From bfb795637ceac08e85a02ef4b9023f7c263a37a7 Mon Sep 17 00:00:00 2001 From: wassname Date: Mon, 12 Oct 2020 15:02:48 +0800 Subject: [PATCH] outputs --- notebooks/c09_Autoencoders/Autoencoders.ipynb | 428 ++++++++---------- notebooks/c09_Autoencoders/Autoencoders.py | 8 +- 2 files changed, 195 insertions(+), 241 deletions(-) diff --git a/notebooks/c09_Autoencoders/Autoencoders.ipynb b/notebooks/c09_Autoencoders/Autoencoders.ipynb index 32abd73..3cdcf31 100644 --- a/notebooks/c09_Autoencoders/Autoencoders.ipynb +++ b/notebooks/c09_Autoencoders/Autoencoders.ipynb @@ -62,8 +62,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:18.130055Z", - "start_time": "2020-10-12T06:14:16.633076Z" + "end_time": "2020-10-12T06:37:25.815620Z", + "start_time": "2020-10-12T06:37:24.333305Z" } }, "outputs": [], @@ -118,8 +118,8 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:18.143318Z", - "start_time": "2020-10-12T06:14:18.132535Z" + "end_time": "2020-10-12T06:37:25.828473Z", + "start_time": "2020-10-12T06:37:25.818203Z" } }, "outputs": [], @@ -184,15 +184,15 @@ "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:23.557119Z", - "start_time": "2020-10-12T06:14:18.146646Z" + "end_time": "2020-10-12T06:37:31.457047Z", + "start_time": "2020-10-12T06:37:25.831089Z" } }, "outputs": [ { "data": { "text/plain": [ - "<__main__.DigitsDataset at 0x7fb3b04ffb90>" + "<__main__.DigitsDataset at 0x7f52142ce390>" ] }, "execution_count": 3, @@ -211,8 +211,8 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:24.382184Z", - "start_time": "2020-10-12T06:14:23.559114Z" + "end_time": "2020-10-12T06:37:32.349527Z", + "start_time": "2020-10-12T06:37:31.459489Z" }, "scrolled": true }, @@ -244,8 +244,8 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:24.391977Z", - "start_time": "2020-10-12T06:14:24.384715Z" + "end_time": "2020-10-12T06:37:32.378943Z", + "start_time": "2020-10-12T06:37:32.352080Z" } }, "outputs": [ @@ -278,15 +278,15 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:24.402204Z", - "start_time": "2020-10-12T06:14:24.394809Z" + "end_time": "2020-10-12T06:37:32.389720Z", + "start_time": "2020-10-12T06:37:32.381486Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -324,8 +324,8 @@ "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:24.411658Z", - "start_time": "2020-10-12T06:14:24.404590Z" + "end_time": "2020-10-12T06:37:32.412786Z", + "start_time": "2020-10-12T06:37:32.391804Z" } }, "outputs": [], @@ -368,8 +368,8 @@ "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:24.432906Z", - "start_time": "2020-10-12T06:14:24.415038Z" + "end_time": "2020-10-12T06:37:32.453091Z", + "start_time": "2020-10-12T06:37:32.417932Z" } }, "outputs": [ @@ -401,8 +401,8 @@ "execution_count": 9, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:27.392719Z", - "start_time": "2020-10-12T06:14:24.436598Z" + "end_time": "2020-10-12T06:37:35.338050Z", + "start_time": "2020-10-12T06:37:32.456493Z" } }, "outputs": [ @@ -439,8 +439,8 @@ "execution_count": 10, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:27.745762Z", - "start_time": "2020-10-12T06:14:27.395847Z" + "end_time": "2020-10-12T06:37:35.727602Z", + "start_time": "2020-10-12T06:37:35.340324Z" } }, "outputs": [ @@ -497,8 +497,8 @@ "execution_count": 11, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:27.751046Z", - "start_time": "2020-10-12T06:14:27.747807Z" + "end_time": "2020-10-12T06:37:35.734064Z", + "start_time": "2020-10-12T06:37:35.730003Z" } }, "outputs": [], @@ -518,8 +518,8 @@ "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:27.759330Z", - "start_time": "2020-10-12T06:14:27.753048Z" + "end_time": "2020-10-12T06:37:35.743168Z", + "start_time": "2020-10-12T06:37:35.737127Z" } }, "outputs": [], @@ -542,8 +542,8 @@ "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:27.780026Z", - "start_time": "2020-10-12T06:14:27.761860Z" + "end_time": "2020-10-12T06:37:35.758604Z", + "start_time": "2020-10-12T06:37:35.745614Z" } }, "outputs": [], @@ -600,14 +600,14 @@ "execution_count": 14, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:14:28.098171Z", - "start_time": "2020-10-12T06:14:27.782941Z" + "end_time": "2020-10-12T06:37:36.091253Z", + "start_time": "2020-10-12T06:37:35.761085Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -656,15 +656,15 @@ "execution_count": 15, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:54.627586Z", - "start_time": "2020-10-12T06:14:28.100002Z" + "end_time": "2020-10-12T06:39:03.510640Z", + "start_time": "2020-10-12T06:37:36.093311Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5df94d5b7be24e22aaadb44100175689", + "model_id": "e30b75eeec074474870b766c7a220d3e", "version_major": 2, "version_minor": 0 }, @@ -677,7 +677,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -705,7 +705,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#1 Train loss: 179.6139\tBatch Loss: 165.800812 \n" + "#1 Train loss: 178.2493\tBatch Loss: 173.468216 \n" ] }, { @@ -726,12 +726,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#1 Test loss: 164.3627\n" + "#1 Test loss: 163.5345\n" ] }, { "data": { - "image/png": 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P/eZA3CRZsmRJIPvNg3Xr1gU6vzlQzu7baiYeznvppZc2+1n+ikCPP/54oJs2bVogx8PSKxWrCRhG4pgTMIzEMSdgGInTLmMC8eagfjtt27ZtgS5u9/tdfXF7fPbs2YHsrxDkr1IMu8Ye/HzirqN49dhNmzbl6U8++STQWRygNPg7Ep1++umBLv6M/SnacTynS5cugezHfkaNGhXo4mnrfvypkrGagGEkjjkBw0gccwKGkTjtMiYQL6v1+eef5+nOnTsHunhqqN9HH48hiFesPfzww/N0HIeI8/H18XiDuAy+vim74Rg78aduA9x6662BPHbs2DwdLy/21FNPBbK/pNiRRx4Z6PxlyuJnxatKx0vQWUzAMIx2gTkBw0icdtkciLtx/O46f5YXNNwdFM/2izcO9Vchiqt+8XM3btxYbxpgzZo1gZzyKsGlYvjw4YE8cuTIQPaba4sXLw508Qafvj6+duDAgYF81VVXFSzT0UcfHchz5swpeG0lYTUBw0gccwKGkTjF7EpcKyJ/FJGlIvKKiFzuzvcUkTkissz93buxZxmVi9k5XYqJCWwHJqnqYhHpASwSkTnABcBcVb1JRKYAU4DJDTynZMTt8V69euVpf8NR2HWFXn8KcDw9eOjQoYHs7yATX+sPVYYw1jBr1qxAF8cIKnRocMXZOcYfCnz//fcHurjLduHChXl6xIhwY+W4C7ch/CHejeHn2Z5otCagqmtVdbFLbwOWAn2BbwH3usvuBc5spTIaZcDsnC5N6h0Qkf7AkcB8oI+qroXsCyQivQvccxFwUQvLaZQRs3NaFO0ERKQ78FvgClXdGnfFFUJVpwJT3TNKUg+Oq+J+l+GYMWMC3eDBgwteG8/gixca9bsF49lkcbffc889l6f9zUXqy6eSRwlWkp1j/JF98ShAfyNXCGcONqX6HxNvOup/9yrZjk2hqN4BEelE9sWYoaoPu9PrRaTG6WuADYXuN9oHZuc0KaZ3QIBfAEtV9WZP9Sgw3qXHAzNLXzyjXJid06WY5sDXgfOBl0XkBXfuB8BNwEMiciGwEji7VUpolAuzc6I06gRUdR5QqGE4osD5suKv0BtvErL//vsHcp8+ffJ03FaMZ6b5xF1FTzzxRCD7KxO/+eabgS7upqxEKtHOsS39jUHibtZ4VSjftvFz/M1KY84///xAPvnkkwPZjwNUaFdvk7ERg4aROOYEDCNxzAkYRuK0y6nE8TgBf2UhPw2wefPmQO7Ro0ee7tatW6CL2+7+ikD+OACAuXPnBrI/BTVeSaha+pPLTWzneOq3z8SJEwP5lFNOydPxmIJ4GnJz8YeKQ9OGGFcSVhMwjMQxJ2AYidMumwMNbfT4/PPPB3K/fv0COZ5t5hPP9luwYEGefvHFFwNdvALNypUr83S8KKnRPOKNZ1999dU8HQ8Hr6mpKSg3ttpUU5gwYUKejocqt5eFRWOsJmAYiWNOwDASx5yAYSSOlHPoY2tNMfW7kuKNQgcMGBDIfrdOPGw47iL09fEKwdXU7lfV4uYLF0lr2dln2LBhgTxu3LhAvuSSS/J03BUcbxh73333FcznzjvvDOQVK1Y0oZSVRSE7W03AMBLHnIBhJI45AcNInKqICRgtoz3GBIymYzEBwzDqxZyAYSSOOQHDSBxzAoaROOYEDCNxzAkYRuKUeyrxRuAdoJdLVwopl+fAVnim2bk4KsLOZR0nkGcqslBVjy57xgWw8rQOlfZ/WHnqx5oDhpE45gQMI3HayglMbaN8C2HlaR0q7f+w8tRDm8QEDMOoHKw5YBiJY07AMBKnrE5AREaJyOsislxEppQzb68M00Rkg4gs8c71FJE5IrLM/d27jOWpFZE/ishSEXlFRC5v6zK1lLa2s9m4aZTNCYhIR+B2YDQwBBgnIoX3iG497gFGReemAHNVdRAw18nlYjswSVUHA8cBl7nPpS3L1GwqxM73YDYuHlUtywEcDzzhyd8Hvl+u/KOy9AeWePLrQI1L1wCvt0W5XP4zgZGVVKb2aGezcfFHOZsDfYFVnrzanasE+qjqWgD3t3dbFEJE+gNHAvMrpUzNoFLtXBGfZyXauJxOoL6ljax/0iEi3YHfAleo6ta2Lk8LMDsXoFJtXE4nsBqo9eQDgDVlzL8h1otIDYD7u6GR60uKiHQi+3LMUNWHK6FMLaBS7Ww2LkA5ncDzwCAROUhEOgPnAI+WMf+GeBQY79LjydpsZUGy3TJ/ASxV1ZsroUwtpFLtbDYuRJkDImOAN4A3gavbKCjzALAW+ILsrXUhsA9ZdHaZ+9uzjOU5kay6/BLwgjvGtGWZ2rudzcZNO2zYsGEkjo0YNIzEMSdgGIljTsAwEsecgGEkjjkBw0gccwKGkTjmBAwjcf4fYkNY+bC8AtoAAAAASUVORK5CYII=\n", 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" ] @@ -759,7 +759,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#2 Train loss: 160.5507\tBatch Loss: 167.639282 \n" + "#2 Train loss: 160.2049\tBatch Loss: 162.289246 \n" ] }, { @@ -780,12 +780,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#2 Test loss: 157.6894\n" + "#2 Test loss: 157.5076\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -813,7 +813,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#3 Train loss: 156.3866\tBatch Loss: 158.919724 \n" + "#3 Train loss: 155.8522\tBatch Loss: 160.536362 \n" ] }, { @@ -834,12 +834,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#3 Test loss: 155.2302\n" + "#3 Test loss: 154.9373\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -867,7 +867,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#4 Train loss: 154.0644\tBatch Loss: 148.728592 \n" + "#4 Train loss: 153.3094\tBatch Loss: 129.708893 \n" ] }, { @@ -888,12 +888,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#4 Test loss: 153.1066\n" + "#4 Test loss: 152.7504\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -921,7 +921,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#5 Train loss: 152.2685\tBatch Loss: 140.175247 \n" + "#5 Train loss: 151.4798\tBatch Loss: 155.446121 \n" ] }, { @@ -942,12 +942,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#5 Test loss: 151.5302\n" + "#5 Test loss: 151.0343\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -975,7 +975,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#6 Train loss: 150.8636\tBatch Loss: 135.777985 \n" + "#6 Train loss: 150.1137\tBatch Loss: 152.872360 \n" ] }, { @@ -996,12 +996,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#6 Test loss: 150.5745\n" + "#6 Test loss: 149.7643\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1029,7 +1029,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#7 Train loss: 149.6275\tBatch Loss: 147.464142 \n" + "#7 Train loss: 149.0917\tBatch Loss: 144.135498 \n" ] }, { @@ -1050,12 +1050,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#7 Test loss: 149.9035\n" + "#7 Test loss: 148.8236\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1083,7 +1083,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#8 Train loss: 148.5860\tBatch Loss: 160.936905 \n" + "#8 Train loss: 148.1586\tBatch Loss: 162.126541 \n" ] }, { @@ -1104,12 +1104,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#8 Test loss: 148.7231\n" + "#8 Test loss: 148.6431\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1137,7 +1137,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#9 Train loss: 147.6321\tBatch Loss: 147.757065 \n" + "#9 Train loss: 147.3867\tBatch Loss: 149.165192 \n" ] }, { @@ -1158,12 +1158,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "#9 Test loss: 148.3126\n" + "#9 Test loss: 148.0795\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1191,7 +1191,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "#10 Train loss: 146.8001\tBatch Loss: 150.039413 \n" + "#10 Train loss: 146.6183\tBatch Loss: 151.356247 \n" ] }, { @@ -1212,13 +1212,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#10 Test loss: 147.6022\n", + "#10 Test loss: 146.9857\n", "\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1251,14 +1251,14 @@ "execution_count": 16, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:54.865942Z", - "start_time": "2020-10-12T06:15:54.629327Z" + "end_time": "2020-10-12T06:39:03.754044Z", + "start_time": "2020-10-12T06:39:03.512427Z" } }, "outputs": [ { "data": { - "image/png": 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" ] @@ -1303,34 +1303,23 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2020-10-12T06:15:54.893417Z", "start_time": "2020-10-12T06:15:54.867697Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "(1000, 2)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 17, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:24:47.556163Z", - "start_time": "2020-10-12T06:24:47.536837Z" + "end_time": "2020-10-12T06:39:03.773776Z", + "start_time": "2020-10-12T06:39:03.756375Z" } }, "outputs": [], @@ -1380,17 +1369,17 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.109203Z", - "start_time": "2020-10-12T06:15:54.907676Z" + "end_time": "2020-10-12T06:39:04.944917Z", + "start_time": "2020-10-12T06:39:03.776116Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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f/vCHiEajCIfDW76vy+VCIBDA4OAgHn30UQQCAZw6dQqapqFcLmNiYgJf+9rXEI1Gsbi42DIOrNVqRUdHB/L5PEqlEg4fPoxAIIAf//Efx2OPPSaOGw9lV65cwbVr13Du3Dm8++67W77v6OgonnrqKYyMjODxxx+HxWKB3W6X38/MzOCb3/wmQqEQLl++3FIOLOd5qVRCpVJBIBBAd3c3fvqnfxrPPvss2tvba5z+cDiMSCSC7373u/j2t7+95fueOXMGP/uzPwuPx4OhoSE5BBOhUAhvvPEG5ubm8Morr9yTA2s4rwYMfERQzwjsN6fsXlDPtqg/52bV3t5ew7zwOxm6Rn/fKuBnqjriFosFFotFXpPP5+Wz5sZMB6vRc9F57ejogMVigcvlQm9vL0wmE0wmE/L5vLwuHo9v2yneLdCptlgsshlrmgaHwwG73Y5Dhw7h9OnT8rkWCgWsra0J60PGkUxsPaNMRs1ut8Pv92N0dBQPP/wwNE1DoVCA0+nEtWvXYDKZEIlE5MCzVzCbzTCZTPB4PLBareKsDQ4OYmRkBKdPn8ZTTz0lzGM6ncba2hqCwSBu3rwJTdOwsbEh44TsI9HZ2QmHw4G+vj6cPHkSw8PDeOKJJ6BpGkqlEux2O77//e8DAILB4J4z9HxOt9sNm82GbDaLUqmEQCCA0dFRnD59Gk8//bSMIz53R0cHKpUKIpEIbt68KfNnY2OjxtlyOp0YGRnBsWPH8LGPfQxWqxUul0t+7/F4cO7cObS1tWFiYqIlGGmuFy6XC2azWcas3++H3+/HQw89hGeeeUbWSKC6VqysrGB5eRmTk5Po6ekRmxSLRRQKBZljPp8PDz30EPx+Pw4fPlzjBAPA4uIiYrEYNE2D3W4X5n8naIrzWk/H128o29lUyYg0eu/9ugk3ep6tnvNOz6duurRHq5z+9wL1G7q6ce/HcbIVGs0rLjTA7fOLTgl/zkWU4c79ahv1+dS1hc6WOh90XReHlaEthoGtViucTieKxSLW1taQy+WQSCRQLBaxvr7eUmNI0zQJd7pcLnFYzWYzXC4XbDYbOjs70dHRgaWlJYRCIXR2dsJisSCdTiOZTIpTws+fG5XFYoHD4YDf78eJEyfQ3d2N0dFRcWjX1tYwNzeHUCgkdspkMk23C8fz2NgYvF4vPvOZz+Do0aNil46ODphMJvh8PnR1dYlUQNd1dHd3y/hYXl7G0tISgsEg5ufnkUqlEI1Ga+xst9tx4sQJ/NRP/RQCgQCOHj0qc21sbAxjY2O4fv06/uAP/gCJRAKpVKrpa3BbWxs6OzvxqU99CocOHcLjjz+OgYEB+VycTiesVit6e3ths9nk78xmM3Rdx2c/+1k8+eSTyGQyWFtbQzgcxsrKCs6fP4/XXntN9ia73Y6uri6MjIzgmWeeEQcIqLLUx48fxz/5J/8Ely9fxu/+7u8iGo3KIafZaGtrw7Fjx9Df34/Pf/7zOH78eI09LBYLAoFAjeyB68nx48cxODiIs2fP4ld+5Vdkvrz22mv4xje+Ia/t6+tDX18fent70dXVVfNeADA8PIxf/dVfxdWrV5FIJBAOhzEzM3NHtn+34XA44HA48KUvfQlPPvmkrJ1WqxWdnZ0YGhq6zeEEgJ6eHjgcDvzSL/0SXnzxRVlb33zzTXz729+W9ePUqVPo7+9HV1dXw/fx+Xz48R//cRw/fhzr6+uYm5vDa6+9tiMGtmnMq3rzqrPKzUR1NrY6yW+l42qFk8xOUO9sEmrIUn3t3Wyh/oz24/u1wkZ7NzR6FqKRTVSnbKv34ZhST9Ktpkm7V6hzhf8HUHNKBm53Xtvb229zXjle7sTEtSIafdZkTgg6L6pGk+uNyWQSp6SjowNmsxl2ux0ej0f0i5qmIZPJAICE1crl8pZzslnguDabzTCbzejq6oLdbpcwudvtlufq7OxEPp9HNpsVB7dUKiGXy8l8UB1XjhE6wQMDA/B4PBgcHBQnP51OY319HaVSCWazGRsbG3tiE96Pz+fD0NAQzpw5g4cfflienZumyphtbGzA5/Mhn8/LBm6xWIQ9isViKBQKMo5o6/b2drhcLoyPj6Onp0c25ba2NjidTjidTpTLZTgcDuRyuabagfdpsVhgs9kwPj6OBx98EE888QTGxsZuC9kCt/YGdT4EAgEMDAwgn88jl8thcXERVqsVi4uLaG9vlzmhMt0+nw8Wi6Vm3nV3d8thoaurSw6BzQYPW/39/RgbG8Ojjz6KRx99tKE9CHUMu1wudHV1we/3Y2NjA+vr68jlcpienq7Rg3KsMYJDeQrhcDhw7NgxlEol9Pf3o1QqYW5ublee+W7geHa5XOjp6cHDDz+MT3ziE7etnVuBa4jdbsfIyAhKpRKKxSJWV1fhdDpFYqMejrZ6n8HBQei6jqNHjwrZsBPsqvPKAdLR0SGLI3VUXFg0TZNNRh0EfC1/zwUGqG4k6+vrKBQKyGazKBQKyGQyIgJuVfB5GNric/I7n6/++VVWiQuNGh6jiJqC8I2NDQmNcCNuJXBccAzweeudMeD2ww2A2+yiOm31jCsAcc42NjaQy+VQqVRQKpVa1i71i2v9s9aPGyakqHMHQI2zrrIetDlDguvr60in0zJ+WvXQU8+ocw7w+bmOmM3mGs2n6rzSUdO0aiKPzWaDw+EQJs5isSCfz6NYLKKtrU1CygyJqgkte2EjMl+dnZ04cuQIPB4P/H4/HA4Hurq6JMxvtVqFFeVaEIlEsLi4iGw2K+sl9XeqnIDOCNlol8sFv98vm9b6+jq6u7vhcrnw+uuv7zjc92HBNfDIkSPo7e3Fz/3cz+HUqVMYGRmB2+2+TafHz4rrYVtbGxwOB6anpzEzM4O5uTncvHkTmUwGiUSiYYIO9X4LCwuoVCoYGBiQudbZ2QmXyyUMeKPkn90Ex+2LL76II0eO4Md+7McwNjaGnp6eLR1XAMJE8/vCwgJWVlZw6dIlnD9/HolEQlhT1SFfXV1FPp9Hf38/wuEwurq60NPTc9uBkqxmqVQSbXGzYDKZcPr0aQwMDOBnfuZncPLkyYbaSxVqEqKu68hms8hms3j77bfxxhtvIBqNIhQKIRgMYnV1Vf5uY2MDq6ureOGFF/DUU09J8lY93G43nn/+eVy/fh1Xr15tuq9CKY3T6cRv/MZv4IknnsCxY8dgMpnuSiAR9C8uXLiAd999F/Pz85icnMTq6ioWFhZkX1pcXMT169fx9NNP45d/+Ze3dEw9Hg9eeOEFeDwefPOb39zR8+w686puutxsOjs7RYeibj78TkdWpbKtVisAyAmabAI37GYvoPcC1fmsT4pQB7tqm3pnnvZjliedV56A1tfXJbORGy/QeoyaOi7Uz7qeZQVuMYoqg6g687RRvYNLh43Oant7O4rFoizWQOvYpZFzrv6czhqZMfWUb7VaRefGhUhlnFUtn8q0cMxomiY6xlbVeNY7riqTzAQlrh9WqxUWi6Xhs6tOPMPjTqcT3d3dMpb4u3K5LAwLw1lkGfcKPMxbrVZ0d3dLuJLOk8PhkExhrg1kS3Rdx9raGgqFAorFohx6VaiZ2FyTrVYrHA6HsLHUQ4bDYVnDmgmuGWRcT5w4gdOnT8uayOdQn009qJFFj0ajmJiYwOLiIubm5oSZrQcPLblcDmtrazJXgFsHTnXNbrY9Ojs7YbPZcOTIETz88MM4fPgw+vv7t3w9bVMqlUS/ub6+LuHsy5cv44033kA2m8Xa2tptf08NbTKZRCaTEdlBo3Wbc7GZoCRoYGAAhw4dwsmTJ/Hggw/e8W/UKAS17qlUCslkEpOTk3jrrbcQDAaxuLh429+yusLx48dRLBYbsq9AdU3p6+tDJBJp+hjhnuB0OuH1evHII4/g7Nmzd/wbdc2kXchAz8/P4+LFi7h27RouXLhw235B9r6vr++OchGz2YyBgQEsLy83tNmd0NSELdXZMJlMojnxer1wOp1wuVyw2+3CnKjMrVqahBNubW0NsVhMMiOz2axouFpJ86kyjSzNobKnfF5mQ5I54c/p0KtMNBdqhnMqlQrW19eRzWYRi8WwsLCAdDpds0gBtzanvWKNgFthFpvNho6ODjgcDphMJnG26IjSIaMdtnLqybrRKeP4ooOTzWaRTCaRTqcRDAaRy+UQj8eFqd9rzScXMpXJ4efKcArZIrPZLKFOatjsdjusVqvML5U5Vb+TaeR4YDgvlUrBYrGgUCggnU6jWCwin8/ftWROs1DvyNNONptNmEEm53AOMcu6UCjIgsvnoWNG58fpdEryQbFYRDqdBgBJ6snlclhfX0dbWzXTfitneLfBcd/T0wOPxwOfzwePxwOv14uuri50d3cLM7qxsYFUKoVwOIylpSXMzc0hFoshl8vJ5qyOEx6OLBYLPB4PDh8+jEOHDuHIkSPo6emB1+uV9adQKAhLR0e4WdA0DW63G263Gy+++CJOnz6N8fHx2xxXMq3lchnxeByZTAaLi4tYXV3FtWvXMD09jYWFBSwtLUn0rv6z5Hjr7OyUvar+4MtEldXVVSwtLSGTyTQ12tXZ2Ymnn34aIyMj+OQnP4mjR4/C4/E0fC3HfzKZRDabRTAYRCQSwbVr13Dz5k1hFMPhMBKJREOmlOuT3W5HpVLB4uIidF1HX1+f2IuloZLJJMLhMGKxWNPmiclkwrFjx9DX14ef/umfFka+EThOMpmMVM6Ix+O4fPkypqam5P/Ly8tYXl6+TY/J9dZms6GnpwednZ2Ix+MolUrweDy3RRDX1tZw48aNputdOWe6urrwpS99CQ8//PBdnfl8Po+NjQ2sra0hm83i8uXLuHHjBoLBIILBIEKhEFZWVrC2tlYz1rk+U3LkdrtRLBZlv67H+vo6VldXEY1GdzxGmu68qg4sN+Du7m643W709PTIIqGG/ejo8T24GdlsNmGQlpeXJdTXirrGegZadUj5vAw7eTweOByOGgdWZTjo0NJJAyDO69raGkwmE1KpFMrlsmj+GmlGm/38/K7WCKTWkNo5ft50bskqqKy86riSgTSbzTWOLB1Ak8mEdDqN1dVVcdDa2tqQzWZr2Ke9GjOqXdTnYVgfgIx/Omd0UtxutyTnMDIB4Dank/POZrPB7XbLISeTyYiNcrkcTCaThMh52GkF5xW4XePK2opkBbu6uuB0OmGz2WoYMG5QZJiBW2FWp9MJv98Pu90Or9dbU3OQmzMdFnXM7dUhR90snU4n7HY7bDab6F3tdjscDoc4D/l8HplMBqlUColEombMN5KGcE46HA709PTIV3d3N2w2m0S9isWiHHrIYjbTBmTMDx8+jAcffBBut/s2rTcPpMViEZlMBvF4HMFgEEtLS5icnJTkmUQiIQf8RtdSE/vIwquSBF3XUSgUEIvFkEgkpCxVs9De3o7BwUEcPXoUw8PDGBwc3PK1ZM/W1taQSCTEKbt48SIuXLhQY4+tHFe18kJ7eztyuVyNs067U65CprpZc6atra2GkX/ooYe2fC2fM5vNCrERCoVw6dIlvPvuu4hGo4hEIlvag2s1D9A8MKtrMXDLJnTUaONmgUSQy+XC448/jrNnz95ROlGpVIQ5jcViSKVSuHbtGt5++23Mzc1hbm5uy/JyXJdtNhs8Ho9UEiApVY9yuYx0Oi11gXeCXde8qoJ5NSRltVrh9/vh8/kwODiInp4eSTjga3O5nGyqNIrZbBamhBt3sViEw+EQ57UVmVc1zMmNlU6rz+eDw+FAf38/enp64Ha74XA4xFmjg8V6jXTO6LRxcSWb5nA4JNEkFAoBgNR5JPZiA1af22w2o6enRzZfVbfZ1dUFq9UqpU2YAanqPNXJR4dVDSNzce3o6EAymZSTIgBJyigUCjWar2brGOuZRDLy1Ezxi/YYGhpCd3e3ZLUyUqFKZ1SGkYsuDwkulwter1dkN6lUCm63W0qW0BnJ5XJSQFpNdNor1NuJ68Tg4CB8Ph+8Xi/cbrfMp3w+j0KhIIwpP2tuIjw8MkGL2dOlUgmdnZ3QdR1ut7vmIKU6xHtlk3r5TE9PDwYGBmTtpBaWDlsoFMLMzAxWV1clyapRhEFldEdHR6V80NDQEEZGRkR2wM1saWkJly5dwtLSksgQmmULlSFWtc1MPgQgDnYsFsPa2houXryI6elpTE5OYn5+XpgeSgjq751jraurCz6fD36/H+Pj43jggQfw+OOPi662VCohk8lgfn4e3/nOdzA7OyuHhGbaw263S7JMI1AqtbCwgEgkgnfffRcTExNYXl4WW8RisZqoggqOu76+PoyPj8Pn82FsbAxHjhzBI488AqfTKfOiXC5jZWUFr732GiYnJ7GysiIRwGaAh3Sn07mlzpJr/vT0NEKhkNiDjmUkEpE9opE9uM8cPnwYjz/+OLxeL4aHhzE2Nob+/n6R7BDZbBYLCwu4fv06Ll68iGAw2PRar/VrRz342c3OziIcDuOdd97BjRs3EI/HkUwmEYlEEI1G5QC81RrywAMP4Omnn0ZfXx+OHDmC0dFRiaDWX29jYwPhcBhvvPEGJicnd2yTpjCvqvPKDYHFr7u7uyUsRYeMi0+5XEY+n68JnTOM43K50NbWJnXlyE4Se8001kNlXlUNI5kOt9st+jVmC3MRZRgwn8/XyAbIPNlsNrhcLglhZbNZuFwupFKpGmdPTWJS/91sG/D+yRxRNuBwONDZ2Qmv1yvsTz0Tr04+HlJU57W9vV0WczKWDodDwvArKysoFouiiSTDWW+fZkJlXNXERY5psoqBQAB+vx99fX1ywCEjVqlUhO1QHddSqSRMVVdXF3p7e2WcWCwW0XCylI3KNNIurTB/gFrG1WaziSPPOcPPO5lMSmIWQ+R0xOl4qqwJdXl8DQ/JarecRov+Xs0ffif7ThkJow3s+LS2toZ4PI61tbUaR01dA1S72mw2GV/9/f3w+/01dmUSSzKZxPLyMsLhMNbX15te15T3w4NF/RhlUgmfn0klExMTmJubk8PNVvdM+1qtVni9XvT39+PIkSMYGxvD4OBgjZ44n88jHo/jxo0bWFlZQS6Xa7o9WAJtKx0lNbuRSAQLCwu4cuUKLly4gNXVVcRisYbaZxXcq1wuF0ZGRjAwMIATJ05geHgY/f39si+TwU6n05iYmMDMzEzTmVcAUnVhK+eVsqnV1VXMzMzg/fffx7lz55BIJJBOp+96r5RO9Pb2Si1TlmujI08wWkF5YzAYbKqMglBlio1ACV04HMbs7Czee+89vPvuuxJhuRu4X/n9fpw+fRp9fX04dOiQrB+N1k4eshcWFhAMBncc/dxV51UNJTB0TY2nxWIR5oDMCZONIpEIEokE4vE4EomEOCc9PT3o7++Hpmno6uqqcQhVNqRVNluiPszEjZBOBR34vr4+BAIBCZfn83msr68jmUyKOH5tbU2cHEotAMik4cQlm9kq9qDTTU0vQ9h03NUsaa/XK6Fcp9MpTikPNUwwIKNQn8hGB5Y25qKaz+elFJLKgDdbPE97qIwrmUBqgDs7O+F2u2G1WjE4OAiPx4MjR44gEAiI3TiOmBXL5+RhR00+0HUdnZ2dYi+1MHSlUoHdbkc+n78tOrCXTr2qFWe4nIyrx+PBiRMnMDg4KKWiOCYSiYRoD+uTGCuVioT3mHjEJDY1eVC1ner47hU4Xjo6OtDb24uBgQGJXLFWbbFYRC6XQzAYxPT0NJaXl4UtIYPUiHWhNIfdcEZGRjA+Pl4jF2Dt2/n5eczPz2NlZQWxWKzpVTva2trQ39+P4eFhtLe318xlHuKSySRSqRQuXbqEubk5vP/++5iamqrR/NKm9Y48AJEyeb1ejI6OYmxsDCdOnEAgEIDD4ZD1Ip/PY2FhAfPz81haWkI0Gm26dr69vR3Dw8M4cuSIfFb1h/vp6WkEg0H86Ec/wvXr1zExMYGVlRWZE43uV7UHk3wGBwcxMDAgY8Tn88l8ASCOayKRQCgUEse4mfbo6OjAww8/jEceeaSh9rdcLuPSpUuYn58Xe8zNzQkTf6cDDdHX14fDhw/j6NGjIt2ilKueNOOazLVoK+3nbsJsNuPTn/40jh8/joGBgdt+X6lUcO7cOczNzeH111/HjRs3MD8/Lza5GzRNw8DAgDSsUEkGNVep0d8x9yCVSu14H26a5rVRYgDZICZbMOyZSqWwurqKeDyOeDxew6x1d3fD4XDIe6kPvNedXhqh0WbB+2aImLo91pUj40a2JJfLyYKcSqVqshmZsMMNmBscHdxWghrWt9ls8sXEI4/HI5pfhnT5WfPvmTBCdkXN/uZGStaek4NJTmomdv0islU4ZTehfl5k0slIq9rn/v5+eL1eDA0NIRAICBtNGQkXGMof1JJgtIPJZBKHljYpl8twuVzIZDIiWaBN7sQ4NhP1GnmOE7/fj0AggP7+fpGWUDtFp5zPqzYZUHtqqxurehAGboUW68vn7OVhUE109Xg8wsjTgeD6yUQZOvGqk97os1Q1wB6PR7SuTqdTDjyUXjDEzPB4s9fctrY2dHV1wePxSAKd+tkwApFMJrG0tISbN29ibm4Oi4uLDasJqJpz1R7UMTIq2NfXB4/HI7pXHhJjsRhisZgkQe2FlKS7uxs+n08kL/XOayQSwdzcHK5evYpLly4hFotti2Hk+7B2MHNT3G43PB6PEAs8BJAgyGQyYo9mH/ioAT506NBttUZpj8XFRXzwwQe4cOECPvjgA0lOuhu4FrpcLoyOjqK3t1eiQGqFj/prUu9K3X297G23YTKZcPz4cTz66KPo6uq67feVSkWqB7z33nu4evWqEEN3A23idrtx+PBhdHd3y8/vVomEETDuyzu1ya57NxwwariLbCMZRmqHVldXsbq6KosNJwL1fQzl0NGrLw/FhB+V8d1rqGwraXGGZVUNKE/NFEpXKhWsrKxIbcZgMIhCoVBTXJsFyqlr5ERREza4Ue/lxlu/mJLNIhOmsrJcAHRdl42XE4mLbjQalYQ0XdfF+eOBaGNjA3a7vUYvTNuQzWZZlL1wSuo10EwGYcIek4jYoWRkZEQSZ1jCSa0UsLq6ikgkIuXj6NiTLXS5XNB1XXSLZHrVMDqfXU1g47/3inHk/CDjOjw8jO7ubmHBRkZG4PV6xZ4bGxsSpYjH40ilUlLrlIlonG8sNM9wOyUGDCnzOx1CMrVqwlOzwLHCclhHjx7F8ePH5SDDsZ1IJGT9nJubQzwer9G617NCaiKf1+tFb28v/H6/OK484DARNBaLYXFxUXSMuVzuriHn+41KpYJEIgGHwyEHMe4tPLAwMevatWu4cuUKQqFQjd5XdVjrowoqw00GnmOmra1NqhIUCgVEIhFMTU1hbm5OnLVmjw3WZ+V4JpEBQHJGrl69inPnzmF6ehrRaHRLycRW9mC+RSqVwuLiImw2m6wRaoOKbDaLUCiE5eVlzMzMIJFIND2hr1wuIxgMYm5uroboAqra03w+jytXruD111/HwsKClP3aCvUOlaZVywqGQiGpL//AAw+IfIKRLdptY2MDoVAI//k//2csLS0hkUjI/t4ssCzc6uoqjhw5UvM7HkovX76MH/7wh1haWpK9Yys0GiMM/6+srGBiYgInTpxAb28vADSsN5xOp3H16lUsLS3J950mOu66bEB1XLh5kF2ikJdOBRkDOrE8KfP1mqaJ5IChMjprjTRdrQQ6bhzU/LfKvHEx4CktEolgZWUFS0tLWF5eFq2OWpuT+irVFtxwGjFMvJdmgwNedWDV0ljqF1/LiUXHIRQKIRqNyhfBk6/VakUul4PNZhMbqswQWTg6w3vJpnGj4HzgAYaMD5NFqOtkWIqaxnK5jFQqhVgsJlmydLTUgwGZV7vdLraknrX++ekEqQlfexXNUBlXRicorRkcHJTkRqfTKc/LEl+U12SzWXFci8ViTeInk93Uyh3Up5HZ5zhR591eJvbZbDZ0dXVJ2JyyErJGmUxGEiui0aiEyNVkJqA2CkYZFx1jRsIsFouMNTL5mUwG0WgUiURCDsbNtgUPtWtrazUNJ4BbWkbuI0tLS5ifn2+oQ1Xnn/oMKgOvbtJ0ZjkucrkcUqmUlJtiua1mryWVSgWxWEzmv2onVhVhhQUm7m0FNcqijhmyqplMBrFYDJlMRtYW7kUkXhKJBGKxGKLRqJSaa/b4YNKVyqZybtPJmpiYQDKZvCPjupU9NjY2kE6npRmQy+WSHALutTz4UMZ0+fJlGSfNbk7Ag0UqlbotKYprJpsKUEqyFdSDn3oAZhSCPpvD4UA6nYbVaq1Ze4lcLoe5uTksLS1haWkJ4XC4tTSvQG2LUjpr3KjVcFexWEQ0GkUwGJTTCf+OiQQMFbrdbimNROZVXTx43VYB74WnGU54PjeZsnw+j7a2NmQyGWnPxwzRVCpV4/gBqOljbjabZbPd2NhAJBKRxJVGTlqz7cN7ZzKJpmlIJpMolUowmUzIZDIoFouw2WzI5XIwm83ilJA9CwaDiEajEh7mRGLSDWtdkrHl5lapVKRsC0t/NGLSmsm8qt95XUpJ+EXHStXYMREnm81idnYWKysr4lBwHKnXYSKOOmbovJJpJEPD8llkI/aqfBgdB1agoMZ3YGAAAwMDCAQC8Pl8UhaLTmo0GsXS0hJisZjogNXFuKOjQ5IbyWQzoYDM69raGjKZDNLptJSYogO8V0w0Dzijo6MYGhqSjlpkjDm2FxcXMT09jVgsVlOMH6g9PHLc1VddYHic2fQsIxSPxzE1NYXJyUlMTU0hGo3KwXgvwcgFnSsyYVNTU7hw4YJEq7Yax/VyEI47rlEkAHigYT3XdDotjvH58+cRj8fvylbtFnRdl0OsGnmsVCo1kcyFhQWpQLMVtjrkZLNZrK6uyjwzm80YGxuTecO1JBKJ4NKlS1heXpaDU/0at9sgy0hnXiUupqamMD8/j8XFRaRSqbs6kfV7Je3KfZVr9Pr6uqyzrDnd29uLfD6P1dVVTE9PIxKJIJPJyIG8maB0ZGVlpeaAUy6X8cEHH2BmZgaLi4t3nCtE/efIMc+6wNzjGZ2gLfr7+3HmzBmpBLS8vIzJyUkkk0khJ1pONgDUhqh40ifrynAfmVeGhjkg2tvbpbYltVjMJOTE4emhXjbQalCdT03TatrzkT1ua2tDOp3G2tqaUP1M1iIjoOo5GVJlkX869PVhvb1yXBsJ2BlqYqeajo6OmvqiLFmkJuCsra2Jo6YyiJqmyYQAqs4Zay1yMSYTncvlkE6nkclkRHLSyD7NsEcjbZTKNnJjVpt18HAWjUaRTCaxsLAgzSjUZ6LeiM4JHRkAt204DIlTZqKyt3vNulJGwlJWPT096O3tFb0nnQ0yYSzpkkqlpP4kF2s68tSIk2lkREeVlaiOvNqRaq+YaB5q+vr6MDo6Kowr10+WPeMGxUYTaki/UaiPTrHVaoXT6ZTDH5OSuK4mk0mJALEQf33pvb0A5wo/F8rHlpeXMTU1VeNU1n9mqjO/VZicaxH/XSgUEI/HEYlEcOPGDSwtLWFmZuaOiU+7DZVVU7vj0ckKhULixG7nMNooQsd5xLnR1dWFxcVFOeyp4fELFy7U6KybrZcnM0/JDEEZ3uTkpDCg230/9d98f+7HXH84l1gC8vDhw1hbW5PSU2Q99yJBWNd1qbxRz0bPzc0JK3yvjHClUhGbENlsFuFwWKKKx48fF+fe5/OJvKRQKEjkuSWdV+BWj3p1c+aGkU6npZ4YQxLMGLfb7QgEAhgdHUV/fz98Pp8s5mzhlslkxNFpRdQ7jVxk6LSqi6Ou64hEIvKVTCblRERnhGWkeKLxer3CruXzeXF8Kcrfa8eV37nA83mSyaSwfGqYMp/Pw2QyiTNFtpR1G8lWq920qH9jpzbWRgWqIQrqh8nGqdnmzdqE1ex9VQNNx53OfKFQEO0vE/eSyaSUnZmbm0M4HMbi4iLC4bA4agTrcqpstKpl5Lyj08fxwnAwGYu9OgSqcgEmrjHbeXh4WBJFyIguLCwgFAphbm5OIjfcQAFIFQqWPRodHcX4+Dh6enrgcDhE08lDEcOjqVSqRpqzV/ISp9MppdLYtUYtBZRMJhEMBhEOh6WbFB1udd6rDCMdeYfDITUZh4aGRAfMgw0bfFy7dg0LCwtSA1hNbGsm2tvbMTo6ikOHDkkehBpdSSQSIptgl7h60Lnjv9VNkz9XnYxMJoOZmRlh91dXV3HlyhVh5ZlzwDnF920G2tvbMTIygmPHjkkFErJfCwsLuHr1qnQTvJd7UscP59P8/Dy+973vAbiV2Li+vi5Oo6Zp8Pl8Qjw0c4y0t7fj0KFDePDBB+FyuWrsMTExgbfffrtGcvZhQOc8kUjg+vXrsh9ZrVbcuHFDKuPY7XY8//zzSKfTuHDhgkQNmzVGTCYTTp48iYceeghut1t+XiqVcP36dbz55puIRCL39Zrs8Mf9mZER5nC43W587nOfQzKZxHvvvVcTSd32c93XO94CKvNaX2S+XC7LoGfov1wuyyAg4xIIBKSeIxcJnvyoadqrMOd2oG58KrXeyHlNJpPCrqm6NbLW1L6xRaTL5RIZBfVp/NtW0LoSZEDI7GmaJp83QwcARD5B54TFoxnSpu1YUYG9sxkCVRPagKpzqNqTG3uz2cV60To3SjLR7P7FcCUAcV5ZpzGVSmFmZgZLS0tyuOGzcG7x75jJ6XK5JDvYZrPVJMFRcsPkL5W13mvnlad23n9vby/6+vqEcaSEIhQKSa3AaDQq44T2NZlMUgqKFQoGBgYky1UtL0aGKZVK3bGwf7NAravb7YbP50Nvb2/N2KasJhqNCgGQzWalBFqj+a/alwfh4eFh9Pb21hSc51oSj8cxOzuL1dVVOWzupfPKZL36bPJ8Po90Oo1kMolEIiGse6PPrt4uLLVVv08BEN1oNptFJBKRUmQ86PGQSelJM8dKW1u1ecDIyMhtXfbYpOLDNglQSRc2IUgkEjKOKLPgHkcZCttNN5Ohb29vx8DAAA4fPizjg4d1OvPJZPK+XY+s5traWg0xwcio1WrFkSNH8PjjjyMcDuPGjRu3tZndbbS3t2N8fBwnT56Ey+WS+y6Xy5ibm8OlS5fu+z2RmCPi8Timp6fR3d2No0eP4tFHH8Xf/tt/G5FIBBMTE7BYLK3pvKq6FyYAqBm9AGo6Z/HBA4EA+vr6MDw8DL/fL2WkcrmcFIdmPbL60E8rSgfqWRCeWpkMAdxaIJjhynaP5XJZNHrcfFXHVdd1pNNpzM3NIRKJNMzybLZdtroWNzy1dBOZR3XToJPLjZiMOzcaMowul0tKufh8PmFdNU0TPSClGBxzW23su4n6rG81fK86rwCktBWjCtSU0alSe7Gr8gmLxYKuri4pZ0OHx+v1oqurS+qBknVlNxnaZq9LQtERYO1Rh8OBoaEhDA8Pi2SoviQYvzhvWHmDhxuyzyMjIzh69KhUKSBzybnIzZYHYh4qGmVhNwsmkwlDQ0MYGBhAX1+fhPWtVquwwqwyQTmRmvioHphUqQCZ6EAgIOus0+mskdGoh5psNisNYfh7NWzcLAelnmlU9YPpdBqRSET2FDXhpn5/qP+3KmvjVz6fRzAYlCQbJuowEYldyVghJJvN4ubNmw1Lcu0W2tra4Pf7MTQ0JId4oLrWxONxqed6P6A6sVyruBaXy2VYrVaJBp49exbRaBR/9Vd/hXQ63bTC/G1tbejt7UUgEBB7kGmnbGy3IrTq/s4k2WPHjuH48eM4c+YMIpEIpqensbKygrfffntbNVTvB9ra2iTZlYde3qtamWa3oes6PB4PnnnmGZm/APDkk0/C4XDg1Vdf3dFYbZpsQF0wOLmpt9M0TSoKkFmtVCoIBALSxYMF6+udVyZoqNfh4Gk1B7Y+dE8GmaFKhpLrWVYytXTOyEAxDMxnJUOgFoeu33z3yoFVNxFufqoGmkyr+neqJhi4xRipzivrxDqdTnHY6NBzY+fhgJIBNQzcTKjOK8NZ1BYCkA1B16v173j/6XQa+XxepCB0aOms0TbUFKmOfG9vb01/em72PDRRLsBQs+q47qXz2tHRIbVHGerv7u6G1WqtKQfGUD8ZeTIeAKRZR09PD3w+H4aHhzE+Po5AIACPxyMOsKrFVp1X6ofrHZxm2qW9vR39/f3SlpPd91j2TB3j9ZU7eK90YDl3WJqtu7sbfX198Pv90tVOdUzJQDNBsFQqyXoEQLKtm20PMmtc+wgmZKo6Zx4QVdR/purPVOe1UCggFAqJxpfjhQcFNlxxu904cuQIEokElpaWRDPbDLu0tbXJIYTjnnM3mUxidXX1vrJq6rqsVmUAqgRUf38/jh07hs985jOYn5/HuXPnAFQTeprhIGmaJpFaVVtKuRpzA3YL6h5vt9tx5MgRHD9+HKdOnUI0GsXk5CQsFgvef//9pjqvrFpTf69M8G4Wurq68Nhjj2F4eFiqvZw5c0YiqTtBUzWvag1ShnfIOFUqFSmGzEHOunXsbc/i/TwRs95n/Ulb3WBazYEFbjlwDFGura3VlOqhsJthIDKVLpdLNJ1s7GCxWERvxDqM0WhUwlecwKrTuFfPTNBpo4NNjWV9UWuOGT6HmnkP3HJO2OzC6/ViYGBACjFTLsBC4jx173VJtXrGl4cTLiRsRGG1WkVWw/A+nRQy8+qEd7vd4sSrmuienh5J8FGd1nA4jFAoJEL+vZYLcO6qbZNZiJ9so9lsFsZe7bzFBC61dBYPNaxfys5RDodD7EbnplAoCDOjRgDUcLJ6EGuGjWgHv9+PgYEBdHd3S9tj1cn3eDzo6+uTZEZKaeqTJSklYUegQ4cO4fjx4xgeHkZXVxc6Ojqg67pUcOGaUigUJEnMbrfXVEbp7Oy8rSTdboBMFscDq9UwYQu41Rmrv7+/pqxTo4LrPDyqnymlS+wopXZYo3yLe5XH40F3dzceeOAB6cZF/TBLaO2mk6RpmpTT49yulyWRDGJZp0ZlE4F73yO5hlKfPjAwgB/7sR/D4OAgenp6UC6X8dxzz2F2dhahUGhX5Td00Hw+n5Ah9WFoNgVqxuGch4qzZ89iZGQEZrMZbrcbTzzxBCwWC/78z//8Nlnf/UZ7e7u0e1YlJfX32eiAt1uw2+04dOgQent7ZU/v7u6WqOBO1tamaV6BW0wjk0SoPVFPbqomlmWgWEicYcBCoSAJCkyqUJm8+zU5dwt0WFTWlc4cQ+SaponTzommbuR0XrmZqM6r2q+azt5eZH5uBT4/AHHiWZankYPA5+BgB24xjQwt03nt7++XcNH6+rq0GY7H47KIN7uweiOoz8Yv6p/T6TTa2m61cGUljXpNOCc75wu735CBpvOqJq8Vi0XR7kUiEYRCISQSiduaWewF+CyslNDooGY2m2W8qExiV1cXbDZbTVUA2qKvr0+kNqOjo3I9Omqq80r5hBp+3wtJEp1Ts9ksnyMlAzzEsUa0x+PB+vo6QqEQcrmcRDPUyhJM+DSZTBK5OXHiBB577DGpNKAeoniopvPKZiiUV0QiEei6Lu0fd5tppPPK9a++4gxwy3nt6+sTNolyJDVUrO5HqmaXkht2cOOaWiqVhHnO5/Oy4Q4NDeHxxx+XltRkHk0mk9St3E1nze12w+v1SrWZ+vWdziuT18j0qclqKu50r/XjXj3QcQ4ODAzgueeeky5tZrMZn/jEJ9DT04O//uu/ln16N8DQOOUCjfY6ZrVvt3vUvYLrWE9PD5599ll4PB7xXx577DHoui4O9m5qxhm1GRoaaui81mt0m7Gu2e12jI+P1yRbdnd3w+VyyXq+XZs0tX8oN2c6a2azWRhXlUHiQ6nlfqiL5N9HIpGakjBAbVJUqzKvvEeGKdvaqnVd+TPWPaXTyTAv7cXSNlarVZgSZgWz/ikdHNUx2kunpB71nw0ZPzLoauhOTaDggsR/q8X9yUqrmxo1ealUSpxXln2p37j2EnQaGMJmsonVaq1hSxiqU5kFOvQmk6mGnaTjw43eYrGIgxaPx6VANBOc6LyqixnQ3Pmj1rglS9je3i4sYKVSkefSNA0ej0ccOK/XK58p75/zhGX2XC6XHAbVMmqUZLDlqSqfoPPKMddMbefg4CC8Xq+0CVbbQnMDNJlMcmArlUrw+XzCHnMNrQ+J07kYGhpCb2+vRLS4lmazWbEHpQn8W44ls9ksiaXNqPdqNptx9uxZHD58GH6/X2yh7hWBQEDmxtjYGEZHRxGJREQGokqOdF2XElIc4/39/RgZGam5LkkGPiMPFWyly/bEXIMWFxdhtVpx8+bNXa2VbLVa8bnPfU46ranOGpPxHnroIVitVhw+fFiiTyxppLaPZh4AK7CoqNcH168HlOmQQGAZO+YcDAwMIBKJSP3urbp7fVhYLBb8xE/8BE6cOIG+vr6a3zFCcObMGayvr2NxcVHmOqWLagLvh90buCZTt896zDzsWSwWdHd3o1AoIJVK7dqaYjab8alPfQqnTp2C3++v+R331NHRUZw+fRqhUAjpdFqefTf8Bs5VNa+F98KDH4Btl3VrqmyAmyNF/gxjkl1RkwzUzYsbFoCa8i1qpvV+cFwJbpxqZxw+Awv1sx0hcKs2J+vjssQNW3wWCgUkk0lxYNWM/HoHtlWgOhBqxzBqyVTtHhl5NazMtqrURTJkrmYgk8Vk/WBVy6iOmfqwcLOhagjL5bJIHCwWC4rFojBtvE9KaFQnjeOCjgVlB06ns0Zewvp7MzMzIr1hpr3q+DXbeVXD4Fz4uQawaxY1nTy4UQ7R3d1dw7iSCeNiabVaRRvNlqd0RsrlaqvdcDgszQ3UYt1cbOk0NmuctLe3Y2hoCENDQ6L3V1uhApB+4G1tbfD5fLDb7YjH41Klg/bj4YYgo015CTcslXWNRCLyXhsbG/JerIuradUEwcnJyaZEdCwWC1544QU88sgjGBgYqLEF1waWUvT7/dLBhx3H0um0zAuujVeuXBHGuFKpYHh4GKdPn0YsFsPKykqNI0NSgVFA2m5wcFASjbu7u7GysiLO425mlVutVrz88st46qmnpMY1QWftkUcewZEjR7CwsIB4PI6FhQVpBMQ6qMViEbFYDMlkUmRrBMcW0Wjccz1ikijLz5FoaW9vRyQSgd1ux9raWk3jgPsJm82Gz3/+83jmmWdq7lm1x2OPPYbe3l6cP38eCwsLCIfDEgGmI0vJzIfZL9WoCQ82nDMkn7q7uyXSs1vOKw84zzzzzG1zlPNmfHwcjzzyCC5evAgANZ051S6YH/YzUw/P9c4rUHW0h4aGoOu6RI7vhqYyr2QWWYyfGfY8/XGwcwNmqIObFllGloZhzU81PKM6JK3krDUCN1CGc9TsZ5XtYMiBg4obMhsTMAycSCSEWWzEuraaTervRWX+1N8xG5KblOpI0BbUA9JJ48LA8kEcS2oVhkYHnmZDZeLVkmiVSgVra2sAIIlW9aFBbt4cK7QPnXh+8ZCYyWQQDodFB8wWmzxE0O57YQsyOGQpAIgmnF1YEolETfiLJ3YAcpCrv38+G21HO1OuQ0kJGxuoFRxU50X9nHbbPrzfgYGBmhJIlBlxLvA+ecDr7u6WdaJYLMomoTKOwK12yhaLRRh9tVkFK3SQJeMBifbj9Rj5aVYWeXd3N7xer0ThCLXaAdlhk8kEv98vUoBcLifrKB1zu92O7u7uGm0r6wSrelk1IkbWbHx8HIODgxLZYMMYn8+HWCxW4yjv1ni5U3F3zo1yuYze3l45wPb19aG3txepVEqctQsXLogmVcXd1gKSTF1dXTh27BiGh4eFeODaTMf2gQcegM1mwwcffLBrCUL1B+/63/X09MhnOTAwIGvgysqKOPBq2bl7hcVikZbeasSQ6O7uxnPPPYfp6Wn8xV/8xV07n30YbGUPoPr5HTp0CEA1X4LRbHazZHMgtVznvcJkMkn+UiN4PB48//zzmJqaws2bN7eVzNZU55UbJRdgbjgsSk+NJyea0+mseS1DG+wcwtOjurkAd590rQA6qNSicVOgBpSMCZkmi8VSsynZ7XaxXyaTke5TzBpvRP23ok1U5lPVzalMEVl7NaRMmYmmabJpMFzFhJJ0Oo1wOCwhItaorHdA9tJxpUOgMtBA1ZFPJpNYX1+XXvPcEPncdEp4oKHz2d7eLslKLH/ETPqVlRXRi6uMPx3mvTrocLNl2Be4lc3OjSQSiUgXGzKBZGjphKlhXrWqBZ1X2kIdH3Tm1ZqU7e3t4tDUz6Vm2KKjowNDQ0NSr5LrJp+Bz8/XmkwmKYdGh1IdE+oXbQjcmltqVQ5KbZhQwsoP1LuSYOC61SznleV+VIeNz8qogaqF7+jogM/nk7AwWf0PPvgA6XQaTqdTiunTkWPHOmpdOT/YSIVNM44dO4ZAIACXyyU/dzgcCAQCiMfjsFqtwoDvxphRZVONfgdAonccP4FAAPl8XpwSVv1ZXl7GuXPnhDxotDbyPdVDENegnp4enDlzBkeOHJEoGV9Le505cwZOpxOTk5O76rzWM3pEW1ub1DGmJpqRhYmJCSwvL2NpaQnhcFh+d6+wWq0IBALo6em5zXnVNA1erxcvv/wyrly5gu9973u76rzeCW1tbTh27BgGBgZw7NgxWQ9TqRQuXLiAmzdvIhQKCcn2YT43Sm3IQtejp6cHX/jCF3Dp0iV885vfRCqVuvt73vPd3AM46OmkUARPh2R9fV0E1Q6HQzZzLsJ0dLnI0kmr32xb0UlrBC68TCagI1If7uMGwU2LmwlfT40aT9NqUlKr6V23groJqRo6OvXqosRNhVKKrq4uWZgox0in00gkEgiHw8K8qklJrWKXRpIF3qOqDyPrVu+0sKQWnT61vJTb7RYtIzctLtAsf8Sxojppe3XY4XznoYzVJ0KhEPL5PFwuF5LJpIQlVW04/17NfGfokkwcIzesX7qysoKJiQnpVJbNZsWB5cZOuzQ7ya9SqSCRSGB1dRVut1siUWRJuV5y7Wxra6vpqtXoM1RlJlxPGfVSx8fq6ioWFhaEnSbTypwFtZMVm1o0Y6zwgNLIVnwOlXFm/V9Go8giXb9+HdPT01hdXa2piU0mkZEeMvRcL0iisOEFNdScj6VSSVj8vU4IBXDbvGbLY9aKnp+fRzAYxMLCwm0RzK2gjikSK93d3RgbG0NfX99tzpqu69LamB2X9gr1CUq5XE466TGPZnFxUSJe9/L+PGQ9+eSTOHbsWMPnNZlMUq1iK2f7fmIr5pUHUx5mzWYzstksVldXJapNwuzDare9Xi+eeuopnDhxoqFNSMhZrdZt26Tpzis3EG4yqraVYZ2uri45DauCfC6cKjNQLxnYTyDjRnuojjzDxGx9ysWUjqvNZqth1JaXlxGJRGQB3+vM8XuBymzRYeBnryZaMAzOjZjJJzabDW1t1S5jiURCer1HIhFhGVvRLqoDyy8mztCB4kFG1fxyvjAqQYeup6cHhw4dEnaebFo4HMbNmzexvLwsSWFsTKAmhe2Fbai303Vdko9UjTLHNjvuqaWS6Kww8YT/93g8UvOW84hJEtT9njt3TjYtyk14oOT8on2aaYtSqYSVlRWYTCYJTzPRVR0HZNY6OjqE6VPfQ62RzHHDgx83Jjr0oVAIk5OTCAaDmJyclPnIznV8T2qEmfjTLOe10YFTPfQyukI2njWRaZeJiQksLCxgamoKc3NzWFtbq2G9VK11Z2enMP8EyQOHwwG/3y/lw+iwbWxsIBgMIhKJ3BYNbDb4Wan6TbZhp8P2zjvv4Ny5c0ilUnetFtFIUsRQcG9vL06ePCnzrN5ZslqtGBkZQTabrYmo7QXUMHoymcTy8rJ0X1xaWsLNmzfv+eBBJjoQCOCzn/2sdAOsR2dnJ/r6+kQfvVcge898iWKxiFQqhYWFBcRiMVlP70c92kAggBdffBEjIyMNbcJukNTUbwd7MpLqNX7UTqkhU4ZpmIgAQIzLk5IakmklZ2QnUDVj6iZAe/BEX6lUpL+52imJrWCZLaiGS/ebTVTHlf9WKw7Uh27dbrcktFAXWi6XkUqlMDs7i+XlZdGutbpdGt2TmuGsVqEg607WFLil9aPWig6NrlfbFy4uLmJ5eVla7ZIxq49c7PVmq+s6crkcOjo6hEXjIReAHErUhBDKKciuk0Uwm83o6emRjZel+mKxGCYnJzE7OyutLqlv5JpSn3XbbJRKJSwsLCCfz6OnpwfJZFISzgiul3TW1bbCtCOjWXRAKbHhXCmVSgiHwzI+JicnEYvFJAtflQ3QLoVCQcZQs6QUGxsbePfdd1EoFPDEE0/A6/XW/I7Mqlpuj3IhRukWFhaEcWVinqoXp93IOPHgSLBSRzgcFvswi5vMZigUQjgclvfeLTAyk8vlapJ7+Ts+Bw9kbC8dj8dlvDO5dzvVItQ8AULVSudyOdhstpp9nK9PpVJ46623MD093bTC/PVQo5xMbmaSpqrp/DBroEo8qAfJeiQSCbz++uu4fv1601vFqlDXOY5pygbol90vZpiRka2kB8lkEufPn8fVq1e3bZM9c17JtKhJABxgLBPkcrkwMjICt9sNAJIpHYvFEI/Hd01P1GyoyVW0h9othRPL4/Hg6NGj8Pv96OzslLIn4XAYs7OzsgG3qoN2N/C+VTuoZbOoa+Oz+f1+nDp1SjJ+WeQ/FArh4sWLUhybJWD2i01UqQCfieVX1KQ1tZZle3s73G43Dh8+LAcc2jMWi+Hq1auYmJjA7OysbPL1jOJe2ocRGfVz5+LJurfRaLQmLEndJTXBdDhYeaKrq0sSEui4rq+vY3l5Ge+88w4WFxcxNTUl4XHVUVXH4l7YYmNjA1evXhVnta+vD4ODgxJx4UZMiYPKsvI5qG1kbVSv1wuv14tCoVBTMmx2dhZvvfWWMK65XE40ZwyFqslZZF+byUjncjn82Z/9Gd5//3309fXB7XbLWkApGUP2jFgwOsefXblyBVNTU+LkU2bCecXxXygUxAlW50Q6ncbi4iJsNhump6dRKpUwPj4uTk8qlcLMzAzm5+cl4W23wITOZDIpNVUJNcLJPTOdTmNpaQnxeFwiGnRi7+a8brUuFItFab2dTCYb6m+Bqlb9G9/4BoLBYE0XxWZD3R8ojVlZWZFxcD+icnToE4mErMH1WFlZwR/90R99KInC/QLZ+dnZWUxNTWF+fh7hcFhyEO4XU14qlSQZrJFNVldX8dWvfhVzc3M10Y47YW85/E3UMz/U7XHR7ejokAQWUtofNvutldHIHmppG6vVKmEg1urkqWa/Oq53AjdNfu/s7ITL5ZLOQvVa11gsJuVgWGFgv9lE/fwbSQrUU73JZNrSHoVCAbFYDEtLS4hEIlISZq/DmneCqr2tP7yo9X/JyJZKJXR2dgqLwC5UDodDWsqSqUqlUojFYgiHw4jH43KwoT3UNWWvbUOHe3V1VRg0m80moWreYz2Lzs+XYXPaxe121zQVIMPIUnJqnVuVNVQLh9dXMWkWKpUKYrEYOjo6EA6HEYlExA4cFwyB8t6pjaZt1A4+ajKfOqbq1141EqY2b1hZWZEKGGT+TSYTRkdHUS6Xcf78+V3tGV8ul7G8vIyZmRnYbLbbGHmWMnM4HJLoB1QTY9iIY2FhQdj9e3G0uRapuvD6MUFp1+joKEwmk8hRdgP8XBuxhXTGSALx8+/v75f7p+71XkPlHE93S05yuVx46qmn4PP5RG+8F+AYqVQq8Pv9KBQKcDgcotXVNA2vv/66JPd9mPu0Wq1St7qRTRwOB5588kl4PB5cuXJlW+OxZZxXdTGkpsjn88Hn80mINBgM4vz585ifn9/VhWGvodpD13VpOzgwMIChoSEpgRKJRHDlyhU56e9n1vVOoD3IvHJ8DA8PSza2pmkStltYWMDk5KQ0JWiVZgQ7Bce3mlkNQJg2houpOxsZGcHRo0fhdDolgScajWJ+fh5XrlxBKBSqqY3cimC4k9UXgFvSkfq6nmryGnArfO71emG1WuHxeKQmKOUTKysrWFpawuzsrMiP6CS2Gsiq3rx5UxKFOjs7MTQ0JNIhan1VrSudEzrmLIHV398Ph8Mhf8P8gWAwiMXFRSkrRzZGRf2G0+x1plwuC3M3Oztb0xqVya0MWwNV9pTzgPfO+sD1dXzVMnONnkuNFJbLZayuruLatWsoFot44IEH5JDU2dmJxx9/HA6HA6+88squsozFYhEffPABSqUShoeHJToJ3GLLWQmBesKxsTGYTCZkMhnk83nMz8/j5s2b0kWtHrRbfUIpQfafX42c17a2NnR1deFjH/sYpqenMT8/vytzTQ2Bb1Ueik1cSqUS3G43HnzwQUkOrVQqSCaTmJ2dRSwWu2d5g65Xq3lQvtXoPvr6+vALv/ALuHTp0p5WGwAgTvbRo0eleYnagrpSqWBhYUH2jXtFV1cXHnroIWksU49AIIAvfvGLuHjxIr71rW+1XrWBu4EbU1dXFwKBgCw+nCRsV8gQ30Fz0lSQdWICDhco0vjFYhGJREIKUDcqAXVQwGfiJtXT04PR0VH09PRIXVBqXefn5yVbspmavGaATjxlFdR7er1ejIyMiNNGnSgzR1kOStX+tjrUz6yRQ8HPXNXYMXmLTivnC8tLZTIZhEIh0bmRoWxle6iyIaB6cOFnScdEzRUg88rDPRknh8NR09gCqNbRZW1LJo1uxaA1uq9mg3rbCxcuIJVKwe/3Sxc1NfHXarXWFO4nW62WWFMdMybHqpEOJog2KqvHKieapklXIsrd1GTk3bRRqVTCzZs3sbGxgaeffromeUy9rprQp8qOTCaTMLaNnIl6x7VexwpA1h9WX3A6nfJ79fX5fB4zMzOYm5vbtUPz+vo6XnvtNUQiEZw9e/a2jlJ8FtpDLbPHNZU6+u3qPOtt0tnZKQ0r2BWvkfOaTCbx6quvYmJiYlelJYVCAa+++irC4TCeffZZ9Pb2NnwG+lxtbW1wOp01kR3aY7tJVHxPjhGn0wm/34+hoSG4XK4t67zG43H84Ac/wI0bN5DP57d1nZZyXpnl2d/fj5MnT8Lv9wuDlMvlsLq6iunpaSSTyZbecO4F9YNDdU5GR0fx+OOPSxFolnBZWlrC+++/j2AwuOu9xZuJrU7OLBJ+6NAhPP300xgdHZWQ8MbGBpaWlvDuu+9iYmJCunTsV9ZVRb3+UtV8ulwuHD16FE899RQOHToEh8MBAJKIc+3aNdy8eROLi4v3LXO02eBz0xnjv1WWhYlsZrMZw8PDePTRRzE4OChh4/X1dYTDYVy9ehXz8/NSbWE/SEqobeZGl0wmoWmaMLFer1fCw9T1sqJAe3s7XC6XFKpXkclkJNuabBwdr3q0go1YgeJb3/qWZGyz0YDNZsNDDz2E/v5++ew53hmBsdvtsNvt0jqX6OjoELkB8zDIyKmd2NTXk/kOh8NSpaBSqUhzlN0+JNJZc7vdOHv2LFwul9hDlVixuYPaAIetoru6uqQiiYr69bf+/1yPOjo6pFbu+Pi4jC/OUzWr/9VXX0UoFNo1m6TTaXzlK19BT08Pvv71r9/Ree3u7pb/A7dkSpxP26kAoEaCaGun04mxsTGMjY1heHh4S9nA3Nwcfuu3fguhUGhXIz7pdBpf/vKX4fV68ad/+qdbOq+apqGvr0/a6qoRCDr423Xo6+U3fr8fzz33HB599FH4fD6RLdVjenoa/+gf/aMd2aTlnFee5JxOpyQVbGxsSJLJdrMjDwLYsIF9o3naZwmXtbW1XU8M2EuoNfkASLtTtiJkvUpVu7eysoJkMtnyjNp2oS6SBEOdZDyYoMSsY9ojlUpJpxQ6NPsZjTZR/hy45cyz/SmZRmoVWSqoUWe+/QQ1oZFfakMF6hC58fDLbDZLkhvfR9W+7gdHXtX0co6rRfdZB5saaEovmFnP0lEAhIV1OByigySDytq3qmaYWF9fRzQaFYaXzl86ncbU1BQWFhaaMtcqlWrjivfffx/5fB6f/vSnYbPZEAwGkclk4Pf7pe06mWS18gZ11GpVE2pU2YGNrC1bVavt2dlZKxAISFUL7lGcd3TmtzoU3U8Ui0VkMhm89dZbWF9fxyOPPAKv11vDqDciRmgTNi+p/+xYucTtdsPj8cBut8PlcgGorsWRSATT09MYGxvDxz/+cZw8eXJLB5gSpQ+rId0uWB+cNY/VJjAqtrIJywXW24RzzOfzyaGJkqS2tjZpLsP2s+Pj41s6wIwu7dQmLeW8ms1mOJ1OeDwe9Pb2ipiYuiy2hN2tDh17jfrJxQxhv98vAwSoZt5GIhGsrq6KDqzVN53tQnXWVFaNGq7BwUEMDAxgYGAALpcLmlatk0vJwKVLlxCNRg8E46omK6l2IKNGxmNoaAiBQEAWD9pjcXERV65cwcLCwr4fI+rz1yeyEV1dXRgYGEAgEJCmFdR3xmIxhEIhLC4uSnH9/Xq4UZ+ZTgJ1zGqZJ4ZB6VTY7XZJ2lI3Jm5uH7ane7Ogtovu7OyUhgpPP/206BpZ2ouh/YWFBUSjUalEwGQVu92O/v5+DA0NyYacSqWk69ry8rJoh4l0Oo3r16/DbDYjEAigvb0d2WwWwWAQ3/nOdyRRtBnI5XL44z/+Y7jdboyPj2NgYEDyQj772c/C4/GI08B9hU1L+JwM06qa8UAggEAggNHRUamtzPJSExMT+OEPf4jh4WG89NJLGBgYkKx5NVTOyh67ybg2sse/+lf/Cl6vF3/4h3+Is2fP1pTkbORAcT1hxYr6sLXL5YLf78fp06fxsY99DMPDwzh27Jj8/vXXX8cf//Ef4+zZs/jN3/xNceCZSEjwINXsKCmTu2OxGLxe75ZVIer/hjZhp0cVPPCdPXsWL774IgYHB3Ho0CFZoxcWFnD+/HkMDQ3hqaeekoNio+vcq+SxJZxXbkydnZ1S9kbVMrIH+X7S7N0raIv29nbYbDZ0dXXJ6Zf2yGaz0odYrfV50KDaorOzE263Gz6fT1g16qHZKYX6vYPARKuHmHonnkWlaQ/W/1THRywWQzQaRSQSwdra2oFJ5Gv0DNRCMzze1dUlLDTtwULk7LZ2EOxBFoeOuMq8AqjRNrpcLnHsyLgykUvV/u4Xm5DUUOtHLiwsCBNKJ2R9fR3T09NYWVlBKpXCxsaGyAT6+/vR39+PQCCAwcFBka2lUilEIhHMzc2J/Ai4taGXSiUpUXj16lXR07L0FMuINQsbGxvIZDJ4++23kc/nceHCBcRiMZw5cwa9vb0SDufYmJ+fl05qLBXW1dUltujt7UV/f7+04yXTmMlkxIkFbjHNa2tr0DQNvb29wlJaLBYkEgm8/fbbuH79etMIJ13XpZnHm2++KYmKTqdT5DX1SKfT0rCiXC7DZrNJq99AIIDu7m709PRgfHwchw8fvi0Zi+XrotEozp8/D6fTKVIWr9crmupYLIb33nsPV65caap8q1gs4vz58ygUCsLGHzt2DB6PZ0stKw/BHPsulwsdHR1CpLlcLrhcLjz00ENSa11lXmmDzs5OZLNZsQE1+LxuPB7HuXPncOXKlR2PkT13XlXBvNvtrulcomkaCoWCnPY42Q6q80onRaXkx8bG4PF4pBRKoVDAysoKPvjgAywuLiKbzR4Y51VlW1VnjUkZo6OjePjhh9Hf3y9t5DY2NmR8sK5rK2aO7wT1zLPqxJtMJpFNjI2N4cSJE+jv7xcWulAoIBQK4dq1a7h27RquX78uztp+R72Wjv+2WCwyPriYMqzH9WNychLT09NYWloS52I/24QlsligX01CUjuwWSwW6UDn9/vR3d0tRdqTyaS0Ct5vpEClUsHS0lIN+/79738f77zzDk6cOIG+vj5hkxcWFqRD2/r6Ovx+P7xeLz7+8Y/jmWeeQU9PD/x+v0gOkskkotEo3nzzTSwvLwOo6jZ53VwuJ4x1IpGA3+/HmTNnJDq4F1GOXC6H3/3d35XDitVqxZEjR2C1WiV5kRUoXn31VfzoRz+Smr4+nw8ejwcvv/wyXnzxRck656EQgMjV2PHuT/7kTzA9PY3FxUV4vV4cO3YMDzzwANrb29Hd3Y2BgQFMTEzgK1/5inQ4bAbovOZyOXz5y1+G3W7HF7/4RTz88MN46qmnbnNedV3H3NwcZmZmEAwGUSqVJJL1hS98AS+//DIsFoschslOq4wqNcTvvfcerl+/juHhYTz77LMYGBjAY489JnK3a9eu4dd//delO12zkM1m8fu///vo6OjAwMAAvF4vfud3fgfPPvvsbe18CXZlZMfCkZERDA8P4+WXX8ZLL70kyZFca7hHEWyYU6lUcOPGDZjNZql+4Xa7xZZXrlzBr/zKr0iJsp1gT51XNUuYCy1ZRtLu7CJF0f1BYEzqUb8Zd3R0iO6IGaFq1QUWmD4Im/BWUJ02ykn4VW+PtbU1YRj32yZ8J2zlwDJJhZmhzJQm88b2p6lU6kBoXVXU61x5knc4HKLTY8Y17ZFOpxGJRKQN5n7VujYCE9dUTR8TLDo7O0WX6XK5ZN5QD63mEexHjbh6v5qmyXMEg8Eaxz6ZTEqtU4vFgr6+PoyPj2N4eFiYKEZy1PbSasMDFZRcFAoFxONx6LqO2dlZqfqyV2OL4W5qdycnJ9HR0YGlpSU4nU7kcjnk83lMTEwgGAxKMyCWHBwfH4fP55O5pDppuq4LSbC4uHjb/AoGg+jo6MA777wDp9OJ3t5eTExMIJlM7okzz0NGqVTC/Py8sKDU5ra3tyMWiyGdTmNiYgJLS0vS0GNsbAwnT57E2NgY3G63VGpodA0mg7ICEp3Sq1evYnV1VXSmVqsV165dQzwer+kC1ywweTEejwOAdFpjHX0eAoPBoHTsjMfjSKfT6O7uxqFDh3Dq1CmMjIzA5XLdtQJBPB7HxYsXRcpEn4bRdY6tq1evIpFIbLvCgIo9c17rs4RZK8/r9cJut0vIj47a8vIyksnkgdl0iEYOisPhgNvtRm9vr2gZ29vba7KmZ2ZmEI1GD4zz2ohxrddg9ff3S7tgJiYVi0WsrKzg6tWrcnLer/aoHwvqz9nliDq7sbExBAIBWVxLpZI4IrOzs7h48SLm5uaQz+f3nVNyN9RrPl0uFwKBgJSnoQPCzXphYQFXr17FysqKZNQfBNAO9fUtLRaLyCh8Pp+E+mibZDIppYuWlpaQSCT2VQe6RqA+L5/P4/r163KAYWkrTdPQ3d0Nl8uFj33sY/jEJz6BoaEhDA4OSokrHnzn5+fx+uuv4+rVq1hYWGgY2aJzlM/nEQwGMT09Lclee21Hyii++c1vCiFkNpulTS7LeXGP+fSnP42XXnoJvb298Pl8NQdD4NYB6b333sPv/d7vYWVlpaYbFeVaN27cwA9+8AMp8Uh5xV6tP9SYvvXWW7hx4wbm5uakUL7NZsOrr76KDz74QOoi9/b2YmxsDC+99BI+//nPC3m0FZgIGI1GayJ+y8vLuHTpkhwk1QS2vXBcCV2vdlvM5/OYmpqCz+eTDqZMAH3llVfw1ltvYXJyEsvLy+jv78epU6fw0ksv4cUXXxRy4G64fPkyvvKVr9SUjquvlgNAZF33gj1xXnnzqp6RWhmeitRyC3TaDhKD1Aik4ZlIwE2Ig0U96TF8cxDQKNORE7+zs1M0e9RCq5mQ1O6xVuVBQv08oXyCJX/qWwjTYWPLxoNU57beYQVuzRdq7LgAc0ywIgc1bWTmDoI9VNSz0XQ2yDyura0hHo9LBCsYDAqzwhD4QYho8Rnqm3DwEEwnP5vNIplMSpSPDRv490tLS1heXr4rk8rX13/tNbg2UjZRKBRgMplua2bBw//a2hqi0ajIJkgesMoA5xI702Uymdtq39LeZKnJ2O71wZkyArKK5XIZ8XhcEv0Yrt7Y2JDIDdvushwYnXGgdq9iIigjfjzktGrTE6C28QnZ9XK5LC2Er1+/jrm5OVkfyMLzgEcpSaOqDQQrN6TTaXFeOSbvJ/aMeWVYi7XiGAZlSz8WWqexGb5plQXiw6IRs0ZtDastMFmLtqDjms1mpZXjfke9ZEINj3M8MBuYAnC2hKQt4vE4QqEQ0un0vh0fd2Jd6cSz41x/fz96e3sl+YaHmUQigXg8Lh2TWA95P9rjTqCNKDWinASAZMe2t7cjEokgGo1ibm4OwWAQqVRqXzPzdwOfi+skQ9qdnZ0yNwBgZmYGN2/elE36oOUR1MsJKKlg+PrKlSvIZDIIBALw+/2i/+W6MzExgffee2/b4W7VeWsFcA2srw+stsQFIJV73nrrLcTjcZw4cQLHjh2DzWYTaZLP58Pq6irm5+cxOTmJ1dXVbWkTW2U86bouEhDKJFSnXs38p/TsrbfeQqVSwYMPPoiTJ09KAhcPy3zfSCSCc+fOYXZ2dt+sKSw19/Wvfx3f/va38Yu/+It4+OGH8a1vfQsXL16UxHjKiBYXF5FIJHDlyhUMDQ2J9pVa13rw4KxWPdmtnJw9ZV7VskgqdF2vYQ9YZ6xVJsT9Rr3jVl8uCrh1Yqrv4rLfoS6m9eDpn+Lweg0WnXmGwlppA7lXqCyaqmPkYY9svGoHHmzIQGez2QPFzNdDHTNqfUYyi2wDmkgkpCoHQ6n79XCzXajjIZ/Pw2QyIRKJALjlvDBJizUtD8I6shXUz7pYLIpsYmVlRWqWMjmFzmswGEQ2m93384fPXj/mVblJsVhEPB7H4uIiTCYTisWiRHhcLhc8Hg+i0ShWVlawuLjYsOZnq4MkGCMvJMLqD/b8vEOhEKampgBU2VXao74T28LCAq5du4ZgMLjv1hTuDzMzM+jo6MDi4qIkNaoab0bzlpaWcOXKFUSjUQSDQdmTgdtlAJVKBVNTU7se5Wq689qIYQNqJxonFYvwp9PpA70Z0x4cEPW1z2gPlgzj6eig1btVHTeGauioMdNc7eDBunypVEpO1vsZ9RO9PjxOyYCq51Odt0gkgtnZWQl57vfarluBDhrXg3A4LMkZZNH8fj/m5uYwPz8v/coPyoFvK6jMq6ZpiEQiUqtUTTghIaDq0A4yOE+YbZ/NZjE9PS0HYhIlQG3d3P0+d+52/6w5OjU1hdnZWbz11lui0QRu1Zmmfdi8Yb/ahSW9tjrA0h7vv/8+Ll++XJNJX68DBlBTWH+/zSPuG3/5l3+JV155RXIB6u1CYui73/0uvv/972/ptKrvC6BGorJbaLrzqg4clWJmxl4ikUA0GoXD4ZC6jBQZHyTntZ49Amq1avl8XsJ6zLAPh8MIh8NSq/Ig24NfZJxZk5L6tI6ODimyzQ4u+zkkXK9brP8dDzTUc5ItIluSz+elaUUymTzQ9X8JzhdmqiYSCQAQvV8wGBTmVdWkfRTA8cKqLepBV3XWPkpQD3vqPNuva8b9gKp9PejYTtSFYfX9ToRsF7lc7o6/p83YoauVsCeyAbJoam9xhmlWVlawsLAgWptIJIJQKISVlZUDcRpWQYeNDGuhUEC5XMbq6irW1tZQqVQQiUTEHvPz85ibm8Pi4qLUvD0I9qiXDnBzzeVy0DQNoVAIpVJJ+tR3d3fD7XZjYmICU1NTmJiYQDwePxDNCRp9npRHJBIJ2Xzj8TgikQjsdrv8zY0bN3Djxg1pgbrf2ICdgHbgwbetrQ2rq6s18hK2TOXXRxGM3HwUndU74SCsmwYMfJSxZwlbZNUAiBPGjilAla5mlyB2RjmImzEdN24ydOqBW0wSS2wsLy9L/U7WqzwoUO2ghoWp46RzomkaUqkUHA4HFhcXEQqFkEwmD5x2T7UDx0UulxPHjC09mbRVLpfFFrlc7kCNja2gMvT1Gb6Gc2LAgAEDBxd72qSAjADDW2zrNj8/X1Pa5KCHueh0ra+vS4i8ra0N0Wi0JllJZZEOYpiHdmBYr1KpSLkjk8mEGzdu1JTp4LhgfdOD4rzS8SJbSOeV3U7YJ5p24ByhlvGj5rh91J7XgAEDBj7q2PP2sEAty/RRhpoFyoxh9efArSz0gw6yaRwbaniYiSZ04g56FjllNtT1FovFGn3wfutLb8CAAQMGDHwY7NR5jQKY340baRGM7PD1990eatWFO/2+idiJTe6rPci8txjLvCf2oJPagtiz8dGiMOxRC8MetTDsUQvDHrXYcx+kxbClPTSDrTFgwIABAwYMGDCwX9C21zdgwIABAwYMGDBgwMB2YTivBgwYMGDAgAEDBvYNDOfVgAEDBgwYMGDAwL6B4bwaMGDAgAEDBgwY2DcwnFcDBgwYMGDAgAED+waG82rAgAEDBgwYMGBg38BwXg0YMGDAgAEDBgzsGxjOqwEDBgwYMGDAgIF9A8N5NWDAgAEDBgwYMLBv8P8DM3DUb+Zc9vMAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1467,11 +1456,11 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.122234Z", - "start_time": "2020-10-12T06:15:56.111309Z" + "end_time": "2020-10-12T06:39:04.956706Z", + "start_time": "2020-10-12T06:39:04.947169Z" } }, "outputs": [], @@ -1530,11 +1519,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.140214Z", - "start_time": "2020-10-12T06:15:56.123786Z" + "end_time": "2020-10-12T06:39:04.996485Z", + "start_time": "2020-10-12T06:39:04.959802Z" } }, "outputs": [], @@ -1545,11 +1534,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.187835Z", - "start_time": "2020-10-12T06:15:56.142720Z" + "end_time": "2020-10-12T06:39:05.043344Z", + "start_time": "2020-10-12T06:39:04.998761Z" } }, "outputs": [ @@ -1582,7 +1571,7 @@ "1" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1621,11 +1610,11 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.200381Z", - "start_time": "2020-10-12T06:15:56.194842Z" + "end_time": "2020-10-12T06:39:05.049577Z", + "start_time": "2020-10-12T06:39:05.045179Z" } }, "outputs": [], @@ -1642,11 +1631,11 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.623690Z", - "start_time": "2020-10-12T06:15:56.203354Z" + "end_time": "2020-10-12T06:39:05.446758Z", + "start_time": "2020-10-12T06:39:05.056785Z" } }, "outputs": [ @@ -1660,7 +1649,7 @@ }, { "data": { - "image/png": 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\n", 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aDlRXhmrqM9TYe3vQuRWquXNNRK4QkeBf4L/GVVWtxbVU+4P3PgVaVubgruWGcw6w1Pt++StwmXd9aB3umtyPcdXsCzlQGmrJ8bsKlxSW4aoSX8Crlo3n59NLTufhGg4ERHSuJm2HkhIydobf8bSGiHwIfF/jeANktIjIo8D/qepbfsfiJxH5BLhWVZcETSsBTlHVEr/iagtxtwGMVdUf+h1LS4nICcD3vCqupCUi38dV1/0saNoh52rYdZM1qRiTqNp7UjHJrV1UfxmTZP5CZK3BjEk4VlIxxhgTNTFtViquP52/AqnAo4012RSRo3AXxi5V1Rdasm6w3NxcLSgoiFL0xhjT8c2fP79cVfOitb2YJRVx3YHcj7srvhSYKyIzVHVZmOXuxrXeadG6oQoKCpg3r9W9uRhjTNIRkbXNLxW5WF5TORoo8rqOqMH1LTQlzHLfB17E3ejY0nWNMcYkkFgmlQEcfJ9AKQd3aRLo2O9i3B2mLVo3aBvXi+s1dF5ZWVmbgzbGGNN6sUwq4bohCG0V8Bdc53L1IdMjWddNVH1EVQtVtTAvL2rVgsYYY1ohlhfqS3F3TQfk4+6iDVYITBPX/UwucJ6I1EW4rjHGJITa2lpKS0vZt2+f36E0qnPnzuTn55Oenh7T/cQyqcwFRojIEFyHcZcR0ueNqg4J/C0iTwCvqerL4jo7bHJdY4xJFKWlpWRmZlJQUIC0uUP16FNVKioqKC0tZciQIc2v0AYxq/7yOrO7AdeqaznwvKouFZGpIjK1NevGKlZjjGmLffv2kZOTk5AJBUBEyMnJiUtJKqb3qajqTFyvpcHTQi/KB6Zf3dy6xhiTqBI1oQTEKz7rpsWYxjSEth8xxjQn1gM1GZP4dlfAZ09C5WrXxnBvJWxZAtvWQ84wuPA+GHy831Ea0y5YUjHJrWI1/ONc2LUFuveFlFTolAn5R8HhX4Ol0+GZr8B350Cvwc1vz5gkZ0nFJK+GBnjxWqivhW+/D/1Ch34HjrwaHjgO3v4VXPpM3EM0JlIlJSWcc845HHPMMSxYsICRI0fy1FNP0bVr17jGYUnFJK9lL8PGBXDxw+ETCkDPgXD0/8BHf4Ft66BnY4PuGeP85tWlLNu4I6rbHNu/B7++oPmh6lesWMFjjz3G5MmTueaaa3jggQf4yU9+EtVYmmMX6k3ymvc49BriqrmaUniNe17wz6aXM8ZnAwcOZPLkyQBceeWVfPjhh3GPwUoqJjltL4WSD+GUmyGlmd9WPQfCwGPgi9fh1F/EJz7TbkVSooiV0GbDfjRztpKKSU4r3wQUxl0S2fKjz4cti6GqJJZRGdMm69atY86cOQA899xznHDCCXGPwZKKSU5rZkHWIMgZHtnyI89xz6v/E7OQjGmrMWPG8OSTTzJ+/HgqKyv5zne+E/cYrPrLJJ+Geih+H8ZcCJFWD+QMh8x+UPzBgWssxiSYlJQUHnoobKcl8YvB170b44ety2Hfdig4MfJ1RKDgBHcdRsOOwmCMwZKKSUYbF7jnAUe2bL3Bk2H3VqhcE/2YjGmjgoIClixZ4ncYllRMEtr4GXTqAdlDW7ZeIAkFkpIx5hCWVEzy2bgA+k9svilxqN5jILWTJRVjmmBJxSSXhnrYsgz6jm/5uqnp0HccbFwY9bCM6SgsqZjksm0d1FdD3qjWrd//CNj0ues3zBhzCEsqJrmUr3LPuSNbt37/I6Bmp+sm3xhzCEsqJrmUr3DPbUkqYNdVjGlETJOKiJwjIitEpEhEbg4zf4qILBKRhSIyT0ROCJpXIiKLA/NiGadJIuUroWsudM1u3fq5oyCtiyUVk3DuvPNORo0axRlnnMHll1/OPffc40scMbujXkRSgfuBM4FSYK6IzFDVZUGLvQvMUFUVkfHA88DooPmnqmp5rGI0Sah8VetLKQCpae5i/aZF0YvJdCxv3AybF0d3m30Ph3PvanT2/PnzmTZtGgsWLKCuro5JkyZx5JEtvA8rSmJZUjkaKFLVNapaA0wDpgQvoKq7VPffntwNN5irMbFTvhJyR7RtG3mjoeyL6MRjTBR88MEHXHzxxXTt2pUePXpw4YUX+hZLLPv+GgCsD3pdChwTupCIXAz8HugNnB80S4G3RUSBh1X1kXA7EZHrgesBBg2yAZRME3ZXwJ6K1rf8Cug9BhY8DbvLoVtudGIzHUcTJYpY8qOb+3BiWVIJ9x8eUhJR1emqOhq4CLg9aNZkVZ0EnAt8T0ROCrcTVX1EVQtVtTAvLy8KYZsOq3yle25L9RccSEpWWjEJ4qSTTmL69Ons3buXnTt38uqrr/oWSyyTSikwMOh1PrCxsYVV9X1gmIjkeq83es9bgem46jRjWm9/Umlr9dcY97x1edu2Y0yUTJo0iUsvvZSJEydyySWXcOKJLegsNcpimVTmAiNEZIiIZACXATOCFxCR4eKV2URkEpABVIhINxHJ9KZ3A84C/O8pzbRvFatcNytZbawm7dHf9R1WtiI6cRkTBb/61a9YsWIFb7/9tq+XAmJ2TUVV60TkBuAtIBV4XFWXishUb/5DwCXAVSJSC+wFLvVagvUBpnv5Jg14VlXfjFWsJklUlUCvwS3v8yuUiKsCs+ovYw4R00G6VHUmMDNk2kNBf98N3B1mvTXAhFjGZpJQ1VroVRCdbeWN9oYkNibx3Hbbbb7t2+6oN8mjai30HBydbeWNht1lrkWZMYAm+OBt8YrPkopJDnuroHp79Eoqvb17dMvsYr2Bzp07U1FRkbCJRVWpqKigc+fOMd+XjVFvkkNViXvuFcWSCrgWZQUnNL2s6fDy8/MpLS2lrKzM71Aa1blzZ/Lz82O+H0sqJjlUrXXP0SqpZPaH9K4Hej02SS09PZ0hQ4b4HUZCsOovkxwCJZVoXVNJSYGc4QfufTHGAJZUTLKoKoEu2dC5R/S2mTvSkooxISypmOSwLYrNiQNyR8K29VCzJ7rbNaYds6RikkPgxsdoyh0BqI0CaUwQSyqm42uodyWKWJRUwC7WGxPEkorp+HZshIba6F2kD8gZBoglFWOCWFIxHd+2KDcnDkjvAj0H2cV6Y4JYUjEd3/4bHwuiv21rAWbMQSypmI6vqgQkBbJicDdx7gioKIKGhuhv25h2yJKK6fiq1rqEkpoe/W3njoDaPbBjQ/S3bUw7ZEnFdHxVJdG/SB+wvwWYVYEZA5ZUTDLYtjb696gEWLNiYw5iScV0bDW7YdcW6BWjzv665UHnLCupGOOxpGI6tspi95w9NDbbF3GllQorqRgDMU4qInKOiKwQkSIRuTnM/CkiskhEForIPBE5IdJ1jYlIVSCpxLBb8tyRVv1ljCdmSUVEUoH7gXOBscDlIjI2ZLF3gQmqOhG4Bni0Besa07xASSVW1V/gWoDt3AT7dsRuH8a0E7EsqRwNFKnqGlWtAaYBU4IXUNVdemD8zW6ARrquMRGpKoYuvaBLz9jtI3Cx3qrAjIlpUhkArA96XepNO4iIXCwiXwCv40orEa/rrX+9V3U2L5GH8jQ+qSyObSkFrAWYMUFimVQkzDQ9ZILqdFUdDVwE3N6Sdb31H1HVQlUtzMvLa22spqOqXBO7i/QBvQogJc1agBlDbJNKKTAw6HU+sLGxhVX1fWCYiOS2dF1jwqqvhe2lsb1ID+5O/V5DLKkYQ2yTylxghIgMEZEM4DJgRvACIjJcRMT7exKQAVREsq4xzdq2DrQ+9tVfYC3AjPGkxWrDqlonIjcAbwGpwOOqulREpnrzHwIuAa4SkVpgL3Cpd+E+7LqxitV0UPFoThyQOwJWvQ31dZAas4+VMQkvpme/qs4EZoZMeyjo77uBuyNd15gWiUdz4oDckW4gsG1rvcG7jElOdke96biqSiCtC2T2jf2+rGNJYwBLKqYjq1zjqr4kXGPCKMsd4Z4tqZgkZ0nFdFzxuEcloEtP6N4HyiypmORmScV0TKqu+iseF+kDckdC+Yr47c+YBGRJxXRMOzdD3d7YjEvfmNyRrqSiYe/TNSYpWFIxHVM8mxMH5I2C6u2wa2v89mlMgrGkYjqmyjXuOdZdtATb3wLMqsBM8rKkYjqmymKQVMga2Pyy0ZI3yj2XWVIxycuSiumYqoqh50DXL1e8ZPaDjExrVmySmiUV0zHFszlxgIi7X8VKKiaJWVIxHVNVcXwv0gfkjbKOJU1Ss6RiOp69Ve4Rz4v0AbkjYedGG1rYJC1LKqbjiWdHkqFsFEiT5CypmI7Hj3tUAgItwKxZsUlSllRMx7O/pFIQ/333GgIp6Xax3iQtSyqm46kqdp07ZnSL/75T09x4Klb9ZZKUJRXT8fjRnDhY7gir/jJJy5KK6Xgqi/1p+RWQO8rFUFfjXwzG+CSmSUVEzhGRFSJSJCI3h5l/hYgs8h6zRWRC0LwSEVksIgtFZF4s4zQdSO1e16TXj4v0AXmjQOuhcrV/MRjjk5iNUS8iqcD9wJlAKTBXRGao6rKgxYqBk1W1SkTOBR4Bjgmaf6qqlscqRtMBVa11z75Wf3nNistWQO8x/sVhjA9iWVI5GihS1TWqWgNMA6YEL6Cqs1W1ynv5MZAfw3hMMvCzOXGADS1sklgsk8oAYH3Q61JvWmOuBd4Ieq3A2yIyX0Sub2wlEbleROaJyLyysrI2BWw6AD9vfAzI6AY98qGiyL8YjPFJzKq/AAkzLeyQeCJyKi6pnBA0ebKqbhSR3sA7IvKFqr5/yAZVH8FVm1FYWGhD7iW7yjXQKQu6ZvsbR85QqLBrKib5xLKkUgoED2aRD2wMXUhExgOPAlNUtSIwXVU3es9bgem46jRjmlZVDNkFrsdgP2UPswv1JinFMqnMBUaIyBARyQAuA2YELyAig4CXgG+o6sqg6d1EJDPwN3AWsCSGsZqOwu97VAJyhrlOLfdU+h2JMXEVs+ovVa0TkRuAt4BU4HFVXSoiU735DwG3AjnAA+J+WdapaiHQB5juTUsDnlXVN2MVq+kgGuph2zoYe6HfkbiSCrgqML+r4oyJo1heU0FVZwIzQ6Y9FPT3dcB1YdZbA0wInW5Mk7aXQkNt4pRUwFWBDTzK31iMiSO7o950HJVr3LOfzYkDehWApNjFepN0LKmYjmP/PSo+dtESkNYJsgbaxXqTdCypmI6jshhSO0Fmf78jcXKGWUnFJJ2IkoqIvCgi54uIJSGTuKqKoddgSEmQ0zR7mKuSU7t9yiSPSD99DwJfB1aJyF0iMjqGMRnTOpUliXGRPiBnGFTvgN3WfZ1JHhElFVX9t6peAUwCSnB3uM8WkW+JSHosAzQmIqquVJAIF+kDsoNagBmTJCKuJxCRHOBqXBPgBcBfcUnmnZhEZkxL7C6D2t2JcZE+ICfoXhVjkkRE96mIyEvAaOBp4AJV3eTN+peNdWISQiJ0JBmq5yCQVCupmKQS6c2Pj3o3Mu4nIp1Utdq7A94YfyVCl/ehUtNdwwErqZgkEmn11x1hps2JZiDGtEllMSCudJBIrGNJk2SaLKmISF/cGChdROQIDnRn3wPoGuPYjIlc5RrIync3HSaSnGGwdrZrSOB3z8nGxEFz1V9n4y7O5wN/Cpq+E/hljGIypuWqihOr6isge5hrQLBrC2T29TsaY2KuyaSiqk8CT4rIJar6YpxiMqblKoth9Pl+R3Go4BZgllRMEmiu+utKVX0GKBCRm0Lnq+qfwqxmTHxV74Q95YlZUtmfVIqgYLK/sRgTB81Vf3XznrvHOhBjWi0RmxMHZA2E1Ay7WG+SRnPVXw97z7+JTzjGtEIidXkfKiXVdYNvzYpNkoi0Q8n/FZEeIpIuIu+KSLmIXBnr4IyJSFUCl1TgQMeSxiSBSO9TOUtVdwBfAkqBkcBPm1tJRM4RkRUiUiQiN4eZf4WILPIes0VkQqTrGrNfZTF0zYXOPfyOJLwcL6k0NPgdiTExF2lSCXQaeR7wnKpWNreCiKQC9wPnAmOBy0VkbMhixcDJqjoeuB14pAXrGuMkanPigOyhULcPdm70OxJjYi7SpPKqiHwBFALvikgesK+ZdY4GilR1jarWANOAKcELqOpsVa3yXn6Mux8monWN2S/RurwPZR1LmiQSadf3NwPHAYWqWgvspvkv+QHA+qDXpd60xlwLvNHKdU2yqquGHaUJXlKxLvBN8oi0Q0mAMbj7VYLXeaqJ5cP1SRF2CDwRORWXVE5oxbrXA9cDDBqUYP0+mdjbtg60IWFKKlW7a5i9uoLVZbuoa1CG5nbj6IJs+qd1tpKKSQqRdn3/NDAMWAjUe5OVppNKKTAw6HU+cEilsoiMBx4FzlXVipasC6Cqj+BdiyksLLRxW5NN4B4Vn8dRKa3aw33vFvHiZ6XUNRx8GorAh937krlhBQnalMCYqIm0pFIIjFVt0WDbc4ERIjIE2ABchhuSeD8RGQS8BHxDVVe2ZF1jAN+7vFdVnv10HXe+vpy6BuWKYwYx5YgBjOufRYrAii07eWPxZlbMyWNgyTL++MoSfnHeGDqnp/oSrzGxFmlSWQL0BTY1t2CAqtaJyA3AW0Aq8LiqLhWRqd78h4BbgRzgAXE9uNapamFj60a6b5NEKoshvRt0y4v7rqvr6vnFS4t56bMNnDA8l7suOZz8Xgd33n1Y/ywO659Fdf0xpM59mKfnFDNvbRUPXXkkA7Oto2/T8USaVHKBZSLyKVAdmKiqFza1kjew18yQaQ8F/X0dbnjiiNY15hCB5sRx7la+cncNU5+ez6cllfzojJHcePpwpIkYOvUZAVrL01/pz3deK+dL933IXy6dyKmje8cxamNiL9KkclssgzCm1SrXQO7IuO6yaOsurn1yLpu27+Pey4/gwgn9m1/JawE2udd2Xvv+iXz7mflc8+RcfnPhYVx1XEFsAzYmjiJtUvweUAKke3/PBT6LYVzGNK+hAarWxvUi/Yeryrn4gY/YXV3HtOuPjSyhwEH3qgzK6cpL3zme00f34dZXlvLHt1fQssuVxiSuSPv++h/gBeBhb9IA4OUYxWRMZHZuhPrquF2k/+cna/nmPz6lf1YXXv7eZCYN6hX5ypn9IL3r/j7AumSk8tCVk7i0cCD3/aeIX7y0mPoGSyym/Yu0+ut7uLvcPwFQ1VUiYpXBxl9x6vK+vkG58/XlPP5RMaeMyuO+y48gs3N68ysGE3ElqqB7VdJSU7jrksPJzczg/v+uprZe+cNXxpOSYsMOm/Yr0qRSrao1gQuR3g2Q9rPK+CsOzYn31NRx43ML+PfyrVx9fAG3nD+GtNRIezcKkT0Uti47aJKI8NOzR5ORmsqf/72StBTh918+3BKLabciTSrvicgvgS4icibwXeDV2IVlTAQq10BKGvTIb37Z1mx+dw3XPDGXRaXb+O2UKFxQzxkGK2ZCfR2kHvzR+8EZI6hvaODe/xSRkiL87uJxTbYmMyZRRZpUbsZ1o7IY+Dauqe+jsQrKmIhUFkPPQYd8QUfD+so9fPPxT9mwbS8PXnkkZx8WhfHls4dBQx1sXxe2ccGPzhxJXYPywKzV5HTL4Cdnj2r7Po2Js4g+jaraICIvAy+rallsQzImQlXFMWn5tb5yD199aA57a+v553XHUFiQHZ0N728BtiZs3K4qbBRVe2r423+LyO/VhcuOtv7sTPvSZOWwOLeJSDnwBbBCRMpE5Nb4hGdMI1Rj0uX91p37uPKxT9hbW8+064+NXkKBiHorFhFunzKOk0fm8f9eWcK8kmaHLjImoTR3xfGHwGTgKFXNUdVs4Bhgsoj8KNbBGdOovVVQvT2qF+mr6+qZ+vR8tu6o5h/fOoox/aLc/WP33pDRvdneitNSU7j3siPo37ML3/nnZ2zd0dzQRcYkjuaSylXA5apaHJigqmuAK715xvgjMOZ7FEsqv3l1GZ+t28YfvzahZfegRErEJcEIxlXJ6prOI98oZMfeWn76wiK7OdK0G80llXRVLQ+d6F1XaWFDfWOiqDK6zYlnLt7Es5+sY+rJwzjv8H5R2WZY2cMiHldlVN9MfnX+GN5bWcbTH6+NXUzGRFFzSaWmlfOMia3APSq9Ctq8qc3b9/HL6YuZkJ/Fj8+KcT9iOcPcwGL1tREt/o1jB3PyyDzufH05RVt3xjY2Y6KguaQyQUR2hHnsBA6PR4DGhFVZDJn9Ib1Lmzajqtzy8mL21dbz50snkt7aGxsjlT0MtN4llgiICH/46ni6dUrjB9MWUlPXENv4jGmjJj9Bqpqqqj3CPDJV1aq/jH8CXd630ZtLNvPv5Vu56cyRDM3rHoXAmhHUsWSkemd25vdfPpylG3fwt/8WxSgwY6Ijxj/LjImRyuI2X6Tfsa+WX89Yyth+PbhmcpxGjoygWXE4Zx/Wl4sm9ufBWUV8sXlHDAIzJjosqZj2p2Y37NoM2QVt2swf3lxB+a5qfv/lw1vfn1dLdcuFTj1aVFIJuPWCw8jsnM7PX1hkPRqbhGVJxbQ/VSXuuQ1303+2ropnPlnLN48vYMLAnlEJKyKB3opbWFIByO6WwW0XHsbnpdv5x0fFza9gjA9imlRE5BwRWSEiRSJyc5j5o0VkjohUi8hPQuaViMhiEVkoIvNiGadpZ9rY5X1NXQM3v7iIvj068+OzfOhfK2c4lLfu2sgF4/txxpje3PP2CtZW7I5yYMa0XcySioikAvcD5wJjgctFZGzIYpXAjcA9jWzmVFWdqKqFsYrTtENt7PL+ofdWs3LLLu64aBzdO0W/M8pm5Y12nUrWtDwpiAi3XzSO9JQUbn5xsd0UaRJOLEsqRwNFqrpGVWuAacCU4AVUdauqzgUia7RvDLiSSuee0KXld70Xbd3J3/5TxAUT+nP6mD7Rjy0Sed69MOUrW7V6v6wu/OK8McxZU8G/5q6PYmDGtF0sk8oAIPiML/WmRUqBt0Vkvohc39hCInK9iMwTkXllZdaBclKoXNOqUkpDg3Lzi4vp2imVX18QWmiOo7zR7rmsdUkF4LKjBnLs0GzunLmcLdY3mEkgsUwq4UYYaklZfbKqTsJVn31PRE4Kt5CqPqKqhapamJeX15o4TXtT1brmxE9/vJZ5a6u45fyx5HbvFIPAIpQ91A0uVvZFqzeRkiLc9eXx1NQ1cMvLS6wazCSMWCaVUmBg0Ot8YGOkK6vqRu95KzAdV51mkl19LWxb3+KSyorNO/ndzOWcPDKPSya1pMAcA6np7n6VshVt2kxBbjd+fNZI3lm2hZmLN0cpOGPaJpZJZS4wQkSGiEgGcBkwI5IVRaSbiGQG/gbOApbELFLTflSVuG5OckZEvMremnq+/9xnZHZO556vTkiMYXrzRkF525IKwDWThzA+P4tfz1hC1W7rjs/4L2ZJRVXrgBuAt4DlwPOqulREporIVAAR6SsipcBNwC0iUioiPYA+wIci8jnwKfC6qr4Zq1hNO1K+yj3nRp5Ubn99GSu37OJPX5tAXqaP1V7B8ka5a0N11W3aTFpqCndfMp5te2q5/bVlUQrOmNaLaXtKVZ2JG88+eNpDQX9vxlWLhdoBTIhlbKadqvCSSs7wiBZ/w+vS/tsnDeWkkQl0zS1vNGiDu7O+T9saDYzp14Pvnjqce99dxVmH9eWccX2jFKQxLWd31Jv2pXwldMuDLj2bXbS0ag8/f3GR16W9Dzc5NiXXa1bchov1wb5/2nAOH5DFL6cvZutOaw1m/GNJxbQv5UURXU+pq2/gh9MW0qBw7+VHkJGWYKd67ghAWn2vSqj01BT+fOkEdlfX2U2RxlcJ9kkzphkVqyC3+aqvh99fw7y1Vdxx0TgG53SLQ2AtlN4Feg2OWkkFYHjvTH5x7mj+88VWnvvUboo0/rCkYtqPPZWwp+JA1VEjlm3cwV/+vZLzx/fjoiN8bj7clLzRbboBMpyrjivgxBG53P7aMkrKrW8wE3+WVEz7UeF1wthE9VdNXQM3Pb+QrC4Z3D5lXJwCa6W8Ua7kVV8XtU2mpAh/+MoEMtJS+NHzC6mrt5EiTXxZUjHtR+D6QxPNie/7zyq+2LyT33/5cLK7ZcQpsFbKHQX1NQe68o+SvlmdueOicSxYt42H318T1W0b0xxLKqb9KF8FKenQc3DY2Us2bOeBWau5ZFI+Z471qbPIlugd6ANsedQ3fcGE/px3eF/ufXcV6yr2RH37xjTGkoppP8pWuDHeUw+9vUpVufWVJfTsks6tfnYW2RJ5Y0BSYHNsOou49UuHkZYi3DrD+gYz8WNJxbQfW5ZAn8PCzpq+YAOfrdvGz88ZTVaX9DgH1koZXV0fYFtik1T6ZnXmprNGMWtFGW8usb7BTHxYUjHtw94q2L4e+hx68X1vTT13v/kFE/Kz+MqR4TpoSGB9DotZUgH45nGDGduvB795dRm7qqPXIMCYxlhSMe3DFq9fq76HHzLrH7OL2bKjml+eN4aUlAToLLIl+o5zF+r37YjJ5tNSU7jj4nFs2bmPe99dFZN9GBPMkoppHwK/5kNKKtv21PDgrNWcPro3xwzN8SGwNurjJcmt0b9YHzBpUC8umZTPEx+VUFplF+1NbFlSMe3D5sXQJRsyD+4s8dEPitlVXcfPzhntU2BtFLhGtGVxTHdz05kjQeBP70T3ZktjQllSMe3DliWuqihoLJTte2p5YnYJ543rx6i+mT4G1wZZ+dA5C7Ysjelu+vfswreOL2D6gg0s3xSbqjZjwJKKaQ8a6l31UJ+Dr6f8Y7YrpdxwWmTd4CckEVelF6NmxcG+c8owMjulcfeb0etvzJhQllRM4qtYDXX7XEnFs3NfLY9/WMxZY/swpl8PH4OLgj7jXEmlIbZdqvTsmsF3Tx3OrBVlzF5dHtN9meRlScUkvo0L3HPf8fsnPTVnLTv21XHj6ZGPAJmw+hwGtbthW0nMd3X18QX0y+rM/765wm6INDFhScUkvg3zIb0b9B4DwO7qOh79YA2nje7NuAFZPgcXBYESWByqwDqnp3Lj6SNYuH4b7y7fGvP9meQT06QiIueIyAoRKRKRm8PMHy0ic0SkWkR+0pJ1TRLZMA/6T4SUVACe+XgtVXtq+X57vpYSLNBdS4wv1gd85ch8Bud05Z63V9DQYKUVE10xSyoikgrcD5wLjAUuF5HQTpkqgRuBe1qxrkkGddWuOfGAIwF39/zfP1jDiSNyOWJQL5+Di5KMrpAzHDZ9HpfdpaemcNOZI/li805eW7wpLvs0ySOWJZWjgSJVXaOqNcA0YErwAqq6VVXnArUtXdckic1LXPfwXlJ59tN1lO+q6RjXUoL1n+Sq+eJ0neOC8f0Z1SeTv7yz0sZcMVEVy6QyAAge07TUmxbVdUXkehGZJyLzysrKWhWoSWAb5rvn/EL21dbz8HurOXZoNkcVZPsbV7TlF8LurbC9NC67S0kRbjprJGvKd/PSZxvisk+THGKZVMJ1whTpz7CI11XVR1S1UFUL8/LyIg7OtBMb5kH3PtBjAM/PW8/WndUdr5QC+0tibJgXt12eNbYPE/Kz+Ou7q6iuq4/bfk3HFsukUgoMDHqdD2yMw7qmIymdBwMKqa5v4MFZqzmqoBfHtcc+vprTZxykdnL/b5yICD8+axQbtu1l2qfrm1/BmAjEMqnMBUaIyBARyQAuA2bEYV3TUezaCpWrYdAxvDh/A5u27+P7p41ApJ31RByJtAzoN/5AdV+cnDgil2OGZPO3/xaxt8ZKK6btYpZUVLUOuAF4C1gOPK+qS0VkqohMBRCRviJSCtwE3CIipSLSo7F1YxWrSVDrPgagLv8YHphVxISBPTlxRK7PQcXQgELYuBDq4zfuiYjw07NHUbazmr9/YOPZm7Y7dFzWKFLVmcDMkGkPBf29GVe1FdG6JsmsmwNpnXl5S29Kq5bz2ymHdcxSSkB+IXzyIGxdCv0mxG23hQXZnHd4Xx6ctZpLjxpInx6d47Zv0/HYHfUmca2bgw44kvveW8u4AT04dVRvvyOKrYFHu2evhBZPN58zhvoG5Q9vrYj7vk3HYknFJKbqXbBpESs6Hcbaij0d91pKsJ6D3KPkg7jvelBOV751QgEvzC9lcen2uO/fdByWVExi2jAPtJ7H1/djdN9MzhzTx++I4mPwCbB2dtxuggx2w6nDye2ewe2vLbPOJk2rWVIxiWntHJQUZlYN5IbThre/sedbq2Ay7KmAsviPeZLZOZ2bzhzFpyWVvLrIum8xrWNJxSSkhnVzKEoZTP8+vTl3XD+/w4mfghPcc8mHvuz+0qMGMj4/i9++uozte0J7TzKmeZZUTOKpr6V+3ad8VDOCn5w1itRkKaUA9BwMPfJ9SyqpKcLvLj6cqj013PXmcl9iMO2bJRWTcKpLF5Jev5ey7EmcOTZJrqUEiLjSytqPfLmuAjBuQBbXnjCE5z5dz6fFlb7EYNovSyom4Sz44HUATj3zoo7f4iucgsmwuwzKV/oWwg/PGMGAnl345fTF1i+YaRFLKiah7NhXS03Re2xMy6fw8DF+h+OP/ddV4t+0OKBrRhp3XDyOoq27uO/dIt/iMO2PJRWTUP4+ayVH6HI6DT/F71D802sIZPb37bpKwKmjevOVI/N5YFYRn62r8jUW035YUjEJY33lHmZ/+F8yZS85407zOxz/iMCQE6H4A2jwdwCtWy8YS7+sLvz4+c+tw0kTEUsqJmHc+fpyjk1Z5l4MPsHfYPw29BTYUw5bl/kaRo/O6fzhq+MpLt/NXW9YazDTPEsqJiHMLirnzaWb+WpOCeSOhMwka/UVasjJ7rn4PX/jAI4flss1k4fw5Jy1vLfSRlc1TbOkYnxXV9/Ab15dxuCeGQze/TkUnOh3SP7LGgA5w2GN/0kF4GfnjGJkn+7c9K+FbNmxz+9wTAKzpGJ898zHa1mxZSd3Hd+A1Ow60Pop2Q052d2vUu//ne2d01O5/+uT2FNTz43PLaCu3t9rPSZxWVIxviqt2sMf3lrBiSNyOTbFq7O3pOIMPRlqdsGGz/yOBIARfTK546JxfFJcyb3vrvI7HJOgLKkY36gqv3hpMQr87uLDkeL3IHcUdO/g46ZEquBEQBLiukrAJUfm89Uj87nvv0V2fcWEZUnF+OZfc9fzwapyfnHuaAZ2B0o+guGn+x1W4uia7catT5DrKgG/nTKOUX0yueHZz1hdtsvvcEyCiWlSEZFzRGSFiBSJyM1h5ouI3OvNXyQik4LmlYjIYhFZKCLzYhmnib9N2/e6JsRDs7nimMHuRr/6ahh+ht+hJZYhJ0Ppp1Cz2+9I9uuSkcrfryokPTWF/3lynvVmbA4Ss6QiIqnA/cC5wFjgchEZG7LYucAI73E98GDI/FNVdaKqFsYqThN/9Q3KT/9vEXUNyt2XjHdjpRS9A+ldYfBkv8NLLMNPh/oaWDPL70gOMjC7Kw9/40jWV+3he89+Rq1duDeeWJZUjgaKVHWNqtYA04ApIctMAZ5S52Ogp4gk0eAZyelv/yniw6Jybr1gLINzurmJq95x1xDSO/sbXKIZPBk6ZcGKN/yO5BBHFWRz58WH82FRObfNWGqjRRogtkllALA+6HWpNy3SZRR4W0Tmi8j1je1ERK4XkXkiMq+szC4cJrqPisr5y7sr+fIRA7jsqIFuYsVqqCq2qq9wUtNdaWXlW7532RLO1woHMvXkYfzzk3U8MGu13+GYBBDLpBKuz/LQnzJNLTNZVSfhqsi+JyInhduJqj6iqoWqWpiXl9f6aE3Mbdmxjx9MW8DwvO7ccfG4A93aL3/VPY88y7/gEtmoc2H3VtiYGE2LQ/3s7FFMmdifP7y1gpc+K/U7HOOzWCaVUmBg0Ot8YGOky6hq4HkrMB1XnWbaqX219Xznmfnsrq7ngSsm0TUj7cDMpS9B/0nQq8C3+BLa8DNAUmHFTL8jCSslRfjfr4znuKE5/OyFRXy4qtzvkIyPYplU5gIjRGSIiGQAlwEzQpaZAVzltQI7FtiuqptEpJuIZAKISDfgLGBJDGM1MdTQoPzoXwtZsH4bf/zaBEb0yTwws2I1bPocxn3ZvwATXddsN3DX0um+jQbZnE5pqTz0jSMZltedqc/MZ9nGHX6HZHwSs6SiqnXADcBbwHLgeVVdKiJTRWSqt9hMYA1QBPwd+K43vQ/woYh8DnwKvK6qb8YqVhNbd85czhtLNvOr88Zw3uEh7TCWTnfPYy+Ke1ztyoTLoXINrPvY70galdUlnSeuOYrundL41hOfsmHbXr9DMj6QjtRio7CwUOfNs1taEsljHxZz+2vLuPr4An59wdiDhwdWhQcnQ0Y3uO4d/4JsD2p2wz0j4bCLYcrf/I6mSV9s3sFXH5xD36zOvDD1eLK6pvsdkmmCiMyP5m0bdke9iZmn5pRw+2vLOHdcX/7fl8YeOt586VzYuhQmXOZPgO1JRjdXmls6PaFuhAxndN8ePPyNIymp2M31T8+zMe6TjCUVExNPzSnh1leWcubYPvz1siNITQnT0G/uo5CRCeO/Fv8A26MjrnAdTC550e9ImnX88Fzu+eoEPimu5MfPf05DQ8epETFNs6Riou6Jj4r3J5T7vz6JjLQwp9muMvere+Ll0Cnz0PnmUIOOgz6Hw5z7E/aCfbApEwdw87mjeW3RJu568wu/wzFxYknFRI2q8se3V3Dbq8s4q6mEAvDZE677kcJr4xpjuyYCx98AZV9A0b/9jiYi3z5pKFcdN5hH3l/DPz4q9jscEweWVExU1NU38PMXF3Hff4q4tHAgD1zRREKp2Q0fPwjDTofeo+MbaHt32Jchsx/MvtfvSCIiIvz6gsM4a2wffvvaMt5YvMnvkEyMWVIxbbZzXy3XPz2f5+eVcuNpw7nrksNJS23i1Jr/JOypgJN/Fr8gO4q0DDj2u1D8Pqz/1O9oIpKaItx7+REcMbAnP/jXQuaVVPodkokhSyqmTdaU7eKi+z/ivZVl3HHROG46a9ShrbyC1VW7X9mDT4BBx8Yv0I7kqGuhaw7M+r3fkUSsc3oqj37zKAb07MJ1T82jaKuNw9JRWVIxrfbfL7Yy5f6PqNpTyzPXHsOVxw5ufqW5j8HOTXDyT2MfYEeV0Q0m/wBW/wfWfeJ3NBHL7pbBk986mrQU4cpHP7EBvjooSyqmxfbV1nPbjKV864m5DOzVlRk3TOa4YTkRrLgDPrgHhp7iHqb1jroOuuXBO7e2i5ZgAYNyuvL0tcdQW9/ApQ/PYXHpdr9DMlFmScW0yOLS7Zx/7wc8MbuEq48v4KXvHk9+r66RrTz7Pnct5YzbYhpjUsjoBqffCus/hsUv+B1Ni4zp14Pnpx5Hp7RUvvrwbF5bFNrPrGnPLKmYiGzbU8OvX1nClPs/ZHd1PU9fezS3XXgYndNTI9tAxWr46K8w7hLof0Rsg00WE6+EfhNdaWVf++rAcVhed17+3mTG9uvBDc8u4BcvLWZ3dZ3fYZkosKRimlRb38A/P1nLqffM4umP13LFMYN564cnceKIFoxdowozfwKpGXDWnbELNtmkpMD5f4RdW+DVH7SrajCAvMxOTLv+OKaePIxpc9dx+h/f45WFG6i3u+/bNUsqJqz6BuWlz0o540/v8avpSxjRJ5PXvn8it180ruUdBC581l1UPu1X0MNGi46q/EJ3XJe+5Lq9aWcy0lK4+dzRvDD1eLK7ZfCDaQs540/vMe3TddZnWDtlvRSbg1TX1fPKgo08/P5qVpftZky/Htx05kjOGNO76abCjdm8GB49AwYUwlWvQGpa8+uYlmlogOcudXfZX/wIjP+q3xG1Sn2D8tbSzTw4azWLN2wnt3sGXxrfnykT+zNxYM/WnX+mWdHupdiSigGgbGc1z89bzxOzSyjbWc3ovpncePoIzjmsLynhOoOMRGUxPHUh1NfBt9+D7r2jG7Q5oGYPPPs1WPuRqxIrvMbviFpNVfmwqJxnP1nHu19spaaugfxeXThlVB4nj+zNccNy6N7JfpxEiyWVJlhSaZna+gY+XFXOtLnreHf5VuoalJNG5nH9iUOZPDynbb8MS+fBtK+7/r2ufAkGTIpe4Ca8mt3w/Deh6B3X5PicuyC1fY9lsmNfLW8t2cxbSzcze3UFe2rqSU8VCgdnM3l4DkcVZDNhYM/IG4yYQ1hSaYIllebtqaljzuoK3liymXeWbWH73lpyumVwyZH5fK1wIMN7d2/bDratc6285j4GPQbAN16CvFHRCd40r6Ee/n2b67Vg4LHw5YehV4HfUUVFdV0989dW8d7KMt5bUcYXm3cCkJGawoSBWRxVkM1RQ7I5cnAvenRu38k0niypNMGSyqHKdlazdON2Fq7fxuzVFSxYV0VtvZLZOY0zx/ThnHF9OWVU78Y7f2yOqmsuXPQOrHwLit9z04+6Dk67BTpnRe+fMZFb9H/w2o8AhZN+Csd8G9K7+B1VVFXtrmHe2irmllTySXElSzdsp65BSRE3UNjEQT2ZkJ/F+PyejOjdven+6JJYu0oqInIO8FcgFXhUVe8KmS/e/POAPcDVqvpZJOuGkyxJpaFB2bmvju17a9m2t4Zte2rZtreW7XtrKd9ZTWnVXkqr9lBcvputO6sB12v6uP5ZHD88hxOG53LMkJzWJZLafbB5EWyY76q4Sj91pROAnBEwdgoceTX0HBi9f9i0zrZ18PqPYdXb0K03jPuy68kgZwR0z4NOPdyJ0UHsqaljwbptfFpcyby1lSwq3c7Ofe7el87pKYzrn8Xh+VmM6pPJ0LzuDM3rRk63jKRvANBukoqIpAIrgTOBUmAucLmqLgta5jzg+7ikcgzwV1U9JpJ1w4lFUlFVGhQaVGlQRb2/6xuUhgao9/5W1f1/B6Y3qNLQ4NZX3HTFbWP/dlTZU13P7po6dlfXsbum3j1Xe0kjKGFs31PDtr217NhbS2NN+UWUft0zKMjOYFCvDMb27sqYPl0Z1Tfz4CqBsO+7gjZAfS001LnHjo1QUQRbl8OGebB5CTTUusV7DIABR8KQk2DEmR2mmqXDKfkQPnkIVr4N9dUHpqekQZds6JrtnjP7QM5wyB4GvQZDelfv0RlS0t31mZQ090hNd9NSEvfXf0ODUlKxm0Wl2/m8dBuLS7ezZON29tU27F8mIzWFnO4Z5HTPILd7J7K7ZtAlI5Uu6al0Tk+lS4Z77pyeQpf0VDqlpZKeKqSnpZCRmkJ6aop7nZpCRlrKgecUISVFEFz3/ykCgiApIECKCCLumZDXbh3iluyinVRi2YTiaKBIVdcAiMg0YAoQnBimAE+py2wfi0hPEekHFESwbtQcefs77KmpPyhpNHjJxC8pAj26pNOzSzpZXTPI6pLO4Oyu9OyaTlYX9+jpTZ+w8NfkrpmONNQjDbVQC2zxHtEacC+ju7sT/rjvuXsjBhTaPSftRcEJ7lG9C7Yuc9WVe8pdlzl7KmFvJeypgo0LYdkM0BbcHyIpXqJJh+vegT6HxezfaKmUFPFKJN256IgBgGu2vHHbXlaX7aK4fDdbdlRTvquail3VlO+qYdWWXVTX1bO3pp69tfW+fgeA+x44KCmJl3A4kHBEILd7J97/2ak+RnpALJPKAGB90OtSXGmkuWUGRLguACJyPXC993KXiKxoQ8wBuUB5FLYTD3GKdQewEXi9LRux4xobiRHrLeMiWSoxYo1Me4oV+Xmr442ge/HIxTKphCu7heb9xpaJZF03UfUR4JGWhdY0EZkXzeJgLFmssWGxxobFGjuJEm8sk0opEHy1Nh/3UzeSZTIiWNcYY0yCieVVtrnACBEZIiIZwGXAjJBlZgBXiXMssF1VN0W4rjHGmAQTs5KKqtaJyA3AW7hmwY+r6lIRmerNfwiYiWv5VYRrUvytptaNVaxhRLU6LcYs1tiwWGPDYo2dhIi3Q938aIwxxl+J28jcGGNMu2NJxRhjTNRYUgFE5F8istB7lIjIwkaWKxGRxd5yvvQHIyK3iciGoHjPa2S5c0RkhYgUicjN8Y7Ti+EPIvKFiCwSkeki0rOR5Xw7rs0dJ68Ryb3e/EUi4kt3yyIyUET+KyLLRWSpiPwgzDKniMj2oHPjVj9i9WJp8j1NoOM6Kuh4LRSRHSLyw5BlfDuuIvK4iGwVkSVB07JF5B0RWeU992pkXX++A1TVHkEP4I/ArY3MKwFyfY7vNuAnzSyTCqwGhuKaZ38OjPUh1rOANO/vu4G7E+m4RnKccA1J3sDdO3Us8IlP73s/YJL3dyauG6PQWE8BXvMjvpa+p4lyXMOcD5uBwYlyXIGTgEnAkqBp/wvc7P19c7jPlZ/fAVZSCeJ1cPk14Dm/Y2mj/V3kqGoNEOjmJq5U9W1VrfNefoy73yiRRHKc9nclpKofA4GuhOJKVTep19mqqu4EluN6nmivEuK4hjgdWK2qa32OYz9VfR+oDJk8BXjS+/tJ4KIwq/r2HWBJ5WAnAltUdVUj8xV4W0Tme93D+OUGr8rg8UaKvo11f+Ona3C/TMPx67hGcpwS7liKSAFwBPBJmNnHicjnIvKGiPjZEVdz72nCHVfc/XCN/aBMlOMK0Efd/Xx4z+GGVPXt+CbNmJwi8m+gb5hZv1LVV7y/L6fpUspkVd0oIr2Bd0TkC++XRNxiBR4Ebsd9aG/HVdeFjh0bcTc3bRXJcRWRXwF1wD8b2UxcjmsYbelKyBci0h14Efihqu4Imf0Zrupml3et7WVgRJxDDGjuPU2045oBXAj8IszsRDqukfLt+CZNUlHVM5qaLyJpwJeBI5vYxkbveauITMcVMaP+5ddcrAEi8nfgtTCzIukiJyoiOK7fBL4EnK5eZW+YbcTluIbRlq6E4k5E0nEJ5Z+q+lLo/OAko6ozReQBEclV1bh3ihjBe5owx9VzLvCZqm4JnZFIx9WzRUT6qeomr8pwa5hlfDu+Vv11wBnAF6paGm6miHQTkczA37iL0EvCLRtLIfXOFzcSQ0J0cyNuoLWfAxeq6p5GlvHzuLalK6G48q73PQYsV9U/NbJMX285RORo3Oe7In5R7o8jkvc0IY5rkEZrKRLluAaZAXzT+/ubwCthlvHvO8CPFg2J+ACeAKaGTOsPzPT+HoprQfE5sBRXveNHnE8Di4FF3knSLzRW7/V5uBZCq32MtQhXr7vQezyUaMc13HECpgbOBVw1wv3e/MVAoU/H8gRc9cWioON5XkisN3jH8HNcw4jjfYo17HuaiMfVi6UrLklkBU1LiOOKS3SbcKMklQLXAjnAu8Aq7znbWzYhvgOsmxZjjDFRY9VfxhhjosaSijHGmKixpGKMMSZqLKkYY4yJGksqxhhjosaSijHGmKixpGKMMSZq/j+rhIzGK3zOAQAAAABJRU5ErkJggg==\n", 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" ] @@ -1736,11 +1725,11 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.748503Z", - "start_time": "2020-10-12T06:15:56.625610Z" + "end_time": "2020-10-12T06:39:05.577626Z", + "start_time": "2020-10-12T06:39:05.449637Z" } }, "outputs": [], @@ -1782,11 +1771,11 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:15:56.783878Z", - "start_time": "2020-10-12T06:15:56.750677Z" + "end_time": "2020-10-12T06:39:05.612985Z", + "start_time": "2020-10-12T06:39:05.579434Z" } }, "outputs": [ @@ -1819,7 +1808,7 @@ "1" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1832,17 +1821,17 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.117561Z", - "start_time": "2020-10-12T06:15:56.786486Z" + "end_time": "2020-10-12T06:40:40.325413Z", + "start_time": "2020-10-12T06:39:05.615864Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1855,7 +1844,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d3b8ac8005dd4200b8f62b425b1a9b57", + "model_id": "74b0ce2ac56d4d6a9792267815aa79f4", "version_major": 2, "version_minor": 0 }, @@ -1884,13 +1873,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#1 Train loss: 182.8299Loss: 162.364532 \n", - "#1 Test loss: 167.1158\n" + "#1 Train loss: 182.1748Loss: 154.050079 \n", + "#1 Test loss: 166.7879\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1918,13 +1907,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#2 Train loss: 163.0715Loss: 142.663788 \n", - "#2 Test loss: 159.4571\n" + "#2 Train loss: 162.6419Loss: 166.730240 \n", + "#2 Test loss: 159.6808\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1952,13 +1941,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#3 Train loss: 157.4994Loss: 152.167542 \n", - "#3 Test loss: 155.9764\n" + "#3 Train loss: 158.2025Loss: 157.931046 \n", + "#3 Test loss: 156.9358\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1986,13 +1975,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#4 Train loss: 154.5008Loss: 146.090439 \n", - "#4 Test loss: 153.5092\n" + "#4 Train loss: 155.6275Loss: 148.499344 \n", + "#4 Test loss: 154.4997\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2020,13 +2009,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#5 Train loss: 152.4510Loss: 157.357117 \n", - "#5 Test loss: 152.0208\n" + "#5 Train loss: 153.6454Loss: 151.353165 \n", + "#5 Test loss: 152.8403\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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99NJL2/2s+LtmN6CZNWtWItuVoWoV7wk4Ts5xJeA4OceVgOPknJr1CdhVgmM/gLWj4+md1q63KwjHq79Yf4G14WKbfN26dUXrA6mtaMN97ao38WrD1u53P0DnEO9IdPrppyd59n+8devWQtp+7+xQcByGPmHChCTPriBlN7GtVbwn4Dg5x5WA4+QcVwKOk3Nq1idgw3/jcXobChyH/9odaAcPHpzI8bJgNrzXrvra0rReG3Ic25J2x1nrE4jjD+zyYu4TKA3rz7n11lsT+Zxzzimk7fJizz33XCLHS4qNHj06yYuXKbPPsjtN2dBy9wk4jtMlcCXgODmnZswBO+Rm5bgbZkOD+/TpU0jbbqIdMoxDdu0ssO3btydyvNlHvOFoc8897LDDitbBhg0vWLCgaB1sOLLTPPFKTgDjx49P5Nh8nD9/fpJnN/iM8+21w4YNS+SrrrqqaJ2OO+64RJ4zZ07Ra2sJ7wk4Ts5xJeA4OaeUXYkbReS3IrJYRBaKyOXhfD8RmSMiy8LfvuWvrlMuvJ3zSyk+gZ3ANFWdLyIHAi+LyBzgQuBZVb1JRGYAM4DpLTynTdghwhgbyhnbf4MGDUry7HBd/Nw4XBT2HnqMbXu7AabdfLJv3z2/DbvJ6IsvvpjI8+bNK6Stv6CKQ4RVaee2EIcCP/jgg0meneod/49POSXdWNkOy7ZEPEW8NeIyuxKt9gRUda2qzg/pLcBiYDBwJnBfuOw+4Kwy1dGpAN7O+aVNowMiMhQYDbwEDFTVtZB9gURkQJF7LgIu6mA9nQri7ZwvSlYCItIb+BVwhaputkN4xVDVmcDM8IyifV3bDbZDZfHsrR07dpScZyP94tmAGzduTPJstGEs2+gwazrEG5fMnTs3yXvkkUcSecmSJYV0PAxZC5S7nTtCHNlnowCff/75RI5nDral+2+xm47G5mS9bBBb0uiAiPQg+2LMVtVHw+l1ItIQ8huA9cXud7oG3s75pJTRAQHuBhar6s1R1hPA5JCeDDze+dVzKoW3c34pxRz4AnAB8JqIvBLOfQe4Cfi5iHwTWAmcW5YaOpXC2zmntKoEVHUuUMwwPKXI+Q5jfQKxrW9n/8X2eTxDD2D16tWJHG8CYWf32XDk2A9gNwmxqxC9+uqrhbS1T1etWpXI8WrE1mdRLTuzWu3cEtbvEodqWx/SU089lcixH8A+J15x2nLBBRck8rhx4xI5bp96mfHpEYOOk3NcCThOznEl4Dg5p2amElusbWxt8ph4LNva39bmjsOI7epA1naMNw61ob/W97BixYpCOo4ZgL19GLF/o17GmsuBDR23PpuYqVOnJvIXv/jFQtrGFNhpyO3Fhp23JcS4lvCegOPkHFcCjpNzatYcsMTdZjs8F3f5bYio7bLFK/nYmWd2U5N4CMiaI3bT0bjL31JYs1M6tj0WLVpUSI8YMSLJa2hoKCrb0OeODO1NmTKlkLZDwV1lYVGL9wQcJ+e4EnCcnONKwHFyjlQy9LFcU0xbKTOR6yXUszNR1dLmC5dIJdp51KhRiTxp0qREvuSSSwppOxRsV3i+//77i5Zz5513JvJbb73VhlrWFsXa2XsCjpNzXAk4Ts5xJeA4OafufQJO63RFn4DTdtwn4DhOs7gScJyc40rAcXKOKwHHyTmuBBwn57gScJycU+mpxBuAt4H+IV0r5Lk+h5fhmd7OpVET7VzROIFCoSLzVPW4ihdcBK9Peai1z+H1aR43Bxwn57gScJycUy0lMLNK5RbD61Meau1zeH2aoSo+Acdxagc3Bxwn57gScJycU1ElICITRGSpiCwXkRmVLDuqwywRWS8iC6Jz/URkjogsC3/7VrA+jSLyWxFZLCILReTyatepo1S7nb2N20bFlICIdAduByYCI4FJIlJ8j+jycS8wwZybATyrqsOBZ4NcKXYC01R1BPB54LLwf6lmndpNjbTzvXgbl46qVuQAxgC/juSrgasrVb6py1BgQSQvBRpCugFYWo16hfIfB8bXUp26Yjt7G5d+VNIcGAzEu4WuDudqgYGquhYg/B3QyvVlQUSGAqOBl2qlTu2gVtu5Jv6ftdjGlVQCzS1t5OOTARHpDfwKuEJVN1e7Ph3A27kItdrGlVQCq4HGSD4MWFPk2kqzTkQaAMLf9a1c36mISA+yL8dsVX20FurUAWq1nb2Ni1BJJfAHYLiIHCEiPYHzgCcqWH5LPAFMDunJZDZbRZBsd5S7gcWqenMt1KmD1Go7exsXo8IOkdOA14E3gGuq5JR5CFgLfEL21vomcDCZd3ZZ+NuvgvU5iay7/CrwSjhOq2aduno7exu37fCwYcfJOR4x6Dg5x5WA4+QcVwKOk3NcCThOznEl4Dg5x5WA4+QcVwKOk3P+H62ZlFQLJxtrAAAAAElFTkSuQmCC\n", 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" ] @@ -2054,13 +2043,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#6 Train loss: 150.9579Loss: 151.812119 \n", - "#6 Test loss: 150.5554\n" + "#6 Train loss: 151.9474Loss: 155.882004 \n", + "#6 Test loss: 151.6404\n" ] }, { "data": { - "image/png": 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49re/neTnzp1bSFdoanePcJ+A4zgd4krAcXJOw4QNxzMF7eagcdfcdtG6EoJpN/uITQk7a621tTXJxzMDralgu+rxEKLdqCReaciaCva+8bXNNkuwkthw3iuuuKLb94rb+dFHH01kc+bMSfL2eapXvCfgODnHlYDj5BxXAo6TcxrGJxBvNGptrTj0Ng7VhN03Eo2nBNtQWzucGE9RtqHKdgguthVt/ey5sf2+bt26RBavFmRDWG3ocnyfZpsq3FPiHYnOOeecRGb/V7HvJR6Kht03uI3/5xMnTkxk1k+0YsWKLtS4dnhPwHFyjisBx8k5rgQcJ+c0jE8gtrNtCGZsK5ey9yAds7c7+th87D+wMltO7JewIcbWll++fHkhbX0YcZzAtm3bEpnHAuzCLu926623Jvnzzz+/kLbLi8WrSEO6pNixxx6byGzIcXyvgw46KJGNHDkyybtPwHGchsCVgOPknIYxB+IutQ2fjVfsjWd5we4r/8bduQMPPDCR2RWB4iEfO3RkV6GNr7UmiF0RKDYB4lmDUNq0cXYxfvz4JD9hwoQkH5tvCxcuTGR2g89Ybs8dNWpUkr/22muL1um4445L8nYT23rFewKOk3NcCThOzilnV+JWEfmtiCwRkcUiclU4PlhE5ovI8vB3/87u5dQv3s75pRyfwA5ghqouFJF9gOdFZD5wCfC4qt4kIrOAWcDMEvfpEfEQoR06i2V2pyAbChxPCbbDfvbcOFR448aNicxOD459BnZlIbtqcLwJqR0+rKEfoC7auRRxKPC9996byGxbLliwoJA+44x0Y2UbLl4KG3ZeirjMRqLTnoCqrlXVhSG9FVgCDAc+D9wVTrsLmNxLdXSqgLdzfunS6ICIHAYcCzwHDFXVtZA9QCIypMg1lwKX9rCeThXxds4XZSsBERkE/Aq4WlW32KG4YqjqbGB2uEe3+7pxtJwt23YFY+wqRPGwXzzzD2DYsGFJPjYz7CYhdqZgPEy5aNGiRBZHCEJqztTbMGCt27kUcWSfjQJ86qmnknw8c7Ar3X+L3XQ0fmaaJYKzrNEBEelH9mDMVdUHwuH1ItIS5C3AhmLXO42Bt3M+KWd0QICfAEtU9eZI9DAwNaSnAg9VvnpOtfB2zi/lmAMnAxcDL4nIC+HY3wM3AT8Xka8AbcAFvVJDp1p4O+eUTpWAqj4NFDMMzyhyvFexK/TGttmAAQMSmZ3ZFYcK25lo1s6MbXm7yo9dxTgO/122bFkii/0FsLt/oR6ox3a2szFj/471pcybNy/Jx34Ae594s1LLxRdfnORPO+20JN+Mqzl5xKDj5BxXAo6Tc1wJOE7OaZipxDE21Daeqmt3CrK2fLyTkR0Dt+G+bW1tHaZh97H/eNVg6y9olJ1o6g0bx2FDwmOmT5+e5E8//fRC2vp67DTk7mKnjHclxLie8J6A4+QcVwKOk3Ma0hyw4ZrxENzLL7+cyOxwXLy5x8CBAxNZvMgnpCsA2Y1O7aYhW7duLaTtykfNMpRUbexKT3HbjhkzJpG1tLQUzVuzryftMW3atELahio3ysKiFu8JOE7OcSXgODnHlYDj5Byppr3akymmsV1nbbzYdrSrAtvVguJpx9bmtKsFlbLzra+hke1+VS1vvnCZ9NZU4phx48Yl+SlTpiT5yy+/vJC2vh/r37n77ruLlvPDH/4wyduVoxuJYu3sPQHHyTmuBBwn57gScJyc0zA+AXOfonn7fUotj2XPbWS7vic0ok/A6TruE3Acp0NcCThOzmnIsOGudOPz2sV3nHLxnoDj5BxXAo6Tc1wJOE7OqbZPYCOwEjgwpOuFPNfn0F64p7dzedRFO1c1TqBQqMgCVT2u6gUXwevTO9Tb9/D6dIybA46Tc1wJOE7OqZUSmF2jcovh9ekd6u17eH06oCY+Acdx6gc3Bxwn57gScJycU1UlICITRWSpiKwQkVnVLDuqwxwR2SAii6Jjg0VkvogsD3/3r2J9WkXktyKyREQWi8hVta5TT6l1O3sbd42qKQER6QvcDkwCxgJTRKT4HtG9x53ARHNsFvC4qo4GHg/5arEDmKGqY4ATgCvD/6WWdeo2ddLOd+JtXD6qWpUPcCLw6yj/deDr1Srf1OUwYFGUXwq0hHQLsLQW9QrlPwRMqKc6NWI7exuX/6mmOTAcWBXlV4dj9cBQVV0LEP4OqUUlROQw4FjguXqpUzeo13aui/9nPbZxNZVAR0sb+fhkQEQGAb8CrlbVLbWuTw/wdi5CvbZxNZXAaqA1yh8CrKli+aVYLyItAOHvhk7Orygi0o/s4Zirqg/UQ516QL22s7dxEaqpBP4AjBaRkSLSH7gQeLiK5ZfiYWBqSE8ls9mqgmQrof4EWKKqN9dDnXpIvbazt3ExquwQORtYBrwCXFcjp8x9wFrgQ7K31leAA8i8s8vD38FVrM8pZN3lF4EXwufsWtap0dvZ27hrHw8bdpyc4xGDjpNzXAk4Ts5xJeA4OceVgOPkHFcCjpNzXAk4Ts5xJeA4Oef/ATyzGBNu8n0WAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -2088,13 +2077,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#7 Train loss: 149.6140Loss: 141.610352 \n", - "#7 Test loss: 150.0307\n" + "#7 Train loss: 150.5245Loss: 154.039017 \n", + "#7 Test loss: 150.3561\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2122,13 +2111,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#8 Train loss: 148.5601Loss: 148.968811 \n", - "#8 Test loss: 148.9268\n" + "#8 Train loss: 149.3793Loss: 154.810287 \n", + "#8 Test loss: 149.9096\n" ] }, { "data": { - "image/png": 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XbUafQEycMwBw+eWXd/pesT/HLj3/xje+kcjz588vlO041wL3CTiO0y6uBBwn5zSMORCn6R577LFJXWwCxKsEIZ2mQ7rartSOP5DuBGxX8NmQYRzas1NxK8fpwDZ1OU7/teGqeCchSN+bDTV2hGY3Bw477LBEtqtFO0IcYp47d25SF+8kBBXt8FxV3BxwHKddXAk4Ts5xJeA4OadulxLbnXXj8J1NG46X+Vo73y7VjdNr7VJd+6DK+F525xobeoz7Zx9IWip8Z99nHF7cvHlzUmfDTB0JA+aN+IlE8VOnYN/PSByWtbtA2dBw/D+fMmVKUhcvaQdYuXJlB3pcO3wm4Dg5x5WA4+QcVwKOk3Pq1idgiVNo7dZZcQzf2nQ2Vhtfa5cD9+3bN5Fj+8/W2e3GBg/e+9Ru2z/bhzimb7cFi30WNk/A5gI025ZhHcH6b2699dZEPv/88wtlu73YI488ksjxlmLHH398UmdTjuN72S3m7BOw3SfgOE5D4ErAcXJO3ZoDpUJ99kEbcWjGmgN22hinfdppuw37lVpFaFccxmaGnX7alON4pyH7sIs4RFhvaaf1xMSJExN58uTJiRybb4sXL07q7AM+43p7rd2Z6pprrinapxNPPDGRFyxYUPTaesJnAo6Tc1wJOE7OqeSpxCNE5A8islxElonIleH8EBFZICIrwt/B5e7l1C8+zvmlEp/ALmCmqi4WkYOARSKyALgEeFhVbxKR2cBsYFaJ+3SJOMXX7ujy+uuvF8p2Z6GWlpZEjpeR2jTcUj4Bm95r7f643voAbBhw6dKlhbJ92oxdolxF6mKcSxGnAt99991JnQ3hLly4sFCeNCl9sLJN6y6F9T+VIm6zkSg7E1DVjaq6OJR3AMuB4cC5wLxw2TzgvB7qo1MFfJzzS4eiAyIyGjgeeAIYpqobIfsAicjQIq+5FLi0i/10qoiPc76oWAmIyADg18BVqrrdTo+LoapzgDnhHp1OcYunyXaKFk+37Yo9u9NQHNqzDwWxGYSxORCHFmHfFYjxLj82U+zxxx9P5HiD0BpO/9ul1uNcijizz5pjjz76aCLHKwc7Mv232IeOxp+DZlnFWVF0QET6kH0w5qvqb8LpzSLSEupbgC3FXu80Bj7O+aSS6IAAPwGWq+rNUdX9wLRQngbc1/3dc6qFj3N+qcQc+GvgYuAZEVkSzn0VuAn4hYh8CWgFLuiRHjrVwsc5p5RVAqr6GFDMMJxU5HyPUsoet+HD8ePHJ/LAgQMLZbsLrV2lF8v2vqtXr07k1tbWQvmpp55K6qyPwO52VA/U4zjbUOugQYMKZZtW/uCDDyZy7Aew94kfVmq5+OKLE/mMM85I5NgP0CyrOD1j0HFyjisBx8k5rgQcJ+fU7VLiUthcgDjuvmrVqqTO2v1DhgwplA855JCkzi5Dju9rn/5jl5yuWbOmULapwNaH0Sy2ZE9jczPsbk4xM2bMSOSPfexjhbLNKbDLkDtLvEsxdCzFuJ7wmYDj5BxXAo6TcxrGHIjTV+10Ol4NuGTJkqRux44diTxq1KhCOU4Lhn13GorTilesWFG0DtINQu2OQM2SXlptbBr3c889Vyjb0K9dLRrLNvW5K+bY9OnTC2WbqtwoG4tafCbgODnHlYDj5BxXAo6Tc6Sa4aquLDGNw0U2dBS/h3I7APXv379Qtj4BGyKMQz7Wt2DDlI0c9lPVytYLV0hPLSWOOe644xJ56tSpiXz55ZcXyvGYw74p4HfeeWfRdn7wgx8ksk0XbySKjbPPBBwn57gScJyc40rAcXJOw/gEzH0qvraRbfVq0Yg+AafjuE/AcZx2cSXgODmnYdKGY3yK7zjdh88EHCfnuBJwnJzjSsBxck61fQJbgTXAIaFcL+S5P6PKX9JhfJwroy7Guap5AoVGRRaq6olVb7gI3p+eod7eh/enfdwccJyc40rAcXJOrZTAnBq1WwzvT89Qb+/D+9MONfEJOI5TP7g54Dg5x5WA4+ScqioBEZkiIi+IyEoRmV3NtqM+3CEiW0Tk2ejcEBFZICIrwt/BVezPCBH5g4gsF5FlInJlrfvUVWo9zj7GHaNqSkBEegO3A2cCE4CpIlL8GdE9x1xgijk3G3hYVccBDwe5WuwCZqrqeOCjwBXh/1LLPnWaOhnnufgYV46qVuUATgF+F8lfAb5SrfZNX0YDz0byC0BLKLcAL9SiX6H9+4DJ9dSnRhxnH+PKj2qaA8OBtZG8LpyrB4ap6kaA8HdoLTohIqOB44En6qVPnaBex7ku/p/1OMbVVALtbW3k8cmAiAwAfg1cparby11fx/g4F6Fex7iaSmAdMCKSDwc2VLH9UmwWkRaA8HdLmeu7FRHpQ/bhmK+qv6mHPnWBeh1nH+MiVFMJPAmME5ExItIXuBC4v4rtl+J+YFooTyOz2aqCZLum/gRYrqo310Ofuki9jrOPcTGq7BA5C3gRWAVcWyOnzM+AjcBOsl+tLwEHk3lnV4S/Q6rYn9PIpstLgSXhOKuWfWr0cfYx7tjhacOOk3M8Y9Bxco4rAcfJOa4EHCfnuBJwnJzjSsBxco4rAcfJOa4EHCfn/D/9QRCAYM8VCgAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -2156,13 +2145,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#9 Train loss: 147.5803Loss: 144.431747 \n", - "#9 Test loss: 148.1566\n" + "#9 Train loss: 148.2509Loss: 144.554245 \n", + "#9 Test loss: 148.9081\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2190,13 +2179,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "#10 Train loss: 146.6695Loss: 154.406540 \n", - "#10 Test loss: 147.9801\n" + "#10 Train loss: 147.3035Loss: 135.425735 \n", + "#10 Test loss: 148.2795\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2227,16 +2216,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Saving and Loading Model" + "## Saving and Loading Model\n", + "\n", + "You can save and load as a pickle, but it's better to use torch.save (which uses pickle)" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.126372Z", - "start_time": "2020-10-12T06:17:32.122654Z" + "end_time": "2020-10-12T06:40:40.330932Z", + "start_time": "2020-10-12T06:40:40.327574Z" } }, "outputs": [], @@ -2246,70 +2237,33 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.143908Z", - "start_time": "2020-10-12T06:17:32.128508Z" + "end_time": "2020-10-12T06:40:40.345843Z", + "start_time": "2020-10-12T06:40:40.334161Z" } }, "outputs": [], "source": [ "with open(\"VAE.pk\", \"wb\") as fp:\n", - " pickle.dump(model.state_dict(), fp)" + " torch.save(model.state_dict(), fp)" ] }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.151973Z", - "start_time": "2020-10-12T06:17:32.146373Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model.load_state_dict" - ] - }, - { - "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.179199Z", - "start_time": "2020-10-12T06:17:32.154256Z" + "end_time": "2020-10-12T06:40:40.366440Z", + "start_time": "2020-10-12T06:40:40.348416Z" } }, "outputs": [], "source": [ "model = VAE().to(device)\n", "with open(\"VAE.pk\", \"rb\") as fp:\n", - " model.load_state_dict(pickle.load(fp))" + " model.load_state_dict(torch.load(fp))" ] }, { @@ -2321,17 +2275,17 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 30, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.552070Z", - "start_time": "2020-10-12T06:17:32.181903Z" + "end_time": "2020-10-12T06:40:40.738597Z", + "start_time": "2020-10-12T06:40:40.369008Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -2356,11 +2310,11 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:32.580050Z", - "start_time": "2020-10-12T06:17:32.554008Z" + "end_time": "2020-10-12T06:40:40.764195Z", + "start_time": "2020-10-12T06:40:40.740466Z" } }, "outputs": [ @@ -2370,7 +2324,7 @@ "(1000, 2)" ] }, - "execution_count": 33, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -2383,17 +2337,17 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:17:33.780249Z", - "start_time": "2020-10-12T06:17:32.581817Z" + "end_time": "2020-10-12T06:40:41.939887Z", + "start_time": "2020-10-12T06:40:40.766137Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -2466,11 +2420,11 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 33, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:32:14.644894Z", - "start_time": "2020-10-12T06:32:14.641397Z" + "end_time": "2020-10-12T06:40:41.945749Z", + "start_time": "2020-10-12T06:40:41.942505Z" } }, "outputs": [], @@ -2481,11 +2435,11 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:32:03.333511Z", - "start_time": "2020-10-12T06:32:03.329554Z" + "end_time": "2020-10-12T06:40:41.954910Z", + "start_time": "2020-10-12T06:40:41.948056Z" } }, "outputs": [], @@ -2501,11 +2455,11 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:32:06.281159Z", - "start_time": "2020-10-12T06:32:06.277347Z" + "end_time": "2020-10-12T06:40:41.965193Z", + "start_time": "2020-10-12T06:40:41.957337Z" } }, "outputs": [], @@ -2566,11 +2520,11 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:31:18.572098Z", - "start_time": "2020-10-12T06:31:17.943901Z" + "end_time": "2020-10-12T06:40:42.542015Z", + "start_time": "2020-10-12T06:40:41.967445Z" } }, "outputs": [ @@ -2578,13 +2532,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "img_loss=85.39, random_loss=1953.95\n", + "img_loss=83.68, random_loss=1858.73\n", "anomoly detected=True\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2597,16 +2551,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2678,11 +2632,11 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:30:33.804442Z", - "start_time": "2020-10-12T06:30:33.776546Z" + "end_time": "2020-10-12T06:40:42.552551Z", + "start_time": "2020-10-12T06:40:42.543802Z" } }, "outputs": [], @@ -2707,17 +2661,17 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2020-10-12T06:31:27.985150Z", - "start_time": "2020-10-12T06:31:27.377113Z" + "end_time": "2020-10-12T06:40:43.090111Z", + "start_time": "2020-10-12T06:40:42.554520Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2730,16 +2684,16 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 61, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/notebooks/c09_Autoencoders/Autoencoders.py b/notebooks/c09_Autoencoders/Autoencoders.py index 1dd8959..7a38871 100644 --- a/notebooks/c09_Autoencoders/Autoencoders.py +++ b/notebooks/c09_Autoencoders/Autoencoders.py @@ -563,17 +563,17 @@ def test(epoch, loss_function, log_interval=50): show_prediction(10, title=f"epoch={epoch}") # ## Saving and Loading Model +# +# You can save and load as a pickle, but it's better to use torch.save (which uses pickle) import pickle with open("VAE.pk", "wb") as fp: - pickle.dump(model.state_dict(), fp) - -model.load_state_dict + torch.save(model.state_dict(), fp) model = VAE().to(device) with open("VAE.pk", "rb") as fp: - model.load_state_dict(pickle.load(fp)) + model.load_state_dict(torch.load(fp)) # ## Results