diff --git a/3-Time_frequency_analysis.ipynb b/3-Time_frequency_analysis.ipynb index e833035..627d976 100644 --- a/3-Time_frequency_analysis.ipynb +++ b/3-Time_frequency_analysis.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -34,13 +34,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Set parameters\n", - "\n" + "As before, we again set our paths. Then we load the epochs data we have saved.\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -64,113 +63,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Measurement dateMarch 22, 1941 11:04:14 GMT
ExperimenterMEG
Participant
Digitized points137 points
Good channels204 Gradiometers, 102 Magnetometers, 70 EEG, 2 EOG
Bad channelsNone
EOG channelsEOG061, EOG062
ECG channelsNot available
Sampling frequency300.00 Hz
Highpass0.00 Hz
Lowpass40.00 Hz
ProjectionsEOG-planar--0.200-0.200-PCA-01 : on
EOG-axial--0.200-0.200-PCA-01 : on
EOG-eeg--0.200-0.200-PCA-01 : on
ECG-planar--0.200-0.400-PCA-01 : on
ECG-axial--0.200-0.400-PCA-01 : on
ECG-eeg--0.200-0.400-PCA-01 : on
" - ], - "text/plain": [ - " head transform\n", - " dig: 137 items (3 Cardinal, 5 HPI, 75 EEG, 54 Extra)\n", - " events: 1 item (list)\n", - " experimenter: MEG\n", - " file_id: 4 items (dict)\n", - " highpass: 0.0 Hz\n", - " hpi_meas: 1 item (list)\n", - " hpi_results: 1 item (list)\n", - " hpi_subsystem: 2 items (dict)\n", - " line_freq: 50.0\n", - " lowpass: 40.0 Hz\n", - " meas_date: 1941-03-22 11:04:14 UTC\n", - " meas_id: 4 items (dict)\n", - " nchan: 378\n", - " proc_history: 1 item (list)\n", - " proj_id: 1 item (ndarray)\n", - " proj_name: dgw_studies\n", - " projs: EOG-planar--0.200-0.200-PCA-01: on, EOG-axial-- ...\n", - " sfreq: 300.0 Hz\n", - " subject_info: 2 items (dict)\n", - ">" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "epochs.info" ] @@ -182,7 +77,7 @@ "Frequency analysis\n", "------------------\n", "\n", - "We start by exploring the frequence content of our epochs.\n", + "We start by exploring the frequency content of our epochs.\n", "\n" ] }, @@ -190,14 +85,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's first check out all channel types by averaging across epochs.\n", + "Let's first check out the power spectrum of the different channel types by averaging across epochs.\n", "\n", - "
  • The \"bandwidth\" parameter controls the spectral resolution of the multitaper. You can increase the resolution by chosing a narrower bandwidth at the cost of longer computation time.
  • \n" + "
  • The \"bandwidth\" parameter controls the spectral resolution of the multitaper. You can increase the resolution by chosing a narrower bandwidth at the cost of longer computation time.
  • \n", + "
  • You can also set method to `'welch'`, which will compute a power spectrum without using multi tapers.
  • \n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -208,79 +104,16 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    Data typePower Spectrum
    Unitseeg: V²/Hz
    grad: (T/m)²/Hz
    mag: T²/Hz
    Data sourceEpochs
    Number of epochs145
    Dimsepoch, channel, freq
    Estimation methodmultitaper
    Number of channels376
    Number of frequency bins95
    Frequency range2.40 – 39.95 Hz
    " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "epochs_psd" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -301,134 +134,42 @@ "" ] }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAygAAAB0CAYAAABuUBbgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC9AElEQVR4nOydd3wWRf7H37tPf/Kk9x5I6L1K81CUIiBYsWI9y+8UPdudp2c929n72RBFBTsoiA0p0nuoIZBAem9Pkqfv7vz+CDxH6GoI6O379dpXnp0tMzuZz853dma+IwkhBDo6Ojo6Ojo6Ojo6OqcA8slOgI6Ojo6Ojo6Ojo6Ozn70BoqOjo6Ojo6Ojo6OzimD3kDR0dHR0dHR0dHR0Tll0BsoOjo6Ojo6Ojo6OjqnDHoDRUdHR0dHR0dHR0fnlEFvoOjo6Ojo6Ojo6OjonDLoDRQdHR0dHR0dHR0dnVMGvYGio6Ojo6Ojo6Ojo3PKoDdQdHR0dHR0dHR0dHROGdq0gVJQUIAkSWRnZ7flbX8zU6dO5YknnjjZyfjVVFVVERsbS2lp6clOis5xsGTJEiRJoqGh4bivefjhh+nbt+8JSU9tbS1xcXEUFBSckPufKtx9993cdtttJzsZOqcI06dPZ8yYMSc7GScdvf7Q+bX83m2ntmL+/Pn069cPTdNOdlL+pzjuBookSUfdrrnmmjZLVEZGBi+++GKb3GvLli188803TJs27bDHb7rpJiRJOq74du3axeTJk4mJiSEsLIzhw4ezePHio15zxhln8Ne//vWQ8Pfee4+IiIjjeAKIi4tj6tSpPPTQQ8d1vs6JZ+XKlRgMBsaNG3eyk3JMnnzySc4991wyMjKCYevWreOss84iIiKCyMhIxowZc8wPC+Xl5Vx++eV06dIFWZYPW67ffvttTj/9dCIjI4mMjOTss89m7dq1R73v0Rp0v+Rd8Le//Y0ZM2awd+/e4zpfp2245pprWtUF0dHRjBs3ji1btvzi+5x33nltkiafz8eDDz7IAw88EAzbvn07F154IRkZGUd85z/55JMMGjSI0NBQ4uLiOO+888jNzT1mfDfddBOZmZnYbDZiY2OZPHkyO3fubHVOfX09U6dOJTw8nPDwcKZOnXrMjxh6/XFqUVFRwe23305WVhZWq5X4+HhGjBjBG2+8gdvtPtnJa1MOZzs9/PDDdO3alZCQkOD7fc2aNa2u8/l8TJs2jZiYGEJCQpg0aRIlJSXHjK+oqIhzzz2XkJAQYmJiuO222/D7/cHj+z+AH7x99913R72vJEnMnTv3kPBf8r6ZOHEikiQxa9as4zpfp2047gZKeXl5cHvxxRcJCwtrFfbSSy+dyHT+al599VUuvvhiQkNDDzk2d+5c1qxZQ1JS0nHda8KECSiKwqJFi9iwYQN9+/Zl4sSJVFRUtHWyD+Haa6/lo48+or6+/oTHpXNs3n33XaZNm8by5cspKio62ck5Ih6Ph+nTp/PnP/85GNbU1MTYsWNJS0tjzZo1LF++nLCwMMaOHUsgEDjivXw+H7Gxsdx///306dPnsOcsWbKEyy67jMWLF7Nq1SrS0tIYM2ZMu3y9jYuLY8yYMbzxxhsnPC6d1owbNy5YF/z0008YjUYmTpx40tLzxRdf4HA4OP3004Nhbrebjh078tRTT5GQkHDY65YuXcott9zC6tWr+fHHH1EUhTFjxuByuY4a34ABA5gxYwY5OTl8//33CCEYM2YMqqoGz7n88svJzs7mu+++47vvviM7O5upU6e2zQMfA73++O3s2bOHfv368cMPP/DEE0+wadMmFi5cyB133MG8efNYuHDhyU5im3I426lz5868+uqrbN26leXLl5ORkcGYMWOorq4OnvPXv/6VOXPm8PHHH7N8+XKam5uZOHFiKy0cjKqqTJgwAZfLxfLly/n444/54osvuOuuuw45d+HCha1sz1GjRrXtgx+Ba6+9lldeeaVd4tLZh/gVzJgxQ4SHhx8SvnfvXgGIL774QpxxxhnCZrOJ3r17i5UrV7Y6b8WKFeL0008XVqtVpKSkiGnTponm5mYhhBAjR44UQKtNCCFqamrEpZdeKpKTk4XNZhM9e/YUs2bNOmo6VVUVERERYv78+YccKykpEcnJyWLbtm0iPT1dvPDCC0e9V3V1tQDEzz//HAxrbGwUgFi4cOERrxs5cqS4/fbbDwk/OA/T09MPee6D/z0ZGRli+vTpR02nzomnublZhIaGip07d4pLLrlEPPLII62OL168WACivr5eCPHf//WcOXNEp06dhMViEWeffbYoKioKXvPQQw+JPn36iJkzZ4r09HQRFhYmLrnkEtHY2Bg859tvvxXDhw8X4eHhIioqSkyYMEHk5eUdNa1ffPGFiImJaRW2bt06AbSKf8uWLQI45v32c6RyfTCKoojQ0FDx/vvvH/Gcg/PrQA7U5owZMw6rkYceeih4/nvvvSdSU1OP6xl02oarr75aTJ48uVXYzz//LABRVVUVDCspKRFTpkwRERERIioqSkyaNEns3btXCNFS/g/+vy5evFgIIcTf/vY30alTJ2Gz2USHDh3EP//5T+H3+4+apnPPPVfcfffdRzx+PO98IYSoqqoSgFi6dOkxzz2QzZs3t9LTjh07BCBWr14dPGfVqlUCEDt37jziffT649Rh7NixIiUlJWirHIymacHfzz33nOjZs6ew2+0iJSVF/N///Z9oamoKHt///5s3b57o3LmzsNls4sILLxTNzc3ivffeE+np6SIiIkLceuutQlGU4HXp6eniX//6l5g6daoICQkRaWlpYu7cuaKqqkpMmjRJhISEiJ49e4p169YFr2lr2+lAnE5nKxuooaFBmEwm8fHHHwfPKS0tFbIsi+++++6I91mwYIGQZVmUlpYGw2bPni0sFotwOp1CiP/al5s2bTpqmg4GEHPmzDkk/MD31v57H7yNHDkyeH5BQYEARH5+/i+KX+fXc0Imyd9///3cfffdZGdn07lzZy677DIURQFg69atjB07lgsuuIAtW7bwySefsHz5cm699VYAvvzyS1JSUnj00UeDLWQAr9fLgAEDmD9/Ptu2bePGG29k6tSph3QvHsiWLVtoaGhg4MCBrcI1TWPq1Kncc8899OjR47ieKTo6mm7dujFz5kxcLheKovDmm28SHx/PgAEDfk02tWLdunXB5y0pKWHIkCGtvv4BDB48mGXLlv3muHR+G5988gldunShS5cuXHnllcyYMQMhxFGvcbvdPP7447z//vusWLGCxsZGLr300lbn5OfnM3fuXObPn8/8+fNZunQpTz31VPC4y+XizjvvZN26dfz000/Issz5559/1HGxP//88yHlv0uXLsTExDB9+nT8fn+wl6VHjx6kp6f/ihw5+nMHAgGioqJ+870uueSSVl/OZs+ejdFoZPjw4cFzBg8eTHFxMYWFhb85Pp1fR3NzMx999BFZWVlER0cDLeXgzDPPxOFw8PPPP7N8+XIcDgfjxo3D7/dz9913M2XKlFY9McOGDQMgNDSU9957jx07dvDSSy/x9ttv88ILLxw1DcuWLTuk3P8anE4nwC8qvy6XixkzZtChQwdSU1MBWLVqFeHh4Zx22mnB84YMGUJ4eDgrV678zenU648TS21tLT/88AO33HILISEhhz1HkqTgb1mWefnll9m2bRvvv/8+ixYt4m9/+1ur891uNy+//DIff/wx3333HUuWLOGCCy5gwYIFLFiwgA8++IC33nqLzz//vNV1L7zwAsOHD2fTpk1MmDCBqVOnctVVV3HllVeyceNGsrKyuOqqq4J1UlvaTgfi9/t56623CA8PD/aob9iwgUAg0GruV1JSEj179jxqOV+1ahU9e/ZsNZpl7Nix+Hw+NmzY0OrcSZMmERcXx/Dhww/Jm19Lampqq7pl06ZNREdH86c//Sl4Tnp6OnFxcbqG2pNf06o5Vg/KO++8Ewzbvn27AEROTo4QQoipU6eKG2+8sdV1y5YtE7IsC4/HI4Q4/q9b48ePF3fdddcRj8+ZM0cYDIZWXzaEEOKJJ54Qo0ePDoYfb3wlJSViwIABQpIkYTAYRFJS0jFb8yNHjhQmk0mEhIS02iwWy2HzUAghbrvtNpGent7q66MQQtxxxx3ijDPOOGY6dU4sw4YNEy+++KIQQohAICBiYmLEjz/+GDx+uB4UDvp6mpOTIwCxZs0aIUTLF2S73d6qx+See+4Rp5122hHTsf/r7tatW494zuTJk8V11113SPi2bdtEZmamkGVZyLIsunbtKgoLC48vA8Tx96D85S9/EZmZmUFtH479+XWwRkJCQoQkSYfVZl5enoiOjhZPP/10q/D9X/SWLFly3M+i89u4+uqrhcFgCP7PAJGYmCg2bNgQPGf69OmiS5curd7FPp9P2Gw28f333wfvc3BPzOF4+umnxYABA454vL6+/pDe7oM5nne+pmni3HPPFSNGjDhmmoQQ4rXXXgs+f9euXVv1Rj7++OOiU6dOh1zTqVMn8cQTTxzxnnr9cWqwevVqAYgvv/yyVXh0dHTwf/K3v/3tiNd/+umnIjo6Ori/v044sIzcdNNNwm63t+ppGTt2rLjpppuC++np6eLKK68M7peXlwtAPPDAA8Gw/T1z5eXlR0zPr7WdhBBi3rx5wXdzUlKSWLt2bfDYRx99JMxm8yHXjB49+hC770BuuOEGMXr06EPCzWZzsLenurpaPP/882LNmjVi3bp14oEHHhCyLIsPPvjgiPcVoqUHxWq1HqIho9F42PeNx+MRp512mpg4caJQVbXVsX79+omHH374qPHptB0npAeld+/ewd+JiYlAiycRaGlhv/feezgcjuA2duxYNE076uRWVVV5/PHH6d27N9HR0TgcDn744Yejjv/3eDxYLJZWXzY2bNjASy+9xHvvvdcq/EBuvvnmVukDEELwl7/8JdiCXrt2LZMnT2bixInBXp4jccUVV5Cdnd1qe/TRRw977ltvvcX06dP56quviI2NbXXMZrP94Sbi/d7Izc1l7dq1wd4Po9HIJZdcwrvvvnvU64xGY6uvUV27diUiIoKcnJxgWEZGRqvxvomJiUHdQEsPy+WXX07Hjh0JCwujQ4cOAMfUgNVqPSTsuuuuY/jw4axevZoVK1bQo0cPxo8fj8fjAWhV/m+++eZjZcthefrpp5k9ezZffvnlIWk4HMuWLTtEJ4ebH+Z0Opk4cSLnnHMO99xzT6tjNpsNQNdJO3PmmWcG/2dr1qxhzJgxnHPOOcGerA0bNpCXl0doaGiwXEVFReH1esnPzz/qvT///HNGjBhBQkICDoeDBx544JhlHjiuMnc0br31VrZs2cLs2bODYU888UQrbRyYjiuuuIJNmzaxdOlSOnXqxJQpU/B6vcHjh6tvhBBHrIcOvK9ef5waHPy/Wrt2LdnZ2fTo0QOfzxcMX7x4MaNHjyY5OZnQ0FCuuuoqamtrW81lstvtZGZmBvfj4+PJyMgI2hz7ww6sA6C1fRUfHw9Ar169Dgnbf11b2U772a/1lStXMm7cOKZMmXJIGg/mwHJ+zjnnBPVz4AiWY+kjJiaGO+64g8GDBzNw4EAeffRR/vKXv/D0008fNW5o6XU6WEOTJk067LnXX389TU1NzJo1C1lubSLrGmpfjCfipiaTKfh7f+HaPwxF0zRuuummw7oDTUtLO+I9n3vuOV544QVefPFFevXqRUhICH/9619beXk4mJiYGNxuN36/H7PZDLQYQVVVVa3iUlWVu+66ixdffJGCggIeffRR7r777lb3WrRoEfPnz6e+vp6wsDAAXn/9dX788Ufef/997r333iOmIzw8nKysrFZhcXFxh5y3ZMkSpk2bxuzZsw87Cbmuru6QSkenfZk+fTqKopCcnBwME0JgMpmor68nMjLyiNce7gV8YNiButl/7MDhW+eeey6pqam8/fbbJCUloWkaPXv2PKYGDp4YO2vWLAoKCli1alXwBTxr1iwiIyP56quvuPTSS1t59Npf3n8Jzz77LE888QQLFy5sVaEejQ4dOhzimchobP2KUlWVSy65hLCwMN5+++1D7lFXVweg66SdCQkJafWOGzBgAOHh4bz99ts89thjaJrGgAED+Oijjw659mj/q9WrV3PppZfyyCOPMHbsWMLDw/n444957rnnjnhNdHQ0kiT9pgnh06ZN4+uvv+bnn38mJSUlGH7zzTczZcqU4P6BDej93rk6derEkCFDiIyMZM6cOVx22WUkJCRQWVl5SDzV1dVBg/JI6PXHyScrKwtJkg7xzNaxY0fgvx9GAAoLCxk/fjw333wz//rXv4iKimL58uVcf/31rZyQHO59f6w64ODr9tcfR7O52sp22s9+rWdlZTFkyBA6derE9OnT+cc//kFCQgJ+v/+QurCqqio4ZPOdd94JfkTYn+6EhIRDhpzV19cTCASOqo8hQ4bwzjvvHPH4fhISEg7RUGho6CFe9B577DG+++471q5de1jHSrqG2pcT0kA5Gv3792f79u2HFJYDMZvNh3h8WLZsGZMnT+bKK68EWsS3e/duunXrdsT77F9XYseOHcHfU6dO5eyzz2513tixY5k6dSrXXnst0PLyP7gC2N9qPrhFLctym/jGzsvL48ILL+S+++7jggsuOOw527Zt44wzzvjNcen8OhRFYebMmTz33HOHrK9w4YUX8tFHHwXnUh3u2vXr1zN48GCgpSemoaGBrl27HlfctbW15OTk8OabbwbHli9fvvyY1/Xr148PP/ywVZjb7UaW5UPGTB9YGR5Nn8fimWee4bHHHuP7779vk3kAB3LHHXewdetW1q1bd9gv5Nu2bcNkMh333DKdE4MkSciyHDRE+vfvzyeffEJcXNwRG7yHe++vWLGC9PR07r///mDYseYXmc1munfvzo4dO37xOihCCKZNm8acOXNYsmRJsJdyP1FRUcc9H0UIEfyqPnToUJxOJ2vXrg2+A9asWYPT6Qwabr8Fvf44sURHRzN69GheffVVpk2bdsR5KADr169HURSee+65oL3w6aeftldSD6GtbKcjcWA5HzBgACaTiR9//DHYkC8vL2fbtm3Bno4DP+7tZ+jQoTz++OOUl5cHR9388MMPWCyWo87x3bRpU/D838oXX3zBo48+yrffftuqZ2s/+3t7+/Xr1ybx6Rybdl9J/u9//zurVq3illtuITs7m927d/P111+38rWdkZHBzz//TGlpKTU1NUCLwfTjjz+ycuVKcnJyuOmmm47p3jc2Npb+/fu3MuSio6Pp2bNnq81kMpGQkECXLl2OeK+hQ4cSGRnJ1VdfzebNm9m1axf33HMPe/fuZcKECb8pTzweD+eeey59+/blxhtvpKKiIrjtx+12s2HDBn3hsZPI/h6066+//pAydNFFFzF9+vQjXmsymZg2bRpr1qxh48aNXHvttQwZMiRorByLyMhIoqOjeeutt8jLy2PRokXceeedx7xu7NixbN++vdXX5NGjR1NfX88tt9xCTk4O27dv59prr8VoNHLmmWce9X77u8ebm5uprq4mOzubHTt2BI8//fTT/POf/+Tdd98lIyMjWI6bm5uP6zmPxowZM3j99dd54403kGX5sPdetmwZp59+eqsvmjonHp/PF/x/5OTkMG3aNJqbmzn33HOBlmFKMTExTJ48mWXLlrF3716WLl3K7bffHlwjISMjgy1btpCbm0tNTQ2BQICsrCyKior4+OOPyc/P5+WXX2bOnDnHTM/YsWMPacD7/f5g+fX7/ZSWlpKdnU1eXl7wnFtuuYUPP/yQWbNmERoaGnym/Q2tw7Fnzx6efPJJNmzYQFFREatWrWLKlCnYbDbGjx8PQLdu3Rg3bhw33HADq1evZvXq1dxwww1MnDjxqPXO8aDXH+3D66+/jqIoDBw4kE8++YScnBxyc3P58MMP2blzJwaDAYDMzEwUReGVV15hz549fPDBByfV9Xlb2U4ul4v77ruP1atXU1hYyMaNG/nzn/9MSUkJF198MdDS23f99ddz11138dNPP7Fp0yauvPJKevXqdciH4QMZM2YM3bt3Z+rUqWzatImffvqJu+++mxtuuCH4QeP9999n1qxZwXx/9tlnefnll4+4xt0vYdu2bVx11VX8/e9/p0ePHkH97O+Rh5beXIvFwtChQ39zfDrHya+ZuHKsSfIHThzfP2Fxv8tIIYRYu3atGD16tHA4HCIkJET07t1bPP7448Hjq1atEr179xYWiyXoKrG2tlZMnjxZOBwOERcXJ/75z3+Kq6666piTKt944w0xZMiQo55zvJPk161bJ8aMGSOioqJEaGioGDJkiFiwYMFRrzkeN5FHcnF34L9n1qxZokuXLsdMo86JY+LEiWL8+PGHPbZhwwYBiA0bNhzRzfAXX3whOnbsKMxmsxg1apQoKCgIXr/fzfCBvPDCCyI9PT24/+OPP4pu3boJi8UievfuLZYsWXJEF4oHMmTIEPHGG2+0Cvvhhx+CLosjIyPFqFGjxKpVq46ZB4crowem8UjuTg90BXwwx+tm+Oqrrz7mvTt37ixmz559zOfQaTsO/r+EhoaKQYMGic8//7zVeeXl5eKqq64SMTExwmKxiI4dO4obbrgh6Ea0qqoqWC8cWGfcc889Ijo6WjgcDnHJJZeIF1544YgTxPeTk5MjbDabaGhoCIYdjyvRI72HZ8yYccS4SktLxTnnnCPi4uKEyWQSKSkp4vLLLz/EfXBtba244oorRGhoqAgNDRVXXHHFYcv8gej1x6lFWVmZuPXWW0WHDh2EyWQSDodDDB48WDzzzDPC5XIFz3v++edFYmKisNlsYuzYsWLmzJmHrRMO5HB1wMGOIw5nqxxcBxxsh7WV7eTxeMT5558vkpKShNlsFomJiWLSpEmtJsnvP+/WW28VUVFRwmaziYkTJ7ZyaX8kCgsLxYQJE4TNZhNRUVHi1ltvFV6vN3j8vffeE926dRN2u12EhoaKAQMGHHOC/OHyZz8H5u2RXNgf+G648cYbWzks0DnxSEIcwz/q7xyv10uXLl34+OOPf9ct38GDB/PXv/6Vyy+//GQnRecX8t577/HXv/71mKtGnygWLFjA3XffzbZt2w4ZovhH4ptvvuGee+5hy5Yth8xd0fnfY8qUKfTr149//OMfJzspJx29/tD5pfxRbKe2oLq6mq5du7J+/fpDhn3qnDj+uNbKPqxWKzNnzgwOFfs9UlVVxUUXXcRll112spOi8ztk/Pjx3HTTTe2ymvvJZP/6E3rjRAda5kId6BHpfxW9/tD5NfwRbKe2Yu/evbz++ut646Sd+cP3oOjonGxOdg+Kjo6Ojo6Ojs7vCb2BoqOjo6Ojo6Ojo6NzyvCHH+Kl88t55JFHkCSJbdu2tQp///33kSSJ+fPnB8Puu+8+unXrRp8+fRg8eDCLFi0KHrvtttvo27dvcLNarbz88svB40uXLmXQoEH06NGDrl27smrVKgBWrVoVvKZHjx7cdNNNrRbBOhxLlizBYDDw6quvHnIsNzcXu93eam0bl8vFtddeS69evejSpQv33nsveltd52C+++47Bg4cSO/evRkyZAibN28GWobNjBs3jk6dOtGzZ89W3m6Opon9/NIyuWTJEux2eys9Hcmz1P3330+vXr2C533yySfHFf8nn3xCv3796NmzJ7169eKVV175dZmm84fG6/Vy3nnn0blzZ/r27cu4ceMoKCgA4Nprr6V379707duXQYMG8dNPPwWvO5ouvvnmGwYOHIjFYjlkDbL97F8z5qKLLgqG/ZK64t1336VXr14YjcZD6omHH36YuLi44L2uuOKKVs97zTXX0KtXL3r27MmkSZP0YU86R+Rg+2n9+vUMHTqUfv360a1bt1YLSx6tTGqaxrRp08jMzCQrK4vXX3/9kLgOp4mDOZom8/PzOeuss+jbty9du3blrrvuCi418NprrwXrkV69erWy3dqNkzc/X+dUZMOGDWLcuHEiLS1NbN26NRheXFwshg4dKoYMGSLmzZsXDF+wYIFwu91CCCGys7NFRESE8Hg8h9y3vLxcWK1WUV5eLoRo8XyTnp4uduzYIYRo8fyx38OJy+USfr9fCCGEqqri/PPPFy+99NIR09zY2CgGDx4sJkyYIF555ZVWxxRFESNHjhSXXXaZuOuuu4Lh9913n7jmmmuEpmnC7/eLMWPGiE8//fSXZJXOH5y6ujoRHR0dLKNLliwRPXr0EEIIce211wa9h61du1akpaWJQCAghDi2Jn5NmVy8eLEYMGDAcaX7QM9QpaWlIjQ0VNTV1R0z/uXLlwf12dDQIDIzM8Xy5cuPK06d/x08Ho/45ptvhKZpQgghXnnlFTF69GghROuyt2nTJhEdHR0872i6yM3NFdnZ2eL+++9vVSYP5KKLLhLXXHONuPDCC4Nhv6SuyM7OFjt27BBTp049pJ546KGHjhjviy++KC688MLgc/z5z38W99xzz5EzSOd/lsPZT3379hVfffWVEKLFo1psbKzYvn27EOLoZfL9998Xo0aNEoqiiNraWpGeni5ycnJanXM4TRzM0TR53nnnBfXi8XhEz549xTfffCOEEK08IDqdTpGamio2b978a7LlV6P3oOgE8fl83HLLLbz++uuHrHp+44038sILL2CxWFqFn3POOcE1J3r16oWqqof9ujRz5kzGjh1LQkIC0OJT/sorrwwuFmW1WoOriNvt9uAKs36/H4/Hc1TvU3feeSf33HMPMTExhxx76qmnmDhxIp07d24VvnnzZs4555zg6r1jxozhgw8+OFr26PyPkZ+fT1xcXLCMjhw5Muj//9NPP+WWW24BYNCgQcTHxwd7UY6liRNdJvfrCKCpqemQ1aiPFP/w4cOD+gwPD6dr167s3bv3F8ev88fGarUyfvz4YB0xZMgQ9uzZA7Quew0NDa3qkaPponPnzvTp0+eIDi4++ugj4uPjGTlyZKvwX1JX9OnTh27duv0qT4Zut5tAIICiKDQ3N5OSkvKL76Hzx+Zo9tP++aculwuz2Rxc7PVoZfKTTz7h5ptvxmAwEBUVxZQpU/j444+Dx4+kiYM5miYBnE4n0LKeUiAQCC58GR4eHjzH7XajKMoh155o9AbKHwSv10tjY2Orzel0HhJ2tKFSDz74IFdeeeUhnir+85//0KNHD0477bSjpmHGjBlkZmYe9uX97rvvcv311wf3d+zYgcfj4eyzz6Zv375MmzYNt9sdPF5QUEDfvn2JiYkhLCyMG2+88bBxfvvttzQ0NBy2i3PLli18//333HHHHYccGzRoEJ9++il+v5+mpibmzJkTHKag88fgcJr4Jbro1KkT1dXVrF69GoA5c+bQ3NzM3r170TSN2NjY4LkZGRkUFRUdco+DNfFbymRubi79+/dn0KBBh+3uP5CXX36ZLl260L9/f9566y2io6OPGf+B7Nixg1WrVjFq1Kijnqfz++O36uJgXn755eCCnAD33nsvmZmZXHDBBXz22WeHNWqOVlccTFlZGc8//zxPPfXUYY8fb11xLGbPnk2fPn0YNWoUixcvDobfdNNNhIWFERcXR3x8PE6nk1tvvfVXxaFz6vJbbagj2U8zZszggQceIC0tjc6dO/Pkk08GPwQdjaKiItLT04P7B9Yxx9LEwRxJky+++CKfffYZSUlJJCUlcdVVV9GvX7/gdZ9//jk9evQgPT2de+65h169eh1XfG2F3kD5A+D1eumQ7iA8PLzVlpKSckjYk08+edh7rFq1inXr1vGXv/ylVfjevXt5++23efTRR4+ahp9++olHHnmkVQt/PytWrKCxsTG4qjJAIBBgyZIlfPbZZ6xfvx6n08nDDz8cPJ6RkUF2djYVFRX4fD6+/PLLQ+7b0NDAvffey2uvvXbIsUAgwA033MAbb7wRXOH3QP7+97+TmprK4MGDmTRpEsOGDQt+idP5/XMkTfwSXYSHh/PFF19w7733MmDAAJYsWUL37t1pbm4+xOgSh5m/dLAmfkuZ7N+/PyUlJWzcuJE5c+bwxhtv8Omnnx7x+W+77TZyc3NZuXIljz32GLW1tceMfz8lJSVMnjyZN954g6SkpCOep/P7oy10cSBPPPEEu3fv5vHHHw+GPfXUU+Tn5/Ppp59yzz334Pf7W11ztLricNxwww08/fTTR3QZfTx1xbG4+eabKSgoYPPmzfzrX//ikksuobCwEICFCxciSRIVFRWUl5cTERFxzPpQ5/fFb7WhjmQ/QYu782eeeYaioiK2b9/O/fffT25u7nGl68B65sA65liaOJgjafLNN99k6tSplJWVUVhYyKxZs1rNDbvooovYvn07ubm5zJw587jT3Wa064AynROC0+kUgNixLlEU70wWxTuTxY51iQIQxcXFwul0BrcDV2Y9kCeffFIkJiaK9PR0kZ6eLgwGg0hKShIffvihiI+PD4ZbLBYRFxcn3nrrreC1S5YsEampqSI7O/uw97722mvFvffe2yrslltuEQ888EBw/5tvvmm1auuBzJ49W0ycOPGQ8GXLlonY2Nhg2kJCQkRUVJR48MEHRWFhoYiOjg4eCw8PF2FhYeK666474vNfeeWVhz2m8/vjcJr4Nbo4EK/XKyIiIsTu3buF3W4XVVVVwWODBg0KrnwuxOE10ZZl8oknnhC33nrrceXF2LFjxeeff35c8ZeWloouXbqI995777jurfP7oi118cwzz4gBAwa0GuN+MF26dBHr168P7h+rrjjcXJDIyMhgmY2OjhZ2u12MGTPmsNcfqa44kKuvvvqQ8f4HM2bMGPH5558LIYSYMGGC+OSTT4LH5s+fL/70pz8d9Xqd3xe/1YY6kv00c+ZMYbPZWp170UUXiXfffbdV2OHK5Pjx41vNi73nnnuC8x5/iSYO5kBNhoSEiMrKyuCxu+++Wzz44IOHve6mm24Szz777HHF0VboDZQ/APvFtSsnXpSXJIrykkSxKydeAMLpdP6qe6anp7eaJL+fkSNHtpokv3TpUpGamio2btx42Ps0NTWJ0NBQsWvXrlbhK1asECNGjAiKfdq0aeK2224TQgiRl5cXnPjo8/nExRdfLO67775jpvloFc/BFZ/T6RQul0sIIcSePXtEWlqa2LRp0zHj0Pl9cDhN/BpdlJWVBX/ff//94oILLhBCtJS1AyfJp6amBifJH0sT+/klZbKsrEyoqiqEaHEKMWzYMDF9+vTD3nf/pH4hWrQUFxfXKuxI8ZeVlYmuXbseUnnq/HFoK10899xzon///q2cLwQCgVbv+TVr1ojIyMjgOceji6NNVhdCiBkzZrSaEPxr6orD1RPFxcXB37t27RJxcXEiNzdXCNFSN1133XVC0zShaZq4+eabxV/+8pejxqHz+6Ktbaj99pOiKCIyMlIsWbJECCFEdXW1SElJEWvXrm11/uHK5IwZM8RZZ50VnCSflpZ22Pf4wZo4kGNpslevXsGPUc3NzaJ///7BRtGBcVVVVYmsrCzxww8//NKs+E3oSy7/gfAKgWlfN6C3nVzmXn/99fh8Pq699tpg2AcffBAcq7jfdWmnTp1aXTds2DDOPfdc+vbti9FopGfPnrzxxhtAi0vVF154AYPBgKIojBo1igceeABoGXs5fvx4srOzf1O69+zZw5QpUzAajRiNRl544QX69u37m+6pc+pxoCb27/8SHnjgAZYvX46iKAwdOpTp06cD8O9//5upU6fSqVMnzGYzH3zwQXCC77E0cSSOVia/+OIL/vOf/2A0GlEUhYsvvjh4/4M1ce+995KXl4fJZAq6r9w/0f9oPPjggxQVFfHSSy/x0ksvAXD77be3eg6dPwa/RRclJSXcdddddOzYkTPPPBMAi8XCzz//zDXXXIPT6cRgMBASEsLnn39OZGQkcHRdLFmyhCuvvJLGxkaEEHz88ce8/vrrTJo06ahp+SV1xYcffsi9995LfX09X331FU899RTz5s2jX79+3H///WzYsAGj0YjBYOC1114LOpF4+OGHufHGG+nRoweSJNG9e3fefPPN484vnd8PbW1DGQwGPv30U+68804URSEQCHD33XczaNAg4OhlcurUqaxbty5YDu+5557jeo+vX7+eBx98kAULFqCq6lE1+f7773Prrbfy3HPPEQgEOO+884LzeV955RWWLl2KyWRCCMEdd9zB6NGjf3Oe/BL0hRr/ADQ2NhIeHs6a7Qk4QlumFTU3aZzWowKn00lYWNhJTqGOTvtyOE2Argud/210XejoHIpuQ52a6D0ofyBcwoS0z3O0S2jHOFtH54/PgZpo2dd1oaOj60JH51B0G+rUQm+g/IHwaUaMmrzvty4uHZ0DNdGyr+tCR0fXhY7Ooeg21KmF3kD5A+EWJiRh2PdbPcmp0dE5+RyoiZZ9XRc6OroudHQORbehTi30BsofCJ8wY9gnLp8uLh2dVppo2dd1oaOj60JH51B0G+rUQm+g/IFwaRaEtq/1r+ni0tE5UBOg60JHB3Rd6OgcDt2GOrXQGyh/IDzCBJpx32/lJKdGR+fkc6AmWvZ1Xejo6LrQ0TkU3YY6tdAbKH8gvJoJaZ+4vJp0klOjo3PyOVATLfu6LnR0dF3o6ByKbkOdWugNlD8QHs2CCIrLcIyzdXT++ByoCdB1oaMDui50dA6HbkOdWugNlD8QXs0Immnf75OcGB2dU4ADNdGyfxITo6NziqDrQkfnUHQb6tRCb6D8gfBoZrR94vLp3ZM6Oq00AboudHRA14WOzuHQbahTC72B8gfCo5rQ1H3i0h1Q6Oi00gToutDRAV0XOjqHQ7ehTi30BsofCL9mCHqg8OuroOrotNJEy76uCx0dXRc6Ooei21CnFnoD5Q+ERzWjqmYA/HrrX0enlSZA14WODui60NE5HLoNdWrxh2yg1Ne72LBhLxUVTqoqnFRWOqmqaqSqppmQMCvx8eHEJYRRXLSRYSOGM2JoH7I6xJ3sZP9mAsIA+zxPBITugUKnNbmbi8jbXERlcS1VxbVUldRSVVKHy+kmJimSuJQo4tNiiEuNJiEtmgEjuxEaGXKyk/2bOFATwX0dnX14PD42riugtKSOqgonVWUNVJU3UF3RgGyQiU+IIC4xnISkSOISI0jvGEuf/hnI8u97fLquC52jUVrtZENuMWX1jZQ1NFFUXcOSz94l5uzziQy3kRATRmJ0KMmRYSRFhnFaSgpp4REnO9m/Gd2GOrX4wzRQVFVj6codPPvsawT8HVD3N39Fyx9NKJSWrSMyKpOq+gQKFnyAwWQlpySEdz7LpnNWAhNH92LMiG447JaT9yC/Aa9qQt03fjKgipOcGp1TAWe9i5++3sQPH6+mcEcpKAoIgVBbuq+bA7XU+ktIbe5O8e4KkGSQJSRJwmS3MOycPoy9bCh9h2YhSb8/o+xATYCuC50Wdu4q5/VXZ7Nm1XZCrR1BCBAgqRqSgIrabZgMVpwNmezaWQ6ShNhX/OMSIxg8IoVzzh1A587pJ/dBfiW6LnQOxudXWLJuN/OWbGNdbhGqQUIzgjCCZpSoLS/Du+JHGnr3p9AThlYl0IwCYQQkGJqcyiXdezEuqxMW4+/TtNRtqFOL32cpOoCaBhefL9jIDwu3sf7nz3A4Egl31JKz/TNiYruTmjYCJKgs30bh3p8o3LuI2OT+yAYDkbE92LLideIzBiPkQeS+VcmrHyzhjKFduGhcP7p3TDjZj/eL8KkGVLXlX6qoev/k/zLLlm1l6be5rP5+G4rLixRQKGraTLlrJz3CziREDgehsa1pCU1KLU1KLT1CRyJJsLdpIzWBYnprY1j61UaWfrOZhA6xjJlyGhMuPY2wcPvJfrzj5kBNgK6L/2V8foV5P25hwYLN7N1Vya4dc0mI7c3mvR9hMtjo3ul8hEHG52tkZ+E3qKqfwT1vxGGPR1X9bMn7lBBbLMjj+PqLBv71+D84/7wbueraiZx+epeT/Xi/CF0XOvspKqvj82828uOyHBrdPoQMzfWFFG6eR3zvMwnL6oXQVHwN1bhX7KV+2zpSbrkdZBOuXTtx/vAjEeeewyoBqwuLedRoY3KXrlw1oB8Z0ZEn+/F+EboNdWohn+wE/BZ+Wr+LK+95jw9mLWfNoo+QMRAX1wufvwkkaHaV4RNuSsrWsDv3axTFS0DxUF22kdjU/vi9DUiygeb6UiRNIGkCn1vhu8Xb+fMDs3jp46X4/IGT/ZjHjV81tNp02p6zzjqLJUuWtAq78cYbT05iDoPXH2DKlXfyz3s/Y+l3W1G8fiRFBUWl0V+NhIxXdSGEYI97E06lCoNkotSXy/bmpWhagEalCiE0fIoL1JZrK/ZW8/7z33HTBa+y8Pt1J/sxj5uDNaHrou051TUBsLukmuv/8SEvvf4jOVty2bn1U6zmMEJDEvH7mnB7ahCyhF9xsWX3JyiKF6PRyrrt71DVsJMAAQKKh2Z3JWgCGYleWRcxZ86b3HX7K9z3z8+ob3Cd7Mc8bnRdnHh+D7r47NuNXHvb+8yZsx5XnQfZL5AVgd9ZjSwZ8dZXAlC95WcCTQ0gyfjrqih99z8EmhoJVFQgGY0EyqqQVJBUCafby4drs5n8+gfMXLkRIX4/PRG6Jn47bVnuJfF7Kj37aPb6uOK2f1DuSUZu9LHxuycwW8IYdNptLd3wskRJ0UoqSjcQ8Dfh9zYCEi3jvSSQJBCC6MQeRCf2IjqhJ0bZiJAkKgrXUF64kvS+k3AkdyK1QwS3nTeAPw3se1Kf+Wg0NjYSHh7OaXNvwxjSMjxNcflYc97LOJ1OwsLCTnIK/zgkJyfjcDh46KGHuPzyywHo378/GzduPMkpg50lVTz44nwWzvw3aTGDyd/7A+nh/Um1dQNFRVP8NPpqaAxUs8e9Aa/WjISMQENCQiAwShbSrD2IMacQaU4ESUYyyGyo/wYVjQEdLkWxSiR1V5j+7lNYzKdmJ+zhNAG6Lk4Ep7ImNE3jqfc/Y8HycqgLsGP5dBrrC+jV7QqiIzoC4Pc3U1q1ifKKdXi89QTHBQOSJCOERqgjmeT4QcSFdcJicgDQ6Cpj2965aGqAwYNvIzIhkrvvHs/wwVkn41GPC10X7ceprIviimpemLmMdcvz8dRXsmPj+4RFpNOlzxQ0o4RqhGZPFW5fDeU7FuOuLGwZ/is0kOWWIZEGA44BA7B374a9e09kTULSoG7BN7jzd5M86UosoTEMzUrliUvPIT7McbIf+4joNlTb0Zbl/tS0Lo7Czzt38JdHnsXTYCAuHJzleUiSAbPJAQIEGrnbvqSmchuq4sNosmOxRxKd0htnzR5CwhMxWkKoKdxIQ00eteXbsIXEEpPYC6stCldjeYvR5vMhq1BQ6mTyFdfw7Ltvcd2wQaf0OHxFNcC+Vr+it/5PCPHx8SxYsIAJEyZQVFTEvffee9K/EGmaxoNvz+T77U6UPZVYLZEIRWlpkqsKqBpefyP5Teso9exEQ8UkWYk2pWAzhNKoVBNrTsetOqnxF7PHs4k9nk3EmdLJChlIqDkWRfMjJAGqhknY+HbBl1x3V1cevGcSXdJOXQcTB2oiuK/TppyKmgCoam7m3Jum0WhMIcIXgcHjp9lZgs0ahcMaC5qg1pnHrj3f4PbUIMtmTCY7UdFdcDVXoGkKmqYAAq+3np35c8k32kmLP430+KGoqh8DBmz2CMpL1yGZR/CPR77knMl9ufnSoUSGhZ7sLDgiui5OPKeqLj77eSWPPvseYabO+Osr2LXlU1TFT33NLlz1pVjCYynLX0Fp/jIUnwuDNQTJZCGi7xDcJflYO3ZEIGjO3kTzpk00r1mDJTWNqFFjcWR2Q3N7kAQIn0L5sk/4uL6a9Zu38O9pUxnXtfPJfvyjottQv522LPe/mwaKJjSeWjyP5557A39uEZ2GXY3kEdSVb6HvwJuxm8NwuarI2f4JzU1lWOxR2MMSSOh8OtHpfXFW5+N21eD3NtJx0MVk9BjPlkWvogbcaEqA4rxF2OwxhEWkEx6VSVRCdzRNIKtgj83goVffYmlFEc+MG0d8yKn5JSCgGdD2iUrVdHGdKBISEli6dCkXX3wxBQUFaCfRX3pFUxP/N/19ln02l7Tu42kqzyMyPIN4SxfiU5ORvQrFjZvZ2bgCGRmTbMEkWRkWcSGSLLO1cTFWORSHIYIsa3/qTKXkeTaiCoUmtZZVDV+QYe1D/7DxGKwWJCEhhMBhi2Xnlhyu+ZeLGy4ZxjWjBp6Sno0O1AToujhRnEqaAPhhTx7/+PY7dq5eRZdRNyI3a9RV5pCRMYqU2AFofi9bcz+mqnY7BoOZEHs8EVEd6dR1EgoK2WvfQJaN9B94K9s2vYfZaMfnbcRstLO37GdKqzfQPWMyA7pchWQwkZ03i+T04Uia4OsFG3nnrX/z1Zcf0TPt1JzHqOuifTiVdOFVAjy5+GdemHYXWX0uAKeHvO1z6dVzKmajFb/iY9v2j/D5G/F7GzHZQrFHp5J65iWUbViAJTqOQHMdCEHspPOIGj2WsrffRPh9SLKB8vffxtG1F/FjL8Ikm6ldsxR7bCpJp01kz/yPuD0qgknDe/LQqDNxmM3HTvBJQLeh2oa2Kve/izkoFZ56blg1g+c+eh+DLQyDZEK4XUgClIAXizWUmtpcNqx7DVULEBaZQcceE5FNFkKiU9AM4EjoSGzWaWScdlHQI0toZApWWyQR0Zn0GXgjQmjUVG3HWZsP+zw4aIpCaFwH3LtzWV5QxGl/v53n53xyknPk8AQUQ6tNp+0xGFry1eFwMH/+fAKBANu2bTspafkufxfjPp7JytWrsETEozU20lC+k+jQTCRVRVIFW2u+Z7tzCQnmjowIm0KsKY0oUyKS3CL9Lo4hJFmziLe0DHexGUKRkEgxdWK4bTKZln4UeDezseEbVMWPpAnQwGIOx9tYhepVeHrW1/SdfDFb8/aclHw4GgdrQtdF23MqaaLR4+as227i6umvULZ9OyFJHVDr6pAVgRrwYjY78HjrWLP1Teoa9tCj80WE2BMwW0KJiu6MMEhIZjOZPSfTqfdFSFYLmV0n4vbUIckGOnWYwNDe07Bbotm46wPKajZhkI2YjCEEfC4UdzNGzUBNWQlTX5jNa4tWo56CC77pujjxnEq6+DlnGxM+n8nMFauQVDD6JAp3fk962kgsllAkg4my8rU0Ogux2CLod9ZdJHYZidkehtkRAUB4n0GE9u5P1FljQYBsNGOOiiIkswup195K0kVX4SncQ+GMF2nK34m/rpqYHsMxYCQstRuNa1YzZ/N2zvnkfdZVlJyUfDgWuiZ+O21Z7k/5Bsrn6+cy9NJRbKzfg3dLHpJbwd9Qw+4l7+N11REZ34XcnXPZtuUDDAYLsYl9iE8bSFRKT7r/6QYsYTEIGYRRJjy9ByZHBGLfU3fsPZmMrudgMFqIiO5IeubZCE2hubEMZ8MehAT5yz6gaNkX+KorkBWoWrGGlxp2c/eqeTQHfCc3cw5CUSUUVd63nXpfs/8IrFv33wniBoOB6dOns3fv3nZNgzvg555l33LTork0+D14cnKwhcSQt/BdGusKsEhWCKisKZlFmWcnqdbu9LSPwCyb6RFyOt0cw1vGExtahkbG2zshyUYwyNgMYQxynEOKpSuyZKCjqRdRhkQalArW1c4lQABXoJaS8rUU7/0ZWQF3yV5qZCtXfzyfmUuWtWteHIvWmtB1cSI4FTQBsK2unAsXzWSr1IS/vAJ39lY0ZxN7f55FTclmouO6UVS8nDWbXsXnb6RP9ysREkSEp9O373VExXVFM0gIo4QjPgN7bAqaWcIenUx8ygAiozthsYdjDYmmS+a5mE0h5BZ/z97KVaian6LiZWzNfp/6ip2ERqXTVJDPqz+t4vKZn1DU0NDu+XE0dF2ceE4FXWiaxn+2LOXCR+9h88KfaF61jui0fuQsfZvy4rUgy5RVbGT1mucp2LsQW0gsvYbdhDU8loQup5M16jpki7Vl6q7BSGj3PhhsNgBk2UDCJVcRO/58JCRCu/clvP8QVFcTZQtmEZbeDVSVPfPfpGHXRppzNiNVuympbWTiv/7JxQ/dizfgb9f8OBa6DfXbactyf8oO8fKpbr4qnc6PrMNT68TsDCB8Gt6CvThiM/DVVSJbrITEZpC/9asWgwuQjCZiOwzEp7gp372S6I79MUfE4vM2sGfJB4TGdSCtzwSEDBVF67GYQjCYbWzd9B4+byOywYLZbiNn9Ux6jr8DY0gYAdWDJBmQvALJYEQoAeYWZ7O5MZ9/Dzyf/tGnhi98VZVBlf/7W6fNWLBgwVGPp6WltUs6smvK+OuKrylorAfZgNboRXgD2C3RqF4X4aGpSD6VPVXLcforsMgOYkwpwfVN6gLlNPpryHD0RZJlitzbKXFtp0f4SMKMsfg0D6X+HSQZs7AaWtwJG2QzIUTgUhrYVvkdnVPHAgKzJRRJE1gt4TQ0FNAsVP61ah0bGxp5dNxZhFmt7ZInR+NATQT3ddqEU0UTmhC8m7ecV3cuwqcIAsXlmLO6463MJjJ9ELWlxZjtEUgmC4riASQMBgvFVesIccSRljmKwtLlOCJSCEvIQjEJdq58D2SJLsOvRTZKWCPiqSxYy6YdM7GaQ0FICMBotJFX+B3x8f2w2aOoa8jHLNuIS+pLcc4y4rMy2VRSzsQZH/DP0WcwpWevdsmTY6Hr4sRxquii2tvIA5s/Z1lFIUSFQZ2KJyeHjoOvo9T9ORZrBE5XKYrqw+OuwWgJISq5F5rVgJDB46qheudGovoMByQ8pQVU/PglYYOHEj54CEJRca5aji0tE1tSKkICyWjEFB2L2uikfNlXhKV0wWAJQRIQ1+dMan/6nqiLz8e9dRcrJsRyyU8f8cKwSXQMi26XPDkWug316zkR5f6UbKAU1K7j57rnKQ/UYzNEogF1K/ZgS8tE2bGHjOHnAyA0jbzl72BxRNHrrNswGlta+posUZO/GbeznMCuZaQMuwBF8yHQ8Hsa0YwSAXcTlQWrEUKj91m3t9xPBlVTUAmw7dsXyF/zCZmT/g9hkin4cSaST8HWMQt39m6sZ3al3FfHjWve4bqsEdyYdTZG+eR2CWoHiEvTxdWmPPPMM8HfGzZsYMCAAcF9SZIYP378CY1f1TQenj+bN2bPxNovC2NyMkKVcP28mujOgzE2KthsMfTudClN1YXk1ywnM3QwmfYBSPuHmEgyeZ4NyJKBaNGBMHM8XpcbSZbxGxQko5FS1y6cWi2qqtHJMhAkib7mcWCUqFKLya6aT4y7GzExXYnLGgaSREh0OmVbFhKhnIUww7xduawrL+XZ8eMYmt4+lfGR0A4yxHRdtB0nWxMAlR4nD2/9lI31+ZhNEgHViHdXMeaIDEJTuxKf2I/U0D4IGfZs+Rqfz0nfkbdjD41HQkISgmZnGXX1u6mp20n3Dp1RDCoBxQ0S+EPAoMoU7P4BWTLQecAlGCULqt9NsnYGyCb2bJ9LXf1uOvY8l4SMIUiqQDPKKE1OcHqQ7TZcSoC///QDPxXt4ckzRxNlO7lrCem6OHGcCrpYVLKO1wq+otLjR5KsuNbuIDSlBxGJXdm78mNSE4fiVhtJyBzGhsXPEhbfmc6jrkcyGFAAJKjYshy/x0lDfjYIgeZ2I0kyitMJAryFBbj35uHevZPkq28CGaLOGkvk8DNRqmoomP4c5asXkDn2eoxegSSgLm8dSm4hIZ174F65mS2pkZy38G3u7XM2l2cOPOH5cix0G+rXcyLK/SnVQFEUPx/Nu4s5X39MTa3GRU/1JeDTCAQkfKtysVliies6HADNJFG9ZxOu2mI6T7gVEW4nsN9RgAThnfrj0zxEduqPZgJzbDwdJt6A0WhF1UAKDyUqawBmWziKTUJIUstQMIMZIZtJPeNi8r95i7qizRhCQlC8zUhGE44efaie9xnayG5IgCwrzCr8ieyGHP7Z43LSQk6eRyNNkUGR//tbp81YvHhx8He/fv1a7Z9odlWVce7/XUNDjBVzejQNXy8n+sbLEDVevLm7ST/jDIq/+4DO6eOQvQq5ZT8QYoomM3wwsipa3EICGAx0Ch9Go1pDaEgCwmgkK34k6aoHs8EGqkZyRG9U5yZS7T2Q5JaJjJLBAAaZeHN3Enx72F22EEdoItbQGAIGkI1GQhIy8O7ehaVnZ4QJKlzNTP3sc67rP4C7/jT8pK0sfKAmgvs6bcLJ1ATAvLyVPPrJC5jTQrAnR+NVjDSuy8fSuROu5WvpOPRSjK6WSsHlrqZ87wrS+kzAlJREAJAEIMBkTyasuRv26GR8JoW6iu1YYhMQElQVriUsvQdxg0YTqKtGiotGCAmD1uKhSxLQ0TGF7O+epnDvYjK7TsSgCAw+lcTkwdRvXEHEWWej2EALBPj4pZeYP2M6bz74Lyb26tOu+XUgui5OHCdTFw0uJzf/+xYWL1hM2uSe2Ib2pml3LQbZimvDRqLs6USZkwlzJKP4CijauwRV8ZI6agpKWMs7WtIAAbG9/kTdno1EdOpPY2kujszumDPSkELtIMCamo41OQ1bZhbCQMsSDwgkgwlzchKODl2p276KuK7DCbMkYPAL0npOYPdPH5Bw5XU0rlqOv8yJO83BY1vns6JmJ4/0OY8Y68lzQqTbUL+eE1HuT5n/gMdfxN6aS+jV/yv+9lAooaHw07uFrP+8CGNWBrJsxldeRkhiFopVwmtWKFn5JaawKAxJsXjtKk53CX67IGAHIu3EDh2DMS4G1SrhEy78mhu/SUO1Sah2iah+Iwjt0otAiETAAS7JSb1zL1UlG6gp2AiygZJFn+KqLSLxwivRDCqyIwTN50fxCWp/yMZbVo8sCXaW5TJiytk8OPPpk5aHQpMR6r5NO2X+tX842tPV9LNzP+bMe26AKacRNa4/ri17kEJC0FwSjV9/T2K/MfgLC7EYHYSaoimv3ki9u5iUsJ7IRhNevHhwg8kEJiNRYRmkx54GNivCYga7BaMjDGEzI2wWLCFRdEo4E1tIDFgtCKuFJqkR1WwAswmrNQp/oBmfrxGMLWuoaGhE9x6Bc+NqlMo6mlavRigqmgTTN27ggg9nsau6pt3y7EBaaULXxQmjPTXR5Pcw6f5r+MudN6G46tj26DfUr9xNw/ZyahdswBKXgjUyHrPWMlZetUjsWj8b2WAkot8wfA5o8JXitSn4HRJKqIGY/iMRDgu7F0/Hj5vwkaOIGDUaEWWnZM1X1BVtxpyWjj8M/KESHqufJq123/VmTCGRlBesxI8HzSShCo2YqK64SvOQ6j14Nm+n4av5GMLD0Lp04PJ7bmfC3+7Ec5LG4Ou6aB/aUxdr89fyZPZ9RE2G0c+dyZ4vtlEwbwdVM37EJDuIiu2Cr7aCtMgBOD1lGOyhlOUuwZ7YgZriTRSs+oySTQvwiCZUi4QpKpqEAaMxWG37HgZkq73lmSSQTEaiRo3GltGh5eOuDP7GOhTFi2YWOHr1A0mifNMPLZcrGlbVQlLXM6n77htizhxP1XPv4atsRtMkllflMmXZyyypzGm3PDsY3YZqG9qq3J8SPSh1zZ9T03AfmmhGlgw0egxsW+/BlmCiOKeCkHPPxNoxivqt89g5/0VCO3ajcc92tIAPzEZKV8/DU7QHTQlgjU7AEpeE5vfSlL8Dg9WOKTwS2WzGXbQHyWTCGp2AKTwKd1E+lphErHGJeCqKcRXtRjIaiRkzCRFiwpycjL+4CEvf7jTsyaZp7RoiJ08EwL1xN+51ebjW5xLy6Hk0rCnAHB/CuvRibpn3MPecdh0Zce08vEWVWrb9v3V+tzT5fVz/7ovMf/NdIiYMpX7JNjw5hXh2FGBOScLz0zpw+VFr68ldNZe0lJaexeLaDciSCQUVIctsqvsGgMEplyGbzJQ0bqHUuY3uHSZht8dSWLma8qpNdM44h2hHBpXV2ymuWk3XxLGE2eIod+ZQUr+RMHsSndLHUOcqwGAwEwi4EUKQ+9M7qChknvd/SMhUfDYTY3gERrsDe4+eIENuVQ3nvf8R9/xpBNcM6t++awkdqIn9+zq/WzZW53PelMmk/3kAHbv3pWpVAbLDSv6sDfib/Fh69UApLMNbUkDO3lfoPOpGmp1FuOtKkAxG8he9h+rzEHDWIZvM2BLSkI0Wmgt3IpnMZFx9O4TbKP7wDUCQeOPNWPv3ourDmZQs/RxTaAQSEt6qUhCCqF7DsITFYAoNx+usoLJ6K6H2BPZsmkNMQg8Ss0ZQu2EpDeU5KIoPY1UVBkcIjiEDWVtVTcqgASz9cSE9Y+PbNyN1XfxhUFSFb4rmsqRpLqpdxeUysvLFjRARRsXcjcjmEBRXFW5fHV5XFTll39EUqMVqSgGh4a4uJuL0M2hak4e7sghXaT6RXQdii0yifPnXhHbsiSkiClfJHip//BJH3/5EjDwTf1Ul1XO/IOy0oTj69cPvrKP644+QLRYSr72R5j05yCYLzoLtKIO8FG/9jqaavWQNvRyjYqBp2QoMZhsVT7xH0pN/gTAjtXi4a8OHnJ86kDu7TcBubGd3xLoNdUpxUhsoAbWRPbX/pNHzFSoStU0hLF6sMG9WLQNv7E3OqgZC3Sbs6eFUfbkRQ0w0wmDANKg7ZpObQGM9CbffgiU6DveW7TQsXULYGWdiiojCX1GOt6ECY3gkCZdMJdBQh3/2TCyJScROugj3jh24ivPwNVYRNnw4IWcMR8z7HIwGrCP7YWjMQFv6M/6yUqq/m4NstaL6PDRv34IhMgxr90y8O/fgGNyVRo8V+/A+FD0zh51vrcF5ZhZ/2/UGZ2/szo3jrmy/DFWklm3/b502Y8eOHcHfXq+XnJycVosPde/evc3iWl9eyu1LvqHYCPYhA/Hk12EMCyNszDjsvWrxbNyGb9deEvqNRtlbgiTJ+BQXmlHGqzQRE5ZJesJwEBKhtgQ0VLDZEUaZhtpKJKORRq2OZm8z9e5i/KqHBl8FtshEGgJlSCYTTVIDIaGpWA0JqE6BIyoNl8FNRHQnfJVN+LxO/N4moGWYi8EPGadfRuHS2XjqKrFHpWN0twybRAIVjae+/ZmlOXv59/nj2m9V4QM1sX9fp01oT00A/Cd3Mf9Z9SXl2XtxPu/CkhyNo18m8f8YSdWnK9AqGrB0SMdqjMb581IkycDule8j21vme8RddBmhvfvir6mm+qvPCR84hJDOPVGbmnF/WoZsNCLi7fh8TSiuRkDgpwmjzUGgqR7JYiTp8muRMFCz+Ds8hXnIUeE4925H0XyYI+OorcrB2j0JIbcMQ7ZExaPU7SSsUy+kiFCsPbvizsvFvXQDQlOxn3EGF86axe1DhnPz4EHI7dV413VxwmhPXewu38OHVZ+y15NLQ7GXojVVFP5UQOj4oYjCJsS2NTi6D8butuDZs5uA6qW6cTeZI65kz6Yvka02Um+7C0N0BDZXJe6cnSRMugRXdjYlSz5F9bioz1lN+jV/xdNQhpBASKKlt6S2CslowFdUgKN/PwwhNmSbFXNKCsIkiJ40GfPSaOqWL6ShJq+ll0UCSRGk9hxLzpK3sMTEYO7cgaqnZxF19USUDhFYLAqfFWxkTXUhj/e7kN6RqW2WX8dEt6F+NSei3EviJC5teu87Q1n05S6UgITXD5rJTPygFGy90inb3oin1kPiwARyP9iEZVhfar7bDJKMUllLoKoe2WHDnJaEbLViTk/FlJCA0RGKHBKCIcSBUufEGB6ObDIBIFQVYZCRJAlJA6WiGkNYKJLdiiap+EqLcWdvIVBejiHMTkivdBq+W41S5STsjL4YM1KQLHZsvTohGUz4dpcTqKjG0j0da6IDs9mPKCik9tv1NG8rxmA18bd3n+DBM288ofnY2NhIeHg4qc//C9nW4jlJ83gpvvMBnE4nYWFhJzT+/wU6dOhwxGOSJLFnT9utAZL1z3/h3LIJR9/+GOz2lrHyAPvGzPuLSnCuXEb6yMuxNGoIp5tdy99D8TXhdlXTu9uVxIV1QlL3TY6XZYShZZ6VK1BPftFCNFTCYzIxh0SgaQoBTyPNzjIC3iaMRhsORyKaGsDtrkbVAiBLmC0OIhO6YguLZ9PCZ7GFxtFp+FVYw+OQZBkhtQynqa3eQc2OVRB8v7f8CDTWIzSV0MRUarau40RyOE2Arou2pD01AZDwz5tRnY2EDOqNFlBRG5rRGlyoDU34C0vxbM4h7pY/YzQ70AqrEc1e/M11VH/1OVrAT+QlkzE4HMhGE5LZjGQ0IZstSEYTgZoalPp6/IVFqM1N2Pp3QzKCa+12zClJhPTvj8Fga/EGpu4bpy/tM7g00JrclH/8Pp6CPBzpXcgYczVmzUJN7ho0s0TYgNMQRtAMHKALUL0eapf9QGjXPpw+bDgf3jClTfPsYHRdnHjaUxc9755Iwdy1GBw2LGlxGLt0RNGsNP24DltCOtH9/0T1/C9J6HkmoYFw6gs2Y0/pRP66j3FXFBA2YgRRF01CmARCEsh+GdknIQdAuAL4K0qxpKSBRUYzgiYpYN7nDEgVBMoqMUfHIhmNCINAGEEYW9bKkgMSsk8i/59/w2Cy0mHoFGIiu2AQMqpJwqU2ULDmM0K79cXcLYuqJfMwJscSfv4ItLJiPJt2knjZKP4xcBJXZA5uszw7HLoN9ds5EeX+pPag1FsEhXsUVE2mz/2jyZ23h7IfapDXBrD17IDwKBg2ltN9YhrbP15JUo8ENEVj76aW8eyWECPdHj+fppoAzdtLCNRW4C3NR2loRm10IxQNAagNTchmM5LNAkKg1jciO+wYoyKQzGaUugYQKtaOSUSM6oY1vj/h8RYCOXuon92I5vbh/H4dveachcdnQQkYcG3aQ/MPq7F37UHj7IXUe1zYT+uNY0R3FOsuzKlx2DvEsJaKdstPSZGQ9rX6Jb3136a0p//6uh8X4ikrxrNjJ9bYRDSvF2hxoa35vSiuJlJGX4qkCTSDhCHUTkR6L4o2fQVAQfkyvJIHo2RCkmQCqgev10lzcxkGk5WkbqMwhUVQW7EDR3oXZJMFX3MtVNiITuuP4nbidzcgGUzERiUg2awEAh5kgwHZaEb1egDwNFVRkbeCjv0vQPb99ztHZFJ3wjr02DdpkqBBtvujZ5EMJuL+dEG75eWBmti/r9M2tPeaDtWvfASKSvMP65DNVoyhYRjsDgyhoThSuhA58AwkkwXNKBDRVpxbVtO0ag3C40Uym7Ammwg0NOCv8bQ0qP0BNK8f4fUjO+yYEqOwD8jAGGrB0S8TAFOkBV9JLfVffY05PRVb796YYxOR/AGUxkaUpkZM8XEYExwYEmKgII/mwlx2z/sPjsQM/PW1pE6+BkkDyd8y6VPzeVHdLiSDCW/ZHtSaOhpW/kx2TEa75aWuixNHe+rCExaKHBNFwK9hjEqj6euN2NIyie1zBs3ZG6ma/SERGT2xhcZDQCKi9xAKsr/CXd5iLHrLiqicMR2hBBABlZDT+uMYNBjQMIQbMUVmoKDQnL0eS5dM5IgQlOZ6PFtycfTtjSktARRQ/QEkkxEhCxRPE0ptPeaUZAyyEcloRPW6KMn+lqhzemDwaBgCglA5gu5Dr6esYCW1X80hfvS5eAP1VD87G9XTjCkugrrNxXwXn3vCGyj70W2oX8+JKPcndw5K1yxiRihUbK1l44d5WIYMwBjqRKtvQtXCCRnXn+qX3uWcGwYx6uye1OQ58da4eGvfQu4hoVD6yAc0ljWDwUDWHWMxRSWx66n5yCYTHR+/EldhPeVvfY+mqKTcfzmu7N00/rgOoWrEXXs2jcs248/fQ8z5Q4gb3YPSl7+melsxNWEm0oYmoDS3GIdC03DN/5mQiWfQpBhoXPAziVOuxqxaofNgVNWHc+dGKp6YSejoIYiYaBxn9aTc1X7ZKWkS0r5xk5Kmi6st6dWrF5MmTeL8889n4MAT6w5Rqa9HFhCZ2Rd7dCqGfeNwhaogmc0YHeFISKAJVGtLr4UW8l8X1yl/mkJzUQ6VuxZhsoaS3PVMZI/AU7+TmJQszKkpFG6ch7+5joDkJ67H6RSuWoDQNAgLIaJDL0p+nIff1UjSmRfgb3BS+fN8ZJORpHGX4a+v3BfT/iFcEpLQWlYXVlq+nAlZtGqgCEkicfgktIAfk9x+66McqIn9+zptQ3tqAiD89D8hAirRI0dj9MnIAZBUWlzLG0DTwFtdR/W8L8BiJHz8EDw7txLwejHajCQmKFTmFePLrSLhkmE4OsdT8PL3eMvq6ThtDJa4MHIe+AxJlknqdTGS2UTJnEVoqiDj2Zuo/WEL1a+8hWQ2Y+mYgub2ECipxBAZhiHMgSfnv18Ioy46D7MhBIslAiEbEV6FujWLcZXuwWiyYrKGoikB/G4n/uYG7PGpuPN2nfA83I+uixNHu+qiQxZEFKLmlyM5IW7oeBp+XoS3pInUjiMJscciDBJKQEI1Q0XOUgL8d4FpOdJOwi2TKX98JkgSyD4qX/kPSk0DxthoQkcNx71hC95de2C+wNo5DaXGiVJbj3vtBuLv/D+cCxbi3ZFL5MWTUT1N1M38HAwyxrgo7P17I3wt8QU8LZPvDX4Jo1dD9XqQVD/pCcOJSejFnh/nEtKpK6mX3UT5958RqKvGkN6BWnf7LYit21C/nhNR7k9qA2Xzag9lm2pwnD0Qnz8U56dLCes3GFN8Fg0rViCHWUGS8ZU38OJ1i4mIgD79/ztpKjnVwKRnBvDB7Rup3dOIWL8Zj19FqaxHUwV1r31B+GmZhGVFYemUgt3qx9I7gcC2UMJP60xoggEpyYpbCiAXFVD1wg68+dWYDBoT/jWAtDSJHbN3ENg3VMa1vYjyRW8TMvZ0DPYQTMKKO3sLjTnZmMIiCBs4hNDL+1Mxdxb2ob0JEIbTpbZbfkrqvgqb//7VaRsWLVrEV199xcMPP0xubi7jxo3jvPPO44wzzsBgaNv1bzqMvRZJE8H/p6wCAoRBoBlBqCCMUJO3nrqtKwnt0gtXWV7wel+0AVt0P4yV2wlJ6YSpfy+8xbloRRpqmBlfuEx4z0HUbl1OWGZPhBFiep9O/d7NWDOzqG/Ix11biqb4qK7YgDE2CmxGhMVMXdU2vDtyWyKSIGBUKcr7CXd5AZ0GX44s21rSrQTXTm0ZBiMJwhM7tTRa1PYbVXqgJvbv67QN7akJgOjhZ7U0fpsCNKxY0uL0RAjC0nsQ0XcoqkOiceVKNE3FHBWGTW5GrW0EScJoAjkvH/e2IrzlzTjnLofkEKTKGmj0oCxZjWYxEhZuIOBVqHp7AQG3giHgJSw9irDqPGyDonEtDCWkdzrJ151Fc/ZeSt9fQtxFQwkd0o1dt72Jv7AKgOb8rShFldhSOhB72tk0bd6ILBvJGvtnDIrcUi6FQMgSmiTwNFfTXJHf5nl2JHRdnDjaUxfe6gCB0jqizh6L0anhXLqIzD4XEigvw5mzAb8tkpiMATQ3VLInew7CKBE1aTKN2WsACO2Vjj1cxhxlRzIZST6/D+4hmRQ+/AEoPiTVScTZPXCFSYSP7IOtewb+6kZqv1yOITqK6jffwxgfh6b4cf6wEHNqLCFDe6BU1JB458VUz/qvq1mhKVQWrMW5fT3JyUMoz1+O3RqFL9BMctZIug28ivzc+bjWbiBh4hQaC7dT/eJHlF5/CZz4pWMA3Yb6LZyIcn9S56B0efRipI7pNFcJ6qYvIPmi6zD4JZyb11K7dgnG1FhsNi/9+kD+wiJ6dzPy8H1h9B9aRUSUjNEic9vMfkgJcWhIOAxeZDWAhkyTsFNaLpP9XSV7l5WRfv1ITB2TUTUZSRIYJIFoaqL8k1X4y+rIOiuVTn+KIyzKhEVWiDS5CJPdvPvX7eRvaaa+3E+vq3qx6/tCTF0zMdrjCE/oSsmstwnP6EVs92GUbfqeiCGnY+qZSfXC+QhZJeLSsRTf8MAJzcf94yc7PPIE8r7VuzWvl70P3aePnzwBNDc38+233zJnzhxWr17NiBEjOO+887jggrYZutT/xueD49xlRbSMdwdyl7yDqvlJn3wTDcWbqfh5PpJRJqRffxRPE+4t2xBuD7bOXZCQkZARmgomQ0v3eyAAioYlOp7IXkOxhcVh8IOkthhKftVF6aJPMcbHYR05AM/uzah79yIL0TLZzWzGFB+FIasDVc/NQg6xg6phjojFoMlkDJ2CNSyW6rw1VOcsJ/m0yYQmZbUac7//98Y372yTvDoSh9ME6Lo4UZxoTQB0fegF8KmUfTmTyIw+RKf0wVNZzO6f3iG8Q08SJl3K3i//g6K4kRQ/YRkRNOeU4IgyY7HJXP/h6QSEgYAwYJH8eHeW4ippwG4TJHcKwZEShkdYCQgDbs1MQBjweKBwUz35q2qozm9EILG/EAsBloRwDA4rpgg7zaWNFH++CYCQ/ll49lRiTkoi+eobaZj3HZ78PAySkS5n/hmDakASLY13YWhx0aoZJNbP0HXxR+JE6yL0jGGEj/gTFjmMyvfeo+vQaylb+RWuhlKUgIfI8I44olMJOIyU7l6COSGJkGGDqHj3bQASb5lI/Dm9MRm0oF0EEFAlNGHAIGstmyTQhIQqJPyKgYBqwO834ilqoOHrZQhNI3zCUBxZcZhNCnaLH1kSePwmtl//OppXAX8AS3gsJoMds7CQEjsAs2ZmR/5ckCU6dJ+IrUNnclZNJ/6CKxCJIfgDTUiNtRQ+/XKb5NeR0G2otqWtyv1J7UGRe/XA6zVSN3M2sRMvJLCnmMKvP8Se3gnJaETzeJCtAufeRl57PowR3SOoqFJarkVgscBnD+/kpjcseJpVvno6F0+DH49LI6WbgzNv7Yb5vASKlxWR8/h8evzrfLDb2fXvbwjNisG9u4L+N/UhOjye5AwzYY4AMn5MskKo5Oazh3ayfXkD/n3j6/td2oGiTXWEjOyHZ2MFrrxcjBY7+HyEOZKxjbyKvMUziI2KJm7cZJr27MD5yY9wghso+9Fb/+2Dw+Hg4osv5uKLLyYQCLBo0SLmzp3bZpXO/kaDrLb8lQQIWUKoCkKoVG76Ac0mk3zf3/E1V6I0VOGZtw3haRmOaOmXQdhZo1rcJEqg+ptQ66oRAQ1zRkeUXZWUffYJSn0DqZOvxRGZQt3O9VQsnUvseRdBZjQNX3xC6hlpdBnTEXPAiyU6BMId1Jd62LlgC6gqwu3GlJGEZLZhiUhCS43ELyQCigskGc3vbZngrx3wcBL/HfrVDuhfituHE60JANkPVQvnE5nZn5ik3hi9Ap9fw2gOwe+sw1dfhTEuhoiJ/Wn6cC7DHhjOj5fOxt/oo77ARxhNSCYDfo/K5/dvJStdo1OaitqgsWltBXv2qhQVaUQmmLn9tc5gt/L2/XnIJplrHuuGQhI1RW6MVhMhsVaa/WbKShQaneCq9bL2+8J9k0wgbXxn6krSac6vRwnRMHfMoHHrBrCEgiKQ9/WQIrX0iGoGCUnTexb/aJxoXcRccCEGr0Tjtz8R3+10Gnaux2GKwmhWcSqlpIb3YXfVMrJ6Xk9dw24iR47B7Wvp5ZMsJprW7SZxfG8kSWCSNSxGBYOk4Squx5oYhnB5cW4rI2/mWtIm9ybhnN7UFtRR+OoiIicMIWRwT8w3T8S/txxHZiRWqw+H7KJp+Q60Zg9hQ7ugNjQihIQky8iOEOK7n4W5CeoKthNr64AsGYgITac4bxHdk7NI6nU2NSsXEz3hXMy2UNTk9lu4Ubeh2oa2KvcntYHi85ppXJiNJTkNi+SgbOknZE25g+JFH5N0yTVUb/4Jo1aF8PrpkxHNg/+u5Zyz7AzqZ2HdJh+GRoVzptq5f9QarDaZf7ycTKTNzwsPVFO8rZF5T+6g79XdQRXY40IonrWG+PMHoakalT/uYMwHF0NJGWtf3UpYhIErnu5J9Z4mPvvnNkIcEkPPsrHkMw0hIC7NSkyiBbPDhGwxIDQNzeslfdRUwm2JyAqYDEbShl1E0XdzSLzyekI7dsfWtWu75aektMwBABBKu0X7P8H69euprKxkwoQJzJ07l/POOw8Ak8nE2LFjGTt2bJvFJQcEsrKvgbLPaNEM0PWMG2j0VlCxZwWRl0yhac9G3EtXEvunLLLuGsqaO78GAa7vl+Fdm02gzoU5KQpLbCiB6np8FU5MsRHE3Hk15k7pKBubqN2wFNv4K2jYuR7ZZkc1aTR9OQdHBBR9tJqY4jA69zSz5m0nxXk+UrvYcVUGABCKilnzEHbRaHx7PBTMe5uofqcTM/gs4joNxWiwIR1UDluGe7VZVh2TAzXRkub2i/uPTntqAqBh/UpkjESn9sboFhgCgvCIdLIGX0pdzU4ad23FNqAX7p9W0Of2YSRHB+g7MYlVH7RM3qzMruSHGeUU5bi445kUzhnm48YLqzBKMou/SsSNjxFjqqks8DLzn3m4XYIdG91IgNLgRlUFuZvcmC0S976ZSUZWOJ8/lUdovJ0L/9WTVU+5QQNziJHGRZvp9uAFbJ2ejSt3C/b0jthTM+kw4EIMfiOS0qJxaOk9kbSWOTTtha6LE0e71hU+Cdml4c7fTfqIM8hb/yYDO1yObPQiQr3IJgeIfQvnyQYMjlDMiXYwGhG+AJ7dpbh2llL69g8kXzCA1LOzqFm+m4JPNtKwoxJrnAOD2Yi3zs22ZxaROLYbvpJaDCYDvrwSQod2p2HxeprX56J2Tyb6gh5su/czlEYPnSZ0IOfhrxD+FkvfkBCLY+BAXFUVRCQNoXTr92QljmKgaSqy2UpuxU946ysJTcmgdOuPSB4VySi3n+ttdBvqt3Aiyv1JbaB499TiWbONpMuuo2nZGqJ6DMVkc7R0oGsaEgJ7pIVYs8xHnzUzsK+VJ1+uJxDQyOxoIH+PiqQK7A6JmGQz6T0dqHXNGE0SPYY62LxJITQjikH/GMGuJZUEZCvmDkmk33oO5R8swR+A6JQwNFWQOSS6JU31XgIeBadbIzbChhCQlmVEsshYZAVJkhCy3OKyWAlgNocgI7cMxwFs1ihCE7JwrV+HY/BgWkLbB0k7oPXfjpXd/wJ33303/fv3p6qqilWrVgXFdyIw7GugSMq+BopEyxwUWcbbUIU9oxNN2zaiVuxmyPPn4ijfy5bXV2AJMWALM+HzaCT2iaJmp6DjVX1JHZ5K9aId5H25g5SLepP3xmwib7kWR+/+NP+0jPoda0GCxEuuprmpiKixffF9v4yUjmb+8Q8LXVI0/rlHECLJPPSAmcce8+KsAEmWGDetA4tmL8J20SRCBv2Z6hfeJjK5B0aDDUNAtLhG3o+0f0hLO1Y42kFfinVdtBntqQkAT0kB6X+6FIP3v414BJiNdjS/D29FFaHj++Hb4CGtdzix5irc5Y3EpZmpr/Tz3X+KyN/mJjzKyLBhBqwGjQ7pRiyyAavRgBAmPvwokjrFhD3OSkAYqapSMaARG29AVhQeu7MSi1li/bwKCgpKqS8K0FThYdWL2TSUe4mMNzJwXCxxg5PY8O5COl42hu1P/ID9ws4IoSEbTEiq1tIzqrW4Y5UkEBq0Hgt5YtF1ceJoT13IAXBt2UpEek/81WWEhSQh+wVyQAFVQqgakmhZq0qoCpLJiNJQjWQxYUyKIVBUQfPOUiSDAXdxHX7NgDkhkqbCekI6RJM8tiuaAF+tm/iRWQQkCxGnd4OkRAwJsaiAvVMizau2E9EzkfyXfiT99GSq15cQEysjD4qmLqcGa1oMhIdj7tqB+nWfkdBhGCERyTR5K4kwx4AsIxuMIASykAhL7Yo7Pxdbz+4IQzv2LOo21K/mRJT79rOeD0Pjt8sIHzkKQ8CAp2gPjuSsfcNBJLSAgtBUDEaJkFCJhT+76d7ZxIDeVmxWma7dTfTsa2bVj0088kEW/3gzk4AwIkWF8eDMLHyShS6jk2gI2Kmt0KjZVk3omEG4/SZEXDzxlwxn88urEVGRnPv6KLpN7khAGMgaFEFskpl/z0ziy3fr6JBlJDTUgM0uI6Pid3oIlFWDqrYYXLRUkpLWMldAVgXx3UfQsGUdak0Dsr8dKx219abTdnTp0oXnn3+e/Px8tm3bdkLjCjTWozY3460to750OwFnfUulo4Lm9yFZrbg2bSbuT5lUfbiEok83Mv7ScJJSTXTsZsFT5yUuzM95zw1h0J/sWHZsxVhZzrg7OtN/XBzxwzPwb9+GKTORqHPG460sIXbURCzJSQQqKnB0TiAkysIzn2XSJUXD7JbIiDMTFWLk6cdcrFkdICXByMiRZnK/2MmIGztR+9psNNmLMSICzetFVgVyQGD0tWyGQMu+2twESvu9+Q/WhK6LtqM9NQEQ22MEsr+lLBkCokUTfoEZC6rfi1ACBMoqkE0yoqaOUIMXV42P5nqVHoMc7N7s5qkP03j9qzRssoKQZF5+NZzpr0WjoOETChGxBsLjTajIqEhExJqJjjNhQMNsEjz3ahRPPR/BvQ+Fc/+TUVw9LYLrpoXSUNSI1SaheFXMAQ8jz7Lg2luDZ8NO0FQ0TUEyGPbVES0NLEkRyKpABAIoHhfSSXAeoeui7WlPXWhODw3rlhPTYRBNFXuIDM1ACiigqC02yr5uOW9zHYGmOoSqIpvMSLIBW/cOGMJD8BXX0OneiSRfPhy/akBOS2bol9Po98Y1RE0eRuTk4SRcNxopswMuvxl3wIyUnEgAM6oqY81KIfPxqYT1TEEoCqfd3JPLnuvLsPPjyJm3F0diCDIqoYM74967C1UN0Fi7h4jUHlTX5yBMBjSTjMtdjTksGiRwJHbEXbAbAmq7NhR0Tfx6TkS5P6kNFPwC5/c/0Jy9EREIYDY7kFWB0RaK5vUgVFCFxOZ1PmrqVW67r4ZNW3189UU0/34tiqunhbNtnYf8rR4ks4E1i5p48pYi7r68mIaAlZTx3dm12cWae7/BkByPx2+lucLP7rtmUPrVZixd0tjw7g4K8xWqmy3BiZEC2Lbazc5tAR5+PIyZc+JISDFRk9+Eq7ieujnL9q2QKbU0TsS+lvf+ccUBgepqonDGC8j+9stOWWm96bQdvXv3BuCRRx4hIyPjhMa1c/X7rF/yHOWFa/A31bN7+xxqCze1GGT7GsNC1SievohdX+Rw8X0dOGNiOC/Ny+SBN9LoPyqcTV8UsOrxFSy7fxH+3SUMGmph44wdBHILyTqnIw1zl1L+7Csofg9x4y/AW1lK4avPojQ4URWBAPbuUVGRuO3OBs4YamfeB4mYjBKdOpoYPtjKrVMjuOiKEHbM3Irw+2n4+geE0JBocQFr9AoMHg2ju2Wr37uFXT/PoGLLohOafwdysCZ0XbQd7akJgIpV31CVvQiDXyD7BAafhsGnYcKK6nODAO/OPLwldax5cT0Af362M50HOPjzv9IRmmD5N04iwkGWNFQkShsE+fUealQPlT6Va6Y28M/ba3FrFrzCxEM3lnDHZSW4fQY0IVNWKaiub2lIJCVIXDLFwsDeEisXebh1Wghrs+OoLPRil7w0FDdTMGsdKArC7cVgtiGromV+mSIw+DXkgMbO7I/ZvvZd/I11JzwP96Pr4sTRnroo++At/A01SM1uGqvyiLamIgUUhKK09J7sGyK8N/srAq5GmvN2YggLxdazMzFXTyD2/KHU/LAZze1FkiVUTcYTMFJT7KPBZaHJa6FyXTlbbv2A0oX5NHks1O2oI++v71D12QoURSYQkHAX1aB6AxhtJkyyRnSCmRUz8vE1K5z9yGnEDEojpEcanh25aAE/Jcu/xJ6YQUNzMV7Jg0dtAhlksxXNIBHwNuPM2UTZlx+c0Pw7GF0Tv54TUe5PagPFlpIBikbD+pWkDJqE0QMGHxjNdho3rUNz+2io8BGQTKR1krj0YhvP/TucBkmjTrPSY2Q0A84M5ZW/F/HIFbvYscHDiGs64vXLFOf7qQmEsuXdLZjiwvFWNRPwG1HcEkKDQFMA+5hh1GyrZtHfFvH9oxtoVixUlSmU5nt5+eFqxk60MnyoGVkS2BwGJIsRo8OKvU9njCEOVI+b5tJduGqKWiqdfV/2jAGwOKKQDCb8RUXtlp966//EsXz5cgAMBgOzZs06oXH5PI1EhKXRNX086VED6NthClVlm6jKX4OvsQ7F6UQSEHV2X2zRNuwRLcZUQBjRkLnyvjSEKtB8Aa59vCPn3xjHzqVVNNd6WTcjh6hoCc3tARmUgAvVLFADXiSDAVk2orgC1Ox28p8HSvhuGWR2kZn3YzPX3l7FouUeXnoshjtuimTlaj8dOxpwxJgx2C1YO3dE83gRXh9VOcsp3PoN21e/w9bVb1O262escghCU7Hawk9o/h2I/qX4xNGemgAQikJoWDL+uiq2r5nO5nVvUV28kfL85ag+D+aQCCxxSQgh0fGCHrg1M/bkcE47P5EPnq1g8k0JfPZOPe+9WIuqSXj8EtdPreeyKxooDxip9JmpaxBUlmv4hYGAMOJ2Cbw+8GhG6psN3HFDLbddX4dXGHF7YcZrTu7+vzqSkw3ceoODUKNEYqKMt95HYrcIHFmxCNmAUlELioazYDtKUyPbN8xk88Z32bPrO2zmcGTJgEE2HzsT2ghdFyeO9tSF6nZhDY9HNHswSWZMfgn8ARq9FRS6t6BpKhajg7jkPhjMViyRsfu8OwokSRBz7kCsKVHkPPglzbvK0YRE3YrdFDzzFSUzl+PxmvBUuhGSAU9ZE36fiYBHQ0gySpMPVTHg/GkzZW9+T9ncjSg+lerdTr56bAeL3ing9OsziekcidLkxRQdCrKEKSYWU1gkwmwgvdcE1me/xdac2aR3O6fFjb4M/uZ6ZLMFY3jkCc2/g9E18es5EeX+pM5BieozDCoaCXHEYzdFYfS0LO4WqK3G01gOViNK51hihoSQ0qGeMy/R0JAoV8xk7zKzboUHvyLjblLJy27milcGUdtoQJWM2FKjKc9zI4XYSX9kMn5jJKpfRnZEEHPzVRiiHfh8GtFXj6Pgvhl4/TLVfge5MzZQW+bHZpd46PFwKspUNLtMY4MGISFYU6IRjjAsoUl412+ntnYDdYpG935T8fuc2GNSMBgMdDr7Brw0U7Lqq3bLT0kByfDf3zptR25ubrvF1bPHpUTZ05D9KpJfwaBBx5hhbNz1CSabA4uSijk+FkPnLEJzd1NSbcIcb6XRLaP5VWwpVnqdHcOG+VW8eVsO93zUh9gOIagrm5BNLQUkcmgn5L4DscRmIFwQMWIkoaedhnPvZryVzYT3SqEqtxRXTBLn/J+DCwfupqkRbrgylNEj7bw7uxF7mMqeUgOODjGYqjyYU9Pxik3UblxKU2EuNlMY/btMRQjBzoJvCItIo/+I29BM7TvpUTK03tdpG9pTEwDdz74Fg0cjd/m7dOs4CatqZfWON7DZY/B6aomLHojPrSBHRWDv1ZEmtRKTpJLYP46AMLBhbilWu8yHr9XToUcIPYc6MIWZsdolKrUwDBbBY+/b0AwtDX2AB2ZkIjQBZvArEvYIEyarTLErhO3L6/nkAxc1lSrzvo4m4IWqOhWXW6BYrfhVA1HnDab563y823fiLdiFlz1Uyza6pJ+DwxzD5t2f0L3HxUgWK5pR18UfgfbURcbZVxJhS6V81XxSogeCz4/w+dnVvBpZMhLuSiLEHI3ZYCcysz8iEECmZdKT0tCMnGQi5fKh5P37G3L++Tnd3/8rhEeiBTQMcbGoAQP2If0wd8lEDg9DVSTMHTOIv/fPSGYLQgVjYhyaX8XcIZGmXcUse34TVdmVRKfaGX5DF7ZlN7XMMbGYQFWJv3gqlTNmoBnBE2jAFpaAJEmYY+JRzBKqSeAs3E76NbcjhdsxGdtxHq9uQ/1qTkS5P6kNFP+eQpTaGqK7jMHo1jD4WyYEp/QaQ+7P7xLa5zRErERZUT4/7PDRpX8kGZ3MvHhfBSu/KWLgxHiufq4n817cw8ovKnn92g2Me34ko/8zgSbFwqrHlxN3wWmoYWHgMaA1ean5z2wkiwXJKBM5dTKm6EQ6vnUXztnfseLlLdQtr0aS4ZwronD5Ze7+Sx0GqwEPVsqKNYzJcTTvLibizEGY7GGEmGMIMUWxc+OHmEx2Yr0DiOjQC1kBs9VBr0nXtVt+yvsX9aPFdaXO75OokPSWxomiISkaqBqRliQsJgeJ6SOobNhOWOfTqF+cQ9aU4Xx63yIufKwX8+/bhs+lcN1bAxj9166U53vYs8HJJy+UMfSKDoQtdZN5fneaAxZkRwiSQQJ538R1WSBbLdgyO1Ez93M6PHgRpve/5rMP3WzItOB2Q3yigfxSH9feXsn8H91ccX0I6772Yx7XkcDS7QQ25hGe3pNwJYKG3ZvomnUZUkBFkiTSkoZTULaCTjEZ7erF60BNgK6L3zOGgMBTVYTDFodNDkUOKMSHd8OlOomK7YLZ7KBx7zaQjdTUQpLdSk1ODYue3kpcBztn/LkD9VW7KM9389gtpWT2DyU2I5SGSh8P3FxB1/52IqMNxCQKEjJk1i9sYOuqJpQAIIGmSYTFO7BGmHn4plLqy7xUV6rc+vcIuvYxceWUWppcAku4mb3VNjSbjfIfd+HoO4jGL38goccZBMpKMSgSDmsskiowmx0EAm7MZitSO65Ipuvij0FoeBpyvR9XfQmRqSOQmppo9lYRLsUgyQbCTXEELEacjdVYYyPxN9QhS0n4C0qofGE2xmtGEjeiE/U/d6R29R72PP4lMf83hYQH/4LQpGC5MIRFtDg8ES3r/0hm676KQ2DJSiPp4RuxWAO4Vm2nelUZJruRi18fzt5tLlY8txWPWxCiArIERhkQKEYNe2oW5up8olN7o9gkFItETeF6bBmZyKF2hATd4+PaLT91G+rU4qQ2UBqz15N62vmYfKDU1lC4awlxqQNwpHQgokNvzNHJNOzdCJLGaTcP4s2n1yEpCmabTEyajW5nxmEONTPlgc70OD+TmbdsYPal39Pnr8Oxdk5C8WmofsHev72D48zBaH6ZkAH9cK3ZCBYLta/PxjagJ46z+qHFJ1H49jzMoWaufP8M1r2yAb8tFEekCdVkIjQ9lpyFZZi6dIJdmwgUlhAa14G0xGEUb/6O9IwziIjoyJYt7xGZ0h3ZYEQ2QO/khHbLT90DxYlj69atxMUd+qIUQiBJElVVVW0Wl6RqLRPJFa1lsqOmgSwRF9EFhzkGd0QqBp+Mf3cJ7ohBZFw7jC8eXEVTuQ+hCBbPqiS2o4Ohf+7Ckld3suTNPNZ8Vsyg2wch9+hEjcdOw+rdaCvzib3hWgzGSNw7d1C76Hsix4wlpHd/Cp/5hsRrRlHw1lw2f1BIxxHx3P16JraGaha+X05CmpEqYxSNsoWqOfmEDB+B66slJP/pesp++pQ+Xa/ALoW2NLAkiRBrJF53PUIJIMmmNsurY+al7q3ohNGemgAw+AQVBWtITxjW4glL0QizJWImHCkiHHdTE2pjI7Yz+lDyYx5pV6ZhD7GjCYhKCSGtfzTn3d0RC36+eKWcvA1NxA9IYuLdWZi0AKXrK5j70m7sDpm0Lna69A/B6jBRUxHgxtd6oVjsNKlWdq13sv6HjTSW+hg8OYEJN0Ti1JrJ7GZm+c8+zropmQVvl2Mf1pOqL7ZjifEQltKFhJTBFBd9QUJMP9i/5sm+vAIIsbbjEC9dFyeM9tSFySOozVtHQlRPZJ+CCATY4VqJJhR6W85E1sBmCKfKU0KILZWm2jwsBiOYjAhVwxxhxWSV6fPYJIqXl5D/5NeU/ON1oq66AGvXTIQE7o3baPxmCRFTxmHrnolSXU/Nm59g69WZ8MmjQJNQFYXKr1dQvyQX2Wxg3MzzkeJkDKoHX3MAR9cUNBWEqqIJlZCuPancsZSEnmeSdPp5SAICRvB66qjfvZHkK/6Mts867Z2k21C/B05EuT+pDZS0oRdgbhbQ5CZv0+d0zBzHnp3f0y3+BiKTelBfmI9a24R9cl+WPb8ck1/hovsy6T3AiopMQBgwoKEiE981lCmzxvHj45tY8/AizNF24sf0xF9Rh2yUUSprkBwRLV3pXi8GJGKnXkndV19R8sUChNeHY1gPJGcDpCfTZUwlH810csFd6bzxSAVD7uzN8vPmIUUWEdprAK6d20jrPBpffTUeZwWZqaOQkIiK6kJ98XYiOvTGEICeae0nLlkBeV9vqO7Du23p3LkzCxYsaJe4JEVDUlWkfV5YJFVDyBppkf3JKVxIap/x7N34M/YuPci7/W1KE0IZ9dokTLXVaI0uFLef2uJGhAYT3h5HyY4mVj2xgmWPriR2eT1hZw/AX9OIMTa6ZXHHUFAanEiyEbW6AXunjni2bif/Ly8jmU0k3TgGT0EhrzxUxfApSfT5SzJ1UZWsXuPGHxdFw8qtWAu8RHXsh3fvbqySnQgpGsmvICQJDC0LTsbH9KCqNJv49EHtko/QWhOg66ItaU9NAHid1WgBHw5LDJInAELgsMRSU7+WlOSe1JQvQjYaER6V0tlL2SoPZOQ16Vw383TsBh+g0m1YJAY0buiXylevFLH8zVw2flFEv0sz6Tw0CoPVhDnUyIUPdgNg8dwtuJsFJQ1W8ra4WP/xNkpXlxHVI45zPziL7W+uYcV6meEDHQybBHllTZi6pbH7oVUoi6sIHXUmzWvWkzHoAnylZag+F+HWhNYeu7SWBkrXzienrgBdF21Je+pCOJupLdlM/4zLkZxulIAXI0aSjJ2p8heSrkZjli0oPjcV2xbTXFeI/U+DMUVHkfLApTgcHoyyD4OkETEok9R/30TFq19R9czbWLtl4Rg1lEBVDZLBgFrXAJJAePatDVRdh1LXhHtNNk0LV6LWNxI1aQgRnSPZMnsXIbf3gxgbtqQIUm4aTU2ZC29OHpWffEjilKuon/8NRSs+I2HweEx2B83VhVSs/IaESZciLDJCbvGQ2p4NFN2G+vWciHJ/UhsoFp+E7FHIW/85HdLPIsKWRGRERxrLdxPeoTNlO37C3j2TgGbFVeHCHiahmVsaJ2bNh0mW0TCgipYSFXAruCqaSRqZQWOBk+LZa5EMEtb0WLR6J2ptM/6CCkwxcSjVNRQ/9AgIgSkpkUB1NVJ4BOEDO7Dxi2LOvqI7Oe9nM/stJ6MeHUZekYocakPzKzg6dqMhZwF2YwS7t82gU8dxLT75JUhOHMTW7bOITOmBbDDSM70dW//6KqgnjF27dpGent4ucbU0UASoLY0ThEBSVKySDSMmZHcArdlNZHI36pu/R5WiqPE4iIqSscf5sckqoX1b7uVSTZTtLEe2WYmf0JnaVXlU/bgdyWREMhppXLwcl2wFTwCD2UL9sp9QvvkC2WbDnJRCoK6Whi2VJN92EWZXBQvnbODbKicRQzsjj4qhfuYyZFsIWn0jcf36sueHd+iXegmSN9DSuDIaEBhA/H975x0nVXX+//e9d/rsbO992V122cLSe8eCCGgAWzTWWKMxGk1MVaPJ1/SYb0z8ajTGTgCNYhcEQUWa0uvC9t5np99yfn8MrKDG9kMWzX2/XvOCuffOvWeePZ85z3OeUwTpKVVs2/M4pRVTTogdwdwx+8vkRGoCoHb3iwzNm4OsfrB8qssSRzDYjUvxoPp6iSktI9jRhxCCsLASPtwNa5V0rIf/+KpQiEg2Grf3klyWjCcnlrf/uot19xok5rnxpDl54pe1SIqMLdFNvy/AvXNXo4V07MluFJeVcFgQzshh/M+c/PvXa3jh/0IAnP2rUTz9mwbcFTl0b6rDkZKDITXiFG4Obn+asrz50ayiECDLKLIVXY9gE4LSkswTZktTF18eJ1IX9dteoDBrJpaIDqpGb7iZODmFRCmdndp68oSBVXagqQGscR6EEMjIA7vlSpJAkQxkSaDIBkavFz0Ywj1lNGpjG533PYZks2LNTiO8vwa1uRWhG8hxLiKH6mm++VegKNiLc5GsFpS0VJyTK/Eu72XdrzZgi7XjHpqO7HJgdWtIdguGHkaPgYSz5xHZX0fj288gIhFsSalknn0RclIshhKdjywJqMowfaivAl9GvR/UAKUwKYG333kShzX2sFNmkJkykv21L1OUU4Ki2LFYY/C/tYO400ZTWG4lbqgTVfRy/3X7CPs1MgqdjF6QSVylC9nQkRG4423MXPIN6t5qYvvfNoFNRu/oJtIXQuvyIlms2DIziR0/EXdpGVrAT9tjjxDe34j9klOp+9Xfebmlk7FnF1BxeRz9moOmZw6Scd182pdsRO/qw52US1f1Fly2BGLkeIjoCEUGoRHjTqOz9j2SC8dSUZhxwuwpawJZPrw7sXYCBzT/F1BZWQnAlClTBlar+NIwDHQtQmvvTlLsudiFA9CRDIMh8RPYtfs5MqtOpWXNKrKuuIbud1fR5XNiCIkYm4VwXTutaw6Qf94ohMNBMABCVnBPKCPh0jNp/NPzGCgY3iCR2gZEKIwkWzCC0ZW8YstHkzT5FPp2bcJvCOyZ+dTf+TSO8hxk4Sbu7Ik0vLoNvbeDtAsvo+ufT1I46Zu0bXyNFE8x+HxIevSn5Uh6t9/XhuL2kJRQTKzT++Xa7yiO1gSYujienFBNAB53JkJTaevdSbp7aDSAlyVctgT6umuQJSuumAz6a94i8aJFhOmmX4suH+8RITb/ux6rFarmZaELMDQD2SIz7eeTmXTLGNrW19G2tZ3eWi9tB/0YusAaY8OdEUt+cQbtOztJWzSexqc3EvEG2bNkN2XnlhJTkk5mtkzFnCz27DXo80LMaRNQY7IIbd1J0tCxdO56B6ctHqfkQlKjno8u6whhEAh04PSkMKx0cNoKMHVxPDmRukhPLCHRkklb63bcqoOW8EEKpDIUoWAInT61AyUYrWdFY88lbPiwxMQiDAMhJLT+INVPvEvO6UNRUjNQhIqsSNhyUki5ZiGRpnZC2/cTPtSI2tiKEQiBIqPExuAYVkDsgpk4K0sI7a2h798rMTQIh624p46ga8lqYspTSZpVhmoYxKbZKH34RpoeXEXH8iW4x43BlhxH2kXfQtKl6JAqCSL+nmjQnpJKvNNBXuKJW8nL9KG+OF9GvR/UACXbIxHsa8ff30ZPVzUTyq/GYY3BItkIdbcS6momsK4JJT0Jx+jJ1LywktGnVKEKBSRYcGUa991aS2t9hMsfTCOzwM35/5gBVgsWyUfirAQSYkez9tebSZ9VhHPeTNrX1dH/2maUuFg84yYgCwlLbBzZt/yAticeIdwVwV6UTd3aPajeMKfcOQGfZqN9ayueUVNR7C5C1fsI19fT5e2isvh8pLCOJATCIthTvQxNaPT11VFaPo6EWNcJs6eZnvzyCIVCLF++nJaWlo9NY86dO/e4Pcsmy9T07KCz/yB9/kbKY6cjjOiwr5DeTjDYRcvu1VhT05E7wziyCmh9agPyhePRDJm6J7ZhBFWkNxtInlVB6nlTiZ0/BV2xE+4OofUFsBbmYk3LIP6ymSgBib5Vawjs3UXymNnIFgs9b72BITSyzroEJSMJdfR4Gu/9Y3TH7po+YmdOw5WcR8c/HydzxOkYLR2Ee9sIhcP0avsZFX8GkiQhAQHdx562F5EUheGVF+NynLjNgcyhLF8eJ1ITAPkZk9m261FkIeOS3MRZ00AXZHiGsav631gdsXTteAslzoE9KZOulzbQs2goyTY7/ZrMqkebwIARc9Px2DS+9dBkgroVXVGR4yVsI5Np2tjK5BurSCpLIahbqd3YyY7Hd6H29DP0l+eh2jzkjaxCN6D9L8+yx6LQ92Yb1bqKY3wZb/x2DZk3zOfgA+8QN/MMeh5bjrczjLd2F/kZU5Ai2sC8rNrOt+j3t+D1N5OcOoxhpScug2Lq4svjROpi+vhZbF69gfruLehaGCs2nLITYegIDPb43kKEFKyu2OieKAbIh4MBQ5fpeHs/odpuapduY+iNyaSOz8ZZdhlCsSGEiq0wEdHmRvQ4yb7pUhSbgmFAx5K1SG43nunDEbqEe0w5zsphSFYFTdXpemk7ut/A1xYgVQa7EkHX+on12Ij93jTat3dS8/OHUWI9ZN16K4puiU5OF9D69KMIIci47EoqC/KPm60+C6YP9cX5Mur9oAYoWclWivPn0Na0BdmQkFUDITRyUsfSWL2epJwqOpq24RxSRKjVT6QnhD+i0NwSQgiJggo37jgLZ38vD7us4lFCWF1WFCk8kM5/8/k9JOW66NtwAFdZLnHjh9Jx37/Qe/vRJ01FdnqQDFBkC3HTptP373UkX3gqwb2N2Isy6Ak7qH69Adxu/NsacOYXEdq8nbi0Ujq964m3p0dXKhLR5S2SY4vo7D9IQf4spHDNCbWnZER3JgYwDDP6P57cc8893H///bS3t/Pb3/72mHOSJB3XRqdydD79vR30+RvJdpUhDAN0HaHrxMoJuCyJoAvyhp7KnrceJ/2yK2ldtYzmJ9aTfsEkEhZOw/vuXhxjygmqVnRDwrDI6JpM1/Pr8Zw6gZ6lb4BuEDdxBpIh4duzHYvdTc+2dyiYewWxacWEettofnEZcVVjcFeNJGPRRQQba4kbNxGtvZu2+x8grXIG8dYMqrc9REXmAvbXvECyLRMiKkKRkRQFm92O3eImJiYdCxYuveTc42arT+NoTYCpi+PJidQEgE2ykJM0lp6+Q8QoSUiaDkKQIKciCRlFshMJ+kgeO5XeDduw5uRQs7Iez2Q3sVkuZlwxBIdNIGQFOyoJDgm7LjBQATjwTiMRn8rOF+oZV5JJULey+b4tBNr8ZF85i4g1lnDEgqYp6LpM4rcX07v0ZUJeDWd2Ii/esJqE2cPpbtIwwgLR5sWdlkecPYveg9tI9hRGsyd6NEBJcOfSE2hAsTiQaCIpKea42uuTMHXx5XEidTFmTAG71+wi1pKEKvwkiNTostjCQBYyHiUeR0wyPUZ7dIUqWcEIRkBWCLX0ETuxEskfIHt2IVZFJ8YWQYm1oovokEUhJFpWbkSyKlg6mnENSUP1Rwhs2YcwBAlnjENDQegQ2LgDtbUTx7BCnFMmENqyndjZwwg3dLLj968Sm+5E9UewJrhJmlZC//QSujfWoQb7kJ1JoIOkSzhzC9H6+1BsDibk5Bw3W30WTB/qi/Nl1PtBDVC+c835vP9WHy7VgRzRQNVBF8Q50znQv5LiMZfT72/GmZNP4MAh7Plp7HqpibZX9mKTDO69qZbFtw0huzIBVchYidDb6CUjz45N1pElwXm3ZrP1nQCuMcW8cNtasn6WR+yZUzE6AyixHqQISJqE7u3FkZiJP7AN79sHSP3JFbQ98iyNV72Ev74b14QK1NVbSCybgDWlAI+SgidnJhZdQlKjobYE5CaOJjt9HDgs/OLnJ84RA5DVD3belNUT+uivPQsWLGDBggXceOON3HvvvV/qsy64ajrvv7GLisRTortQH3bEMARWyca4jEVs7l6BEtCJTy8l+N5WpAj0r9xIpLaFlEtPxz13OiFJQgoLdH8ILajRv2Efen8YR8UwEoQTSVhRdBm9z4fVk0B8XjnulDwUNTo50eVKIXPsmfS3VNP82IPIVhtKTCwdB57CX3cAmzueGCmJxg3PMyRjKm7NzqjEuYhQCA5rAsPAgo0ROQsxbBbKK7OZMLHsS7Xf0RytiSPvTY4PJ1ITALNOLWfVM2HS7UOiv7mGDoZAkiVSY4pITCuj02hE8quED9USd8k3qPntvbQ/E0/SY6eRe1oRLjlCwNCwSjr+pn5cKTrCakUVChXzc8FuI31iDhHDwv5X6rGmxJE5Zyz2sVX4gzZ0VUHtjWB4g1hTk/AsOpvYhRG0rm4kodHy4ArU5jVk3ngj3n+/SvaIuUjN3WTnTCRGiYdQKLrohSKT5MwlsbAAXRGcffaJ0wSYuvgyOZG6OOv8CTx730pK3BPZ0v08aVI2iOgcJ1lSKI2ZiJKUwpaO50CAIy6V3rdXo3d20/Xgszhvv4T4b0zDsEcI6yqKHkHp6iEmI7qZrhASFTfPwF/XSXKeDdkWwLArDLliChGLE0Ux0DSFUHUj/g1biZ0xg8iuWvpfrMU2JAfVEc+uu5/GYdGpmhbHjEXJ9DT5Wbt8D3FuO9KFpxGuPoSzLAk5IiGrkDpjHkKBOKudb44a/qXa78OYPtQX58uo94MaoCiKzIXfmsxvf7x0YDlVSZZBkUjw5BFor0ex2LHFJtO7eR2x8yroqj2AhkLZzFRmXxxNifcb0Z111v3jEHvXdjBxXhJSJMLu9V4cLpk51w9BTVPJGJlG5EAdCWeMp/2vz0cLYYDwh2h58hEkRSHz29fS/tq/6axvJeGSRah7qwktXYvWFSamqALvxncpGXcRteuepjJ7PlJIR1I1hHx4cwdJQpIkZs0ZxvDhRSfUnpIukA6PnzxmlRiT48aJcMQqxw6hctwQdry9PxqYHEEY0ZdhkB1fRcehTWRVTWXXhodwVwxHTejEUTKMzqfXYvT3gxBYUuIIbN6DEY4QN3868d88GyIKziHFyGEJOQTd69aQNHwSsSlFKBGBrEaXWOzYt4Hu2q14MosomXUVuqGihXwoNged7vUEWmror96BExcpcjZSIICIqNFsjxAMbHciRFTbhsHFl0//0u13NEdr4sh7k+PLidAEwIWXTWPNs+9hGFENcHgBCYREiiOf9u79ZAydwt7dK0gYNprw1gNYUpNRIzpNgXgMIeO2hHHJETq2tbLmL3tIyHax6K6oE2R1KJSemY9Pt3PovW7qVtWQf9tC/KqTcMhKqCNM/4tv41u7AYTAlpWFZLUiu11Y01MxwiHUpk5c5ZUonRFkYcGlJNDevIEUz5CBFfkwDCSIdjxIEtm5KVx7/YntzDJ18eVzInThiXMy/6JJPHzP49hxRedxHG4zovP/PpgQj2HgSsyiP9iKZHNgeAMEmwKQ5UIXEoaQaLj3NYL1XcRketACEUAgCZAQ9L29F9UXweJxkn/pZNTEVLwhAyEEPU+9CJrAv+ptss65DMZByytL8e5sRbJasFk00ujixR8cIBzQmXJ2Ik0rwsi5oAc15LAE3X58+/fgyM7DkprCZWNHE2O3f+k2PBrTh/r/53jW+0ENUABmnl7BU/etpOlAazRlL8ugyCS4c+jqqMGZkIne1okRjKAUFdHx3NvM+t1c0uMjdKoBlMOLVcsIUgo97FrVjq4JeupD/PRv2Wxa2cdfrtrJDctiGTIlnfderyGSECbS1Aq6QFZl8KtgCGSbHaVXI+OUxfTs3UTrnY9iSYhHNmx4MkvQmzpIzh1NqKkuujurYQM1BLoeXfHhcEpQtspcdNm0E25LWRPIh3f7ks0JXl9pLrzhVG5buwchxOGg5OhlSQUpMYXUNf2L9MBk8kYsoG77C2R/42JIj0EbPR5hExiSjt7Xi+4NY4QjeGbMRIooEJHoX/kmFlccjrg0tN5eXFU5tL61goTMcuIS8pF18DhT6dY0Yl2Z2HwGoICIQwqAPXEUDa0dCF8/xUnTkXwhiKjRXm0Y2NsBiDaYusHwqlxGji04oXY8WhNH3pt8NcnKS2LG6RWsXr4pGpzohzOLkkS8LZUDve+QL1zYrR5cjhR6d64k+Zzz8B/cwYZfr6fyuxNJ9kTwWMIYCRFUQyG5NJF+3YEqFLpaImx+fB+Zp5Ww7f7NFP18ER07O+l+6wBKTh7+VRuIP+VUpKCE1tJK5je+hSzb0IN+Ij0dCItM+pi5aG0dtL34DEOmXogloOPtrKVw6GSkfvWDwAqi7YYsceEVU1GUE7dbNpi6+Dqx8NvT+dM9vyFFyopq4jCGZCBJURdPli0YuoYnZQjd7+8g/1s3EIx00P5/S0m86hyMLDdCSDiGZNC3swlHVTpjvjMNh0WneV0N3ppuJl5egpBkWmtDvHDDM2SeMwbHrEmEDzZjy8xAb+7C5k6k+/nnsHriSZ5wCm0vrsCdlcT876ax4a61LHswgUS3lVMvaCW5PJfu5g4Uaw5abTMdrz5HQvEoWl9ZTt7MuVw88Tsn3JamD3VyMegBiqLInH/ldP7w/aeiWZTohBBi3WnUNW8mqWAaXYeqkWUbjT//B2kXTGbdnW8x6c4ZBN1WbKqfzh3tFI5NoHBqBpUzEmnZ2oGvNQCKwspn+wgHdfa+00NMWSrhtlp6365F7/NCnx+9O0LrC0tIKZuMoaq0PvsEQobYilFknXIeWk83akcnvm07IKITsAXo8/UwsuBcpIAaHWoQUaOBlRHtNZ512iiy85JOuC1lTSBjiuvrQNWkYirGDWHHOwc+yKJIR2bvRcfJZiVUsXXdn0nMGU7eyLOoW/44iZNm4igrJeTrQKBiy04n9cJvgQApFB3ja/T58L+/HSMUwuqOI+/0iwnWVhPp6aStczWJEy9F1gTxMXkkjL8GYQgi7Z10tuzAotjp667FUEPkp07CrtvYWv00+c5KEuW0aAN5JJiSpYHgRNJ0Lrpu1gm349GaOPLe5KvLBdfM5M3lGzEMIzo3yxAgRyf9Jjiy6G3fR2J8MfteeYicU8+nfekK4hfPR9W62XjLCuJK0yi5qIrU1Exm/3UeFlmnIwKaobB1xU46anwc/NEqin84j6ASS9vylUTaepH3tpBx6ZXYNBtxEwsJHdhP9ysvEenuAEnCHpuMoYboDfRjc8aRkFJC81vPkZxYSrw7G4sqou2bboCmgVCQhCCzIJlZc6tOuB1NXXx9iE2MYdzMEVSvaAGO/Tse6SiyWz3UbluBKkeQrRJqQzOO/ExSzj6H9r8+hXvmWJg9nNg544ktTia47SCKIrArGjse3YHdBvKZCcTneCAFZFlQ++i7DJ05Gd+67cSNn4Q94qZt2ZPkjJpP5/71aBs3Inxh5MIU6nf2k5Fj5baf9TF5jJO0TAttmozqDeBKsdPx2nMUTr4Iu9VNYk4Vs4bFnNCNS49g+lAnFye22+Y/MGveCDJyEkDTiIT7aejaAqqGoYaIdWcTrD2ECEXQ27vR7HHEzhrJpt+tp1+z8/YDe9ny1EG2PNNAWFhQhUL+iDhq9wbp9sqcdnE67gQbBdMy6WoOY0mOI27+dGzZ2VisMbS/+iz5U88jNXcsmfkTGTJmMVpvL+2rVuBds4bInmpcqpOhVecS8XbT1bydyuyzsQYMpFAYLehjT886anu3oKshZATfvHrmoNhR0sUxL5OvNt+8+YyB7ElPpJm2SG30hK4jRVQSrVlEwv10N+4izpJK8bTLCO7fR/vSJ2l77BE6n1qC0qli6Zew+CQs/uhL9upYXXFY7G7yTvsWdslFQkoJ8SnF5JfNxRIy0Pv6aD/4Lvs2P8nuDQ+xZ8vjtDZsoq9tP0PTZjIyZxGJpNDbcxDJELT5q6MT4/Voyj9ChK5IY3Q4jhAMH1dA1bghJ9yGH9aEqYuvNjlDUpk2twqhaRhqhEbfTvzhLlBV8mNGUNu0lkBnPU5XIh0bVpJ76rfoffZFFN2Na9pkujbW8valT7DhoX3s2hLiULOdmnqFvZv66e2T6KvzknvDHETBEPxBG5a8PGSLjYxLvo01bCWwZRtNj/8fkfpGMvMnYQQCGD4/aanDKSiZS/n4yympXIyv8QCh3jZaa96lMGUyclBFiqh4Q634It0IVQVN58JrZ5/w7AmYuvi68dPf3UqMO7piaED4aBKHoidENNMY78qit2M/4f4u0itm0756BXJI4IhJQbY56H36Rfo3HiAYtmErzqFnT3TXb5usceYtJUxblEL5kDCZth7yk0JM/04pMVmxAKitndhSMuh583Vyxp2F5A+j9vfR/f7b2FLTEFYroZDEoYM69W0ajz7r5WCDTGujhtoTQmtoxRWbiTOoYOs3SLPHctdNVw+KHU1NnFwMegYFQLEonH/dKVx52ZV41U7sFhdam06Sp4D+mt0k5lQQcRmEMtKI1HQTN78C34a9tO7pI3V8Hn3VXWSNSh64nyEpnHZlLr+/vgZdE1z8h+FEZAetOzqwF2Wh9sp4RowkVH0QZ2ImTlsiSkigqAKL4cITm4XDk0xW6UwkHQLt9dS+u5zkuGJyYitxhiQI+mny7qbWvxUACYmOSD0/WHwXWfnJ/+GbfrnIqoEsDg9504xBKYPJ8WPk1FLKxg5h9/r97A1uQEIiwZaBTZKRZA2X7GBE7jns71iN0d2DMzGB/Mr5eAPN1K55Aj3oo3fVSqwxsQghUHs7CXd1YHV6SCmfjCe9CEWTUIKgqDKZeRNRIgYtB9+hp2Mf6SkjKMk7A7vkpL+/iUONqylInIBLs4MaRlI1Mi2F2GwK8SIJoWnRISyKwp7wOxiSgSFBqjKEi248fVBseLQmwNTF14ELvnsaby7bQEe4gY5IPR1qHSMtZ2BV7BTFT6Teu53ivDn06C30bVxH3umX0rDySawFucixCXgWzEKLt1L7Zg16Vx+yRcaWFoerYihFi09FFVZ8fit9q3egNbSTedV3sPhlul74NxbJTvGMK7BpFixhg9SUCgK+dhKtWUiqAqpAjwRwWjxYrRYqc7+BJagjhSKoAS+7ut8ABBPiv0FWYRrT548cFBuauvh6kVuQzYJrTmPJr5/lANsBiYgIYmgaiqqRGltEvXUTQyoWYXWl4UkvxL9nJ67hlcQOH0VPKEh4dw36hGJ0rICEIglccoTisQ5s+QpvP3yQhGQLI05LYdr8DDY/14JVObwYiiwR6e3CnpoOzhAcsmKJ8YDNClaFvl4/qVVpNG/tJBKBvAVlNK32Inoi9O15F5cjmX1tj5KUVMLPL/rxoGRPwPShTjZOigwKwOyFY7C7LcjIKMJChr2I3JiRtB58m9TUKoIH9pNQPJbAO9sJtIZJXDSF6qe3kjgiizP/PIu0Ig92Kbo6y6oHa3n+3lrO/WE+1z5QhSc/gYBho2t3B9acNML7G3Dk5OPfu5NgWwMHV/0DOaxDIEzXgU04LbHIIZ36jc+xZ/X/0XVoC8MyTqMiaTbxaiy+ngY2tz2DGvEx0jEbp+SmwF5JnmsYZ14+cdBsKB3eefzIy+Srz0W3zAMg1zaMVEsuVsMChh6djB5RSVRSqcg6k/3vL4Hefmx+gzhHJhULfkDZObeRlFOF05mC05FEqKkJmyOe/GkXEJ9UjDUoofg1RJ8XS9hADunU7X4Vf28zkZAPIxzEIRzIEZ04JZVR2YuJk5OQQhGksArhCJKmk0w6Fg3E4cnxCEG6tQCEIFZJpGpSEZXjCwfFfh/WhKmLrz65xelMnTeCBEsqDtlNrrU8utpdOEySlEaSPZu+9gMUpE7GEpHoeWslebMvxhJRUFQJWXhQcspwzZ2LZdRI+g90YKTnIgpK8QXdBPptdC15k9D2g6R+43ysIYXe1StROzsINB6Cfj+WkIEcFuTmTKW06Cw0by/+thrqd7/Mni2PkRFbzsichViDGlIgBMEQigqxciLJSnSuwIU3zRmU7AmYuvg6svjmeThiHORSjAMnSVI6PeEmiKhYIpAaX0KouxklLEgbOpmere8gqYLYytFkXnctWkc3EB012V/TxarvvoItEiB4qIMHbjvExOE6zqCfP1y7H3eom5RcJ+JQDWpDM21LHsc9djTVr/+d+n2voRIiYeYp6H4vzrJ8DrzegD68gswrZmCfWMGWlzsJtYexGnYyh0wh5O3AZY3HrggWnF45aDY0NXFycVJkUCCaRXnkyQeZNWcaOa5ynLggpFOcNpPaDc9QOOEcDrz2FClzzqDroZew3HI2gXY/zRtbSZgSi1XSccgqDkmlaVcvvW1h9rzVzbSiWBBQv6mTtrdriJHeRe/XUWJj0YI+tJAfQ0hgGOzd8gSpyRUkxw1FCwcIqO0MLZiGVZeRQipSOEhd52a6ww1UWCdjF7boxl/2GSBJXPbzcygfMXTQbGhG/18/Rs0sY8EVM3n+QRFdlUUwMBFSqCqSJBHjjGVo+kz2vvcE+aVz8atdJOQPR7FbsDqzEG7QIgHaNR2trxtL8Mh673Bo/TJC3naKys6it20/CgrxiaUEfW0EAh1IcQZo0U0i0XR8/hY0NUSCkhodpqJqoEaHdiGi2ROAVDmbNFceMfEevvOr8wbNfmZP8deTa391Hns3VKPUjAVAqBqSIRBArmMYe3xv016zkcIhM6nr3EDDMw+SPG42CaeNoWvH23S+uhp7SSHC0BDCQrjBiyUHQrsP4Fv9NmprB9akFCwRGbWxlUh7K7LFjh4MIQIBZFsMsi7oad9Hfe2byJJCjCuN1LgSihOmIqv6wMIRIhwBNQK6wTDbeADGnz6c6d8YM2j2M3Xx9SM+JZabH7iG//nWX0gQ6QRkP/WR/SSpeUgRlby4UWypX0J8Zhl2qwtXYhada14mbvp0hEVBUhQkWWCRdYyQiuYPY/P18NTdB/m/+zy8u1LltecjjBujsOxne1j4vXLuv201tgQHoT178cyaQOK4izB6/Xg8HoxImPD6VYjkucRetog9m/ahByMYuhutx8COi+SkoUj9QVITh1FSMIebfnQacbHuQbOh6UOdXJw0GRSASaeM5s4f/5Lm4D56Ao0QjpAokkhy5NC1820yS2bi37QZR2oWnf9YjS4sbP7F6wQ0C4aQsEo6Ne+2owZ0Lrk1FatQWfG7A1glHXeiNTqZMdmDfUgmweYanPlDSBoxheJTrwarBSRISaskzpVJX1c1fT2HaG7eiOwLgT/I3rZVhCNehiuTsWkWhKZFx9zrOnMvnc75N505qPaTNCO6aaSqR3crNvlacPU9FzDu1AowonVNqFo0MIioiEgEKRwhTkqmNHMOO7f8g5YDb9F3cAfWgBF9BQUO4aRk+hWUTLkUJSIGXk5nIpKAgLedoK+DgtwZpMQPpaJwMcVZpwwsD3xkovuO9lfZ27OWSMQ/sHnkwEpjAIZAHF5dyWKRuP3Ra8kpTh802x2jCVMXXxviU2K5a+mNxMQ5owG7rkd/j8MRRChEqXsiPd0H6Ti0gZz4EUT6uql94SGMmhYyRp5O7jlX407Oh/4IsmIjtPUA3X9fhtHcQ8o3zsWWlIItNgElJNG/bTMpw6dRMPWbFE++GHdMGpIB/t5mmhvfJSdjAopkJRzoIdGSiRxSB7ImIhhEhEKIUBgRiSA0jaEj8vjRQ1cjy4PX/Jq6+Hoy8/zJXHrXeUiKgluKJWj4oosyRFSUiKAgdTJNe1ZiCRlYZAe9OzfRveY1JEMCCSRJoDV1kjN7CBfeN473l9Zx1VVOytKcDMl0omtwxuQ4Lltk543f7GDxtSkkpFgZ/ofzUfdupePRf+LdtI5wfytdzzwDAlp+9Dc6//46wS0NqLvaUVpUrKqF9MRK/A37wR9gaOYpXP2d2Zwxd+yg2s/0oU4uTpoMyhF++IvvkWhP5467bqcr3EghE8iLqWRv3zpERzcW3YLVnUZwdw3C7sQ1opit/6ol6VtpALz8QBM/eyAXj0sQ1GTuuqYBHYmkwjgKF5bDiDx6u22E3qsnYeQUOp9+ipT8sRh+QXzaULq795PuLiHNU0Ktr5MUSw56KMDOztdIkNLIkvOjDuIRh0wSjDt9FNf/6ZJBtNrhomgG0uFymenJrw+KIvPjR67j+6feTfXWWoCBoVQS0XVbJMBjj6E8ex4HWlfTUf8esTHZ2OISMawSQpZwSi4wAF0gGQJJh7whs0hPHcH+7csYXn4hkhY957TFRXe9PrKu/uG9J9IdhYQ1HxZdjs45OewYdhhNJJERTaAYMkgG3//rFVROLhksswHHagJMXXydyC3J5LZ/XM3l865D1mUSpTSsFmc0qBaCSs8M9vauxx/sIC2xHBwO+vduo3f/+6RMOYP4lKF4soYiLCAUEEe2sjIg95vXImkQqq5G7e4ipioHS0TCYo+FcLQO1dWsoaRwAYoGHWI7mbHlSOEIUkRFhMIQDuMLdVEf3k3A6AcEBcnF3LnsLzhcJ3Z/hw9j6uLryzdvO5uWQ+28+thaFBQ0LYIlYkOyKKTE5NHQ9R5qTzepWSPoqt6EKykHBStGKIIQEoGGLpJKkkhIVHhzj5+ZP4rBKinMnW1j7uwj2Q03EamTZ1+v55wbCln2v69QdtMcQrHT6Njno/XBl4gZN57Qjj0kzZmPXXPiXbuWYEMNctBLsqOArgMbGZo+izhbGgsWjmHR+RMG1W5g+lAnGyddgAJw5U/Ox98R5sEHHuD99ufJCJTiCzdDsJ308pk0bFxH8sSpdO16BzmzkIYt1bwZY0f5RhLuDDdXz9rHqRelUb09wPC5WQR0O5qhINlsGBENa3oa/V3vo7idCGFQs/pxEpKLkIWMpBvIIY14KZmRyXOJBPt4v2sFeUopcXoCe9WNJJFKspQBQNHIPH765HcHbSzxMaj6wD4UR6+HbvLVx+G284vlN/PdqbfT0dCF0HT2GuuRZQvDYiYhDIGkG6Q6ckgdcgX9eg8Hdj+Pw5VIVsFUmpo2oAuVIcPmRZeeFIAh6Os8SP3BVZSWLMQi2aLBiy7o7jlEQ9u7lKTNwiV5onsURVQK7JUgR3e3F5qGoals094igJc69pIucsmSivj2Xd9k5rmDNx9rgKM1AaYuvmaMPXUEt/zyBn79g9+zS7yLolkIE6YgUk6KUcgw5wSajVqaenZRVDgXZ0o23WoT9a/9C9nlIuzrImn0TDxDyxEyHIn4RSRCz9Z3CTQcJH/6BSiqhBIRNGx9CVQVpy0Rlz0RF24kXaUqbV5UI8EwIhzBCAXY3P8KqghTzhg8UjwxCW5+8eKtJKbFD7LVMHXxNee7f7mM9qZuml6vpi1Sg64bdHtbqciaT3HqdKp3vUjxhIsYdup1VL/7JO7KESgWB4EGL/qBTprf2cW4M6YiFAud/TKZ8SpWSTnmGfNOc/L40j5SE3WsaOz55UsU/+4SpLh40ASeIeUkFo5Gb+ig5cUnySiYisdjp+HgG3g8NsYknYUcEkycMYRrfnDG4Bjqw5g+1EnFSRmgAFz/2wvpaOxm5WtvsL13DTHWZNI9Q2nZtZqMgnG0vbueuKISIs1+DM1J7btdLNvbiVOOI67IoLrZzrhbh2NPjaU+6ODQ+30cePJ90q7KQCRHkBUrsiphhILo6HTXbsUirOQULEL2a0gRlXCgh23drzHUMgqP7qFbayaIj3q8JJNBSk4Sd6+4DWeMY7DNBYCk6Uji8EZ5pri+diRlJHD3v2/hphl34Ovz4TW6oqsQB0OHd6jWkTQN7DY8Ng+jMhfSrTZTu+dlOnr2IkkyIhxGAiKqH0OPZgJlLNiEDVkzoj1ImkFH924Qgm5vDW5XGajawJyT6NBGnT61nWp9GwKBmzhSyEQXGqnTnZz/g7MG21zAsZoAUxdfRy655QJEv8wTdy2jWuyki1bqI/tICmQgaRoZjhwS4zPYW7MaZ1sSuUWziRt+MXX1bxLw1dLyxnJ6t66PBicSCMMg1NWMO62AoukXR4MTVSCHdXpb9qJHgsTF5lKZdzZSUB3ImhwZcun1t7IvtIGg6MeClRjisNqt/OLfP6Ry3LDBNhdg6uLrjtVm5fsPXsG/q54iJhBHfWQ3QoKQvwtPXBZx9nRa96whvWImGcVT6XrleVKmzaHtH88hFA2tN8w7L/ZSuriEn/38AL//nYPGzT387/8G+NVPExlSJqj1QWevzI5tBsJux1fdTV/ATvv9K0iePRe730bfu+sIHtpPwZDTadm1Clk1iJWT0QM+JMlP8agh/OBPFw3qcMejMX2ok4uTNkCxWC388O9X0n22j77NXUQIkWUtIiN2GLsb3yA2JgW6I/i764gZVoa3fheBnGF0b3wPm8uNsKfzytNeVF8HgcZewu39WHPS6Ntcj9axm5TZ8/Bv2UpMSj6JKaUoAZ3umvew6jKEQ0QCfWzrfpVh1nG4NBdCU4kXSYTIJpZE3HEufvnij0nKSBhsU32ApoFxuJfD0Aa3LCZfCgUVufz0qe/x0/m/ptwYjyTL0WFWkUi0x0fVQNOQIlaw20i0p5GQNR9v8iQ0QjjtCSBJWK0uFMnC+/sexxAakb4uHI7U6Lhbw6A4fhI9/nqS7bnRoOQoB0zXNA5pOwiKfiqZgI5GF22kk834uWO489+3DraZPuBoTYCpi68pl955Hq2H2hCPC+JIoosW9oTepUirwqbr2DU7I2Jm0aY3sOP9R8jOmkBB5gRiHenEJOchu1wIGYQMIX83BzcuwfD7sfuik2WlsIG/owa74sbmSaUiZz5ySEcKhZFCkejcl0iYJv9u2tUGyhmDDy8SErIsc+s/vkPl1JMjOAFMXfwXkJqZwprNK7l57m+IbU0lKAJ45PhoJtwzmj1dq+jcu560oRPp76hBq64ntmwU/Qd2EH/xWexftYnApGwyKos57/z9OGQVPST4+UP9yG4H1btVRn57NJ3E0932LqmXz6F1+VYcqTkoPTpNz91Pct5oktIm0LTtFcoSZ+EMyTR7d5OiZJGencAvnrgOh3NwlhT+WEwf6qRCEkKc1LvR1Byo4/Jzr6fmQAPD4qaCxYJw2GgM7aPVt5fM0hnU1a/FkV+Av6sePE5shVlIDgWBhGy1IjtdGOEwoa170Tu6ST31bPTaFvwH9jB0zAWI7j4ObF5Ced58YlQXwutjS+szDLWMIkaPQWjqB7t5A5mFafzw0Rsomzi44+uP4PV6iYuL45TMq7HI0bHNmhFmZfP/0dfXR2xs7CCX0OR4s/n17dx1+W852HQAl+TBQwKKooCiIFksSFYLWG1INitYLQhL9Byy9MFNJImIFiCo9hHnSAdNj2Zi9MM7Xut6dLduTTscpETwq73s0TaRST7pUs4xZZp5wWRu+r+rccY4T7A1PsrHaQJMXXydUSMaj/zsaZb9YQWGbtAt2qlhD7lyCSnWXGS7HcluQ7cpNIR30xmqw+6IxxObg9OVhCMmCZszHsmi4PO1oCgOtFA/PZ376eutJdaZQU7iaJyyB0nVPsiahEKoQR/7QhuwG04KRMnADt7uOBfX/ekyTrtkxuAa5zCmLv77aKxu4w83Pc6eLTUgSWCxgNWCYbeyp/MNLO440itnsnfHEpxDipEzEul8dxX2imIkl4S6cw/Z03JJSATfnmbiC+PR3bF01Adpf68FJS0Z18wJ9K/ejej0E5tXjm/TRkpGnE/Pvk342g9RnngKlrAx0JFWMiqfH/7tCjILUgbbPIDpQ52snPQByhHWrXifv/30X/R09EcdLZuVLr2V7c3PE5dcjCMpjZ6uA9hTM8Blx1AkJFlGUmQkqxXZ7sCWkIqChd4N63DYE8gfMovO/Zvoat5BWfYZxBgxSMEwu1pfwxfpoEwZj1N3DoxJVCwKi2+ex7duPwe7c3AnOR7NgLhSv41FjvZGaEaEle1/N8X1NaazrYt7bvgjzy57lj7RjQUr6VIuqqTSTTtlzklYbc6oXiyWaLZFlqONlCQdG6wYhyfC63p0yWBDj67IdXgivKFp7Iq8Ta/oYiRTcEkxAx9Ny0vhu3+9knFnDM6mcx/Hx2kCTF38N7B/y0F+/+2/cWhbHbrQqGM/fXQjIZFsySbPXQk2K5LdTkgK0qd3EtC9BNRewpoPQ4o2iZIkEeNII9mdT4I9Mzr88UgAH1ERqoqmBtjRv4ag3k8RlSRJaQPlmLJwPN/58+UkZyYOkiU+iqmL/04Mw2DFI+t45NcvEAqqoMigKHTr7exsfQlPbBZDRiykqWMLPW17ia0cjXDb6N21ETk9CUtGHFpzM8LvB0XGkpaM5EnA8EXQ6pohrBNbMgKtsRWjp4eU9FE0bltBiqeYoQlTkcPR4cFOh4VLbpvP/EunnjTDusD0oU5WTp4a8ilMnT+Sv7z+Qzrit7GraxUEQ4T6O4i1pqH39xJoOoRLxBGnJ2LvFYi6VrRDDagH6gjvqSa4dSfe1W8Q2rKNvPyZpDiHsG/NQ1gDGqOzzyUm7ACvj72tq+iPdGAxrLRptQOrdZWMLeS+Tffw7XsuOqmCk6MRqnrM6/Pw3e9+l/z8fCRJYufOnQPHL7vsMoYPH86IESMYO3Ysq1atGjgXCAS44IILKCoqYujQoTzzzDPH3HP58uVUVlZSXl5OWVkZtbW1AIRCIS699FIqKyupqKhgwYIFdHZ2ArB+/XpGjBjBiBEjKC8v5+qrryYcDn9i2desWYOiKPzlL38ZOPbnP/+ZioqKgbIvWbJk4Nyzzz47cLy8vJyf/OQnfEXi9GNITkvid/+6m+fWLmNB6bkMpYqA8HLA2IrX6KQ30IzhD2L4/Ih+38C/wudD+Pwfffn9iEAQEQgggiGMQAA16KMhsJv3wivpFu1YsWI5PDJUVmQW3ngmD+78w0kVnBzNhzVxvHRxhH/+859IksQLL7wwcOwnP/kJlZWVA/X46LoH/1kXAHfffTeFhYUUFhbys5/9bOD4o48+OnC/ESNGkJyczMKFCz+2zIsXLz7mWlmWef7554+5Zt++fbhcLm655ZaBY36/n8suu4zKykpKSkq47bbbvpK6GDq6kL9u+jWX3nU+DoeTIVIZ+ZTSTw8HtW109dehe/sxenqxe3VSIynkSyWUOyYyKm4OYxLOZEziPEYnnEmJYzRJaiJyrw+8PoS3H9HnxfD58Xmb2dL3Kl69Gyv2geAkOSuRO565lduX3XJSBSdH8/+ri/z8fEpLSz9SxydNmjRwrKKiAkmS2L59O/DFdfF56qUQgjvuuIOhQ4dSUVHBjBkzBs4dOHCAU089laqqKsrLy495fltbGwsXLmT48OGUlpbypz/96XPZ42RHlmXOunw696/6EaOml0Y7pHSdjr59xFgTseoW9m34J5a+MMNKFmHvCOPfsBGH5MFjzYCDXkRbGOG3ILwyWnUPSmOYGJFCfOowrBEL4W27SI0ppiBnNoc2PY0FK/HW9OjiEUIw7tQK7l/9E866fPpJFZwczZfRVmzatInJkycP+BxvvPHGwLkv6kM98sgjxMfHD2hp5syZn1q+j2urPkkTL774ImPGjMFutx/TTpxIvjIZlKN5d+U2/vbj5bQ2dNKpNZLgzsXi9OCX+mnu24k30IIhCULhXmI8mXgScgGBGg4QDnSjhn1YZSdWYWVo4lRsqkQo1MvOnlWkWwtIkTJpDdeQTjZup5PLfnE+Z91wxsmxUtfHcCT6n+25MLoSE6CJCKv6n/jM0f/atWsZMmQIU6ZM4YUXXqCiogKA3t5e4uPjAdi6dSunnHIKHR0dSJLEL37xCw4dOsQjjzxCTU0NEydOZM+ePSQkJPD+++/zzW9+k1WrVpGZmYnX68ViseByubj33ntZt24dS5cuRZIkrrzyShISEvjNb35DIBDAarVitVoxDIPFixczY8YMvvvd735sufv7+znllFNISUlhzpw5XH/99QCsWrWKMWPGEBcXR0NDA6NGjWLz5s3k5eXR39+P2+1GlmUikQhTpkzhpz/9KQsWLDgOf43BIRJWeezOpSz93fP4VC8t1OM93GvsJhaPlIBLikUlQjsNFCrDsSnHDsUSusFBbTuaUAFBgH4UFJLJJJ0c+ukhQpgUKZMhVXnc/OC1lIwZnB3iP42P0wQcP10ANDY2cu655yKE4Cc/+Qnz5s0DjtVMc3MzpaWl1NXVfaou1q5dy7XXXsvGjRuxWCxMnjyZX/7yl5x++ukfKVdlZSV33HEHixYt+sTyb968mTlz5tDU1ITdHu1Y0XWd2bNnk5mZSWZmJr/73e+AqAPZ3NzMww8/jKZpzJs3j29/+9ucc845n2qnk5X6vU384cq/sevtffSIDiRkOmjCRx8KFmKlJBLk1GjwrdjJtZeBLA8M0QII6P3UhreTLuUTEUG69GaChg8HLnIpoo9u4knGLXuYd81pXPE/38Qd6xrEb/2fOV66yM/P/4gePsyyZcu488472bFjB/DFdfF56uW9997L2rVreeqpp7DZbLS0tJCREV1xc/LkyVx55ZVceumltLW1MXbsWNavX09WVhYXXnghRUVF3Hnnnfh8PiZNmsRDDz3E2LGDuy/Hl8XryzbywC+fp7fXS1ekieS4IrBaafdV09yzDWSFxNRSOvuqUewOwhFvNOMufTDaXfN7AcgonERy4jAkVad+/0rUoJf85AkE/B1kuktJSozhmp8sYPqZIwbvC38KX5YPJYQgJyeHxx57jJkzZ7J3715OPfVU9u/fj9Pp/MI+1COPPMILL7zAsmXLPtP3+09t1SdpYv/+/QSDQZYuXUooFBpoJ04kJ+0k+U9iwilVjJhUypP3vsabz79He1MPhCO4rW6KYydCvESXv46azvWEvZ3kuMsPTwxOx5kyCpuwsbVuGaoRpLtrPwG1h65II8Nck3ATg9B1CmPLGX96FVf+zwWk5Z0c4yQ/DRFREYcbViE+X/Q/bdq0jz1+pEGBaANzdMO9ZMkSHnnkEQAKCgqYNm0azz33HJdeeim///3v+f73v09mZibARwQeCARQVRVZlvH5fFRWVgLgcn3QsEciEYLB4Cf2ttx8883ceuutx/QKAMyePXvg/zk5OaSlpdHQ0EBeXh4ej2fgXCgUIhwOn7Q9Op8Vm93KFb/6JtPPncg/b1/C1lU7CQXCGMLAj5d+0UubqKWVBgx0+owO7OqxTpSBgZduFBRGMhU3scf8veNIIjU3mfnXns4535+PYlE+XIyTjqM1AcdPFwBXXXUVf/zjH/nhD394zPGjNdPf348kSRhGNBP7SbpYsmQJl156KW53dK+Byy+/nKeeeuojAcrGjRtpa2v7TAH1ww8/zEUXXTQQnADcc889zJs3D5/Ph8/nGzi+bds2Lr74YiRJwmq1ctppp/HYY499pQOU3NIs/rTublb87VVeeOB1Dm2rI54kAHSh0ye66NAbaeAgGIIutQkbDhTJggA0VLyiC5Uw3TSTTRG5FOHEPaANjxJP2cShfPueiyifdHLMS/w0/n918Vl4+OGHueKKKwbef1FdfJ56+dvf/pY1a9Zgs0WdzCPByZH7zJ07F4C0tDSqqqpYsmQJN998M9u2bePGG28EICYmhunTp/PYY499bQOUUxePY8yMYTz6p1d5Z9Vu+noCoBmkuYtJ8xSjakF2Nb5Ev78ei9VF4dAziUsrQrJaARCG4P23/oyhhemv3UNv9VYUxUZuxmQSMjKQVJ2c5EJmnFbOpTeehidu8OclfhaOtw/V1dVFd3f3QIajtLSU+Ph4Xn75ZRYuXPj/5UN9Hv5TW/VJmhg6dCgQHXEyWHwlAxQAh8vO5T+az+U/mk/tvhY2vrGbjWv2snt7A4aqkySnE3YOJc6eToyRCIqCEBJSUIARosQziXZ/NY3+naTaCxgdN5e8onRGzxzGmNkVVE4eis1xEq0u8RmIRAIYREWlHf7X6/Uec43dbj/GWfks3HbbbSxdupSenh6eeeaZgYa5vr6evLy8gevy8/Opr68HYPfu3QwZMoTp06fj9XqZN28ed9xxB4qicPXVV7N+/XpSU1NRFIXx48cPZD4AamtrOfvss6murubMM8/kqquu+thyvfzyy/T29rJ48eKPBChHs3LlSnp6ehg9evTAsXfeeYdrrrmG/fv3c91113HmmWd+LpucrBSNKOCu524jEoqwdfUu3n1hCxtfeo+2ug4AskUhXbSRQS6y9NEAo0M0R5dGleIAsNqtVE4tZeyckYydM4K8spyPfOZk5mhNwPHTxd/+9jfKy8sZP378x57/85//zH333UdjYyMPP/wwSUlRp/iTdFFfX8/06dMH7pGfn/+xPWQPPfQQ3/rWt7Aedhb+E6FQiKeeeoq1a9cOHNu+fTuvvvoqq1ev5q677jrm+rFjx/Kvf/2Ls88+m3A4zLPPPvsRO31VmX/t6cy/9nQ6GrvY8OJ7bHhpC1tX7UQJKCSSSoJIRkImnmRUwuiHlxq1YEFCpo0GUsnCJkWXlE/MSGDM6VWMmzOSUacOx5MQ80mPP+k4Hrq48MILMQyD8ePH8z//8z+kpHzQkdfU1MSaNWt49NFHj/nMF9HFZ62XXq+Xjo4Onn32WZYvXw7ATTfdxHnnnQdE6/fjjz/OzTffzMGDB3nnnXcoKCgYOPfkk08yZswYOjs7efXVVyktLf1cNv2qkZDs4ca7F3PDLwz2bW9k45t72bhuPwf3tWLDzvCMM2nx7sbtSKOnq5GW+vUDm5kiBG5bIg53LLmp47A74pAtCkOLMxgzbghjJxdRWpF90o46+U8cbx8qOTmZtLQ0li9fzqJFi9iwYQP79+8fGKr1RX0ogDfffJMRI0bgdru56aabWLx48ceW4ZPaqk/SxEmBMPnKEwwGRXp6uiC6/d7AKyYm5iPHbr/99k+8V15entixY8fHnnv99dfFmDFjRDgcFkIIERMTI9rb2wfO33LLLeLOO+8UQghRUVEh5s6dKwKBgPD7/WL27NnivvvuE0IIsWLFCnH++eeLYDAowuGwuOCCCz62XP39/eKss84STz311EfO9fT0iOHDh4u2tjYhhBCXXHKJ+N///d+PXLd9+3aRnZ0t1q1b97Hfqb29XUyZMkW8+eabn2AVk68a/0kTx0MXhw4dEiNHjhSBQEAIIcT06dPFihUrPvZzW7duFRUVFaKzs1MI8cm6mDdvnvjXv/418NkXXnhBzJw585j7+f1+ERcXJ3bt2vWpNnj88cfF2LFjB95HIhExbty4gc/efvvt4vvf//4xNvve974nqqqqxIwZM8Stt94qRo0a9anPMfnqcLx0UVdXJ4SI1qkf/OAH4owzzjjm/N133y3OOeec/1iOz6OLz1ovOzs7BTDQBtXV1YnMzMwB3dbW1orFixeLqqoq8Y1vfEOce+654uabbxZCCNHV1SUuu+wyUVVVJU4//XRx9dVXi4ULF34Oy5p8lfkyfaht27aJOXPmiJEjR4qLL75YzJo1S/z5z38WQnxxH6qjo0P4/X4hhBC7d+8W2dnZYv369R8py6e1VZ+kiSN8uJ04kXxlMygmH+BwOKipqSESiRxzXAhxzBAd4HNnT47mlFNO4frrr2fHjh2MHj2a3NxcamtrB3rO6urqBtKFeXl5LFy4EKczmtpduHAhGzdu5LrrruP+++/n4osvxuGI9kZeeOGF/OY3v+GOO+445nkxMTGcf/75PPHEE5x//vnHnNu5cyctLS2MGzcOgM7OTlasWEFHRwd33nknEO2BmDdvHg8//DBTpkz52O+UkpLCmWeeydKlSz9xOI/JV4v/pAn4/9fF+vXraW5uZtiw6L4Wra2tXHHFFdx9991ceeWVx1xbVVVFVlYWa9asYdGiRZ+oiyN6OkJdXR25ubnH3G/ZsmUMGzaMsrKyTy3nQw89dMwQm5aWFg4ePDig0d7eXoQQ9PT08NBDD+FwOPjjH/84cP0999zzmZ5j8tXheOniSL20Wq1873vfGxgOcuQ+//jHP7jvvvv+Yzk+jy4+a71MSkoiJiaGiy66aKCMkydPZvPmzVRUVJCXl8fSpUsHrp8zZw6nnXYaAImJiTz88MMD56655hqz7v8X8WX6UMOHD+fll18eeH/07/cX9aGSk5OPud/cuXN5++23mTBhwjHP/rS26pM0cVIwKGGRyUnL0dG/qqpi//79A+c2bNggEhISRHd3txAiGllfcsklQohopJ6amiq6urqEEEI88cQT4rzzzhO6rgtN08TZZ58t/vCHPwghhLjhhhvE5ZdfLgzDEIZhiGuuuUZcd911QgghqqurRSQSEUIIEQ6HxTnnnCN+/OMff2q5P5xB2b17t8jLyxOvvPLKR67du3ev0HVdCCGE1+sVkydPFg888MDnspPJfxeflFn8cK/U7t27B/5fXV0tUlNTB459ki5Wr14tysvLhc/nE6FQSIwePVq8/PLLH3nWgw8++KnlPXTokHC73aKvr+8/XvPhnrG+vr6BXrlDhw6J3Nxc8f7773/qs0z+u/D5fKKnp2fg/e9//3sxderUgferV68WOTk5A7+xR/iiuvg89fLKK68c6GXu7u4WeXl5YsuWLUIIIVpbW4VhGEIIIV555RWRk5Mz0LPc2dk50O5s2bJFpKWliebm5i9kH5P/bj7cVrS0tAz8/4EHHhCjR48eqIdf1IdqbGwcuGdra6soKioSq1at+tSyfbit+iRNHGEwMyhmgGIihBDiuuuuE1lZWUJRFJGWliYKCwtFKBQSkyZNEuXl5WL48OFi4sSJx4jA5/OJc889VxQWFori4mKxdOnSgXO6roubbrpJlJaWivLycnHttdcONABdXV1i0aJFYtiwYaKsrEwsXrx4QJR///vfB55XVlYmrr/+ehEMBoUQQjQ1NYmqqqqPLf+HA5RTTjlFxMfHi6qqqoHXkWDlrrvuEsOGDRPDhw8X5eXl4vbbbx8QqYnJ0XycLj7Mh3/0FyxYIMrKykRVVZUYPXr0McO2PkkXQghx5513ioKCAlFQUCB+9KMfHfOc6upqERMTI7xe7zHHP04XP/3pT8XFF1/8id/tww3P+++/L4qLi8WwYcNEZWWlWL58+Sd+3uS/k4MHD4oRI0aIyspKUVFRIRYsWCBqamoGzl900UXi5z//+Uc+90V18Un1ctOmTccML+vo6BDz5s0T5eXlory8XNx///0D5x588EFRWFgoSkpKxIwZM45xIl966SVRWFgoSktLxdixY80hvyafm//UVtxxxx2iuLhYFBUVifnz54v6+vqBz3xRH+pHP/rRgJYqKysHgnIhPqqJo/lwW/VJmli9erXIysoSHo9HxMTEiKysLPHcc88dH2N9Rr6SywybmJiYmJiYmJiYmHw9+WotsWBiYmJiYmJiYmJi8rXGDFBMTExMTExMTExMTE4azADFxMTExMTExMTExOSkwQxQTExMTExMTExMTExOGswAxcTExMTExMTExMTkpMEMUExMTExMTExMTExMThrMAMXExMTExMTExMTE5KTBDFBMTExMTExMTExMTE4azADFxMTExMTExMTExOSkwQxQTExMTExMTExMTExOGswAxcTExMTExMTExMTkpOH/AQti4TkqOq79AAAAAElFTkSuQmCC", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "bands = {'Theta (4-8 Hz)': (4, 8), 'Alpha (8-12 Hz)': (8, 12), \n", - " 'Beta (12-30 Hz)': (12, 30), 'Gamma (30-05 Hz)': (30, 40)}\n", - "epochs_psd.plot_topomap(ch_type='mag',bands=bands, normalize=False, cmap='viridis');" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The output of `compute_psd()` is a `Spectrum` object. We can index it similarly to `Epochs`:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "epochs_psd['face'].plot_topomap(ch_type='mag', bands=bands, normalize=True, cmap='viridis');\n", - "epochs_psd['scrambled'].plot_topomap(ch_type='mag', bands=bands, normalize=True, cmap='viridis');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
    \n", - " REMARK:\n", - "
      \n", - "
    • Sometimes it can be interesting to consider the relative power, defined as the power in a given band divided by the total power. To explore this option, have a look at the \"normalize\" keyword.
    • \n", - "
    \n", - "
    " + "We can also look at the topographies of this power spectrum, e.g. for different frequency bands. Here, we have to specify a channel type!" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/brittawe/miniforge3/envs/mne_aix/lib/python3.10/site-packages/mne/viz/utils.py:137: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", - " (fig or plt).show(**kwargs)\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "epochs_psd.plot(dB=True, picks='mag', average=True);" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "We can clearly see 2 peaks." + "%matplotlib inline\n", + "bands = {'Theta (4-8 Hz)': (4, 8), 'Alpha (8-12 Hz)': (8, 12), \n", + " 'Beta (12-30 Hz)': (12, 30), 'Gamma (30-05 Hz)': (30, 40)}\n", + "epochs_psd.plot_topomap(ch_type='mag', bands=bands, normalize=False, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Notably, `mne.time_frequency.psd_welch` supports the keyword argument\n", - "``average``, which specifies how to estimate the PSD based on the individual\n", - "windowed segments. The default is ``average='mean'``, which simply calculates\n", - "the arithmetic mean across segments. Specifying ``average='median'``, in\n", - "contrast, returns the PSD based on the median of the segments (corrected for\n", - "bias relative to the mean), which is a more robust measure." + "The output of `compute_psd()` is a `Spectrum` object. We can index it similarly to `Epochs`.\n", + "\n", + "Sometimes it can be interesting to consider the relative power, defined as the power in a given band divided by the total power. To explore this option, we can set the `normalize` parameter to `True`." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "Lastly, we can also retrieve the unaggregated segments by passing\n", - "``average=None`` to `mne.time_frequency.psd_welch`. The dimensions of\n", - "the returned array are ``(n_epochs, n_sensors, n_freqs, n_segments)``.\n", - "This can be interesting when one is interested in computing statistics across segments or use custom functions for aggregation" + "epochs_psd['face'].plot_topomap(ch_type='mag', bands=bands, normalize=True, cmap='viridis');\n", + "epochs_psd['scrambled'].plot_topomap(ch_type='mag', bands=bands, normalize=True, cmap='viridis');" ] }, { @@ -447,56 +188,22 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 4. , 4.44749888, 4.94506157, 5.49828895, 6.11340848,\n", - " 6.79734434, 7.55779534, 8.40332157, 9.34344082, 10.38873564,\n", - " 11.55097253, 12.84323434, 14.28006759, 15.87764615, 17.65395336,\n", - " 19.62898444, 21.82497158, 24.26663416, 26.98145705, 30. ])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "freqs" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# define frequencies of interest (log-spaced)\n", "freqs = np.logspace(*np.log10([4, 30]), num=20)\n", - "n_cycles = freqs / 2. # different number of cycle per frequency\n", + "n_cycles = 5. \n", "power, itc = tfr_morlet(epochs, freqs=freqs, n_cycles=n_cycles, use_fft=True,\n", " return_itc=True, decim=3, n_jobs=1)" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ " # crop to remove edge artifacts\n", "power.crop(-0.2, 1.6) \n", @@ -510,6 +217,9 @@ "Inspect power\n", "-------------\n", "\n", + "Let's look at the time-frequency spectra of all channels.\n", + "\n", + "\n", "

    Note

    The generated figures are interactive. In the topo you can click\n", " on an image to visualize the data for one sensor.\n", " You can also select a portion in the time-frequency plane to\n", @@ -519,17 +229,18 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "baseline_mode = 'logratio'\n", + "# Some setting for our baseline, which will be applied to the plots\n", + "baseline_mode = 'logratio' \n", "baseline = (-0.2, 0)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -539,48 +250,33 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "

    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "%matplotlib inline\n", "power.plot([83], baseline=baseline, mode=baseline_mode, title=power.ch_names[83]);" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can look at topographies again - " + ] + }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(7, 4))\n", - "freqs = [(4, 7), (8, 12), (15, 30)]\n", + "plot_freqs = [(4, 7), (8, 12), (15, 30)]\n", "titles = ['Theta', 'Alpha', 'Beta']\n", "\n", - "for ax, freq, title in zip(axes, freqs, titles):\n", - " power.plot_topomap(ch_type='mag', tmin=0.5, tmax=1.5, \n", + "for ax, freq, title in zip(axes, plot_freqs, titles):\n", + " power.plot_topomap(ch_type='mag', tmin=0.5, tmax=1.0, \n", " fmin=freq[0], fmax=freq[1],\n", " baseline=baseline, mode=baseline_mode, \n", " axes=ax, show=False, contours=1)\n", @@ -604,183 +300,94 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[0;31mSignature:\u001b[0m\n", - "\u001b[0mpower\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_topo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mpicks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mbaseline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'mean'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mtmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mtmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mfmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mfmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mvmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'RdBu_r'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mdB\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mcolorbar\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mlayout_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.945\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mborder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'none'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mfig_facecolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'k'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mfig_background\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mfont_color\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'w'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0myscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'auto'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", - "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mDocstring:\u001b[0m\n", - "Plot TFRs in a topography with images.\n", - "\n", - "Parameters\n", - "----------\n", - "picks : str | array-like | slice | None\n", - " Channels to include. Slices and lists of integers will be interpreted as \n", - " channel indices. In lists, channel *type* strings (e.g., ``['meg', \n", - " 'eeg']``) will pick channels of those types, channel *name* strings (e.g., \n", - " ``['MEG0111', 'MEG2623']`` will pick the given channels. Can also be the \n", - " string values \"all\" to pick all channels, or \"data\" to pick :term:`data \n", - " channels`. None (default) will pick good data channels. Note that channels \n", - " in ``info['bads']`` *will be included* if their names or indices are \n", - " explicitly provided.\n", - "baseline : None (default) or tuple of length 2\n", - " The time interval to apply baseline correction.\n", - " If None do not apply it. If baseline is (a, b)\n", - " the interval is between \"a (s)\" and \"b (s)\".\n", - " If a is None the beginning of the data is used\n", - " and if b is None then b is set to the end of the interval.\n", - " If baseline is equal to (None, None) all the time\n", - " interval is used.\n", - "mode : 'mean' | 'ratio' | 'logratio' | 'percent' | 'zscore' | 'zlogratio'\n", - " Perform baseline correction by\n", - "\n", - " - subtracting the mean of baseline values ('mean')\n", - " - dividing by the mean of baseline values ('ratio')\n", - " - dividing by the mean of baseline values and taking the log\n", - " ('logratio')\n", - " - subtracting the mean of baseline values followed by dividing by\n", - " the mean of baseline values ('percent')\n", - " - subtracting the mean of baseline values and dividing by the\n", - " standard deviation of baseline values ('zscore')\n", - " - dividing by the mean of baseline values, taking the log, and\n", - " dividing by the standard deviation of log baseline values\n", - " ('zlogratio')\n", - "\n", - "tmin : None | float\n", - " The first time instant to display. If None the first time point\n", - " available is used.\n", - "tmax : None | float\n", - " The last time instant to display. If None the last time point\n", - " available is used.\n", - "fmin : None | float\n", - " The first frequency to display. If None the first frequency\n", - " available is used.\n", - "fmax : None | float\n", - " The last frequency to display. If None the last frequency\n", - " available is used.\n", - "vmin : float | None\n", - " The minimum value of the color scale. If vmin is None, the data\n", - " minimum value is used.\n", - "vmax : float | None\n", - " The maximum value of the color scale. If vmax is None, the data\n", - " maximum value is used.\n", - "layout : Layout | None\n", - " Layout instance specifying sensor positions. If possible, the\n", - " correct layout is inferred from the data.\n", - "cmap : matplotlib colormap | str\n", - " The colormap to use. Defaults to 'RdBu_r'.\n", - "title : str\n", - " Title of the figure.\n", - "dB : bool\n", - " If True, 10*log10 is applied to the data to get dB.\n", - "colorbar : bool\n", - " If true, colorbar will be added to the plot.\n", - "layout_scale : float\n", - " Scaling factor for adjusting the relative size of the layout\n", - " on the canvas.\n", - "show : bool\n", - " Call pyplot.show() at the end.\n", - "border : str\n", - " Matplotlib borders style to be used for each sensor plot.\n", - "fig_facecolor : color\n", - " The figure face color. Defaults to black.\n", - "fig_background : None | array\n", - " A background image for the figure. This must be a valid input to\n", - " `matplotlib.pyplot.imshow`. Defaults to None.\n", - "font_color : color\n", - " The color of tick labels in the colorbar. Defaults to white.\n", - "yscale : 'auto' (default) | 'linear' | 'log'\n", - " The scale of y (frequency) axis. 'linear' gives linear y axis,\n", - " 'log' leads to log-spaced y axis and 'auto' detects if frequencies\n", - " are log-spaced and only then sets the y axis to 'log'.\n", - "\n", - "verbose : bool | str | int | None\n", - " Control verbosity of the logging output. If ``None``, use the default\n", - " verbosity level. See the :ref:`logging documentation ` and\n", - " :func:`mne.verbose` for details. Should only be passed as a keyword\n", - " argument.\n", - "\n", - "Returns\n", - "-------\n", - "fig : matplotlib.figure.Figure\n", - " The figure containing the topography.\n", - "\u001b[0;31mFile:\u001b[0m ~/Documents/code_dev/mnepython/mne/time_frequency/tfr.py\n", - "\u001b[0;31mType:\u001b[0m method\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power.plot_topo?" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "power.plot_joint(baseline=baseline, mode='mean', tmin=None, tmax=None,\n", " timefreqs=[(0.2, 4.), (1., 10.)]);" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute FWHM for our wavelets\n", + "\n", + "We defined our wavelets based on _number of cycles_. Mike X Cohen (Cohen 2019, NeuroImage (199, p. 81-86)) argues that it is better to define the full-width-at-half-maximum (FWHM) of the Morlet wavelet.\n", + "\n", + "You might remember that our wavelet of `n_cycles` gets multiplied with a Gaussian taper that dampens the wavelet towards the edges. Thus, the FWHM is a better estimate of the temporal smoothing than the full length of `n_cycles`.\n", + "\n", + "Let's see how to do this:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# First let's check our cycles per frequency - we had specified them above:\n", + "freqs, n_cycles # this is the number of cycles we asked for per frequency" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The formula to retrieve the FWHM is (Cohen 2019, eq. 4):\n", + "\n", + "$ FWHM = \\frac{n \\sqrt(2 \\ln 2)}{\\pi * f} \\enspace,$\n", + "\n", + "where $n$ is the number of cycles, $f$ is the frequency, and $\\ln$ denotes the natural logarithm.\n", + "\n", + "Let's convert this equation into a little function!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_fwhm_morlet(n_cycles, freq):\n", + " \"\"\"Estimate the FWHM of a Morlet wavelet.\"\"\"\n", + "\n", + " fwhm = (n_cycles * np.sqrt(2 * np.log(2))) / (np.pi * freq)\n", + " return fwhm\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's estimate what length of the FWHM of our Morlet wavelets was in seconds:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for freq in freqs:\n", + " \n", + " # estimate fwhm\n", + " fwhm = get_fwhm_morlet(n_cycles, freq)\n", + "\n", + " # print it\n", + " print('FWHM at %.3f Hz was %.3f s' % (freq, fwhm))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -792,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -802,62 +409,14 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
    " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "%matplotlib inline\n", "itc.plot_joint(baseline=baseline, mode='mean', tmin=None, tmax=None,\n", " timefreqs=[(0.2, 4.), (1., 10.)]);" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "

    Note

    Baseline correction can be applied to power or done in plots.\n", - " To illustrate the baseline correction in plots, the next line is\n", - " commented power.apply_baseline(baseline=(-0.5, 0), mode='logratio')

    \n", - "\n", - "
    \n", - " EXERCISE:\n", - "
      \n", - "
    • Visualize the inter-trial coherence values as topomaps as done with\n", - " power
    • \n", - "
    \n", - "
    " - ] } ], "metadata": {