diff --git a/nonrecursive_filters/fast_convolution.ipynb b/nonrecursive_filters/fast_convolution.ipynb index 39adc63..264fe4c 100644 --- a/nonrecursive_filters/fast_convolution.ipynb +++ b/nonrecursive_filters/fast_convolution.ipynb @@ -105,42 +105,50 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -260,12 +268,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -309,17 +319,19 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAJgCAYAAAAj5/aWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XuYXWV99//3xwRCCEoUECNRoj+x9RBEBesRp2jVQiu11bY2UrD1ibYea6zFPm09tD7FAxSt9ddGRalFURGPeKK2G+oBbMBAwOAJo5wUAQcJVnTi9/ljrXnczJ5kBid71hzer+uaK3vd67C/9569rj2f3PdaO1WFJEmSJEn97tR1AZIkSZKkucewKEmSJEkaYFiUJEmSJA0wLEqSJEmSBhgWJUmSJEkDDIuSJEmSpAGGRUnSTiVZl+Qzs/yc25I8cTafs0tJekme0z6e9dd7Qi1/l+SGJN/tqoYuzOQ9l+TeSbYnWbK765KkrhkWJWkWJPmDJJvaPyqvS/LJJI/tuq6pVNUZVfWkruuYrvkeNIf1eidZk6SSLJ1k3cYk65PcC9gAPLCq7jGD5xpJcvVM6p3LJr7Hquo7VbVPVe3osi5JGgbDoiQNWZKXAqcC/wc4ELg38Fbg2C7rmspkwULdGeLv4ynAJ4CDgRur6vohPY8kaZ4xLErSECXZF3gN8PyqOruqbq2qn1bVx6rqz9ttliU5Ncm17c+pSZa160aSXJ3k5Umub0clfyvJ0Um+luSmJH/Z93yvSnJWkvcluSXJxUke0rf+xCTfbNd9JcnT+tadkOTzSf4hyU3Aq9q2z7Xr0667PsnNSS5N8uDxfib51yTfT/LtJH+V5E59x/1ckjcm+UGSbyX59SleuiPa+n6Q5J1J9uqr8zeSbE4ymuQLSQ5t299NE8Q/1o7gvjzJ6Uk2tOsPakfX/rRdvl/7+mVXx23X3TPJB9v+fSvJiya85u9v+39LksuTHL6L98SvJbmifQ3fAmTC7+BzfcuV5PlJvg58vW375STntrV/Ncnv9m2/PMnJ7e/g5vZ1Xw6c324y2r42j2q3PxQYBX4ZOBe4Z7v+Xe36DyT5bnus85M8qO+5jm5/R7ckuSbJy5KsAD7Zd5ztSe45yWuwszpJ8tT2NRxNM0X3AX37bWuf59J2v/eNvzeSbE3yG33bLk0zpfZhUx13Qm3vSvJ3fcv/b6R0J++x243atu+Vj7a/n28k+V99x7pD7xVJ6pphUZKG61HAXsCHdrHN/wYeCRwGPAR4BPBXfevv0R7jIOBvgLcBzwIeDjwO+Jsk9+3b/ljgA8DdgPcAH06yR7vum+0++wKvBv4tyaq+fX8FuBK4O/DaCXU+CTgSuD+wEvg94MZ23T+2x7wv8HjgD4FnTzjuV4H9gdcD7xgPaTuxDngy8P+1z/dXAO0f/qcBzwX2A/4F+GiSZVV1HPAd4DfbaYGvB84DRtpjPr7t2+Pb5SOB/6qq2tVx04TejwGX0PwOngC8JMmT++p9KnBm+7p8FHjLZJ1Ksj/wwbY/+9P8Ph6zi9cB4LdoXr8HtmHsXJrf692BZwJv7Qtxb6R5Xzya5vf/cuBnbV8BVravzRfb5aOBc6rq34FfB65t15/Qrv8kcEj7XBcDZ/TV9Q7guVV1Z+DBwH9U1a0TjrNPVV07SZ8mrTPJ/YH3Ai8BDqAZ8fxYkj379v1dmtHQ+wCHAuO1vrd9PcY9Gbihqi6e5nGntJP32ETvBa4G7gk8Hfg/SZ7Qt35a7xVJmgsMi5I0XPvR/ME6tott1gGvqarrq+r7NCHuuL71PwVeW1U/pfkjc3/gTVV1S1VdDlxO80fzuIuq6qx2+1NoguYjAarqA1V1bVX9rKreRzNa9Yi+fa+tqn+sqrGq+p8Jdf4UuDPNKFSqamtVXZfmxh6/B7yirWkbcPKEPny7qt7WXtd1OrCKZkruzrylqq6qqptoQut4CPhfwL9U1YVVtaOqTgduG+/fJM4DHtcGviNpgup4OHt8u36q4x4BHFBVr6mqn1TVlTSB/ff7nudzVfWJtn/vpgn9kzka+Erf7+dUYKqbyfx9Vd3U/j5+A9hWVe9sf0cX04TPp7d9/CPgxVV1TduPL1TVbbs49jE0wWlSVXVa+zu9DXgV8JA0o+XQvB8emOQuVfWDtpYpTVHn79GE13Pb1+eNwHKaUDnuze17+CaaEH9Y2/4e4KlJ9m6X/6BtY5rHnbE0130+FviLqvpxVW0G3s7tz4XpvlckqXOGRUkarhuB/bPr683uCXy7b/nbbdv/O0bfzTPGA9z3+tb/D7BP3/JV4w+q6mf8fJSDJH+Yn0+1HKUZEdp/sn0nqqr/oBkF+Sfge2lujHKXdv89J+nDQX3L3+07zo/ah/01T9RfR//rcTCwYbz+tg/34vavV3/N3wS20wSKxwEfB65N8kvcPizu6rgH00yr7F/3l9w+7PYHvh8Be+3kd35Pbv/7KXbxmk/yWhwM/MqEWtbRjD7vT/MfA9+c4ngAJFlJE/y/sJP1S5KclGba8g+Bbe2q8ffL79CE328nOW98aus07KrO250L7fv3KnbyXqJ5rfdpt/0GsBX4zTYwPpWfh8XpHHd3uCdwU1Xd0te203OBXb9XJKlzhkVJGq4vAj+mmUq4M9fShIBx927bflH3Gn/QjuKspglIB9OMiL0A2K+qVgKX0XfNHFC7OnBVvbmqHg48iGZ66J8DN9CMMk3swzW7ow/c/vW4imaUdWXfz95V9d5d1H8ezXTAPavqmnb5D4G7ApuncdyrgG9NWHfnqjr6F+jXddz+95MJfZ1Mf5+uAs6bUMs+VfUnNL+HH9NM3d3VMcY9GfjsLu7i+Qc0U5qfSDPFeM142QBV9d9VdSzNFNUPA+/fxXP121WdtzsX+l6f6b6XxqeiHkszgvuNX+C4twJ79y1PvDPsrvp3LXC3JHfua5vpuSBJnTEsStIQVdXNNNcZ/lOaG9PsnWSPJL+eZPx6p/cCf5XkgPaatr8B/m0GT/vwJL/djla8hGY65QXACpo/dL8PkOTZNCOL05LkiCS/0l7/eCvNH/w72rDxfuC1Se7chtKXzrAPz0+yOsndaEbx3te2vw14XltHkqxIckzfH+ffo7lust95NAF5/CYvPeCFNNMBx4PSro77JeCHSf4izY1ZliR5cJIjfoF+nQM8qO/38yIGw8iufBy4f5Lj2vfRHu3v5QHtaNlpwCntTVaWJHlUmpslfZ/m2sX+12aXU1BpphzfRjM6vjfN3XwBSLJnmu+E3Led1vlDYPy1/B6wX9901duZos73A8ckeUL7PtvQ1jDp6OckzqS5tvZP+PmoInfwuJuBo5PcLck9aM6hfpO9x8b7dlV7zL9PsleaGwj9Mbe/1lOS5g3DoiQNWVWdQhOe/ormj/araMLLh9tN/g7YBFwKbKG5kcjfDR5p2j5Cc43WD2iulfrtau7A+hWaawm/SPMH71rg83fguHehCVU/oJladyPNtV/QhK9baW4g8zmaP9RPm0Ef3gN8pj3elbSvR1Vtorm+8C1tHd/g5zc4Afh7muA9muRlbdt5NMFnPCx+jib8jC/v8rhtoPxNmqms36IZGXs7zWjbHVJVNwDPAE6ief0O4Q78DtrpjU+iuV7yWpopja8DlrWbvIzmPfTfwE3tuju1U39fC3y+fW0eBfwa8KldPN2/0vyerwG+QvMfDv2OA7a1U1SfR3PTJarqCpr/ALmyfa7JpgjvrM6vtsf5R5rX+Tdpbibzk6lfHaiq62je34/m5//BwB087rtpbma0jeY9+L4J6yd7j/V7Js0o7LU0N7Z6ZVWdO536JWmuSXO5hCRpIUjyKuB+VfWsrmvR3JXkETQ3EXrElBtLkhYtRxYlSVqcXtl1AZKkuc27b0mStMhU1Ze6rkGSNPc5DVWSJEmSNMBpqJIkSZKkAYtuGur+++9fa9as6bqMGbn11ltZsWJF12VIc5rniTQ1zxNpap4nWoguuuiiG6rqgKm2W3Rhcc2aNWzatKnrMmak1+sxMjLSdRnSnOZ5Ik3N80SamueJFqIk357Odk5DlSRJkiQNMCxKkiRJkgYYFiVJkiRJAwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjTAsChJkiRJGmBYlCRJkiQNMCxKkiRJkgYYFiVJkiRJAwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjTAsChJkiRJGmBYlCRJkiQNMCxKkiRJkgYYFiVJkiRJAwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpwNKuC5Ck3e4lL+F+V18NIyNdVyJJkjRvGRYlLTybN7PP6GjXVUiSJM1rTkOVJEmSJA0wLEqSJEmSBhgWJUmSJEkDDIuSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNMCwKEmSJEkaYFiUJEmSJA0wLEqSJEmSBhgWJUmSJEkDDIuSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNMCwKEmSJEkakKrquoZZtWzVIbXq+FO7LmNGNqwd4+QtS7suQ5qzznzPiaxeUTz22Nd1XYo0p/l5Ik3N80Qzse2kY7ouYVJJLqqqw6fazpFFSZIkSdIAw6IkSZIkaYBhUZIkSZI0wLAoSZIkSRpgWJQkSZIkDTAsSpIkSZIGDDUsJlmZ5KwkVyTZmuRRSV6V5Jokm9ufo9tt1yT5n772f+47zqeSXJLk8iT/nGRJ37oXJvlqu+71w+yPJEmSJC0Ww/7SmDcBn6qqpyfZE9gbeDLwD1X1xkm2/2ZVHTZJ++9W1Q+TBDgLeAZwZpJfBY4FDq2q25LcfUj9kCRJkqRFZWhhMcldgCOBEwCq6ifAT5q8d8dU1Q/bh0uBPYFql/8EOKmqbmu3u35mVUuSJEmSYLjTUO8LfB94Z5IvJ3l7khXtuhckuTTJaUnu2rfPfdptz0vyuP6DJfk0cD1wC83oIsD9gcclubDd54gh9keSJEmSFo1hTkNdCjwMeGFVXZjkTcCJwFuAv6UZHfxb4GTgj4DrgHtX1Y1JHg58OMmDxkcVq+rJSfYCzgCOAs5tn+OuwCOBI4D3J7lvVVV/IUnWA+sBVu53ABvWjg2x28N34HLmfR+kYVq9othzieeJNBU/T6SpeZ5oJnq9XtclzMgww+LVwNVVdWG7fBZwYlV9b3yDJG8DPg7QTiUdn056UZJv0owcbhrfvqp+nOSjNNcpnts+x9ltOPxSkp8B+9OMaNK330ZgI8CyVYfUyVuGfanmcG1YO8Z874M0TEfcGlavKM8TaQp+nkhT8zzRTGxbN9J1CTMytGmoVfVd4Kokv9Q2PQH4SpJVfZs9DbgMIMkB43c5TXJf4BDgyiT7jO+TZClwNHBFu/+HaUYZSXJ/musZbxhWnyRJkiRpsRj2f5O8EDijvRPqlcCzgTcnOYxmGuo24LnttkcCr0kyBuwAnldVNyU5EPhokmXAEuA/gPGv1TgNOC3JZcBPgOMnTkGVJEmSJN1xQw2LVbUZOHxC83E72faDwAcnaf8ezfWIk+3zE+BZMyxTkiRJkjTBMO+GKkmSJEmapwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjTAsChJkiRJGpDF9rWEhx9+eG3atKnrMmak1+sxMjLSdRnS3DUywujoKCs3b+66EmlO8/NEmprniRaiJBdV1cSvOBzgyKIkSZIkaYBhUZIkSZI0wLAoSZIkSRpgWJQkSZIkDVh0N7hZtuqQWnX8qV2XMSMb1o5x8palXZchzVlnvudEVq8oHnvs67ouRZrT/DyRpuZ5MnzbTjqm6xIWHW9wI0mSJEn6hRkWJUmSJEkDDIuSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNMCwKEmSJEkaMLSwmGSvJF9KckmSy5O8um0/I8lXk1yW5LQke7Ttf55kc/tzWZIdSe7WrluZ5KwkVyTZmuRRbfthSS5o99mU5BHD6o8kSZIkLSbDHFm8DTiqqh4CHAY8JckjgTOAXwbWAsuB5wBU1Ruq6rCqOgx4BXBeVd3UHutNwKeq6peBhwBb2/bXA69u9/mbdlmSJEmSNENLh3Xgqipge7u4R/tTVfWJ8W2SfAlYPcnuzwTe225zF+BI4IT2uD8BfjL+NMBd2sf7Atfu1k5IkiRJ0iI1tLAIkGQJcBFwP+CfqurCvnV7AMcBL56wz97AU4AXtE33Bb4PvDPJQ9rjvbiqbgVeAnw6yRtpRkkfvZM61gPrAVbudwAb1o7ttj524cDlzPs+SMO0ekWx5xLPE2kqfp5IU/M8Gb5er9d1CdqJoYbFqtoBHJZkJfChJA+uqsva1W8Fzq+q/5qw228Cn++bgroUeBjwwqq6MMmbgBOBvwb+BPizqvpgkt8F3gE8cZI6NgIbAZatOqRO3jLUbg/dhrVjzPc+SMN0xK1h9YryPJGm4OeJNDXPk+Hbtm6k6xK0E7NyN9SqGgV6NCOGJHklcADw0kk2/33aKaitq4Gr+0Ylz6IJjwDHA2e3jz8AeIMbSZIkSdoNhnk31APaEUWSLKcZ8bsiyXOAJwPPrKqfTdhnX+DxwEfG26rqu8BVSX6pbXoC8JX28bXt9gBHAV8fUnckSZIkaVEZ5pj6KuD09rrFOwHvr6qPJxkDvg18MQnA2VX1mnafpwGfaa9H7PdC4IwkewJXAs9u2/8X8KYkS4Ef016XKEmSJEmamWHeDfVS4KGTtO/0OavqXcC7JmnfDBw+SfvngIfPpE5JkiRJ0qBZuWZRkiRJkjS/GBYlSZIkSQMMi5IkSZKkAYZFSZIkSdIAw6IkSZIkaUCqqusaZtXhhx9emzZt6rqMGen1eoyMjHRdhjR3jYwwOjrKys2bu65EmtP8PJGm5nmihSjJRVU18G0TEzmyKEmSJEkaYFiUJEmSJA0wLEqSJEmSBhgWJUmSJEkDFt0NbpatOqRWHX9q12XMyIa1Y5y8ZWnXZUhz1pnvOZHVK4rHHvu6rkuR5jQ/T6SpzbfzZNtJx3RdguYBb3AjSZIkSfqFGRYlSZIkSQMMi5IkSZKkAYZFSZIkSdIAw6IkSZIkaYBhUZIkSZI0wLAoSZIkSRow1LCY5LQk1ye5bEL7C5N8NcnlSV7ftj0iyeb255IkT+vb/s/abS9L8t4ke0043j8m2T7MvkiSJEnSYjLskcV3AU/pb0jyq8CxwKFV9SDgje2qy4DDq+qwdp9/SbI0yUHAi9p1DwaWAL/fd7zDgZVD7ockSZIkLSpDDYtVdT5w04TmPwFOqqrb2m2ub//9UVWNtdvsBVTfPkuB5UmWAnsD1wIkWQK8AXj50DohSZIkSYvQ0g6e8/7A45K8Fvgx8LKq+m+AJL8CnAYcDBzXhsdrkrwR+A7wP8Bnquoz7bFeAHy0qq5LstMnTLIeWA+wcr8D2LB2bKfbzgcHLmfe90EaptUrij2XeJ5IU/HzRJrafDtPer1e1yVoAekiLC4F7go8EjgCeH+S+1bjQuBBSR4AnJ7kk8Bymmmr9wFGgQ8keRbwH8AzgJGpnrCqNgIbAZatOqRO3tJFt3efDWvHmO99kIbpiFvD6hXleSJNwc8TaWrz7TzZtm6k6xK0gHTxzr8aOLuqCvhSkp8B+wPfH9+gqrYmuRV4ME1I/FZVfR8gydnAo4EfAPcDvtGOKu6d5BtVdb9Z7Y0kSZIkLUBdfHXGh4GjAJLcH9gTuCHJfdprEklyMPBLwDaa6aePTLJ3mlT4BGBrVZ1TVfeoqjVVtQb4kUFRkiRJknaPoY4sJnkvzTTR/ZNcDbyS5prE09qv0/gJcHxVVZLHAicm+SnwM+BPq+oGmiB5FnAxMAZ8mXZKqSRJkiRpOIYaFqvqmTtZ9axJtn038O6dHOeVNEFzV8+1zx0uUJIkSZI0qS6moUqSJEmS5jjDoiRJkiRpgGFRkiRJkjTAsChJkiRJGmBYlCRJkiQNSFV1XcOsOvzww2vTpk1dlzEjvV6PkZGRrsuQ5q6REUZHR1m5eXPXlUhzmp8n0tQ8T7QQJbmoqg6fajtHFiVJkiRJAwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjRgadcFzLYt19zMmhPP6bqMGdmwdowT5nkfpGE688obWb2iOMzzRNolP0+00Gw76ZiuS5AWFEcWJUmSJEkDDIuSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNMCwKEmSJEkaYFiUJEmSJA3oJCwm+bMklye5LMl7k+yV5AVJvpGkkuzft+1dk3woyaVJvpTkwW37vZL8Z5Kt7bFe3EVfJEmSJGkhmvWwmOQg4EXA4VX1YGAJ8PvA54EnAt+esMtfApur6lDgD4E3te1jwIaqegDwSOD5SR44C12QJEmSpAWvq2moS4HlSZYCewPXVtWXq2rbJNs+EPgsQFVdAaxJcmBVXVdVF7fttwBbgYNmpXpJkiRJWuCWzvYTVtU1Sd4IfAf4H+AzVfWZXexyCfDbwOeSPAI4GFgNfG98gyRrgIcCF052gCTrgfUAK/c7gA1rx2bekQ4duJx53wdpmFavKPZc4nkiTcXPEy00vV5vtx9z+/btQzmuNB/MelhMclfgWOA+wCjwgSTPqqp/28kuJwFvSrIZ2AJ8mWYK6vjx9gE+CLykqn442QGqaiOwEWDZqkPq5C2z3u3dasPaMeZ7H6RhOuLWsHpFeZ5IU/DzRAvNtnUju/2YvV6PkZHdf1xpPujiE+KJwLeq6vsASc4GHg1MGhbbAPjsdtsA32p/SLIHTVA8o6rOHn7pkiRJkrQ4dHHN4neARybZuw1/T6C53nBSSVYm2bNdfA5wflX9sN33HcDWqjpl6FVLkiRJ0iIy62Gxqi4EzgIupplWeidgY5IXJbma5nrES5O8vd3lAcDlSa4Afh0Y/4qMxwDHAUcl2dz+HD2bfZEkSZKkhaqTCxWq6pXAKyc0v7n9mbjtF4FDJmn/HJChFChJkiRJi1xXX50hSZIkSZrDDIuSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNKCTu6F2ae1B+7LppGO6LmNGer0e29aNdF2GNHdd8AZGR0fZNs/PdWnY/DyRJO2KI4uSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNGDR3eBmyzU3s+bEc7ouY0Y2rB3jhHneB2mYzrzyRlavKA7zPJF2yc+TucWbckmaaxxZlCRJkiQNMCxKkiRJkgYYFiVJkiRJAwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjSgs7CYZEmSLyf5eLt8nyQXJvl6kvcl2bNtPzjJZ5NcmqSXZHXfMe6d5DNJtib5SpI13fRGkiRJkhaWLkcWXwxs7Vt+HfAPVXUI8APgj9v2NwL/WlWHAq8B/r5vn38F3lBVDwAeAVw/9KolSZIkaRHoJCy2o4PHAG9vlwMcBZzVbnI68Fvt4wcCn20f/ydwbLvPA4GlVXUuQFVtr6ofzUoHJEmSJGmBW9rR854KvBy4c7u8HzBaVWPt8tXAQe3jS4DfAd4EPA24c5L9gPsDo0nOBu4D/DtwYlXtmPhkSdYD6wFW7ncAG9aOTdxkXjlwOfO+D9IwrV5R7LnE80Saip8nc0uv1+u6BE1i+/bt/m60aM16WEzyG8D1VXVRkpHx5kk2rfbflwFvSXICcD5wDTBGU/vjgIcC3wHeB5wAvGPgQFUbgY0Ay1YdUidv6Soj7x4b1o4x3/sgDdMRt4bVK8rzRJqCnydzy7Z1I12XoEn0ej1GRka6LkPqRBefEI8BnprkaGAv4C40I40rkyxtRxdXA9cCVNW1wG8DJNkH+J2qujnJ1cCXq+rKdt2HgUcySViUJEmSJN0xs37NYlW9oqpWV9Ua4PeB/6iqdTTXIz693ex44CMASfZPMl7nK4DT2sf/Ddw1yQHt8lHAV2ahC5IkSZK04M2l71n8C+ClSb5Bcw3j+AjhCPDVJF8DDgReC9Bem/gy4LNJttBMZX3bbBctSZIkSQtRpxcqVFUP6LWPr6T5+ouJ25zFz++SOnHducChw6tQkiRJkhanuTSyKEmSJEmaIwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjSg07uhdmHtQfuy6aRjui5jRnq9HtvWjXRdhjR3XfAGRkdH2TbPz3Vp2Pw8kSTtiiOLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpgGFRkiRJkjTAsChJkiRJGrDo7oa65ZqbWXPiOV2XMSMb1o5xwjzvgzRMZ155I6tXFId5nki7NNc+T7yDsSTNLY4sSpIkSZIGGBYlSZIkSQMMi5IkSZKkAYZFSZIkSdIAw6IkSZIkaYBhUZIkSZI0wLAoSZIkSRrQSVhMcq8k/5lka5LLk7y4bb9bknOTfL39964T9jsiyY4kT+9re317jK1J3pwks90fSZIkSVpouhpZHAM2VNUDgEcCz0/yQOBE4LNVdQjw2XYZgCRLgNcBn+5rezTwGOBQ4MHAEcDjZ6sTkiRJkrRQdRIWq+q6qrq4fXwLsBU4CDgWOL3d7HTgt/p2eyHwQeD6/kMBewF7AsuAPYDvDbV4SZIkSVoElnZdQJI1wEOBC4EDq+o6aAJlkru32xwEPA04imb0kHabLyb5T+A6IMBbqmrrJM+xHlgPsHK/A9iwdmyYXRq6A5cz7/sgDdPqFcWeSzxPpKnMtc+TXq/XdQnSgO3bt/ve1KLVaVhMsg/NaOFLquqHu7jc8FTgL6pqR/82Se4HPABY3Tadm+TIqjq/f+eq2ghsBFi26pA6eUvnGXlGNqwdY773QRqmI24Nq1eU54k0hbn2ebJt3UjXJUgDer0eIyMjXZchdaKzT4gke9AExTOq6uy2+XtJVrWjiqv4+ZTTw4Ez26C4P3B0kjHgEOCCqtreHvOTNNdA3i4sSpIkSZLumK7uhhrgHcDWqjqlb9VHgePbx8cDHwGoqvtU1ZqqWgOcBfxpVX0Y+A7w+CRL2/D5eJrrHyVJkiRJM9DVyOJjgOOALUk2t21/CZwEvD/JH9MEwWdMcZyzaK5j3EJzs5tPVdXHhlOyJEmSJC0enYTFqvoczQ1pJvOEKfY9oe/xDuAfOWZxAAAgAElEQVS5u68ySZIkSRJ09z2LkiRJkqQ5zLAoSZIkSRpgWJQkSZIkDTAsSpIkSZIGGBYlSZIkSQO6+uqMzqw9aF82nXRM12XMSK/XY9u6ka7LkOauC97A6Ogo2+b5uS4Nm58nkqRdcWRRkiRJkjTAsChJkiRJGmBYlCRJkiQNMCxKkiRJkgYsuhvcbLnmZtaceE7XZczIhrVjnDDP+yAN05lX3sjqFcVhnieap7w5kyRpLnBkUZIkSZI0wLAoSZIkSRpgWJQkSZIkDTAsSpIkSZIGGBYlSZIkSQMMi5IkSZKkAYZFSZIkSdKATsJiktOSXJ/ksr62uyU5N8nX23/v2ravS3Jp+/OFJA+ZcKwlSb6c5OOz3Q9JkiRJWqi6Gll8F/CUCW0nAp+tqkOAz7bLAN8CHl9VhwJ/C2ycsN+Lga3DK1WSJEmSFp9OwmJVnQ/cNKH5WOD09vHpwG+1236hqn7Qtl8ArB7fIclq4Bjg7UMtWJIkSZIWmaVdF9DnwKq6DqCqrkty90m2+WPgk33LpwIvB+68qwMnWQ+sB1i53wFsWDu2eyruyIHLmfd9kIZp9YpizyWeJ5q/er3erDzP9u3bZ+25pPnK80SL2VwKi7uU5FdpwuJj2+XfAK6vqouSjOxq36raSDt9ddmqQ+rkLfOm25PasHaM+d4HaZiOuDWsXlGeJ5q3tq0bmZXn6fV6jIzMznNJ85XniRazuXQ31O8lWQXQ/nv9+Iokh9JMNT22qm5smx8DPDXJNuBM4Kgk/za7JUuSJEnSwjSXwuJHgePbx8cDHwFIcm/gbOC4qvra+MZV9YqqWl1Va4DfB/6jqp41uyVLkiRJ0sLUyRytJO8FRoD9k1wNvBI4CXh/kj8GvgM8o938b4D9gLcmARirqsNnvWhJkiRJWkQ6CYtV9cydrHrCJNs+B3jOFMfrAb0ZFyZJkiRJAubWNFRJkiRJ0hxhWJQkSZIkDTAsSpIkSZIGGBYlSZIkSQMMi5IkSZKkAZ3cDbVLaw/al00nHdN1GTPS6/XYtm6k6zKkueuCNzA6Osq2eX6uS5IkdcmRRUmSJEnSAMOiJEmSJGnAHQqLSe6U5C7DKkaSJEmSNDdMGRaTvCfJXZKsAL4CfDXJnw+/NEmSJElSV6YzsvjAqvoh8FvAJ4B7A8cNtSpJkiRJUqemczfUPZLsQRMW31JVP01SQ65raLZcczNrTjyn6zJmZMPaMU6Y532QhunMK29k9YriMM+TBc873kqSNDzTGVn8F2AbsAI4P8nBwA+HWZQkSZIkqVtTjixW1ZuBN/c1fTvJrw6vJEmSJElS13YaFpO8dIp9T9nNtUiSJEmS5ohdjSzeedaqkCRJkiTNKTsNi1X16tksRJIkSZI0d0x5zWKSvYA/Bh4E7DXeXlV/NMS6JEmSJEkdms7dUN8N3AN4MnAesBq4ZZhFSZIkSZK6NZ2weL+q+mvg1qo6HTgGWDusgpJsS7IlyeYkm9q2ZyS5PMnPkhzet+2vJbmo3f6iJEcNqy5JkiRJWkymnIYK/LT9dzTJg4HvAmuGVlHjV6vqhr7ly4DfpvnOx343AL9ZVde2tX0aOGjItUmSJEnSgjedsLgxyV2BvwY+CuwD/M1Qq5qgqrYCJJnY/uW+xcuBvZIsq6rbZrE8SZIkSVpwpgyLVfX29uF5wH2HW07zlMBnkhTwL1W1cZr7/Q7w5cmCYpL1wHqAlfsdwIa1Y7ut2C4cuJx53wdpmFavKPZc4nmyGPR6va5LmNe2b9/uayhNwfNEi9l07oa6jCaIrenfvqpeM6SaHtNOK707cG6SK6rq/ClqfBDwOuBJk61vA+dGgGWrDqmTt0xnQHXu2rB2jPneB2mYjrg1rF5RnieLwLZ1I12XMK/1ej1GRka6LkOa0zxPtJhN5wY3HwGOBcaAW/t+hqKqrm3/vR74EPCIXW2fZHW73R9W1TeHVZckSZIkLSbT+W/31VX1lKFXAiRZAdypqm5pHz8J2OkIZpKVwDnAK6rq87NRoyRJkiQtBtMZWfxCkqF9VcYEBwKfS3IJ8CXgnKr6VJKnJbkaeBRwTpJPt9u/ALgf8NftV21sbqevSpIkSZJmYDoji48FTkjyLeA2IEBV1aG7u5iquhJ4yCTtH6KZajqx/e+Av9vddUiSJEnSYjedsPjrQ69CkiRJkjSnTCcs3jLNNkmSJEnSAjGdaxYvBr4PfA34evv4W0kuTvLwYRYnSZIkSerGdMLip4Cjq2r/qtqPZlrq+4E/Bd46zOIkSZIkSd2YTlg8vKrG7z5KVX0GOLKqLgCWDa0ySZIkSVJnpnPN4k1J/gI4s13+PeAHSZYAPxtaZUOy9qB92XTSMV2XMSO9Xo9t60a6LkOauy54A6Ojo2yb5+e6JElSl6YzsvgHwGrgw8BHgHu3bUuA3x1eaZIkSZKkrkw5slhVNwAv3Mnqb+zeciRJkiRJc8FOw2KSU6vqJUk+BtTE9VX11KFWJkmSJEnqzK5GFt/d/vvG2ShEkiRJkjR37DQsVtVF7b/njbcluStwr6q6dBZqG4ot19zMmhPP6bqMGdmwdowT5nkfpOnwBjWSJEndmfIGN0l6Se6S5G7AJcA7k5wy/NIkSZIkSV2Zzt1Q962qHwK/Dbyzqh4OPHG4ZUmSJEmSujSdsLg0ySqar8n4+JDrkSRJkiTNAdMJi68BPg18o6r+O8l9ga8PtyxJkiRJUpem8z2LHwA+0Ld8JfA7wyxKkiRJktSt6YwsSpIkSZIWGcOiJEmSJGnATsNikhe3/z5mtopJcq8k/5lka5LL+2p4VZJrkmxuf47u2+fQJF9st9+SZK/ZqleSJEmSFqpdXbP4bOBNwD8CD5udchgDNlTVxUnuDFyU5Nx23T9U1Rv7N06yFPg34LiquiTJfsBPZ6lWSZIkSVqwdhUWtybZBhyQ5NK+9gBVVYfu7mKq6jrguvbxLUm2AgftYpcnAZdW1SXtPjfu7pokSZIkaTHaaVisqmcmuQfN12Y8dfZKaiRZAzwUuBB4DPCCJH8IbKIZffwBcH+gknwaOAA4s6peP8mx1gPrAVbudwAb1o7NSh+G5cDlzPs+SNPR6/V+of0OGx1lx44dv/D+0mKxfft2zxNpCp4nWsxSVVNvlOxJE8wAvlpVQ53qmWQf4DzgtVV1dpIDgRuAAv4WWFVVf5TkZcDzgSOAHwGfBf6qqj67s2MvW3VIrTr+1GGWP3Qb1o5x8pYpv/VEmve2nXTML7bjyAijo6Os3Lx59xYkLTC9Xo+RkZGuy5DmNM8TLURJLqqqw6fabsq7oSZ5PPB14J+AtwJfS3LkzEvc6fPtAXwQOKOqzgaoqu9V1Y6q+hnwNuAR7eZXA+dV1Q1V9SPgE8ze9ZWSJEmStGBN56szTgGeVFWPr6ojgScD/zCMYpIEeAewtapO6Wtf1bfZ04DL2sefBg5Nsnd7s5vHA18ZRm2SJEmStJhMZy7jHlX11fGFqvpaO/o3DI8BjgO2JBmfP/aXwDOTHEYzDXUb8Ny2lh8kOQX473bdJ6rqnCHVJkmSJEmLxnTC4qYk7wDe3S6vAy4aRjFV9Tmau61O9Ild7PNvNF+fIUmSJEnaTaYTFv+E5iYyL6IJcufTXLsoSZIkSVqgpgyLVXUbzXWLp0y1rSRJkiRpYZjODW4kSZIkSYuMYVGSJEmSNMCwKEmSJEkaMOU1i0nuD/w5cHD/9lV11BDrGpq1B+3LppOO6bqMGen1emxbN9J1GZIkSZIWsOncDfUDwD8DbwN2DLccSZIkSdJcMJ2wOFZV///QK5EkSZIkzRk7DYtJ7tY+/FiSPwU+BNw2vr6qbhpybZIkSZKkjuxqZPEioIC0y3/et66A+w6rKEmSJElSt3YaFqvqPgBJ9qqqH/evS7LXsAuTJEmSJHVnOtcsfgF42DTa5oUt19zMmhPP6bqMGdmwdowT5nkftLBsm+d3GJYkSdKgXV2zeA/gIGB5kofy8+modwH2noXaJEmSJEkd2dXI4pOBE4DVwCl97bcAfznEmiRJkiRJHdvVNYunA6cn+Z2q+uAs1iRJkiRJ6th0rlk8OMlLJ7TdDFxUVZuHUJMkSZIkqWN3msY2hwPPo7l+8SBgPTACvC3Jy4dXmiRJkiSpK9MZWdwPeFhVbQdI8krgLOBImu9ifP3wypMkSZIkdWE6I4v3Bn7St/xT4OCq+h/gtt1ZTJLTklyf5LK+tjckuSLJpUk+lGRl275HktOTbEmyNckrdmctkiRJkrSYTScsvge4IMkr21HFzwPvTbIC+MpuruddwFMmtJ0LPLiqDgW+BoyHwmcAy6pqLfBw4LlJ1uzmeiRJkiRpUZpyGmpV/W2STwKPofmuxedV1aZ29brdWUxVnT8x8FXVZ/oWLwCePr4KWJFkKbCcZvTzh7uzHkmSJElarKZzzSLAl4Frx7dPcu+q+s7Qqtq5PwLe1z4+CzgWuA7YG/izqrqpg5okSZIkacGZMiwmeSHwSuB7wA6a0cUCDh1uaQN1/G9gDDijbXpEW889gbsC/5Xk36vqykn2XU9zF1dW7ncAG9aOzU7RQ3LgcuZ9H7Sw9Hq9rku4ncNGR9mxY8ecq0uaa7Zv3+55Ik3B80SL2XRGFl8M/FJV3TjsYnYmyfHAbwBPqKpqm/8A+FRV/RS4Psnnab7mYyAsVtVGYCPAslWH1MlbpjugOjdtWDvGfO+DFpZt60a6LuH2Vq5kdHSUkZGRriuR5rRer+d5Ik3B80SL2XRucHMVcPOwC9mZJE8B/gJ4alX9qG/Vd4Cj0lgBPBK4oosaJUmSJGmhmc7w1JVAL8k59H1VRlWdsruLSfJeYATYP8nVNNNfXwEsA85NAnBBVT0P+CfgncBlNFNj31lVl+7umiRJkiRpMZpOWPxO+7Nn+zM0VfXMSZrfsZNtt9N8fYYkSZIkaTebzldnvBogyYqqunX4JUmSJEmSujblNYtJHpXkK8DWdvkhSd469MokSZIkSZ2Zzg1uTgWeDNwIUFWXAEcOsyhJkiRJUremExapqqsmNO0YQi2SJEmSpDliOje4uSrJo4FKsifwItopqZIkSZKkhWk6I4vPA54PHARcDRwG/Okwi5IkSZIkdWs6d0O9AVjX35bkJTTXMs47aw/al00nHdN1GTPS6/XYtm6k6zIkSZIkLWDTumZxEi/drVVIkiRJkuaUXzQsZrdWIUmSJEmaU37RsFi7tQpJkiRJ0pyy02sWk9zC5KEwwPKhVSRJkiRJ6txOw2JV3Xk2C5ktW665mTUnntN1GTOyYe0YJ8zzPmhu2TbPb/okSZKk3e8XnYYqSZIkSVrADIuSJEmSpAGGRUmSJEnSAMOiJEmSJGmAYVGSJEmSNMCwKEmSJEkaYFiUJEmSJA2YN2ExycokZyW5IsnWJI/qW/eyJJVk/y5rlCRJkqSFYmnXBdwBbwI+VVVPT7InsDdAknsBvwZ8p8viJEmSJGkhmRcji0nuAhwJvAOgqn5SVaPt6n8AXg5UR+VJkiRJ0oIzX0YW7wt8H3hnkocAFwEvBp4AXFNVlyTZ6c5J1gPrAVbudwAb1o4Nv+IhOnA5874Pmlt6vV7XJexWh42OsmPHjgXXL2l32759u+eJNAXPEy1m8yUsLgUeBrywqi5M8ibgVTSjjU+aaueq2ghsBFi26pA6ect86fbkNqwdY773QXPLtnUjXZewe61cyejoKCMjI11XIs1pvV7P80SagueJFrN5MQ0VuBq4uqoubJfPogmP9wEuSbINWA1cnOQe3ZQoSZIkSQvHvAiLVfVd4Kokv9Q2PQG4uKruXlVrqmoNTaB8WLutJEmSJGkG5tNcxhcCZ7R3Qr0SeHbH9UiSJEnSgjVvwmJVbQYO38X6NbNXjSRJkiQtbPNiGqokSZIkaXYZFiVJkiRJAwyLkiRJkqQBhkVJkiRJ0gDDoiRJkiRpwLy5G+rusvagfdl00jFdlzEjvV6PbetGui5DkiRJ0gLmyKIkSZIkaYBhUZIkSZI0wLAoSZIkSRpgWJQkSZIkDTAsSpIkSZIGLLq7oW655mbWnHhO12XMyIa1Y5wwz/ugO2bbPL+DryRJkuYfRxYlSZIkSQMMi5IkSZKkAYZFSZIkSdIAw6IkSZIkaYBhUZIkSZI0wLAoSZIkSRowL8Jikr2SfCnJJUkuT/Lqtv2MJF9NclmS05Ls0XWtkiRJkrQQzIuwCNwGHFVVDwEOA56S5JHAGcAvA2uB5cBzuitRkiRJkhaOpV0XMB1VVcD2dnGP9qeq6hPj2yT5ErC6g/IkSZIkacGZLyOLJFmSZDNwPXBuVV3Yt24P4DjgU13VJ0mSJEkLybwYWQSoqh3AYUlWAh9K8uCquqxd/Vbg/Kr6r8n2TbIeWA+wcr8D2LB2bFZqHpYDlzPv+6A7ptfrdV3CvHLY6Cg7duzwdZOmsH37ds8TaQqeJ1rM5k1YHFdVo0l6wFOAy5K8EjgAeO4u9tkIbARYtuqQOnnLvOv27WxYO8Z874PumG3rRrouYX5ZuZLR0VFGRka6rkSa03q9nueJNAXPEy1m82IaapID2hFFkiwHnghckeQ5wJOBZ1bVz7qsUZIkSZIWkvkyPLUKOD3JEpqA+/6q+niSMeDbwBeTAJxdVa/psE5JkiRJWhDmRVisqkuBh07SPi/qlyRJkqT5Zl5MQ5UkSZIkzS7DoiRJkiRpgGFRkiRJkjTAsChJkiRJGmBYlCRJkiQNMCxK0v9t7/6DNbvr+oC/P5OVJLR0V0PMpBtlSQk4wLWLpY4VsZeAbSQKtjACs1BDaXeIViizTo2tI850rDuUKMZqmbXGBYREiRlEooUWfUwVFEJANyFCmbBogtOIzE1dh0B3+frHfVI297u7997s3Xue8zyv18ydufc858f7PLsfnn1zzj0BAKCzcP/piaXdO3PHwauHjnFWJpNJju5bHjoGAAAwx1xZBAAAoKMsAgAA0FEWAQAA6CiLAAAAdBbuATdH7n8we667begYZ+XA0vFcM/JzWCRHR/5AJQAAFpMriwAAAHSURQAAADrKIgAAAB1lEQAAgI6yCAAAQEdZBAAAoKMsAgAA0BlFWayqG6vqgaq6a83yH6yqT1TV3VX1hqHyAQAAzJtRlMUkh5NcdfKCqnpOkhcm+cbW2tOSvHGAXAAAAHNpFGWxtXZ7ks+vWXxtkoOttS9O13lg24MBAADMqR1DBzgLT07y7Kr6iSQPJfmh1tqHT7ViVe1Psj9Jdl10cQ4sHd++lOfAJRdm9OewSCaTydARFs7elZWcOHHCew/rOHbsmDmBdZgTFtmYy+KOJF+d5FuS/MMkv1pVl7fW2toVW2uHkhxKkvMvvaJdf2TMp71aFMd+Dovk6L7loSMsnl27srKykuXl5aGTwEybTCbmBNZhTlhko7gN9TTuS3JrW/WhJF9O8viBMwEAAMyFMZfFdyW5Mkmq6slJHpPkc4MmAgAAmBOjuJexqm5Kspzk8VV1X5LXJ7kxyY3T/5zGl5J836luQQUAAGDzRlEWW2svO81LL9/WIAAAAAtizLehAgAAcI4oiwAAAHSURQAAADrKIgAAAB1lEQAAgM4onoa6lZZ278wdB68eOsZZmUwmObpveegYAADAHHNlEQAAgI6yCAAAQEdZBAAAoKMsAgAA0Fm4B9wcuf/B7LnutqFjnJUDS8dzzcjPYV4cHfnDkgAA4HRcWQQAAKCjLAIAANBRFgEAAOgoiwAAAHSURQAAADrKIgAAAB1lEQAAgM7oy2JVva6q7q6qu6rqpqq6YOhMAAAAYzfqslhVu5O8JskzW2tPT3JekpcOmwoAAGD8Rl0Wp3YkubCqdiR5bJLPDpwHAABg9HYMHeBstNbur6o3JvnTJF9I8r7W2vvWrldV+5PsT5JdF12cA0vHtzfoFrvkwoz+HObFZDIZOgKnsHdlJSdOnPDnA+s4duyYOYF1mBMW2ajLYlV9dZIXJnlikpUk76yql7fWfvnk9Vprh5IcSpLzL72iXX9k1KedA0vHM/ZzmBdH9y0PHYFT2bUrKysrWV5eHjoJzLTJZGJOYB3mhEU29ttQn5fk0621v2it/b8ktyb51oEzAQAAjN7Yy+KfJvmWqnpsVVWS5ya5Z+BMAAAAozfqstha+8MktyS5M8mRrJ7PoUFDAQAAzIHR/+Jba+31SV4/dA4AAIB5MuoriwAAAJwbyiIAAAAdZREAAICOsggAAEBHWQQAAKAz+qehbtbS7p254+DVQ8c4K5PJJEf3LQ8dAwAAmGOuLAIAANBRFgEAAOgoiwAAAHSURQAAADrKIgAAAJ2FexrqkfsfzJ7rbhs6xlk5sHQ814z8HMbu6MifqAsAAOtxZREAAICOsggAAEBHWQQAAKCjLAIAANBRFgEAAOgoiwAAAHSURQAAADpzURar6ryq+mhVvWfoLAAAAPNgLspiktcmuWfoEAAAAPNi9GWxqi5LcnWS/zZ0FgAAgHmxY+gAW+BNSf5dksedboWq2p9kf5LsuujiHFg6vk3Rzo1LLszoz2HsJpPJ0BE4g70rKzlx4oQ/J1jHsWPHzAmsw5ywyEZdFqvqu5I80Fr7SFUtn2691tqhJIeS5PxLr2jXHxn1aefA0vGM/RzG7ui+5aEjcCa7dmVlZSXLy8tDJ4GZNplMzAmsw5ywyMZ+G+qzkrygqo4muTnJlVX1y8NGAgAAGL9Rl8XW2o+01i5rre1J8tIkv91ae/nAsQAAAEZv1GURAACAc2NufvGttTZJMhk4BgAAwFxwZREAAICOsggAAEBHWQQAAKCjLAIAANBRFgEAAOjMzdNQN2pp987ccfDqoWOclclkkqP7loeOAQAAzDFXFgEAAOgoiwAAAHSURQAAADrKIgAAAJ2Fe8DNkfsfzJ7rbhs6xlk5sHQ814z8HNhaR0f+0CYAAGaPK4sAAAB0lEUAAAA6yiIAAAAdZREAAICOsggAAEBHWQQAAKCjLAIAANAZdVmsqq+rqt+pqnuq6u6qeu3QmQAAAObBjqEDnKXjSQ601u6sqscl+UhV/Y/W2seHDgYAADBmo76y2Fr789bandPv/yrJPUl2D5sKAABg/MZ+ZfH/q6o9SZ6R5A9P8dr+JPuTZNdFF+fA0vFtzbbVLrkwoz8HttZkMhk6wkzZu7KSEydOeF9gHceOHTMnsA5zwiKbi7JYVX87ya8l+bettf+79vXW2qEkh5Lk/EuvaNcfGfdpH1g6nrGfA1vr6L7loSPMll27srKykuXl5aGTwEybTCbmBNZhTlhko74NNUmq6quyWhTf3lq7deg8AAAA82DUZbGqKskvJrmntfZTQ+cBAACYF6Mui0meleQVSa6sqo9Nv54/dCgAAICxG/UvvrXWfi9JDZ0DAABg3oz9yiIAAADngLIIAABAR1kEAACgoywCAADQURYBAADojPppqI/G0u6duePg1UPHOCuTySRH9y0PHQMAAJhjriwCAADQURYBAADoKIsAAAB0lEUAAAA6yiIAAACdhXsa6pH7H8ye624bOkbn6Mif0AoAAMwXVxYBAADoKIsAAAB0lEUAAAA6yiIAAAAdZREAAICOsggAAEBHWQQAAKAz+rJYVTdW1QNVddfQWQAAAObF6MtiksNJrho6BAAAwDwZfVlsrd2e5PND5wAAAJgnO4YOsB2qan+S/Umy66KLc2Dp+MCJepPJZMPrHjt2bFPrw6LZu7KSEydOmBNYh88TWJ85YZEtRFlsrR1KcihJzr/0inb9kdk77aP7lje87mQyyfLyxteHhbNrV1ZWVswJrMPnCazPnLDIRn8bKgAAAFtPWQQAAKAz+rJYVTcl+WCSp1TVfVX1qqEzAQAAjN3s/fLeJrXWXjZ0BgAAgHkz+iuLAAAAbD1lEQAAgI6yCAAAQEdZBAAAoKMsAgAA0Bn901A3a2n3ztxx8OqhYwAAAMw0VxYBAADoKIsAAAB0lEUAAAA6yiIAAAAdZREAAICOsggAAEBHWQQAAKCjLAIAANBRFgEAAOgoiwAAAHSURQAAADrKIgAAAB1lEQAAgI6yCAAAQEdZBAAAoKMsAvNn794ce9KThk4BADBqO4YOALDl3vSmfGoyyWVD5wAAGDFXFgEAAOgoiwAAAHSURQAAADrKIgAAAB1lEQAAgI6yCAAAQEdZBAAAoKMsAgAA0FEWAQAA6CiLAAAAdJRFAAAAOsoiAAAAHWURAACAjrIIAABAR1kEAACgoywCAADQURYBAADoKIsAAAB0lEUAAAA6yiIAAAAdZREAAICOsggAAEBHWQQAAKBTrbWhM2yrqvqLJJ85adHOJA9ucjeb3WYz629k3ccn+dwmjj8PHs2f07myHVm2+hhnu79Hu/1W/93fzLrmZFjblWUrj2NOFoM5GXZf5mQczMmw+9qOOXlCa+3idddqrS30V5JD53qbzay/kXWT3DH0+zaGP6cxZ9nqY5zt/h7t9lv9d38z65qTxciylccxJ4vxZU6G3Zc5GceXORl2X9sxJxv9chtq8hvbsM1m1n80eRbBLL0v25Flq49xtvt7tNufq7/7s/T3YZbM0vuyXVm28jjmZDHM0vtiTs7Ndubk7M3S+2JOtu+4nYW7DXUeVNUdrbVnDp0DZpk5gfWZE1ifOWGRubI4ToeGDgAjYE5gfeYE1mdOWFiuLAIAANBxZREAAICOsggAAEBHWQQAAKCjLAIAANBRFudMVV1eVb9YVbcMnQVmRVX9rap6S1X9QlXtGzoPzCqfIbC+qvqe6efJr1fVPxk6D5xLyuIMqaobq+qBqrprzfKrquoTVfWpqrruTPtord3bWnvVuU0Kw9vkvPzzJLe01v51khdse1gY0GZmxWcIi2qTc/Ku6efJNUleMkBc2DbK4mw5nOSqkxdU1XlJfi7JdyZ5apKXVdVTq2qpqt6z5utrtz8yDOZwNjgvSS5L8mfT1U5sY0aYBYez8VmBRXU4m5+TH52+Dv777lAAAAZBSURBVHNrx9AB+IrW2u1VtWfN4m9O8qnW2r1JUlU3J3lha+0nk3zX9iaE2bGZeUlyX1YL48fi/yRjwWxyVj6+velgNmxmTqrqniQHk/xWa+3ObQ0K28w/mmbf7nzlikiy+o/e3adbuaouqqo3J3lGVf3IuQ4HM+Z083JrkhdV1X9N8htDBIMZc8pZ8RkCj3C6z5QfTPK8JC+uqlcPEQy2iyuLs69OsaydbuXW2l8m8T9cLKpTzktr7a+TvHK7w8AMO92s+AyBrzjdnNyQ5IbtDgNDcGVx9t2X5OtO+vmyJJ8dKAvMOvMCG2NWYH3mhIWnLM6+Dye5oqqeWFWPSfLSJO8eOBPMKvMCG2NWYH3mhIWnLM6QqropyQeTPKWq7quqV7XWjif5N0nem+SeJL/aWrt7yJwwC8wLbIxZgfWZEzi1au20v/4GAADAgnJlEQAAgI6yCAAAQEdZBAAAoKMsAgAA0FEWAQAA6CiLAAAAdJRFAGZCVV1SVe+oqnur6iNV9cGq+mfrbPN3q+qWLTr+s6vq7qr6WFVduOa111TVPVX19k3uc1dVff9W5NsqVbVcVe9ZZ51H5N7K9xmA8VAWARhcVVWSdyW5vbV2eWvtHyR5aZLLzrRda+2zrbUXb1GMfUne2Frb21r7wprXvj/J81tr+za5z13TbcfmEbm3+H0GYCSURQBmwZVJvtRae/PDC1prn2mt/WySVNWeqvpfVXXn9OtbT1p+1/T7a6rq1qr671X1v6vqDac6UFU9t6o+WlVHqurGqjq/qv5Vku9N8mNrrx5W1ZuTXJ7k3VX1uqr65qr6wHQfH6iqp0zXe1pVfWh6ZfKPq+qKJAeT/L3psv98iiz/YrruH1XV26bLnlBV758uf39Vff10+eGqumF6zHur6sXT5b9SVc8/aZ+Hq+pFVXVBVf3S9Dw/WlXPOcXxf7yqfuikn++qqj1rc695n0+5342+/wCMx46hAwBAkqclufMMrz+Q5Dtaaw9NS9hNSZ55ivX2JnlGki8m+URV/Wxr7c8efrGqLkhyOMlzW2ufrKq3Jrm2tfamqvq2JO9prT3idsvW2qur6qokz2mtfa6q/k6Sb2+tHa+q5yX5T0lelOTVSX6mtfb2qnpMkvOSXJfk6a21vWuDVtXTkvyHJM+a7vdrpi/9lyRvba29par+ZZIbknzP9LVLk3xbkm9I8u4ktyS5OclLkvzm9LjPTXJtkh+Y5l+qqm9I8r6qevIZ3uOTPSL3tEA+7Ez7PeP7D8C4uLIIwMypqp+bXm378HTRVyX5hao6kuSdSZ56mk3f31p7sLX2UJKPJ3nCmtefkuTTrbVPTn9+S5Jv32S8nUneOb3S9tNZLbpJ8sEk/76qfjjJE05xK+taVya5pbX2uSRprX1+uvwfJXnH9Pu3ZbUcPuxdrbUvt9Y+nuSS6bLfSnJlVZ2f5DuzeivvF6bbvW267z9J8pkkGy2LZ3Km/a73/gMwIsoiALPg7iTf9PAPrbUfyOoVsouni16X5P8k+ftZvaL4mNPs54snfX8i/R00tQVZ/2OS32mtPT3Jdye5YJr5HUlekOQLSd5bVVeus59K0jZwvJPXOfn8anrch5JMkvzTrF5hvPnk19dxPI/8t8AFG9jmTPtd7/0HYESURQBmwW8nuaCqrj1p2WNP+n5nkj9vrX05ySuyeovno/EnSfZU1ZOmP78iye9uch87k9w//f6ahxdW1eVJ7m2t3ZDVW0S/MclfJXncafbz/iTfW1UXTbd/+DbUD2T14T7J6kN3fm8DmW5O8sokz07y3umy26fbZ3qb6Ncn+cSa7Y5mWtKr6puSPHG6/Ey5N7JfAOaAsgjA4FprLau/l/ePq+rTVfWhrN4i+sPTVX4+yfdV1R9k9ZbHv36Ux3koq6XqndNbWr+c5M1n3qrzhiQ/WVW/n0eW1pckuauqPpbV3yl8a2vtL5P8/vTBMY94wE1r7e4kP5Hkd6vqj5L81PSl1yR5ZVX9cVbL7Gs3kOl9Wb2d9n+21r40XfbzSc6bnuevJLmmtfbFNdv9WpKvmWa+Nsknp9lOm3uD+wVgDtTq5zMAAAB8hSuLAAAAdJRFAAAAOsoiAAAAHWURAACAjrIIAABAR1kEAACgoywCAADQ+RsQxkL0H+tEtwAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -327,7 +339,7 @@ "import timeit\n", "\n", "n = np.arange(17) # lengths = 2**n to evaluate\n", - "reps = 20 # number of repetitions for timeit\n", + "reps = 50 # number of repetitions for timeit\n", "\n", "gain = np.zeros(len(n))\n", "for N in n:\n", @@ -394,7 +406,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/nonrecursive_filters/introduction.ipynb b/nonrecursive_filters/introduction.ipynb index 796da17..85e85d8 100644 --- a/nonrecursive_filters/introduction.ipynb +++ b/nonrecursive_filters/introduction.ipynb @@ -111,9 +111,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.7.1" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/nonrecursive_filters/quantization_effects.ipynb b/nonrecursive_filters/quantization_effects.ipynb index 80a26c0..ba790b2 100644 --- a/nonrecursive_filters/quantization_effects.ipynb +++ b/nonrecursive_filters/quantization_effects.ipynb @@ -71,12 +71,14 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAAEYCAYAAAD/B5rcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -244,17 +246,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Power of overall round-off noise is -86.161114 dB\n" + "Power of overall round-off noise is -85.992869 dB\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAAGGCAYAAAAU8tcEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJE8gkTpIkaQKZxEmSJE2g/w/0PjRE9GYTIQAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -293,7 +297,7 @@ "sx = 10*np.log10(np.var(e))\n", "print('Power of overall round-off noise is %f dB' %sx)\n", "# estimated PDF of round-off error\n", - "pe, bins = np.histogram(e, bins=50, normed=True, range=(-10*Q, 10*Q))\n", + "pe, bins = np.histogram(e, bins=50, density=True, range=(-10*Q, 10*Q))\n", "# estimate PSD of round-off error\n", "nf, Pee = sig.welch(e, nperseg=128)\n", "\n", @@ -345,18 +349,20 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmgAAAETCAYAAACC4vrWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUYImIiIiUmCUoImIiIgUmP8DAVmdQ7oSaoEAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ "L = 1024 # length of signals x[k]\n", - "A = 1/3 # amplitude of signal\n", + "A = 1/7 # amplitude of signal\n", "M = 2*L-1\n", "\n", "\n", @@ -421,7 +427,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/nonrecursive_filters/segmented_convolution.ipynb b/nonrecursive_filters/segmented_convolution.ipynb index 99dded3..dd59879 100644 --- a/nonrecursive_filters/segmented_convolution.ipynb +++ b/nonrecursive_filters/segmented_convolution.ipynb @@ -73,62 +73,74 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAACuCAYAAACV42EAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAF5tJREFUeJzt3XuQpXV95/H3x2GUEcSJCRJncBQ3yaAlwpiRSGEZxZBBRSXGcvEWY2lh1YqX3QiCm41rSgOGlLfNrinihRgVMTjOKhEnbgbXXFyQYZDh4hgBuTSXwehw0ZHL8N0/ztPQM3SfPt3TfZ7T/bxfVV2c81zO73t+3efMl9/39/yeVBWSJEkavke1HYAkSVJXmYhJkiS1xERMkiSpJSZikiRJLTERkyRJaomJmCRJUktMxCRJklpiIiZJktQSEzFJcyrJj5L8zhy91uoklye5O8k75uI1JWmUmIhJi1iTFO1Mck+S25Kck2T/Ibe/N0nZqcBFVfW4qvr4XMU1KuYyaZ1F2ycnuTTJvUnOaSMGSSZiUhe8rKr2B44A1gCntxzPTDwFuKrtIBapW4APAJ9uOxCpy0zEpI6oqtuAjfQSMgCSrEjy5SR3JLl+YvkvyXuSjDVlwW1JXtRsryS/NuG4c5J8YM/2kvwtsAr4WjMid+pkcSV5epJvJdmR5KokL2+2bwJeCPxlc/5vTHLupDEO8N6enWRLc97fJTlv4ntoRqpOSXJFkp8l+VSSg5Jc2Jzzf5L80nTtTHitdzevdWfT1r4z6J/XJflOc96tSW5K8uLJjp2JqlpfVRuAf9/b15I0eyZiUkckORh4MfDD5vmjgK8B3wNWAi8C3pVkXZLVwMnAc6rqccA64Eczaa+q3gDcSDMiV1V/PklMS5sY/gF4IvB24PNJVlfVMcA/ASc35/9gj3OnjHGa9/Zo4CvAOcATgHOB35vkLfw+cCzwG8DLgAuB9wIH0vvufEe/dvZ4rVcDxwGHAM8C/nCQ/mkcRi95Pq9p42PAX03Slxc0yexkPxdM8dqSWmYiJi1+G5LcDdwEbAfe12x/DnBgVf1pVd1XVdcBfw2cCOwCHgM8I8nSqvpRVV07D7E9F9gfOLOJYRNwAfCaAc7tF2O/9/ZcYB/g41V1f1WtBy6Z5PX/R1XdXlVj9BLCi6tqS1X9gl4it2aadib6eFXdUlU/oZe4HcHgDgM+0oxgPQh8FliVZN+JB1XV8VW1fIqf42fQnqQhMhGTFr8TmhGjFwCHAr/SbH8KsGLiyAm9EZ+DquqHwLuA/w5sT/LFJCvmIbYVwE1NgjHuBnojP31NE+OU761pc6yqasLL3TRJE7dPeLxzkuf7T9PORLdNePzz5txBHQacP+H5E4F7moRQ0gJnIiZ1RFX9X3rluL9oNt0EXL/HyMnjquolzfFfqKrn0Us2CvhQc97PgcdOeOlf7dfsNGHdAjy5KfGNWwWMDfiepoqx33u7FViZJBNe6smDtDeJvn04yFvotzPJ8ia2OyZsfhW9Mumex17YzDWb7OcRx0saDSZiUrd8FDg2yeH0ynF3NxPelyVZkuSZSZ6T3vpdxyR5DPALeiNA46NWlwOvbY4/DvjtPu3dDjytz/6L6SV2pyZZmuQF9OZjfXG6NzJNjFO+N+A79MqaJyfZJ8krgCOna28K/doZxHT9c1gT62ubWF8K/Cd6o4C7qaoXN3PNJvt5xOT+5vX2BZYAS5oLCPYZMG5Jc8RETOqQqrqD3hyjP6mqXcDx9OYrXQ/8GPgk8Hh6c6/ObLbdRq8cNr7sxTvpJUs7gNcBG/o0eQbwx03Z7t2TxHNf81ovbtr6X8AfVNX3B3g7U8bY7701bb4SeHPzHl5Pb17avQO0uWf8/fpwEH37h14i9nngKOCnwPvplZqvnmmsk/hjesnrafT6YGezTdIQZfdpEpLUPUkuBv6qqj7TdiwTJfkE8IOq+kjbsUiaH46ISeqcJL+d5Feb8twb6S0p8Y2245rEYcA1bQchaf4MfT5AkiXApfSuWvKSakltWA18CdgPuA54VVXd2m5Ik3omMEiZVtICNfTSZJL/AqwFDjARkyRJXTbU0mSzsvdL6U1mlSRJ6rRhzxH7KHAqD19iLkmS1FlDmyOW5Hhge1VtbtYKmuq4k4CTAPbbb7/fPPTQQ4cUoSRJ0uxt3rz5x1V14EzOGdocsSRnAG8AHgD2BQ4A1lfV66c6Z+3atXXppZcOJT5JkqS9kWRzVa2dyTlDK01W1elVdXBVPZXeDXE39UvCJEmSFjvXEZMkSWpJK/cVq6pvAd9qo21JkqRR4YiYJElSS0zEJEmSWmIiJkmS1BITMUmSpJaYiEmSJLXEREySJKklrSxfIak9G7aMcdbGbdyyYycrli/jlHWrOWHNymn3SZLmnomY1CEbtoxx+vqt7Lx/FwBjO3Zy+vqtD+2fap/JmCTNDxMxqUPO2rjtoURr3M77d3HWxm0PPZ5sn4mYJM0PEzFpEZqqxHjLjp2THj/V9un2SZL2jomYtMj0Kz+uWL6MsUkSqxXLlz107FT7JElzz6smpUWmX/nxlHWrWbZ0yW77li1dwinrVvfdJ0maH46ISQvUbMqP43O9Tj3/Cu7b9SArJ7kyst8+SdLcMhGTFqC9KT+esGYl515yIwDnvfWo3Y7pt8+lLSRp7lmalBag2ZYfZ2s88RvbsZPi4cRvw5axWb+mJMlETFqQpis/nvHKw3j0kt7He+XyZZzxysP2avRqumUvJEmzY2lSGmFTlQP3pvw4G7NZ9kKSND1HxKQR1a8cOOwrHKdawsKlLSRp7wwtEUuyb5JLknwvyVVJ3j+stqWFqF85cD7Kj/24tIUkzY9hlibvBY6pqnuSLAX+OcmFVfX/hhiDNHJmuwr+XJcf+xlk2QtJ0swNLRGrqgLuaZ4ubX5qWO1Lo2hvlqEYtmEmfpLUFUOdI5ZkSZLLge3AN6vq4mG2L42aYS9DIUkaLUNNxKpqV1UdARwMHJnkmXsek+SkJJcmufSOO+4YZnjS0A17GQpJ0mhpZfmKqtqR5CLgOODKPfadDZwNsHbtWkuXWhRGZRkKSdJoGeZVkwcmWd48XgYcC3x/WO1LbRmlZSgkSaNlmKXJJwEXJbkC+C69OWIXDLF9qRWjtAyFJGm0TFuaTPKEAV7nwara0e+AqroCWDNoYNJCsxCWoZAkjZZB5ojd0vykzzFLgFVzEpG0AC2kZSjmw1RJqCSpv0FKk9dU1dOq6pCpfoB/n+9ApVHW5WUo+s2BkyT1N8iI2CC1Eusp6oTZlB8X+6r0082BkyRNbZBE7NVJPkxv9OwC4G1VdffEA6rqF/MRnDRK9qb8uJjngU03B06SNLVBSpN/Qm+piUOBG4A/m9eIpBHV5fJjP1PNdVtMc+Akab4MkojdVVVbqmp7Vf034Mj5DkoaRa6CP7kuJ6GStLcGKU0+KclJ9BZfvYbezbqlRctV8Gdmsc+Bk6T5NEgi9j7gMOB1zX/3T/J14HvAFVV17jzGJw1Vv3lgp6xbvds+cORnXFeTUEnaW9MmYs29Hx+S5GB6CdmzgJcAJmJaNPrNA/uX044BHPmRJM2dGd/0u6puBm4GLpz7cKR2uQq+JGmY9upek0neNFeBSKPAKwAlScO0tzf9fv+cRCEN2YYtYxx95iYOOe3vOfrMTQ+tAu8VgJKkYRrkpt9XTLULOGhuw5HmX78J+V4BKEkapkHmiB0ErAN+usf2AP865xFJ82y6W/I4D0ySNCyDJGIXAPtX1eV77kjyrTmPSJpn3pJHkjQqBlm+4s199r12bsOR5t90C7NKkjQseztZX1pwnJAvSRoVM15HTFronJAvSRoVM07Ekrysqr42H8FIw+KEfEnSKJjNiNgHgRknYkmeDHyW3lWYBZxdVR+bRfvSQKa6ebckSaNiNolYZtnWA8AfVdVlSR4HbE7yzaq6epavJ01pkLXCJElq22wm69dsGqqqW6vqsubx3cA1gP8ial70WytMkqRR0cpk/SRPBdYAF0+y7yTgJIBVq1YNNS4tHq4VNjosEUvS1Ia+fEWS/YEvA++qqrv23F9VZ1fV2qpae+CBBw47PC0S3rx7NIyXiMd27KR4uEQ8fm9PSeq62SRit8+2sSRL6SVhn6+q9bN9HWk6rhU2GiwRS1J/My5NVtWxs2koSYBPAddU1Ydn8xrSoFwrbDRYIpak/oY5R+xo4A3A1iTj9618b1V9fYgxqENcK6x93k5Kkvob2hyxqvrnqkpVPauqjmh+TMKkRcwSsST1N3AiluQDk2xbMtmxkgS9UckzXnkYj17S+6pZuXwZZ7zyMEvEktSYSWlyZZLXVNW5AEmeCJwHvHBeIpO0KFgilqSpzSQReyuwMcm19BZ1/QzwnnmJShqQa1RJkhayaROxJJ8FLgO2AG8DvkDvdkUnVNUP5zc8aWrexkiStNANMkfsHHr3l3wT8DngqcBPgdcnedW8RSZNwzWqJEkL3bQjYlW1Cdg0/jzJPsDTgcOB3wLOn7fopD5co0qStNDNZkHXB4Ctzc/n5jwiaUCuUSVJWuimLU0muWwujpHmmmtUSZIWukFGxJ6e5Io++wM8fo7ikQbmbYwkSQvdIInYoQMcs2v6Q6S55xpVkqSFbJDJ+jf025/kPVX1obkLSZIkqRtmPFk/yZcmPgWOAEzEJEmSZmjGiRhwV1W9ZfxJkk/MYTySJEmdMfBNvyf44B7P/+tcBCJJktQ1AydiSb6Z5PCqun7i9qr6ydyHJUmStPjNZETsPcBHk3wmyZPmKyBJkqSuGHiOWFVdBrwwye8D30iyHvjzqvJ+MppXG7aMcdbGbdyyYycrXCtsUfF3K6nrZjRHLEmAbcAngLcD/5bkDfMRmAS9f6hPX7+VsR07KWBsx05OX7+VDVvG2g5Ne8nfrSTNbI7YvwBjwEeAlcAfAi8Ajkxy9gDnfzrJ9iRXzi5UddFZG7ex8/7d1wveef8uztq4raWINFf83UrSzJavOAm4uqpqj+1vT3LNAOefA/wl8NkZtKmOu2WSm3r3266Fw9+tJM1gRKyqrpokCRv30gHO/zbgFZaakRXLl81ouxYOf7eSNLt1xB6hqq6bi9eR9nTKutUsW7pkt23Lli7hlHWrW4pIc8XfrSTNbmX9eZXkJHplUFatWtVyNGrb+BV0p55/BfftepCVXlm3aPi7laQRTMSq6mzgbIC1a9dOVQpVh5ywZiXnXnIjAOe99aiWo9Fc8ncrqevmpDQpSZKkmRtaIpbkXOA7wOokNyd587DaliRJGkVDK01W1WuG1ZYkSdJCYGlSkiSpJSZikiRJLTERkyRJasnILV+hbtqwZYyzNm7jlh07WeF6UpKkjjARU+s2bBnj9PVbH7oB9NiOnZy+fiuAyZgkaVGzNKnWnbVx20NJ2Lid9+/irI3bWopIkqThcERMrbtlx84ZbVc3WK6W1AWOiKl1K5Yvm9F2LX7j5eqxHTspHi5Xb9gy1nZokjSnTMTUulPWrWbZ0iW7bVu2dAmnrFvdUkRqm+VqSV1haVKtGy83nXr+Fdy360FWWobqPMvVkrrCREwj4YQ1Kzn3khsBOO+tR7Ucjdq2YvkyxiZJuixXS1psLE1KGjmWqyV1hSNiGhqvgtOgLFdL6goTMQ2Fi7ZqpixXS+oCS5MaCq+CkyTpkRwR01B4FZzmkmVuSYuFI2IaChdt1VxxsVdJi4mJmObUhi1jHH3mJg457e85+sxND/3j6FVwmiuWuSUtJkMtTSY5DvgYsAT4ZFWdOcz2Nb8GmZDvVXDaW5a5JS0mQ0vEkiwB/idwLHAz8N0kX62qq6c6Z+vYnRx95qbd/sHuNzdkNvvm+vW6vK/fSMUJa1Z6FZzmhIu9SlpMhjkidiTww6q6DiDJF4FXAFMmYrD7qAow5YjLbPZdesNP+PLmsTl7va7vc6RCw3DKutW7/Q2CZW5JC1eqajgNJa8CjquqtzTP3wD8VlWdPNU5/2H/x9efHf48AB6zT29+0b0P7HrEcbPdl4TJ3v98tNX1fWtWLQfg6lvvAuAZTzrgEce5z32D7vvxPfdy7R0/49oDVnDB80+0zC1pJCTZXFVrZ3LOyC1fkeQk4CSARy07gD+47gctR6RBPXDn9uv3OeDAp5A8fBFI1YMP3HXHDQ9++66fzHPzvwL8eJ7bWIgWf79c+Nf83ukzPmvx98vM2SeTs18mZ79MbsZD88NMxMaAJ094fnCzbTdVdTZwNkCSS+/9+Z0zyiwXuySXzjTb7gL7ZXL2y+Tsl0eyTyZnv0zOfplckktnes4wl6/4LvDrSQ5J8mjgROCrQ2xfkiRppAxtRKyqHkhyMrCR3vIVn66qq4bVviRJ0qgZ6hyxqvo68PUZnHL2fMWygNknk7NfJme/TM5+eST7ZHL2y+Tsl8nNuF+GdtWkJEmSductjiRJkloykolYkuOSbEvywySntR1PW5J8Osn2JFdO2PaEJN9M8m/Nf3+pzRjbkOTJSS5KcnWSq5K8s9ne2b5Jsm+SS5J8r+mT9zfbD0lycfNZOq+5UKZzkixJsiXJBc3zzvdLkh8l2Zrk8vErvbr8GRqXZHmS85N8P8k1SY7qcr8kWd38jYz/3JXkXV3uk3FJ/nPzfXtlknOb7+EZf7eMXCI24VZILwaeAbwmyTPajao15wDH7bHtNOAfq+rXgX9snnfNA8AfVdUzgOcCb2v+RrrcN/cCx1TV4cARwHFJngt8CPhIVf0a8FPgzS3G2KZ3AtdMeG6/9Lywqo6YsAxBlz9D4z4GfKOqDgUOp/d309l+qaptzd/IEcBvAj8HvkKH+wQgyUrgHcDaqnomvYsQT2QW3y0jl4gx4VZIVXUfMH4rpM6pqm8Dey6E+grgb5rHfwOcMNSgRkBV3VpVlzWP76b3RbmSDvdN9dzTPF3a/BRwDHB+s71TfTIuycHAS4FPNs+D/TKVzn6GAJI8Hng+8CmAqrqvqnbQ8X6Z4EXAtVV1A/YJ9C54XJZkH+CxwK3M4rtlFBOxlcBNE57f3GxTz0FVdWvz+DbgoDaDaVuSpwJrgIvpeN805bfLge3AN4FrgR1V9UBzSFc/Sx8FTgUebJ7/MvYL9BL1f0iyubmjCXT8MwQcAtwBfKYpZX8yyX7YL+NOBM5tHne6T6pqDPgL4EZ6CdidwGZm8d0yiomYBlS9S147e9lrkv2BLwPvqqq7Ju7rYt9U1a6mfHAwvZHlQ1sOqXVJjge2V9XmtmMZQc+rqmfTmwbytiTPn7izi58heiMczwY+UVVrgJ+xR8mto/1CM9fp5cDf7bmvi33SzIl7Bb3kfQWwH4+cSjSQUUzEBroVUofdnuRJAM1/t7ccTyuSLKWXhH2+qtY3m+0boCmlXAQcBSxvhs2hm5+lo4GXJ/kRvWkOx9CbA9T1fhn/P3qqaju9OT9H4mfoZuDmqrq4eX4+vcSs6/0CvYT9sqq6vXne9T75HeD6qrqjqu4H1tP7vpnxd8soJmLeCqm/rwJvbB6/EfjfLcbSimaOz6eAa6rqwxN2dbZvkhyYZHnzeBlwLL25cxcBr2oO61SfAFTV6VV1cFU9ld53yaaqeh0d75ck+yV53Phj4HeBK+nwZwigqm4DbkoyfuPmFwFX0/F+abyGh8uSYJ/cCDw3yWObf5PG/1Zm/N0ykgu6JnkJvXkd47dC+mDLIbUiybnAC+jd5f524H3ABuBLwCrgBuDVVbXnhP5FLcnzgH8CtvLwvJ/30psn1sm+SfIsehNDl9D7H6wvVdWfJnkavZGgJwBbgNdX1b3tRdqeJC8A3l1Vx3e9X5r3/5Xm6T7AF6rqg0l+mY5+hsYlOYLehR2PBq4D3kTzmaKj/dIk6zcCT6uqO5tt/q30lgn6j/Su5N8CvIXenLAZfbeMZCImSZLUBaNYmpQkSeoEEzFJkqSWmIhJkiS1xERMkiSpJSZikiRJLTERkyRJaomJmCRJUktMxCR1RpIXJfnbtuOQpHEmYpK65HB6q11L0kgwEZPUJYcDW5I8Jsk5Sf6suU+cJLVin+kPkaRF41nAdmAj8Mmq+lzL8UjqOO81KakTkiwFfkzvBsVvrarvtBySJFmalNQZTwe+CzwA7Go5FkkCTMQkdcfhwL8CJwKfSXJQy/FIkomYpM44HLiyqn4AvAf4UlOulKTWOEdMkiSpJY6ISZIktcRETJIkqSUmYpIkSS0xEZMkSWqJiZgkSVJLTMQkSZJaYiImSZLUEhMxSZKklvx/lazrPxYAsFgAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmIAAACuCAYAAACV42EAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAGINJREFUeJzt3X+UXGWZ4PHvYydAyw8jIyJpiMCuE+AYkmhkYfEogkxQUTLIzsIgOrPOhj0LKu6YSDy6jnNGYYY5oo67zmZFUAcjTIhREc04Aus444IJjQkQwwDyIx1Cwmrzy0ggefaPexsqSXV3VaerbnXX93NOnVTdn0+9XVU8vM973xuZiSRJktrvJVUHIEmS1K1MxCRJkipiIiZJklQREzFJkqSKmIhJkiRVxERMkiSpIiZikiRJFTERkyRJqoiJmKRxFREPRsRbx+lYMyOiPyKeiogPjscxJamTmIhJk1iZFG2LiKcjYnNEXBMRB7T5/HuTlC0Gbs3MAzPzC+MVV6cYz6S1yfPuGxFXRcRDZZLbHxFva3cckkzEpG7wzsw8AJgDzAWWVBxPM14N3F11EJPQFOAR4M3Ay4BPANdHxJEVxiR1JRMxqUtk5mZgFUVCBkBETI+IGyJia0T8srb8FxEfjYiBssdkQ0ScVi7PiPi3NdtdExF/sfv5IuLrwAzgu2WP3OJ6cUXEsRFxa0QMRsTdEfGucvnNwFuAL5b7/26dfevG2MB7e11NyfPvI+K62vdQ9lQtioi1EfFM2Xt0aER8v9znHyPi5aOdp+ZYHymP9UR5rv2aaJ/zI+Jfyv02R8Qje9t7lZnPZOafZeaDmbkzM28Efgm8fm+OK6l5JmJSl4iIw4G3AfeVr18CfBf4OdAHnAZcEhHzI2ImcDHwhsw8EJgPPNjM+TLzAuBhyh65zPyrOjFNLWP4B+CVwAeAayNiZmaeCvwTcHG5/7277TtsjKO8t32AbwHXAAcDy4Dfr/MW3g2cDvwu8E7g+8DHgFdQ/HZ+cKTz7HasPwDOAI4Cjgf+qJH2Kc2i6Mm8ATgC+Dzwt3Xa8sYyma33uHGYYw/te2j5Pu19lNrMREya/FZGxFMUpagtwCfL5W8ADsnMP8/M7Zn5APC/gXOBHcC+wHERMbXsObm/BbGdCBwAXF7GcDNwI3BeA/uOFONI7+1EitLcFzLzucxcAdxe5/h/k5mPZeYARUJ4W2b2Z+azFInc3FHOU+sLmbkpM39FkbjNoXGzgCsz8/rMfA74GjAjIvar3Sgzz8zMacM8zhzu4GUyfC3w1cz8RRNxSRoHJmLS5Leg7DE6BTiGokcHivFX02t7Tih6fA7NzPuAS4A/A7ZExDcjYnoLYpsOPJKZO2uWPUTRuzSiUWIc9r2V5xzIzKw53CN1TvFYzfNtdV4fMMp5am2uef6bct9GzQKW17x+JfB0Zv62iWPUVfbofR3YTtG7KKnNTMSkLpGZ/4eiHPfX5aJHgF/u1nNyYGa+vdz+G5n5RopkI4G/LPf7DfDSmkO/aqTTjhLWJuCIMiEYMgMYaPA9DRfjSO/tUaAvIqLmUEc0cr46RmzDRt7CSCsjYloZ29aaxedQlEl33/b75Vizeo962wdwFUXS+O6yt01Sm5mISd3lc8DpETGHohz3ZDngvTcieiLitRHxhijm7zo1IvYFfkvRA7SjPMadwB+W259BceXdcB4Djh5h/W3AM8DiiJgaEadQjMf65mhvZJQYh31vwE/L7S6OiCkRcRZwwmjnG8ZI52nEaO0zq4z1D8tY3wH8V4pewF1k5tvKsWb1HvUG938JOJZijNq2BuOVNM5MxKQukplbKcYYfSIzd1AkPXMorph7HPgyxXQG+wKXl8s2U5TDPlYe5kPlfoPA+cDKEU55GfDxsmz3kTrxbAfeRXERwePA/wTe2+BYpWFjHOm9lec8G3h/+R7eQzEu7dkGzrl7/CO1YSNGbB+KROxa4CTg18CnKErN9zQba62IeDVwYRn35pqes/P35riSmhe7DpOQpO4TEbcBf5uZV1cdS62I+BJwb2ZeWXUsklrDHjFJXSci3hwRryrLfe+jmFLiB1XHVccsYH3VQUhqnSntPmFE9ACrKa5aGvaSaklqoZnA9RRXL94PnJOZj1YbUl2vBZxSQprE2l6ajIj/BswDDjIRkyRJ3aytpclyZu93UAxmlSRJ6mrtHiP2OWAxsHO0DSVJkia7to0Ri4gzgS2ZuaacK2i47RYCCwH233//1x9zzDFtilCSJGns1qxZ83hmHtLMPm0bIxYRlwEXAM8D+wEHASsy8z3D7TNv3rxcvXp1W+KTJEnaGxGxJjPnNbNP20qTmbkkMw/PzCMpboh780hJmCRJ0mTnPGKSJEkVafs8YgCZeStwaxXnliRJ6hT2iEmSJFXEREySJKkiJmKSJEkVMRGTJEmqiImYJElSRUzEJEmSKlLJ9BWStDdW9g9wxaoNbBrcxvRpvSyaP5MFc/tGXSdJncZETNKEsrJ/gCUr1rHtuR0ADAxuY8mKdS+sH26dyZikTmQiJmlCuWLVhhcSrSHbntvBFas2vPC83joTMUmdyERM0oSyaXBbU8tr11m2lNRpHKwvaUKZPq132OUjrRsqaQ4MbiN5sWy5sn+ghdFK0shMxCRNKIvmz6R3as8uy3qn9rBo/swR141W0pSkKlialDShDJUSFy9fy/YdO+mrU2Kst+7D191Z93iWLSVVyURMUkcaKTFaMLePZbc/DMB1F560y37DrZs+rZeBOuPIasuWXm0pqd0sTUrqOK0Yz2XZUlInMhGT1HFakRgtmNvHZWfPYp+e4mevb1ovl509iwVz+8Z0JaYkjQdLk5I6TqsSo7GULcHxY5Jaxx4xSR1npGkoWmGksqXTXkhqpbYlYhGxX0TcHhE/j4i7I+JT7Tq3pIllpMSoFUYqWzp+TFIrtbM0+SxwamY+HRFTgZ9ExPcz8/+2MQZJE0AjU1S04pz1ypajlUktW0raG21LxDIzgafLl1PLR7br/JImlpGmqGgnp72Q1EptHSMWET0RcSewBfhhZt7WzvNLUrOc9kJSK7U1EcvMHZk5BzgcOCEiXrv7NhGxMCJWR8TqrVu3tjM8SdqD015IaqVKpq/IzMGIuBU4A7hrt3VLgaUA8+bNs3QpqXJjna3fsWOSRtPOqyYPiYhp5fNe4K3AL9p1fkkab8OVLd9yzCFOeSGpIe0sTR4G3BIRa4GfUYwRu7GN55ekcTVc2fKWX2x17JikhoxamoyIgxs4zs7MHBxpg8xcC8xtNDBJmgjqlS0/fN2ddbd1ygtJu2tkjNim8hEjbNMDzBiXiCR1jcmakDjlhaRGNVKaXJ+ZR2fmUcM9gP/X6kAlTS6T+dZBTnkhqVGNJGKNzKRY3WyLkiakyZyQ7M2UFyv7Bzj58ps56tLvcfLlN0+KxFTS8BopTf5BRHyWImm7EbgoM5+q3SAzf9uK4CRNXpN9Dq6xTnlh2VLqLo30iP134HTgGOAh4DMtjUhSV5g+rbep5ZOFZUtJtRpJxJ7MzP7M3JKZnwBOaHVQkia/kRKSycyZ+iXVaqQ0eVhELATWU0zAOrW1IUnqBkOltsXL17J9x076JtFVk6MZS9kSJu9VplI3ayQR+yRwPHA+MAs4ICJuAn4OrM3MZS2MT9IkNlxC0q0WzZ+5yxgxeLGX0PFj0uQ0amkyM5dm5sWZ+ebMPBg4GvgiMAi8vdUBSlK3GKls6fgxaXJq+qbfmbkR2AjcNP7hSFJ3G66X0PFj0uTU0L0mI+KYiDgtIg7YbfkZrQlLklSrW68ylSa7UROxiPgg8G3gA8BdEXFWzWqnspCkNhjtKlMngpUmpkZKk/8ZeH1mPh0RRwLLI+LIzPw8I99/UpI0Tka6ytSB/NLE1Ugi1pOZTwNk5oMRcQpFMvZqTMQkqW2GGz820kB+EzGpszUyRmxzRMwZelEmZWcCr6CYzkKSVCEH8ksTVyOJ2HuBzbULMvP5zHwv8KaWRCVJapgD+aWJq5F5xDZm5uZh1v3z+IckSWpGt94uSpoMmp5HTJLUWbr5dlHSRNd0IhYR78zM77YiGEnS2Hi7KGliGkuP2KeBphOxiDgC+BrwKmAnsLScAkOS1ELeLFzqXGNJxMY6ZcXzwJ9m5h0RcSCwJiJ+mJn3jPF4kqRROMeY1NkausXRbnIsJ8rMRzPzjvL5U8B6wF8BSWohbxYudbZKBuuXM/TPBW6rs24hsBBgxowZbY1L0vizLFYt5xiTOttYesT2Snnj8BuASzLzyd3XZ+bSzJyXmfMOOeSQdocnaRwNlcUGBreRvFgW8z6I7eMcY1JnG0si9thYTxYRUymSsGszc8VYjyNpYrAsVj3nGJM6W9Olycw8fSwniogArgLWZ+Znx3IMSROLZbHqOceY1NnaOUbsZOACYF1E3Fku+1hm3tTGGCS10fRpvQzUSbosi7WXc4xJnattY8Qy8yeZGZl5fGbOKR8mYdIkZllMkkbWcCIWEX9RZ1lPvW0lCYqemMvOnsU+PcVPTd+0Xi47e5ZlMUkqNVOa7IuI8zJzGUBEvBK4DnhLSyKTNClYFpOk4TWTiF0IrIqI+ykmdb0a+GhLopIktYXzvEnVGjURi4ivAXcA/cBFwDcoble0IDPva214kqRW8fZHUvUaGSP21XK7/0SRhB0J/Bp4T0Sc07rQJEmt5DxvUvVG7RHLzB8BPxp6HRFTgOOA2cCJwPKWRSdJahnneZOqN5YJXZ8H1paPr497RJKktnCeN6l6o5YmI+KO8dhGktRZnOdNql4jPWLHRsTaEdYH8LJxikeS1Cbe/kiqXiOJ2DENbLNj9E0kSZ3Ged6kao1amszMh2ofwGuAjwMvL1/Pz8yNrQ5UkiRpshnLTb8vAv4Y+HhEHAzMGd+QJEmSusNYbvq9NTMHM/MjwO8BbxjnmCRJkrrCWBKx7w09ycxLga+NXziSJEndo+FELCL+MSJmZ+a3a5dn5t+Mf1iSJEmTXzM9YouBKyPi6og4rFUBSZIkdYuGB+tn5h3AqRHxbuAHEbEC+KvM9F4YUpdb2T/AFas2sGlwG9Odi2rS8O8qtV5TY8QiIoANwJeADwD/GhEXtCIwSRPDyv4BlqxYx8DgNhIYGNzGkhXrWNk/UHVo2gv+XaX2aGaM2E+AAeBKoA/4I+AU4ISIWNrA/l+JiC0RcdfYQpXUia5YtYFtz+06p/O253ZwxaoNFUWk8eDfVWqPZuYR+y/A3ZmZuy3/QESsb2D/a4Av4lWW0qSyqc5No0daronBv6vUHg33iGXmXXWSsCHvaGD/HwO/avR8kiaG6dN6m1quicG/q9QeY5lHbA+Z+cB4HEfSxLNo/kx6p/bssqx3ag+L5s+sKCKNB/+uUnuM5RZHLRURC4GFADNmzKg4GkmjGbqKbvHytWzfsZM+r66bFPy7Su3RcYlYZi4FlgLMmzdvuFKopA6yYG4fy25/GIDrLjyp4mg0Xvy7Sq03LqVJSZIkNa9tiVhELAN+CsyMiI0R8f52nVuSJKkTta00mZnntetckiRJE4GlSUmSpIqYiEmSJFXEREySJKkiHTd9hSSp863sH+CKVRvYNLiN6c4xJo2ZiZgkqSkr+wdYsmLdCzcFHxjcxpIV6wBMxqQmWZqUJDXlilUbXkjChmx7bgdXrNpQUUTSxGWPmKSGWIrSkE2D25paLml49ohJGtVQKWpgcBvJi6Wolf0DVYemCkyf1tvUcknDMxGTNCpLUaq1aP5Meqf27LKsd2oPi+bPrCgiaeKyNClpVJaiVGuoJL14+Vq279hJn6VqacxMxCSNavq0XgbqJF2WorrXgrl9LLv9YQCuu/CkiqORJi5Lk5JGZSlKklrDHjFJo7IUpWZ4ha3UOBMxSQ2xFKVGONmr1BxLk5KkceMVtlJz7BGT9AJLStpbXmErNcceMUmAk7ZqfDjZq9QcEzFJgCUljY/RrrBd2T/AyZffzFGXfo+TL7/ZRF9dr62JWEScEREbIuK+iLi0neeWNDJLShoPC+b2cdnZs9inp/jPS9+0Xi47exYL5vbZ6yrV0bYxYhHRA/wP4HRgI/CziPhOZt4z3D7rBp7g5Mtv3mWcykhjWMaybryP5zrXTdR1Ttqq8TLcFbYj9bo6FlHdqp2D9U8A7svMBwAi4pvAWcCwiRjseukzMOxl0WNZt/qhX3HDmoFxO57rXDeR1y2aP3OXdeCkrRpf9rpKe4rMbM+JIs4BzsjMPylfXwD8u8y8eLh9/s0BL8vPzH4jAPtOKcYcPPv8jj22G+u6iKDe+2/FuVznuk5fN3fGNB5/+lnu3/oMmcm+U3o44uBeXnHAvi9sd8+jTwJw3GEH7XEM1+25rlPi6JR1/Q8PvvD5e+Blffyv488CivLlP1966h7HkCaaiFiTmfOa2aedPWJRZ9keWVBELAQWAryk9yDe+8C9rY5LErD9x/etqTqGNnoF8HjVQXSYlrfJS3oPOnjKQYe8moiXwL3Qfwtk7nzkya0PxZInf9XKc+8FPyv12S71NV1CaGcithE4oub14cCm3TfKzKXAUoCIWP3sb55oKrOc7CJidbPZdjewXeqzXeqzXfZkm9Rnu9Rnu9QXEaub3aedV03+DHhNRBwVEfsA5wLfaeP5JUmSOkrbesQy8/mIuBhYBfQAX8nMu9t1fkmSpE7T1lscZeZNwE1N7LK0VbFMYLZJfbZLfbZLfbbLnmyT+myX+myX+ppul7ZdNSlJkqRdeYsjSZKkinRkIuatkAoR8ZWI2BIRd9UsOzgifhgR/1r++/IqY6xCRBwREbdExPqIuDsiPlQu79q2iYj9IuL2iPh52SafKpcfFRG3lW1yXXmhTNeJiJ6I6I+IG8vXXd8uEfFgRKyLiDuHrvTq5u/QkIiYFhHLI+IX5W/MSd3cLhExs/yMDD2ejIhLurlNhkTEh8vf27siYln5O9z0b0vHJWI1t0J6G3AccF5EHFdtVJW5Bjhjt2WXAj/KzNcAPypfd5vngT/NzGOBE4GLys9IN7fNs8CpmTkbmAOcEREnAn8JXFm2ya+B91cYY5U+BKyveW27FN6SmXNqpiHo5u/QkM8DP8jMY4DZFJ+brm2XzNxQfkbmAK8HfgN8iy5uE4CI6AM+CMzLzNdSXIR4LmP4bem4RIyaWyFl5nZg6FZIXSczfwzsPsnhWcBXy+dfBRa0NagOkJmPZuYd5fOnKH4o++jitsnC0+XLqeUjgVOB5eXyrmqTIRFxOPAO4Mvl68B2GU7XfocAIuIg4E3AVQCZuT0zB+nydqlxGnB/Zj6EbQLFBY+9ETEFeCnwKGP4benERKwPeKTm9cZymQqHZuajUCQkwCsrjqdSEXEkMBe4jS5vm7L8diewBfghcD8wmJnPl5t063fpc8BiYGf5+newXaBI1P8hItaUdzSBLv8OAUcDW4Gry1L2lyNif2yXIecCy8rnXd0mmTkA/DXwMEUC9gSwhjH8tnRiItbQrZCkiDgAuAG4JDOfrDqeqmXmjrJ8cDhFz/Kx9TZrb1TViogzgS2ZWXv7Jn9jCidn5usohoFcFBFvqjqgDjAFeB3wpcycCzxDl5XchlOOdXoX8PdVx9IJyjFxZwFHAdOB/Sm+S7sb9belExOxhm6F1MUei4jDAMp/t1QcTyUiYipFEnZtZq4oF9s2QFlKuZVi/Ny0stscuvO7dDLwroh4kGKYw6kUPWTd3i5k5qby3y0UY35OwO/QRmBjZt5Wvl5OkZh1e7tAkWTckZmPla+7vU3eCvwyM7dm5nPACuDfM4bflk5MxLwV0si+A7yvfP4+4NsVxlKJcozPVcD6zPxszaqubZuIOCQippXPeyl+JNYDtwDnlJt1VZsAZOaSzDw8M4+k+C25OTPPp8vbJSL2j4gDh54DvwfcRRd/hwAyczPwSEQM3bj5NOAeurxdSufxYlkSbJOHgRMj4qXlf5OGPitN/7Z05ISuEfF2iv9rHboV0qcrDqkSEbEMOIXiLvePAZ8EVgLXAzMoPgj/ITN3H9A/qUXEG4F/Atbx4rifj1GME+vKtomI4ykGhvZQ/A/W9Zn55xFxNEVP0MFAP/CezHy2ukirExGnAB/JzDO7vV3K9/+t8uUU4BuZ+emI+B269Ds0JCLmUFzYsQ/wAPDHlN8purRdIuKlFGO3j87MJ8plflaKaYL+I8WV/P3An1CMCWvqt6UjEzFJkqRu0ImlSUmSpK5gIiZJklQREzFJkqSKmIhJkiRVxERMkiSpIiZikiRJFTERkyRJqoiJmKSuERFvjYivVx2HJA0xEZPUTWZTzHYtSR3BRExSN5kN9EfEvhFxTUR8prxPnCRVYsrom0jSpDEb2AKsAr6cmX9XcTySupz3mpTUFSJiKvA48BBwYWb+tOKQJMnSpKSucRzwM+B5YEfFsUgSYCImqXvMBv4FOBe4OiIOrTgeSTIRk9Q1ZgN3Zea9wEeB68typSRVxjFikiRJFbFHTJIkqSImYpIkSRUxEZMkSaqIiZgkSVJFTMQkSZIqYiImSZJUERMxSZKkipiISZIkVeT/A3Sak1KJdnKjAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -266,72 +278,86 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAACuCAYAAAArtTldAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAGLtJREFUeJzt3X+0XWV54PHvY24I4YemkQxDEiBhtKEUAlG0OHFaBCyoVFPsstDWtrautGtkhC4NEqczha5SaONY69hxlfEHjpUfgnjrD0ZKBUexChKCEMBY0EByAwQLQZD8uuGZP/Y+4ebmnHP3Sc6559xzvp+1snLPPvu8+3nO2ffe577vu98dmYkkSZKae0m3A5AkSZoKLJokSZIqsGiSJEmqwKJJkiSpAosmSZKkCiyaJEmSKrBokiRJqsCiSZIkqQKLJg2EiFgfEWe0qa1FEXFPRDwbEe9tR5sTHO/+iDh1H197VUT8RTva6hX7+1l24z3oxDkTERkRP4uIy8Zt3xARS+rsf2tEbIuI29tx/Ali2+O8a7DPhoh4VYvt9mzOGgxD3Q5Agyci1gOHA7uA54CvAedn5nOTePx3Z+Y/72MTFwG3ZeZJ7Yuqscz8xV5sayqo91l36T3o1DlzYmY+VHsQET8HHAE8OH7HzDwtIn4feHebY2hZGedc6sRZwZTMWf3BniZ1y69l5iHAScASYGWX42nF0cD9nT5IRPhHTf+YlHMGOAF4KDO3TcKx9scJwPrM3NqmtqZCzuoDFk3qqsx8HLiZongCICLmRsQXIuLJiPjx2OGMiPhARIyUwxzrIuL0cntGxCvG7Fd3eCAiPgscBXw5Ip6LiIvqxRURvxAR34iILeVwzlvL7bcCbwA+Vr7+5+u8dn1ErIyIByLi6Yj4dEQcWDG/9WWO9wI/i4ih8cNRjWIrn1sSEXeX7891wO7jjmn/jPLrIyPixjKOf4uIjzV4LxruN0Es6yPi/RFxb0Q8ExHX1d6HMscbxh3nbyPioxO1Wye+up99o8963HvQ9DjNcqgTx/6cM38dEcNjHq+KiK9HxAGN8m5gMbC2bOOgiLi6/OwOmeiFEXFxRDxcnjsPRMSvj3u+2efZ9LxrEOdDEfHR8rzaFBFvbDHXsW3tU85Sqyya1FURMR94E/BQ+fglwJeB7wPzgNOBCyPizIhYBJwPvCYzDwXOBNa3crzMfCfwKGVPV2b+dZ2Yppcx/BPw74D/AnwuIhZl5mnAtyiGEw/JzB82ONRvl/H9B+DngT+dKL8xrz0PeAswKzNHq8ZW/oIdBj4LzAauB95eL7iImAZ8BXgEWFDGcm0r+zWLZUwT7wDOAhZS/HL7/XL7tcCbI+LQMcd5B3B1xXYnNNFn3cJxGuVQqa2K58xfAW8oi48/Lo93TmbuaCVnil6X+yJiIfBtYB3w9opD3w8D/wl4GXAp8A8RccS4ffZ6L1o578bFeTLwVYqh+r8HPlAhxkZt7WvOUkssmtQtwxHxLLAB2Az8Wbn9NcCczPzzzNyRmT8C/jdwLsUcqBnAcRExPTPXZ+bDHYjtFOAQ4IoyhlspCofzWmjjY5m5ITOfAi4b89pm+dV8tHxtvaGLZrGdAkwHPpKZOzPzBuB7DeJ7LcWckhWZ+bPM3JaZ9SbLNtuvyvv00czcVL4PX6bsUczMR4C7gVpvxmnA85n53YrttkPV49TNYR/bqisz/w34G+AzFEPVb87MZyLiZRFxZ9lDdXyFphZTzO+5DbgkMy/NzKwYw/Vlni9k5nXAv1J8/mPVey9aOe/GxnlZZt6cmS8AD9SeiIjPR8T1Yx7fHRHRiZylVlk0qVuWlb1FpwLHAoeV248G5pZDHFsiYgvwQeDwcvLnhcAlwOaIuDYi5nYgtrnAhvKHec0jFL0sVW0Y99panA3za/DaVmKbC4yM+4XxSIN2jgQeGd+T1eJ+Vd6nx8d8/TxFYVFzNS8WFb9VPq7abjtUPU6zHFptq5k1FL0mKzOzdg48T9HreEPDV5XKwuJ4ikL045n5jy0cm4j43Siu8Kudl8fz4vdlTb33opXzbmycXx6z+XheLJyOBg6LiGnl8N/2RkXQ/uYstcqiSV2Vmf8PuAr4ULlpA/DjzJw15t+hmfnmcv+rM/P1FD9Yk2JYA4of4AeNafrfNzvsBGFtAo4sh9JqjgJGquRUOnLcazeVXzfNr0J8zWJ7DJg37q/yoxq0swE4KiaebN5sv/19n64HTi2HaH+dF4umVttt9tnv63vZqv1qKyJOAD5O0dP0B7XtZc/NkxVjWFj+fwbwvog4ueLriIijKXo8zwdenpmzKOYJNevhqWnlvBsb50Njti0B7imH+nYC3wVeR/EHVbMr7PY5Z2lfWDSpF3wEeGNEnAjcCTwbxUThmeVfm8dHxGvKeTunRcQMYBuwFaj9ZX8P8Fvl/mcBv9LkeE8AxzR5/g6KX8QXRcT0KNb0+TXqzPlp4j0RMT8iZgP/Fbiu3N4wv4rtNovtO8Ao8N7yuXPYe3il5k6KX3ZXRMTBEXFgRCxtcb/9ep/KYuAbwKcpCsnaL8dW22322Tf7rNvxOe93WxExj6LX5Y+B/wycEPu2jtRi4N7MvA9YDnyxzpykRg6mKDCfLGN6F0UPThWtnHe1OO8b13u0hGKe37HADymWITmrjGHtBG3ta85Syyya1HXlL8//A/z3zNwFnE0xV+LHwE+AT1BMTp0BXFFue5xiwm1tqYILKH5JbaGYhD1MY5cDf1oOQ7y/Tjw7yrbeVB7rfwG/m5k/aCGtqykmBf+IYoLtX5RtN8tvQs1iK587h2Ki8lPAbwI3NmhnV9nOKygmS28s96+8XxvfpzN4sZdpX9pt9tk3/KzbFP9+tRURLwVuAj6cmV/KzOeBVRTz4Fp1AnBvGc8wcCXF3MGJrmQjMx8A/gdFAfRE2da3qxy0lfNuTJzfrz2IiMMoegfXUhRJ9wP/AvxH4BdpXjTtc87Svgjny0ntFfu/eKa0h4i4CvhQZq4ds20bsJ1icvZ/q9DGLRSTtu/MzNM7Fev+iIi/BL6ZmV+LiBsp5kudk5mbyuf7LmdNLS6eJ0k9LCJuouiZXBQRf5+ZVwFkZku9KZm5r+sgTabjKeZ2QdFTe1mtYIK+zVlTSOWepnIdlbsorpI4u6NRSVOYPU2S1J9a6Wm6gOIqhpd2KBapL2Tmgm7HIElqv0oTwctLgt9CMWFVkiRp4FS9eu4jFHfpfmGiHSVJkvrRhMNzEXE2sDkzVzdbOyQillOsk8HB06e/+tjDxi8kO0XM7cQC05IkqVetXr36J5k5Z6L9JpwIHhGXA++kWLzsQIo5TTdm5u80es3Jc+fmXcuXtxZxr7jkkm5HIEmSJlFErM7MCVeUn3B4LjNXZub8cnLrucCtzQomSZKkfuSK4JIkSRW0tLhlZn6D4l5RkiRJA6UjK4LflwezdNtiVgxtZNnQU504hPrU8JoRVt28jk1btjJ31kxWnLmIZUvmdTssSZI6dxuVEWawcnQBgIWTKhleM8LKG+9j685dAIxs2crKG+8DsHCSJHVdR+89t5VprBqdb9GkvdTrUVp187rdBVPN1p27WHXzOosmSVLXdfyGvZs4oNOH0BTTqEdpfMFUs2nL1skMT5Kkujp+9dxcdnT6EJpiGvUoTYuou//cWTMnIyxJkprqaNE0k12sGNrI8Ohslm5bzMJtJ7N022KGR2d38rDqcY16jnZlMnP6tD22zZw+jRVnLpqMsCRJaqpjw3Pz2M6KoY0ArBxdwFaKX4ZOEB8s9eYuzZ01k5E6hdO88vmLbriXHbte2P3Y+UySpF7QkaLpYHbx7QPvBWDptsW7C6YaJ4gPhkZzl97+6nl8YfXIHkN0tR6lZUvmcc2djwJw3R+9ritxS5JUT8fnNDWaCO4E8f7XaO7SbT94ksvPOYEDphWn37xZM7n8nBPsUZIk9bSOXz03lx2MMKPudvWHRgtSNpq7tGnLVnuUJElTTsd7mlYMbWQme/Y21CaIa+qrDcGNbNlK8uIQ3PCakYZXvXk1nCRpKup40bRs6CkuH1rPAbwAJPPYzuVD653P1CeaLUi54sxFXg0nSeobHR+eg6JwumbXHACum7FuMg6pDqg3DDfREBzg1XCSpL4wKUWTpr5GV8LNOmg6Tz+/c6/9a0Nwzl2SJPWLjg/PqT80GobLxCE4SdJA6GrR5ErhU0ejYbhntu50+QBJ0kDo2vDc8OhsVwrvUa2s4j131kyH4CRJA6FrPU2rRuc3XClc3dNoCYE3HDvHYThJ0kCbsGiKiAMj4s6I+H5E3B8Rl7bjwK4U3ptcxVuSpPqqDM9tB07LzOciYjpwe0T838z87v4c2JXCu8tVvCVJas2EPU1ZeK58OL38l/t7YFcK7x5X8ZYkqXWV5jRFxLSIuAfYDNySmXfs74FdKbx7XMVbkqTWVbp6LjN3ASdFxCzgixFxfGauHbtPRCwHlgMcMufoSgd3pfDucBVvSZJa19KSA5m5JSJuA84C1o577krgSoDZRxyz38N3ao9Wlw8AV/GWJKmeKlfPzSl7mIiImcAbgR90OjDtP5cPkCSpfarMaToCuC0i7gW+RzGn6SudDUvt4PIBkiS1z4TDc5l5L7BkEmLRfqg3DOfyAZIktU/XbqOi9qkNw9V6lWrDcLMOms7Tz+/ca3+XD5AkqXVdvWGv2qPRMFwmzl2SJKlNerZoGh6dzdJti1m47WSWblvM8OjsbofUdcNrRlh6xa0svPirLL3iVobXjACNlxB4ZutO5y5JktQmPTk8Nzw6m5WjC3bf0HeEGawcXQAwsItfNhqCA5ouIeDcJUmS2qMne5pWjc7fXTDVbGUaq0bndymi7nMVb0mSuqsne5o2cUBL2weBq3hLktRdPVk0zWUHI8you30QuIq3JEm9pyeH51YMbWQmew5FzWQXK4Y2dimiyeMq3pIk9aaeLJqWDT3F5UPrOYAXgGQe27l8aP1ATAJ3FW9JknpTTw7PQVE4XbNrDgDXzVjX5Wg6w1W8JUmaOnq2aOp3ruItSdLU0pPDc4PAVbwlSZpaLJq6xFW8JUmaWhye67B685aWLZnnKt6SJE0x9jR1UKPlA4bXjLiKtyRJU8yUK5qm0o18m936ZNmSeQ7DSZI0hUyp4blevpFvq8sHgKt4S5I0lUypnqZevZFvo2G4WQdNr7u/ywdIkjT1TKmiqVdv5OvyAZIk9b8Ji6aIODIibouIByLi/oi4YDICq6fRDXsn80a+w2tGWHrFrSy8+KssveJWhteMuHyAJEkDoMqcplHgfZl5d0QcCqyOiFsy84EOx7aXFUMb95jTBJN7I999WcXbeUuSJPWHCXuaMvOxzLy7/PpZ4EGgK10l3b6Rr8NwkiQNrpbmNEXEAmAJcEed55ZHxF0RcdfOXS+0J7o6lg09xZJ4jl+KZ/n2gfdO6lVzDsNJkjS4Ki85EBGHAF8ALszMn45/PjOvBK4EmH3EMdm2CLvAVbwlSdJ4lXqaImI6RcH0ucy8sbMh7Zt2LXrpKt6SJKmeKlfPBfBJ4MHM/HDnQ2pdbdHLEWaQxO5FL/elcHIVb0mSVE+V4bmlwDuB+yLinnLbBzPzps6F1Zpmi142m/M0PDqbVaPz2cQBzGUHK4Y2uoq3JEmqa8KiKTNvB2ISYtlnEy16Wa84AurekqXZ8gGSJGlwTal7zzUylx2MMKPu9kb3qzuQF+r2Ts0olw8YO0TnvCVJkjSlbqPSyIqhjcxkz3lItUUvGw3dPd2gXnT5AEmSVE9f9DTV5i1dNLqQHQTzyiG4ZUNP8Sejx7TUlssHSJKkevqiaIKicLpm1xwArpuxbvf2RkN3sxhlOy/Z+5YsDsNJkqQ6+mJ4rplGQ3eXDD1a/5YsDsNJkqQ6+qanqZFmQ3dA3d4pSZKk8fq+aILGQ3eSJElV9f3wnCRJUjtYNEmSJFVg0SRJklSBRZMkSVIFFk2SJEkVWDRJkiRVYNEkSZJUgUWTJElSBRZNkiRJFVg0SZIkVWDRJEmSVMGERVNEfCoiNkfE2skISJIkqRdV6Wm6Cjirw3FIkiT1tAmLpsz8JvDUJMQiSZLUs5zTJEmSVEHbiqaIWB4Rd0XEXTt3vdCuZiVJknpC24qmzLwyM0/OzJOnT7MDS5Ik9RerG0mSpAqqLDlwDfAdYFFEbIyIP+x8WJIkSb1laKIdMvO8yQhEkiSplzk8J0mSVIFFkyRJUgUWTZIkSRVYNEmSJFVg0SRJklSBRZMkSVIFFk2SJEkVWDRJkiRVYNEkSZJUgUWTJElSBRZNkiRJFVg0SZIkVWDRJEmSVIFFkyRJUgUWTZIkSRVYNEmSJFVg0SRJklSBRZMkSVIFlYqmiDgrItZFxEMRcXGng5IkSeo1ExZNETEN+DvgTcBxwHkRcVynA5MkSeolVXqaXgs8lJk/yswdwLXA2zobliRJUm+JzGy+Q8RvAGdl5rvLx+8Efikzz2/0mlce8rL85yUn7rHtgTwIgOPi+Urb9+U1bWlrwYJi+2M/LbYf8dK922rwXKvbbavx9sfnHMm7rvmfe7UlSVK7RcTqzDx5ov2G2njA5cDy8uH2Bbd/a2272p5Ut39rf1s4DPhJGyKZitqa+x9c+7F2NTVZ/OwH1yDnb+6Dq5/yP7rKTlWKphHgyDGP55fb9pCZVwJXAkTEXVUqtn5k7oOZOwx2/oOcOwx2/uY+mLnDYOZfZU7T94BXRsTCiDgAOBf4UmfDkiRJ6i0T9jRl5mhEnA/cDEwDPpWZ93c8MkmSpB5SaU5TZt4E3NRCu1fuWzh9wdwH1yDnP8i5w2Dnb+6Da+Dyn/DqOUmSJHkbFUmSpEraWjQN2u1WIuJTEbE5ItaO2TY7Im6JiH8t//+5bsbYKRFxZETcFhEPRMT9EXFBub3v84+IAyPizoj4fpn7peX2hRFxR3n+X1deONGXImJaRKyJiK+Ujwcp9/URcV9E3BMRd5Xb+v68B4iIWRFxQ0T8ICIejIjXDVDui8rPvPbvpxFx4QDl/yflz7u1EXFN+XNwYL7va9pWNA3o7VauAs4at+1i4OuZ+Urg6+XjfjQKvC8zjwNOAd5Tft6DkP924LTMPBE4CTgrIk4B/gr4m8x8BfA08IddjLHTLgAeHPN4kHIHeENmnjTmcutBOO8B/hb4WmYeC5xIcQ4MRO6Zua78zE8CXg08D3yRAcg/IuYB7wVOzszjKS4KO5fB+75va0/TwN1uJTO/CTw1bvPbgM+UX38GWDapQU2SzHwsM+8uv36W4ofnPAYg/yw8Vz6cXv5L4DTghnJ7X+YOEBHzgbcAnygfBwOSexN9f95HxMuAXwY+CZCZOzJzCwOQex2nAw9n5iMMTv5DwMyIGAIOAh5jAL/v21k0zQM2jHm8sdw2aA7PzMfKrx8HDu9mMJMhIhYAS4A7GJD8y+Gpe4DNwC3Aw8CWzBwtd+nn8/8jwEXAC+XjlzM4uUNRIP9TRKwu74QAg3HeLwSeBD5dDs1+IiIOZjByH+9c4Jry677PPzNHgA8Bj1IUS88Aqxms73vAieAdlcWliX19eWJEHAJ8AbgwM3869rl+zj8zd5Xd9PMpelmP7XJIkyIizgY2Z+bqbsfSRa/PzFdRTEV4T0T88tgn+/i8HwJeBXw8M5cAP2PcUFQf575bOW/nrcD145/r1/zLeVpvoyic5wIHs/fUlIHQzqKp0u1WBsATEXEEQPn/5i7H0zERMZ2iYPpcZt5Ybh6Y/AHK4YnbgNcBs8qua+jf838p8NaIWE8xBH8axTyXQcgd2P1XN5m5mWJOy2sZjPN+I7AxM+8oH99AUUQNQu5jvQm4OzOfKB8PQv5nAD/OzCczcydwI8XPgoH5vq9pZ9Hk7VYKXwJ+r/z694B/7GIsHVPOY/kk8GBmfnjMU32ff0TMiYhZ5dczgTdSzOm6DfiNcre+zD0zV2bm/MxcQPE9fmtm/jYDkDtARBwcEYfWvgZ+FVjLAJz3mfk4sCEiFpWbTgceYAByH+c8Xhyag8HI/1HglIg4qPzZX/vsB+L7fqy2Lm4ZEW+mmO9Qu93KZW1rvAdFxDXAqRR3en4C+DNgGPg8cBTwCPCOzBw/WXzKi4jXA98C7uPFuS0fpJjX1Nf5R8RiikmP0yj+8Ph8Zv55RBxD0fsyG1gD/E5mbu9epJ0VEacC78/Mswcl9zLPL5YPh4CrM/OyiHg5fX7eA0TESRQXABwA/Ah4F+X3AH2eO+wulB8FjsnMZ8ptg/LZXwr8JsWV02uAd1PMYer77/uxXBFckiSpAieCS5IkVWDRJEmSVIFFkyRJUgUWTZIkSRVYNEmSJFVg0SRJklSBRZMkSVIFFk2Sel5EnB4Rn+12HJIGm0WTpKngRIoVhyWpayyaJE0FJwJrImJGRFwVEX9Z3gNLkibN0MS7SFLXLaa4e/zNwCcy8x+6HI+kAeS95yT1tIiYDvyE4maof5SZ3+lySJIGlMNzknrdLwDfo7i7+q4uxyJpgFk0Sep1JwL/ApwLfDoiDu9yPJIGlEWTpF53IrA2M38IfAD4fDlkJ0mTyjlNkiRJFdjTJEmSVIFFkyRJUgUWTZIkSRVYNEmSJFVg0SRJklSBRZMkSVIFFk2SJEkVWDRJkiRV8P8BZZVqVm8KzUYAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -453,7 +479,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.7.1" } }, "nbformat": 4,