diff --git a/02_Convolutional_Neural_Network.ipynb b/02_Convolutional_Neural_Network.ipynb index a72190d..6d25b09 100644 --- a/02_Convolutional_Neural_Network.ipynb +++ b/02_Convolutional_Neural_Network.ipynb @@ -180,7 +180,7 @@ { "data": { "text/plain": [ - "'0.9.0'" + "'0.12.0-rc0'" ] }, "execution_count": 4, @@ -413,9 +413,9 @@ "outputs": [ { "data": { - "image/png": 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/6B9RqVTo9/v4/X6sVuvZFr5ut0u32yUej/PgwQNu375NPB4/zUOSHAP9fp9S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\n/6/Ghib4QzPAAAAAAElFTkSuQmCC\n", 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xGFs30RsuCNcxHo/R6/V4IUZZxJRoMp1O4XK52GQglUohlUohkUiwwLnd7oVeIQurx2Qy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\nPB7DZrOhXq8/IXI2m439H2Tf9ng8HIJ7VVdAwhEkchQsVSqV2Dpg7CR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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -478,8 +478,8 @@ }, "outputs": [], "source": [ - "def new_weights(shape):\n", - " return tf.Variable(tf.truncated_normal(shape, stddev=0.05))" + "def new_weights(shape, name):\n", + " return tf.Variable(tf.truncated_normal(shape, stddev=0.05), name=name)" ] }, { @@ -490,8 +490,8 @@ }, "outputs": [], "source": [ - "def new_biases(length):\n", - " return tf.Variable(tf.constant(0.05, shape=[length]))" + "def new_biases(length, name):\n", + " return tf.Variable(tf.constant(0.05, shape=[length]), name=name)" ] }, { @@ -536,6 +536,7 @@ " num_input_channels, # Num. channels in prev. layer.\n", " filter_size, # Width and height of each filter.\n", " num_filters, # Number of filters.\n", + " name, # The name to give the summaries\n", " use_pooling=True): # Use 2x2 max-pooling.\n", "\n", " # Shape of the filter-weights for the convolution.\n", @@ -543,10 +544,11 @@ " shape = [filter_size, filter_size, num_input_channels, num_filters]\n", "\n", " # Create new weights aka. filters with the given shape.\n", - " weights = new_weights(shape=shape)\n", - "\n", + " weights = new_weights(shape=shape, name=name+\"_W\")\n", + " tf.histogram_summary(name+\"_weights\", weights)\n", " # Create new biases, one for each filter.\n", - " biases = new_biases(length=num_filters)\n", + " biases = new_biases(length=num_filters, name=name+\"_B\")\n", + " tf.histogram_summary(name+\"_biases\", biases)\n", "\n", " # Create the TensorFlow operation for convolution.\n", " # Note the strides are set to 1 in all dimensions.\n", @@ -660,12 +662,14 @@ "def new_fc_layer(input, # The previous layer.\n", " num_inputs, # Num. inputs from prev. layer.\n", " num_outputs, # Num. outputs.\n", + " name, # The name to give the summaries\n", " use_relu=True): # Use Rectified Linear Unit (ReLU)?\n", "\n", " # Create new weights and biases.\n", - " weights = new_weights(shape=[num_inputs, num_outputs])\n", - " biases = new_biases(length=num_outputs)\n", - "\n", + " weights = new_weights(shape=[num_inputs, num_outputs], name=name+\"_W\")\n", + " biases = new_biases(length=num_outputs, name=name+\"_B\")\n", + " tf.histogram_summary(name+\"_weights\", weights)\n", + " tf.histogram_summary(name+\"_biases\", biases)\n", " # Calculate the layer as the matrix multiplication of\n", " # the input and weights, and then add the bias-values.\n", " layer = tf.matmul(input, weights) + biases\n", @@ -771,16 +775,18 @@ "cell_type": "code", "execution_count": 21, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ - "layer_conv1, weights_conv1 = \\\n", - " new_conv_layer(input=x_image,\n", - " num_input_channels=num_channels,\n", - " filter_size=filter_size1,\n", - " num_filters=num_filters1,\n", - " use_pooling=True)" + "with tf.name_scope(\"Con1\"):\n", + " layer_conv1, weights_conv1 = \\\n", + " new_conv_layer(input=x_image,\n", + " num_input_channels=num_channels,\n", + " filter_size=filter_size1,\n", + " num_filters=num_filters1,\n", + " name=\"Con1\",\n", + " use_pooling=True)" ] }, { @@ -800,7 +806,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -829,12 +835,14 @@ }, "outputs": [], "source": [ - "layer_conv2, weights_conv2 = \\\n", - " new_conv_layer(input=layer_conv1,\n", - " num_input_channels=num_filters1,\n", - " filter_size=filter_size2,\n", - " num_filters=num_filters2,\n", - " use_pooling=True)" + "with tf.name_scope(\"Con2\"):\n", + " layer_conv2, weights_conv2 = \\\n", + " new_conv_layer(input=layer_conv1,\n", + " num_input_channels=num_filters1,\n", + " filter_size=filter_size2,\n", + " num_filters=num_filters2,\n", + " name=\"Con2\",\n", + " use_pooling=True)" ] }, { @@ -854,7 +862,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -950,14 +958,16 @@ "cell_type": "code", "execution_count": 28, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ - "layer_fc1 = new_fc_layer(input=layer_flat,\n", - " num_inputs=num_features,\n", - " num_outputs=fc_size,\n", - " use_relu=True)" + "with tf.name_scope(\"FC1\"):\n", + " layer_fc1 = new_fc_layer(input=layer_flat,\n", + " num_inputs=num_features,\n", + " num_outputs=fc_size,\n", + " name=\"FC1\",\n", + " use_relu=True)" ] }, { @@ -977,7 +987,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -1006,10 +1016,12 @@ }, "outputs": [], "source": [ - "layer_fc2 = new_fc_layer(input=layer_fc1,\n", - " num_inputs=fc_size,\n", - " num_outputs=num_classes,\n", - " use_relu=False)" + "with tf.name_scope(\"FC2\"):\n", + " layer_fc2 = new_fc_layer(input=layer_fc1,\n", + " num_inputs=fc_size,\n", + " num_outputs=num_classes,\n", + " name=\"FC2\",\n", + " use_relu=False)" ] }, { @@ -1022,7 +1034,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 31, @@ -1103,7 +1115,8 @@ }, "outputs": [], "source": [ - "cross_entropy = tf.nn.softmax_cross_entropy_with_logits(logits=layer_fc2,\n", + "with tf.name_scope(\"cost\"):\n", + " cross_entropy = tf.nn.softmax_cross_entropy_with_logits(logits=layer_fc2,\n", " labels=y_true)" ] }, @@ -1122,7 +1135,9 @@ }, "outputs": [], "source": [ - "cost = tf.reduce_mean(cross_entropy)" + "with tf.name_scope(\"cost\"):\n", + " cost = tf.reduce_mean(cross_entropy)\n", + " tf.scalar_summary(\"cost\", cost)" ] }, { @@ -1149,7 +1164,8 @@ }, "outputs": [], "source": [ - "optimizer = tf.train.AdamOptimizer(learning_rate=1e-4).minimize(cost)" + "with tf.name_scope(\"cost\"):\n", + " optimizer = tf.train.AdamOptimizer(learning_rate=1e-4).minimize(cost)" ] }, { @@ -1176,7 +1192,8 @@ }, "outputs": [], "source": [ - "correct_prediction = tf.equal(y_pred_cls, y_true_cls)" + "with tf.name_scope(\"accuracy\"):\n", + " correct_prediction = tf.equal(y_pred_cls, y_true_cls)" ] }, { @@ -1194,7 +1211,9 @@ }, "outputs": [], "source": [ - "accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))" + "with tf.name_scope(\"accuracy\"):\n", + " accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n", + " tf.scalar_summary(\"accuracy\", accuracy)" ] }, { @@ -1228,9 +1247,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Initialize variables\n", - "\n", - "The variables for `weights` and `biases` must be initialized before we start optimizing them." + "### Create the LogWriter and Merge the Summaries" ] }, { @@ -1241,7 +1258,38 @@ }, "outputs": [], "source": [ - "session.run(tf.initialize_all_variables())" + "writer = tf.train.SummaryWriter(\"logs\", session.graph)\n", + "merged = tf.merge_all_summaries()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize variables\n", + "\n", + "The variables for `weights` and `biases` must be initialized before we start optimizing them." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From :1 in .: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", + "Instructions for updating:\n", + "Use `tf.global_variables_initializer` instead.\n" + ] + } + ], + "source": [ + "session.run(tf.global_variables_initializer())" ] }, { @@ -1262,7 +1310,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": { "collapsed": true }, @@ -1280,7 +1328,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": { "collapsed": false }, @@ -1314,16 +1362,18 @@ " # to the placeholder variables and then runs the optimizer.\n", " session.run(optimizer, feed_dict=feed_dict_train)\n", "\n", - " # Print status every 100 iterations.\n", + " # Print status and write to logs every 100 iterations.\n", " if i % 100 == 0:\n", " # Calculate the accuracy on the training-set.\n", - " acc = session.run(accuracy, feed_dict=feed_dict_train)\n", + " acc, summary = session.run([accuracy, merged], feed_dict=feed_dict_train)\n", "\n", " # Message for printing.\n", " msg = \"Optimization Iteration: {0:>6}, Training Accuracy: {1:>6.1%}\"\n", "\n", " # Print it.\n", " print(msg.format(i + 1, acc))\n", + " \n", + " writer.add_summary(summary, i/100)\n", "\n", " # Update the total number of iterations performed.\n", " total_iterations += num_iterations\n", @@ -1354,7 +1404,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": { "collapsed": true }, @@ -1397,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": { "collapsed": true }, @@ -1455,7 +1505,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": { "collapsed": false }, @@ -1542,7 +1592,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": { "collapsed": false }, @@ -1551,7 +1601,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Test-Set: 13.9% (1394 / 10000)\n" + "Accuracy on Test-Set: 6.1% (611 / 10000)\n" ] } ], @@ -1570,7 +1620,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": { "collapsed": false }, @@ -1579,7 +1629,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Optimization Iteration: 1, Training Accuracy: 17.2%\n", + "Optimization Iteration: 1, Training Accuracy: 3.1%\n", "Time usage: 0:00:00\n" ] } @@ -1590,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": { "collapsed": false, "scrolled": true @@ -1600,7 +1650,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Test-Set: 15.7% (1566 / 10000)\n" + "Accuracy on Test-Set: 7.6% (756 / 10000)\n" ] } ], @@ -1619,7 +1669,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": { "collapsed": false, "scrolled": true @@ -1629,7 +1679,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Time usage: 0:00:06\n" + "Time usage: 0:00:04\n" ] } ], @@ -1639,7 +1689,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": { "collapsed": false }, @@ -1648,15 +1698,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Test-Set: 64.6% (6461 / 10000)\n", + "Accuracy on Test-Set: 72.2% (7222 / 10000)\n", "Example errors:\n" ] }, { "data": { - "image/png": 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SCYPBwMzMDD/96U/5+OOPmZmZeWkOrs7ZoNPpkM/nj+0xrK2tkc/nVTza7XZz+fJlfvCD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\nfCOw1Ujhlc1mKRaLVKtVvRWvx+PRmyM1k6O/tkVDc1SmwRykjU8yz0s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KtSSLDVmeqVQKnU4HBoOBS6P0zTf06GOi1Fij2Wxe+31RvgnVlgaDQVSrVTgc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\nU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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1678,7 +1728,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": { "collapsed": false, "scrolled": false @@ -1688,16 +1738,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Optimization Iteration: 101, Training Accuracy: 68.8%\n", - "Optimization Iteration: 201, Training Accuracy: 76.6%\n", - "Optimization Iteration: 301, Training Accuracy: 71.9%\n", - "Optimization Iteration: 401, Training Accuracy: 82.8%\n", - "Optimization Iteration: 501, Training Accuracy: 90.6%\n", + "Optimization Iteration: 101, Training Accuracy: 73.4%\n", + "Optimization Iteration: 201, Training Accuracy: 82.8%\n", + "Optimization Iteration: 301, Training Accuracy: 75.0%\n", + "Optimization Iteration: 401, Training Accuracy: 87.5%\n", + "Optimization Iteration: 501, Training Accuracy: 87.5%\n", "Optimization Iteration: 601, Training Accuracy: 95.3%\n", "Optimization Iteration: 701, Training Accuracy: 92.2%\n", - "Optimization Iteration: 801, Training Accuracy: 90.6%\n", - "Optimization Iteration: 901, Training Accuracy: 90.6%\n", - "Time usage: 0:00:51\n" + "Optimization Iteration: 801, Training Accuracy: 89.1%\n", + "Optimization Iteration: 901, Training Accuracy: 93.8%\n", + "Time usage: 0:01:56\n" ] } ], @@ -1707,7 +1757,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "metadata": { "collapsed": false, "scrolled": true @@ -1717,15 +1767,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Test-Set: 92.8% (9278 / 10000)\n", + "Accuracy on Test-Set: 93.4% (9342 / 10000)\n", "Example errors:\n" ] }, { "data": { - "image/png": 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jpf/BMIz/9bDXeUE4TRv/d8B/A0SOelHaxifKadr4K3OGNkYI8Z8Cfx/oAX7q\nVdd2HNFcNAzj9iG2+wiYFkJl0PqFEHbDMD4FPn3BPh/sTYeiwP8jhHhoGMatV5zn54UQPw7UgF8w\nDCO/d8rfNgxDNkr+U8AlIcRf2PvdB0wB3wL+NYBhGPG9m4S93//OC85nAa7tvT8v8IkQ4mPDMJZf\ncZ0XiVOxsRDiZ4A1wzDuCyE+omP08wq0jU+e07yPvwpnbWMMw/gt4LeEEN8GfgX4iZdd4HFEs9Tx\nc5v90+mDnY++dhQ/RMd0aEcI8dvA+8CrRPM3DcP45VdcpwB+0TCM73duIIT42cNeWwcbwIZhGDWg\nJoT4AXADeJ1uqNOy8TeBnxVPnfROwCuE+A3DMF7l+Nc2PnlO7T7+ipy1jRWGYfyhEOJfCiF8hmHk\nX7TdcVKO1Ohgz3mc3vORmIA/17Hd94C/oXYS4q2XHlQItxDCLX8GvgvM7v3+N4UQf+0Y1/wfgb++\nNw1BCDEthHAAfwT83J5PZBD49iGO9e+APyGEMO1d5/vA42NcWzdyKjY2DONvGYYxbBjGOE/9hr8n\nBVPb+Mw5FRsfOP6+mUQ32VgIMdHx83sALxNMOJ5oHvR9/G3g94A/BtY7/v+XgA/F07D+LPBX9y7w\nfSHErz/nuP3AD4QQt3k6uvwtwzB+f+9vl4HUMa75nwBPgDtCiHvArwNm4N/sXfMDnkb8PpY7CCF+\nRQjxpw8eyDCMB8D3eRr9/QT4R4ZhzB3j2rqR07Lxy9A2PltOzcZCiP8D+EPgshBiTQjxF/f+1DU2\nBv68eJpO9gXw3wN//lUnv1Brz4UQ/x74GcMwXhnh0lxMtI1ffy66jS+UaGo0Gs15o5dRajQazRHQ\noqnRaDRHQIumRqPRHIFjLdYXQryxDlHDMN6Ictfaxq832r5H59gVTt7EQJJ4w9oDaBu/3mj7Hg09\nPddoNJojoEVTo9FojoAWTY1GozkCWjQ1Go3mCGjR1Gg0miOgRVOj0WiOgBZNjUajOQJaNDUajeYI\naNHUaDSaI3Cqfa1PCsMwMAyDdru97yX/X65okFn+B1c4mEwmzGYzJpMJi8WCyaSfFRqN5qtxIUSz\nXq9TLpfJ5XJsb2+zs7NDqVSiWCxSLpepVqsYhoHF8vTtNBoNGo2G2j8ajTIwMEAsFmNkZISenp7z\neisajeaCcyFEs9FokM/n2djY4N69ezx48IDd3V12dnbIZDJkMhkMw8ButwNQLpepVCpq/2vXrvHO\nO+/w/vvRqGf7AAAgAElEQVTv4/P5tGhqNJqvTFeLZq1Wo16vs76+zqNHj3j8+DHz8/MsLi6Sz+fJ\n5XKUSiVKpZIaaQohqNVq+0aa29vbLC0t0dfXx8zMDAMDA1itVqxW6zm+uzcP6TZpt9s0Gg3q9Tq5\nXI5cLketVqPVaj23eITX68Xn8+FyubDb7VitVsxmM2az+azfguYlVCoVEokEyWSSarVKpVIhFAoR\nDofxeDzYbDasVismkwmTyaRca3LWuLu7Szwep9FoMDY2xtDQEA6HA6fT2VUFVLpeNPP5PCsrK9y6\ndYsvvviCzc1Ntre3aTabNJtNWq0WrdbTrqLNZhN4elN2UigU2NjYYGNjg1QqRbFYxOPxaNE8B9rt\nNq1Wi3K5TLFYZHV1leXlZbLZrLLnQQYHBxkeHiYcDhMIBPB4PABaNLuMSqXC0tISDx8+JJ1Ok06n\nmZ6e5vr16/T396sHnxRO+V3IZrNsbm5y7949fvCDH1CpVPjud7+Lw+EgFApht9u7ytZdJ5qdAZ+d\nnR2ePHnCF198wf3793ny5AnZbJZCofDMfkII9TpIuVwmmUyyubnJ+vo6g4OD9Pf343K5zuItvbHU\n63UajQbVapVqtUq5XFZiKW+qjY0N1tfXyefzNJvNZx548NQnvbKyQjgcpqenh56eHiKRCL29vbhc\nLpxOpw7udQHlcpnFxUVu3bpFNpslm82SSqXIZDL09/cTDAbxer3Y7XZsNpsa+Mj78sGDB9y+fZtm\ns0ksFqO/v5/JyUkCgYAWzVfRbDZpNBosLi7y/e9/n3v37rG4uEg6naZerz93H5PJhM1mQwhBvV5X\no054OmLNZrNsbW2xsLBAOBzG6XQSiUTO6i29kVSrVXK5HMlkkt3dXba3t9na2lLBvO3tbQqFAqVS\niUajoTIiDuJ0OnG73fj9fkKhELFYjOvXr3P16lX6+/sZGBg4h3enOUi5XGZhYYFPPvmEer1OvV5n\ne3ubR48eEQwGCYVC+Hw+nE6nEs1Go8HOzg5bW1vs7u6STCZxOBwsLS3R09OD2+1mbGzsvN/aPrpO\nNA3DoFKpUCgUWF5e5vbt2zx+/JhMJkO5XAaejirtdjsOh2Pfy263YxgG2WxW+cmq1ap6oqXTaeLx\nOBsbG4yMjJzzO309abfb1Go1arWauhk2NjZYW1tjfX2deDzO1tYW2WyWTCaDzWbD6XQqH2XnTEHO\nOEqlEplMhng8jtVqZWVlhUqlQr1ep1Ao0G638fl82uVyztTrdXZ3d1lcXFT/t7u7Czx98AUCATXS\ntNvtNBoNms0mmUyGZDKpBkRer5e1tTWcTiejo6NUq9Xnfj/Oi64TzVarRTqdZn19nfX1dXZ3d8nl\ncvtGmCaTiWg0SiwWY3h4mOHhYfx+P3a7nXK5zJMnT1hcXFR+TOknk1H4bDZLrVY7r7f4WiPdKvF4\nnKWlJZaWllhbWyMej5NKpVSQzufzEY1GGRkZYXR0FL/fr3Jp4enDU07vE4kEu7u7bG1tEY/H2dzc\nxDAMtra2mJycZGpqiqtXr3Lt2jUCgcA5fwKa59FoNCgUClSrVSwWC2azWT0Uq9XqPl+2fOBaLBbi\n8TjpdBohBC6XS6UVnifnfwUHaLfbpNNplpaWWF9fJ5FIUCwW1d+FENhsNvr7+7l27Rpvv/02b7/9\nNuFwGJvNRiqV4pNPPgGeOqY3NzeVQer1uoq6V6vVc3l/rysyElqv19na2uL+/fs8fPiQR48eEY/H\nSSQS1Go1PB4Pfr+fSCTC6Ogo77zzDu+99x6RSASr1apuina7TaVSoVKpsLKywuLiInfu3CGTybC1\ntUU6nebx48esrq6yurqKEIKRkRF8Pt8Lfdua00G6VVqt1jM+6c4Ropz5ybhF58IU+HJxSr1eJ5FI\nqOl9NpvF6XRit9u1aD6PdrtNLpdjfX2ddDq9L3XIYrHg8XgIhUJMTExw48YNJicniUajeL1ehBBk\nMhkKhQI7Oztq6iZpNpsUi0Xy+fwLfaOar4YcxSeTSWZnZ/n444/Z2NhQI4arV68SiUQYHBxkYGCA\nUChEKBRicHCQaDSKx+N5ZvpltVpVuonf71cpRz09PaysrLC1tUUymUQIwfT0NFtbW7hcLjwej8rZ\n1Zw+1WpVRcA7BzjwNPNhfHwcq9VKoVDY96pUKkpEDyJHoVKIu6mPUdeK5sbGxnNF0+fzqajaW2+9\nxeDgoBplNptNhBAUi0V2dnYoFov7PuxGo6FF85RoNBpkMhnW1taYnZ3lBz/4AYVCgUajwfj4OFev\nXuXdd9/lypUrTE1NYbFY9uVbPi/67XQ6MQyDQCDAyMgIoVAIt9uN0+mkUqmwtrZGMpmkUCiwurrK\n1tYWPT09WK1WLZpnSKVSUS6Z54nmN7/5TZxOJ9vb22xvb6u0QeCFM77OkasWzVdgNpvp7e1lamqK\nRCKxz6ksgwxy+WSlUlFRN7nUcmVlhbm5ORKJhEp6lzgcDsLhMH19fbjd7vN4e68txWKR+/fv8/HH\nHzM7O0smk8Hj8RCLxZQb5dq1awwODuL3+zGZTIeeRst0k56eHiYnJ5Wdl5aW1JSvXC5TKpWe8Y9p\nTh/pr8zn88/ECvx+P2NjY0QiEcbHx8nlcqRSKVKplFrYIO/RRCLB0tISiUSiq23YlaLZ39/P22+/\nTTwe54svvkAIoZ48pVJJ5fhlMhl2dnZUJFZGWB8+fEgymXxmhYnL5WJgYIChoSG8Xu85vsvXj3w+\nz+3bt/kP/+E/kE6nKRaLxGIxrl69ys2bN3nrrbeYnp7G4XB85Zw7j8fD6Ogo9XqdBw8eEIlESKVS\nlMtl6vU61WqVWq323FxPzenRaDQolUoUCoVnZnA+n49YLKZmF+12m2KxqFYBdc4G79+/z+/+7u+S\nzWbP420cmq4TTZPJRDAYBJ4O7Xt7e8lkMip1qFarUSgUWFlZ4fPPP6dcLpPJZMjlcuTzedLpNNvb\n28+NjsvczIGBAbWqRHMySOf98vIyrVaLZrOp/I8yEf24kW2r1YrP51P5fm63m3w+rx6oMjm+m6Zy\nbwKGYagiOfLzlzMIq9WK2+0mGAzicrkwm80qh7MzMARP8zwDgQAWi4Vms6ns2mg0XrjE9jzoStGU\n+XayMlEmkyGRSKgPr1wu8+jRIxKJhBJSmZ5Sq9X2FevoxOFw0NvbSzQa1dPzE8YwDJWsLL/cshSf\nrAlwXOQxZKk/GTjSkfLzpbNEo7R9p3B2YjKZlC/bZrPtW5Xn8/nUAhV5jGazSbVa3fe9Om+6TjSF\nECpZXU7vDMNgY2ND+SnL5TI7Oztsbm4e6phms1kFkaLRKNFoVC+hPGHk5xuJRJSgySCdvBmOS+fI\nQxb8MAwDs9mM3W5XaSndtOROsx8hxAvThpxOp3rASpdcuVwmnU4TDoe7xs/ZdaLZyejoKN/97ne5\ndOkSW1tbrKys8OjRI548eUKhUHgmOv4inE4nfr9fLbmLRCJ6pHnCuN1uLl++zEcffYTb7cblcjE+\nPs7U1BRDQ0Mn8nk3m03K5TLZbJZEIqFmH263m1AoRF9fHz09PTpyfg7I0eHBf7/qceBp4DeVSrGw\nsIDf7+8at1pXi+bQ0BCxWIx8Ps/Ozg5zc3NYrVZyuRzw1AdymKeP2+1WhYj7+/sJh8OnfelvHB6P\nh0uXLmG1WgkEAgSDQVVcw+Px4HA4jn0OuWwylUqRTCZJpVK4XC68Xi+hUIhoNEowGNRLKc+Yg8Vy\njusukcdqt9tkMhmWl5cZHh7el354nnS1aMoPXwYUhoeHuXr1KpVKhUePHqlUk3q9/tyIqVyu1dfX\nx5UrV5iYmMDn853123gjkO4UWXXI4XDgcrlwuVzYbLYTqUJUKpVYW1tTxVsMwyAUCjE8PMzg4CBu\nt1u3M9GcOl0tmvClj9NutyOEULmX1WqVeDy+L2p6EOnrikajXL58eZ9o6uDByWK32xkaGmJwcHDf\nyOMkAzXFYnGfaLbbbUKhENPT0wwMDCjR1GhOk67+hh0c7suVI0IIWq2WKgH3PL+m1WplYmKC6elp\n3nnnHd566y2Gh4dxu91aME8BWY37NJDT8dnZWX70ox8xPz+P1Wrl2rVr3Lx5kw8++ICJiQlcLpe2\n7TkgBydyZuF0OlVlsdeRrhbNg8gUBJnfValUVG7YQaxWK5cuXeInf/InmZ6eZnx8nEAgoIMEF5BE\nIsHs7CyfffYZP/zhD9ne3mZkZITr16/z/vvv8+GHHxIMBnE6ned9qW8kZrMZh8OBx+NRr8PGGy4i\nF0I0q9UqpVKJeDzOwsICjx8/Zmdn57l9ZSwWC263m97eXiYmJrh+/bpKkj+JYITmbJAlw6rVKktL\nS3z++efMzs6yvb2NYRgMDg7yzjvvMD09TX9//778Ps3ZImMOIyMjXLt2jWazqbIbZDbDcWch3WTb\nCyGaMgDw8OFDbt26xSeffKKKlh4cZdrtdvr6+piYmGBsbIzBwUECgYCOqF4wZOGWnZ0dHj58yA9/\n+EPW19dptVoMDAwwMzPD22+/zcDAwIklz2u+GnJ5shxtjo6OsrCwwJMnT5RL7EVFWQ5LtyS2Q5eL\npqwAvrm5ydzcHHfv3mV2dpa5uTlVAcVqtaoud1arlVAoxOXLl7l27RoTExP09PToEeYFotlsUqlU\nKBaLLC8vs7S0xPz8POvr69RqNQYGBrh8+bJyubhcLuXn1pwPshK7TP8aGBigt7eXYDDI+Pj4c8v+\nvYqDItlN9u1q0ZQFOB48eMDnn3/O/fv3VVFh+aH6/X6i0SihUAi/308sFuPGjRtcvXqVoaEhHU29\nYMiiw7Kr4cOHD9nd3VV2fuedd7hx4wYzMzN4PB49yuwipGtMLnOViw38fv+R7PS8UaUeab6Ezm6U\nu7u7PHr0iNu3b/Ppp58yPz9PuVxWU3IhBMFgkImJCYaHh+nr62N8fJy33nqLK1eunPM70RwGeTPI\nVszZbJYnT56oh+S9e/cIBoP09fXx9ttv853vfIdr167h8Xj0Utguw2w243a7VUzhq9Apjgcru3cL\nXSea7XZbOZE/++wzPvnkEx4/fszm5qaqdASoKfn4+Dgffvgh4+PjahXKVzWY5uyRRT4SiQRra2s8\nefKEu3fv8ujRI8rlMj09Paq83KVLlxgZGcHtdmsf9WtK52i0W4uxdJ1otlotdnd3mZub40c/+hHf\n//73icfj+8p+CSFUyamxsTE+/PBDZmZmcDgc2Gw2XbDhAiGr2MTjcX74wx/y+eef8+jRI1ZXVxkY\nGGBgYIDr16/zEz/xEwwPDyv7duPNpDkZut22XSOasjd5IpHg3r173L59m/n5eTKZzDO1MU0mE729\nvQwODjI8PKzWN8uSU5qLw+bmJo8fP2Z2dpY7d+6wsLBAsVjE7XaroE8sFlOLEmq1mmqud9TRpnQB\nyCpJgKqMpOkuZJWjbqSrRHNzc5P5+Xm++OILbt26RTwef25tTLPZTDgcVjeU1+vVeXoXlLW1Nf7g\nD/6Au3fvsrKyQjabxeVy0dvby+joKFevXqW/vx+z2Uy1WqVer6vUla8imrLeaqlUAp7enFo0NUfh\n3EVTPvnT6bQKADx8+JCVlRXVmEtiMpmw2Wz4/X5GRka4ceMGw8PDKu1E093IIF+r1SKTyZBOp5md\nnWV2dpaFhQWSyaQaSTqdTtLpNOvr6zSbTZLJJFarVYmmLD8nj3sQWbfRYrHgcDhwOp2qP02hUKBU\nKuF2u7l+/Tp+v/+sPwrNEemmAdG5i6bsELm9vc2DBw/45JNP2NraIpfLPZO8brFYVF1MuaZ8aGhI\n52FeEGQR4XK5zPz8PPfv3+fzzz9nZWWFdDqtVnjJXjNyNZDf78fn82GxWGi1WphMJpUb+KL2Fmaz\nGafTicvlUoWn19fXWVhYIJPJUK/XicVieDweZmZmzuHT0ByFbpqqn7tolstl4vE4T548YW5ujrm5\nOdVp8mDbBDnCnJ6e5tKlS0xOTp5YVXDN6SOXRmazWRYWFvjkk09YWVmhXq+rfuWdM4ZWq6VGhrIh\nW6evqzM9TaanyCr9clubzcbIyAhjY2M8efKE+/fvk0wmaTQazMzM8K1vfeu8Pg7NEdAjzQ6SySS3\nb9/m1q1bLC0tUSwWn6lcZLfb8fl8jIyM8M1vfpOvf/3rTE9P4/F4tC/zAtFoNMjlcmxubrK4uMjs\n7Cx2u52pqSl8Ph8ej+e5/sVOIbRYLKrHejabVWIpgzwul4tgMIhhGKyvr5NKpVQTr84CEi8rKajp\nPvRIE9QIIZFIcOfOHT799NMXBn5kQYCJiQm+/vWv893vflcVutW+zItDq9WiWCySSqXY3t4mHo8z\nNTXFpUuXGB0dpbe396WtlWUzrmq1yurqKpubm+pmkvmesi1Cs9mk1WqRy+XUumfZyEv6QnW2Rfci\n7Sp94N2U6H5uopnJZEgmkywsLLC+vk4ymXxGMOVyrJ6eHqanp7ly5Qr9/f37GjBpLg6yNsDY2Bg/\n/uM/rpZGjoyMEA6H8fv9Ly3vJr8PjUaD3t5epqamgP3TdIfDgc/no9lsEgqFuHHjBr29vfT09JBK\npbh58yb5fJ5qtbrvGJruoVMw8/k8m5ubZDKZrqnPeW6imc1mWVpaYmFhgY2NDeVn6kS2+5TVuWX6\nicPh0IJ5AZG29Hg8+P1+rl+//kzx2sP6p6VIPg+TyUSr1eLSpUvUajXV3VQWAqlWq9RqNaxWK5FI\n5CTfouaYdI4mtWjy9AORjeKXl5e5desWd+7cYXd3V/U07yQQCBCNRrl06ZJqVxEIBPSU/IIihFBV\nvmVBaJkWJKtUnVSBlXa7jcViweVyqXNYLBbsdrv6rgkh9Pr1LqNzMCRb+CaTSRXr6AbOXDSr1SqF\nQoHFxUU+/vhjHj9+TCaTeaaYMEAwGGRqaoqrV69y+fJlxsbGdCLyBUcIgclk2rcSR5Z2O8mHoczT\n7FxyKZuu2e129V3TPs3uQ9pLima9XqdYLHZNJfgzn553+qVyuRz5fJ56va6+xLKRmtPpZHR0lOvX\nr3Pp0iX6+/tfGiTQdD+dPZ9Oe7bwvGIPZ3Fezckgbde59PWNDARJQTSbzfh8PrxeL06nk3q9rvyZ\nJpOJQCBAJBJhZmZGtTTQrXc1Gk03cOaiKX1Xbrcbj8eD0+lU64Dh6RRK9im/evUqMzMzDA4O6lU/\nGo2mKzi36LnValWFZKXz32Qy4XA4mJqa4qOPPmJmZobe3l7sdrv2PWk0mq7g3ETT6XSqgsGlUol2\nu43ZbCYQCHD58mW+9a1v0dvbu09UNRrN64vMrHA4HDQaDeWDllkX3ZJmeG5qNDo6ykcffcTVq1fJ\nZrNUKhU10rx58yaBQACbzaYd9xrNG0I0GuXHfuzHsFqtPHz4kMXFRTweD263m76+vq6pMXGuojk4\nOLiv4AKwr8CsFkyN5s0hGo3y4YcfEggEMAyDTCZDJBIhEolo0QRUQEij0WgAHA4HkUhEtUAZGBhQ\nZQGvXLmC2+0+70sEQBwn90kIYXRL7tRZsleerDscLKeMtvHrTTfZV+ZkygUw5XJZreRyu914vd4T\nG2gdx75aNL8Cb8oNBdrG530dp42279E59vS8WyJamtND2/j1Rtv3aBxrpKnRaDRvGjo8rdFoNEdA\ni6ZGo9EcAS2aGo1GcwS0aGo0Gs0ReKloCiFCQojbQogvhBBbQoiNjt9PLTFeCPHLQohZIcR9IcRf\nP8T2vyCE2N27rgdCiL98zPP/KyHEn33FNn+r47OYFULUhRAXruDnedhYCDEshPj+nq20jU+Zc7Lx\n5Y5z3BZC5IUQv/iKfc7DxkEhxG8LIe4KIT4RQlx65YFll7dXvYC/C/zyC/4mDnucQ5znLeA2YONp\nStTvAyOv2OcXgF/d+zkKJIDQgW3MR7iGfwX82SNs/58Av3tSn8F5vc7Qxv3Ajb2fvcACMKlt/PrY\n+MBxLcA2MNBtNgZ+Ffhv936+Avzeq457lOm5SuYSQkzsPQl+UwgxCwwJITIdf/85IcQ/3fs5IoT4\nLSHEp0KIW0KI919xnsvALcMw6oZhNIE/Av7cYS/SMIwdYAUYFkL8PSHEvxBC/DHwG0IIsxDiH+5d\nxx0hxF/Zu0YhhPh1IcRDIcTvAb2HPd8efwH410fcpxs5ExsbhrFlGMa9vZ8LwGNg8LAXqW18LM7q\nPu7kTwGPDMPYPOwOZ2jjKzwdmGEYxkNgWggRfNkOx/FpzgD/0DCMa0AcOJjwKX//NeAfGIbxPvBz\nwD8HEEK8L4T49ecc9z7wbSFEQAjhBn4SGDrsRQkhJoFhYKnjOr9jGMZfBP4asGMYxgfA+8AvCSFi\nwH/G09HsFeAvA9/sON6vCCH+9EvO5wb+JPBvD3uNF4jTsrFCCDEOXAU+O+xFaRufKKdu473tj/TA\nOUMb3wV+dm+bb/D04R172bUdx5+xaBjG7UNs9xFP1Vs+4fxCCLthGJ8Cnx7c2DCMB0KIXwX+X6AA\nfAEcpqPSzwshfhyoAb9gGEZ+75S/bRiG7A38p4BLQoi/sPe7D5gCvsWeUQ3DiAsh/qDjev7OK877\nM8Af7o2YXjdOxcYSIYQP+DfALxmGUT7EebSNT57TtrEd+DPAf33I6zlrG/994NeEEF/wVEDv8gq9\nOY5oljp+brN/1HqwN8XXDMM4dCs5wzD+GfDPAIQQ/wB4cojdftMwjF9+xXUK4BcNw/h+5wZCiJ89\n7LU9h/8c+JfH2L+bOTUbCyGswG8B/9wwjP/rkLtpG588p2bjPf4MT91t6UNuf6Y2NgwjD/ylvf0F\nsLz3eiHHmZ4r34jx1Iua3vORmNjvg/we8DfUTkK89coDCxHe+3cU+Gngf9v7/W8KIf7aMa75PwJ/\nXQhh3jvetBDCwVO/6c/t+UQGgW8f5mB7vo9vAP/+GNfUzZyajYF/Adw2DON/3HdCbeOz5jRtDM/x\nBXeTjYUQfvFlBsF/CXzPMIzKy/Y5jmge9H38beD3gD8G1jv+/5eAD8XTkP4s8Ff3LvZlvpB/t7ft\nvwX+C8Mwinv/fxlIHeOa/wlPR613hBD3gF8HzDydIq4DD3jqq/lY7vAKf9fPAv+3YRi1Y1xTN3Mq\nNhZCfJunfq7vii/TUr6792dt47Pl1O5jIYQH+HHg3x34UzfZ+DrwUAjxCPgO8LxR7j4uVMEOIcS/\nB37GMIz2eV+L5nTQNn79ueg2vlCiqdFoNOeNXkap0Wg0R0CLpkaj0RwBLZoajUZzBI61WF8I8cY6\nRI03oH8MaBuf9zWcNtq+R+fYFU7exECSeMN6qmgbv95o+x4NPT3XaDSaI6BFU6PRaI6AFk2NRqM5\nAlo0NRqN5gho0dRoNJojcGp9fjQajabdbmMYBrVajXK5TK32bN2Ter2u/l4oFGi1WrhcLlwuFx6P\nB4/Hg8vlwuFwYLGcv2Sd/xVoNJrXlna7TbPZJJvNEo/HyWazz2yTyWRIpVLE43FWVlaoVCr09/cz\nODjI6OgoY2Nj9PX1EY1GtWhqNJrXD5n3aRgGxWKRfD7P+vo6CwsLJBIJzGYzZrMZIQQmk4lkMsnu\n7i4rKyvMz8+Tz+cZGBhgcHCQRCJBLpdjenoas9lMKBTCZrNhtVrP7f1p0dRoNCdOq9Wi1WqxsbHB\n48ePWVxcZHl5mWw2i9vtxuVyYbVasdlsVCoV6vU6drudSCSCw+Gg0WiwtrZGsVhkZWWFnZ0dKpUK\n4+Pj9Pf3EwgEzu29dZ1odj6lOl/tdlv5RyQyq98wDPXU6nwd3E6j0ZwNrVaLWq3G1tYW9+7dY25u\njq2tLcrlMqFQiEAggMPhwOFwqHvX7/djs9nI5XJsbm6ys7PD1tYWrVaLcrmMxWLBbDbj9Xq1aB6k\nVqtRrVbVK5vNkkwmyWaz1Go1Go0Gdrsdh8NBvV6nWq3icrkIh8P09vYSiUQIhUKYTCYtmBrNGWMY\nBpVKhUKhQLvdxufzceXKFd59911cLhdOpxOHw4HVat3no2y1WjSbTVKpFI8fP2Zubo54PK58nfJe\n7u/vJxZ7acPIU6XrRNMwDKrVKoVCgWw2SzabZW1tjfn5edbX18nn85TLZXw+Hz6fj1KpRD6fp6en\nh+npaWZmZtRTC8BsNp/zO9Jo3izkPZzL5ZRojoyMcO3aNWKxGEII9XrevolEgnA4jN1up16vs7q6\nyurqKhsbGzidTj744INzeFdf0jWi2W63aTQalMtlHj58yIMHD0ilUuRyOXZ3d9na2iKVSin/h9Pp\nxOl0UqvVqFQqbG9vk06n2d3dpVgsUqvViEajRKNRLZwazRkihMDpdBIIBDAMA7fbjdfrJRKJ4PV6\nX7l/s9lkYmKCWq3Gzs4Ojx8/plgsUq/XKZVKFAoFCoUCdrsdm812Bu9oP10lmrVajWw2y507d/id\n3/kdEomEGlnKaXmr1cIwDMxmMyaTSfk6zWYzq6urrK2tUa1WabVa3Lhxg97eXi2aGs0ZIoTA5XJh\nt9vx+/0MDg5isVhwOA52BH4+DoeD4eFhLBYLjx8/xuv1qnu/0WhQKBTI5XLKB3rWdI1odtJsNqnV\namQyGba2tqhWqwDYbDaV7Go2m7FYLOTzeTKZDMViUe0rncxyym4ymVSKg+biIQOAjUaDer2ukqE7\nE6WtVqt62Ww2LBaL8mnLQMPLpoWak0MIoWxxWKE8uH+nzTppNptUKhXK5TIul+ukLvlIdI1oyg/a\n5XLR19fHpUuXqNfrpNNparUaJpMJt9vN6OgoQ0NDyqE8Pz/P7OysuoGq1Srr6+tYLBampqYolUpY\nLBbsdrsecV5QZIJ0qVQim82qZOjORGk5BfT5fAQCAdxut3qwdv6rH57dT6PRIJ1OE4/HyWQy1Go1\nms2myqKRgeJWq3Uu19dVoimH8AMDA1y9epViscjOzo56YkUiEa5du8alS5eUT7PRaLCwsKCO02g0\nSKVSWCwWUqkU1WoVt9t9LsN4zVenM82sWCxSLBbZ3d0lHo+ztbXF7u4u6XRajWikWPp8PrxeLy6X\nS/+NdKIAABoCSURBVImlzLRwOBzqeyP9YXIWoukeGo0G2WyWra0tstmsmmlKO8qZxHk9/LpKNE0m\nE3a7nVgshtlsplqtks/nqVarRCIRhoaGuHTpEhMTEyp/c3FxEbvdro4jb7Zms6lSGA7md2q6H8Mw\nVDrZ2toaKysrPHnyhLm5OTY2NpSfOxgMEgqFVMJ0u92mXC5Tr9eBp98rOQKV6Wj9/f0MDQ0RDodx\nOp1aNLuMVqtFoVAgmUySz+ep1WrYbDZ8Ph8DAwMMDAwQiUT09FwIoYI7/f399PT0UCqVVNqCXIM6\nOTnJ0NAQpVKJUqlEOBx+ZkmVFE0pnO32hexJ/0YiH25S/HK5HMvLy3zxxRfcvXuXe/fuEY/HMZvN\n6gFrGAalUgmr1Uo6nWZtbY1EIkGj0aDdbhMIBAgEAsRiMUZGRpiZmaHRaAAQDAbVaFPn9X41Ohek\nyPvtRQMVeZ9LN0nn5y0HQrVajVwux87ODvl8nnq9js/nIxqNMjAwQH9/P729vWf2/g7SNaLZiUx4\nHR0dBZ5+mMFgkGAwiM/nU6OQUqlErVZ7RhT1qPLiYhgGzWaTarXK6uoqT5484d69e9y5c4ednR0c\nDgdXr15lcnKSsbExenp66OnpUYnSqVSK1dVV4vE4yWRS+cRrtRrb29vk83m2t7dZWFhgZGSEiYkJ\ntTSvv79fjzq/AlLsisWicp8UCgXy+fwz96LH42FkZITBwUHlKpHCWa/XqVQqbG5usri4yNzcHMlk\nEsMwCIVCTE1NMTo6isfjOY+3qehK0ZRPotHRUZX5L5dGms1mFUl9nmhqwbzYSNEslUqsrKzw2Wef\nce/ePe7duwfAwMAAV65c4aOPPuLDDz9UJcTkSFGK5vLyMgsLCywtLbG2tsb6+jpbW1tUKhVMJhNO\np5PBwUHef/99lXkRiUS0aH4F5AizUCjw5MkT7ty5w9bWlloCCV8uZY5EInzzm9/EZrMRCAT2LXku\nl8tkMpl9opnL5bRovorO4bp08h+k0Wjw/7d3brFtZ+lh/32iKJHiTbxIpHW/S76uZ3c8M97LzADZ\nbIukaJFtu4sAeWibIkXTNGiDouhD0T50+9CHFkUeNiiKtmi6aIBttuk2CdBJdztpseOd9YztmbFG\nGkvWxdSdokhRvOjCy+mDeM5Stse2xmORss8PECya/8sRP57vf8533dnZYXV1le3tbUql0pH3tRCt\nTfP0UCqVKBaLpNNpZmdnmZmZ4eOPP2ZycpL19XWUUnR3d3PlyhW+9KUvcfbsWaLRqPmO6K21XvW4\n3W7C4TADAwNsbm4ax1E6nSaTyZDL5XA6neTzeVZWVhgYGLDfkc+I9mjv7u6yt7dHsVikubkZn89H\nOp1me3ub3d1disUiyWSSUqnE6uoq0WiUWCxmHlSZTIa1tTUWFxeZnp42pjmPx0MwGCQajRIMBo/4\nMOpBwynNJ6FSqZDJZFheXiaVShn7VO37WmnqH0tjUy6XzdbsnXfe4e2332Z9fZ319XVjvxwcHOSr\nX/0qr732GsFgkLa2NuNA1LjdbjO5+vv7OTg4oFAosLu7SyKRYH19nXg8ztzcHKlUinK5zMbGBrlc\nztq+PyPlctnUiahUKjQ3NxMIBPB4PBSLRTY2Nkin0+TzeVZXV1lZWeH999+nv7+fgYEBozSTyST3\n7t1jfX2dbDZLoVDA7Xbj8/kIBoOEw2ECgUBdy8LBKVWa2n6iM4ZqlaL2wOtqz263m5aWFmvgbyD0\nTqBUKpl6i1tbWyQSCWZnZ3n//feZmpoim82Sy+UIhUKEw2EikYgpRtva2vrQgrTNzc00NzfjdruP\n3KtcLhvPeTQapaOjg62tLZRStLa2mgIvluOjwwXb2tqIRqNH5qPP58PtdhOPx1leXjbKs1AomOLE\n+nPf3t5mfX2dTCYDHMoyFosxPDzM+Pg4XV1ddcsCquVUKs1KpcLu7i6pVIp8Pn9ESA6HA6/XSzgc\nJhQKmRWJtVU1DtpDuru7a2yPd+/eZXZ2lsXFRVPhu1gsopTC5XLR3t6Oz+ejqamJUql0rNWG3roH\nAgFzrb6+Pvb3901KbkdHR0NUBT+NaIXpcDhwu9309fWZ9wYHBxkfH2d6epqbN2+ysLBAsVikWCyy\nv7/PvXv3jmR87e7umnOdTidjY2N8/etf5+zZs/T19VmleVx0UY9cLkcqlTLBr7U2zebmZoLBIF1d\nXYTDYTweT91tIC86OmdYp0HqFNl0Os309DSTk5N88sknzMzMGOfBw+zUenvn8/nMTqK1tdX8uFyu\nBx6OtWEt2mkUDAZP7G9/EdCO29bWVvx+/5H3Ojo66Onpwe/3IyJ4PB5SqRRbW1tsbGwYG6e2J9eG\nfTU1NREMBhkcHKSrq4v29va6xWbWcqqUpk6rXF1dZX5+3pTP14HMgKn+PDw8bLdcDcLe3h7pdNpU\nodrY2GBpaYl4PM7q6iqrq6skk0nS6bRx3NWSyWSIx+OUSiVSqRQ3btzA7/cTCASIxWLEYjF6enro\n6enB4/HU6a+0PAy9sh8dHcXr9TIwMMBHH33E7du32dnZeaTZrFKpkE6nWVhYwOfzEY1GT3Dkn86p\nUpo6RVLX11tYWGBnZ+eII6ilpYVoNMrg4KBVmnVG2xJ1pMO9e/eYn5834SR37tw5EjamQ8r0Nll7\nwg8ODkyvmIWFBTweD4FAwIShjI6OUiwW8fv9OJ1OE34Etmp/vdH9fHRNiXA4bOSofQ0PK6aiA+S3\ntra4e/cunZ2dDA0N4fV6H+jMcNKcSqUZj8dNXvn9KxOn00l7eztnzpzB5/PZSVNHNjY2WF5e5u7d\nu0xNTbG4uMjW1hapVIrNzU3y+TwOh8PYK4PBIF6v1+QW7+3tsbu7axTpwcEBuVzO2Dqz2SwzMzOs\nrKyQSCRIJBKMjo4yODhIR0eHrWjUAGhzzMLCArdu3eL27dsmflZvzdvb24lEIrS2tlKpVNjb22Nr\na4tcLsfS0hKVSoXW1lZ8Ph+jo6N0dHQ8UV3OZ8WpUpoHBwckk8kHlGYtzc3NVmk2CIlEgg8++ID3\n3nuP69evMz8/b1afeiWhUxx1u9YzZ84YO7Su3K8LtqRSKRYXF0kkEsbzvrq6alayGxsbZLNZfD4f\n4XDY7jIaAO2DmJqa4vvf/z7vvPPOAynO7e3tjIyM4PF4KJVKpNNpDg4OSKfTLC0tsbq6SltbG5FI\nhJaWFhOGVC9OhdLUE0zbxvTkqA1G9nq9RCIRzp49y8DAANFo1CzlLfUhk8mwuLjIvXv32NraYn9/\nn7a2Nrxer0lb1H2dOjo66OzspL29ndbWVpxOJ4VCwaxGW1payOVynD17lkwmY9JoP/roIz788ENy\nuRzxeJyenh52dnYolUqmHJzlZCmXy2QyGba3t4/EZS4vL7O3t4fX68Xn8xm5Dw8PMzo6SltbG6VS\niUQigd/vp7m5mUwmY5RosVg84jSqF6dGaerio1pp5nK5Ix9eIBBgZGSES5cuMTQ0RGdnJ06n0640\n68jOzg7xeNykLzqdThPZcOXKFa5cuUIsFiMSieDxeEzZL23j0qtSbfcqlUqmCLHOHnI6ncZJpIPh\n9RbePjDrQ6VSYXNzk/n5eT755BOmpqaYmZkhmUzS2tpKOBymp6eHCxcucPHiRQYGBujr68Ptdpts\nIafTSbFYZH5+nmw2a+ZxI8znU6E09/b2SKVSLC0tsbKyYjIGdOteOFSa4+PjXLp0yRQDaIQP+EXG\n6/XS3d1NoVAgHA6jlDKVhi5dusQXvvAFQqEQfr//iLL8NLQSzefzbGxsUCgUTDFap9NpQpFaWlps\nseE6UiqViMfj/PSnP2V2dpb5+XlSqRQiQiwW4/z585w/f56JiQnOnTtHZ2en2XqXy2UcDgfd3d3E\nYjE2NzdpamoyOmB7e/tItEw9OBVKUzeMn56eZn5+3rTAqHUABQIBJiYmuHjxonECWOpLX18fb7zx\nBuPj42QyGRwOB729vfT29hIKhQiFQmYr/iTy0qmWGxsb3Lhxgxs3bjA5OUkqlWJgYICRkRFGRkYI\nh8NGcVpOnmKxyOzsLD/60Y9Mo8Pm5mb8fj+Dg4NcvXqVL3/5y0QiESKRCG6323wHHA6H8bb7fD4T\nY613Lb29vRQKhbr+fadGacbjcWZnZ02RDk1LSwsul4toNMrAwAADAwM2bbJB6OjooKWlhYGBAQqF\nAg6Hg66urieKt6s1vWgPbCaTIZlMMjc3x/vvv8/PfvYzEokElUqFYDDI8PAw/f39DZGf/CKiq1Nt\nbGwwPz/P7du32d3dpbm5mTNnzpgdxuXLl7l8+bLp51Q7V3VKpp7XukK77lS7u7tb91oSp0JpFgoF\nE+e3s7Nz5L1QKERPT48JZrcrjMZBdyPUbUmampqOVdZLV+FPpVKsr68zNzfH9PQ0d+7cYX5+nuXl\nZRwOB9FolN7eXgYHB4nFYibv3HKy5PN5Zmdn+fjjj4nH48Zs4na76e/v5ytf+QqvvPIKQ0NDx56n\nbW1tdHZ2Eg6H657hd6qU5tLS0gNKMxwOMzExwcjIiFGalsZApzc+Cp13XFv9W/9ob+na2hp37tzh\n5s2bXLt2jTt37hhbZk9PD729vWaXEY1GrdKsE4VCgbm5Od577z2Wl5cpl8u43W78fj/9/f28+uqr\nppbmw+ZpbdX+2rKOcKg0Ozo6jEmnnpwKpbm3t0cymSSRSJDP5wFMwHNXVxeXL19mYmKCQCBQ55Fa\njks+nzctDXT2j658pFMvdY+geDzOysoKSimi0SjhcJiLFy9y6dIlxsbGTEEHuzWvD/pBVxs/HQqF\nGBkZYWhoiGAwaDK2HoauLZHNZllbW2NhYYF0Om3KzdU2w6snp0Jp7u/vmwR//TTSsXtWaZ5u8vk8\n6+vrplpVoVBgfX2dtbU1ky67urp65Bifz0dnZyfnzp3j9ddf58033zRmABtmVj+00qxtuRsKhRgb\nG2N4eJhgMPjInWC5XObg4ICdnR2jNFOpFJVKxRQEaQTzW0MrzXw+Ty6XI5lMUigUzFJdp95FIhFT\nzcjr9drSXg2AzjXPZDLs7e0daUeit93lctlk++iq6trArx0++n290ujs7MTn89HR0cGZM2fo6+tj\nYGCAiYkJQqGQqXBU71XIi4jeSufzebLZrJG9UgqPx0MsFjOdPx/2QNOxtzs7O8bRt7S0xObmJvv7\n+7S2tuLxePD7/Q1R5rGhtUwulzM9rnXvY/h5ySiddqfrJNoJU38qlQrJZJLFxUW2t7fJZDKmoIp2\n7Ozv7zM/P8/8/DzpdNq0adWZX8VikXK5bAozxGIxuru7GRsb4+LFiwwNDZlaqR6PB7fbbTtJ1hFd\nuV2bWmqVptvtfqwtUitMXVV/ZmaGpaUltra2cDqdR5Smx+Op++Ko4ZRmrSMgkUgwOTnJ7OzsEQeQ\n9pieP3+e3t7ehvggLYfowOZr166RTqfJZrPGvqWr6osIy8vLrK2tkc/njxRe0ce4XC7TaVLHduoK\n3j09PaaToaX+6PmqHTi1PbmamppMOqvu4XR/W+21tTXu3r3LvXv3TCuSRCIBQDQapaenh7GxMVNT\n0zqCHoJOm1xaWuLdd9/lww8/JJVKmfd1vN9LL71Ef38/LperjqO11FIqlZiZmeGtt94yZfv0BHK5\nXHR2dpoiwJFIhPb2dsrlspl4ra2tBINBIpEIw8PDJpRMF/bQvWfqvUWz/Byd5trc3PxAozttcjk4\nODiyk6jN6pmdneXHP/4xMzMzbG5ukkqlyOVyeL1ezp49y9WrV7lw4QJDQ0M25OjT0JW+E4mEyQLK\nZrPmfW3T7O/vJxKJWG9pA6GUYm9vj52dHRPYrM0mui1CMBg0vXzux+VyEYlEiEajjI2NmUIOra2t\nVlE2KLUKs6Wl5Uj/Jm1iW15eNo3WdnZ2TBQMwOTkJNevX2dubo5sNku5XCYQCNDV1cXExASvvvoq\nfX19DROD23BKUy/fdQZAJpMhm80+0HHS0pg4nU4uXLjAN7/5TZqamo6YTvQq0u/3mxYJ96Obonk8\nHkKhEG1tbdYj3uA0NTUZ26NuKaJltrKywrVr10ilUiSTSYLBIGtra2xubprzp6amWFlZMfPc4/HQ\n19fHxMQE4+Pj9PX1EQqFGsYE1xijuA+tNHd3dx94KsHRFDtLY+F0OpmYmMDv9+Pz+Y7YoJqamkwl\no/srdVtOL9ph53K5cLvdtLW1mdCi9fV10uk0yWSSbDZLIBBgYWGBpaUlc75+XzfMa29vZ2hoiMuX\nLzM6Okp3d3fdt+S1NKTStJxempqa8Pl8dHV1mYKxekWpt3FWWT6fOBwOPB4PwWDQhBfpBVAymWRq\nasoUk9ZteuGwwIeOudbtS/QqMxaLNZxZpqGVpl1Rnj5EBL/fj9frfahytMry+UUrzfb2dlwuFyJi\nHD+6cZ7+v1rvuU637e/v52tf+xovv/yyKezS1tbWcKGEDac0K5UK29vbrK2tsbW1dcSWqWsmxmIx\notGoeaI12pPoRUYrykb7oluePS6Xi97eXg4ODiiVSjQ1NVEsFhER4xysbaSnS8N5vV68Xq+phzs4\nOEggEDAJK432oG1Ipbm1tWVitWpDE1paWujo6DB9kHUmkFWaFkv9cbvdDA4OEg6HcbvdtLe3mxhd\nXUNgY2PDhKKdO3eOCxcuGOdgd3c3Q0NDRKNRE13RaAoTGlBpws8zRxwOhwliLpVKpkCpDmtwuVzW\ns2qxNAjNzc34fD5cLhejo6OmEjvA9vY2vb29bG5uksvlKJVKjI6OMjY2ZjJ9dGp0o/eubzilKSK0\ntbWZbJBQKEQulyOfzyMi7O/vk81mOTg4sA4Fi6UBcTgcJtdc+yUODg5Me5JisUilUiEQCJhWJ7rw\ncCN5yT+NhlSaXq+Xzs5O+vr6GB8fp6WlhWQyycHBAX6/H7fb/UQ9ZSwWy8nT1NSE3+/H7/fXeyjP\nhIZTmvoDdzgcfPGLXyQYDDI3N8fc3ByZTIZgMEg0GiUWi1lng8ViOXEaUmn6fD58Ph9+v5/h4WHT\nkjeRSNDe3k44HCYajVoHkMViOXEaTmnWovuLnDlzBjjMY9UZB52dnXalabFYThx5mgByEVHPMgD9\n/pJTus+5bvVZL5tmtcTVC2FMfdYyblReFBlb+R6fhl5p1gZKN0qyvsViebGx+1uLxWI5BlZpWiwW\nyzF46j2vjZN8/rEyfr6x8j0eT+UIslgslhcNuz23WCyWY2CVpsVisRwDqzQtFovlGDxSaYpISERu\nichNEVkTkeWa188kcFJEztbc45aI7IjIbz7mnF8XkUT1nI9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G2+1eeJu+luJJMUTa6WSzWTx79gz1ep1Png6Hg9+MdDqNlZUVrK2tIRKJcNzzoqAYFqV8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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1747,107 +1797,107 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 54, "metadata": { "collapsed": false, - "scrolled": true + "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimization Iteration: 1001, Training Accuracy: 92.2%\n", - "Optimization Iteration: 1101, Training Accuracy: 95.3%\n", - "Optimization Iteration: 1201, Training Accuracy: 92.2%\n", - "Optimization Iteration: 1301, Training Accuracy: 93.8%\n", + "Optimization Iteration: 1001, Training Accuracy: 93.8%\n", + "Optimization Iteration: 1101, Training Accuracy: 90.6%\n", + "Optimization Iteration: 1201, Training Accuracy: 90.6%\n", + "Optimization Iteration: 1301, Training Accuracy: 92.2%\n", "Optimization Iteration: 1401, Training Accuracy: 93.8%\n", - "Optimization Iteration: 1501, Training Accuracy: 96.9%\n", - "Optimization Iteration: 1601, Training Accuracy: 95.3%\n", - "Optimization Iteration: 1701, Training Accuracy: 90.6%\n", - "Optimization Iteration: 1801, Training Accuracy: 96.9%\n", - "Optimization Iteration: 1901, Training Accuracy: 92.2%\n", - "Optimization Iteration: 2001, Training Accuracy: 96.9%\n", - "Optimization Iteration: 2101, Training Accuracy: 93.8%\n", - "Optimization Iteration: 2201, Training Accuracy: 98.4%\n", + "Optimization Iteration: 1501, Training Accuracy: 92.2%\n", + "Optimization Iteration: 1601, Training Accuracy: 98.4%\n", + "Optimization Iteration: 1701, Training Accuracy: 93.8%\n", + "Optimization Iteration: 1801, Training Accuracy: 93.8%\n", + "Optimization Iteration: 1901, Training Accuracy: 96.9%\n", + "Optimization Iteration: 2001, Training Accuracy: 98.4%\n", + "Optimization Iteration: 2101, Training Accuracy: 98.4%\n", + "Optimization Iteration: 2201, Training Accuracy: 92.2%\n", "Optimization Iteration: 2301, Training Accuracy: 95.3%\n", - "Optimization Iteration: 2401, Training Accuracy: 98.4%\n", - "Optimization Iteration: 2501, Training Accuracy: 98.4%\n", - "Optimization Iteration: 2601, Training Accuracy: 95.3%\n", - "Optimization Iteration: 2701, Training Accuracy: 96.9%\n", - "Optimization Iteration: 2801, Training Accuracy: 93.8%\n", - "Optimization Iteration: 2901, Training Accuracy: 98.4%\n", - "Optimization Iteration: 3001, Training Accuracy: 93.8%\n", - "Optimization Iteration: 3101, Training Accuracy: 96.9%\n", - "Optimization Iteration: 3201, Training Accuracy: 93.8%\n", - "Optimization Iteration: 3301, Training Accuracy: 98.4%\n", - "Optimization Iteration: 3401, Training Accuracy: 98.4%\n", - "Optimization Iteration: 3501, Training Accuracy: 100.0%\n", - "Optimization Iteration: 3601, Training Accuracy: 93.8%\n", - "Optimization Iteration: 3701, Training Accuracy: 95.3%\n", - "Optimization Iteration: 3801, Training Accuracy: 96.9%\n", - "Optimization Iteration: 3901, Training Accuracy: 100.0%\n", + "Optimization Iteration: 2401, Training Accuracy: 96.9%\n", + "Optimization Iteration: 2501, Training Accuracy: 95.3%\n", + "Optimization Iteration: 2601, Training Accuracy: 92.2%\n", + "Optimization Iteration: 2701, Training Accuracy: 100.0%\n", + "Optimization Iteration: 2801, Training Accuracy: 96.9%\n", + "Optimization Iteration: 2901, Training Accuracy: 93.8%\n", + "Optimization Iteration: 3001, Training Accuracy: 100.0%\n", + "Optimization Iteration: 3101, Training Accuracy: 95.3%\n", + "Optimization Iteration: 3201, Training Accuracy: 96.9%\n", + "Optimization Iteration: 3301, Training Accuracy: 96.9%\n", + "Optimization Iteration: 3401, Training Accuracy: 92.2%\n", + "Optimization Iteration: 3501, Training Accuracy: 98.4%\n", + "Optimization Iteration: 3601, Training Accuracy: 96.9%\n", + "Optimization Iteration: 3701, Training Accuracy: 98.4%\n", + "Optimization Iteration: 3801, Training Accuracy: 92.2%\n", + "Optimization Iteration: 3901, Training Accuracy: 95.3%\n", "Optimization Iteration: 4001, Training Accuracy: 96.9%\n", - "Optimization Iteration: 4101, Training Accuracy: 98.4%\n", + "Optimization Iteration: 4101, Training Accuracy: 93.8%\n", "Optimization Iteration: 4201, Training Accuracy: 100.0%\n", - "Optimization Iteration: 4301, Training Accuracy: 100.0%\n", - "Optimization Iteration: 4401, Training Accuracy: 98.4%\n", - "Optimization Iteration: 4501, Training Accuracy: 98.4%\n", + "Optimization Iteration: 4301, Training Accuracy: 98.4%\n", + "Optimization Iteration: 4401, Training Accuracy: 96.9%\n", + "Optimization Iteration: 4501, Training Accuracy: 95.3%\n", "Optimization Iteration: 4601, Training Accuracy: 98.4%\n", - "Optimization Iteration: 4701, Training Accuracy: 98.4%\n", + "Optimization Iteration: 4701, Training Accuracy: 96.9%\n", "Optimization Iteration: 4801, Training Accuracy: 96.9%\n", - "Optimization Iteration: 4901, Training Accuracy: 98.4%\n", + "Optimization Iteration: 4901, Training Accuracy: 100.0%\n", "Optimization Iteration: 5001, Training Accuracy: 98.4%\n", - "Optimization Iteration: 5101, Training Accuracy: 96.9%\n", + "Optimization Iteration: 5101, Training Accuracy: 95.3%\n", "Optimization Iteration: 5201, Training Accuracy: 100.0%\n", - "Optimization Iteration: 5301, Training Accuracy: 96.9%\n", + "Optimization Iteration: 5301, Training Accuracy: 100.0%\n", "Optimization Iteration: 5401, Training Accuracy: 100.0%\n", - "Optimization Iteration: 5501, Training Accuracy: 98.4%\n", - "Optimization Iteration: 5601, Training Accuracy: 98.4%\n", + "Optimization Iteration: 5501, Training Accuracy: 100.0%\n", + "Optimization Iteration: 5601, Training Accuracy: 100.0%\n", "Optimization Iteration: 5701, Training Accuracy: 100.0%\n", - "Optimization Iteration: 5801, Training Accuracy: 96.9%\n", + "Optimization Iteration: 5801, Training Accuracy: 100.0%\n", "Optimization Iteration: 5901, Training Accuracy: 98.4%\n", "Optimization Iteration: 6001, Training Accuracy: 100.0%\n", - "Optimization Iteration: 6101, Training Accuracy: 95.3%\n", + "Optimization Iteration: 6101, Training Accuracy: 96.9%\n", "Optimization Iteration: 6201, Training Accuracy: 96.9%\n", - "Optimization Iteration: 6301, Training Accuracy: 100.0%\n", + "Optimization Iteration: 6301, Training Accuracy: 98.4%\n", "Optimization Iteration: 6401, Training Accuracy: 100.0%\n", - "Optimization Iteration: 6501, Training Accuracy: 100.0%\n", - "Optimization Iteration: 6601, Training Accuracy: 92.2%\n", - "Optimization Iteration: 6701, Training Accuracy: 100.0%\n", - "Optimization Iteration: 6801, Training Accuracy: 96.9%\n", + "Optimization Iteration: 6501, Training Accuracy: 98.4%\n", + "Optimization Iteration: 6601, Training Accuracy: 98.4%\n", + "Optimization Iteration: 6701, Training Accuracy: 98.4%\n", + "Optimization Iteration: 6801, Training Accuracy: 92.2%\n", "Optimization Iteration: 6901, Training Accuracy: 100.0%\n", - "Optimization Iteration: 7001, Training Accuracy: 100.0%\n", - "Optimization Iteration: 7101, Training Accuracy: 98.4%\n", + "Optimization Iteration: 7001, Training Accuracy: 96.9%\n", + "Optimization Iteration: 7101, Training Accuracy: 100.0%\n", "Optimization Iteration: 7201, Training Accuracy: 98.4%\n", "Optimization Iteration: 7301, Training Accuracy: 100.0%\n", "Optimization Iteration: 7401, Training Accuracy: 98.4%\n", - "Optimization Iteration: 7501, Training Accuracy: 100.0%\n", - "Optimization Iteration: 7601, Training Accuracy: 95.3%\n", + "Optimization Iteration: 7501, Training Accuracy: 96.9%\n", + "Optimization Iteration: 7601, Training Accuracy: 96.9%\n", "Optimization Iteration: 7701, Training Accuracy: 100.0%\n", - "Optimization Iteration: 7801, Training Accuracy: 96.9%\n", - "Optimization Iteration: 7901, Training Accuracy: 100.0%\n", + "Optimization Iteration: 7801, Training Accuracy: 98.4%\n", + "Optimization Iteration: 7901, Training Accuracy: 98.4%\n", "Optimization Iteration: 8001, Training Accuracy: 98.4%\n", "Optimization Iteration: 8101, Training Accuracy: 100.0%\n", - "Optimization Iteration: 8201, Training Accuracy: 98.4%\n", + "Optimization 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9301, Training Accuracy: 96.9%\n", "Optimization Iteration: 9401, Training Accuracy: 100.0%\n", - "Optimization Iteration: 9501, Training Accuracy: 95.3%\n", - "Optimization Iteration: 9601, Training Accuracy: 96.9%\n", - "Optimization Iteration: 9701, Training Accuracy: 100.0%\n", - "Optimization Iteration: 9801, Training Accuracy: 100.0%\n", - "Optimization Iteration: 9901, Training Accuracy: 100.0%\n", - "Time usage: 0:11:05\n" + "Optimization Iteration: 9501, Training Accuracy: 100.0%\n", + "Optimization Iteration: 9601, Training Accuracy: 98.4%\n", + "Optimization Iteration: 9701, Training Accuracy: 98.4%\n", + "Optimization Iteration: 9801, Training Accuracy: 98.4%\n", + "Optimization Iteration: 9901, Training Accuracy: 98.4%\n", + "Time usage: 0:17:34\n" ] } ], @@ -1857,25 +1907,25 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 55, "metadata": { "collapsed": false, - "scrolled": true + "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy on Test-Set: 98.7% (9873 / 10000)\n", + "Accuracy on Test-Set: 98.8% (9882 / 10000)\n", "Example errors:\n" ] }, { "data": { - "image/png": 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ZA4EAMzMz1Ot16vX6l+5ocvCkeMq7otxKvA+DetHRNI1isUgymVSiKT3iMlIi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\nDQaDYRcY0TQYDIZdYETTYDAYdsH/Bw5JF403XW0WAAAAAElFTkSuQmCC\n", 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V1FyYLkpIorZmF21cLCw2Rt/jV6XkG8/uX5XdfZVhUjq7oqbc+/v7ODk5YfHU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\nG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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1886,23 +1936,23 @@ "output_type": "stream", "text": [ "Confusion Matrix:\n", - "[[ 975 0 0 0 0 1 2 0 1 1]\n", - " [ 0 1127 3 0 0 1 1 0 3 0]\n", - " [ 2 1 1020 0 1 0 0 5 3 0]\n", - " [ 1 0 0 994 0 12 0 1 2 0]\n", - " [ 0 0 0 0 978 0 2 1 0 1]\n", - " [ 1 0 0 2 0 887 1 0 1 0]\n", - " [ 8 3 0 0 3 6 937 0 1 0]\n", - " [ 0 1 6 1 0 0 0 1017 1 2]\n", - " [ 4 0 2 2 1 4 0 3 955 3]\n", - " [ 1 4 0 0 9 6 0 5 1 983]]\n" + "[[ 973 0 0 0 0 1 2 0 3 1]\n", + " [ 0 1128 1 0 0 0 2 2 2 0]\n", + " [ 3 2 1011 5 1 0 0 4 5 1]\n", + " [ 1 0 0 1003 0 2 0 1 3 0]\n", + " [ 0 0 1 0 974 0 0 1 0 6]\n", + " [ 1 0 0 5 0 881 2 0 1 2]\n", + " [ 2 2 0 0 2 2 948 0 2 0]\n", + " [ 1 1 6 3 0 0 0 1011 2 4]\n", + " [ 2 0 1 2 2 1 0 2 960 4]\n", + " [ 3 3 0 0 5 1 0 3 1 993]]\n" ] }, { "data": { - "image/png": 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QyhBBO4FjjaRDgEi5UT4NrC6jMWaTSavAsc/AbPYZmP369/+86IFmh60F1kTE8vT9jWSB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\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1932,7 +1982,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 56, "metadata": { "collapsed": true }, @@ -1993,7 +2043,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 57, "metadata": { "collapsed": true }, @@ -2060,7 +2110,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 58, "metadata": { "collapsed": true }, @@ -2083,16 +2133,16 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2113,16 +2163,16 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2152,7 +2202,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 61, "metadata": { "collapsed": false, "scrolled": false @@ -2160,9 +2210,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2182,7 +2232,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 62, "metadata": { "collapsed": false, "scrolled": true @@ -2190,9 +2240,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2212,7 +2262,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 63, "metadata": { "collapsed": false, "scrolled": false @@ -2220,9 +2270,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2260,7 +2310,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 64, "metadata": { "collapsed": false, "scrolled": false @@ -2268,9 +2318,9 @@ "outputs": [ { "data": { - "image/png": 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Zx57Ha17XzeOz63HsqaHBGUpXVzf/Mw69k5r2o7w8+rsvx6NQd5+bNe/ebedsdV+Pm16/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\nIZwcBABAAAYnAAA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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2290,16 +2340,16 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2323,7 +2373,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 66, "metadata": { "collapsed": false, "scrolled": false @@ -2331,9 +2381,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2353,7 +2403,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 67, "metadata": { "collapsed": false, "scrolled": false @@ -2361,9 +2411,9 @@ "outputs": [ { "data": { - "image/png": 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asHn//ffVcxdffLEx7t8UIJHW5N0/Pti+T7KbDPCOEwAABwycAAA4YOAEAMABAycAAA4Y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\nAQBwwMAJAICDZCcH5YqIVFZ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2399,7 +2449,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": { "collapsed": false }, @@ -2407,7 +2457,8 @@ "source": [ "# This has been commented out in case you want to modify and experiment\n", "# with the Notebook without having to restart it.\n", - "# session.close()" + "# session.close()\n", + "session.close()" ] }, { @@ -2467,7 +2518,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" },