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Last active January 25, 2022 01:43
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Comparing implementations of the Prilliman et al. 2020 moving average cell temperature model
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pvlib\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"unit_mass = 18.2 / (1.650 * 0.992) # example from paper"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_url = 'ftp://aftp.cmdl.noaa.gov/data/radiation/surfrad/Goodwin_Creek_MS/2019/gwn19184.dat'\n",
"df, _ = pvlib.iotools.read_surfrad(data_url)\n",
"df = df.interpolate() # fill a few short gaps\n",
"poa_global = df['ghi'] # good enough\n",
"temp_air = df['temp_air']\n",
"wind_speed = df['wind_speed']\n",
"params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']\n",
"tcell_ss = pvlib.temperature.sapm_cell(poa_global, temp_air, wind_speed,\n",
" **params)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x234568de748>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"temp_air.plot(label='ambient')\n",
"tcell_ss.plot(label='steady-state model')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reference Implementation"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# from https://github.com/pvlib/pvlib-python/issues/1081#issuecomment-717310022\n",
"\n",
"def pvl_MAmodel_2(Tmstamp, SS, WS, m_u, a=np.array([.0046,4.5537e-4,-2.2586e-4,-1.5661e-5])):\n",
" #Numpy array MA model\n",
" #convert datetime to datenum\n",
" Tmstamp['Datenum'] = Tmstamp[['Times']].apply(pd.to_numeric)/(1e9)\n",
" Tmstamp2 = np.array([Tmstamp.Datenum])\n",
" \n",
" #Separate bilinear interpolation coefficients into 4 variables\n",
" a0 = a[0]\n",
" a1 = a[1]\n",
" a2 = a[2]\n",
" a3 = a[3]\n",
" #P = pd.DataFrame(a0+a1*WS+a2*m_u+a3*m_u*WS,dtype=float) # Power parameter for exponential weighting function\n",
" P = np.array(a0+a1*WS+a2*m_u+a3*m_u*WS)\n",
" #Initialize Results variable T_MA\n",
" #T_MA = pd.DataFrame(SS.values[0]) #Initialize Moving Average with \n",
" #T_MA = np.arange(len(Tmstamp))\n",
" #T_MA = np.full_like(T_MA,np.nan,dtype=np.double)\n",
" #T_MA = np.array(SS[0,0])\n",
" T_MA = np.array(SS[0])\n",
" #T_MA[0] = SS[0,0]\n",
"\n",
" #Set constant window length\n",
" WindowLength = 20*60\n",
" #Initialize Back Counter\n",
" I_B = 0\n",
" \n",
" cntr1 = 1\n",
" for i in np.linspace(1,len(Tmstamp)-1,len(Tmstamp)-1):\n",
" \n",
" #Set cntr1 to iterative i to match Matlab code\n",
" I_F = cntr1 - 1 #Front indice always set one timestep behind current value\n",
" deltaT_I_F = Tmstamp2[0,cntr1] - Tmstamp2[0,I_F] #Time difference between current time and front indice (in case time series isn't uniform)\n",
" if deltaT_I_F > WindowLength:\n",
" #T_MA[cntr1] = SS[0,cntr1] #if the front indice is more than 20 minutes behind the current value, just use the steady-state approximation\n",
" #T_MA = np.append(T_MA,SS[0,cntr1])\n",
" T_MA = np.append(T_MA,SS[cntr1])\n",
"\n",
" else:\n",
" while((Tmstamp2[0,cntr1] - Tmstamp2[0,I_B]) > WindowLength) & (I_B<I_F):\n",
" I_B = I_B+1\n",
" #If the front indice is within 20 minutes and the back indice is not going to bump into the front, bump up the back indice by one until it is within 20 minutes (window length)\n",
" TimeBack = (Tmstamp2[0,cntr1] - Tmstamp2[0,I_B:I_F+1]) #Calculate the time in seconds back from the current value for each value between the front and back indices\n",
" #TempsInWindow = SS[0,I_B:I_F+1] #find the steady-state temperature approximations for the times within the indices (include front indice)\n",
" TempsInWindow = SS[I_B:I_F+1]\n",
" #Weight = np.exp(-P[0,cntr1]*TimeBack.astype(float)) #Calculate the weight of each element in indice as function of power parameter P = fcn(WS, unit mass) and time back \n",
" Weight = np.exp(-P[cntr1]*TimeBack) #Calculate the weight of each element in indice as function of power parameter P = fcn(WS, unit mass) and time back \n",
"\n",
" Rel_weight = Weight/np.sum(Weight) #Calculate weights relative to the total (weighted average)\n",
" TempsWeighted = (TempsInWindow)*Rel_weight;\n",
" Temp = np.sum(TempsWeighted);\n",
" #Temp = pd.DataFrame(TempsInWindow.dot(np.transpose(Rel_weight))) #Dot product to find the temperature prediction at the current timestep\n",
" #Temp = (TempsInWindow.dot(np.transpose(Rel_weight))) #Dot product to find the temperature prediction at the current timestep\n",
" #Temp = (np.transpose(TempsInWindow).dot(Rel_weight))\n",
" \n",
" T_MA = np.append(T_MA,Temp) #append Temp to the ongoing T_MA dataframe (contains values for the whole year)\n",
" #T_MA[cntr1] = Temp\n",
" \n",
" cntr1 += 1 \n",
" \n",
" \n",
" return(T_MA)\n",
"\n",
"\n",
"def prilliman_v0(cell_temperature, wind_speed, unit_mass):\n",
" # wrapper to provide a common interface across all implementations\n",
" result = pvl_MAmodel_2(pd.DataFrame({'Times': cell_temperature.index}),\n",
" cell_temperature, wind_speed, unit_mass)\n",
" return pd.Series(result, cell_temperature.index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pandas: rolling with offset window"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def prilliman_v1(cell_temperature, wind_speed, unit_mass):\n",
" def _make_prilliman_average(P_series):\n",
" # Implemented as a closure so that P can be accessed in the function --\n",
" # there isn't a way to pass multiple columns through to the\n",
" # rolling.apply() function, at least in older pandas versions\n",
" # See https://github.com/pandas-dev/pandas/issues/15095\n",
" def closure(tcell):\n",
" base_ts = tcell.index[-1]\n",
" P = P_series[base_ts] # use this timestamp's P value\n",
" tcell = tcell.iloc[:-1] # exclude current timestamp from avg\n",
" delta_T = (base_ts - tcell.index).total_seconds().values\n",
" weights = np.exp(-P * delta_T)\n",
" weighted_average = (tcell * weights).sum() / weights.sum()\n",
" return weighted_average\n",
" return closure\n",
" \n",
" a = np.array([0.0046, 0.00046, -0.00023, -1.6e-5])\n",
" P = a[0] + a[1]*wind_speed + a[2]*unit_mass + a[3]*wind_speed*unit_mass\n",
" prilliman_average = _make_prilliman_average(P)\n",
" smoothed = cell_temperature.rolling('1200s').apply(prilliman_average)\n",
" return smoothed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pandas: rolling with fixed window"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def prilliman_v2(cell_temperature, wind_speed, unit_mass):\n",
" def _make_prilliman_average(P_series, dT):\n",
" def closure(tcell):\n",
" base_ts = tcell.index[-1]\n",
" P = P_series[base_ts] # use this timestamp's P value\n",
" tcell = tcell.values[:-1] # exclude current timestamp from avg\n",
" delta_T = dT * np.arange(len(tcell) + 1, 1, -1)\n",
" weights = np.exp(-P * delta_T)\n",
" weighted_average = (tcell * weights).sum() / weights.sum()\n",
" return weighted_average\n",
" return closure\n",
"\n",
" dt = cell_temperature.index[1] - cell_temperature.index[0]\n",
" window = int(1200 / dt.total_seconds())\n",
" a = np.array([0.0046, 0.00046, -0.00023, -1.6e-5])\n",
" P = a[0] + a[1]*wind_speed + a[2]*unit_mass + a[3]*wind_speed*unit_mass\n",
" prilliman_average = _make_prilliman_average(P, dt.total_seconds())\n",
" smoothed = cell_temperature.rolling(window, min_periods=1).apply(prilliman_average)\n",
" return smoothed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## NumPy: sliding_window_view"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from numpy.lib.stride_tricks import sliding_window_view # numpy>=1.20.0\n",
"\n",
"def prilliman_v3(cell_temperature, wind_speed, unit_mass):\n",
" wind_speed = wind_speed.values\n",
" dt = cell_temperature.index[1] - cell_temperature.index[0]\n",
" window = int(1200 / dt.total_seconds()) - 1\n",
" subsets = sliding_window_view(cell_temperature.values, window_shape=window)\n",
" a = np.array([0.0046, 0.00046, -0.00023, -1.6e-5])\n",
" P = a[0] + a[1]*wind_speed + a[2]*unit_mass + a[3]*wind_speed*unit_mass\n",
" P = P[window:]\n",
" weights = np.exp(-P[:, np.newaxis] * np.arange(window, 0, -1) * dt.total_seconds())\n",
" smoothed = np.sum(subsets[:-1] * weights, axis=1) / np.sum(weights, axis=1)\n",
" smoothed = pd.Series(smoothed, index=cell_temperature.index[window:])\n",
" smoothed = smoothed.reindex(cell_temperature.index)\n",
" return smoothed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## NumPy & SciPy: Hankel"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from scipy.linalg import hankel\n",
"\n",
"def prilliman_v4(cell_temperature, wind_speed, unit_mass):\n",
" wind_speed = wind_speed.values\n",
" dt = cell_temperature.index[1] - cell_temperature.index[0]\n",
" window = int(1200 / dt.total_seconds()) - 1\n",
" H = hankel(np.arange(window),\n",
" np.arange(window - 1, len(cell_temperature)))\n",
" subsets = cell_temperature.values[H].T\n",
" a = np.array([0.0046, 0.00046, -0.00023, -1.6e-5])\n",
" P = a[0] + a[1]*wind_speed + a[2]*unit_mass + a[3]*wind_speed*unit_mass\n",
" P = P[window:]\n",
" weights = np.exp(-P[:, np.newaxis] * np.arange(window, 0, -1) * dt.total_seconds())\n",
" smoothed = np.sum(subsets[:-1] * weights, axis=1) / np.sum(weights, axis=1)\n",
" smoothed = pd.Series(smoothed, index=cell_temperature.index[window:])\n",
" smoothed = smoothed.reindex(cell_temperature.index)\n",
" return smoothed"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# same general approach as above, but exactly matches v0 output\n",
"\n",
"def prilliman_v5(cell_temperature, wind_speed, unit_mass):\n",
" wind_speed = wind_speed.values\n",
" dt = cell_temperature.index[1] - cell_temperature.index[0]\n",
" window = int(1200 / dt.total_seconds())\n",
" # prefix with NaNs so that the rolling window is \"full\" even for the first real value\n",
" prefix = np.full(window, np.nan)\n",
" cell_temperature_prefixed = np.append(prefix, cell_temperature.values)\n",
" H = hankel(np.arange(window),\n",
" np.arange(window - 1, len(cell_temperature_prefixed)))\n",
" subsets = cell_temperature_prefixed[H].T\n",
" a = np.array([.0046,4.5537e-4,-2.2586e-4,-1.5661e-5]) # TODO: use coefficients from paper?\n",
" P = a[0] + a[1]*wind_speed + a[2]*unit_mass + a[3]*wind_speed*unit_mass\n",
" weights = np.exp(-P[:, np.newaxis] * np.arange(window, 0, -1) * dt.total_seconds())\n",
" # set weights corresponding to the prefix values to zero\n",
" mask_idx = np.triu_indices(window)\n",
" np.fliplr(weights)[mask_idx] = 0\n",
" # without this, the first row of weights is all zero and line below emits div by zero warning\n",
" weights[0, :] = np.nan\n",
" smoothed = np.nansum(subsets[:-1] * weights, axis=1) / np.sum(weights, axis=1)\n",
" smoothed[0] = cell_temperature.values[0]\n",
" smoothed = pd.Series(smoothed, index=cell_temperature.index)\n",
" return smoothed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Output comparison"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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bgNuAW5spTqVUc3LWkvyW2YMuU/pAwNty8SillGrzQqu9X67JYtqgdC4+pHfEkt6g/c72ICJJwGHAvwCMMeXGmFzgFOAle7eXgFObJ0SlVLOrrfIbTH5jU8HvC7+PUkopVU2w2vvgR6sB4fbjBvPXs0ZFPPGFulV++wBZwIsiMhJYBtwIdDLG7LD32Ql0CnewiFwJXAnQs2fPRgeslGoGzlpeCoJtDzGpkNty09AopZRqm7KLynlpwSa+WbebjM15TOiT0iqqvaHqMs+vCxgNPG2MORgowmpxqGCsKSPCThthjHnWGDPWGDM2PT29sfEqpZpDlcpvyK9yebH1fdtSKNoN2b+2aFhKKaXajmC19/HP15GxOQ8At9PZqhJfqFvyuxXYaoxZbN+fi5UM7xKRLgD2932v2tDGPPbYYxQXFzfJuTZt2sTw4cMbfZ7Zs2ezffv2JtuvucyePZvrrruu0fuoFlRbz6/xW99L7LGsmxeH308ppVS7ll1UzvWvZvDlmiwm9Enhoom9mNw/jXtPiczqvfuy3+TXGLMT2CIig+xN04GVwLvAxfa2i4F3miXCCGnK5LeptJXkV7VBjpC2h9C5v00AgDKBY7t3ZcSKP7Fmzy8tHJxSSqnWbENWITOeWcB3G/YCMLFvB+47dTj/uXwi/dLjIxxdTXVd3vh64BUR+REYBfwJ+DNwlIisA46077c5RUVFnHDCCYwcOZLhw4fzxhtv8MQTT7B9+3amTZvGtGnTAPj000+ZNGkSo0ePZsaMGRVLFd93332MGzeO4cOHc+WVVxJcNGTZsmWMHDmSkSNH8ve//73ieocddhjLly+vuD958mRWrFhRJSa/38/MmTMZPnw4I0aM4NFHH2Xu3LksXbqU888/n1GjRlFSUhL22uH2W7ZsGYcffjhjxozhmGOOYceOHVQ3c+ZMrrnmGiZOnEjfvn2ZP38+l156KUOGDGHmzJkV+7322muMGDGC4cOHc+utlZN7vPjiiwwcOJDx48fz3XffVWzPysrijDPOYNy4cYwbN67KY6oVcYSsNpi/rfK2nfxumnYr29xWgvz6qldbMjKllFKt1IasQk7/x3ec8Pg3bMgqondaLDdOH8DFh/SOdGj7VKepzowxy4FwKxtNb9JoProNdv7UpKek8wg4rva8/OOPP6Zr16588MEHAOTl5ZGUlMTf/vY3vvzySzp06MCePXt44IEH+Oyzz4iLi+Ohhx7ib3/7G3fddRfXXXcdd911FwAXXngh77//PieddBKXXHIJTz31FIcddhizZs2quN5ll13G7Nmzeeyxx1i7di2lpaWMHDmySkzLly9n27Zt/PzzzwDk5uaSnJzMU089xSOPPFKxfHK4a5955plV9vN6vVx//fW88847pKen88Ybb/CHP/yBF154ocZzkZOTw8KFC3n33Xc5+eST+e6773j++ecZN24cy5cvp2PHjtx6660sW7aMlJQUjj76aP73v/8xYcIE7r77bpYtW0ZSUhLTpk3j4IMPBuDGG2/kpptuYvLkyWzevJljjjmGVatWNfRfUzUXf8g0Zt6QTzwCVtvD967KBS4Ky/NbKiqllFKtUHZROY/NW8OcpVsp9VlFkhi3g3/NHNcqK73VtfsV3kaMGMHNN9/MrbfeyoknnsiUKVNq7LNo0SJWrlzJoYceCkB5eTmTJk0C4Msvv+Qvf/kLxcXFZGdnM2zYMKZMmUJubi6HHXYYYCWmH330EQAzZszg/vvv5+GHH+aFF16oUlUN6tu3L7/++ivXX389J5xwAkcffXTY2MNd+6STTqqyz5o1a/j555856qijAKuq3KVLl7DnO+mkkxARRowYQadOnRgxYgQAw4YNY9OmTWRmZjJ16lSCAxfPP/98vv76a4Aq288++2zWrl0LwGeffcbKlSsrrpGfn19RNVetyOJ/ht9uV363eXNxGcPwsnJySrNbMDCllFKtSXZROZe/tKRiQFu0y0HHhGgeP+fgNpH4QmtLfvdRoW0uAwcOJCMjgw8//JA777yT6dOnV1RTg4wxHHXUUbz22mtVtpeWlnLttdeydOlSevTowT333ENpaek+rxcbG8tRRx3FO++8w5w5c1i2bBl+v58xY8YAcPLJJ3PfffexYsUKPvnkE5555hnmzJlTo1Jb12sbYxg2bBgLFy7c73MRHR0NgMPhqLgdvO/z+XC7axkUtQ+BQIBFixbh8XjqfaxqIX5f7QtY2MlvqQmQ5A+Q7PezvSyvBYNTSinVWmzIKuTKl5eyIasIAJdDeO2KiYzulRLhyOqnrj2/B6zt27cTGxvLBRdcwKxZs8jIyAAgISGBggJrgv+JEyfy3XffsX79esDqEw62LAB06NCBwsJC5s6dC0BycjLJycl8++23ALzyyitVrnn55Zdzww03MG7cOFJSUnA6nSxfvpzly5dz3333sWfPHgKBAGeccQYPPPBA2Jhqu3b1/QYNGkRWVlZF8uv1evnll4YNWBo/fjxfffUVe/bswe/389prr3H44YczYcIEvvrqK/bu3YvX6+XNN9+sOOboo4/mySefrLgf2u+sWomyfbQx2MlvCYYYEyAlECBX2x5aPRHZJCI/ichyEVlqb7tHRLbZ25aLyPGRjlMp1TZkF5Vz9b+XcuRfv2JDVhHdkj30TotlzlWT2lziC62t8hsBP/30E7NmzcLhcOB2u3n66acBuPLKKzn22GPp2rUrX375JbNnz+bcc8+lrKwMgAceeICBAwdyxRVXMHz4cDp37sy4ceMqzvviiy9y6aWXIiI12hbGjBlDYmIil1xySdiYtm3bxiWXXEIgYCUeDz74IGANSrv66quJiYlh4cKFtV67+n5z587lhhtuIC8vD5/Px29/+1uGDav/1CNdunThz3/+M9OmTcMYwwknnMApp5wCwD333MOkSZNITk5m1KhRFcc88cQT/OY3v+Gggw7C5/Nx2GGH8cwzz9T72qoZlebW/ljADwilxofHGJL9AXK9BRhjEJHaj1OtwTRjzJ5q2x41xjwSkWiUUm1SdlE5Fzy3kJU7rZZFAV6+bEKbaXEIR4wJuzZFsxg7dqxZunRplW2rVq1iyJAhLRZDa7B9+3amTp3K6tWrcTjaffG9ivb4/yHidqyAfx5Wdds9dmvD5/fDt49y1SEzKPz1S6YXF/NoagqLzltEnDuu5WONIBFZZowJN/C31RGRTcDY0ORXRO4BCuuT/IZ7zVZKtQ/ZReXc++4vvP/jdvwhqeKDpw3n3Am9IhdYPdT2uq2ZVwt7+eWXmTBhAn/84x818VWtg99Xc9uWJdZ3EwCHk1JfKTFdRpHus2Z/2FW0K/y59m6At64EX1kzBavqyACfisgye4n5oOtE5EcReUFEwn5WKSJXishSEVmalZXVMtEqpVqVDVmFHPvYfN5ZUZn4OgSePGdUm0l890WzrxZ20UUXsWXLFmbMmBHpUJSyBCqT3/VuN39JTcastqb+w/hBHJT4SvC4Yujls/bNzM+seo7VH8Dcy+DD38OPb8DGb2peJ3czFB5QC0G2ZpONMaOB44DfiMhhwNNAP6y52ncAfw13oC5Jr1T7ll1UzpUvL2V3QeVA6KGdE5j3u8M5aVS3CEbWdNp9z69S7V5I8vubTulsd7u4OFBKJ7Aqv+KkxFdCjCeNXl5r380Fm6ue4/XzrO/97Km/w/URP2ZNnVfRUqGajTFmm/19t4i8DYw3xnwdfFxEngPej1R8SqnWJ7uonMc+W8t7K7aTU+wlPS6KgjIfD5950AGT9AZp8qtUe2f8FTe99hi2/EC5lfwGAiGV3ziSAgGSnR425W8Kf644u1K480cYcWZzRq1qISJxgMMYU2DfPhq4T0S6GGOCyzueBvwcsSCVUq3KhqxCLnx+MdvzrJmkUuPcfPK7w0mNi4pwZM1Dk1+l2ruQym+x3Yc+K3sx/wO759dBqb+UmKhYAPq4k1m3+RsYlQsxyeHPVarToUVQJ+BtezYOF/CqMeZjEfm3iIzC6gfeBFwVsQiVUq3K3e/8UpH4uhzC8xeNO2ATX9DkVykVqKz8FtnJ7wafNU80xo8RB0XeImLdCQCMKS1jtsmm6IObiDvzxarnKt5rfffte7EX1XyMMb8CI8NsvzAC4Sil2oChXRL4dv0ekmJcvDhzfJucu7c+dMBbC9q0aROvvvpqxf3Zs2dz3XXXNfh88+fP58QTT2yK0FR7FpL8HlJcAsCJgRhrgwlQLg58AR/x0UkATNixGp8Iy0q21zxXsT2zlrekWUNWSinVcNlF5fzzqw1kF5UDcPXU/tx+3GC+/P20Az7xBU1+W1T15FepBinNg3uSYPE/m+Z8IW0PXnvhCn8wiQ34KXA4AYiPsiq/o8rKiQoYFpswCW7RXuYkxPNA2camiU0ppVSTe3PpFh78aDVvLt0CQGpcFFcd3u+AbnUIpckv1nLFJ5xwAiNHjmT48OG88cYb9O7dm9tvv51Ro0YxduxYMjIyOOaYY+jXr1/FCmXGGGbNmsXw4cMZMWIEb7zxxj6333bbbXzzzTeMGjWKRx99FLAWvDj22GMZMGAAt9xyS0VMn376KZMmTWL06NHMmDGDwkJrZZWPP/6YwYMHM3r0aN56662WfJpUaxGcLmzJs01zPhPa9iD2d/ulwQQoclq346Ks1Xw8xjCqrIzFpbtgyXNVz1W8l/s7pPJGIIedRTtDrtFyi+kopZSqKbuonEfnreXReWs4cmgnbj9uMDPG9oh0WBHRqnp+H1ryEKuzVzfpOQenDubW8bfuc5+PP/6Yrl278sEH1tymeXl53HrrrfTs2ZPly5dz0003MXPmTL777jtKS0sZPnw4V199NW+99RbLly9nxYoV7Nmzh3HjxnHYYYexYMGCsNv//Oc/88gjj/D++9YMQ7Nnz2b58uX88MMPREdHM2jQIK6//npiYmJ44IEH+Oyzz4iLi+Ohhx7ib3/7G7fccgtXXHEFX3zxBf379+fss89u0udKtRFiJ6Yh7QqNElL5DSa95cGVi02AErvyG+uOrdhvQkkpT6Ymk/PxLaSMv6Jiu89fubjF+7++z+UjLrfufPmnpolVKaVUvW3IKuTKl5eyIasIgNgoF1cd3i/CUUVOnSq/IrJJRH4SkeUistTedo+IbLO3LReR45s31OYzYsQI5s2bx6233so333xDUpLV23jyySdXPD5hwgQSEhJIT08nOjqa3Nxcvv32W84991ycTiedOnXi8MMP5/vvv691ezjTp08nKSkJj8fD0KFDyczMZNGiRaxcuZJDDz2UUaNG8dJLL5GZmcnq1avp06cPAwYMQES44IILWuw5Uq2IVFZlm0RIEl0oweRXKq5RaifEMc6Yiv3Gl1oD2l5OSqhS1d3qqnw//cOWimllYcVrTROrUkqpesnIzOHEJ75hQ1YRvdNiuXF6/3Zb8Q2qT+V3Wug68bZH67NO/P7sr0LbXAYOHEhGRgYffvghd955J9OnWxP1R0dHA+BwOCpuB+/7fGGWhG2A0PM6nU58Ph/GGI466ihee61qwrB8+fImuaZq45op+f02xsNel1XlDU1+S+zbHpen4pDhZeU4jOH55CTGbfqUQ4Bf3S5+dbsB6On1smbH9/D9v2DspeCq/H+ulFKq+WVk5jBr7gpKvX5KvAFi3A7+NXMc/dLjIx1axGnPL1bfbWxsLBdccAGzZs0iIyOjTsdNmTKFN954A7/fT1ZWFl9//TXjx4+vdXtCQgIFBQX7Pe/EiRP57rvvWL9+PWD1JK9du5bBgwezadMmNmzYAFAjOVbthN2G0HTJr/VG7prOHSs2lQWT34CfUjvZDk1+XcATu7IA+Hb9e/wQHcUp3btyUydrkYsTC4vY5XKxct6tsC0DQo5VSinV/GbNXcGGrCKMgX7pcbxy+URNfG11rfwa4FMRMcA/jTHBkTbXichFwFLgZmNMTnME2dx++uknZs2ahcPhwO128/TTT3Pmmftfneq0005j4cKFjBw5EhHhL3/5C507d651e1paGk6nk5EjRzJz5kxSUsJPJ5Kens7s2bM599xzKSuzeigfeOABBg4cyLPPPssJJ5xAbGwsU6ZMqVMyrQ4wzdjzG7Quyh7xawKUOmpWfgEOLyllSFk5v67/mE12xRcgye/nxMIi/pGSzKIYD0P3rAFn+xhBrJRSkbYhq5AH3l/Jb6cP4LHP1/HwmSPbxfRl9SGmDqOwRaSbMWabiHQE5gHXA2uAPViJ8f1AF2PMpWGOvRK4EqBnz55jMjMzqzy+atUqhgwZ0tifQx0g9P9DHeRtg0eHQlxHmLWu8ef7/nn44GZG9OlZZfMnZ3xC14/u4O29K7grxmfdf6Tqv80dHdL4JtbDjIJCnku2euUvzMtnVnYu03t05aCych4bfyf8OAc2L7AOikuHWesbH3cLE5FlxpixkY6jJY0dO9YsXbo00mEopeogmPQWl/tYvDGHaYPSefGS8ZEOK6Jqe92uU9uDMWab/X038DYw3hizyxjjN8YEgOeAsM+wMeZZY8xYY8zY9PT0hv8ESimb/YbVNFXlN/x5/AF/7ZXf4WcAcHhxMblOJ1/FxJDq9/Phlm3c1O9MBOji81MqAjkbIeCtPLYoC3b90jSxK6VUO5ddVM6fPljFmU8v4Ms1WYAwbVA6d544NNKhtVr7TX5FJE5EEoK3gaOBn0WkS8hupwE/N0+ISqkqgp/WNHHPb9DIUqvVxhvwWslvsOfXGZL8Tr7J2rfMWh1obXQUXXw+evj8uCdcbe1vDCUOge8eh63VZjt5+hD4+b/W7Xevh9fPhz1NUMVWSql25s2lW3j2m1/JKfaSGufmT6eP4MVLxmt/7z7UpfLbCfhWRFYAS4APjDEfA3+xpz/7EZgG3NSMcSqlKtjJb6DppzoD6Oi37nsDXggEKLW3V6n82glxJ7+fVHv/o2PttonEbtb+xlAi+3iJmXspFO2FjJdh9fvwVLvqKFBKqUbJyMxh+l/nM6hTAldO6cvk/mm8efUhmvTWwX4HvBljfgVGhtl+YVMFYYxBgqPLVbtVl/5zRbNWftN8fk4uKGJeXGxF5bdEINoZjSM0kY1OBECArzZvY6fTSaebv4boBHBaLysxgQClrv28xJRUGyNrDOhrgVJK1SrY27t+dyFbckq4/4OVfH7z1EiH1aZEfKozj8fD3r17NfFp54wx7N27F49Hp8TavyZOfo2f4JnOLiggyv5dtJJfP6UOIdpZbZ7e5B4w46WKu527jkViUyoSX7Aqv8F+4Vrlba56v7yooT+FUkod8LKLyrny5aV8uSaL9IQo+qXH8fCZNeqTaj8ivrxx9+7d2bp1K1lZWZEORUWYx+Ohe/fukQ6j9QsmvU24yEWw9us24LaTa6/fqvyWEdLycOMKKNxt3e53ROU5xlxS47QeY6wBb/uStabq/fIiiNaP7JRSKtSGrELueOtHtueWsiWnxEp6Z4zSFocGinjy63a76dOnT6TDUKrtME0924MPr71whtsY3Pb5ff+9DPZspqTXQGJc9tLGKb2tLwB3bGhQVc95/lxiPrycHKeT36en8UjW3vDXzt9ebYN+AqSUUqGC1d4NWdYnY/3S43jz6kNIjdP50xsq4m0PSqkGasLKbzD5dVGZ/HqLrApvKdVmeghyuqD3FOt29eWL+04jWPP9JD6O8tquXVwtKdb2J6WUquLNpVvYkFVEj5QYJvRJ5dmLxmri20gRr/wqpeqpGQa8eR3WCm1uAy779F67ZaFUTI3V3WqISa16Xxxsdzkr7n4RF8uxRcU1j/NW36bJr1JKZReV89KCjYBw8qiuAMwY20OT3iaiya9SbU4wQWyiWRECfrz2QDW3MZU9v8Hkl1oqvwDHPgif/AF6Tqy6XaTKx0r5jlo+ZCqrtjx3UyX07ZyIbAIKAD/gM8aMFZFU4A2gN7AJOKutLkmv1IEsu6icm+cstxesgNgoJ1cd3i/CUR1YtO1BqbamqVsDjB+vnZyG9vzWqfLbeQRc/C64Y6puF+HWvTn8fq+VW81JqGVQRlkhAPkO4aaOHdhdvKeRP4wKMc0YMypkac/bgM+NMQOAz+37SqlW5s2lW/hyTRaH9kvjxukDmDG2R6RDOuBo8qtUm9PEyW+NAW/W5uCCxCXUoe0hjLRAgAvzrcrumuiqH9UFgFvT01iS9QMAb447h8/iYvnPr/+Dxf+Ee5LAW4pqUqcAwfnpXgJOjVwoSqnazBjbg9uPG8yT543mpqMGaqtDM9DkV6m2pqkrvwFfZdsD1Kj8lmFqb3vYj9peYBbEePgwPo57Oli9wnsC1pLKqVGJMP/P1k46529jGOBTEVkmIlfa2zoZY3bYt3dird6plIqwDVmFXPLiEjZkWZ+EpcZFcdXh/TTpbUba86tUm2Mnv021ElrAj09C2h5q9Pw2rPIb5DQGf7VYr+ncEYCYgHWtPT4r0U3CBSXZ1k4OJ6rBJhtjtolIR2CeiKwOfdAYY0Qk7LsoO1m+EqBnz57NH6lS7VRwUNs7y7ezaW8xsJIXLxkf6bDaBa38KtXWNHnl14/XUTngrXK2B+t7KYEGV34BTiksoqPPF/Yxl51oZ3mt5Nf39Z9DHtWZHxrKGLPN/r4beBsYD+wSkS4A9vfdtRz7rDFmrDFmbHp6ekuFrFS7EhzU9vjn69m0t5h+6XHceeLQSIfVbmjlV6k2pzl6fh1AABeVbQ8+BIPV8xtdfR7feogO1FzprU+5l41RblL81uwOe3zWx33lofvpnL8NIiJxgMMYU2DfPhq4D3gXuBj4s/39nchFqVT7lJGZw+/mLCc1LoqMzblM7p/GmF6pXHxIb21zaEGa/CrV1jTHbA9iJb9uYypeFLwiFcseN6byG21M1aSWyoqvT4QSETLLrFYHb+j0bTrtWUN1At4W6zl3Aa8aYz4Wke+BOSJyGZAJnBXBGJVqd7KLyrn0pSXkFvvYtLeYaYPS+etZozTpjQBNfpVqc5qr8mtVfcX+Xi6VlVi3vQhGQ0QZQ1m15LfIZb3Y+4GfkzpWbNfKb+MZY34FRobZvheY3vIRKdW+bcgqZNaby1m/u4j8UqukMLpnsia+EaTJr1JtTbP0/AanOsP+bvCJVAx6czsbnvy6MBgRAlQOMiiwc1y/QF7/qbB3IVA9+dXKr1KqbcvIzOG85xZR6qt8PZvcvwNPnHuwJr4RpMmvUm1OM6zwFkxy7cTabQxepEkqv8EBdD4gCiv64CRmPoSCQOVgOF/oj/SvoyCpO5zzKkQnQm2rxCmlVCuUkZnDjH8uwB7aQKLHxakHd+O3R+rcvZFWp+RXl8pUqhVpjnl+g1OdEUx+rdkegjM+NCr5DenvjTKGEhEC9nl9IhSa0OQ3JPvNzbS+HuoFh98K0+5ocAxKKdVSMjJz+M0rGewuLK1IfLsmeXj/hima9LYS9Sml6FKZSrUKzTXgLaTtAYNXKiu/Uc6Gv2A77XP67fvFjsoE1w8UGmstudhAAF9t1eyVOjGBUqr1y8jM4ax/LmRHvpX4OsXq7/335RM08W1FGtP2cAow1b79EjAfuLWR8Sil9qcZKr8+R822h3KRitkXGlP5ddrJul8EjKFIKt9z+0QoCHiJcUQR7S+p2vYQyhUNm76DtH6Q0LnBsSilVHOwBrWtYMWWXPzGqix2Sfbw5LmjGd0rJdLhqWrqmvwGl8o0wD+NMc+iS2Uq1fLmXgq77cW6mnCFN2/ICm/B76ED3hpT+Q32/L6WGM8/UpJ5Zqe1toInEMAvUBjwkeD0YMqLq7Y9hDIBmH08xKbBLb82OBallGpqG7IKmfHMArKLrE+xXA5hzlWTNOltxeqa/OpSmUq1Bj//N+ROEya/LutcwRcEtwEvTdTzayfUbyQkALDebZ0r0W5zKDRe4p0eSrCuGdbOn6zvxXth49fQ5zCrAr7oHzD4BEjp3eD4lFKqITZkFXL3Oz/za1YR2UVe4qOdpMRG8fg5B2vi28rVqedXl8pU6gAW8FUmuaGzPTRR5ddpfw/2D5fYLRYJgQA+gYJAOfEuDy672lybcmBVlBv/SyfBhi8haw18cgc8PhLKixscn1JK1VdGZg7HPvY1367fy/a8UgDOm9CLb249QhPfNmC/ya+IxIlIQvA21lKZP1O5VCboUplKtV0BH14EhzEViWr1AW+N6vkNLpds57XBpY4TAwH8CEXGantwGfBVPzg6seLmDZ3SOatbF2YnJcDmReArqdzPV9rg+JRSqr5mzV2B12+9tjkEbpzen6sP7xfhqFRd1aXtQZfKVOpAZvx4xV1R9QWr7aFcKpcbbtwiF5bgKm/59ny9iQGD3678dnXG4KJa5dcdB70OgbUf4wUWx1hLLC+K8XCZvwwCIYtgiM4BrJRqXtlF5by0YCMg/N8JQ7ll7grySr08cuZIThrVLdLhqXrYb/KrS2UqdYAL2MlvyCa3MRQ5HJQ3Yc9vwE5sc51WfTnRb/f8Brx220O1eX4DPoJ9zW8kJuATIToQYFFMDN8Xb2dclWqvLoWslGo+2UXlXPOfpSzeaC1ncPtxg1ly51ERjko1lJZLlGoMY6wpuJp6+rG6aKrZHkpy8DqrV36tFd68TdH2UO1+nl35Dfb8FgbKiXd6rBkmQnc0ARBhQYyHh9JSSPX7OT+/AIB7838Eb0ifbySef6VUu5CRmcORf5tfkfj2TotlxtgeEY5KNYYmv0o1RsbL1hRcv7wd6UgaxlcOBTvwRcXWTH6baJELV7XEdIndvuAxAcpEKDV+4l2xNdsejB/EwVWdOwKQ7XRyeW4+AIJAeWHIvpr8KqWa1oasQs7+5wLOe24R2UVeEj0uJvfvwL9mjtMFK9q4xixyoZTas9b6nrs5snE0lL8MAK84KlZ3A3ATXN648ZXf2l5knFS2QiRUtD2E7GACVfY/K6YnCWYzF+fl83qSA1NWVDnZW7V9lVKqMTZkFXLGPxaQW2JNwBjjdjD7kvE6k8MBQiu/SjVGsOLYVgdc2fF7jcFFzcpvcAq0KEdjljcOX5V1hWyOd8VYU51Vn7s45Hm9ue+ZAHTz+igjwJ6SLPY4HFzeuSN7S/Y2OD6llArakFXI8Y99xVF/+6oi8e2REsP7N0zRxPcA0kb/YivVWgST3ybqv21pdsXURyB8z28TzPbgTOoVfntIsm21PViV5hyHg6s6pbPT6QQRYgIBLsrLJ3bMTAC6+azO4K3Fu3gsNZnFMR7+u+mDBsenlFJgDWqb+cISVu4sJGCsKcyunNKXd66bTL/0+EiHp5qQtj0o1RjBj9sjUvltioQ7WPkN4DaV57OmOgtZ5KIRlV+X0w3UnIc3tBc4wRWD0xh8Ah/HxbIgNoZ/JicyywQocThI8/sr3mAMKLeqMSt/+jfvpKUCkOTWP0xKqYbJLirnsXlree/H7eQUW68vDoHHzx6lU5gdoDT5VaoxKhK4tlr5DUl+Ow6BoVfBZ/fYi1xUrsrmcjT8pcJVyxuD0LaHOGcMLsCHkGjP35vvcLAXPwBpJz1VsW8Xv58ejhi+93gqtsXktNGea6VURGUXlXPDaz/w7fo9ACTGODmoWwr3njJMq70HMG17UKoxAr6q39uaYPKLH1d0Iky+CYCokJ5fFw6kEW0dzlreGIROgRYb7PkNSbijgL325GdpMR2sHdMGANDdEc0OV+UZSjJmNzg+pVT7NH/1bg798+cViW9yrIvZMyfwn8snaOJ7gNPkV6nGsGdLwPgjG0dD2W0bXhOo0tfrNga/CKXiIKqRLR3OWhLn0LaHGGeUdU2EYoed/BrDXmMnv540a8drF0JiNxLLS1kZHV1xfIkI+MoaFeeBRkScIvKDiLxv358tIhtFZLn9NSrCISoVEdlF5dz1zs9c+tL3lHit18DJ/dP44uZpOqitndC2B6UaI5hwBdpo8hvS8xsXMp1ZlJ2YFjkEt1RfpqJ+XKZm8jsAd5UBbzFOj9X2IFBsJ9tuYyrbHmLs5NfphvJCkgqLITGh4vgyh0BRFiR1b1SsB5gbgVVAYsi2WcaYuRGKR6mIq75SG8BB3RJ54tzROndvO6KVX6UaI5LJb1PMMFHR8+uvMpdvcM7fIoeDqMYmv2Hi/Bedq/T8epweu+1BKHJU7r/XWINPUjwh1ZjopIq+4CQjiDGUI1Be1Kg4DyQi0h04AXg+0rEo1VpsyCpkxjMLKhJfj8vBRZN6MfvSCZr4tjNa+VWqMXz2LAZtvO3BR6BK8hus/M6Li6VrY9sewvT8xhupMq9wlNONy4AXoche/tiHUGD8xLpiqy6y4XST5LPi7mec/ILfmpUidMU39RhwC5BQbfsfReQu4HPgNmOM9oqoA15GZg5Xvvw9e4oq5+3tlRang9raMa38KtUY5cXW94gMeGvaqc5CZ3SIaqrlgmNScIZJnl2AM+QSIg57eWMotivFXoFCAsRHVfvjJA7i7KR9ZMpgooy1r1Z+LSJyIrDbGLOs2kO3A4OBcUAqcGstx18pIktFZGlWVlbzBqtUM9uQVcj5zy+qSHwFmH3peB3U1s5p8qtUY3iLMIDxeyMdScNUDHgLaXuwB58FlTa0qn3LRvjtT7jCJOmCVF35TRwhbQ/Wy5JXhALjIzEqserB/Y9kelEJN2bnck36BNwYa4aIMq382g4FThaRTcDrwBEi8h9jzA5jKQNeBMaHO9gY86wxZqwxZmx6enrLRa1UE8rIzGHCHz/j6Ee/psQbwO0Ap8CfThuuSa/S5FepRikv5orOHbkhe2GkI2mY0Hl+g7M9TL+L2JDEtMw0sKodmwrRCbXOFlGl50oElwEfVPT8ekUowE989QUsjr6f1ECAy/PyiXHHVSzFzOYF0FbfhDQhY8ztxpjuxpjewDnAF8aYC0SkC4BY89adCvwcuSiVal7XvrKMXQVl+AMGl0P4+KbD2fDgCZw7IfyKk6p90eRXqYbavIhAziYWx3iYX7ar5a/fJAPewlR+ETr6Kqu9ZY0czOep5WXGVaW1wuoBNiIU2pXfchEKjb9m24Ozav9vlDG8nRDPr98/DZ/+X6NiPcC9IiI/AT8BHYAHIhyPUk0uIzOH6X+dT35J5Rvh5y8aq9VeVUWdk1+dM1KpEMbAC8eQa9p6pTGk8htMfkXo6K9MeH0EGnUFdy1JepU5JEQqZpjIq2h7gALjIyGq+pit0JNEscVtxf2X1BT48fVGxXqgMcbMN8acaN8+whgzwhgz3BhzgTFG+0TUASO7qJxH563l0peWsCGriMQYN6lxbmbPHMfUwR0jHZ5qZeoz24POGalUUGkeALnOyvePARPA0ciZEVpc2KnOhA4hyW//6A6NuoTU8h472PPrROy2B+t+RfKLUGh8NdseQoXMAlHiECjJgZ0/Q+fhjYpZKdV2bMgq5KJ/LWZbrjX7Tmqcm3+cP0YXrFC1qtNfap0zUqlqiqzlMIOJGkCJryRS0TScCWCwk19nZeXXCST7/XTy+Xih79mNu0ZtK7zZ361FNKTifr7TqgmXi1BiT3VWq5AWiA4+P3MT4tibs6Fx8Sql2oQNWYVc8PwiZr6wpCLxTYl189nvpmriq/aprmWqx7DmjKz++ecfReRHEXlURKJrHqbT5qgD1FNjAMh1Vn54X+Rtm1NtBYezVZlLF/hm8zY+27KdlH1VXuvp3LwC7snaC1T2/LrFWTHbQ6hyEUoIEOOOqf2EzigGl5UD8Gl8HPd2SOPeNS83WbxKqdZpQ1YhZz69gG/X72VLTgndkj30SInhXxeP0wUr1H7tt+0hdM5IEZka8tDtwE4gCngWa87I+6ofb4x51n6csWPHNtHkoUpFkL9y9oPQym+ht5COtGRvWdMMePPZldnKeX6rnbeRK7yFVn7Pzy+gl88HHSp7fq3kt+qiFwAF9nO7v8rvizt2Mal3j4pNS7NXY4xBmmJAoFKqVckuKufed3/m3R93BLu2mNAnhacvGKtJr6qzulR+GzVnpFIHnJAKb17Pyv/2xd7iSETTOMZYC0RAlQFvVTS6j7nyfNEh1d1gpdflsNseqr01zreT3xjXPiq/IsSHnPPcvAIKnA52Fu1sZMxKqdZmQ1Yhpzz1Le+s0MRXNc5+/6rpnJFKVeOt7O3N7XtYxe1CbxscPG8CeO3kNHTAWxWOxlZ+K19mQhfPCN6KdUSBOKo8BlDgrEPya8d6ckEho0tLOaPA+jdYumtp42JWSrUq2UXlXDb7e7bkWK+/InDKyC6a+KoGqc9sD9W9IiLpWH99lgNXN0lESrV2IRXeXG9Bxe222fNrLxDBviq/jWwfEKnIdEMrv3EB6/ZpqSNBpMpjofZd+bUS5D/uyQbA130s0WSxatsiTioshpGNHKynlIqojMwcrn8tg/xSLwWl1iw03ZNjeOmy8Tp3r2qweiW/xpj5wHz79hHNEI9SrV+5nfwOOJq8sjxrZTJpo8lvaNuD0x1+nyZse4gLSXB7+3x8smUbXUYdAghR1Voigr3IdUl+K47bupSDOnfk87VvcdPWp3AfdFbTLAailIqI617NYHte5UwOF03qxcWH9NFqr2qUNjYpqVKtQLDtYfyV7CraRR9jtQW0zeQ3ULPyW0PjK7+HFJfgMKbGmbr6/Ig4QARPSPKbEjLPcH2SX4CzCgrZ7naxMjoKyttgK4pS7Zy1YMUa/vThKvJLrYWEnA7418XjuOmoQZr4qkZrTNuDUu1TsO3BHcPWwq1MMi7W4W/R5PejuFg2eTxc0+gzmZo9vzUqpY2dpEV4ZldW7WcRAXFUqfyeWFjMi8nWejphpzpzecAVHTb5HVVaBsC/ExMYXpKDM3ofK8QppVqVjMwcLpm9hLySyll1UuPcPH/ROJ27VzUZTX6Vqi+78lssDrJLs+lPPE7KWjT5vaWjtepao5PfkKnOah3wZhq3vDEiSM2zVnkcqlZ+Q/t/Y5xhkt9bN1ln3P5DjYc62VXjT+LjGLz8H1w+5QFw6kudUq1ddlE5l730fUXi2yMlhtNHd9M2B9Xk9C+CUvVlV363+qzBbt0lijjjaP7kN8yAsEbPZxvS81sxz2/18wX8NM7+4rOWNw6t/IbO/BDlDPNHL1gNrh7roBOQNR9wXl4BryYl8M2a/3J5cQCO/0sDY1dKNbcNWYXc9PoPrN1VSKnPerPdLdnD7Et1UJtqHtrzq1R92cnvlrIcAHpIFHFICyS/NSuwxb5Gzi1cl57fxia/+0vOxUp+00L6fN0hTRLRzrCLR9rHVnsJm/EiALdn53BeXgE/RUfjXfJP8JXXO2ylVPPbkFXIqU99y4/b8in1BYhxO7hxen/eu36KJr6q2Wjyq1R92W0PW0ut6bW6S3TEkt8SX0mYHet10sqeX2ctbQ8BH40TJvmtUsW22h4S7anPJpSUVqkCh638Vhxa7SXMFQ2HXA/AiLIyvCJM6N2D3bt/bGDsSqnmEpy7t6DMeuMrwNPnj9FBbarZafKrVH35rSri7rJsYlwxJDmiiDMtsMhFmLaHUl9po8/p298Kb6ZlKr8CfLF5K0/uysId8qPuO/kNc+6+UwGYWlzCwLJyvCJ8l7W8vlErpZpRdlE5N89Zzqa91qdX0U54ceY4pg5uySXiVXulPb9K1ZddgS3ylRDvjgevi3gD+c29vHGYym+Zv6yR5wy3yEW198TNUfmt8rCj4prpfutnrNLz66hH5RfAHQdAvDHM2b6TKT2788m2bzh5xCU4G7tanVKqUbKLynlz6RaKy318uSaLyf07MKZXsg5qUy1KK79K1VdF8ltMnDsOHC5iTcg8v2WFsP6zZrtuqEZXfsOu8FYtQWzunt8wc0GEzvyw74Q1zLlDKsVO4De5uXyXlcFfl+igN6UiJbuonLve+ZkjHpnPgx+tBoTbjxvME+cerG0OqsVp8qtUfYVUfmPdseBwEB/a9rDgCfjPGfDr/Ga5bqhG9/yaQOUKb8Hkt3qy2ejZHvbDbnsIFVXLUsc1jw3zEtZtNJz9SsXd8/MLmZFfwKtrXuXH1W83JlKlVAM8//UGxtw/j5cXZpJb4iU1zs3Fh/TmqsP7adKrIkKTX6XqK5j8eisrv3HGUBxse8jfbn3P2dTUF66xpdTf+J7fGgPeHNW6oToMbNw16lL5rZbEehqT/IrAkBOrbLo+J484v5/LFt7JprxNdTt3GyciThH5QUTet+/3EZHFIrJeRN4QEc06VLPakFXIIQ9+xgMfrq549fK4HDx/0ThNelVEafKrVH3ZyW+xr5g4VxyIk9hAgCJvEcaYysppU1dMw/X8+hrb81s51VnlPL8hLwsXvQsDjmzcNfbb81uz7aFRld+gnpMqbqYEArywYzcu4Kkfnqzbudu+G4FVIfcfAh41xvQHcoDLIhKVahc2ZBVy2t+/Y3te5WtU37QYPrhxiq7UpiJOk1+l6stOzIp8xXbbg4v4gMFgrDYEqZb8Zvwb7kmCgl2NvG6Ytgd/I9seSvNq9vyGtj2kD2rc+aEOsz04auzjCTRB8jvzQzj5qYq7g7xejiwqZtGWrwg0dtW6Vk5EugMnAM/b9wU4Aphr7/IScGpEglMHvCc+W8P0v35FfmnlYNmZk3ryxawjdO5e1Spo8qtUfVW0PRTZbQ9O4gLWtsIl/6zcLzgY7Yf/WN/3rm/kdZthqrPXzyX45ynsgLd9JZd1Vv+2hyap/DoclTNVHHwhDD2V8SWl5AXKWPvuVbBnXd2u0TY9BtwCBLP8NCDXGBP8594KdItAXOoANn/1bkbe+wl/+6zqa91b1xzCPaeMiFBUStWkya9S9RVse6jo+XWSaCe/ufP/CCtes/azF8OoqKQ2dr7ckGqly04OGz/bA/uu/DZF8hu28muqPV51n+g6J7/7SaxHnAmDjodpd8BZLzHeZ/08D+6czzdvnFm3a7QxInIisNsYs6yBx18pIktFZGlWVlYTR6cOVPNX72bm7O/JK6ms9grw5DmjtM1BtTp1/sumgyeUspkA5eKg1F9KYlQiOFx09lmJ7S6XE7zFrIpy8/D6OezN21xZsW1sD3Do9F/B5LexA94gTM9vJCq/tU91tu9D9xNfdAKc+xokdgWgU5k180OGx8O18QG+2PxF3a7TthwKnCwim4DXsdodHgeSRSQ4mrE7sC3cwcaYZ40xY40xY9PT01siXtWGbcgq5Ox/LuCyl76vsv3KKX1Z9n9HcdIo/YBBtT71+cumgyeUAjAB8p1WDpEQlQDipLPPC8BOlxMfcGmXTrzsLue216aTv3Whddz3z8N3jzfqukHBX9ymqfyCS5xIMAF1hLws7HemhjrYb88vVZPYw2bVo+2h/vH9394cXt22k77lXu74+hY252+u9zlaM2PM7caY7saY3sA5wBfGmPOBL4Fgufti4J0IhagOEO8t38aRf/2KxRtz8If8yv7uyP7cccIQndFBtVp1Sn518IRSIUyAfKdVHQ1Wfjv4/DgQdrhcbHW5KHQ46OTzsSjGw6G9enBDxw4s3/gpzLurUdcN8tlJX1O1PVS0PEDTV34rzlFLolr9Gg5301V+wx0CjCgv55mdu/F6S3n5p+frfY426lbgdyKyHqsH+F8Rjke1YRmZOdzw+vKKBiYBrpzSh4z/O4objmyCgbJKNaO6/uV4DB08odqTnEz46xDYu6HmYyHJb0JUAjicuAI+OrviWB0VxZxEazTzI7v3cFFePgBfxsXy95Qk6/jyBi6DbCe/hspWhSZpe0Bwh87t29Q9v8Gkt9ZzVWt7cDiaZsBbOAOPs75PvJYufj/HFhXxwaaPK+doPsAYY+YbY060b/9qjBlvjOlvjJlhjGnkPHmqvXpv+TbOeHpBReLrFnjinFHcccJQrfaqNmG/fzl08IRql75/Dgq2w89v1XzMBCgIVn6jE61kMeCjuyueb2Jj+HdSIgADyr3Mys7l9j3ZAGTZx7B5YQODMnweG8NBfXpWbGmqtofmrfxK1e/hHg+9jjgJpuJx4g57SMjO9YulrMD6Pug4uORjTissotBXwrzMefU7j1LtULC/N1jxFayZHNY9eIL29qo2pS5/2XTwhGp/iq2ElYTONR8zhnxHSOVXnGD8uO0ySOcA3Nd3BnEdhwNwXkEh5+cVsN3lYo/DQUleA3tMTYBP4mKrbGqqAW+uWiu/zpoH1FuYyu+o86s9Hlr5ta75yK4s3ux1xn5OXc/k/PiHYdhp0GMCpPVjTGkZvbxe3loX5k2OUqpCdlE5V768lMUbczCAw6726kwOqi3a718OHTyh2qXgx+7hqpUmQIE9KCzY80vAxznRXRla7uO1c77ktCl3wdXfwLWLAOjr9VLicDCtV3f+mPl+A2MKVEypFtQ2en6Dya993oPOhoPPr/p4lbYHKxE/priEHu6k/Zy7nvF1GgozZoMrGuLSEeC0gkIydmewJX9L/c6lVDtgVXsXcspT37Ihq4geKTFM6JPKvN8drtVe1WY15i+bDp5Q7UD45DffWS35BaYaD28UOukQ08E+VKDjELhmAYPLyysO/7xwY8NCKdxdM/ltbOXXHYsPcLuiK7dVme2hKXt+9zHgrVrbQ52v35j47HiOLLLmY16wfUHDz6XUAaiy2pvNlpwS+qXH8c51k3njqkm6Uptq0+r1l0MHTyiFlfw6HHicHqKcUZXJYkkORCfW3D99MINCkl+Po4GtBG9egqvaOLBGV37TB+GN79RCld99DHgL0/ZQ5dhaz93I+H63mp4+H10CwqIdixp3LqUOIBuyCpnxzIKQam8Kz140Vge0qQOCa/+7KNUeVcsyt2VAzkYYfgaYAIUi1upuUFH5JW8rxKbWPJXDSbSB2/dk80F8HKs8DowxlfPq1lXhLkqT4qpsanTyG/DXHPAW2v/bFPP8Uq3toXo1vXrbQ5WEtpmT38QuSHxnJhYV8NnOxfgDfpwNfXOi1AEgu6icZ77awJylm8kt9tEvPY43rz5Ek151QNHljZWqi+emwdxLrdsmQKlD8Lg81v1gUrf7F+g0LPzx4uC8gkKOKC7GS6Bh7QoBH6UhSaIYQ5m/kR+4mABeqiW/oS0QTbLIhf291qSy2mwPVZLv/bU9hMQ34JiGRAeHXM+EklIKygv4Ze8vDTuHUm1cdlE5t7y5gkkPfs6zX/9KbrGP1Di3VnvVAUmTX6X2pZYBb+UieJx28huarMWEqfyGbE+ye3bzyvIaEIyhzFEZT6IxlPhKGnCeEAE/XgxuZ0jy62zqP3TBleNqSX6lMW0PIY+f/e8GRUdqXyaXlOBC+HjTxw07h1Jt2IasQk77+3fMWbaVMp/1GpUc6+LNqw/R3l51QNLkV6n6MgFKRYgOVkjdMZWPecL0/ALEWYPgEv3WH5b88vwGXbokJNlLDJjGD3gz/jCVX0/jzlnd/np+xVGt7aEebQfBc0YlVK1Y10dcB5IChilFRXz464eU+8v3f4xSB4jgoLbMbGuhl2iXg4O6JfDfaw7VxFcdsLTnV6lw9rXCmAlQFlr57XxQ5WPRCeGPaZLKL1XaHpzGNFHPr6P2tocm0ZgBb/t7f94EbRkdBgBwTn4hX8bt5cONH3Jq/1Mbf16lWrnsonJunrOcDVlF9E6L5eihnbl6aj9tc1AHPE1+lQprX8mvoVQgzmkniSm9Kh+rre3BZf0xCU5VVu/Kr73oRllI8usVocxfRsAEcIQmiaveg5Te0HnE/s9rAngxVRe5aOrktyLmuq7w5qj6WHOLsSbpn1RaysCycl7+8TlO6XdK/QckKtVGBAe1ffrLTjbtLWbaoHT+etYoTXpVu6FtD0rVlwlQRkjbQ2xa5WNJtUz6ntQdgHg7+S0sL6zfNd+4EIBSh9C/vJyTCoo40Z6ftsqgN2PgjQvgmcl1O6/x4zOmauXX2UyV3309HmaRi7odu483KfVx2j8R4NyCAtYVbOanPT81zXmVamWCU5g9+/WvbNpbTL/0OE18Vbujya9S+2IC1e4bu+0BooNJoohVaQVI6x/+PEf/Eab9gYQU6/GC8oL6xZH5LQAl4qCrz8+f9uwl1e4frtL6ULSnfucNhJntwdHELwv77fmlWvJbj7aH4OC8flMbGp1l5DkAHFtYTEwgoMsdqwNSRmYOJz7xTcXcvYf2S9PZHFS7pMmvUvtSPfkN+KCskNLQ5Bfgko/g0k8hquo8vBVikuHwW4i3B8cVeOuZ/I65BICyhE547Oqxx4RJfutbUfaX15ztocnVYcBblfv1mO3BHQPXLYPTn294eEG3byPeGI4qKubjjR9R7C1u/DmVagWyi8p5dN5aLn1pCSXeADFuB7MvHc8rV0zUQW2qXdKeX6X2JVzyu+YDynt2qxzwBpDY1fraD5czmhik/m0PAHHplBo/Hnswnidgfa8y44OvnvP+ekvwkVi18gtw9XdN129bUfmtdYeqd+s14A3oUEu1vb7sNy6nFxTxbkIx8zLncUr/U5rm3EpFyHvLt3HTnBX47NeL1Dg3z180TpNe1a5p5VepcIKzPVRPfv1egKpTndWHM4oE46h/24O3GNyxlBofMRXJr9+KJbTyW5/ZH4wBb7FV+a2e/HYeXvuCHfVWhwFvoarMB9yCg85E4PfrGV1WRh/czP75BXwBX8tdX6kmlF1Uzp8+XMUNry/HFzC4HMKN0/vz2e+mMrpXSqTDUyqiNPlVal+qT3kW8EFCV8ocjqqV37pyRpFgoNBbz8qvnfyWBHxEVyS/dtuDv4HJr99rz/MbqJn8Nin7Oayo4lYfpFY9+W3q5ZXrIT4dAa7ftZ31eb/y0caPWvb6SjWB7KJybngtg2e//hUDOAQePWskNx01SPt7lUKTX6X2LUzbg9f48VOt57eu7OS33lOdlRcTiIqhNOAlxv74Mtj+0ODKr706nNcEqk511lxq7fmtluBKPdsemsH04hL6l5fzws8vEKj+f0CpViwjM4cj/zafb9fvBaBXaizzfnc4J42qZSYapdohTX6VCivY9mDAbi8AIOCjzFgfhXsashKa0028acBUZ95i8tweDIYUO56wA97q0/PrLcEP+MO1PTSH2qq41RPcSLU9BE3+HQ7gstx81ueuZ/6W+S0fg1L1lJGZw5SHvuDcZxeSXeQlJdbNjdP78/ZvdKU2parT5FepcEJ7fkMTSr+XUjvpbHDlNxBoUM9vjtu6Xoo/ONtDmAFv3pJ6ndNn55bNO9tDUG2J7L4qvxFIfo+8G05+kmOLiunm9fGvn/6F2deKf62MiHhEZImIrBCRX0TkXnv7bBHZKCLL7a9REQ5VNZENWYWc9/wituSUUOY3xLgd/OvicdrmoFQtdLYHpfbFBKq2EgR8lNlV4YYnv6b+Pb/lxeQ408EHyXbyG2x/aEzlN7hiXMtUfuvY9lCl5zdC789HXYDr3eu5JC+fB9w/8v3O7yMTR8OUAUcYYwpFxA18KyLB5uVZxpi5EYxNNaH5q3dzw+s/UFruo9zuzumW7OHlyyZotVepfdjvXxatIqj2zdRMfo3VdtCw5NdNfMBPfnl+/aqJ3hJynVZSmGq3PUSHq/z6StnpdPLf+Lj9n99bQqmdXMa4YuoeS0PVWsWttt3ZCt6TOxxw2CxOLSwkDRfP/9QE8wi3EGMJvrty219tp3St6uS95duYOft78kutxDfG7eDKKX157/opmvgqtR91KasEqwgjgVHAsSIy0X5sljFmlP21vJliVCpy7MpvsQj/1yGVrOLdlAXbHho61Znfhy/gq7os8f74Ssi2f1uTq7c9VKv8PpiWwj3paazKXrXvc3qLKbET0hZJfntMsL6POKvq9upJcWgvdSTaHoImXku0gYtycli4Y2Hk4mgAEXGKyHJgNzDPGLPYfuiPIvKjiDwqIk29jrVqARmZOUx9+Et+O2d5xbZOCdG8cvlE7jhhiLY5KFUH+01+tYqg2qutLiflAS/4yvg8Nob/JcTzxNrXKRM7+WzoVGd+a8BcvVofvKXkYl23csBbmOT364dZFW398dtVtGs/5yyhxGEll7Gu2LrHUl/BCnRqX7gnDwYcWfXxGiu8hdy351WOiNhUuHI+Z+XlkiQt0RPddIwxfmPMKKA7MF5EhgO3A4OBcUAqcGu4Y0XkShFZKiJLs7KyWipkVQfvLd/GGU8vYNPeYvwBcDmEJ88ZxeI/HKlz9ypVD3VqqNMqgmpvAibAcT26ce32j8FXSoHD+lUp8hZTahrT8+smwWclv/Wa7sxXSjZ+Yl2xRN+8HiZeiwOIckRVbXso2k1wboq88rx9nzOk8tugmSvqq9b+3eoD3kL2y9vabOHUSdeDiU8bwNV7dkc2jgYyxuQCXwLHGmN22MWMMuBFYHwtxzxrjBlrjBmbnp7egtGq2gSXJ75pzgoM1m/MRRN7suQPR+oUZko1QJ2SX60iqPam1K6yLi7ZAb4ycp3WDARFvmLK7FytYVOdRRHvKwfqMd2ZvRhFrvGT4kmB+PSKpZQ9ruiqld8Q+WX7Sa69JZTYiWbLJL91XOEtOgEmXWfdLslp3pjqRDg7v56zc0SQiKSLSLJ9OwY4ClgtIl3sbQKcCvwcqRhV/TwzfwOPf76uYqW2J84ZxX2njtAWB6UaqF5DqbWKoNqLYlM5t6+/NJ8cp/WrsrN0L6V2stbQ2R4S7baFOk93Zie3OaaclGj7o017RgSP01O18itOyu34in3F+z6vt5hSRwv2/NZ1zt7oBOhpDyvwJDVfOHV18pO0raYHugBfisiPwPdYn9a9D7wiIj8BPwEdgAciGKOqgw1ZhVzy4hKWZlYuWKHVXqUab7/DqkUkHfAaY3JDqggPiUgXY8wOrSKoA1FJyGC0jbnr2WtXfreXZVNmt0A0rOfXTbw9RVmBt47Jr9dOfgPlpHqSK84DEOOMosReqQ1fGcb4KbTjK93fnL/e0oqpzpq38lt9eeNqwg14G3winPmi9T3Sek6AO3fDvS1QHW8CxpgfgYPDbD8iAuGoBtiQVcg1/17K2t1FAEzok8q0QenceeJQrfYq1QTqMqdQF+AlEXFiVYrnGGPeF5Ev7MRYgOXA1c0XplItqzhQXnH759x17LKT39KAlx0u63ZDZ3uID1gtFfWu/PpL6e9JrTgPQLQjirLg3L7F2RSJ4LOTyRJf0b7P6y2pqGI3KJGvr/2t8DbtTvjxjcr9hp/e/DHVVUP+rZVqgA1Zhcx4ZgHZRdZgTwH+dPoInb5MqSa03+RXqwiqPSopKwB7obGf8zey2+Uk0e8n3+lkg9uqujao7cHtIdFOfuvc82snv7n+EpKjk61t9rU9zpABb8V72eOsXB2t1Lv/tocSe07dFun53d8Kb4fPsr6Uaqfmr97N5S8vxRcwxLqFcj/cf8owTXyVamKtYDZ5pVqZklyKd/8CXToSjYMlJdvZ43QyubiE+XGxrI6KQoB4dwP+IEUnEmMMTnHUq/JbIkJJwGsNeIOKtodYRxRFXrvCW7yXbe7KX+mS/fb8llDqsirIEa38Ric0/7WVasWe+GwNf/tsfcV9l0N474bDNOlVqpm06Nqhu3I34l/9ATxxMOzezwT8SkVK1pqK+W+P93RhY6AEnwhTSqwK68YoN4lOD06Hc19nCS86wUqcnTF1T369peTafbwVA97stocEV0xlBTl/O9tcVvKb4vdTUsssEJXnLabMTqKbtfIbbGuorRLdGga1KRUBGZk5THnoiyqJL8DzF43VxFepZtSiye8efzGf//BPsvI28b8Pria7ZG9LXl6puinKotiuUp7iSMVpDNEIxxQVkWwvdpDc0EUhohMBiHd66r7Iha+UbHu2icrKr5X8Jjo9VhK9eRH872q2RkXhFgc9vD5Kffsb8FZCidNFlCMKR61z8DaBoada33tOCv94Q95EKNXGzV+9m9OfXsCWnKq/p0+eM4qpgztGKCql2ocWbXtwGfgg5xce7dKJrY5ser91Ei+c9g7psToFmmpFSnMpsSutPVZ/zBsOJ+7RF5G08Xl6SRS5xkuyq4FVGfsj/kRnVL3aHoLzDFckv3a7QoIz2po14r3fArDNIXR1JxFbXFQ5C0RtvMWUOt3N3+/bZwr8YSe4q02nduOPkJvZvNdWqhV6bXEmt79ddYKkCX1SdWCbUi2kRSu/cYEAX8TFstXt5vLcPHaV53H5J5eRXZrdkmEotW+leayNchMXCJDq9zPIW07fLmPA4aK3z5q2KzmqgX2qHrvyK+56tD2UkF1b24MjmhJfCd7oOAC2uV10i0rGEzC1Ln4Ret5Sh7NlBrtVT3wBUnpBn8Oa/9pKtRIZmTkcdM8nNRLf3x3ZnzeumqSJr1ItpGWTX3tZ2AlJA7ix7+n8Y1cWW/MzeWjJQy0Zhmrv3rwE/n1a+MeWvgCf3MEyTzSjEvtWfjSS3AsSuzGo0FpxrENwyrH6siu/8TjqMc9vcc3Kb0Xya33Pj7LaMLa5XHSLTiHGGEpD5ioOf94SSh2OFlrgQqn2LdjmkF/qq9jWIc7N5zcfzg1HDopgZEq1Py3a9pDkDzBrTzbHTrsZeh7K2JyNXFK4hn9u/JCzBp3FmE5jWjIc1V798lb47cbA+zeR63CwPiqK4/scA74k8JVBj/GQ1IPTNn/HFpPMuYee3LBr2xXjBBx1n+qsvIgcpwOnOEgIVpztgWoJDut7vtuDR4Rcp5Nu0SlsNqZOA95KYhwtM9ODUu1YRmYOl770fZVtY3sm8+zF43TRCqUioEWTXweGcwsKIXWgteGQG7jslTN4O2EgD3//MK+e8GrzDrxRKtSmb6H35Mr7n90NwNwufYFyxveYAqOvq3w8Pp14Y7gjOwdSBjTsmk4XRCeREPBT4Ktj5be8iByHg6SopMrfD7vym+6wEtfdDqHcnumhmyeN3QFTZZW6sHylFImDOHdcg34UpdS+ZWTmcOXL37PHXrACoHNiNP84fwyje6VEMDKl2reWzTSDqyTFplnf+08npvdh/LaghF/2/sKHGz9s0XBUO7e1aiWG7x6nUIRnPYYjehzByPSRVR+P7VB5O6oRCWNcGgk+L0XeIgImsP/9vcXkOJ2VLQ9Qkfx2swfebfMVsC2tFwDdPR3wmAAl/v1XfouBWHcDZ65QStVq/urdnPnMgiqJ71vXHMKiO47UxFepCGvZ5LfDQLjkI3CEXHbSdZywezNDHPE89cNT+AP+Fg1JtWPVV2jrMIgPOnSjJODlyoOurLl/XMisJI1JGGPTiPeWYjB1m+6svIgcp4uU0D5jO/nt7IzBKU62+orYZq881zW2IzHG4DN+vAFvuDNavCUUEdDKr1JNKDh376WzvydgKrc/eNpwTXqVaiVaNvl1uKDXIVW3DTwax5hLuHTnJrYVbmPxzsUtGpJqhzzJ1ncT8kbLGMjNZEFaV3ok9GBYh2E1j4trospvbAcSy61pyOrU9+stJsflClv5dQW8dI7rzLZAKRudQqwrlpSoRGLsv7plvn20PpQXU6zJr1JNJiMzhxnPWHP3BrBWajuoWwKf33w4507oFenwlFK21tFgO/V2ppUZEsTFexvei3Q06kDlK4OPb4fgQDB/eeVjhbvw+kr5wZfLwR0PDn98fMjE841ZmCE2jfgyK+mt03Rn5cXsdQipVSq/VpUXv5du8d3YQjmfSQmTu01GnG5i7JlVaq0sB/zgLaLI+Iht6IIdSikAsovKufrfSzn96QX47WpvgsfJJzcdxrvX6zLFSrU2rSP5TehEdNeDOdbn5vPNn1PkLYp0ROpAtOo9WPQP8JXyTYyHdSVZlY9t/Z4Vnmhy/KUc3v3w8McndrO+N3ZQZmwqacV5AOwp2VP7fjmZ8OtXlJblk+8QOsaGJN/B/nl/OQNTBvKTw08OfiZ2nQgOFx38VlV7b22rKJYXYoBi49PKr1KNkJGZw7RHvuTjX3ZVbOuW7OF/v5msSa9SrVTrSH4Buo3m5KxtlPhKmJc5L9LRqAORJwkAA1zbuSOn7/jA2l6SA29cwPJoK6Ec13lc+OM7DoHBJ8IFtUyVVldxHUi32x52F+8Ov4+3BB4/CF4+maz8TdblQ5PfYL+yt5STulUm670SeoHDRUeflfxmhSb4ocoKKBHBQJtLfpdvyaWk3Pr5Vm7PZ83OOs6aoVQTe21xJqc/vYC8ksq5e48b1on3rp+iia9SrViLTnW2T52GM7KkkF6xw3h3w7uc2v/USEekDjR2q8AOV2XLQum6T/HsXg3AN7EeBiT3r9pbG8odA+e80vg4YtNI91uzPNSanOZtrbi5K3sddOlULfl1gSsGygsYsv7ris29EntBzlaS7YGjuWW54c9fVkCRQ4DWkfwWl/v4Zt0epg/uiMtZ+Z68pNzPxS8u4dhhnTlqaCdO+8d37Cks57CB6Tx9/mhOfPIb3E4HK+4+ms9X7eaxz9Zy5NBO/PbIASzLzGFS3zRErJ/z5215rN9dyLTBHbnjrZ/4ZbtVfR/YKYFbjxusyYqqs/mrd3PD6z9UWbAiwePUaq9SbUTrSX47D0eAk/xRPLXze7YXbqdrfNdIR6UOJH7rD9V6e1YEgJ/+ewHjSsv4MTqKDI+H3/Q+pvnjiE3DYwyJrrjaK7/52ypubgnO3xvfreo+0QlQmo+k9GZ6UTEL4hOtBDlvB8l2cp1bmhv+/GUFFNntG5GY6uybdVmkxEYxvFsSecVejnnsa3bml/LUeQdz4kFdWZaZzcBOCbz/4w6WbMxmycZs7nt/ZcXxX6/NYtjdn1g/ii/A4P/7uOKxdbsLeXr+hirXcwhVRt4DHNo/jTU7C/l05S4+XbmLR88eyWkHd2++H1odEF5bnFljeeK0WDdzrjlEE1+l2oj9tj2IiEdElojIChH5RUTutbf3EZHFIrJeRN4QkcYtU9NpOIw4ixPXLwDQOX9V07MHuG11Vb7nu7RLJ351u7i7QyodYzpy4dALmz8Oe77gju4Esoprq/xaya8BPo6LJdUVS4+EHlX38SRaLRu+Mh7ZvYdvT//YqnI6XMQZg0uc+6j85ldWfl0tW/ndkVfChf9awolPfsuHP+3g/g9WsjPfGoS4+Nds1u8u5IynF/LMVxt4O2NblWMvntSLN6+eRPcUa0nmiX2rLjP94iXjiHbVfFkLGDh9dDcGdqpMTp6/aByLbj+Cf5w/GoCb3ljB5Ie+4OFPVrMsM4dVO/Kb9OdWbVtGZg5j7/+0SuLrAC6a1It5N0/VxFepNqQuld8y4AhjTKGIuIFvReQj4HfAo8aY10XkGeAy4Ol9nSivxIsxpuJjyCpEYPpddPtpDiOjO/Lhxg+5fMTl9f6BlKqVPeftdrcLjzHE+QPsdTk5pXtXXDj428Q7W6YFINZK2NKdMbW3PeRvB+D+tBQWxMYwa8SVNVc/TBsAWxZDal9cDnflIhwOFwIkO2P22fZQ7IhM5feHzbkVt//66Rp25lmJb4/UGJZszCb48jBv5S427iniqsP7MvOQ3jhE6JRorWj39axp7MgvpUuih2Wbc1i5PZ+TRnYlNS6KFXcfTVZBGW6ngxe/28jMQ3uT4HETH+2i1Ovnsc/Wcd74nsREWe0vx4/owju/OZSXF2by34yt/P3LDfz9S6ty3D0lhgsn9uLQ/iHT3LVyIuIBvgaisV7j5xpj7haRPsDrQBqwDLjQGFNe+5lUULhqb3p8FP+8cKzO3atUG7Tf5NcYY4DgfElu+8sARwDn2dtfAu5hP8nv5uxinv9mI1cc1jf8Dsk9oOtojs/ezYNlu1mfs57+Kf3r8nMotX9+O/ntehBd8jfx2tbtHNmzG12jknj0pNfpmdizZeKw5wtOFze/7qPtYU98B95MjOXIpEGcN/zimvv0GAdrP4LvHrMS4eD0a3Zvc7IrhpzSnPDnD2l7aOqEf92uAvzGMLhzYpXt/16UySuLMhndK4Uop4MLJ/XiX99uBOCfF45h7c4C/jpvLWt2FRDlcrB2l/Wyc2i/DnRJiqlyLodD6JZsbRvXO5VxvSsrwB63kx6pVkJ/+/FDqhzncTu57bjBNWIe2SOZv/ZI5t5ThvHhjzuYm7GVdbsK2JpTwoMfrW7kM9LimqxgoeC95dtqJL4PnjZc5+1Vqg2r02wPIuIUkeXAbmAesAHINcYEu/23At1qOfZKEVkqIksdGP744Sp63/YB5z23iG/Whal6jb2Uo/dsxYFo64NqWnbyu9Fh6ImbOGN4b+t2XutzfsslvgDRidaMDEbYU7In/BLH+dtZnWglyedPvA2XI8z71OSQP76H31J5206C+0SnsSJrRfgYSivbHpqy8usPGI569GuOfewbAgFDIGC4+IUl/PGDldz//kpW7yzg1cWbGdkjiXPH98TtFEb2SGbqoHTG96lMYJ84Z1TF7dDtzS0+2sVZ43ow56pJ/HDX0fx4z9G8cvkELpzYdhIdY6mtYDHX3v4ScGrLR9e2vLd8G9e/vrzKtjuPH6yJr1JtXJ0GvBlj/MAoEUkG3gZqlk5qP/ZZ4FmA4SMPNqUOwRcwLNiwlwUb9hIf7UIE0uKiePWKiXQdeAwdAoYJns58tPEjrj/4+vBtEkrVl78cL7CpcBuHiTVVWAd/oOrKbS1BxJ7xwY/f+MkuzaZDTLUYCneSGRsPgWJ6J/UOf55kO2FP6gkHnVW53U6UD4rpxLy81eSX55MYVbUKa832YFd+m7DnNziDAsAnv+xk5Y58vlqbxVdrq77RveXYwfTvGM+Pdx+Dx+1ARBjbO5Ubpg9gWNdEjhnWmXtOGkrPtFg87kYsKNJIiR43h/bvwKH9O/BAxKKoPxFxYrU29Af+Tj0LFsCVAD17tuCbwlZk/urd/HbODxSETGEmwB+OH8zlh/WLXGBKqSZRr9kejDG5IvIlMAlIFhGX/WLaHdi276Otjxx/fOA4RGBDVhGvL9mM3xhWbs9n8cZsDvnzFzxw6nAu6D6W4wvy+T93ET/t+YmD0g9q2E+nVKiAly1uFz7jo7835L9+YgRmFYntQEevVYnOKs6qmfwW7GJzYh9iA7GkedLCn6PrwXDYLBh6StXtdvLb1WUNwNleuJ3E1JrJb7Hb6p9tyraH0Dl3r3klo8bjnRKjGdgpoaJNIdh3C+B0CL87amDF/ZmH9mmyuNqbpipYjB071uxn9wPOhqxCLn95KT57ehCXQ3j0rJGcNCrsewWlVBu03+RXRNIBr534xgBHAQ8BXwJnYg2guBh4py4XdNgftfbvGM+dJw6t2D532VZ+/+YK7vzfzwwYOIrpW/7F/X378tHGjzT5VU2jrKBimrN+k2+FOZdZ27vWspxxc4pLo1NpPrhgR9EOhqSF9KYG/FC0m0xHT3rF96r9kw+nG464s+Z2O/ntZie/2wq3MTi1Wu5Tlk+x26p+N2Xbwy/b84l2OeidFseaXVYi3CstlrPH9cDjcnLJob31k5wW1NiCRXuyIauQWW+uYOX2fHwBg1PgjDHdue24IaTGNW4yI6VU61KXnt8uwJci8iPwPTDPGPM+cCvwOxFZjzV6+F+NCeTMMd1ZftdRAPx9fSoJJsCUlMF8vOlj/PaE/Uo1SmEWGzxxCEKfgSfAXTnwh50QHYEpitIG0G2PNdhre+H2qo8VZYEJsNlfYi1aUV/B5NcZG/78AGUF5LuiiHfH15xFogF+2ppH79s+YPaCTUwb1JFnLhwDWFOTfXHzVK6d2p9LJ/fRxLcFiEi6XfElpGCxisqCBdSjYNEeZGTmcMLj35CxOZdSX4AYt4NPf3c4fzlzpCa+Sh2A6jLbw49AjdKYMeZXYHxTBpMcG8VHN07hjMdL8Ymb4/xRfF6yh+93fc/ELhOb8lKqPSrcxfqYWLondCfGZc8e4IjZ9zHNpdMwUpb+ixhnJ7YVVivAFezEC2z3FnBcQwbi2clvEg7i3HE1zw9QVkCe00VSdFL9zx/GBz/tACDR4+KO44fQMy2WDX86HqdDk90I6AK8ZPf9OoA5xpj3RWQl8LqIPAD8QCMLFgeKjMwczvrnwoo2h6QYFy/OHK/z9ip1AGs9K7zZhnRJZMyA7mTsOIjD13xNbNc0Ptr4kSa/qvEKd7HZ7aZ3Yu9IRwLdxyJAtwBsLdha9bGCHWxzufATaFjl12W1M8hnd9N15NRak99ct6PRya8/YHhtyWae+cqaF3fF3UdXVHc18Y2MlixYtGUZmTlc/1oGO/NK8Rurt/e88T357VEDtdqr1AGu8Z93NoND+nXg0eJjiS7L50gTzSebPqGwvHD/Byq1LwU72S2GTnGdIh0JdLb62Hv4fGwtrJb8bvyazdFWRbpnQgMqv87K5Zu75+1gS/6WmvuU5ZMvQnJ0cv3Pj5X0vr5kM/3u+JA7/2fNgXrzUQO1rUG1CcFq77bcysR3zlWTuO/U4Zr4KtUOtMrk98SDurDIDGNxhzM4d9t6irxFvLXurUiHpdo4b8FOsvHRMaZjpEOxpjubcA3diwvYWrAVay0Z2+ZFZHa0FoJpUOU3RO+8XWwp2FKzb740j1wx9a78ev0BHvtsLf3u+JDb3voJsObGffPqSVw/fUCjYlWquWVk5jDloS8451mrzcHpELomeZhz1SRdqU2pdqTVtT0A9EiN5cghnXhydW9eiSpmbHxvXvj5BU4fcDrxUdqHpRogbxt7/cVACh1iW3Ze35JyPwZDbFS1X7cO/emxsoRSfwx7SvaQHptubc/fTma3XiSQ0ODKbFAvr5fyQDk7inbQPaF7SFC55JpYkqLqnvz+vC2PE5/8tuJ+alwUr1w+gSFdEvdxlFKtw/zVu7n0pe+xW3uJcTt45fKJmvQq1Q61yuQX4J6Th3H5rr3kFCZw064dnB9XxrM/Psvvxv4u0qGptmh7Bjtd1pyynWKbtu3BGEPA1OxxNcbw+vdbuN2ukAKcN6EnJ47owiH9O0BSD3r4rEn0txZutZLf4DRn0mPf05zVUW+vdf7M/MzK5NdXht9XQoHxkuxJrvO5/vrpmorbc66a1KIrrynVUNlF5Tw2by3/WZxJwFiLVRzcM5mHZ4zUQW1KtVOtsu0BoFtyDLedMpo7vJcyNCuTk8uEf6/6N5n5mZEOTbVFhbvYYM/x2yexaRdPuOPtnzjmsa8JBCpbF7z+AOc/v7hK4gvw6uLNnPf8Yt5Zvg0Su9HdTk63FNh9uSU59jRnxU2y5HIveyGNTfmbKjeW5lPgcGCgzpXf7bklzF+bRYf4aJ4492DG9dZqmWr9MjJzmPbIl7y8yEp8HQIvzhzHW9ceqomvUu1Yq01+ASb0SeVL5yRuLLuam3ZtIQoHj3z/SKTDUm1R9kbWR3vwOD10S2ialZr8AcPuglJeW7KF9bsLeeG7jWQVlPHpLzsZ8IePWLBhLz1TY/ny91P5+LdTmHXMIGZfMg6AG19fzsK9sXTz+RBgW4E9I0PRHgpF2O4roH9y/0bHmBYIEOOMrjqjRGkeufbSxnXt+f3PokwEePvaQzh5ZFcd2KZaveCgtjx7ieIYt4O5Vx/C1MGtoOdfKRVRrbbtAazlkD/97eHMWdwds3g2FxcEeHrrfL7b9h2Hdjs00uGptsIYWP8ZGQnJDEkb0iSLOgCc9OS3rNyRX3H/gQ9W8cAHq6rsM//3UytWNRzc2eqN/fCGKRz/xDc88vVO/pvQlTic5Jfb5ynew9ooa7T5wJSBNNjV38GPryMLnqS731SdUaI0lzxn/ZLfr9ZmMalfGj1Sm241OKWaQ0ZmDte9msGufGsmB4AEj5P//WayVnuVUkArr/wC9EyL5XfHDueTqGO4fPev9IhK5i/f/wVvwBvp0FRbsXkRO7PXsUq8HNq1ad40lXr9VRLfly4dT/cUa3qyKQM6cNLIrnz82ykViW+ooV0TuevEoSzLzGFPVFdiDRR5i6wHi/awJspqzxiUOqjhAXYeDkNPBaB7UW61ym8ueXblty4D6gIBw4asworkXanWav7q3Zz5zAK2V8zdC6N7Jmviq5SqolVXfoMcDsF15J1s/+Brrt+6lVs65nLXd3dx3yH34Q6Z01SpsJb8kzmpaYg4OKnfSU1yyjlLK+fOHd87lcMHpvPtrUfU+fgZY7vz4Eer+DEvBhPv5+31b3P3oAtwFuxgTVQUie6Exg/M6zIKgO4+H4vs6dRExGp7cFqD/+qS/G7LLaHUG6B/R00eVOv13vJtXP/6csAa1NYlycNT543W2RyUUjW0+spv0DkTevNi0jUcV5TNldlFvP/r+5zzv7PZkr91/wer9itzIXtWv8cbCQlM7T6VrvFdG3yq3OJywJrF4T+LrIGXfznjIJ48r8ZiWvuV4HFz+3FDWF+aSJb9W/ju7Knw8e2sjXIzKHVQ4/tqnS448VF6eH2U+EvJKsmytpfksttOfjvE7H/at/W7rQVmNPlVrVFGZg4T//RZReIL1qC2BbdP18RXKRVWm6j8Bv3+N9fxzLNFHJX9JoO8u7g7EOCM/57In6f/jSN61r3qptqJ7I34/n0q93RMp0TgxjE3NvhUby7dwqy5P3LdNGsQ2tpdhTx85kHMGNujwefskx7Ht6byj/Of01IIAOuiozgzdXCDz1tFal96B2d8yNtEx9iOUJTFLpeThKgEYt377+H9+OedeNwOBndOaJqYlGoC2UXl/PmjVby5dCshS8Tw5DmjdFCbUmqf2kzlF6xq2dU33Mngu5fTY8xfeHlbNn29xfz2y9/y8i8v11zFSrVPgQD4vZiP7+D+lAS+8rj5/djf0zepb71O81bGVq5/7Qe+WL2LWXN/BOCpL9fz1JfrSYh2cdLIhleRAXqkxLLLpPDO1u2cmV9AscPBPelplIo0brBbqJQ+9LGnU6uY7ix/G7uj4+rUVuHzB/jo5x2cMKIrCR5tMVKtw3vLtzH2gXnMCUl8o53C7JnjOGlU08zmopQ6cLWpym8FEYZMv4gdfUbz4r8nMyu9Aw8vfZh/LXmc04dczNQOhzGy/6hIR6kioTQfXjqR1XtX8kxyEp/Hx3LVQVdx3pDz6nWaJRuz+d2cFQC8t2I7ANdO7cc/5m8AYN7vDsfjdjYq1O4pMew0KfT1+rh7bw6X5eVzSreuuJ1upnSfss9jc4rKufvdXyjz+bloUm8O7V9L+0JSDzq64ojByca8jda2/O3sdrvrlPwu+jWb/FIf04doJU21Dve88xOzF26usu2sMd247fihpMZFRSgqpVRb0jaTX1uXvsPJ6DGTO7Z+xCmFe3ktMY7n1zzH82ueY1BGX+6cei+jOo6KdJiqJRgDcy4ksOo9HktJ5sVuXYgTF9cfdAVXjLymTqcoKfezemc+ewvLue61DETgz6ePIDk2ik6JHkb1SGba4I4M6BhPcmzj/8h63E788V3Anriku3Hx5vYdeKbeud9e3LnLtvKunZR/8ssuHpkxkjPHdK+5o8OBI60/vclnY35I8hsnDIjdf0L70sJNpMZFcYR+jKwibP7q3Vw6+3sC1bY/ec4orfYqpeplv8mviPQAXgY6AQZ41hjzuIjcA1wB2KNouMMY82FzBVqb0Zc+BjxGF7+P9Kdn4t/6DctiA7yWuI4LP7qQQzpN5taJs+ibXL+PvFUbs/QFvKve4470ND6Oj+PMgWdy05ibSIza9/Rc2UXlbNxjDeh67uuNfPzLzorH7j15GGePq7rK2rjeTbukb2xqN9hl3znnVfrO/xOMumi/x327fg/9O8bz0BkHccbTC/j9myvYllPC+RN74nJI1eQ8uQe981eweK81B3Fp/jb2xCXROa5zrefP3FvEPe/+wpdrsrhuWv9GV7mVaozQmRyC4j0O3vnNFJ3CTClVb3Wp/PqAm40xGSKSACwTkXn2Y48aY1rFkmvidDHquv8A4Hzjj5y2+ineTnTxQuBrTv3ft4wvLSXK358RB51Dl+h04hzRJHlSGDt0FA5Hm2p9VqGMgcLdeD+7l1k9+/G508vNY27m4mEX73O2hHW7CoiNdnHkX7+ixFvZKz66ZzIuh4PzJ/bklBaoJnVKS6pMfgccaX3tR0Gpl6/WZnHRpF6M6ZXCq5dP4LznF/PoZ2t59LO1JMW4WX7XUZU/f1IPxm77io/cAb5Y/V8SKCVAEsM7DK9x7t35pdz7/ko++HEHAIM7J3DRIb2a6sdVql42ZBVyxt+/Jbe06niOfmkxvHntZG1zUEo1yH6TX2PMDmCHfbtARFYBrfozplFn/wETuI3xr9/D8Rte5M1EBwtiYljr2cI3v1bN1ZMXw2BXP06eeDnH9j9G5w1uS7I3wrvX8+u2hdzbIZUMp5fbxt/G+UPOr/UQf8Dwf+/8zKuLK3sGL5vch8MHpuMQYWzvlBatcnZO9NRr/0DAcO0rGQAcPdSq3B7SvwPL7zqKBz5YxdxlW8kr8fK7OSu4+6ShVgU4uSen5+XySHpHPl32FH080QjCyPSRVc5tjGH8nz6vuD+xbyqvXTFRlzJWEfH81xt44MPVNbY/eNpwzp2gb8iUUg1Xr55fEekNHAwsBg4FrhORi4ClWNXhnCaPsIHE4WTUefcD93NNzg7Ofv9uilN6sd5XRJYpoShQTtnWr9nsKmJhzDoWLbqdhxb/kRN7ncO1ky7Z78flKsJ2rcT79CSeS07iuW5diHF6+NMhd+9zEYt3V2znhtd+qLg/qFMCUwelc/vxQ1oi4rA6JkTXa/9Xlmzmm3V76Jkay+QBlX3BybFRPDJjJA+cOpzB//cxb/+wje25Jbxx1SRI6oELOLrjWD7c/g0JySkMSxtWY2njy15aWnF7yR+m0zGhfom5Uk3ltrnLeX3ptirbPE549cpDdO5epVSj1Tn5FZF44L/Ab40x+SLyNHA/Vh/w/cBfgUvDHHclcCVAz549qz/cIjwpXeh64bMA9K/2WM7OTfz63z9QVPgZs5NKeWXT88z9dTYzBl7ENeMu0yS4tTEG3r+JPctf4uYuHcnweDihzwnMGjeLtJi0Wg/z+gMViW+vtFg+unEKsVGRH+/ZsZ6V3+/W7QHghZnjwj7ucTt5+9pDOO0fC1i8MZs1OwsYlGzNRXzZ9/9lYec0SqI83DbhtirHZe4t4ovVuwGY//upmvi2Ya19nMa+zF+9myv/vZRyv6my/fhhHfnHheH/zyulVH3V6a+/iLixEt9XjDFvARhjdoU8/hzwfrhjjTHPAs8CjB071oTbJ5JSOvdmzG9eYe+vy7jz508p/fmvPJ2cxH/Wv8Br616glzeOQR2Pon/SQJLcyaTEdiPWuPAHvJQHyvAZH3279WFQ94YvdqDqyFsKy2bzy0+vcEPXzuRHxfLnQ+/jhL4n7POwglIvM55ZCMBvjxzANVP7Ee1qHQO4OiVGc0TZIzx4xigm7GffvYVlfPzLTk44qMs+V1s7uGcKP/zfUUx48HPmLN3C/x1pvens4y3jsy3bMTM/wFGt5SFzbzEAI7sn0Stt/wtfqFatTYzTqG7MvR+zt6Rqb69grdami1YopZpSXWZ7EOBfwCpjzN9Ctnex+4EBTgN+bp4QW0Za3zGk9R1D+eGXceN/7+D8HV/zdayfxZ5yPsr9H+RW7usyBl9oH+Rq6FnuYXiH6dx41A3EksJPq1aya/1y/FveYXNUPnkpgxl10MmcctBR2ldcXzt+hPxtFCx+mhdylvNS1850iOvMf6Y/xaDUQVV2zbbnv91TUMbMQ3uTV+Ll9rd+wh8wjOudwg1HDMDhaD09rB0TPPxqupJJ5/0mv8E+5bBTmlWTEhfFhD6pfLF6N3eeMAQ57Z/w9lUIIF1H19h/W24JAH8/f7T2+LZxbW2cxoasQk596msKyqrWRkb3SOT5mRN0UJtSqsnVpfJ7KHAh8JOILLe33QGcKyKjsD5W2wRc1QzxtbiopI70v/R5+gMTgd3f/5fdOZvZ7MshpzSb3C1fku2OIarLSDziRnK2Ul6wge89eXyY/wGfzP2AyUVeRLysjI5id6fgU/wd7/z4HX/94Q5OHHge14+/+oBuqVi9bi29e/XBE7XvRD8QMCz64Qdc3kLGjpvM3m3r2f7t02Tv+YLtvj2sjopip8vJVpeL7S4XgeQkTupzAr8ffwvZ+VE8+NEqlm3KwesPsGJrXpVzL/x1b8XtSw7tzf+dMLRVJb4A6XbP7y1zf2TGmO77TDw//mUn43qnMG1Q3apgx4/owu1v/cQv2/MZPvIccEYBBqJqVna35ZTgdEi9B+Cp1q21j9MI19sL8Lsj+3PDkYPCHKGUUo1Xl9kevsX69Km6VtUr1lw6jjuDjkDNSaGqysp4j7IPL+afyUl87/EgjiSGJfTlgq7jObjbYZR+/xa5G1/jg/go3lj/Mu+se52JRbHEJh1E/65jOG3i6aTF1T6QY3dOPvMXLMDz8+vElaxmQ1w0W6OLcKSN4oRpVzGq8yg2bN5Nl/Q0kuKsBGbl+kyy9uxkwugx/LTsG8pK8jj4kKOJ84T/WHv7nhzWrPkFE/DhjI1h8sFj2bJxPds3rsSXkMLkcYfhcDhYt241OW9cw3Z3MT8nd+XCcx+jV2Ll6OtP3nqRo3/8Ld9EJ/JDn7M5avqlDOkwJGxi98kbf2fa2jt5KSmBp3+IZXOUg90uFyQBpJLsC5AQiKF/eSnTU0cR1+lyPsxwMfrDhbU+V7cdN5gpAzpg7EJSUoybHqmt86P80Jkl1u8uZECnhLD7bdxTxC/b87n12MF1PvdRQztx+1s/8fmq3QzvlgTDTw+7nz9gePabX+nTIQ6XU6f9O1C09nEaT3y2Jmziq4tWKKWamxjTcm24Y8eONUuXLt3/jm1U6e6NZK/5mtShU/GkhZmKJxDg16dnUJb3FX9LTeZ7jwe/nRCKgU7SgcFJBzE0dSw9fEmMGXEoXdKtQVzf/vlkhpR/w1MpSbydEI9fBDEGYx8fHYD+3jKiAg5KJB4MJJFHttNBsTiINoZMtwsDpPhddPbG07/MRXogFU9gC1vcfkqdeWxyu1gf5cYvgsMYUv0BihxCicNBms8woDyBsWVb+TI2hl+iK2cq6OPuzhkjzyFm4TL6Z73OkylJLI2prCKm+xwcM+RcLh45s2JxhY/nPMPgtX9gVscOrI6Ooo/XTWd/DKmp4yj19iM3J4XY5CH8tC2PLdklYZ/z8b1TufPEIcRGueieEoPXHyDB07baSv74wUqe+2Yjz1wwhmOHh1944oqXlzJ/zW6+u+2Ieg1GO/fZRWzOLuabW6bVWvVe/Otezn52ETcc0Z/fHa3VttqIyDJjzNhIx1EX9jiN94FPQtvVQh7vDbxvjNnn+/rmeM3OyMzh/OcWUOKrul0HtSmlmlptr9uRH+5+APF07EPXjn1q38HhoO+1c9m7/APuL84lKimdrXs38uvyl9hutrHUU8qCQBbz874AwLXZ0L08mm5JY5kclcH/pXchx+XixKSDOaLPMQxKHs7Gd/7AxsBOVru97HEEKBODOMoAKDQe0v1+okwUxU4Xo0rcuPxlFEguyzxl/BLjAqzWAIeBdH8cXZyJnJHYD8/21RQK5DoNMXGd6Zi7hY3OElZ48lgUm0wPRxI3D7uIXp8/z0bXdj6KK+eRpY+AG+jaiSRnLL/tfx7pSz9jd/lGMmKKeHXtf/jPuldI9gnJfgeJppiV3bvgccbw1NRHOLzH4WGfNmMM97+/iqzCMib3T2NS3w4keFykhOkFbIsrkV13xACe+2Yj/5i/nikDOhAXXfXX8m/z1jJv5S6OH9G53rMwnDmmOze/uYL5a3dzxOBOYff5bsNeHAKXTdFVEA8ErXmcxrj7PiGr2Fdju1Z7lVItSSu/rUTh5hUUbVtJ7rLX2FS2mdUxUeT781kX5eeXqGjKHUI3dxpPHPcsA1MGNupaxdtXkb/pB7JWvM6P3nz6nXAXY/pMwe3Yd8V088rF5Hx0P4ExZ3Pw1AsrtmetXcSe9+5ll5SwLNpHn8lXcfSQ04iPsmckMIYVL1xPbu6PLI0qZavLR7YjQEAMA7ofxrXT7qZDTIdarto+9L7tAwDuOWkoMw+tfANV7gtw0L2fUOoNsOLuo0mKqV9Ve09hGWMf+IxxvVN48+pDwu5z+j++wx8wvHPd5Ib/AO1AW6n8ishk4BvgJyBgb74DOBcYRcg4jZBkOKymes1+bXEmt79dM9dOjXXx5jWH6hLFSqlmUdvrtia/rVzuL59TXLiHLEc5gw+eQbRLByQdiD5buYvLX17KzEN6c8/JwwBrMOD9H6zkxe828fg5oxq83PLDn6zm719uYMkd02vMKzx/zW5mvvg9txw7iGunVp8FW4VqK8lvU2qK1+yHPlzJ019vrLE9LcbJsruPbdS5lVJqX7TtoY1KHjadZKBrpANRzerIoZ0Y2CmebbklfLd+Dx3io9mQVciL320iNS6K44Z3afC5jxjcib9/uYFHPl3DQ2ccVDHwcN7KXVzxspXYnDMuMgvQqANb8BON6nSJYqVUJGnyq1Qr0T0llnkrdzFv5S4SPS7yS63eyG9umUaUq+GzMAzrmojbKcxZupXTR3dnYt80Xl64ibve+QWAu04cqnOpqiY14f5P2VXkrbFdq71KqdZAk1+lWokpAzpULDEcTHwP7plcYwBcfXncTpbccSSHPvQF5zy7iORYN4WlPhI9Lp69aCwT+9a+LLRS9XXPOz+FTXwHpcfyyc3TIhCRUkpVpcmvUq3EzEN68/YP29iRV8qpo7rSIT6aKw9rmhkYUuKiuOnIgfzxw1XkFns5f0JPLjm0N/07hp9XWKmGmr1wc41tRw7qwPOX7G8NQ6WUahma/CrVSogIb197KAFjcDfDYhNXHNaX8yb0xOUUol1tb0o41TbMnNSzIgF2A+v+fEJkA1JKqWo0+VWqFXE6BGfYBRWbRmNbKJTan3tOGcE9p4yIdBhKKVUrXctUKaWUUkq1G5r8KqWUUkqpdkOTX6WUUkop1W5o8quUUkoppdoNTX6VUkoppVS7ocmvUkoppZRqNzT5VUoppZRS7YYYY1ruYiIFwJoWu2DdJQF5kQ4iDI2rfjSu+tG46meQMaZdLYknIllAZgtcqgOwpwWuU1+tNS7Q2BqitcYFGltD1CWuXsaY9OobW3rG+zXGmLEtfM39EpFnjTFXRjqO6jSu+tG46kfjqh8RWRrpGFpauD8azUFElrbSvw2tMi7Q2BqitcYFGltDNCYubXuwvBfpAGqhcdWPxlU/GpdSSql2R5NfwBjTKv/Yalz1o3HVj8allFKqPWrp5PfZFr6eUko1FX39aj6t9bltrXGBxtYQrTUu0NgaosFxteiAN6WUUkoppSLpgGx7EJFjRWSNiKwXkdvsbf8SkRUi8qOIzBWR+FqOvd0+bo2IHLOvczZRXCIifxSRtSKySkRuqOXYi0Vknf11ccj2MSLyk33OJ0REmiiuI0QkQ0R+FpGXRCTs4MjmiktEXhCR3SLyc8i2h0Vktf1v+LaIJNf157G39xGRxfb2N0Qkqj4x7SOue0Rkm4gst7+ObyVxjRKRRXZMS0VkfC3HNuf/rR4i8qWIrBSRX0TkRnv7DPt+QERqHbDQnM+ZUkqpdsoY06Av4FisacvWA7fZ2/oAi+1tbwBRtRx7u73PGuCYfZ2zAXE5gQ1AXyAKWAEMBRJD9vlbuPPb+60Aou2fZYN9vrDnbKK4LgFeBhz2fh3DHJsK/Gp/T7Fvp9iPLQEmAgJ8BBzXRHFtAQba+9wHXNbCcR0GjAZ+Dtl2NOCybz8EPFTXn8d+bA5wjn37GeCaBvz/ChfXPcDvG/I8N3Ncnwafd+B4YH5L/hva5+gCjLZvJwBr7f9fQ4BBwHxgbCSeM/1q+S+gB/AlsBL4BbjR3n4PsA1Ybn8dH4HYPPb/+RV2bPfa2+v0dy0Ccc0GNoY8Z6Mi+O/qBH4A3m8Nz9k+4moVzxmwCfjJjmGpvS0VmAess7+ntKLYIv77aceRDMwFVgOrgEkNfd4aVPkVESfwd+A4rD9k54rIUKyE5FFjTH8gB7gszLFDgXOAYVjJ7j9ExLmPc9bXeGC9MeZXY0w58DpwijEm376+ADFAuH6PU4DXjTFlxpiNWL+442s7Z1PEBVwD3GeMCQAYY3aHOfYYYJ4xJtsYk4P1D3ysiHTBSuoXGet/xsvAqU0Q1xlAuTFmrb3PPHtbi8VljPkayK627VNjjM++uwjoXsef5xT73/0IrF8cgJfqG1NtcdVRJOIyQKJ9OwnYHubQ5vy/hTFmhzEmw75dgPWC1c0Ys8oYs785v5v1OVMR4QNuNsYMxXpj9ZuQ1/lHjTGj7K8PIxBbGXCEMWYkMArr92Aidfi7FqG4AGaFPGfLWziuUDdi/W4HRfo5C6oeF7Se52yaHUPwk6/bgM+NMQOAz+37kVI9Noj87yfA48DHxpjBwEisf9sGPW8NbXuoLZGryx+k5kwwAbphVS2DttrbEJEXgZ3AYOBJe9vJInLffo6t9ZxNEFc/4Gz7Y+mPRGSAHddYEXm+DnFtbYa4OgOukI+jz8Sq2LRkXPtzKVY1EhHpKiLBX8baYkoDckOS56aO6Tq7HeMFEUlpJXH9FnhYRLYAj2B94hKxf0MR6Q0cjFURqm2fSD9nqhnV9mYoslFZjKXQvuu2vwwRfqO1j7haBRHpDpwAPG/fbxVvTqvH1QacgvVcgb6hr0FEkrA+4fwXgDGm3BiTSwOft4Ymv7X9UQr7B6kFE8x9MsZcAnTFesE92972rjHmrqa8Tj1FA6X2O6zngBfsuJYaYy6PUEwGqzr/qIgsAQoAfyuICwAR+QNWBekVO6btxpiwfbYt5GmsNzGjgB3AX1tJXNcANxljegA3Ufmi0eL/hmL12P8X+G3wU5hwWsFzplpImDdDNd5ARiAmp4gsB3ZjfQqygVbwRqt6XMaY4HP2R/s5e1REols6LttjwC1AwL7fWt6cVo8rqDU8Zwb4VESWiUhwQZ9Oxpgd9u2dQKfIhBY2Noj872cfIAt4UUR+EJHnRSSOBj5vLTLgrYUTzG3YVUpbd3tbMBY/lR/t1/XYfZ6zkXFtBd6yt70NHFTPuLqH2d7ouIwxC40xU4wx44GvsXo1WzKusERkJnAicL79cXxdY9oLJEvlwL0mi8kYs8sY47dbV57D+hQj4nEBF1P5f+vNesbVZP+GIuLGSnxfMca8tb/96xBbcz5nqgWEeTMU9g1kS7N/j0dh/Z8aj/UpYcRVj0tEhmN9kjMYGIfV93hrS8clIicCu40xy1r62vuyj7gi/pzZJhtjRmO1ef5GRA4LfdD+2xap6n642FrD76cLa1zL08aYg4EiqrU41Od5a2jyW9sfpbr8QWrOBBPge2CAPRo8CquC+a6I9IeKj2ROxmqYru5d4BwRiRaRPsAArIEGYc/ZFHEB/wOm2fscTvgk8xPgaBFJsd9xHQ18Yr/byReRifbPdRHwTlPEJSIdAex3xrdiDSpqybhqEJFjsd7Jn2yMKa7Pz2P/UnyJ1cLx/+3dT6hUVRzA8e8vX4VEEkULiyKjKBJUUNz0IHElEi/6Q2W0yFpU4sadJEQIQSSUkEVQamQUlBAtytrUQioqgjTBpKdY6cJ2LVpYxmnxO68ZX+N7eh3nDs73A8ObGebe+3vnvnn3d+8953cgE8PzjqnGNb/r5b3AgR4fG3hcZB/fu+rzleSAgOku6D6sy24HDpZSXjrHxdtoM11gvU6GzvIEcmDq7dQvyAE1Q3Oi1RXXqtqFpJRSTgI7aafN7gQmIuIoeVFpJdkvs+02+19cEfHOkLQZpZTj9efv5EWv5cCJqWNJ/dlr/E8rsQ3J9/MYcKzrrsduMhlu1m6l2Yi7MXJU+AI6o7AXkleXukdgr+ux7EJOr6hwhByR2XOdDeNbTSaRh4FNZJL/JTmC8QB5u3xe/ewEOeBsatlNdblDdI1un77OfsRVOqMXP66xfQ0sru8vA97sWvZxsn/0JLC26/1l9Xc6DGyj1m7uQ1xbyO4hh8irMwwyLuA98gzzb/KP/om6jd/ojDh9vX72OuCT2fYVWTXg27qeD4DLG7RVr7h21f23nzyhmT8kcY0D35PfpW+ApS38bY2TZ+L7u/bbavIk4Rg5mOcEmXAPtM18DP5BVg55G9g67f35Xc83kONCBh3btcBV9flcYC95l2nW41pLcU39nwnyFv8LLe/bFXSqKrTaZjPE1XqbAVcAV3Y9/4oc/L+FTuWsjcCLQxRb69/Puu29wG31+XO1zRq1W+NJLiJrmW4lE9cdpZTnI+Jm8izrarK8yKOllJMRMUGWM3q2LruJPOCeIhOrPWdaZ6PgJElDJyLGyQPYj3T6Yj4DrCFvqRay1NKTpdOPb1CxLSIHzMwhL5i8X0rZfKbj2hDE9TmZGAd5UvlU6QyMG7iIWEGWfLy77TabIa7W26y2zYf15Rjwbs2friFLON4I/AI8WEppUlnoQsS2i5a/nzW+JeQAxsvIi6Vrqd8JzrHdnOFNkiRJI+OinOFNkiRJ6sXkV5IkSSPD5FeSJEkjo3HyGxGrIuJQRExGxMb63vaI2FcLIe+utRx7LftYRGybZf03RUSvklGSJElSI42S34iYA7xKFkG+A1gTOT/7hlLK4lLKIuBXYH3fIpUkSZLOU9Mrv8uByVLKkVLKX2RJk3tKnba0Frafy1nMtBERb0XEA12vWyvVIkmSpItb0+T3enKygSn/zd0dETvJ+ZVvB145r+gkSZKkPur7gLdSylpylqaDwEP9Xr8kSZLUVNPk9zhwQ9fr0+buLqX8Q3aFuD8i5kTED/Wxuce6Tk3FERGXkDN3SJIkSX031nC574BbI2IBmfQ+DDwSEbeUUiZrn98J4KeaCC+ZYV1HgaXk9HQTwKUNY5IkSZJm1Cj5LaWcioj1wGfkfOM7yG4OeyNiHjlv9j7g6Rm2OzXP9xvARxGxD/gU+LNJTJIkSdJsopRZCzL0f6MRLwM/l1JeG/jGJUmSNLIGnvxGxB6yX+99pZQ/BrpxSZIkjbRWrvxKkiRJbeh7qTNJkiRpWJn8SpIkaWSY/EqSJGlkmPxKkiRpZJj8SpIkaWSY/EqSJGlk/AvG7Fz/udcawgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"funcs = [prilliman_v0, prilliman_v1, prilliman_v2, prilliman_v3, prilliman_v4, prilliman_v5]\n",
"result_v0 = prilliman_v0(tcell_ss, wind_speed, unit_mass)\n",
"\n",
"data = {}\n",
"\n",
"for func in funcs:\n",
" data[func.__name__] = func(tcell_ss, wind_speed, unit_mass)\n",
"\n",
"data = pd.DataFrame(data)\n",
"result_v0 = data['prilliman_v0']\n",
" \n",
"for col in data.columns:\n",
" result = data[col]\n",
" fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
" temp_air.plot(label='ambient', ax=axes[0])\n",
" tcell_ss.plot(label='steady-state model', ax=axes[0])\n",
" result.plot(label='smoothed', ax=axes[0])\n",
" axes[0].legend()\n",
"\n",
" axes[1].scatter(result_v0, result, s=1)\n",
" axes[1].set_title(f'rmse={((result-result_v0)**2).mean()**0.5:0.2e}')\n",
"\n",
" fig.suptitle(col)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>prilliman_v0</th>\n",
" <th>prilliman_v1</th>\n",
" <th>prilliman_v2</th>\n",
" <th>prilliman_v3</th>\n",
" <th>prilliman_v4</th>\n",
" <th>prilliman_v5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-07-03 00:00:00+00:00</th>\n",
" <td>33.503945</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.503945</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:01:00+00:00</th>\n",
" <td>33.503945</td>\n",
" <td>33.503945</td>\n",
" <td>33.503945</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.503945</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:02:00+00:00</th>\n",
" <td>33.476367</td>\n",
" <td>33.476401</td>\n",
" <td>33.476401</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.476367</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:03:00+00:00</th>\n",
" <td>33.377505</td>\n",
" <td>33.377768</td>\n",
" <td>33.377768</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.377505</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:04:00+00:00</th>\n",
" <td>33.279547</td>\n",
" <td>33.280062</td>\n",
" <td>33.280062</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.279547</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:05:00+00:00</th>\n",
" <td>33.115012</td>\n",
" <td>33.116141</td>\n",
" <td>33.116141</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.115012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:06:00+00:00</th>\n",
" <td>32.932318</td>\n",
" <td>32.934196</td>\n",
" <td>32.934196</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>32.932318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:07:00+00:00</th>\n",
" <td>32.766048</td>\n",
" <td>32.768593</td>\n",
" <td>32.768593</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>32.766048</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:08:00+00:00</th>\n",
" <td>32.758797</td>\n",
" <td>32.760868</td>\n",
" <td>32.760868</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>32.758797</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:09:00+00:00</th>\n",
" <td>32.814425</td>\n",
" <td>32.815659</td>\n",
" <td>32.815659</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>32.814425</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:10:00+00:00</th>\n",
" <td>32.879731</td>\n",
" <td>32.880156</td>\n",
" <td>32.880156</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>32.879731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:11:00+00:00</th>\n",
" <td>32.962725</td>\n",
" <td>32.962307</td>\n",
" <td>32.962307</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>32.962725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:12:00+00:00</th>\n",
" <td>33.060441</td>\n",
" <td>33.059112</td>\n",
" <td>33.059112</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.060441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:13:00+00:00</th>\n",
" <td>33.141807</td>\n",
" <td>33.139832</td>\n",
" <td>33.139832</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.141807</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:14:00+00:00</th>\n",
" <td>33.195553</td>\n",
" <td>33.193312</td>\n",
" <td>33.193312</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.195553</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:15:00+00:00</th>\n",
" <td>33.224392</td>\n",
" <td>33.222103</td>\n",
" <td>33.222103</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.224392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:16:00+00:00</th>\n",
" <td>33.241343</td>\n",
" <td>33.239221</td>\n",
" <td>33.239221</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.241343</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:17:00+00:00</th>\n",
" <td>33.237881</td>\n",
" <td>33.236009</td>\n",
" <td>33.236009</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.237881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:18:00+00:00</th>\n",
" <td>33.240550</td>\n",
" <td>33.239030</td>\n",
" <td>33.239030</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>33.240550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:19:00+00:00</th>\n",
" <td>33.197854</td>\n",
" <td>33.197102</td>\n",
" <td>33.197102</td>\n",
" <td>33.197102</td>\n",
" <td>33.197102</td>\n",
" <td>33.197854</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:20:00+00:00</th>\n",
" <td>33.177796</td>\n",
" <td>33.174892</td>\n",
" <td>33.174892</td>\n",
" <td>33.174892</td>\n",
" <td>33.174892</td>\n",
" <td>33.177796</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:21:00+00:00</th>\n",
" <td>33.140083</td>\n",
" <td>33.137482</td>\n",
" <td>33.137482</td>\n",
" <td>33.137482</td>\n",
" <td>33.137482</td>\n",
" <td>33.140083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:22:00+00:00</th>\n",
" <td>33.097240</td>\n",
" <td>33.096708</td>\n",
" <td>33.096708</td>\n",
" <td>33.096708</td>\n",
" <td>33.096708</td>\n",
" <td>33.097240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:23:00+00:00</th>\n",
" <td>33.053907</td>\n",
" <td>33.054796</td>\n",
" <td>33.054796</td>\n",
" <td>33.054796</td>\n",
" <td>33.054796</td>\n",
" <td>33.053907</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 00:24:00+00:00</th>\n",
" <td>33.010586</td>\n",
" <td>33.015224</td>\n",
" <td>33.015224</td>\n",
" <td>33.015224</td>\n",
" <td>33.015224</td>\n",
" <td>33.010586</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" prilliman_v0 prilliman_v1 prilliman_v2 \\\n",
"2019-07-03 00:00:00+00:00 33.503945 NaN NaN \n",
"2019-07-03 00:01:00+00:00 33.503945 33.503945 33.503945 \n",
"2019-07-03 00:02:00+00:00 33.476367 33.476401 33.476401 \n",
"2019-07-03 00:03:00+00:00 33.377505 33.377768 33.377768 \n",
"2019-07-03 00:04:00+00:00 33.279547 33.280062 33.280062 \n",
"2019-07-03 00:05:00+00:00 33.115012 33.116141 33.116141 \n",
"2019-07-03 00:06:00+00:00 32.932318 32.934196 32.934196 \n",
"2019-07-03 00:07:00+00:00 32.766048 32.768593 32.768593 \n",
"2019-07-03 00:08:00+00:00 32.758797 32.760868 32.760868 \n",
"2019-07-03 00:09:00+00:00 32.814425 32.815659 32.815659 \n",
"2019-07-03 00:10:00+00:00 32.879731 32.880156 32.880156 \n",
"2019-07-03 00:11:00+00:00 32.962725 32.962307 32.962307 \n",
"2019-07-03 00:12:00+00:00 33.060441 33.059112 33.059112 \n",
"2019-07-03 00:13:00+00:00 33.141807 33.139832 33.139832 \n",
"2019-07-03 00:14:00+00:00 33.195553 33.193312 33.193312 \n",
"2019-07-03 00:15:00+00:00 33.224392 33.222103 33.222103 \n",
"2019-07-03 00:16:00+00:00 33.241343 33.239221 33.239221 \n",
"2019-07-03 00:17:00+00:00 33.237881 33.236009 33.236009 \n",
"2019-07-03 00:18:00+00:00 33.240550 33.239030 33.239030 \n",
"2019-07-03 00:19:00+00:00 33.197854 33.197102 33.197102 \n",
"2019-07-03 00:20:00+00:00 33.177796 33.174892 33.174892 \n",
"2019-07-03 00:21:00+00:00 33.140083 33.137482 33.137482 \n",
"2019-07-03 00:22:00+00:00 33.097240 33.096708 33.096708 \n",
"2019-07-03 00:23:00+00:00 33.053907 33.054796 33.054796 \n",
"2019-07-03 00:24:00+00:00 33.010586 33.015224 33.015224 \n",
"\n",
" prilliman_v3 prilliman_v4 prilliman_v5 \n",
"2019-07-03 00:00:00+00:00 NaN NaN 33.503945 \n",
"2019-07-03 00:01:00+00:00 NaN NaN 33.503945 \n",
"2019-07-03 00:02:00+00:00 NaN NaN 33.476367 \n",
"2019-07-03 00:03:00+00:00 NaN NaN 33.377505 \n",
"2019-07-03 00:04:00+00:00 NaN NaN 33.279547 \n",
"2019-07-03 00:05:00+00:00 NaN NaN 33.115012 \n",
"2019-07-03 00:06:00+00:00 NaN NaN 32.932318 \n",
"2019-07-03 00:07:00+00:00 NaN NaN 32.766048 \n",
"2019-07-03 00:08:00+00:00 NaN NaN 32.758797 \n",
"2019-07-03 00:09:00+00:00 NaN NaN 32.814425 \n",
"2019-07-03 00:10:00+00:00 NaN NaN 32.879731 \n",
"2019-07-03 00:11:00+00:00 NaN NaN 32.962725 \n",
"2019-07-03 00:12:00+00:00 NaN NaN 33.060441 \n",
"2019-07-03 00:13:00+00:00 NaN NaN 33.141807 \n",
"2019-07-03 00:14:00+00:00 NaN NaN 33.195553 \n",
"2019-07-03 00:15:00+00:00 NaN NaN 33.224392 \n",
"2019-07-03 00:16:00+00:00 NaN NaN 33.241343 \n",
"2019-07-03 00:17:00+00:00 NaN NaN 33.237881 \n",
"2019-07-03 00:18:00+00:00 NaN NaN 33.240550 \n",
"2019-07-03 00:19:00+00:00 33.197102 33.197102 33.197854 \n",
"2019-07-03 00:20:00+00:00 33.174892 33.174892 33.177796 \n",
"2019-07-03 00:21:00+00:00 33.137482 33.137482 33.140083 \n",
"2019-07-03 00:22:00+00:00 33.096708 33.096708 33.097240 \n",
"2019-07-03 00:23:00+00:00 33.054796 33.054796 33.053907 \n",
"2019-07-03 00:24:00+00:00 33.015224 33.015224 33.010586 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head(25)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" vertical-align: middle;\n",
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" }\n",
"\n",
" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>prilliman_v0</th>\n",
" <th>prilliman_v1</th>\n",
" <th>prilliman_v2</th>\n",
" <th>prilliman_v3</th>\n",
" <th>prilliman_v4</th>\n",
" <th>prilliman_v5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2019-07-03 23:55:00+00:00</th>\n",
" <td>35.383561</td>\n",
" <td>35.381681</td>\n",
" <td>35.381681</td>\n",
" <td>35.381681</td>\n",
" <td>35.381681</td>\n",
" <td>35.383561</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 23:56:00+00:00</th>\n",
" <td>35.309675</td>\n",
" <td>35.303921</td>\n",
" <td>35.303921</td>\n",
" <td>35.303921</td>\n",
" <td>35.303921</td>\n",
" <td>35.309675</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 23:57:00+00:00</th>\n",
" <td>35.234610</td>\n",
" <td>35.231284</td>\n",
" <td>35.231284</td>\n",
" <td>35.231284</td>\n",
" <td>35.231284</td>\n",
" <td>35.234610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 23:58:00+00:00</th>\n",
" <td>35.154269</td>\n",
" <td>35.147170</td>\n",
" <td>35.147170</td>\n",
" <td>35.147170</td>\n",
" <td>35.147170</td>\n",
" <td>35.154269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-07-03 23:59:00+00:00</th>\n",
" <td>35.077332</td>\n",
" <td>35.070811</td>\n",
" <td>35.070811</td>\n",
" <td>35.070811</td>\n",
" <td>35.070811</td>\n",
" <td>35.077332</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" prilliman_v0 prilliman_v1 prilliman_v2 \\\n",
"2019-07-03 23:55:00+00:00 35.383561 35.381681 35.381681 \n",
"2019-07-03 23:56:00+00:00 35.309675 35.303921 35.303921 \n",
"2019-07-03 23:57:00+00:00 35.234610 35.231284 35.231284 \n",
"2019-07-03 23:58:00+00:00 35.154269 35.147170 35.147170 \n",
"2019-07-03 23:59:00+00:00 35.077332 35.070811 35.070811 \n",
"\n",
" prilliman_v3 prilliman_v4 prilliman_v5 \n",
"2019-07-03 23:55:00+00:00 35.381681 35.381681 35.383561 \n",
"2019-07-03 23:56:00+00:00 35.303921 35.303921 35.309675 \n",
"2019-07-03 23:57:00+00:00 35.231284 35.231284 35.234610 \n",
"2019-07-03 23:58:00+00:00 35.147170 35.147170 35.154269 \n",
"2019-07-03 23:59:00+00:00 35.070811 35.070811 35.077332 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"p0 = prilliman_v0(tcell_ss, wind_speed, unit_mass)\n",
"p5 = prilliman_v5(tcell_ss, wind_speed, unit_mass)\n",
"pd.testing.assert_series_equal(p0, p5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Speed comparison"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import time"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"data = []\n",
"reps = 10\n",
"\n",
"for func in funcs:\n",
" st = time.time()\n",
" for rep in range(reps):\n",
" _ = func(tcell_ss, wind_speed, unit_mass)\n",
" ed = time.time()\n",
" data.append({'func': func.__name__, 'elapsed': ed-st})\n",
"\n",
"data = pd.DataFrame(data).set_index('func') / reps"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>elapsed</th>\n",
" </tr>\n",
" <tr>\n",
" <th>func</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>prilliman_v0</th>\n",
" <td>151.397910</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v1</th>\n",
" <td>267.741878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v2</th>\n",
" <td>66.909406</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v3</th>\n",
" <td>0.254925</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v4</th>\n",
" <td>0.327989</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v5</th>\n",
" <td>0.217940</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" elapsed\n",
"func \n",
"prilliman_v0 151.397910\n",
"prilliman_v1 267.741878\n",
"prilliman_v2 66.909406\n",
"prilliman_v3 0.254925\n",
"prilliman_v4 0.327989\n",
"prilliman_v5 0.217940"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data * 365 # (estimated) seconds taken to process 1 year of 1 minute data, smaller is better"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" }\n",
"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>elapsed</th>\n",
" </tr>\n",
" <tr>\n",
" <th>func</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>prilliman_v0</th>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v1</th>\n",
" <td>0.565462</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v2</th>\n",
" <td>2.262730</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v3</th>\n",
" <td>593.893050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v4</th>\n",
" <td>461.594667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>prilliman_v5</th>\n",
" <td>694.677488</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" elapsed\n",
"func \n",
"prilliman_v0 1.000000\n",
"prilliman_v1 0.565462\n",
"prilliman_v2 2.262730\n",
"prilliman_v3 593.893050\n",
"prilliman_v4 461.594667\n",
"prilliman_v5 694.677488"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1/data.divide(data.loc['prilliman_v0']) # speed-up relative to reference, larger is better"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
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