diff --git a/Übung 3/SLN.py b/Übung 3/SLN.py index a7f4f87..d4f0fee 100644 --- a/Übung 3/SLN.py +++ b/Übung 3/SLN.py @@ -37,23 +37,22 @@ class SLN: for it in range(maxIter): Y = self.neuron(X) # nur ein Aufruf err = error_rate(Y, T) - if (it % 10) == 0: - print('#{} err:{}\n{}\n{}'.format(it, err, self._W, self._b)) - nnwplot.plotTwoFeatures(X, T, self.neuron) - plt.pause(0.05) # warte auf GUI event loop (je nach python Version notwendig oder nicht) + # if (it % 10) == 0: + print('#{} err:{}\n{}\n{}'.format(it, err, self._W, self._b)) + nnwplot.plotTwoFeatures(X, T, self.neuron) + plt.pause(0.05) # warte auf GUI event loop (je nach python Version notwendig oder nicht) if err <= maxErrorRate: break - # update _W for n in range(N): - for j in range(self.dIn): - weighted_error = err * X[j, n] - to_learn = weighted_error * eta - #print("{:.2f} = {} * {} * {}".format(to_learn, err, X[j, n], eta)) - self._W[j, 0] += to_learn - # update _b - self._b[0][0] += err * eta + delta = T[n] - Y[n] # Fehlersignal pro Beispiel (mit Vorzeichen!) + + # update _W + for j in range(self.dIn): + self._W[j, 0] += eta * delta * X[j, n] + + # update _b + self._b[0][0] += eta * delta - ... print('#{} err:{}\n{}\n{}'.format(it, err, self._W, self._b)) nnwplot.plotTwoFeatures(X, T, self.neuron) plt.pause(0.05) # warte auf GUI event loop (je nach python Version notwendig oder nicht) diff --git a/Übung 3/nnwplot.py b/Übung 3/nnwplot.py index 8b715cd..9b7a7b5 100644 --- a/Übung 3/nnwplot.py +++ b/Übung 3/nnwplot.py @@ -4,26 +4,25 @@ from matplotlib import pyplot as plt from matplotlib import colors -def plotTwoFeatures(X,T,pred_func): - if X.ndim!=2: +def plotTwoFeatures(X, T, pred_func): + if X.ndim != 2: raise ValueError('X be a matrix (2 dimensional array).') - tp=False - if X.shape[0]!=2 and X.shape[1]==2: - X=X.T - tp=True - if X.shape[0]!=2: + tp = False + if X.shape[0] != 2 and X.shape[1] == 2: + X = X.T + tp = True + if X.shape[0] != 2: raise ValueError('X must contain exactly 2 features.') - + # determine canvas borders - mins = np.amin(X,1); - mins = mins - 0.1*np.abs(mins); - maxs = np.amax(X,1); - maxs = maxs + 0.1*maxs; + mins = np.amin(X, 1) + mins = mins - np.where(mins == 0, 0.1, 0.1 * np.abs(mins)) + maxs = np.amax(X, 1) + maxs = maxs + 0.1 * maxs ## generate dense grid - xs,ys = np.meshgrid(np.linspace(mins[0],maxs[0],300), - np.linspace(mins[1], maxs[1], 300)); - + xs, ys = np.meshgrid(np.linspace(mins[0], maxs[0], 300), + np.linspace(mins[1], maxs[1], 300)) # evaluate model on the dense grid try: @@ -32,18 +31,18 @@ def plotTwoFeatures(X,T,pred_func): Z = pred_func(np.c_[xs.flatten(), ys.flatten()]); if tp: - Z=Z.T - T=T.T - - if Z.ndim>1 and Z.shape[0]>1: # onehot? -> convert - Z=Z.argmax(0) + Z = Z.T + T = T.T + + if Z.ndim > 1 and Z.shape[0] > 1: # onehot? -> convert + Z = Z.argmax(0) Z = Z.reshape(xs.shape) - - if T.ndim>1 and T.shape[0]>1: # onehot? -> convert - T=T.argmax(0) - + + if T.ndim > 1 and T.shape[0] > 1: # onehot? -> convert + T = T.argmax(0) + # Plot the contour and training examples plt.contourf(xs, ys, Z, cmap=plt.cm.Spectral) - plt.scatter(X[0,:], X[1,:], c=T, s=50, - cmap=colors.ListedColormap(['orange', 'blue', 'green'])) + plt.scatter(X[0, :], X[1, :], c=T, s=50, + cmap=colors.ListedColormap(['blue', 'green', 'red'])) plt.show() diff --git a/Übung 3/training.ipynb b/Übung 3/training.ipynb index df8258e..5b5d962 100644 --- a/Übung 3/training.ipynb +++ b/Übung 3/training.ipynb @@ -3,8 +3,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-10-20T07:38:30.524944100Z", - "start_time": "2026-10-20T07:38:30.469285800Z" + "end_time": "2026-10-26T09:13:11.317153814Z", + "start_time": "2026-10-26T09:13:11.257955522Z" } }, "cell_type": "code", @@ -20,8 +20,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-10-20T07:38:30.573897500Z", - "start_time": "2026-10-20T07:38:30.548936700Z" + "end_time": "2026-10-26T09:13:11.372811839Z", + "start_time": "2026-10-26T09:13:11.320721988Z" } }, "cell_type": "code", @@ -39,8 +39,8 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2026-10-20T07:38:30.627791200Z", - "start_time": "2026-10-20T07:38:30.576891300Z" + "end_time": "2026-10-26T09:13:11.422649731Z", + "start_time": "2026-10-26T09:13:11.376106778Z" } }, "source": [ @@ -54,8 +54,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-10-20T07:38:30.698915700Z", - "start_time": "2026-10-20T07:38:30.630785600Z" + "end_time": "2026-10-26T09:13:11.491461220Z", + "start_time": "2026-10-26T09:13:11.425112392Z" } }, "cell_type": "code", @@ -78,8 +78,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-10-20T07:38:31.198791Z", - "start_time": "2026-10-20T07:38:30.723236300Z" + "end_time": "2026-10-26T09:13:11.770014725Z", + "start_time": "2026-10-26T09:13:11.499155255Z" } }, "cell_type": "code", @@ -91,7 +91,7 @@ "text/plain": [ "
" ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -102,8 +102,8 @@ { "metadata": { "ExecuteTime": { - "end_time": "2026-10-20T07:38:36.186121200Z", - "start_time": "2026-10-20T07:38:31.344738100Z" + "end_time": "2026-10-26T09:13:14.327691953Z", + "start_time": "2026-10-26T09:13:11.781719366Z" } }, "cell_type": "code", @@ -128,7 +128,7 @@ "text/plain": [ "
" ], - "image/png": "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" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvgI3uAAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAJ0tJREFUeJzt3Xd4lfX9//HXyTgZJ8wwE8AguwIRZFsgqGGDxaBWZbgAFypE235/ta2zVoU6AJWhuKhWnOyhUtkgs0KRvQkoI4GEkJPknN8f2qMpCZxzOOd8zng+rit/nDvnQ945F+fw5L4/J7HUTannFAAAgCFRpgcAAACRjRgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUTGmB3BX7dq1VVBQYHoMAADgAZvNpmPHjl3wPiERI7Vr19bGDetMjwEAALzQpm27CwZJSMTIf8+I2KeMkIoLDU8D/GxC14GmRwCAoGWNitHoljdc9MpGSMSIS3GhZCdGEDzsjhLTIwBAyGMDKwAAMIoYAQAARoXWZRogSIzvkWV6BAAIG5wZAQAARhEjAADAKGIEAAAYRYwAHmK/CAD4FjECAACMIkYAAIBRxAgAADCKGAE8wH4RAPA9YgRwEyECAP5BjAAAAKOIEQAAYBQxAgAAjCJGADewXwQA/IcYAS6CEAEA/yJGAACAUcQIAAAwihgBLoBLNADgf8QIAAAwihjxEafzxw8AAALB4XSYHsFnYrxZZLValZKSou+//15nz551a01cXJySk6vrhx+Oq7i42JsvG3RKSqP00aYumrS8r9YfaCynLPpVnYO699fzddtVXyvBajc9IgAgjBw6tUcr9yzU1py1Ki61K9GapKsadFenhpmqlljT9Hhe8+jMSN26dfTH//d/WrVyhVauWKbevXu5te6R7LH6z9ZvtWjRQm35drPuvON2b2YNKoV2qwZOfUzDZ4zRugONVeqMlsMZpa059fXAzFHKmPC0ThYkmR4TABAmVu5ZqFeX/kn/PrxSxaU//mf3rD1fy3fP10tf/U57jv/H8ITe8yhGOnXqpLy8PPXs1dvtNVlZN+jee+/Rzb+9RS1bttbo0Q/p8cf/om5du3o8bDB58OMRWrKzlSTJ4Yx2HXcqSk5Z9G1Omm59J9vUeLhE43tksXkVQNDYfmyT5nz7jqTzL884nQ6VlBbr7dUvKLfwhInxLplHMfLpp59p4qRXdeKE+9/s8GFDNXfePK1bt16StGjxYq1Zu1bDhg31bNIgciSvmt5blyGHs+KHr9QRrSU7W2vToYYBnAwAEI6+3jFLFlkq/LxTTpU4SrRm7xcBnMp3/LqB1WKxqGXLllq/fkOZ42vXfqP09Nb+/NJ+9eHGX7t1v5ioEv1jfTc/TwMACGd5hSe07+R2OXXhd0k4nQ5tOLA0QFP5llcbWN2VlJSk+Ph4nTp1qszxkydPqnr16hWus1qtslqtrts2m81vM3rj+zNVFB1VKkfphVvO6bTo6OlqAZoKABCOzpzLc/u++fbTfpzEf/waIw7Hj9e1YmLKfhlrbKxKS0srXDf6gfuVnT3Wn6NdkioJZ+VwXPykksXiVJWEggBMBF9hnwiAYBMfm+j2feNi4v04if/49TJNQUGB8vLyVKtmrTLHa9aqpZycnArXTZg4SU2btXB9tGnbzp9jemxgqzUq/cWm1YqUOGI0qPXqAEwEAAhXybbaqpmUIl1gz4gkRVmi1Dq1U2CG8jGfx0jVqlVVv3591+1Vq1YrI6PsvolremRo5aqK/5G22+3Kz893fRQUBNfZhRa1D+uaJpsVHVXx2Z2YqBI1q3VIPZp8G8DJAADhxmKxqGvjftJF94w41alhZmCG8jGPYiQ+Pl5paWlKS0uTJNWsWVNpaWll9n/cdecdWrRwvuv2y69MUMeOHfXoI9lKT0/XX595WikpKZo8eYpvvgND3hrysi6r9r2iLecHSXRUqaon5uujO/8my4VDFgCAi7qqQXe1v+waSTrvXTWWn/4pH3Tl3apTuUHAZ/MFj2KkZcsrNOO9dzXjvXe1d+8+DRs6VDPee1cjR45w3Sc3N1cHDhxw3d68ebNuuXWI0tPT9dKL41WnTh1lZd2offv2+eybMKF2pTytHPN7jekxS1UT8l3HE2PPaWSXhVo99lE1rVXxpSgAANxlsVj0m/Q7ldVmpGpVqlfmc41qXqG7r/6j2l2WYWY4H7DUTakX9L9RJSkpSTu2b5N90hDJXmh6nPMUlcRoz4nacjqjdFm172WLKzI9ErzA5lUAocDpdCq38LjOFRcqKa6KKsVXMT1ShaxRMcpufZOaNmuh/Pz8Cu/n13fTRIq4mBK1qH3Y9BgAgAhgsVhC+vfQlIff2gsAAIwiRgAAgFHECCD2iwCAScQIIh4hAgBmESMAAMAoYgQAABhFjCCicYkGAMwjRhCxCBEACA7ECAAAMIoYAQAARhEjAADAKGIEEYn9IgAQPIgRAABgFDECAACMIkYAAIBRMaYHAAKJvSIAEHw4MwIAAIwiRgAAgFHECAAAMIoYAQAARhEjiBhsXgWA4ESMICIQIgAQvIgRAABgFDECAACMIkYAAIBRxAjCHvtFACC4ESMAAMAoYgQAABhFjCCscYkGAIIfMYKwRYgAQGggRgAAgFHECAAAMIoYAQAARhEjCEvsFwGA0EGMIOwQIgAQWogRAABgFDECAACMIkYQVrhEAwChhxgBAABGESMAAMAoYgQAABhFjAAAAKOIEYQNNq8CQGgiRhAWCBEACF3ECAAAMIoYAQAARhEjAADAKGIEIY/9IgAQ2ogRhDRCBABCX4ynCxITEzVwwADVq5eqPXv3avbsOSouLr7gmpSUusrMzFSN5GQdPXZMCxYs1IkTJ7weGgAAhA+PzoxUq1ZVC+bP1fDhwxQXF6cHRz+gzz79RAnx8RWuycjI0Irly9SlS2dJUp/evbV61QpdeeWVlzQ4AAAIDx6dGXnwwQcVFR2tG27IUuG5c3r1tde0bNlS3X77cL32+uRy19wzaoSWLPmXRo2613Vs9uzPdccdw/XQQ5suaXhENi7RAEB48OjMSN8+vTVnzlwVnjsnSTp1KleLF3+hPn37VLgmNzdPMbFlmyc2Jka5ubmeTwsAAMKO22dGrFar6tevr31795U5vm/fPmVmXlfhusefeFLPPfes/jHjPe3YuVOtW7XS7t17NH78ixf8Wlar1XXbZrO5OyYAAAgxbsdIQkKCJOlM/pkyx8+cPq3Enz5Xnpo1aujyhg21Y8dOFeTnq6ioSI0bN1K1atV0+vTpcteMfuB+ZWePdXc0AAAQwtyOkbNnz8rhcKhypUpljleuUkVnz56tcN2ECS9r1arV+t3v/+A69vZbb+r5557Vzb+9tfw1Eydp8pSprts2m00bN6xzd1QAABBC3I6R4uJi7d9/QI0aNSpzvNHll2vnzl3lromKilKjRo30+utTyhxfv2Gj7rzj9gq/lt1ul91ud3c0RBg2rgJAePFoA+ucOXM0YEB/JSUlSZJq1aql6667VnPmzHHdp2vXX2vsmIclSQ6HQ3v37lWXqzuX+XO6dO6knbvKDxgAABBZPHpr78RJr6pHjwzNnTNLq9esUUb37vp2yxa9+94M1306tG+vu+++S39/8SVJ0mOP/VlTp07WzJn/1Lb/bFPbtm2VlnaZbrl1iA+/DQAAEKo8ipEzZ86oX/+Bysy8TqmpqVq8+At99dUSORwO132WLVuuvF9sTF26bJk6d75aXbt2VY2aNbRm7Vp9/fVS5efn++67QMTgEg0AhB+Pfxx8cXGx5s2bX+Hn137zjdZ+802ZYydPndLns2Z5Ph3wC4QIAIQnflEeAAAwihgBAABGESMAAMAoYgQAABhFjCAksHkVAMIXMQIAAIwiRgAAgFHECIIel2gAILwRIwhqhAgAhD9iBAAAGEWMAAAAo4gRAABgFDGCoMV+EQCIDMQIghIhAgCRgxgBAABGESMAAMAoYgQAABhFjCDosF8EACILMQIAAIwiRgAAgFHECIIKl2gAIPIQIwgahAgARCZiBAAAGEWMAAAAo4gRAABgFDECAACMIkYQFNi8CgCRixiBcYQIAEQ2YgQAABhFjAAAAKOIERjFJRoAADECAACMIkYAAIBRxAgAADCKGIEx7BcBAEjECAwhRAAA/0WMAAAAo4gRAABgFDECAACMIkYQcOwXAQD8EjECAACMIkYAAIBRxAgAADAqxvQAiBzsFQEAlIczIwAAwChiBAAAGEWMAAAAo4gRAABgFBtY4XdsXAUAXAhnRgAAgFEex0ivnj01d85sbd60QZ99+rE6d+500TXVqlXVU08+oRXLl2n58qV6JHusYmNjvRoYAACEF49ipFOnTpoy5XV98skn6j/geq1YsVIz3ntXzZo1q3CNzWbTZ59+oqbNmmrkqFEaPPgmnSsqUs+emZc8PAAACH0e7Rm5/7579a+vv9Ybb06XJL0wbrwyM6/TqJEjNDb7kXLX3Hffvapevbr69huggoICSdLEiZMucWyECvaLAAAuxqMzIx06tNfy5SvKHFu6dJnad2hf4Zp+ffto/vwFrhABAAD4JbdjJCkpSZUqVdLxH46XOX78+AnVqV27wnVpaWk6evSoJk2coI0b1mnx4oV6+OGHZLVaK1xjtVqVlJTk+rDZbO6OCQAAQozHG1gdDkeZ2yWlJbJYLBXePzo6WqNHP6CVq1apT9/+eurJpzV82FD96bE/Vrhm9AP3a8f2ba6PjRvWeTomAAAIEW7HSH5+vgoLC1W9erUyx2vUqKHjx49XsEo6fvy4li9foRkz/qGjR49q6bJlmjp1mgbdMKjCNRMmTlLTZi1cH23atnN3TAQR9osAANzh0ZmRTZs2q2PHjmWOde7UURs3bqpwzfr1G2S328scK7LbFRMdXeEau92u/Px81wf7TUIPIQIAcJdHMTLtjTfUq1dP9czMVHR0tG6+6Sa1adNGb/707hpJeuD++7R2zSrX7SlTpykjI0Pdu3WTJDVsmKY77rhd8+bN99G3AAAAQplHb+2dP3+BnnrqaY0f/4KqVKmi73/4QQ89PEbfrPt5T0dcXJwqVarkur127VqNHZutF154TjVr1lRhYaE++3yWnn76Gd99FwAAIGRZ6qbUc3qzMD4+XufOnTvveFxcnKxWq86cOVPu54qKijz+WklJSdqxfZvsk4ZI9kJvxkWAcZkGAGCNilF265vUtFkL5efnV3g/r39RXnkhIklFRUUVBoc3IYLQQ4gAADzBL8qDTxEiAABPESMAAMAoYgQAABhFjMBnuEQDAPAGMQIAAIwiRgAAgFHECAAAMIoYAQAARhEj8Ak2rwIAvEWM4JIRIgCAS0GMAAAAo4gRAABglNe/KA/g8gwAwBc4MwIAAIwiRgAAgFHECAAAMIoYAQAARhEj8AqbVwEAvkKMAAAAo4gRAABgFDECAACMIkbgMfaLAAB8iRiBRwgRAICvESMAAMAoYgQAABhFjMBtXKIBAPgDMQK3ECIAAH8hRgAAgFHECAAAMIoYAQAARhEjAADAKGIEF8XmVQCAPxEjAADAKGIEAAAYFWN6AAQvLs8AAAKBMyMAAMAoYgQAABhFjAAAAKOIEQAAYBQxgnKxeRUAECjECM5DiAAAAokYAQAARhEjAADAKGIEAAAYRYygDPaLAAACjRgBAABGESMAAMAoYgQuXKIBAJhAjEASIQIAMMerGGnRorkyM69T40aNPFpXqVIl9evXV23btvHmywIAgDAU48mdY2NjNfn119ShYwdt3bpVV6ana86cucp+5FG31o8b97x69eypRYsXa+TIe7waGAAAhBePYmTE3Xepfft2yszsqZyco2ratKnmz5urlatW6eOPP7ng2iFDblON5Bpatmz5JQ0MAADCi0eXabKysjRr1mzl5ByVJO3YsUNLlizR4KwL7zdo1qyZxo4ZowcffEgOp8P7aQEAQNhx+8xIdHS0mjRprDenTy9zfNu2bRo6dEiF6+Lj4/Xaq5P05JNP6fCRI259LavVKqvV6rpts9ncHRMeYuMqAMA0t2PEZrMpJiZGeXl5ZY6fOnVKlStXrnDdU08+oS1bt+izzz93e6jRD9yv7Oyxbt8fAACELrcv09jtdklSQkJCmeOJNpuKiorKXdO+XTsNHpyllStWqV+/vurXr69q1aylOnXqqF+/vkqIjy933YSJk9S0WQvXR5u27dwdEwAAhBi3z4ycO3dOx44dU2pqapnjqampOnDgQLlr7MXFWvzFF7rm2h6uY3Xq1Fapw6Hrrx+oVatWq/DcufPX2e2u+AEAAOHNo3fTLFnyL/Xt01svv/yKnE6n4uLilJl5nWbO/Mh1nyZNmqhhWpoWLV6szZs3n/cW3rffnq6ioiLe2hsE2C8CAAgGHr2b5u8vvqS6detq2tQpuvXWW/TOO2+ptKREU6ZMcd1n4ID+evnlF30+KAAACE8excihQ4fUq3cf7dq1S106d9baNWvVp29/nTqV67rPjp07tXDRogr/jG/WfqP16zd4PTAAAAgvlrop9Zymh7iYpKQk7di+TfZJQyR7oelxwgaXaQAA/mSNilF265vUtFkL5efnV3g/flFehCJEAADBghiJQIQIACCYECMAAMAoYgQAABhFjEQYLtEAAIINMRJBCBEAQDAiRgAAgFHECAAAMIoYAQAARhEjEYL9IgCAYEWMAAAAo4gRAABgFDECAACMIkYAAIBRMaYHgH+xcRUAEOw4MwIAAIwiRgAAgFHECAAAMIo9I2GKvSIAgFDBmREAAGAUMQIAAIwiRgAAgFHECAAAMIoYCUNsXgUAhBJiBAAAGEWMAAAAo4iRMMMlGgBAqCFGwgghAgAIRcQIAAAwihgBAABGESMAAMAoYiRMsF8EABCqiJEwQIgAAEIZMQIAAIwiRgAAgFHECAAAMIoYCXHsFwEAhDpiBAAAGEWMAAAAo4gRAABgVIzpAeAd9ooAAMIFZ0YAAIBRxAgAADCKGAEAAEYRIwAAwChiJASxeRUAEE6IkRBDiAAAwg0xAgAAjCJGAACAUcRICOESDQAgHHn8E1gbNbpcd911l+rVS9XevXs1efIUHTmSU+H9rVarBg/OUudOnRQbG6tNmzbr7XfeUWFh4SUNDgAAwoNHZ0Yuv7yh5s6ZrcTEBH344Uw1qN9Ac+fMVs2aNStcM+vzT5We3lpL/vUvLViwUIMGXa9Zsz5TQnz8JQ8PAABCn0dnRsY8/LB27dqthx8eK0lasGChVixfqntGjdRTTz9T7prf3nKbcnNzXbdXrFypjRvWqcc1PTRv3nzvJwcAAGHBozMj3bt308JFi1y3S0pK9MUXX6pb924VrvlliEjSmTNnVFpaqsTERM8mjXDsFwEAhCu3z4wkxMerRo0ayskpuz8kJydH9evVc/sL3n33XSopKdXy5SsqvI/VapXVanXdttlsbv/54YgQAQCEM7djJPanODh37lyZ44WFhYqNtZa35DzXXnuNHn0kW3/4w//p6NGjFd5v9AP3Kzt7rLujAQCAEOZ2jBQUFKi4uFhVq1Ytc7xatWrKy8u76PpuXbtqyuTJ+uuzf9P7H/zzgvedMHGSJk+Z6rpts9m0ccM6d0cFAAAhxO0YKS0t1fbt29WqVcsyx1u1aqmtW7decG3Xrr/W9OlvaNy4cZo8ecpFv5bdbpfdbnd3NAAAEMI82sD6zw9nqn+//kpLS5MktW7dWt26ddOHM2e67jN4cJbefGOa6/bVV3fRW9Pf1Lhx4/Xa65N9M3UEYb8IACDcefTW3unT31KrVi31xeKF2rVrl5o0aaq33n5Hs2fPcd3nsgYN1LlzJ9ftqVMmq7S0VBkZ3ZWR0d11fOZHH+ujjz72wbcQvggRAEAk8ChGHA6HHn54rF54YbxSU1O1f/9+HTt2rMx9Zn70sVasXOW6ffeIkYqOjj7vz9q//4CXIwMAgHDi8Y+Dl6TDhw/r8OHD5X7uwIEDOnDg59BY+YswAQAA+F/8orwgxSUaAECkIEYAAIBRxAgAADCKGAEAAEYRIwAAwChiJAixeRUAEEmIkSBDiAAAIg0xAgAAjCJGAACAUcRIEOESDQAgEhEjQYIQAQBEKmIEAAAYRYwAAACjiBEAAGAUMRIE2C8CAIhkxAgAADCKGAEAAEYRIwAAwChixDD2iwAAIh0xYhAhAgAAMQIAAAwjRgAAgFHEiCFcogEA4EfEiAGECAAAPyNGAACAUcQIAAAwihgBAABGESMAAMAoYiTA2LwKAEBZxAgAADCKGAEAAEYRIwHEJRoAAM5HjAQIIQIAQPmIEQAAYBQxAgAAjCJGAACAUcRIALBfBACAihEjAADAKGIEAAAYRYwAAACjiBE/Y78IAAAXRoz4ESECAMDFESMAAMAoYgQAABhFjPgJl2gAAHAPMeIHhAgAAO4jRgAAgFHECAAAMIoY8RGn88cPAAACweEwPYHvxHizKC4uTsnJ1fXDD8dVXFzstzXBrqQ0Sh9t6qJJy/tq/YHGcsqiX9U5qMYnj6pNv32KjS81PSIAIIwc2lpdK99vqq1fNlDxuRglVjmnq36zR51u2qFqKWdNj+c1j8+MPJI9Vv/Z+q0WLVqoLd9u1p133O6XNcGu0G7VwKmPafiMMVp3oLFKndFyOKO05WgDffZ0B02+I1Nn86ymxwQAhImV7zfVq0N76d8L0lR87sdzCWfz4rX83eZ6Kau/9qyrZXhC73kUI1lZN+jee+/Rzb+9RS1bttbo0Q/p8cf/om5du/p0TSh48OMRWrKzlSTJ4Yz++RNOiySLcnZW1fu/u9rMcACAsLJ9eV3Neb6d5LTIUVr2n26nI0ol9ii9PTpDuUcTDU14aTyKkeHDhmruvHlat269JGnR4sVas3athg0b6tM1we5IXjW9ty5DDmfFD5+zNEq719bVke+qBXAyAEA4+vrNK2SJqniTyH+DZM3MJgGcynfcjhGLxaKWLVtq/foNZY6vXfuN0tNb+2xNKPhw46/dul9UtEOb5qb5dxgAQFjLO5agfRtryem48D/ZTkeUNsy6PEBT+ZbbG1iTkpIUHx+vU6dOlTl+8uRJVa9e3WdrJMlqtcpq/Xm/hc1mc3fMgPj+TBVFR5Wed6rsfzmd0unjCQGaCgAQjs548O9I/sk4P07iP27HiOOn9xDFxJRdYo2NVWlp+e8a8WaNJI1+4H5lZ491d7SAq5JwVo6LFKokWSxSQiV7ACYCAISr+CT334EaZyvx4yT+4/ZlmoKCAuXl5alWzbK7dWvWqqWcnByfrZGkCRMnqWmzFq6PNm3buTtmQAxstUalv9y0WgFHaZSuuPZgACYCAISr5AZnVLNhnmS58A+ziop2qHXP/QGayrc82sC6atVqZWR0K3Psmh4ZWrlqtet21apVVb9+fY/W/C+73a78/HzXR0FBgSdj+l2L2od1TZPNio6q+OxOVLRDNdPy1KjDsQBOBgAINxaL1HXYtp/erVkRp5xOizrdvCNgc/mSRzHy8isT1LFjRz36SLbS09P112eeVkpKiiZPnuK6z1133qFFC+d7tCYUvTXkZV1W7XtFW84PkqhohxKqFGnoS0tludDfHQAA3HDV9XvUPmunJMnyP2dILFEOySINemyN6jTJMzHeJfMoRjZv3qxbbh2i9PR0vfTieNWpU0dZWTdq3759rvvk5ubqwIEDHq0JRbUr5WnlmN/r6uHfKb5Sket4bHyJOgzeqQfeX6Aal50xOCEAIFxYLNJv/viNsp5YpVqNygZHow5HdfeUL9Vu0B5D0106S92UekH/G1WSkpK0Y/s22ScNkeyFpscpY3yPLJXYo3TyUJKcTouqpeTLmsCPgQcA+IfTKeXm2HQuP1ZJyedUKfmc6ZEqZI2KUXbrm9S0WQvl5+dXeD+vfjcNyoqxOlTr8tOmxwAARACLRaqWElx7KS8Vv7X3EozvkWV6BAAAQh4xAgAAjCJGAACAUcQIAAAwihjxEvtFAADwDWLEC4QIAAC+Q4wAAACjiBEAAGAUMQIAAIwiRgAAgFH8OHgPsHEVAADf48wIAAAwihgBAABGESMAAMAoYsRN7BcBAMA/iBEAAGAUMQIAAIwiRgAAgFHEiBvYLwIAgP8QIxdBiAAA4F/ECAAAMIoYAQAARoXW76aJTQjol5vQdaCsAf2KAACED2uUe5kREjFis9kkSdaRUwP6dbMD+tUAAAhPNptN+fn5FX7eUjelnjOA83itdu3aKigoMD1GhWw2mzZuWKc2bdsF9ZyhgMfSN3gcfYfH0nd4LH0jlB5Hm82mY8eOXfA+IXFmRNJFv5FgUVBQcMH6g/t4LH2Dx9F3eCx9h8fSN0LhcXRnPjawAgAAo4gRAABgFDHiI3a7XePH/112u930KCGPx9I3eBx9h8fSd3gsfSPcHseQ2cAKAADCE2dGAACAUcQIAAAwihgBAABGhczPGQkGLVo012WXpengwQPauvU/flsT7qxWq9q3bydbok0bN23SDz/8cNE1derU0a9+1UJnTp/Rli1bVHjuXAAmDX41atRQ2zZtdLbwrNau/cajzWzdu3VT1apVNXfePJWUlPhxytDgzXM1Pj5ebdu2UWxMrL5Zt05nz57185TBz5vnd9WqVdWy5RVKSEjQ7t27tWfP3gBMGvwSExPVrVs3nTlzWitWrHRrzaW8JpjEBlY3REVFadLECerevZs2bdqs1umttXrVat1z730Vvoh7syYSpKWl6YP3Z8hut+uHH44rPb21Hnvsz/rgn/8s9/5Vq1bVC88/pyuvTNe2775TSt0UJSdX1wOjH3T7yRmuBg/O0t+e/as2b/63atRIVnx8vG659Ta3XsivvfYaTZ0yWfHx8Wre4gqdPn06ABMHJ2+fq9dee41e/Pt4HTlyRDk5R9WwYZoefGiM/v3vfwdw+uDi6fNbkm6+6SY9/fST2rp1q/Ly8tS5c2d9tWSJ7r9/tEpLSwM4ffCwWq36y5//pD59+sjpdGrv3r0afONNF113Ka8JpnGZxg233XarevTIUJ++/XXrbUPUu3dfdenSWcOHD/Ppmkgw7oXntWfPXmX0uFZZg2/UE08+pWeffUapKSnl3j8xMUGffPqp2nfopGHDbtd1mT01b958vf7aq7JYLAGePnjUrVtHzz/3Nz3x5FPKGnyjelxznXbv3qPx48ZddG3t2rX13N+e1cuvTAjApMHPm+dq48aNNXXKZE2c9Kp69+mnO+68S4NvvFnR0ZH9kurp8zs6OlrPPPOUJr36mn4zKEvDb79Tffv218ABA5SZmRng6YNHTEyMdu3ape4ZPbRkyRK31lzKa0IwiOxnjpuybhikhYsWaf/+/ZKkQ4cOaf78Bcq64Qafrgl3devWUZcunTXtjTfkcDgkSe+//4EKCwvVf0D/ctccOZKj+fMXlDk2b/58JScnK6VuXb/PHKz69esnu92uDz748X+cDodDU6dNU8eOHVSvXr0K11ksFk2c+Ipee32ytn+3PVDjBjVvnqv3jBqpQ4cOacqUn3955/Hjx7Vx4yZ/jxu0vHl+R0dHKzo6WgcPHnQdO3z4sIqLi2W1xgZk7mB09uxZTX/rbZ05c8btNd6+JgQLYsQNzZs3P++Fe9t336l582Y+XRPumjdvLkllHpeSkhLt3rPH9Tl3dO3aVbm5uco5etTnM4aKFs2ba/fuPSouLnYd++677yTpgn/HHn7oQRXbi/XGG2/6fcZQ4c1ztWOnjlq6dJmqV6+unpmZ6tC+vRLi4/09alDz5vltt9v12J/+rDFjHtbIkSN0y29v1ltvT9fCRYs0b978gMwdLrx9TQgWbGB1Q+XKlZWbm1vm2KlTpxQfH6+4uDgVFRX5ZE24q1ypsiTpVDmPS5XKld36Mzp06KBRI0foL48/4frfVySqVLlSOX+/frxduYLHskP79ho+fJh69urj5+lCizfP1RrJyUpLS9P8eXP03fbtalC/vipVrqyRI0dpw4aNAZo8uHj7/N65c5fOFhSof/9+ysvNU8O0NL355lsRvbfOG968JgQTYsQNRUVFSrTZyhyz2WxyOBwV7lT2Zk24K/rp+7bZbGXedWBLtOn777+/6PpWrVrprelvaPpbb+udd97125yhwF5kV62aNcscS0xMlKQKQ3fcuOe15F9fq3OnTpKk9PTWkqS+ffpo0+bNrv9FRRpvn99t27bRNddm6uhPZ+hee3WSXvz7eHXPuMbvMwcjb57f1atX14z33tHzL4zT1KnTJP24CfaLxQt14uQJzZz5kf8HDxPevCYEEy7TuGH//v1KTU0tc6xeaqoOHjwop7P8NyN5sybc7d+/T5LOe1xSU1O0/8CBC65t1bKlPnj/H/pw5kd68smn/DViyCj379dP14UP7C//sVy9eo3i4+LUu3cv9e7dS23atJH047tCmjRp7N+Bg5i3z+8NGza6QkSS5i9YoCZNmighIcGv8wYrb57f6emtZbPZNHv2HNexffv2acuWLerSpYvfZg1H3rwmBBNixA1ffbVEvXr2VGzsjxuqYmJi1KdPb3355Veu+1x+eUNdP3CgR2sizbZt3+nw4cMa0L+f61ibNleqQYMG+vKLL13Hunb9ta66qq3r9hVX/Ervf/APffTxR3r88ScCOnOw+vKrr5Samqo2ba50Hbt+4ADl5BzVlq1bJf34MzCuHzhQdevWkST97vd/0L333e/6mDx5iiQp+5FHy/xjEGm8eX4vXvyF0hqmKSrq55fQJo0b6+SpUyosLAzc8EHEm+f3kSM5klQmhq1Wq+rXb6CcnJwATR6a/vf57c5rQjDj54y4ITk5WQvmz9Xu3bs1b/4C9erZUy1atFCfvv107NgxSdLdd9+lJ594XCmp9d1eE4n69u2j116dpGnT3lDO0aMaNXKE1q1br3vvu991n9mzP9ehg4d07333KzUlRQsXztexY9/rlf95K+rSZUtd10Qj0cQJr6hTp456ffIU1aldWyNG3K0HRj/oCou6deto/bpvNGLkKM2dO++89b179dKbb06L+J8z4s3zOzExUXNmz9Lhw4c1b948XZaWphF336U//+VxzZjxD5PfjlGePr8ladrUKbrqqraaOnWacvPydMOgQWratIl69upT5sxTpMnMvE6JCYm6bcitqlWzpl588WVJ0uezZkkq//l9sdeEYEaMuCk5OVnDhw3VZWmX6eCBg3r7nXfL/GTBHj0ydNONN5Z50l1sTaRq27aNbhg0SDabTWvWrNWHM2eW2Yz66KOP6OSJE3rjzelq0qSJxo55uNw/57nnX9C+ffsCM3QQslgsuvHGwerUsaMKCwv16Wefad269a7PV61aVc/+9RlNmTq13Lectm7dWvfeM0pjx2ZH/E+09eb5nZiYqGFDh6pZ82Y6cfy45s6bF9Fv7f0vT57f0o9/jwcOGKB27a5SQkKC9uzZo/c/+CCi/6MhSU8/9aSSk5PPO/7fv4PlPb8v9poQzIgRAABgFHtGAACAUcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAMCo/w8noV4XRYQdOQAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" @@ -137,10 +137,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#10 err:0.75\n", - "[[1.24927805]\n", - " [0.88267307]]\n", - "[[0.675]]\n" + "#1 err:0.25\n", + "[[ 0.18677805]\n", + " [-0.07982693]]\n", + "[[-0.1]]\n" ] }, { @@ -148,7 +148,7 @@ "text/plain": [ "
" ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvgI3uAAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAI8ZJREFUeJzt3Qd4FVXCxvE3kIQ0AqEJJGBQCB1EkaI0lYBUhbiK7AoqdooI6u73fbsrougqYqMHRAWREisEUIqAAWmh9yaEIiAlUiJJCMn3nNHc5UpuSDBwSPL/Pc88ZM6dk3vuyWXue8+cmfGqUDEsQwAAAJYUsfXEAAAABmEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFXeyieuu+46JSUl2W4GAADIhcDAQB05ciT/hxETRNauibfdDAAAcBka3Nww20CSL8JI5ojI8E1fKDU9zXZzAABADvgW8VbfOl0veWQjX4SRTCaIEEYAAChYmMAKAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwylv5iFdGhu0mAABw1Z06m6hTyYny8/FX6cDy8vLyKlB/hcsKI+Hh4apdu5bWrV2ngz/9lKM6NWvWUFhYmPb8uEe7du++nKdVr91/V3zw7Yov3VbpXvkqRwEAkGu7jm7Soh1f68djW1xlJow0u7Gdbg2/U0W8CsYBjly9irp16ujTyZ9o8ieTNC56rBo3aXzJOj4+PprwwXjFxEzXY4/10qxZMzXsraGX1djgtBO68+cp+su+t1QkI+2yfgcAAPlBfMIiTfjhde05vs2t/HjSYX294UPFrBmj9Ix0FbowEhISouhx43V7s+Y5rvP4Y710660NFRnZRg888KA6db5X9957r6Kiuua6sWZQyksZCk/apNuPfpXr+gAA5AdHTh3Ql+vGOz9neAgc6w8s1Yo981Xowsj3cXFatGhRrp4gKipKM2bM1KFDh531HTt2aOHChbovKkqXq4gydMuJuSqafu6yfwcAANeq5Xvm5WheyNLdc5RRAOZTXtGDTUWLFlW1alW1ZetWt/KtW7c6c0g88fX1VVBQkGsJDAy8aBv/9CSFnd1xRdoNAIBNG39anqNDMCd+/Vk/nz6o/O6KzgI1IcLb21snT550K09MTFRwcLDHen379NbAgQMu+ft9z5/Nk3YCAHAtSUlLzsW2+f+z8IqOjKSmpjr/+vv7u5UHBAYqJSXFY73hI0YqonpN19Lg5oZZbpfkXTKPWwwAgH1BxUrkeNvifvn/s/CKhpHk5GQdOXJEoaGhbuVmfd++fdmGmDNnzriWpKQkt8fN0bFEn3L6yf/GK9Z2AABsaVi5pbyc0zY8M49fXypCIQFlld/leRipVq2a2kRGutYXLlyk9u3udk3EKVasmCIjW+u7hbmbCHsh85uWlr1XKmAXfQEAwGgUfpd8vf2yDSQZylCriHtUEOQqjJQuXVodOrR3FuOm+vWdn+vWrevapnOnjnrvvXdc62+/864qVKig8eOi1b37g5o48SOdT0tTdHR0rht7/vfmLinTRRtLtsx1fQAA8oPifiX1SNO//x5I3D+qMy901qluT1W/7iYVBLmawFq2bFndc09n5+fYWbNUvkJ5Zz0ubok2btzolO/YuVPfzp3rqnPgwAG1vbudevbooduaNtXKFSv19NO9lZj4S64buzP4Fq0KbqYDAdVzXRcAgPykcqlqeu7OoVqZsMC5ANqZlJPyKVpMdSo2UpMqkQotWUUFhVeFimHX/AnK5vTeHdu3atiG6UpN58qrAADkB75FvDWw3v3OyShmDqgnBeOi9gAAIN8ijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAAAg/4WRYsWKqWLFCvLx8clVnQoVyueqDgAAKPhyHUaeHzhAWzZv1Ny532rTxvV69JGHs92+VEiIPv5ogrZu2aSZM2do+7YtGjVyhPz9/f9MuwEAQGEMI1FRXfX000/pgW4Pqk6deurb91kNGvSSWjRv7rHOv/79L1WpUkUNb22shg0bqUXLO9S0aRM91//ZvGg/AAAoTGGkZ4+HNGv2bMXHr3bW586bpxUrV6pHj4c81qlcqZJWrYrXiRMnnPUDBw5o46ZNqly58p9tOwAAKExhxMvLS3Xq1NHq1WvcyleuXKX69et5rDf+gw8UGdlaHTt2UEREhLo98IBuvvlmTfjwoz/XcgAAUCB453TDoKAg+fn5KTEx0a3cjHiUKlXKY7358xdo5sxYjRwxXMePm21DNHz4CK1cudJjHV9fX2fJFBgYmNNmAgCAghpG0tPTf6vg7V7F18dH58+f91jv7WFvqUaN6s6ckaNHj6pSpUr6LGaaE2yGvPZ6lnX69umtgQMH5PxVAACAgn+YJikpSSdPnlS5suXcysuWK6dDhw5l/cuLFFGnTh01cdInThAx9u/fr+nTY9SlaxePzzV8xEhFVK/pWhrc3DDnrwgAABTcCazLli1Xq1Yt3MruvKOVfli23LVesmRJZ/QjczQlKelXlShRwq2O2eb0qVMenyc1NVVnzpxxLSYIAQCAgilXYeS994ercePGeuH5gapfv75eG/KqKlasqLFjo13b9Hr0Ec39do5rfdr06Xr6qafUpcu9qlGjhrp3f9BZpk2LydtXAgAACvacEWP9+vV6sPvf1Kf3M2rfvp327NmrqKi/aO/eva5tfvnlF+3bt8+1PmTIa9qXsE/dHrhfZcqU1eHDh/WP//lfxcR8lrevBAAA5EteFSqGZegaZ87k2bF9q4ZtmK7U9DTbzQEAADngW8RbA+vd78z/NNMuPOFGeQAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAID8FUbatmmjWbEztX7dGn315edq2rTJJeuEhJTUK4Nf1tIlcVqy5Hs9P3CAfHx8LrfNAACgsIaRJk2aKDp6jL744gt17HSPli79QZM/maTq1at7rBMYGKivvvxCEdUj9MSTT+q+++5XckqK2rSJzIv2AwCAfM47Nxv3fuZpLVq8WB9M+NBZH/rWMEVGttaTTzyuAQOfz7LOM888rVKlSql9h05KSkpyykaMGJkXbQcAAIVtZKRRo1u1ZMlSt7Lvv4/TrY1u9VinQ/t2mjPnG1cQAQAAuKwwEhQUpOLFi+vY0WNu5ceOHVf5667zWC88PFyHDx/WyBHDtXZNvObN+1b9+z8rX19fj3XMY+b5MhdzqAcAABRMuZ7Amp6e7raedj5NXl5eHrcvWrSo+vbtox+WLVO79h31yuBX1bPHQ/rXP//PY52+fXprx/atrsWEGAAAUMjDyJkzZ3T27FmVKhXiVl6mTBkdO+Y+WnIh85g5tDN58qfOCMn3cXEaN268unTt4rHO8BEjFVG9pmtpcHPDnDYTAAAU5JGRdevWq3Hjxm5lTZs01tq16zzWWb16jVJTU93KUlJT5V20qMc6ZnsTfjIX5psAAFBw5SqMjP/gA7Vt20ZtIiOdwy8P3H+/GjRooAm/n11j9On9jFauWOZajx43Xq1atVLLFi2c9SpVwvXIIw9r9uw5efk6AABAYTi115wV88orr2rYsKEqUaKEfj56VM/2f06r4v87p6NYsWLORNdMK1eu1IABAzV06BsqW7asc6jnq69n6NVXh+TtKwEAAPmSV4WKYRmXU9HPz0/JyckXlZswYs6GOX36dJaPpaSk5Pq5zBk1ZiLrsA3TlZqedjnNBQAAV5lvEW8NrHe/M//TTLvIk5GRC2UVRAwTNjwFjssJIgAAoGDjRnkAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArPLObYUbb7xBvXr1UlhYqPbs2aOxY6P100+HclS3cePGGvDcs1q+fIXeefe9y2kvAAAozCMjN9xQRbNiZyogwF/Tp8eocqXKznrZsmUvWTckpKTee/dtVa5cWTVr1fwzbQYAAIU1jDzXv7927dqt/v0HKDZ2lh5/4kmlpqbqqSefuGTdd95+W5M/naIdO3f+mfYCAIDCHEZatmyhb+fOda2npaVp/vwFatGyRbb1evV6VMHBwRoxYuTltxQAABTuOSP+fn4qU6aMDh1ynx9i1iuFhXmsV6d2bfXr20ftO3RSRkZGjp7L19fXWTIFBgbmtJkAAKCghhGf38NBcnKyW/nZs2fl4/Pf4HChgIAAjR4zSoMGDdbBgwdz3Ki+fXpr4MABOd4eAAAUgjCSlJSkc+fOqWTJkm7lISEhOnnyZJZ1mjdrprDQUHXrdr+zGLVq1VJ6erqmTf1Uvfv007Fjxy6qN3zESI2NHuc2MrJ2TXxuXhcAAChoYeT8+fPavn276tat41Zu1jdv3pxlnVXx8erR82G3shdffEHnUs9pxMhROn36dJb1zKRYswAAgIIvVxNYp02PUccOHRUeHu6s16tXTy1atND0mBjXNvfdF6UJH4x3fj5x4oTi4pa4Labs2PFjzs8pKSl5/XoAAEBBvujZhx9+5IyEzJ/3rXbt2qVq1SL00ccTNXNmrGub6ytXVtOmTa5EWwEAQGEPI2auh7nGyNChwxQaGqqEhAQdOXLEbZuYzz7X0h+Wefwdb7zxptLTc3ZWDQAAKPhyfTl4w5wZ4+nsmH379jmLJ1u2bL2cpwQAAAUUN8oDAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYJV3bisEBASoc6dOCgsL1Y979mjmzFidO3cu2zp1atdWk6ZN5OPtrXXr12vZsuV/ps0AAKCwjoyEhJTUN3NmqWfPHipWrJj69e2jr778Qv5+fh7rjB8XraFD31SlSmEqW66cxkWP1ehRI/Oi7QAAoLCNjPTr109FihZV165ROpucrFGjRysu7ns9/HBPjR4zNss6o8eM0erVa1zrMTExWjB/nqZOm67Fixf/+VcAAAAKz8hI+3Z3KzZ2lhNEjMTEXzRv3ny1a9/OY50Lg4ixbdt2paSkKLRihcttMwAAKIxhxNfXV5UqVdLePXvdyvfu3asbbrghx09o5pv4+PhoVfzqbJ8rKCjItQQGBub49wMAgAJ6mMbf39/59/SZ027lp0+dUsDvj11K1apV9frrQxQ9brx27tzpcbu+fXpr4MABOW0aAAAoDGHk119/VXp6uoKLF3crDy5RwnnsUsLDwzVt6hQtWPCdXnnl1Wy3HT5ipMZGj3Otm5GRtWvic9pUAABQEMOIOX03IWGfbrzxRrfyG2+4QTt37sq27vXXX6/PYqZp+fLlerb/c8rIyMh2+9TUVGcBAAAFX64msMbGxqpTp47OPA6jXLlyat36Lqc8U/PmzTTguf6u9cqVK+vzz6Zr+fIV6tvvWWd0BQAA4LJO7R0xcpTuuKOVZsXO0PIVK9SqZUtt3LRJkz6Z7Nqm0a236rHHeuntd9511qd8OlnBwcE6cuSI/vH3F13bxS1Zori4Jbl5egAAUNjDyOnTp9WhY2dFRrZWaGioc1rvd98tdBvtMAHj5KlTrvVJkz6Rt3fRi35XSnLKn207AAAojJeDN3NHZs+e4/HxlatWOUumMWOzvhgaAACAwY3yAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGCVt/IRr4wM200AAOCqCzqXqKC0RKUW8dcJ3/KSl1eB+itcVhipWbOGwsLCtOfHPdq1e/cVq/NHvXb/XfHBtyu+dFule+WrHAUAQK5df2aTbjv2tcJ/3eIqM2FkZal2Whtyp+RVMA5w5OoT3cfHR2PHjFajxo20efNm3VS/vmJjZ2ng8y/kaR1PgtNO6M6fp6hK0kbFVH6eQAIAKLDqJS5S+0PjlPGHGRUhqYfV9vCHCju7QzMrPlUgAkmuwsjjj/XSrbc2VGRkGx06dFgRERGaM3uWfli2TJ9//kWe1fHkt0GpDIUnbdLtR79SXLn7clUfAID8oEzyAbU/NN75uYjS3R7LPEBT++RSHfSvqjWl2ii/y1WcioqK0owZM51QYezYsUMLFy7UfVFReVrn0o3O0C0n5qpo+rnL/h0AAFyrbkmcp3R5uYKHJ42Oz5EKwHzKHI+MFC1aVNWqVdWEDz90K9+6daseeuhveVbH8PX1dZZMgYGBv7e2uKvMX1J4aoL2B9TI6UsAACBfqPHrZhX1/v2zzwMTVEIyzqpC2lEdL1ZR1yLfIt55G0ZMIPD29tbJkyfdyhMTExUcHJxndYy+fXpr4MABFz/Q9aDb6v05bTwAAPlJvZx/wj2sa5/JA2fOnPnzYSQ1NdX519/fjEn8V0BgoFJSUvKsjjF8xEiNjR7n9iLWrolXg5sbKikpKadNRi7Rz1cH/Uw/FyS8n+nrnLxHjhw5ku02OQ4jycnJzi8LDQ11Kzfr+/bty7M6mSEmM8hcyASR7JIV8gb9fHXQz/RzQcL7mb72JCef27mawLpw4SK1b3e3vH6/2EqxYsUUGdla3y1c5NqmWrVqahMZmas6AACg8MpVGHn7nXdVoUIFjR8Xre7dH9TEiR/pfFqaoqOjXdt07tRR7733Tq7qAACAwitXYeTAgQNqe3c77dq1S7c1baqVK1aqXfuOSkz8xbXNjp079e3cubmqcynmkM2wYW9neegGeYd+vjroZ/q5IOH9TF/nBa8KFcPy/wnKAAAg38r/15AFAAD5GmEEAABYRRgBAAD550Z5V4q59Lu5mV5gQKDWrluno0ePXpE6hZ05vbpBg5tUrmw5bd+xXXv27L1knRIlSqhevbpKT0/X5s1b9MsvOZ94XJjVqFFD4eHhOrB/vzZt3pzjen5+fmrTJlLHjx/X0qU/XNE2FgRhYWGqU7u2Tpw4ofjVq533aU7+H9x0U32VLl1aa9euc/oa2QsJKalbbrlFqSmpWrVqlc4mJ1+yyypVqqSIiGpKO5fm/B+gny+tSJEianb77SpRsoRmzozN0dvS389PjRo1ko+vj+LjV+fbfbT1Caxmhz11ymRnRvbRo8dUv349/fOf/9bUadPytE5hFxQUpMmfTFRYWCXnZoUNG96iSZM+0eBXXvVY57XXhqhtmzbauXOHihXzU+3atTTo5cH69NMpV7Xt+W1n8t677+iuu+7UunXrnSC3alW8nnjyKZ07d+kbOw598w3dd1+UVq9eo/v+wg0PstO3bx8926+vVq9erSpVqujkqVPq1q17th965jpI48eNlbe3j7Zt2+bcO2vYsHf09YwZl/X3LgzatbvbeU9v2bJFxYsHKyQkRA/16OF8OfHkzTf+o65du2jZsuXOFbgbNGig/7zxhsaN++0utLhYr16POne5T0/PUFhYqCpfX+WS3VS3bl1NmviRjh47pl+TkpwvQf369Xc7ozW/sB5GPouZ7oSKvz3Uw/lWY26gN/jlQWrWrIUO/vRTntUp7F5++SW1vqu12rXvoFOnTumWW27W1199qb/+rYcWL16cZZ0ePR7S1KnTXKdUm+vE/Of119Ssectsr6BbmHV/sJsGDXrJOZ3djDyFVqyob+d+o+HDR2js2OyvrdOpU0f16f2Mdu3areuuu44wko369etrzuxYdf/rQ1q0aJHz7XDGzK+dm3CanXFWAgICtGjhAi1fsUL9+w9w9h3mIoxNGjfW4u+//3N/+AKqZMmSWr5sqUaMGKkRI0c5ZWPHjlbVG6vqrtb/vbjlhcy39K++/FydOt/jhGrjkYd7avDgl1Wrdl2dPn36qr6G/KJHj4e0YMF3uv322/TW0DdzFEYWL/pOGzZsVN9+zzrrAwc854Saxk1uy3f9bHXOSIUK5XXbbU01/oMPXMOrU6ZM1dmzZ9WxU8c8qwOpa5cuzsiRCSKG2UmYb5RRUV08ds/EiZPcru0ye/Yc58aHNapXp0s96Nq1q+bNm+86BGbC8axZsxTV1XM/Zw5pm0Ddu08/peZgBKWw69r1XmeEzwQRwxw2MCN9Hdp3cAJGVqKiuqpcuXJ66aVBrn2HuUcWQcQzc8jQ9OeHH33sKouOHqeaNWuoVq2aWdYpVuy3O67v33/AVZbw+5eXC+/Gjov3twcPut8MNjv16tVzRvrM3yPTBxM+dO4D07r1Xfmue62GETOkZGzftt1VlpaWpt0//uh6LC/qFHZmB2yOj1/YZ8bWbdtUMxd91rx5M+ff7Tt25HkbC4oaNWto23b3ft62dZsiIiI81jEBb9SoEXr3vfediwMiB/1cI+t+9vf3cw7jZsWMgGzYuFHJZ5PVqlUrNWt2uzMXAtn384GDB91uULp16zbXY1mJi1uiadNjNC56jDOa2uvRR/TSv/+lIUNeZ95IHqr5e/9f+P/AzBc5fPhwrvbr1wqrE1iDiwc7/yb+YcJNYmKiSgQH51mdwi64eHHn3z9ObDJXwQ3OYZ+Zww2vvjJYkz75RAkJCVeknQWlr7PqZ/ON0Bwm+PXXXy+q8/cXX3AmYH788cSr2NL8zewH9uzZ41Z2IjHR+dfTfqBMmdLyLuqtb76ZrQMHDiooKFA1a9bUP/7nf/XFF19elXYXhPezeQ+bEaXs9rdr167VbU2bqEP79s6k7IyMjIvCI/6c4sHFnZD4x7lo5rMwuET++yy0GkZSfj8EYIaVLtxJmzNkfv755zyrU9hl9llAYKBbeWBAgLNTycnIytSpnzrHJs1EYXhmDmuZ9+KFAgIDfvs7ZNHXZpj1ySef0MsvD9Y9nTs7ZZUrVVLp0qWc9UWLF+vkyZN0+UX9nHJRP5t9gpHs4T1typs3r68uXe/TihUrnLJnnn5KQ998UwsXLszVLSoK8/vZjOSZQzee9h3mRqmvDH5ZHTp0cp1JZg6RfThhvFq0vEP79++/Km0vDH8bPz8/5+wwE/Yu/H+Qk/36tcbqYZqEhN+Oq4eGhrqVh4ZWdB1jzIs6hd2hQ4ecN6fpoz+eFpmQkH2flS1bVjHTp2rfvv167PEncnRGSGG2d29Clv1sjgWfP3/+ou3T089r1qzZatiwoe6+u62zmPqlSpVyfjanViOLfk5IuGgfYM5AMDxNrk7Ym+AcJsgMIsas2XOcQzsREcyDyvL9nJCg8uWvc84Su/D97PSnh35u0rSJ9u7d63ZKe2zsLCfAmMsxIG8k7E1Q0aJFVbFCBVeZWTeT3/ddYr9+LbIaRsyxR7OT7tSxg6vMXAejcuXKWjB/gdtcBXP2R27qQG5zar6Pi3PrMzNL3vSrmb194YSoO++8w7VepkwZJ4iYIe1Hez2WL9P21fbdd985k/4yJ+qZnUP7dndr/gX9XKVKuGsUZPfuH/X0M73dlmXLV2jHjp3Oz5y15KGfFyx09gnly5d3lXXu3Mm51kjmYYVSISFOP2cGunnz5zs/m/d1JnNqr/ETZ+F5eD8vdA7lNm/e3K2fTR+ba1pkvsdNP5t9cGZfmg9EczkBVz9Xrer6YoTLFxnZ2rmujrFy5UrnjJkLT9xofdddzuHg7xYuzHfdbP2iZy8NelmjR410fj50+LCefOJxff31DK2Kj3dt8+KLL+jA/gOu08RyUgfuXn/9Dc34+kuNGP6+00/dHnjA+fYyZepU1zbdu3dz7qxsdkA+Pj6aPm2qM/F11OgxurttW9d269avZ96IB2PGjNU993TWpEkfOyMeka1bO8Hv/fffd23TqmVLDRnyqmJnzcpytASXNjM21jkV8tPJn2jSpEmqVauWc3jg/vu7ubapWrWqRo8eqbvbddCGDRuciZVzvvlGU6ZMds5cCAoMdA6RmXlQHDrImplQbfpq+PvvatSoMc48hd7PPK3//b9/ur6cmBEP08/PP/+CPt23TzExnznXy5g2dYpzBp85lPBYr0e19IcftHz5f0el4O7mmxuoUlgl55os5tBL5heWuLg413woM2/vm2+/1aaXNjtnkA157XUNeunfKh4U5Mwf6d37GX0wYUKOLmh5rbF+nZHMP4I59dQc61qxYqWmx8S4XUnxhRee14njx53TlnJaBxczZxn8tfuDKluurHNmzccTJ7nNu3mw2wOqFhGhwYNfca7b8Pbbw7Lsxk+nTHF27Mia+Ubes2cPXR9+vQ4eOOj084XzmVq2aKFu3R7QM737uB3rzWQ+ZEuXKqV33n2PLs6G+RD821+7q269us58D3NNnO0XTJK88cYb9PzAgXr9P2+4RpjM4QZzUTlzZs2ZM2f0ww/LnJ07snfvPfc4I6lm/llsbKzTb5nMKKC5KJoJdZnlZlTEvMcjqlVzDu2u37BBn3/+BeE7Gw/37KnGjRtdVP7WsGHOCGpmGDFfBj/77HPX4+bv0r59e/n6+Dinqc+YMTNfvp2viTACAAAKL26UBwAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAkE3/D6PLE6iWFVzMAAAAAElFTkSuQmCC" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -157,10 +157,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#20 err:0.75\n", - "[[2.37427805]\n", - " [2.00767307]]\n", - "[[1.425]]\n" + "#2 err:0.25\n", + "[[ 0.08677805]\n", + " [-0.07982693]]\n", + "[[-0.2]]\n" ] }, { @@ -168,7 +168,7 @@ "text/plain": [ "
" ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvgI3uAAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAI8ZJREFUeJzt3Qd4FVXCxvE3kIQ0AqEJJGBQCB1EkaI0lYBUhbiK7AoqdooI6u73fbsrougqYqMHRAWREisEUIqAAWmh9yaEIiAlUiJJCMn3nNHc5UpuSDBwSPL/Pc88ZM6dk3vuyWXue8+cmfGqUDEsQwAAAJYUsfXEAAAABmEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFXeyieuu+46JSUl2W4GAADIhcDAQB05ciT/hxETRNauibfdDAAAcBka3Nww20CSL8JI5ojI8E1fKDU9zXZzAABADvgW8VbfOl0veWQjX4SRTCaIEEYAAChYmMAKAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwylv5iFdGhu0mAABw1Z06m6hTyYny8/FX6cDy8vLyKlB/hcsKI+Hh4apdu5bWrV2ngz/9lKM6NWvWUFhYmPb8uEe7du++nKdVr91/V3zw7Yov3VbpXvkqRwEAkGu7jm7Soh1f68djW1xlJow0u7Gdbg2/U0W8CsYBjly9irp16ujTyZ9o8ieTNC56rBo3aXzJOj4+PprwwXjFxEzXY4/10qxZMzXsraGX1djgtBO68+cp+su+t1QkI+2yfgcAAPlBfMIiTfjhde05vs2t/HjSYX294UPFrBmj9Ix0FbowEhISouhx43V7s+Y5rvP4Y710660NFRnZRg888KA6db5X9957r6Kiuua6sWZQyksZCk/apNuPfpXr+gAA5AdHTh3Ql+vGOz9neAgc6w8s1Yo981Xowsj3cXFatGhRrp4gKipKM2bM1KFDh531HTt2aOHChbovKkqXq4gydMuJuSqafu6yfwcAANeq5Xvm5WheyNLdc5RRAOZTXtGDTUWLFlW1alW1ZetWt/KtW7c6c0g88fX1VVBQkGsJDAy8aBv/9CSFnd1xRdoNAIBNG39anqNDMCd+/Vk/nz6o/O6KzgI1IcLb21snT550K09MTFRwcLDHen379NbAgQMu+ft9z5/Nk3YCAHAtSUlLzsW2+f+z8IqOjKSmpjr/+vv7u5UHBAYqJSXFY73hI0YqonpN19Lg5oZZbpfkXTKPWwwAgH1BxUrkeNvifvn/s/CKhpHk5GQdOXJEoaGhbuVmfd++fdmGmDNnzriWpKQkt8fN0bFEn3L6yf/GK9Z2AABsaVi5pbyc0zY8M49fXypCIQFlld/leRipVq2a2kRGutYXLlyk9u3udk3EKVasmCIjW+u7hbmbCHsh85uWlr1XKmAXfQEAwGgUfpd8vf2yDSQZylCriHtUEOQqjJQuXVodOrR3FuOm+vWdn+vWrevapnOnjnrvvXdc62+/864qVKig8eOi1b37g5o48SOdT0tTdHR0rht7/vfmLinTRRtLtsx1fQAA8oPifiX1SNO//x5I3D+qMy901qluT1W/7iYVBLmawFq2bFndc09n5+fYWbNUvkJ5Zz0ubok2btzolO/YuVPfzp3rqnPgwAG1vbudevbooduaNtXKFSv19NO9lZj4S64buzP4Fq0KbqYDAdVzXRcAgPykcqlqeu7OoVqZsMC5ANqZlJPyKVpMdSo2UpMqkQotWUUFhVeFimHX/AnK5vTeHdu3atiG6UpN58qrAADkB75FvDWw3v3OyShmDqgnBeOi9gAAIN8ijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAAAg/4WRYsWKqWLFCvLx8clVnQoVyueqDgAAKPhyHUaeHzhAWzZv1Ny532rTxvV69JGHs92+VEiIPv5ogrZu2aSZM2do+7YtGjVyhPz9/f9MuwEAQGEMI1FRXfX000/pgW4Pqk6deurb91kNGvSSWjRv7rHOv/79L1WpUkUNb22shg0bqUXLO9S0aRM91//ZvGg/AAAoTGGkZ4+HNGv2bMXHr3bW586bpxUrV6pHj4c81qlcqZJWrYrXiRMnnPUDBw5o46ZNqly58p9tOwAAKExhxMvLS3Xq1NHq1WvcyleuXKX69et5rDf+gw8UGdlaHTt2UEREhLo98IBuvvlmTfjwoz/XcgAAUCB453TDoKAg+fn5KTEx0a3cjHiUKlXKY7358xdo5sxYjRwxXMePm21DNHz4CK1cudJjHV9fX2fJFBgYmNNmAgCAghpG0tPTf6vg7V7F18dH58+f91jv7WFvqUaN6s6ckaNHj6pSpUr6LGaaE2yGvPZ6lnX69umtgQMH5PxVAACAgn+YJikpSSdPnlS5suXcysuWK6dDhw5l/cuLFFGnTh01cdInThAx9u/fr+nTY9SlaxePzzV8xEhFVK/pWhrc3DDnrwgAABTcCazLli1Xq1Yt3MruvKOVfli23LVesmRJZ/QjczQlKelXlShRwq2O2eb0qVMenyc1NVVnzpxxLSYIAQCAgilXYeS994ercePGeuH5gapfv75eG/KqKlasqLFjo13b9Hr0Ec39do5rfdr06Xr6qafUpcu9qlGjhrp3f9BZpk2LydtXAgAACvacEWP9+vV6sPvf1Kf3M2rfvp327NmrqKi/aO/eva5tfvnlF+3bt8+1PmTIa9qXsE/dHrhfZcqU1eHDh/WP//lfxcR8lrevBAAA5EteFSqGZegaZ87k2bF9q4ZtmK7U9DTbzQEAADngW8RbA+vd78z/NNMuPOFGeQAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAID8FUbatmmjWbEztX7dGn315edq2rTJJeuEhJTUK4Nf1tIlcVqy5Hs9P3CAfHx8LrfNAACgsIaRJk2aKDp6jL744gt17HSPli79QZM/maTq1at7rBMYGKivvvxCEdUj9MSTT+q+++5XckqK2rSJzIv2AwCAfM47Nxv3fuZpLVq8WB9M+NBZH/rWMEVGttaTTzyuAQOfz7LOM888rVKlSql9h05KSkpyykaMGJkXbQcAAIVtZKRRo1u1ZMlSt7Lvv4/TrY1u9VinQ/t2mjPnG1cQAQAAuKwwEhQUpOLFi+vY0WNu5ceOHVf5667zWC88PFyHDx/WyBHDtXZNvObN+1b9+z8rX19fj3XMY+b5MhdzqAcAABRMuZ7Amp6e7raedj5NXl5eHrcvWrSo+vbtox+WLVO79h31yuBX1bPHQ/rXP//PY52+fXprx/atrsWEGAAAUMjDyJkzZ3T27FmVKhXiVl6mTBkdO+Y+WnIh85g5tDN58qfOCMn3cXEaN268unTt4rHO8BEjFVG9pmtpcHPDnDYTAAAU5JGRdevWq3Hjxm5lTZs01tq16zzWWb16jVJTU93KUlJT5V20qMc6ZnsTfjIX5psAAFBw5SqMjP/gA7Vt20ZtIiOdwy8P3H+/GjRooAm/n11j9On9jFauWOZajx43Xq1atVLLFi2c9SpVwvXIIw9r9uw5efk6AABAYTi115wV88orr2rYsKEqUaKEfj56VM/2f06r4v87p6NYsWLORNdMK1eu1IABAzV06BsqW7asc6jnq69n6NVXh+TtKwEAAPmSV4WKYRmXU9HPz0/JyckXlZswYs6GOX36dJaPpaSk5Pq5zBk1ZiLrsA3TlZqedjnNBQAAV5lvEW8NrHe/M//TTLvIk5GRC2UVRAwTNjwFjssJIgAAoGDjRnkAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArPLObYUbb7xBvXr1UlhYqPbs2aOxY6P100+HclS3cePGGvDcs1q+fIXeefe9y2kvAAAozCMjN9xQRbNiZyogwF/Tp8eocqXKznrZsmUvWTckpKTee/dtVa5cWTVr1fwzbQYAAIU1jDzXv7927dqt/v0HKDZ2lh5/4kmlpqbqqSefuGTdd95+W5M/naIdO3f+mfYCAIDCHEZatmyhb+fOda2npaVp/vwFatGyRbb1evV6VMHBwRoxYuTltxQAABTuOSP+fn4qU6aMDh1ynx9i1iuFhXmsV6d2bfXr20ftO3RSRkZGjp7L19fXWTIFBgbmtJkAAKCghhGf38NBcnKyW/nZs2fl4/Pf4HChgIAAjR4zSoMGDdbBgwdz3Ki+fXpr4MABOd4eAAAUgjCSlJSkc+fOqWTJkm7lISEhOnnyZJZ1mjdrprDQUHXrdr+zGLVq1VJ6erqmTf1Uvfv007Fjxy6qN3zESI2NHuc2MrJ2TXxuXhcAAChoYeT8+fPavn276tat41Zu1jdv3pxlnVXx8erR82G3shdffEHnUs9pxMhROn36dJb1zKRYswAAgIIvVxNYp02PUccOHRUeHu6s16tXTy1atND0mBjXNvfdF6UJH4x3fj5x4oTi4pa4Labs2PFjzs8pKSl5/XoAAEBBvujZhx9+5IyEzJ/3rXbt2qVq1SL00ccTNXNmrGub6ytXVtOmTa5EWwEAQGEPI2auh7nGyNChwxQaGqqEhAQdOXLEbZuYzz7X0h+Wefwdb7zxptLTc3ZWDQAAKPhyfTl4w5wZ4+nsmH379jmLJ1u2bL2cpwQAAAUUN8oDAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYJV3bisEBASoc6dOCgsL1Y979mjmzFidO3cu2zp1atdWk6ZN5OPtrXXr12vZsuV/ps0AAKCwjoyEhJTUN3NmqWfPHipWrJj69e2jr778Qv5+fh7rjB8XraFD31SlSmEqW66cxkWP1ehRI/Oi7QAAoLCNjPTr109FihZV165ROpucrFGjRysu7ns9/HBPjR4zNss6o8eM0erVa1zrMTExWjB/nqZOm67Fixf/+VcAAAAKz8hI+3Z3KzZ2lhNEjMTEXzRv3ny1a9/OY50Lg4ixbdt2paSkKLRihcttMwAAKIxhxNfXV5UqVdLePXvdyvfu3asbbrghx09o5pv4+PhoVfzqbJ8rKCjItQQGBub49wMAgAJ6mMbf39/59/SZ027lp0+dUsDvj11K1apV9frrQxQ9brx27tzpcbu+fXpr4MABOW0aAAAoDGHk119/VXp6uoKLF3crDy5RwnnsUsLDwzVt6hQtWPCdXnnl1Wy3HT5ipMZGj3Otm5GRtWvic9pUAABQEMOIOX03IWGfbrzxRrfyG2+4QTt37sq27vXXX6/PYqZp+fLlerb/c8rIyMh2+9TUVGcBAAAFX64msMbGxqpTp47OPA6jXLlyat36Lqc8U/PmzTTguf6u9cqVK+vzz6Zr+fIV6tvvWWd0BQAA4LJO7R0xcpTuuKOVZsXO0PIVK9SqZUtt3LRJkz6Z7Nqm0a236rHHeuntd9511qd8OlnBwcE6cuSI/vH3F13bxS1Zori4Jbl5egAAUNjDyOnTp9WhY2dFRrZWaGioc1rvd98tdBvtMAHj5KlTrvVJkz6Rt3fRi35XSnLKn207AAAojJeDN3NHZs+e4/HxlatWOUumMWOzvhgaAACAwY3yAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGCVt/IRr4wM200AAOCqCzqXqKC0RKUW8dcJ3/KSl1eB+itcVhipWbOGwsLCtOfHPdq1e/cVq/NHvXb/XfHBtyu+dFule+WrHAUAQK5df2aTbjv2tcJ/3eIqM2FkZal2Whtyp+RVMA5w5OoT3cfHR2PHjFajxo20efNm3VS/vmJjZ2ng8y/kaR1PgtNO6M6fp6hK0kbFVH6eQAIAKLDqJS5S+0PjlPGHGRUhqYfV9vCHCju7QzMrPlUgAkmuwsjjj/XSrbc2VGRkGx06dFgRERGaM3uWfli2TJ9//kWe1fHkt0GpDIUnbdLtR79SXLn7clUfAID8oEzyAbU/NN75uYjS3R7LPEBT++RSHfSvqjWl2ii/y1WcioqK0owZM51QYezYsUMLFy7UfVFReVrn0o3O0C0n5qpo+rnL/h0AAFyrbkmcp3R5uYKHJ42Oz5EKwHzKHI+MFC1aVNWqVdWEDz90K9+6daseeuhveVbH8PX1dZZMgYGBv7e2uKvMX1J4aoL2B9TI6UsAACBfqPHrZhX1/v2zzwMTVEIyzqpC2lEdL1ZR1yLfIt55G0ZMIPD29tbJkyfdyhMTExUcHJxndYy+fXpr4MABFz/Q9aDb6v05bTwAAPlJvZx/wj2sa5/JA2fOnPnzYSQ1NdX519/fjEn8V0BgoFJSUvKsjjF8xEiNjR7n9iLWrolXg5sbKikpKadNRi7Rz1cH/Uw/FyS8n+nrnLxHjhw5ku02OQ4jycnJzi8LDQ11Kzfr+/bty7M6mSEmM8hcyASR7JIV8gb9fHXQz/RzQcL7mb72JCef27mawLpw4SK1b3e3vH6/2EqxYsUUGdla3y1c5NqmWrVqahMZmas6AACg8MpVGHn7nXdVoUIFjR8Xre7dH9TEiR/pfFqaoqOjXdt07tRR7733Tq7qAACAwitXYeTAgQNqe3c77dq1S7c1baqVK1aqXfuOSkz8xbXNjp079e3cubmqcynmkM2wYW9neegGeYd+vjroZ/q5IOH9TF/nBa8KFcPy/wnKAAAg38r/15AFAAD5GmEEAABYRRgBAAD550Z5V4q59Lu5mV5gQKDWrluno0ePXpE6hZ05vbpBg5tUrmw5bd+xXXv27L1knRIlSqhevbpKT0/X5s1b9MsvOZ94XJjVqFFD4eHhOrB/vzZt3pzjen5+fmrTJlLHjx/X0qU/XNE2FgRhYWGqU7u2Tpw4ofjVq533aU7+H9x0U32VLl1aa9euc/oa2QsJKalbbrlFqSmpWrVqlc4mJ1+yyypVqqSIiGpKO5fm/B+gny+tSJEianb77SpRsoRmzozN0dvS389PjRo1ko+vj+LjV+fbfbT1Caxmhz11ymRnRvbRo8dUv349/fOf/9bUadPytE5hFxQUpMmfTFRYWCXnZoUNG96iSZM+0eBXXvVY57XXhqhtmzbauXOHihXzU+3atTTo5cH69NMpV7Xt+W1n8t677+iuu+7UunXrnSC3alW8nnjyKZ07d+kbOw598w3dd1+UVq9eo/v+wg0PstO3bx8926+vVq9erSpVqujkqVPq1q17th965jpI48eNlbe3j7Zt2+bcO2vYsHf09YwZl/X3LgzatbvbeU9v2bJFxYsHKyQkRA/16OF8OfHkzTf+o65du2jZsuXOFbgbNGig/7zxhsaN++0utLhYr16POne5T0/PUFhYqCpfX+WS3VS3bl1NmviRjh47pl+TkpwvQf369Xc7ozW/sB5GPouZ7oSKvz3Uw/lWY26gN/jlQWrWrIUO/vRTntUp7F5++SW1vqu12rXvoFOnTumWW27W1199qb/+rYcWL16cZZ0ePR7S1KnTXKdUm+vE/Of119Ssectsr6BbmHV/sJsGDXrJOZ3djDyFVqyob+d+o+HDR2js2OyvrdOpU0f16f2Mdu3areuuu44wko369etrzuxYdf/rQ1q0aJHz7XDGzK+dm3CanXFWAgICtGjhAi1fsUL9+w9w9h3mIoxNGjfW4u+//3N/+AKqZMmSWr5sqUaMGKkRI0c5ZWPHjlbVG6vqrtb/vbjlhcy39K++/FydOt/jhGrjkYd7avDgl1Wrdl2dPn36qr6G/KJHj4e0YMF3uv322/TW0DdzFEYWL/pOGzZsVN9+zzrrAwc854Saxk1uy3f9bHXOSIUK5XXbbU01/oMPXMOrU6ZM1dmzZ9WxU8c8qwOpa5cuzsiRCSKG2UmYb5RRUV08ds/EiZPcru0ye/Yc58aHNapXp0s96Nq1q+bNm+86BGbC8axZsxTV1XM/Zw5pm0Ddu08/peZgBKWw69r1XmeEzwQRwxw2MCN9Hdp3cAJGVqKiuqpcuXJ66aVBrn2HuUcWQcQzc8jQ9OeHH33sKouOHqeaNWuoVq2aWdYpVuy3O67v33/AVZbw+5eXC+/Gjov3twcPut8MNjv16tVzRvrM3yPTBxM+dO4D07r1Xfmue62GETOkZGzftt1VlpaWpt0//uh6LC/qFHZmB2yOj1/YZ8bWbdtUMxd91rx5M+ff7Tt25HkbC4oaNWto23b3ft62dZsiIiI81jEBb9SoEXr3vfediwMiB/1cI+t+9vf3cw7jZsWMgGzYuFHJZ5PVqlUrNWt2uzMXAtn384GDB91uULp16zbXY1mJi1uiadNjNC56jDOa2uvRR/TSv/+lIUNeZ95IHqr5e/9f+P/AzBc5fPhwrvbr1wqrE1iDiwc7/yb+YcJNYmKiSgQH51mdwi64eHHn3z9ObDJXwQ3OYZ+Zww2vvjJYkz75RAkJCVeknQWlr7PqZ/ON0Bwm+PXXXy+q8/cXX3AmYH788cSr2NL8zewH9uzZ41Z2IjHR+dfTfqBMmdLyLuqtb76ZrQMHDiooKFA1a9bUP/7nf/XFF19elXYXhPezeQ+bEaXs9rdr167VbU2bqEP79s6k7IyMjIvCI/6c4sHFnZD4x7lo5rMwuET++yy0GkZSfj8EYIaVLtxJmzNkfv755zyrU9hl9llAYKBbeWBAgLNTycnIytSpnzrHJs1EYXhmDmuZ9+KFAgIDfvs7ZNHXZpj1ySef0MsvD9Y9nTs7ZZUrVVLp0qWc9UWLF+vkyZN0+UX9nHJRP5t9gpHs4T1typs3r68uXe/TihUrnLJnnn5KQ998UwsXLszVLSoK8/vZjOSZQzee9h3mRqmvDH5ZHTp0cp1JZg6RfThhvFq0vEP79++/Km0vDH8bPz8/5+wwE/Yu/H+Qk/36tcbqYZqEhN+Oq4eGhrqVh4ZWdB1jzIs6hd2hQ4ecN6fpoz+eFpmQkH2flS1bVjHTp2rfvv167PEncnRGSGG2d29Clv1sjgWfP3/+ou3T089r1qzZatiwoe6+u62zmPqlSpVyfjanViOLfk5IuGgfYM5AMDxNrk7Ym+AcJsgMIsas2XOcQzsREcyDyvL9nJCg8uWvc84Su/D97PSnh35u0rSJ9u7d63ZKe2zsLCfAmMsxIG8k7E1Q0aJFVbFCBVeZWTeT3/ddYr9+LbIaRsyxR7OT7tSxg6vMXAejcuXKWjB/gdtcBXP2R27qQG5zar6Pi3PrMzNL3vSrmb194YSoO++8w7VepkwZJ4iYIe1Hez2WL9P21fbdd985k/4yJ+qZnUP7dndr/gX9XKVKuGsUZPfuH/X0M73dlmXLV2jHjp3Oz5y15KGfFyx09gnly5d3lXXu3Mm51kjmYYVSISFOP2cGunnz5zs/m/d1JnNqr/ETZ+F5eD8vdA7lNm/e3K2fTR+ba1pkvsdNP5t9cGZfmg9EczkBVz9Xrer6YoTLFxnZ2rmujrFy5UrnjJkLT9xofdddzuHg7xYuzHfdbP2iZy8NelmjR410fj50+LCefOJxff31DK2Kj3dt8+KLL+jA/gOu08RyUgfuXn/9Dc34+kuNGP6+00/dHnjA+fYyZepU1zbdu3dz7qxsdkA+Pj6aPm2qM/F11OgxurttW9d269avZ96IB2PGjNU993TWpEkfOyMeka1bO8Hv/fffd23TqmVLDRnyqmJnzcpytASXNjM21jkV8tPJn2jSpEmqVauWc3jg/vu7ubapWrWqRo8eqbvbddCGDRuciZVzvvlGU6ZMds5cCAoMdA6RmXlQHDrImplQbfpq+PvvatSoMc48hd7PPK3//b9/ur6cmBEP08/PP/+CPt23TzExnznXy5g2dYpzBp85lPBYr0e19IcftHz5f0el4O7mmxuoUlgl55os5tBL5heWuLg413woM2/vm2+/1aaXNjtnkA157XUNeunfKh4U5Mwf6d37GX0wYUKOLmh5rbF+nZHMP4I59dQc61qxYqWmx8S4XUnxhRee14njx53TlnJaBxczZxn8tfuDKluurHNmzccTJ7nNu3mw2wOqFhGhwYNfca7b8Pbbw7Lsxk+nTHF27Mia+Ubes2cPXR9+vQ4eOOj084XzmVq2aKFu3R7QM737uB3rzWQ+ZEuXKqV33n2PLs6G+RD821+7q269us58D3NNnO0XTJK88cYb9PzAgXr9P2+4RpjM4QZzUTlzZs2ZM2f0ww/LnJ07snfvPfc4I6lm/llsbKzTb5nMKKC5KJoJdZnlZlTEvMcjqlVzDu2u37BBn3/+BeE7Gw/37KnGjRtdVP7WsGHOCGpmGDFfBj/77HPX4+bv0r59e/n6+Dinqc+YMTNfvp2viTACAAAKL26UBwAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAkE3/D6PLE6iWFVzMAAAAAElFTkSuQmCC" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -177,10 +177,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#30 err:0.75\n", - "[[3.49927805]\n", - " [3.13267307]]\n", - "[[2.175]]\n" + "#3 err:0.25\n", + "[[0.18677805]\n", + " [0.02017307]]\n", + "[[-0.1]]\n" ] }, { @@ -188,7 +188,7 @@ "text/plain": [ "
" ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvgI3uAAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAI8ZJREFUeJzt3Qd4FVXCxvE3kIQ0AqEJJGBQCB1EkaI0lYBUhbiK7AoqdooI6u73fbsrougqYqMHRAWREisEUIqAAWmh9yaEIiAlUiJJCMn3nNHc5UpuSDBwSPL/Pc88ZM6dk3vuyWXue8+cmfGqUDEsQwAAAJYUsfXEAAAABmEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFXeyieuu+46JSUl2W4GAADIhcDAQB05ciT/hxETRNauibfdDAAAcBka3Nww20CSL8JI5ojI8E1fKDU9zXZzAABADvgW8VbfOl0veWQjX4SRTCaIEEYAAChYmMAKAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwylv5iFdGhu0mAABw1Z06m6hTyYny8/FX6cDy8vLyKlB/hcsKI+Hh4apdu5bWrV2ngz/9lKM6NWvWUFhYmPb8uEe7du++nKdVr91/V3zw7Yov3VbpXvkqRwEAkGu7jm7Soh1f68djW1xlJow0u7Gdbg2/U0W8CsYBjly9irp16ujTyZ9o8ieTNC56rBo3aXzJOj4+PprwwXjFxEzXY4/10qxZMzXsraGX1djgtBO68+cp+su+t1QkI+2yfgcAAPlBfMIiTfjhde05vs2t/HjSYX294UPFrBmj9Ix0FbowEhISouhx43V7s+Y5rvP4Y710660NFRnZRg888KA6db5X9957r6Kiuua6sWZQyksZCk/apNuPfpXr+gAA5AdHTh3Ql+vGOz9neAgc6w8s1Yo981Xowsj3cXFatGhRrp4gKipKM2bM1KFDh531HTt2aOHChbovKkqXq4gydMuJuSqafu6yfwcAANeq5Xvm5WheyNLdc5RRAOZTXtGDTUWLFlW1alW1ZetWt/KtW7c6c0g88fX1VVBQkGsJDAy8aBv/9CSFnd1xRdoNAIBNG39anqNDMCd+/Vk/nz6o/O6KzgI1IcLb21snT550K09MTFRwcLDHen379NbAgQMu+ft9z5/Nk3YCAHAtSUlLzsW2+f+z8IqOjKSmpjr/+vv7u5UHBAYqJSXFY73hI0YqonpN19Lg5oZZbpfkXTKPWwwAgH1BxUrkeNvifvn/s/CKhpHk5GQdOXJEoaGhbuVmfd++fdmGmDNnzriWpKQkt8fN0bFEn3L6yf/GK9Z2AABsaVi5pbyc0zY8M49fXypCIQFlld/leRipVq2a2kRGutYXLlyk9u3udk3EKVasmCIjW+u7hbmbCHsh85uWlr1XKmAXfQEAwGgUfpd8vf2yDSQZylCriHtUEOQqjJQuXVodOrR3FuOm+vWdn+vWrevapnOnjnrvvXdc62+/864qVKig8eOi1b37g5o48SOdT0tTdHR0rht7/vfmLinTRRtLtsx1fQAA8oPifiX1SNO//x5I3D+qMy901qluT1W/7iYVBLmawFq2bFndc09n5+fYWbNUvkJ5Zz0ubok2btzolO/YuVPfzp3rqnPgwAG1vbudevbooduaNtXKFSv19NO9lZj4S64buzP4Fq0KbqYDAdVzXRcAgPykcqlqeu7OoVqZsMC5ANqZlJPyKVpMdSo2UpMqkQotWUUFhVeFimHX/AnK5vTeHdu3atiG6UpN58qrAADkB75FvDWw3v3OyShmDqgnBeOi9gAAIN8ijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAAAg/4WRYsWKqWLFCvLx8clVnQoVyueqDgAAKPhyHUaeHzhAWzZv1Ny532rTxvV69JGHs92+VEiIPv5ogrZu2aSZM2do+7YtGjVyhPz9/f9MuwEAQGEMI1FRXfX000/pgW4Pqk6deurb91kNGvSSWjRv7rHOv/79L1WpUkUNb22shg0bqUXLO9S0aRM91//ZvGg/AAAoTGGkZ4+HNGv2bMXHr3bW586bpxUrV6pHj4c81qlcqZJWrYrXiRMnnPUDBw5o46ZNqly58p9tOwAAKExhxMvLS3Xq1NHq1WvcyleuXKX69et5rDf+gw8UGdlaHTt2UEREhLo98IBuvvlmTfjwoz/XcgAAUCB453TDoKAg+fn5KTEx0a3cjHiUKlXKY7358xdo5sxYjRwxXMePm21DNHz4CK1cudJjHV9fX2fJFBgYmNNmAgCAghpG0tPTf6vg7V7F18dH58+f91jv7WFvqUaN6s6ckaNHj6pSpUr6LGaaE2yGvPZ6lnX69umtgQMH5PxVAACAgn+YJikpSSdPnlS5suXcysuWK6dDhw5l/cuLFFGnTh01cdInThAx9u/fr+nTY9SlaxePzzV8xEhFVK/pWhrc3DDnrwgAABTcCazLli1Xq1Yt3MruvKOVfli23LVesmRJZ/QjczQlKelXlShRwq2O2eb0qVMenyc1NVVnzpxxLSYIAQCAgilXYeS994ercePGeuH5gapfv75eG/KqKlasqLFjo13b9Hr0Ec39do5rfdr06Xr6qafUpcu9qlGjhrp3f9BZpk2LydtXAgAACvacEWP9+vV6sPvf1Kf3M2rfvp327NmrqKi/aO/eva5tfvnlF+3bt8+1PmTIa9qXsE/dHrhfZcqU1eHDh/WP//lfxcR8lrevBAAA5EteFSqGZegaZ87k2bF9q4ZtmK7U9DTbzQEAADngW8RbA+vd78z/NNMuPOFGeQAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAID8FUbatmmjWbEztX7dGn315edq2rTJJeuEhJTUK4Nf1tIlcVqy5Hs9P3CAfHx8LrfNAACgsIaRJk2aKDp6jL744gt17HSPli79QZM/maTq1at7rBMYGKivvvxCEdUj9MSTT+q+++5XckqK2rSJzIv2AwCAfM47Nxv3fuZpLVq8WB9M+NBZH/rWMEVGttaTTzyuAQOfz7LOM888rVKlSql9h05KSkpyykaMGJkXbQcAAIVtZKRRo1u1ZMlSt7Lvv4/TrY1u9VinQ/t2mjPnG1cQAQAAuKwwEhQUpOLFi+vY0WNu5ceOHVf5667zWC88PFyHDx/WyBHDtXZNvObN+1b9+z8rX19fj3XMY+b5MhdzqAcAABRMuZ7Amp6e7raedj5NXl5eHrcvWrSo+vbtox+WLVO79h31yuBX1bPHQ/rXP//PY52+fXprx/atrsWEGAAAUMjDyJkzZ3T27FmVKhXiVl6mTBkdO+Y+WnIh85g5tDN58qfOCMn3cXEaN268unTt4rHO8BEjFVG9pmtpcHPDnDYTAAAU5JGRdevWq3Hjxm5lTZs01tq16zzWWb16jVJTU93KUlJT5V20qMc6ZnsTfjIX5psAAFBw5SqMjP/gA7Vt20ZtIiOdwy8P3H+/GjRooAm/n11j9On9jFauWOZajx43Xq1atVLLFi2c9SpVwvXIIw9r9uw5efk6AABAYTi115wV88orr2rYsKEqUaKEfj56VM/2f06r4v87p6NYsWLORNdMK1eu1IABAzV06BsqW7asc6jnq69n6NVXh+TtKwEAAPmSV4WKYRmXU9HPz0/JyckXlZswYs6GOX36dJaPpaSk5Pq5zBk1ZiLrsA3TlZqedjnNBQAAV5lvEW8NrHe/M//TTLvIk5GRC2UVRAwTNjwFjssJIgAAoGDjRnkAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArPLObYUbb7xBvXr1UlhYqPbs2aOxY6P100+HclS3cePGGvDcs1q+fIXeefe9y2kvAAAozCMjN9xQRbNiZyogwF/Tp8eocqXKznrZsmUvWTckpKTee/dtVa5cWTVr1fwzbQYAAIU1jDzXv7927dqt/v0HKDZ2lh5/4kmlpqbqqSefuGTdd95+W5M/naIdO3f+mfYCAIDCHEZatmyhb+fOda2npaVp/vwFatGyRbb1evV6VMHBwRoxYuTltxQAABTuOSP+fn4qU6aMDh1ynx9i1iuFhXmsV6d2bfXr20ftO3RSRkZGjp7L19fXWTIFBgbmtJkAAKCghhGf38NBcnKyW/nZs2fl4/Pf4HChgIAAjR4zSoMGDdbBgwdz3Ki+fXpr4MABOd4eAAAUgjCSlJSkc+fOqWTJkm7lISEhOnnyZJZ1mjdrprDQUHXrdr+zGLVq1VJ6erqmTf1Uvfv007Fjxy6qN3zESI2NHuc2MrJ2TXxuXhcAAChoYeT8+fPavn276tat41Zu1jdv3pxlnVXx8erR82G3shdffEHnUs9pxMhROn36dJb1zKRYswAAgIIvVxNYp02PUccOHRUeHu6s16tXTy1atND0mBjXNvfdF6UJH4x3fj5x4oTi4pa4Labs2PFjzs8pKSl5/XoAAEBBvujZhx9+5IyEzJ/3rXbt2qVq1SL00ccTNXNmrGub6ytXVtOmTa5EWwEAQGEPI2auh7nGyNChwxQaGqqEhAQdOXLEbZuYzz7X0h+Wefwdb7zxptLTc3ZWDQAAKPhyfTl4w5wZ4+nsmH379jmLJ1u2bL2cpwQAAAUUN8oDAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYJV3bisEBASoc6dOCgsL1Y979mjmzFidO3cu2zp1atdWk6ZN5OPtrXXr12vZsuV/ps0AAKCwjoyEhJTUN3NmqWfPHipWrJj69e2jr778Qv5+fh7rjB8XraFD31SlSmEqW66cxkWP1ehRI/Oi7QAAoLCNjPTr109FihZV165ROpucrFGjRysu7ns9/HBPjR4zNss6o8eM0erVa1zrMTExWjB/nqZOm67Fixf/+VcAAAAKz8hI+3Z3KzZ2lhNEjMTEXzRv3ny1a9/OY50Lg4ixbdt2paSkKLRihcttMwAAKIxhxNfXV5UqVdLePXvdyvfu3asbbrghx09o5pv4+PhoVfzqbJ8rKCjItQQGBub49wMAgAJ6mMbf39/59/SZ027lp0+dUsDvj11K1apV9frrQxQ9brx27tzpcbu+fXpr4MABOW0aAAAoDGHk119/VXp6uoKLF3crDy5RwnnsUsLDwzVt6hQtWPCdXnnl1Wy3HT5ipMZGj3Otm5GRtWvic9pUAABQEMOIOX03IWGfbrzxRrfyG2+4QTt37sq27vXXX6/PYqZp+fLlerb/c8rIyMh2+9TUVGcBAAAFX64msMbGxqpTp47OPA6jXLlyat36Lqc8U/PmzTTguf6u9cqVK+vzz6Zr+fIV6tvvWWd0BQAA4LJO7R0xcpTuuKOVZsXO0PIVK9SqZUtt3LRJkz6Z7Nqm0a236rHHeuntd9511qd8OlnBwcE6cuSI/vH3F13bxS1Zori4Jbl5egAAUNjDyOnTp9WhY2dFRrZWaGioc1rvd98tdBvtMAHj5KlTrvVJkz6Rt3fRi35XSnLKn207AAAojJeDN3NHZs+e4/HxlatWOUumMWOzvhgaAACAwY3yAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGCVt/IRr4wM200AAOCqCzqXqKC0RKUW8dcJ3/KSl1eB+itcVhipWbOGwsLCtOfHPdq1e/cVq/NHvXb/XfHBtyu+dFule+WrHAUAQK5df2aTbjv2tcJ/3eIqM2FkZal2Whtyp+RVMA5w5OoT3cfHR2PHjFajxo20efNm3VS/vmJjZ2ng8y/kaR1PgtNO6M6fp6hK0kbFVH6eQAIAKLDqJS5S+0PjlPGHGRUhqYfV9vCHCju7QzMrPlUgAkmuwsjjj/XSrbc2VGRkGx06dFgRERGaM3uWfli2TJ9//kWe1fHkt0GpDIUnbdLtR79SXLn7clUfAID8oEzyAbU/NN75uYjS3R7LPEBT++RSHfSvqjWl2ii/y1WcioqK0owZM51QYezYsUMLFy7UfVFReVrn0o3O0C0n5qpo+rnL/h0AAFyrbkmcp3R5uYKHJ42Oz5EKwHzKHI+MFC1aVNWqVdWEDz90K9+6daseeuhveVbH8PX1dZZMgYGBv7e2uKvMX1J4aoL2B9TI6UsAACBfqPHrZhX1/v2zzwMTVEIyzqpC2lEdL1ZR1yLfIt55G0ZMIPD29tbJkyfdyhMTExUcHJxndYy+fXpr4MABFz/Q9aDb6v05bTwAAPlJvZx/wj2sa5/JA2fOnPnzYSQ1NdX519/fjEn8V0BgoFJSUvKsjjF8xEiNjR7n9iLWrolXg5sbKikpKadNRi7Rz1cH/Uw/FyS8n+nrnLxHjhw5ku02OQ4jycnJzi8LDQ11Kzfr+/bty7M6mSEmM8hcyASR7JIV8gb9fHXQz/RzQcL7mb72JCef27mawLpw4SK1b3e3vH6/2EqxYsUUGdla3y1c5NqmWrVqahMZmas6AACg8MpVGHn7nXdVoUIFjR8Xre7dH9TEiR/pfFqaoqOjXdt07tRR7733Tq7qAACAwitXYeTAgQNqe3c77dq1S7c1baqVK1aqXfuOSkz8xbXNjp079e3cubmqcynmkM2wYW9neegGeYd+vjroZ/q5IOH9TF/nBa8KFcPy/wnKAAAg38r/15AFAAD5GmEEAABYRRgBAAD550Z5V4q59Lu5mV5gQKDWrluno0ePXpE6hZ05vbpBg5tUrmw5bd+xXXv27L1knRIlSqhevbpKT0/X5s1b9MsvOZ94XJjVqFFD4eHhOrB/vzZt3pzjen5+fmrTJlLHjx/X0qU/XNE2FgRhYWGqU7u2Tpw4ofjVq533aU7+H9x0U32VLl1aa9euc/oa2QsJKalbbrlFqSmpWrVqlc4mJ1+yyypVqqSIiGpKO5fm/B+gny+tSJEianb77SpRsoRmzozN0dvS389PjRo1ko+vj+LjV+fbfbT1Caxmhz11ymRnRvbRo8dUv349/fOf/9bUadPytE5hFxQUpMmfTFRYWCXnZoUNG96iSZM+0eBXXvVY57XXhqhtmzbauXOHihXzU+3atTTo5cH69NMpV7Xt+W1n8t677+iuu+7UunXrnSC3alW8nnjyKZ07d+kbOw598w3dd1+UVq9eo/v+wg0PstO3bx8926+vVq9erSpVqujkqVPq1q17th965jpI48eNlbe3j7Zt2+bcO2vYsHf09YwZl/X3LgzatbvbeU9v2bJFxYsHKyQkRA/16OF8OfHkzTf+o65du2jZsuXOFbgbNGig/7zxhsaN++0utLhYr16POne5T0/PUFhYqCpfX+WS3VS3bl1NmviRjh47pl+TkpwvQf369Xc7ozW/sB5GPouZ7oSKvz3Uw/lWY26gN/jlQWrWrIUO/vRTntUp7F5++SW1vqu12rXvoFOnTumWW27W1199qb/+rYcWL16cZZ0ePR7S1KnTXKdUm+vE/Of119Ssectsr6BbmHV/sJsGDXrJOZ3djDyFVqyob+d+o+HDR2js2OyvrdOpU0f16f2Mdu3areuuu44wko369etrzuxYdf/rQ1q0aJHz7XDGzK+dm3CanXFWAgICtGjhAi1fsUL9+w9w9h3mIoxNGjfW4u+//3N/+AKqZMmSWr5sqUaMGKkRI0c5ZWPHjlbVG6vqrtb/vbjlhcy39K++/FydOt/jhGrjkYd7avDgl1Wrdl2dPn36qr6G/KJHj4e0YMF3uv322/TW0DdzFEYWL/pOGzZsVN9+zzrrAwc854Saxk1uy3f9bHXOSIUK5XXbbU01/oMPXMOrU6ZM1dmzZ9WxU8c8qwOpa5cuzsiRCSKG2UmYb5RRUV08ds/EiZPcru0ye/Yc58aHNapXp0s96Nq1q+bNm+86BGbC8axZsxTV1XM/Zw5pm0Ddu08/peZgBKWw69r1XmeEzwQRwxw2MCN9Hdp3cAJGVqKiuqpcuXJ66aVBrn2HuUcWQcQzc8jQ9OeHH33sKouOHqeaNWuoVq2aWdYpVuy3O67v33/AVZbw+5eXC+/Gjov3twcPut8MNjv16tVzRvrM3yPTBxM+dO4D07r1Xfmue62GETOkZGzftt1VlpaWpt0//uh6LC/qFHZmB2yOj1/YZ8bWbdtUMxd91rx5M+ff7Tt25HkbC4oaNWto23b3ft62dZsiIiI81jEBb9SoEXr3vfediwMiB/1cI+t+9vf3cw7jZsWMgGzYuFHJZ5PVqlUrNWt2uzMXAtn384GDB91uULp16zbXY1mJi1uiadNjNC56jDOa2uvRR/TSv/+lIUNeZ95IHqr5e/9f+P/AzBc5fPhwrvbr1wqrE1iDiwc7/yb+YcJNYmKiSgQH51mdwi64eHHn3z9ObDJXwQ3OYZ+Zww2vvjJYkz75RAkJCVeknQWlr7PqZ/ON0Bwm+PXXXy+q8/cXX3AmYH788cSr2NL8zewH9uzZ41Z2IjHR+dfTfqBMmdLyLuqtb76ZrQMHDiooKFA1a9bUP/7nf/XFF19elXYXhPezeQ+bEaXs9rdr167VbU2bqEP79s6k7IyMjIvCI/6c4sHFnZD4x7lo5rMwuET++yy0GkZSfj8EYIaVLtxJmzNkfv755zyrU9hl9llAYKBbeWBAgLNTycnIytSpnzrHJs1EYXhmDmuZ9+KFAgIDfvs7ZNHXZpj1ySef0MsvD9Y9nTs7ZZUrVVLp0qWc9UWLF+vkyZN0+UX9nHJRP5t9gpHs4T1typs3r68uXe/TihUrnLJnnn5KQ998UwsXLszVLSoK8/vZjOSZQzee9h3mRqmvDH5ZHTp0cp1JZg6RfThhvFq0vEP79++/Km0vDH8bPz8/5+wwE/Yu/H+Qk/36tcbqYZqEhN+Oq4eGhrqVh4ZWdB1jzIs6hd2hQ4ecN6fpoz+eFpmQkH2flS1bVjHTp2rfvv167PEncnRGSGG2d29Clv1sjgWfP3/+ou3T089r1qzZatiwoe6+u62zmPqlSpVyfjanViOLfk5IuGgfYM5AMDxNrk7Ym+AcJsgMIsas2XOcQzsREcyDyvL9nJCg8uWvc84Su/D97PSnh35u0rSJ9u7d63ZKe2zsLCfAmMsxIG8k7E1Q0aJFVbFCBVeZWTeT3/ddYr9+LbIaRsyxR7OT7tSxg6vMXAejcuXKWjB/gdtcBXP2R27qQG5zar6Pi3PrMzNL3vSrmb194YSoO++8w7VepkwZJ4iYIe1Hez2WL9P21fbdd985k/4yJ+qZnUP7dndr/gX9XKVKuGsUZPfuH/X0M73dlmXLV2jHjp3Oz5y15KGfFyx09gnly5d3lXXu3Mm51kjmYYVSISFOP2cGunnz5zs/m/d1JnNqr/ETZ+F5eD8vdA7lNm/e3K2fTR+ba1pkvsdNP5t9cGZfmg9EczkBVz9Xrer6YoTLFxnZ2rmujrFy5UrnjJkLT9xofdddzuHg7xYuzHfdbP2iZy8NelmjR410fj50+LCefOJxff31DK2Kj3dt8+KLL+jA/gOu08RyUgfuXn/9Dc34+kuNGP6+00/dHnjA+fYyZepU1zbdu3dz7qxsdkA+Pj6aPm2qM/F11OgxurttW9d269avZ96IB2PGjNU993TWpEkfOyMeka1bO8Hv/fffd23TqmVLDRnyqmJnzcpytASXNjM21jkV8tPJn2jSpEmqVauWc3jg/vu7ubapWrWqRo8eqbvbddCGDRuciZVzvvlGU6ZMds5cCAoMdA6RmXlQHDrImplQbfpq+PvvatSoMc48hd7PPK3//b9/ur6cmBEP08/PP/+CPt23TzExnznXy5g2dYpzBp85lPBYr0e19IcftHz5f0el4O7mmxuoUlgl55os5tBL5heWuLg413woM2/vm2+/1aaXNjtnkA157XUNeunfKh4U5Mwf6d37GX0wYUKOLmh5rbF+nZHMP4I59dQc61qxYqWmx8S4XUnxhRee14njx53TlnJaBxczZxn8tfuDKluurHNmzccTJ7nNu3mw2wOqFhGhwYNfca7b8Pbbw7Lsxk+nTHF27Mia+Ubes2cPXR9+vQ4eOOj084XzmVq2aKFu3R7QM737uB3rzWQ+ZEuXKqV33n2PLs6G+RD821+7q269us58D3NNnO0XTJK88cYb9PzAgXr9P2+4RpjM4QZzUTlzZs2ZM2f0ww/LnJ07snfvPfc4I6lm/llsbKzTb5nMKKC5KJoJdZnlZlTEvMcjqlVzDu2u37BBn3/+BeE7Gw/37KnGjRtdVP7WsGHOCGpmGDFfBj/77HPX4+bv0r59e/n6+Dinqc+YMTNfvp2viTACAAAKL26UBwAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAkE3/D6PLE6iWFVzMAAAAAElFTkSuQmCC" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGdCAYAAADAAnMpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvgI3uAAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAJndJREFUeJzt3Wl4U3Xe//FPuqRLylrWlqXIPkIryD4CBS27OFjUURHcAB1Bgeo99/8/zoyijuPCOAqoLO6ijriytCwqIzvIOsIg+24BWVppaZu2yf0AJ2OlgSSk/SXp+3VdeZDT86Pf5uKEN+nJiaVhQiOnAAAADAkzPQAAAKjaiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAADAKGIEAAAYFWF6AE/Vr19f+fn5pscAAABesNlsOn78+EX3CYoYqV+/vjZv2mB6DAAA4IMOHTtdNEiCIkb+84qIfeZoqbjA8DRA8Jvac6jpEQBUAdawCI1vd+Mlf7MRFDHiUlwg2YkR4HLZHSWmRwAAF05gBaqgjGUfmx4BAFyIEaCKIkgABApiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAFUYV2EFEAiIEaCKI0gAmEaMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWM+InTef4GAEBlcDgdpkfwmwhfFlmtViUkJOjEiRM6d+6cR2uioqIUH19bP/xwUsXFxb5824BTUhqmj7b00PSVg7TxUAs5ZdGvGhzW/ddk6farv1aM1W56RABACDlyZp9W71us7dnrVVxqV6w1Tlc36a1uzdJUK7au6fF85tUrIw0bNtAf/v//05rVq7R61QoNGNDfo3UPZ0zSv7d/qyVLFmvbt1t19113+jJrQCmwWzV01qMaNWeiNhxqoVJnuBzOMG3Pbqxxc8cqdeqTOp0fZ3pMAECIWL1vsV5e/kf96+hqFZee/8/uOXueVu7N0t+/+h/tO/lvwxP6zqsY6datm3Jzc9Wv/wCP16Sn36j7779Pt/z2VrVrl6zx4x/SY4/9Wb169vR62EDy4MejtWx3e0mSwxnu2u5UmJyy6NvsJN32doap8QCv8Pk0QGDbeXyLFnz7tqQLfz3jdDpUUlqst9Y+p5yCUybGu2xexcinn36madNf1qlTnv+wo0beoYWZmdqwYaMkacnSpVq3fr1GjrzDu0kDyPe5tfTuhlQ5nO4fvlJHuJbtTtaWI80qcTIAQCj6etc8WWRx+3WnnCpxlGjd/i8qcSr/qdATWC0Wi9q1a6eNGzeV2b5+/TdKSUmuyG9doT7cfI1H+0WElei9jb0qeBoAQCjLLTilA6d3yqmLv0vC6XRo06HllTSVf/l0Aqun4uLiFB0drTNnzpTZfvr0adWuXdvtOqvVKqvV6rpvs9kqbEZfnDhbQ+FhpXKUXrzlnE6Ljv1Yq5KmAgCEorOFuR7vm2f/sQInqTgVGiMOx/nfa0VElP021shIlZaWul03ftwDysiYVJGjXZYaMefkcFz6RSWLxakaMfmVMBEAIFRFR8Z6vG9URHQFTlJxKvTXNPn5+crNzVW9uvXKbK9br56ys7Pdrps6bbpatW7runXo2Kkix/Ta0PbrVPqzk1bdKXFEaFjy2kqYCAAQquJt9VU3LkG6yDkjkhRmCVNyYrfKGcrP/B4jNWvWVOPGjV3316xZq9TUsudN9O2TqtVr3P8jbbfblZeX57rl5wfWqwtt6x9V35ZbFR7m/tWdiLASta53RH1afluJkwEAQo3FYlHPFoOlS54z4lS3ZmmVM5SfeRUj0dHRSkpKUlJSkiSpbt26SkpKKnP+xz1336Uli7Nc9198aaq6du2qRx7OUEpKiv7y1JNKSEjQjBkz/fMTGPLmiBfVtNYJhVsuDJLwsFLVjs3TR3f/VZaLhywAAJd0dZPe6ty0ryRd8K4ay0//lA+76l41qN6k0mfzB69ipF27KzXn3Xc05913tH//AY284w7NefcdjRkz2rVPTk6ODh065Lq/detW3XrbCKWkpOjvL0xRgwYNlJ5+kw4cOOC3H8KE+tVytXri7zWxzzzVjMlzbY+NLNSYHou1dtIjalXP/a+iAADwlMVi0W9S7lZ6hzGqV61Rma81r3ul7v31H9SpaaqZ4fzA0jChUcB/okpcXJx27dwh+/QRkr3A9DgXKCqJ0L5T9eV0hqlprROyRRWZHgnw2pQ+6aZHAOABp9OpnIKTKiwuUFxUDVWLrmF6JLesYRHKSL5ZrVq3VV5entv9+KA8P4iKKFHb+kf1qwaHCREELa7CCgQHi8WiWrF11bBGk4AOEW8QIwBcCBIAJhAjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAKINLwgOobMQIgAsQJAAqEzECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAlIursAKoLMQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAMAoYgSAW3w+DYDKQIwAuCiCBEBFI0YAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAiAS+IqrAAqEjECwCMECYCKQowAAACjiBEAAGBUhLcLYmNjNfT669WoUaL27d+v+fMXqLi4+KJrEhIaKi0tTXXi43Xs+HEtWrRYp06d8nloAAAQOrx6ZaRWrZpalLVQo0aNVFRUlB4cP06fffqJYqKj3a5JTU3VqpUr1KNHd0nSwAEDtHbNKl111VWXNTgAAAgNXr0y8uCDDyosPFw33piugsJCvfzKK1qxYrnuvHOUXnl1Rrlr7hs7WsuW/VNjx97v2jZ//ue6665ReuihLZc1PAAACH5evTIyaOAALViwUAWFhZKkM2dytHTpFxo4aKDbNTk5uYqILNs8kRERysnJ8X5aAAAQcjx+ZcRqtapx48Y6sP9Ame0HDhxQWtp1btc99vhkPfPM03pvzrvatXu3ktu31969+zRlygsX/V5Wq9V132azeTomAAAIMh7HSExMjCTpbN7ZMtvP/vijYn/6Wnnq1qmjK5o1065du5Wfl6eioiK1aNFctWrV0o8//ljumvHjHlBGxiRPRwMAAEHM4xg5d+6cHA6HqlerVmZ79Ro1dO7cObfrpk59UWvWrNX//P5/XdveevN1PfvM07rlt7eVv2badM2YOct132azafOmDZ6OCgAAgojH54wUFxfr4MFDat68eZntza+4Qrt37yn/Dw8LU/PmzbVp0+Yy2zdu2qzWrVu7/V52u115eXmuW35+vqdjAgCAIOPVCawLFizQ9dcPUVxcnCSpXr16uu66a7VgwQLXPj17XqNJEydIkhwOh/bv368ev+5e5s/p0b2bdu8pP2AABC4uCQ+gInj11t5p019Wnz6pWrhgntauW6fU3r317bZteufdOa59unTurHvvvUd/e+HvkqRHH/2TZs2aoblz/6Ed/96hjh07KimpqW69bYQffwwAABCsvIqRs2fPavCQoUpLu06JiYlauvQLffXVMjkcDtc+K1asVO7PTkxdvmKFunf/tXr27Kk6deto3fr1+vrr5crLy/PfTwEAAIKW15eDLy4uVmZmltuvr//mG63/5psy206fOaPP583zfjoAABDy+KA8AABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBIBXuAorAH8jRgB4jSAB4E/ECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAADAKGIEgE/4fBoA/kKMAPAZQQLAH4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDEC4LJwFVYAl4sYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAADAKGIEwGXjkvAALgcxAsAvCBIAviJGAACAUcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYJTXMdK/Xz8tXDBfW7ds0meffqzu3btdck2tWjX1xOTHtWrlCq1cuVwPZ0xSZGSkTwMDAIDQ4lWMdOvWTTNnvqpPPvlEQ66/QatWrdacd99R69at3a6x2Wz67NNP1Kp1K40ZO1bDh9+swqIi9euXdtnDAwCA4GdpmNDI6enO77z9lhxOh0aNusu1bcniLG3btl2TMh4ud80jjzyskXeMULfuv1Z+fr5PQ8bFxWnXzh2yTx8h2Qt8+jMAVI4pfdJNjwAgQFjDIpSRfLNatW6rvLw8t/t59cpIly6dtXLlqjLbli9foc5dOrtdM3jQQGVlLfI5RAAEFy4LD8BbHsdIXFycqlWrppM/nCyz/eTJU2pQv77bdUlJSTp27JimT5uqzZs2aOnSxZow4SFZrVa3a6xWq+Li4lw3m83m6ZgAACDIeH0Cq8PhKHO/pLREFovF7f7h4eEaP36cVq9Zo4GDhuiJyU9q1Mg79MdH/+B2zfhxD2jXzh2u2+ZNG7wdEwAABAmPYyQvL08FBQWqXbtWme116tTRyZMn3aySTp48qZUrV2nOnPd07NgxLV+xQrNmzdawG4e5XTN12nS1at3WdevQsZOnYwIAgCDj1SsjW7ZsVdeuXcts696tqzZv3uJ2zcaNm2S328tsK7LbFREe7naN3W5XXl6e68b5JgAAhC6vYmT2a6+pf/9+6peWpvDwcN1y883q0KGDXn/9Ddc+4x74ndavW+O6P3PWbKWmpqp3r16SpGbNknTXXXcqMzPLTz8CAAAIZhHe7JyVtUhPPPGkpkx5TjVq1NCJH37QQxMm6psN/z2nIyoqStWqVXPdX79+vSZNytBzzz2junXrqqCgQJ99Pk9PPvmU/34KAAAQtLy6zsjPRUdHq7Cw8ILtUVFRslqtOnv2bLlfKyoq8vp7cZ0RILhwrREAkufXGfHqlZGfKy9EJKmoqMhtcPgSIgAAILTxQXkAAMAoYgQAABhFjAAAAKOIEQB+x+fTAPAGMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECIAKkbHsYy4LD8AjxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAqFJeEB3ApxAiACkeQALgYYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAqBS8Pk0ANwhRgAAgFHECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECIBKw1VYAZTHpxhp27aN0tKuU4vmzb1aV61aNQ0ePEgdO3bw5dsCCAEECYBfivBm58jISM149RV16dpF27dv11UpKVqwYKEyHn7Eo/XPP/+s+vfrpyVLl2rMmPt8GhgAAIQWr2Jk9L33qHPnTkpL66fs7GNq1aqVsjIXavWaNfr4408uunbEiNtVJ76OVqxYeVkDAwCA0OLVr2nS09M1b958ZWcfkyTt2rVLy5Yt0/D09Iuua926tSZNnKgHH3xIDqfD92kBAEDI8ThGwsPD1bJlC/17x44y23fs2KG2bdu4XRcdHa1XXp6uyZOf0NHvv/foe1mtVsXFxbluNpvN0zEBAECQ8fjXNDabTREREcrNzS2z/cyZM6pevbrbdU9Mflzbtm/TZ59/7vFQ48c9oIyMSR7vDwAAgpfHr4zY7XZJUkxMTJntsTabioqKyl3TuVMnDR+ertWr1mjw4EEaPHiQ6tWtpwYNGmjw4EGKiY4ud93UadPVqnVb161Dx06ejgkAAIKMx6+MFBYW6vjx40pMTCyzPTExUYcOHSp3jb24WEu/+EJ9r+3j2tagQX2VOhy64YahWrNmrQoKCy9cZ7e74gcAAIQ2r95Ns2zZPzVo4AC9+OJLcjqdioqKUlradZo79yPXPi1btlSzpCQtWbpUW7duveAtvG+99YaKiop4ay8AAJDk5btp/vbC39WwYUPNnjVTt912q95++02VlpRo5syZrn2GXj9EL774gt8HBQAAocmrGDly5Ij6DxioPXv2qEf37lq/br0GDhqiM2dyXPvs2r1bi5cscftnfLP+G23cuMnngQEAQGixNExo5DQ9xKXExcVp184dsk8fIdkLTI8DwE+m9Ln4NYoABDdrWIQykm9Wq9ZtlZeX53Y/PigPAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAxmQs+9j0CAACADECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAFgFJ9PA4AYAWAcQQJUbcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIAAAwihgBEBC4CitQdREjAAIGQQJUTcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAgqXhAeqHmIEAAAYRYwAAACjiBEAAGAUMQIAAIyK8HZB8+ZX6J577lGjRonav3+/ZsyYqe+/z3a7v9Vq1fDh6ererZsiIyO1ZctWvfX22yooKLiswQEAQGjw6pWRK65opoUL5is2NkYffjhXTRo30cIF81W3bl23a+Z9/qlSUpK17J//1KJFizVs2A2aN+8zxURHX/bwAAAg+Hn1ysjECRO0Z89eTZgwSZK0aNFirVq5XPeNHaMnnnyq3DW/vfV25eTkuO6vWr1amzdtUJ++fZSZmeX75AAAICR49cpI7969tHjJEtf9kpISffHFl+rVu5fbNT8PEUk6e/asSktLFRsb692kAAAgJHn8ykhMdLTq1Kmj7Oyy54dkZ2ercaNGHn/De++9RyUlpVq5cpXbfaxWq6xWq+u+zWbz+M8HAADBxeNXRiJ/ioPCwsIy2wsKChQZaS1vyQWuvbavHnk4Q48++qiOHTvmdr/x4x7Qrp07XLfNmzZ4OiaAEMBVWIGqxeMYyc/PV3FxsWrWrFlme61atZSbm3vJ9b169tTMGTP0l6f/qvc/+MdF9506bbpatW7runXo2MnTMQGECIIEqDo8/jVNaWmpdu7cqfbt25XZ3r59O23fvv2ia3v2vEZvvPGann/+ec2YMfOS38tut8tut3s6GgAACGJencD6jw/nasjgIUpKSpIkJScnq1evXvpw7lzXPsOHp+v112a77v/61z305huv6/nnp+iVV2f4Z2oAABAyvHpr7xtvvKn27dvpi6WLtWfPHrVs2UpvvvW25s9f4NqnaZMm6t69m+v+rJkzVFpaqtTU3kpN7e3aPvejj/XRR7wMCwBAVedVjDgcDk2YMEnPPTdFiYmJOnjwoI4fP15mn7kffaxVq9e47t87eozCw8Mv+LMOHjzk48gAACCUeH05eEk6evSojh49Wu7XDh06pEOH/hsaq38WJgAAAL/EB+UBAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAAIWn08DVA3ECICARpAAoY8YAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAAIeV2EFQhsxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjCJGAACAUcQIgKDAJeGB0EWMAAgaBAkQmogRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECIKhwFVYg9BAjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjfuJ0nr8BAFAZHA7TE/hPhC+LoqKiFB9fWz/8cFLFxcUVtibQlZSG6aMtPTR95SBtPNRCTln0qwaHdf81Wbr96q8VY7WbHhEAEEKObK+t1e+30vYvm6i4MEKxNQp19W/2qdvNu1Qr4Zzp8Xzm9SsjD2dM0r+3f6slSxZr27dbdfddd1bImkBXYLdq6KxHNWrORG041EKlznA5nGHant1Y4+aOVerUJ3U6P870mACAELH6/VZ6+Y7++teiJBUXnn8t4VxutFa+00Z/Tx+ifRvqGZ7Qd17FSHr6jbr//vt0y29vVbt2yRo//iE99tif1atnT7+uCQYPfjxay3a3lyQ5nOGu7U6FySmLvs1O0m1vZ5gaDwhpfD4NqpqdKxtqwbOdJKdFjtKy/3Q7HWEqsYfprfGpyjkWa2jCy+NVjIwaeYcWZmZqw4aNkqQlS5dq3fr1GjnyDr+uCXTf59bSuxtS5XC6f/hKHeFatjtZW440q8TJgKqDIEFV8vXrV8oS5v4kkf8Eybq5LStxKv/xOEYsFovatWunjRs3ldm+fv03SklJ9tuaYPDh5ms82i8irETvbexVwdMAAEJZ7vEYHdhcT07Hxf/JdjrCtGneFZU0lX95fAJrXFycoqOjdebMmTLbT58+rdq1a/ttjSRZrVZZrVbXfZvN5umYleLE2RoKDyu94KWyX3I6LTr2Y61KmgoAEIrOnozxeN+801EVOEnF8ThGHD+9hygiouwSa2SkSktL/bZGksaPe0AZGZM8Ha3S1Yg5J8clClWSLBanasTkV8JEAIBQFR3n+TtQo2wlFThJxfH41zT5+fnKzc1Vvbplz9atW6+esrOz/bZGkqZOm65Wrdu6bh06dvJ0zEoxtP06lf7spFV3ShwRGpa8thImAgCEqvgmZ1W3Wa5kufjFrMLCHUrud7CSpvIvr05gXbNmrVJTy54D0bdPqlav+e8/uDVr1lTjxo29WvNLdrtdeXl5rlt+fmC9utC2/lH1bblV4WHuX92JCCtR63pH1Kflt5U4GQAg1FgsUs+ROySn5SJ7OeV0WtTtll2VNpc/eRUjL740VV27dtUjD2coJSVFf3nqSSUkJGjGjJmufe65+y4tWZzl1Zpg9OaIF9W01gmFWy4MkvCwUtWOzdNHd/9Vlov93QEAwANX37BPndN3Szp/CsDPWcIckkUa9ug6NWiZa2K8y+ZVjGzdulW33jZCKSkp+vsLU9SgQQOlp9+kAwcOuPbJycnRoUOHvFoTjOpXy9Xqib/XxD7zVDMmz7U9NrJQY3os1tpJj6hVPfe/igIAwFMWi/SbP3yj9MfXqF7zssHRvMsx3TvzS3Uats/QdJfP0jChUcB/okpcXJx27dwh+/QRkr3A9DgXKCqJ0L5T9eV0hqlprROyRRWZHgmoEqb0STc9AlDpnE4pJ9umwrxIxcUXqlp8oemR3LKGRSgj+Wa1at1WeXl5bvfz6bNpUFZURIna1j9qegwAQBVgsUi1EgLrXMrLxaf2AgAAo4gRAEErY9nHXBYeCAHECAAAMIoYAQAARhEjAADAKGIEAAAYRYwAAACjiBEAAGAUMQIAAIwiRgAAgFHECAAAMIoYAQAARhEjAIIel4QHghsxAgAAjCJGAACAUcQIAAAwihgBAABGESMAAMAoYgQAABhFjAAAAKOIEQAAYBQxAgAAjIowPYBXImNMTwAgQFnDguvpDKgKPD0ug+LotdlskiTrmFmGJwEQqDJMDwDALZvNpry8PLdftzRMaOSsxHl8Vr9+feXn55sewy2bzabNmzaoQ8dOAT1nMOCx9A8eR//hsfQfHkv/CKbH0Waz6fjx4xfdJyheGZF0yR8kUOTn51+0/uA5Hkv/4HH0Hx5L/+Gx9I9geBw9mY8TWAEAgFHECAAAMIoY8RO73a4pU/4mu91uepSgx2PpHzyO/sNj6T88lv4Rao9j0JzACgAAQhOvjAAAAKOIEQAAYBQxAgAAjAqa64wEgrZt26hp0yQdPnxI27f/u8LWhDqr1arOnTvJFmvT5i1b9MMPP1xyTYMGDfSrX7XV2R/Patu2bSooLKyESQNfnTp11LFDB50rOKf167/x6mS23r16qWbNmlqYmamSkpIKnDI4+HKsRkdHq2PHDoqMiNQ3Gzbo3LlzFTxl4PPl+K5Zs6batbtSMTEx2rt3r/bt218Jkwa+2NhY9erVS2fP/qhVq1Z7tOZynhNM4gRWD4SFhWn6tKnq3buXtmzZquSUZK1ds1b33f87t0/ivqypCpKSkvTB+3Nkt9v1ww8nlZKSrEcf/ZM++Mc/yt2/Zs2aeu7ZZ3TVVSna8d13SmiYoPj42ho3/kGPD85QNXx4uv769F+0deu/VKdOvKKjo3Xrbbd79ER+7bV9NWvmDEVHR6tN2yv1448/VsLEgcnXY/Xaa/vqhb9N0ffff6/s7GNq1ixJDz40Uf/6178qcfrA4u3xLUm33HyznnxysrZv367c3Fx1795dXy1bpgceGK/S0tJKnD5wWK1W/flPf9TAgQPldDq1f/9+Db/p5kuuu5znBNP4NY0Hbr/9NvXpk6qBg4botttHaMCAQerRo7tGjRrp1zVVwfPPPat9+/Yrtc+1Sh9+kx6f/ISefvopJSYklLt/bGyMPvn0U3Xu0k0jR96p69L6KTMzS6++8rIsFkslTx84GjZsoGef+asen/yE0offpD59r9Pevfs05fnnL7m2fv36euavT+vFl6ZWwqSBz5djtUWLFpo1c4amTX9ZAwYO1l1336PhN92i8PCq/ZTq7fEdHh6up556QtNffkW/GZauUXferUGDhmjo9dcrLS2tkqcPHBEREdqzZ496p/bRsmXLPFpzOc8JgaBqHzkeSr9xmBYvWaKDBw9Kko4cOaKsrEVKv/FGv64JdQ0bNlCPHt01+7XX5HA4JEnvv/+BCgoKNOT6IeWu+f77bGVlLSqzLTMrS/Hx8Upo2LDCZw5UgwcPlt1u1wcfnP8fp8Ph0KzZs9W1axc1atTI7TqLxaJp017SK6/O0M7vdlbWuAHNl2P1vrFjdOTIEc2c+d8P7zx58qQ2b95S0eMGLF+O7/DwcIWHh+vw4cOubUePHlVxcbGs1shKmTsQnTt3Tm+8+ZbOnj3r8RpfnxMCBTHigTZt2lzwxL3ju+/Upk1rv64JdW3atJGkMo9LSUmJ9u7b5/qaJ3r27KmcnBxlHzvm9xmDRds2bbR37z4VFxe7tn333XeSdNG/YxMeelDF9mK99trrFT5jsPDlWO3arauWL1+h2rVrq19amrp07qyY6OiKHjWg+XJ82+12PfrHP2nixAkaM2a0bv3tLXrzrTe0eMkSZWZmVcrcocLX54RAwQmsHqhevbpycnLKbDtz5oyio6MVFRWloqIiv6wJddWrVZcknSnncalRvbpHf0aXLl00dsxo/fmxx13/+6qKqlWvVs7fr/P3q7t5LLt07qxRo0aqX/+BFTxdcPHlWK0TH6+kpCRlZS7Qdzt3qknjxqpWvbrGjBmrTZs2V9LkgcXX43v37j06l5+vIUMGKzcnV82SkvT6629W6XPrfOHLc0IgIUY8UFRUpFibrcw2m80mh8Ph9kxlX9aEuqKffm6bzVbmXQe2WJtOnDhxyfXt27fXm2+8pjfefEtvv/1Ohc0ZDOxFdtWrW7fMttjYWElyG7rPP/+slv3za3Xv1k2SlJKSLEkaNHCgtmzd6vpfVFXj6/HdsWMH9b02Tcd+eoXulZen64W/TVHv1L4VPnMg8uX4rl27tua8+7aefe55zZo1W9L5k2C/WLpYp06f0ty5H1X84CHCl+eEQMKvaTxw8OBBJSYmltnWKDFRhw8fltNZ/puRfFkT6g4ePCBJFzwuiYkJOnjo0EXXtm/XTh+8/54+nPuRJk9+oqJGDBrl/v366ffChw6W/1iuXbtO0VFRGjCgvwYM6K8OHTpIOv+ukJYtW1TswAHM1+N706bNrhCRpKxFi9SyZUvFxMRU6LyBypfjOyUlWTabTfPnL3BtO3DggLZt26YePXpU2KyhyJfnhEBCjHjgq6+WqX+/foqMPH9CVUREhAYOHKAvv/zKtc8VVzTTDUOHerWmqtmx4zsdPXpU1w8Z7NrWocNVatKkib784kvXtp49r9HVV3d03b/yyl/p/Q/e00cff6THHnu8UmcOVF9+9ZUSExPVocNVrm03DL1e2dnHtG37dknnr4Fxw9ChatiwgSTpf37/v7r/dw+4bjNmzJQkZTz8SJl/DKoaX47vpUu/UFKzJIWF/fcptGWLFjp95owKCgoqb/gA4svx/f332ZJUJoatVqsaN26i7OzsSpo8OP3y+PbkOSGQcZ0RD8THx2tR1kLt3btXmVmL1L9fP7Vt21YDBw3W8ePHJUn33nuPJj/+mBISG3u8pioaNGigXnl5umbPfk3Zx45p7JjR2rBho+7/3QOufebP/1xHDh/R/b97QIkJCVq8OEvHj5/QS794K+ryFctdvxOtiqZNfUndunXVqzNmqkH9+ho9+l6NG/+gKywaNmygjRu+0egxY7VwYeYF6wf076/XX59d5a8z4svxHRsbqwXz5+no0aPKzMxU06Qkjb73Hv3pz49pzpz3TP44Rnl7fEvS7FkzdfXVHTVr1mzl5ObqxmHD1KpVS/XrP7DMK09VTVradYqNidXtI25Tvbp19cILL0qSPp83T1L5x/elnhMCGTHiofj4eI0aeYeaJjXV4UOH9dbb75S5smCfPqm6+aabyhx0l1pTVXXs2EE3Dhsmm82mdevW68O5c8ucjPrIIw/r9KlTeu31N9SyZUtNmjih3D/nmWef04EDBypn6ABksVh0003D1a1rVxUUFOjTzz7Thg0bXV+vWbOmnv7LU5o5a1a5bzlNTk7W/feN1aRJGVX+ira+HN+xsbEaeccdat2mtU6dPKmFmZlV+q29/+HN8S2d/3s89Prr1anT1YqJidG+ffv0/gcfVOn/aEjSk09MVnx8/AXb//N3sLzj+1LPCYGMGAEAAEZxzggAADCKGAEAAEYRIwAAwChiBAAAGEWMAAAAo4gRAABgFDECAACMIkYAAIBRxAgAADCKGAEAAEYRIwAAwChiBAAAGPV/iD5Xde34L5kAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" @@ -197,10 +197,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#40 err:0.75\n", - "[[4.62427805]\n", - " [4.25767307]]\n", - "[[2.925]]\n" + "#4 err:0.25\n", + "[[0.08677805]\n", + " [0.02017307]]\n", + "[[-0.2]]\n" ] }, { @@ -208,7 +208,7 @@ "text/plain": [ "
" ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -217,10 +217,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#50 err:0.75\n", - "[[5.74927805]\n", - " [5.38267307]]\n", - "[[3.675]]\n" + "#5 err:0.5\n", + "[[0.18677805]\n", + " [0.12017307]]\n", + "[[-0.1]]\n" ] }, { @@ -228,7 +228,7 @@ "text/plain": [ "
" ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -237,10 +237,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#60 err:0.75\n", - "[[6.87427805]\n", - " [6.50767307]]\n", - "[[4.425]]\n" + "#6 err:0.25\n", + "[[0.08677805]\n", + " [0.02017307]]\n", + "[[-0.3]]\n" ] }, { @@ -248,7 +248,7 @@ "text/plain": [ "
" ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -257,10 +257,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#70 err:0.75\n", - "[[7.99927805]\n", - " [7.63267307]]\n", - "[[5.175]]\n" + "#7 err:0.0\n", + "[[0.18677805]\n", + " [0.12017307]]\n", + "[[-0.2]]\n" ] }, { @@ -268,7 +268,7 @@ "text/plain": [ "
" ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -277,10 +277,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "#80 err:0.75\n", - "[[9.12427805]\n", - " [8.75767307]]\n", - "[[5.925]]\n" + "#7 err:0.0\n", + "[[0.18677805]\n", + " [0.12017307]]\n", + "[[-0.2]]\n" ] }, { @@ -288,66 +288,13 @@ "text/plain": [ "
" ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "#90 err:0.75\n", - "[[10.24927805]\n", - " [ 9.88267307]]\n", - "[[6.675]]\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "#99 err:0.75\n", - "[[11.37427805]\n", - " [11.00767307]]\n", - "[[7.425]]\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2026-10-20T07:38:36.409641400Z", - "start_time": "2026-10-20T07:38:36.245355400Z" - } - }, - "cell_type": "code", - "source": "", - "id": "3696281aa04dcfe9", - "outputs": [], - "execution_count": 6 } ], "metadata": {