diff --git a/1_nbow.ipynb b/1_nbow.ipynb index 14ebd07..e1de518 100644 --- a/1_nbow.ipynb +++ b/1_nbow.ipynb @@ -8,18 +8,16 @@ "outputs": [], "source": [ "import functools\n", + "import sys\n", "\n", "import datasets\n", - "\n", "import matplotlib.pyplot as plt\n", - "\n", "import numpy as np\n", - "\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", - "\n", - "import torchtext" + "import torchtext\n", + "import tqdm" ] }, { @@ -31,7 +29,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -1910,7 +1908,7 @@ " epoch_losses = []\n", " epoch_accs = []\n", "\n", - " for batch in dataloader:\n", + " for batch in tqdm.tqdm(dataloader, desc='training...', file=sys.stdout):\n", " ids = batch['ids'].to(device)\n", " label = batch['label'].to(device)\n", " prediction = model(ids)\n", @@ -1939,7 +1937,7 @@ " epoch_accs = []\n", "\n", " with torch.no_grad():\n", - " for batch in dataloader:\n", + " for batch in tqdm.tqdm(dataloader, desc='evaluating...', file=sys.stdout):\n", " ids = batch['ids'].to(device)\n", " label = batch['label'].to(device)\n", " prediction = model(ids)\n", @@ -1976,33 +1974,53 @@ "name": "stdout", "output_type": "stream", "text": [ + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.13it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.12it/s]\n", "epoch: 1\n", "train_loss: 0.684, train_acc: 0.604\n", "valid_loss: 0.671, valid_acc: 0.682\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 15.06it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.24it/s]\n", "epoch: 2\n", "train_loss: 0.648, train_acc: 0.718\n", "valid_loss: 0.627, valid_acc: 0.729\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.65it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 15.88it/s]\n", "epoch: 3\n", "train_loss: 0.588, train_acc: 0.764\n", "valid_loss: 0.567, valid_acc: 0.769\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.81it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 15.66it/s]\n", "epoch: 4\n", "train_loss: 0.516, train_acc: 0.807\n", "valid_loss: 0.504, valid_acc: 0.803\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.80it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 15.93it/s]\n", "epoch: 5\n", "train_loss: 0.446, train_acc: 0.847\n", "valid_loss: 0.450, valid_acc: 0.833\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.83it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.03it/s]\n", "epoch: 6\n", "train_loss: 0.388, train_acc: 0.870\n", "valid_loss: 0.411, valid_acc: 0.844\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 15.40it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.37it/s]\n", "epoch: 7\n", "train_loss: 0.343, train_acc: 0.886\n", "valid_loss: 0.384, valid_acc: 0.852\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 15.13it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.03it/s]\n", "epoch: 8\n", "train_loss: 0.308, train_acc: 0.899\n", "valid_loss: 0.364, valid_acc: 0.857\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.99it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.12it/s]\n", "epoch: 9\n", "train_loss: 0.280, train_acc: 0.909\n", "valid_loss: 0.349, valid_acc: 0.862\n", + "training...: 100%|██████████| 37/37 [00:02<00:00, 14.62it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 16.37it/s]\n", "epoch: 10\n", "train_loss: 0.257, train_acc: 0.917\n", "valid_loss: 0.336, valid_acc: 0.867\n" @@ -2110,6 +2128,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "evaluating...: 100%|██████████| 49/49 [00:03<00:00, 15.38it/s]\n", "test_loss: 0.353, test_acc: 0.857\n" ] } diff --git a/2_lstm.ipynb b/2_lstm.ipynb index 312b326..fc8e47b 100644 --- a/2_lstm.ipynb +++ b/2_lstm.ipynb @@ -3,33 +3,33 @@ { "cell_type": "code", "execution_count": 1, + "id": "f23a152d", "metadata": {}, "outputs": [], "source": [ "import functools\n", + "import sys\n", "\n", "import datasets\n", - "\n", "import matplotlib.pyplot as plt\n", - "\n", "import numpy as np\n", - "\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", - "\n", - "import torchtext" + "import torchtext\n", + "import tqdm" ] }, { "cell_type": "code", "execution_count": 2, + "id": "c661e3c4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -46,6 +46,7 @@ { "cell_type": "code", "execution_count": 3, + "id": "638a120e", "metadata": {}, "outputs": [ { @@ -63,6 +64,7 @@ { "cell_type": "code", "execution_count": 4, + "id": "7b34799a", "metadata": {}, "outputs": [], "source": [ @@ -72,6 +74,7 @@ { "cell_type": "code", "execution_count": 5, + "id": "6fa2f2e3", "metadata": {}, "outputs": [], "source": [ @@ -84,6 +87,7 @@ { "cell_type": "code", "execution_count": 6, + "id": "1f3a3894", "metadata": {}, "outputs": [ { @@ -105,6 +109,7 @@ { "cell_type": "code", "execution_count": 7, + "id": "7e5bd85d", "metadata": {}, "outputs": [ { @@ -126,6 +131,7 @@ { "cell_type": "code", "execution_count": 8, + "id": "0bf984df", "metadata": {}, "outputs": [], "source": [ @@ -140,6 +146,7 @@ { "cell_type": "code", "execution_count": 9, + "id": "5147a8fd", "metadata": {}, "outputs": [], "source": [ @@ -150,6 +157,7 @@ { "cell_type": "code", "execution_count": 10, + "id": "8b97bda7", "metadata": {}, "outputs": [], "source": [ @@ -159,6 +167,7 @@ { "cell_type": "code", "execution_count": 11, + "id": "843282aa", "metadata": {}, "outputs": [], "source": [ @@ -170,6 +179,7 @@ { "cell_type": "code", "execution_count": 12, + "id": "885b504a", "metadata": {}, "outputs": [ { @@ -191,6 +201,7 @@ { "cell_type": "code", "execution_count": 13, + "id": "2b956558", "metadata": {}, "outputs": [], "source": [ @@ -202,6 +213,7 @@ { "cell_type": "code", "execution_count": 14, + "id": "53575424", "metadata": {}, "outputs": [ { @@ -249,6 +261,7 @@ { "cell_type": "code", "execution_count": 15, + "id": "53427b55", "metadata": {}, "outputs": [], "source": [ @@ -288,6 +301,7 @@ { "cell_type": "code", "execution_count": 16, + "id": "11206188", "metadata": {}, "outputs": [], "source": [ @@ -306,6 +320,7 @@ { "cell_type": "code", "execution_count": 17, + "id": "5feb9512", "metadata": {}, "outputs": [ { @@ -326,6 +341,7 @@ { "cell_type": "code", "execution_count": 18, + "id": "3edc8e02", "metadata": {}, "outputs": [], "source": [ @@ -344,6 +360,7 @@ { "cell_type": "code", "execution_count": 19, + "id": "98490c40", "metadata": {}, "outputs": [ { @@ -369,6 +386,7 @@ { "cell_type": "code", "execution_count": 20, + "id": "72bfd654", "metadata": {}, "outputs": [], "source": [ @@ -378,6 +396,7 @@ { "cell_type": "code", "execution_count": 21, + "id": "6ec1ed34", "metadata": {}, "outputs": [], "source": [ @@ -387,6 +406,7 @@ { "cell_type": "code", "execution_count": 22, + "id": "7489711f", "metadata": {}, "outputs": [], "source": [ @@ -396,6 +416,7 @@ { "cell_type": "code", "execution_count": 23, + "id": "e2d0b14e", "metadata": {}, "outputs": [], "source": [ @@ -407,6 +428,7 @@ { "cell_type": "code", "execution_count": 24, + "id": "d798a6bd", "metadata": {}, "outputs": [], "source": [ @@ -416,6 +438,7 @@ { "cell_type": "code", "execution_count": 25, + "id": "4a780705", "metadata": {}, "outputs": [], "source": [ @@ -425,6 +448,7 @@ { "cell_type": "code", "execution_count": 26, + "id": "5c8302f0", "metadata": {}, "outputs": [], "source": [ @@ -435,6 +459,7 @@ { "cell_type": "code", "execution_count": 27, + "id": "070a2098", "metadata": {}, "outputs": [], "source": [ @@ -454,6 +479,7 @@ { "cell_type": "code", "execution_count": 28, + "id": "48efdace", "metadata": {}, "outputs": [], "source": [ @@ -473,6 +499,7 @@ { "cell_type": "code", "execution_count": 29, + "id": "8a1e9b07", "metadata": {}, "outputs": [], "source": [ @@ -482,7 +509,7 @@ " epoch_losses = []\n", " epoch_accs = []\n", "\n", - " for batch in dataloader:\n", + " for batch in tqdm.tqdm(dataloader, desc='training...', file=sys.stdout):\n", " ids = batch['ids'].to(device)\n", " length = batch['length']\n", " label = batch['label'].to(device)\n", @@ -501,6 +528,7 @@ { "cell_type": "code", "execution_count": 30, + "id": "c7988786", "metadata": {}, "outputs": [], "source": [ @@ -511,7 +539,7 @@ " epoch_accs = []\n", "\n", " with torch.no_grad():\n", - " for batch in dataloader:\n", + " for batch in tqdm.tqdm(dataloader, desc='evaluating...', file=sys.stdout):\n", " ids = batch['ids'].to(device)\n", " length = batch['length']\n", " label = batch['label'].to(device)\n", @@ -527,6 +555,7 @@ { "cell_type": "code", "execution_count": 31, + "id": "d66535bd", "metadata": {}, "outputs": [], "source": [ @@ -541,42 +570,63 @@ { "cell_type": "code", "execution_count": 32, + "id": "24c05b57", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "training...: 100%|██████████| 37/37 [00:09<00:00, 3.80it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.70it/s]\n", "epoch: 1\n", "train_loss: 0.632, train_acc: 0.632\n", "valid_loss: 0.470, valid_acc: 0.779\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 3.91it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.53it/s]\n", "epoch: 2\n", "train_loss: 0.522, train_acc: 0.743\n", "valid_loss: 0.465, valid_acc: 0.775\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.08it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.66it/s]\n", "epoch: 3\n", - "train_loss: 0.436, train_acc: 0.807\n", - "valid_loss: 0.394, valid_acc: 0.829\n", + "train_loss: 0.443, train_acc: 0.804\n", + "valid_loss: 0.393, valid_acc: 0.830\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.05it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.67it/s]\n", "epoch: 4\n", - "train_loss: 0.379, train_acc: 0.833\n", - "valid_loss: 0.362, valid_acc: 0.848\n", + "train_loss: 0.369, train_acc: 0.840\n", + "valid_loss: 0.367, valid_acc: 0.848\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.03it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.60it/s]\n", "epoch: 5\n", - "train_loss: 0.315, train_acc: 0.871\n", - "valid_loss: 0.340, valid_acc: 0.862\n", + "train_loss: 0.336, train_acc: 0.857\n", + "valid_loss: 0.393, valid_acc: 0.842\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.05it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.63it/s]\n", "epoch: 6\n", - "train_loss: 0.286, train_acc: 0.886\n", - "valid_loss: 0.325, valid_acc: 0.866\n", + "train_loss: 0.375, train_acc: 0.837\n", + "valid_loss: 0.387, valid_acc: 0.842\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.04it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.56it/s]\n", "epoch: 7\n", - "train_loss: 0.285, train_acc: 0.884\n", - "valid_loss: 0.398, valid_acc: 0.825\n", + "train_loss: 0.368, train_acc: 0.848\n", + "valid_loss: 0.437, valid_acc: 0.791\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.05it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.59it/s]\n", "epoch: 8\n", - "train_loss: 0.260, train_acc: 0.894\n", - "valid_loss: 0.327, valid_acc: 0.869\n", + "train_loss: 0.324, train_acc: 0.866\n", + "valid_loss: 0.343, valid_acc: 0.854\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.04it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.53it/s]\n", "epoch: 9\n", - "train_loss: 0.208, train_acc: 0.919\n", - "valid_loss: 0.336, valid_acc: 0.876\n", + "train_loss: 0.276, train_acc: 0.890\n", + "valid_loss: 0.362, valid_acc: 0.866\n", + "training...: 100%|██████████| 37/37 [00:09<00:00, 4.05it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 8.57it/s]\n", "epoch: 10\n", - "train_loss: 0.188, train_acc: 0.929\n", - "valid_loss: 0.326, valid_acc: 0.872\n" + "train_loss: 0.245, train_acc: 0.899\n", + "valid_loss: 0.330, valid_acc: 0.873\n" ] } ], @@ -616,11 +666,12 @@ { "cell_type": "code", "execution_count": 33, + "id": "b360d0cd", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -644,11 +695,12 @@ { "cell_type": "code", "execution_count": 34, + "id": "742a6855", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -672,13 +724,15 @@ { "cell_type": "code", "execution_count": 35, + "id": "8b89f53f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "test_loss: 0.336, test_acc: 0.860\n" + "evaluating...: 100%|██████████| 49/49 [00:06<00:00, 8.03it/s]\n", + "test_loss: 0.351, test_acc: 0.859\n" ] } ], @@ -696,6 +750,7 @@ { "cell_type": "code", "execution_count": 36, + "id": "c07df383", "metadata": {}, "outputs": [], "source": [ @@ -714,12 +769,13 @@ { "cell_type": "code", "execution_count": 37, + "id": "8d9d591d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0, 0.6723154783248901)" + "(0, 0.8874172568321228)" ] }, "execution_count": 37, @@ -736,12 +792,13 @@ { "cell_type": "code", "execution_count": 38, + "id": "f392b05a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1, 0.8610795736312866)" + "(1, 0.9508437514305115)" ] }, "execution_count": 38, @@ -758,12 +815,13 @@ { "cell_type": "code", "execution_count": 39, + "id": "3196951d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1, 0.5817106366157532)" + "(0, 0.5246995091438293)" ] }, "execution_count": 39, @@ -780,12 +838,13 @@ { "cell_type": "code", "execution_count": 40, + "id": "c35aeb03", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(1, 0.6532453894615173)" + "(1, 0.5568666458129883)" ] }, "execution_count": 40, @@ -821,4 +880,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/3_cnn.ipynb b/3_cnn.ipynb index 81c3ad0..ae8e703 100644 --- a/3_cnn.ipynb +++ b/3_cnn.ipynb @@ -8,18 +8,16 @@ "outputs": [], "source": [ "import functools\n", + "import sys\n", "\n", "import datasets\n", - "\n", "import matplotlib.pyplot as plt\n", - "\n", "import numpy as np\n", - "\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", - "\n", - "import torchtext" + "import torchtext\n", + "import tqdm" ] }, { @@ -31,7 +29,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -452,7 +450,7 @@ " epoch_losses = []\n", " epoch_accs = []\n", "\n", - " for batch in dataloader:\n", + " for batch in tqdm.tqdm(dataloader, desc='training...', file=sys.stdout):\n", " ids = batch['ids'].to(device)\n", " label = batch['label'].to(device)\n", " prediction = model(ids)\n", @@ -481,7 +479,7 @@ " epoch_accs = []\n", "\n", " with torch.no_grad():\n", - " for batch in dataloader:\n", + " for batch in tqdm.tqdm(dataloader, desc='evaluating...', file=sys.stdout):\n", " ids = batch['ids'].to(device)\n", " label = batch['label'].to(device)\n", " prediction = model(ids)\n", @@ -518,36 +516,56 @@ "name": "stdout", "output_type": "stream", "text": [ + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.32it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.63it/s]\n", "epoch: 1\n", "train_loss: 0.735, train_acc: 0.594\n", "valid_loss: 0.525, valid_acc: 0.753\n", + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.73it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.57it/s]\n", "epoch: 2\n", "train_loss: 0.476, train_acc: 0.773\n", "valid_loss: 0.390, valid_acc: 0.828\n", + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.45it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.46it/s]\n", "epoch: 3\n", "train_loss: 0.347, train_acc: 0.852\n", - "valid_loss: 0.344, valid_acc: 0.847\n", + "valid_loss: 0.344, valid_acc: 0.846\n", + "training...: 100%|██████████| 37/37 [00:04<00:00, 8.96it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 12.55it/s]\n", "epoch: 4\n", "train_loss: 0.289, train_acc: 0.879\n", - "valid_loss: 0.322, valid_acc: 0.862\n", + "valid_loss: 0.322, valid_acc: 0.861\n", + "training...: 100%|██████████| 37/37 [00:04<00:00, 9.11it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.16it/s]\n", "epoch: 5\n", - "train_loss: 0.248, train_acc: 0.902\n", - "valid_loss: 0.311, valid_acc: 0.870\n", + "train_loss: 0.248, train_acc: 0.903\n", + "valid_loss: 0.310, valid_acc: 0.869\n", + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.26it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.52it/s]\n", "epoch: 6\n", - "train_loss: 0.207, train_acc: 0.923\n", - "valid_loss: 0.296, valid_acc: 0.877\n", + "train_loss: 0.206, train_acc: 0.922\n", + "valid_loss: 0.296, valid_acc: 0.876\n", + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.40it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.25it/s]\n", "epoch: 7\n", "train_loss: 0.172, train_acc: 0.941\n", - "valid_loss: 0.303, valid_acc: 0.878\n", + "valid_loss: 0.303, valid_acc: 0.876\n", + "training...: 100%|██████████| 37/37 [00:04<00:00, 9.24it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.03it/s]\n", "epoch: 8\n", "train_loss: 0.144, train_acc: 0.952\n", "valid_loss: 0.289, valid_acc: 0.881\n", + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.37it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:00<00:00, 13.19it/s]\n", "epoch: 9\n", "train_loss: 0.116, train_acc: 0.965\n", - "valid_loss: 0.290, valid_acc: 0.886\n", + "valid_loss: 0.290, valid_acc: 0.884\n", + "training...: 100%|██████████| 37/37 [00:03<00:00, 9.36it/s]\n", + "evaluating...: 100%|██████████| 13/13 [00:01<00:00, 12.98it/s]\n", "epoch: 10\n", - "train_loss: 0.091, train_acc: 0.974\n", - "valid_loss: 0.295, valid_acc: 0.887\n" + "train_loss: 0.092, train_acc: 0.975\n", + "valid_loss: 0.295, valid_acc: 0.886\n" ] } ], @@ -592,7 +610,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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RETnSopkJewC4cB+vXwSMDPy5GfhTFMdyUPz9+4T1KcxXECYiIiKHL2pBmLV2AVC3j1PmAf+wjneBDGNMYbTGczCc1ZGBwvx+NWHdqgkTERGRIyCWNWFFQFnY812BYzHn9xOWCYPObnXMFxERkSPruCjMN8bcbIxZbIxZXF1dHfXP84U1a91rdaQK80VEROQIiGUQthsoDns+OHBsL9bae621M6y1M3Jzc6M+MJ/f4jIGY8D2L8xXx3wRERE5AmIZhD0DXBdYJTkbaLTW7onheEL81uJ2GdzG7L06skeZMBERETl8cdG6sDHmEWAukGOM2QX8EPAAWGvvAZ4HLgY2A23AjdEay8Hy+S1uY3AZ4+wd2aNmrSIiInJkRS0Is9ZevZ/XLXBrtD7/cPj8FpfL4HJFWB2pwnwRERE5Ao6LwvyjzW/DM2HawFtERESOvKhlwo5nPn9YTZgfuq0/UKQPPSrMFxERkSNAmbAI/BZcLmd1pN8605HJ8U68qulIERERORIUhEXgFOaD2+VMR3Z2+0mKdwOajhQREZEjQ0FYBKHC/GBNmM9PckIwE6YgTERERA6fgrAIQoX5LqcmrKvHR7zbhcdt+jRrtdby3Mo9fQr3RURERA6EgrAIgoX5rrCO+fFxLuJcrj7TkcvLGrj14aW8uTH6WymJiIjIiUVBWAR+azEmuDrSmY6Mj3MR5zZ9CvO31bQC0NLZHauhioiIyHFKQVgETiYMTFjHfGc60tWnY/722jYA2rs0HSkiIiIHR0FYBMFti4KrI3unIw09YZmwnbVOJqytqydWQxUREZHjlIKwCGygT5gr0CesMxCEedyuPlsYBTNhHd2+WA1VREREjlMKwiLw9VkdGZYJc/fLhNUFpiMVhImIiMhBUhAWQe/qSIO10NnjJ6FfTVhTRzd1rV2AasJERETk4CkIi8BvnWat4asjEzxOTVhwdeTOwFQkKBMmIiIiB09BWATBwvzQ3pHhqyMDNWHbA0X5AO0qzBcREZGDpCCsH2ttaAPvvVZHug09gY75OwKZsOKsRGXCRERE5KApCOsnuCuR2wT3jiTUrNXjcoX2jqxs6iA90UNWcgLt3aoJExERkYOjIKwfXyAKc7ucbFi3z4/Pb4l3u/t0zG/r8pEc7ybJ46ajS5kwEREROTgKwvrxWyfICvYJC/YAc6Yje2vC2rt9JMa7SYx3azpSREREDpqCsH5CmbDA3pHtYUFYfFgmrL0rEIR53OqYLyIiIgdNQVg/PhucjnRqwlo6nAArKd5NnKu3T1hbVw9Jnji8HjcdqgkTERGRg6QgrB9/IBPmMgaXC1o6nUxYUry7T8f89m4/3ng3ifEuTUeKiIjIQVMQ1k9vYb6TCWvtdDJhXo8bj9tFdyAT1t7VQ5LHTVJ8HO0qzBcREZGDpCCsH19YYb7b1VsT5kxHhmfCfCTFu/F6nMJ8a+2A1xQRERHpT0FYP4FEV6BjvgkdT/S4iXP39glr7/I505EeN4DqwkREROSgKAjrp7cwH9y9MRiJ8W48/VZHJnncJHqcW6i6MBERETkYCsL6CRbmm0DH/KDEQE1Yj8+PtZa2sD5hoCBMREREDo6CsH6CzVrdxuBy9QZhSfFxTsd8v6Wzx4+1BIKwOAAV54uIiMhBURDWT9/Vkb3HEz1uPC4nExYMuBI94TVhCsJERETkwCkI68ffb3VkUGKgT5jfQktnbwPXYBDWpkyYiIiIHAQFYf34IqyOdLsMHrfB43ZuV3Ogi35ifByJ8SrMFxERkYOnIKyf3ulIJxADSPK4McYQF8iMNXV0A8HpSNWEiYiIyMFTENaP1+Ni6pAMMpLiQzVhwRWQcYFMWFO7E4Qlha2OVE2YiIiIHAwFYf0My03hqS+czuxh2aHVkcFAKz7QOCw4HekNK8zXdKSIiIgcDAVh+xDsExYMtEKZsI6wTFgwCNN0pIiIiBwEBWH7EKwJC01HBmvC2gOF+R433gEK8yubOvjOkys1TSkiIiIRKQjbB1fg7iQFgrDe1ZG9mbB4t8vZ6LtfJuzfi8t45P0y1lc0H70Bi4iIyHEjqkGYMeZCY8wGY8xmY8ztEV4fYox5wxizzBiz0hhzcTTHc7D2no7suzrSG++smkz0uPfKhL2xoRqA1kBPMREREZFwUQvCjDFu4G7gImAccLUxZly/074PPGatnQpcBfwxWuM5FKEgLLA1kTfOCcZqW7oAp3UFOAX64UFYQ1sXy3bWA71F/CIiIiLhopkJmwVsttZutdZ2AY8C8/qdY4G0wON0oDyK4zlowY75iR7nNhVmeAHYWtNKvNsVKtRPjHfRETYduWBTDYF2Y8qEiYiISETRDMKKgLKw57sCx8LdAVxrjNkFPA98KYrjOWiBRBhJgUzY4MwkAHbUtuL19N66RI+b1q7eYGvBxmoS4pzXWxSEiYiISASxLsy/GnjAWjsYuBh40Biz15iMMTcbYxYbYxZXV1cftcEFV0d6A9OO6YkeUhPi8NvewAwgMyme+tbu0PPtNa2MH+Qk+BSEiYiISCTRDMJ2A8VhzwcHjoW7CXgMwFq7CPACOf0vZK2911o7w1o7Izc3N0rD3VuwWWtwdSRAUWYi0Nu2AiAnNYGals7Q8+qWTooyk/C4jYIwERERiSiaQdgHwEhjTKkxJh6n8P6ZfufsBD4EYIwZixOEHb1U134EC/PDg7DglGRwxSRAbkoC1YEgzFpLVVMneakJpCTE0aLCfBEREYkgbv+nHBprbY8x5ovAS4AbuN9au8YYcyew2Fr7DPAN4C/GmK/hFOnfYK210RrTwQruHen1hAdhETJhKfE0d/TQ0e2jx29p7/Y5QZg3ToX5IiIiElHUgjAAa+3zOAX34cd+EPZ4LXB6NMdwONwRpiODQVj4sdzUBABqWjrp6vGHjiXHx9GsIExEREQiiGoQdrwz/Zq1QuTpyJyUYBDWFdqmKC/VS6pX05EiIiISmYKwfei/dyQMNB3pBGHVzZ29QViaUxNW29p1tIYrIiIix5FYt6g4pgVrwsKzXsWBTFhSv9WR4ExHVjU7Bfq5KQkkqzBfREREBqBM2D70tqjovU1piXEUpnspSEsMHctJiQegprmTlq4e4t0uMpI8pHpVEyYiIiKRKQjbh969I3sThsYYnvvymSQn9GbCEuLcpHnjqG7ppKWzh9zUBIwxJMdrdaSIiIhEpiBsHwJbQ4Y28A7KSo7f69xgw9bmjp7Q9GSKN462Lh8+vw2ttBQREREB1YTtk9vl3J6ksJqwgeSkJFDT3BVq1AqQkuAEb+H7SoqIiIiAMmH79JFJhSR63GRGyHz1l5uawNryJhrbu5lRkgn0BmEtHT2keT1RHauIiIgcXw4oE2aM+YoxJs04/mqMWWqMOT/ag4u1/DQvnzxlyAGdm5uSQEVjB3WtXaHmrSneQBCmujARERHp50CnIz9trW0CzgcygU8Bd0VtVMeh3NQE2rt9JMe7mTs6DwjLhCkIExERkX4OdDoyWFV+MfBgYA9IVZqH+djUInx+y1Uzi8lL8wJ9pyODWjt7cLtMn/0oRURE5ORzoJmwJcaYl3GCsJeMMamAP3rDOv4Mykjkyx8aGQrAoHc6MrxNxY0PfMB3n1p11McnIiIix5YDzYTdBEwBtlpr24wxWcCNURvVCSKYCQtv2LqxspnKpo5YDUlERESOEQeaCTsV2GCtbTDGXAt8H2iM3rBODP2nIzu6fTS0dbOjtk1NXEVERE5yBxqE/QloM8ZMBr4BbAH+EbVRnSCSE/pOR4ZnwDZUNsdkTCIiInJsONAgrMdaa4F5wB+stXcDqdEb1onB43bh9bhC05F7GsOCsAoFYSIiIiezA60JazbGfAenNcWZxhgXoO6jB2BwZhJbq1uBvpmw9XuaYjUkEREROQYcaCbsSqATp19YBTAY+EXURnUCmViUzurdTvlcRSATNjo/lfXKhImIiJzUDigICwReDwHpxpiPAB3WWtWEHYDxg9KoaOqgurmTPY0dpCTEMb0kk/UVzTgzvCIiInIyOtBti64A3gc+AVwBvGeMuTyaAztRTChKB2BNeSOVTR3kpyUwpiCVxvZuKps6Yzw6ERERiZUDnY78HjDTWnu9tfY6YBbwP9Eb1olj3KA0ANaUN7GnsYPC9ERG5KYAsLmqJXSetZYLf7OAu9/YHJNxioiIyNF1oEGYy1pbFfa89iDee1JL83ooyU5i9e5gJszLiLxgENZbF1be2MH6imb+9vZ2un3ajEBEROREd6CB1IvGmJeMMTcYY24AngOej96wTiwTitJZsqOequZOCtITyE1NINUbx+bq3kzYql1O8X5NSyevrauM1VBFRETkKDnQwvxvAfcCkwJ/7rXW3hbNgZ1Irp41hNrWLnx+S0F6IsYYRuSl9JmOXFPeiNtlyEtN4KH3dqpoX0RE5AR3wFOK1tonrLVfD/x5KpqDOtGcPiKHn102ESBUDzYiN4XNVa2hc1btbmRkXgqfPqOUtzbVcO+CrXtdZ+WuBt7bWnt0Bi0iIiJRtc9mrcaYZiBSSsYA1lqbFpVRnYCumFHM+ePyyUiKB2BEXgr/XrKLxrZu0hLjWL27kTmj8rj5zGGs3t3Iz15YzynDsplSnAE4hftff2wF1lpe+8bc2H0REREROSL2mQmz1qZaa9Mi/ElVAHbwggEY0FucX91MZVMnNS1dTCxKw+Uy/OAj4wBYUdYQOn/dnmY2V7Wwu6FdU5UiIiIngAPdtkiOsGAQtra8id0NTif9iYOdnmK5qQkkx7vZXts7Xfn0it0AdHT7qWvtIjsl4SiPWERERI4kBWExMiQriVH5Kfx90Q5SEuIYkpXElOJMAIwxDM1OZnuNE4Q1tnfz7PJykuPdtHb52N3Q3icIs9ZijInJ9xAREZFDo15fMWKM4dazR7C5qoXlZQ189sxS3K7eQKokJ4kdtW1sqmzmgl8voLK5ky+cPQKA3fXtofMqGjuYcucrKtgXERE5zigIi6GPTBrEsJxkspLjuXx6cZ/XhmYnU1bfxgPvbKexvZunvnAa15wyBIDdDb1B2NbqFhrbu/nLW9uO6thFRETk8Gg6MobcLsN918+gvdtHYry7z2ul2cl0+yzPrihnVmkWkwZnYK0lOd7NrrBMWH1bNwCvr69kV30bgzOTjup3EBERkUOjTFiMDctNYfyg9L2OD812gqmmjh5OH5ENOFOYRZmJlDe04/c7KyTr2roA8Ft49P2yozRqEREROVzKhB2jSnKSQ49PG54TejwoI5GtNa2c/X/z+dTsobR3+QCYXJzBe9tUFyYiInK8UCbsGJWXmkCix016ooexhb0t2YoyEtlc1cKO2jbWlDdR39ZNSkIc4welsamqRT3EREREjhPKhB2jjDFMGpxOUUZin1WTRZmJocfVzZ0YICPJw4jcFBrauqlt7SJHPcRERESOeQrCjmF///QsXP36fw3NcqYpU71xVDV34HEbMpPiGZnvNH/dVNmiIExEROQ4ENXpSGPMhcaYDcaYzcaY2wc45wpjzFpjzBpjzMPRHM/xxutxEx/X9x/ReePyue+6GVw6eRDVzZ3UtXU7mbDQNkgtsRiqiIiIHKSoZcKMMW7gbuA8YBfwgTHmGWvt2rBzRgLfAU631tYbY/KiNZ4TRXyci3PH5bN2j1MPlujpYGhWFgVpXlIS4thc2RzrIYqIiMgBiGYmbBaw2Vq71VrbBTwKzOt3zmeBu6219QDW2qoojueEkpvqTDmWN3aQmeTBGMPwvBRlwkRERI4T0QzCioDwxlW7AsfCjQJGGWPeNsa8a4y5MIrjOaHkhtV9ZSTFAzAiN4VNlU4QtrGymfUVTTEZm4iIiOxfrFtUxAEjgbnA1cBfjDEZ/U8yxtxsjFlsjFlcXV19dEd4jMpL6w3CMpM8AEwoSqOquZPPPbiYj/xuIV/714pYDU9ERET2I5pB2G4gfEPEwYFj4XYBz1hru62124CNOEFZH9bae621M6y1M3Jzc6M24ONJcDoSIDPZyYR98pQhfPr0Ul5aUwnA7vq2mIxNRERE9i+aQdgHwEhjTKkxJh64Cnim3zn/wcmCYYzJwZme3BrFMZ0wwttQZAamIxPi3PzgknG8ffs5fPGcETR19IQ66ouIiMixJWpBmLW2B/gi8BKwDnjMWrvGGHOnMebSwGkvAbXGmLXAG8C3rLXae+cAeNwusgIZsGAQFlSUkcigDKepa0VTx1Efm4iIiOxfVJu1WmufB57vd+wHYY8t8PXAHzlIeakJ1LV2kRGoCQtXkOYFoLKpg9KwfShFRETk2BDrwnw5DMG6sGBNWLiCdOe1SmXCREREjkkKwo5juakJeNyG5Hj3Xq/lBzJhFY0KwkRERI5F2jvyOHbxhELSvE6j1v5SvR6S492qCRMRETlGKRN2HDt3XD53XDp+wNfz071UNnXwqb++x31v9V102tnjY5O2OBIREYkZBWEnsII0L+9sqeWtTTX89Pl1vLWpt9Ht/Qu3c+Fv32J3Q3sMRygiInLyUhB2AitI89LQ1g1ASXYyN/ztA667/31qWjpZuLkan9/y7IryGI9SRETk5KQg7ASWn+4U508uzuDRm2dz81nDeGtTNX97extLdtQD8MxyBWEiIiKxoCDsSLIWdiyC7mOjGD7YK+zcMXnkp3m57cIxzC7N5q8Lt9HR7ee04dms3dOk2jAREZEYUBB2pDTtgb9dDH+7EN7+baxHA8DoglQ8bsNFEwtCx+ZNGURHtx9j4IeXOEX9b27UpugiIiJHm4Kw/bEWlv0Tmiv3fq29Ad76lfPz7d/A7sWQMQTWPXuUBxnZ7GHZLP2f8xiRlxo6dtGEQuLdLkbnpzIqP4XkePcBFedba3novR1UN3dGc8giIiInDfUJ259tb8LTt8L0G+CSsAxXcyX88zKoXA1drU7gNeI8GHoqvPx9qN8BmUNjNuygVG/fLY3Skzx89+Ix5Kd5McZQmJHIngZn+rSutQsgtCdluF317XzvqdU0tHVz69kjoj9wERGRE5wyYf3VbYOnboGGnc7zt3/n/Fz1OHQGaqd2LYZ75zrn5o2HRX+Apt0w7lIYfbFzzobn97r0seKG00u5aGIhAIMyEilvbOedLTVM+/ErTPvxK3znyZU423r2KqtrA2BrdetRH6+IiMiJSEFYfy43rHjEmYKsWAVbXoMxH4GuFnj9J/DoNXDfh8DtgU+/COf9CHo6wBUHoy6A7OGQOxY2vBDrb3JAijK8lDe0s2xnAwCXTx/MI++X8fd3tvc5r6zeCcK21bQc5RGKiIicmDQd2V/GEBh+jhOE7V4KCWkw7w9O1uu9e8CbAWd9G079AiRmgt8PWcMhZ6TzHCB3NFSti+nXOFCF6YnUtHSxtryJwnQv//vxSTS0dXHHs2tZt6eZn3xsAh63i7I6p25sW40yYSIiIkeCgrBIpl8Pj13nTDGed6cTXH3ib1C7GYZ/CDze3nNdLrjpZSczFuRJgp7joxP9oIxEAN7eUsPEonRcLsPd10zjFy9u4L6F2zh7TB4XTigIZcLq27qpb+0iM0LdmIiIiBw4TUdGMuoiSM6FzBI45fPOsdzRMObDfQOwoOQc8Kb3PvckQvfxEoQ536ehrZvhuSkAJMS5+cq5IwHYXutkvsrq2nC7nI3Ct9UqGyYiInK4FIRFEhcP1z4J1zwBcQkH//7jKQhLTww9HpGXEnqc6vWQlRzPzkBB/s66dqYNyQBgW3UrrZ09R3WcIiIiJxoFYQMpnAQ5h9iKwZMI3W1Oj7FjXEF6b2YvPAgDKM5KoqyujfYuHzUtnZw2PAe3y3D3G5uZ/KOX2a76MBERkUOmICwaPIlg/eDrivVI9svrcZOT4mT7+gdhQ7KS2FnXxq5APdiw3GSKMxPZWtNKj9/yzpbaoz5eERGRE4WCsGjwJDk/u9tiO44DNCjDS3qih+x+xfZDshLZXd8eWhE5ODOJcYPSKEz3kpnkYfGOulgMV0RE5ISgICwaPIE6q+OkLmzOqFwuHF+AMabP8SFZSX0yXsVZifzv5ZN54StnMrMki8Xb60Pnrq9owu/fe/rV77csUbAmIiKyFwVh0RDKhB0fQdg3zh/Nzy+ftNfxIVnJAPx7cRnDc5PJTUkgJSGOjKR4ZpZksbOujarmDp5evpsLf/MWCzfXYK2lo9sXusYzK8r5+J8Wsbmq+ah9HxERkeOBgrBoCGXCjo/pyIEMyXaCydYuHx+dUtQnUza9xGlM+/KaSn76nNOYdnttK08u3c3sn71Ge5cTiL271cmildUfHwGpiIjI0aJmrdEQFwzCOmI7jsNUkObF4zZ0+yzzphT1eW3CoHSS4918/z+rAXAZ2NPYQXuXj4a2brZUtzChKJ0PtjtTkVVNx/e9EBEROdIUhEXDCZIJc7sMJdnJpCV6QlmxoPg4F09+4XTe315HRqKHn7+4nj0N7bR0OhmwrTWtDMpIZEtgw++Kxs6jPn4REZFjmYKwaDjOCvP35e5rppEU74742uiCVEYXpALw4KIdlDd20NzhNHHdWt1Coqf3fZXNyoSJiIiEUxAWDcdZi4p9GZWfekDnFaR7WV7WQH2b0xtta3Ur7V0+4t0uBmclajpSRESkHwVh0XACZcIOVGGGl/+ubCPYpWJrTQtbqluYUpxBUoKbyiZNR4qIiITT6shoOIEyYQeqMM0bCsDyUhPYUNHMmvImzh2XR36ql8qwTJiyYiIiIgrCouMkzIQVhG0EfubIXLp9TkR2wfgC8tO91LR00uPzs25PE6f87DXe3lwTq6GKiIgcExSERcNJGIQNyujdCPysUTkAjClIZWh2MvlpCfgt1LR08fbmGqyFhQrCRETkJKcgLBpcbnDHQ8/JE4QVpDtBmNfjYlZpFgDnjy8AID/Vea2yqYMlO5ytjpbuqI9wFRERkZOHCvOjxZN4UmXCcpIT8LgNRRmJFKYn8uBNs5g+1Omqn5/mBGEVTR0sDgRfK3c10u3z43Hr/wNEROTkpP8CRosn6aQqzHe5DAXpXgZnOosSzhyZS1K8E+PnpyUAsGRHPdXNnZxSmkV7t4/1e7SfpIiInLwUhEXLSZYJA7hz3gS+dt6ovY5npyQQ5zI8uXQXADefNQyApTsHnpL87aubuPQPC6luVmsLERE5MSkIixZP0kkXhJ09Oo8pxRl7HXe7DLdfNIbWTh+ZSR7mjs6jMN3Lb17dyJ3PrqWj29fn/KU76/nNaxtZuauR6+9/n9bOnqP0DURERI4eBWHR4kncezqydYAVgRWr4L5zoa0u+uOKkc+cOYy3bjubp289A7fL8MdrpnHq8Gz+9s42rvvr+2yvaQ2d+90nVzEoPZH/vXwSa/c08dam6hiOXEREJDqiGoQZYy40xmwwxmw2xty+j/M+boyxxpgZ0RzPUdV/OrJ6A/xyJGx9c+9zF/4adn0A5cuO3vhiICclIbQR+NQhmfzxmun87qqpLC9rYO4v53PHM2uobOpgfUUznz6jlHPH5gOwp1HNXUVE5MQTtSDMGOMG7gYuAsYBVxtjxkU4LxX4CvBetMYSE3H9MmE73wXrh92L+57XXAlrn3Ee128/asM7VlwyeRDzvzWXc8fm8djiMpYF6sSmFKeTmeQhPs5FhYIwERE5AUUzEzYL2Gyt3Wqt7QIeBeZFOO/HwM+BE+u/tP0zYXtWOD+rN/Q9b+nfwd8Nxu0EYX4fdLVyMhmUkchHpxbR1uXj0Q/KcBkYV5iOMYaCNC8VTR0s21nP1x9bTo/PH+vhioiIHBHRDMKKgLKw57sCx0KMMdOAYmvtc1EcR2x4kqA7LK4MBWHre49ZC8sfgtI5kDXMCcLm3wV/mAU9XUd1uLE2s8Rp8Dp/QzUj81JJjHcDUJDmZU9jB/9duYcnl+5m6c6GGI5SRETkyIlZYb4xxgX8CvjGAZx7szFmsTFmcXX1cVKkHV6Y7+uBytXO4+qNztTkY9fD1vlO4DX5KsgscR5vnQ9Nu2DTyzEZdqzkp3kZkuXUi00cnB46XpDubP69tboFgNfWVwLg91s2VKjPmIiIHL+iGYTtBorDng8OHAtKBSYA840x24HZwDORivOttfdaa2dYa2fk5uZGcchHUPh0ZM1G6OmAkjOdrYxe+Das/Y8TiMV5YcxHnCCsbhtUrHTes+KRWI08ZmaUOB32Jxb1BmGF6U4mbGtg9eTr66oAeGZFORf8ZgGrdzf2ucbTy3fzjvalFBGR40A0g7APgJHGmFJjTDxwFfBM8EVrbaO1NsdaW2KtLQHeBS611i6OfLnjTLBjvrW9U5GTrnB+7lkB3gzobITRF4E3zQnCupqdYC2zBDa+CO/8HqrWD/ABEXS2wPa3j/AXOXpml2YDMDms11h+mpeuHj87atvITo5nU1ULO2vbeGlNBQCvrK3sc42fv7Ce37++OfT8qWW7ePi9nX3O6erxc/cbm9V/TEREYipqQZi1tgf4IvASsA54zFq7xhhzpzHm0mh97jHDkwhYePeP8Mr/gDfdyXgFXfEPmHQVnPZl53lmSe9rF/4cjAte/j68eseBf+YHf4G/fwTaGw5//DHw0alF3H/DDCYP7psJC7ru1BIA/rV4J29tcrJdb2yoCr3u81sqmzvZVNUcev7T59bz5wVb+nzOoq21/OKlDfx3ZXm0voqIiMh+RXUDb2vt88Dz/Y79YIBz50ZzLEedJ9H5+dJ3YcipcN6PISkLUgrAHQ+lZ8GwOb3nB4OwxEwYdQHcvhMeuRqa9/S9bmstLPwVfOgHEJfQ97Wq9U4bjJYqSMyI1jeLmvg4F+eMye9zLD8sCJs7Ope1exr54/wtWAtTh2SwbGcDVc0d5KV6qWnpxOe31LR0UdfaxabKZmpaOmlsN/j8FrfLALCp0gnS3t9Wz5Uzhxy9LygiIhJGHfOjJRiEueLg8r9B8Uzn+Yd+ABfdBcb0PT9zqPNz0DTnNU8ipBVBS9/pNja+CIv+ALuX7v2ZtYFpuNaqvV87ToVnwkpzk/nWBaMxOAHb9y4eC8D89c5ijfCmrpsqm3l+lRPAdvssFU3hrzlF/ot39N2h4J0tNbyx/sS5dyIicmxTEBYtHmelH2M+AmmFvcenXgNjPrz3+QmpMPJ8GP+x3mOp+U5Wyx/WG6spsLahcVff91sLtZucxy0nTiCRm5KAyzjd9tO8HkbkpfLFc0Zyw2klTB+ayZCsJB56fyfWWioae/uybahs5oXVFeSkxAOws7a3cW5wunJHbRtVYcHZXS+s5/89v27Asby6tpJ5d7+tXmUiInJEKAiLluTAKs5ZNx/4e675N0z7VO/zlHywPmgPy9gEg7CmfkFYaw10NPY+PhxrnoJnv3J41zhC4twuclMTGJabHDr29fNG8d2Lx2KM4XNzhrGirIG3N9eGMmFxLsPf3t5OVXMnnz6jFICyeicIs9ayqbKFSYG6sw+2Ox36e3x+NlQ077M7/xsbqlhR1kBlc2dUvquIiJxcFIRFS+kc+NJSKDn90K+Rkuf8bK7oPdYUKCbvnwmr7V0ReEDTkX7fwBuGr30Glj7onHMM+OyZw7ju1KERX7t8+mDy0xL44/zNVDR2EB/nYnxROttqWilI83LjaaW4DOyqc4KwyqZOmjt7+OiUIhI9bt7bVgvA9tpWOnv8NHf20NzRHfGzNlU505jhGbd96erxc+tDS1lT3rj/k0VE5KSjICxaXC7IHn5410gpcH6G14U17u792d3hFOpD71Skce09Hfnqj2DbW32PLX8YfjMp8hZJjbucDNzhZtSOkM+cOYyPTBoU8bWEODdXzhzCoq21bKhspjDdy+j8FAA+depQEuPdFKYnUlbvBE7BqcixhWmcPSaX/yzbTXNHN2v39DZ+HSgbtjkQhJU3HNgOWztqW3lu1R5eWFWx/5NFROSkoyDsWBbMhIUHVeE1YW/8BP4429niqGYTuBMgZzS0VsOGF2HZP6F8ubOacsWjfa9dvd7pS9YUoU1DMMvWf2XmwXr7t/BKxMWwR9Spw7KxFhZuqqEgzcus0mwykzxcPctZ+ViclcjOQCZsY6Aof2R+CrfMGUFTRw8PvruDteVNoeuVRwjCals6qWt1tpIaKEgrb2jnvF+9yfZAY9ldDU7gt6HyMDv7tzfAo9f0zYiKiMhxT0HYsSwl0K4hmAnraoWOBsBAY5mT3WqtcrY6qt3s7D+Zmu8EYQt+Ac98GV77kfPexrK+1w5es38Q1tPVG3wdyH/0qzfCuv9Gfm3tM059WZRNHZJBvNtFj99SkuLn8knZfPC9c8lKdoryizOTKAsEYVuqW8hI8pCdHM/EwemcNSqXv761jXe31pKR5AEiTzcGs2DgrMKsaupgd0Pf897cWM2mqhZWBrr4lze0k0QHGyuaOCwVq2D9f2H7wsO7joiIHFMUhB3LElIgPsUJil67E7YtcI7njXWCsYpVzvMlD8DORc7x5DxoroSqdc6U4pbXnXMGCsL6B1rN5YANe7wfi34PT37WWZ3ZX/MeaNrTd3VnFHg9biYXO4X2X6z4DrxwG3Hu3l/t4qwkqpo76Xnxe6SUv8PQrCRMoEXIbReOprmzh+VlDZw5MhdjnOnGrdUt1Lf2bqIerAdLTYijoqmdb/x7BR//4zu0dfV23V+ywynyr2txCvdraqp5P+ELjG+cT3vXYdTXBaeMDzczKSIixxQFYce6lDxY/zy89X9O41eA4lnOT+tz6sY2PAcdTXDmN5zzG3dCdyvkT3TOGzzTmWIMD4aag0FYv0ArvOC/f4C25Q1na6RwLdXO9kwdDX2P+33O+/3d0HYAtWUf3AcLfhn5tfLlULd1n2+fVZoFQHbnbqha2+e1IVlJJNBF3Lt/YGr9SwzOTAq9Nn5QOj/56AQAphZnkJOSwLaaVq7//X/50C9e5vElzv3YXNVCcrybScXp7G7oYPnOBiqaOrh3wVYqmzro8flZGgzCAsFbS10FKaaDMWZHn0zaQesKvLdJQZiIyIlEQdixLiXfCaqgNxApPqX39bMDgdnsW6BgAiTn9L52yW/gc2/BpCvB19V31WRoOnIPVK6BXYEtO0NBmOmbeandAg9+FBb/te/4gtfsP63ZUuUEidBbx7Yvq590atgieeImeOn7+3z77GHOvpMJPU29ixcChuUmk2ecACmrq5zBWYl9Xr9iRjGPfe5Urp41hEHpXl5dV8kT5jY+536W//nPavx+y+aqFobnpVCYnsia3Y00d/aQnujhN69u4pT/9xpfemRZaJPxmkAQ1tTgrD4toP7w6sJCmTBtsyQiciJREHasC9aFxfV2jmdwoPt+2mCY+ilnH8pz/sc5lhwo5sc405OFkyC92DnUEJiS7O7ozVw174Hnvw2Pf7rvOTmj+mbCts53fpYv6zu+Vqdb/V5BWPjzSMX//bXVOYFh/2lNvx/qd/RtwRHBGSNyuO+T43H7AzVtvt42E8NzUyjACcIGmyqKwzJhNO2BFY8yqzQrtJKyp6uDPNPAeTkNtHf72N3QzvqKZkbmpTIo3UuP3xnjb66cwvWnDuX8cfm8sNq5Vy4DdS2BTFhzAwCFrno2HokgbKBM2DHSSkRERA6OgrBjXTAIO/WL4PJAUo6zz6RxweDpTiuMcfPAEwjSgisqM0sgPtDgNCMQhDXudDJa4S0vmsqd2rKGHU72qrHMaTSbVer8R3/HIidTtu1N5/w9K3vfa60zHQl79y1r3kcQFqlGrL3Omdbs7FfE3lLpTGnWb99nbZkxhnNLgntp2j5ZvOSEOMYkO1N6hdRRnBb2a7/wV/DU50KtPgrSvaTiFPHnWee7LdpSS01LJ+MGpVGQnojBT0KcizNH5vCjeRP49ZVTKEjz4nEbJg3OoK61C5/f0tnqfJfiuAZW7mrYe9A9+2n6uvLfvL/4A97fGAiMI9WEbVsAPyt27o+IiBxXFIQd61IDvcImfsLZ2DtvLLg98KEfwuxb9z4/2Kk/f3zvsWAmbNUT8PtpvdN+SdlQuRo6A81Ed33gBFPpg53PbSyDR6+Gh65wVmIaF9Rtgc5mJ5jraoGewArBpnKnXqy7o/d5UPh05O6l8LPBsHtJ7zFrod3JVIVq1YKCwZ2vc+DpOGudAC28Lq3flOS4ZCcT5TKWUk9d7/s2vew8btgBwKAML6nGCcKS2p2g55kVzueOLUxlcGI3yxNu5sbs1aHi/+SEOO6+Zho/njeBQRleals7qWruIMk61ykw9by7tS60lyXgtBT5f0Ww873I36m7A578LBWv/5EVW4JBWMXemcKy9536v6OwClVERI4sBWHHuqmfgo//FfLGwGV/gasD/b7O+CoMOWXv84OZsLxxvce8aeBNdwr4AVY/4fwsnAI9YT2v+gRhg5ygpr3e2SKpvc7JuIEzffn7aU6WLKipHP4xD577Ru9zl8cJAMMDstd/7AQN4e/tanVq1mDvbE+wHg4GLs5/9Q649yynn1ZoPH2DsJKE3gxbgS8wzVq7uTeD1LADejoZmR1PmnECS1dLBQUpcbyzxVlYMK4wjWL/LtJNG+fGrepz/elDM7lq1hCykuMpbVlG7dblpBjn3np9zcwqSuA7T66iOrjlUfkyJ8O35snI36lhB2DpaK4jwR/4Z+TrZPP2nfzfyxuw1rJwUw3lW9c4r619OvJ1RETkmKUg7FiXkgsTL3cexyc5bSv2JbUQzrsTpl/f93j6kN7HdVucn4OmBA4YpwZs3X+dQCdrWG8GLiE9EHwZOPVLzrEVDzs/g1OU4KxI3L0Yyt51njfvcTYuTx/sBGHrn4PXftzbMqNqHWx8Ge47t++Cgf4rMsOnOSMFYR2N8P5fnCnTttqw9/VtyTHIVU+TdQry45sCgd2mV3pPaNgJT9/K3OXf4L4rRjrHrJ+Z2Z34LQxK95KRFM8gvxNQjvZv2nssQFZyAnf6f0fG+78imd4+Yr+4IJeWzh5+/3rgfbWBfwYbXojc3qNuGwAptJFsegPlN5es4Pevb6a6pZP/e2UDtWXrnRfKlznfQUREjhsKwk40xsDpX3GCn3DBurDsQIBhXFAQaGGRVQrD5jpbH8UnwSm3OMEcwNiPwLw/wo0vQNE0pyYtaGcgm5UxBMqXOo9rt0BXmxN4pQ6CtEFQsdLp+P7WL53MWPEpULUGVv3byb5VrO69Zku/IKyhDBLSnKxaIDDpY9lDTmbN+nuDS9hrOjLLV8MafymdxPdmvza9BLljwJvhBDDb38bUbCQvvrdWa0qaM405blAaAAlNzrRlauNG6N67qWuBt5tBpo7u5hpSTO/rQz2NXD2rmIff28m2mtbehQYNO/BXre/NkAUFAs40WkmiNwjrrHOC0rK6dsrq2ijo2Y1/6BnOi2v+0/v+6o17bUm1YGM15//6zb0/6wB1+6Lb701E5GSjIOxkkT/BCYrO/LrzPDm3t1YsfzwMPc15fNEvnAxW3liIT3WmQxNSYOipToBXPMsp+k/Ogz0rnPcUTg77IOtsidRU7gRgaUVOtsoVB7d+AF/8AIqmQ9X63iCuck3v25srnOL/4ObijbucIC9z6N6ZsNotsOhucDud8ane6PxMHeQEOU/dEgrwkjqqKCeLuvhBThDWtMcpah/z4UAQucypOWuvc3quBYxKdOrlxhU6QVhoDP6e3ma54ASIW+dTHMiU+dvqKPT2NnKlaQ9f/tBIXC7Dw+/tcALG3DEAvPbMP5jzizdo7exxxlazmeY9TsaswNtFMh20JTjTzP7A1O7GymY6WhrINY00DDoTBs9ymvb6/ZQ3tMOjn4THbwKgrauHutYuvvnvFWysbOHp5bu5762tXHPfu7R0ho1xHzZUNDP+hy9FXmAgIiKHREHYyWLOt+HW93qDrZR8J0gCp6nr2HlOT7HJVzrHMorhO2VO8BVu3t3w6Zed6Ut/4D/gwSDMm+H8rFzdNwgDZ0o1dxR4Ep0Ar6e9d8qwMpAJM24nyPnr+U5zWnDOSS92pkjrwzJh5cvg3rlOFizYnqM6MDWXNxa2vuFMm659Gvx+XK0VmNRB2IyhTqCz8lEnezblGicICy4U6GjsM61ZGucsGJhQ5HTkp25rbzZx99Le8bzwbXj4Kgo6nWxcoq+JoiSfk8UDaC4nL9XL2IJU1uxuhNqtUHIGbdkTKSx7nrYuH+v2NMFTn6fnoStZvXo5AMWJ3SSZTmoTnMymp9XJFL69uYahxpnG3e0qhFmfhbotfPD6E3zsrsedrGbJGdS2dDL9x68y/SevUNvaRVFGIo+8v5Nfv7KRtzfX8rV/Laeje/8tLl5ZW0FXj5/5G6r3e66IiBwYBWEnC7fHKdDPGOpkwVILnCDp0j/AzJucVheFk/q+J7C1Tx9JWc7+lNnDnOfedMgsdR6PmweeJKfOqafdCcAKJjgbi5/6xd5rhC8agN4gLHuEUzPW0957rLHMmVrNLHWyZ/83Bt79Ezz7VeezPrcAxl7inFuz0alhywirf6vZAK3VGH8Pl82dxaDxZzjXXvBLGHIaZA937km4wEpJEtIpctXxz5tO4dyxgVYhdVuh5HQniA1OwbbXO7sJ9LQzaOfzAKTTSkFCt3NeQlqox9fYwjQq9uyCzka6M4bxt9bTmODazjiznfU7K2DXB8TVb2a8b50zhJ4W0t2dNNpkbFIul/tf5H7P//Le5ipKjBOQberOg3Hz8Cfl0v72PZzmCmQWh81hyY562rt9fHRKEf/3icncdEYpW6pbae3ycf2pQ3llbSUzf/oq33lyFUt21NHt83PfW1v5+zvb+9yShZudxQmLA7sCiIjI4YuL9QDkKDPGyWYlOtv8MO1Th3ad7BHOz+S83vqzIbOdKboNzztThOMudV67fWdvHzOA3NHOT0+yk40K1mjljXGCJnCmFjuanMxU+mDn89b+x2mr8eLtzjkf/6sTcAVrnzqbnOdZgQAxa7hznWBri9RCmH6jM1W58l+93z2zXxBWt80JnDKGYKrWckbuE1B6A3S2O1myrOFQcoaznVTjLtj6prPSEUja5ezvmWw6yXa3gCfVqb/b+AI07GDi4B+yqaMMEuBfWzzc2zCdW5I8fMq7kOYt3lB2MbhCk45GUk0clb546sZdS937j3GOeznxbRUMdTtB2PK2bC6LS+C9rHmctes+shKaaCSN9LzxLFu+EY/b8LPLJuL1uKlu7uSnz6/j3LF5/GjeBC4YX8C/l+ziP8t288j7O0lJiAtNUda1dvG180bR1tXD0h0NuAws3VFPR7ePqqZOhmQnISIih05B2Mlo1AWHf41QEJbr1CPNuxsmfBx2vONkiGZ+pjc4Cw/AABJSncxWZolTEF+3xak/C9aogRM4BfeATB/sLBAY+xHo6YL/3OJsiTTh487r8cnO+7uanSnRGZ+G0jOdQvVFdzsd98GpdXPHwUfvgRk39e7BGcycxSU6Wbi6rU4Qlj7YCZ52vuNsBxUK7oY52bcNL8DTtzoF+ulDwBhMMIsGpHZUQGaxk3Xc8Dw07GRa6fUscznB033rXFx+xkRc7ZdwybpXeK3CDcZFJVnk2xrnHtVvI8M0Ut/tYcWIW/jLO0k8Ev9ThroqGRlXSZ0riw21znTiH9rOZbJ5mAl2I8/5ZnFqew/LdtYzrjANr8cNQG5qAo99bjalOc4q29NG5HDaiBx+/NEeXli1hwWbajh/XD5vbKjit69t4mNTi9he20qXz89lU4t4ctlurrnvPVbtbmTR7eeQnZKAiIgcGk1HyqHJGu78TM5xpjKnXgtxCc4qy5R8OOPr+37/Ff+Aj/y6ty4tKbO3LUbhFOfn0gcDz8MK/+Pi4fK/wice6DtdGuyPlpjhLCQYNNXJuPm7nea0cV7IHeuc43I5PdaC7w8GYUNmOz8bdznTrPnjeuvcarf2FuVnDXNWlJ77I2c7p7L3YNInQvV2lThZRnfTLic4vOR3cN0zAJSYckrNHrqtm8b4Qr5+3ig4/csk+VuZ1/ks3XmTeL57ep/v7bXt1HR5KKtrZ4c/P3CdSsbEVVDnHcq2mlbau3y8V2FZPsip6XvHP4GFm2tYuauRqUMy+9z66UOzyEqO73MsJSGOT8wo5vdXT+WSyYO45hTnnmyrbeWdLbXEu13cMtf5Z75kRz1dPX6eX13Boi21vLP5ADZoFxGRvSgIk0OTVepMswWDn6CJl8M3Njj9zfalcJJzjWDhfmJWbzA0+xbn56p/O/tjBrNu+xLc3ikYNAHkBKY9N78CJWc67TciyR4Bw8+BGTc6z63PqZ87+/vw9XXONGbdFqfLPcbJ4AGccjN8ZSV8cQmc/b1QELc1IVDz5u92sn4puc7nuxNIbNrOpPg97LD5zJteQnJCHAyayvaRNwCw2jOBx31zaM6Z4mTzAup7Elhf0URdXA4+VzylZg+l/h20ZY6hqrmThZtr6PFbuk/5Ir5TvsAb7tP5w+ubaOvyMXVI2D05QIMD+2vuqm9nY2UzI/JSGJGXwqB0LyPzUhiem8zD7+3k5n8s5uuPrcBG6nUGVDV18NzKAfa8FBE5ySkIk0MTl+BkeGbctPdrkQr6B5IW6EeWlAWjPww3vggTLnf6gvk6YfjcA7teaiAIS8zoPZYzsvfxvqZg4xLgU0/ByPN7jyWkORmz+CQn61e7xal3yx7eN5jLHAo5I8Dldt6fP5EZF4c1yg0213W5nAxa7RbGmR2ssSVcO7t3AUHCed/joZ4PceeuaaylBD7zap8Gu60k8P62Oooyk+lMHcJZrpV4bQdJQ6YAcNcLTiH/lBFDcV/0M26+YDqbqpz9MqcW982EHYjclATi3S521bexo7aN0pxkjDH846ZTeOgzp/DRKUWs29NEc2cPFU0drNrdGPE6/1i0g1sfXkpLZw8/e2Ed5/zffH776qYBg7YjYVd9G0sOYgGBz295atkuetQHTUSOMgVhcuimfcqZsjsc4Zkwd5zTEsMd5wQ7AMPOPrDrRMqEedN6rx8eYA3Ek+isuARnOjIoe5iTCatY1dvgNpK0QXDLQjzFM3uPxYftcJA9HHYvIdtXRe7ImYzISw29VJSXQ9dF/8eqrkJG5qWQ6g2sZg1ow8uW6laKs5JwZQ9jtMtp2jp84inMKs1iS3Uro/JTSE/yAHDD6aU8dNMpfPvC0RRnJe7/u/fjchmKMhPZUdNGWV0bQwNF+CPyUshL83LplEHEuQzXnzoUl4FX1lZGvE5ZvbN/Zk1zJws31bCzto1fv7qRZWUNBz2moBdXV7B8H+//1csb+dRf36Ot68B6oC3aUsvX/rWC19dX7f9kEZEjSEGYxFaoJiyr7/GcUc7PYXMP7DrhNWHhCic7fdD6r4AcSFK28zMsACJruLMqsmEHFEyK/L5wiWGZp4R+QViLE6ycdvreweWNp5fy7JfO4A+fnBYYQ28geMVpY/jU7KHccFoJ3jxnetYaNyZ3LN+72Kl1mz607z08bUQOX5g7AnMwmckwgzMTeX97HT1+S0lOcp/XhmYn8+a3z+aOS8czoyRrwCBsV72zyrOmpZPq5k5OHe7c3zUDZM72p8fn5xuPLQ9l/sIF+51trWmlrcvHa+sOLKjaUeesrt1Y2XxIYxIROVQKwiS2gtsjJfYLwmbcCHO/6xT+H4hImTBw+qBd+8SBjycYQCWEBWHBrBwcWBCWkObUy+11nbDatgGuM7YwjVH5qXu9d+rwwfz4oxOYOzovtErT5I4Gj5fJxRncd90MvnTOAdTOHYTBmYnUtTobq5f2C8IAijISMcZw/rh81lc08/62ur3O2RXIhFU2dVLb2sXkwRlkJnlYvbtpr3MPxOryJlq7fCzd2dCnyeybG6uZcufLVDV1sLPO+cxnV5T3eW9NS2fEadBgoLixsuWQxiQicqgUhElsZQx1OuUHM2JBw8+Bubcd+HVSItSEASRn99aLHYhQJixsOjIrPAjbx3RkkMvV+/4+05GBICmtyBnX/oSPIT4sCMoKNMfNnxA6dO64fAZlHPy0474Ei/OB0HRkJFfMLKYkO4lbH17KGxuqqGxy9rrs7PFRFdinckNlMz6/JS8tgQlF6awuP7RM2Htbnd0Munr8LNvZEDq+eHsdHd1+3t5SQ11rF8nxbuZvqKaxvZvOHh8//u9aZvzkVX796t4br/cGYcqEicjRpSBMYis5G26eD5OvOrzrFEx0thMqmLz/c/cl4nRkIOhJzjvwgC6UUQsLwoLB3IEEcuAEXsYdeBwhmDvQ6xyiwZlOUJcc7yZ3H/3A0rwe/vypGbR19nDj3z7g7F/OZ9GWWvY0dBBMPK0tdzJfuSlOELaxspnOnr23S7LW8sSSXfz6lY28s7kGn9/ysT++zeNLnBq4d7fWUpSRiMvAoq2920ttDixCCE6LfmJGMV0+Px9sq+Mf7+zgrwu3MSw3mT+8vokPtvfN2JUFMmdbq1tVnC8iR5WCMIm9wknOCsXDkVoAX1rsrFQ8HMHatPBpRE+is1Kx/7ZO+xIMwsKDp5Q8Z9PuEece2DWM6Q0Gw4O5zBL4xN9h+g0HPp5DEAzCSgIrI/dldEEqb377bB757GyKMhK54W/vM39Db03Wuj2BICw1gQmD0un2WW59aBlX/nkRNS2dofPW7mniG/9ewW9f28TXH1vBsp31LNvZwGOLy+jx+Vm8vZ45o3OZUJTOC6v28L2nVlFW1xYKwoJ7W543zgmWt9W0srq8kaKMRJ754hkUZSbyk+f61pPtqm8nOd5Nl8/PjkBAJiJyNCgIEwkXyoRl9D1+2b1wwf878OtEqi0zxtlEfdZnD/w6wffH96vJGv/Rvtm6KCgOTEeWZO9dDxZJTkoCpw7P5qHPnEK3z8+9C5zmtqneOHY3OFN+ealeJhQ54351XSWLd9RzxZ8XhWrPFmx0Gr/eftEYKpo6+E1g+nDJjnre3FhNc2cPp5RmcfqIHDZVtfDQezv5x6LtbK91iuvbupzs2qTB6WQmedha08q2mlaG5SaTkhDHlTOKWVHWQFVzB3c8s4Y3N1ZT09LJGSOd2sONFUdnSnJPYzt3PruW7oPMvC3cVMMDb2/b/4kiclxQECYSLtJ0JDitM4J7Xh6IYBAXnsE6FKHasgMLhI6knJQEclISmDg4ff8nh8lL8zKjJIvyxg7cLsP4Qb33Mjc1gSFZSUwenM6tZw/nkc/OZmdtG//3srNn6FubqhlTkMrVM4cQ5zIs3FxDZpIHn9/yrcdXkpHk4UNj8/nC3OH886ZTmDYkgyeW7qbbZykK1MRlJceT6vVQmpPMtpoWtla3MiywsGDuaGcV7V0vrOeBd7bz/f+s6nP8aBXnv7K2kvvf3nbQdWh/X7Sdn7+4Ab8/en3WROToURAmEi6zxFnZGFy1eagiTUceimAQ5jn6QZjLZXj9m3P4zBmlB/3e8wPTgYXpXgrTneAoNSGOxHg3xhie/uIZfOuCMcwqzeLa2UN55P2dLNtZz+Lt9Zw1Kpf0JA+njXCyUzedUUqaN4661i5uOr2UlIQ4Ur0ezhiZw5xReaEs2sUTnW2vhmQFMng5yawoa6Sls4dhuc4/h/GD0shLTeDJpbsBKKtzMnSj8lMYnJnI5upDC8IWbqrpM/26P1VNzhTsnoaOg/qc3fXttHf7QplFETm+KQgTCTfiXPjyMsgo3v+5+xKpMP9QeNPBHe/smRkDaV4Pce6D/9dEsCZrcGYiOSnO2HNTI9f9ffXckaR6PVz9l3fp8vk5a6Sz5dUlkwoxBi6cUMA5Y/JI9cZx3Wklfd4bnEYE+PAkZ4VtcCXnsJxk2gNtLIItNowxzB3tXH/OqN6ttYozkyjNSWZHYFrzYP3kubV8898rDriwv6rZCb72NB5cMBVs+REMFvc0tmtbKJHjmIIwkXAmbG/IwzH6Qph2PSQc3FTeXrzpMZmKPFxDs5M5fUQ2s0qyQsFXzgBBWEZSPI98djZTizMZlO5lRokTwF4+fTDzvzmXEXmp/OjSCTz3pTNJT/T0ee/kwemkJsRRkOZlwqA0clLimVjk3PPSnN4AeFhu7z386JQi8lIT+NllExmSlUR8nIuclARKspPZVtN60Fsqdfv8bKluoaali7c2Hdhm5pXBTFjjwJmw9q6+q0ebOrpp6nB2AdgcmDb961vbuPXhpaEVniJyfImL9QBETkhF050/h2vmTTD09MO/Tgw89BlnQ/MnlzrtJfIGCMIAxg1K45GbZ/c5ZoxhaGBRQHqSJ7QlU7g4t4uPTx+Mz2+Jc7uY/62zSfQ4bT2C2a+EOBeD0nt7qJ02Iof3v+esUP3C3OGs3N2Iy2UYmp1Ec0cPda1dPLZ4Fx+fVkRemne/33NbTSvdPidwe3zpLlK9cYwpTCMlYeB/vQb7pw0UhNW0dHLGz1/nt1dN5YLxzjTr7vrerNmmKqeWbEOgpuzF1RV89qxh+x2riBxblAkTOZYVTYep18R6FIclmAkbaDrycN1x6Xh+/FGncW1KQhxul9NOoyTHmZYszUnG5YrcYuOqWUP4fx9z+q0FA77/rtzDz19cz98Xbd/n5zZ3dLNqVyPrAysqZwzN5LmVe7j8nkXc++aWfb63OjAdWT5Abdfa8iY6uv28Hrb1UjAIS02IC7Xk2BD47OdXO1OS1lrqAzVyA1EvNJFjR1SDMGPMhcaYDcaYzcaY2yO8/nVjzFpjzEpjzGvGmAPc4E9Ejhc5KdENwgaSFB/H4MxERuan7v9koCRQSxbM3AV7jg3kLwu2Mu/uhcxfX4XbZfjZZRP52FRnqnNDZTNdPX4eeHsbnT0+Fm6q4fMPLqGxrZsen5/aQKA0UCZsUyDIen97HdZayuraQsX4wfYc9a1dVDV3kpeawLKdDexpbOexxWXM+n+vUjHAdWtbOpn8o5dZsHHf301Ejo6oBWHGGDdwN3ARMA642hgzrt9py4AZ1tpJwOPA/0ZrPCISG0OynKL3qcWZ+z/5CLv/hpl8/8NjD+jc4qwkjIEVu5wtldaUN4W2YAJYvbuRHzy9mpse+IDq5k5W7m7Eb+Gp5bsZlpPMyPxUfn3lFCYXZ7C1upU3NlRxx7NreW1dFc+s2M2Layr49N8/oKy+HWud/mkVjR0Ra9CCma5tNa3870sbmPOLN3h9fRUJcS5OGZZFc0cPb2126s++MNfZieG+t7bxp/lb6PZZlpfVR/yOa/c4e2+uKT+0vTtF5MiKZk3YLGCztXYrgDHmUWAesDZ4grX2jbDz3wWujeJ4RCQGkhPieOObc2Py2aMOMAsG4PW4KUzzUt7Ywej8VDZUNvPqukomFWXw7tZafvHSBtwuQ3u3j5fXVoQCGWudHQOChuUm8+aGalbvDgZzjazb00xeagJLdtTzxzc2AzB5cAYLN9dQ29oVyhbe8s8lTCnOYHNVM6neOJo7evjTfGdq882N1QzLTWZMgdN37cHAdOmFEwrZUNnMXxf2NnFdvbuJCyfs3WZlSyC4Cw8u+3tu5R6KsxKZNDjjgO+diByaaE5HFgFlYc93BY4N5CbghSiOR0Rkn4J1YVfPKqYgzcv3nlrNJX9YyE+fX8es0izeuf0c8lITeG7lHqqbO5kcaGQ7JjwIy0mmy+cP7WO5clcjGyqbmTdlEEUZiby4ugKAKcUZAOyobaO+tYudtW28sLqCB97ZzuaqFi4YXxBaZBBsuzE4M4lZpVmMyk/hg+31pHnjyE9L4PaLxpKbmkBxViKj8lMG3CB9a43TgmOgIKzb5+eb/17BL17acDi3UUQO0DGxOtIYcy0wA5gzwOs3AzcDDBky5CiOTEROJiU5SSzaWsuMkiy+m5LAsp31zCzJYkReCiNyU3C5DLNKs/hvoDfX184bxctrK0M9yoBQY9hgwf6iLbX0+C1jC9OobeniyWVOo9jJgSDshr+9j9fj5uqZTm+6YJ3Y2MI0Wjp6aO7s5rpTS/jcg0soykjE7TJ89dxRfOGhpYwuSMUYQ3qih6dvPR0L/PqVjczfUIW1dq89P7cE+otVDBCErd7dSHu3j8Xb6+nq8RMfp7VbItEUzSBsNxDe8XJw4Fgfxphzge8Bc6y1nf1fB7DW3gvcCzBjxgzt1yEiUXHa8BxWlDUypiCVCUXpXDp50F7nhAdhU4szQ1seBQVbYwAUpHlDAc+4QWl09fh5ctlujCHUz6y5o4fmjh7+8MZmSnOS2VnXhs9vGZGXwg2nleC3Fmud1ZdnBprTXji+gDNH5nD6iN5mtYMC2zZNGJTG40t2UdnUSUF63xYbW6qcTFiwY39/i7c7tWTt3T5W7W5g+tCsA7xzInIoovm/OR8AI40xpcaYeOAq4JnwE4wxU4E/A5daaw98zw8RkSi4ZPIgnv/KmfvcJWBmiROYDM5MjNi7LDs5njSv8/+3l01zKjDi3S6G56ZwyjBnb9KspHjyUhMYnpvMVz40kosnFuC3cNnUImYPc64/Mi8Ft8vgcbuIj3Px+C2ncfFEp87L5TI8eNMpfH7O8L0+f0IguAvWpAW1dPZQ0dRBvNtFVXNHxP0n399eF6pPe3dr3T7u1JHV4/MfdJNckRNB1IIwa20P8EXgJWAd8Ji1do0x5k5jzKWB034BpAD/NsYsN8Y8M8DlRESOCaPzU0lP9PTZmDycMYbSwJTk5dMHAzAiLwWP20VJdhK5qQnkpXlxuQyvfn0OXztvFLddOIbZw7K4bPpgbjqjlPPH5VOYvv9GsZGMG5SG22VCvcOCtlU7WbBpQzPo9lnq2rqw1nLPm1t4Z0sN1loWb6/j7NG5jM5P5b8r93D7Eyt5+L2dtHX1HNJYDkRHt49T73q9z8ICkZNFVGvCrLXPA8/3O/aDsMfnRvPzRUSONJfLcP8NM0IZo0jGFaZR09zJsNwUJhSlhbJnxhi+dM6I0HnBmq2h2ck8evOpABRlJHLOmPxDHl9SfBw3nzWMP83fwuzSbC6YUEB6ooetNU492GnDc3h3ax2VTR28vr6Ku15YjzFw6rBs6tu6mVmSRVK8m78v2sHW6hYe/aCMt7fUcPcnpwHw1qZq3lhfzYySTC4cX9CnEe5/lu2mx29DweeBWLqznurmTu5fuI0bTy/F7TJ0+/zEucxeNW0iJ5pjojBfROR4sr9aqe9cPCYUbD1xy2m4w4KJ604tiebQAPj6eaN4Z3MN335iJT94ZjWP3nwqy3Y24HE7CwsA1uxu4qfPr2NmSSbjB6XzzpYazh6dyzlj8zhnbB4zS7M4d2w+tz2xkkVbagFnO6UvPbKMhrZu7n97Gz+8ZBwzS7JYsqOe604dyk+fX0dDWxfThmSEFigM5M2N1bgMvLvVuXZ5YwdvrK/i3HH5fOyPb5PkiePe66aTkRSbzetFjgYFYSIiR1ia10Oa16kXS4hzH/XP97hdPPTZ2SzcVM3tT67iN69uZOmOei4YX0BxltPu4jevbqS5o5ufXTaJEXl7B0wfCaz4HFuYxtPLy2ls7+bOZ9fS1unjxa+eyf97fj2/enkjxkBTRw8ZSR6qA3ti/vCZNfz9xlm4XIY9je38+pWNfP280aGFAnsa2/ncg4vxuFwUpHuZXJzBnoZ2/vneDsYUprJ6t9OD7dq/vsezXzyDNwMd/vsvgjhSOrp9fOqv7/GZM4eF9uoUORq0/lhE5ASUkhDHhRMKuWrmEOZvqKapo4dPzR4a2ki9vLGD00fkRAzAwo0IZLTe31bHMyvKufGMEsYUpHHnpePp9PmJj3Pjdhl+/F+nD/ctc4fz1qYabgjsLPCT59bx2OJd/Pi5tTS2dfPmxmp+8t91+P3Q3NnDpqoW5ozK5fLpg3lrU02ov9plU4tYvbuJiqYOfvLcOr757xV09URn38vnV+3hg+31oVWv4fx+y78Xl9Hc0R2Vz5aTmzJhIiInsOtOHcpf3trK8NxkZpVmYYwhJyWempauA6rdGpnvBGH/+mAnAOeNderVSnKSeexzp5KTEs93n1rNgo3VjM5P5dsXjKYoI5E7/7uW83/9JvVt3ZTmJPPcyj28s7mG+jYnmPn8nOGU1bfx3Mo9nDEiB6/HxR/nb+EPr28m1RvHJ2YU8+Sy3azc1cjW6hb8Fl5dVxlaIXoklDe00+3z8/dFOwBYtnPv7Z5eWVfJtx5fid9arpypPpVyZCkIExE5gQ3KSOQXl09iSFZSqNA9L9VLR7ef88ftf+ptcGYS8XEuXl9fRXyci4mBXQKgt+v/vMmDWLCxmjNH5mCM4drZQ5lRkskXH15GqtfDk7ecxuX3vENivJtfXTEFv7WcMTKH2pYuRualMH1oJi4Dg9KdbaPOGZPH2EJnF4L/rtxDsJvG3W9s5vElu/jMmaUUpidyw9/e555rpzO2MPJKVYCFm2rY09jOJ2YU09HtI85liHO7aGjr4mN/fJvKQM+04bnJbKlupaq5g7zU3pWpf39nOwDlDQNv9QTQ1eOnob2rz3t7fH5+8tw6Pja1KNScVyScgjARkRPcZdP6ZrxuOL2EHp8lMX7/9Wpul2FYTjLrK5qZMjgjYo3bhRMKeGVtJVfM7O3PPaYgjZe+ehZdPX4S49289NWzcPdb8TgoI5Gvnjsq9PyCCQX87e3tzCzJIiMpnvy0BF5Z62zzNG/KIJ5eXs6a8iZyUxKYVJzOjto27nphPTeeXsJ72+r49gWj+e5Tq0nzxvGdi8eyuaqZz/5jMd0+P2eMzOGqe9/lrJG53DlvPN97ajV1rV3ccFoJW2tauemMUq6//32W7WwI1YVtrGzmncCihIrGfQdh97y5hbvf2My/PndqKDh95IMyHnhnO10+v4IwiUhBmIjISeaKGcX7PynMyPxU1lc0M6MkM+LryQlx3POp6Xsdd7tMKNDbVwPcoI9NLeLh93Zy9phcAEYXpLFgYzVej4u7LpvER6cU8ac3t7CuoglPnBPMvbmxmoWba/D5LSkJcTzy/k6GZCVx+0Vj+NIjy/G4De3dllv+uZQdtW38p2U3547L57lVe/jm+aP44jkjAac43+M2LN1ZHwrC/r24jHi3i8IML3vCtnp68N0dDMtJ7rNjwdKd9XT2+Ln5H4t54pbTSEmI41cvO3twrihr2O93l5OTCvNFRGSfgsX5wX5n0TJpcAbr7ryQMQXO9OLoQD3a6PxUEuPdnD0mj8mD01lf0czq3U1MGpzOkKwkphZnUJKdFNp4vKy+jU1VLazb08Q3zh/N9KGZLC9rICUhjubOHr7x2HKykuP5zJnDQp/t9bgZNyidl1ZX8OLqCqy1zN9QzSnDshidn0pFYzvg1JH9z39Wc8197/Hdp1aF3r+2vInpQzNp7/Zx2Z/e4aN/fJvmjh7OHZvH+opmOrp9A37v9i4f72yuOeL3U459CsJERGSfPjQ2j9nDsphZGv29JMObv44OBmMFqaFjYwudPTiXlzUwpTiDl756Fo997lS+FMhoDc5MxFr474pywNko/YoZznTsdy4eQ25qAjUtXVw7eyheT9+p1U/OKqautYvP/3MJf16wNbRyszDdG9pYfckOp3j/nDF5PPzeTt7eXENNSydVzZ1cNKGAJ285jXi3i+4eP4/cPJtPzCjG57esKW8a8Dvf+d81fPK+91i5q6HP8e//ZxUPvK2dBE5kmo4UEZF9mlCUHurofzSNzneCr2BmDJxtmYLGFqaFpjvnTRlEU0c3YwvTuOred3l6RTku41xjwqA00rwezh9fwI7aNv6xaDufmj10r8+7cuYQPj5tMBf+9q1QVm3OqFxeW19Fc0cPLZ09LNlRT6LHze+vnsr5v17AT55bx20XjnbGVpjGyPxUXvvGHMDJrlUGpjFXlDUwfeje07lLdtTzyPtlAPzrgzImDc4AwOe3/OuDMrp9ltxULx+edPirQq21LN3ZwLQhGdqN4BihTJiIiByTJhSl8aNLx/PxsIUFw3NTiA/Ul40Jy5DFuV3ceHopU4dk4HYZdtS2MTw3hcR4N3FuFxdNLMTtMnz9vFG89o255KZG3nYqzu3ic2cNw+e3DEr3MiIvJbSPZ0VjO0t31jO5OJ3khDhuu2gM6/Y0hQK24CpNr8cdyrLlp3nJT0vgxTUV3PfW1r2mJf/3xfUUpHm5YHw+zywvp73Led1pn2FJinfz7cdX0No58P6dPT4/l//pHe5dsGWf9/OlNZV8/E/vhJrf9tfZ4+OKexbx4uq9+6VJdCgIExGRY5IxhutPKyE9yRM65nG7GJmfgjF9pymDEuLcDM12dgUYF2GTda/HTVFG4j4/d96UIkqyk7hoYiHGGArSnCBsa3VrqPYL4JJJhUwuzmBNeROD0r1kJkfeYmnakEze31bHT55bF2p5AdDQ1sUH2+u4YsZgbjitlObOHi767QLufHYt22udDddvmTOc1i4fr62vGnC8z6woZ/GOel5e4zS69Qd7evTz2jrn9edXRQ6yXl9Xxfvb6/j5ixvwDXANObIUhImIyHHl9BE5TC3OICk+ckXNyMAuAOP20T9sX+LjXLz0tbP47sVjAShMd4K2l9dW0uO3oSDMGMP/fNg5Z1+9yn506Xge/swpnDEihz8v2BrKar25sRq/hbPH5HFKaRafmj0Ul8vwz/d2sLnK2XD949MHU5Dm5dkV5VQ0drBuT1OfIKvH5+f3r28GYHV5I2V1bUz7ySvc+exaeny9OwxYa0MZsJfXVtLt23v3gSeW7iLOZdhW08pLayoO6d7JwVEQJiIix5XvXDSGxz9/2oCvB7diGj8ofcBz9ichsB0TQF6aM3X5zIpyEuJcTB/Su0BhRkkWP/jIOD571rCI13He7+W0ETl8/fxR1LV28Z0nV1HV1MH8DdVkJ8czeXAGLpfhxx+dwNfOHUVXj59X1lbi9bgoSHPqweZvqOLsX87not++xZxfvhEK5J5eXs62mlYumlBAR7efP725JbTBep/Vm3uaqGru5Lxx+TS0dfOn+Vt4eY2zChSgurmTNzZU8+kzSinNSeZ3r22ix+fnjfVVPPD2toi7CRwtr66tZHNVc8w+P5oUhImIyHHFGNNnFWV/Z47MZVhOMpOKDz0IC+f1uMlOjqerx8+Np5f2mR4F+PQZpcwelr3f60wbksnn5wznuVV7OOsXb/Di6grmjMrt810mBXYkeHdrLUOzknG5DPOmDKLbZxlbmMoXzx5BWV076/Y0BbJgmxhXmMY3zncWB/x7cRlDs5O4/tShPLF0d6jJ7PwNThbsBx8ZR3K8m1+9spGbH1zCXS+sx++3/PzF9fj8lk9MH8y3LxjN+opmbn5wCTc+8AF3PLuWK//8Lo3tkffP7Oj28deF2+jsGbgNx6Hy+y1femRZqO7uRKMgTERETiizh2Xz+jfnkub17P/kA1SY4SU90cMtc4Yf1nVuv2gMr39jDhdPLKTL5+eSyYP6vD4kK4k0bxx+S6i2bdLgDF74ypk8cvNsrpnt7F+5rqKZp5eXs722ja+cO5JhOcmkJsTR7bOcPTqPT59Rit9aHn7f2fPz1XWVTChKozgriYc/O5tHb57NtbOH8OcFW5n1/17l8SW7+PKHRjIyP5ULJxRwwfh8Xl9fxcySTB64cSZdPj/zN1Tx5ze3cNvjK1kalhl7bV0VP/7vWp5auvuw7k0ku+rbae/28cH2+lDWDmBNeSNffHgpVU1772Tw9uYa7nhmTZ/zg7p6/APWzMWCWlSIiIjsR7A+rH8W7FAMzU7mV1dM4a7LJhEf1zcXYoxh0uAMFm6uoSQnOXQ8WHNWkOYlzRvH+j1NbKluYUReCuePy8cYw4SidBZtrWXO6FyGZidz9minl9knpg9m2c4GvnGes0VUcAulU0qzmFmSxeNLdjE8N4WvnTsyNIaffmwiw3NTuOmMUjKT4slLTeD+t7ezencjfmt5fOkuXvrqWYzIS2FLtVO/9ugHZVw168hucr6x0pmGrGvtCnxfZzHGH17fzAurK1hf0cyjN88mJ6V3teu/F5fxn+XlzB2dy9zReQBsrmrh+vvfZ3dDO6cOy+aRm2cf0XEeKmXCRERE9uO04TmcNjxn/ycehP4BWFBwk/RgJiycMYYxhWksL2tg6Y4Gzh6dG+r5dcqwLNK8cZwamBr9zBml1LR08rkHlwDO3pz9rzVvShEP3nQKd1w6vk/vsJyUBL594RiyUxJwuQznjctnRVkDcS7Df790BgZ4bLHT32xrIAhbXtbA+oq9m9J2dPs463/f4OnlA2fKunr8ERcLbAyrBXtvWx0AtS2dvLqukjNH5lBW18YPn17T5z3rK5z3/HG+07KjvKGda+97j84eP2ePzmXR1lrqWrsGHMvRpCBMRETkGDI50LC1NCwTFm5sQSprypvo8vn7BIa3zB3Oq9+YE+pRdtqIHM4alcvaPU2U5iSHVo0eiuB+mp88ZQjjB6Vz3rh8nliyi64eP1trWplYlE6828V3nlzFztq2Pu9dvL2enXVtPLvCaY3R2tnDNfe9y4OLtgNO3dcVf14UChbDba5soSDNS15qAs8sL+fbj6/ge0+tpttn+f6Hx3Hr2SN4btUe/vnuDh58dwftXT42V7WQl5rA+9vqWLKjnvve2kZdaxf//Mys0F6hiwIbs8eapiNFRESOIeeNy+dP10xjdmnkYv/gdk5xLsOssK2kEuLc5KX23YrpuxePYeGmai6aUHBYXfLPGJHDzy6bGOrcf+XMYl5YXcErayvZWt3Kx6cV8ZkzS/n+U6uZd/dCXvvGXJbuqCcp3s3CwL6Y722rxee3fPepVby9uZYdtW1cO3soL66pYHlgk/OVuxpCuwaAkwkbmZ9CeqKH/67cw7KyBrp6/EwdksHoglSGZifx2OIyvv+f1QBUN3XQ47d8/bxR/PT5dfx14VY+2F7P2WNyGVOQRo/PT0pCHG9vqTkiuxAcLgVhIiIixxC3y3DRxIEDhDGFTl3UlOIMkhP2/Z/xMQVpPP+VMxmaFTmrdqBcLsPVYfVeZ47MDdSJbaOls4dhuSnMm1LE6IJUPvy7hXz5kWUs2lpLqjeO3JQE4lyG5o4e/vel9Ty9vJypQzJYtrOBpTvr+dUrGxmWk0xNSyf/8/QaUhLc3Dp3BLOHZbO5qoVPzhrKZdOKKMlO5qYzSqlt7SQ90WmM6/W4+ev1M1lf0cQdz6zhb4FmuNOGZnLljGLuW+jsvTlvShHg7IhwSmnWMbNhuqYjRUREjiOj81PxelzMHZ17QOePKejdY/NIcbsMF4wvCG1oPiw3OfRZn5w1hIWba8hMiqehrZtNVS1cObMYgD+/uZUxBan87YaZxLtd3PyPJWyuauHbF47hhtNLWVHWwNuba7lv4TZ21bfT0e1nVH4KE4rS+eYFo8lMjmdEXmqfbadGF6Qyb0oR54zJp7mjh3i3i9KcZK47tQRjICUhjnPG5IXOP3V4Nttr27jinkX8dWFsN0hXECYiInIcSU6I45WvzeHmsw6vXcbhuiis0H9Ybm+92dfOG8VHJhXywI0z+VAg+LlsWhHDA4Ha7ReNISMpnrNG5VDb2sUX5g7nwgkFfOmcETx96+l89sxS3tpUzbMry4HI21NFct64fMBp1utxuxiSncRnzijllrnDQ3VyAJdMHsR54/IxhohtLI4mTUeKiIgcZ4qz9l45ebTNKs0iM8lDe7ePwsD+mgBZyfH84ZPTAPjBJeMYXZDKlOJMrju1hHV7mpgzysngfffiscwZlcu1s4cCzr6gk4szMAb+8tY2fvHSBmYMzWRKoKXG/pw1Kgevx9Vnz9DvfXjcXuflp3n5y3UzDvVrH1EKwkREROSgxbldfOrUErZWtwy4g8HQ7GS+feEYAK4/raTPa8NyU/pk0IImFqUzJCuJnXVtfO/DYw94QUFSfBwPfWY2gzK8+z/5GKEgTERERA7J1wMNYI8kYwy3XzSG7bWtTB2SeVDvDW6ufrxQECYiIiLHlIv3sTr0RKLCfBEREZEYUBAmIiIiEgMKwkRERERiQEGYiIiISAwoCBMRERGJAQVhIiIiIjGgIExEREQkBhSEiYiIiMSAgjARERGRGFAQJiIiIhIDCsJEREREYkBBmIiIiEgMKAgTERERiQFjrY31GA6KMaYa2HEUPioHqDkKn3O80P3Ym+7J3nRP9qZ70pfux950T/Z2It2Todba3EgvHHdB2NFijFlsrZ0R63EcK3Q/9qZ7sjfdk73pnvSl+7E33ZO9nSz3RNORIiIiIjGgIExEREQkBhSEDezeWA/gGKP7sTfdk73pnuxN96Qv3Y+96Z7s7aS4J6oJExEREYkBZcJEREREYkBBWD/GmAuNMRuMMZuNMbfHejyxYozZboxZZYxZboxZHDiWZYx5xRizKfAzM9bjjCZjzP3GmCpjzOqwYxHvgXH8LvB7s9IYMy12I4+OAe7HHcaY3YHfk+XGmIvDXvtO4H5sMMZcEJtRR5cxptgY84YxZq0xZo0x5iuB4yfl78k+7sdJ+3tijPEaY943xqwI3JMfBY6XGmPeC3z3fxlj4gPHEwLPNwdeL4npF4iCfdyTB4wx28J+T6YEjp+4f2+stfoT+AO4gS3AMCAeWAGMi/W4YnQvtgM5/Y79L3B74PHtwM9jPc4o34OzgGnA6v3dA+Bi4AXAALOB92I9/qN0P+4Avhnh3HGBvz8JQGng75U71t8hCvekEJgWeJwKbAx895Py92Qf9+Ok/T0J/LNOCTz2AO8F/tk/BlwVOH4PcEvg8ReAewKPrwL+FevvcBTvyQPA5RHOP2H/3igT1tcsYLO1dqu1tgt4FJgX4zEdS+YBfw88/jvw0dgNJfqstQuAun6HB7oH84B/WMe7QIYxpvCoDPQoGeB+DGQe8Ki1ttNauw3YjPP364Rird1jrV0aeNwMrAOKOEl/T/ZxPwZywv+eBP5ZtwSeegJ/LHAO8HjgeP/fkeDvzuPAh4wx5uiM9ujYxz0ZyAn790ZBWF9FQFnY813s+18gJzILvGyMWWKMuTlwLN9auyfwuALIj83QYmqge3Ay/+58MTBFcH/YFPVJdz8C00ZTcf6v/qT/Pel3P+Ak/j0xxriNMcuBKuAVnIxfg7W2J3BK+PcO3ZPA641A9lEd8FHQ/55Ya4O/Jz8N/J782hiTEDh2wv6eKAiTgZxhrZ0GXATcaow5K/xF6+SIT+qltboHAPwJGA5MAfYA/xfT0cSIMSYFeAL4qrW2Kfy1k/H3JML9OKl/T6y1PmvtFGAwTqZvTGxHFHv974kxZgLwHZx7MxPIAm6L3QiPDgVhfe0GisOeDw4cO+lYa3cHflYBT+H8i6MymAIO/KyK3QhjZqB7cFL+7lhrKwP/MvUDf6F3KumkuR/GGA9OwPGQtfbJwOGT9vck0v3Q74nDWtsAvAGcijOlFhd4Kfx7h+5J4PV0oPbojvToCbsnFwams621thP4GyfB74mCsL4+AEYGVq3E4xRFPhPjMR11xphkY0xq8DFwPrAa515cHzjteuDp2Iwwpga6B88A1wVW8cwGGsOmo05Y/eoyPobzewLO/bgqsNKrFBgJvH+0xxdtgVqdvwLrrLW/CnvppPw9Geh+nMy/J8aYXGNMRuBxInAeTq3cG8DlgdP6/44Ef3cuB14PZFNPGAPck/Vh/+NicGrkwn9PTsi/N3H7P+XkYa3tMcZ8EXgJZ6Xk/dbaNTEeVizkA08FakHjgIettS8aYz4AHjPG3ATsAK6I4RijzhjzCDAXyDHG7AJ+CNxF5HvwPM4Kns1AG3DjUR9wlA1wP+YGlpFbnBW1nwOw1q4xxjwGrAV6gFuttb4YDDvaTgc+BawK1LcAfJeT9/dkoPtx9Un8e1II/N0Y48ZJfDxmrf2vMWYt8Kgx5ifAMpzglcDPB40xm3EWwlwVi0FH2UD35HVjTC7OKsjlwOcD55+wf2/UMV9EREQkBjQdKSIiIhIDCsJEREREYkBBmIiIiEgMKAgTERERiQEFYSIiIiIxoCBMRE5axpjtxpic/Zzz3aM1HhE5uSgIExHZNwVhIhIVCsJE5LhljCkxxqwOe/5NY8wdxpj5xpjfGmOWG2NWG2NmBV7PNsa8bIxZY4y5D6cpZPC9/wlsWL8muGm9MeYuIDFwnYcCx641xrwfOPbnwEbEbmPMA4HPWmWM+drRvRMicjxSECYiJ6qkwAbBXwDuDxz7IbDQWjseZ0/UIWHnf9paOx2YAXzZGJNtrb0daLfWTrHWXmOMGQtcCZweuLYPuAZnY+oia+0Ea+1EnH3vRET2SdsWiciJ6hEAa+0CY0xaYK+6s4DLAsefM8bUh53/ZWPMxwKPi3H2Mey/cfKHgOnAB4FtvRJxNud+FhhmjPk98BzwclS+kYicUBSEicjxrIe+GX1v2OP+e7INuEebMWYucC5wqrW2zRgzv9+1QqcCf7fWfifCNSYDF+Dsd3cF8On9D19ETmaajhSR41klkBeo9UoAPhL22pUAxpgzgEZrbSOwAPhk4PhFQGbg3HSgPhCAjQFmh12n2xjjCTx+DbjcGJMXuEaWMWZoYIWly1r7BPB9YFo0vqyInFiUCROR45a1ttsYcyfwPrAbWB/2cocxZhngoTcr9SPgEWPMGuAdYGfg+IvA540x64ANwLth17kXWGmMWRqoC/s+8LIxxgV0A7cC7cDfAscA9sqUiYj0Z6wdMEMvInJcCkwnftNauzjWYxERGYimI0VERERiQJkwERERkRhQJkxEREQkBhSEiYiIiMSAgjARERGRGFAQJiIiIhIDCsJEREREYkBBmIiIiEgM/H/WfQf3mFOZlgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] @@ -652,6 +670,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "evaluating...: 100%|██████████| 49/49 [00:03<00:00, 12.51it/s]\n", "test_loss: 0.284, test_acc: 0.879\n" ] } @@ -696,7 +715,7 @@ { "data": { "text/plain": [ - "(0, 0.8809852004051208)" + "(0, 0.8934109807014465)" ] }, "execution_count": 36, @@ -720,7 +739,7 @@ { "data": { "text/plain": [ - "(1, 0.935274064540863)" + "(1, 0.9333373308181763)" ] }, "execution_count": 37, @@ -743,7 +762,7 @@ { "data": { "text/plain": [ - "(0, 0.6467499136924744)" + "(0, 0.6499875783920288)" ] }, "execution_count": 38, @@ -766,7 +785,7 @@ { "data": { "text/plain": [ - "(1, 0.6088114380836487)" + "(1, 0.6004905700683594)" ] }, "execution_count": 39,