From 26503df620fd41f86375595e7134b0fd2f34e1ed Mon Sep 17 00:00:00 2001 From: prajwal-38 Date: Mon, 3 Feb 2025 15:04:36 +0530 Subject: [PATCH] fixed sentence in 04_mnist_basics.ipynb --- 04_mnist_basics.ipynb | 31 +++++++++++++++---------------- 1 file changed, 15 insertions(+), 16 deletions(-) diff --git a/04_mnist_basics.ipynb b/04_mnist_basics.ipynb index 675bb5b36..86f378a83 100644 --- a/04_mnist_basics.ipynb +++ b/04_mnist_basics.ipynb @@ -216,7 +216,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA9ElEQVR4nM3Or0sDcRjH8c/pgrfBVBjCgibThiKIyTWbWF1bORhGwxARxH/AbtW0JoIGwzXRYhJhtuFY2q1ocLgbe3sGReTuuWbwkx6+r+/zQ/pncX6q+YOldSe6nG3dn8U/rTQ70L8FCGJUewvxl7NTmezNb8xIkvKugr1HSeMP6SrWOVkoTEuSyh0Gm2n3hQyObMnXnxkempRrvgD+gokzwxFAr7U7YXHZ8x4A/Dl7rbu6D2yl3etcw/F3nZgfRVI7rXM7hMUUqzzBec427x26rkmlkzEEa4nnRqnSOH2F0UUx0ePzlbuqMXAHgN6GY9if5xP8dmtHFfwjuQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA9ElEQVR4nM3Or0sDcRjH8c/pgrfBVBjCgibThiKIyTWbWF1bORhGwxARxH/AbtW0JoIGwzXRYhJhtuFY2q1ocLgbe3sGReTuuWbwkx6+r+/zQ/pncX6q+YOldSe6nG3dn8U/rTQ70L8FCGJUewvxl7NTmezNb8xIkvKugr1HSeMP6SrWOVkoTEuSyh0Gm2n3hQyObMnXnxkempRrvgD+gokzwxFAr7U7YXHZ8x4A/Dl7rbu6D2yl3etcw/F3nZgfRVI7rXM7hMUUqzzBec427x26rkmlkzEEa4nnRqnSOH2F0UUx0ePzlbuqMXAHgN6GY9if5xP8dmtHFfwjuQAAAABJRU5ErkJggg==", "text/plain": [ "" ] @@ -1449,7 +1449,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -1578,7 +1578,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -1610,7 +1610,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEQAAABECAYAAAA4E5OyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAElUlEQVR4nO2bSUszWRSGn3JKUGOM84giCA7oQnHj33ejiKCI4MIpxhES5ylx6oW8dTvnMyaWJd1033dzqVRqyLlPnelWgvf3d7yc6v7pG/i3yRvEyBvEyBvEyBvEqKHK/v9yCAo++9ATYuQNYuQNYuQNYuQNYuQNYuQNYuQNYuQNYlQtU42kaj2Wz/YHwaeJY+TvRZUnxOhHhGimNb69vZWNr6+vX25r/Ep1dR9zVl9f/3HDDQ1l29qvUQRFJckTYvQtQiwRmvGXlxcAnp6eALi9vQXg+voagMvLSwAuLi7KxoeHh/A4nUOjrtHU1ARAR0cHAENDQwAMDw8D0NvbC0BraysAjY2NgCPou6R4QowiEaJZfH5+BhwR+XwegIODAwC2t7cB2NvbA+Dw8BCAo6MjAK6urgAoFovhuUSdRhEiMubn5wFYXFwEYGFhoWx/JZ9SqzwhRpEIUXTQrN7f3wNQKBQA2N/fB2B3dxdwpIicm5ubsvMlEgkSiQTgyBB1Oufj4yPgfMXo6GjZtXWc5KNMTKqJkGqZp2ZDnr25uRmA9vZ2AEZGRgDo7u4GnF/Q/nQ6HRKiGRdNq6urgPM3IsFe0+YlUeUJMaqJEJv9aRaUNYqIzs5OAMbGxsr29/f3A44Mbff19QEffkEzrBxlaWkJgLOzM8DlOJlMpmxsa2sDXP4RNbpInhCjb0WZaoTYGkVEaDuVSgGOJM1uQ0NDmNtYKdroXD09PYDzS+l0GnCE/LQa9oQYRap2K1WglhRFDn2/paUF+LPuCIIgPEY5irLb8/NzwNUyqmEGBgbKrql7+akiPTKSNYx+oH64DCKDCXttS6+vr2G43dzcBGB9fR1wj8zU1BTgHhWFbHsuSamCT91/qB81iKyTFSkiwTo6jXo8NIulUolsNgvA8vIyADs7O4CjTKFcox6VuFuKnhCjSIRU8iX2ubUNJdtYUnGYz+dZWVkBYG1tDXCJ2OzsLACTk5OAC7vJZLLs2nGR4gkximUZwhZalZrOkvarpM/lcmxsbAAuzKoQVENoZmYGcOFXfsq2Cn1iFrNiiTJ22/oSjXYZQknY1tYWuVwOcDM/NzcHOB8yODgIuKRO+YdtGVa6t1rlCTGK1YdUyg7tfvmO09NTALLZbLgkoTxjenoagImJCcBlprbMj4sMyRNiFOtityVBks8olUqAawIpGy0UCiEBKt7Gx8cB6OrqAqrnHT4P+SXFSkiljFRkaGnz5OQEcO3BIAjCdqKWF7TwpMrZRpXfei3CE2IUCyGVXouwC1la6jw+PgZcvZJKpcJ2oho/2lZe8tPlhVrlCTH6FR+ihrF8h7peWmy6u7sDXE6RyWTCaKJqVv0O+Y64apVq8oQY/corVYou8hHKTLUtMuQnEolE+OLL3z+D6C++RJUnxCiWarfaYriI0EKVljIVhZLJZLjgpIxVmWmlrvpvyRNiFFSZ3Zr+YmZ9iH3lStFGPqRYLJYdFwRBSJHIkA+xL9HF2CHzfzGrRbEQ8sdBFc5po9JX37cE/EIe4gmpRdUI+d/JE2LkDWLkDWLkDWLkDWLkDWL0F7hnDWZImx+vAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -1644,7 +1644,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -2558,7 +2558,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -2587,7 +2587,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -2869,8 +2869,7 @@ "```\n", "w -= gradient(w) * lr\n", "```\n", - "\n", - "This is known as *stepping* your parameters, using an *optimizer step*. Notice how we _subtract_ the `gradient * lr` from the parameter to update it. This allows us to adjust the parameter in the direction of the slope by increasing the parameter when the slope is negative and decreasing the parameter when the slope is positive. We want to adjust our parameters in the direction of the slope because our goal in deep learning is to _minimize_ the loss.\n", + "This is known as *stepping* your parameters, using an *optimizer step*. Notice how we _subtract_ the `gradient * lr` from the parameter to update it. This allows us to adjust the parameter in the opposite direction of the gradient. If the slope is positive, the gradient is subtracted, decreasing the parameter; if the slope is negative, the gradient is subtracted (which is equivalent to adding a positive value), increasing the parameter. We want to adjust our parameters in the opposite direction of the gradient because our goal in deep learning is to _minimize_ the loss.\n", "\n", "If you pick a learning rate that's too low, it can mean having to do a lot of steps. <> illustrates that." ] @@ -2960,7 +2959,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -3106,7 +3105,7 @@ "outputs": [ { "data": { - "image/png": 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sal7exOo4eZjZ1Ly8idVx8jCzqXl5E6uT1z3MN0iqSDohaVtd2UpJIWmi5rGppnyOpK2SXpL0vKRr84jJzHLk5U2sTl6jrZ4FbgEuBeY1qbMoIl5rsP0m4CxgBfAu4GFJP/N9zM1KxsubWI1crjwiYkdE3A/8egZvvwq4OSIORcSTwB3AujziMjOzYrSzz2NM0i8lfVvS6QCSFgNLgd019XYDQ812Iml92kRWGR8fLzZiMzNrqB3J4yDwHpJmqfOBhUB1auqC9M/DNfUPp3UaiogtETEcEcODg4MFhGtmZlOZMnlI2pl2eDd6PDrV+yNiIiIqEfFaRLwAbAA+LGkAmEirDdS8ZQA4MpO/jJmVmJc36SlTdphHxEU5f2akfyoiDkl6DlgD/GO6fQ0wmvNnmlkneXmTnpPXUN3ZkuYCpwCnSJoraXZadoGkVZJmSXon8DVgZ0RUm6ruBjZKWixpNXA1sC2PuMysJLy8Sc/Jq89jI3AcuB74ZPp8Y1p2BvAgSVPUT4ETwJU1770R2AeMAY8At3uYrlmP8fImPUcRMXWtkhoeHo5KpdLpMMxsKitXJk1V9VasgP372x1N35O0KyKGs+zDy5OYWfG8vEnPcfIws+J5eZOe45tBmVl7eHmTnuIrDzMza5mTh5mZtczJw8zMWubkYWZmLXPyMDOzljl5mFl38MKKpeKhumZWfl5YsXR85WFm5eeFFUvHycPMys8LK5aOk4eZld/y5a1tt8I5eZhZ+XlhxdJx8jCz8vPCiqXj0VZm1h28sGKp+MrDzMxaljl5SJoj6U5JY5KOSHpc0kfr6lwsaY+kY5IelrSi7v1bJb0k6XlJ12aNyczMipXHlcds4BfAB4HfAjYB35W0EkDS6cCOdPtpQAX4Ts37bwLOAlYAHwI+L+kjOcRlZmYFyZw8IuJoRNwUEfsj4mRE/C3wNHB+WuVyYDQi7o2Il0mSxRpJq9Pyq4CbI+JQRDwJ3AGsyxqXmZkVJ/c+D0lLgLOB0XTTELC7Wh4RR4F9wJCkxcDS2vL0+dAk+18vqSKpMj4+nnf4ZmY2DbkmD0mnAtuBuyJiT7p5AXC4ruphYGFaRl15tayhiNgSEcMRMTw4OJhP4GbW27yoYu6mTB6SdkqKJo9Ha+rNAu4BXgE21OxiAhio2+0AcCQto668WmZmll11UcWxMYh4c1FFJ5BMpkweEXFRRKjJ40IASQLuBJYAayPi1ZpdjAJrqi8kzQfOJOkHOQQ8V1uePh/FzCwPXlSxEHk1W30D+F3g4xFxvK7sPuAcSWslzQW+BDxR06x1N7BR0uK0E/1qYFtOcZlZv/OiioXIY57HCuAzwLuB5yVNpI8RgIgYB9YCm4FDwAXAFTW7uJGkA30MeAS4PSIezBqXmRngRRULknl5kogYAzRFnX8CVjcpOwH8afowM8vX5s1vvZEUeFHFHHh5EjPrbV5UsRBeGNHMep8XVcydrzzMzKxlTh5mZtYyJw8zM2uZk4eZmbXMycPMzFrm5GFmZi1z8jAzm4pX5X0bz/MwM5tMdVXe6gz16qq80NdzR3zlYWY2Ga/K25CTh5nZZLwqb0NOHmZmk/GqvA05eZiZTWbz5mQV3lpeldfJw8xsUl6VtyGPtjIzm4pX5X0bX3mYmVnL8rgN7RxJd0oak3RE0uOSPlpTvlJS1NyedkLSprr3b5X0kqTnJV2bNSYzMytWHs1Ws4FfAB8EDgAfA74r6dyI2F9Tb1FEvNbg/TcBZwErgHcBD0v6me9jbmZWXpmvPCLiaETcFBH7I+JkRPwt8DRw/jR3cRVwc0QciogngTuAdVnjMjOz4uTe5yFpCXA2MFpXNCbpl5K+Len0tO5iYCmwu6bebmAo77jMzCw/uSYPSacC24G7ImJPuvkg8B6SZqnzgYVpHYAF6Z+Ha3ZzOK3T7DPWS6pIqoyPj+cZvpmZTdOUyUPSzrTDu9Hj0Zp6s4B7gFeADdXtETEREZWIeC0iXkjLPixpAJhIqw3UfOQAcKRZPBGxJSKGI2J4cHCwpb+smZnlY8rkEREXRYSaPC4EkCTgTmAJsDYiXp1sl+mfiohDwHPAmpryNby9ycvMrHv14JLueU0S/Abwu8AlEXG8tkDSBcCLwP8FFgNfA3ZGRLWp6m5go6QKSfK5GviTnOIyM+usHl3SPY95HiuAzwDvBp6vmctRPSpnAA+SNEX9FDgBXFmzixuBfcAY8Ahwu4fpmlnP6NEl3RURU9cqqeHh4ahUKp0Ow8ysuVmzoNH3rAQnT7Y/HkDSrogYzrIPL09iZlakHl3S3cnDzKxIPbqku5OHmVmRenRJdy/JbmZWtB5c0t1XHmZm1jInDzMza5mTh5mZtczJw8zMWubkYWZmLXPyMDOzljl5mJlZy5w8zMysZU4eZmZlVtJ7gXiGuZlZWZX4XiC+8jAzK6sS3wvEycPMrKwOHGhtexs5eZiZlVWJ7wXi5GFmVlYlvhdILslD0v+Q9JyklyQ9JenTdeUXS9oj6Zikh9P7nlfL5kjamr73eUnX5hGTmVnXK/G9QHK5h7mkIeD/RcQJSauBncAfRsQuSacD+4BPAw8ANwPvj4jfT997K3Ah8B+BdwEPA+si4sGpPtf3MDcza11p7mEeEaMRcaL6Mn2cmb6+HBiNiHsj4mXgJmBNmmQArgJujohDEfEkcAewLo+4zMysGLnN85D0dZIv/XnA48Dfp0VDwO5qvYg4KmkfMCTpBWBpbXn6/LJJPmc9kA50ZkLS3hzCPx04mMN+ilDm2KDc8Tm2mSlzbFDu+LolthWTVZyO3JJHRFwj6XPAvwMuAqpXIguA8brqh4GFaVn1dX1Zs8/ZAmzJIeQ3SKpkvYQrSpljg3LH59hmpsyxQbnj66fYpmy2krRTUjR5PFpbNyJej4hHgd8B/izdPAEM1O12ADiSllFXXi0zM7OSmjJ5RMRFEaEmjwubvG02b/Z5jAJrqgWS5qdloxFxCHiutjx9PjqTv4yZmbVH5g5zSb8t6QpJCySdIulS4Erg+2mV+4BzJK2VNBf4EvBEROxJy+8GNkpanHaiXw1syxpXi3JtBstZmWODcsfn2GamzLFBuePrm9gyD9WVNAh8j+SKYRYwBnwtIu6oqXMJ8N9JOml+TDIUd39aNgf4BvCfgOPAVyLiv2UKyszMCpXLPA8zM+svXp7EzMxa5uRhZmYt64vkIek0SfdJOippTNInmtSTpK9I+nX6+KokFRzbHEl3pnEdkfS4pI82qbtO0uuSJmoeFxUc305JL9d8XsNJme0+dnXHYCI9Ln/RpG7hx03SBkkVSSckbasra7q2W4P9rEzrHEvfc0lRsUn6fUn/KOk3ksYl3SvpX02yn2mdCznGtzKdElD777Zpkv2089iN1MV1LI31/Cb7yf3YTfXdUfR51xfJA/hL4BVgCTACfEPJelz11pPMbl8D/B7wH4DPFBzbbOAXwAeB3wI2Ad+VtLJJ/f8dEQtqHjsLjg9gQ83nrWpSp63HrvYYkPy7HgfuneQtRR+3Z4FbgK21G5Ws7baD5N/1NKACfGeS/fxPkhUa3gncAHxPyaCU3GMDFpOMwFlJMpjlCPDtKfY1nXMhr/iqFtV85s2T7Kdtxy4ittedg9cAPwf+ZZJ95X3smn53tOW8i4iefgDzSRLH2TXb7gFua1D3R8D6mtf/GfjnDsT8BLC2wfZ1wKNtjmUn8Olp1OvYsQP+mOQ/rpqUt+24kXzRbKt5vR74Uc3r+SSJbnWD955NsjLDwpptPwQ+W0RsDcr/LXAk67mQ47FbSbJO3uxpvLfTx+5h4MZOHbuaz3kCWNuO864frjzOBl6PiKdqtu0mWXOr3lvW4ZqkXmEkLSGJudlEyfMkHVSy9P0mSe24D/2t6Wc+NklzTyeP3R8Dd0d61jfRieMGDdZ2I1llutn59/OIqF1hoZ3H8QNMPUF3OudC3sYk/VLSt9Nf1I107NilzUEfIJmzNplCj13dd0fh510/JI8FvHXtLGi+flZ93cPAgiLb7mtJOhXYDtwVb06irPUD4Bzgt0l+XVwJXFdwWF8AzgCWkTRxPCDpzAb1OnLsJC0nuWy/a5JqnThuVVnOv8nq5krS75FM4J3suEz3XMjLQeA9JE1q55Mch+1N6nbs2JGsDP7DiHh6kjqFHrsG3x2Fn3f9kDwmW1trqroDwMQUv2hzIWkWSXPaK8CGRnUi4ucR8XREnIyInwBfJplcWZiI+HFEHImIExFxF/AY8LEGVTt17K4iaZJq+h+3E8etRpbzb7K6uZH0b4B/AP5LRPywWb0WzoVcRMRERFQi4rWIeIHk/8WHJdUfI+jQsUtdxeQ/Xgo9dk2+Owo/7/oheTwFzJZ0Vs22ZutnvWUdrknq5Sr9dX4nScfv2oh4dZpvDaAtV0XT+MyOHDum8R+3gXYet6ZruzWpe4ak2l98hR7HtMnln0juqXNPi29v9/lX/SHS7Pxr67EDkPQ+kttKfK/Ft+Zy7Cb57ij+vCu6A6cMD+CvSUYTzAfeR3JJNtSg3meBJ0kuLZemBy+XDrcp4vsm8M/AginqfRRYkj5fDfyUSTrpcohrEXApMJdkZMcIcBRYVYZjB7w3jWfhFPUKP27p8ZkL3EryK7B6zAbT821tuu0rTDKQID0P/jyt+0fAi8BgQbEtI2kHvy7PcyHH+C4AVpH8yH0nyWihh8tw7GrKt5D0t3Xq2DX87mjHeZfbf54yP0iGqt2f/oMdAD6Rbn8/SdNKtZ6ArwK/SR9fpckInhxjW0HyK+RlksvH6mMEWJ4+X57W/XPghfTv8XOS5pdTC4xtEPg/JJevL6Yn2L8v0bH7FnBPg+1tP24kd8iMusdNadklwB6S0S47gZU17/sm8M2a1yvTOseBvcAlRcUG3Jg+rz3vav9N/yvwD1OdCwXGdyXwdPrv9hxJh/S7ynDs0rK56bG4uMH7Cj92TPLd0Y7zzmtbmZlZy/qhz8PMzHLm5GFmZi1z8jAzs5Y5eZiZWcucPMz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", 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" ] @@ -3326,7 +3325,7 @@ "outputs": [ { "data": { - "image/png": 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F6ST6ZcDWIuIyM7NyFDXnsRE4AlwFfDx9vBEgIsaAtcANwH7gLODium2vIZlAHwUeAm6KiPsLisvMzErgu+qamfUY31XXzMw6wsnDzMwyc/IwM7PMnDzMzCwzJw8zM8vMycPMzDJz8jAzs8ycPMzMLDMnDzMzy8zJw8zMMnPyMDOzzJw8zMwsMycPMzPLzMnDzMwyc/IwM7PMnDzMzCwzJw8zM8usqO8w3yBpWNJRSVsbypZJCknjdcumuvLjJN0q6WVJL0i6ooiYzMysPLML2s9zwPXAecDcFnUWRsTrTdZfC5wKDADvBB6U9At/j7mZWXUV0vOIiO0RcS/wm2lsfilwXUTsj4jHgZuBdUXEZWZm5WjnnMeopGckfVPSiQCSFgGLgV119XYBK1vtRNL6dIhseGxsrNyIzcysqXYkj33Au0mGpVYDC4Btadn89OeBuvoH0jpNRcSWiBiMiMH+/v4SwjUzs8lMmjwk7UgnvJstD0+2fUSMR8RwRLweES8CG4APS+oDxtNqfXWb9AEHp/PLmJlZe0w6YR4Rawp+zUh/KiL2S3oeWAV8P12/Chgp+DXNzKxARZ2qO1vSHOAY4BhJcyTNTsvOkrRc0ixJ7wC+AuyIiNpQ1e3ARkmLJK0ALgO2FhGXmZmVo6g5j43AEeAq4OPp441p2cnA/SRDUT8HjgKX1G17DbAXGAUeAm7yabpmZtWmiJi8VkUNDg7G8PBwp8MwM5tRJD0SEYN59uHbk5iZWWZOHmZmlpmTh5mZZebkYWZmmTl5mJlZZk4eZmaWmZOHmZll5uRhZmaZOXmYmVlmTh5mZpaZk4eZmWXm5GFmZpk5eZiZWWZOHmZmlpmTh5mZZebkYWZmmTl5mJlZZrmTh6TjJN0iaVTSQUmPSvpoQ51zJe2WdFjSg5IGGra/VdLLkl6QdEXemMzMrFxF9DxmA78C3g/8AbAJ+LakZQCSTgS2p+tPAIaBb9Vtfy1wKjAAfAD4rKSPFBCXmZmVJHfyiIhDEXFtRDwVEW9GxHeBJ4HVaZWLgJGIuDsiXiFJFqskrUjLLwWui4j9EfE4cDOwLm9cZmZWnsLnPCSdBJwGjKSrVgK7auURcQjYC6yUtAhYXF+ePl45wf7XSxqWNDw2NlZ0+GZmNgWFJg9JxwLbgNsiYne6ej5woKHqAWBBWkZDea2sqYjYEhGDETHY399fTOBmZpbJpMlD0g5J0WJ5uK7eLOAO4FVgQ90uxoG+ht32AQfTMhrKa2VmZlZRkyaPiFgTEWqxvAdAkoBbgJOAtRHxWt0uRoBVtSeS5gGnkMyD7Aeery9PH49gZmaVVdSw1deAPwEuiIgjDWX3AKdLWitpDvAF4LG6Ya3bgY2SFqWT6JcBWwuKy8zMSlDEdR4DwKeAdwEvSBpPlyGAiBgD1gI3APuBs4CL63ZxDckE+ijwEHBTRNyfNy4zMyvP7Lw7iIhRQJPU+WdgRYuyo8BfpouZmc0Avj2JmZll5uRhZmaZOXmYmVlmTh5mZpaZk4eZmWXm5GFmZpk5eZiZWWZOHmZmlpmTh5mZZebkYWZmmTl5mJlZZk4eZmaWmZOHmZll5uRhZmaZOXmYmVlmTh5mZpaZk4eZmWVWxNfQHifpFkmjkg5KelTSR+vKl0mKuq+nHZe0qWH7WyW9LOkFSVfkjcnMzMqV+2to0338Cng/8DRwPvBtSWdExFN19RZGxOtNtr8WOBUYAN4JPCjpF/4eczOz6srd84iIQxFxbUQ8FRFvRsR3gSeB1VPcxaXAdRGxPyIeB24G1uWNy8zMylP4nIekk4DTgJGGolFJz0j6pqQT07qLgMXArrp6u4CVRcdlZmbFKTR5SDoW2AbcFhG709X7gHeTDEutBhakdQDmpz8P1O3mQFqn1WuslzQsaXhsbKzI8M3MbIomTR6SdqQT3s2Wh+vqzQLuAF4FNtTWR8R4RAxHxOsR8WJa9mFJfcB4Wq2v7iX7gIOt4omILRExGBGD/f39mX5ZMzMrxqQT5hGxZrI6kgTcApwEnB8Rr020y9pmEbFf0vPAKuD76fpV/P6Ql5mZVUhRw1ZfA/4EuCAijtQXSDpL0nJJsyS9A/gKsCMiakNVtwMbJS2StAK4DNhaUFxmZlaCIq7zGAA+BbwLeKHuWo6htMrJwP0kQ1E/B44Cl9Tt4hpgLzAKPATc5NN0zcyqLfd1HhExCmiC8ruAuyYoPwr8ZbqYmdkM4NuTmJlZZk4eZmaWmZOHmZll5uRhZmaZOXmYmVlmTh5mZpaZk4eZmWXm5GFmZpk5eZiZWWZOHmZmlpmTh5mZZebkYWZmmTl5mJlZZk4eZmaWmZOHmZll5uRhZmaZOXmYmVlmTh5mZpZZIclD0p2Snpf0sqQnJH2yofxcSbslHZb0YPq957Wy4yTdmm77gqQriojJzMzKU1TPYzOwLCL6gP8MXC9pNYCkE4HtwCbgBGAY+FbdttcCpwIDwAeAz0r6SEFxmZlZCQpJHhExEhFHa0/T5ZT0+UXASETcHRGvkCSLVZJWpOWXAtdFxP6IeBy4GVhXRFxmZlaO2UXtSNJXSd705wKPAv+YFq0EdtXqRcQhSXuBlZJeBBbXl6ePL5zgddYD69On45L2FBD+icC+AvZThirHBtWOz7FNT5Vjg2rHN1NiG5io4lQUljwi4nJJnwH+A7AGqPVE5gNjDdUPAAvSstrzxrJWr7MF2FJAyL8jaTgiBovcZ1GqHBtUOz7HNj1Vjg2qHV8vxTbpsJWkHZKixfJwfd2IeCMiHgb+CPjrdPU40New2z7gYFpGQ3mtzMzMKmrS5BERayJCLZb3tNhsNm/NeYwAq2oFkualZSMRsR94vr48fTwynV/GzMzaI/eEuaQ/lHSxpPmSjpF0HnAJ8IO0yj3A6ZLWSpoDfAF4LCJ2p+W3AxslLUon0S8DtuaNK6NCh8EKVuXYoNrxObbpqXJsUO34eiY2RUS+HUj9wHdIegyzgFHgKxFxc12dDwH/i2SS5ifAuoh4Ki07Dvga8F+AI8CXIuJ/5grKzMxKlTt5mJlZ7/HtSczMLDMnDzMzy6wnkoekEyTdI+mQpFFJH2tRT5K+JOk36fJlSSo5tuMk3ZLGdVDSo5I+2qLuOklvSBqvW9aUHN8OSa/UvV7TizLb3XYNbTCetsvftqhbertJ2iBpWNJRSVsbylre263JfpaldQ6n23yorNgk/XtJ35f0W0ljku6W9G8m2M+UjoUC41uWXhJQ/3fbNMF+2tl2Qw1xHU5jXd1iP4W33WTvHWUfdz2RPID/DbwKnAQMAV+TtLJJvfUkV7evAv4U+E/Ap0qObTbwK+D9wB+Q3APs25KWtaj/fyNift2yo+T4ADbUvd7yFnXa2nb1bUDydz0C3D3BJmW323PA9cCt9Ss1+b3dGt1FcoeGdwBXA99RclJK4bEBi0jOwFlGcjLLQeCbk+xrKsdCUfHVLKx7zesm2E/b2i4itjUcg5cDvwR+OsG+im67lu8dbTnuIqKrF2AeSeI4rW7dHcCNTer+GFhf9/yvgH/tQMyPAWubrF8HPNzmWHYAn5xCvY61HfAXJP+4alHetnYjeaPZWvd8PfDjuufzSBLdiibbnkZyZ4YFdet+BHy6jNialP874GDeY6HAtltGcp+82VPYttNt9yBwTafaru51HgPWtuO464Wex2nAGxHxRN26XST33Gr0tvtwTVCvNJJOIom51YWSZ0rap+TW95skFXaLmQlsTl9z5wTDPZ1su78Abo/0qG+hE+0GTe7tBuyl9fH3y4iov8NCO9vxfUx+ge5UjoWijUp6RtI300/UzXSs7dLhoPeRXLM2kVLbruG9o/TjrheSx3zefu8saH3/rMa6B4D5ZY7d15N0LLANuC3euoiy3g+B04E/JPl0cQlwZclhfQ44GVhCMsRxn6RTmtTrSNtJWkrSbb9tgmqdaLeaPMffRHULJelPSS7gnahdpnosFGUf8G6SIbXVJO2wrUXdjrUdyZ3BfxQRT05Qp9S2a/LeUfpx1wvJY6J7a01Wtw8Yn+QTbSEkzSIZTnsV2NCsTkT8MiKejIg3I+JnwBdJLq4sTUT8JCIORsTRiLgN2Amc36Rqp9ruUpIhqZb/uJ1otzp5jr+J6hZG0r8F/gn4bxHxo1b1MhwLhYiI8YgYjojXI+JFkv+LD0tqbCPoUNulLmXiDy+ltl2L947Sj7teSB5PALMlnVq3rtX9s952H64J6hUq/XR+C8nE79qIeG2KmwbQll7RFF6zI23HFP5xm2hnu7W8t1uLuidLqv/EV2o7pkMu/0zynTp3ZNy83cdf7YNIq+OvrW0HIOkckq+V+E7GTQtpuwneO8o/7sqewKnCAvw9ydkE84BzSLpkK5vU+zTwOEnXcnHaeIVMuE0S39eBfwXmT1Lvo8BJ6eMVwM+ZYJKugLgWAucBc0jO7BgCDgHLq9B2wNlpPAsmqVd6u6XtM4fkWzXvqGuz/vR4W5uu+xITnEiQHgd/k9b9c+AloL+k2JaQjINfWeSxUGB8ZwHLST7kvoPkbKEHq9B2deVbSObbOtV2Td872nHcFfbPU+WF5FS1e9M/2NPAx9L17yUZWqnVE/Bl4Lfp8mVanMFTYGwDJJ9CXiHpPtaWIWBp+nhpWvdvgBfT3+OXJMMvx5YYWz/w/0i6ry+lB9h/rFDbfQO4o8n6trcbyTdkRsNybVr2IWA3ydkuO0i+srm23deBr9c9X5bWOQLsAT5UVmzANenj+uOu/m/6P4B/muxYKDG+S4An07/b8yQT0u+sQtulZXPStji3yXaltx0TvHe047jzva3MzCyzXpjzMDOzgjl5mJlZZk4eZmaWmZOHmZll5uRhZmaZOXmYmVlmTh5mZpaZk4eZmWX2/wExahUKOb/yYgAAAABJRU5ErkJggg==\n", 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", 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\n", 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", 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" ] @@ -4111,7 +4110,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" ] @@ -5593,7 +5592,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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