From 8d5e5f1f1674ee4074c4adc689f77b5f3e0252b1 Mon Sep 17 00:00:00 2001 From: Haruki-Yama <yamamoto-haruki-hx@ynu.jp> Date: Wed, 2 Oct 2024 18:24:48 +0900 Subject: [PATCH] rpm->rps --- shipmmg/mmg_3dof.py | 72 +++++++++++------------ shipmmg/ship_obj_3dof.py | 42 ++++++------- shipmmg_example.ipynb | 124 +++++++++++++++++++++------------------ tests/test_mmg_3dof.py | 28 ++++----- 4 files changed, 139 insertions(+), 127 deletions(-) diff --git a/shipmmg/mmg_3dof.py b/shipmmg/mmg_3dof.py index 395892a..312f75a 100644 --- a/shipmmg/mmg_3dof.py +++ b/shipmmg/mmg_3dof.py @@ -174,7 +174,7 @@ def simulate_mmg_3dof( maneuvering_params: Mmg3DofManeuveringParams, time_list: List[float], δ_list: List[float], - npm_list: List[float], + nps_list: List[float], u0: float = 0.0, v0: float = 0.0, r0: float = 0.0, @@ -209,8 +209,8 @@ def simulate_mmg_3dof( time list of simulation. δ_list (list[float]): rudder angle list of simulation. - npm_list (List[float]): - npm list of simulation. + nps_list (List[float]): + nps list of simulation. u0 (float, optional): axial velocity [m/s] in initial condition (`time_list[0]`). Defaults to 0.0. @@ -329,7 +329,7 @@ def simulate_mmg_3dof( >>> sampling = 2000 >>> time_list = np.linspace(0.00, duration, sampling) >>> δ_list = np.full(len(time_list), 35.0 * np.pi / 180.0) - >>> npm_list = np.full(len(time_list), 20.338) + >>> nps_list = np.full(len(time_list), 20.338) >>> basic_params = Mmg3DofBasicParams( >>> L_pp=7.00, >>> B=1.27, @@ -384,7 +384,7 @@ def simulate_mmg_3dof( >>> maneuvering_params, >>> time_list, >>> δ_rad_list, - >>> npm_list, + >>> nps_list, >>> u0=2.29 * 0.512, >>> ) >>> result = sol.sol(time_list) @@ -445,7 +445,7 @@ def simulate_mmg_3dof( N_rrr_dash=maneuvering_params.N_rrr_dash, time_list=time_list, δ_list=δ_list, - npm_list=npm_list, + nps_list=nps_list, u0=u0, v0=v0, r0=r0, @@ -509,7 +509,7 @@ def simulate( N_rrr_dash: float, time_list: List[float], δ_list: List[float], - npm_list: List[float], + nps_list: List[float], u0: float = 0.0, v0: float = 0.0, r0: float = 0.0, @@ -630,8 +630,8 @@ def simulate( time list of simulation. δ_list (list[float]): rudder angle list of simulation. - npm_list (List[float]): - npm list of simulation. + nps_list (List[float]): + nps list of simulation. u0 (float, optional): axial velocity [m/s] in initial condition (`time_list[0]`). Defaults to 0.0. @@ -750,7 +750,7 @@ def simulate( >>> sampling = 2000 >>> time_list = np.linspace(0.00, duration, sampling) >>> δ_list = np.full(len(time_list), 35.0 * np.pi / 180.0) - >>> npm_list = np.full(len(time_list), 17.95) + >>> nps_list = np.full(len(time_list), 17.95) >>> L_pp=7.00 >>> B=1.27 >>> d=0.46 @@ -842,7 +842,7 @@ def simulate( >>> N_rrr_dash=N_rrr_dash, >>> time_list, >>> δ_rad_list, - >>> npm_list, + >>> nps_list, >>> u0=2.29 * 0.512, >>> ) >>> result = sol.sol(time_list) @@ -855,11 +855,11 @@ def simulate( """ spl_δ = interp1d(time_list, δ_list, "cubic", fill_value="extrapolate") - spl_npm = interp1d(time_list, npm_list, "cubic", fill_value="extrapolate") + spl_nps = interp1d(time_list, nps_list, "cubic", fill_value="extrapolate") def mmg_3dof_eom_solve_ivp(t, X): - u, v, r, x, y, ψ, δ, npm = X + u, v, r, x, y, ψ, δ, nps = X U = np.sqrt(u**2 + (v - r * x_G) ** 2) @@ -870,13 +870,13 @@ def mmg_3dof_eom_solve_ivp(t, X): # w_P = w_P0 w_P = w_P0 * np.exp(-4.0 * (β - x_P * r_dash) ** 2) - J = 0.0 if npm == 0.0 else (1 - w_P) * u / (npm * D_p) + J = 0.0 if nps == 0.0 else (1 - w_P) * u / (nps * D_p) K_T = k_0 + k_1 * J + k_2 * J**2 β_R = β - l_R * r_dash γ_R = γ_R_minus if β_R < 0.0 else γ_R_plus v_R = U * γ_R * β_R u_R = ( - np.sqrt(η * (κ * ϵ * 8.0 * k_0 * npm**2 * D_p**4 / np.pi) ** 2) + np.sqrt(η * (κ * ϵ * 8.0 * k_0 * nps**2 * D_p**4 / np.pi) ** 2) if J == 0.0 else u * (1 - w_P) @@ -905,7 +905,7 @@ def mmg_3dof_eom_solve_ivp(t, X): ) ) X_R = -(1 - t_R) * F_N * np.sin(δ) - X_P = (1 - t_P) * ρ * K_T * npm**2 * D_p**4 + X_P = (1 - t_P) * ρ * K_T * nps**2 * D_p**4 Y_H = ( 0.5 * ρ @@ -949,13 +949,13 @@ def mmg_3dof_eom_solve_ivp(t, X): d_y = u * np.sin(ψ) + v * np.cos(ψ) d_ψ = r d_δ = derivative(spl_δ, t) - d_npm = derivative(spl_npm, t) - return [d_u, d_v, d_r, d_x, d_y, d_ψ, d_δ, d_npm] + d_nps = derivative(spl_nps, t) + return [d_u, d_v, d_r, d_x, d_y, d_ψ, d_δ, d_nps] sol = solve_ivp( mmg_3dof_eom_solve_ivp, [time_list[0], time_list[-1]], - [u0, v0, r0, x0, y0, ψ0, δ_list[0], npm_list[0]], + [u0, v0, r0, x0, y0, ψ0, δ_list[0], nps_list[0]], dense_output=True, method=method, t_eval=t_eval, @@ -971,7 +971,7 @@ def get_sub_values_from_simulation_result( v_list: List[float], r_list: List[float], δ_list: List[float], - npm_list: List[float], + nps_list: List[float], basic_params: Mmg3DofBasicParams, maneuvering_params: Mmg3DofManeuveringParams, ρ: float = 1025.0, @@ -988,8 +988,8 @@ def get_sub_values_from_simulation_result( r list of MMG simulation result. δ_list (List[float]): δ list of MMG simulation result. - npm_list (List[float]): - npm list of MMG simulation result. + nps_list (List[float]): + nps list of MMG simulation result. basic_params (Mmg3DofBasicParams): u of MMG simulation result. maneuvering_params (Mmg3DofManeuveringParams): @@ -1056,12 +1056,12 @@ def get_sub_values_from_simulation_result( ) J_list = list( map( - lambda w_P, u, npm: 0.0 - if npm == 0.0 - else (1 - w_P) * u / (npm * basic_params.D_p), + lambda w_P, u, nps: 0.0 + if nps == 0.0 + else (1 - w_P) * u / (nps * basic_params.D_p), w_P_list, u_list, - npm_list, + nps_list, ) ) K_T_list = list( @@ -1095,14 +1095,14 @@ def get_sub_values_from_simulation_result( ) u_R_list = list( map( - lambda u, J, npm, K_T, w_P: np.sqrt( + lambda u, J, nps, K_T, w_P: np.sqrt( basic_params.η * ( basic_params.κ * basic_params.ϵ * 8.0 * maneuvering_params.k_0 - * npm**2 + * nps**2 * basic_params.D_p**4 / np.pi ) @@ -1123,7 +1123,7 @@ def get_sub_values_from_simulation_result( ), u_list, J_list, - npm_list, + nps_list, K_T_list, w_P_list, ) @@ -1170,13 +1170,13 @@ def get_sub_values_from_simulation_result( ) X_P_list = list( map( - lambda K_T, npm: (1 - basic_params.t_P) + lambda K_T, nps: (1 - basic_params.t_P) * ρ * K_T - * npm**2 + * nps**2 * basic_params.D_p**4, K_T_list, - npm_list, + nps_list, ) ) Y_H_list = list( @@ -1274,7 +1274,7 @@ def zigzag_test_mmg_3dof( target_δ_rad: float, target_ψ_rad_deviation: float, time_list: List[float], - npm_list: List[float], + nps_list: List[float], δ0: float = 0.0, δ_rad_rate: float = 1.0 * np.pi / 180, u0: float = 0.0, @@ -1303,8 +1303,8 @@ def zigzag_test_mmg_3dof( target absolute value of psi deviation from ψ0[rad]. time_list (list[float]): time list of simulation. - npm_list (List[float]): - npm list of simulation. + nps_list (List[float]): + nps list of simulation. δ0 (float): Initial rudder angle [rad]. Defaults to 0.0. @@ -1453,7 +1453,7 @@ def zigzag_test_mmg_3dof( maneuvering_params, time_list[start_index:], δ_list, - npm_list[start_index:], + nps_list[start_index:], u0=u0, v0=v0, r0=r0, diff --git a/shipmmg/ship_obj_3dof.py b/shipmmg/ship_obj_3dof.py index f102a2e..7f1f345 100644 --- a/shipmmg/ship_obj_3dof.py +++ b/shipmmg/ship_obj_3dof.py @@ -50,8 +50,8 @@ class ShipObj3dof: List of azimuth [rad] in simulation result. δ (list[float]): rudder angle list of simulation. - npm (List[float]): - npm list of simulation. + nps (List[float]): + nps list of simulation. """ # Ship overview @@ -66,7 +66,7 @@ class ShipObj3dof: y: List[float] = dataclasses.field(default_factory=list) psi: List[float] = dataclasses.field(default_factory=list) δ: List[float] = dataclasses.field(default_factory=list) - npm: List[float] = dataclasses.field(default_factory=list) + nps: List[float] = dataclasses.field(default_factory=list) def register_simulation_result( self, @@ -422,8 +422,8 @@ def draw_chart( target_x = self.δ elif x_index == "δ": target_x = self.δ - elif x_index == "npm": - target_x = self.npm + elif x_index == "nps": + target_x = self.nps if target_x is None: raise Exception( "`x_index` is not good. Please set `x_index` from [" @@ -445,7 +445,7 @@ def draw_chart( ", " " δ" ", " - " npm" + " nps" "]" ) @@ -468,8 +468,8 @@ def draw_chart( target_y = self.δ elif y_index == "δ": target_y = self.δ - elif y_index == "npm": - target_y = self.npm + elif y_index == "nps": + target_y = self.nps if target_y is None: raise Exception( "`y_index` is not good. Please set `y_index` from [" @@ -491,7 +491,7 @@ def draw_chart( ", " " δ" ", " - " npm" + " nps" "]" "]" ) @@ -636,8 +636,8 @@ def draw_multi_x_chart( target_y = self.δ elif y_index == "δ": target_y = self.δ - elif y_index == "npm": - target_y = self.npm + elif y_index == "nps": + target_y = self.nps if target_y is None: raise Exception( "`x_index` is not good. Please set `x_index` from [" @@ -659,7 +659,7 @@ def draw_multi_x_chart( ", " " δ" ", " - " npm" + " nps" "]" ) @@ -683,8 +683,8 @@ def draw_multi_x_chart( target_x_list.append(self.δ) elif x_index == "δ": target_x_list.append(self.δ) - elif x_index == "npm": - target_x_list.append(self.npm) + elif x_index == "nps": + target_x_list.append(self.nps) if len(target_x_list) == 0: raise Exception( "`y_index` is not good. Please set `y_index` from [" @@ -706,7 +706,7 @@ def draw_multi_x_chart( ", " " δ" ", " - " npm" + " nps" "]" "]" ) @@ -853,8 +853,8 @@ def draw_multi_y_chart( target_x = self.δ elif x_index == "δ": target_x = self.δ - elif x_index == "npm": - target_x = self.npm + elif x_index == "nps": + target_x = self.nps if target_x is None: raise Exception( "`x_index` is not good. Please set `x_index` from [" @@ -876,7 +876,7 @@ def draw_multi_y_chart( ", " " δ" ", " - " npm" + " nps" "]" ) @@ -900,8 +900,8 @@ def draw_multi_y_chart( target_y_list.append(self.δ) elif y_index == "δ": target_y_list.append(self.δ) - elif y_index == "npm": - target_y_list.append(self.npm) + elif y_index == "nps": + target_y_list.append(self.nps) if len(target_y_list) == 0: raise Exception( "`y_index` is not good. Please set `y_index` from [" @@ -923,7 +923,7 @@ def draw_multi_y_chart( ", " " δ" ", " - " npm" + " nps" "]" "]" ) diff --git a/shipmmg_example.ipynb b/shipmmg_example.ipynb index a375053..aa8e6f1 100644 --- a/shipmmg_example.ipynb +++ b/shipmmg_example.ipynb @@ -138,9 +138,17 @@ "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/harukiyamamoto/.pyenv/versions/3.11.4/lib/python3.11/site-packages/matplotlib_inline/backend_inline.py:27: UserWarning: The Figure parameters 'tight_layout' and 'constrained_layout' cannot be used together. Please use 'layout' parameter\n", + " return new_figure_manager_given_figure(num, FigureClass(*args, **kwargs))\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -161,7 +169,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -188,9 +196,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "<PIL.GifImagePlugin.GifImageFile image mode=P size=640x480 at 0x7F3336F18160>" + "<PIL.GifImagePlugin.GifImageFile image mode=P size=640x480>" ] }, "execution_count": 9, @@ -333,7 +341,7 @@ "duration = 200 # [s]\n", "# steering_rate = 1.76 * 4 # [°/s]\n", "max_δ_rad = 35 * np.pi / 180.0 # [rad]\n", - "n_const = 17.95 # [rpm]\n", + "n_const = 17.95 # [nps]\n", "\n", "sampling = duration * 10\n", "time_list = np.linspace(0.00, duration, sampling)\n", @@ -341,7 +349,7 @@ "for i in range(sampling):\n", " δ_rad_list[i] = max_δ_rad\n", "\n", - "npm_list = np.array([n_const for i in range(sampling)])" + "nps_list = np.array([n_const for i in range(sampling)])" ] }, { @@ -362,7 +370,7 @@ " maneuvering_params,\n", " time_list,\n", " δ_rad_list,\n", - " npm_list,\n", + " nps_list,\n", " u0=2.29 * 0.512,\n", " v0=0.0,\n", " r0=0.0,\n", @@ -422,9 +430,17 @@ "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/harukiyamamoto/.pyenv/versions/3.11.4/lib/python3.11/site-packages/matplotlib_inline/backend_inline.py:27: UserWarning: The Figure parameters 'tight_layout' and 'constrained_layout' cannot be used together. Please use 'layout' parameter\n", + " return new_figure_manager_given_figure(num, FigureClass(*args, **kwargs))\n" + ] + }, { "data": { - "image/png": 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l92BBOX/9dBNrD1pmCr5gdCqPzR7aZNS7aEgCxE0SIG23N7eUWz7Y0OIsua9eOYbThyZ7uVYiUD38zTbeXnHAtp8cF8Gye05t8suJyax5Zclenlu0G7OG/t1iePn3oxmQJA3sLZEAcZMESNss3JbNnz/Z2OIjqx2PziIyTMZ0CM/ak1PKac83nF9r3h2TGJzS9P/sqn0F3PbRBnJLq4kIDeKx84ZxUTM9uoQEiNskQFrHbNa8+LPlt7vm/P3sIVxzSh8v10p0JFprzn1xOVuOFNuO3XvGIG6c0q9J2fyyav78yUbbKPaLT0zlsdnDZPGqRiRA3CQBcnzl1XXc9dkm5m1tfo3sX/92qkx2J7xmwbZsbnhvnW2/R0Iky+45tcn0Jmaz5pVfMnh24S7MGkanJfDfK8fQLVYGr9ZrbYAY3pKplJqslPpWKZWllNJKqdmN3tctvP7m5JoPN1N+Z7v/ZTqQI0WVXPDKimbDIzE2nH1PninhIbzq9KHJrLl/hm3/SFElfeb8QI51cap6QUGKW07tz9t/HEdcRAjrDxVx3ovL2epwByNax/AAAaKBTcAtLbyf0uh1DaCBL45z3W2NzjvFE5UVsONoCee/vLzZlQHvPWMQa+6fIQO3hCESY8PZ/9SZ9HWYO2v8kz+yal9Bk7KTByTy9a2n0C8xmqPFVVz43xV828wKiqJlPvUISymlgd9prec6KTMXiNVaT3dS5mFgttZ6lBt1kUdYzVixN58b3ltHaTNrdXx32ykM6xFvQK2EaOqNpft4/Psdtv0Hzx7Ctc20x5VU1XLHRxv4eZdl4OEd09O5c0Z6h57Z128eYbWFUioJOAt4sxXF062PxfYppT5QSqUd59rhSqm4+hcgffwa+XrjEa56a3Wz4bHpoZkSHsKnXDepL1/cNNG2/9h327n+3bVNysVFhPLGVWO5YXJfAP7z4x7u+2oLdSZzk7KiIb8KEOAqoBT48jjlVgFXA7OAm4A+wFKllLNQmAMUO7wOOynb4byxdB93fLyRWlPDO9b4yFD2P3Vmk3mJhPAFY3p1YvX99ocVi7bn0P++H2j85CU4SDHnzME8PnsYQQo+Wp3Jje+vp7KFbunCwq8eYVkbwhdprW9r43UTgIPAX7TWzd69KKXCgXCHQ7HAYXmEBS/+tIdnFjbtpnvB6FSevXikATUSom1qTWbS75/X4NieJ85odsr3+Vuzuf3jDdTUmRmdlsCbV42lU3SYt6rqEwLuEZZSahIwEHijredqrYuA3UB/J2WqtdYl9S8sdzodmtaaZxfuajY87j1jkISH8BuhwUEc+MdZDEq2P4RIv38e5c08jp01LJkPrhtv66F14X9XcLS40pvV9Rt+EyDAtcA6rfWmtp6olIoB+gFHPV6rAKW15skfdvDCT3ubvPfy70c3O0hLCF83/87JzHKYTmfoQwvIK61uUm5s7858ftNEUuIjyMgr55JXf+PwsYom5To6wwNEKRWjlBqllBplPdTHup/mUCYOuIgW7j6UUj8qpW512H9GKTVFKdVbKTUR+AowAR+1218kgGiteeTb7by+dH+T9768eSJnDk8xoFZCeMZ/rxzD9ZPsvbHGPrGYI0VN7zAGJMXy+U0TSescxaHCCi559TcOFUiIODI8QIATgQ3WF8Bz1u1HHcpcCihaDoB+gONSdqnWsruAT4EC4CStdZ7nqh24nl6wq8EkdfV+vmsqo9M6eb9CQnjY/WcN4aFzhtj2T/7HT82GSI+ESD654ST6dI3mSFEll7y2kgONFrfqyHyqEd2XdNRxIC/9vJd/LdjV5LhMSyIC0efrDnPXZ/an4svvnUaPhMgm5XJLqrjs9d/IyCsnKS6cD68/iX6JMd6sqlcFXCO6aH9vLd/fbHgsv3eahIcISBeOSeWZi+ydQVq6E+kWF8HHf5rAgKQYckqqufz138gslMdZEiACgM/WZvLIt9ubHP9tzvRmfyMTIlA0FyLNNawnxobz0fUn2ULk92+sIrfRPFsdjQSI4Jfdedz75ZYmx1fOmUZyvMxQKgJf4xAZ+8TiZrv4dokJ571rx9sa1q94cxXHymu8WVWfIgHSwW3LKubm99dhMjdsC1v8lymkxMudh+g4LhyTysMODetDH1pAbTPTmSTFRfDBdeNJigtnd04ZV7+9hrJmwqYjkADpwLKKKrnm7TVNVhH8+paT6d8tcBsIhWjJ1Sf3adDFN/3+eU2mPQHo2TmK968dT6eoUDZlFnH9O2uprut4055IgHRQJVW1XPP2GnJKGj7rfe/acYzsmWBMpYTwAfefNaTBYMP+jaZAqZeeFMs714wjJjyElfsKuPeLLc2GTSCTAOmAzGbNHR9taLKex9MXjmBSeqJBtRLCd/z3yjEMTLJMe2Iya655e02z5UakJvDKFaMJDlJ8teEI//lxjzeraTgJkA7o+cW7bWsf1LvipDQuPrGnQTUSwvcs+PNk2/ZPO3N5Y+m+ZstNSk/k8dnDAPj34j18taHjTOQtAdLBzN96tMn8Vv27xfD47OEG1UgI37X3iTNs249/v4OVGU1XNgS4bFwaN0yxrCdyz+dbml0BMRBJgHQge3JK+eunTeeiXPyXKQbURgjfFxIc1GCd9cte/43s4ubHftxz+iDOGJZMjcnMDe+v42BB4E95IgHSQZRW1fKn99Y16XG1x+E3LCFEU4mx4Xx5s31lw5Oe+hGzuWljeVCQ4vlLRjGyZwJFFbXc8N46KmoCu3uvBEgHoLXm/q+2sr/RJHC//G1qswvqCCEaGp3WqcEYkZOe+rHZchGhwbx25Ri6xoSzM7uUewK8Z5Z8enQAn607zDebshoce/aikfTqEm1QjYTwP1ef3IcBSZbxUbml1bzQQo+rpLgIXrliNCFBim83ZfHmsqbLIgQKCZAAtze3lIe+3tbg2KkDE7lgTKpBNRLCfy24094z69lFu9l6pLjZcmN7d+bBsy13LE/N29li47u/kwAJYFW1Jm79cAOVtQ3bPd764ziDaiSEf1NKse4Be6P62S8sa3a6E4A/TOjF+aN7YDJr7vh4AwVlTSdo9HcSIAHs6fm7mgwW3PLwTINqI0Rg6BITzv+uPtG2P+axRc2WU0rx+Oxh9O8WQ25pNX/9bFOzje/+TAIkQK3aV8BbKxo+e33zqhOJjQg1qEZCBI5pg5IY17szACVVdXy46lCz5aLCQnjx8hMIDwliya68gGsPkQAJQBU1dfzt8804dv544nfDmD44ybhKCRFgPrnhJNv2fV9tafER1aDkOP5u7cH1z/k72ZhZ5I3qeYUESAB6ev4uDjmsljZraDKXj0szsEZCBB6lFEvummrbH/P44hbLXj4ujTOHJ1Nn1vzlk41U1gTGzL0SIAFmZUYBb684YNvvGhPGU+cPRyllXKWECFC9u0Zz66n9bftP/bCj2XJKKZ783XCS4sLZl1/OP+fv9FYV25UESACpqjVx31cNVxZ8fPYwOkWHGVQjIQLfXacPtG2/+uu+ZpfDBUiICuOfF4wA4O0VB1i+N98r9WtPEiAB5LVf9zUYbX7WiBRmDUsxsEZCdAyr759u2x77RMuPsqYO7Mbl4y2Pk//22SZKqmrbvW7tSQIkQBwsKOfFn+2z7HaODuPRc4caWCMhOo5usRFcd4p9JcOWpn4HuP/MwaR1jiKruIp/zPPvR1kSIAFAa83fv95GTZ19QNPD5w6lS0y4gbUSomN54Gz7XFmPf7+D8hbWSY8OD+HpCy2Psj5cdYjV+wu9Ur/2IAESABZsy+aX3fYFoiald+WcEfLoSghvc+yVNeVfS1osd1LfLlw61rKA25wvN/vteuoSIH6uqtbEY9/Ze36EBisePneo9LoSwgC9u0Yzvo9lgGF+WXWLc2UBzDljMF1jwsnIK+eVJRneqqJHSYD4uXdXHuBIUaVt/0+T+9IvMcbAGgnRsX14vX2A4dkvLGuxXHxUKA+fa3ns9dLPe8nIK2v3unmaBIgfO1Zew4sOy9P2SIjkFoc+6UII7wsOUjxmXSMd4NVfWr67OGt4CqcOTKTWpHn02+1+t3aIBIgfe+GnvZRU2Rvq7j9rMFFhIQbWSAgBcOVJvWzbT83biamFSRSVUvz9nKGEBit+2Z3HjztyvVVFj5AA8VMHC8p577cDtv0T0hI4Y1iycRUSQjSw6M/2tUNufH9di+X6dI3m2lP6AvDod9upqvWfBnUJED/178V7qDXZf6u578zB0nAuhA9JT4olLMTyEbtoe47T9dFvm9afpLhwDhVW+NWMvYYHiFJqslLqW6VUllJKK6VmN3r/betxx9f8Vlz3FqXUAaVUlVJqlVIqYFZRysgr4+uNR2z7M4ckMdY6tbQQwncsv2eabXv2S8tbLBcdHsKcMwYD8PLPe8n3k8WnDA8QIBrYBNzipMx8IMXhdZmzCyqlLgGeAx4BRluvv0Ap1c0TFTbaiz/tpf6RanCQ4u5Zg4ytkBCiWYmx4aR3s/SK3J1T1uI8WQDnjuzOiNR4ymtMLa637msMDxCt9Tyt9QNa66+cFKvWWmc7vI4d57J/AV7XWr+ltd4O3AhUANd4qt5GaXz3ceHoVPp3k267Qviqr2892bY95V8/t1guKEhxr/WXwQ9WHeJgQXmLZX2F4QHSSlOVUrlKqV1KqVeUUl1aKqiUCgPGALYZzbTWZuv+BCfnhSul4upfQKwH6+8xje8+pNuuEL4tKiyEyQMSAaioMTl9PDWxf1emDEikzqx5ZuFub1XRZf4QIPOBPwDTgXuAKcA8pVRwC+W7AsFATqPjOYCzbkpzgGKH12E36twuMgsrGtx9nH9CD9K6RBlYIyFEa7x25Rjb9rlOBhcC3DNrEErBt5uynI5k9wU+HyBa64+11t9orbdorecCZwNjgake/lJPAfEOr1QPX99tby7bL3cfQvihiNBgRvZMACCruMrpNO5Dusdx3sjugKW3pS/z+QBpTGu9D8gHWvr0zAdMQOMFwJOAbCfXrdZal9S/gFJP1NdTiitr+XRtpm3/vFHd6d012sAaCSHa4oPrxtu2L331N6dlb5ueTpCCxTtyfPouxO8CRCmVCnQBjjb3vta6BliH5ZFX/TlB1v2V3qhje/ho9SEqHNZRvnlqPwNrI4Roq5jwEHpbHzlvP1rSYPmFxvolxnCO9S7k/3y4R5bhAaKUilFKjVJKjbIe6mPdT7O+9y+l1ElKqd5KqenA18BeYIHDNX5USt3qcNnngOuVUlcppQYDr2DpLvyWd/5WnlVTZ+bt5Qds+1MHJtK/m0+28QshnPjqZnuPrDlfbnFS0jK4UClYuD2HbVm+eRdieIAAJwIbrC+wfPhvAB7F8ihqBPANsBt4E8vdxSSttWNXhn5YGs8B0Fp/AtxlvcZGYBQwS2vduGHdL8zbepTskirb/rUOK58JIfxHp+gw2/YX65330+nfLZazR1juQl5yWG3UlxgeIFrrJVpr1czraq11pdb6dK11N611mNa6t9b6T42DwHr84UbHXtRa99Jah2utx2utV3n1L+ZBH60+ZNsemBTLKf27OikthPBlX9w00bbt2KuyObdaO8rM35rNoYKKdq2XKwwPEOHcvrwyfttnX/LymlN6y5xXQvixMb062bbv+Hij07IDk2OZMiARs4b/Lfe9ObIkQHzcx2vsPa/iI0M5b1QPA2sjhPCEu2cNtG0fyHc+4vxPky0z9X6yJpOiipp2rVdbSYD4sOo6E5+vsz8nPX90DyJCWxo/KYTwFzdNsfeivOadNU7LTuzXhSEpcVTWmvhg1SGnZb1NAsSHLdyWQ2G5/TeOS8emGVgbIYSnKKVsXXr35ZU7XYlQKcX1ky0dZ95ZcYBaU8vdf71NAsSHzd1gb2A7IS2BgcnSdVeIQPG/q8fatr9Y77wx/azh3ekaE05uaTWLt/tOZ1IJEB91rLyGX3bn2fYvHdvTwNoIITytb6J9Fu27PtvktGxYSBCXjLXMrvT+qoPtWq+2kADxUfO2ZlNnnfgqMjTY1h9cCBE4rppgXzu9rLrlFQsBLhuXhlKwfG8BGXll7V21VpEA8VGO/cNnDEkiOjzEwNoIIdrDfWcNtm0/8f0Op2VTO0UxbaBlTbwPfvONxnQJEB90tLiSVfvtYz/OGZFiYG2EEO0lPMTeq9JxwHBLrjjJcsfy5YbDVNeZjlO6/UmA+KD5W+2TBsdGhDBlYKKBtRFCtCfHMSGlTqZ5B5g8IJGkuHCKKmr5eWdue1ftuCRAfNDiHfZeFrOGJjf4LUUIEVj+NKmvbfupeTudlg0OUsw+wTKY+PN1zntueYMEiI8pqaptMHXJ2SOl8VyIQBYSbP8Y/rAVAwUvHG3pjbVkVy4FTpbH9QYJEB/z6+48TNbeV9FhwUzo2+Ly70KIAOH4GKuq1nnbRnpSLCNS46kza77ZlNXeVXNKAsTHOA4SmjwgkbAQ+ScSItBd7/AY681lx5808QLrXcjcjRIgwspk1ixxGDw4bVA3A2sjhPCWUIfHWP9asOu45c8YnoxSsCmziMPHjJvmXQLEh2zPKqGowt4LY+pACRAhOoopA1rf27JbbATjencGGvba9DYJEB+yIiPftj2yZwKJseEG1kYI4U0Pnm0fVLj5cNFxy59lHR/2/Zaj7VWl45IA8SErMgps21PSZdVBITqS/t3sk6U+9t3245afNdTyGGvDoSKyiirbs2otkgDxEbUmM2sO2LvvniS9r4TosNYcOHbcMt3iIhjby/IYa+E2Yx5jSYD4iM2Hi6iosXTfCw1WjHZY9lII0THcMNneG8vZGiH1ZgyxtJP+tCvvOCXbhwSIj1i93/4bxwlpnWTlQSE6oGsn9bFtrzt4/LuQ+p6av+0roKLG+Wy+7UECxEdsyiyybcvgQSE6pm6xEbbtF3/ee9zy/RJjSO0USU2dmRV7C45b3tMkQHzERocAGdens3EVEUL4hCWteCyllLLdhfy0y/uTK0qA+IDs4iqyS6ps+8NT4w2sjRDCSBefmNqm8qdax4v9siuvVe0mniQB4gM2OfT57psYTVxEqHGVEUIY6vfj7asUFpbXHLf8+L6dCQ1WHCmq5FChd0elS4D4AMf2j5GpCYbVQwhhvBEOTyC+2nD8KdujwkJsnxsrM7zbDiIB4gN2ZpfatkfK4yshOjSllG3741asUggwoZ+l483KfRIgHc7uHHuADJc7ECGE1Z7cslaVswVIRoFX20EkQAxWXl3H4WP2aQgGJsc6KS2E6AguHNO2hvTRaZ0ICwkit7Sa/fnl7VSrpiRADLbX4TeM7vERxISHGFgbIYQvOG+UfSXSWpP5uOUjQoNtj7/XHypqr2o1IQFiMMfHV/2T5O5DCNFwLJjjHHnOjOqZAMCGQ8cfwe4phgeIUmqyUupbpVSWUkorpWY7vBeqlPqnUmqLUqrcWuZdpZTThcKVUg9br+X4cr5avUEy8uy3m+ndYgysiRDCV4SH2KcyWuSwSqkzJ6RZ5s9zHJTc3gwPECAa2ATc0sx7UcBo4DHrn+cDA4FvWnHdbUCKw+sUT1TW0zIdVhOTABFCNNbaAKm/A9mZXUpljfN11T3F8AfuWut5wDxo2H3N+l4xcJrjMaXUrcBqpVSa1tpZH7c6rbVxS3W1kmMDep+u0QbWRAjhixw/I5xJiY+gW2w4uaXVbDlS7JUpkXzhDqSt4gENFB2nXLr1kdc+pdQHSqk0Z4WVUuFKqbj6F+CVBolMh5GjPTpFeuNLCiH8QFsnVVVKMdJ6F7LlSHE71KgpvwoQpVQE8E/gI611iZOiq4CrgVnATUAfYKlSylkozAGKHV6HPVFnZyprTA2mKkiOi3BSWgjRkYzt3fY1gQanxAGwK9vZx6Pn+E2AKKVCgU8BhSUUWqS1nqe1/kxrvVlrvQA4E0gALnZy2lNY7m7qX23riO2CI0UOdx8JkYQE+80/hxCinZ3gsKic2dy6wYGDrePIHGe3aE9+8YnlEB69gNOOc/fRhNa6CNgN9HdSplprXVL/Atr9XyC7uNq23SNBHl8JIexGOcxK4djZxplBtjuQUkytDB13+HyAOIRHOjBDa93myV6UUjFAP+Coh6vnloJye4B0T5DHV0IIu07RYbbt9a0c25HWOYrI0GCq68wcKGj/EemGB4hSKkYpNUopNcp6qI91P80aHp8DJwK/B4KVUsnWV5jDNX609s6q339GKTVFKdVbKTUR+AowAR957S/WCgVl9vaPxNhwA2sihPBl6w8WtapccJBiQJJlOMAuLzzGMjxAsITDBusL4Dnr9qNAD+BcLO0RG7HcQdS/Jjpcox/Q1WE/FUtY7MJy91IAnKS1Nmbl+RY4NqA7/rYhhBCO9uS2Pgz6JVoCxBtzYvnCOJAlWBrGW+Lsvfpr9G60f6l7tfKOAocA6RwlASKEaN6hgtYvFNWri2U82QEvBIgv3IF0WMfkDkQI0QpZxVXHL2TVu2sUAAfbEDqukgAxUHlNnW27swSIEMIDetffgXSERvSOrMJhvhpZB10I0VhKfNt7Z9YHSG5pNeXVdccp7R4JEAM5TngWGRrspKQQoiPq2TmqzefER4USF2Fp3s4qat08Wq6SADFQZa09QCLC5J9CCNFQfKRrTyZS4i0Dk4+2oe3EFfKpZaDiylrbdoTcgQghGnF1hdIk66Ov7BIJkIBVVGHvhSWPsIQQjUWHu/a5kBxnGZicI3cggctxqppQmUhRCNFITLhrj7DqZ/Y+KncgQgjRMcVGuPcIK1cCRAghOqaQoONOxNGsLtZxZccqao9T0j0SIEII4aOq68wunRcfaQkQx3bW9iABIoQQPqq6znT8Qs1IiLK0nTj29GwPEiAGCna4PdW6/Rd/EUL4l+pa1+5A6gOkqKK2XT9bJEAM5NjHu84Lq4cJIfxLjcnFALE+wqoza8prXLuLaQ0JEAN1jbFPoFjRjv/IQgj/VOni50JEaJCtAb60qv0eY0mAGMhxmoKKmvad9EwI4X9ySquPX6gZSinb7BauPgZrDQkQA0U7PMIqr5Y7ECFEQ0fdmAwxItTy8V7lYkN8a0iAGMhx+pL2nnZZCOF/3JlNNzzE8vlSJXcggam+pwRIgAghmnKnAdx2B1IrdyABqUtMuG27vUeMCiE6lvo2EAmQANXFYRnb/DLXGsuEEIGvZ+fINp8TpCy9sNpzgIAEiIESY+13IBIgQoiWjOiRYHQVmiUBYqAu0RIgQojjG9Yjvs3n6Ha997CQADFQ11j7I6y80vad9EwI4V/MDrNTDHchQLxBAsRAPRLszzX355cZWBMhhK854tCFd2j3OANr0jIJEAPFRti78WbklRtYEyGEr9lypNi27djlv7XM1uEfrq0o0joSIAbr2zXatt2ec9YIIfzL0j35tm2l2h4D9SPQHQcse5oEiMEGp9hvTTMLXR91KoQILL/synXr/CrrIMQICZDAlerQv/tQYYWBNRFC+JKsYvfWM6+yrmYYGSYBErD6dLE/wjpUKO0gQoiGxvXu7NJ59VPByyOsADYgOda2vTdXemIJIRqaMjCxzedorW1tIOGh7fcxb3iAKKUmK6W+VUplKaW0Ump2o/eVUupRpdRRpVSlUmqxUiq9Fde9RSl1QClVpZRapZQa125/CTekd4uxba/eX2hgTYQQvsJxYPH0wd3afH5FjYn6lWwdVz71NMMDBIgGNgG3tPD+3cDtwI3AeKAcWKCUimjpgkqpS4DngEeA0dbrL1BKtf1fop05duU9UFDRYPCQEKJj+mZjlm17YFKsk5LNO1ZhGZgcFhIU2I+wtNbztNYPaK2/avyesvRduxN4XGv9tdZ6M/AHoDsw28ll/wK8rrV+S2u9HUv4VADXeLr+njDV4RZVGtKFEF+sP2zbdqULb5F1du+EyFCXzm8twwPkOPoAycDi+gNa62JgFTChuROUUmHAmEbnmK37zZ5jPS9cKRVX/wLaHvsucuzKuzO7xFtfVgjho7Zlufc5UB8gnaLCjlPSPb4eIMnWP3MaHc9xeK+xrkBwG88BmAMUO7wOOynrUSMc5rnZ7uYPjhAicJw2JMml8+ofYbkygr0t2hQgSqme7VURH/AUEO/wSvXWFz4hrZNte0VGgbe+rBDCB1U7rGF+wWjXPoaKfDFAgJ3WHlFR7VKbprKtfzaO4SSH9xrLB0xtPAetdbXWuqT+BZS6UF+XJMfb+wOsPXhMGtKF6MC+dmhAnzbItX4/uaWWXlzdYlvsa+QRbQ2Q04DTgT1Kqas9X50m9mP50J9ef8DaPjEeWNncCVrrGmBdo3OCrPvNnuMLHG9VM/JkPIgQHdWrv2TYtsNCXGtlOGodxe74y2l7aFPttNYrtNbjsbQXPKaUWqeUmuROBZRSMUqpUUqpUdZDfaz7aVprDfwbeEApda5SajjwLpAFzHW4xo9KqVsdLvsccL1S6iql1GDgFSzdhd9yp67taWxv+2OsDYeKjKuIEMJQ9TNzhwa73nvqaLFlXr0UXwqQelrrd4GBwPfAPKXU50qpPi7W4URgg/UFlg//DcCj1v2ngReA14A1QAwwS2vtOFFMPyyN5/X1+wS4y3qNjcAo6zmNG9Z9xmiHdpC1B2VAoRAdkdb2x9c3Tunn8nV88g6kGQuBN4DfAduVUk8rpWKOc04DWuslWmvVzOtq6/taa/13rXWy1jpCaz1Da7270TV6a60fbnTsRa11L611uNZ6vNZ6lVt/03Y2IjXBtv3pWq91ABNC+JD1h47Ztv8wobdL19Bak20NkJT4yOOUdk9be2HdqJR6Uym1GUtX1x+BScB/gTuw3E1sV0qd6PGaBriwkKAGk6ZlyoBCITqc5xftsW0nxoa7dI3iyloqrBMpJsf51h3I/Vi6uL4LnAokaK3HaK1v0Vq/prWehiVM3vZsNTuGmUPtDenL9+Y7KSmECETLPPD/fn++pQ0lKS68XadyB2jTLFta69aMA3kTeMy16nRsE/vZmnFYsiuPS8elGVgbIYQ31ZnMtu2/nDbA5escKLAESG+HpSLaS3uMRM8FprXDdQPeIIep3edvy5bxIEJ0IF+uP2LbvvYUV/skwf58y+Pvvol+GCDWRu9fPH3djiAoSHHOyO62/S1Hig2sjRDCmx7/frttO9qNKdgP5Pv3HYhww5nD7NN1Ldze4sB5IUSAKamqA9y/c6hvA+ndVQKkw5k8wD61+8tLMpyUFEIEil3Z9pmTnvzdcJevYzZr9llnsujnj4+whHuiw0MY08syqFBr++2oECJw3f3FZtv2SX27uHydQ4UVlNeYCAsJkkdYHZXjDJyLtvvs4HkhhIdsyiwCIMrNbrc7jlqWgxiYFEtIcPt/vEuA+KAZQ+wzcL62dJ+BNRFCtDfHQcPPXzLKrWvVB8jgFO+shycB4oO6xUYwIMkyI0xeabWMShcigN0/d6tte6aLC0jV237U0pbiuMppe5IA8VHXT+pr25674YiTkkIIf/br7jzbtrvrl9vvQCRAOrRZDt15n120u8EsnUKIwFDf9gHw9h/HunWt/LJqjhRZpnEf0l0CpEOLjQht0KV3m6yVLkTAufadNbbtqQNdW32wXv06QundYoiLaN+lbOtJgPiwK0/qZdv+dG2mgTURQnia1pr8Msva5cN7xLt9vfqp4B3XFmpvEiA+bOpA+x3IuysPUlVrMrA2QghP+mSN/ZfCl38/2u3rrT9oDZBeCW5fq7UkQHxYaHAQN0+1r0o2b+tRA2sjhPCke7/cYtvu2TnKrWvVmcxsPmyZO+8EuQMR9S4fb5/S/YnvdxhYEyGEpxw+Zu+af+eMdLevtzO7lMpaE7HhIfRPbNOisG6RAPFxqZ2iGGrtUZFfVtNgzhwhhH+64g37Ctu3T3M/QFZmFABwYu9OBAW51xW4LSRA/MCdM+yLy7whI9OF8Gsms+ZAgeUOZEBSjEc+8JdnWFYyPLl/1+OU9CwJED8wbZC9e99n6w5TVFFjYG2EEO54duEu2/a714x3+3q1JjOr9xcCDVc19QYJED8QHKR4+Jwhtv13Vx40sDZCCHc4LtOQHB/h9vU2ZRZRUWOic3RYg1VNvUECxE9cPNa+HP1zi3ZLl14h/NCX6w/btt0deV5vhbX9Y0LfLl5t/wAJEL8RFRbCDVPs82N9vVHmxxLC3/zl0022bXdHntdbtsfS/jGxv+vriLhKAsSPXHtKH9v2PV9swWyW+bGE8Bcr9ubbtv9xvuurDjo6Vl7D2oOW9o8pDlMfeYsEiB/pFhvBeaO62/Z/kIGFQviNyx267l46Ls1JydZbsjsXs4ZBybGkdnJvMKIrJED8zN2zBtm2b/1wAya5CxHC59XPUwVw66n9PXbdH3fkAjBjsHvriLhKAsTP9EiIZLbDXci3m7IMrI0QojXOf3mFbfuvMwc4Kdl6tSYzv1jXEpk22DPtKW0lAeKH7jnDfhdy5ycbqTOZDayNEMKZpXvsC0b97fSBbi8aVW/N/kJKq+roEh3GqNQEj1yzrSRA/FBKfCQXjE617c/dKHchQviqK99cbdt2nBzVXfO3ZQOWgcbe7r5bTwLET909a6Bt+67PNsm4ECF80A9b7B1dHp89zGN3Hyaz5octlgA5c0SKR67pCr8IEKXUAaWUbub1Ugvlr26mbJW3692ekuIiuHGK/bcZx9GtQgjjaa25+YP1tv0rHBaIc9eqfQXkl1WTEBXKKV6e/8qRXwQIMBZIcXidZj3+mZNzShqd47l/PR9x+3R7b47/+3EPuaUBlZFC+LVHv9tu237zqhM9eu3vrHc2s4YmExps3Me4XwSI1jpPa51d/wLOBjKAX5yfZj9Ha53jndp6T1RYCP+8wD4g6e9ztxlYGyFEvcoaE28tP2Dbn+7BbrZ1JjPzt1oeX509ovtxSrcvvwgQR0qpMOAK4H9aa2eDIGKUUgeVUplKqa+VUkOPc91wpVRc/Qvw7qxkLrpwjH2OrPnbstmeVWJgbYQQAGf851fb9tK7T/XotZdnFFBYXkOX6DBO6tvZo9duK78LEGA2kAC87aTMLuAa4DwsYRMErFBKpTo5Zw5Q7PA67KSszwgOUnx0/Um2/bNfWCpTnAhhoL25Zbb1Pob1iHN7udrGvlhn+Wg6a0QKIQY+vgL/DJBrgXla6xb7rmqtV2qt39Vab9Ra/wKcD+QBNzi57lNAvMPLWdj4lAn9ujCxn2UiNbOGD1bJdO9CGGXGc/Yn61/cNNGj1y6uqLV1373I4emDUfwqQJRSvYAZwBttOU9rXQtsAFqcQ0BrXa21Lql/AX61duz/XXaCbfvBr7eRV1ptYG2E6Jj+tWCnbfvBs4cQHhLs0et/szmLmjozg5JjGdYjzqPXdoVfBQjwRyAX+L4tJymlgoHhQMDOPtg1JpxHz7M389zx8QYDayNEx1NUUcNLP9u70zvOnu0pn6/NBOCiE3t6bEyJO/wmQJRSQVgC5B2tdV2j995VSj3lsP93pdRMpVRfpdRo4H0s3XjbdOfib64Y34v6AakrMgps8+QIIdrfqEcX2bZX3DvN49fflV3KpsPFhASpBvPhGclvAgTLo6s04H/NvJeGZaxHvU7A68AO4AcgDpiotd7ezLkBIyhIMe+Oybb9q/63muLKWgNrJETH8Pk6e5+b80f3oHtCpMe/xsdrDgEwfXA3usSEe/z6rvCbANFaL9RaK6317mbem6q1vtph/89a615a63CtdbLW+iytdYd4pjMwOZbbp9mbem56f52BtREi8BVX1nLXZ/aVBp+9aKTHv0Z5dR2fr7WE1GUeWkvEE/wmQETr3T493ba9IqOABdZeG0IIzxv5yELb9sI/T26XtomvNhyhtLqOPl2jmZzu/ZUHWyIBEoBCgoP48a9TbPs3vLeOgjLplSWEpz2/yP5A5NKxPRmQ5Pnxx1pr3l15AIArT+pl2My7zZEACVD9EmMazNh77ovLZYChEB50pKiS//y4x7b/jwtGtMvXWbmvgN05ZUSFBXPhib41PE0CJIDdOLkfyXERgOWH/cWf9xpcIyECg9msOfkfP9n2V903vd2+1jsrDgCWxvm4iNB2+zqukAAJYEFBiu9vP8W2/9yi3WxwWJtZCOGaGc/bR5s/cNZgkqy/qHnagfxyFm23zAP7hwm92+VruEMCJMB1iQnnw+vH2/Z/9/IKiiuka68Qrnpv5QH25ZUD0CMhkusm9W23r/Xa0n2YNZw6MLFd2lfcJQHSAUzs15VrTraPij33pWXSHiKECw4WlPPg1/ZlE3718Ey7jnJLq2zjSxwXj/MlEiAdxP1nDSY2IgSAgwUVDRa7EUIcX02dmSn/WmLbX3r3qQS3Y4+ot5YfoKbOzOi0BMb1MXba9pZIgHQQwUGKX/5m/23p7RUH+H5zwE4NJoTHDXhgnm37yd8N9/g07Y5Kqmp5f6VlVu2bpvb3iXmvmiMB0oF0jg5j3h2TbPu3fLieXdl+NemwEIa48s1Vtu1TByZy+fj2HQ3+/m8HKa2uI71bDNMHdWvXr+UOCZAOZnBKHP+5dJRt//R//0pheY1xFRLCx/1v2X6W7sm37b/1x3Ht+vVKq2p57dd9gKXtw5cGDjYmAdIBnTeqR4PfoEY/toiqWpOBNRLCN609UNigvXDPE2e0+9d8a/kBiipq6ZsYzewTerT713OHBEgH9fh5wxicYl+Q5vR//4pJemYJYXMgv5wL/7vStr/qvumEtvMSssUVtby+1HL3ceeMAe3aSO8JEiAdVFCQYu4tE6lvmztYUMFN769DawkRIY6V1zD1mSW2/c9unNBugwUdvbFsH6VVdQxMiuXs4SnHP8FgEiAdWHhIMBsfnGnbX7g9h38t2GVgjYQwXlWtiRMesy8O9Z9LRzG2d/t3oy0sr+F/y/YD8OfTBvh020c9CZAOLj4qlGX32Lv3vrwkg9d+zXByhhCBy2TWDHpwvm3/rpkDOG+Ud9ohXvhpD+U1Job1iOP0oUle+ZrukgARpHaKYv6d9u69T/6wkw9WHTSwRkJ4n9ms6XffD7b92aO6c+u0dCdneM6+vDLes477uHfWYJ8d99GYBIgAYFByHN/cerJt//6vtvLVhsNOzhAicJjNmr4O4XFCWgL/vvQEr339f8zbSZ1Zc+rARE5J7+q1r+suCRBhMyI1gc9unGDb//Mnm5i3RUari8CmdcPwGJQcy1c3n+zkDM/6bV8BC7fnEBykuO/MwV77up4gASIaGNu7M+9eYx8oddMH65m74YiBNRKi/Wit6TPHHh59ukYz/87JXvv6ZrPm8e8t40wuG9eTdB+ccdcZCRDRxOQBibx19Vjb/p2fbJQ2ERFwTOaG4ZEcF8HPd031ah2+3HCErUdKiAkP4c4ZA7z6tT1BAkQ069RB3fjwOvs6Ivd/tVV6Z4mAUVNnbtBgnhIfwco507xah+KKWp76YQcAt07rT9eYcK9+fU+QABEtmti/K1/cNNG2/+QPO/nn/J0G1kgI95VX1zWYWXd0WgIr50z3es+nfy3cSUF5Df27xTRYr8efSIAIp8b06sR3t9mXxX1lSQbXvr1GFqQSfim3tIqhDy2w7Z85PJkvvdhgXm9TZhEfrDoEwGPnDSMsxD8/iv2z1sKrhvWIZ/Ffptj2f9yZyyn//EkmYBR+ZfPhIsY98aNt/+qJvXn592O8Xg+TWfPA3K1oDb87oQcT+nXxeh08RQJEtEr/bjGsvn+6bT+ruIpBD87nmEwFL/zA3A1HOPfF5bb9B84azMPnDjWkLh+uOsiWI8XERoT4XbfdxiRARKt1i41g2yOnExFq/7E54bFF7M2VRamE73r8u+3c+clG2/6714zjukl9DanLkaJK/jnfMt/c304fSGKs/zWcO5IAEW0SHR7ClodPZ3Ragu3YjOd+leVxhc8xmzWTn/6ZN6wTFAIsuWsqkwckGlIfrTX3frGZsuo6xvTqxO/H9zKkHp4kASLaLDQ4iC9umsht0/rbjt3y4Xru+2qLTAcvfEJBWTV97/uBQ4UVtmNbHp5J767RhtXps7WHWbonn/CQIJ6+cITPr/XRGhIgwiVKKf46cyDvOIxa/3DVIcY9+SNl1XUG1kx0dMv25DPm8cW2/Z6dI9n35JnERoQaVqejxZU8Zl3Z8K8zB9AvMcawuniSBIhwy5QBiSy92z4dfF5pNcMeWsCWw8UG1kp0VA99vZUr3lxl279zRjpL755m6NoaWmvu+3ILpdV1jOqZwLWnGNP+0h58PkCUUg8rpXSjl9PRbEqpi5RSO5VSVUqpLUqpM71V346oZ+cotj1yOmmdo2zHznlxGc8t3CWPtIRXlFTV0vve73lnpX3KnS9umuAT04N8siaTn3flERYSxDMXBcajq3o+HyBW24AUh9cpLRVUSk0EPgLeBE4A5gJzlVLD2r+aHVd0eAi//G0q9505yHbs/37ay8hHFlJcUWtgzUSgW7Q9hxEPL2xwbNNDMxnTq/1XETyejLwyHvnW+ujqtAH07+ZfkyUej/L13xCVUg8Ds7XWo1pZ/hMgWmt9tsOx34CNWusb2/B144Di4uJi4uLi2lbpDm5Xdimn//vXBsfe+MOJzBjiH6usCf9gNmsufe03Vh8otB27dGxP/nHBCANrZVdTZ+b8V5az9UgJE/t14f1rx/vFMrUAJSUlxMfHA8RrrUtaKucvdyDpSqkspdQ+pdQHSqk0J2UnAIsbHVtgPd4ipVS4Uiqu/gUE1q8KXjQwOZYdj85iSIo9eK97dy3nvriMcmlgFx6wKbOIvvf90CA85t5yss+EB8CzC3ex9UgJCVGhPHfxKL8Jj7bwhwBZBVwNzAJuAvoAS5VSLX3AJwM5jY7lWI87MwcodnjJcnxuiAwL5oc7JvHCZfZV3TYfLmboQwtYtiffwJoJf2Yyay5//TfOe8k+qjw2PIRdj89iVM8E4yrWyLI9+bz66z4A/nnBCJLjIwyuUfvw+QDRWs/TWn+mtd6stV4AnAkkABd7+Es9BcQ7vFI9fP0O6ZyR3dnw4Gl0iQ6zHbvizVWc+Z+lFFdK24hovfWHjtHvvh9YkVFgO/afS0ex5ZHTCQ8JNrBmDeWXVfOXTzcCcNm4NE4ferzfXf2XzwdIY1rrImA30L+FItlA44ftSdbjzq5brbUuqX8BMj+Hh3SKDmPdg6fxj/OH245tP1rCyEcW8t7KA9JTSzhVUVPHSU/+yPkvr7Adi40IYcejszhvVA8Da9ZUncnMbR9uILe0mn6J0Tx4tn/PdXU8fhcgSqkYoB/Q0twZK4HpjY6dZj0uDHTpuDTWPTCD1E6RtmMPfr2NPnN+YF9emYE1E77qhR/3MOTvC8guqbIde+ny0Wx5+HQiw3znrqPec4t2s3JfAVFhwfz3ijFEhYUYXaV25Q+9sJ4BvgUOAt2BR4BRwBCtdZ5S6l3giNZ6jrX8ROAX4F7ge+BS4D5gtNZ6axu+rvTCakdL9+Rx5ZurGxyb2K8Lr1wxhvhI40YMC9+w5XAx57y4rMGxMb068dH1J/ns2hmLtudw/btrAXjhshM4Z2R3g2vkutb2wvKHAPkYmAx0AfKAZcD9WusM6/tLgANa66sdzrkIeBzoDewB7tZa/0AbSIC0v5o6Mw/O3conazMbHL9xSj/+OnMAocG++UEh2k92cRUnPfVjk+M//nWKT0//cSC/nHNeXEZpVR1/PLk3D51jzFTxnhIwAWIUCRDvySqq5OwXllHYaG2R5y8ZyexRPby+1KjwvoqaOi54ZSU7jjb8rHr4nCFc7ePLvTrW3dfvklpLAsRNEiDet+7gMS54ZUWT4y9dPpozhydLkASg6joTd3y0kfnbGvZxOXtECv++ZBQhPn4XajZrbv5gPfO3ZdM1JozvbpsUEF12JUDcJAFiDK01n607zN2fb27y3qtXjmHmkCQJkgBQVWvi5g/W89PO3AbH+yZG882tpxAT7h+Nz88s2MWLP+8lLDiID68fz4m9jZ8+xRMkQNwkAWKsOpOZ/y3fz5M/NJ03818XjuD80akBNSldR1FeXccN761j2d6Gg0mDgxS//G0qqZ2iWjjT98zdcMS20uGzF43kgjGBM3RMAsRNEiC+odZk5rVf9/GvBbuavHfz1H7cNi3dJ7tzioYO5JdzwSsrKGjUzhUZGsyiv0z2q+AAy+PWy17/jZo6MzdO6ce9Zww6/kl+RALETRIgvqWmzszrS5sPklMHJvLk+cNJiY9s5kxhpJ925nDN22ubHI+PDGX+nZP88t/s8LEKZr+0nPyyGk4bksSrV4wJuHmuJEDcJAHim8xmzQ9bj3Lrhxuaff+ly0cza1iyPN4yUGlVLQ/O3crcjVlN3hvXuzOv/WEMCVFhzZzp+wrLa7jwvyvYl1fOoORYvrhpItF+0l7TFhIgbpIA8X0bDh3j4ldXUmtq+jN8xrBk7j9rsN89GvFXWmsW78i1DaRr7Kap/fjraQN8vleVMxU1dVz++io2ZhbRPT6CL26e6Jd3UK0hAeImCRD/UVhewz/m7eDTtc1PoHzT1H7cMLmv3/7W68u2Hinmjo83kJFX3uz7/7v6RKYN8v91YGpNZm54bx0/7cwlPjKUz2+cQHpS4K74IAHiJgkQ/2M2a37elcu17zT/WzDA3bMGcvm4NAkTN2TklXH355tZd/BYs+9fOCaVh88d6jddcY9Ha83dn2/ms3WHCQ+xdNf1hdUO25MEiJskQPxbSVUtby8/wHOLdrdY5rJxPbl5an96dpbHXM6YzJqfduby4NytDSY1dNQ9PoIXLh/NmF6dvFy79vf0/J28vCSDIAWvXnkip3WAlTUlQNwkARI4soureGbhLj5f1/IaYSnxEfx15kBmDk0iLkImczx8rII3lu7n7RUHWiwTHRbMS78fzZQBiQE7uPOFH/fwrPWXkKfOH85l45wthho4JEDcJAESmHJLq3h7+QFeXpLhtNyI1HiuObkPkwck0jk6sB93aa05UlTJeysP2lbRa0la5ygePW8ok9MTA67ramOv/pLBU/MsA1nvO3MQf5rcz+AaeY8EiJskQAJfWXUdP2w5yjMLdpFbWn3c8pePT+O8kd0Z0j2OWD++SymqqGHe1mzeXXmwyeSFzTl7RAr3zBrUoR71vb18Pw9/ux2Au2YO4NZp6QbXyLskQNwkAdLxHC2u5PO1h22PLFpjSEocZwxL5qR+XejTNZou0WE+8ThHa01eWTUbDhXxw5aj/LDlaLPdnZtzUt/O3D49nfF9unTI8TQfrjrEfV9tAeC2af3568yBBtfI+yRA3CQBIvLLqvl1dx5vLT/AliPFbT4/OiyYQSlxDE6JZVByHAOTY+kWG050eAjRYSFEhAa1KWy01tSYzJRV1ZFfVsP+/HIy8srYm1vGruxStrfibqI5F5+YymXj0hjeI96vx2l4widrDnHvl1vQGv40uS9zzhjkE78QeJsEiJskQERjWmsOH6tk1f5CvtmUxa+784yuUpt0jg7jjGHJnDk8hTG9OhERKnOIOXJ8bHX1xN48dM6QDhkeIAHiNgkQ0VpmsyantIq9uWWszChg+d58Nh1u+x2LJ3SJDmN8386M79OFMb060TcxOuDX5faEV5Zk8M/5lgbz6yf14b4zB3fY8IDWB4j8ZAnhpqAgRUp8JCnxkUxKT2y2jMmsKSyvobiylrLqOgrKqsktrSa3pJq8siqqa82YtMZs1pi0JZRQlkkHO0eFkRAVSifrn8nxESTGhpMQGeb3K98ZTWvN84t2838/7QXg9unp/HlGeocOj7aQABHCC4KDFImx4STGhhtdFWGlteaJ73fwxrL9ANwzaxA3Te04XXU9QQJECNHh1JrM3PflFj6zDi71h7XXfZEEiBCiQymvruPmD9bzy+48gpRlhPklYzvGCHNPkwARQnQYeaXVXPP2GrYcKSYiNIiXLh/N9MGBP7dVe5EAEUJ0CPvyyrjqrdVkFlbSOTqMN686kRPSAm/yR2+SABFCBLx1B49x/btrKSyvoVeXKN7+4zj6dI02ulp+TwJECBHQPl93mPu+3EKNycyI1Hj+d/VYusZIbzhPkAARQgQkk1nzj3k7eH2ppZvu6UOTeO7iUQG5hrlR5DsphAg4JVW13P7RBpbsskw3c/v0dO6cnh7wU9B7mwSIECKg7M8v57p31pCRV05EaBDPXjSKs0akGF2tgCQBIoQIGAu2ZXPXZ5soraojJT6C1/9wIsN6xBtdrYAlASKE8Hu1JjP/WrCL16wrKo7p1YlXrhhNt9gIg2sW2CRAhBB+Lbu4its+Ws+aA8cAuO6UPtxzxiBCO/jaJt7g899hpdQcpdQapVSpUipXKTVXKeV0iTCl1NVKKd3oVeWtOgshvGPZnnzO+r+lrDlwjNjwEP57xWgeOHuIhIeX+MMdyBTgJWANlvo+CSxUSg3RWpc7Oa8EcAwaWfhEiABRazLzfz/u4cWf96I1DE6J45Xfj6a3DA70Kp8PEK31LMd9pdTVQC4wBvjV+ak6ux2rJoQwwP78cu78eINt0a5LTuzJI+cNlRUWDeDzAdKM+i4VhccpF6OUOojlMd164D6t9baWCiulwgHH4amxbtVSCOFRWms+WZPJo99tp6LGRFxECE+eP5yzR3Q3umodll8FiFIqCPg3sFxrvdVJ0V3ANcBmLIFzF7BCKTVUa324hXPmAA95sLpCCA8pLK/h3i82s3B7DgAT+nbh2YtH0j0h0uCadWx+tSa6UuoV4AzgFCdB0Nx5ocAO4COt9YMtlGnuDuSwrIkuhLEWbc/h/q+2kFtaTWiw4q6ZA7l+Ul8ZVd6OAm5NdKXUi8DZwOS2hAeA1rpWKbUB6O+kTDVQ7fD1XK2qEMIDCsqqeeTb7XyzKQuAfonR/OfSE2RgoA/x+QBRlk/yF4DfAVO11vtduEYwMBz4wcPVE0J4mNaa7zYf5aFvtlFYXkOQgusn9+XPMwZIQ7mP8fkAwdKF93LgPKBUKZVsPV6sta4EUEq9CxzRWs+x7v8d+A3YCyQAfwN6AW94t+pCiLbILani/rlbWWRt6xiUHMvTF45gRGqCsRUTzfKHALnJ+ueSRsf/CLxt3U4DzA7vdQJeB5KBY8A6YKLWenu71VII4TKTWfPh6kP8a/5OSqrqCA1W3HJqf26e2p+wEBkU6Kv8qhHdm5RScUCxNKIL0b42HDrGg19vZesRS1vtiNR4nr5wBIOS5f+dUQKuEV0IEViOldfw9IKdfLwmE60hNiKEv50+kN+P70Ww9LDyCxIgQgivMps1n6zN5J/zd1JUUQvABaNTmXPmIFlq1s9IgAghvGb53nye+H4H249anooMSo7lsdnDGNu7s8E1E66QABFCtLs9OaU8+cMOfrYuMRsbEcKdMwZw1YRehMjMuX5LAkQI0W7ySqt5fvFuPl59CLOGkCDFFSf14o7p6XSKDjO6esJNEiBCCI8rqarlf8v28/qv+yivMQEwa2gy95wxiD4y5XrAkAARQnhMeXUdb684wGu/7qO40tJAPrJnAg+cNVjaOQKQBIgQwm2VNSbeXXmAV3/dR2F5DQD9u8Vw54x0zhqeInPLBSgJECGEyyprTHy4+hCvLMkgv8wyF2mfrtHcMT2dc0Z2l/EcAU4CRAjRZsfKa3h35UHeWXnAdsfRs3Mkt09L53cn9JCeVR2EBIgQotWOFFXyxtJ9fLImkwpr43hqp0huntqfi05MJVSCo0ORABFCHNeu7FJe/TWDbzZmUWe2zJ83OCWOG6f05azhKXLH0UFJgAghmlVnMvPjzlzeWXGAFRkFtuMT+nbhxqn9mJzeVRrHOzgJECFEA4XlNXyyJpP3fzvIkaJKAIIUzBySzI1T+zGqZ4KxFRQ+QwJECIHWmq1HSnh35QG+3pRFTZ1leZ1OUaFcOi6N349PI7VTlMG1FL5GAkSIDuxYeQ1zNx7h07WH2XHUvuzDsB5xXDWhN+eM7C7LyIoWSYAI0cGYzJple/P5dE0mi7bnUGOy3G2EBQdxxvBk/jChN6PTEqR9QxyXBIgQHcSenFK+3pjFF+sPc7S4ynZ8aPc4Lj6xJ+eN6k5ClExwKFpPAkSIAHaooIJvN2fx7aYsdmaX2o7HR4byuxN6cOGYVIb1iDewhsKfSYAIEWBySqr4bvNRvt2UxcbMItvx0GDFlAGJnDeqB6cNSZK2DeE2CRAhAkBGXhmLtuewcFs2GzKL0JaxfgQpmNivK+eMTGHW0BTio0KNragIKBIgQvghs1mzIfMYC7fnsGh7Dvvyyhu8f2KvTpwzsjtnDk8hMVbWGRftQwJECD9RWF7Dsr35LN2dx8+78myz34Ll8dSEfl2ZOSSJGYOTSI6PMLCmoqOQABHCR9XUmdlw6Bi/7slj6Z58thwptj2aAsu64qcO7MbMoUlMGZBIbIQ8nhLeJQEihI+oM5nZllXC6v2FrNpfwMqMAttysPUGJccyeUAik9MTGdenM2EhMomhMI4EiBAGqa4zsflwsTUwCll3oLBJYHSJDuOU9K5MTk9kUnpXusXJoynhOyRAhPACrTWHj1Wy6XARGw8VselwEZsOF9vmnKoXFxHC2N6dGdunM6f078qQlDiCZFU/4aMkQIRoB3ml1WzLKmZTZrElLDKLKLCu3Oeoa0wY4/t0YVyfzozr05mBSbESGMJvSIAI4YaaOjN7c8vYmV3CjqMl7MwuZcfREvLLmoZFaLBicEoco3omMDI1gVFpCfTtGi1zTgm/JQEiRCuUVdexL6+MfXnl7MsrIyOvnL25ZWTkldlW6HOkFPTpEs3IngmMTI1nZM8EBqfEyehvEVAkQITA0kZRVFHL4WOVZB6rILOwgsxjFezLKycjr4yckuoWz42LCGFQShxDUuIYlBzL4JQ4BiTFEhkmYSECm98EiFLqFuBvQDKwCbhNa73aSfmLgMeA3sAe4B6t9Q9eqKrwMVpryqrryCmpJrekitzSanJKqsguqbIERmEFh49VUlZd5/Q6XWPC6JsYQ7/EaPolxtA3MZqByXF0j4+Qx1CiQ/KLAFFKXQI8B9wIrALuBBYopQZqrXObKT8R+AiYA3wHXA7MVUqN1lpv9VrFRbuprjNRVFHLsYoajpXXUlRRQ2FFjeVYeY0tJOr/rGjUPbYlibHh9OwUSc/OUfTsFEXvrtH0S4ymb2IM8ZEyUE8IR0rrps9vfY1SahWwRmt9q3U/CMgEXtBa/6OZ8p8A0Vrrsx2O/QZs1Frf2MqvGQcUFxcXExcX1+q6ZhVVklVUiVKKIAVBShGkFEpZnovX7wcpUNbjQQ5lG5cJCrJsByuFCsK+rSA4qOG1fI3WmjqzprrOTE2dmeo6k/VPM9W1ZmpMJqprLftl1XWUV9dZ/zRRVl1LWbWJcuvxUuuf9aHR2kBwFBsRQlJcBElx4STFRpAYF05qQiSp1rBI7RQpbRRCACUlJcTHxwPEa61LWirn83cgSqkwYAzwVP0xrbVZKbUYmNDCaROw3LE4WgDMdvJ1wgHHWediXanvl+sP88zC3a6c6pb64GkcLg2Dxh5UwUFNQ8hWJsi+b9Yak1mjNZi0xqw1ZrPGrGmwbdIarS3bdSYzNSZLaDTTvuwxQQoSosJIiAqlc1QYCVFhdIoKpVN0GN1iw+kWF0FSbDhJcRF0iwsnKsznf9yF8Cv+8D+qKxAM5DQ6ngMMauGc5BbKJzv5OnOAh1ypoKP4yFB6d4myfcBqje2D1Wz9U2uNxv4BrOvL2o6BxvLB3doP4PoPeBO+e0cZGqwIDwkmLCSI8JCgBn9Gh4UQEx5CtPUVEx5MTHgo0eHBtuMx4SHER4XSKSqMzlFhxEaEyJgJIQzkDwHiLU/R8K4lFjjc1otcOaE3V07o7ak6AVh/y9fW3/KxBos1lFp6z1wfWPayjd9zvGto6b36u5XmHqsFNb67CcJ6B6QIDwkiPDSI8OBgwkODCAsOkg97IQKMPwRIPmACkhodTwKyWzgnu43l0VpXA7a+mr7UphAUpAhC+cU/lhCi4/D5qTy11jXAOmB6/TFrI/p0YGULp610LG91mpPyQggh2shffql9DnhHKbUWWI2lG2808BaAUupd4IjWeo61/H+AX5RSfwW+By4FTgT+5OV6CyFEwPKLANFaf6KUSgQexdIQvhGYpbWubyhPA8wO5VcopS4HHgeexDKQcLaMARFCCM/xi3EgRnB1HIgQQvi71o4D8fk2ECGEEL5JAkQIIYRLJECEEEK4RAJECCGESyRAhBBCuEQCRAghhEskQIQQQrhEAkQIIYRLJECEEEK4xC+mMjFSSUmLgzCFECIgtfZzT6YyaYFSqgcurAcihBABJFVrfaSlNyVAWqAsC4J0B0pdOL1+MapUF88XDcn303Pke+lZgfz9jAWytJOQkEdYLbB+01pMXmccFqMqdTYRmWgd+X56jnwvPSvAv5/H/ftII7oQQgiXSIAIIYRwiQRI+6gGHsFhjXXhFvl+eo58Lz2rQ38/pRFdCCGES+QORAghhEskQIQQQrhEAkQIIYRLJECEEEK4RALEw5RStyilDiilqpRSq5RS44yukz9SSj2slNKNXjuNrpe/UEpNVkp9q5TKsn7vZjd6XymlHlVKHVVKVSqlFiul0g2qrs9rxffz7WZ+XucbVF2vkQDxIKXUJcBzWLr1jQY2AQuUUt0MrZj/2gakOLxOMbY6fiUay8/fLS28fzdwO3AjMB4ox/KzGuGd6vmd430/AebT8Of1Mi/Uy1AylYln/QV4XWv9FoBS6kbgLOAa4B9GVsxP1Wmts42uhD/SWs8D5kGD6Taw7ivgTuBxrfXX1mN/AHKA2cDHXqyqX3D2/XRQ3dF+XuUOxEOUUmHAGGBx/TGttdm6P8Goevm5dOsjg31KqQ+UUmlGVyhA9AGSafizWgysQn5W3TFVKZWrlNqllHpFKdXF6Aq1NwkQz+kKBGP5Lc5RDpb/rKJtVgFXA7OAm7B86C1VSsUaWakAUf/zKD+rnjMf+AMwHbgHmALMU0oFG1qrdiaPsIRPsj4yqLdZKbUKOAhcDLxpTK2EaJ7W2vGx3xal1GYgA5gK/GhIpbxA7kA8Jx8wAUmNjicBHeq5aHvQWhcBu4H+BlclENT/PMrPajvRWu/D8pkQ0D+vEiAeorWuAdZhuYUFQCkVZN1faVS9AoVSKgboBxw1ui4BYD+WoHD8WY3D0htLflY9QCmVCnQhwH9e5RGWZz0HvKOUWgusxtLTJRp4y8hK+SOl1DPAt1geW3XH0jXaBHxkZL38hTVwHX/77aOUGgUUaq0PKaX+DTyglNqDJVAeA7KAuV6uql9w9v20vh4CvsASzP2Ap4G9wALv1tS7JEA8SGv9iVIqEXgUS2PkRmCW1rpxY6U4vlQsYdEFyAOWASdprfMMrZX/OBH42WH/Oeuf72DpnPA0ll9uXgMSsHx/Z2mtq7xXRb/i7Pt5EzACuArL9zILWAg8qLUO6GneZTp3IYQQLpE2ECGEEC6RABFCCOESCRAhhBAukQARQgjhEgkQIYQQLpEAEUII4RIJECGEEC6RABFCCOESCRAhhBAukQARQgjhEgkQIYQQLpEAEcKHKKUuU0pVKqVSHI69pZTarJSKN7JuQjQmASKEb/kYy8JZ9wEopR4BZgBnWNctF8JnyHTuQvgQrbVWSt0PfK6UygZuAyZprY8YXDUhmpDp3IXwQUqp9cBQYKbW+hej6yNEc+QRlhA+Rik1CxgEBAOyGJnwWXIHIoQPUUqNBpYAN2BZObBEa32RkXUSoiXSBiKEj1BK9Qa+B57UWn+klNoHrFRKjdZarze2dkI0JXcgQvgApVRnYAWwRGt9o8Px74FgrfUswyonRAskQIQQQrhEGtGFEEK4RAJECCGESyRAhBBCuEQCRAghhEskQIQQQrhEAkQIIYRLJECEEEK4RAJECCGESyRAhBBCuEQCRAghhEskQIQQQrjk/wHTGRhovRAbTwAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -445,7 +461,7 @@ "outputs": [ { "data": { - "image/png": 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", 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nuC4b3uesr5+qcumTI6XacfiUtued0q68UlXUNej9AyV6/0DJOY/fLz5C4wbE68KBvXThwASN7BujMFvjfEjDMFRS6dKRU9U6cqpGpTX1coRZ1TvGoZEpsUqOdTD3DwDgN4JdkKFi1/V6Rdl12fA+vvDn9hjaV1Ch7Xmn9HVxpSTJIosMGTIMqa7Bo6LyWuWdrNaXxY0Vv6OlNXpz93FJUqTdpr5xTrncHhWW18nVcPa7ZgxMjFT2yGRlj0zWxPRevkDo1eD26PPjFdp2+KSOnqpRlcutXpHhGtI7WpmDE9S/V2QX/V8BAAQDgl2Q8S6eiKdi121sVotGpcZqVOq5t7yprGvQ7qZq37bDp7T98ClV1Dboq+IqXxuLRUqJdap/rwglRNnlavDoyKkafV1SpcMnqvXMBwf1zAcHFRcRrqnDemtYcrRq6t36JL9MO/JOqdrlPuvnD+0TrW+P7KPskcm6YEAv2awWGYah4oo67S+s1P7CCh0oqtThE1VyhFmVGO3QiJQYjeobq+EpMc1uU1fv9qiksk7FFXUqKq/TySqX7GFWRTnCFB8ZroQouxKj7Ip1hsv6jfmHHo+h6nq3KmrrVVnboIq6BtW63EqMdigl1qnYiLAWq5Juj6Gjp2p06ESVDp+sVnlNvTweQ/GR4eobF6Hz+8Wqb1zEOa+BYRiqdrlV1+BRRLhNEXbbOd/jL8MwVNV0PWwWi5zh1jZVXKtdDfqioEL5J6tV7XLLbrMqOdapYSnRITOU3+D26PDJah0orFBBWa0c4TYlRNk1PDlGAxIim33NBKviijrtPVqmL4sqVVrjkseQEiLtGpocrbH945UQQovcql0NqqxtULjNqkiHTY6wtn1fldfWa++RMhVV1Kmuwa24iHClJ0XpvN7RZ/zDtSUnKuu0r6BC5bX1inGGa0BCpPr3imBkoxUEuyBTVtNYsetFxc6Uoh1hmjwkSZOHJElqDDlfl1SquMKlcJtFybFOJcc6W9yqpqppuHf9Z4XauK9IJ6tcev2TY2e0i3WGacLAXhqWHKMIu00nq1zafaRMe46W6UBRpQ4UVeqPm79WfGS4+sVH6MipGpXV1Lep/4lRdsU4w1RR26CT1S61ZZdLm9WiXpHhCrdZVVnboEpXQ6vviwi3KSXOqT4xDiXFOFTf4NHR0hp9VVyp2vrW7wGcHOvQuLR4ZaTFK6N/vHrHOHSqyqUDRZXaV1ChLwrK9UVBhSpqG3zviXaEKSXOqQEJkUrrFaG0hEhFOcJUXFGngvJaFZbV6nhZrQrLa1XX4JHF0lhl7R3jUJ8Yp5KiG8NrhN2mspp6lVQ2Bt2iijrfe7wcYValxDmVEutUv/gI9Y13qm9chMKsFpVU1unz4xX67Hi5Dp2oOuv/o7SECE0cmKDMwQmaNChR6YmNVdjiysYQsedIufYcLdWBokpV1DbIYxiKjwhX7xiH+sZFKDU+QqnxTvWJcaqsxqWjp2p0rKxWJyobw3llXYNsVovCrFZF2G2KtNsUEd70pz1MzvDG63iq2qVT1fU6VeXSqWqXymsb5AyzKsYZrvjIcCVG25UY5fCtKo+LCNeJSpcOllRqX2GlviquPGt1OinarkvOS9Klw3pr0qAE9Ytv/EVtGIYOn6jWJ0dKtftImT49VqYTlS5Vu9yKdoQpLjK88XsoxqHkWKf6xDpktVh0sqpxvuyp6tN/VtQ2yBluU7QjTFGOMEU7bIq0hyncZlVZTb1Kq10qra7XqaY/y2rqZbFIYVaLohxh6hPb+DWaHOtQQqRdcZF2hdsaP+uzY+Xac7RMx8tqz/q1arFI49Li9R+jknX5iGQNS45uFkYKy2u14/Ap7cwv1WfHylVeW68Gt6FeUeFKjHKob5zT97Xkcnsa5wNXNs4HLql0qaK2sb9Wi0U2q0V2m1XhNqvsYY1/hlktqnI1qLKuMZBV1p1+2CwWxTjDFBsRrrimR3xkuOIjGr//q+oaVFxZp+NltTpeWqvjZTUq/8b3VOM1dKh/rwgNTIzUwIRIDUiMUv9eEfJ4DB0oqtSeo2XalV+qr4orW/xajwi3acLAXrpocIIuGpyosf3jZQ+zqt7t0a78Uv1zf7E27y/WnqNlZ7w/Nc6pS4Ym6VvD++jioUm+XQxKq13alV+qT/LLtCv/lPYXVqquwS2rpfFnb2q8UwMTo5SW0Nhni0UqKKvV0dIaHWsaaSmuqPPthxoXEa6k6MafU/ER4YpxhivcZlFdg0c1Lrdq6hsftU3//dtZo01xD3c2KG6FGTconvP0h8r9+oQeu2GcrhrXL9DdQRdxewztyDul3K9OKP9kdeNWLn1jNTG9l4b1iWmx2lFWXa/NB4q14fNCbdpX3CzMWS3SwMQoDe0TraHJ0RqcFC23x9Dxslp9frxcnx0vV/6p6jN+gNqsFvWOdqh3jEMJUXbVuz2qqmtQaU29Tla6VFHXoLOxWRt/eUQ7wuQIs+pElcu3qvts7GFWDUyI1MDEKCVEhft+aeedrNb+wgp5QuinVe8Yh4b0jlK0I0x1DR4dK22s2v77NYhxhMli0Rm/WIOBM9yqoX1i1L9XhOrdho6X1ejLospmYVhq/H/RKzJcx0prVdnK15TZWCzSkN7RGpESo8QouyyWxgD/2bFyfV1S1axtUrRD56fGymKR9hdU6FgrodCsrBb59T2YlhChAQmRcoTZdKrapQOFlWdcZ2e4VWm9IpV/qvqMf+ANSopSr8hwldc2KO9EtVzu06+HWS06r0+0KusadORUjV/n1Vk23DlVQ3pHd8mx2aA4hDHHrmewWS2amJ6giekJbX5PXGS4ZmakamZGqhrcHn1ypFTlNQ3qE+vQkN7Rcoa3PnRS7WrQ18VVqq13K9Iepj5NlYrWhszqGtw6VVWvE1V1anAbjUHOGaZYZ7gcYWcOS9bWu1XQVB0rKK/VicrG4d3eMQ4NaxqiO9u2MtWuBu05UqZPjjT+i3zP0bKm4ZkwDekdreEpMRqZ0jikPDAxUs4wm6pcDSqqqNOx0hrln6xR/qlq5Z+sVo3LrcRou1LiIpQS61TfuMZKaqTdJo9hqKrOraKKWhVV1OlEZZ0q6hpUXdc4jJQQZfdVi5JjnEqKsctqsajBY+hkpUvHy2p0vKxWx8pqmqodtZIMxTrDNaJvjEb2jdXIvrEt3hKwvLZeO/NK9fHBk/ro4Al9kl/mC8/eEDGmX5zG9IvTyL6xSoiyy2ppnKJRVFGrY6U1Olba+GdhRZ3iI8LVr1eEUuOcTeHcoSiHTTKkeo+hGleDql1uVbvcqmn6s7ahsTrWK9KuhKhwxUfaldA05F5b71ZFUzXvhHc1eVMVqbS6XknRdqUlRGpYcoyGJUcrrdeZQ66uBo925J3SP/cX619flujTY+Uqrmgc8pcku82qkamxyugfp7H945Ua51SE3aZql1snqlwqKq/1VUsLmsJRYrS9qb+n/4xxhqmm3q2qugZV1DaoxuVWlcstV4NHsRGN5xcfGa5ekY3viYsIl8UiudweldfUq6iisSpbVF6r0up6ldbUq8HtUawzXEOTozW6X5xG94tTtKPlX6MFZbV69/NCrf+sUB8dPKGSyjpt3l/se91qkUakxGr8gMbqs/frqLS63ldNPl5W0ziMHWZTQrRdSVF2JTZVSL1VKo9hyGMYcjV45HI3/lnv9sjtMRRptynKEaYYR+P3ZbSj8eE2DFXUNqi8pr6petl4fmVNldloR5gSo+1NVcPGr5+UOKdinOHyeAyV1dTraGmN8k9W6/DJah0+Ua3DJ6p0rLRGYTar+veK0Jh+ccroH69xA+LP+Fr3VvW2Hjyh3K9P6MOvT+pkU+VdapxqNGVob106tLGqmxx7enpCjcutjw+d1Ob9xdq4r0hfF1fpi4IK3+uDkqKU0T9OGWnxGt0vTjHOMNU3GCosr9WRU9XKO1mjvJON014sFim5qbreL76x2p0c61SYzSKPYaisurFCX1LpUnltvcprGuRyexTZNMXDGW5rmu5hVUS4TQkm+b1Mxa4VZqzYZeVs0PGyWr2+8GKN7R8f6O4A6EK19W4dOVUtt0cakBDZpfMFA6XG5da+wgpV1NarT4xTg5KiQu6uOnUNbu3KK9Xhk423PRycFKXR/eIUdZZQ2NMYRmPQK66oU5+Yxn+ItnUOZt6Jah08USVnmFXDU2JCtuhBxS6E+Sp2EaH5xQvgNGe4Tef1iQl0N7pUhN2mcWnxge5Gl3KE2XybpeNMFoulqcrb/q/1AYmRGpDIbgDfFFr/LApxtfVu39yD+ChWxQIAgOYIdkHEO/HcZrUohhI+AAD4NwS7IHJ6GDacPXwAAMAZCHZBpJTNiQEAQCsIdkGktJrNiQEAwNkR7IIItxMDAACtIdgFkdIaNicGAABnZ6pg99RTTyk9PV1Op1OZmZnaunVrq+1feeUVjRgxQk6nU2PGjNFbb73V7PXKykotXLhQ/fv3V0REhEaNGqWVK1d25Sl0Ke8cu15U7AAAQAtME+zWrFmjRYsWafny5dqxY4cyMjI0bdo0FRUVtdh+y5YtmjNnjhYsWKCdO3dq1qxZmjVrlvbu3etrs2jRIq1bt05/+ctf9Pnnn+uOO+7QwoUL9frrr3fXaXWqUm4nBgAAWmGaYPfII4/opptu0vz5832VtcjISD377LMttn/sscc0ffp0LV68WCNHjtRvfvMbXXDBBXryySd9bbZs2aJ58+bpsssuU3p6um6++WZlZGScsxJoVt6busdGULEDAABnMkWwc7lc2r59u7Kzs33PWa1WZWdnKzc3t8X35ObmNmsvSdOmTWvWfvLkyXr99dd19OhRGYahjRs3av/+/briiiu65kS6WHlN483AY51sTgwAAM5kioRQUlIit9ut5OTkZs8nJyfriy++aPE9BQUFLbYvKCjw/f2JJ57QzTffrP79+yssLExWq1V/+tOfdOmll7Z4zLq6OtXV1fn+Xl5e7u8pdYmKOip2AADg7ExRsesqTzzxhD788EO9/vrr2r59ux5++GHdcsstevfdd1tsn5OTo7i4ON8jLS2tm3vcutMVO4IdAAA4kykqdklJSbLZbCosLGz2fGFhoVJSUlp8T0pKSqvta2pqtHTpUr322muaMWOGJGns2LHatWuXHnrooTOGcSVpyZIlWrRoke/v5eXlpgp35bWNFbu4CFNcNgAAYDKmqNjZ7XZNmDBBGzZs8D3n8Xi0YcMGZWVltfierKysZu0laf369b729fX1qq+vl9Xa/BRtNps8Hk+Lx3Q4HIqNjW32MAvDMFRR21ixi6FiBwAAWmCa0s+iRYs0b948XXjhhZo0aZIeffRRVVVVaf78+ZKkuXPnql+/fsrJyZEk3X777Zo6daoefvhhzZgxQ6tXr9a2bdv09NNPS5JiY2M1depULV68WBERERo4cKA2b96sF154QY888kjAztNf1S633B5DEkOxAACgZaYJdrNnz1ZxcbGWLVumgoICjRs3TuvWrfMtkMjLy2tWfZs8ebJefPFF3XvvvVq6dKmGDh2qtWvXavTo0b42q1ev1pIlS3TjjTfq5MmTGjhwoH73u9/ppz/9abefX0d5h2HDbRY5w01RaAUAACZjMQzDCHQnzKq8vFxxcXEqKysL+LDsvoIKTXv0n0qMsmv7ff8R0L4AAIDu0548QuknSHgrdmx1AgAAzoZgFyTKm+46EcPmxAAA4CwIdkHCuyKWhRMAAOBsCHZB4vRQLBU7AADQMoJdkPAOxVKxAwAAZ0OwCxLl3qFYFk8AAICzINgFCd/iCQdDsQAAoGUEuyBRQcUOAACcA8EuSLB4AgAAnAvBLkiweAIAAJwLwS5IsHgCAACcC8EuSHDnCQAAcC4EuyBgGAZ3ngAAAOdEsAsCdQ0eudweSQzFAgCAsyPYBQHvMKzVIkXZbQHuDQAAMCuCXRDwLpyIdoTJYrEEuDcAAMCsCHZBoKquMdjFML8OAAC0gmAXBCrrTlfsAAAAzoZgFwS8wS7Kwfw6AABwdgS7IFDpnWPHUCwAAGgFwS4InB6KpWIHAADOjmAXBJhjBwAA2oJgFwROBzuGYgEAwNkR7IJAFUOxAACgDQh2QeD04gmGYgEAwNkR7IJAhW+7E4IdAAA4O4JdEKhi8QQAAGgDgl0QqPTdUoxgBwAAzo5gFwS8c+yi7AQ7AABwdgS7IODb7oSKHQAAaAXBLgiwQTEAAGgLgp3JuT2Gql1uSQQ7AADQOoKdyVW5Gnz/zVAsAABoDcHO5LwLJ8JtFjnCuPMEAAA4O4KdybGHHQAAaCuCnclx1wkAANBWBDuTo2IHAADaimBnct45dgQ7AABwLgQ7k6tgc2IAANBGBDuTYygWAAC0FcHO5BiKBQAAbUWwMzluJwYAANqKYGdylWx3AgAA2ohgZ3LMsQMAAG1FsDO5KpdbkhTp4HZiAACgdQQ7k6tpCnZRdip2AACgdQQ7k6tyNQ7FRtqp2AEAgNYR7Eyuuq6pYsccOwAAcA4EO5PzVuwiqNgBAIBzINiZHHPsAABAWxHsTI45dgAAoK0Idibm9hiqrfdIYo4dAAA4N4KdiVU3VeskKnYAAODcCHYmVt00v85qkRxhXCoAANA60oKJVX9j4YTFYglwbwAAgNkR7EzMe59YbicGAADagmBnYt6KXSRbnQAAgDYg2JkYW50AAID2INiZGJsTAwCA9iDYmRhz7AAAQHsQ7EysmoodAABoB4KdiXnn2EUwxw4AALSBqYLdU089pfT0dDmdTmVmZmrr1q2ttn/llVc0YsQIOZ1OjRkzRm+99dYZbT7//HPNnDlTcXFxioqK0sSJE5WXl9dVp9CpTs+xI9gBAIBzM02wW7NmjRYtWqTly5drx44dysjI0LRp01RUVNRi+y1btmjOnDlasGCBdu7cqVmzZmnWrFnau3evr81XX32lSy65RCNGjNCmTZu0e/du3XfffXI6nd11Wh1SVde03Qn3iQUAAG1gMQzDCHQnJCkzM1MTJ07Uk08+KUnyeDxKS0vTrbfeqnvuueeM9rNnz1ZVVZXeeOMN33MXXXSRxo0bp5UrV0qSbrjhBoWHh+vPf/6zX30qLy9XXFycysrKFBsb69cxOuKev+3W6o/zddcVw7Tw20O7/fMBAEDgtSePmKJi53K5tH37dmVnZ/ues1qtys7OVm5ubovvyc3NbdZekqZNm+Zr7/F49Oabb2rYsGGaNm2a+vTpo8zMTK1du/as/airq1N5eXmzRyBVNQ3FRrB4AgAAtIEpgl1JSYncbreSk5ObPZ+cnKyCgoIW31NQUNBq+6KiIlVWVur+++/X9OnT9c477+jqq6/WNddco82bN7d4zJycHMXFxfkeaWlpnXB2/qtu2u6EOXYAAKAtTBHsuoLH45EkXXXVVfrFL36hcePG6Z577tF//ud/+oZq/92SJUtUVlbme+Tn53dnl8/gu6UYc+wAAEAbmCIxJCUlyWazqbCwsNnzhYWFSklJafE9KSkprbZPSkpSWFiYRo0a1azNyJEj9cEHH7R4TIfDIYfD4e9pdLpqFxU7AADQdqao2Nntdk2YMEEbNmzwPefxeLRhwwZlZWW1+J6srKxm7SVp/fr1vvZ2u10TJ07Uvn37mrXZv3+/Bg4c2Mln0DVOz7Ej2AEAgHMzRcVOkhYtWqR58+bpwgsv1KRJk/Too4+qqqpK8+fPlyTNnTtX/fr1U05OjiTp9ttv19SpU/Xwww9rxowZWr16tbZt26ann37ad8zFixdr9uzZuvTSS/Wtb31L69at0//93/9p06ZNgTjFdjs9x840lwkAAJiYaRLD7NmzVVxcrGXLlqmgoEDjxo3TunXrfAsk8vLyZLWeLjBOnjxZL774ou69914tXbpUQ4cO1dq1azV69Ghfm6uvvlorV65UTk6ObrvtNg0fPlx/+9vfdMkll3T7+fmjur5pg2LuFQsAANrANPvYmVGg97Eb9t//kMvt0ZZ7vq3U+Ihu/3wAABB4QbePHc7kavDI5W5c2ctQLAAAaAuCnUl57xMrsXgCAAC0DcHOpKrrGxdOhNsssodxmQAAwLmRGEyqqq5pc2KGYQEAQBsR7EyKzYkBAEB7tbkc9Prrr7f74P/xH/+hiAhWc/rDW7Fjfh0AAGirNge7WbNmtevAFotFBw4c0ODBg9vbJ0iqaZpjF8V9YgEAQBu1ayi2oKBAHo+nTY/IyMiu6nOPcHqOHRU7AADQNm0OdvPmzWvXsOr3v//9gGzqGyq8251EhBPsAABA27R5nG/VqlXtOvCKFSva3RmcVlPPqlgAANA+fq2KrampUXV1te/vhw8f1qOPPqp33nmn0zrW01U3VeycVOwAAEAb+RXsrrrqKr3wwguSpNLSUmVmZurhhx/WVVddRaWuk5yu2BHsAABA2/gV7Hbs2KEpU6ZIkv73f/9XycnJOnz4sF544QU9/vjjndrBnqq2nu1OAABA+/gV7KqrqxUTEyNJeuedd3TNNdfIarXqoosu0uHDhzu1gz1VDUOxAACgnfwKduedd57Wrl2r/Px8vf3227riiiskSUVFRayE7STVrIoFAADt5FewW7Zsme666y6lp6dr0qRJysrKktRYvRs/fnyndrCnqmWOHQAAaKd27aWxbNkyXXXVVbruuut0ySWX6Pjx48rIyPC9fvnll+vqq6/u9E72RN7FE1TsAABAW7Ur2B05ckRXXnml7Ha7vvOd72jmzJk6//zzZbfbJUmTJk3qkk72RL45dlTsAABAG7VrKPbZZ59VQUGBXnrpJcXExOiOO+5QUlKSrr32Wr3wwgs6efJkV/Wzx6mmYgcAANqp3XPsrFarpkyZogceeED79u3TRx99pMzMTP3xj39UamqqLr30Uj300EM6evRoV/S3x6h1MccOAAC0j1+LJ75p5MiR+q//+i/961//Un5+vubNm6f3339fL730Umf0r8fyzrFjuxMAANBWnXoj0t69e2vBggVasGBBZx62R2LxBAAAaC+/g11tba12796toqIieTyeZq/NnDmzwx3r6bxDsdx5AgAAtJVfwW7dunWaO3euSkpKznjNYrHI7XZ3uGM9mWEYvsUTzLEDAABt5dccu1tvvVXXX3+9jh8/Lo/H0+xBqOu4ercht8eQxBw7AADQdn4Fu8LCQi1atEjJycmd3R/o9Pw6iTl2AACg7fwKdtddd502bdrUyV2Bl/d2YjarReE2S4B7AwAAgoVfc+yefPJJXX/99Xr//fc1ZswYhYeHN3v9tttu65TO9VTV3j3swm2yWAh2AACgbfwKdi+99JLeeecdOZ1Obdq0qVn4sFgsBLsO4nZiAADAH34Fu//+7//Wr371K91zzz2yWju8xzH+DXvYAQAAf/iVylwul2bPnk2o6yK1BDsAAOAHv5LZvHnztGbNms7uC5pUMxQLAAD84NdQrNvt1gMPPKC3335bY8eOPWPxxCOPPNIpneupvEOxkVTsAABAO/gV7Pbs2aPx48dLkvbu3dvsNVZxdhy3EwMAAP7wK9ht3Lixs/uBb2DxBAAA8Eeb59jt3r1bHo+nzQf+9NNP1dDQ4FenejrfHDuCHQAAaIc2B7vx48frxIkTbT5wVlaW8vLy/OpUT+ebY8dQLAAAaIc2D8UahqH77rtPkZGRbWrvcrn87lRP59vuhGAHAADaoc3B7tJLL9W+ffvafOCsrCxFRET41ameroahWAAA4Ic2B7tNmzZ1YTfwTSyeAAAA/uDWESbkrdgxxw4AALQHwc6EqNgBAAB/EOxMqIZbigEAAD+0O9i53W6tXbtWFRUVXdEfiIodAADwT7uDnc1m05w5c1RcXNwV/YGYYwcAAPzj11DsxIkTdfDgwc7uC5p4K3ZsdwIAANrDr2B36623aunSpcrPz+/s/kAMxQIAAP+0eR+7b5o9e7Yk6fzzz9fMmTN12WWXafz48RozZozsdnundrAnqnVx5wkAANB+fgW7gwcP6pNPPtGuXbv0ySefKCcnR4cOHVJYWJiGDx+u3bt3d3Y/ewzDMFTNvWIBAIAf/Ap2AwcO1MCBAzVz5kzfcxUVFdq1axehroPq3YbcHkMSc+wAAED7+BXsWhITE6MpU6ZoypQpnXXIHsk7v05ijh0AAGgfNig2mdqmYGe1SOE2S4B7AwAAggnBzmS8e9hFhNtksRDsAABA2xHsTKauwSOJ+XUAAKD9CHYmU8vmxAAAwE8EO5PxBjtHOJcGAAC0D+nBZGqbhmIdYVTsAABA+xDsTOb0UCyXBgAAtA/pwWR8wY6KHQAAaCeCncmcXhXLpQEAAO1DejCZOlbFAgAAPxHsTKa2nn3sAACAf0wV7J566imlp6fL6XQqMzNTW7dubbX9K6+8ohEjRsjpdGrMmDF66623ztr2pz/9qSwWix599NFO7nXn8m13EmaqSwMAAIKAadLDmjVrtGjRIi1fvlw7duxQRkaGpk2bpqKiohbbb9myRXPmzNGCBQu0c+dOzZo1S7NmzdLevXvPaPvaa6/pww8/VGpqalefRofVNjAUCwAA/GOaYPfII4/opptu0vz58zVq1CitXLlSkZGRevbZZ1ts/9hjj2n69OlavHixRo4cqd/85je64IIL9OSTTzZrd/ToUd16663661//qvDw8O44lQ7xDsWyQTEAAGgvU6QHl8ul7du3Kzs72/ec1WpVdna2cnNzW3xPbm5us/aSNG3atGbtPR6PfvCDH2jx4sU6//zzz9mPuro6lZeXN3t0t7oGtjsBAAD+MUWwKykpkdvtVnJycrPnk5OTVVBQ0OJ7CgoKztn+f/7nfxQWFqbbbrutTf3IyclRXFyc75GWltbOM+k4Fk8AAAB/mSLYdYXt27frscce03PPPSeLxdKm9yxZskRlZWW+R35+fhf38kzceQIAAPjLFOkhKSlJNptNhYWFzZ4vLCxUSkpKi+9JSUlptf3777+voqIiDRgwQGFhYQoLC9Phw4d15513Kj09vcVjOhwOxcbGNnt0N98cO4ZiAQBAO5ki2Nntdk2YMEEbNmzwPefxeLRhwwZlZWW1+J6srKxm7SVp/fr1vvY/+MEPtHv3bu3atcv3SE1N1eLFi/X222933cl0kG+OHRU7AADQTmGB7oDXokWLNG/ePF144YWaNGmSHn30UVVVVWn+/PmSpLlz56pfv37KycmRJN1+++2aOnWqHn74Yc2YMUOrV6/Wtm3b9PTTT0uSEhMTlZiY2OwzwsPDlZKSouHDh3fvybVDHXPsAACAn0wT7GbPnq3i4mItW7ZMBQUFGjdunNatW+dbIJGXlyer9XQVa/LkyXrxxRd17733aunSpRo6dKjWrl2r0aNHB+oUOkUtFTsAAOAni2EYRqA7YVbl5eWKi4tTWVlZt823u+IPm7W/sFIv/jhTk89L6pbPBAAA5tWePEJZyGROb1DMUCwAAGgfgp3JcK9YAADgL9KDyZzex46KHQAAaB+CncnUNXhXxXJpAABA+5AeTMQwjG8EOyp2AACgfQh2JuINdRLBDgAAtB/BzkS88+skFk8AAID2Iz2YiHerE5vVonAblwYAALQP6cFEfCtiqdYBAAA/kCBMhIUTAACgIwh2JsIedgAAoCMIdibiu+sEe9gBAAA/kCBMpLZpKNYRRsUOAAC0H8HORE4PxXJZAABA+5EgTOT0qlgqdgAAoP0IdibCfWIBAEBHkCBMpI5VsQAAoAMIdibivfMEwQ4AAPiDYGcivu1OuPMEAADwAwnCRGobGIoFAAD+I9iZiHcolg2KAQCAP0gQJlLXwHYnAADAfwQ7E2HxBAAA6AiCnYlw5wkAANARJAgT8c2xYygWAAD4gWBnIr45dlTsAACAH0gQJlLLnScAAEAHEOxMhHvFAgCAjiBBmIivYsccOwAA4AeCnYl4K3ZsUAwAAPxBgjCROlbFAgCADiDYmYh3VawjjMsCAADajwRhIq6moVg7wQ4AAPiBBGEivjl2DMUCAAA/EOxMwu0x1OAxJDEUCwAA/EOCMAnvMKzEUCwAAPAPCcIkvAsnJCp2AADAPyQIk/BW7GxWi8JsXBYAANB+JAiT8C6csBPqAACAn0gRJuHbw467TgAAAD+RIkyCih0AAOgoUoRJcJ9YAADQUaQIk+A+sQAAoKMIdibhcjMUCwAAOoYUYRJ19SyeAAAAHUOKMAlvxY7NiQEAgL9IESbhnWNnZ44dAADwE8HOJHyrYqnYAQAAP5EiTMLVtEGxnWAHAAD8RIowCSp2AACgo0gRJnE62DHHDgAA+IdgZxIuKnYAAKCDSBEmUdc0x45gBwAA/EWKMAkqdgAAoKNIESbhnWPHqlgAAOAvUoRJsHgCAAB0FMHOJFxU7AAAQAeRIkyCxRMAAKCjSBEm4RuKDeeSAAAA/5AiTMK3eMLGHDsAAOAfgp1JcEsxAADQUaZKEU899ZTS09PldDqVmZmprVu3ttr+lVde0YgRI+R0OjVmzBi99dZbvtfq6+t19913a8yYMYqKilJqaqrmzp2rY8eOdfVp+MXFUCwAAOgg06SINWvWaNGiRVq+fLl27NihjIwMTZs2TUVFRS2237Jli+bMmaMFCxZo586dmjVrlmbNmqW9e/dKkqqrq7Vjxw7dd9992rFjh1599VXt27dPM2fO7M7TajPv4gm7zTSXBAAABBmLYRhGoDshSZmZmZo4caKefPJJSZLH41FaWppuvfVW3XPPPWe0nz17tqqqqvTGG2/4nrvooos0btw4rVy5ssXP+PjjjzVp0iQdPnxYAwYMOGefysvLFRcXp7KyMsXGxvp5Zm1z8f3v6WhpjdbecrHGpcV36WcBAIDg0Z48YorykMvl0vbt25Wdne17zmq1Kjs7W7m5uS2+Jzc3t1l7SZo2bdpZ20tSWVmZLBaL4uPjO6Xfncnl9i6eMMUlAQAAQSgs0B2QpJKSErndbiUnJzd7Pjk5WV988UWL7ykoKGixfUFBQYvta2trdffdd2vOnDlnTbt1dXWqq6vz/b28vLw9p9EhdfVN+9gxxw4AAPipR6SI+vp6ffe735VhGFqxYsVZ2+Xk5CguLs73SEtL67Y+sioWAAB0lClSRFJSkmw2mwoLC5s9X1hYqJSUlBbfk5KS0qb23lB3+PBhrV+/vtWx6SVLlqisrMz3yM/P9/OM2scwjNNDsQQ7AADgJ1OkCLvdrgkTJmjDhg2+5zwejzZs2KCsrKwW35OVldWsvSStX7++WXtvqDtw4IDeffddJSYmttoPh8Oh2NjYZo/uUO825F3C4ghjg2IAAOAfU8yxk6RFixZp3rx5uvDCCzVp0iQ9+uijqqqq0vz58yVJc+fOVb9+/ZSTkyNJuv322zV16lQ9/PDDmjFjhlavXq1t27bp6aefltQY6q677jrt2LFDb7zxhtxut2/+XUJCgux2e2BOtAXeap3EUCwAAPCfaYLd7NmzVVxcrGXLlqmgoEDjxo3TunXrfAsk8vLyZLWeDj2TJ0/Wiy++qHvvvVdLly7V0KFDtXbtWo0ePVqSdPToUb3++uuSpHHjxjX7rI0bN+qyyy7rlvNqC+/CCYlVsQAAwH+m2cfOjLprH7tjpTWafP97stus2v+7K7vscwAAQPAJun3sejrv7cRYOAEAADqCJGECbHUCAAA6A0nCBLz3iSXYAQCAjiBJmABDsQAAoDOQJEzg9FAse9gBAAD/EexMwFux4z6xAACgI0gSJuCdY8cedgAAoCNIEiZQxxw7AADQCUgSJsDiCQAA0BlIEibgvVcsQ7EAAKAjSBImUN9UsQunYgcAADqAJGEC3oqdg4odAADoAJKECdS7DUlSOMEOAAB0AEnCBFgVCwAAOgNJwgTqm4ZiqdgBAICOIEmYANudAACAzkCSMIF633YnlgD3BAAABDOCnQlQsQMAAJ2BJGECLubYAQCATkCSMAEqdgAAoDOQJEyAVbEAAKAzkCRMgIodAADoDCQJE/DeecJOxQ4AAHQAScIEqNgBAIDOQJIwAVbFAgCAzkCSMAEqdgAAoDOQJEzg9KpY7jwBAAD8R7AzAe9QrIOKHQAA6ACShAnUNzDHDgAAdBxJwgS8FTvm2AEAgI4gSZiAi4odAADoBCQJE/BV7Ah2AACgA0gSJuC78wRDsQAAoANIEgHm9hhye7ilGAAA6DiSRIB597CTpHAqdgAAoANIEgHm+kawo2IHAAA6giQRYN4VsRJ3ngAAAB1DsAuw+m+siLVYCHYAAMB/BLsAO72HHaEOAAB0DMEuwOq56wQAAOgkpIkAq+OuEwAAoJOQJgKMzYkBAEBnIU0EmHeOHVudAACAjiJNBBhz7AAAQGchTQSYizl2AACgk5AmAsxFxQ4AAHQS0kSAsY8dAADoLAS7ADs9x84W4J4AAIBgR7ALsNOrYqnYAQCAjiHYBRirYgEAQGchTQQYd54AAACdhTQRYL47TxDsAABAB5EmAsy3KpahWAAA0EGkiQDzzbGjYgcAADqINBFgbFAMAAA6C2kiwE5vd8KlAAAAHUOaCDBvxY5VsQAAoKNIEwFW38BQLAAA6BykiQA7XbHjzhMAAKBjCHYB5l0V66BiBwAAOog0EWAu7jwBAAA6CWkiwFzeO09QsQMAAB1kqjTx1FNPKT09XU6nU5mZmdq6dWur7V955RWNGDFCTqdTY8aM0VtvvdXsdcMwtGzZMvXt21cRERHKzs7WgQMHuvIU2s3V4JZExQ4AAHScadLEmjVrtGjRIi1fvlw7duxQRkaGpk2bpqKiohbbb9myRXPmzNGCBQu0c+dOzZo1S7NmzdLevXt9bR544AE9/vjjWrlypT766CNFRUVp2rRpqq2t7a7TOqd6KnYAAKCTWAzDMALdCUnKzMzUxIkT9eSTT0qSPB6P0tLSdOutt+qee+45o/3s2bNVVVWlN954w/fcRRddpHHjxmnlypUyDEOpqam68847ddddd0mSysrKlJycrOeee0433HDDOftUXl6uuLg4lZWVKTY2tpPOtLnvPPGB9hwt06ofTtS3RvTpks8AAADBqz15xBRlIpfLpe3btys7O9v3nNVqVXZ2tnJzc1t8T25ubrP2kjRt2jRf+4MHD6qgoKBZm7i4OGVmZp71mHV1dSovL2/26Gr13FIMAAB0ElOkiZKSErndbiUnJzd7Pjk5WQUFBS2+p6CgoNX23j/bc8ycnBzFxcX5HmlpaX6dT3uwKhYAAHQW0sQ3LFmyRGVlZb5Hfn5+l3/mg9eP1XPzJ2p4ckyXfxYAAAhtYYHugCQlJSXJZrOpsLCw2fOFhYVKSUlp8T0pKSmttvf+WVhYqL59+zZrM27cuBaP6XA45HA4/D0Nv0wYmNCtnwcAAEKXKSp2drtdEyZM0IYNG3zPeTwebdiwQVlZWS2+Jysrq1l7SVq/fr2v/aBBg5SSktKsTXl5uT766KOzHhMAACCYmaJiJ0mLFi3SvHnzdOGFF2rSpEl69NFHVVVVpfnz50uS5s6dq379+iknJ0eSdPvtt2vq1Kl6+OGHNWPGDK1evVrbtm3T008/LUmyWCy644479Nvf/lZDhw7VoEGDdN999yk1NVWzZs0K1GkCAAB0GdMEu9mzZ6u4uFjLli1TQUGBxo0bp3Xr1vkWP+Tl5clqPV1gnDx5sl588UXde++9Wrp0qYYOHaq1a9dq9OjRvjb/9V//paqqKt18880qLS3VJZdconXr1snpdHb7+QEAAHQ10+xjZ0bdsY8dAABAa4JuHzsAAAB0HMEOAAAgRBDsAAAAQgTBDgAAIEQQ7AAAAEIEwQ4AACBEEOwAAABCBMEOAAAgRBDsAAAAQgTBDgAAIEQQ7AAAAEJEWKA7YGbe2+iWl5cHuCcAAKCn8uYQby5pDcGuFRUVFZKktLS0APcEAAD0dBUVFYqLi2u1jcVoS/zroTwej44dO6aYmBhZLJYu+Yzy8nKlpaUpPz9fsbGxXfIZZtRTz1vquefOeXPePUVPPXfOu+vO2zAMVVRUKDU1VVZr67PoqNi1wmq1qn///t3yWbGxsT3qG8Grp5631HPPnfPuWXrqeUs999w5765xrkqdF4snAAAAQgTBDgAAIEQQ7ALM4XBo+fLlcjgcge5Kt+qp5y313HPnvDnvnqKnnjvnbY7zZvEEAABAiKBiBwAAECIIdgAAACGCYAcAABAiCHYB9tRTTyk9PV1Op1OZmZnaunVroLvUqXJycjRx4kTFxMSoT58+mjVrlvbt29eszWWXXSaLxdLs8dOf/jRAPe4cv/zlL884pxEjRvher62t1S233KLExERFR0fr2muvVWFhYQB73DnS09PPOG+LxaJbbrlFUmhd63/+85/6zne+o9TUVFksFq1du7bZ64ZhaNmyZerbt68iIiKUnZ2tAwcONGtz8uRJ3XjjjYqNjVV8fLwWLFigysrKbjyL9mvtvOvr63X33XdrzJgxioqKUmpqqubOnatjx441O0ZLXyf3339/N59J+5zrev/whz8845ymT5/erE2oXW9JLX6/WywWPfjgg742wXi92/K7qy0/x/Py8jRjxgxFRkaqT58+Wrx4sRoaGrq07wS7AFqzZo0WLVqk5cuXa8eOHcrIyNC0adNUVFQU6K51ms2bN+uWW27Rhx9+qPXr16u+vl5XXHGFqqqqmrW76aabdPz4cd/jgQceCFCPO8/555/f7Jw++OAD32u/+MUv9H//93965ZVXtHnzZh07dkzXXHNNAHvbOT7++ONm57x+/XpJ0vXXX+9rEyrXuqqqShkZGXrqqadafP2BBx7Q448/rpUrV+qjjz5SVFSUpk2bptraWl+bG2+8UZ9++qnWr1+vN954Q//85z918803d9cp+KW1866urtaOHTt03333aceOHXr11Ve1b98+zZw584y2v/71r5t9Hdx6663d0X2/net6S9L06dObndNLL73U7PVQu96Smp3v8ePH9eyzz8pisejaa69t1i7Yrndbfned6+e42+3WjBkz5HK5tGXLFj3//PN67rnntGzZsq7tvIGAmTRpknHLLbf4/u52u43U1FQjJycngL3qWkVFRYYkY/Pmzb7npk6datx+++2B61QXWL58uZGRkdHia6WlpUZ4eLjxyiuv+J77/PPPDUlGbm5uN/Wwe9x+++3GkCFDDI/HYxhGaF5rwzAMScZrr73m+7vH4zFSUlKMBx980PdcaWmp4XA4jJdeeskwDMP47LPPDEnGxx9/7Gvzj3/8w7BYLMbRo0e7re8d8e/n3ZKtW7cakozDhw/7nhs4cKDxhz/8oWs714VaOu958+YZV1111Vnf01Ou91VXXWV8+9vfbvZcsF9vwzjzd1dbfo6/9dZbhtVqNQoKCnxtVqxYYcTGxhp1dXVd1lcqdgHicrm0fft2ZWdn+56zWq3Kzs5Wbm5uAHvWtcrKyiRJCQkJzZ7/61//qqSkJI0ePVpLlixRdXV1ILrXqQ4cOKDU1FQNHjxYN954o/Ly8iRJ27dvV319fbNrP2LECA0YMCCkrr3L5dJf/vIX/ehHP2p2r+VQvNb/7uDBgyooKGh2jePi4pSZmem7xrm5uYqPj9eFF17oa5OdnS2r1aqPPvqo2/vcVcrKymSxWBQfH9/s+fvvv1+JiYkaP368HnzwwS4fnuoOmzZtUp8+fTR8+HD97Gc/04kTJ3yv9YTrXVhYqDfffFMLFiw447Vgv97//rurLT/Hc3NzNWbMGCUnJ/vaTJs2TeXl5fr000+7rK/cKzZASkpK5Ha7m11wSUpOTtYXX3wRoF51LY/HozvuuEMXX3yxRo8e7Xv+e9/7ngYOHKjU1FTt3r1bd999t/bt26dXX301gL3tmMzMTD333HMaPny4jh8/rl/96leaMmWK9u7dq4KCAtnt9jN+0SUnJ6ugoCAwHe4Ca9euVWlpqX74wx/6ngvFa90S73Vs6fvb+1pBQYH69OnT7PWwsDAlJCSEzNdBbW2t7r77bs2ZM6fZPTRvu+02XXDBBUpISNCWLVu0ZMkSHT9+XI888kgAe9sx06dP1zXXXKNBgwbpq6++0tKlS3XllVcqNzdXNputR1zv559/XjExMWdMKwn2693S7662/BwvKCho8WeA97WuQrBDt7nlllu0d+/eZnPNJDWbYzJmzBj17dtXl19+ub766isNGTKku7vZKa688krff48dO1aZmZkaOHCgXn75ZUVERASwZ93nmWee0ZVXXqnU1FTfc6F4rdGy+vp6ffe735VhGFqxYkWz1xYtWuT777Fjx8put+snP/mJcnJyTLN7f3vdcMMNvv8eM2aMxo4dqyFDhmjTpk26/PLLA9iz7vPss8/qxhtvlNPpbPZ8sF/vs/3uMiuGYgMkKSlJNpvtjBU0hYWFSklJCVCvus7ChQv1xhtvaOPGjerfv3+rbTMzMyVJX375ZXd0rVvEx8dr2LBh+vLLL5WSkiKXy6XS0tJmbULp2h8+fFjvvvuufvzjH7faLhSvtSTfdWzt+zslJeWMhVINDQ06efJk0H8deEPd4cOHtX79+mbVupZkZmaqoaFBhw4d6p4OdoPBgwcrKSnJ97Udytdbkt5//33t27fvnN/zUnBd77P97mrLz/GUlJQWfwZ4X+sqBLsAsdvtmjBhgjZs2OB7zuPxaMOGDcrKygpgzzqXYRhauHChXnvtNb333nsaNGjQOd+za9cuSVLfvn27uHfdp7KyUl999ZX69u2rCRMmKDw8vNm137dvn/Ly8kLm2q9atUp9+vTRjBkzWm0XitdakgYNGqSUlJRm17i8vFwfffSR7xpnZWWptLRU27dv97V577335PF4fIE3GHlD3YEDB/Tuu+8qMTHxnO/ZtWuXrFbrGUOVwezIkSM6ceKE72s7VK+31zPPPKMJEyYoIyPjnG2D4Xqf63dXW36OZ2Vlac+ePc0CvfcfOqNGjerSziNAVq9ebTgcDuO5554zPvvsM+Pmm2824uPjm62gCXY/+9nPjLi4OGPTpk3G8ePHfY/q6mrDMAzjyy+/NH79618b27ZtMw4ePGj8/e9/NwYPHmxceumlAe55x9x5553Gpk2bjIMHDxr/+te/jOzsbCMpKckoKioyDMMwfvrTnxoDBgww3nvvPWPbtm1GVlaWkZWVFeBedw63220MGDDAuPvuu5s9H2rXuqKiwti5c6exc+dOQ5LxyCOPGDt37vSt/rz//vuN+Ph44+9//7uxe/du46qrrjIGDRpk1NTU+I4xffp0Y/z48cZHH31kfPDBB8bQoUONOXPmBOqU2qS183a5XMbMmTON/v37G7t27Wr2Pe9dBbhlyxbjD3/4g7Fr1y7jq6++Mv7yl78YvXv3NubOnRvgM2tda+ddUVFh3HXXXUZubq5x8OBB49133zUuuOACY+jQoUZtba3vGKF2vb3KysqMyMhIY8WKFWe8P1iv97l+dxnGuX+ONzQ0GKNHjzauuOIKY9euXca6deuM3r17G0uWLOnSvhPsAuyJJ54wBgwYYNjtdmPSpEnGhx9+GOgudSpJLT5WrVplGIZh5OXlGZdeeqmRkJBgOBwO47zzzjMWL15slJWVBbbjHTR79myjb9++ht1uN/r162fMnj3b+PLLL32v19TUGD//+c+NXr16GZGRkcbVV19tHD9+PIA97jxvv/22IcnYt29fs+dD7Vpv3Lixxa/tefPmGYbRuOXJfffdZyQnJxsOh8O4/PLLz/h/cuLECWPOnDlGdHS0ERsba8yfP9+oqKgIwNm0XWvnffDgwbN+z2/cuNEwDMPYvn27kZmZacTFxRlOp9MYOXKk8fvf/75ZADKj1s67urrauOKKK4zevXsb4eHhxsCBA42bbrrpjH+kh9r19vrjH/9oREREGKWlpWe8P1iv97l+dxlG236OHzp0yLjyyiuNiIgIIykpybjzzjuN+vr6Lu27pekEAAAAEOSYYwcAABAiCHYAAAAhgmAHAAAQIgh2AAAAIYJgBwAAECIIdgAAACGCYAcAABAiCHYAAAAhgmAHoEfZtGmTLBbLGTfv7g4Wi0UWi0Xx8fHd8nmHDh3yfea4ceO65TMBBBbBDkDIuuyyy3THHXc0e27y5Mk6fvy44uLiAtKnVatWaf/+/d3yWWlpaTp+/LjuvPPObvk8AIEXFugOAEB3stvtSklJCdjnx8fHq0+fPt3yWTabTSkpKYqOju6WzwMQeFTsAISkH/7wh9q8ebMee+wx33DkoUOHzhiKfe655xQfH6833nhDw4cPV2RkpK677jpVV1fr+eefV3p6unr16qXbbrtNbrfbd/y6ujrddddd6tevn6KiopSZmalNmza1u5+ffPKJvvWtbykmJkaxsbGaMGGCtm3b5nv9gw8+0JQpUxQREaG0tDTddtttqqqqataPu+++W2lpaXI4HDrvvPP0zDPP+P3/DUBwo2IHICQ99thj2r9/v0aPHq1f//rXkqTevXvr0KFDZ7Strq7W448/rtWrV6uiokLXXHONrr76asXHx+utt97S119/rWuvvVYXX3yxZs+eLUlauHChPvvsM61evVqpqal67bXXNH36dO3Zs0dDhw5tcz9vvPFGjR8/XitWrJDNZtOuXbsUHh4uSfrqq680ffp0/fa3v9Wzzz6r4uJiLVy4UAsXLtSqVaskSXPnzlVubq4ef/xxZWRk6ODBgyopKeng/z0AwYpgByAkxcXFyW63KzIy8pxDr/X19VqxYoWGDBkiSbruuuv05z//WYWFhYqOjtaoUaP0rW99Sxs3btTs2bOVl5enVatWKS8vT6mpqZKku+66S+vWrdOqVav0+9//vs39zMvL0+LFizVixAhJahYKc3JydOONN/rmCQ4dOlSPP/64pk6dqhUrVigvL08vv/yy1q9fr+zsbEnS4MGD2/zZAEIPwQ5AjxcZGekLdZKUnJys9PT0ZnPTkpOTVVRUJEnas2eP3G63hg0b1uw4dXV1SkxMbNdnL1q0SD/+8Y/15z//WdnZ2br++ut9ffnkk0+0e/du/fWvf/W1NwxDHo9HBw8e1J49e2Sz2TR16tR2nzOA0ESwA9DjeYc+vSwWS4vPeTweSVJlZaVsNpu2b98um83WrF17Fyr88pe/1Pe+9z29+eab+sc//qHly5dr9erVuvrqq1VZWamf/OQnuu22285434ABA/Tll1+267MAhD6CHYCQZbfbmy146Czjx4+X2+1WUVGRpkyZ0uHjDRs2TMOGDdMvfvELzZkzR6tWrdLVV1+tCy64QJ999pnOO++8Ft83ZswYeTwebd682TcUC6BnY1UsgJCVnp6ujz76SIcOHVJJSYmv4tZRw4YN04033qi5c+fq1Vdf1cGDB7V161bl5OTozTffbPNxampqtHDhQm3atEmHDx/Wv/71L3388ccaOXKkJOnuu+/Wli1btHDhQu3atUsHDhzQ3//+dy1cuNB3fvPmzdOPfvQjrV27VgcPHtSmTZv08ssvd8p5Agg+BDsAIeuuu+6SzWbTqFGj1Lt3b+Xl5XXasVetWqW5c+fqzjvv1PDhwzVr1ix9/PHHGjBgQJuPYbPZdOLECc2dO1fDhg3Td7/7XV155ZX61a9+JUkaO3asNm/erP3792vKlCkaP368li1b5luwIUkrVqzQddddp5///OcaMWKEbrrppmbboQDoWSyGYRiB7gQA9AQWi0WvvfaaZs2a1a2f+8tf/lJr167Vrl27uvVzAXQ/gh0AdBOLxSKn06nExEQdOXKkyz8vLy9Po0aNksvl0qhRowh2QA/A4gkA6CYHDhyQpDNW0naV1NRUX5hzOBzd8pkAAouKHQAAQIhg8QQAAECIINgBAACECIIdAABAiCDYAQAAhAiCHQAAQIgg2AEAAIQIgh0AAECIINgBAACECIIdAABAiPj/AUQw34kbZ7lKAAAAAElFTkSuQmCC", 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", "text/plain": [ - "<PIL.GifImagePlugin.GifImageFile image mode=P size=640x480 at 0x7F3336D300D0>" + "<PIL.GifImagePlugin.GifImageFile image mode=P size=640x480>" ] }, "execution_count": 17, @@ -517,7 +533,7 @@ " maneuvering_params,\n", " time_list,\n", " δ_rad_list,\n", - " npm_list,\n", + " nps_list,\n", " u0=2.29 * 0.512,\n", " v0=0.0,\n", " r0=0.0,\n", @@ -541,9 +557,17 @@ "execution_count": 21, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/harukiyamamoto/.pyenv/versions/3.11.4/lib/python3.11/site-packages/matplotlib_inline/backend_inline.py:27: UserWarning: The Figure parameters 'tight_layout' and 'constrained_layout' cannot be used together. Please use 'layout' parameter\n", + " return new_figure_manager_given_figure(num, FigureClass(*args, **kwargs))\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -564,7 +588,7 @@ "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ - "<PIL.GifImagePlugin.GifImageFile image mode=P size=640x480 at 0x7F3336EB84C0>" + "<PIL.GifImagePlugin.GifImageFile image mode=P size=640x480>" ] }, "execution_count": 23, @@ -625,8 +649,8 @@ "duration = 100\n", "num_of_sampling = 10000\n", "time_list = np.linspace(0.00, duration, num_of_sampling)\n", - "n_const = 17.95 # [rpm]\n", - "npm_list = np.array([n_const for i in range(num_of_sampling)])\n", + "n_const = 17.95 # [nps]\n", + "nps_list = np.array([n_const for i in range(num_of_sampling)])\n", "\n", "δ_list, u_list, v_list, r_list, x_list, y_list, ψ_list = zigzag_test_mmg_3dof(\n", " basic_params,\n", @@ -634,19 +658,19 @@ " target_δ_rad,\n", " target_ψ_rad_deviation,\n", " time_list,\n", - " npm_list,\n", + " nps_list,\n", " δ_rad_rate=10.0 * np.pi / 180,\n", ")\n", "\n", "ship = ShipObj3dof(L=100, B=10)\n", "ship.load_simulation_result(time_list, u_list, v_list, r_list)\n", "ship.δ = δ_list\n", - "ship.npm = npm_list\n", + "ship.nps = nps_list\n", "\n", "ship2 = ShipObj3dof(L=100, B=10)\n", "ship2.register_simulation_result(time_list, u_list, v_list, r_list, x_list, y_list, ψ_list)\n", "ship2.δ = δ_list\n", - "ship2.npm = npm_list" + "ship2.nps = nps_list" ] }, { @@ -664,7 +688,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f3336d33580>]" + "[<matplotlib.lines.Line2D at 0x16955ce50>]" ] }, "execution_count": 25, @@ -673,14 +697,12 @@ }, { "data": { - "image/png": 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", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -724,7 +746,7 @@ " ship.v,\n", " ship.r,\n", " ship.δ,\n", - " ship.npm,\n", + " ship.nps,\n", " basic_params,\n", " maneuvering_params,\n", " return_all_vals=True,\n", @@ -739,7 +761,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f3336d0d6f0>]" + "[<matplotlib.lines.Line2D at 0x169693810>]" ] }, "execution_count": 27, @@ -748,14 +770,12 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -771,7 +791,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f3336b2f610>]" + "[<matplotlib.lines.Line2D at 0x169aaead0>]" ] }, "execution_count": 28, @@ -780,14 +800,12 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -802,14 +820,12 @@ "outputs": [ { "data": { - "image/png": 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GnYS/EEKEIQl/IYQIQxL+QggRhiT8hRAiDEn4CyFEGBqV8FdKPaWUqldK7RgyLkEptVoptc//HO8fr5RSjyql9iulvlRKzR2NMgghhDh7o3Xk/zSw/KRx9wFrtdb5wFr/a4AVQL7/cQ/w+CiVQQghxFkalfDXWq8Dmk8afS3wjH/4GeCbQ8Y/qw2bgDilVNpolEMIIcTZCWSdf4rWusY/XAuk+IczgMoh01X5x51AKXWPUqpUKVXa0NAQwGIKIUT4GZMLvtpoPe6cWpDTWj+ptS7RWpckJSUFqGRCCBGeAhn+dQPVOf7nev/4aiBryHSZ/nFCCCHGSCDD/y3gDv/wHcCbQ8bf7r/rZwHQNqR6SAghxBgYlVY9lVIvABcBLqVUFfBL4FfAy0qpu4EjwE3+yd8BrgT2A93A90ajDEIIIc7eqIS/1vqW07x16Smm1cCPRmO5Qgghhkd+4SuEEGFIwl8IIcKQhL8QQoQhCX8hhAhDEv5CCBGGJPyFECIMSfgLIUQYkvAXQogwJOEvhBBhSMJfCCHCkIS/EEKEIQl/IYQIQxL+QggRhiT8hRAiDEn4CyFEGJLwF0KIMCThL4QQYUjCXwghwpCEvxBChCEJfyGECEMS/kIIEYYk/IUQIgxJ+AshRBiS8BdCiDAk4S+EEGFIwl8IIcKQhL8QQoQhCX8hhAhDEv5CCBGGJPyFECIMWQK9AKXUYaAD8AL9WusSpVQC8BKQCxwGbtJatwS6LEIIIQxjdeR/sdZ6tta6xP/6PmCt1jofWOt/LYQQYowEq9rnWuAZ//AzwDeDVA4hhAhLYxH+GvhAKVWmlLrHPy5Fa13jH64FUk7+I6XUPUqpUqVUaUNDwxgUUwghwkfA6/yBC7TW1UqpZGC1UmrP0De11loppU/+I631k8CTACUlJV95XwghxPAF/Mhfa13tf64HXgfmA3VKqTQA/3N9oMshhBDiuICGv1IqSinlHBgGLgd2AG8Bd/gnuwN4M5DlEEIIcaJAV/ukAK8rpQaW9Vet9XtKqS+Al5VSdwNHgJsCXA4hhBBDBDT8tdYHgVmnGN8EXBrIZQshhDg9+YWvEEKEIQl/IYQIQxL+QggRhiT8hRAiDEn4CyFEGJLwF0KIMCThL4QQYUjCXwghwpCEvxBChCEJfyGECEMS/kIIEYYk/IUQIgxJ+AshRBiS8BdCiDAk4S+EEGFIwl8IIcKQhL8QQoQhCX8hhAhDEv5CCBGGJPyFECIMSfgLIUQYkvAXQogwJOEvhBBhSMJfCCHCkIS/EEKEIQl/IYQIQxL+QggRhiT8hRAiDEn4CyFEGJLwF0KIMBS08FdKLVdKVSil9iul7gtWOYQQIhwFJfyVUmbg98AKYCpwi1JqajDKIoQYYz4vtFaCzxfskoQ1S5CWOx/Yr7U+CKCUehG4Ftg1mgvp83ipWPcivYlT8cXmYDUrrGYTERYT0XYLTruVKJsZpdToLLD1KFSXQVIRJBePzjzHu6YDsP4R6O2AeXfC5EuCXaKxoTXsWAmVn0P+5ZC/LNglGr+0Bk83uNuhvRpe/yE07QNXIdzyAiRODnYJg2/HSihfCelzYPGPwWIL+CKDFf4ZQOWQ11XA+UMnUErdA9wDkJ2dPayFdDZVMePT/w7Aq96l/NxzF72c+KGaFERHGDuCGIeVlJgIUpx2UmLtpMREkB7rIM8VRWa8A4v5DCdKG38Pq/8FfP3G6/O+Dyv+HUzmYZU94Hxe8PRAv9t49vRAfw943P7nnjO87za+zB437H0PvH1gi4Jdb8K1v4c53w322gXe6gdgw2NgssLmJ+Hyf4NF9wa7VKOvvw96Woyde2/7Sc/+YfdJrweG3e3HX2vv8Xk64uHSXxqf31+/DT/4xPj/CVdlT8PffgzRqVCxCurK4cZnYLQOSk8jWOH/tbTWTwJPApSUlOjhzMOZkMqea/5GzMFVXL/jv7goy0R5yUP09fXR292Fu6eTXnc3nt5W+tzd9Lm76WnqpKeqmyZ3N130UY2HL1UfkcqDy65x2X0kRmgSIrzEWn3Y6UN5uo0j/qJvwJKfQvmrsOk/wWKHK/5tuB8A9HUZX5y+zuNfqL5O6O2Evg7/c+dXg/qE5+4hge4+/p7PM7xyKRNYHGD1P1z58M3HISYdXrgZ3v4JZJRActHw5h8oPt/xnVpfl/8z64K+7pOG/Y+hw54e43N2Dwm/xr1Qchcs/xWsvNvY8ecshIx5wV7TU/P5wN1qBHl3M/Q0+59bhgw3D3nf/+zp+vp5W+wQEQMRzuOP+Fz/sH+8Peb466zzIS4LMkvgmavhs0fh4vsD/QmMvqHf0cEd39Ad4cBOsO2kce3GuJ5W47m/ByZdBLeuhI2PwZoH4cuXYda3A1p8pfWwcnVkC1VqIfCg1voK/+v7AbTWD51q+pKSEl1aWjqyhX7+JLz7j8P+c48pgj5s9GgrXT4Lbm3DjQ2vyYY1IpJ+VzEse5CZ2UmYTQpW/Qy++APc8bYRCKf8gjUb/wCDX8KW4+/3tBw/izgjdTyILQ6w2oc82/3jT3o+5bQDgW4/MdxP/huz9fRHJJ0N8J/nQ/JUuPPt4X3QAyHV3Wx8MQbDeCCwu08f3p4e/+tTDHu6z70sg+seBbZII7jsMcZzQh5cdD9YIoxyPlYCrgJjvQN5xDYQOKcM75bTh3tPK3Ca77oygT0OIhPAkWAcmQ8MR8Yb79ljvxrw9liwRY+siuLlO2DfavjpTmO5Y0HrEw+oTnkGc7oznSFnNX0doM/iuoU18sQdYUS08Zk64ozPMCoJ5txmfOY+H/zxEmPb/Y8tYB7Z8blSqkxrXXKq94J15P8FkK+UygOqgZuB7wR0ifP/GzhTjTpHS8SJATnwGAg+S8Tx4LPYwRKBVSmsQBQQ7fGyp7aD8uo2dlS1sb2qlT0HOuDAFyRE2bh2djo3zvoZU/evhme+ceZyWaP8X7Z44zm5+PgX0BFn/LPY/P8wtmj/s/P4P5E1MuCnh2ctOgmW/iO8dx8c+hTylhx/T2toq4K2Smg/Zgy3HzO2R1cjdDcd3/GdzRcK/Nss0qgysDqOD0cmfnW8NdIIcKt/3AnDUf5pTho+2yo7eyws/Rm8+09wdJNxBnA2vJ5zOwofGOftO/08bc4h/08JEJc9JMhPDnf/c0QsmIJ049+Sn8KuN2Dr88OvNuvvg8466Kz3P5803NXw1aqp0+0Ih7JGnbizi3BCdPJXd4KDr4eMHzjTsTnPLcBNJuM79OJ3jM9lxg3D+0zOQlCO/AGUUlcCvwPMwFNa69PWj4zKkX+ANXf18dn+Rt7bUcvqXXX0eX1ckdLGvYlbmJKVhiMm8atfQEe8scMJJZ4eeHQORKfAtG9BQwU07DGqSfo6T5w2IhZi0owvlCPBCO1I/7MjwX9keXJgD3kEK7BOpa8LHi6CguVGNVhHjXEDQFvl8eeBnVxXI3Q3GmcMp2O2nfT/EndSiMef+v9pDC4Ujro/XQGdtfA/tp56m/p80HYUGvdB6xHjTqG2yuPPHbWcMswdCcb/YXTSSWcupwhv+0njzjW0R5PPB4/OgoTJcPsbI5rVmY78gxb+52IihP9QLV19vLX9GC9+UcnumnYiLCaumpHGt8/LYn5ewujdXTRebXkO3vIfxTnTIKnQuAPKVWBUl8RkGNcIIpzBLedoe+cfjYu/ynziBU6AqGRjJxeZaDyiXBDpOr6zOznQx9MZXaCVv2pcN7n1VaPuu24HVG6GqlL/gcM+o158gMkKsRkQm2Wc2cRm+Q8iUo3PODrFqEqZiDvCAR/9H/jk13Dlb4zvS9GVw5qNhH+QaK3ZUd3OS6VHeXPrMTp6+5nkiuKm87K4bk4GyTEhdtQ/QGuo320EvCMu2KUZO+01sO7fjRAfCKa4HIjNDL0zvNHU3we/nWZU9w1c4wFwphvVoEmFxsNVYFxIjk4Zv3fRjZaWw/DYPOO6X8oM+Lv1w5qNhP840NPn5Z3yGl4qrWTzoWZMCpYWJHHDvEwuK07Bbg3xf2YhzqTsadj6F+NOsaz5xiM2M9ilCq5jW43rQkmFRrXVMEj4jzMHGzp5bUs1r22p4libmxi7hatnpXP9vEzmZMWFfrWQEGJMSPiPUz6fZuPBJl4tq+LdHTW4PT4mJUVx/dxMrpubQVqsI9hFFEJMYBL+E0CH28O75bW8uqWKzYeaUQoumOLi+rmZXDEtFYdNqoWEEOdGwn+COdrUzcotVazcUkVVSw/RERaunpXGdxfkMC19eHV/QojwI+E/Qfl8ms8PNbNySxVvf3kMt8dHSU48ty/KZfm0VGyWcXSfuxBi3JHwDwFt3R5eKavkuU1HONLUTZIzgu/Mz+Y752eTEqq3jAohRkTCP4T4fJpP9jXw7IbDfLy3AbNSLJ+eyvcW5zI3O17uFBJCDBqPbfuMmMfjoaqqCrfbHeyijIjdbiczMxOr1XpW05tMiosLk7m4MJkjTV08t/EIL5VW8vaXNczMjOXORblcNTONCItcIBZCnN6EPfI/dOgQTqeTxMTECXu0q7WmqamJjo4O8vLyhj2frt5+XttazdOfHeJAQxeu6AhuPT+bWxdkk+yUKiEhwtWZjvwn7BVDt9s9oYMfQClFYmLiiM9eoiIs3LYghzU/vZDn7p7PzMxY/mPtPhb/6kP+4cWtbK9sHZ0CCyFCxoSt9gEmdPAPGM11UEqxJD+JJflJHGrs4tmNh3mltIo3th1jTnYcdy7K5coZaVjP1COZECIsSAqEqDxXFL+8ehob77+EB6+eSmu3hx+/uI0Lfv0hj63dR2Nnb7CLKIQIogl95C++ntNu5c7Fedy+MJdP9jbw1GeHeHj1Xh77aD/XzErnzkW5TM+QH44JEW4k/MOEyaS4uCiZi4uS2V/fwTMbjrBySxWvllVxXm4831ucx+VTU87cSb0QImTIN32EnnjiCf7u7/5u8PUvfvELbrvttiCW6OtNSXbyv785nY33X8ovriqmtt3Nf39+C0v//SMe//gALV1n6CZQCBESJuytnrt376a4uDhIJTquu7ubwsJCysvLWb9+PQ888AAbNmzA4Tj7FjmDvS5en2bt7jqe3nCYDQeaiLCY+NacDO5cnEtRakzQyiWEGJmQ/JHXeBEZGcktt9zCz3/+c959911Wr159TsE/HphNisunpXL5tFQqajt4esMhXt9azYtfVLJwUiJ3Ls7l0qJkqRISIoSERPj/r7/tZNex9lGd59T0GH559bSzmvauu+6iuLiYN998k8mTJ49qOcZaYaqTh66byT9dUcRLpZU8u+EwP3iujCRnBN+ak8F1czPkbECIECCHcqPgX//1X0lKSqK/v/+E8ddee+3g8I033ojX6z35T8et+CgbP7xwMuv+6WL+67Z5zM6K46n1h1j+u0+56tFPeWr9IZrkdlEhJqyQOPI/2yP0QHj44Ydxu928/PLL/PKXv+S6664DoLKykrS0tMHpfD4fZvPEa2/HYjZxxbRUrpiWSlNnL29tP8ZrW6r517d38X/e2c3FRcncMj+LCwuSMZsm/o/uhAgXIRH+wfLhhx/y5z//mY0bN+J0Omlvb2fbtm3Mnj2bsrIydu3axQ9/+EN6enpIT08PdnFHLDE6gu8tzuN7i/OoqO3gNX+HM6t31ZEea+e2hbl8Z342sZFn10idECJ4pNpnmI4ePcr3v/99XnnlFZxOJwA//vGP+d3vfgdAWVkZDz/8ME888QQ33XQT8+bNC2JpR19hqpP7ryxmw32X8vitc8l1RfHr9/aw4KG1PPDGDg42dAa7iEKIM5Aj/2HKzs7m4MGDJ4y78847ufPOOwHYsWMHDzzwAACbN2/mhhtuGOsijgmbxcSKGWmsmJHGrmPtPPXZIV76opK/fH6ES4uSueuCPBZOmtgN8AkRiuQ+/3EglNYFoL7DzV82HeX5TUdo6upjaloMd12Qx9WzpJ8BIcZSSDbpLMavZKedny4r4LP7LuHX18+g3+fjZ69s54Jff8Rja/fRLL8gFiLopNpHBIzdaubb52VzU0kWn+5r5E/rjUbl/u9H+7lubgZ3Lc4jP8UZ7GIKEZYk/EXAKaVYWpDE0oIk9tV18NRnh3ltSxUvbK5kaUESd1+Qx9J8l1wXEGIMSbWPGFP5KU4eum4GG++/lJ9dXsCemnbueGozl/92HS9sPorbM3F+CCfERBaw8FdKPaiUqlZKbfM/rhzy3v1Kqf1KqQql1BWBKoMYvxKibNx7ST7r//kSHrlpFjaLiftfK2fhQ2v5zfsV1LePrGtLIcSZBbra57da698MHaGUmgrcDEwD0oE1SqkCrbUc8oUhm8XEdXMz+dacDDYfauZP6w/x+4/381/rDnD1zHTuXpLHtHTpbEaI0RaMOv9rgRe11r3AIaXUfmA+sDEIZRHjhFKK8yclcv6kRI40dfHnzw7zcmklr22tZuGkRL6/JI+LC5MxSRMSQoyKQNf536uU+lIp9ZRSKt4/LgOoHDJNlX/cCZRS9yilSpVSpQ0NDQEuphhPchKjePCaaWy8/1LuX1HE4aYu7n6mlMse+YTnNh2hp09OEoUYqRGFv1JqjVJqxyke1wKPA5OB2UAN8PC5zFtr/aTWukRrXZKUlDSSYooJKtZh5Qf+lkUfvWUO0XYLD7yxg4W/Wsv///4e6uS6gBDDNqJqH631ZWcznVLqD8Db/pfVQNaQtzP94yakJ554gu3bt/P4448DRjeOR44c4bnnngtyyUKH1WzimlnpXD0zjdIjLfzx04P858cHeHLdQa6emc5dF+RJJ/RCnKOA1fkrpdK01jX+l98CdviH3wL+qpR6BOOCbz6wOVDlCLTbb7+dwsJCHnroIdavX8+qVavYsGFDsIsVkpRSnJebwHm5Cae8LnD3BXlcUiTXBYQ4G4G84PvvSqnZgAYOAz8A0FrvVEq9DOwC+oEfTeQ7fUKhG8eJaOC6wE+WFfDi5qM8veEw33+2lNzESL59XjbXz8sg2WkPdjGFGLdCo2G3d++D2vLRXWjqDFjxq7OadM+ePYPdOF5zzTXnvKhQa9gtGDxeH++U1/D8pqNsPtyM2aS4pCiZm8/L4sKCJOl/WIQl6cA9wE7XjeN5553HvHnz2L9/P2+88QbR0dFBKmHos5pNXDs7g2tnZ3CgoZOXSytZWWZ0NJPkjGDF9FSumpFGSW6C9DgmBKES/md5hB4IZ+rGceHChTz66KPcdtttNDQ0SPiPkclJ0dy/opifXV7Ih3vqeWNrNS+XVvLsxiMkOSNYPi2ViwqTWDApkaiI0PgKCHGu5D9/BL6uG8e9e/eybNkyLrzwQvLy8oJd3LBjHdL/cFdvPx/uqeed8hpeKavkuU1HsJoVc7PjWTTZxaysWGZlxhEfZQt2sYUYExL+wzTQjeOqVau+0o3j008/TVlZGb/97W9JS0vj3nvvDXJpRVSEhatnpXP1rHTcHi9lR1r4dF8jn+5r4Hdr9zJw6SsrwUF+spOcxEjyXFFkxDmIj7IRH2kjIdKG026Ru4lESJDwH6av68Zx586dFBQUYDabcbvddHV1ERUVFYSSipPZrWYWT3GxeIqL+1YU0eH2UF7dxpdVbZRXtXGgoZONB5roOUULo0pBdISFGLuVGIeVGLuFhCgb0zNimZ0Vx8zMWJx26cBejH8S/gHy2muvDQ6/+uqrQSyJ+DpOu5VFk10smuwaHKe1pqGjl2Ntblq6+2jp6qOl20N7j4d2t4f2nn7a3R7aejzsrmnn3R21gLFzyE+OZk5WPHNz4pibHc/kpGg5WxDjjoS/EKeglCI5xk5yzNn9VqCt28O2qla2HW1la2UL7++q5aVSowmrGLuF2dnxzM2OY052PLOz4oh1yNmBCC4JfyFGQWyklQsLkriwwGiHSmvNwcYuthxpYcvRVrYebeE/1u5Da+PsYEpSNHOzjbODktwEJrmipCczMaYk/IUIAKUUk5OimZwUzY0lRlNWnb39bK9s9e8QTjw7yIx3cFFhEhcVJLNoSiKRNvlqisCS/zAhxkh0hGXwQjMcPzvYeKCJjysaeG1LNX/ZdBSb2cT5kxJYNjWFy6emkhorzVSI0SfhL0SQDD07+O6CHHr7vXxxqIWPK+r5sKKef3lzJ//y5k5mZ8WxfHoqy6elkuuSO8bE6JDwF2KciLCYuSDfxQX5Ln7xjansr+/g/Z11vLejll+9u4dfvbuHolQnl08zdgTFaU65TiCGTcJfiHFqSrKTKclOfnTxFKpauvlgZx3v7azlsQ/38ejafWQnRHLFtBSumJbK3Ox4uZ1UnBMJfyEmgMz4SO66II+7LsijsbOXNbuMHcHTGw7zh08PkeSMYNnUFJZPS2XBpERsFmnFVJyZhL8QE4wrOoKb52dz8/xs2t0ePtpTzwc763hjazV//fwoTruFy4pTuGJaCksLkuTOIXFK8l8xQtKNowimGLt1sClrt8fL+n2NvLezljW763h9azV2q4kLpiSxtMDFBVNc5MnvCYSfhP8ISTeOYrywW81cNjWFy6am0O/1sflQM+/vrGXN7nrW7K4DID3WzgX5RlMWc7LjyE6IlJ1BmJLwHyHpxlGMRxaziUVTXCya4uLBazRHm7v5dF8jn+1v5P2ddbxcWgVAQpSNWZmxzM6KpzA1minJ0WQnRI3aNQOfT1Pf0UtlSzeVzd1UNvcMDrf1eLCaTVjNikibBafdQnSEhWi7BWeEBafdSrR/nNNuISPOQWZ8JA6beVTKFu5CIvx/vfnX7GneM6rzLEoo4p/n//NZTXvXXXcNduM4efLkUS2HECOllCInMYqcxCi+uyAHr0+zp7adbZVGW0TbKlv5eG/DYLPWFpMiOyGStDg7KU6jfSNXtI2oCAsOqxm71YzFpOj3+ej3afq9ms7eftp6PLR09dHa46Gu3U1VSw/VLT30eX0nlCc1xk5WgoPshEi8Pk2f10d3n5f6Djed7n46evvp7O3ndD3MuqIjyEmMpCDFydQ0J8VpMRSlxRAdoh3zaK0DcnYWmp/WGDtTN44lJSVUVFTwxhtvEBMTE6QSCnGc2aSYlh7LtPRYbj0/BzCanjjY0MmBhk7213dysKGLunY3nx9qpr7Djcd7dn19O6xm4iOtJDkjmJoew+XTUsiKjyQz3kFWQiQZcQ7s1q8/cvf5NN0eL53ufjp7jdZTq1p6Bs8eDjV1serLY7yw+fh3blJSFPOy45mXE8/cnHimTKDWVH0+TdnRFtbtbaCyuZtjrW4au3pp6eqjIMXJSz9YOOrLDInwP9sj9EA4UzeOS5cu5eGHH+buu++mpaVFwl+MW9ERFmZmxjEzM+4r72mtae/pp8fjpcfjpbuvH69PYzGZsJgVFpMiKsJCrMN6VsF+NkwmZVQBRVgAo3mLeTlfLdexNjd7atrZdayd7VWtrNldxytlRpVWjN3CHP/OYF5OPLOy4sbV2YHPp9la2cLbX9bwTnkNde29mE2K1Bg7GfEOilNjSIiyMSU5MN2/jp9PYgL6um4c9+zZw09+8hMWLVpETk7O189QiHFIKUVspJVYxlcz1EopMuIcZMQ5uLQ4BTB2CIebuik70kLZkRa2HGnht2uMntpMCorTYgZ3BvNy4smIc4zpBW+vT7PlaAvvltfy7o4aatrc2CwmLipI4qqZaVxanDJmOygJ/2E6m24cH3nkEQoLC4NcUiHCh1KKPFcUea4obpiXCUC728PWo63+HUIzr5ZV8ezGIwCkxEQY1UT+M4TitJhRO3sZ0NzVx+ZDTazb18gHO+to7OzFZjaxtCCJf15exKXFyUHp/U3Cf5i+rhvHXbt2MWXKlCCUTAgxVIz9xL4W+r0+Kuo6Bs8OSg+38E758Z7YchKMi8mFqU7yXFGkxTpIi7WTGms/446hq7ef+o5eqlt62FPbTkVtB+XVbeyp7QAg0mbm4sJklk9P5aLCpKB39ynhHyArV64MdhGEEKdgMZsGL3jfvjAXgNo2N1uPtlBR18Heug4qajtYu6cer+/EC912q4kom4XICDNWk4nefh8e/91Knb0n3vDhirZRnBbD1bPSOT8vgZmZceOq2Q0JfyFE2EuNtbNiRhorZqQNjuvt91Ld0kNNm5uaNje1bT20u/vp6u2np89Ln9eHzWLCZjbhsJlJckaQ4rSTFmunINWJKzoiiGv09ST8hRDiFCIsZiYlRTMpKTB32wTb+DkHEUIIMWYmdPjr0/0EcAIJhXUQQkw8Ezb87XY7TU1NEzo8tdY0NTVht0sfrUKIsTWiOn+l1I3Ag0AxMF9rXTrkvfuBuwEv8Pda6/f945cD/wGYgT9qrX81nGVnZmZSVVVFQ0PDSFYh6Ox2O5mZmcEuhhAizIz0gu8O4Drgv4aOVEpNBW4GpgHpwBqlVIH/7d8Dy4Aq4Aul1Fta613numCr1UpeXt5Iyi6EEGFrROGvtd4NnOrn0dcCL2qte4FDSqn9wHz/e/u11gf9f/eif9pzDn8hhBDDF6g6/wygcsjrKv+4043/CqXUPUqpUqVU6USv2hFCiPHma4/8lVJrgNRTvPVzrfWbo18kg9b6SeBJgJKSkol7VVcIIcahrw1/rfVlw5hvNZA15HWmfxxnGH9aZWVljUqpI8MoxwAX0DiCv5+Iwm2dw219QdY5XIxknU/bnHCgfuH7FvBXpdQjGBd884HNgALylVJ5GKF/M/Cdr5uZ1jppJIVRSpVqrUtGMo+JJtzWOdzWF2Sdw0Wg1nmkt3p+C3gMSAJWKaW2aa2v0FrvVEq9jHEhtx/4kdba6/+be4H3MW71fEprvXNEayCEEOKcjfRun9eB10/z3r8B/3aK8e8A74xkuUIIIUZmwv7C9xw9GewCBEG4rXO4rS/IOoeLgKyzmsjNIwghhBiecDnyF0IIMYSEvxBChKGQDn+l1HKlVIVSar9S6r5glycQlFJZSqmPlFK7lFI7lVI/9o9PUEqtVkrt8z/HB7uso00pZVZKbVVKve1/naeU+ty/vV9SStmCXcbRpJSKU0q9qpTao5TarZRaGOrbWSn1E///9Q6l1AtKKXuobWel1FNKqXql1I4h4065XZXhUf+6f6mUmjvc5YZs+CulzBiNyK0ApgK3+BucCzX9wP/UWk8FFgA/8q/nfcBarXU+sNb/OtT8GNg95PWvgd9qracALRityoaS/wDe01oXAbMw1j1kt7NSKgP4e6BEaz0d4/bwmwm97fw0sPykcafbriswfjeVD9wDPD7chYZs+GM0JLdfa31Qa90HDDQiF1K01jVa6y3+4Q6MQMjAWNdn/JM9A3wzKAUMEKVUJnAV8Ef/awVcArzqnySk1lkpFQssBf4EoLXu01q3EuLbGeN2dIdSygJEAjWE2HbWWq8Dmk8afbrtei3wrDZsAuKUUmkMQyiH/1k3IhcqlFK5wBzgcyBFa13jf6sWSAlWuQLkd8A/AT7/60SgVWvd738dats7D2gA/uyv6vqjUiqKEN7OWutq4DfAUYzQbwPKCO3tPOB023XUci2Uwz+sKKWigZXAP2it24e+p437eUPmnl6l1DeAeq11WbDLMoYswFzgca31HKCLk6p4QnA7x2Mc6eZhNBMTxVerR0JeoLZrKIf/mRqXCylKKStG8D+vtX7NP7pu4HTQ/1wfrPIFwGLgGqXUYYzqvEsw6sPj/NUDEHrbuwqo0lp/7n/9KsbOIJS382XAIa11g9baA7yGse1DeTsPON12HbVcC+Xw/wJ/I3L+uwFuxmhwLqT467r/BOzWWj8y5K23gDv8w3cAAWt+e6xpre/XWmdqrXMxtuuHWutbgY+AG/yThdo61wKVSqlC/6hLMdrOCtntjFHds0ApFen/Px9Y55DdzkOcbru+Bdzuv+tnAdA2pHro3GitQ/YBXAnsBQ5g9D8Q9DIFYB0vwDgl/BLY5n9ciVEHvhbYB6wBEoJd1gCt/0XA2/7hSRitx+4HXgEigl2+UV7X2UCpf1u/AcSH+nYG/hewB6PL2OeAiFDbzsALGNc0PBhneHefbrtitIz8e3+mlWPcCTWs5UrzDkIIEYZCudpHCCHEaUj4CyFEGJLwF0KIMCThL4QQYUjCXwghwpCEvxBChCEJfyGECEP/DznzKu/PsgdmAAAAAElFTkSuQmCC", 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", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -827,14 +843,12 @@ "outputs": [ { "data": { - "image/png": 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", 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jX3/9NR566CEAwAcffACFQoHbb78dLS0tmDJlCj755BPzvkqlEmvWrMGTTz6J1NRU+Pj4YNasWXjzzTetGToREQE4VV6HLbkVEATg0fE9ZY0lwt8TQT7uqGrQIre0DkNiA2SN52q4u7sjLi4OOp0Oer1e7nBko1QqoVKprrplyurdTFfi6emJjz/+GB9//PEl94mPj8fatWstGRoREXXCQuMaTNf3D0dCiLyrOguCgAFR/thxshJHizUOncwA0r/Hzc0Nbm7y1CA5E67NREREF1XdoMWPBwoBSMOx7QFnAqaLYTJDREQXtWRfPppbDRgQ5Y+RCUFyhwPA+UY0kWUwmSEiogu06g34b/pZAMAfxibYzWgb04imnFIN9IYrlzKQa2AyQ0REF1h7pARlmhaE+nng5iGRcodj1iPYB97uSjS3GpBXWS93OGQnmMwQEVEHoihioXFByQdGx9t86YLLUSoE9IvwA8CuJmrDZIaIiDo4kF+NQ4W1cFcpcO8oeZYuuBzWzdDvMZkhIqIOFu48CwC4NTkaIb72NzmpqW4mu4gjmkjCZIaIiMwKqxvxa3YJAODhcT3kDeYSBscEAACOFNbCwCJgApMZIiJq57/p52AQgXGJIegXYZ+L9PYJ94WXmxJ1LTqcrmARMDGZISIioyatHsv25QMAHh7bQ95gLkOlVGBQjFQ3c7CgRt5gyC4wmSEiIgDAqqwiaJp1iA/2xsS+YXKHc1lDjUsZZDGZITCZISIiSMOx/5t+DgBw/6h4KBT2MUnepZjWZcrKr5E1DrIPTGaIiAgH8qtxrEQDD5UCM4fHyB3OFSUbk5ncsjo0aV131WmSMJkhIiJzq8z0IVEI8HaXOZori1R7IszPA3qDiCMcou3ymMwQEbm4iroWrD0iDcd+MLWHvMF0kiAI5taZrIJqeYMh2TGZISJycd/tz0erXkRybIB5lJAjSI4LAMAiYGIyQ0Tk0nR6AxbvlYZjP5gaL3M0XZPMImAyYjJDROTCNh4vR0ltM4J83HHjIPtZHbszBscEQCEAxbXNKKltkjsckhGTGSIiF/a/PWcBAHeNiIWnm/2sjt0Zvh4qJBnXadqXVyVzNCQnJjNERC7qVHk9dp06D4UA3GeHq2N3xogeQQCAjLMsAnZlTGaIiFzUt3uk4djX9QtHTKC3zNF0z0hjMrP/LFtmXBmTGSIiF9TQosOKzEIAjlf4295wYzKTW1aH2sZWmaMhuTCZISJyQSuzilDXokNCiA/GJYbIHU63hfp5ICHEB6IIZOazdcZVMZkhInJBS42rY983Ks7u12G6khE9AgEA+1k347KYzBARuZgjhbXILtLAXanA7cPsfx2mKzF1Ne3niCaXxWSGiMjFLN0vtcpMHRiBQB/7X4fpSkxFwIcLa9HcykUnXRGTGSIiF9LQosOqg0UAgHtGOuZw7N+LD/ZGqJ8HtHoDDhdy0UlXxGSGiMiF/HyoGA1aPRJCfDC6Z5Dc4ViEIAjm1pk9Z87LHA3JgckMEZELWbq/AABw94hYCIJjF/62l9orGACw61SlzJGQHJjMEBG5iGPFGhwqqIGbUsDtKY5f+NveWOPw8oP5NWjSsm7G1TCZISJyEcuMhb+TkyIQ4ushczSW1SPYG5FqT2j1BmSc46gmV8NkhojIBTRp9fjpgHMV/rYnCALG9JJaZ3adYt2Mq2EyQ0TkAtYcLkZdiw5xQd4YY6wvcTZjE6V/1+7TrJtxNUxmiIhcwDJj4e9dI2IdfsbfSzG1zGQX1XKdJhfDZIboKhkMIlZlFeH577Lw7voclNc1yx0SUQe5pXXIPFcNlULAzOHOVfjbXoTaEz1DfWAQgT157GpyJSq5AyByZAaDiJdWHMYPxtWHAWDZvgIseXQ0+kb4yRgZURvTOkxp/cMR5ucpczTWNbZXCM5UNGD3qUpMGRAhdzhkI2yZIeomURTx5ppj+CGzEEqFgNnjEtAvwg/nG7R45L/7UdfMZm6SX3OrHj8ZZ/y9e2SszNFYn6luZgfnm3EpTGaIuumDjSexaPdZAMA/Zg7Gqzcn4bvHUhET6IWCqib8Y32uvAESAfg1uwS1Ta2IDvDC+N6hcodjdam9QqBUCDhT0YCCqka5wyEbYTJD1A0/HijER5tOAgD+dssA3DpUqkNQe7vhndsHAwAW781HXmWDbDESAcDSfW2Fv0onLfxtT+3lhmFxAQCArScq5A2GbIbJDFEXZZytwrwVRwAAT17bCw+k9ujw/JjEEFzbNxQ6g4hPtpySIUIiyanyeuzLq4JCAO4c7vxdTCbX9g0DAGzLLZc5ErIVJjNEXVBQ1YjH/5cJrd6AKQPC8eLkvhfd7+nregMAVmUVo6KuxZYhEpktMxb+XtcvHBFq5y78be+aPlJ32u7T59Gi49IGroDJDFEn1TW3YvY3+3G+QYukSH98cFfyJefrSIkPRHJsALR6A77dc87GkRIBLTo9VhyQRtnd4wKFv+0NiPJHqJ8HGrV6ZJytljscsgEmM0SdoDeIeGbpQZwoq0eonwe+emg4vN0vP7PBw2N7AACWZxRAbxBtECVRm/VHy1Dd2IpItae5pcJVCIJg/jdvZVeTS2AyQ9QJb/9yHFtyK+ChUuDLB4cjUu11xddMGRABtZcbSmqbsYvDRMnGTF1Mdw6PhUrpem/11/Y1JTMsAnYFrvcbTtRFS/bmY+GuPADAe3cOwZDYgE69ztNNiVuSowAA37ebVI/I2vIqG7D79HkIAnDnCNfqYjIZnxgKhQCcLK9HUU2T3OGQlTGZIbqM3acq8dqqbADAc2l9cPPgqC69fmaK9EGy/mgp14ohm1m2X2qVubZPKKIDrtyK6IzU3m4YFhcIgF1NroDJDNElnKmox5OLD0BnEDF9SBSemZTY5WMMjPZHvwg/aHUG/HKkxApREnWk1RmwwtgSePfIOJmjkZepq2lLDruanJ1Vk5nt27dj2rRpiIqKgiAIWLlyZYfnRVHEa6+9hsjISHh5eSEtLQ0nT57ssE9VVRXuu+8++Pv7IyAgALNnz0Z9fb01wyZCbWMrHvkmA7VNrUiODcA7dwyGIHR9wjFBEDBjaDQAYPWhIkuHSXSBjcfLUFmvRZifB67rFyZ3OLK6rl84AGDnqQo0t3KItjOzajLT0NCAIUOG4OOPP77o8++88w4++ugjfPbZZ9i7dy98fHwwZcoUNDe3rTp833334ejRo9iwYQPWrFmD7du347HHHrNm2OTiWvUGPLk4E2cqGxCl9sTnD6bA003Z7eNNGyJ1Te3Nq0JpLVfUJuta2q7w180FC3/b6x/ph+gALzS3GrDzJIvwnZlVf9NvuOEGvPXWW7j11lsveE4URfzzn//EX/7yF9xyyy0YPHgw/vvf/6K4uNjcgnP8+HGsW7cOX375JUaNGoVx48bhX//6F5YtW4bi4mJrhk4uShRFvL76KHafPg9vdyW+emjEVa8yHB3ghRE9AiGKwJrD/L0l6ymoasQO44f2XS5a+NueIAhI6y+1Tm08XiZzNGRNsqXteXl5KC0tRVpamvkxtVqNUaNGIT09HQCQnp6OgIAADB8+3LxPWloaFAoF9u7de8ljt7S0QKPRdNiIOuPrXWexZG8+BAH46O6h6B/pb5HjTje2zqzKYjJD1mMq/B3fOwSxQd4yR2Mfrk+KAABsPF4OA+d7clqyJTOlpaUAgPDw8A6Ph4eHm58rLS1FWFjHPl+VSoWgoCDzPhezYMECqNVq8xYby28odGVbcsvx1i/HAADzb+iHtKTwK7yi824cFAmlQsCRolouPklW0ao34PsMqfD3Xhcv/G1vZEIQ/DxUqKxvQVZhjdzhkJU4ZYfq/PnzUVtba94KCgrkDonsXG5pHZ5echAGEbhzeAweHd/ToscP9vXAuMQQAMBqts6QFWzOKUd5XQtCfN0xqb/lEnFH565S4BrjqKYNx9jV5KxkS2YiIqSmv7Kyjr9cZWVl5uciIiJQXt5xfgCdToeqqirzPhfj4eEBf3//DhvRpVTWt2D2N/tR36LDqIQgvDVjULdGLl2JuavpUBFEkc3dZFmmwt87UmLhrnLK76nddr2xlXUjkxmnJdtvfEJCAiIiIrBp0ybzYxqNBnv37kVqaioAIDU1FTU1NcjMzDTvs3nzZhgMBowaNcrmMZPzadHp8cT/MlFY3YT4YG98dn+K1T4IJg8Ih4dKgTMVDThazDouspyimiZsOyHNpXI3C38vcG3fMKgUAk6W1+Msu3mdklWTmfr6emRlZSErKwuAVPSblZWF/Px8CIKAuXPn4q233sLq1atx5MgRPPjgg4iKisKMGTMAAP3798fUqVPx6KOPYt++fdi1axeeeuop3H333YiK6tpMrES/J4oi5q84goxz1fDzVOGrWSMQ6ONutfP5ebphknFkxepD7Goiy/lufwFEERjTKxg9QnzkDsfuqL3cMKpnEACOanJWVk1mMjIyMHToUAwdOhQA8Pzzz2Po0KF47bXXAAAvvfQSnn76aTz22GMYMWIE6uvrsW7dOnh6tg2FXbx4Mfr164dJkybhxhtvxLhx4/D5559bM2xyEZ9sPY0fDxZBqRDwyX3DkBjma/Vzmrqafj5UzJEVZBE6vQHfZ0h1gfew8PeS0ox1RL+xq8kpCaILdN5rNBqo1WrU1tayfoYAAOuyS/DEtwcAAH+7ZQAeSO1hk/M2t+ox4u2NqGvWYckjozDGWBRM1F2bjpdh9jcZCPR2w54/T4KHqvsTPDqzgqpGjH9nCxQCsP+VNAT7esgdEnVCZz+/WSVGLie7qBbPfXcIADArNd5miQwgraRtWqzyhwNcSZuuXlvhbwwTmcuIDfLGwGh/GES2zjgjJjPkUso0zZj9zX40teoxvncIXr05yeYx3JEirdW0LrsUDS06m5+fnEdpbTM250gjPl19UcnOuGFgJADg1+xLz1NGjonJDLmMJq0ej3yTgTJNC3qF+uDf9w6DSoa1a4bFBSIhxAeNWj3fVOmqLM8ogEGUJobrFWr9mi9Hd8NAaUqP3acqUdvYKnM0ZElMZsglGAwiXvg+C0eKahHo7YaFD42A2stNllgEQcBtxpW0V2Syq4m6R28Q8d1+qfCXM/52Ts9QX/QN94POIGIDRzU5FSYz5BI+2HgCa4+Uwk0p4LP7UxAfLO/w1VuHSclM+pnzKKxulDUWckw7TlagqKYJai83TB146UlEqaMbBknX6tcjJTJHQpbEZIac3sqDRfjX5lMAgLdvHYRRPYNljgiICfRGqjGOH9g6Q91gKvy9dWg0PN1Y+NtZprqZHScrUdfMriZnwWSGnFrmuWq8tOIwAODxCT1x53D7mR317pFSLMv2FUCnN8gcDTmSck0zNh6XCn/vG8Uupq7oE+6LnqE+0OoN5uJpcnxMZshpFVY34vH/ZUCrMyCtfzhemtpP7pA6mDowAsE+7ijVNGMT31SpC5ZnFEBvEDGiRyB6h/vJHY5DEQQBNxpbZ9ayq8lpMJkhp1TfosPsRRmorNeif6Q/Prw7GUqF5RePvBoeKiVmGluKvt1zTuZoyFEYDCKW7uOMv1fDVGO0NbeC0yM4CSYz5HT0BhHPLD2I3LI6hPh64MtZw+HjoZI7rIu6b1QcBEHqv+cCeNQZ29sV/t44KFLucBzSgCh/xAV5o0VnwNbcCrnDIQtgMkNOZ8Ha49icUw53lQJfPJiC6AAvuUO6pNggb1zTJxQAsMRY0El0OabC39uGsfC3uwRBMM8582s2u5qcAZMZcipL9+Xjy515AIB/zByCoXGBMkd0ZfePigcg1UE0afUyR0P2rKxd4S/nlrk6NxhbtTbnlPPvzgkwmSGnsetUJV5dmQ0AeHZSb/MK1fZuYr8wxAR6oaaxFSu4XhNdxvcs/LWYITFqxAR6oVGr56gmJ8BkhpzCqfI6PPFtJnQGEdOHRGFuWm+5Q+o0pULAH8YmAAAW7syDweD0C9lTN+hZ+GtRgiBgmvELz8+HimWOhq4WkxlyeFUNWvxhUQbqmnVIiQ/EO3cMhiDY18ilK7lzRCz8PFU4U9nAYdp0UTtY+Gtx04wr2G/OLecEeg6OyQw5tBadHo/9NwP5VY2IDfLC5w+kOGRRpK+HCvcaJz/7YscZmaMhe7RkLwt/La1/pB96hfpAqzNgwzGu1eTImMyQwxJFEfNWHEHGuWr4eaiwcNYIBPt6yB1Wtz00pgdUCgH78qpwuLBG7nDIjpS1m1iRhb+Ww64m58FkhhzWvzafwk8Hi6BUCPjk/mEOXxAZqfYyv7H+ZztbZ6jN8v0s/LWWm41dTTtOVqK6QStzNNRdTGbIIa0+VIz3N5wAALx5ywCM7x0qc0SW8ej4ngCkadZPV9TLHA3ZA71BxLL9UuHvvVyHyeISw3zRP9IfOoOIdUdL5Q6HuonJDDmczHPV+NP3hwAAj4xLwH3GeVqcQVKUP9L6h0MUgY+3nJI7HLID7Wf8Na34TJY1bYh0XdnV5LiYzJBDOVvZgEf/27Z45Pwb+8sdksU9MykRALAqqxjnznOJA1e31Fj4e/uwGBb+WolpVFP6mfMo1zTLHA11B5MZchiV9S2Y9fU+VDVoMTDaPhePtITBMQG4pk8o9AYRn2w5LXc4JKMOhb+jYmWORkb5e4Gl9wAnN1jl8LFB3kiODYAociVtR8VkhhxCo1aH2Yv249z5RsQEemHhQyPsdvFIS3hmkjTp34oDhSisbpQ5GpKLqfB3ZI8gJIa5cOHv2j8BuWuBxXcAq58BWuosfgrzqKbDTGYcEZMZsns6vQFPLzmIQ4W1CPB2wzd/GIkwP0+5w7KqlPhAjE0Mhs4g4tOtbJ1xRe0Lf+9x5VaZkkNA6WFAMHaxHfgG+HQMcHanRU9z06BICIJUk1dU02TRY5P1MZkhuyaKIl5ddRSbcsrhoVLgq1nD0SvUV+6wbOKZ66TWmeUZBSioYuuMq2Hhr9HBb6XbpOnArDVAQBxQkw8suglY/TRQb5kZsyPUnhjZIwgA8MthFgI7GiYzZNc+3nIKS/flQxCAD+8eipT4ILlDsplRPYMxLjEErXoRH206KXc4ZGMs/AXQ2gwcXi7dH/oAkDAeeHI3kPKQ9NiB/wIfDQN2vA9or75Y3tTVtCqLyYyjYTJDduuHzEL84zdpLpk3pg3A1IERMkdke3+a0heAVDtzqpzzzrgKFv4anVwPNNcA/jFAz2ulxzz8gGkfAg+vA6KGAto6YNNfgQ8GAtvfBZpru326GwdFQqUQcLRYw3meHAyTGbJLm46X4eUVhwEAj0/oiVljesgbkEySYwOQ1j8cBhH4YOMJucMhG2Hhr9GRH6TbQbcDit+1TsWnAo9sBm79DxCYADRVAZvfkpKaX18GKnK7fLogH3eM6x0CAFjN1hmHwmSG7M7eM+fxx8UHoDeImJEchZen9pM7pKtjMADLHwS+TAOyf5R+7oIXJveBIAC/HC7B0eLuf+skx8DCX6NmDXDyN+n+wDsuvo9CAQy5G3gqA7jtSyC0H9CiAfZ+Bnw8Elh0M3BoGdDS+VaW6e3WahJF8Wr/FWQjTGbIrmQX1eKRbzLQojNgUr8wvDtzCBSOPpfMyfXAsVVA4X7gh4eBT1Olb5wGfade3j/S3zyp13u/sXXG2bHw1yh3LaBrBoJ7AxGDLr+vUgUMngk8mQ7cvwLodzMgKICzO4CfHgfeTQR++AOQuw7Qt172UJMHRMBDpcCZygYcLdZY8B9E1sRkhuzG6Yp6zFq4D3UtOoxMCMLH9w2Dm9IJfkXTP26776kGKnKAFbOBT1KBQ98BupYrHuK56/tAqRCwOaccmeeqrRgsyW0JC38l2Suk24G3A0Inv9AoFEBiGnD3YmBuNnDtn4GgXoCuSTre0ruAf/QGVv4RyFkLtF44BNvXQ4W0/uEAgFVZRZb615CVOcEnBTmD4pomPPDlXpw3zu771azhzvFGXp4jfTsUFNKb69wjwMRXpKSmMhf46THg/SRgw2tA1aVXyk4I8cHMlBgAwLvrc9j87aRKa5uxmYW/QGMVcHqzdH/g7d07hjoauPZl4OlM4NHNwKgnAZ8woKkayFoMLLsHeKcn8N39UldUY5X5paZRTWsOl8Bg4N+aI2AyQ7KrqGvB/V/tRXFtM3qG+uCbh0fCz9NN7rAsI+Mr6bbPDUBArJTEXPOSlNhc9xfALxJorAR2fQh8NFSqq0n/GKgtvOBQT0/qDXelAnvOVGHnqUob/0PIFpZnsPAXgNTFZNAB4YOA0D5XdyxBAKJTgBv+Djx/XJqrZtQTgDoWaG0Ejv/c1hW1cCqw/V1M9C+Cv6cCJbXN2H+26srnINkJogt8xdNoNFCr1aitrYW/v7/c4VA75+tbcM8Xe3CirB5Rak/88OQYRAV4yR2WZbTUAe/1l4aOPvAT0Ou6C/fR64AT64DMr4FTmwC0+3OMGiY1mSdOAqKHA0oV/vrzUXy96ywGx6ixas5YCJ1tfie7pzeImPDOFhTVNOGfdyVjxtBouUOSz9J7gdxfpG6ia1+2zjlEUZpdOOcXaSs/2uHpemUAftMOhC7hOtx51yzAJ8Q6cdBldfbzm8kMyaaqQYt7v9iDnNI6hPt74LvHUtEjxEfusCxn/5fALy8AwYnAnP1Sf/7l1JUCx1YDx1YC53ajQ2LjoQZ6TkB9ZCpmbVTioDYaH983HDcMcuECUSezJaccDy/ajwBvN+yZP8k5ulm7Q9sodf/omoDHdwCRg21z3upzwOlN0peKM1sBbdsIKBEChKCe0mip0L5tW0gfwN2J3rPsUGc/v513pT6yazWNWtz/5V7klNYh1M8DSx8d7VyJjCgC+41dTCMeuXIiAwB+EcCox6StrhQ4tVF6Yz29WZo47PjP8D3+M1YoAI2HF46v7A991Y1QxqcCof0B76DOF0qS3Vmyj4W/AIC8bVIio4678igmSwqMB4b/Qdp0Wujy9+J///sKI/UHMEBxDqg6LW25v3R8nTquY4IT2k9KcrwCbBc7MZkh26ttbMX9X+3FsRINQnylRKans623VHwQKD8GqDyBIfd0/fV+EcDQ+6XNoJeOd3oLkJ8OsWAv/LX1GKU/AGw50PYaD3+pDiAgTqrPUcdKtwFx0huuTwiTHTvVvvD3npEuXPgLSF0+AND3Bvl+X1XuUPUcj3NDg/DX3WfxwCBv/C1VkCbiM285Ur1bbb60ndrQ8Rh+kVJS06E1px+7q6yEyQzZVG1jKx5cuBfZRRoE+7hj6aOjkBjmZIkMAGQtkW773Xz139AUSiBmuLQBEPQ6/LhuPQ7vXocJHicx0TcfgqZImiys/OgFff9mKi9AHfO7ZCeu7dYv4sJZVskmWPhrZNBLNWSAlMzIbNqQKCzafRY/5rbgzzOvh5dpSQWThvPSqMSKnI6JTl0xUFcibXnbOr7GOxgIaZfchBoTHr9Iftm4CkxmyGbO17fgga/24ViJBkE+7ljy6Gj0DnfCN25dC3Dke+l+8r2WP75ShRsnT8W7hz2xqLYZf5nYH4+MipBWEq4t6HhbUyDdryuVmu7Pn5S2i1GoAP9oY7IT19ayY7r1jwFU7pb/97g4vUHEMmMX072j4mSORmZFmUBDhVQj1mOc3NFgWFwAYgK9UFjdhE05ZbjZOHmlmU8w4DMGiB/T8fHmWqDypDHJyQEqTki3NeeAxvNA/m5pa8/D31iH87tERx3XuW5qF8dkxtJKDgENlVKW7R8JeAYw24bUjH7fl3twuqIBIb4e+PaRkegb4YSJDADk/irVuPhFtS2OZ2Gebko8O6k35v14BJ9sPY27R8bBN6wfEHaJpR90LdJw79qCtgSnxpT45AOaYmkobM05absoAfANl1p31NFSkqOOkRIgdYy0+YTy972Ltp+oQHFtMwK83VxyMdUOcn+VbnunAUr5p2cQBAHThkTh062nsTqr+MJk5lI81R1aU820DVKSU3miY2tO1RmpZbVwv7S1p/KSkpoOSU5faT0qJT/CTXglLKlgH7BwCiC2W3tH5Sk13/tFSh8EvmHS5hNm/DlUuvUJBVQe8sVuRQVVjbj3yz0oqGpCpNoTix8Z5Xw1Mu0dWirdDrnLqt02d6TE4PPtZ3CmsgFf7jiDuWmXmY9D5QEE95K2izHopSZxc2tOu1admnwpEdI1A/Wl0laUcfHjKD2kRMe/XbKjNiU7sdLjHk78f98Niznjb5tTG6Xb3lPkjaOdW5KlZGZrbgVqm1qh9rqKJMvdB4hKlrb2dC3A+dPGLqt23VbnT0ktqiWHpK09pbs0UvL3dTnBiU77WXI5TGYsRRSBdfOkRMY3HNBrpZkmdc1A9VlpuxJPNeAVKG2eAVKthem2/WMe/oCnv9QU6+kPePhJSZMdfiM+XVGP+77Yi1JNM+KDvfHt7FGIDfKWOyzrqSsDThoLAYdYoYupHZVSgRcm98WcJQfwxfYzeGB0PIJ9u/kmplC2ta7EX+R5UZRaHDWFxhae322aIqkrS98ifcu8zGzG8AxoO5epZcc/Svq78YuQbr0C7fL32dKkwt8yACz8RX0FUHpYut9roryxtNMvwh99wn1xoqwe64+W4s7hVvh/UnkA4UnS1p5eJ312VOT8LtE5ISU55cekrT1BIXUJB/WQWm+CegJBCcb7CdLnhRNiMmMppzdL/b0qL2luBL9woNX4TVZTIhWE1VcADeVAfZl0v75M6h+uLwcMrVI/a3Nt5xKf31O4GRMbY3LT+3pg0msW/2d2xZHCWjy8aB8q67VIDPPF4kdGIdzfU9aYrO7oj4Colya5u9qZSzvhhoERGBjtj+wiDT7Zehqv3px05Rd1hyAYWxFDgaihF99Hp5Vad8wJTvuEp0i6bamVuuCaa4Cy7EufT+lhTG7C2yU5EcafI6QYfEOt8S+1qe/2F8AgAiMTXLzwFwDObJFuIwZJrdd2ZPqQKPzjtxNYnVVsnWTmUpQqICRR2nBz2+MGg9RqakpuKtsVH7do2kZY5W2/8JjeIe0SnB4dN98Ih63PYTJjKTvek26HPyy94QKAm2fbL8nliKLUitNQATTVSPebay59v1kj/cK21Em3gJQMNZ6XNkD6htN/+oXNmTayNbccf1x8AI1aPQZE+eO/fxjZ/VYDR5L9o3Q7aKZNTqdQCHhxSj/MWrgP/9tzDn8Yl4BouWZQVrlLc3UEXqxpx6hZI7Xi/L5lp65ESu7rSqXfcX1L2xvyxfhFAXMP20VdRXfpDSK+228s/B3p4oW/gHEGbAC9Jskbx0VMHxKNf/x2ArtPV6K8rhlhfjJ/KVMo2v7W+kxue1wUpS/H1XnGFtI8433jz01V0nDyxkqgcN+Fx1V6SMX/ps+tqKHSIAYHaCVlMmMJ59KBc7uk1pHUp7r+ekGQJjzzDur6aw0Gabr8lrq2JGfnB9Lwxn2fAzM+6foxr9IPmYWYt+IwdAYR4xJD8On9w5xnraXLqSkwvkEIQNItNjvthN4hGN0zCHvOVOHDjSfwzh1DbHbuLvM0dpGG9b/0Pq3NxtZLY3Jjvi1tm0ywrhjI3wMkjLdd7BbGwt92RLFtYclE+0tm4oK9kRwbgKyCGqw9XIKHxibIHdLFCYL0ZdovHIgbfeHzzbXtEpwz0qzH1WeNhf8F0peI3494VEdbbSCDJTGZsQRTq0zyvdJ/vC0pFFKtjacaUBsfG/+ClMwc+QG4/m/S8EEbEEURn2w9jXfX5wIAZiRH4Z07hsBd5ZjNll12bKV0Gz9GGslmI4Ig4KWp/XDbJ7vxQ2YhHpvQy7Hn7nHzvHwLz4+PA4eXASfXO3Qyw8LfdsqypS54N28gdpTc0VzU9CFRyCqowapDxfabzFyJp/riBciAVJ+jKWqr8cxaAhTskWoAHSCZcZhPmY8//hg9evSAp6cnRo0ahX37LtJEJofiLGnmR0EBjJsrdzSSmBFAZLKUZR/4xian1OkNeHVVtjmRefyannj/zmTXSWSAti6mAbfa/NTD4gKR1j8cBhF4f0Ouzc9vU32MI11OrJc3jqvQsfCXXUzmLqYe4+12JM7NgyOhEICD+TUoqGqUOxzLU6qkLxA9rwFSZgEjH5UeP7NV1rA6yyE+ab777js8//zzeP3113HgwAEMGTIEU6ZMQXl5udyhtbXKDLxdKqqyB4IAjHpcur//KynjtqLaxlY89PV+fLsnH4IAvDEtCfNv6A+Fwv77WS2mKg8oPiAltTbsYmrvxSl9IQjA2iOlOFxYI0sMNtHrOkBQSnN1VOXJHU23dCz8deBWNEux4y4mkzB/T6T2klq5Vx8qljkaGzC1xpRlS3U4ds4hkpn3338fjz76KB5++GEkJSXhs88+g7e3NxYuXChrXPqyHIjHf5Z+GPe8rLFcYMBt0rTZmkLgxK9WO83pinrM+GQXdp6qhLe7Ep/dn+K4TbBXw9TF1GOcbCMx+kb44dZkqZvT1ELmlLwC2mZcPfmbrKF0R/vC3/tcfcZfQJpILj9dut/rOnljuYLpQ6RJ8352hWTGJwSIMK5Yfmbb5fe1A3afzGi1WmRmZiItLc38mEKhQFpaGtLT0y/6mpaWFmg0mg6bNez4+s8QIGKDYQQGflKAYX/bgDELNuH2T3fj2WUH8fGWU9hz5jyaW/VWOf9luXkCw2ZJ9/f+xyqn2HGyArd+vAt5lQ2IDvDCD0+MwZQBLlrIaO5iuk3WMJ67vg/clAJ2nKzE7lOVssZiVb2NIzhM6/g4kG0nys2Fvy7792Kib5Vm/dVrpWn7gxPljuiypg6IhJtSQE5pHXJL6+QOx/pM8/2Yhs3bMbsvAK6srIRer0d4eHiHx8PDw5GTk3PR1yxYsAB//etfrRuYvhVxrVIT979ap6Ne1AEt0lPFtc3IPFdt3tXTTYFr+oTihoGRmDIgAl7uNir2GzEb2PVP4OwOoOzYhRMydZMoivhv+jm8ueYY9AYRKfGB+Oz+FIT62Wdft9WdPy0NhReU0nB4GcUGeePekXH4Jv0c/t/6XKzsFQzBAYZVdlmfKcCGV4GzO4GWeoeaVXjJ3gIALlL4K4rSaLTqs9LImZpzHW81hW0zpideZ/dDgNXebrimTxg2Hi/D6kNFeDHiEsuHOIue1wK7PgROb5H+L+34/8fuk5numD9/Pp5/vq3bR6PRIDbWwhMdKd0Q8qc9qDm7B59GjkSrzgCt3oCGFh1KapuRX9WII4W12H+2CuV1LVh/tAzrj5bBz1OF24fF4P7R8dbvK1fHAP1uAo7/DOz/Arj5g6s+ZKvegDdWHzWPxLhtWDQW3DYIHionf1O+nKPGVpme19hs5NjlPHVdbyzPKMShghr8dqzMOb/9h/SR5sGoPisVKPa/+QovsA8ltU3OV/jb2tQ2AuaC7Zw0U+3lqDyB4N7AiEesHalF3JIchY3Hy/DzoRL8aXJf5/yyYBKXKs09U1cs1aiF9pU7okuy+2QmJCQESqUSZWVlHR4vKytDRMTF36Q9PDzg4WH9VgJ/Lw+g/zUI+N3j7edHFUURR4s1WJddilWHilBQ1YRFu89i0e6zmDogAk9PSsSAKDWsZuTjUjJzaBkw6XWp3qCbzte34I+LD2BvXhUEAZg3tR8em9DTef+YDXqg0TjJVENlu9vzHX8uMU7BLnMXk0monwf+MK4HPt5yGv9Yn4u0/uFQOlsxtiBI6/fs+480RNtBkpnl+wsdt/C3ubZt9ef2M87W5AMQL/060/T6gfFAQHzH28Ae0jp1DjTrbFr/cHi7K5Ff1YisghoMjQuUOyTrcfMC4lOlLwxntjKZuRru7u5ISUnBpk2bMGPGDACAwWDApk2b8NRT3ZigzsYEQcDAaDUGRqvx/PV9sP1kBb7dk49NOWVYd7QU646W4vqkcLw8tZ913tx6jAPCkqT1O7KWAKl/7NZhsotq8fj/MlFU0wRfDxX+eVcy0pLCr/xCe9La1JaMNFYCDefb3a9sm0HZdL+pGpd9k27PU21XH6iPTeiFb/fk42R5PX46WIQ7UmLkDsny+kyWkpkTv9l9EzjgQIW/rU1A+XFpFEvZUel+Ra40aeGleKiNawFdZFPHOvRMzb/n5a7E9UnhWJVVjFVZxc6dzABAz4lSInN6S9soWTtk98kMADz//POYNWsWhg8fjpEjR+Kf//wnGhoa8PDDD8sdWpcoFAKu7RuGa/uG4URZHf69+RR+PlyMDcfKsCWnHPePjsezk3oj0MfdcicVBGm+gDXPSV1No57o8regVVlFeHnFYTS3GpAQ4oMvHkyxj3VkRBHQ1kvDBk0zxv7+fkOFMUE5D7Q2dOMkgrTooXewVN1vvg1pdxsMhA2Q9rMTai83PHltL/z91xx8sOEEpg2JdL6uwPhxgJuP9CFbcki2pTs6y1T4G2hPhb91ZUDZEaD0CFCaLSUwlSel9cUuxi9KWnMspG/bKs0hfaW/BTtPJi3pluQorMoqxi9HSvDqzUnO1/LZnmmI9tmdUsG2nSamDpHM3HXXXaioqMBrr72G0tJSJCcnY926dRcUBTuSPuF++OieoXhmUm/8/dccbDxehkW7z+Kng0V4cUpf3DsyznLztAy+C9jwhjR99amNHdfyuAyd3oB31ufi8+3SCsjX9g3Fh3cPhdrLBr/MuhZAU9xxHR/T1PbtE5bWLk5epXBrS0K8g9rdD5aSEu/fJSxegdJkUg5oVmoPLNyZh6KaJizdm+98Q+bdPKU32txfpCHadp7MLJF7xt+6MmkupKID0qK4pYelZP9ivIOB8IHSoo9hScakpbfUAkkYlxiKAG83VNS1YM+Z8xibGCJ3SNYTMVj6fWg8DxRmSN1OdkgQRbGT7eiOS6PRQK1Wo7a2Fv7+/nKHc1G7TlXib2uOIcc43G94fCAW3DYIvcMt1AKy7s/Ano+BxOuB+3+44u41jVo8vfQgdpyUhvf+8dpeeGFyX8t9A2mpa1sjpPpcW9KiKZJWWG7owiRN7r7S3C6+4cbbCONtGOAT2tZ64h0irSjuQt8gF+89h1d+ykawjzu2vzQRPh6OmZhdUuY3wM/PANEpwKOb5Y7mkkpqmzD275thEIGNz19j/XqZ5lppdvJiY+JSdFAaOXQBQRoOHWFMXMIHSff9Il3q76Q75v94BEv35eOu4bH4f3cMljsc6/r+YWmgwzUvAxP/bNNTd/bz28ne2RzX2MQQ/PLMePw3/SzeXZ+LjHPVuPGjHXjy2kTMmdjr6rsIRj4C7PlEWnrh/GkguNcldz1b2YCHF+1HXmUDvNyUeHfmYNw8OKrr59S1AOdPSX3u50+1rdxanXfpb4TtqTwB/yjAP1oameUf1S5RCW+7daBhubZ25/BYfLH9DM6eb8TCnXl4elJvuUOyLNN8M0UHgPoKwDdU3nguwTTj7yhrFP7qtFI3UVGmtBUfkEaeXECQWliihgHRw6QlT8KTAHcfy8bjIqYPicLSfflYm12CN2cMcL5u3PZ6TZSSmdNbbJ7MdBaTGTuiVAh4eGwCJg+IwGsrs7EppxwfbTqJDcfK8M+7ktE34ipaaYJ6Sm/8J9cD+74Abvj7RXfLOFuFR/+bgerGVkQHeOGLB4cjKeoKrVmiKHUJFR8wFgweA8pzpATmUn3vAOAVJMUVGG9MVmKkhTpNyYt3ML8dXiU3pQLPXd8Hzy7Lwufbz+D+0fGWrcmSm3+k1AxeelhK1JPvlTuiC0iFv9LcMvdaovC3vkJanb1gL1CwDyg+COiaL9wvIK4tcYkaJnXDedhBrZuTGJkQhAh/T5RqmrEttwKT7aUOyhp6GifPK8qUWv3ssLuRyYwdig7wwpezhmPtkVK8uiobx0s0mPavnXhxSl/MHpfQ/VqakY9JyUzWYuC6Vy54Y1tzuBjPLz8Erc6AwTFqfDlrOML8PC88TlO19AZalGnsfz9w6ZEOHmogrL/U3x6UYExeEqT7dvgH4YymDY7CZ9vO4HiJBp/vOIOXpzrZRF99pkrJzIl1dpnMbM0tR0l3C38Neqll05S4FO6TWjd/zysIiBkudbeZEhgfJ67jsANKhYCbB0fiy515WH2o2LmTmYBYIKgXUHVaKgTud5PcEV2AyYydEgQBNw2OxMiEIMxbcRibcsrx9trj2Hi8DO/dOQQxgd5dP2iv66TJxipPSAtQtlvle3lGAV5ecRiiCFyfFI4P706Gt9gM5O+V5pWoyG2bW6K24CIBK6VCwcjBUvIS1l/6mX3vslMoBDyX1huP/S8T/0s/hycm9ILa2z5HJHRLnynA9nekJnCdFlDZV8vT0n1dKPzVNkiJS/5e6bYwA9D+ftp8Qfr7ihkBxI6StuBe/DuTwfTkKHy5Mw8bj5ehoUXnfDVp7fWaKCUzpzczmaGuC/XzwJezhuO7/QV4c80x7M2rwg3/3IG/3z4YNw2O7NrBFAppQcyVTwDp/5Zaaty9sWxfPub/dBjRqMAzfapwR/AWKBY+J3UZXaqbKDBB+vYXnSJtEYMB924kWGQTaf3D0S/CDzmldVi0+yyeTXOi2pmoYVLtVH0ZkLcN6H293BGZFdc0YXOOVMx+z8W6mJo1QP4e4NxO4NxuqcXT8LtV7t19pVaX2FFA7EggevhVTX5JljMoWo0ewd44e74RG46VYcbQaLlDsp5ek4D9XwInN9jlvE5MZhyAIAi4e2QcUnsF47nvsnAgvwZzlhxA+pk4/OWmpK4N8xx0B7B1gbQ2ypa3caDKHepjO7DX/STChBogH9Jm4hcpfQsM7WecV8J4a0dzqtCVKRQC5kxMxNNLD2LhrjzMHp8AX2f5FqlQAP2nSW+0x1bZVTKzPKOt8LdXqK/URXsuHTi3S2quLz3ctjaRiTpWmkY+ztjqEpYEKJy4uNSBCYKA6cnR+GjTSaw+VOzcyUzPa6SlDWrOSS30YfbVXc2h2Q6mVW/A+xtO4NOtpwEA/SP98e97h0pvlJ2VuQj4+dkLHhYVKgiRQ6Q30JgR0rdAtRPOHOui9AYR17+/DWcqGzDvhn544ppLj2hzOHnbgW+mSUn2n07KP7GXQQ9d5Rn85fPlCG86jbviNIhqOWOsd/ndW25gAtBjLBBv3ALjZQmZuudUeT3S3t8GlULA/lfSnKvA/ve+vUMqtE97Axj3nE1O2dnPbyYzDmrbiQo8/10Wzjdo4e2uxNu3DsStQzuZeOhaUPav66GoOYuDhkSoeozGxLSbIUQNldbiIKf1Q2Yh/vT9IYT4umPHS9fZbgV3a9PrgPf6SBN7PbBS6t+3lfpyaQRf2TGg/KhxRF/OpRdYDO5tTF7GAfFjpBF85NBu/HAHjpVo8H+3DrLMiDV7te8LYO2fpJbDP6yzySk5z4yTu6ZPKNY+Ox7PLjuIPWeq8Nx3h7D71Hn89ZYB8Ha//H/rl+lFeKvsZQDAE9f0wstTnXzlVzK7JTkK/9x4AoXVTVi2Px8PO8uswEoV0O9m4MA3UleTNZKZljopSSk3rldkWreosfKiu2sFd+TooyGGJmFIyhggfIA0q66dzoVD3XdLchSOlWiwKqvIuZOZPlOkZKZgr7QIr3eQ3BGZsWXGwekNIj7adBIfbT4JUQR6hvrgX/cMvehK3KIo4l+bT+H9DdKEWk9NTMQLk/swkXExplmBI/w9se2la51nsq9Tm4Bvb5NmfX4h9+rqTJqqjTPoHpS2kkNSrcBFCdKUA2H9jQnLAJR59cLYz/OgExXY9MI1XesGJodTVCPN8CwIQPq8SYhQX2RKC2fx6VhpDa/bvgAG32n107FlxkUoFQKeu74PRvcMxtzvDuJMRQNu/Xg3XrmpPx5MjTcnKrVNrXhtVTZWZRUDAJ6d1Btz03ozkXFBd6TE4KNNJ1GqacaKTCf6JpkwAfAMkGaXzk+XVozvDIMBqDgOnN0lva74AFB99uL7mgriw5KkLTxJWmjxdyP5lm48AZ2oaCv8JacWHeCFET0Csf9sNdYcLsYj43vKHZL19JkiJTO5v9okmeksJjNOIrVXMH59dgJe/P4QNuWU4/XVR7EuuxTXJ4WjTNOMFQcKUVmvhVIh4K/TB+D+0SwydFUeKiUen9ALb645hk+2nsKdw2OgUnZtJXW7pHSTupqyvgWyf7x8MlNbJE2yd3qzNCS6qerCfQITgKihxi1Z6iLqRLO6Tm+w7Iy/5BCmD4nC/rPVWH3I2ZOZqcCO96SWUDtaRZvJjBMJ8nHHl7OGY9Hus1iwNgfpZ84j/cx58/M9Q33w/24fjBE97Kefk+Rxz8g4/HvLKRRWN2FtdimmD+nG2lv2aNDtUjJz9Cdg6t87TqBXeQo4slz6Rll6uOPr3Lyl0Xvx46Q5XSKHdLseYNuJCvOMv1MHOvGssNTBjYMi8cbPx3C4sBZ5lQ1ICHHSNa+iU6RFexsrpVGEiZPkjggAkxmnIwjS+k4T+4bhxwOFOF3RAF8PFSb0CcX1SeFwVznBN3C6al7uSjyYGo9/bjyJ/2w7jWmDI52jyzHhmrYJ9E5vkoY6H/1JWsKjYG+7HQVp+oE+U6TXRCVb7Bvmkr3SRE13pMQ4Tz0SXVGwrwfGJYZg24kKrM4qdq6JKdtTKKV5nTK/Bo6tZDJD1tUjxAfPT+4rdxhkxx5M7YHPtp3G0WINdp8+j7GJTrCWj0IJDLwD2PMxsPRuQOXVNkRaUACJ1wMDZkiLrlph7aLimiZsyZVm/L17JLuYXM30IVFSMnOoCM9MSnSOLwgXM2CGlMwcXwPc9IE0mlBm/JpO5KKCfNxx5/BYAMB/tl9k8UJHNXhm231dk7QeWdpfgeePA/ctlxajtNIijN/tl2b8Hd2Thb+uaPKAcHioFDhd0YBjJRq5w7Ge+HGAd7BUa3Z2h9zRAGAyQ+TSHhnXEwoB2H6iAseKneTNNzIZmPSatPbY7I3AnH3Soqp+1q1f0ekNWJ4hFf7ew1YZl+Tn6YZJ/cMAAD8fKpE5GisyzesESF1NxQeBDa9LazbJhMkMkQuLC/bGDYOkBUu/2OEkrTOCAIx/AbjxXSB2hM0WxNuay8JfkgqBAWBddgmcehq3ATOk24PfAp9fC+z6J3Bmq2zhMJkhcnGPT5CGka4+VIyimktMwU9XtHQfC38JmNg3DB4qBc6eb0ROaZ3c4VhPjwlSV5NBBwhKYPBd0iKpMmEyQ+TiBscEILVnMPQGEQt35skdjkNi4S+Z+BhHjwLAuuxSmaOxIqUKmPkNcO184OlM4LbPgZBE2cJhMkNEePwaqXVm6b581Da2yhyN42HhL7U3dYDUzejUyQwAJIwHrp0HBMm/xhuTGSLCNX1C0S/CD41aPRbvu9QaRHQx7Wf8ZeEvAUBa/3CoFAJyy+pwpqJe7nBcApMZIoIgCOYp2P+Xfg6teoPMETmOrbkVKNWw8JfaqL3dMMY4b9O6o07eOmMnmMwQEQBg2pBIhPi6o6S2Gev5BtxpS1j4Sxdxw0AX6WqyE0xmiAiAtADlvaOkBUhZCNw5RTVN2Gos/GUXE7V3fVI4FAJwuLAWhdWNcofj9JjMEJHZ/aPj4KYUcCC/BocKauQOx+61L/ztycJfaifE18O8qC9bZ6yPyQwRmYX5eWLaYGkF7a93sXXmcnR6A5YbC39NLVpE7Zm6mthta31MZoiog4fHSsMs1xwuQZmmWeZo7Jep8DfIxx1TBoTLHQ7ZoSnGZCbjXDXK6/i3ZE1MZoiog0ExaozoEQidQcS3ezhM+1JY+EtXEqn2QnJsAEQRWH+0TO5wnBqTGSK6gKl1ZsnefDS36mWOxv6U1LYV/t41Qr4p3Mn+mbuaWDdjVUxmiOgCk5PCER3ghfMNWqw+VCx3OHZn+f5CGERgVAJn/KXLM809lH7mPKobtDJH47yYzBDRBVRKBR5MbRum7dSr/3aR3iBieQZn/KXOiQ/2Qf9If+gNIjYcZ1eTtTCZIaKLuntEHDzdFMgprUPmuWq5w7EbO05WoKimCWovzvhLncOuJutjMkNEF6X2dsMtQ6IBAP9jIbDZsn1Sq8ytQ6Ph6cbCX7qyKcaFJ3eeqkSjVidzNM6JyQwRXdIDxq6mtUdKUFnfInM08iuva8ZGY1cBu5ios/qE+yIuyBstOgO2n6iUOxynxGSGiC5pYLQaybEBaNWL5pWhXdkPmYXQGUQMiwtA3wg/ucMhByEIAq5PkuYi+u0Yu5qsgckMEV3WA6Ol1pkle/OhN7huIbDB0JbQ3c1WGeoiUzKzOaccOq5Kb3FMZojosm4aHIkAbzcU1TRhS0653OHIZs+Z8zh3vhF+HircPDhS7nDIwQyPD0SAtxtqGluRwYJ6i2MyQ0SX5emmxJ3DpYnhXLkQeKmxVWZ6chS83VUyR0OORqVU4Lp+YQCADcc4RNvSmMwQ0RXdN0rqVtl2ogLnzjfIHI3tVTVozcNqWfhL3TW5Xd0M526yLCYzRHRF8cE+uKZPKABg8d58maOxvR8PFEKrN2BgtD8GRqvlDocc1IQ+ofBQKVBQ1YTcsjq5w3EqTGaIqFNMhcDLMwpcar0mUWwr/GWrDF0Nb3cVxiWGAAA2cOFJi2IyQ0SdMrFfGKIDvFDT2Io1h0vkDsdmDhbU4GR5PbzclJg+JErucMjBmUY1cWkDy2IyQ0SdolQIuNdYO/OtCxUC/5BZCAC4YVAE/DzdZI6GHN2k/uEQBOBwYS1KapvkDsdpMJkhok67c3gsVAoBWQU1yCnVyB2O1TW36vGzcdXwO1JiZI6GnEGonweGxgYAADZyVJPFMJkhok4L9fNAWn+pmdy0RpEzW3+0FHXNOkQHeGF0QrDc4ZCTuD5JWqvpNyYzFmO1ZObtt9/GmDFj4O3tjYCAgIvuk5+fj5tuugne3t4ICwvDiy++CJ2u4yJcW7duxbBhw+Dh4YHExEQsWrTIWiETUSfcY+xq+vFAodMXApu6mG5PiYFCIcgcDTmLyQOkLwR7zpyHprlV5micg9WSGa1Wi5kzZ+LJJ5+86PN6vR433XQTtFotdu/ejW+++QaLFi3Ca6+9Zt4nLy8PN910EyZOnIisrCzMnTsXjzzyCNavX2+tsInoCsYnhiA6wAuaZh1+zXbeQuCS2ibsPCUtCnjHMHYxkeX0CvVFz1AftOpFbMutkDscp2C1ZOavf/0rnnvuOQwaNOiiz//22284duwYvv32WyQnJ+OGG27A3/72N3z88cfQarUAgM8++wwJCQl477330L9/fzz11FO444478MEHH1grbCK6AoVCwF0jpBmBl+513q6mHw8UQRSBUQlBiAv2ljsccjLmUU3sarII2Wpm0tPTMWjQIISHh5sfmzJlCjQaDY4ePWreJy0trcPrpkyZgvT09Mseu6WlBRqNpsNGRJYzc3gMFAKw72wVTpXXyx2OxYmiaO5iYuEvWYNpNuAtOeXQ6rjw5NWSLZkpLS3tkMgAMP9cWlp62X00Gg2ami49pG3BggVQq9XmLTY21sLRE7m2SLWXeZ2Z7/Y734zAB/KrkVfZAG93JW4cxEUlyfKGxgYi2McddS06ZJytkjsch9elZGbevHkQBOGyW05OjrVi7bT58+ejtrbWvBUUOG9TOJFc7h4hFQKvOFCEFp1zFQKb55YZGAkfDy4qSZanUAiYaPxCsMmFV6O3lC79lb7wwgt46KGHLrtPz549O3WsiIgI7Nu3r8NjZWVl5udMt6bH2u/j7+8PLy+vSx7bw8MDHh4enYqDiLrn2r6hCPf3QJmmBb8dLcM0J5kdt7lVjzWHpMJmdjGRNU3qF4YfMguxOaccr96cJHc4Dq1LyUxoaChCQ0MtcuLU1FS8/fbbKC8vR1iYcVn0DRvg7++PpKQk8z5r167t8LoNGzYgNTXVIjEQUfeplArcOTwW/9p8Csv25ztNMrM5pxx1LdLcMqMSguQOh5zYuN4hcFMKyKtswJmKevQM9ZU7JIdltZqZ/Px8ZGVlIT8/H3q9HllZWcjKykJ9vVQsOHnyZCQlJeGBBx7AoUOHsH79evzlL3/BnDlzzK0qTzzxBM6cOYOXXnoJOTk5+OSTT7B8+XI899xz1gqbiLrgzuGxEARg16nzOHe+Qe5wLGJVVhEAYNqQKM4tQ1bl5+mGUcbJGDezq+mqWC2Zee211zB06FC8/vrrqK+vx9ChQzF06FBkZGQAAJRKJdasWQOlUonU1FTcf//9ePDBB/Hmm2+aj5GQkIBffvkFGzZswJAhQ/Dee+/hyy+/xJQpU6wVNhF1QWyQN8b3llprTStLO7LaplZsyZHm/bgl2Tlamsi+mQrpNx1nMnM1BFEURbmDsDaNRgO1Wo3a2lr4+/vLHQ6RU/n1SAmeXHwAoX4e2D3vOrgpHXeVlO/25+PlFUfQJ9wX6+dOgCCwZYas69z5Blzz7laoFAIyX70eai8uZtpeZz+/Hfddh4jsQlpSOEJ8PVBR1+LwTeWrsqRFJW9JjmYiQzYRH+yDXqE+0BlE7DjJ2YC7i8kMEV0VN6UCtw+LBgB8n1EoczTdV6ZpRvqZ8wCA6U5SzEyOYZJx8dbN7GrqNiYzRHTVZg6XhjBvyS1HeV2zzNF0z8+HiiGKQEp8IGKDuHwB2Y6pbmZLbjn0Bqev/LAKJjNEdNUSw/wwNC4AeoOIlQeL5A6nW9q6mNgqQ7aVEh8If08VqhtbkVVQLXc4DonJDBFZxJ3DpWVDlmcUwtHGFZypqMeRolooFQJu4vIFZGNuSgWu6ctRTVeDyQwRWcTNgyPh6abAqfJ6ZBXUyB1Ol/yaLa0HN6ZXMIJ9OXs42d4kY1eToxfRy4XJDBFZhJ+nG24cKLVqLHewQuBfs6XlC7ioJMnlmj6hUAhATmkdCqsb5Q7H4TCZISKLmWnsavr5UDGatI6x+GRBVSOyizRQCMDkpHC5wyEXFejjjpT4QADAFrbOdBmTGSKymFEJQYgL8kZ9i87c2mHv1hm7mEYmBLGLiWR1XT8pmeYq2l3HZIaILEahEMwrTTvKnDOmpOuGgexiInlN6i/Vzew+fR6NWp3M0TgWJjNEZFG3p8RAEID0M+eRf96++/5La5txIL8GADBlQIS8wZDL6x3mi5hAL2h1Buw6dV7ucBwKkxkisqjoAC+MSwwBAPyQad+LT64/KnUxDYsLQITaU+ZoyNUJgtBuVFOZzNE4FiYzRGRxpjlnfsgstOsZTU31MuxiIntxnWlpg5xyh5uvSU5MZojI4q5PCoe/pwrFtc3YfbpS7nAuqrapFfvOVgFgFxPZj1EJQfByU6JM04LjJXVyh+MwmMwQkcV5uikxY6i0+KS9zjmz/UQF9AYRvcN8ERfMtZjIPni6KTE2MRiAtFYTdQ6TGSKyClNX0/qjpahtbJU5mguZZlq9zjiChMheXGtc2mArk5lOYzJDRFYxIMof/SP9odUZsPqQfS0+qTeI5g+K6/oymSH7cm3fUABA5rlqu/wiYI+YzBCRVQiCgJnGOWfsraspq6Aa1Y2t8PdUmWddJbIXMYHe6B3mC4MI7DhVIXc4DoHJDBFZzYyh0XBTCjhSVItjxRq5wzEzrUx8bd8wqJR8GyT7M9E4RHtLDpOZzuBfMRFZTZCPO643rnf0vR3NOWOql5nEehmyU6aupm0nymGw4+kN7AWTGSKyKtPikysPFkGrM8gcDVBY3Yic0jooBGmlYiJ7NDw+CL4eKlTWa5FdXCt3OHaPyQwRWdWE3qEI9/dAdWMrNh2Xf1bTrblSs31KfCACvN1ljobo4txVirYh2uxquiImM0RkVUqFgNuHmQqB5e9q2nFS+mBgqwzZu4mmIdonOET7SpjMEJHVmbqatp2oQGlts2xx6PQG7D4tLeA3rjeTGbJvpvlmsgpqUNWglTka+8ZkhoisLiHEByN7BMEgAisOyDdM+1BhLeqadVB7uWFQtFq2OIg6I0Ltif6R/hBFacZqujQmM0RkEzOHS11NP2QWyraA3s6T0jpRY3oFQ6kQZImBqCsmGkc1cWmDy2MyQ0Q2ceOgSHi7K5FX2YCMc9WyxLDTOAHZeHYxkYMwzTezzbiWGF0ckxkisgkfDxVuHhwJAFi+3/aFwPUtOhzMrwEAjO8dYvPzE3XH0NgA+HuqUNPYiqyCGrnDsVtMZojIZkyLT/5ypAT1LTqbnnvP6fPQGUTEB3sjNoirZJNjUCkVGG8cebeNXU2XxGSGiGwmJT4QPUN80KjVY+3hEpuee+cpqV5mXCJbZcixmIZob8llEfClMJkhIpsRBME8TNvWyxuYkhl2MZGjMc2JdKSoFuV18k1tYM+YzBCRTd02LBoKAdh/thpnKuptcs6qBi1OlUvnGpUQbJNzEllKqJ8HBsdIUwlsY+vMRTGZISKbCvf3NE8G9n2mbeac2X+2CgDQO8wXgT5cwoAcz7XG1pmtTGYuiskMEdncncY5Z1ZkFkKnt/7ikxnGZGZEQpDVz0VkDdcah2hvP1lhk78ZR8Nkhohs7rp+4QjycUd5XQu2n7T+N819Z6V5bUb0CLT6uYisYUhMAAK93VDXrMMB4xQD1IbJDBHZnLtKgVuHRgMAvs+wbldTo1aHo0W1AIARPdgyQ45JqRDMhcCcDfhCTGaISBam5Q02Hi/D+foWq50nK78GOoOIKLUnYgI5vww5LtNswFtymMz8HpMZIpJFvwh/DI5Ro1UvYmVWsdXOs89YLzOcrTLk4Cb0DoUgADmldSipbZI7HLvCZIaIZGOecyajwGqLT+5n8S85iUAfdyTHBgDgqKbfYzJDRLKZPiQKHioFckrrcMRY12JJrXqDeT2mkWyZISdgmg14K+tmOmAyQ0SyUXu5YerACADWKQQ+VqxBo1YPtZcbeof5Wvz4RLZmSmZ2nqyEVsch2iZMZohIVjNTpK6mVVlFaG7VW/TYpi6m4fGBUCgEix6bSA4DovwR4uuBBq3ePH8SMZkhIpmN6RWM6AAvaJp1WH+01KLH3pfHehlyLgqFgGv7coj27zGZISJZKRQC7kiRhmlbsqtJFEVknONkeeR8TMnMZg7RNmMyQ0SyMyUzu05XorC60SLHPF3RgKoGLTxUCgyKDrDIMYnswfjeoVAqBJyuaEBBlWX+Xhwdkxkikl1skDfGJgZDFIEVmUUWOaapXiY5NgDuKr7VkfNQe7khJV5qbWRXk4R/4URkF0yFwN9nFsBguPo5Z8zzy3BINjmh64yzAbOrSWK1ZObs2bOYPXs2EhIS4OXlhV69euH111+HVqvtsN/hw4cxfvx4eHp6IjY2Fu+8884Fx/r+++/Rr18/eHp6YtCgQVi7dq21wiYimUwdGAE/TxUKq5uQfub8VR+Pk+WRMzMN0U4/fR5NWsuOAnREVktmcnJyYDAY8J///AdHjx7FBx98gM8++wx//vOfzftoNBpMnjwZ8fHxyMzMxLvvvos33ngDn3/+uXmf3bt345577sHs2bNx8OBBzJgxAzNmzEB2dra1QiciGXi6KXFLchQAYMm+/Ks6VmltMwqqmqAQgGFxARaIjsi+9An3RXSAF1p0BqSfqZQ7HNkJorXmEL+Id999F59++inOnDkDAPj000/xyiuvoLS0FO7u7gCAefPmYeXKlcjJyQEA3HXXXWhoaMCaNWvMxxk9ejSSk5Px2Wefdeq8Go0GarUatbW18Pf3t/C/iogs5VixBjd+tANuSgG7501CqJ9Ht47z86FiPL30IAZE+eOXZ8ZbOEoi+/CXlUfw7Z583D86Dm/NGCR3OFbR2c9vm9bM1NbWIiiorck3PT0dEyZMMCcyADBlyhTk5uaiurravE9aWlqH40yZMgXp6emXPE9LSws0Gk2HjYjsX1KUP4bGBaBVL+L7zIJuH4f1MuQKTF1NW3IqrLa2maOwWTJz6tQp/Otf/8Ljjz9ufqy0tBTh4eEd9jP9XFpaetl9TM9fzIIFC6BWq81bbGyspf4ZRGRl946MAwAs3Zff7UJg02R5I1kvQ05sTK8QeKgUKKppwsnyernDkVWXk5l58+ZBEITLbqYuIpOioiJMnToVM2fOxKOPPmqx4C9l/vz5qK2tNW8FBd3/hkdEtnXz4Cj4e6pQUNWEHae6XgtQ29iK3LI6AGyZIefm5a5Eaq9gABzVpOrqC1544QU89NBDl92nZ8+e5vvFxcWYOHEixowZ06GwFwAiIiJQVlbW4THTzxEREZfdx/T8xXh4eMDDo3t97UQkLy93JW5PicHXu85i8Z5zuKZPaJden3GuCqII9Azx6XbNDZGjmNg3DFtzK7A5pxxPXNNL7nBk0+WWmdDQUPTr1++ym6kGpqioCNdeey1SUlLw9ddfQ6HoeLrU1FRs374dra2t5sc2bNiAvn37IjAw0LzPpk2bOrxuw4YNSE1N7fI/logcw32jpK6mTTnlKK1t7tJrzesxsVWGXIBpvpnMc9WobWq9wt7Oy2o1M6ZEJi4uDv/4xz9QUVGB0tLSDrUu9957L9zd3TF79mwcPXoU3333HT788EM8//zz5n2effZZrFu3Du+99x5ycnLwxhtvICMjA0899ZS1QicimSWG+WFkQhD0BhHf7e9aN/G+s6yXIdcRG+SNxDBf6A0idpyskDsc2VgtmdmwYQNOnTqFTZs2ISYmBpGRkebNRK1W47fffkNeXh5SUlLwwgsv4LXXXsNjjz1m3mfMmDFYsmQJPv/8cwwZMgQ//PADVq5ciYEDB1ordCKyA6bWmWX786HTGzr1mkatDkcKawEwmSHXMdG0inaO6yYzNp1nRi6cZ4bI8bTo9EhdsBlVDVp88eBwXJ8UfsXX7D5ViXu/3ItItSd2z7sOgiDYIFIiee0+XYl7v9iLEF937PtzGhQK5/m9t8t5ZoiIOstDpcRM42rai/ee69Rr9rSrl2EiQ65iRI8g+HqoUFmvxeGiWrnDkQWTGSKyW/cY55zZdqICZysbrrj/TmPNwNjEYKvGRWRP3JQKjO8dAgDY4qJDtJnMEJHd6hHig4l9QyGKwH/TL986U9vUiqyCGgDAuN5dG85N5OgmGkc1bcllMkNEZHceGpsAAPg+owD1LbpL7pd+uhIGEegV6oPoAC9bhUdkF641FgEfLqxFeV3XpjNwBkxmiMiujU8MQc9QH9S16PDjgcJL7rfjpDRb8Hi2ypALCvPzxKBoNQBgW67rjWpiMkNEdk2hEPDQmB4AgEW7zl50vSZRFLHV+AZuqh0gcjWu3NXEZIaI7N5tw2Lg56HCmcoGbL/IxGCHC2tRVNMEb3clxiYymSHXZJpvZseJSrR2cm4mZ8Fkhojsnq+HCjOHxwIAFu0+e8Hza7NLAEjfTD3dlLYMjchuDIkJQLCPO+padMg4Wy13ODbFZIaIHMKsMfEQBGBrbgXOVNSbH9cbRKw5JCUzNwy89AK0RM5OoRBwjWk2YBframIyQ0QOIT7YB5OMNQHftGud2ZJTjqKaJgR4uyGt/5VnCSZyZhP7Sn8jm11svhkmM0TkMB4aIw3TXra/ACW1TRBFEZ9uOw0AmJkSwy4mcnkT+oRCqRBwqrweBVWNcodjM0xmiMhhjE0MxogegWjRGTD/xyP4ZOtpZJ6rhqebAo+M7yl3eESyU3u5ISU+EIBrdTUxmSEihyEIAv46fSDcVQpsza3Au+tzAQDPX98H4f6eMkdHZB+uM3bHbjzOZIaIyC4lRfnjs/uHIUrtCR93JZ6Z1BuPslWGyMxUO5Z+uhJ1za0yR2MbKrkDICLqquv6hWP3fBb7El1MYpgveob4SPMynajETYMj5Q7J6tgyQ0RE5GTSkqRkf8OxUpkjsQ0mM0RERE7memMyszmn3CVmA2YyQ0RE5GSGxQUiyMcdmmYd9p+tkjscq2MyQ0RE5GSUCqFtVNMx5x/VxGSGiIjICZlGNW04XgpRvHC1eWfCZIaIiMgJTegTAneVAgVVTcgtq5M7HKtiMkNEROSEvN1VGJcYAgDYeKxM5misi8kMERGRk7rePESbyQwRERE5INNK84cKa1GmabbKOVZlFeHnQ8U4X99ileN3BpMZIiIiJxXm74nk2AAAwMbj1mmd+WDDCTy99CBySuWry2EyQ0RE5MRMXU3WqJtp0upxrqoRANAn3M/ix+8sJjNEREROzJTM7Dp9HvUtOose+1R5PUQRCPJxR4ivu0WP3RVMZoiIiJxY7zBfJIT4QKszYHOOZSfQMw357hvuB0EQLHrsrmAyQ0RE5MQEQcANAyMAAL8eKbHosXNLNQCAvhHydTEBTGaIiIic3o2DIgEAW3Mr0Ki1XFdTblk9ACYzREREZGUDovwRE+iFplY9tuVWWOy4J4wjmOQs/gWYzBARETk9QRDMrTNrs0stcsyaRi1KjXPX9An3tcgxu4vJDBERkQsw1c1sPl6G5lb9VR/PNK9MTKAX/Dzdrvp4V4PJDBERkQtIjg1AlNoTDVo9dpysvOrj5RqTmX4y18sATGaIiIhcgiAImGLBUU05xpFM/SL8r/pYV4vJDBERkYsw1c1sOF4Grc5wVccydTPJPZIJYDJDRETkMlLiAhHm54G6Zh12ne5+V5PBILKbiYiIiGxPoRAw1djVtPZw97uaCqub0KjVw12pQEKIj6XC6zYmM0RERC7E1NW07mhpt0c1HTfWyySG+UKllD+VkD8CIiIispmRPYIQ4e+JumYdtnZzAj1zF1Ok/F1MAJMZIiIil6JQCJieHAUAWH2oqFvHaBvJxGSGiIiIZDB9iJTMbDxejrrm1i6/vm0kk/zDsgEmM0RERC5nQJQ/eoX6QKszYP3Rsi69trlVj7OVDQCA/myZISIiIjkIgoBbkqMBAKuyutbVdLKsHgYRCPR2Q6ifhzXC6zImM0RERC7I1NW061QlKupaOv26o8W1AID+kf4QBMEqsXUVkxkiIiIX1CPEB0NiA2AQgV8OF3f6dUeKpGRmULTaWqF1mVWTmenTpyMuLg6enp6IjIzEAw88gOLijhfs8OHDGD9+PDw9PREbG4t33nnnguN8//336NevHzw9PTFo0CCsXbvWmmETERG5hFuMrTMrszqfzGQbk5mBrpLMTJw4EcuXL0dubi5WrFiB06dP44477jA/r9FoMHnyZMTHxyMzMxPvvvsu3njjDXz++efmfXbv3o177rkHs2fPxsGDBzFjxgzMmDED2dnZ1gydiIjI6d08JBJKhYCsghqcrqi/4v6tegOOG0cy2VPLjCCKomirk61evRozZsxAS0sL3Nzc8Omnn+KVV15BaWkp3N3dAQDz5s3DypUrkZOTAwC466670NDQgDVr1piPM3r0aCQnJ+Ozzz7r1Hk1Gg3UajVqa2vh728fw8iIiIjswR8W7cfmnHI8cU0vzLuh32X3PVaswY0f7YCfhwqHXp8MhcK6NTOd/fy2Wc1MVVUVFi9ejDFjxsDNzQ0AkJ6ejgkTJpgTGQCYMmUKcnNzUV1dbd4nLS2tw7GmTJmC9PT0S56rpaUFGo2mw0ZEREQXunN4DADgxwOF0Okvv5J2trH4d0C0v9UTma6wejLz8ssvw8fHB8HBwcjPz8eqVavMz5WWliI8PLzD/qafS0tLL7uP6fmLWbBgAdRqtXmLjY211D+HiIjIqVzXLxxBPu4or2vBjpOXX0k72w6Lf4FuJDPz5s2DIAiX3UxdRADw4osv4uDBg/jtt9+gVCrx4IMPwto9W/Pnz0dtba15KygosOr5iIiIHJW7SoFbjMsbLM+4/OflgXyp12RwTIC1w+oSVVdf8MILL+Chhx667D49e/Y03w8JCUFISAj69OmD/v37IzY2Fnv27EFqaioiIiJQVtZx5kHTzxEREebbi+1jev5iPDw84OFhHxP5EBER2buZKbH4etdZbDxehqoGLYJ83C/Yp75Fh2PFUtnGiB5Btg7xsrqczISGhiI0NLRbJzMYpL64lhZpcp7U1FS88soraG1tNdfRbNiwAX379kVgYKB5n02bNmHu3Lnm42zYsAGpqandioGIiIg6Soryx8Bof2QXabDyYBH+MC7hgn2y8mtgEIGYQC9EqD1liPLSrFYzs3fvXvz73/9GVlYWzp07h82bN+Oee+5Br169zInIvffeC3d3d8yePRtHjx7Fd999hw8//BDPP/+8+TjPPvss1q1bh/feew85OTl44403kJGRgaeeespaoRMREbmcmSlSfenyjIKLloPsP1sFABgeH2jTuDrDasmMt7c3fvzxR0yaNAl9+/bF7NmzMXjwYGzbts3cBaRWq/Hbb78hLy8PKSkpeOGFF/Daa6/hscceMx9nzJgxWLJkCT7//HMMGTIEP/zwA1auXImBAwdaK3QiIiKXc0tyFDxUCuSU1plrY9rbc+Y8AGC4nXUxATaeZ0YunGeGiIjoyv70/SH8kFmIW5Kj8OHdQ82Pa5pbMfTNDdAbRGx/cSLigr1tEo/dzTNDRERE9u3B1HgAwNojJR0Wn9x5shJ6g4ieoT42S2S6gskMERERAZCGXA+JDUCrXsR3+/PNj/+aLc3tNrFvmFyhXRaTGSIiIjJ7cLTUOrN4bz50egNqm1qx/qiUzMxIjpYztEtiMkNERERmNw2ORJCPO0pqm7Eqqxjf7D4Lrc6AvuF+GBhtn3WnTGaIiIjIzNNNiUfHS5PfvrLyCD7adBIA8MeJvSAI9rMeU3tMZoiIiKiDh8f2wKBoNZpbDdAZRFyfFI5pg6PkDuuSujwDMBERETk3Tzcllj42Gj8eKISnmxK3Do22q1Wyf4/JDBEREV3A10OFB1N7yB1Gp7CbiYiIiBwakxkiIiJyaExmiIiIyKExmSEiIiKHxmSGiIiIHBqTGSIiInJoTGaIiIjIoTGZISIiIofGZIaIiIgcGpMZIiIicmhMZoiIiMihMZkhIiIih8ZkhoiIiByaS6yaLYoiAECj0cgcCREREXWW6XPb9Dl+KS6RzNTV1QEAYmNjZY6EiIiIuqqurg5qtfqSzwvildIdJ2AwGFBcXAw/Pz8IgmCx42o0GsTGxqKgoAD+/v4WOy51xOtsO7zWtsHrbBu8zrZhzessiiLq6uoQFRUFheLSlTEu0TKjUCgQExNjteP7+/vzD8UGeJ1th9faNnidbYPX2TasdZ0v1yJjwgJgIiIicmhMZoiIiMihMZm5Ch4eHnj99dfh4eEhdyhOjdfZdnitbYPX2TZ4nW3DHq6zSxQAExERkfNiywwRERE5NCYzRERE5NCYzBAREZFDYzJDREREDo3JzFX4+OOP0aNHD3h6emLUqFHYt2+f3CE5tAULFmDEiBHw8/NDWFgYZsyYgdzc3A77NDc3Y86cOQgODoavry9uv/12lJWVyRSxc/j73/8OQRAwd+5c82O8zpZRVFSE+++/H8HBwfDy8sKgQYOQkZFhfl4URbz22muIjIyEl5cX0tLScPLkSRkjdjx6vR6vvvoqEhIS4OXlhV69euFvf/tbh7V8eJ27Z/v27Zg2bRqioqIgCAJWrlzZ4fnOXNeqqircd9998Pf3R0BAAGbPno36+nrLBytStyxbtkx0d3cXFy5cKB49elR89NFHxYCAALGsrEzu0BzWlClTxK+//lrMzs4Ws7KyxBtvvFGMi4sT6+vrzfs88cQTYmxsrLhp0yYxIyNDHD16tDhmzBgZo3Zs+/btE3v06CEOHjxYfPbZZ82P8zpfvaqqKjE+Pl586KGHxL1794pnzpwR169fL546dcq8z9///ndRrVaLK1euFA8dOiROnz5dTEhIEJuammSM3LG8/fbbYnBwsLhmzRoxLy9P/P7770VfX1/xww8/NO/D69w9a9euFV955RXxxx9/FAGIP/30U4fnO3Ndp06dKg4ZMkTcs2ePuGPHDjExMVG85557LB4rk5luGjlypDhnzhzzz3q9XoyKihIXLFggY1TOpby8XAQgbtu2TRRFUaypqRHd3NzE77//3rzP8ePHRQBienq6XGE6rLq6OrF3797ihg0bxGuuucaczPA6W8bLL78sjhs37pLPGwwGMSIiQnz33XfNj9XU1IgeHh7i0qVLbRGiU7jpppvEP/zhDx0eu+2228T77rtPFEVeZ0v5fTLTmet67NgxEYC4f/9+8z6//vqrKAiCWFRUZNH42M3UDVqtFpmZmUhLSzM/plAokJaWhvT0dBkjcy61tbUAgKCgIABAZmYmWltbO1z3fv36IS4ujte9G+bMmYObbrqpw/UEeJ0tZfXq1Rg+fDhmzpyJsLAwDB06FF988YX5+by8PJSWlna4zmq1GqNGjeJ17oIxY8Zg06ZNOHHiBADg0KFD2LlzJ2644QYAvM7W0pnrmp6ejoCAAAwfPty8T1paGhQKBfbu3WvReFxioUlLq6yshF6vR3h4eIfHw8PDkZOTI1NUzsVgMGDu3LkYO3YsBg4cCAAoLS2Fu7s7AgICOuwbHh6O0tJSGaJ0XMuWLcOBAwewf//+C57jdbaMM2fO4NNPP8Xzzz+PP//5z9i/fz+eeeYZuLu7Y9asWeZrebH3EV7nzps3bx40Gg369esHpVIJvV6Pt99+G/fddx8A8DpbSWeua2lpKcLCwjo8r1KpEBQUZPFrz2SG7NKcOXOQnZ2NnTt3yh2K0ykoKMCzzz6LDRs2wNPTU+5wnJbBYMDw4cPxf//3fwCAoUOHIjs7G5999hlmzZolc3TOY/ny5Vi8eDGWLFmCAQMGICsrC3PnzkVUVBSvswthN1M3hISEQKlUXjC6o6ysDBERETJF5TyeeuoprFmzBlu2bEFMTIz58YiICGi1WtTU1HTYn9e9azIzM1FeXo5hw4ZBpVJBpVJh27Zt+Oijj6BSqRAeHs7rbAGRkZFISkrq8Fj//v2Rn58PAOZryfeRq/Piiy9i3rx5uPvuuzFo0CA88MADeO6557BgwQIAvM7W0pnrGhERgfLy8g7P63Q6VFVVWfzaM5npBnd3d6SkpGDTpk3mxwwGAzZt2oTU1FQZI3Nsoijiqaeewk8//YTNmzcjISGhw/MpKSlwc3PrcN1zc3ORn5/P694FkyZNwpEjR5CVlWXehg8fjvvuu898n9f56o0dO/aCqQVOnDiB+Ph4AEBCQgIiIiI6XGeNRoO9e/fyOndBY2MjFIqOH2VKpRIGgwEAr7O1dOa6pqamoqamBpmZmeZ9Nm/eDIPBgFGjRlk2IIuWE7uQZcuWiR4eHuKiRYvEY8eOiY899pgYEBAglpaWyh2aw3ryySdFtVotbt26VSwpKTFvjY2N5n2eeOIJMS4uTty8ebOYkZEhpqamiqmpqTJG7Rzaj2YSRV5nS9i3b5+oUqnEt99+Wzx58qS4ePFi0dvbW/z222/N+/z9738XAwICxFWrVomHDx8Wb7nlFg4Z7qJZs2aJ0dHR5qHZP/74oxgSEiK+9NJL5n14nbunrq5OPHjwoHjw4EERgPj++++LBw8eFM+dOyeKYueu69SpU8WhQ4eKe/fuFXfu3Cn27t2bQ7Ptzb/+9S8xLi5OdHd3F0eOHCnu2bNH7pAcGoCLbl9//bV5n6amJvGPf/yjGBgYKHp7e4u33nqrWFJSIl/QTuL3yQyvs2X8/PPP4sCBA0UPDw+xX79+4ueff97heYPBIL766qtieHi46OHhIU6aNEnMzc2VKVrHpNFoxGeffVaMi4sTPT09xZ49e4qvvPKK2NLSYt6H17l7tmzZctH35FmzZomi2Lnrev78efGee+4RfX19RX9/f/Hhhx8W6+rqLB6rIIrtpkkkIiIicjCsmSEiIiKHxmSGiIiIHBqTGSIiInJoTGaIiIjIoTGZISIiIofGZIaIiIgcGpMZIiIicmhMZoiIiMihMZkhIiIih8ZkhoiIiBwakxkiIiJyaExmiIiIyKH9fxHefc9+vlKBAAAAAElFTkSuQmCC", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -851,14 +865,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 640x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -892,7 +904,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/tests/test_mmg_3dof.py b/tests/test_mmg_3dof.py index 96c6888..082592e 100644 --- a/tests/test_mmg_3dof.py +++ b/tests/test_mmg_3dof.py @@ -134,7 +134,7 @@ def kvlcc2_L7_35_turning(ship_KVLCC2_L7_model): duration = 200 # [s] # steering_rate = 1.76 * 4 # [°/s] max_δ_rad = 35 * np.pi / 180.0 # [rad] - n_const = 17.95 # [rpm] + n_const = 17.95 # [nps] sampling = duration * 10 time_list = np.linspace(0.00, duration, sampling) @@ -142,14 +142,14 @@ def kvlcc2_L7_35_turning(ship_KVLCC2_L7_model): for i in range(sampling): δ_rad_list[i] = max_δ_rad - npm_list = np.array([n_const for i in range(sampling)]) + nps_list = np.array([n_const for i in range(sampling)]) sol = simulate_mmg_3dof( basic_params, maneuvering_params, time_list, δ_rad_list, - npm_list, + nps_list, u0=2.29 * 0.512, v0=0.0, r0=0.0, @@ -157,7 +157,7 @@ def kvlcc2_L7_35_turning(ship_KVLCC2_L7_model): sim_result = sol.sol(time_list) ship = ShipObj3dof(L=basic_params.L_pp, B=basic_params.B) ship.load_simulation_result(time_list, sim_result[0], sim_result[1], sim_result[2]) - ship.npm = npm_list + ship.nps = nps_list ship.δ = δ_rad_list return ship @@ -180,7 +180,7 @@ def test_get_sub_values_from_simulation_result( kvlcc2_L7_35_turning.v, kvlcc2_L7_35_turning.r, kvlcc2_L7_35_turning.δ, - kvlcc2_L7_35_turning.npm, + kvlcc2_L7_35_turning.nps, basic_params, maneuvering_params, ) @@ -212,7 +212,7 @@ def test_get_sub_values_from_simulation_result( kvlcc2_L7_35_turning.v, kvlcc2_L7_35_turning.r, kvlcc2_L7_35_turning.δ, - kvlcc2_L7_35_turning.npm, + kvlcc2_L7_35_turning.nps, basic_params, maneuvering_params, return_all_vals=True, @@ -270,8 +270,8 @@ def test_zigzag_test_mmg_before(ship_KVLCC2_L7_model, tmpdir): duration = 100 num_of_sampling = 10000 time_list = np.linspace(0.00, duration, num_of_sampling) - n_const = 17.95 # [rpm] - npm_list = np.array([n_const for i in range(num_of_sampling)]) + n_const = 17.95 # [nps] + nps_list = np.array([n_const for i in range(num_of_sampling)]) δ_list, u_list, v_list, r_list, x_list, y_list, ψ_list = zigzag_test_mmg_3dof( basic_params, @@ -279,7 +279,7 @@ def test_zigzag_test_mmg_before(ship_KVLCC2_L7_model, tmpdir): target_δ_rad, target_ψ_rad_deviation, time_list, - npm_list, + nps_list, δ_rad_rate=10.0 * np.pi / 180, ) @@ -329,8 +329,8 @@ def test_zigzag_test_mmg(ship_KVLCC2_L7_model, tmpdir): duration = 80 num_of_sampling = 10000 time_list = np.linspace(0.00, duration, num_of_sampling) - n_const = 17.95 # [rpm] - npm_list = np.array([n_const for i in range(num_of_sampling)]) + n_const = 17.95 # [nps] + nps_list = np.array([n_const for i in range(num_of_sampling)]) δ_list, u_list, v_list, r_list, x_list, y_list, ψ_list = zigzag_test_mmg_3dof( basic_params, @@ -338,14 +338,14 @@ def test_zigzag_test_mmg(ship_KVLCC2_L7_model, tmpdir): target_δ_rad, target_ψ_rad_deviation, time_list, - npm_list, + nps_list, δ_rad_rate=15.0 * np.pi / 180, ) ship = ShipObj3dof(L=100, B=10) ship.load_simulation_result(time_list, u_list, v_list, r_list) ship.δ = δ_list - ship.npm = npm_list + ship.nps = nps_list save_fig_path = os.path.join(str(tmpdir), "delta_psi.png") @@ -383,7 +383,7 @@ def test_zigzag_test_mmg(ship_KVLCC2_L7_model, tmpdir): ship.v, ship.r, ship.δ, - ship.npm, + ship.nps, basic_params, maneuvering_params, return_all_vals=True,