diff --git a/01_intro.ipynb b/01_intro.ipynb index ab2d57b31..e15e17acb 100644 --- a/01_intro.ipynb +++ b/01_intro.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -517,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -536,9 +536,9 @@ " \n", " \n", " 0\n", - " 0.188673\n", - " 0.012107\n", - " 0.002706\n", + " 0.169390\n", + " 0.021388\n", + " 0.005413\n", " 00:14\n", " \n", " \n", @@ -567,10 +567,10 @@ " \n", " \n", " 0\n", - " 0.056649\n", - " 0.009575\n", - " 0.004736\n", - " 00:18\n", + " 0.058748\n", + " 0.009240\n", + " 0.002706\n", + " 00:19\n", " \n", " \n", "" @@ -636,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -645,7 +645,7 @@ "2" ] }, - "execution_count": null, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -663,17 +663,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, - "execution_count": null, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -701,13 +701,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "22613e22f0c9475cb9696273da3c3d60", + "model_id": "f78619047d7544908daa7fadd3c6f0c4", "version_major": 2, "version_minor": 0 }, @@ -741,7 +741,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "hide_input": true }, @@ -754,7 +754,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -771,14 +771,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Is this a cat?: True; Probability it's a cat: 0.999992\n" + "Is this a cat?: True.\n", + "Probability it's a cat: 0.999986\n" ] } ], "source": [ "img = PILImage.create(uploader.data[0])\n", "is_cat,_,probs = learn.predict(img)\n", - "print(f\"Is this a cat?: {is_cat}; Probability it's a cat: {probs[1].item():.6f}\")" + "print(f\"Is this a cat?: {is_cat}.\")\n", + "print(f\"Probability it's a cat: {probs[1].item():.6f}\")" ] }, { @@ -2905,20 +2907,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/02_production.ipynb b/02_production.ipynb index e0ba4e8b9..0371398a7 100644 --- a/02_production.ipynb +++ b/02_production.ipynb @@ -1629,7 +1629,8 @@ ], "source": [ "#hide_output\n", - "VBox([widgets.Label('Select your bear!'), btn_upload, btn_run, out_pl, lbl_pred])" + "VBox([widgets.Label('Select your bear!'), \n", + " btn_upload, btn_run, out_pl, lbl_pred])" ] }, { @@ -1946,20 +1947,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/03_ethics.ipynb b/03_ethics.ipynb index 9984cf8f6..843850139 100644 --- a/03_ethics.ipynb +++ b/03_ethics.ipynb @@ -1041,34 +1041,6 @@ "display_name": "Python 3", "language": "python", "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": { - "height": "600px", - "width": "365px" - }, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false } }, "nbformat": 4, diff --git a/05_pet_breeds.ipynb b/05_pet_breeds.ipynb index 7b87da6cb..4c1fc6404 100644 --- a/05_pet_breeds.ipynb +++ b/05_pet_breeds.ipynb @@ -2543,20 +2543,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/06_multicat.ipynb b/06_multicat.ipynb index 814fb9715..927d92cc1 100644 --- a/06_multicat.ipynb +++ b/06_multicat.ipynb @@ -1445,11 +1445,14 @@ "metadata": {}, "outputs": [], "source": [ - "biwi = DataBlock(blocks=(ImageBlock, PointBlock),\n", - " get_items=get_image_files,\n", - " get_y=get_ctr,\n", - " splitter=FuncSplitter(lambda o: o.parent.name=='13'),\n", - " batch_tfms=[*aug_transforms(size=(240,320)), Normalize.from_stats(*imagenet_stats)])" + "biwi = DataBlock(\n", + " blocks=(ImageBlock, PointBlock),\n", + " get_items=get_image_files,\n", + " get_y=get_ctr,\n", + " splitter=FuncSplitter(lambda o: o.parent.name=='13'),\n", + " batch_tfms=[*aug_transforms(size=(240,320)), \n", + " Normalize.from_stats(*imagenet_stats)]\n", + ")" ] }, { @@ -1925,6 +1928,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/07_sizing_and_tta.ipynb b/07_sizing_and_tta.ipynb index bcf431ef9..3f61fcde2 100644 --- a/07_sizing_and_tta.ipynb +++ b/07_sizing_and_tta.ipynb @@ -460,7 +460,8 @@ ], "source": [ "dls = get_dls(128, 128)\n", - "learn = Learner(dls, xresnet50(), loss_func=CrossEntropyLossFlat(), metrics=accuracy)\n", + "learn = Learner(dls, xresnet50(), loss_func=CrossEntropyLossFlat(), \n", + " metrics=accuracy)\n", "learn.fit_one_cycle(4, 3e-3)" ] }, @@ -1011,6 +1012,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/08_collab.ipynb b/08_collab.ipynb index 0065ec043..6cc4610a7 100644 --- a/08_collab.ipynb +++ b/08_collab.ipynb @@ -2296,6 +2296,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/09_tabular.ipynb b/09_tabular.ipynb index 331aed6c0..c7a17d588 100644 --- a/09_tabular.ipynb +++ b/09_tabular.ipynb @@ -9740,31 +9740,6 @@ "display_name": "Python 3", "language": "python", "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false } }, "nbformat": 4, diff --git a/10_nlp.ipynb b/10_nlp.ipynb index aea83d35d..ddfa77c17 100644 --- a/10_nlp.ipynb +++ b/10_nlp.ipynb @@ -1708,7 +1708,8 @@ "TEXT = \"I liked this movie because\"\n", "N_WORDS = 40\n", "N_SENTENCES = 2\n", - "preds = [learn.predict(TEXT, N_WORDS, temperature=0.75) for _ in range(N_SENTENCES)]" + "preds = [learn.predict(TEXT, N_WORDS, temperature=0.75) \n", + " for _ in range(N_SENTENCES)]" ] }, { @@ -1891,7 +1892,8 @@ "metadata": {}, "outputs": [], "source": [ - "learn = text_classifier_learner(dls_clas, AWD_LSTM, drop_mult=0.5, metrics=accuracy).to_fp16()" + "learn = text_classifier_learner(dls_clas, AWD_LSTM, drop_mult=0.5, \n", + " metrics=accuracy).to_fp16()" ] }, { @@ -2260,20 +2262,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/11_midlevel_data.ipynb b/11_midlevel_data.ipynb index 40f0f676d..fa6cb9434 100644 --- a/11_midlevel_data.ipynb +++ b/11_midlevel_data.ipynb @@ -602,7 +602,8 @@ "source": [ "cut = int(len(files)*0.8)\n", "splits = [list(range(cut)), list(range(cut,len(files)))]\n", - "tls = TfmdLists(files, [Tokenizer.from_folder(path), Numericalize], splits=splits)" + "tls = TfmdLists(files, [Tokenizer.from_folder(path), Numericalize], \n", + " splits=splits)" ] }, { @@ -1083,7 +1084,8 @@ "class SiameseTransform(Transform):\n", " def __init__(self, files, label_func, splits):\n", " self.labels = files.map(label_func).unique()\n", - " self.lbl2files = {l: L(f for f in files if label_func(f) == l) for l in self.labels}\n", + " self.lbl2files = {l: L(f for f in files if label_func(f) == l) \n", + " for l in self.labels}\n", " self.label_func = label_func\n", " self.valid = {f: self._draw(f) for f in files[splits[1]]}\n", " \n", @@ -1095,7 +1097,8 @@ " def _draw(self, f):\n", " same = random.random() < 0.5\n", " cls = self.label_func(f)\n", - " if not same: cls = random.choice(L(l for l in self.labels if l != cls)) \n", + " if not same: \n", + " cls = random.choice(L(l for l in self.labels if l != cls)) \n", " return random.choice(self.lbl2files[cls]),same" ] }, @@ -1246,20 +1249,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/12_nlp_dive.ipynb b/12_nlp_dive.ipynb index 110a8957d..070cc83cf 100644 --- a/12_nlp_dive.ipynb +++ b/12_nlp_dive.ipynb @@ -497,7 +497,8 @@ } ], "source": [ - "learn = Learner(dls, LMModel1(len(vocab), 64), loss_func=F.cross_entropy, metrics=accuracy)\n", + "learn = Learner(dls, LMModel1(len(vocab), 64), loss_func=F.cross_entropy, \n", + " metrics=accuracy)\n", "learn.fit_one_cycle(4, 1e-3)" ] }, @@ -654,7 +655,8 @@ } ], "source": [ - "learn = Learner(dls, LMModel2(len(vocab), 64), loss_func=F.cross_entropy, metrics=accuracy)\n", + "learn = Learner(dls, LMModel2(len(vocab), 64), loss_func=F.cross_entropy, \n", + " metrics=accuracy)\n", "learn.fit_one_cycle(4, 1e-3)" ] }, @@ -1474,7 +1476,8 @@ } ], "source": [ - "learn = Learner(dls, LMModel5(len(vocab), 64, 2), loss_func=CrossEntropyLossFlat(), \n", + "learn = Learner(dls, LMModel5(len(vocab), 64, 2), \n", + " loss_func=CrossEntropyLossFlat(), \n", " metrics=accuracy, cbs=ModelReseter)\n", "learn.fit_one_cycle(15, 3e-3)" ] @@ -1867,7 +1870,8 @@ } ], "source": [ - "learn = Learner(dls, LMModel6(len(vocab), 64, 2), loss_func=CrossEntropyLossFlat(), \n", + "learn = Learner(dls, LMModel6(len(vocab), 64, 2), \n", + " loss_func=CrossEntropyLossFlat(), \n", " metrics=accuracy, cbs=ModelReseter)\n", "learn.fit_one_cycle(15, 1e-2)" ] @@ -2354,20 +2358,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/13_convolutions.ipynb b/13_convolutions.ipynb index c28dbf3d7..64c75cfb8 100644 --- a/13_convolutions.ipynb +++ b/13_convolutions.ipynb @@ -3757,6 +3757,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/14_resnet.ipynb b/14_resnet.ipynb index b5217a07b..6840fc0d0 100644 --- a/14_resnet.ipynb +++ b/14_resnet.ipynb @@ -1268,6 +1268,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/15_arch_details.ipynb b/15_arch_details.ipynb index 6a96b5b78..e935d88cc 100644 --- a/15_arch_details.ipynb +++ b/15_arch_details.ipynb @@ -233,7 +233,341 @@ "source": [ "This picture shows the CNN body on the left (in this case, it's a regular CNN, not a ResNet, and they're using 2x2 max pooling instead of stride 2 convolutions, since this paper was written before ResNets came along) and it shows the transposed convolutional layers on the right (they're called \"up-conv\" in this picture). Then then extra skip connections are shown as grey arrows crossing from left to right (these are sometimes called *cross connections*). You can see why it's called a \"U-net\" when you see this picture!\n", "\n", - "With this architecture, the input to the transposed convolutions is not just the lower resolution grid in the preceding layer, but also the higher resolution grid in the resnet head. This allows the U-Net to use all of the information of the original image, as it is needed. One challenge with U-Nets is that the exact architecture depends on the image size. fastai has a unique `DynamicUnet` class which auto-generates an architecture of the right size based on the data provided." + "With this architecture, the input to the transposed convolutions is not just the lower resolution grid in the preceding layer, but also the higher resolution grid in the resnet head. This allows the U-Net to use all of the information of the original image, as it is needed. One challenge with U-Nets is that the exact architecture depends on the image size. fastai has a unique `DynamicUnet` class which auto-generates an architecture of the right size based on the data provided.\n", + "\n", + "Let's focus now on an example where we leverage the fastai library to write a custom model:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Siamese network" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.PETS)\n", + "files = get_image_files(path/\"images\")\n", + "\n", + "class SiameseImage(Tuple):\n", + " def show(self, ctx=None, **kwargs): \n", + " img1,img2,same_breed = self\n", + " if not isinstance(img1, Tensor):\n", + " if img2.size != img1.size: img2 = img2.resize(img1.size)\n", + " t1,t2 = tensor(img1),tensor(img2)\n", + " t1,t2 = t1.permute(2,0,1),t2.permute(2,0,1)\n", + " else: t1,t2 = img1,img2\n", + " line = t1.new_zeros(t1.shape[0], t1.shape[1], 10)\n", + " return show_image(torch.cat([t1,line,t2], dim=2), \n", + " title=same_breed, ctx=ctx)\n", + " \n", + "def label_func(fname):\n", + " return re.match(r'^(.*)_\\d+.jpg$', fname.name).groups()[0]\n", + "\n", + "class SiameseTransform(Transform):\n", + " def __init__(self, files, label_func, splits):\n", + " self.labels = files.map(label_func).unique()\n", + " self.lbl2files = {l: L(f for f in files if label_func(f) == l) for l in self.labels}\n", + " self.label_func = label_func\n", + " self.valid = {f: self._draw(f) for f in files[splits[1]]}\n", + " \n", + " def encodes(self, f):\n", + " f2,t = self.valid.get(f, self._draw(f))\n", + " img1,img2 = PILImage.create(f),PILImage.create(f2)\n", + " return SiameseImage(img1, img2, t)\n", + " \n", + " def _draw(self, f):\n", + " same = random.random() < 0.5\n", + " cls = self.label_func(f)\n", + " if not same: cls = random.choice(L(l for l in self.labels if l != cls)) \n", + " return random.choice(self.lbl2files[cls]),same\n", + " \n", + "splits = RandomSplitter()(files)\n", + "tfm = SiameseTransform(files, label_func, splits)\n", + "tls = TfmdLists(files, tfm, splits=splits)\n", + "dls = tls.dataloaders(after_item=[Resize(224), ToTensor], \n", + " after_batch=[IntToFloatTensor, Normalize.from_stats(*imagenet_stats)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's go back to the input pipeline we set up in <> for a Siamese network. If your remember, it consisted of pair of images with the label being `True` or `False`, depending on if they were in the same class or not.\n", + "\n", + "Using what we just saw, let's build a custom model for this task and train it. How? We will use a pretrained architecture and pass our two images throught it. Then we can concatenate the results and send them to a custom head that will return two predictions. In terms of modules, this looks like this:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class SiameseModel(Module):\n", + " def __init__(self, encoder, head):\n", + " self.encoder,self.head = encoder,head\n", + " \n", + " def forward(self, x1, x2):\n", + " ftrs = torch.cat([self.encoder(x1), self.encoder(x2)], dim=1)\n", + " return self.head(ftrs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To create our encoder, we just need to take a pretrained model and cut it, as we explained before. The function `create_body` does that for us, we just have to pass it the place we want to cut. If we remember our look in the dictionary of metadata for pretrained models, the cut value for a resnet is -2:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "encoder = create_body(resnet34, cut=-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we can create our head. A look at the encoder tells us the last layer has 512 features, so this head will need to receive `512*4`. Why 4? First we have to multiply by 2 because we have two images. Then we need a second multiplication by 2 because of our concat-pool trick." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "head = create_head(512*4, 2, ps=0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With our encoder and head, we can now build our model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = SiameseModel(encoder, head)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before using `Learner`, we have two more things to define. First, we must define the loss function we want to use. It's regular cross entropy, but since our targets are booleans, we need to convert them to integers or PyTorch will throw an error." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def loss_func(out, targ):\n", + " return nn.CrossEntropyLoss()(out, targ.long())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "More importantly, to take full advantage of transfer learning, we have to define a custom *splitter*. A splitter is a function that tells the fastai library how to split the model in several parameter groups. This is what is used behind the scenes not only train the head of a model when we do transfert learning. \n", + "\n", + "Here we want two parameter groups: one for the encoder and one for the head. We can thus define the following splitter (`params` is jsut a function that returns all parameters of a given module):" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def siamese_splitter(model):\n", + " return [params(model.encoder), params(model.head)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we can define our `Learner` by passing the data, model, loss function, spliiter and any metric we want. Since we are not using a convenience function from fastai for transfer learning (like `cnn_learner`), we have to call `learn.freeze` manually. This will make sure only the last parameter groups (in this case, the head) is trained. 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epochtrain_lossvalid_lossaccuracytime
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20.2046060.1523380.94519600:36
30.2132030.1483460.94790300:36
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.unfreeze()\n", + "learn.fit_one_cycle(4, slice(1e-6,1e-4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "94.8% is very good when we remember a classifier trained the same way (with no data augmentation) had an arror rate of 7%." ] }, { @@ -476,6 +810,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/16_accel_sgd.ipynb b/16_accel_sgd.ipynb index 7320cb3c3..afa3ba105 100644 --- a/16_accel_sgd.ipynb +++ b/16_accel_sgd.ipynb @@ -1307,6 +1307,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/17_foundations.ipynb b/17_foundations.ipynb index fe2d1d806..723977b19 100644 --- a/17_foundations.ipynb +++ b/17_foundations.ipynb @@ -2037,7 +2037,8 @@ " return self.out\n", " \n", " def backward(self):\n", - " self.inp.g = 2. * (self.inp.squeeze() - self.targ).unsqueeze(-1) / self.targ.shape[0]" + " x = (self.inp.squeeze()-self.targ).unsqueeze(-1)\n", + " self.inp.g = 2.*x/self.targ.shape[0]" ] }, { @@ -2189,7 +2190,8 @@ "source": [ "class Mse(LayerFunction):\n", " def forward (self, inp, targ): return (inp.squeeze() - targ).pow(2).mean()\n", - " def bwd(self, out, inp, targ): inp.g = 2*(inp.squeeze()-targ).unsqueeze(-1) / targ.shape[0]" + " def bwd(self, out, inp, targ): \n", + " inp.g = 2*(inp.squeeze()-targ).unsqueeze(-1) / targ.shape[0]" ] }, { @@ -2446,6 +2448,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/18_CAM.ipynb b/18_CAM.ipynb index 949dc1294..ab3683431 100644 --- a/18_CAM.ipynb +++ b/18_CAM.ipynb @@ -653,6 +653,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/19_learner.ipynb b/19_learner.ipynb index 9e7bd9f07..386e8efaa 100644 --- a/19_learner.ipynb +++ b/19_learner.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -26,6 +26,13 @@ "The end of chapter questionnaire is particularly important for this chapter. This is where we will be getting you started on the many interesting directions that you could take, using this chapter as your starting out point. What we are really saying is: follow through with this chapter on your computer, not on paper, and do lots of experiments, web searches, and whatever else you need to understand what's going on. You've built up the skills and expertise to do this in the rest of this book, so we think you are going to go great!" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First let's start with gathering (manually) the data." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -42,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -67,7 +74,7 @@ "Path('/home/jhoward/.fastai/data/imagenette2-160/val/n03417042/n03417042_3752.JPEG')" ] }, - "execution_count": 3, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -86,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -95,7 +102,7 @@ "Path('/home/jhoward/.fastai/data/imagenette2-160/val/n03417042/n03417042_3752.JPEG')" ] }, - "execution_count": 4, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -117,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -127,7 +134,7 @@ "" ] }, - "execution_count": 5, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -139,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -148,7 +155,7 @@ "torch.Size([160, 213, 3])" ] }, - "execution_count": 6, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -167,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -176,7 +183,7 @@ "(#10) ['n03417042','n03445777','n03888257','n03394916','n02979186','n03000684','n03425413','n01440764','n03028079','n02102040']" ] }, - "execution_count": 7, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -194,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -212,7 +219,7 @@ " 'n02102040': 9}" ] }, - "execution_count": 8, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -225,14 +232,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "That's all the pieces we need to put together our `Dataset`:" + "That's all the pieces we need to put together our `Dataset`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Dataset" + "### Dataset" ] }, { @@ -244,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -266,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -275,7 +282,7 @@ "(9469, 3925)" ] }, - "execution_count": 10, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -295,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -304,7 +311,7 @@ "(torch.Size([64, 64, 3]), tensor(0))" ] }, - "execution_count": 11, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -317,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -346,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -364,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -373,7 +380,7 @@ "(torch.Size([2, 64, 64, 3]), tensor([0, 0]))" ] }, - "execution_count": 14, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -392,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -419,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -428,7 +435,7 @@ "(torch.Size([128, 64, 64, 3]), torch.Size([128]), 74)" ] }, - "execution_count": 16, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -452,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -461,7 +468,7 @@ "[tensor([0.4544, 0.4453, 0.4141]), tensor([0.2812, 0.2766, 0.2981])]" ] }, - "execution_count": 17, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -480,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -501,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -520,7 +527,7 @@ "(tensor([0.3732, 0.4907, 0.5633]), tensor([1.0212, 1.0311, 1.0131]))" ] }, - "execution_count": 20, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -537,6 +544,13 @@ "Here `tfm_x` isn't just applying `Normalize`, but is also permuting the axis order from `NHWC` to `NCHW` (see <> if you need a reminder what these acronyms refer to). PIL uses `HWC` axis order, which we can't use with PyTorch, hence the need for this `permute`." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's all we need for the data for our model. So now we need the model itself!" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -548,12 +562,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "That's all we need for the data for our model. So now we need the model itself! To create a model, we'll need `Module`. To create `Module`, we'll need `Parameter`, so let's start there. Recall that in <> we said that `Parameter` \"this class doesn't actually add any functionality (other than automatically calling `requires_grad_()` for us). It's only used as a 'marker' to show what to include in `parameters()`\". Here's a definition which does exactly that:" + "To create a model, we'll need `Module`. To create `Module`, we'll need `Parameter`, so let's start there. Recall that in <> we said that `Parameter` \"this class doesn't actually add any functionality (other than automatically calling `requires_grad_()` for us). It's only used as a 'marker' to show what to include in `parameters()`\". Here's a definition which does exactly that:" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -573,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -582,7 +596,7 @@ "tensor(3., requires_grad=True)" ] }, - "execution_count": 22, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -600,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -658,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -686,7 +700,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -695,7 +709,7 @@ "2" ] }, - "execution_count": 25, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -714,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -723,7 +737,7 @@ "torch.Size([128, 4, 64, 64])" ] }, - "execution_count": 26, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -743,7 +757,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -766,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -775,7 +789,7 @@ "torch.Size([3, 2])" ] }, - "execution_count": 28, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -795,7 +809,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -814,7 +828,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -823,7 +837,7 @@ "4" ] }, - "execution_count": 30, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -842,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -851,7 +865,7 @@ "device(type='cuda', index=5)" ] }, - "execution_count": 31, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -865,7 +879,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Simple CNN" + "We can now use those pieces to create a CNN." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simple CNN" ] }, { @@ -877,7 +898,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -915,7 +936,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -932,7 +953,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -956,7 +977,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -965,7 +986,7 @@ "10" ] }, - "execution_count": 35, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -984,7 +1005,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1003,7 +1024,7 @@ "torch.Size([128, 10])" ] }, - "execution_count": 36, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1016,6 +1037,13 @@ "r.shape" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have data and model. Now we need a loss function." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1027,12 +1055,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We have data and model. Now we need a loss function. We've already seen how to define \"negative log likelihood\":" + "We've already seen how to define \"negative log likelihood\":" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1048,7 +1076,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1057,7 +1085,7 @@ "tensor(-1.2790, grad_fn=)" ] }, - "execution_count": 38, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1077,7 +1105,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1086,7 +1114,7 @@ "tensor(2.5666, grad_fn=)" ] }, - "execution_count": 39, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1109,7 +1137,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1118,7 +1146,7 @@ "tensor(-1.2790, grad_fn=)" ] }, - "execution_count": 40, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1144,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1153,7 +1181,7 @@ "tensor(True)" ] }, - "execution_count": 41, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1173,7 +1201,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1182,7 +1210,7 @@ "tensor(3.9784, grad_fn=)" ] }, - "execution_count": 42, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1204,7 +1232,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1220,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1229,7 +1257,7 @@ "tensor(-1.2790, grad_fn=)" ] }, - "execution_count": 44, + "execution_count": null, "metadata": {}, "output_type": "execute_result" } @@ -1247,13 +1275,20 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def cross_entropy(preds, yb): return nll(log_softmax(preds), yb).mean()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now combine all those pieces together to create a `Learner`." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1270,7 +1305,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1291,7 +1326,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1310,12 +1345,10 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "#id class_learner\n", - "#caption The Learner class\n", "class Learner:\n", " def __init__(self, model, dls, loss_func, lr, cbs, opt_func=SGD):\n", " store_attr(self, 'model,dls,loss_func,lr,cbs,opt_func')\n", @@ -1375,7 +1408,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Callbacks" + "### Callbacks" ] }, { @@ -1391,7 +1424,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1407,7 +1440,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1430,7 +1463,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1460,7 +1493,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1508,14 +1541,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It's quite amazing to realize that we can implement all the key ideas from fastai's `Learner` in so little code!" + "It's quite amazing to realize that we can implement all the key ideas from fastai's `Learner` in so little code! Let's now add some learning rate scheduling." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Annealing" + "### Scheduling the learning rate" ] }, { @@ -1527,7 +1560,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1556,7 +1589,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1719,7 +1752,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1756,6 +1789,13 @@ "plt.plot(onecyc.lrs);" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TK conclusion" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1841,6 +1881,9 @@ } ], "metadata": { + "jupytext": { + "split_at_heading": true + }, "kernelspec": { "display_name": "Python 3", "language": "python", @@ -1856,20 +1899,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false + "version": "3.7.4" } }, "nbformat": 4, diff --git a/20_conclusion.ipynb b/20_conclusion.ipynb index 1ad376e0b..3ed12ab95 100644 --- a/20_conclusion.ipynb +++ b/20_conclusion.ipynb @@ -69,6 +69,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/app_blog.ipynb b/app_blog.ipynb index 840eef5e8..343be9b32 100644 --- a/app_blog.ipynb +++ b/app_blog.ipynb @@ -292,6 +292,18 @@ "display_name": "Python 3", "language": "python", "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" } }, "nbformat": 4, diff --git a/app_jupyter.ipynb b/app_jupyter.ipynb index ce9c06ed3..3814e30aa 100644 --- a/app_jupyter.ipynb +++ b/app_jupyter.ipynb @@ -533,31 +533,6 @@ "display_name": "Python 3", "language": "python", "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.5" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": false, - "sideBar": true, - "skip_h1_title": true, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false } }, "nbformat": 4, diff --git a/clean/01_intro.ipynb b/clean/01_intro.ipynb new file mode 100644 index 000000000..653029311 --- /dev/null +++ b/clean/01_intro.ipynb @@ -0,0 +1,1504 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Your deep learning journey" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep learning is for everyone" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Neural networks: a brief history" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What you will learn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Who we are" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How to learn deep learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Your projects and your mindset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The software: PyTorch, fastai, and Jupyter (and why it doesn't matter)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Your first model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Getting a GPU deep learning server" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Running your first notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losserror_ratetime
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CLICK ME\n", + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.PETS)/'images'\n", + "\n", + "def is_cat(x): return x[0].isupper()\n", + "dls = ImageDataLoaders.from_name_func(\n", + " path, get_image_files(path), valid_pct=0.2, seed=42,\n", + " label_func=is_cat, item_tfms=Resize(224))\n", + "\n", + "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n", + "learn.fine_tune(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: This book was written in Jupyter Notebooks" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1+1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + 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+ "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = PILImage.create('images/chapter1_cat_example.jpg')\n", + "img.to_thumb(192)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f78619047d7544908daa7fadd3c6f0c4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "FileUpload(value={}, description='Upload')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "uploader = widgets.FileUpload()\n", + "uploader" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "hide_input": true + }, + "outputs": [], + "source": [ + "#hide\n", + "# For the book, we can't actually click an upload button, so we fake it\n", + "uploader = SimpleNamespace(data = ['images/chapter1_cat_example.jpg'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Is this a cat?: True.\n", + "Probability it's a cat: 0.999986\n" + ] + } + ], + "source": [ + "img = PILImage.create(uploader.data[0])\n", + "is_cat,_,probs = learn.predict(img)\n", + "print(f\"Is this a cat?: {is_cat}.\")\n", + "print(f\"Probability it's a cat: {probs[1].item():.6f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What is machine learning?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "G\n", + "\n", + "\n", + "\n", + "program\n", + "\n", + "\n", + "\n", + "\n", + "program\n", + "\n", + "\n", + "\n", + "results\n", + "\n", + "results\n", + "\n", + "\n", + "\n", + "program->results\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "inputs\n", + "\n", + "inputs\n", + "\n", + "\n", + "\n", + "inputs->program\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gv('''program[shape=box3d width=1 height=0.7]\n", + "inputs->program->results''')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "G\n", + "\n", + "\n", + "\n", + "model\n", + "\n", + "\n", + "\n", + "\n", + "model\n", + "\n", + "\n", + "\n", + "results\n", + "\n", + "results\n", + "\n", + "\n", + "\n", + "model->results\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "inputs\n", + 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"inputs->model->predictions; parameters->model; labels->loss; predictions->loss\n", + "loss->parameters[constraint=false label=update]''')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Limitations inherent to machine learning\n", + "\n", + "From this picture we can now see some fundamental things about training a deep learning model:\n", + "\n", + "- A model cannot be created without data ;\n", + "- A model can only learn to operate on the patterns seen in the input data used to train it ;\n", + "- This learning approach only creates *predictions*, not recommended *actions* ;\n", + "- It's not enough to just have examples of input data; we need *labels* for that data too (e.g. pictures of dogs and cats aren't enough to train a model; we need a label for each one, saying which ones are dogs, and which are cats).\n", + "\n", + "Generally speaking, we've seen that most organizations that think they don't have enough data, actually mean they don't have enough *labeled* data. If any organization is interested in doing something in practice with a model, then presumably they have some inputs they plan to run their model against. And presumably they've been doing that some other way for a while (e.g. manually, or with some heuristic program), so they have data from those processes! For instance, a radiology practice will almost certainly have an archive of medical scans (since they need to be able to check how their patients are progressing over time), but those scans may not have structured labels containing a list of diagnoses or interventions (since radiologists generally create free text natural language reports, not structured data). We'll be discussing labeling approaches a lot in this book, since it's such an important issue in practice.\n", + "\n", + "Since these kinds of machine learning models can only make *predictions* (i.e. attempt to replicate labels), this can result in a significant gap between organizational goals and model capabilities. For instance, in this book you'll learn how to create a *recommendation system* that can predict what products a user might purchase. This is often used in e-commerce, such as to customize products shown on a home page, by showing the highest-ranked items. But such a model is generally created by looking at a user and their buying history (*inputs*) and what they went on to buy or look at (*labels*), which means that the model is likely to tell you about products they already have, or already know about, rather than new products that they are most likely to be interested in hearing about. That's very different to what, say, an expert at your local bookseller might do, where they ask questions to figure out your taste, and then tell you about authors or series that you've never heard of before." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### How our image recognizer works" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What our image recognizer learned" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Image recognizers can tackle non-image tasks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Jargon recap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep learning is not just for image classification" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "path = untar_data(URLs.CAMVID_TINY)\n", + "dls = SegmentationDataLoaders.from_label_func(\n", + " path, bs=8, fnames = get_image_files(path/\"images\"),\n", + " label_func = lambda o: path/'labels'/f'{o.stem}_P{o.suffix}',\n", + " codes = np.loadtxt(path/'codes.txt', dtype=str)\n", + ")\n", + "\n", + "learn = unet_learner(dls, resnet34)\n", + "learn.fine_tune(8)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from fastai2.text.all import *\n", + "\n", + "dls = TextDataLoaders.from_folder(untar_data(URLs.IMDB), valid='test')\n", + "learn = text_classifier_learner(dls, AWD_LSTM, drop_mult=0.5, metrics=accuracy)\n", + "learn.fine_tune(4, 1e-2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "('pos', tensor(1), tensor([0.0041, 0.9959]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.predict(\"I really liked that movie!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: The order matter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.tabular.all import *\n", + "path = untar_data(URLs.ADULT_SAMPLE)\n", + "\n", + "dls = TabularDataLoaders.from_csv(path/'adult.csv', path, y_names=\"salary\",\n", + " cat_names = ['workclass', 'education', 'marital-status', 'occupation',\n", + " 'relationship', 'race'],\n", + " cont_names = ['age', 'fnlwgt', 'education-num'],\n", + " procs = [Categorify, FillMissing, Normalize])\n", + "\n", + "learn = tabular_learner(dls, metrics=accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.3599600.3579170.83138800:11
10.3534580.3496570.83799100:10
20.3383680.3469970.84321300:10
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
01.5540561.42807100:01
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epochtrain_lossvalid_losstime
01.3931031.36134200:01
11.2979301.15916900:00
21.0527050.82793400:01
30.8101240.66873500:01
40.7115520.62783600:01
50.6574020.61171500:01
60.6330790.60573300:01
70.6223990.60267400:01
80.6290750.60167100:00
90.6199550.60155000:01
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from fastai2.collab import *\n", + "path = untar_data(URLs.ML_SAMPLE)\n", + "dls = CollabDataLoaders.from_csv(path/'ratings.csv')\n", + "learn = collab_learner(dls, y_range=(0.5,5.5))\n", + "learn.fine_tune(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
userIdmovieIdratingrating_pred
015712004.03.558502
1233442.02.700709
21912215.04.390801
34305923.53.944848
45478584.04.076881
5292394.53.753513
652912654.03.349463
7192313.02.881087
847549634.04.023387
91302604.53.979703
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.show_results()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Datasets: food for models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Validation sets and test sets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use judgment in defining test sets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A _Choose Your Own Adventure_ moment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/clean/02_production.ipynb b/clean/02_production.ipynb new file mode 100644 index 000000000..589250240 --- /dev/null +++ b/clean/02_production.ipynb @@ -0,0 +1,1029 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *\n", + "from fastai2.vision.widgets import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# From model to production" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The practice of deep learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Starting your project" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The state of deep learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Computer vision" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Text (natural language processing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Combining text and images" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Tabular data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Recommendation systems" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Drivetrain approach" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gathering data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "key = 'XXX'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "search_images_bing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "150" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = search_images_bing(key, 'grizzly bear')\n", + "ims = results.attrgot('content_url')\n", + "len(ims)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [], + "source": [ + "#hide\n", + "ims = ['http://3.bp.blogspot.com/-S1scRCkI3vY/UHzV2kucsPI/AAAAAAAAA-k/YQ5UzHEm9Ss/s1600/Grizzly%2BBear%2BWildlife.jpg']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dest = 'images/grizzly.jpg'\n", + "download_url(ims[0], dest)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = Image.open(dest)\n", + "im.to_thumb(128,128)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bear_types = 'grizzly','black','teddy'\n", + "path = Path('bears')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "if not path.exists():\n", + " path.mkdir()\n", + " for o in bear_types:\n", + " dest = (path/o)\n", + " dest.mkdir(exist_ok=True)\n", + " results = search_images_bing(key, f'{o} bear')\n", + " download_images(dest, urls=results.attrgot('content_url'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#421) [Path('bears/black/00000095.jpg'),Path('bears/black/00000133.jpg'),Path('bears/black/00000062.jpg'),Path('bears/black/00000023.jpg'),Path('bears/black/00000029.jpg'),Path('bears/black/00000094.jpg'),Path('bears/black/00000124.jpg'),Path('bears/black/00000056.jpeg'),Path('bears/black/00000046.jpg'),Path('bears/black/00000045.jpg')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fns = get_image_files(path)\n", + "fns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(#0) []" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "failed = verify_images(fns)\n", + "failed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "failed.map(Path.unlink);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Getting help in jupyter notebooks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## From data to DataLoaders" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bears = DataBlock(\n", + " blocks=(ImageBlock, CategoryBlock), \n", + " get_items=get_image_files, \n", + " splitter=RandomSplitter(valid_pct=0.3, seed=42),\n", + " get_y=parent_label,\n", + " item_tfms=Resize(128))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = bears.dataloaders(path)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=Resize(128, ResizeMethod.Squish))\n", + "dls = bears.dataloaders(path)\n", + "dls.valid.show_batch(max_n=4, rows=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=Resize(128, ResizeMethod.Pad, pad_mode='zeros'))\n", + "dls = bears.dataloaders(path)\n", + "dls.valid.show_batch(max_n=4, rows=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EUisqHkxZS0dUBK0RUgebc5IMRDGknUNNazRcQL4NdkEelMqWqM5yhdjhuzagukOB+v2d7rNM45W1Z/BJ+1HVp99pFZnPGX63TrhgtaOKUcXtv5izJ2oZUejUWSdrma0gilhtmS0IIUKp/gNIVESM4dBjxVAJYDJnxh7eu89w2BPOLwmyRruO+9ZxvroAYPdgR95fs7//CMvGgwePsFK43HhWaRh7rAwcHj/kmcvv4Ds//O188bd/g1c/6ytirkKHoay2F2TtEAYOhx12eAxAzp8hP3pA7uDyViKstkhYcdj5vKP9jlUMYAMSKxKV4XBF3XRYcad7pRvUQnuQANp4c2J7/qwrZgKmVFNqaXPDFMSJcOLlPhUQK0hj+k+zFx6M2zy/idlM3lhjWN3NnN6Px6kj+8CTRajWEewC5AzwuVqlEgN0EaqMYCMlF2odCcE/G1NERKgiiBl93xOCHrNCuPNaSqFNigjGMPp4M4w96/XKfzZbSikM/cDQArE87okycLmB0dZcPvsSm7u3mLwJRH2c1YLGkf3+AbleoS0QlObIlZypNnC2PeewH7j/pi+QZSKQI/1uZHMRPFud9kR1EqLUQrBArUpQRVTatXT7SSvj9nPPcHn749RcCfIplAx1NdtdYxlBtWV8BdUwk2Qz4Vg9MC0lz9cffM4QBqBgOjbHVWafp1BQq7NPA+6n1TnYNbQFau+Ed3RYa63zxD6FG0J2lqQqakcH1WZnsEI1T0tVGAZn5mq7eD7ZKkXEH1QE1Qix0fMSKLVSaiFbpQpIUHQyqHYbsipg5DwyhuDOa4sGDGuUf+Rm6Cn5mBIASCkRB6UTHxyG3d4p9IMb6Dj01FoINXMdAofLC7bnG2Lwy6UY++sbKJUOoQu3sE7mczAVqhlB1aOWWlHRmVk1P1E0RlQUCy1ar6Vdd09Zu6PiD7g7U+1uqqAqc5rIMMwUaqVOhoS2CSuDjP53O4303aB9YIyoJGddT+a0Ot11VTQpKh1WfPKoeU0uShkrdRwJek7QNWUKS9+G1fpm4nTAfDJy8xTAEwPq/I4hVlsGweaBZGYEG5tkpVDGEcmZLiVK7w/zWIySKzkXSg2E6vaec3F5CyAxMPQ9MSX6vqeIEoLQJbeBlBKEQC2Fw343p7Gmo1x1HavViqEXuhhZrTpqHulbWtRSJFNJAfqx52p/w9nQc+f55/370xobDA3mA3kt1OrPi0OevF4qLfVzcl1bZG0iIOqOycRmVgN1JhoTrO7RIEhjpJSIWWwMuCFWwMYnJimbnd+KBKWGDuIZaBsj0gbRM+oYgciqWzPmDrFpcJVZTmNPksNPBaZj92fzyfcmR/qtKWGrOrNyYkZtY8mR4ZAveRZUJ37bMTkP/otgRLd5UvtbIJq45Kl4FszK6PcQKOaBeR5Huq5jSuhobNOMQRkyViubtCIPhTJmbnY+8T68/wCpxj5dcSnP8fC1h9h1Jke37YtbK64eHcj3r7HukutD5nJ7weqWM1G3V4nXXnsVMbhzuSXvH3O2jZxt3W6Gw4ACl3eeYfv8CwjXXL/xGXLvDqsOI3l/TZQtZ/EWhZHHDx9B+36NiSodNQRMC8aIdgWLIzU0Flo7VBSNEQkCsWXSJqddFaq6D6eC1doCvuka1znNOjl1HLkWz3y9Y2agXeh3oTxFphnDjtlK3m78bX/3f6aU7HS+5qHl9PkKnvdaUSRSrWLSIcFtJmoG7Qk6ECQTxZn8Ogpj9ntSSvEMZTuCFCOVSp6dLmGslRQiIQYf47VS52fBiHHDerViHAaurq447A+UoZEQ/YEyjNQxQDViSqRVx6FlfFQVlYKkihZni02Z2ctQjRSUGGG9ClxcbBEx+ubxjvsVgYgIhChuezJSJpdYAEtYVUycAOFUdhHcV4p2i5w3mGV3NCXClBW2ilnx21J9bBCVI4ElhkjweaIYJoqIHDNrGFJGz9xZaXaqM5FiKGqK68fU93Uy/kwStK8UUy9FVwsWLFiwYMGCBQve03hnDWutM4VqdsqcnaRWpTbl41TY1CEyuAbCIoe+x4YD0qIdyyOUQjWhhgSdIjrpQCFbpR8HUCV1ibReEbuupShp3xHA4HA4EINi0RmbIhPDYlgZyeNIMU+Xxy614irouhWlHzjcXFOtEmIkqnBx0TQjh4BVQ+tAtcI49txc1/kanG86VBL7a9caagxICJ7iwlP4pWk6paXt7ZTJqFCLNX2kURs7Utv+qxXXihgtXeZM1jGwPtL4VTwtbCV5ZGPH4hlDwIprzIpLDJ5kWCsmFcHvo+urJrjGMUalmFFFXaMyCXPEReolG1gE8fRBbAdZrVDr71Y39/XD2zKoTatyWhDw1m1qLScMq7nU+hhoU81Zuy5G1Ayp0MgsrIqr1iQQ48pF5GMmI2g4xoYlFwTYbrYEEcaxP8keGEE9Y1BzJOf8RBoljwMqHsWbuObV6iT8gJvDgbPVmrTakFaJfrim3tywe/1VAC5e6IACq4gG8QyGKoyTJsD8+FpWw69YPdGouzxIVLzwBnHZhB6zB1YLwuhSmJwJIrOOEDNqnljagungtiPhRJYQUKo/xxqQuAGJWGljiK4JukXlDMsdpShWPBU23c9J+0178o6s61efGn83Ndi/N5zKcd7mXZG58NQ3ewfZjghmwa87k84sebFrzYQyNB3mkQW2XBiGA5gRUCjVU7GnevJScNWhNB5Q5iOQXCmHnuvxTa5eLQzXA5sQub3xoqgHr73G/v4V6xKIt5/h1p1LxAZ2N144cvv2HTZjJvQZSYV7D77IOmRu33WG9XBtHA6Z6919YnmGoIWcC+tJklW98CuLwpBBBmx8RFh55k23l4TLuxgrxnxN0R0Xt11esLrwguAshmoidB2SAqhrJPOU3Zv03CqtriAjMrreG0CiF1tN2S+RI9P6LQIjnxSZTZIul0+AUks3y0xQkJgZzTM7xkCQgoYIuUm5GuscQvCam5Ms0SmqFdSEUjI5D4S1b7FZb8klc//em1gpWC5EY7Zrq5VSMmP2mpn1ao1qpI6TRtazrv6sBEw6jJXXhgDUA0Jks1rxzJ1LglaCVPZXXjPzevY6gxgzslpxtt2y6jaMTVstQVoGZWKs36rX93HaM2VKzhCDSzTm4cACilJq8Qy3GaLW2NnjnRGcwRZsGl6P90nGSd+AmWIWEVm327RG2FLGSB6VYMkZ1mn/QpuX33nM/QoOa24OU50FzGIKpphUqo6MlnGi1weFoBtEM6K9G10VxEbIrseQeqCWStVI2SQ476hmlGnWBzAhxki3WpFSapqRfp5oKubOUQyksGISdPdNY6oKY+59csSIXWK72WDNgG+urhATUuhAKqvtCsTom9OARtdoaMfl5QVjHsnjAW0z6jiMhACbzTlahEevXpOGju52uznrDdgWr5ntqDa4nm4S5mslBSGYNQ2g602lVWQHqssAzCeZinrV3nwP3PiNaUCDYF7hL7NG1Wl7MwGCPzDtuk3naBpBolf8qYBWbC4wGhCrYIpy1KrS9GyimUikWkcpXthDNxCYRNzxiWrQbza+nFNiTT91mlKdt7UTwXhzTms9PtSV6Xk0EOXs/IIHr99jHPyaqAQsJCqZIRfkpvdq3y7NabE8ZDLG7mZHfziwWa1ZrVJLq0OMXqgXVOmiF7H1fT+n7M2MGpSoQlCXvRz2A3UqbJEWFNY1qVtRhj1BKrG9b7vHSDDo1l41L56akiblqMUdYAnNARRtKfpW7emqWT8O8eDRd9PeV/V0kRqmtXn7+aiB95x1+4xRbfRuCHaUuIh23pFCDNGApbXrYNskZbLFOMdqwiTi7lFznqANfm1fbdKfnO8n7GDe5slU1NPnqH71ePLcvvQ87WQCOga3k5xLCKUg/Q4b94y49j9MzoUV8jCSUmiyMN/h2DpcaNBZP5zH7AUueizsSKqQK+NhR63iBSEhkVauD63ihboxBspwgLol24B2/uw8uH7Mxe1bDGPhMFwjXc/2PNIl3/96FXn8KDMM93nji7/BZmWkfENq41Q0qP2ezcWa4fAGtfas4uP5/cId9Pwl1ttnyNevse9fI5zfIaULZOVkx2HYk7xilmq1FaIJUzVqnzMriagYSEF0JKQE09yVA7BtY8zv8Sa/W/g6+dVGfjI1PL9WZ1xkxSSqd2LMCJIJIVPGHWaZpEKcZIZNkmFUSq0IguoxWJNZ4W7U0vydqLNUYbfbUYaBVYhEhDyM9Iee0rTXeRyopWDVg/+YOky0dcqh6fpGzCJVoMgGCbcJXdOo1mv6cSAOwqOrh2zXCakjU2cJdl7QfXm5pj+sibs7aHweE5d5xe78eKmqtXHUnvRbG4El6tI/mwgBjkSJj/KTcytQjdI6gKiqd2yapF/mcpaJ/BHBJx/MHTCJYCtENm3/W2CDlYjVVveiikz+sLgkRL6C0b9z0dWsYa3zhOZwraMXhajvphVMFE2oRcQSYiNigRgS0k1VlYlsI8UEDYmikdo0JgAxRpfAmZFzppQyOxap6fyY2yr49iEERGHdGNRSRqK4ajas1ZnWfiQ1Dek6dmDCMBpIIOeOkJQQpwmzAANjP/La6w9Zr5Lf3MaAjmKEpJQQObvzAUQ7dnED6UUAuu4OMZ65o7fpmvPTY9UNtNaHSDpgekMZb9Bh9MFruvk0B6CKRyraAYGc9+390RkrDUjwtlYiU4X/9HSX5oC6Nc0s3TS5aNMOaYuktBn6zKS7s2G1DawyaY1ONHHqLFxtTrNXWDKfw7uJt6s4nLV/Jw7rE9va5FxlrAqhMSHW+iGVakj7yRTPHtD0wgAWqPg9C5rQkKgGeczkiT0XIaySa9eAnDNmhdwE+F2XSM22U4qM40DJI8PEwIozm2sNUCv9MJKHnr4VDNaS2VvhcH3F5Z1bdClieWR38MIRCZGuU9gENHVkc53tVOlNNWJoRSOiLXuQmEYWq62AsEXnMs+rk11oe9ki7epFNybjfB9EvN2a2VQsKM6yMulcmfXUjYeFIIRWlWv1wjXUVclDhqKktG7BmTPCE0PlscVbm0Mt+KrQbuU88dVKHQ7Um8eQD6TNCkVm3fw8cQdh6HtS8GLRoTmsq64jJA/eDoMH8VaN0ruztl2tsTXc3H9IWgu379zh3v0HvPbgHgCP+z1dDNRSGfZX7K6E23fP2fWlfX+hpsjdZ25zNUY6iaw5kNvxBxHGDKtc6fMj6k1PlEob9olS2T28R5WEdb23GWJHtKaBHQPDcMnFMy9j2QhasXTp+uroDGuig3rwqu7iin6JOrdXEzN/NDx9hlCQmJE4RcWRmiuV4pmGJxiu9zbMjtmMt8tenW43QWQuNX7rVk+8smqINIfJwuwoUUNj87Q5uVMWwQP6aQ/uDDVi5sjpTwcENmWRhBgiFpizuqLe+spKYXfoKYNnjaYgJGNoc7jUK6oxkabR9HMsKKhSq4JeEjcvECZ3pguUcc/6fE3qjF1/xYM3X+f2bc8srG+dsQ1bJD1PrS9R83eBfTchfrAd/mZmVyfWV73vaPt+/5+75YHZf6NQmVpxtiKp1hpPVSk1H+fGGFpdjF/DID5mT5l1d4iLz4cSnHRgDRwdVmv1IKon2bSpqEulJfTfOep556KrqaIK3iIJaCds1Zk+S3OXgEE6QlgRpEOloBGk9khr21GDUNS75lhQQpdQujklWq2yTt6SqZRCbszQ5IyCt6GaTtQnfHempnSXmVe1pxgY+4E8jM4CR7eQgkdbMUKVSFqfUQz2Lcrdbjd0ZwXb3dDZmscPH1OyEUJL+xRPU97avETuPsT57edZp0tyaAVJnKN1jRDRFAlRCZrRNmkn3SNcU+s10t/H+BQ1X88MrlJ8wg4deYTDdaUMPdJ6z3UpE7QQU0BiQmLCUsv3T9cgtIdYhUkA7cbW7qLSCmpk9jrspLUXNqXOJ8q+bVOn95lTjMcB6m0Gg3cJXyoFOLKrYse2Vu2N9s8xYjTzKvpCnWfsoN4X0WogF+F6t4M8QrPRauaT3QqEjiLCkEdqUNLKJ73VZo0kL6JS9cm35OwV8b4XSmM8y9gztu4Sq1YJfbY9g1I57G8wq8QYWK87uth6lJaM1p5qxv7mhoNUzjeJMvg57u8/RlcdYdW5FKeC2TGdrrgZ1dcXiS0AACAASURBVApSK1YEq3nul+fCfA9garXGeJxU4AvQChasgpUANh6dSRGwjBUfGE0MkeoFh3qUakyuJ9QTWcrUDq71CDSXY6hFRHR+/ksz40kGYHUqWnxyMHyCXX8P4q3dDE6Pd+p6cmrDhiHaGJLgvT/ntCUy78/qaTHa0fZdBtRiWQGTnhQHYvWipC4/QPqHjDdXaB4Zxjf9DjWHFase7NRMRaldZHfYU1rAF1vxR82Vw26AoJRaPegA7mzOGfYV08Q4HLCy50MfeJE3Xn8NgNXNjlC8gDZthP7mATebQG7O4lAyDAfW+YZnX/og/eEhpX8TQqsoZ8/m4EWiVgbqIKip96sFRHZECZReWEfoqhKIlOiTLlGIdh8pd1EgbS4o3YbRCivxfXRRqLk0oiASQ4eFdDS9aqCtBLn6NRPJWJruU8FqAhLGmlrXiCW0BXOTDE8IXsAs+sS4dSy2ee/a9VfE23ZHmMiY+oS8x/1GmeemFBNmlTIWxsYOQiGoYHiBm6q4rzk9S+rPhpUK1orgss2FX1YNy7mRNxBXkSBK7qeiLWvHod7n1dxpiy0IqeLPW62BUgIh3ma1Nmpxuz1bfTtdEu7eWrPpCsPhAfce/DRh5T3P0/ocjWfAyyDfSUofx+QlRnFWP6oQTsiqaZ6bjU6Or73av5EE7Xr61R1nn87HVTl+Fh+L3OEszmXhrUpl6hOMO8vW7t/UytRsYpkDPr7k9tMhJ8fs9/wr+wxfsa3VRKrV2VGZ0qZ+wu7vSKN5AVljNngDe3GNZJXjhIh4P9EYOiwmigil1rknKtUIhNmBBXdKr66u5qbT3WrVmNWjrrPUwm63a19hUAb2+4yKsF1vUITUdfP+Sh0ptfB41/PGY+N6VO4/9oF5c96x2SY23Uinwmp1h5s+M/buNNy6++2c3X4ZLp/jsZ5xdb0hpUtCbG110pouJUJrgZJUiLIhNANL4Q4xtJYc6TF05/RXX6Q/vA6A1h1RYbcvvHl/x+c/d4/PfupzjDfOkr3/hVv8ge9+mbt3hG59Q1wLtfX105YGEY2NBW2tKcRbT00eq4jr01D/Me/+zrHRuDYjb/pCCy0QPdrBFNF5T9jolYXvOrfq+LKR/cSweldjwOa2OlDQKmARE6PqSKbOD13QDSo9KnsYDBiw0kP1itVqUFYb2N5qTpOniWJKrFrAFWP07gClUKx6z+CUsNTYXjNKHrDWOqRSSauObft8fzhguRIlIgnSpvOel5OzloVufclqlTj0O8RG+mFk3XlatSNy9foNHWek4QwJ51QiuQ0FVkdq8X57KQhqxe9vczpEKzJJVgD7ErnKlLZrTooZauNxXJra+YhraVWD26BEJnpeFEybHtsyVEFZQesZ6ONOJlApNVGLkHUkhNZ8XXwhjumeH5voPInTQOu9pAIQmXouH7XD09+ftOuT5+1kAvY/Ned0ChTa3DBpzzwoOJ0kPEU4pQW9696BLg6E0TNDoV5DORCqO32l3BzHA3wylOTjOShlOND3A92m9SDOhuXCzeMrci6sNpvWPaPd9xDJhrfSs8LjR/co/Z7+kS9Ks+ZYvVwYvIVPTFy+8AEA9ibY/gE3NcOhp1ufEdeZnHxe0Hyg2yhDXCPxgtvrW9SH9+HgLRdF96zWAl3ylkhWKCKtIw3UOGD9Z7l6szCExObuJdolxmHH0LdjDIGgpS3B4LIslTB3vpBYUFxL6PO1AQXilOUpSPcYasJq78GdbTyCxAOPqlMwFmYpzgQ7dQLec/hqj0tnW3Zm9OScxNocdrR1o9meKiFF15mWZuvTHpsjY63dpJw8R9Y6CPliHRWrbv/TvKACZ2dbJyRai8o8jLSkGCruAKcYsK7z74iR2Crki2Wv4G9OmRGJ6YLQZCSQSOuEaWB7ueHZ5zKf/fyei9tOgJ3fvsN2fYvLixc5O/sg3fplhhq8GwsQRU4Y5tocxTqPaUfn1RcSmdpjGpNkC7BpMZ02r2fmOgag+W9yvODY/H3QxlnxkbZKbZILZocXzPvqB/MWWFaP49TvAl/RYZ0Prk7U3GQ8noKWmfqeGJQ1pR6wUVpqzuhQ5j50AlHVV1cK0Yt26km5j0IZ/eKFEAghzDrW6eKFGMg5M47OMIUQnlhFRVVAIxI91VnFU61T0HDTH7h+9JjhkHnzkfA7r7zG3/+53+L+jTOsZ3fPObu15bs/9CzP3rrgYjPywvMv820vfsh3sHmWw/ZZruuaOnobk1gyKfrAHssNg8E6BqJtCGVDVqNOBUklUkT9xsVnSPqHWcfvIFx/BoD+5lVev/86X3z1Pr/z6cf80m++wq/95ucJjSV7ZnPFz//qff7sP/99fPjDa+CaID7hzEUVc0+spifBC6NmQaYGRFLrRZdc6G8nsg+BSeSOuUM7tcEGf8hLztTijrGGMKdifIN3sqxvPL6shrU5qza3XjnJIjTm/Sh5MSgKjd0o1orOLFFtJIaEpkTNrYcqxe0uJCy7va4I1GreiBoPlqZWVSl0aPRIPDX2XxRSWlHyQM0QVxtvy9ZYqFWIoDAMIFWxukaDO3DgjOPj6564H0nR2xuVwMyQ6q0XsHTGTm6xjS+xWt8l6IawniQ7lVp31HIf6W4wHmP9Hm22IVNvWNTHBE2YRXJpi2qE6nrpuHId7Jz7mfTh1ccCbZyfmpuZuCzFtzmyKT7OCFMRIO23id1XVWqdHLn3Brv/tWJijJ6ccr8U8iUD/lvPO3Hsn+1Eg+JxQRVDn2CyWnq6lqYUMsyuWUud+0WqZFCIXcfh0JN7Z53mcRlhHPPsiOWyJ3bJFxgAqJmSC+P1HonBF+LIZZZ6DYcDOY/NKQW0cr17RJw6PnlahyDeBzitAvvDgS66Q3z57EtQXuD+K79N2d3n2Ytn6NZbMHcM+t0B1oZ1z7L9tu/h1sWGm8//Ovpw6q9thFUgdxvKOhC2FVtnatfmti5Two79/hV0e5vb27vuIFkk76ZerpkQV5gqVV0OI1pnoiBodG1u60HrUcTJgi1qaKpOAJUVQqXmkdKCZrOmDTQwkS+xEJF3b+gN4iSAO0ITezmNtzQnygOOeXxuKw0dpUXgI+nREVLwAM58c09TzxWajAgWApsYGesNQUZiAmsTfqkGJftiAjE0Vvuk3K96Oydnt70IuWab75kGdVLIKmMZvfizFsa2YIzVTKyVFQPoofUhnTqB+1gZxVtEpa6Q1eVQx/rHzFCFx72i+4h1l5zd/S4u7nrP87S+g64usO1d8uY2ezVyHUlt3jHxlTbFWraq5JlQACcRrBqEe5g8RMzbTYmOx8Uza3IzfPJGzAGRVffZpoys6jRGTf5AAYr/axXMJV6TzMs3PkM1+HnXQqllHhs0BlzX+s429o4OqxfdTNH4afTOrDkVWiQyGagVQkiIbMEGqg04EzA1xw+EqNQYya04I5hRDm21kRC8j1pl7p1a2iRfmpEf9ns0KiEGggqx60gpsWppV8OouWeS03UpMQ4D4yRs7yISAuMIN73wc7/yO3zqtYGhLVv6IMPtMZD7Pc8/2/GhDz/P+5/5MEP3HABlXBP3SiWjsZLSNSUcqK3RsDfndelDSneRepvQnRPiHT9HvYUQvNdrEIpdEuKa1PoJXg9n/LVP/n3+3t/7B7z6+n3evMqYbvjYRz4KwPf/0U/wyz/zSf6Pn/4U/+ZH/whna3XjU3cqHW11MV9yhbkx8BzwTFrDxsKItirGo/Pmvdem1EFzHNogMB4CpV8hJoQgLc1yjIz9s+9etP/lGNYnlracZA8zS2R40VmLhKthOWBNwzZKh8UVkQ60IKFHQ6C0XnalCBYU7ZIHSKUQxbtHTNKWnDMpJVJKDOP4JdIXUbzvals+sJbMuHc9IIDGyJhHdxJih6QtfR7YbJ2BXW83hH7P4XrHzU1PCFvGomzkGf/+9FEun/sgcXWXHG+7fMU6dOUDSwxC0JEYblAeUfJDkM9Qe0/LqjWGlUC1xGFv5OFwlKvEkZgESQVJkZoUDXW2S++iIK5Dl+COq9DkKe02iNDypUyckQfHM03bJBXSJp4Tsoqn3V2lTQrH8/my271FMsD8rE4bxBOHZkTFSKESQnMesjF1FRE7oNZTzHWooVYobxKCEswDcZURolK7jvVmS73ek8tImTSkZXD2MLhToCKEmJDWgaLWTO4HorkGzvJIF3ReDrrf31Dy4CsGqk/ooQvzCoYq3i84YCRZE7rIGLxQEdyxCN0ZVYWUelbrSs7Hla7QAFFQveDu+z9K1w2U/Aqk1j2mZiQkdHNOL5l4O3n9U8t+5BQgRYJA3AYkRqiByGpmwvvdY0J3hiacBAiuR7XGZIWQXJ5xoq/01cOmqveMaQ/VP0tVoDB1arDi+ndlWoo3terv94LVv/14f5xDvj7H6E755Ii0InCmYnBtqetp/GhHZkbOxamzlo04rRmJqqgmJLoeNZfqxXB42Hg4HOgPO0oeGcces8o4ut1PPVJFCmoDtewIdU/XMj7ZnGGPCi6bgTEbNktRWg9lEfpDz2MyNzd7zrYtYxQL3Up8nigjsRZWq+6kK0r1nvbW/LLJNzsmtfHe43vG8SF5eEhK3nd2curRhDCt9NiCApV5apxcvFlmhZ/LdAzegSF5oa0ys7zzKpHkRgKdcJ6/BznW06PoXrBgwYIFCxYsWPAtia/AsB6ZqDkCfGsKokkGJr2HF2Uo6ArTDSIDvpLSpK3snArWSOq2pJAY+hHrPe009j1D3TcNl7XVtp6MltarRLdauUxLW4WzyKyzHfNIoLJZbTg/P6OUzEGE3b6R9AqhS6y2HY++8IgvvPGYviQOLe2yCoFaIw8eZj7y3e/n49//Q4TtJfvcGNwxkvuemg9IeUDd3HCz/wwpOct063JF2CmsCnq+RdaX1PEuafX+dtE/ROheRNlCiS5ologGTwHceu4jfOJP/nl+5Tff5DOv/CLD4YZSR37jNz8NwHd95GN89Hv+CT77j36KV9+45sMXa4oVxEJbTcJPUtp/flWaqmq+jJ5u9WIXL6TB3lI8I8ftvJWWzZF+0oQRm661UGwESSd9Hq11Vnj39VRv35OVpgt7sh9fmdKXtFU+KvNqHVlWwIoQ137NJFD1yHKFFL3yvjEAqUtIlWO7JTxyPRwODMNAWnXEGGdxvn9/Zre7ASvUsUfAlzeeGFbDWa3c8/hxIV8H3nh8Q2hpy+1ZpJM9Z92WnSXG/Rm3nvlO0nPfDsBu9Sw3N2d0+Q4hXni/1hRdZwokDURdkfQWKb6IdiMS7zBe/SYA++svoHaDINx/cOCzn73Hp3/rM0Rz2/+ej7zMB16+YL29IWwEo6OS0LZKlaBYaLpqc320afQq6qkNDG1Z1CpNO9uqrJssqZp5QVhjyKtZS7n97uQopytFTffmvYCZi3rLebzTszQXYT351yOpVSsaMpuNoozU0rseuemvg+2g7hjzjtLGBc2PsANIbC3TGNFOGfrAaruljBWy0Q+eGt1f7em6Nd1qjVG9vVWprd+0y4gsF3/uKtQxk7puHrfFCjEpISpp3YET8aQwtUzzcyzjgMiabBUls3/4Cu0kWEU454pg1wxXr2OSWYfW3SVWCKD1Gg5foNQDVd4kXrSlZDVSwho930K5oZwn4vma9bnXJnRpi3UbcghY2oKuyH1ASpiIaobrA7oSVucrIoKakUs5nmNSzybYlFad0tvT3NTkA6oumagjoFNBOlXAxlYNbp6+FiI65XaZUrrvBuP69vZ5+ox9PeYDZySndIqeaHl9FSVMsRN5m6oiKbXh3gsDvWtekx14Ote73ExZC6G1afL3cxkp40geDlgeMYw4Fcpmo9bs+u+6w8aHxPE+IbndjHSUAl5Vb9QIGirj1Psa9dXRRKiloAjrFLygF7AyolRK7iljT46BGDm2zTIwE6rFeXVGgZnVRw3VnpIfMo5vUst9AoqES88C+EXFs63ezk5C8BruSXvdZJ3zCoLteoVp7tLgxYJTH9YqVI7dpXwpWKMt/Nk0xKcZoSlL/852+859WE9wtDM7+cMxXTen46owjgVNntIptCxyM7Ao3qimlOxV8aJo7MgnZG/IPhGVUr2gBGY9KzAvT1ibvmXSuUxp1VIKKQWGYeDhQ0+3qB51guEsoCaYZVKKrEJCayS0oo4yCtfXB97/vhf5g3/oH0PDhqFn7nWZD3ts3FP6+/QPfwWT+9y6Y3TnfrGzeL+z9VpZB+jSmkMfGUeXFOTxs2zO/hAhfBeid6nihWbTwgMiynd/1/fz5/7cX+ALn79H113xhVde8d6DwK/+0i/xgRdvIzl7b0Npml0N0BwbmeUB4kUMHAsw5vtX22RSM9MSrdMSvDY5qiJMhXbGsSpwakJcrTUGr2Xu1ftewulylPPCAdMyvZPU5dS2qxe7IPWouWoPreqKUjr66mmigDbBf3NYVSAE72ldjZDivLzxZLvr9XouKEzRZQO15vl9bw3m+uPQ+rcWqjchBw67A/fvP+CwG3nlvvBzv/br/MJvfpH1HR8cn/u2W3zsw8/zzEXh7u3nefGlj2LnL3GdngVgyCu0RjorxHRNxw3rGOjM009qW6wEKq4xF+mI3UdY3brrl0h/h/7q89y/f4/f/vQ1P/vL9/i5f/h5UtPY/uwv3uNf/DPfx/d+7yUdO9dMijAtNznrqknNSQ3+niRs7uGbjpKVSUttJy1UOKb4vJfn1K1ieu9rMpl3HafKiLdO9lPh1bG+4ORzbynKshOiQbUQw8D5tsPqgeFwhUmhiz4pRruGfE1IO2rEFzbJe6LBdpJaFX/uWXWYFLbnW0I1dEr570dKzmTJrlVOekJ4uG0P44BUI2mgUqnl2PFFohA0EUSx2IrARJ5oLk6tFBMG8ybwKVZs70VTV194CKly2Y1IcJ2rRp37xK47GNNIGB8wvvEz2Hkghcewdm+zpkgOiRIHaqqMK0XWW+LabV+6S4jndMmo0XtsqyTUKpZbL9mSsCZ5SM2+64kSayr2KaUgUlrq1PV/QCs9aLUD4nUgGo/FMaIZwR1gyx68qa3mZURdGRLmJTO/mbDTApy3IQnmdHIbV4HW1aI+8dAeF/34Kr6zitcKm5Bz688eIqpTUS3tX/EiPY7HMOW7a61YzgjelmocB+8k1IqquhTpUkS6hFhb1OCkGG8cm4ylZow9tb9H7N9A1l7lr+GSLAEkUBDvJ6yRMMcYEXdag8teqtGpIM3foGaXOMYEdfRlkbMSwuR9uQxRzIWX0hzFqZVg0Irke5T+dSQ/IlpPrAnrh/nZq1MxW2sBKKEFTZPPJe5PTB1B3A+olNZbPiKNmGx9un2r+T6bma/aa4pKbEu7PmE8rYXb18Fh9dVKJnFte3CeKHI4alwljN7HNORWZd27roN292XEpGesmbqvWDfQrTZz03yzStRIGTNWcpM6uPhh6ndZ22ttD0AIgRDj7JjUWtntDgQVLi8vWa83qOrJ2sLeCqsf9nzb85d878c+wO4XvsjDfRu4LNKFNX/iR36EyzvP0g+jM15DK5zZX1HGezy891us4ytouOHh1UhpE26uyvmtC9J6TQrGSiIhZLK81i6XUfMK5QJs5QsMWETDNGF3hKD80A/9MX75l36dv/pX/0eU7FWjwKuv/DrWb/nTf+LjvPjSi1h6QGjOv7R9mEbXC7afuZp4lpi6QFso0Azb6rGRsDGC5Pnh1uaEU6demB7JeoNhZjbkveM0nERudnxttSK1tqISX7XpGIPNpYHNmYWpoTIA1ZpztabWHYY4s9Gc+BCVoqHpo4x6GAkhtjZRk20WasnUat6fUoVuleiaXiqlxGrdeaaijoCximku2qoKxMjQF+4/Kvz8//cKr14JsvP379/subl6wEvvU/7IP/U+yvrbGPKK0LeJkpGu66G8iVVfU7p2iog7tCK3CfGSqHfAoFBQtkhoOr+LFV98bc9/8xP/C7/yq/+Iz71+xciaH/7EH/Pjtx3/189+jo987w/RrfB6P9Wj1pLGmgpOF8+a6VM95lSCWTC8J63Xp0xLimXGfqQMBRVvPH/qsDIz+8cxSqf7Cq20ztrdfdcN9euKJxxcKrWNGV1X6LrMag1qPYE9u13fek7TdKrXdDo4gVBgHNypCnEKgv9/9t7sV5YkOfP7mS8RkXnOuUstXaXuZrM1BMkmh5QozHAIUNKAwEgPnAe9EBBA6V3zB4z+OL1K4osGFAaakUjOcEM3e6ntbmfJzAh3N9ODeUTmra03Tnc1UQ4U6t57lsyM8DA3++yz7wvUZoy7iUWPhClRj8GRVODm5ppXr+45nB4IKZB37mYzF4+rtXo8zylhoXOSRTe9ypSdnykSkMG9xpOcfeWtD8dI6J7ppgiFvMYvgUkaUwwcw57KjoBLAAKkKWO7SoozWr8H7Zq8z1gv1ixlZNx11C5TZSLEa0J2PcwwPYV4BbEBSqmVIQWkd/QAdnFAxp0f6NrjjQVi33vB/L648orimtBtGzbxgaQerUV9ElwKa+EhIuQp0wqoBLS5hNA2ra1+6P88ugXbEOBruMjfz/MlctafsU8gyOKDl+LgjDY3IdkgsBCI0mWWtNJq7UoYq2JO/zZcFst1K5TWjYZKq6QYNlUiFSOm8wR9yhHEiCbQFlp5iZw+QPY+s5KTkOIelUTpopVGJPaiIjKwapR2qIApJ1egYR1mq4h1/eoWsRapvVD0getIiA0LBUHReGKIXXZLj9j8bdrD3xHbPVmCn1vanC/tnwLEZTAtcAYJNt32FWhYwZsApIv76/MEyMoRxueWenfS9XJdzcDPV+GshsIFp/vz1+cmrKto/2Wl/tm/tlcr1gnkBs0iQUaU3QYN19AIIRE7YuJyDLYFxUEgLm2blI1JN4WANRhvqFVKr+mArl8fx5EcMtM4cnV15QFBZKs6j8cGBkOKvPkk8vu/+zX2+8C/+4+eUD67U/7Z7/8uX/vGVynmrhutNEJHxoah8ur+PU7L91G5I4dGWSr60BFWS7xRM2G44ep6hxVjSonWB1NauEfb91H5HkEe0eSaGCcuohYhCDePbvij//GPGMbIn/7p/8Hh4TsA/PIvXfNf/95v8gf/7e8wXRXMfJufISkAD+pI9ODeh1P0olXiCEZjpQ8Q4iaBtwUHWkeza28KrHqcoQfWQIhCiImY4gWK+3NOBC51Vlc6Sy98ormG6Krf+5rT1YpkGF6NXyBEWEVIYDuQHWYPTnUJq0aiEPPIbhoop0o7nVhOcx8S6M9H001Sa8jJ5a4uYryIoM1NM8YUePz4EWbmNAFgKQsxR4bdjvdevMeHt4WHumfocmbYxOE08Ku//Xs8euebHOoeSiYcvG1LuyXubrk7/Q3T1Hh8k5D7RnjUD+WrtwjT1wnxW+T4ddTGDfkHkOEp73zzn/KNX/sz/s9/89e8elVRW/jzv/w2AP/9H/w+P/ib9/nBR0cePZlQLY7G2zo40x2nukmF55UuIbSZFwTt3786ofQJ9l70mrlJKJZozTApiAybjaCs2q49aRWh622ue6PfU6HrlPpzI/+wcleQRujt8JQb+ythGguiRwKFUoV6WikBM6NAbZVp/wi1yOF0T22Lu/7RB/Ji8GiRHCi4frTnoaPrRWEYvajNuwkZM4s1pDtR5SFR58UTh1A9bgQ5D00loZnbBY9XewxzgfKONC0P7ugmGENym9NpGIh717O8PxUYRtqQiVdfp8QIciAOq4pBRcdCKUeaGMECg00MfehKousoh+Aa2kUjhGs0dQ3wNEDucdYqJkeaHbF6T+2yVswH0j4TgLYsuHxb2tRZlIqk5kk3q/HO5eoOcVY7xG64QkYvpS32glsdrSJ6MrChhWus/3klrF5QrAlzuPjz+fvOWYTw04IbvZo1IYTk6J2t121Nrrq308e6bW2jBDRo6vtv7X7FSO4/X1sFVXcWHAdK9H9baQnTNKILDqq1rmyyvKLOH/nvmkZSTDQZe8Lmw2EblaxTGQQQLQSM/TRwuO/KK9JLa2uuid0qrcyorcleR0fVkFBRZqQ9IL17UufnyOFvSfUloVXXWU7BGRSroYt2K/ewajiDdcoWgAUhJLcMXgeFP2H1vNJRvDWEmE/++/X2AXBnspy7vWtnUUI4zz5/zvqhslabheW5+b9+8eJvFzhFy2DJ32zzk1is+/8CahmRxSsCiW4FVuVC39M3W4iRhOurmjicn9apPTPSZXIlQm2N1JNeww/8RbzSdHrXqvvlGzjHgbCLLrQuM//0d97gl77pVmcf3e34lW/9NhKU0hqRhNmFbanM1PYCeEVZHkCNnBLLodtflsb733vOG08mbq4TrSlWumguMF4FRI6I3dPqHS0H9z6WVQgjdi4TfOMbX+N/+Vf/iv/5j/8HDqc/B+Bq/xG74UhicZcqG9m06larqRD9oQjR7TO7NuVG/ZH14bXtgBcSZwi20wA267W1fb6iYOsW8PaIdJrGF2WtRQ2cq3ztXKXLltXH1+tmApddBFAVlqIumZK8olfZqE6YNgcOU6YNCSUgJwOraOfGVvUHPefB1QA6tWU9lAPngB5C4HA4olq39zUOA3Z9RV1chzJaImjefKvvHk78xm/8Bu+8+0vUGtBSqMcDurjsTnn1F5TyHR4/XRifJEiZaRKmzkUKtuPh9s8p5Xvsr3+PmL6FhjM3WcLIOD7hD//wj/i///T/o7U/5wfvf8AHP3Ae4V//h78i6eIBLbp8j4S42W/aRlEJF5d5dZFbbYFDb5O5jrOIFxpnHr24fqusUjcuxxTij8xw+oexLlU4nJtyQeHxy5NWW9LJuLkJ5HQL5UiIJ6Y0cGKVQ6ukMbtBSohc7a5opwFZ6pZQuoJEROeGDglRyI+uWB486S2nQhoCQiCNCWKktrbxL+eyIBHSNHaObt2Ey4AuaOKpVlF1zUuB3J+HNI2ElGilkGIgoex3O8K+q6uUB2zaYfsr9u/+JiEah/vvo+KJA8uBFiIl+3u0DQAAIABJREFURuL+it3TrxLSiFZPDAhgMpHzVwh5TykvqBq8tQ9oMBqFUM2l5GKj1HtCvaee/PnSuzsKyj6OtDESB5AUCbLKUvm9Wgsq18OGzWrUBLpZiSu1OOdXepCR1vwskt5RCy5ZeD7shVX/+We9hOy9C/v0BPX1eHzet6sqhnRq4QoW9F8K0Lml62/ULePwH40IiaYZkZHgquSsUn+mC7WdMM8qITjSt+bNMXphrNpoWjZL8sjKnY4sZUa1db6sO2VuDZ8YkDw6T78UAkKrL7GjA0xxMNLkcnAhZILkLqzvnyF2wx//jM31j4dGzV05iUrUQqzFzWuWBTUjrt3OYGgQzzOskuKJPNxhB6fK6Pw+8fBtxBYHaEIECmjdHj6LIHEAiY5QI0hM23mPKbSZtWGpgnNU4/kaRquYZEwCLShijbBq2VrEyoio0w6dVuFUiNdu9A9Znx/h14TGLn/d2dqSrYGs5w1GJjTXbVXAJNHYE1ZfXLkHTu5vLo1hMALLhp5oU7S59ZmkQGjOjxBwR6D1XYhv6tiHrYIZtNXTPaDaeHg4kXLi+vqK3TRtm3w+zdRamI8n2nIkU7gZA+Wxt4aevvMNdo/33BM6OqaEVIniG+h0eEHVO2LsoubijkXVPHBP04gZvHh+YrcXhpw53Z9IQ28LZ8PsgTgcEU5gb6Ga0FXPcLXkE7e/HJIw7b7G007s1/pvifEFQSNmE9rRTuuiwX4RXOrExX+FlROluqLUjda85RyCEqIRbdkKE5UF97r2zdtoqDXS2mKNZ3kLsy7EfwbiXquif15LesHyGofVznvXD4zXfuIzEtYeHEOFUCFWmiwUXTp1osuZoZT5DqyRxp2j0hqghnNL31bB/TXHkNeS1BgjTRu1LNS5stv54ODaHSjFg+5xZ3z9q2/y1bc+ZPmgsPTAc7V/xD/53X8GMnA4Ku10oB5fcbz/O/9Yx78hpucc50a6j0y7gTfSnmH1c4+K2Amxv0TrE4K8jengw2VAjAPCwNtvf53/7l/8S/7iz//KzQm6+Pp//A9/yn/1j9/i3a+9g6RDp5Kks1NWp6h0/LoDnZ2acaFcqGr92patHbiiUSKR1ocrEGEDSX/MvUGPIV+gOgvwfRHkwtP78mu2HtR+uJ27B2uHxfeYmtN5cnSgIKXGkIwxzAQeML3FSMTUD8Xs7fthP9LsxDTtGaZITBNTHy6xWrz9GH1QU8KIENi/6Vy9++OBepzJ4oVUK4K1QltpRlYY9hMlLP3uJ0AYOkIKMKTEsizM9zPTNCKB7ecRQ6LHmpozexLh+EB98IRziM4ZvbcdIX2V/R443WOl2xKzI8gdIUXiuHc0TpWlJw6Wb5j2/wgJ3yQkIcq/pywvuDJv7ZIGNEXs4Q4TJUyCRkG1kmpHFOeG1DtC3mGPI3WYkTCSu1YsVZAaseC2mCIRIyPh6nwfraASsZAxAjFA0H4NpbjOJ4UYzNHV6gOwsJ6fy2Yn/bNdHRT5lNj/w8AML7T6n7l8nD//c6yDxdrELXjFi6pGJGz0tgYUzHxYKqi3v8Ma81IgYtSyeBJqgqg75p3fnw8YqxqqAdNI22SpfODWuZ9CSIUoFcz3XViegSRMInkCkSuw8+tLn6fwXFrIAWISjn2SL1bXGo7SHf3UEKuEPiQu0edITB8YxCUJ7eF9qroRUSsfgN06MBIiIWdCUlLK56TbFpdLC5kYk8daLdjScxYBTQMhZkIcMAkULZTWaZYmjJ2bq0S0A1xhPTs1YC35/7Gus7yaKeCFyxkP+8z1QxDWTyvTLg79CxeDdbetCcx6ihjuQ66sGqkBkdEPI04EXYhipN6KzckdmJZl9iEqg9hvbFzbKqa01vmVOPo65GF7D602WqhIgpQ96SxlZu5t0ePxSC2KlkYrhbYUaoloJxCPu8k12ErsqEVD4tlVxIK3zwmJoIUUEuMYeHTVtTCnQApCOSl3L40hG600rnrXVmmkIUAstHZyBFfDFmQsrNVXT0ClAWlz0moluFZiiF5dhoRZRs22e6bNN4V3SR21FgnbtZR+dxDOnscrnaO/S3fI6AMy5F5ZOsqtdeWwJi8uvgAJ6sfXa5qrn/Hvjnyulf8F+f9TElajIqIoRiPSSF7R96TARMFi53sraXTmmsnq/sNmUYw4p8+1KtO5NSIegKfdxJQCjx8/5lLPNkZPfnMKfPWdiT/4/W/yv/9ff80PXnnw/Ce/89s8fesNihmtKEEbMRw5HDxhbfUZY5ypD5VFE4/euiZfPWYau+afOZm/hXtMv4fpD7BwBdLbop1eknLmv/nn/5x////+O/7kT/43BPd7/61vPeWP//hf8MZbN6jNiJhTU9bWkHTkX6Ini1yi/H3whC5SvZWYPmQSVj/2rrnoPCjnlqWYPoHkrNdzu519BQnOYZXzc/BFS1p/tCUbMvfaER+MiHh7sB+qhg/rSAjuwtaclrab/L6PeeB0OnB1tWNZFgwj50SKgZz9uq+HU8rOXRvHDFWZul7k9c0VuszU49xRq0jMAdKKDnoMn1thyI7epHS+b68POIaLgZwek9TpYQKonrAsNC1bzLve3WDtQGTHLh0QrUQ9bPrYIWYsDOTR0DYz3z8n5kSXy8T0BO0VMbyizguDHDnWA3X2xCPVG2LaYTmzzAfK3QNjqshcqQcHK2yZkdiIDw9YzCCZKCMS+ot0AXzpSgy1+j1ZucQebtygwR2XYn/017jcfMpa3LHJxJth6zbwy/fzY2Y75eeT8fZyfYIS4N/147zK5S8HQlcOOaOuntivQ0u68eC1OZB2pgz153/Nl6U7iMlZwbi1xqo+3boJAjFtT5xK185ujTQMnqfUtjpNE+yI6nMvwtuMxKegeyR4TF07Tj40VcnqVJGp8z/T/MAQE6FVrJwgZXQWytq6iDDFwBiUrAd0/gBpHzLEu35PDrRJKNUHfAf1IS1NstnViy1UPVJNkJTI0+CiLbYWSpGqO1JycFJxc4+8WsHTc77tDA0ICVndCVve3L78/q+d3/7z6r/jh+URHyfQfLm+XF+uL9eX68v15fpyfbm+XF+o9fdI+lrrkeVc7HvJApYuKSuYRkROWDJUGjEGaq/esYUsEKO3i6y5m0K4QA9F3I1CoPOjXB5lrZhqq9jgCICq8urlC5IENufHqlALtVRqcQesWvPF0NbkbUuLrhsm5vSIDsGrTKhcI+kK2r1PE+aBTvUiB4FWWY4HPnhvIURx+ZW48/c/7YjjDap7Qtqfq4wLjs/HW9XO9VlRuK5/uk76B0M0dl5qR5RW//etctFennQEo8sLmenGr0TKGTUXr5LMMsiEsEe4Qlt371gi2jIpDEg0XKND+XE5Kf+p1sph/aHTstY1DXGEdaurP5XD6nsSMwiVaA1pcYM3YnDXE+dldxe3sGAJ8ooyVOejDsNAFCF2tG/de61WYk7Qie2Hw4EQzioDTStC4Hq34ytvLPzWr++5fvwtvvvMUd5f+y9/Cw0NVDq5vRLkSGuOgNZ2iywNyZnTwXj/B6/4ytvXPHnse7MtQBNibKjdQ3tF5ZZhJep2K1ZEefsrb/Cv/9d/zf/0x39IKX8GwNtvzTy5EmAhMgLWEdW+xzuvWrqziljtiFnddowIzvnrU+TmxuCc29+AdRcWc777iix91rqcSO0Cbdt9/4VdPs7b/7LSWapTeaKS0kzodBWs4ooLQq1CK464pFXqLwrTNHI8PLDbjWgrxOiuVbEPs1UB1EgpkpJbLFrQLWaMu4Gr6z2njl6n7FPGi64or6HW+u9zbC2lxO2t8z8fP368UXhCDKSUqLqc0W/T7vLkLcxKYImFFHt3Lpyoc6Fq4OXf/BvGq0zrVp2AW2PHHSkG2nJHRIgWCavOcjP09D51Meb5hAzPkTSjJ0eqWJ4QcqalRLKRhw8+JLUj+7Kstu40BRWFeSYdTyh3BMlnaa5h59QtA9NKqcowZOcTgu91c1UAka6NLbLJCbWqrtktEZNGrSdajW5xDpgOmMXPexT+k6+Po2Q/CUXgh7zCx/6+IpTOZRVpGHoeMNbWdZtl7byTt5jR7ztd09ZcLaCpnWkVwQeiQkr+77g99TB0dQmMcZwIAuU0O991Wc4xXxvSHgh6C3qHxLdJ6U3AaSClnyFigSxK0pmoRx53BLXdf4SVA2nYO+9THN1c+aPjAEOo6OmWV6++z8g9uzyjoQ9UXk/E6W1yDKhUQu8saltYz+uQAjkJjUATmJeFZGFVyfScCx/60uXkCLOcO4Ngm/IOvQMgZGirJF6GPoQldGUXOXNkfVDuh+cMP4YO6ydh/Uvo/zx+peeuakeHRTqhGIDBRWVFsViRrj+qm9Wrv/EYneOhUvsDfjkwtCYXYGqdq+gSNwBjjpRoNK1o8Rtkqpxm54S0ZfHN27qkSE9OViu2mDKLBPd9li6BE4ZNQF7lhji+Q4gGsVLLEYsDp+qvv5QTp8Mtu91A3k9Mu4lHNzeo+VDXfPzPGHa/Thx/lSBf6wmrbUFGtYvudA6rsHJ8VhJ4ptX1RjdMlz7NztY+cxUK6TIeSojprNnKuqF8yt/PffVBr41I5FZ1xoTb7F4jukN13aC5J9DS21Oht1zOO2LdJz+vJdI7cHqZ6PShhVVF4IIG4AnUmaPtc5MX7WVLSI2grnlxIlPsGmTfv76QAgzZCLJgbaHVQpSzCobfoj5QgmEpd3m2/iKq3X8c5jpT28J+t2PsrdtkkdNxppZC0IXrqfHuWzuevvtNAMZHew7W+ZmhIWHmdHiOhEN/jw2UztdaEBt48dEDN4/WoatAmSvXb4yE3ZEUT6g2PwQB19ELfSK/cf1oz6/e/GPavApH/T9Ejlgbeszw51ni6nsdup+0t4VEXVmk1bZJ28XQ1SikYeK6hyaycRmj2UrJppn1ienXi7xP7jvDLhJee43uIa/9zOcN5X2x1sfYfuKDoRIrMSq7qbLf9bZiKMTgNKKYRkLeM893nInnXuC3mnpC6VqZfp/8WoTQI0YMjOOALktPYP3eT9NAGRNaB5oGYhaWWtGVf2k+2Bmje5sLMM/zdt1rrWdKQIwYkGJi7i39CBvnWzUyW8Ji4iafE4OwKFFP1Fd/SykDcTrbDiuBOF4hixKtuoZsCwTtknJimN1htZGsYe1IDIZ1YwTKCeYJlYzWxk3M1OcfIlqIdR10y24cUhocTz4zFRIMq7VyQMIAiMeBUiEbZzKhgFWkD2ea+R5fY5grv3SamLTett1uEa3h59pPuKN+2vXaQBX9fvWB3DMgc0E6X5/bFdzqxfsnnt7L51H0XNyuZ5i6aogP6lVaOFPsoq1HW+h4Q6CprcINXRx/BVr64FcI26AoZljwe5AlbIPcq76vWqPObpdd5uIa7yrU4vsmFuP++YE47hiuH4jjAY0vSIMrs4zpmhiyH0O10ZYD9fTA3UeuWnT78iOudlfcXD3m5uqaw8M98+ngOvbAV955zHF5RTu+4CovhKy00NDV+KDdUFpimR/YjYk4JvI0YjGj3TiktEyYJsKUICUqRhMfegcQU/LgOYmFVftWL4blDRNDW+shPyGaPVEFtAx+fnYt9xAyIokznuR38kx9+fT194iwysf+D+cn6bxBV1FkP6S7ZpzZNuEr1tDaWPXpMHW9Ml1/36YQshGuTTsCeoEOSnPatalh2lhqo3Yd1hijqwzosvEvZXs/UBUkRHISVIxqgmpAuzh0zE+Z9kore/aPvgoU3ni8Y8x96EsP/MWf/VssJh7fPIG0g/A2Zr/iX+dXgF/D5Cs0uUKsbIjpdt3MnZb8zDfONxTnrbKiFP2Q2hKwiwfbQr+OnU+sHe3yqw64Np0n+k4iXw91lxVyUXfrHFZHcdbhudZ5h+s9Dlu19MVZPt6zyhj7temDKj1R/VQE9oKjbRenQUB8glTByDQCyuQHEpDCAuFElBmR4tWpROrKxwZ3DGNFuIWq1YXS+7UbOuJlVlEqgUQeEuuT/XB3x+HhQJ0brSzo0jAdyF3cPQ4DoslR99Q/v7TtoQkhklNgHAJX+8Q0ZsoCp/t16Mo1BU16MSbHHuR7d0EDoX8PGERBbCIGD76t+ACfD4xY51XbFphCOCfnEsQHX5ofHqsuoYghWvz5R7sCxdk4wLqUj/Og+qSpXCZvn3Zc22f8e38vch64e02c/+ewzgf256MO20S5/82fydAYxsa0j1wNxpDXA6d2ZQUIISHDRIgPrJPKRiOE6ImoOkIlwdHUVcEij9kBXCClSKvFk8weu8cxsUyZKMYyK0urILbxaFPyQVJPen045nQ6bShNrdWVXjqfsJmTbbUP0ybxZzAiiOwJ05s81IWhT4NHvYVWSdEYeCBscvprByuT8kQ7PfgEuBasis8qsD4iiw+URaOoEixhvfun8xGRySW9mhJVCbVh84IVv46lGGG3AyJUxaRwerglXXlRG6cJkiBEokSfpEa2zxhDxGhY0y2Zq7VuKh1x2NGHysGMGMWHdDvcFixRGmj9RSi4zutcYMrnPaZ9XQArm8JyxCxj6uih2LgN/IB2Keguo6fi6GuPuSGI861l7Uq61OOq5KqqPtQExJyx1lz2qqPep7nQTFERXJFMsaKIrl8/MUoiVaG9uuWgd+TdNdZ5zfPiBjy7/TX39w8Ea5zu7zkd+tBWm0nhQE4zp7vv8+qDD2inI7Fz/u8f3kZZuJ4MZOEoioUMg8+87G0gtAeWu2eQCnWAvB9hnLAVpNvtEL1G5BoJO3fxWgdagVoLqQYvuFCQ6IVUW9vWdLDMerr3OodVNPcCwguM1eLgnDPIJ4HzT1l//zowFsA+fjjYRT7bZWrE36S36YTUif10cWjP1KUTc3visB50vStrek7STC+RXfFp0lYZQiDvd9RSYDf2l2jUpbqrBE4vGIeM9WnYEAKSBjR2DTkTahf89U8zkfMbjMMNUTL7XWZ3nXl040HjyU3kw+cDURqPnj5lt3vEzdXb7K6+CcDVzX+OpMcswJBWLcrLA9Jf0x1BPJGV1wRgLitCr7TNvNW8GTyY26BJdwEKoSNJ22v0ZLez9l2qws77R82vT/RNZj0fkNST8qg9qK7FyBcrQH680v97+Z2ULqRs/UGLQMCqk+crIEmpsiBB0U5vCSGy6hCLiDtimaPjq8be+l4dMTeKzqR9IqfM7auX20ABVYlqlFaptVBqpbWRaTwPRWnrQcUEs4QyYaGjwPICtDLmiSfXVwStWCl8+N6r9cfZ7410/Yir6z2qsQepMyLyOprZg9CqAmC9AJVV/9TbaLUHb8UIKnSYDBFIIdI4F1uObldM1Ct5jSA7AiuSvacsEWvJZV42FPAnu98eij7myvILsS4/cxeYFx/62e1HrgbQ2oeBbAbrGh9BEA3sdhOnox+K0+gUjJRdkLzW0vdq2BQixjxiMWCtEYsQUqScTqyd02nK6PWOu1rIQ4QGWtomrWUihJxoHU1bi8Vh6La94tquwULXfYyUpZwHEk3JKRGbYbbn6bu/ycEi4ehI1PGDv2CfBIISrZDTFTVFTqUnvDFiCCmNaBm8kFehzR2J6+5DkotLH+kAMm7FVqsLclpo2hhoSKvEIK4Q00NzbZExXRF3A2qFGiNVlbQWQ83cRrt5Jy+FVeLovPfa4uLvAXMqgCnS28+CYZdGHMEP/dURUqt3Q76IQ7Cftdx9yvpADj/CY2ysetn+V3HUmeQWuKaENKGdAxi24l/B+mBYWLsHrngTRNBaaaWirXSVkvOAssc4ccpWlyM8zeuz5UCDj4kGWjBKPbFsUoWJq/GG5bBQ5nuKVq4HIXYVgGfvv2QYJ+ppwo4nTqVwc3PDddf/bS2wGzKpHQll4c3cKMuCVe88lI8+IOTM2+98g/tXHzIXpcQbHr/9qwCkJ4+I8j7T/XMGreiyUFiwdkI7VSXNEQ6ZeHpCfPQU2V9DTJuknVL8LDDt+Fnwvbh2Uo0u/q9eFBMQS6w0SrfL7ferOwy9hqMLP8qN/yEJq5w1K8+t5DWR9gQyfOI1lNZbqoH+IQzOyLF2FE+ogKXEbshUO/bPUsnJEyfX4HUkL6XIpdVakAjBD3dMXSOtf2AtzaVDMPJ+x9Bb1qW3ltAKWin1hJiRzSVGiP3rofikvvbKS31qPw0eFFoo3tIKCREowMsjaHYeYN4/Yvf0N9lPkd3VU4bxEen6KbZ3+Zdl3G8qB7FIb6md0ZJVWN5z9LUKOUH8sF/De8Q8IBI9uLqdpW2ah16o2gUKHX3yehuz6zwYcERNXZxd9TIpFsRmXCVgbf/7ZwxB0GBYK+4yon268gsyxncpXXWuZMwDFv2o/5TEZP2nC5UVtmSymyisaLU/lgGYzt+ljSDZfcmr7/QYMzL6jdHWegW/tqSUtUDxrytB3D1IUY7HB6TaJmJdTjPLvNCaH2YuRRKJvdiqEkgxeysdsDBi4RFx+Er/KHeU5ZalGq/u7hFbOJ7uSb2Ym6aRPL7B6fAW49U3CeMvd/R0bX/5NK5wTkqBs7mAxJ7PN9ydxb83XkyCay2YeLt3m5q2M8JpZlhqGxpoMgJ7hJt+P0ZMu94z3YYynN341te53AufmExW9USkJ6r6C5OkXq6LhFVcuifEQkzNvc/rid2wXvcB1RMxTVhyI4frR9ebPWQthZQCOcVOBWrQxJGptE7ydrwyCCkGyNFdrraWf3DXtimjDezUCI3NCas0ZciZ2jl0rbZeTHf08EIpQ8NZ23n792Zur6mNGAemR18ljG8gd84FPL76LibPqcwk3eH6pIGU1oQ4UE8LY4hY2KGm3eLUn19dRmQSYqqoBlrZ+3R/D2palRSM8uoVeRBsOSJJqFHQrrO6VGPM13C1x+zk4xvKxjFNVQiDOwAFGbyjoRcFnyrWHKAQGrrMSAib7fXaYpeVt8kqadjjB+t5/fMJxD+Krao7TvmfbaWh2SpC72fWxzW0L52QxCKX3bzVKrWRaOZcVm0ur+Zf77oupgR110a7UAEw9S6kzgvUQjKlqaKrRrHqtkeDBLQ4mkqnmkQClMZ8nLmedhy0sCikm3cAuMoj7dUtrRTyGHj86C2macfz918CcP/8jl96d8/y0UseDwMv7o40MldP3BJYh8zp4ZZWZsa6EDviO8+9Y2wOiLz3ve+gAdL4iPHJu9z88rcAaNPIw/vPCSkSYkTzI8LTt4m7HTq7IY21F2g7UW+fQw2kJSP7gO39KrVyAhNSvILU5xBEN7lSo6GSkOjSc67FP2K6Jqx9jsb7Iw6mdOR7u4esTlifvT43YX0tyG9//mkD+wrVddvQzQJsRXC6z2//TpcE8oonrIce3spdD8KUEhbCJntl6jIUsSe593d3lOVE6xaBpXYL1mbdss3cws+6nma9I+kBCzc0c2tNW6sHoCX3LW7qSacXDELpji+vXt1yOs2ICWl4xDA6Z6b0iiuWmWGaiDlu6LAGY4UqxMDHQqwnTkIIldZ8OGEpz7DygnGIxOCSWGvyvK61HYtID2Kega2BbLvc3dc5RtcDDKsWh4CE2O9FRShg+QLFphcLwmsC5l+QtfK/LtfZevWnX5uZhpyv6eZiom4oEEIE7YfixXsJMTi1QNaCgouKrnuoI/3fvH218a9LdZkhq2c6S7ioXiWSovtCNUuoRuLwFsPef37YT6AHnjwa2Q+N977719wfHng6evtoCI8hfBOzb6H628TwTRrjuTDtNIqwdXOs89PXyBN7tt+9rO1cPPRP3zlgfo0cXXIEd5WtAmh4wh0k4m5BY/+vXyvRnkf0zsGn3NmPI6aXz0eQbkG4lrlfrO37Iy5jowSIItEYp0gaKk1PzKcH6tEPtavrHWMOzKcjQwqUomQzrm/8vi+nE60uqAopR0RGyskHntbDWquLqqcYsBhpZWa3mzjeO0o7LzNDSlxd77h9+cCynEgxOOqFH+wpJcSMJup6ma1tSGtKaeOxSkexHHH1jxi0o7K1waCcmtDSzVnDdBhcfzZ6S1SJiAzkyYvsejph2ghpwMKItplmkKJfg5iuUFucEhEG0vSYOE1o6g6FrZGaIceZeloI4UQtJ07zTO6F/O56j+QrJE+kaYSoxKos3UYzF5e788JOnGrV5QEBTIujrl1rU+i2m+tepgMDPc6s0m7j6K9vYaLSKOUXd6DwR0l6P+en8Rg8rbLsSPA9IQhqM8HMKXR92LhopakntDkErHnCuvIzY3AXPDN1fnenc7XOW261cjoc2SUHjU7HE9dX13Dt+r21GPfH55weZt7+6ltIzCxLYXnwZHFPY9LC4faZU8RU0XJPa47gfnRIlPlEbgujVbJW2lJA14HJTJaMLso0RUYq+7AQj67DSktIeYUEQ2NmfPQmNtwQZdgAJtUTGiLVhJxH6mKEIZy1XqWh5pzW0IeT1b8A9FPAOmFHBmBAW0LLas3qA8sSpBcfa9z+8dbP3BrmzBV1jiQ9abVtmCdi5s13Cc7P0ZAwbaS4co2kT/01rKpr2XFORkyVFsTt0Ipi2rBa0S7eHrR5gpsjNns7XUQJzadBbX7GMD0j7fdUS9QmIPHMaYneEq/V8CEU9zLfJo6asBsy1GMfbKk+gFN8A9aUCBFiHHtiFfw9rjZo1uF2MVSUECti95Tiji2tfgj1BRYmRG6cZ7ryJNZElIBEryQ3RYDXQXhP7LvpQojOAbrU1u0gL+DVpmjD2poEyOXL9Zv7k23CL/5aL2qnu2xcae3Ba62+fW+G/lDmOGCLbQYN0A9/rT4tHaSj6by2d6uqH9KmuItaJEpHiabBkalSveUegtuy9veQklsTuvNpoFogxMdMe3+FJF/lZp9588nA08cB4x2effh37K/fBmB39ZQ8/CP2039BGr7JQmIM56TPkzu74FxbDz1nBLV/kk5T6da+W0LeC7CYkNVBTg0kXBzKrG6LzguLa7xY4VznajqqeOFW8ePc0RCIhk/9ftGSVQsb7/r8NPb09BJFvmiNSmikrKRsRFWkQW1hAwJfUy6jAAAgAElEQVSOt7ekHRRbSCkRa+XUTs6PpvNT8X1p5m3SPCWsnu2YQ8poWyjWkAFEGzlcGBbMiw/ESfDkl0KKu23gVgQkJYIIrZbePTvzN1stlHnGdX5Hmvj0dl5NK0Jy60tt5NMtx7/9E+zmCY+mTi1IC8clUxQkZyxFSHK22FycZvYgoFfXpGNFZCI9/nW/oLu3WJbnsHxAThXayae9r6/6bRnQkEihUV89YxeNcDohs20GgzKN2JCpLZJsIiIMGY79TrYwEsked2vbnpvVgqdqIYgSUwcEuoFA7e1h4Zqge8CVNkyNZvNZJcAMelHwC7s+1i7+8Sk6AdPdRuETWR8Tt8DBCmMIG81Km0FTYvT4Ox/7dP1GRVlVGoQYodbmRjAdYAoIoRkxBZ5/+IzT8cjVmzukd95CzNwu75HjNbENLHczy90tywvPN6JGXn70DGuF6zFT60JrR+aXTnWhvcFv/OqvUe9f8u2//AtqUyKJ2Av8OL7BIt6zXo4HON1i5Tvc3zuCuwyJPBb2VyNx3NMUDi+fMQ6ZvA2OuTVtiMJ8uoMxUVtmkp4U5wG1fgQGznStjTARvfjqmvKex8VtODxo8m6KOEBh9pPlCV+QBu6X68v15fpyfbm+XF+uL9eX68v16euHIqzrBP25yuncR/v0yudHI3vLOcM2b69vHJXoaKXLC+EtKJLr2K0ojzrytE5wqylDSltbtbWGIZRlIaeIpIgMuTs54ZyhFDm1hgXr1mwK5hC9Hj8gjU+w8ZoYb0ghYxK3iq0RkJhISZxY3PlEcUXRTJliYFkKwSqtztBGXF8PaAta3U5OTGhqUBs5rjOt3flECiFUop5oy3fR0/f96+WOjBJLxdoJwuguSxdkfC/+XH5IoutgCsE1Y/0qEmPCzOkWzjU+k/VdIsdt6Px+OKK66ry6gkDno/TW8KXSwme5TP3MllmfyO8T73ChaOAo6TrMd2nHunFXbftYry3thOxLByVb3UAwB9k1EnJERYmrM8jaubVGTN2W0tRpF9qwfl+sOe/TqqO14zSw3++Yly4/UguoslghmDKIoamhsT8bMVEUgkaSGJIa1RqhT6QGCVQyL08D+ydvcvOVjAxf5/HTjrDu32C8eQe7epeH6uj+oLnLWOGoL+oDfbJe4xOIV/OCT/ObVOdWN39uNwqaASIEEkY8P/cXF9vMEf2VBhTCguD/+YfYEaPQ+mClmrlkyqeEHvOLzmruur6Us468NSVyRojX9YsxtHLROu37tlUF8Ql214/sCIcY969ecBWN3TQhCFVPpHVfTKkrTXTrYFNSzI5yrijJmGgnR5fSShnizAWMKZEAXapz3FujhsaqMLF2ZQiCREGCoy7S925OqTv4dYTZOuVhnYAPAS2t05cq5fQ+ps+5feXPzk4U8jXTtSuvLNYQU6YLqSyicALSkNETLGVB1uGY1l2n2oxwhwFVI9I/f4sn0EqIhdYqdS6kUglzQ2OP7XpEykzreqphGonDwP7KW/aEQNOGNVfuCCFgwZA1rvZYIsHJHkEixAwhb59BpCuymD+DIXJxNhq16uas97Ncl/aql+tTZa1Wd0XtyhG9o/Sa9TBsucfrslaCvIa1nTXa/a+CWd5+pjYFW8AiSQEtaDXCJnfocwW1KVYLdSkMw3BBg1KyRFcKKI26LOSQyF2qcDnN1KVyd3jJy2fPETUeNHBTHwNw/+IF9fmJIYHeVUKrHL7zIaF3LnR3zUkrN4/fZBgjb91c8d5779H6sOCbj25INhNS5c039ty/vHV6Y4f1H7/9LunRDVEO3L73N5RyhIfDpjttJXM1PGHKew6HF5TTK+KgWJ6oyfelkrGgqBTi2LChEHJDV7ewEIiSCSlC6owWOz/7QQKsbp3Bu72tVVbLYJdhixdx3nnWmxzqj9ic/ZEpAZ8QA2Z7Rj77Z/rPvdaGvuRZWkB7u319K9oWVIwoDslHnNzbWqGt0kD0hwDD1MWnc87bUECMAqbUWmmtkqKT+LtMKs08WXFlAnGhNgw6x9XKKzj8ANs/IiUlpWuUSOHCGlISUQKR3CFwT0YAUjB2Y6Y8VGIX3BWrsPru1hMxCXUxNBhjAKRicZWMEpQjIc9IqNjyPnb8NmH2FkG2Qgwu3Osc2BNYpwX0QGAx4OLxXaw3DEhMZ5Kzrdcqn7mdF5PSiCfTIq5vZ5awFl8rNDww+NR7jCsP+QvSirLeCrp8O67WzTlpXffx2uJnzWHOP/KxX2rbwya9vX3ZthWaBZoFDLdojbJK0Pj3aFNPIPGWrpgrVazTmCZOPGmqTtNoxt3tLa3zrpflRK2VZSl9/zWSzLQ+tCgUapgwiV5ABaXGeuGLrRCMpvDy9sj8UCkt0my1CdzTJFNRchIfMmiKhlU2x5/7YOY8XQTCguoLAGq9JQW35sSi+05fBIq11a0qWBQvzqR7S68df0IfKmxOB7A+Ad+narGpc7L7QdULk8vk7XzL1jv0yWj4ecXUL1zC2kW5MZf6itEYspJ723CKkYf7E/f3B4Z6xS6PQKX2eJFzJqTkMmR4omRmrzEuQggMYcSOFa1zp7SclUlQ13tOOTNNE/Hh4AWJrENVA9NuQnLgNEvX3g0+tAKumNGHraIJ0nwieaUMVIUkggVhjiCpYm3ezA9ahTTd8PgrX6Pcvc8yDuT9Huv80DCMiDVEK0Fw5QpVpPreDYuRc8HkJcIDxMdU9tDbok1PSP2IFHdYjJyOR4alUE5lU0JIcURPD+SrHbosNF0wuyIN/flK4oOqtaLiNpjO3+iJmjXCZqoe+7NxUdhRHfiwTvGS7C7hm8VlQBe7GJ794q+zSsBnfP3yXILXB2k//Rf6UJWsAz9OP0oSSK0Qyj1uoX1W2hFz86F5OZKC+JBol2wS1jmaXgQ2cx+IugJMQgqBRiA1qIeZ+8NH3L/f5dCWgLTGO9/4Gkrh+9//LrmclZGmp2/y6GbHstxzmh/Y54En77zL8dSHwKNwe3yfgYU3vzIwDgPLsXHsVvPPXnyXK3mbJCe0Lg4FmLHvUoeyn4htYbmfQV6RwitSTIThmvTW1/09MnA4PWPRVzx98y0s7kj7R9TVNKQ1pmEg5IRFsKA0FVpbSYOQAYJbbBuFkBYkr7QJV0u4vKc/yfqhQ1efi5CtCcqnHvDyqQnreuifEY9OOO8cPbXCKh9kpjSr7shg5wfQrGv0rXpsqszL7FUrTpLOEhhiorbCMhdEAkMnppdaKM217eKQXEuSiHSE06UHn1MevktORhwEi2PnaEBZqztRT6jXqc2eFEQWYhZSbCRRIuoE+i7tQ6vuua2VlAIqjRAaLfQqXSoiB0QeULtDH75NXN4nmYu/W6sQEhabJ9tpZRF6leNL++S++KWz2oNc/2qfkjZcukoQwloFAbZVP/0+aXDidF1J1LIlui4EHFE7zw79vNemgMBlcPv0N/dTyxltw4A+TCGs7ldxU9RYq92YYh8YdJkd52Kv8mD+XlKMiClhSFitlMPs3CSglRnDuao6134AH5HFD92h3SLDjqousWJipGQsHcFtraOWImgppCAsdUG7RrGg1HJiWY7EFFyPz87Tm6rJP5soQQ0NjWBHlsWdtEr5iBAqKT4Cct9PF3JpvmF8X24xwJOXtbqI0flQQfw7XMu1Elg7JH65VC/usXxBNt7PdElPVHF0ShPaau/+QAgzu6lrRzfjZr+jlAP18EAblLRPxDU6q+tSqikmgsQB0+ZoyjaY4QNDU9yjS8SOB5dyCat+daG49gsxBqZpQtJIH2Ym5OT82ezF3IIbD+Su46pdb9RMySF7nOsxCvzZaKZM+x3jtGeZbxlDZdAVSRO0zjw8+4CYGpISado7KAJINn9+1FzvNEU0LtSDAwFteYXlSkoHwnCFxXfR8BXy4EgZ83vo4T3CmMjDxMIDTSHHzNpCkVIoty8IupB2E7VVR/h68jQ8TlgAtcU1LCU7YrpWlKZY8F6dSz4LMdrWHbQ2O41eupybOfd4I9FaO9+wf6BrNRe6XJ8YsL0ogLcoUwt6vKMdnhHzI6Sj1mLu4NTaQquVNCTq7IAAgITAfDx5tjL6AGpdinOi19dripbCfpzQYsyv7rBeSD26eZO7u3tujw/MOtNCZBgGUr9nr579gF1+m5AaeQjcPbxiv9/zzhuuMnB7ekBo7GIiayOlyHwwQuoJMa84PrslysIVPkyZZeD4wmdeRrlGhyNqjXFayOGEcM39MqD5GwBMT96El99Bl/eR3RNS3hPGK9qKeNvRh7e10eqqnT9unTetntd5XdUQKYSUYFh1cg2r+z5we1YH+HHXj6QS8Dok3xELOyejtiEcq8yVbJvlkznCilB5Ex2NlBpRVvH1qQsoFcSOmM7e9jbdHsogyavwEEnBZXK0lY2RK2bULg/kSJf2Vvh66Gas+cAFWQh5RGQi4BXNYI0sd8TyPeKhIVpggpDfBCCGHYs6khEu9F/XKjgFJeTKMBRiPTDUPSkkYocrHD1ohJwJLWBBqVYIaztITkz5Djl9QK0fIst7mB7OmydnSBAwxAJaDU3SBxq6lqz60JXgU4+mM4S2TWK7XFCgWGPRikQYzEXg/S4lamhg7voSVJCasdr1AA1EKhIcpVb1e/5F0bKUrU2kF6oTXVLNXt/Tr1d7FxJIH/sM6/Tqxz/ZeXDijDq3yubWdn4vHvxE0paM+cvoZiwQRSi10Fojig9cDflcKNRO21gAxIhRSRyx2YNTXj4kjo+oMtDCgEogkLq7zkrpiC4PZEqOwkkbaA9+dQYdoS20ErEMRtiEyEOInbJSMS3EULHyPvSBwKgPBBOYF5eaEnNNy41JEvwaxEQgbOiZiGxtTNdHTP3cda3gEFYpMXqdelYXeP3+rNf0x6ejXH7/FwJh/dhb+Pjnee3vFtDmQ2raoFhhikrqZgyJwHSzZ64PcDh5ER3ThvKYNVRdwUKlu9+FlebT5fZQXM++ITEQxgEr1Yt+wEpBEJZSQIRpNxLSRFFHxkMMxBjcuCV3RYAA4+gx5XTsz56IU74uJUnAHf7MGIaRYZiQ4x1XyZ0LAXIckXiizjOSHjmNLF8om0ijdnWTIELIAzEcCNWHXwIHEB+kJT5mmn6JPH1jaz9HqZT5JQTIIaEhQ9e/rmXtjhWQxnxfMV2wYXIJr6Frds4nj9Pqmp9GQyRjF1P9FgxLyTuQGFYruZ/wzQrQiGmPMOBODpUNCpcCJOTnVMBtMfIitn7iz8YWW22d3O3dwVXSarPL3igtoc+gfty2vMf37n7VFa4wOfngHJDtlqG9JC7PaPfPaXd3MJ6HnDFzRydTcu9qFavI4ADXsZw4LQu73Y7l5MPfh/sHH9YCQo4sS8Fa4+nNY06LYXLs1qegeuSXvvYWp+ORh+cfMZSC1ErtNJIchbsX77N/401avmJulbYsDMXVN978+jecAjM/w8ozUj6iHHncaSRFF47VoAaCBaIuBHvYOhflcGSkMcVAVnM3tjiBNKQ+92tQd0iIjNdvorsrFmsM4gYJAEmi0wctECQT4uig2RqTu0Xz1mQ1RaS4ixveMFCLIAtmGbURsbEXXI6+uqPh51NZfjpKwE/U/t1UMMGCQ8qiZ76IgIUKoYI2TzICXiX3z6IYQRQhOFcziPtBb6eiYQRq65JCBNfc2x4SgZBcTNhHrWmmxN62kVCgqU/P2wPWPnR9zNS1Yu0JsENk9MO4y2SsCecAJCI7MmE+MOQHEgpd6FfiiMWIxkCJHleTCGN3bEl6R5vfA56Rwh1VjtQM89J115ZKHAZCzJ70xojYkTYrrW/SkDNpHDo3qNIkoHFHzH1yMbk97tYWb4pJQ2TVVFx1V6M7J2lyTTW7TBDcvs4tWru23hcF6ZKOrJpdBO/OlfoEL7v/yGVw5bPw2PP3brvtojgz8+TdLKDqqPNKbwF61R5otWCqnjjKue/quoxKDEIrldrFyVdpIUI/+BEkK4SKaKF1hFOOPyDsnzCmJ7SNxiIbwhNIjsoZ5KBkE6I14mpK0TsBWmdMI7WIPwu90NHQOu/uSAwLod5SH/4KTq4RPKLEMEAp/SBKbuW3tjQtQLf9pFv7unRSf5+sBcDZzNk5e3FDE01XFxqHUUIITv/4MYqllbf62iuu8k1dduuLv1Z6S1/m7fQQhZwS45DRLo2zHv0pJSxFYgpIzoSusVpt6cVDckvnTpnR3jYHMK3O/zdQbbTqu2vcdxcnhbAsXny0Rs4ZQtg43rvd5BbDySXNam1gRu7GAcu8IDEiXTptYztseatbmb788Bm7vPv/2Xu3JkmO7M7vd/wWEZl16W4AgyHINa7INVH7sLYmmen7v+hJJjPpRfsgI7nL4YwGQF+rsjIzIvxy9HA8MqsbGJAzsxyAFNys0ejKysy4eLify//CzoPHs24Y2bBDWKGcEW5QcbQN2gDQLFn04tG14PxATANSrHsRWqU2j3pvzx0LQc5mOgO4esCXI3pSAh4/TiCRclo5ni3ozboQ4kDJBVnNFc6FSOsi83WZCcOI1ArFgl1xVylHxWBiiICPlsyuq90HADGFGh88kKwzKQW9VGs2bds//fzddFSfw0k/XWfl0/8TuMxhseceeQ49szVcseskGzfhwpVomPSXSS05zCSncWS3mdzUJ0J5xNUTgnUW8/HIZvBqCYwl0uohtwoK+WTXfK2FMAzUteLFcXw8cXg8MHS5tKCQ10wMEXBWLHeBzTp1Pj/yZj1R15XQqsmYJtcTDVApeBdoPrD/5V8ypR2UIx+ebE3NpyfG3cDNF78gHwsaMm6t+D7vV14Qp1e8urnn/M0/wulbhCPj2NezFHBxxHmlugIxkCOQTszH/weAp/ktLY3c/fJz/Jgo+cy6PFyKgNF3xRG1Ap3BIh2Xrct5PKaLbUGcWrW/y2RqaLgBqGe0BbSNiO7Q1jWQa7QVyrnnKKTvjH+2Dut1/LEyML1Ar2D9HtuMNukUIVgmr8U2z26F2bo/L3SMqpi2aeuC95s22PYNtZnkkHh/rQT3hUfFZHWC8+aLPQ0mhdUz9XWeabkSmXGt0MoB3z6gtWOdwud4/wr0xha4ZpWe7iND0JWgM/dOKPMjms/46dbaOFiVjQ7t8kEYUsPXhfnQjQHmt4z+RIgz4jPp5QuIN/jtbqnimlLrSiuKHwckGYmhd7+oWinLmRgd5sioCIb5stcbKgEXguGvxJn0xyWot0kpGqEl84avgauwr+DEpFWcBLs/F03Wn8qwVvFHi6TDNl2xQOdTa9YL2J/vtpk+HZ9qE19nnyBiGGO9/HtbgM3kwjJTNVmlVpF+HE1sYw7iCF4oLYM2QtrA6wNrzXjniWOC0gi1wCZyvbyl5dcMMeHdiCGL/CVodxIQ9YiC00x0jujl4ottbjDFcHZ5pVBN7mVrOfpGcw3kAGEmn36NnH5FqrbpS1PEC0RF3UpnZ7Ep1DcVe6bBLD3VJFUsaL3OrUupREwI3OAVW8AqHZ+9fbS3wOj3waOI4XPpmE306rzk/tB+1Y8xnidjYprU3me8F7ReK/dDtKqVeCOgLtkqLhfMe7Pug8GKjEplsnhcrFWlO+J5n2iqVCeUUgn9foYYaaWgAvNyZre/oTx7voYh4bxQmgVcIkKIEd/JK+LchYuwrnOPZfQC9dJe69RlRYvSUiP7idmb3qXbfcY0nWnLb0GV0JNp2dwRpCIdurScZtLocT5ecEwWA0XcsKdQqOu3tHJCOlnW5dfU829RN+DDHqmW0Mdpx9ihWKdlIaQBrZlzLkyjkoJn7dewrQu6OKSZiL0oRrh8RkhqHkIabW3VajJHHcOekkPcCpqtK+KqmXSw8TsKzqfvVOf/FMM51+fRD4y+7l55rspmB34dBgeyUW1/d4rB/M0OdJOkEsmILohmk55qRqbS9oahdxc8J0QWc7+MAdnvOR1OtE5qarnS1CEKlXzVH+9zN44DwSuaVyrC+nQiKfgNpphhcA6Hcnx8YFnOtuduxDKpNFHcCF5Cd9cUwiZF6AQZAqd15iaNDC9/QRoCv/n73plYX3Pz8hV+CJTsoY5oKmg3Lkh3f8P9//CfGeKKjMD7maHJ5fsZ98zeEW8ccQclFTQKbVRa6jFPe08aPiNNESeRMUBZz6xPFvNoiGYxH43w6H3tBarefXCBKxtriwMMHmQnUSGuhrdsEakj6EqrQ7/L4RLIxh+YPj8YsD5n9z1XCegr/LVC8awc9WmQ+51qx1a6p7erNUD3AAZoTalqGVZTsfb5Bkjpn117S8EE+626YqXWHs0r+Bg630L74lUvntetWavMaaNqJc8ZEVjPFsx5vNmzlRONxnE+44cdaW/2lS59QN0tId0y+Bu8t8xqY3rX9UxZzhzev+bh7TcMaWA/7nnVnSvWeeb4dKDmmfsXN8it53x4Q+oY1f3QaK6yBsF5TyByevuE9tbabvT4MZKGkeYDrTh0SPhxwo9dXD0EqihFMHyaNJLTC3ZEN6KpVrRaButF0E1JQSLiu5tQG2h5gBqRC5DdqmLOmfC1Bbj+eg++swj9qce2AVzBTHKxDS6X39rmuP3uNs875MW5jjH9FO7yKS57w59qD/IDtUZgQNwez4o2q86X2rV5ZXMGE3PCahvGNINWqkp3j3Ksa7n6ChDN8lJBnMcNe3ytjP2canlNOQ4EB0wRCYa93irvvW7e2+mZIJk0LIQOhwl1xZeMdxmdDbesAVqfOJmFKDNjeqA9/hbmf0SWb67XO3iUDFrM0jMFRK7BpjjXoUCKyALdrafBxb7VB7EWlAxUB41msJQNR5uH7kJXrIKrzmw2Ps4fPrnH8vHPFVSUzWDix4aw/EFDNhw/0CuiJovaqHWl1Ix2qMdcTRe1LQs3w0BtK805fK+weg2UvBiOFN8TlMaVqIitI80+3zlnvuoY9tQOwZ6VeZ4REWKK5HO+EApD8JRaqVrt8wWmabroa3vv8MGjTdDSrTPb9bbVNSO5Iq1S6kLxiVUnhi//EwC7P/trXHvD4Tf/O45jh4yFi6F1bdbaTD5yOh9ZXCBWh9+S8OoQv0PiS/JaGEVpyzuDpAHSjrSlUsoTISmtOtCIxBG609x+tyfdTwxaeXx84LQsxJtrGzuvM24xzL90fK7m60mWloEOf1G6S1ehdJdGJ+C8Is70xU1XtF6Nd6Qafv9HCFi/3znwh58rkd7x/IgIE7jMay04KewnR/SF1lbD3veAVusTkYWSj5S6ULUhrSH5/RVOEKzX5JOQoyfIHmmO+Whr8rrOrKeZ5bSQhpGYBlQbKfZuZVW0Qz5KLuhaCE4uJOrWMmkYDB+tjRAFFwJpsHldtRGDwwl45zDJ9op23oD3idKU4Arzw9eoVFxy3GJV++AOuOpYHh9wsuCCskZFQydOt0eivqWVJ2R6ILhKdJG6wQP39zhZqBHi7Uja74jjRAkj2t05906QdAN+oqw2N2X15IPN/ZUTcS+k/YCPQFVqy5drLKGbAtBjDGnPglbsfnoA66DgPbTlo0JKq8bZ+KHxRxkHXOVgtj/8cB8VMM9rBSxiMhZ6vGruo4gfAGXrjDhXejBh39E6M9XaX5sYbb3avdHYioWGh+m/u9mrgYlRz2ebgGKLY+xV3ppXWBu1razzwm6YcFnI7yxgPZV3jLe3tDByOsGaC/u7F5yOFnC2YiL7y/GJWGYGPzLkM9qFgo/ffks5n8jnI/WzF7wPnpudZ9ft4MvpzCqO4kbSzT23ozlVlLNJBy2xUGLDTwOaEiQLVnW3R/TOznG3Q2LqFxBKybTikLiBoL1BxbDqynWB29pngDOnC9GAtEhr4XKNLVHojis4e9tPrI1qTH7lWm6Q/oC4Ky7v9wxUvv8Mt4qcVaZahdKxmw0su75um5jFqwVqThwh+G7x2sHrTaAprWBuLRIuLcHWGq0bTfjoLkz92NPS4BSvR1x+QwsDMQi4O2rPW81BC6vaipCcMIhDFlu8U1zw4q1SGhdoEfXSnygIVKI7Uh9+jdOvqfU14hZqJ42EYcBFJUQjhbT2BOLxscsnOQ9ZqWulhBEfxwtMZavGldzlhaK5FakDrQ7Zgt4OTRF6twL5qA35h4xPXf1+zAB2O5Xvg6U8/5ls0Krt3851hrkSo0MKl6pxyZkUoORm+Dx1lFouslYQoFVcMxy166L9zw1bqjaDElg214PLeq2et5WyLNTZbDGlmVNV6q1JCYI0wSuspRK7usul3Oas4ivicSnhPbhaqWsP1mrDIzjn0bJyqiulwa3bpHluexI0IpyQFGgxIF1cQtTmiTpnpPzzDHW94ENbVz4RHQhuIsTJqkCXhBe8y5T1A6XOtCzksuAnqB3WMO73SBpIyXMTIofDI6d5YdjZVltrZrNSLZXe5r4Wyl0z58OaC3HwuJBwmtFF+/uNHOdMquMyWy4yT9ue+SMsxUak/PhZ2myRPyp6ffRsfVchwCAkG4G6EPzCzU0k+YW8HDi3E7EnWqEdiXqi6IEqGVVvtqrlSFdLY0oJ74SWBRkHXFVo9YLvPtdGaCC5kddMq0YS9b4HfCjUStNGXldKyYRxwHUcY1OllbXjoh34hBPZUFh4McWXizKMgGalbF1lFxHJJF/g+C2n07dIaLxIdm/r5LvDXLREUWCa1Mw3ANX/xvr1a8JNYkgnNGRqcNRuNrFGoWiDYWBOI+P+M2S8J8Q71Hc7+VhpztOIOEk4VlpxpGrXQF01pzox7o7qxwTrrbtdW+2xwcbb2GTaNuLhRlC3zskGQXSebrmcf3CO/Svqff08fh4/j5/Hz+Pn8fP4efw8/v84fm/SlWrPiOyHoBur+llKp8/y/u9keluNYMMQOJRI7fjUpoKyI3irFhQtRljSerX4885aqa4zimshLwubebAJ1nacTCfYPBc1dt6x5ALacCESnUdLwXUmdfFwykfURabdxKCO9XS+SP+kGNgHRcuJd//vW273eygLsWNk53klThNfvLgn1z3ROXwpyGysvxcRWj1HLuEAACAASURBVFVO5xX39IG5wPDvvjR5FOB0PKNxz/DiL7n/y/9IlQM8/h1psQpvopIVlC7cvZyp+RGdA36+BcDvX+H3L8wwIQkmlix43ysqTkC6zt8mESb+kuqLtyqK02QY1ra1059VdJ5XFgX4iOH341Zbn+vJfh+5asOvft9rcM0Y/1lDr9fBmnyG5zWMb0MlX4gnvUlFrdJbJ8qS8wWgL61ZJi5WPVVnhMG6Fb4VJERrKfpOnqntUuGkNVJbcPWtaT3mM+K/oInh/JokVD1OHVELsazcSkBXM81I8ztcPpmGoXdmcZxgDP3I10fW09cM8p4YHomTUKeJ1uEq5EprmVyEOCZEM7WtlGKtpVgjPtrSUfsVk6Y050mpYw2dM6y+qk1LCUhLsGX71STDRJxhcvEGN/sD0+8N4/5TUbio3eDCjqn/8DnkqsOc/AaEx9QBFNOrjgLRecQLZd3UJ5RWKlMcWR5P3N3dMZdM064eIY61CdIqg8/QVlRch05shJ7Q1w0jCbn+vdt1DyK0UtlLMDPnJZsedO/qrJrxYUCXSsAhweO9J9fePXCg3iqzGrqsXmuXSplrgnOJFCJFPTMz+Hwh/JVvBB8fSO2BBtQxGSzm3Fuv4mjOoXHADyNuORC1XIgjSzaNTnf+wDDcos0bdk+MVJbLA5WZJpGWIWSop5VlfWT46pf2HbcTBINKxPGGWx/JeTWJLmAaJ7NOjYNxUpxZErs+54I2SjXohbhokJfmcZ3/gHhK7wWKKN4ZCWljW5tm9lXZ4V/HkI+acyrVVG2AkArTUNntlOTOlHACVtbZ1psgZ9AT0S1ILQy7W2pV5gx1W5PEOrFUcCkiVWnV4/t6o2smKHiEh4cjuRVCitC1dZu3CqWKUr3gx0Tz12vsnEE0DI/tO38G3Nh1UJ31IQNCXRdyLvb8bFbzQfANUhT8ICylMkRH6GtuG79gcRNFlegCYwC/X9FNhWA9UtsZrffEYcQ7Dx5ctHlb/UDQCXWBIiMt3OPSPTLdwdZhkQJayXkhhgzlDPWI77CHEBISo0HkcqE534lX/abV1lWInMEBe0V9a/mLdMiWKnYjjJS7addrFUT9Bc/+u8YfQLp6Hpw+C1YvYn0ORC8i/t9RF1B3WXw3ByJjOG4PnEfrDnDglSDVoAd1vcZKznTAtJqkhbSClEa/v3g1PFxtXT7Lmfalf6YZ5mOANKC5MJ9mggrDaCX043zEp5F4/wWpwfzmNcuSGW/t9d3dLcEHPrx7z/r4xM3NLee3b3EdfxFrY316Yv8Lh+rAYV5o5yfGjg9NLdPOM1pgzivTbsfT+3fMZzu+NI74kLh7+Yrh/o61FOaHyrBt6D6R7l7hX3xugc3yiJZ3FM20DkuI/s7wa/uEBGeAdF3xcWsh0RUSxHToTHsBdRsBQTpedaDVaAxbu4GX140M+Jyw0K5s1Q0z+CPt/Zu49HPRaWkf47E3iMhzDCtsYvSwHfwFUHCBwHwS1GzXhE0L18wW0EprjtJbqwBSN1mtrkP6iVSWtVKq+Tb3hdYchbqsTTO/NefVhNxDJJf5IrFSl0zQlXz+QA2vibdPhPSEG479C/YWeDTBt4KvM3r6wMPbrkUZBm5vX5DiQMkrSCXeBs6rJUv1+JqRA96vqM/El6+oRYm9tROaR1InlklFhmAM2744r60SetvSuH6K0j3V23VdQQ3nhURzk6uJVlJ/3YJU54L5qatgraZtPbkuktBZ/8/WqA13L7iuHGKwkY/nwU9/2BTdjpnucqRUmqmvGNAZgGEcjXQqQm4ZCZ4h9vkIhOSo3YyldRiVGRKZNBtgRLf+vZtpnCmFbCz9iDqHS4nkPYf1TK3NsJ7AcjrjQyNna2uPu52ZYHTDli2RNGeh2p0DlbK17OMAfkfcv8AdHjk+/QY9PnJ2/xWAY/sVL15mhvQI3BBcwPlI7fraeimsKDFEXEtQ5ws5xRWgKevyAdUjkgcaO8ZoOqxRAhpfUdyR/PSBuiiteZZWyQeDe7W7PTUkvPe4ThCKIbHMlrCVqoS0Yxd64J0zRRXX2dSlVWSY8NH0WbWJXcMOh/Pdi90Stu18nomOYuTDn7RvwHNirn4CIaCb+nQYyTgKL+5GpvGE1yNBn3CT52HpDPucaS2zS4nz05n7FxM+RKQ8Mc8bJt7jHaQx0VxBc6MUR+oFoqjCQ35HKYVhiiQR/DAgnei61moOTyK0qsQxEbyDjvsHtYTRC9UJKkJFLUgG1Jlqhg+2N3jovCS7Dik4IpG721t0uGF+PME0kft+P3z5nwjjnnX9QC3fUhBamCldtis3j5tuSHe/REKgtcXW1R6Men9PCJ+xcmJpM+oGNCTUC6UrFfjSEK9IyOQ208qRfHxDe7J1fzkGphCQyaEScePQJRv7OVYgqH1vy8YX2hZatr9NtkplU6RRNuKBiJjrWf0hjYA/EsP6fFw3dfno7z/ok9pk9qds2bsFS5t4ctCG14bWQm0F1yrJC7VXOGvOVDUQv2A/N9esDWfbKOfFHKKq2a1NN7ccPvSbc5p59dkrcriBrDw+fU1bHXeD4UPzXFjXM/OHR3YCnI/kx3ebRi6xVQSlvll4f0zc3H/O5CKHt8a4m/OKNHAkQkgUmYwZ3ivEbllJ+oC+/q88Le+Z9Qjt4ZLx+d2eFkbOj0eGGPENVAPJC+XieFKppSClkjThw2R4yotsk2nXtW0jFwyresE6RiCiLZoeZwl4ojHAsWDvqr770xsfs/1/91H+TpKg0DHW8k+rYjyvZnyEy1YqCZF0mbvRWYbZRLpxg2n/+U1juAduTgTw1Fot2equJZRK8A7fCsu6cF6zAdW3EmxttJZZz2dCHGnr17RwgPA1AMnfouqJaWQ5nSnziYe33zKfbO7f7m6Y5pecjice375By0L7iy/Q7qQ1+TM1VmYfcGlCQ+P0/rfQSWXTJAw3OxhHWoj4mxucv8V1C8AwBBCl5JVYV5zvQadwlfZpG+64IeoQiYgmtMZ+j2yDFjEWuBGqTC6r34R/4ob9GxnPcGQNMQOQi8ScKaHc3L8AIHJE29lsop3Qaia54RrwlsYQAqXa54CYW5rzfS6CMbZ7MtEKLVtAtkkSllo5rRmnShgijoyUemFb1zVTcyPEgaqWSCzLcqmwbgRI7wTfKo5Gk3plW8dAVuGswpo96ypMfqE+/iNg1rB1VjQoJU8MuaFrvlTvqphSwrqa8oYTz1IhdgF5paGl4hNWccoZykLrZFytEe9GQhHWc2adMyqReHfL/s72hjAMLCHRmjIvK8l7ci64DmiUKrQ1k92M2WXTmfVbkuXxIZnEUqvgHS54lK0STneH67JuG3t2KxQ0R7XT+5OPa/Hq+9dUe72B1GtXakvYFVrHropwsT2NoTKmyhQybj2CHoiq1/qWqwQ3AY00JVo7c7tLrOeID1ZhnAZTbXDa8MESNp+SEYaBcD+w18b5t9/AkgkqRtbrwZOrFech10JIghuEVUtnxtt65YPJnClmCEPOLKdN2SHhO+FQHYQooO3Suahe2Isg5wPl+MTkI+IDyzbv01dML19RD7+iPp3QfMbJDnGdDDgKftzjxMjrRaCFHcPu39nx+z/H+c+J/DeW5e8o64FRbiHEy96lx4UmFZIBqmtZcTkTendC8tk6hi+Voo7iB3wacK4Tb6qYhbGrVF2sKCIeOr4cBth4GM6jEixB7VPFtYpK6fP7d48/qsJqUXHfXC6T0n7nU//gjz/zh4NZrQOVLl6tDaTg64LXrmPauoRVNekJUdNbXc92A1trJkbdNp9wk2za2rJ5Xogh4JqjlELJlfev3/D4vvuhK+QwMNx+xnxY4LExhAE99CpZy3z4zW9oc6HGG16/e2Ia9uz2tqhMQ+Tx8ZFlXZjiyF/9xZ8h5cw77PjefP1bWoPWArcv7rn/i78i1yd8syz9/PAN5XRgWQvlw2tcSnz2i1fX1tV6Jq9vcEkommghUHvVqrnNseiE+ggSCS5esiEJVwIEljRSm+DF7OsuWpdq9cLWGrVWywafVRivEIvNtajf60vC8oO3+F98WKVGL5XWP2RYq/jZAvwpm/UyesYocN1EIrWAMND8eJFAUekVUiedpd6dnXrVoRVLNFpt6Pco0jlvaVdZVkRtYRfvLq4r61pY88wUd/jmOb57oMgHXnxuphfzm69ZlsJuf8Ph6Uj0gbsIu73Ni12qxPwBPT3yoh2o65H89cp0Y4v/q1/c8PT0wJnA9Pmfo/6Wqf2Wet4EqGeW9YE2JiRF/Dzg1xfIy8/tEo07s6OkWlbeKuLULtvF4EGeJQHWKkID1G2DkL7Ze4Tn68mPPOn+BYds+IBnc1n787eN1oRa1IT/u0Vr6Ezi+biS+qWKQ2StGXeukO39uVWG/c4CJ+8Q3yvYcjVs2NZuC4+cueGZbKYdj3O04KEqMkSSH9HzQuvVsBACa7Nnc0vE0jBYtwuYzzPBB7SaKoaxqhXfq4+UMy0vVK3s7r5gGL7k/OFX+GLJUkgRnT01RHyKtHMm7tvFcKUFh9SAK0YYVTHDGu3kGqSgOaO5ok0IRMo84zr5pazKsgbickZKpZVKcY4xBJbF9qbl8ITcv+pteUdZC6nLPYE998tpxuOtzeqsHX7pSAaHi8EIaBbNEqK/wNWq1t752qQg3bM/GOmoyjPb0Z/a2JLLZxJ2KOZ+ZORf5xdUN0JRAQTvHaUqLUNeCzF0EmcKTCnxdDyw31vgqlpIKRG7OsUQA3muaK2E4FCNlHVh7C37Mi/sbnbc3d/iVVlPZ7yXrnULEWeWurlBcDStfevrChtBiDEyLwvTZAFarfWyb/gQ0M6W19a6xi/Qz7HpgvZAWmncTje00pCuUepP/0hNj3B+S1sfwUOTiEs3ACSd0XIiP73GJ08czBGuLQaV8SlQ5gOV3xLckXJcabsb/DBdbI01DZT1xPHtB3a+kuaVelqovTNAbcjxSPAJV4HqcLcOGbeI06PqERraunW4H66fLw5a7luozWFxV+MXbaUTiuW/T8CqzwJS3Ri68p019KP3fj/btl3KwM8/99k77eTEHk6vK048vlVCX5ioldYllKRVVCtzni9adUNKnW1pAUGt9aPjdE2JmKC0NCNb1lJpHRfTlsz7cwFmylwhFz776kvo0havf/sGnjKDj4SXn3N3u0PbwrJYwLm7veV+f8vhcGAk8XR6TT6/5+Z+UymYWM6Z87Gw5geezo9MO8/y1NmwDdPhVLjd7VEnuDXTNumi9hYfjgQ/4u+/wt1+Ceo4z++oYq3f+y9eUmUk7m9owVNaY0gDLvUJFMT8gNUZPgdPaDzzDldUCsiKCw4XpQs2757f5J98iPB91dXfVVW1OWsttd4ktjZ/b+1sEleb2Pfl87bNYYO6OKESqRqMFSyGcbKR8drMGMS7Hqhx0Zqs82zZZq1d6UIv1eztK7KADAlflbZkBucpPdEoEhlefkZaC8vDe1Jy3N/fEnpb9Ztv3/JidwtvPnDvHI/nE3e//CVtsEpcmc/k9cxAo0njlDMcj5Texnn/fqXiiS++5MVf/8+UpJx+84bdBlcJE/ryC+I4UNcHWn6iPqyE7pQVbn6B3E40v6A14OPeKqUuINuiTkFdt0r2IG2Alp4lxV0yRfr1EbUc4dJBcR8tSlYhfC5vZj9v21xQwbkrU1l1Y9f/OJXaC9tan2nCNmu3bc5gYKHjBfaAQ1uhFFDvKAX8GFg7NnnNGchMyRPCjrqsHJ+eTIMZWEoxyFTwVDH5nda6GNqljNugdAfBWnsZr10u6LAbCV9+Rj4c8UPEzRU9z5clJWCGASJm3brb7YjjwHm5mhs478hZMUNrx+gFt7X0l9lsMeeZQ4tM0RH8BH3d19VRTwPZjaT7RD4uuN1ykXRTBzEkWlkp64xIwMXdpdLlZGVZnszww02onxCp1K4xnJdHyqkZ3E8NVhb3N6za8P2+xKbmliRuQyFD1wcF63yN084CAKfU2myd7WVqH/u+pBXRgjZTFdmMAERiZ5Vb0Gp/Apslt2CBQ6s/Qon1nzWEj8MOg0CprDhX8b4xDgvj0NcLt+JcD1gJeL/jXB+RrZXtAz4I0zSQV+uqarPr5fzm6mjvX9dKnEbrsHqhtY2R3gjRsduPUFaCU1oT/GDvL7WQW0W1oU0JIeKcXK6x856cMznni2sbcMFjbljVVld7pvTZMwSoKCf1RB+4GRTPAucV35P206/+D9a3E370prThzcXQj73MvLyl5QPBV1x1uBZxpVyq9trOtDWg7oiLC+oSuhxg3uMG47ysgBfPWJT65q3BxdZK7Z2B6uzZl/MZX0FzMyOPrVgz7RGNhqdupqYgowe/GREZLh4xkwYVgaoXqIu2SsOBbLCv7x//3SABv2t8p0qrH7cMvi/YVWebkdtQgbXBfKSczP5R1OHiLUK1tokW1nXGbyLYtVKr+UW3VplPJ4ZhuMpaqWmh1tIDkFqhNm7HDq5fnigPT6h33Ny84FhWlpKZux7fqsoYzQv4/PiWKVXGKVB74HI4HdiNE19+9UuOOaO6MO4j++68kQZPPiuHD5lSTizv/o78qMQONB+0MniPrpX5Aca7wPk0I73tO6QTgYxq5FxuGG7+hrTfcXz79zS1KrHbvyCEHTLszeYuz7RnOL1WC61LiIl31NL6g3QNClQyLqz41AOA4tBmGaR2T+DNceTf9ujzVa7Wgd/7+rMAZwueVBO1jRR65dsXUKVpNnmVata4vrdLAtL1cM0Uw4lpwT6H2qgKLVdzBsqVadpfSAi3t/fo8ILT6R2Px4UvfvkKkXDRHHTLwm7a8fThTZcxapRQOVS7r8t5JZSZSQu6zFA9XqLhcoF6zux2nsllwvKGVgtOT0auAdLtC3R8YY5KtaGukrUROmmkrg2pHvHJ3OfapiWqz/LYXoURjyOBJmr20MLldeee4/a2a/+70qefelr18TAx9U/0r7+3UyDXKbcF5Sq02iut7ePmQG0NnyJTiiwHZTldmWoOpeVsOpGY1FLVTG1XF8KyZgKW1LVSDeOMEjbh/wCSHGGfrDyajdgY+kGEpiy1IiHgQyLnTBiSVaOwuZ3LZlLQdSu9s8QFKFLM6td7XKjkCneffcXxne0LrVXy6hnY4SRSl0o7zbQuOdVch05sF8UFCCNrJ9NGvHXtFBRPHm4Zbgdy+Y1dQzKuzEgbjfA4RGRIRtDpwyNIKcSQcMHR1FGaYVPBYBNhzZS2kn0GJ6hTencaP3ho5l5nOp9CqyvSK+UujNYpEwtMka3KugVFgla5dMr+lGNL/n6wvbZN40sHpSG+4iQzTDDthF1qBHcNdLzva0FISKuM48R5Pvbv9EAlpYB3nXCt1XCwm+1wKaQhgkZC8NTiGJKndey0toKPid3NQCsDIcC6WiXUvqRRWzbppWBykMoVtiAinM9nhmFgXdeLq+F2HYpWnCi5ZKyZ5IygyBbQ3qO7FzyVhRAysnxAcqEXJ4n6Ad8WhB1r8zQNuDBcYGBOouWMdbG9QSxZvWBspeAC5GaSiaJQ5xMuHdFu+S1+wOXMTjGy5DLD0shdTk3igPMJQ7Zlih7JAqlD1cR78Io0c3ezmoI84zJ1iatqgb/09a30Z9/7gE+jPd8/MH4wYP0Ie/IM3E9fUAUDGG84lO31pm2rTfU+9TPs5GUubx7ARrj42Jp1JvhC4kgs7wnra9rxLeWhB2PiqWHuC7ptet6ZWC8YxlT9QPXK8XSyxcVxdc9oyvHp2D3NPcuy4BQ+vzdh//fHjGqm1QV05s+/esn5dCC/MwzqUDK+VoqYRtzxw4L4L5CdgfNP62qbw/LI/S//Aj8OlOUDWq1t6scZOSzcNIUMxzbTmsNn2zyigrQZz0zOZ/LJkSY1TU3AY4Dq4hNNz1DeoPkLxCeG/S/sFKeJpVYi5gccJKC6smnZGoM92aKt0Hy9VM37bbBASQvEBZUVXTO6XqeOakJ0RDSBRhzB7F77B0hncv9bGRvc5ffCZzdzBSrhWSLQKk4rXhpBDch/WXy8QVtq7W5AKK0YAxWg1kbO2YTzqzliPbx9x3y2gPRmdweyo5Qjro24EllOJ05ve8t+LRzef0BqZj8GwpqpT29pxebu3/yH/4nj22/4+h/+Hq8OL4kwfUHZmODMLIcTkn/DaTlSkmd/63B7a081AueHt4atlmp6hsmRe6WvuRGtmRCSEbOcVRhwetW7xOMw0wrUQ/PUIrgeNDvXjQ+exWv/lsbvCli/f9Y9g0Oou8ACqrO5Ipe90xNiwkdPo+GCIw6xE5s61KRWpFr1v5ZM1dy7VH1tz0snWBmrXbRSWrl0D7RrT2oUC3RTtwjtwZpTg3HlvDKkEUXJOV/cuJ7DjwxBb4Sv3AsNdbfn9u4LDo9HpJxRPMWNuBvDj67n90RXECmEMCA4yrywiRSrE8OTYl23lJLB7DYN5OVs1p4t06Qx7L9Ax4HcbVdpb/B5plBpPjC9uEXTRIyJc92gFyfoVTjvhXDR3+xBd83U8xnnE/NyJgyxu3lslSal5oXkHJSZVpTS8sXZKfkBOhTALIu3vbdX2qsVdPmpQgIE7Knd9omMMiN+xicYpsAUCo5NlL/S6orqgA+OmoXdzR69vF6ozRzSvA/kVSllxXl30Q9uNKITvExWjw4OHz29sc9pOYN6xjHC7Y5Ds66VL/2argsRZ7aw0eO8dSy3xaeUgvf+Ul0VEbz3bJ5fIQZyXkAEHwKh2p6c++fH4XNe/vv/lUUd7unXnH/9f7KLJ5rvRYxaSW6CGFmrUktDmlkhAzi/o7gTjdlMN+ZAIOL7w+9DQ0Oj5URjwEmi5IovmbravtHyieAr5IUQHe3c0CYsHTIU40Tav+rdgMZKoyLE3jlzxXSaRSBIZAgT0rwRqTD0RM2NVhZzLKuFWgubk5HzYjGD/+FE6yc6q38eP4+fx8/j5/Hz+Hn8PH4ePw8bv7cO63dK/rL9p2czosbi3UrBqGX5G3CfLv1zYQRaRr19vhNQDgy+EjniygHfjuYU1JnU+bxQdTWsD+ZgpeIpvbrXWiNrpjRFgiMOgbpc7S2fHh7Ja2a6uaFJo9VGjJG84QibIj7gpXGeH1jng1WFesbkA7jgEFdRt5BSZK2F+8//HIA43jEOnodv/oH1fGIk8+oXn7HJwtVTZVUllomyTsjNv+ez+5eEnu2cf/u3uPKW4FbiEGkpIYNHhn5+sVBHT0kN0gNPj/+F9XCPm/bc3n5lxzgO1PVMXh9AKzFa+2gr0WvbauBmqebF4enEK7sTPYPszmReIS24TurS5tGagAltE1oTtRn7z260R4jPPu9POy7z6Rnh4UIae1aWc85dK0i9Yo/r2TQg+kySyj7AsudnHunXKrJePucyNHRjqa3KNBvLt2YjeChWFumQgHXNlGUlxmA4137MV9vflRQiXhxzPrPkmYe372mr3ZenGgje8fTNWxKe9ljJj0+U113D9/ZzGCLj7S3jGLiNnm+//ZYXN3sAWj4wDIUXLwbOTzPaCtPLV4wvrQJbT9+yvptZTwtxnIkM7OWzi87q8cNrwtRgvKWmPUVHmjsTN+jzUJFBaa7hfcKlgASxQmqHQ3nnoW12v0ptxSoqsrWLwxWT3otL2kmB273/FLZh/9yq3BtmUS545U/HptP7Y4yPKqztWmF9dorPxvYTZ92mqlQxAlbTK35u2O0YY4B65nQ60/KKa+3SvrxoPtZqr2FqDvSqJ1hrVUWpHVcdoqNls7aETpICQvKUrISYCDHSelvRO09KQvbeYATOk/N6weXW0uEyrZJQcyN0gbKxsac7wud/ze1LcE+/5ptff83DeblYaO5eTsyPb8GNuJjIpRqM4fL8G4k0OEeMCfGRNCaGvm8s5wMhRPLpQA0LPg0sfocG6x5om0haWdtKkcp6OCBjJd3cdRtlaE3JpzPVzQTvqMF/hHd3opSc8T4yDoO54Hlho0tLMFmvvM6myapKpVxsiXXYYFjP/lyUAmwZaY1LJ+2nN7bq6nZPCj4U0gQ+rCz5iZBPXU0FpinhRaltNXeraMSel69MV3pdZvKy0GohxsC4S+RVqGu+YKs3XGtrFS9CSpFSVsNbguFf5xl8YBgD6J7zaSWXzilxSvKBmjMpRnyMkPOlMm/fYdjj53vDxn2g83m898ZfcJ5Wr7hkdQGZvsCFO3NCHv+WxtE0hoHGjkakVUccRlwIrMfTVZ84DDSZUJTaQOSWpvuurw5CpvoKckcIN0gSqi+UNdNFf1jfvSPEBpzRllm1mC5qJ3ZJvEXGe2RQNDV8K1R1LJ1QuUtGqkQ8ooHgo60/PS7UDldyeKQaNpuS7Vpy7V5uz9HvGv/8gHVr1zlBtSsAfOQXvwWcg/3cZRyVGNRKwBeBWPP6RWecLqALNednWAdF6ltiU1Io5gkdGzV5/G7fvymwHM/ktdKK6aqJOLzfgiVrQ4UQiDIgqzHQNtkr5swYPFJXnMAUjJn6dOrl8ZYJyRmTHjt+R9yq15vgFp5qDNAQOFEvmJfdzQ3DNHI8HVhOf8f9uEdcomERq08BUoJRUHfLF3/1v3Dzck85Glaq+W8Y84zXCHGkTTfMujLc2c31O0ESaApoHNAYcJoZ74wdaxc6khxUPbM8vqN4j8Q9btgesoh3lVptx/fBd1Z6L+GLnTtSgYJRAxvijYBAi9AGRE3AuJVAq55Wx8vrQkKIP1LI+i87LmQY+F5s4UXTUwTF4XRrZwdCbfj5CHWlkBAKri8ueZ1RrQwhmj2qKOuyXtpboopUS7K8CIgjIRcJlcPTN9R2Qip89uUvUK08fTiy28DsIfLq888o5cTcFtK45/Ov/py5B8SzvudmX/n8zxLzoXF4WPjw/h8YSpftqU8MLZOcI2kjDo58fkOr9uwM/j2+Rhi/wn/xP0JbeDj8iqlvMH68Q8Zb5ryQQjT5HjHw/gYJaKUSJVjyKgXnFyR53NZe0mTJasewfH/I+a93mMJKl/R6e8HYSQAAIABJREFUrrOqeiHyqDbUlUurWdThiCiJpWVQuHFcNv7kEsElgkwUD9oO3Wpxw/2vsIuU0YP3pBiJBNppvpBNY2k4zYZ/9wLR484LIW+yVB6JHoYRH5OtJiFQ+8arwVFyQVLEpX4OeTFjGEC14KRRqFQCRSCwXNRd1sUY3tP+c/wYaF+/ZZKVu257ui5K8YE27ZFpz3p8orbGuD2fuYDCsmYUjzpBwlXjWOJI1ZHS9vb8Lr9m0InljbGtWRzVJ9ZaaerI88oUJzxyCbqFyogDcVRXabWZLNVWKNBGDRVVIQVvRZUhsnZyCjtTLgg98NHW8M51khU9wXLAhOqASEJahGJ7Y50jUrr95Z94qEiXp7vWBAxB+Pz57AGr68mnL6QBUlScNmStrE2pbKL4J/YjzOeMeCEg5HKm9UQupkSIE+t8pmnFiycmgwBuvyM1GqG/eYoWE2CIV1mqNEycOOAVnDZSiDyVJ9Zsa5qPA0qAoviYkBjw7orPDD6aukuzz87LauovU1d2oNBoBG9qRR4jLfm+5rrD1xz+/n+jjRO3MbNPhTU71r5mTz7hY6Q6YUwRzQbbKf25WV3C3b6Ak6I6Eu/+A276nNJsr16X14R0xOGp5xOBAc9Arg7f9W59m1k/PDK6hi4zYcloc8TRuA2y35PVoIXOeVIErUruAWkhEDFZrZatuCiX+23QDdVGCIKodoUcj4Z+jdxkUl26/0HKwT+pEnDBUemnr/0OwhTOANVaCD5zfxdxLNTcmZbryhAELU8kmSnrgdKWjeRIqw2pB/xiG3LyVmVxQ7wcQnCB4Dzr8cxymDmdZmpRhml3ObjQ8ehaKpu8UV76Q5AL0feqlXRcYVVcT1mGfcTjcAkUy8idkwupy2BZlbJCdYbFi76wfvi1Xfz8yOzhhpnmj7hSqceM66bWKVQ0NXJsuPoED/8X1d1Qylt7/e5g2NEwUP0eHQPaCnnXg9HdRLx7QUg3jGEPcaCFBn6HdhZ/y8EIerNDj42VhXCbiD1ucc6DWlWj0UmqXi5YYyfNhI+1oFSQ7giz6QnSE49WULfgXMNpoOQtMQkdv/nDrL9/FeMZp+qfDo16day/TZ2R01xn2YuusDyRH94i2vDpFrSybq4lZSUEx3qeST5RWmWZZ1xfOJwT1vNCyYbAKvPKNEyksTNK3x8Yd7B/cctaZx4PB9SJORIB9fyBpw+V/Z05pxzOT7y6v2O/twqq6pnYDuj53EH/Si1PLMfHfnqFQSAWz3ooVPeAnzLJbxi7BZUXPK2J3fgVTooZe+wsUyeMSNwRJQErtVVa3VQBbH63jZlhTAKcK0hcLtVGXSe0dacrdyUbPV/ornJXf0w4+1OtUn3/PNwQwOICpWUUR+2bYguK9xGyEnxEW0Bz5tyxzyFA8omUIupDX8Kb4TG3RKLpBSSpKqxloc0ZKTb34jgiKpRcULGNPA2Jdra57byg2crEipFiavGX6mJdAWekqOYsAHJOaL16j2Y0H/DTDqcz+9QYNON74NDWM8nDtB+QIaGzt7vf500rBWlKzYWSF2iNECJDT/KbYt1BPMsyc3z8FvzAuYun7zxoEKgmuTiOE8OQWBfTQwarGw5hQIInTAPDzY61lK1eQ1NlvBnZDROtVlSVWsClDW/okTBcuireyBcmxI51ByxZs66idMJVhwFbo+aCa/3TDuX75+V30/nr8YmzTkotpgsuCs4H/GZE4grHD2+JbSHtJqKPaJ1Z6/Y6hJgYpvEiDYg6QnBsnKmajYDtRVjnE7RC8NfQx1RfHN45vCpazGRIOwO+lIIL4WKiId4TvFA6WS/gqSJ45wnO0Uoxwvd25q0rasgWU2EBVJeYrHIiH/4WPZm754BCvOXmM5MidOVMdlAEBu/tGU4DpWt7z6rc7EfWY6PkFdcqXvXSXRFVnL4Dl6gqaNkjvlHkhO/62T5U5ryy5pWUC26pGDzVcLltPSMpUo4LPgc0JdK0Iw2dhO1MM1xrvVSTcWIShNCLmxvo1tZsS3C7qkKIXSnmhxOtP6L49Zx8cn04KivoypgKY1q42VeCnCirAdefOIM2hjgT25HgTtRY8F1XrVal6Eprmegi45ioi+mt+U6bW+TELkzGas+Vwd1zeDyyzOd+DMI4RYJLVNeB7qUayJcuHeKls0/NaScmf5HBaNVgBiSHcybDYEXiTg6ojdoUDZ7qI74pTgpR7PvL6Uzwyi416rSjuRuqG3Bb6zhC2g9IOYGfafP/zfphItxasCmTgIxoGGhpRxVB8OSejbR4hxu/QMZ7XLqluYj35uy1sVGDd7hajFVJwMWIxHS1t22WIXkV3IX01q7sdqwKoF26xjlsAj4D85vtaLGWl1daXYkbaLoFWi7msPUjjc1ycwvWNviKiLV7P237muYklwRHumvJVnVuWswBSHs7WYXW9JmwumkAIt1eFUH8ivdnBmzTG5Zvccs72ulEK5kiZ9tUe6IQvLVKi9rmeFxmYkqsy1ZJU54eDvgYO4mkMu1uWB+tfdXEs8wHdqPD1UY6POBau1i/OlbKudFe3uPuvqTReCwPvOrJXpxeIvqBeip4d+YmR841IV0AOlWPnB5An0ixgEYGhLAFk35k9QmR99TDf6GEe4bdBL07MpeZVA/W7iVTcXg3gk9obwcJzeak0AUEKoQVlY3xp1BHtA009tAmRFMXHrf7aFaWAejETNmMYLFAWHtlVrRDPTybDuz2e+5PX6T6PcengcnWAnTWEq5Xa8S6rvx/7L1rjy3Jca73RGRmVa3V3XtzOENZt2MdHQHCMfwD/Pf9yR8M+IMNGzBwJJyLLVG8DGf23t1rVVVmRvhDZFX3HlLUFeQIngJIDmf1ZXWtrMy4vPG8t76irWJto0xKp3IfA0VTVtKaKdcZq07fKn3fkd44oqG+bmT6uC8hpzDrpyGLmZOBrDoSkT0qKsd9TM5yKbBkwE4KwGkckBSIPUmC+Ia7MI9DbZLEt7/8az58+/9y6c/k/gGv62u1LRmahTLpmL5/QwQg7GoVglOrKfbLvcKxZ3l0EEWFIsq23dBinAxNVYxwEgMlaWJfNyphpxl/Y6KUGU2KlcyuoNeFabQ+S8mYOr32cD+ayvAHHPtuM9JyHNzDWUw45XB+GpnEmQAJd6Vuhy35gbr6vl5HgjlCjzE07dbJxSmamPKNZdyvSRrbBv1+4/n+TL4+IerIfCQ5e5x1KjG3KjF8bdY5euYq4WhXykSaoO0bshPJEwRVCA+DgBFsLcvMvB425gVzZblkLtcFnUqgqEayh8cZMJUJqy2CcCAf+1m3qDqbhWHMOGXTJbqRu+4gG8U6kxZadSRNJ2tWtFGLsrx7QueF3gMBdnac6h4VX3FENuz+t9A/IcPVMusHxG5YeaT6e5J+SUkJ236GDRRnyRe0TGy3O76Hc6ibkUoE5fvLR5TGdL2Egm2fohM21lq6JMx3WquBGjxYwvWVUS6D0x7W5cFxPp5PEcctKAe/bU77X9StfRuwvjp1GCkZl4vz/ilzve6ovWD6PF5PfPqw0/sdtZUlK59uO08PwYFMeeLFd+73jSgCdspcgjow/vbWlDwJc37Hsxn788Z8KRzerJIL5TrTZbBcS4YkJ+su5xKLXjsQWbyOTQ7Ak9JFmB5CF+I9Mq66jgVuceNTEuYCGeV6uVKeou359ccXdJno2chf/gXy8GNcKnuNCmoqnxAzbOvs7Y6rkecFneIeqBhJe7jc6kJO71BduPthBbfg5REvC0wZEyFZRlLDiEp2sw9Yu9NuYa8mOTPP82ks4KzIPLIakQAVp/4Gn/S2gu6cm6e+sVVTInP0FpWRBGpjIrdlxKezZfn7uk67R8YqdU496W+6dLTw/bN6wRHwTiOYiuAnJ2JNmZxfJXSEintHXZD+iUlvzHofX7Miasg8cd9CJ+UDwQZQ3cKtzByzG2meUelR7QLWlzvtvpIeBJPY4Pd1pY5sP2VF1Hi+fRsaxWUgxkdlPGkjLYm1Vd7/5E+4fPETvv3F/8MvXv4WgK+uTzz96Ik9PdHXDR5Al7/kyz/+SwCm9pHbf/3fmHbQArZc6EsiP4wq1qXTL2DznU/3/8ae3vPVl/+ePB1w9k57+SZkEPkC5NBzdcJAAMg6cFaSOXXUahz2PTLviBW8LYhvWL/Qa8ZtIFZkCu28OK8Sl39Mdfzf2vXdnT06Yr2He5q4nkmyd2OvK9QdpTIPydM07Pmkd/bbDV0WWhP6WklpeNyf7W4iV6jhXlXmTJ6Fvh54IIsAsBt725He0eZv+NFtJIAGvfOyPpNUQ7vKCBaHLjMlQ13Yb41ljoPdgb0/I/LMvn4iS7wHG3uMkaLFrxIBsxvTNJ8hfe/xTKqHZl9F2LaK5TfGHynFvosg6uQMeRoBuVicFTnc1Xpr7GZUl5NEsFwXHt6/pyvIZWZ+94BM5VXPqIL2HklzDZB9o9PaYfxRKa2T9dWI5TPzEz/e6EEJSHiHWg/JgfI2hfn+XuOstcBMBfdX6N7RYsxjXabuPLx/oGulfvgIdSUvC1oO21Gl94pqjnulwfj0FNVbIPjZ3WOdJEhTISWwwzq11jCd2GsQXVpFRLiMgDKVhdvasR4Jh+SoHk79tQIrKbHMC6vd0BQSkHR0tbpFG3yI0EUEc+PdF8PMZXvB7r/kmp1e76hOSNpYP4SDm04zMj2RL1eaZ3ROtPud2mPPVw/qT55nentGtl8i9VusjGQ1Gzm/J+U/5eHy57B8heqKuuIfQ4aoV2UuM3uKxD+L4q1ThxkTc2fvK77NlMuFrhu9dWScW5NGoO+2R9fWUsgTz4DVx7kan5P5KKGMZz/JRrcdZz8epd94/eOxViPQiQfmYCAOHZK/WsupKssyMS/O0wNc0oruH4FAUhUUzaG/KhIA3jxlfGhWnt49YK2AXrguCzpazzKnU4OqRUk6UeaAA//q735OXz9R5KhSReBVzSL0kErrO9PQlJCgCwhT8ERLCU3peNJLSux75f58Z5omVGHv7Szh55SxPVhilpRJMpNV+BgB6WyQSqFOQpv+iC/+8H/A2ze8/GosYIPkO+gGeUeuT5TLF0zD+nWvL1TN6PwjyvJHiP47NCda++tY4PVneN9J6QkvhdYrsm6YdnR61YxYu8F6I7/cQv7QQb4Ym/sDWJqRaSLrBW8CLSEjK+1+H9WGhEvBuYwCzqg2iGKSYOCF1A28R4WRUdXMhZQOOPO/jevVXvCt9uoIWHMEpN6ZJ2cuhvt+PpTiO8lf8H6jtZVujvZPaF1J0+DNyYpOSrssXF24fXxhXzfuQz+NCdM0g0SVPGWDvZ2t3X7fmEWgbZScUIe6bxzZXLlkJHtUHQRyiirT0R2YSKBKp+HtRl8/csnOPjLtKQn7zUmpo0WxAvNl5unH0dJv2wfmP0xMdomA8vEdKzvyLp6t6WkiLTO1LExlYdaFfLnS98EctBm2zu3lV6TLe8pjRkel/kgjci6YxDBcfBwxoHno3qLTn4NN2YlNTwpeRwfChxWuzyhhc/mbJpa+z9bCh6Tk77UOZvxJb8oRPrAyPniLbhouYcDow+MWQzmtOiVn5iUOft/HAGA1tAtqw+o6vdFrp4CdaxoOVy6kaWbkUtQtBrlokVxs9zvag/8KUFQxj/1c1an7Rr5c31S2Xz8PEaHHBEn4uANuFe13ettpOOSZeXk8K12VRCpK09DPHsHeqSd3p7XQ0rnZWbU0PwJeoCRsuByJKrXvTPPB86wgQllmtnXnvq6IJubLFT8C1uVCXmZAyNcLnjPpMp/du26dLAnr21nNnctMK68DOr019HAIsh5DoG/WBR7BqpPAFeuCnfruY438fla2fOc3/zqz2geH83g9Bn+TZlQrU8nMJZ8ykDL2QS0JXUpoQEshHQmwGs3W0BBrRmxUcCU6YvFLYv6iVyNJaIPNXmdOpqRcnh7ptxXZdiphwzoNqUiZZp5vH5nnC4+PD+zWkJxfHdQ8nqUyz2zrFq344eZ23JSjexfPaGK/r3z9Nz+L349wnWLOYbUFpgdEd7QP1qyngeDMtDr6GZ7PAaXslb5VcrmSpwb1heyNbsf6znQXaDtp2XD7Fls/kPtH6i1QnW5Xigt5uUCa8bWx1WduI2Cds2LitHunq6DLgnqn3aNAlnIi5wXtDasVb3UUDF612yYpbGynBZGQOa5rFOFy2+I+pd8uIfwnVFjfZvNvHh8Jx47DlUHShlvj8J3OSWndzvJ7rzvLVFCZWeaJl5dPPL57eFP1ioWicmWeCt4qbV+jfTTHAlrvd5Ylyu/zdebdF094q6zPL+e700RUVlVo3sMXe2RU1dpgXAp5msKpovfTVs0GY03QCE5jezzfY+0tWqxudPYYJvCoLAA8zpewd12dtH+NvfwN3j8h7dP4+Tslz7guzA+Jbiu2fjhF3jqFu5L1jNdv0fzAft/QHItL7RP1JaPzgk4LRRTJhbbv3D9GYnDNnXLbaLcNXze8dfqnT+cil9qhOukR5KKg+XOtslVq74jmsLPTNl4bAagcmpQUgYV7CKtHtdEQ0hhW+31f56EvsaEfU5s2gPxvD7SjkvH5xjtexxE6mnauF+fh0qnrB+oANM+pke0Ttn+ksdFN8O2O2MY8BP45Oe4JXRYMJTncqiNj2vK+blSL4YV8nXEzeoM2krVW6xis68ODvJOTBKydcCjy1F8DVg1ZRB2Sgt0z6p0iK+vP/4r6tfB+6izX8bnWlTQnSnJkgX2u2P5X7D+LZEzmnfzwjItjZaFNgqmwj98/P31JfviSNL2HMuEFTK4wtMzajbQn+ibIZGRJJI3Nv/ejZW9BDbA+ptgNaAM+TbD6jilo7Yg0UhJkDK5YbXgPU5EIkBKOhG477tLISV6d2uwNqeQ3O/T97q7XdfgPvIfPtIoCJ1kypFXb3k8HMiVhRAXTBq+VMgWLGaINpzEUIs1jL+s92KqjZR5Oup25BB9YNNowR4U0jZZ7yoXWPCqP7q+OPzmhXchlAldKzliILsd7iBRCRaNF6C32wfG5d+tIioPdS8bzlcf/7t8xDVvibz98zdZf6FpQiURt33cuy3Le16PFnkoezt522lVbEpgSvWSmpZA049t+usS1LrTWyJJJKVHXSqtGnu00T2jWua0ry9MTooqWQlmurx3IKtA3rB1mGU65zOfZVse0uVkPSIN7SDDOtamjXXBQAhJmip9OV997HQtgb5LH6F7moiN/CLKDD+B3zo2qnd46y/VKva0gTp5GEuH76AY2pEssZFMkv0q1unXEIh7BoZSJ6g0dLm9tD/fBlBNWhd4b27ZxfQiZlBOyhcfrBU2hC0+urw6IIjw8PETgnRNlmsCMdezph8guSAUeSYsL9SW6zjlBtUS9fEF//+dMX/4R83xn/eb/Ht9/C4qPZixPSDOEnWkEd9u6cv94Y7rkkEJZVF37eL1cfsSOgD/Tb/+Z1ozMSt9/RVuDzy23C1O5humEKVpm5qeCjbmfdF0oi3K/3bjtG9d5Zip6zl607Y6OIXXpod61vaEHvcIblUoRRSVhYw7J6iGzXJmmhKRzYfzG69/C6v7h+uH64frh+uH64frh+uH64fr/8fWPr7D+mtWbYTREKpqMPHRAl3ljnpyS94GaSjQpaIqhi9Y/ItpJKTSg1+vCvm1n9dN6RVWYpomUBEjs98ZlWc4K5zJPuFXwmKK8PCzUdWE4sbGte7SRRGk20FdiZ+uplKF3GRXRbdvGvx/TohYSh1RyuGQJ9LaFkBtI7iQJ1qwb3F1pmrmOdnyWiq+NbIX6d/8nz8//DZmVNJBSWjIdRed3qO3I/QWxF5QxsWsZeqbTEdnx/QNeG+Qov+dU6TeBh3eQJ9L0wC5Clsx8iO9//ksu1khrp3tMMdIMuUWJPzXwreO10b0hD49g85nJ407bNiQZOc3jfjun1ZXoaL9ENaq5R8XvKOlrxiQj2v+NaKp+/fpuO9aooBvL0nh47DwuGy0/8+nT0PD1FeWZLC+oNsrlkaqBnDr1mSXTO+Trwu6dkhZ82ylnaQxe1g0tBctK09Bh90MLXDKeBE2BdUpZooV+6DuTkJYFJSTdtu3Rojm4tCmR8FDApKhaTuLYEvrrmp7oYkgW0sNO3jp9+4Y6JAN5/hFluYamdH4AnRF5PBEsefoxcvkSmd8HsFhaWHDqwKH5DWkri2RSmSMbbx20kw69aTdIbaB8+ih629HBHcVVR2gxPKmOt+3E2qXc6LthTUJf7Anr6WRTih7K6mMIAH5NL/B7vNw9Kr7/YJH3qLJ99s2gipmzbka7DC2gpqEhi8l5E4XkaDnGy4+hDUXcqHs9XbKOYrYLeBL2Hm5RbKERPaxJpROOTM1QC+aiS+yjwPANV3KeoRtzKeytnlpDTUr3GIYMF8fKMpez6mJdSHrFzdAp3P6e751370L7f+0du4WdKeZkTZ9VyrtHV6yZUaaMJph8PvXVL+qUpZDqBdPRhXF/lePsnbp3mho26DMHw+n4G5zwkJ/mia01ijm+12FjC3RH9x7DORJoSCkJPSwuid9pZpSU3+Aejy5RDAjGvjsq5mONx+t6ar1/19c/pichoyv79nnTlBCJSXrVmNI/3M/udUUnCxvqlMhpopkfYwNxPjNR9y3mC9wRDp/7o/IfA4FJZTxTsSaPCqy5gxnWO3XbWV9uweodVfMOlCmzXBZaD1cr6/3sLFwuF6Z5xnqPqnoKB02xY5gQklsMB9YVWlhwy9GxtQ3LC5WJd1/8B+Yf/wU5faL9KrpaC38bLp65oDrBbYsqqh5kicx9vdG9UVpj0RQYfD+sX5/wlpnykEe1O9od8ZnexuDXdkNyx6rQupDmB1ouTO9Dpjg9PpCWTHl6x8unj3FGLQ1G57BtK2meSSljbeyx1dHDwvSw4O6dVjv5ekGScDiW7esNM8IG/Ldc/yDW6rg+H8AxkIbqHu3Rh8TlEl97LQZeEbYTHaGpnDzBy7Vxuz2PtuzhAeyn3sOshcRAY+PMJXO5Xig50/Z4EJc50/fK3jeSJi6XAu+v3MczO02JvcqwTwv9W8npM5AvSECtLcr98zyfD8kJk5cIyw/t06EkUoSsindH9D3Tj/6YW60kjWBQ7r8g1zVAwf0TxSoiD7TRFg3FQabMV/rNyTLR++3cXPtmqCtpdsTvICuSnX08paqBnam3T0x6oW0gWkh14zp+Rtsrdr/Dbuybo9NCKpfXz7E2mt/YzZiWKQL8IviwWsvTFLBqE8Ql2rPqmB1a5iGII1oc7qH1scMUWwgr3IPn8ju+3toJ/9O+8VW3OhgDb/TZME3Cu3eFd4+dSZ4xf8aWWHi3jyvWd5ac2e4bX375xJ4Eay9nyzCpUpYZ3zvWEnlOZH/PhzGQV5bENc2keUamTLUerarxtspUwrTiOB6SYjkGxWBsrjmfGyslkeSVmFyyskji3dMTmyzce6dfC+Wr/xGA6Udfsa2/oNvf4b3SyspuiXIMRT79EWZ72HGmCzl/heYHnvs34/fPpDxhOQYoikVgXHu0v/r+ifb8Nf58Z0pCloLrDvOrzi/WXBxsbnVM3cobggXxmrSxDhtSQPrRJsxI7gH2NsVaGZKeQ9M25nQlDTzQ96vR9Kq7/Keu30G3IPaY2vyceciiCBkZ2tPwJBV0TBLTwYlhIJFIyFMawytHS98jAa3ripqHhavoOTDoPYI4sY53xy1sQo/Bru6ExCgVnIalzqwFP4I5AcTH8EbCbEWzIEXO35/1gWRCZqc35eX5hXUwiJNWCo5td3wPO9MkryQQA1pvMaCoHhpzTcjhOa8KSZmfHrFWg7KgCT9uosXe33sQZ0QCGC8SzzVAmucRvETSQXds3alDqyce1tvWOpoFx4LINt5DQvHaQ4esYdAgqqf5gIsM7fUxjMWguRxZxT9xyfwrXk085pa/I2Q99+KxNpPEaCoAmjDr9G5MGSYNuU63YxgnjBau5cL64RPT5QGKUlt85mUpdM9sVikKIhXxCqbnvo1qWAqPxCIGYt/U4FRCly0gtfEgoUGta5x1PSXKUth8J0vQftpaKeNvWIYla8exJHjWOEaGLlkUpBoJ44Dn53KhDLnOtn7gxRtwpz3/lPu28nBdmTzOBNzweaI9TNiWydoCH3cU+ZYLqW6k/YXcKykre214H8Wpl19R8lNgvbqSlvf0rSNWziFsvNLXTqoCa+P2aSf/5MdMjxHQ2mWKqf5UuLwv5H2jtn4ajpQSdBuZZjxwDZF4joMru9Pd8GYIiug09uRDshRUl+rTb2Vc/BM0rKe4caTSG8idNDXS5IPZCEXvMT2N0/sdmWfylOkj0Hl4eiCX4LHWtjPPE9McLg4A+76hAxkiLiSBeZ7C83o81NJbbEx1x3pDkvDwdD2Do03Dv/y+bhjOnArVnHkZkFqPzcotAtFSCtP0udhXVQOLUjJ1W8PZZRxsuXeKagzP5vd8+Wf/Ew9yId1/DsDLf/lf0PJzyHGgqi+h65JXDZ0g1HVjShnSE+YdGWMntRbELiRmSnZkjqk7a0NjqzOqmVYbuTbafoO9klKH4ZaVi9LuDq5sLZHLlfnpD84pf9dGw2gpk6qTdkBe/dzpylweY8LRNMTqvdKHLkelk3Ba23APoLLisenDK1Pt9+Rp/da96q0u9eDgffb6+T3E2vbEUQEwC+wZRC0rZ6WUzjJ1yn4D+3R+bZ46JS94b5Qlo6myXBO1XriMCoq3GgSIbOxJSGlmej+zD43qy/pC8krRRO+Z5A7W0OHXrktm904enu7T5YKInMYC27ZRb5VpKXTvuAbNQPLQAWYlq8D9I2KfuDw+0sSRKSqsD+//Hc037OUbsjwg+owugpbYuKRbYLBTYbr8KSn9OSSl1NCPt+0Di38BpdD2jX7f8HII8MHqhm4b+nJD/WuETPcEaaGkoRmzhDTFtWJUhAK6ID4g1lajcKrRRYk6o+ESG7TLCMRyhj6BTKgZfTjXmAmQR+A/hpHJOoWHAAAgAElEQVS+PwXW83LnleUIn3ErOAbSjn/zdkDQ43BubWWv8fyV/BhJi+yY7JRywbSi41CNgZQW6IekWDacIFjkEecnTXjPaFmCNSkC7UDfDc2aJkyE7o3eg8rRDxZjkpjGTnHwYUZbN2Tsi909Bok0jyAj9Jl5VO81GaIp8IapYB3q7qy3qN5f54klP6FZxyCYkpNiQxutYz+K4C7R6kbKnOzpPM/haFhmOoLQ4ned77/HWmke3OARh4lKBCNAcYNtpbdKKZn24Vv6Z3w0QVOiYLgonXh/5zxhUqYyPNhVh3WY0sZRLRpdMEUQz7Sq1P0kXIYG+Hs8TMhRlD7iaxPMonpuEtrrJMI0yBDXKeNbDE016zTrXJfruW+HG6Aylwzu0QUwHwzf454lkM5hvOHuMYTaR8cFBUmYKNUdyYV5nqjjLG3WwIX15YVcGqKZ3uw1wQa2faP1HgmQRHFr0gMz1xEZ9d4S2D9d3pFLdJ3vPxfa/jXp5QM3+79wV+xHzvIQ69p9QV3JJCxF4a2f6Tv44Aknn+j1jqcE4mcHue03mj3jXKi7MpV3JJtJrpQcpILmL2zPHwY+MdE04bUyj4CztUB/jckxcipo72dQ35qTykbSTNZMb43u9axXOS0MF0oUJo5xmWNswTUFV/hfy+nq84C1IakzLcI8g7Cxb/HGpb+Q1LheClpgvX9illfUXas71+uMXWb6vtFapeREmUeknWf63sCcg0VnHiFBGtR76R3zzuPTA9vtxr7vTClzfRgHGs6HDzfMGtNc8Ga4OmW0rrII214jKE6RDfXeyWMate41MtuUCdcuIZFONyLVRK9t4DI27i/P1OvCNG729PCAr0JNleQLpjPumVQOTMZMva/0XmGeaeWKs9NH1kh6R17+EJknqj8jdgNNpBKT2rnMoHGY1TU8JrZvfkXTRpI4lHu9se07qU9cHn+EXN5j+QEdLUKdoYhhzdl2R6fIVo+gnB4EBsei4pUVb5zuIOogviN+MDPT4KodgX+4XPn3mgn43etorR3tvT7kK/G5p7QhbEBUEroF7PxoGc5zZpln9nXl4brg1shJuFwvzMfa8gbNmabCdt+Yp0zf9ki4gPrFE7ePz4hr0DMkU62d1QJ3RzUOpHmaWNeVy+VybuBmRsllcGJDptF6Px90szstCzuVlKEk2NeEf/NXAKz6CavfQr+HZeD0xGTPUN8MDC4Js4KtP0VzoHi0RDWg0+j3b8nLhawZnwrrt79ialFhXdaNdt+xvdLlTvr4idQFsYS8H2tvuuKeEHda3/HemKaMHRxWryO7CIc7QbBesX5UYDNZp/h3ttEtYV5OhnAkLN/bIx3gJBjYm4RqxNbjn8dX+CFuOFZIGn9fwm1iH7fsOCSUHaTyML1nt2+px55WKkpIR5ob+8A+CZDHfbPagv1oiZxS4P7M8X0AzD/dmK4XZJmwURXPOZ0WlKZCyjmCCo0AYav9pBC4K5oSJhnUmJdrDMtJVLBUwxpWJ8KAwpw0Oz6SsVQmzJ06hhk15djH/ajQahRDJKOe0FFhP/ncKePNMGv0PgJTXq2bD4amE0GQSJwb+74y7cOFsORoL0u4aHUL6PwyBnpbb5gqaZrorgiJXg2tByfZ4uDWKbomyfCcaAPZVrgAJQoBlulbZltfUxk/8UHfz8txzM/CG1gkkAfVwi2R88R1ifvZt29CVthX8hwyub6v51ndnjckK9OUqd4jwRABfW35C5FYvRZ/Dff+muMRyUF15947RYX5MlHyuKd7TOEro4sg+hnDe9v2kA+OYd40KouvRgadpAz+VDhH1vUD22FbOr+j7HfYPsD+U8o00V/eYLemC2kz/LZHhTgLll5pu9ZjnNIls3dlGZQZGwNRqVU0daQm0uawVUQKtSqMrlRaK6w7+9rokknv37Fcruzr6BrPC54y3ntwbDUhxungKKbDLlZIqUQ3WhjyD6JzMs1hxSoC3oN3PAo51vvgEf/2kPS3vvp2szxzNnFQQ5OhKSbfsFd0SCch2tlfPtH9xiydPE1nILT3O3cz5vnCvEzUGuzLQ4qlo+zsBn13VDPqmVpXDr/1PE0R5Q9Ab5Now9Zxc5MKra/x/j2/Ru1HxpVTgHZ7Z0oTte6ks2IB1hsqQQfoxIRbUjn9nA/IfgJ0/xXP/+V/xpfpREJN/U7zQisPiCb2nOjKgKVDEQEzcpm4udOWhYflPesv4tDPlx9jD38Wtqz1G6T+DTnfcAu3obo68+M7tE+0tgZrU1bqx4+kkdKUvaK7hT51dlBo3RiqBZJnUpmYc0bnAnkZlafxkPZKLuNzNx3TjZU0HkJJozqpisiElQVJV5RhfuCFaKD9WwpY4XUb6EBFc2UaSKqH684yOVPZo92eZnR64r4GmUHFUXEul4mcRpaFk9/4iYfndLTrl7lgbUPEWJZYm5fHBaWzbx1S4NS6VfzwxdYgX4hDrZXee8hVjsq2RHuLFAmGdSM7obkGzDIrhZ4m3heDbSO1jH39nwDY979BL4GmMkno8h65b9A+jruzk1ohpQlXwe1O6oYNRrBLwu8f8fkRmd/RmvNAov0yvl/3lVKhScE9wW0N9FF3+vE3fvFj4AKDBdgxGFIjIFp+4ohtuEMbWb+nA7RNGFrQ0QEml7f+FSO7Dy5itK8+lz/9vo97+c7//vN+hvnM821UQLoiuiCulHThfn/gef+GZehDH8qFRlBcWjdIiqRruEMNB7J636BVppQGEaRj3dlGhbN3o5uRLByLUkqUXE5Wo49DvojQLaRWOaXAVxFfn0sOPTzCsizsR8Q9rkPCRTdk6AzPapsobTwTbwkgaVRLjgAjpUStATgXgbofUpFwPNrXFj9n20nur/a4AKpoTufPl/F+tnH2AMzTzN6CRDNdAvR+dK7cOk2FooqWjKjQWsdGh0VEYt4ge9ALRIFCksu4ATNqC8KM24T3FEv4CBzG7/mu/v53dp3caz//v43P+nh/yqsMp3twTJtAl0TrRloKdRBztnWjUJkVru8fsa1yu38iD+pQM4OUuL5/ioqdxH2Nqv/RLbSIUQ47a/Ohy3sN8iUJy9OVLF/RXu6kZaKMpVd7JwFTyjQPOUZXzgru4+MDmjO39U7dKyllWt/pR7wgBU1GKQZ9g77iLZJxAJafcCnvqB83tNUooEmhDrOW8sUMu1M/vJAfUphYz1NI7oBcd1rbQSdkeqRLQtVoWxQJaEJfC5Ym8IROjda+od5WhtEVS48sQlMiX6/UpGz7FgYAwILgKYMoxQVpLaqk/cBWOdN8wbZGmnR0hwY/m6NpEjbc4g3xhnU/yS85D4pJ+hdoWD+/RkTph/gjY91wwiHqwMjNuTNnyFTu3zzTthekFN4tD+PnVHqJhZUvQplCn3e0CERTaDZ6bCZmMD1MaA2fdQBrjuSE2cjWLDAZaWRd0zRxuSz0lzUs1kRJeWIZeBOdEnvLIT+QMA5YpoU6hq9yycO/WcPxwRms2bi6h2LQp8ymO8gzrA3GzW4dLE28++JPyamytztpmcnD7ce6kOcL7p1qkWmE3CkWsOzfkO9/i9TCXHbcf4HahknoCKs+gDwARt9/RckZLZldlNs4PKbasb3h3pnTTHv5iKqTjoymOp4nfLmwPM0RHPR6Dpb11lGvoBoyAgkRub7FTvjQxaUc7DnhxJHEkZOiGvGPX2T/atdv2rDPfPu3bOaxhwXzU2RlWjrv3o+NaTK831EN7qeoQionYHrf71HdKxnVwr7vhH+yBoAdKJcp2qi9M02JZo26b8xT/Ix37x949k7Oja1BwklGiO7hdN9KqjHMlD9/hDWlqGABrXeShN76sNfs9sDDT/6SzZ19/Rl+/ylFleKxborExrS1Cmkma0ZkwYjNz6xiW0hENDW0fAIX+iHwlxIC/PVOuys5CWkPu0AAW3fa7rSWmR7eQ4rzY73fSNvI5rcdLwmxTJYyDpjXqqj3FtrWgZazkfy5HgHrOLZlVP5N8PRqT3ssyEMrKm+wQZ+vhd934Povu0xmtjZQfr2NJFLI4tTqwU18iHs2S0VdsRoHuWpCs7JvzzhDzuKJj9984sfvQg9ne6c2ow2s1JRnFKXXcALMI1A9AlLcqb0zP1zDqMTDZewoRB0VsCTR8kwpR1X1M45qdDxcOgoR3I3rAL4z5g7MAjd1JHNmMczjFkNTZS6I8Dq7QBRB2rBMbYdhwlEok2jZi0qYIkSJlZJeGeG32khzR8yRkilpwntlH+YK82XBi8BwCHOJYTcfxh+uipQJ83DkU0m4TyQZ1sb+AP5Ir1PM72whDTjwgSF74jM+7+/qOp4nMzs8ej6TZL1eb4YFR7BtJvQmEbguvD6jI7lJc+FyXejryvay4zbOatGwuN32mLuIQ4hmG/Wwb5VE23Z0JFGYh8vguOeigpTYIdO1QLKxHxwc0466UyyYwtWCH3wkIb33IWcYkr4WA8o6/kZFSFrIRdk3Q8scA0cjyWi+olJ4+uq/5+WbX1L7jlRh6RGw5nRFGvjLRuWGTOHgmd8MXLqDpgkpzt4qE+WcR5FuQKFND6Trj+Gys358JtmGHHb1ukBOzI8XZLmQykwbCRlAv6+oh6mLiIMKvTt1FBF7M3KeaLaxyT107+qn29jlOmF9J/Uc52YHsFMqKtlJJYxkftv1z3C6UvA8+JAtNiXv5wIrGS5LQis8fvFE/Vix2/1VJ7TMaJ5iw+s7UmJ69zhM0oB8y5AReLfB9MxoPnR0Gd+iJ9tbxTUW0jm45dFyfZcyJoXb2klzoQx2W55LuJUQLdOSwgXqYF3qqNwWwoVFPWDHrq/Za3Pjqy//gN029pdfcs0d7YejSyJNyv7xp+wJ0tNTTG4P+0vbQxfatjvdKlMu5DxRBqCa+gH7GK2OPXdKNmT+gjz/OQDz/Cfk+QvEP7Hf/wpvH8hTYZ4v7IMC0HqnSKHVTr+veG9s9YaP4CovC10ydd8wg/npR+g1wVhA1ipmEpauknHX4dYxJn6TYh6OFdIN0QYeFd24RxOa3vg7/5u5hkabDc07qbxWN8XuzFO07cx25inRmvL4Lg6TbVWs7rhrOKKMgYHYnkcV6KxKAzmRpoTt0WqHkBX0hzk81NdGcyhDXwVQlpm99Vcxe86fBa0OZ/IQuutEdkePHlxeePqD/8j18iXt7/532vo1mu8cWmMl08mkPCEu9Loz5Qtt6KdxpbcZ3a6UouS5YZqwHvdAdMJNwnry/oL0DbHb2X1o4jQy1ZTl+iUsoQ00t1MrWCrDplNDBuSOuJ7VI+sOvaPSqXuAurWUUz8dFnmK8Dqs9XYVqugbBdibauv35vrXSfGac/6dYgm3gpKo3mkGy/KIjtKzdkWKodboWwxTdIRt7VyHymcuF2zvfPvLr/nqx1+gzdnuK+XQ8rmPlrpF21QEb/20TrWkmCr3lxsgYXFd6xnYHhWb0KhG0JXzRD4g+i60ZjEdrZEMvw2GRAbb9Rg8bY38pgJ7BFSthed5kWm811c5Tc4hExCNn9P9DYdhFFPEPWYnRIerkZ8FRe+NaiuXaSY1i4Bg318pHzk6W5F0dehtGCO8AtZFFEMwj6BGmVEfxY56obeJtmfqqlhVkhfSGHY174j42dH5XV7BL49JfbO/73n6bvcg5AC9OQ2nayQ4o3jJNM3MGYpWtrrR6h4DUqPClY/7X9swswlpgVHDTAAwUfq+xXPfFXyQA/So0jb6vpNU0dTRRem1oyNemKaJ7VYRd+ac2eoe8uJRoBJR1vtKtz4G8jrSnTIWRREha8HSzJoXvvrj/8BeE8uoLj7//L9SN/hYhfT4SPJn2v0jNpKQMn8VWv+9s+nK5bLQ3MmHnEeiQqG5kObEPDv28Vfko1pZn4O48fRIevoTWr7R8teoraQhRdlTpw/9tCdFp5CV9dF9qN9+wHM40+Wk8ZwQrGSIYL3d7pRpwcXDMncpQdMY96j3CnWLNdIrzY064g2dEinP/6CG9fs1HvvD9cP1w/XD9cP1w/XD9cP1w/XD9Z3rH11hfbXPCz6gmYSzyfBXPhANU1K8bWQV5pRJyxQZx1HgmQppnkGN2ldEUkyUj8qd29CViQ3uqkV7WtKrUtsteH0C08MlBPatnTqgw3rt4fGJ+xZaxIfrhekaVSLXYKGaO7VWlmkmq568QG0xxd/6yFYZ2fkYaRNJ1HXj259/TUG4JGGmcGujAjRfSQXUnnESWZ6QUmKYYNxDc0Mkk0j4VvFLYrk+AdA+fmC2G3Sha8J8wpsiw9N6LorXG1a/ZbGN+vINcnlicqdchvQiLfjWWfdnbrc7s17CxfI57tFkHZ2XELTfXkiaKOVysuG07fRuJDcEo7do8rcxzpqmJfQmArXu1PZCzoeyF3K5jHTo96VhVV5hTn//9et1gIFsy8ZyEabi2NBT3dYXdmk8PiQagSlReZ0+v1xnvGf2bcOBaSmohqD8cPzwHiiblJRUCuLG47tH7p+i5e4Cl8vMvm3UulFKwd5MpOZpwrTFI5L0xB/VN90BmcLlSpOi5kgPoka8vvLyzU/x1liyBXWAThnt9JYmPBWm+cL+csfNqGXCp6ig2ibI9AeUhz/G8sbevkVKtK3i55fQeK1GMqX+6hdo7tgeFIH9vpHTI9f37/ByRS+FNMPszv3QpVVhuozBkh7e72Jydjgg9h68Ihq6Q9eCMCQBzCA5vt8dTUJZphNL13bD3iyNX0NIfUc68Lu//n4N66HLPFybvvsVn70u9mYam9ATeqyNZsb9rocsmLR3ymIsKNKEvu/oIqTW6MNBMKtz0czLh49seYqh09rR0RnqbuG0xqtecWstnK3GleeZl/XOZbmChaXlMbSYNI25g6AL3Ict5KFBTafeNdBSDBeuQ+daUqb3Tt13pmnm4Nke2tW3lVYRjXui8tr6t87WonLqdDx6Ka/vvWR6rQhOtfj9SRXrjcOfVsxRiX1Tu8NeabcbeZSpk8T5Fg5fccaJ28lRxi2GwNI03oGiMuM91rbVmdoLdQ9cGz6RtJxMzpBk28mF/V1e4XgoYJwV0Ljnxz+DSMg5/KAeeEYotF5YpYILj+oxAwBM5cpSFgrGfv8YQ52euOTYj9Q6khy7ZNqkoIFYyiRsoMTYdqYaEje34L0y57PrpLd1vDmFktBpDhnh6PjkeWbPa5RlVcImdsrk6ZAMVLxvwWfvOyJGfzPH76oEW8UxET69VL7647882fMpJ/72P/81i1QeHwqtZtYd+phryE/v2btxrztpyqTayP11aKz1kPdZzmgOspKvCzr25HqvNO9Y/Zq5X6gvd+zDhu0TMgaKN9swEW4fPjE9Og/TAi6nTlbWICC4Qk8a6C7VU8MqOE1eyO5clye22iizcjvkQA8aMRAhM+i2091OeZ6YBC2jyG/ddv8JkoDXaS9GEJdLJuceUPQx7NO2irGTcmejYt2ZrxfafSwekZh+Zo83aePwPaDhasiAonfv4D1sULsFcBroLfRBVqOtkkoO8fv4BNdtw9woJfPpJSYKL9cFxoG3tj3sLVXIOXN9iOECHRvjPC8hpN+CtScDhWH91SIwG2wfP6IJ2px4kff0d/8egOknf8Z0MfYP/wmtP0OBkgp+MEpVYpBLCpIa26cbqyWyjna93mG/I2lCl0f0+shajWLBuqzPL1irZL/T969p60f0dmdKc1irAVhCp4XpXcH2ij4slCWzDu/f274z58ylpLBNW1+QF857INViYGWrY2LZYrhltOdyWRApJI1pwH1/xqWfJAbVhLDjln8v574P/WwEIm+ik6HvPP/znVawjP8K0L9jLfRoQEzNa2N7/pbWnsnLRNbMZgOKT8gyZp2iCS2Ql4xboW+HuHyhktjqPVqd7iHInyMRmDXR1hUVp/seU9mSgyMISMrkpIHNSQVrjZwT/QhICQyXeQyAqaaQbIxWS7Ib60//V/imkCQ+Yx7+EBki9C2Fpq6IhpawZF4Erk+RTNX7jZQeaPMfgGzQVrJ+Q28R1Pe+kHikmTHlgrc77fnONAJq1o7nGvy/XvGbk3ohzxPXkVBSloG6qaQelA5czjajewyk4WPwIS94viDHYIpPQAZxXDvuO6YZG/fQCImBE3p0vhNovQasv5+I9ZxA/peqFOStflCIDPKgClgMhgwUWF2f2f3Gkle03uj7DZrA7YX7pyHzKYnSO+wVu29gFmYNZ6zloZsTgl8tAXD38bmlkskpo+xMubDtg6N7fK7H14nSfPAaTxvSEYwb7HuDrKScT/3pccXAlb8ORcGZzLXWTtlYa50yKBrbCGzmktn3SpZYFyknevUzmFQUyRnvFcnD393C0vcceiTWp3kLpmqrpMQ51Y5C7RVPKezME5gEoxIiJoobGloELRnVib7F2t23wN3RM8pE0gnV8iqXUR/zA7+ftRs6ZHl9lt688vp8vUoo4n5J8G6lULthnmgjAcgpjBXcBKVEG97rKX3r9xeu765omkiX2DfEBasdRrs7D6mJ9AqDuNJo7EO/yd5QkyA5uNBbwxzK2C/KMpGngmpoqzUJiJEGg1SNoL30Tk8Hcgz6QZvRkDr2fQvL1P0Tbf1lYPeAzMpDqcyyk7tR9xemIlwHAzVdL/gWFKEiArUhrZ/3sNVKrZVmcX7P0xRFgwMpKRPWbjx//AVG43bbsH1jyoINRrJteg46TtMSBgq1xVAbUPJEypk0TzFEv0whjcgHR9W5PsxMecZ6FBJ6308pmBYlLaPI1cOkIaRrI2DNGdA4t37L+vrtxgGMe+KckfbY7jlgu4iTxElDD2J7p7UdaeGSVLcAf+fhWd2s0wUkJdQn2raSiawUQL2PQYoemQJRdQpN2/jjs4TGCAczfK9YrWwvI3DYdpZ5GpP4CZkyWhJtbN4pJfoIRK4PD5SpUOE0FlASasrmBU1CslHtPdFdIXhOQGt3Wip0T1wf/yg+3Ke/YL4468dvKfIhBPDLDCUCbvYWej0XUi64Zu73lTwGlh4iYgrQNhnhCRWhlDGB3zpdAkmhfsXrxn57QVLlGDxsTdD5Sp8Xlh9/QXm4olNievcegPvthfu2IttGnhesbVhbgo9IDFbiinXQFgmEWCA9ANreKFmDq+aJ3u5Y27HD9UbAJfSgv7dC1T/rUvAEXkKnpuV0UJtL51Im2Jz90wvPLx/I1yc4POwFPOc46JyYKJaBHRkuZ5gwlwXZHN9XxKJKem4Mwx1unhem6RbjlZ7IA4szXRdMnNs99n0thYScA4OqirqcgYLhNDfK8M3uRbC0kdodlUy3xPXynjLHs7Enozw+4jqhs4M1pO1HrodR0e2X2HMiT0aSXyB9w+QnALT0Y1xn2v4LZlV0mtmeX7DB6/O9k20n6R379A354YI1pe8zSV7Rdt53vFZMoqLhtb/6TA+Inw8/9WAfGm4Hh9UIrFoKTZqOKscwHjGz0HQSA5Wofq9YFhGoEc/avyRo9YQcKC9j6C+DCYlAnjbmcrjrfaKuv+Rmz2S7o60hbULvN7zHZ7cSe8AEbC8v7NvO0/v3J34nhmT7uWf3UQM+ZgNSikHBUgq40fbKdl/PgUM8UIYRZ/sZBB5B5oENMjPENYLTNxQATUqrDVU5v8f9rSnNUWkdmrvakBTe8udN8jj0972+Ug/G4m/HIauhXQ1NZBtDNePgdUE0sIt7H8/OVM5KbfNGNZjShCSJf584XcWQoO9IUXQe2EXSGbT3GugnBpYrp3xW1SFSEtfvL9ZqoBb4rDfwxqwFNHBJx3ZZ9zDl6Z1e7yyLkJKyjWe91RvbzSglMH9t6/S9496R8bl361F4sTpILrE/HmYPh7VNb7F2VBTrle0A70NUcWloylzKTFcPxBUMMkBi31Y0CSY6SAhH0J1ou5HSxNNDpvPCNz//P05MZtmeKb6FM2HvpOTMOZFGRxUNEopOMegrxCDZ8SmbJEgxgF7XLQgMg3gR3y+krJh0ar1HEJl6uLml42eM5wvhfrtRzaO7O9b18vgYXb55wuYM15lLeTgLXCkp5h2vRqv7ia87Eqe67pTZ0BLvX0XO4eD/j713bZIkS87zHj+3iMyq6p7ZIQmBIPVV+qj//zMkM11oMhMpUgKIXcxMd1dlRpyLuz74icjqxWJ2VwB3FrA5a4MZdHZXZ0ZGnOP++nsBkDD5x7/HEPv3J13NEc1R9brxrtsT99Z8LLqEUxGn2CR+e6dyLRduP3ziw7MXShIjo+3kVFASHb+4aZL/TSsmEcx/L8HRPd7H7Jl/YJnJJJIzbdwo8+Ksy5UeYL9vPt4Jxr3dT5J0736Y5+DdSB8TPYzvantRQnZIPExbDpMjESWSrxeWWNhff+BNX2G8sbz+ZwA+vX5CXyCN/4LYhqUnuCzYsTHezDc7ETQn4uXKcu+E3Q+PKObee30Q9zcMH8GPOfpqPbKs3zBGQUIiJsX2v6NtjVAnWlGNt9ed8N23xPKRGgOoEGd0arwGLmVFzDzAYFkY5h6eANGE3sZ8uI3A8Ki5+Xo4LChCYbSBaiTKgk7PRLPkv+efV7WKb5oR08DoAYvhNG9P0ViykCUTv3lm/+EH2O+UZ28kYk6Y9nlgzxH2lO0eEXU2/BhPS0LiigVB9/3sVFUVmyk6T09XCIXXe/ckEXzcZUFoY2Az3nLU5s+K/1UE9VGoqe/8hpGKfy9PH57ZvvwN1+DxkGFZ6be/pR9+fN98S7xc0REhQds6weTcmHLJsP8Ir3dGNiQbaf0LyvV/9Gu0/Dti7IQN7O0HSl58XDVnz1GEvleSROqoWFtIlysj1RORWEMipoSOOmlBBaRjh4E7AbOEinfk1t1/eBx0lrgi8QlIuGdrhVDfEfqPPQyn5swC6c+ns5Lf+udYf1wZIvau4DXOogfrBDFK3inJD+U0bqTxSuILod+IauhtQ2rDJorZWvPGOQjtfke7iysO5CwtxUeEIsQcab056np8hmk5tX54ATVGa+T4Xuv84C940tmMfZ5iVpn/871/FptB5ekAACAASURBVKVmZ4RmDBEN6gXs/PNhFrgwqQDHVZXAUCXFQJmR3G3bGEPR4IIwCZFcPHERoPWdJFPKF/zajqFkxO2SAILvFmMoYSgpugXW8bqO4dOMYJgNunZiMEI6bJ4GYp0UdBY/j0jx4xr4aeyhGd4S2IP+NPebv6/M/3NZB9L/W/e1eQRuTtGng0cLaeIxqK0iQ2m7kS/xFCinsYJ5mpjedtgV2vCrdIyzMS+odM4KdRAskOeeSMi0bfcGaPMEvWGdNl1LknmyVskrA3XxkKQzmvX1yxe++eYbxvAprZh4UzP3fInC3jrXciVKIOgO445OwdKuSlkWYi5s+04jEorQp02f4mmSh6+smdFrJR9WhcP3sCCOJPcxHGWfojFtXmvknBnWpmDKKXPHuVFYaK2zbZs/r6WQUyZe/D08f/yIxYjmSHq6EK4L5HQ6M+kYPg2j0/bq7k8peIgBPkTpYyAzMfRwjziFsqebxD+iYH2/zlrRvGh1nkrAzBOfjmzfkgvr9RuS3bC90duGitGnGuyailfdzc10r6UwVM9uelaqBImOqh6eezy6SOsd7eZ0Q1wxeB+DOjuel+uVFJS67zA8Dqy93U6j3pSLJ2rkTN0rXadpbXx09EGEIh1BkWD0AMyNbVhhjyt5/YZ6M8a+kW+v7PV/A/BC7qY8fzuwsKLNiP0YM4PFwPA6ndY6ZkrMrvyEeQPHBfrumdPpsxu392kvswt6+4KMhFhh0Se0fc/98xujHmhfxi4XcnYTX0XoEtjn69Y7OSbnXw2h3hvE7czyDSES1D1oTadfWgjEmUAiab4XdU5ZmGrug7PqyPDvT674b7XOeEuz33oEjiPr4R389Z8b0w1BCOK2OmVylXKMzs+O0fnOa0GGnVnkMUea7Wh3i7MwDndnPTcnM0WHEoiuKtVOTpHrdBqw20ZrjTY6pWQUT055eXZusmVv0roqvTXWy4X7tO85fv7QMaksvoExjNcfPvkHfGtck39fmyyEfCHaZ8KRWT6tunS4+0eQRNDqdkdAuTyj9QeK3hiaMBbaUMKcDkT7jN4+k9snxvYb8vLMJS/wPHmOW+Pzpy/IVglPmXZ7YwmOaum0reu3V0q5EnpzdM5mPvih5pYIRZxrho90Y99OREEYThWQAtIccZDiKUH4vf2IevWCwMybSPDaznPkfz8H+r/FGup7QpgTFjj2c50NoI+MDwuhY4mEed+DqmsNZPogmgxHLxSMTowbl9B4io7MP8edxSorw2NDNRBtELWfdBPtg5LdAq+3G5ecsH178DyjNzk6Pas9gnM2Tsx7USE139Oj00A5PRxsYH0QxIgDR1yEs7CoeyWJEBW0exFYe2PMJjoneXB4Z2OoY5zWPBxZ78F88mPiji1zj8oWGd2vbgzFvfnDw3IqpUQy6E3PUbZObv/R0IUQnXhRG2JCXhaaGG3Gu8YlQd9cs2FlIsSDI06sd0f/g92Jc+ceWtAjBS5eQAUjuTd23P3sPcAU4hFG9Cdfp9fqT1jEee3woFAYdt7XZkLryn0bLEccsCTnPVpALdL6wKQQjmllBoanT9E9Mcy6MbRiBwCV3Z2iTTejlJI3BkcTMZ+lMBHGGKJbNk3NiupMWJum9yZe7B4pTutSqHXzezng+9W01AO3fJIUkSS+59vwZmSelT0XyuUDT7/6S5Y++PTlB+71M5qn5saEkjO3bUN6R5bFudnH1EsgZadTGBBSpAaBGb7Qa0TyynJ5Yt93UKPMBM+DhhNi9Mlta4xh07koIrMgfdvurM8f3LUlRmJZSJflfLbFBJkNqSdmKmldydOVqAW8BhmDPOOSfbglj3tGIr/Pt/0P57CeUK0f+DpwLz8RTzWZfI+yrmB3bttGEUOCsT5fTo7O9vaZ1ANtDCQFlqerV9pHXnROnBnfh0/fyYzhvDiG3zgSQXMkP11PLzyWhZiMJQf09Y51o8TErgdEL+i8qdL0ytv23cfsOJ9itM4gEAVSUGKCY94uo6L1jdY34vO3fLz+a7Yf/1/CjKd0K5XASCtjSVwtU398I3+cubymjCykVJA6/JpKOn0klQRRMBuMuhMJaIiUuSna3iB/wUal7oZVoewb1H7GEFrBvWrNePv0mSUvEPJj1DJTrhLh5HuNvdPwoqGU4lSGQwAnSsj59APl4FppQ0RZlsJQg3AUvBmRfB64/zyWf9ZJqibl6NZqs9jsWwWqx/PtlWVZGFs7vWljdirJ0AbDhRtigRAnHxsQ65ji45UUMcv0fT8fU5k+kLVWrs9PbLvzgg9Ltq23aWMolHVhWVfqvj8SQ/qY6UFu/6RtENpA5oHZ64+0NVHTf0f6y/+J5dtfMd7+A7L9R8BHTTFkJCbUGiUUTG/cX72wKXmSYYYieSVcvmMbkNuv/eff/oYwudXj/oWYKoGEjce4v7x4xFZ5Wbnd37jVytP1QSvq2xvxNuk5w7DaHImee0iXRskLQiIlmaKH+4lCh9jAKkZzZJaASCcetnjiCPifZR4r8DWSKr/j1/7Q9a7Jfzd+Y4akJDEmU4QsgcUStqsb2jdBTIk50ufURoL4QWszN12bc92PwIcpIgwpoep2gwE5L7Mf/OJWhd2LvvfioDE6rXeGZro6XzTE9Egg3KFNhIYkHgM79ES6NB90pIlEqYMWhyhrTH/V98b2ozf08Dg+rtlhDC6TYjffY5yHerDgPt2q/oy9G7+KCHvbUTOSuU9oeb6gs3iwZXKl1b+UMGkOx5+PORBSnl6mOpHTwSMxaDjtwobTJ9TOQ//4bn8udNXR9D9kvUdYvXW0eQ1769w25brO5z8lhDSbVfGCPCSYsaZpSWjdYXrWqjW0dWIKp2ZFYvB7Pkdqqx5ZrePkXqeUycXBB08yGB5KZcfUy0h5hZA9yn1dyHllzKnRdV257xspJzh8Y2NEZkW5t7t7u1/c+13CQoovp0h8KdA18emt8nR9Zlm7C9LnxRx7JYpjzkGEYUYzPTn9dTRi8SS7shTyZeF2m80RkD8+e6po9Geq3TYSQtv7yYdQqoODh7rDnF523vs5U9YFC4G6V8rTlXHb6fPZEjNiM/ruIUxqXt/JesQqB4/fHQNPHfbn4PQLDmFSfn5aLPhHVBPvKmELEykK6Aj0JvSzqwq0PpyTZ41lyTy9PNGm4nO/fWLcu9+mO6QYkJQfI00FlUZTJdr08euDHOJ5i2vrjN4AI4ZIXCLrN1fS5Hy4SbtCb5gNFolk86Qn8LFsThlCoORCP1qldxurnWhhIEWIWRhTLQ7Or+39RosLWODl279i/+yJR0MHtgn99kxeViKZ/Yc3QvAueQRHWJMk8sjsav7AlcNrr9GtO09r26ElhixoduFLXFcsv7Ht/zdsN9gUtYKkSJ4bY7g80XJ28VmIJHVvviOdgyBYc/85RqfrIKWMToPrbW8eTSsea5uyUBYfeQOE0ZCxgURMO8pw77wjulUO/9aft2Cdjx/wu4cN8luvH9KAQ0ghGHmS662pOyJYI3SFVikhnyrjHAoSM7oPIkaQgeAE83MkiDgHe7priEUv5qbf3WiV/nYjG6fRdcnp9AyMOdEP/vXzk3PcYjifHx+XFqIYSQ22Shz+nABYb7xqQyXx7fIdefk3jLf/+jAeLxldC2jwDVcCpELb/N63euc6P4cZiC2ksJBmMQgDB1tfGG2jbTeiReoRBLRekZcXll99S1wzLy8v3N9e2WrjUg60sHkcc4g+fZFA6JycLcHFgHEJxLSQtNH6DX1XgIroTFGZAhTjoF+784ccCUb+Z8YU+fzLWXJOn3zNCzCbsRBAaAQ7REsDCe6TW3IGMU9bA9osgFIQmjlKGS8FnfzPPu/dt7dXntYntI45DgyElCjT4aLqwIZTAXrX+Yw9PHKPfVfHIC0LqSyePz4R1BorI0wPyJwZs9E+hFdfcV1nsd5aO1HoUgr3+51SCm2GDIw5qQAXez1cFuY1FDkV+CmJI7tT46Dd6LvfYwdFPQahzhSulDJyWeGy0ObrKRcy7ifbt524Fv/5pwDHI8H1K3qacSQGIQOzhlmBOSUQHgWvvWtS/tTLnSuO/81fe//vd8jrGTU9w259L0moDlqDOi9YCotzR0NEQ/fvIKYHBaPcMXWwgJDcNSQphEecNeIIooeLOCUphnSkGjOqk5GsD+eeTiTwiHoeXR24mMBSzGU2Z/7zdxvknH1Sa94MhxhPb1xsn04mQlpWRhNyfiLk+QbCQEekbju//s0blzXydF3Pn699oGKk6OI6d9UQaptAiroGYt+qF80hEJaCzaj3fLm6VqZ3dxFICq2TYj6pJDpdB0KMyKz1Uwzn1LmkRN92TwlNgfbJo7qPZy7gKYyiw/VCTNeQ+RWEkMlBPBCKODVQ4lMZfDJAyI9N+h9Y/5J26F/WL+uX9cv6Zf2yflm/rF/Wv8D1RyOsWDirYFOhN3ePyMc4rzunMefCEo2UjY6iR+7tkrA+KHFGu9bmXJ2TnFvRcOSjR9q+e3MZ4tmuuTnLoI/OMBdyhGTIerwvxQakNTs6o17pH3Fxe61cXlaUwNDBfbt7Utb0A2ytI+aBhFmCdyK2cp8k6G///b+j9UA0RT/9V0Yt1Jix54lC6ytj/4LanVI+EEMhNmP/4l1J/PACKbLvlYJMUn0iTX7ooBKs0/ULSSLUGxYKyzd/4a9fvqWFv6O+fs+ijbBv7LFjKbF8OLiOC8tyoZlngLfxPZbTw9MwCDlObyA6Ojq311eWdaLABmo7+VIY1t1f05QxobKcp21Nm0khDMpaSMlRYJEEpJ+PwyoPdPVEHCZfTt7BqvJuhCZmBIShYExFs+gpKJygC2ZGjpn2emNdL18h86Q4xUMGVnFLDDnvb2L2l1xS7YlWM1ccnJy+hMS6RO6tozITh9qMLSXRq8dBphhpY6AinjsO2DD3YB1OZDPJWM6Uxb8Xu9/43P+O0D9z/9v/Ffv0f5Lz3yAybedyRi4LujtvayDIslDa5H9uN7doibj/7OtvkPVK2w8Bw7NPEgKkuDPu38M+sDlWvm+Ncr0QItThCu+wPLGY0qbNTCqeQFTKBVX/fkwVjhS1IIjE6fma0CEIGZVHhGiUA0kVsIyn851DXyZG7J7S81cOMDJMlO2fXUjbby+Rh/aAiTqHQZTh3OzoKXqAC0uBWDLRIuSZ0x4C7XhYYiAuibwsLGtES+Tl+szn37jd3vd/82uKRGTA8nSlmZKinNxgFaUPo1dH0A/7W3nHY1uW5RwP51ImReyExp3CVQohFz6/fnGU9LSq6j5qNINpDRbmqBEe9lZjjAeH0ox2UAoOdHLuCYLHsB6oTjgETwbajbYPah0ME8r0swxi7H2QcmTNhS5CiInXm/sslyhccmSrbv/4/NE/lxw+qhJAcLswCW5tJXAYB4c4QNxJx4i02t0T/V1088+3ZFpL2vtfeggap82YmPLgtE5RnmRH+CQxRuN2n1MtWcAKwo5ReV4uVOEct4cgxBWC+P3bRakhEqZXNbiJi6lBh0jyuHZzf2rwJNaxVe63N9bnJygJDeG0fY8pE0NiqLJeV9cuxgCL73mtNmqt7j406V6eTOjvsVyuPsnT4sKnvkEy0pxGWlxJEohrQzbIpbgV4rwnqgWCBNKcVMgQ/7PHuYMSNAEVEFrvxJhOfqr1jhHd39cE5msq/d3YMSBRzuepaSNvN57mucLbF0KMDFPSUrjtO5fLhaUcQvaOJZ8GDhOCFLSBTDvHKIaKEcPi33UAS4bN+7aNQpZnTB6ezb9r/WTBaiaHgwwmx7hFwQpBI0aiWcR8SOJ/sRglrazRuORnknb2+2fatKEIGlnSE8GUkBRbEj2DhcPvK3te7cDzgffu9g8zDMB/U3S7qVZ98zvh9nlgxej59hZJ5c3FIym6nyvOTUyrc2XH2LGxu5XG5Kjm4FnTx6jFZDjEPW+g2yj86i//B2LMPH/zf/Gf/sP/gejO5Trh83jhhx8+U1MnfXzByoXt9QuhHab9hrYOqrTeCLmgBGSKC3LJ5NFpn1eQxlYrmhoMPxiyCbfPn9FbwMaFDuw60G68TXFNeX7mmsrkSYHe7sSZMw/QY0CTC9tUFdTQeKfP/OGn6wu1DXIObAasglySF1q4PVmo7ndrmJvYD3MeK8wNdMWs/LOB8d0S0s2dZUzqi7qoEGBNmcv1I6F9wmpFxW1qnqbzAsMt39Y8OWjBDziZNjjgYyfm/q2joR2wgE4F99YHTZXnpyuh7dAa1hr1zUfyIWUXO4bAvu/+PYRDSOZ+f24bBUMUcqLbQs1HrPFCv3+mvH5Pvd/QVXj514pOyzSaEZp7nw7xiMXWHh7FSqKZEqRgbWDjDfodmz6R6GewFdFC0ZV2r9xfN3RSQ8LLCzn7aKuH6GOt7lx4dFqmbZ1x2wj2ULOOpiePLyxXj2Kd6mKJCaFwCv4kTe70tAOyABoZs2jW8X5U7gXq+8Lmz2Edpvfybrwrkxv2U3zW4zME7+rPAymIIdYR3SnpTgk31tQo05KtBCFKRC4LKRZs+IjcWoP73JfWhbIupBx5SlfkaSURuE4Vv/WB3htWO6UUH01mxdrhAOMjfBtKiJG9NfJS2A8eXAhnQ20hEKe48FAiI0y/Tv+9InL+fmAGxui0veIUpeX8OFRlqhGNR4F7jjUlntZZKRVUjlHpw88zBPd/3erG/bZhFthbh5s/n9fLdVIvIhoi23BHmpdvf+VvclpcpZzZbH84RJ+8JHdAYFIlXJCkhFkQL5eA9MB2G5i6dZDZu6bc/P/8PLSAf4rnR+h65cvbtFJrRpQrZoEoK2YX9u1GmPvl83LlmhPW36BXr+tTIaSVPsEVCxntG29fPnMthRSE0doJYFntbG83t2UbLgg0dTsqgCDBC0D89TD1Nr1OKskUaulQ9xnOmW52xpKu63rypw/aS5/jeXBaRM6RPMW7QQLjnTtGGOm8T1NKfo+P884hiLDvOyJuh1drxYadkcm32zb1LhUZg3go9OUhFowc95qcIsV9285426UspBi57zsfvvnIYobpjX7s++LCqnK9ul9rjDRV5xfjz6vGhEXzwji4T/YR9hLDE+gTQZ9+MmvopwvWd/98DTd494kFJGY34Z3cRrVA7zPnIUVHfCikdHjdDdr9znZ/4/JyJcZMvK6PA2Q8TH/jwA1/e8Wlj1MBb0LT7oKXbs4pKfkkEDdzzmuIkeWy0HQnFHlnYO2CmKUUah2sJdNqw6Kcn64H55pqcBsXbOdg0fb9R9r912jMRL3zXDqFncv8CG17Iwfj8rxQXp7RvNBvr276C8gYyMyY32tntEGzdoSlkGNkCUcRk0AWemt8+cFts8r2I69fvpBM3V9yiYzqGdTr6srClAp129lnAVRycQ7MYQeSC/myulcgERG4LJEyi2bTQQiKasWkE8pKKImSphcsgg1X2kYRSJEQ8yOMzAIiGX5Px/Tfap0uAfCuEPHuyw+t2Yy8jzyavD9BZqEGJURXzAN5WRnjC61VCkp5WtE+uL96kxD2QNfB+vI8u3DnZocQz3vPd0X/73CIB0OAeSjnZw+xkMvK0oXxxbCmJwd1MFXYE42Kptxut1OY0utAiaRgLAnoO/Qde50exetf8OHbf0X98b8Q2w3RyPhyQV6mKGRT9HXDpKA5EDQT++4cI3DXC0kEGqN9xjmr5fRQNb1DeGW/dWQ3ZG9YH6elW0iBbdtI9w15WQghYXiBwYmAgu6Nwe68MwzCOEckMSU/1M158jEFYipnklyc/GkvWt3H1jQxxjGBcW9LNXzTFM5C5f3983MuTw36x70HbyXnpmg7QSuZjZdSuZSNJTZymOp183ts6HyWl0xZCrdPX7j8628BuC4Lqp3dBumpkL95gqrEzfeMclt5fbsjo/P5049cnz9y+/TltK5JlwuxZMRwtbfZ5JNOHu1E40KMbvlnxtCHKWeIkX3fCA1CyQ//1eP1d8InV3r7pO4yPYzhEF5xCrUCcu4BcSn06al5JDSZcd7bmO+xqsZ239FJBpaUqLPi1LYRo5CXFVsWehTyunD95hv/+y4X7vtOpBH2L1h4mKfPNz/rvllYC6gMJExBceiIeFjP6IpEOYElf49+Yv/c9+///yUMMm3yR/f7mGj3BTHldheWpXBZ/HqKKMF2CgHrr1g/wJLANgMhSoikuFLvg/3TD3z78YUkgXqfvPzWPVEseL2ie59OEcee5rzqrkrvjSVF6rY9BM5DsaGkEOblV1KIjHA0j/MMODnzwW3P0uN71zHOPWiMTkrpnAgcXGwzY1kWaq2o6mNi0B1NXq4rxqC3gY3OMhFgF2f5e+tjYOLBBhoOQbv3WNr9GQo6BZFq7LMRY2+EVFiA8Hon58y93hiT43p5vmJrwnoj2OLXAM5mz1pFQga8rnE3gEjA64kkH7D+gtgTU07xO9cfQQn4bZzseDAAEw47AlEhBBh1521rSO/Y2LnMai4kodrG6Bv1pu5tmYojKEDfu9OeJ6JqtUPvBBSRY4zgkXgSI9q7dy59IOFQYiu1b04DCIqKi4LSTHUIq9ta9FZpu8df9tGcuA0McYsbCe6jV++dFBdeno4Iwjuff/O/gCl5v1GkkdDzBiYYZc2kEggpsGtHUjythwQvViJu/uSdUaDVI15zuOJVxG0lohOgh/oD2EdydHp09Eis7cLhWwhwf7vRjNnVBMr1gsQEU23OZUGeL25QPJFWzKMWAfrWkCikFKgKvXX63omHm4OIF6W4T+mBvJ7bpAnu9vDz2Vr9rv8+NvR/WEwrODKnrmrswuSuYxdxn0ZVUoAP33xg3O/sb458RxNGV0ZOhHVBFCwMeq3n06O1u5hKAto6vTXcScqv3/LxQkwQMcY2sM+DIuGMERw2SEvGQvBNre6zwH6YoiPJY4sLjN2N4pWJWIw3kgSeP/5bts8/unDkdqW8TCpJNfqnG1xhRDz2UQKHNEfK1V0NRNDaoRojPDGW7/z9P8F+/0/o/j1hE59yXFfC1W27WskIPiWIyMN/tu702fSOPkhlYX+70VPHxLBolMt8fnQg2hDdsRFQbYRkhEnZ8Y3RC1X/LiOmkdEP1e/hG33MpO2r++TnRlrPpKt/pOLbgmJ2iCIaUTZWeeMad17yjSV24pycuRWbI5tDjJQjYV0IOliY9jrDx88pL+SXK1YS0NE5NqzoqUzePm+gX/hye+Xy4QMAH5bFhbRzzH4g7QfCGdP0LI3REe8YyTmeYro406VUjVrrV6N9eB8MYAzcd3KfgRow7YzGYOhwY/OhJ+p7rDEGJeUZcLCeIMnxGjP6dW87IQVSzvN9+ilbloIswnd/+ReUl2e2scOSsad5DZeF1K6gG3yp7sggD6N/OTgAxwjdfZJOezIJAwluxabqTYaqwkTz3k2if4Z1wPpfr/dxwfD3397p6jB/j4qelsFiglkimFt81WH0e6I2b4DHvqNF+WZJxJHQWmGvhEWQGfTTdVCWxFPM/PD6d7y2xseXF9rrDM1IcV5H83Sy4dOx497a20ZK2T2IkzdC+7bxtM4YdB3uljQGMTvSKhJPKkzdqxeCMcx70pHg8/VZrKbgNLQU4ldiwpiyUxjEUffW2leTAR3ufOFBMU4RsKFnwe6F8MPKr6uRY3Q62jE+1CNu2IW+2rsLpM6ivBFCJCGE6k4MY7+T530t5sQq1QY2PA3OAmbH1GvWc+bfrXsTL8jcW2Q8oe1Ct4XJSvyd64/wYT14Rj6K8Q113mBDsTnO0y6E4go8HYr1gQxj349RcyIvhXRw7NrA7hVmjnhq6jnLMlXtKdH6fprmggMtEhJhzXR2em3eJR8QZRBa3aitYdU7eXtQYFEdSBB6rdS6k1Pym23yMbzWCjNoxpOCSl4eysS+gW0M62wKZVlZnz5ynx3b3nYsDva0MqY9F3Lwex6jKp3jYVUlpnSq/ozpNJAClMTYAzHFM5Gl9p1lTWhTjIFIooins9xvt/kzAmldScXNf8v1iuQC01M0Pl2QSyGuKzEFRh+EPpBZ2PTaiMEL7mt+YiQfU9js6iR6paxmHt5w9mrh/Pvdh+5ndgl4t1G6TZqdI8PfXQwE/8dAh9Ca0d/xs4ME5/AlQScvJ80mIKCOdLbuUXPSUfOuPB0JYfth+CzT3KV5HOHsxmM0wiqMYQT10Yq0QZzov7bmnK2ZGlT3ytBxolTBlBUoIQELe7nw7b/999zv/vq6f2J/3dnTinwwxv4Dyp1cvOCMRNp9h1KwEM6x1/H8x3Jx54fdfITa3iAOlpe/8s+3CLX+SNZX2HdqEsrTE0w/vmVZ2M24f/qMbhs5edRsjIGDozpGo7++EfJCq51UMjqUsh6+hjvSAiaOHzZtxBLIyQ+Qkw5w/hMY3XikeH5NCYCvi9SfG536bbT3H/Vz5n2TRVhVWelI/5El7FzX6Nn2QB8CYpTL6vu7mDcs1+WMJo6kOQgwbEb4EoEZ67u+XAkxs1hAP3Q+/ebH09QcvEkf3Zv/GMPk/I2v3vNx7Ye6C4eKnFOb3j1Aw2bT+N4V4O/9+d5Jy/LVwb+uq6NTQ922z6DXyjj2XXNOtaNZbv4vKdLakUm/Y3ujbhuSneqzLAtpKXzzraPQpWT2NZC+/UB4vrDkF3Yd7HOPKMtCGAtaA6G5C4JPXeb5mg5/YEfiRJjUl9l4pAkIaQeKn2kKYyLpgpwTgz/1EvEUo59grPyBP+g92OC75MS7nR6kDenTs9lu7O0TtW+s3JDqYFjaA2E6m9z2jbAWQtvJbTD6jWrhdMRJL08ONomjpc6ZN/qkIB00ExPhsj7zVndKLsRDyzMbH/d7O4IzwkmPO84U09mAmBfwZ0GZ04mi+i98HSN82E6G4GFNfYJ071dvh2+30epOSZFtfr6IN/WIW4GaDaoqJaXHVyUKadpY6XSbgdMhQ6xj1h3NH+4nm2IgHemDYrSxQ8xuTxjMC1OOhjnB4dwSzG3pciFMSsDYMnVLDM2s/MPrj/Bhr9P3GQAAIABJREFUfVDPfYSh7y5aYJ8WKLc4TWclT1THvUA5KvWQkfxEKBFGg+B+ZTK5k7p3jI6kcJKbh4Bqp5xpQIMwnDwM7qMWJtLr7yYwTHysIIm0uOUFc3Ms5TILyIEsC9t2I5f44PbHiXpapO6VmBNhiaf9iQYhhoujEteIxivh5d/wq3/l3cLb7Qt/9+NfEy8Xeh+UcuFmPHKvRaYvredUS4rOvz04MSW7eCcHQizoWL0LnF18uN0xHcQQ2G6Odh3jhoM3M7QTS/EUmBC4152ny4U4R/5DjSVlUsqM3pBhSFP6fhQoipqRcyC/PNFToEk8UYzB5Lg58RNJzlM5usYjTlCnD+nPtXzj/poSgD3oIbwbp3mimluGiEXMEnUk7jpjhcVYy8I1fWQNSts+U/VOmjOMEgQYsCRaxmMfU/GNbG5OqTXCnB5Icp/fcX8YOGsMxGVxWxxJpKWgrZ5JOFESacmEnOh9c6SxV/JhT2JjehYZQzpdEjV95Jt//98DENqv+U//+/+MWOXjh8Lrl0ANg/jsCGiPmb02Lke05RyhHglnshRyyQgDCVda21B2gjrKLFtgvA7iuKCmVIPblzfSbGivaQZZjEpq7snXUmTkdx2lDRo3LkUoeYUMLRpynSO65HZXVneGTYQ05YfIQDJwASmIZhgr456hHzdidNQWCCE5n4qfv1A91ommBA/8gGNSLH4g2mHYM05tAfNIl3OObIzUiOYH+xrvfFzuPMeNqBWi7zMHj6+sV6zfCHF4KpkMRAJpfcfxTJkQndeqDPdcNT0cmWCdtnkGaS18vHyLPQVaOyyZFCHS9ooWb2iDpLPVNTXfwsXAOr0Zy/XCfT47Oibv0JSgQpJBt37SzUJMHggTkk8vxmBZVo7nP6REWAqjN0p6WCOd9w2OLtVa/XxogyKJNsGW7a06vYXI08szacks15W05q/S7tY1E5+eGKlgJZOSo9YAIwgpCTEXinzw9x8Tdn7PwUOskoe1uC1gOv0pTSqkze0L04KXcQ9ec0iu3/g5UNYgYUYBj9/7e39yWTptZx0ynBRE/NPGVLks7nm+yI3YvqfevofxRhq7h6BsGTniqnvn9upWlEmdYvDD3/6aNM/TlJIj3TFMqog3eoddIWZ+9sfIdr9jwOV6pd/9rKzbjphQcnHhWPCR+xHdGmdUrqpSp7BUVYnvyq9aKwKUnCcfdjx0D3M/gEcNcfCvYUbPqlJbJ0QHBWyMU0SeS2av/UyqI0TQwd7aydNlcrMDgk6AJYiR3sUjD9NJfxjOw75ezjCXbo1uQo4LEqHbQOSR4OYapeGxw8XFmwQQO2gXwWOH7Z8qOOB8At4d/pMSIBLZZ6Fzj8b1EiBkohSHokM8DestRKRAojC220nAlRnNikFOyU2nU8SCEZeMddgmOT9gPiJN5t6hzY1+z41nDGQEF7QQnASt7gUGkPJCEKHr7rC4Oa9jnGk/QowJGZFb31nXRFicNAwQeqGkK9I7RTpjRD59fkVkRrlF45ILQQf9vhHJpHdKUB3O8e2je+5uMKzFR578uiABxuQ/XfI3vlGeStGM9cZoAxnTSHhUR57n15NinBnXAcmJcrkQJJ4/Q9XQvdGqj7jEjEzwMS/uIqDT3SGkQFhXInImHpk6uhKi510TIkh4p3b9LW7Vn3h9Xag+/m02PRoPOgvv6iQmaqT+J4yAhXLyswfBY30DIJFA9vCHmbV+//JKSkJ5LpTrgnbxRq0ZUzOBNR9nm3aGelIPWyNN/mVaV+dRmZFCpKzF/TAP3Yn4w5+zd+xLCVi3M7ygG57wEkBGR2zQ798zLl6QynjlWjplbMTeCNZYr1fyTNLq6t1z0JmVPZRaO22m/XQT1pQ8rcQiJgt133n9/j/6NbJAv79RYkCLb7y5LGf8Zd12ttYheDEal+LNWnqgbUES12uizAAPFwh4vjo4F1IkOr/dSYZIzOeh74SKjJCBTK+RXgOix6Hv367HJ6aZpvPns46pwOFrCUzej7nhuc1PGuxBf5yvBwk+EkQJbCzJ98wPF+W7C1yS0Ksg0ZGdvj+Mv4+kH53xwjGvTkmap4SJ+B4lx+91ukmcXLxwSbDMZ2cYugqX/AH5wac+vW6YVnJeGCKEZXWhx/kgTl9WG3NqN9AWsfl8BXFBjKg6unVsePMa2FQzSnDVfNt3j8A+/Cyn+4Ck6BoLEU+sO6gErbvAq04fTRHq28btiyv8t/vN45DXlfL0zNPLE3GNxDWhj17I79Ps3qoW3FUhzjvM0HnNEtlW6n5jwCPGc4I0EszRKeV0DvCLMMgX4aoL1lcHkuRRsKok58X+DEttEBGE9BUIMGdD8/8/JowPEoTIcc/70Es0IAdV5XgCproshp01bjxFP2uf4hvXcGPhjcKOTt/noA0OgKk1+t4IIfGUE9vue98ynVna2yt5XYnr5HwKxJgfNb8dKGeg3jdyWUjdaAdCq+IT2SOxS5XQhXictZPyEVJyQEE9zjfNv2GoImrOr46JmIIXrMfDre+8vG3uy+/SQd1e2bDRMBX3rh16cvbbNhCNxLRAdLBRayWYnQ1ra8PBJoXRlEggSjxR5BiLA4zD/76lXKh9nDRIaQOJgygJdGeEQQj5nFp3lKFG0kSW4kJwYOikysQLEg3rv/iw/rJ+Wb+sX9Yv65f1y/pl/bL+Ga+fRFh1Er8x4UEL91GxiU0eWHZS9GFr1Rr3fUFLBH1DpKJSeVpnpmwUgmU03bFFnFIZwqnQ71kZsoMpabiQJaqPRA57E8HH0KHhZOG3DYnO2QSHo7u6m4DD8c4LKld/3YJAzoQg3D+/MsxFT6dTRIhYTGBCLpfp6Zf9v4FqDSmRsjjhXtV5LLepqIs5s1w+ECJ0MkEhxoU4OyJtRnKZFpgLQLTbaVWh6ur/sl7R0YnpwrDKEREqUf2bUxwBGYOgEQSnWuBd22Ago7GMRNzvWKun4jbnxP3zD6Ti3nCqA0J0RwQcCe8S0QFj96SPGIQUj/jD4khVMiwJQxJwIYTJQJGIWEB0+QNvxX/a9R5h/aNQXvu6h3OR40NQKBj77eYoVNtYV+FIoan9hnVD3gKlFPq9IUNBBzItSrQ6uuopTH5/Dh5iOe19WoT1ScZXLIyT/rIsGRNltIaO7qKRICf6GESQ5D6RgcTLNdHrr/nhb38DQNreSGMjYujo5BLIi+dcA/RdSTk5+jRdE4ZMBB3nSnmnbBNZF099G1NNGgsWByPiqJO6GHC7OSJSDXoIXF+eiZcVWTJcCunpclJ+3EJmYPtAe/VUOvpJVwkXJZbynuHh/KwD1TEXGSAJM6HugzEe+Ou8Q05emDsO/HnQAeARIeqIqf+a4ZNyF+g4LWCyAAAXaokNdGxgg5ICIW88F79mH1blqShLVJoFQnY+pPb5A4b4eF4UMacWmaqL7ubMf4xOb8PR2Hjw4eDId7WRHJFRo4th18L1+UqadJIf//Ov6V8qz+sTIT9RSnGdwTsxjoAn+wzDJFDlIaYKIoi6P64MjyQt6YGO6zAX8qkjqVWVPjrLPBfC5FiGIC5uWVdHqOUd0oX4+NcMC4Ftdy2Ev0Hh+vzMx+++I+TEbgPpg6e0UK6H4E/QKBhKzEJYIhKMGN7vRf5JY07EETD6uS8jHaFMHuWAOCbaeNDJXH+RSkItokMeKDyTRxp+HhzqvQr+nFvZgYA/JrMHkgrHpZevENZgnJ/JRM8YZQEkGin4fQywRuUShWIRq911Hs3F1mHel7VWpwNEt0Ez9cnhfqhpJTAwLjFgwwV5Y+wTjfRPI4fISQIMT9o7ouDjFMeZzRS30RmpMY6xWHA6X5xR6fW+Y8M8cQqfXKQYqftOb81pfHAirHMeRKuVwxJLVdF37jfH9WqtuUMS7/yPp5uP4Paf4GhvQpBJG4gaPXUUQ9uh28lnMmY3Ze9jTtYgLQvrpTCmyFJKQO2GDffMDuK39DH5CwIi2S/faKRphwpO27DQsNDRM3nvd68/jBLwfqefG+nXLwjIHPm1Kz9+NkqJkwda3QNwxo62L18I48Ylr1xKoI47ofUZOAAaEjEltDeiRMyU29srJQbyUfCpb6ZhQL1t1G1zPtYcO07WOSklP+wkPPxG4eRleDygK8Jt2KMYy8kFRijXp6fJ4Qonj+Z4D8emHXMgLuEUODiPzGa82yCdwp/H6+ru9KTogi/DPFaNeWDpcLXeUGrd/EGY47toPmaxydUPMXoc7bvvyQvgzv32ho1O3nb3D5y8nuvLs/ux7buHGQ+lB4jL4Yt2IZfMMBi1+qEV88OqI4pH6gYwCYSwonZFdI6e7QK2wvh5bK2O9bVbAHAMjt8pUx/LnQ/CtK5BDkHh/L3DR8imRm8dulKrcpkP7Xq9QK0uJLztxH367YqeIz+m9UlAwHDe0zXSbtMBojmf2GywbTekGcP0PM+GDoJFWt09ovUYiR7c9+ic4VoHS1rcSm3cGXoUjOojrcszt/uNbg1JxYtSYM4gffPtA5mcpWPzs9FRhIHCktAaSCG/s4TrlCWCDafyiLqf33x20nohrgvr8zP58gRLJr5ciE+Xc3ykqsTW0bETeyDmyJrzaY/UhzcAonOjjnHqNM65KR4L7JZkvQXQR1NgvBul/8R983NyWs1841d7RCfq6M4tH336ObbTBUC0o7oTrPLxZSGXzCW98pJn3nmoRH0jyk7XHYZgFFI5DtWCNA9cEdzurY/hoSvy4KMo5gLCMBt/wlmwoum8d1QMixGrsHzje8LHvbPJZ6gds8EYA+0ugAIPKhijExCSRLr78Jwj+9MSTtWbkhyJ5pGvfo06ISRUjVwWTJXR+6mETjEQhzeJ+75xYXEz9XmexRj9uTZjNNcAfPz4ke+++27+/UbOmedffcvb/Y6JokG5tUpvfkOt19Wz0pNActGqBeM0SzGm37ASosc0G+3kqKoC/Z13tXmxalMMKzSI0xJpiBPleVgDqAj2e+7tP+/l99QhirRJ3XD7Od9HgzSyzOaVhuA0LYuBmDIajbZvyPwZu/m1lmBIVNLTStRImRSAHBKvn77ww/ff8/H5I113pCQsHx6jwrpe2JpHaGjr7NzPekIQ9wyenr2HKD3NszSVlbQUJCbqtE2TwGk71cND+e/uFAco9PUXWet0G5jhGGc9k939QsRFjS2004LzWKrTd1VcgxSTAxKjHbZ2Cbr709b7oKmRLhnJk7/dBgMXwed1heuFUSJv07v+Eq8krtTaGZ9vrP/KI4fl1BlFlOx7dXQQUQQOTkKIioSOWfvJu+OfTMJtB8LKhbp3btX5N4GEoLy++etlWbgu37rYyHaKZay9Tr4pxBgIMXG/f0FwRXbbv+ft9Qe+mdY7JSf61v0GaoMcC0hkHHnsOBoRZzpW7x3MVfQAqSx+AEwUQXTaQhxdn7kYo4fuedCHx+SJ4Djno4TkqVrmBt8Hp8S7pDwPlUm2rvW8EYHTI1BVGbWRSjo9UFsbCIMc3RtudBe+9FNQpcSjAw2eyyuB044DQA7LlzF4+/yFJWUuqZDnhwh2Y1kK29udTV65PD3BEk8kUHRwpEKpKtqqd7nzPeo0ZA+SMCJRPiL6BP3jvEYLvWZ6DVwfNoh/8nUYNft7etfa/0PL4iSS9dPd4QhTuN2VNR3pXcEnC0Mh+gcMuSLqfz6cfsINojivFNAoXmiGmaakNumUkys0hTNKpKmgJqSST4QzSqCU1dX7ZtRWPbllvv2H56sQSqCPjllAJvJtC2h6Yv3ur1gl8Ovf/D/I+qgJckrctrvftyiYOxgcptZV1VX7bWBrZvTiPqjH87/tXhC8FwOaMSb/PC0rOWdqb0RxVbUhXmDMTyEKNPViHz/s15cnWnp40Y4+3PdQDYnuKHLypwmuLraEjoCOMBvT3/Xd26P/fv+rP2PB+td//dfTHNz9FOcbwkwJMgvZoUiYqlsgiRHY+HCFD8+Fy7JziXeeojdCWe8EvWGjusuJJEzraSuGCnU0pA/y9Ets09nkqLUORDpIQMTQMKds6UD3M0fhlJghItGQi987y3cfMaDfdix74xeDu4/4e7D5fYoLOnU4YnugyOL8Wm0DHQ1GIgK1H5OnTG8OLpS0EMz3yj7Ny0dr7vIRI2LqRc0R4gJY7W6X1RqjO5H96cPzaXf4/OHFr1fJpCTktRCzoAffFNw5JHiQi/RKSlMZ3sf5GUTKu3tuTisPRbp5Y5JEnJstCnQO9xZPM9pBKkqfBeuBanK6Cvxc1my/vce6luFkov6D6+v3K+/+ywgMkEYKGyVurGnnkqehvZhbLVkkPF+9eR4w3h5WgG27s8RIXArlsjh/NEOZ/rxxuJXl69/9SNs3rDau4YO7FQF5KUQ1ZCghJnrrvkvPjzR0kKWcNmsHQnpwiVPJDiSkhNbmABOcABUC9/v9LHRba37djoJYAtgjBON9AMF5zZk821n0KnLyT+EAtRypNpuer4QTQQ1RqFvl/rp7j9gUbGdcDmGXYUEYErFUeK2N69PlJJVqKjTLqDX2sZPVv5cTGQjzZIvRp9ICJnYCOTEPyvqw0fqH1k8WrL/tn/a7Xj8u1En6DjrHVwEjzbQaZUzbqtozdYN222jF+HbNpFGweog6GmEZsDXafWBPK08hs98rP765MvC7X/2KsfvGsizLiTo9lIVKjAnVwVD3D9OhrLOjur29ITFSYp4E/sND7YFwxhAJ4vGpIm7Bcoy2am2o2qQRTPKzyGlLcaheveuxU2X73rLlvf3KUCOZnF3lGI4iMBTp4yHWOpWkPv5y9FjOm6m1QQ5HMEB2F4PhAjXb60QuZmFUK4xBv9+Il4WwDkdQpsDBtMPoc67rqkJsPNLGwvR8M3dMwJ6gP9N3V8v2kRgtouMnXID/ROswL1ZVfv82Lue/zOaIcBas227Ua2Ah+6hewgxSmg/doqA3F8OEBOpTgkOcBqAhEsz9IYN6Ck5O+eHR212J6bWij69CycxGmLQu5Lz49zqdLjhM9HHEvm8K0olrpDdIdpkCJIilMkbkhx+/kFMmx0S0ythm9GtcTveHYR5b2Xs7i5JhSl4LOxXTxJo++oF/KGppXsx2aOZirWicdJggbuqeloWUC6qgbTDuO30WtaZGVkcyJM5Iv5wIhxH2YG7mniAmYU5zzg36MPAWTF156mjLO7SdY+Qmv/cw/VOvlJySEYB0mo876Uq1T4TRXGwxN71IZ82Vp3Xn+dJZSuUlDZZZ6OSxE3WDXgmjE1OA0c+pkAUYk2OQJoqTcna6xDGaDD5FChIg6Dl6lkNxFLy4NNxsIwyfUtiR2hsiKcB4vRO6j0EVYbtPNXf02MwoTok5xuLrbJZ0DCwGhgVqU7Q3ZKRzNHtdHSyJZ6iETwfaPPjfPn8hXQrWO0GN+5dXcojTZg6fPo0JYoTg1K6nC+kyP8Ba2LVTLoUS50RAFLQhUzTp9aMhKWMx+d/dxuNgFiFGPYGA1jshvwNDvOI8mxMRxUVV82yRCmHH2CcilSaN6ShefOLysxWs8Pf22D/k+Xof7vJ14EVFzN0unnPlZb1xCXeWNO/r/4+9d12S3EjObZfHDUBmVV841Nnn/Z/tmMkk7eGQXVWZACLC/fzwADKbM6K2bkNtM8KspWF3V3UWEIjwy+frozm8TjK9KjK5Gcl8XVjfPV6Y5euQJCp1MNGXr6+EcZ7bfWOpn5xd+pc3qI1f/vIXpsULZLpVbnwQSmZ6SejotW5j3YXoLlX3dT07UWGYDoG/N613Yujn+9R7Zz06ppObYBzx1mkbLI93n6cgdZqm77BuOrq5x9B5751SJj9Hjvv7nUzj6DM+WLOmxv2+Uvsw6kiw2ihUARKMKU/kT5+oKWI5osuFz68/+mecZ27rSpbOfv8FHYW0x0TzQOyN3/KG2LCHBUKsxNzR9Nvjr/9NkMwRfJnAidw4MsidbndnobVfWOuN2W6E5ho4rTt6F1JrrB9v3N4mQm9MvbMNvMn28zfqVpmW2eHs3TxosKNE71gn1e4w4CTEnM+Ac22VpSzorvTaXJsonA9YgleyqnYOJZ/p8dDB1LFI27ojeUB+n7RYaQCwW/MK7bHQjhJ+rdWzIPXgXrtS93ZqdGutQxeoWGvkENjafh4QvXnbYR+Q694rSPDPcuIYnBkaUGepaUdpj/Z2U2o18mhLEZW97yfix1lq6jBx6aPtb8jB+4uGZZdPxDzDXqhbou5pPOcMmgm/ZVvx33odScGvsn1lVHTs6eU5glR3FzLa2GQjhzkCwF531v0yOp83LKxcp4keH5bB1oUc/KW3PNHaHbHm7TsOHZ1XaOzgwe7Qt1Hl6UqcC007vTnORU3OZCpkN38ITNzf3kGSa6gPrWMsEBohTagmcpnp3RyCDuS4oAp166z7jct1JsaZNnAiwYSSRkBMRPDuhI3P31r3Cn8u7hAjCWzjYKiG3M/KnbbBak1y6nzNOkkbU2/YxxuS3Gb5/vYLZUgCMHMYu0CXhKrQ68MZpkhwzJYE11DnRGMihBFYSEA00fbM/ebVAUcqPXSEB0x7lKS+O2V/bznA58/epRAz5EkSYL17BenkQtrpcEZvvFxnPl8N6/+M6ArKqZMrAWKFtu7Qm6+nVuFw2xF3CKq9UYFSiiNpwiOgN2xwGV3/G2NE8Cqq/wV7rEMT1/Bb92ol3j1Ln14hJfTbjnRvcx4oPu9mOdO5aaObIUTvMADah1VrCKdqzzDK9JAdOSHAP1cwI/AoGKz3D4q4Hbb0Tl9XJMSBvgLbd1IITJcL8+snlpcL+TpzG4SMj/2GBuFzSdiYu8ilEIh0PSD1LqUosZCXy6hAGehRzFC/p+qFidqUKU9edcXPGK/Cjr9r3WcXzmRsB7lD3EfA2scWd2CfhP8qju+/9/qvcGcDRrX5qEjvJFuZ+OAabnxKN+a8sYxWtdbmFIkkoNHlGDkil/mUUV1eFoIpqpUoE2nOyHU+u0poohVBS6C8LMRJWd9X9g+nW/zy/kaaZ778+CfvxpqzTQ+ntWmenyqeMmy5nxJocVdFxN+lmB3Ld1ivauW0XYVHV/Dcg9SD1IMRfLlcXP89Evyu7mRpoytzPP8Dy5VTom6VLm4J7HIvN2TS/YHm2tvuqMVQKDkxTdPpEqfRmL+88PoPf0KjUOnOiB98bXIht0/QV0JoSHE5wEM8Ku6wJV4zR2RInY8CWEeSEtN/osL677tGNqF56Izwk8ECQyXvP1feuJQPFvkgtz+j20/0fsPq8EpXQ+4JWiPXyvr+M1EgqJ5A2Y+f/oKqVx/WA/iveg5NSfRM/7Dh0726vPfd8SRlmsgh8r7e6Xv1KlNIJ9g/SnTeoeqJRVEztm09f1pTr3Ah4g5VQ6QMDLZpOx1btPfv2iS993NRBnxYxL//aN/lTBTY17tjkYYL1kECCdE91rW1k6VmNLes1Me/kYfwOoWADq5qPaq9zStzEjMmjtjqwcjzWBLR21xmlZAzmoRuFRla5ZiMOEU04c8XQTWcNqaQEctn5eH3u54EnuO/nzP+76SP43cege7xtYcX+cIv35RS3FouyEKYXqjvfwagSOGaX0HvtFrdCyNNiKWHbnpb6XunjKyZruje2IZ1qkTHkB0+zzkm90+PD1wYcmCNg+v2YqIMU4luRsyZXMrI1hOt7WfLUUIhpkgqkHZ3eGm1npzkEkeHwMSdToYBxBF0pOh6Kcy7GPv9RtvamYmHo00l3v4JNtr1h21yq2y3D9BOyj50s7xcwToyNkczpQUhXRZSSXQTdK2ENCQ/EglpQlIZCVUGLmBDP62unbaa6Zu4zONpHUgIpxe9r4e/DlJ/z4D1dG/qneOlP3XXOnBMIYyhkEMyoPS6k0IHdkzfWHdhOqyRR0Lft811m2VC9x0dfU3JkZgTZgUxQwfc/BgmAb8nMcXHUIz9dTXEGNLKnLCYaHtlG3t7bMpskRwKu+5jyKQ/pFo5E54kMylEpmU+E3kfDB0SmZu3FJUx/Aes29016CGShr47p4ycjkDuUNR7p2+bx9mtny5wulckZfLFAez3WhGZYWjU8zw7f/VyfWjxrIPWc+g4iJEskqcFi9GDBuvejuWpkjgkLKUs5FQIoZz376iu+17ksPbDWIAYQDZCqEjqI2AN38tdfqeA1dftkHX8as99/nyOH3t+v+zxdwyIemKtptC5hMqLVCbeiHbjshSmMWSqYfLnaxvpMmMoGjoqkXgZa187IlDSDGZ0bYgYx2Ep0Yglcvl8JS4zyYRPu7G9jSJaMtRGo2HIcciZw3kzRnGuNo+OtIi7EgLs+4oMu99tu5NCQsQIh8NePzCHRojeXTlxZuBDjM3tWg8Tg1zKWeHtpizL7H9vr7Rh3XpwZute3YgoCNo84VvvG+w7fbx7vTam60JMiWmZSCVzeb2yXLxjutIpX16RZSHMhRQDTZR2cFZjJkrG9kCRV6D5mfXM7w8+9CXBu1tn4ApgisQO4T+lYT3KyHaK/03tLFs/eIGPgYZgQHAxunVBTAiqpMEDXMLGa9q4xjuXtFNkI2/7EL9D6EKUnWSd3tw6NQXXd25tVFj3nSln6scHkpP70Yo8BZwOr3YzN2e+aXOBPzjMXdYG204Zzl3eQhoa0b2StCFtHLwhEHN5OFX1TjKIarSuJBHWzS3V/C/YqffywQm/T4eOT2tFh8gawKQRROj7COqHOLqQWffq8H0yR+ynwfyAN3O+azdqVdfOHOy3qiiBEjNJgk/yt+0MTLoIyzTToqCMbFBvYyAAUIcgdxNCXiB2Wm9nxVTsjmOGG70LMLtf/K7Hh0Sf7cX+r778pdptYV8rYQ1jfSm3W6RMHmh9viSC7MyW0P0NUSFNmX29nxOfQYxvP/0Lr8vElBN9q/RtR8aBFFOi7R0Ft+jD9ZoHIziGgNTmNAFz5bjYQ4YSQqQHXwu1Nl/7aidEWkSdzyvjK8ZaPSUqh03g2Bxba/TWz/Mylew+8NpYUqS17pOvR9AxytZ2sIyHnk6eJr082nxuAAAgAElEQVT3daOvO5cyEcyIEgkC24cnhNNlhjlD83afyIBjDy0i5YqZr1t3UFmIfHnop1moa2ZfA/RMkskL6kdwFr6fpD54p7/WhP1eQasf+P7rce4PM5N0HOzm7kbjvl6WAtzYtxtzbvS2IpZoB2uyd/runR3rFZoPB1aOPae47GJZsN59+E9H8fRRQPX7Zk4p0K4E5ZTcwNgvBZoIIU3EmCnj0JJbpb6vWDPyslD3xrq+8/HNk7UpZ8iR3ivT9UJeZg9GD5e34SwXxA0VPLgL58GsCNq9orq21TX/z4FSN/Z6x0zZPz6YckZUaP3QuDaaCWW404kYCy8sQ4SfXi/U4GdhMCF0t0hFeMgjBIzsAf8IOuSo4gNGG8VS75pMcSHEdGrUAzI0rYdG0skIhKNF7npOpELw72XK4+Bn7AW/Q8B6dBDHxjJ+10bn0sYCMkJ4nLXjIZ6SHTXFuDMFDxY/Txs/zBufJueOqxpxKgNED9pchym9IUGpbUUQQo6E4YzXVD158PbaWMP1JB8JjWkOKBFR33NNIX72Z/r5h8z9p3esNfaPD5BAU8Pm42csiMVzPw2C/3yjgta0kecJpbnRCx2xyoGezyliobu5RAgQ3PjhSFtKKdw+PkZ8YT6wFOPJjd1uDQuuK89TcS3s3piOju1ePYYRgerzNB8/v2Otn3HXcrlw/fqV5boQp+hV6BzOgDTnQlwmZJlpEgnzzJTjGRdy8IVLQcontvVGk3A6NIqY710JJHTMBNHCMazvA1g7afntgDX85p/+cf1x/XH9cf1x/XH9cf1x/XH9cf3O139Zv/bRAhBM+yj7uxxAhBPrEaWRQyNKJ0Uj5UhbO3lkC1TcKjQGVxIGwSL0w+sWkDlTo5BSpHelvr1x6Q/nh3bfkGVCtfvwUQgn4xQ8k9bqImURIcVEbZU2Bop67/TWkDw7Py0nQi5nlWq/b2eVOYXHhPahKTkHaERGxiUu6B/Zfq2Otti2jWmeftU+gXVdWfI09EBeNXj2PncRNqQihN01PIlCskQfbLm6qeNdZm8B7825nmWguyxG7LKQLxN7FJgzMw9ZxH6vhOK6mRgDoWSwgBxCdTkqK0PuERohNJRjcCZjFh/iyr/79SQyPy9nnz5fz9XFX0+R/3roUIf0ofcIVnyYcFW2NnQ+e8DmztdpIrWVvjekN7Q2+qg8T0nIXfj2z3/mT1+/0O4rAifdARuTkuKVx1bdvvi4j6rK7e2dkoq37G10ew/9dY50O5BtgZQy27Y/aeD8e4ToOqrv2q1Aa17lfdZdt9YfWkl8QLG3zq6GSESC8hjutKHtchlNO7SEx+Rs9UFAr8YIJSbCujnNYDyvUDJCPFtlaCOQOBBOqI9lKOAGhxekPw38tULdM9oSiYkgBZP+XYX1mK4+dOTekXw8/7Na9DtcsTt1hDEhDnDUXDEZYylKkk6e/J68XhslNkpayQmCXYmdh/1jUPY2kGD1jt6VRoF9VPbaRL6+IJeZXhI9QlGc72xHdXx8wBCAQLB6TsUDXnkMjlgKIRGj6wiPzlC8zGhaWL99I1VlermQv73xMtbW3L1aX1unz0BzMoIU/4erCaTCujnj0otz+ewKTWlhr3e6dtZDcmWPCnAOwWeXzOi9UbeNOc+Pae4YvRJmBq0To1Hf38gvfjaFqRDKRGs7UndojleLMRDnoUEtiZAmCN4CJshZdQUfmpOwuRtZMEwDkh5YKuT4uRz9EyyNJueo+gfFQaMfEFYsvKBkDkqPHML836G11Yc7k/D8Lo336NhHzbuv8rRfaNt9QDXAnIRU3rkWX/c/LJ1PpXPJihsHRlJ5yFQkBaRHYsjATlChdYWi3mkF8jSjOOrKeqfEADE8pGEaMU1+VocIqlSM/smf6dxemF6ufPzjT7z/089MksjTTLp6RyfGyO22nRKjY9D6dHYVYe/qrOzWXCqlT/SNrmQRckx0QJtjBM/9UIQgQh2SwXMQ8xiGFJ+vmMvkrfWhlT26cq255MvpSca+HZhK4fPLVwBev371exShmjIFYV6mc3bCsWFANPKcsRSQ+JAv+RBsRKT7vJBGlProLAYBy25Zq8PuW7rPSAAmFZHGv6Ug/K8XGEo4228uMG9EqaTogcyUdubklqbRDOLQqh2ftMN2W+HQdFogTpkwT8yH760uyJRY5gv3n9/46R//GXvrXLJvLNbNtX/aKXlCEao94hHnmR4DGB5Qm9k54ZdnFybLYI6FnAgpcevesowpEZI4oSAF3t/fCeHhub3vuwOKbUB0x58dgWwIDyasBw+uMT10R7VWNvXBr+P3fBt4KoiLuQ9wMPf1xQP/7eYl9e3uFoZoZJ6E2ioW5PT2LcuFTQIlF27bnZQSy7RQB1ftftu4zBPzqx/uEl0AcCjZQ8quSRHOaeU4ddI6Ah/tw0v599WwugD9+b7pf2AvH19wmGUca3yEDnUkCZvdWds3tvpOtHek3ui3SkJZb66fjiVRWmO93dmDTzgv1yv9CDjPdprRpQ2LvsA0JqWrDe9r8IEcNYbgCfChKdSlMAe6xFQG7sfXUUzp9KTuvXsCdSZZDlevtZ7YNeD8+lQ8AE5RWNfNoXXquBdw6oWZ41d6q5AcJ3Vo+I6WsSdzjr6zCqaNPIZnJBpN69DP6ljjD/tJ9wc0LLh3e5CZdi/s6zGcUzArJFmGPXRwjMoxeSzefrRDcwanbAd+f0mAjAPKrD/prY+A5mitOp/zsLQW6UxT4sunT1zLTN3eHPk3DrdonX0Eg9LUJ5QDbjyC2w7HuLneuLgBQDim/p/slo/9xnCjAf9kz8GJkxsQX6OeXBzP3ggpMl0v6PudhPD6+RPvg8KhZmzrxq6NsE10M+c+H5Gy4IUMUw84zD/Lw1zBIER63YYcYHSc9Ug4D1KIYQr73qDvJ4UllUJVWNeN66cXyjzTMe4HQaN3cs7k+YJ0RXqjrndut3fCMLUoEoA6hkcMUX+W5+GjbpdsuLZVTnvd42eUEaCE75LM87JxZpm6vGAkYicj/NiqfgdJwPv7u/vMaz/Zt24lrOP3FNPmyeNIPgMd9M7rNfEPP74wF1jSG9eDHyw7ud0IVGgfoI1eI3Hyd71cCro22m6Ebm4H2psnZmPvyuKcZhvSDYmBHp9O04IXCqLv7ccMgxxmD9WIcuGFQM6F/ZcPb7ufSb5jrnLKjqusjZhk4OEGEkoVmpMzxBRqO4tDajqMjAK9V3QYnxzddovZ8W21gjhrdSqZNBK1lCLbujKl6PuvdmKAbR0aXG3o7gyQl5crr58/kUsilfxgvi4z67YRckASdJRdzhrhQKwd75sS4oFiO3TAglgYaxpiEmp/GGIoRq+O1gop+bOw5tIW/weADZOd31q5v+109W9UGY5pNNXHgalqWOgIlWDNcRRlZ5kcMXFNN5ZUyXQSQgwOF4/DRUokwnWhbTvBGksp5BhA9CzWLdfPpOuCdGMK8CcRPv7lL9xvt3FvA/UvynxduP/85gL5nE5KgDVFUmSrlWmezgAyPgWUIoIGnwSsvbl28NhTxiBV7Z2Y4wnzPaYGgbM6FeQYXpAzoJ3n2bWBvZ8bUK3t5Le5MLyftAFJmRDT+fP34/vi1dsUE1qN+/3GPjZOk0gH3rediowhhkyYRxUqZVYRJGc+//AVmTJNjTimWeP6Rg/p9F03F2qdL7FPD48BJhmJSW5MywiwVVl7R/VvbLp/j+sYRLCHuF1NeFRZ/z3ByPiZNXllQL1S4PrMTim+MSzlndR/ot3/ia19I7aNouLx1ciOb98awYzJjPeffgIJjlArY0J0DDTJAFEfnN4Dmt9jZJmvbO8r+7pTknteP/tOu/4JwM6qvz0N77Qh1p+nCQaD+Kzyj0201eqTpDASr9EdGDxhMaPWjZQC+14fd3No2/fBSZUUCAY6KAgB8ffZQFHXw7YKMXC8Pk0bzQIlzdgIViXJqVszug/9zRFLATRgGtA2qgGaCZKJIRGDcyCD+Dvh6+DQrKpzlDk6Bv9zAtYjTf3rj/AIVkNoDNIXpRjzHJimyFQyU74QTNAxKKrbhomwNXdnst4R7eeep9W7B9FA1LsykvMIAs9/GZOhq1W84wIc5bKADUZrQEhwzA6cgHVAvHqVJkdCpctM+OZnw/v7B70bsWT6thPMoer9SGRyHMWC6DzUUbnvhxbR/IyQ6AxObc66Dk/Bfu/dey8WgURTOSkFYXKGsqWIpkgXXytpvFv7vtPWlTQXYph8jV0ySy4nJaDSsdacv2xKTtHfgxOt1xC2sWcOYkDoT+8P2GDPyqmNfTrCR7XVAetOCvDg7yBsyPjav3/AervdfA3whLGLozMSZOD/EpIgjIA1h8acE6+XztdPjZJ3rmFnEl+3xW5EvcG2EXr1hKrtyHRM4IMFY2+NBOSYSSFBzmdM4nMoPsQagg3k1INoIQSkJDA/Yw3Ial4dwL8/BeLXF3cafJnRvZHHoFxAnF9933zQWgYD9YifVAfSLWBFkOMIGnvqum1EjI6x18ZyfaXu7Sk/7z6nMAgU97d3D3LHhpnGe/3xyzeiBKIJ+7Y9Bqpa92MhBKRk5s8vSI7kuZwM5HSdmV5nYnEzIKWhomfMo+LOb5q8M0fdQcwLCuN5h3jotYcbF4887ZgRUPVCWkjBk+0zYD0qX/ffXGP/hcYBIygY6KPARpKVOXzwmu58Gof6nFaWbFhrblGZIl0jfYhzU0mE6wLrymXOlChYryh6ApzTdYEU3VFoTfRbwKboon1gf79j2863+8r7/cbLl6+8fv1MOOJBHM4eY2Qq0wNcffwMql4NDcGrEIRRZvcrjIe2150YODEWR3n8mOQ7AvkokVIK97vfg8vlcgKAW2vnkMvz6SRHoGgGIuzbTjraTsNhptWd2Bywvn7c2dsOY3oyTZEQF3LOzPPsWIpPC5/+nx/Hkw/sKFIyXGbCVEia6NU3irxmVNfhHjYqiuN+jE84dlQZrcuKxHZOchMUd7P5nSQB4nKFo8oNnO39IHkYPugoYoyNCXMXtafpaDNPwuCocnd0lG7MjBQ3LtHv2Wu68RJvLHan9A2tG8kC1jpyIEi2nZwLJoGPbSeXwv7+TrkOiPU0oeZVFvFE39fJYPaFXEhV2dZKEbdFNRsbCBBMCQ13IYoRQwlmnLQQ9VZ6aw3LmRgG/++p4m8xYgOj5Igdh5uDw9dLmBCF1p0BHMn0fNwjw+pOtOYEhGakEGl1tJXNh7FCCljfR/KYiClTh64gqIGuiBXMNroJOc+0cEzFCmITaQj2u31g8cIDxBxRjfRQMakwzC3ODuBZtPT1K+YGDufwkNp3B8rf+zo2/b99GZ4BNUKqzPPoChUlZyMnX6OCyz3ioAQohb4shFQ8eBKvzst4P6ULuneQnTwkUN6e1lNKcbwH4eDedka11z+Z2zGGEVP5oJ3AKTtxQJz4wfd+Y+0bZSq8/uBtybrtaHeXHqudNIWRWz7uRc6ZmnYYhYCmev65iA+BxJjQ5om0f5bj8ztjVfEKlkiidfXvAUwhkueF+fMVEtSBBFxHhXXadsoykvAQ2VpnKoVSCjo6Uybq26V2t8LudQSvo8PRG+gGwZAEFgMWgg/cHI93xKgiBwbv10tgyAK4g9yRsEAf3cXfrE/9914//PADYh6QHBI8M/VEwsZ5aEbIAcagW4nw45fCkt+w9r+JuSIYaaDSJozYlL7t6L6Sy4TUCsNZjOy0hlAyre4IgVyyO1mHp6AWI8QwjJXMSTtnwCrjL9mZvNLDuZ0oStOGBCO/XJjLRH2/E+5HhbWzbS6TSimNIVJ5YKvUh/RScQJAr42k6aRTmLlDFmaUKfueHcNZJMgxUNX5wr0qdd+o3+ppfFC3ldAb+30jx0iZZrZ1PTsL12lGpgvX1xfydYYcWbVy6xtpJIMv19l/9hwJKRDwwdpjqKr3jqRMuVwhJj8PrHuVlNFlkaO4AVvtw+L7QM45bca3XPXuOw2zwx7Xn4PF23+8wvp8PXv7Ho/xOfM7W1ehEaSxxMpFNi6yMfELeUTOL5dCKQHdMugEtjJfl/Ow6KGhMRKvxbMogRTd81mPBZAAcaeXUALlWijylXKgQ378jN47bz9/Q4MePGtHOY2fIaQj2xJqbePQPgKXA+zc2LYVSQ8kBTjax8SDVG07ptVbaqOCe2BWRPwh1YG4OiQBrTXmZXFmX6uklJhyOStfTWR8Vjm1rsCpoY0SETPuHysyWGpqShkYIIAyDzTFy5X5srDRKZ9fiANTwZSZUqSKsUcZL1omNv8Z8iLUu6A5j+DNMSyHF/FhsOJaq3GDpRPSwVXbEUnk/DvaXAEjtzv/l1/y9OuvA4ORI/yNbyVeTRIb7TpnTaYxwVuCMokxaUBXt0C12gnJHlWgIIQgbv0boYpnz/3u3YFlUCl6bZCiV/aRUzJAUNq6u9HF6AS0VqmjGppSxmIhxUIoha7GruupcXOPaa/kttoIJZw0C2DwhdfTz773Abs+7qEa+7ZRYh4Wth33+T6iFq96RQPrlUwhmrANDa+YIFPECKxt9dZzjJSXF2QeVaI5IbK6Rnd4xocYTmeYGAqIDd/pjlEhPPBEpgOork+PiietMiOIGb9O2snx/o///buhrU55wpOF7Kic6ehoxKiU0onpeO6drjdCyIRgaGuu+z90v2KUeeblyxfWb7+QBMT62RWKKWPq5iOxGdKh0ny9Hm3m4JbFHRvryK2zj2peGF2Xkd0C3oE79MtBBNRIofg623a2ulFGIn799Mq3+jPWutNwuif8++BvJwGtDW3OzyYGrOu537bm9tUBl8CY2Xh3DvQXQ0Pn+u4YI2qOOQRPFvOycP36hTxFcvIO0jbW/v2+YfnOdfaENs+TJ3PWzkAx4PptCTjKSCtaN+iPhFK00q1hSYgXt5A9jEUIAYm+uX4frJ4LgdGyAfkA3kEuMKCPHiD8PkGriAzpjzxp8sMpYw1Rhvym+8Q6Tk2p+42XuUK/0fZ37qTTNrUHdWbutrHfb2SJWN3p6yE5yITkz0KTV9Y7Xmg47p5jKUdRCTllCufW/92cgv+yHJGBCrSutNsK2rCtkbuQQ6Hj8cC+bWxb5/axulwrCHtrZ4GtlEIshTwVLxTIMTswigT+rwxAQGIfgfdRAt73fZjJGMs8c99WAon3b9/G5+te+Q8B2ytNhb5u58+f5gsahdu+Ms/R46WSSctEGhzVUGY/T6K39U1dTpYOwwsLhFh8lsdArflefgLYdASjAWJknq/EHIlpJMziZ8Sje6Se1D1XWKNg/5kKqx6bOiDh0NjZ0CWNBWE22IvHqvzgkjZ+nHe+zDuX1BxHMRZHvEyodXoIRJJjJILS2mCcNn/R0zTRsiIxOkOsP8DfYUToASVkiJcI09PLbWDduPxYyG8vbN/u1P122r/mNFF7Ra4ZZ1fpaQnot8780NNG7ZUyT84WHNmA9IaYY69SDEgwWrCx0eDbuQS0wbQsfLy9wXDPgnFLxbPCoK63KSmMzQ6muLDfV29H5cS9NsdSjMWh9539vvL27dt4AY2XT6+8fvnMtBybbyQvBSmBHoScJsIyEWZfoC1GZJqYSx6aNLdiDQPSHeYrlo062tOuH5MxIAASR4bU3WnId+iOZD9c5teZnBasX39zAf7fcJ0NWgnnOhZRgjRibJTg66LERjB1Z6tpIk6RtlXaVllHsh+SEIuQysJ0ie5cJZE//+O/ANB//oVLmV3nU7LrOmN8+KXXxmb+rvhMh/ewDi1SCJE0FabLBWJiWzdSzpSRTKV55uN+Q0TY9/3ROjwKPEeQKo/N3jPjhwa21oo19UDGRjXt0FoHd/MJ3fmANKO2yjqqEUGNxAQouxrznGFe6NPE/XhBu7KUhfW+InHl8unFBxWOA4QIafBpBUI0yJ0Q/etbHV71zQOOlJQz6nq6ngHdv67E69N//8+4joBbQTpqGzE5jgfg+hKp941ffvnGD59m5yRqPVvRIUDIiWl5oe8da64VO9x0OoGUCmXONIW2NcIczwFPOAKAjvZRTTnkAQ+t1Fkp8QcjmIRzwMZGNdYAolBeL9z36lpShspg2LMqnohZSGd1fm/VK+Hdq3gS3Pt8Sp4U917djvVJbuUB6ghGxtAPIyENKXjLflSq8jLRk7DWjR4iU7kQgjwA8aUg84UUQUL3SqrZ+e/4h1Ba37BekV4JbUVv70h7BN29bjQ6YSnIlOA7WLqc//dgLjOqgoy7JGd19R24enJ3MJLsYY/7975iM3xI8AlzZmOGQMBlVJ1EY1n857lMRpIPxyQmCBaJ+gjWugptV/re6PuKRkXC7IOvQFgjZVk88LpcaDZs0AEZZijS/Ex3WbC4JlvrWSRTvIilh5RCBJOIRC/upCyIZpdfhE79uKPBhwYBUuu0n/9M3Ctp27EQaH1Hgp99eS642bpgMbKbkFJg2w/5XkJxPnEM2avF234qCj5uN7S7DtgDSiObsN+OISxj/XhHQqLEjDZHzqVho97xmI3asT0hvTAvX+D1ynb2/CuxA5snCCEGR4MdbemUIJbxPCHFsRcfuFNrSPTBWQtCiMXjgoMfbj5E6PSyACpISANnhifW0mGcpf/a9ZsBqw9QDN3BQf7GS/xYw/pGCjCVwFEcmcobr5Pyddq5po0p7VR7TBHH6HrINCWkdYIW0O1cXD6o0QmmpFI8w959A8ojkyZGTHwz9OzIS+6nVWzv1CQkApfPL0w/33j/x5/ow9o1bjtiC/nzgqnSWxvT/uOQHi5DvoKVXUfQdnhWh0jo6novcz/sFJM76gC1N3/QatA7OSbW2+3M4krOpBio3V0o3rc7vZcTLt/H5KnWTuud3jxAeMDjffjl8w8/IBifPn+hvFypdT+lFU2MjjKlQp4yFgVLgo3WbZqceUhQYnRnMs+YjsQkUqbMXu8ouz83FbBj8E3dyzpEbw1IxSM1v0exCMEyWn+foatnDdd3msSnbPrUX/8retYH5Ht8H8UriFYR25nijUt653oE6alRgBiSyzHShOwN2eo5ZDDlRMkJicLr8pl4vcB958t48W//8gvb7YOpOAhaDef0jraq67GM1jrTPD+4qSNgZWS4vg/YyRE+jpADmJ9SOgM1Vf2uGtF7Z1mWU64C3vYC1yqpqmfM4q48MT50hF3Vb5cIORXq1nh/e6MPkOveFL3dmYoP7WksbCHQunL90w/+IYuD20Of6NKf2pxHUCyulWVk9qETc2O++J/fu1JXxSz4dGx46JjhEaj+2o/72ZP793a7+lcv8eJBSMY0wzI049eXQk8z91++8dOf3/j8cnHuIUdLrzoPe5pZrsp2u7lF9Pi2ap7Ip2Wh2pC9dD/kT6mEBK+q9+7Q/vDoJoG/RWeiIzL2fDuDuVN9o64f1CBMr1c+Pn4C4O3j3Z3e8Anpre6EKMSDbKKdel/dzaf7vq8oHF2d1gkGtR7VN2WIk8//PvWqQ3MXQjwd1DbdoUHSwiXPzj82Pa1dy2skZKWv7ySZkJzOYPXMh7rLS7Q2dLtDXekf7+jqHZTaK906GmCKr9BnP0+fBsuQp47Fr4NPU5TNdbiSET5AtrH/gtnEuWH9na/jX7UxfPe4nOlhYyo8hkYa7oDT1LnOhc/XSImJtk9IVcohEURYb8JWG7027taJ1rHRSYxj4j6ZIcvsTk0xukvfEQuNQFSCJ1lqzSUhR3VwBNNnch7EOxVD8y5qqAQkJMKUKDFSP+6nnfzl8yu2VdZf3BBl3zb23k6iDiFQTf1NjG7521VpZxXPyRD9UNdIQEKkD5lX7c6fRc3t381JAnIM6uIFuvu6orG7+UCKMAZh77URY+X10wtgLnHZNyZ5ZblexxMKPqTWO7ptrOsN6w96k4xhK0aTMYxq6WOY0JMV43BmGwXAoyNrMiQagyd9yjCeVslRJPiN5fs7TcT8cf1x/XH9cf1x/XH9cf1x/XH9cf2fXb9Z/vqXf/7nEdmPiUYAU2JQgu2UuPMPPy58eZ0ocUweh29cc2PSO7HekF6hbqdwv9dImgshZnSrbLdKVHVdGiAEqjgWqUjybHNkw0drxqKiwVvxzv6avhuKwowsQPOUJX994XPObK9vAOxvq/vc2iidx+TcyvHlXb19n0Ok9TGYo4/WcFTDBpai9wYpkYC9HQNHkY5jPJpEUoiuyxqZ+na/s1xcM5Kjm/pt9w9sZGS9VqIK+3Z3reHuuq02qpdff/zB7WWnTJkLISU0Z2Kr5KEHY2AnTJQeHT9FfNjFidbR0hWkDzSMlEfGJOb3VxyfYogbd+wjs03m9AXcCvKYFLCh6xHZIFROO4/f6Tocx4AHzeI/WDnTMVwWuJH54FO+83V555LGRGuoSG+DcdpJJREvC33bWcrQM0VBe4UI6dMVydldpC4DyZS8Vfn29o1SFm5//on55YXr1y+A+7H7MJY5Omrf4KwUjwGX4Vvtjk7ehjkGAGR/MIT/VhUxpcS2OVOwlOLV1GcnI3W+bywRra7Nbq055sz/AmYuU2m98f7xhgVOqUmai4vxU6K8vPLl//1f9Ag2JeSTW6umZaE2I7eVtv4FyUeb86h4e9tuTKW4nCVWZOxBIh0114CbieN0rH9XrPqrqrs+SQCGROj3ZLH+rUtkOHQJLMtEzusp1Wpt5bIULvkr+8c338N8jMG/dnRZ99rIZSKFzG3bzuqpYGjMNBXnL6dA21bu+50ynp1r8lw3igga1AekTsmMPZ6LRBBDq56OQgwJ2SEpU4wYA/PVW6sfMbK26i3NZXLJmJlzJBlfau7uFcxtfpHAevM9pw+dX6+VUMropD/q8zq6B5hLn3xa3Adq/K8GYvB3Zd93//re2Ecla++GfWxspWNZKMuF+XJljhPhoKF0w8Q1mhJcxBVEzol0HR25tVfatpLbZdAVRnfwaEvztMbhSW/pKCHnXW+I7IhU7LDo/Ve6RX+Py/eUf2V7PTFsO9OsLMcoxQTXa2ZZhBInmCARTqe1X0wAACAASURBVKtn3TqSIruqc021E3QlDH5wSglrHqLEpsji+0vIeVR6AbFzvbm2NiHdtcZwVDWNiPkzCwJk52HjHVtVw92aAk3ByuPrDZg/v9L2ztsvb6gaqWT6OnTLBDRAXTd3b0vBrVVHZy50H/CWNJBtdnSRjipzovaKqlJbI5hQn+gbTYUgmY6wd5fJLC/TiWuTlLEps4uNobhG7B1d7yc5KZTXEV91wnVmvlzpbedAATbMmeK9ETBScLdE06ObcdAvRrshMPaI4x7FowVzyl1C/FW9dHRffquM+psB6+dPn8cBpae+MwaDvnGZlE+Xxlw+mPJfuEx+82bZuMROaneSrth+J7R23hipG2QX2BK8LaQqp7VdTNlHB+PjcJIQCDlx8jR9SNM3SAOJf/2G5G2U/6PRJ0NyZhoWe/Z+w7ZOtkTv5hKCvVHGxFyOiSjirfhRq5+mBRkaU+2KdJ+k3jefauwtnm9qDMmHpVojxzDQKkbtvvHu984vPxl5mWnaSWZs9zvraGW9LAvalXq7nZ+lXC+nEH35/EqcCprghpGKUF4WklyIIzAKUeja6DinT00hROLQsBJHoGSuBVYbrcZTzAjrXmldieUAU4dhZuBtwigBpLlOjRHVH9oWPiDcIM6/tcT+LtdjKCR8H6Cd+rDny371/5+u6BiPOVQuurHIz8zyzutlkBkk0TfXL+c8uVQngcSJVI6hJyPF2QfASnQzgiyEoal5+dNnJhVs7Xz89E4fbdKTJWlKyuKT3DIwWE9c3zSSPWsVAWrd3Wb18J3ujd6bo6zOtrqdpIxAIKZ0ygL2WulNT09pa41qDzJGbd0DhXGohxjY1xtsO/2+oaKEKTGNtVumic9fvyA5wqeZ6csnmAt7MOpozVqeiGRsvxG+re5Lz7HGcCnQ2BAPSDYoIR/JVsOGcauZumwCOZFscn6dP2XT76Uih1zg4Cz+3a9BuPDGma+LhgwJTmWaOvOsTBmuI0FdJqVv78xRuHz5AorjeMY22vaK5EaKlX6/I3QmAvcDRl4yeVpGyy9CN0oo3PfGdiS5KZHKceC4LKBZO1unj2E4w3ojiWDP3q59MK9FT4vK3ptPjQPTy8wv//QvhNpYlglpCtLYDgJGjljKfh6Ya/V4NoUxSDm7NXGMNPXJ8DbkKL7XR3pzAcu0JELgMXgWAxFl0sb29jOaI2Uup9wmTYWYJqbcuO83dP2Z7Zc3umTyON9yzNSYiDFAbdSPlaTGNA+d7OVC3yqlfkDvsG9Ivz7kaOLyHRFH5klwk4hzbYohPXoymgx4R/kLJH8/pU9jUT8Qi3+v67A4dsDNIXGQEfR0QqykWClTZ1rGeR82YjRyEWgV1IdNQz5ayZHleqGtn1lVCWIksTMRi5KIlmhro6vb+4YUaf2x9j1pH++7MmYuvsteRwB1fF44sYj4t0k5jZTZ914tGf3mbO11XSlT4vXHr6gq97ebY9WGZCCUiZx83fXWfIA0xnPd6tBjt2EqYCPpOs/asT85eWAMuz/RMVRx/mxw9qmFiOVCXLzd/+lPX0gv2ROj6EnRtm3Ix405+fk8leha2uDveZTsw5Kn2QqIuGTA6ua/9o1w7JHakF59KD9BKI7EPJahBTkD6Md9/+s1JPz2nvubAWsclRpCxA5CxACvR1GWGUrcQf9Mq57h7QQuSyYGI6iy31fqvrFcvXrCvnvUPXR8aZo8aD0HqoZAe1QSVLsPHIVHsOQH1Vhzh2YKTr9zFcHmAuY4qNZ3ohplbEzL9ZWqN/S2s22VbVf2vTGNgFXV6AfTLwh5KpRlesCQ90osCZpg9+G5Y0oZweDtvjJNgabdY6LmSIqjCtV6Z19XandsRN82pCs20EcqAZpi606cA8vLKzIvJ6szXtywoAUlLTP5eiXOFw/uz6xFnXU39CQoSMjksXGqiAex1gnWfKGEpyqWBdex5oWUZsbb/J1nNuPrTSsWGPpX1wlLuCBxJ/L7VFifdYrHdULiw6PypPY4UAUbrE89q5Ao5/ewcGeKN/403/k6b8S+EUInjXtK24h5ds5crDT9cK30dKGOgNVCGPpAh4cHcw3msYGbTB6Wdbh+yYRfCtvb7m4w4CYAGDoDMhFwtNS5F1hH6wpSiMHQvhJNkFFFik3IYnQJEIsHrT0yjWnO9X4fh69AjIS50G/OSvTPP9jLe3UnrrY5ImbA323rrL/cafuGdeXT58+8fH4lX/z7pzkRp4yUSLpckMuVFhP5spzZOPiQVJoXSvrCjlJifOj6UiAkMOlYL0jInrwmD76m64UYF+gLJsNwIOYHAP9YC2ZEVd/3DwzdWDvS2jms8/e/7PHr2NSGWLLkwLIUprwh2qljWlqjEMTovVLr0I2mTMhPFAB8PUc1CA2Viow9rfZOVGWaZj/gTQkSSLlw2/2+2rbzkmcOxyKPS+R7maU80xjG37FHQIkMU4RRQdLB2AYeQPGUEAJRInWr53MJMXklfCSadp7d47mNCqph9FYJg9LS2xOL2AQY/vPBz6CDHuIBg4AVwGi9kqS43h9oZuSSCdPMdb6QBqVAW38MXYk7FqWUEIGoDXrCuan+OEOORFO2diM1I6g9aVY94fWEcuhBTU6snIPBIgcD12ggu/8Cr2T+j9BeP53LqoSoqK6kRZmmysuL75nBlPv6Cwl4XZwBWvt2nvUiSsiJy6cvjtLbV6/pHz9iCKhEYs5ITrQKjQpTeLjzKaNqqn6u94M9fXxUT2blMMKBsU4eSYT/e04fMPVKa7z4eV+A7ec3kpjHBWZo7eg4K2utSPS6+Me3nWmesdphxEzSbRSVGiVl9la9g3uyrxuHsZHpKD4NTSuMxy3iHZAUSctMeV2QeVCJot+El2VhyhEF5hjoZToHwaM4DSam0QU5Kr1HlVkbqjv0Rug7sq/0+7uvb7x+0NvmzOw5kcLVB7XODo+c8YUboxyDeM9r5sC1/evXvxGwxvGQlEO8L1J5eYnkcKPXN0K6E0TPA1UptO6uE3Wt1G2nbzfmowoaJlp38HOeZ3LJMJXT9WHbd6IZ0QJ0r9rJCBwfP53DmX1Ld5vGs00IINDSRAyFnDoiK7F29OafsdXdeZaXiN5X1vc3rLpoG7xq1ele1VwWt4cN4fyM1RxL0XpHCSCRGCJxiJxLnhCDFALvH++OYWmNdFIC3Pmn3lZUO3270/d6Bg16Wx1hNQ5RM6PtG+iYRt8zeb5y/fqFPhWqgNJ98GxU0ujqVejklbSQEoSHhZ9PmMcxNJVciB4eoGAzIV8Xr0ZFr3AFOUay8JfcJyd8HZ5w6GPjvEP8AHn5zQX433X9egL8+fcC9pgY5rmypkiwUWVWetsI1plG5S+Xdz7PlR8vyqeiWBfUImEEo4qAui2lWMOaoaETxShjYlNR6rYRzIiHjUgOJ9IpJA/Mmin6eebl65X8T2/88v/9bwBShXK5Ul6/0HsfDmmPzbe1ig4YurbqG4w9wOVxdDNSjDQz6N7WPW3+DOq+Ucr05Ljjg4QAOUaCRro4Sq23hnU9cWf7urrLTIx8/tOfmF+ukALtGKKYM/HibTFL7qqSlgJZvCoF37VyyzKxbzeMSji6LuIBhWl3kxLrPpg2BjnyEokUtA17YEBDfHAZeQSsByuUJwmAqjry6HeWBAx7A/8PgRCM6GcSASelHEH1vjWs3Yi6YftOjonl+nommB0/6Lr5NDTie0Meh27rXtnatZNiJoSI9oDkwny44URAAqlMtOaWwlEiMiqsRwAp6lVsZ3A+/zxH+1XG1/TzsAUPWGVwLG2wn2ttTzPn4p2gbmN45hF8gBdYts0lLyIeOHSz09VNm9L74HHm7IFIEA6PzJh8r2utk+fCdJlJ88T88snvkSRICVv8XAiA1p1iXpQAfHDFAOt0VVQiSnwMenYlVqP2yO3ekYtzkx+KOw+KvPgAIgnnVp7LACFhFsYQKBzkCL9+ZxnLr4IQrz0JBCUEY5oD82JcxoBkDhnbJ+5v/5t+71yWCcnyKE71NkDzmeX1M22d2ff9tB01cerwy/xCmBJtMKOlPb07GJIdn6eHGUs8glgnqyCcw1leZZVzkNR0WGCDf65DQnQU8abkw4O3v/D28YH1TlRBx7reavVK/lwcYbjt3LaKjjUTDNquXl2XhO5eXW2jQqtdT7MiGYNJR6LEuL8hBDjg/TmwWzuJdrTEq7yAGdt99Z9fAuVTQm8uZ9v4s0s1c/ZOrDnp5eiciXYfyKobtq+E/UZ//0bf1/M5KUYXJeuFNBWk5O+GMEeF8bzH38nzzMDa0zP729dvj3CLH+JGJ44pxJIa06RcJ+NlybzM3qjrdfC8mpFTJEhn7W4nZnXn/nE8nA3LyeHTrZGW5ZzuAy8lRw2nnZ3/cCM0Pfkozv9SvOKj5pqqcFRQQiBJIUjCgk+ZRslI9KCh5Y1+czvS16+foXb6WmFUONteqaaEVDA29xWWh6ZEcqGrsqlhIQGOwTg6UzFmAsKuO7XufoDboxKAKkJEmkPdTeF+W7F0uH8kbBwMFhK3bWO6LsyHPee2omsg9Ctpmpgmnyj3Kb9huam7TwNGIc8FwfzAPysBow2C0xbMogdZY5UrzV/8GHza2C1knvyLB4Nt2JRyZqBjI6ECK8Jvc9X+u677/f5XVVb3d+5Yd8tT5/H104HMesfwarPYRomV//XjCy+zr6tL+oVPuTLbjdju9H4DGqpHyzCC5FExhyiZql69KtPhWuG13RDj0BkDRMyGzeVZjBotrQzLP3w+p/i3P7/5n3ZFcQJFVztdqWIOZAJdFWmd2AcFoR7rog8klHhAi1fOVQ64u7kMQFwAk2MghcA+NqY4zfS6EcSD094qfW8ny/LLn34gl0wuiel6Zcc7EDJafCpGjULMAYte0Q7jMLMTnWUeHZkSoiDRMKlnF0arszYJhmukd7+HDAvN6Oxbs1GNckHAuX98h+wKo/UXOQ/J8JQo/p7X0WIFvOAdlJwh0AjmTlUHFiYOjWoUX1vWFa31JIuEJM71zRfEjL5X//rj38IrOK33M2nVERSlU8MqqG6YDqoIgSDplGq4BaV3xEyHBerRGmYg2PBKFxKIMfu6GFXkVAqETCASY2bbGr3LWWQWcQkX4sGlqdBNz7PDxPmo27YiIvTWnRXbnytVePIocfhDhFPuRoyEmEhlYl4W8mVhbZWPbz77UE349PUHd6YLkRiEFATbN+rAVtX1TmweTLdR2IjThXwQXhRsXUmtMIWAm1p4tRcgElFLyJFVRMHnNJ72XXP2tT8D/H7yPyFgdRmLp/xHhdWQaEjoLJfEMivLHEkD5RVMKUvmdf4TNA/ULNkZyFiIEDpmFQvKdMnE0h5IKP5/9t6uR5IjWc98zNw9IjKzqpvkzGihA2EF7P7/n6KrxVlgr3Sh1ZHmfAzJ7qrMiHB3s70wj8jinBnO7h5oOAIYQKOb7OqqzEgPd7PX3o+oNzwtNGdQB8HbyvoWZ08qmUljmiSRz4urYR9W/xEOFJx4H3t0/K3BcEY6vjzAjoMjG04lwvX1he37L3z5wxf2vZ2e56mEb/r+WMPqr5QY+uhBMRxFqML2/giNgOrpGx8JXRHvrqJ0d8z8dMNQFcoUxaqrDDqUnw2+urHd35G6RW8mgoni7w98jXOh3neqNzRPTPPMlGayZNKJMgcfNRmBHu+NLIk0gBgsY9ZZ64rtG7ZvpGV+3uEPvGzn+KON9DNiYoL/xanWX/AcCg4R0kgpirnLVVhm43JVXl5mbnOKI8GeMWVh7LshWdmaBSl6FFKpxwaTc8arY9VJtaODi3USpg+DdiK/NnyoxzjaNAq08U4VHwXr0fJo8NeahdjJwxvs2ImtKCwTtjfSdeH63Te8/fMPfHn7eq7HVCbq+wMMujq7yolGSEpBmt520lQwcSSnIEzHV0QNJ0Iu6TRhrwP9VCTMiGuNg7QLIhNDW0Cj4+rcLgXXjEwFK4l22CthQX6uO+3xIEtGywua9bSVypOh1ug9SoaOQa/4KM5wp2iYyIvH9xPfTn8W0RGFW8IT0dzGWOPYOANZDQDuA0v6vAUNWHEeP5kY/rWu3//+92fE7kcOqxC+wWGSnHEX8lhXlhKaJhKdOWdeLhu/+dy4LCP0Im9cZGVqPyJ9Rfs27M7isJI8YQl26yQXpjxD0TNWFYhUlpxivJP6uaaPgvQAKLJB3i04gK+ZaaBcfp1pa434QVdqC0HcgRYkHzQaglNbSsF75wgc22uNQl2iwJiXG/u2IxYbj3rQFfbHg7cvX0jzRMLP8Ir3dWPWFE3dutGrR2c/KAPL51fSnNGSsbmQpzniiwdK3YPQABqWW5Zz8Gfb/iHmb3xWwrB/6QjPJDiz4RWoH+P9FHQ0R3bHZQWZCRJVeqIn/OvfzwS0kyc4xoO/dMEKZ8Hqw/d3npTrnEkMI/0x2aqPnUSlZGG5zEOouWMjESiVhZyHHaBZoHQtilRgRNgGj9PNoqEj3K6PgzpJBjG2xxspa3Bd/VmccDTlZoeDzUm9AU4usfrZ3wZSdjQKKYe7thTMlN4Gtz4flodR24bp+vFMPUe3rY6pmznbuuEGJckZuNK7RbEnSnMnS8I07NcAJAuSM66JvTt961QExtp+/fTK7fNndJmobaXZ2GMfd/b34DN6q0CmLBemORAr0XTeZ2sdNCN75mWZqb6zb4atsfmXy7BTOvQa/gGVij8FQs0QwB038gOa+Itd0uNs8/yh0TI0R5F6vTam3FEztB+BFxYUJh2cbYki/rDxs9zDtqw0LG+wV3LqtMNUv1ZMC2gZXGMBN7JaBAwBj22n+sbtdVC3rA9ea7zGjpEkD24rQ2jeOcwA8wDNzCwKWx0o+JHmNcC0Y1pU6agYc/oAQuydum94VtSDEuMDovWu4W2c5ExadPXzuVICjJpLoQ6LT7N0rmsbsbNpmkhDGyRu6Kg3pilQ+q2t5LlwfX2hk5GkLKOonstlxAZLJBTuW9inHVV7KmguJC24FzqZlJczLltFSHtj1sReH0FvHOFHcRN0RA6Ps2rY5R1BVCN/Dv0L3OufLVidhmhFpDJdYmOcL8K8GKIPUlJyBq+Vs1JRQQokL1xeX+n7yvZVTw1Vkui8sxSSF9rW6A5TOtTnehKmZfCbHBlZuONHUIIH5RZde5JYpx9Ko6AmeqCt83QarEP4oNq00378yrY1puvM5999d26c69sD7Ua3hs5OSZE8dMRj5mUmlekcL6BCb+0cAahm9m2Lg8GH0fWHnx+HAaObCCQol/mZdGUeaMO8ML/cePntJ7TI04dWnK7C9lgRSSxpCdL0T5KohERHewF8FPxBMwCgblB3bFuR3sjeCTPlgTYmj3xlGV6gmkH9yWEd9/m84yeJ/dgwK3AH+fHnltj/sOvv/u7vAM5m4bzcEYvY0fBpfLo3uHugyX3ltsBvvxXU/zvqcRjRoczChMO6Ux/3UH2OYs5T3OfIQjd6SsiIDjy51gN1EY/I00D2DiTl2PwAj6ar1QivKIO/PP/mW/TLHd4r676zb6H6TsfDgQeKmpQyRxpV3bazoNw2H0kzIZBCwgUgH2lBZmQVWuvc376S20ytOwxEY1835ssVe6xo71xvr5SXl6eJ9m3hYRWScb3N5MsNPgROqLdI+XHDSUy3G2jG6cjg+Yn3sxPv3cETSReQsUccEX8j3s9si/Wt4XWJviN5R70N7+DwDz1WwdHYfvTjdfkwARl0hF+aEnB6cxJ0AE1G71HYh9W4UcbXzCWjpojtgcR4iF2Ot6CecIskmwA7HC35RDS6G62GOl6INL+SJjRxpjCJOUKipBFFOgzA7Sz0f0rBARtSuVMA8aGeivF+ILujqJ4mXr/5jrd/egv3CwjHidFjv7/dR5SkYj3ep8ETCEiJ++MebgI9Wuvu/ZkS56GRUA3xVnRGiXbWVse416h747bc+PY3vznXbndHHezxTsLw1nj/8XukNQ60oaTEdJnRZYYpMu3j/DqwUBu57DGBSRIs/+19CMvSgmgbFK5oBiQ9C1j3GE8fCYP/2vTkl4AHntepCRgvQ8WYijBPEoELHntvHcl3Xh94W2m2Y3tjSoX59oJOz/OkD8zTkuI5IQo5HbqBElzorDgRyyuSsKZnUtVSyqB96Ehqarj1sxgL0WAi/IH9SWk5IrllNI4f1q58mOiaemh7kpLKBCmTiXUab0HZ9hYpcpqJ9Wsfjsyf0ltUlW3fn84vwy/YqOxbDfeh7SlOyqWcUcqSNFDLFPQWCH9XdeH6+gmSkJcbKZWgH4xzxa9XpnmOqO/WUHO8fQC4BkBovQUAk2e6pafrUHfUhO4z79sdW51LhXKMRzz0dCIRniBOvN6Tm+1jDvYzFgHPO/rr9ev16/Xr9ev16/Xr9ev16/Xr9bd5/SzCqgrdd1KqzPNIdbgp336eqY/G29cv2AYvl3KOfqo1xML+R0vh9vk7kmbaOsi54+tMhSbKPM/IXAJVBdqjIZOSpxyRyaPj6NZOLpLrYI/I4WJwjEnGJcGL8iDhRjzfBzW4Dz+18nJFVNh+fEfcThaQm+O9YylGoUKIldavgbRN247NO741aOET19ad6RBt1RYqQDfWrT4bzkPUcZKnh/BDBE1C1sGFzJnpekUvhZZhs8YsI6aTAONMhDkXZLmimlFqeDKergn9fO90x6zS+zZGViBtJ7WNdv8af8axVunjLsiUKJ9uaE645pNSIed4+xjfjJHc2eYfKr+gafgHwcBf8zoQso+cGIFxT+K1nZGBT6UZ3RtTFoSdXt+YppVegyqySaalCW0N9p39fmdSPUdPRiUvE2Wawkqqd8x6pNKcVB0naXCazD3cIdxPPhQiI35bsXIlTP8e2GOg71slaaFrZ1tX3r/ceXl9hcGBNYzpspDmQppLvAbxM9eaIZxLGqhjjGlhfcTzefi1phQjp/vXN7xX2shzL5Loj5X22KIjvsZYrq8xjn99Xbh+/oReFygFKQVVGb6ohNdlKgiKayj8Y96gnNvRoJog4SKSpkwqBT/EPfC0s/KQR2AVUrxGdEXyBtZx8omM/DEV4KcL408jr7/odQoVgrO5zJmpdLIYWUJdzuGj6jGKj0jaRtaMaD+5x10baSqkMkUSG4a5/NGPi+fYnRh7WnChD3uvoA00kqcRl5pwG77CAELw5vRQ/stQNft4D2GX5a0HlWCAVsdUKOXMb3/3v/AP//mfSK1xvVwgBTUAoFpHC7TuQYVwDsktAE7w9nMuAxESqoWHNUCrYcXVeyBxb4877HD9FPY/0zwhqWCiXG+vfP7ud+Tpck6dkjrrl6+IGEkFekerM+eZlEcikGq43kjHJKEpuIp+2L5ZTDFU417gGmLDsfb2dY+ppTuSx0g5pQ/aFGdIoce7VgI+PEapvzDCihNUwoPm0VlmKMnJdDI2BDzx9S4VscaUFJky3gzb1ifffMrkkmHKQZ9rDe/ttPlbPkwhTqGtdVzTOV2QnCNZk0atld4ga+aIQldJgYK30Ov8sf3hWTpI0GbiHOEUG6qC50BmyzKDFhgjc4B12wbvVMkk8ERr9hR9iWJ9jMWz0rwDyj40NZFEGa4svRpusK4bcxk0rjxhIjQnYrFLQYs8HULKTFkmynJjt84Pbw+abiy3F16HA4bMM55SnE8lY9vKvt+pj0GzGgl0Nvxi03Ilp/ykYXbD1xVtG6/TgiWj99AjAeNeZyAhFtWifKTKDeqe/IX1+xc5rCnD5Zq4XOIgu1yglM4lz0i/sb//wOO+U8bN0RIFodkoyjQx316ZpxgZbvtO60aX4LAxXeEDxw0V3Br1MWL5SiZNCfdOGxuPqUOKQpbzEOLJGZBQ6HXC/kE9+DHnUz8KxS6GzIXpduVx/5HHNorq1iLScZ6wVtF8KL9Hwbs31r2FEt+jiDAR6pF/PAysQ6ndKPNE3epPeIpmFoWtxQIJpd8YMSSlEdG3yYXUdmYv7GP0TG+0bngu5GbY+0Z/+2d0KqQhfsl5okgO54Du4D1Mgwfvhb3CviLrim8PWttB4lAAYE7olNF5QqZpjE2fi+lkjv1kzGdPCxs5aCK/DKdKR9Ss8jTVP6xJhg1yNDTykWVnzNp4uXZuc+My71xyAhvjbgORQvNM2zutrtR7BYmNyfeE1Avl5QbLQqfjtaPoKeJVGGKruIPuwX86I5U1eIUy4l1FHZ2VNFw2etqoX9+ZXi4sj5X+9mDunb6OQ9kjftOq43sPUWIup+1c8zRU4in8gjXR1/cQ6HHw/KIQTAh9j3Wzjlhj1UwvM25OXqYoInpHRiO039+5fb6RbjdaSiHKqu2MMXS3cAqYEpojejmN13N4jnZriG4YhmcJKkAOvmR8kCH2ExQZY2nEgu8GIA+Qdzx9C37FDuHVuMmnReRH14A/Gv//4sUq8XwdPDtwchamksi5UhBKmbgOzcNcKm27Q40Ru/dOys5lUEGiwdlJdQ8XEyREqGezFoXVZR7iWR+UpQ+2bibB2VSckuegA+DBvxv/KKUU9BQNqoC5nebiKuFV3foINdCwcOrDGieCoYW3+wNZ43UmTdSxdslKa8bewtJLh+9kGWLUH798CZW0KPSOaMa6n/++t2Fr9P5OnsLP9fbphfk27IkuU4ACOUa7j/tG/fH9FDRKDjVAzsGNv10uzPMLmJ+x3ElSNOmqmHoALYNTGFcjzYJ6RmvEXTc38hE/OwRr3vugb+gpCo17OArC4Yt9AgdnwfoLD01lPI568NEbYFG0AuqdxNNXOiUnCSQfTUCCZtvZZOTpyhGEEg+ED5rEk5Tm7rQa/tLHUDlpRgeFSIclnopAV7wLmHKYhIaIMEAMsxDhqkqM+eMtBaXIbZjhfOATEzQIs/DfSdPMdH2hfq08hqDJejQpkhL71ql9g/QsqM2CWugiUTtI0FwOsKW2EAuSo+my7iNG/bkfuqaICh40F5On72kFejXq+8bt0yc+XS6YRnE9j3rBbKPvDbMQaPke4inGArfmtgAAIABJREFU2pvmKzoV8vWCJ43YWf9Ac9wbPkddN80F80Z34f41Ct6JAB305NgOQ9h0UAyV/ze1ws8jrLkzL3C7wXDd4VIScxa8dXKG27ffRsc0PjwfC8lyePx5qdi6oWl0mNPCY93o1sfmsIDKaT4NjsrOXle2PRKfJI3c33HzRAWThg1uWtKwYjhJ1D1QraAeDeW6fTiEZHRSWCA/CZbXC/NLbFz/8ofvKQbLPEUKVO1sj+3s+nya4jVrhq7DvJ0zkeVIM8GFpEqSEN4c77G26PKtK3VvZDfmeT65YiG+D1/F7J1ijfXr99Rxb8sg83uoFuJ97jv1/h7+mkDXREVJmikaKKmlFARywDajbpVEolyuqF4DFd5HaoxV2B6wz8hyjY1Ung3CgQSKHNZQhvHBH89yJGXpTwuBv/4lp+Dhp96rx4YXPMj4ghbFQDGWi/Lt5xdelwVrAz1phvad1pStdfY9HAcO8+RUMr7HWtNu6JSDR6T6LDxEBqHegFBEyyDZM15VpK2EBYo3CyT2OIdKRq8Lsjeu33yiPXa2x0YdGzw5sb+v4cvZG+W6RBrV8ewMxWqQ4Ake4Qe+VrgoxPODS0wDzPDRKW+1s+8beZoQEnvr3F5TWFMRAoatVXJt5PkaYkAcr9FsbduD6sbeOuJrIEYa3L/TBMQqLjsh3OsRHPAB8fiJLcrHjvzwJZQObCAbaEd8InyFP/z7D7//8Z//1H//da/xPg4+MiAybGP6Ru87aYKShdYH17M/WFIKB4jewHuYjx/fUgVpjd4atXWm5Qqi7IP/ac1ImsipDB5bD6cQf2KY4sFhdTN00kj544mK2GG3o4J4cPEDkTr+ntFgKG7h3uJq51THEda9Yiit9hgudD8+VuY80ZrResQouBv98NEleKuRlBMNZVgncAIdeHBzRTO5FKbLxOdvvkFH2EqErAg5Z/b1wfp+p9Unwpwz5JJoopR5wYoyTRN7r+c9SnlC8x7FuxKiEmvnZ0oKT9wDXxGLHJ3j3ERBcng1tx5Jcq490Fji+XWPs8WdEY7xsWCVD79+gUvDIz2P97PMiSl3snSK9BGCZOc5lHDULVB6s0A+pT0nA7KHcC0Xcs5R1sgxkYm7Gsiq0Wsb08o8CqLRaNXReHknk8OOsA6NBiGE6xbC7nSkQsrz3DKL8y2lcGvwQxcxGmizwd/WcPb59//hP/L3/+n/xB/xbN6uFzQnenOaV6jCfL2wDaFdrxVROcNbHOexrlFDHO/UoFkbBWsIDNMQWCeLdff1/o6WxOXlQpnKyWF1SUiZeP32t1w/fR7fMYrk+x++j5+RRiFuRr8/mFRJ+YIeFWLJWAqnAEuQpiEeOwjgOXjwaBphbJFMeoBcdet439DUQ0+RHD4gtMcZlP5C0fqzBWvYUHTmvIUQYvzgXR1sxWyNWLtmTAOeTsuCZh0wdcW6Y9PTsgbTSECpO20oxnLKQSwfH5dYI09LoDOje805nR2Dez8nueH3N+yvxs6mCOKHPYuPTfcJNosISTQCBobggiQnOun6HFuGeXVjr+EIADGFC9P98SD0mG2dG7sI+15PW5ok0fkdSEStjd4sBCEoKS1IKie5PyVOc2zxGKFJkvMeuSrL62so/fJMni/o9JlrTud79NY4rK5kFGiiicNJ1aY5Nv2+B42Dg8YRP+P+/j390eHaKd1jgxyvF4ju/0PRFwvTn12fZZyE6s8vwP/RV6yBZ4HiH+1JgKguB4KiG8ulc7nCPHfmWRDtlIH+56ngzRGbKctCvc8YBvWJ4DrRyaoL06cr5DSQ3Odm5B6xdAGWBJk9fShoQ6GuHGkmKeezq/eccYW97mhJvP7uO374b/+EjQ0+W8K3Srkuw8s3YlTLcBnYVGLz8z6KinCDODxQe2UYsNsQr3QwSMMSrvYaBcCSmJcrt29f0FnDMnnc4/XxID8ezNONvLxQrZGHrdeyXMOAeriAeK9QK74/xsFOFFy2fzjNQy1+jglTjKwPq7ZzHf6ElnJH9A38ith8KnL//Dr55RHV43IJtCZsl45101F1ygTuK9u+0eqO92gw1TYe7NzKCBI0iwb/CHRInaxxD7et0Rtcv7uyvLzGD5WhVB5eiybO0Gui7cOEQhTJC5qFbfuBJDynawStwgBSeI+aPveEZsJEDi/KvUMGkYly2FJlg1Qpy8LjbWXtUdDkIZ7Z9862b5Qce0trTikzdfhrFy/UfcfEWd8boVtKp8BHhil/ThmZwo1GUiINFLpV4/3+TtnScBIZASNj3RWdSAh1r7grtewjgEBjHQPmO0J4H5dBS5MM/ZiQ6PBNFpA5PmTr7WzIkgfyp3mie8TPlqlAP+guE6Q57MJEIjLUh2MDsQMPTPDfvA7/f12DqnOc95HKJ+QUAsE5TUyqzNNA3T2Ap4M2Z62iU2cuRyHT2NYVJGFlImtB03ROSXqPYj6nTL4M28VuUP0s8rsb1uJnQSfrjCePpDQGQtpt7CsaFA59BmCYR5EoAS+MnxkWZDDcLXr7YDsF74+Nxx9CcFxSYdJMbS2EWanwuO+n4MhDjUS3zjTP/PjlR0SVaax7cztFur2FINANtkHTatOdaQo7tk/ffqIsBSl6UgjzlDFRtm3n8ft/Zt/CF1Y0JugQIElKidv1ymX+HJHw3ciHLZ5KjBiT0NUwq+Guc1CStJMuinpCG+FBDue/l5xHoxEOJIdjTz/oRGSS+nAw+fPXzxasc3GydJL3SE2CgPK7Q9+xHtxH7/3koIa35zSUwSPxwxf6MdbpjezOEdgpKtElH/8NWMuBwC4lxtJqdNtwnsb7mUQa9h9uTtsbR3TrUcTGF/+p0XX8t6YSXNcMTEIZBStpQvNCSjPbVmnW6caTB0ii1YaUY+QcC/5ESFN0v/tew6bCYqEdG7c1o64VN5jmBSmRA3x0bKIa3zsnJOfwRrvMXEbm9qNX3tbG7pXpqtzKDb9coRQOLbSa4TWU7G0NaF/8QBcZRcqEliUWjztsG7Rj81dcOr1lcs8Iwfnxg7A5rDmOBIsD8DoUwS6KuWImH/3a/6qXDM7RiViNUXfU1kc0p3HwbnNpTMvO9ZbBHux75XKNbhSiWBPvaEncPn8b4RX7ftqfJBUkldhcTWl7bNxSEjp22OCjGb1FklAaSt9TEX64PAy6gqQIfjgfYnPyZULtytq+kLKyvNzY7gNpqy089rphYjy+vv1kE+h7CwPt2slTYn9sYEYbnn7Ww+zde4+CyXxE/41mKmd0TsyvN/Q6U25Xpms5I0JdoIpQm5FGlGIq6Tz0sR7PgRnuwxS8N3x9YFuo/DPBUTQacilIuoKliG2GMSKM6crHze2MtZAV+BG4IHLBuQy+2f+3hfhLF7EyjkgYzVC3mC/SSMmYc/DVIO5Z31Ye9zc6TlGNfclj373vK1qUl2++5Xq9oNOCs59ej90l1kA/PF4dkZlS5vN7eO9REEisyVIWtvv9fOY1xbhVJGgaOWdatZPrVzQjzUkp02zH1xaJZfWJhClKyTNmmXUL/860x9ppVsNzMx5j9hoI67YdvGulNkHb8zlsHfpQKqsqj3Unv46kIxX2face7hQp7IE0Zbwba62h2h6v30SHW02mDbR6XR+UuTwP3s3JCiKJzkBEm59IE24YFZWDEiGBtB6sig/JW6UU6gBDTgOLI2VRo8gz7wgVZQS2jBjUJ+L617uiVgx/6G6HTyqIVlp/kH2j0elt4zE471kqSzImGVIUDNvaOfRyCTeMKLg2qk4sr98ggwYiKTxN3QV1CwN7d3qyk6bB2NNwwXxYZsnOOviZ81Si+LSYjvXhP97GVKlLWEBVC3qSitLqflKMNBVSEixVTJy9b2iZGSwtVtfgnpIomtn30DY895eYVqScWL9uJMvUbUck3uO2hX5nnhf2rdNa6CB0xKCnMpOXmWmZuX36RJoStVf29uSW0zvd73DwgFWi8XvmDMG00NJMWqYISur7ObInefhl0weqH5HMPR1Je44MDY4XxujO4jMBYA/EOAdVs/aItE/DvsxrhWniGdn4p6+fR1hnj03RgiwNhEikNpROEZhVUC1nLm6vDyx1UrnEClQBf45l3fKw5QB8mLmfnqqjN9RBARi/q4K1RttGYVAS4uFDSY+Hwt3OjTUobn6AOIhE8s85lZEwvgYZCWfB+5pG9q6UC9Uy7EZrTnNHNFPr0bE1fIw9OhYHAx/O5JGvfv5qa/AYD6Sh9rOATZowgo/rg2TP8OoMfnamSSz4PmIYp9sLOk0UFZaXG9NloVOxx3qOELf1AdtG2x94a0xlQcvCfGTCJw3OCwHt99ohFWzweC/Lgnujq/O4V5JuTJf8bArGuI3BRYlIWHl2XJI+0Dz+Fq+BCAu4DkuaqXO5Gq+fM6ln9rfv+X7deBliOsnxEEbRWrh++o79/f0UKrUA3LktN3QpNDFoHubip+tbWLy13sO8WjW61w9UixAUSXinmger4ui/hlLFc2J6vbGuP/L1cX+mnrhQrdO3laQz3Rrb2/1EH7WHEM2642g8z8MTOO5KNIDxa8ROMhoToMwZpgnPwuYVbRuTlJPn52Z4SlyWG77vePlhcKDHunEiqah3etuxfUX2Ozy+0t+/xH3s0eh1dRb5RBrpNydIOrqjkxpw3pvnoR2HwQLpE2KfcJ/5uYL1ly5O/+Rlz3G64ENwUtFsiFVa3cgS9/2xfeFSnNfXhf54UNc73Tib8E+vL+y9Y62j2mnbA6dS+8F91sHVE6YUqWNCAbPzs4NA3g+6SE4Lu+/sj1h782WKotX0bNDInJOlQAUVx8maaG2lPQKNBKgP4+sPb/y3//qPPN6NUoQ+4qshRFvzrOzbTplm1kdjuWRaG+KSpPTuY7wbYqZaGzKOuXWrgU59vXMdYsfa6vMeW3AjPYWABcloyuehWubg/oboZ4hzzIIWdPIdR3HUjYN6FrzC5+cYJvgCkgay9QQSzBvuiV4rOc+UMg2rsLEkjkCQUp56Vzo21r5KHePsX4aKFQ6xH2LULYJBxHfctzHJq2g69qPKen+jWWNEKATPeLz+rW8gcHl9ZSrTmLJ2jihaIdHHJEisRwS1O6SJMgo+39vgNCsiJc7WnGAglNujUkoKrqsHcCQEZWW8CdxjEqz9mCRGYiGEKOqMP/egN+Yy4xLP3n0dXvOqrHultco8Tyc3WUSp1ZmmKE5TTtRd2MZ0sveAobbd2atjFlzX1uMevHwTKV6iwl73oN2In0LXSrj2th5C7EA3hZTyGf+qGG3faXtMtad5wjH2LbQLRWJa6jtQ4md5CsQUYnJorUbJp2Gfhz0tIw9fbbOxdjU/GwqiGe77juZn2MCfun4+mlUaWTo5eeRPA1mckgQxUOu0vQUd4RAMUdm3lSRBLE6pjJHmeCDHIXP49fXeTwN9CI6RenDWfNSYvXXEhCIj03nfkTnjPThezkjEOYriAzszC081hJSfnoPewhQbH3Gro7CeRib8f/iP/xt//5/+nuLO9bIgKdHNaXUciCpMl4V1q1itMZpxZ+fZ0Rw+alnDcw3lLCp6C0RL0DgAUqYJvL3F4ri+XsklMeUCKdNFWeYrL9/8BoD5dhuZ2pFZfP+X70MYhpwChzYU7ItOaImYNMt68MyxHNnDIVCIIihiGwda4glvIz1DBKuw+U46uMg5R/a3BtwvHjjjwQA4pUy/eCHgPKH1n1gxnxzbaY73fLsFBSZrp6jw8t1nqE86DJkIWXCCMJ47l9dv2IegqLYaCSVlwXQ4XXhjvz9OkYDqjOZAQHEwDTTkuE1nTCCxLM2HN+BxOz18U41YU/PtwjpPvNV/ASBVR/MN9ejSIwnoeXiJh4jDEqz1EcWv2SkIVI2JQaQePZHXcqhJUxqj+U7SmLSs7290ff77TqK50u939u83SJl5jmdrzjOZofjVULp77UjtTEdSnRsGrH2jrw9yvaDLNTjUwCHAiFh4Hx/xc6wakPCG6B2xr7g+wK+cBauP5mo0LX98/a0UrypPYQgExzfJcAexB9532kDWbteF7Cv79gg1dhJwP+MfU54DCTXorZKnGbM0fCEZMcPDtzpnkiptjf0lnW4CeiqoWzU0HShr7Fu9fogJTjJ4/nq+hlo7IiXQHAtP09Y6dR/74q78+MOdH39cSemVx64x0RmLf2/OY6uUXOi7srdCauUEEqRH5GvtPcSKCq36B87yxFYrn8o8FNpjvHsUrC5MuVBro1ZjWUKUVgbdbVmutNa4rw9EhFp3JCnFnazPgz+CdAgwxTtymNITdI/WY7rWTXBLSMqnANAHiNOAZB4Ure6ca9daoOwOEPc3EoIOHv5RrP7rdf3XuMR+6qVprUGtpOJkMbytuOyYjbAVNq5LIpth20bbdrox/Hbhulxp1rFm5ByFaa8rrR2uJufkn6zClJWsYxJ4NOkSQq0QD/oopiQEc8D7ly/QjWk+PqdIxDoGppIlKHx+NBmANNJYV22LKRVdqO/Oj9+/8V//y+95+3FM7rICRu8NVcg58dj6KWbMSVnXzvVa2HclZcVsot6PqbWSc2LdO0ckb22VfXgVp283roPLvW873mJakAaVTVSpzXDXUUwGRWxallPb4HV7TuF6UIZUOnK4BpmFpMAjdMSGcOoM5cHoto+krfgZKekJMjid7kOcKDX8y/W5/7oJzcKBRC9/fn39bMGaUyRGLDlRNB7aKRkl7RElV4cVgdlpbaJTjxveN7atIZIoeTpVkFIWDDmV9Cll8pKfHtnmeDXcYtxjjUC0sDMFoZRlIERhmeIWY6czlEEj2aYxBCvu8XfHhKAbmJAkk3KhfshkB+gIP749kG0j/a4wzZm9tTNxJUlmfdT4hhZE7703liWQuK/vb/Temec5OLi1U4qeh/++t8G3de73B2mZycvE7dNnAD59+4qnKCinuSA5Ywj39xiZfvnhjb3WOJTUyFlAlZwLt2ugxJf5c2QGt8h1l6SRGHJYMGmMphIpFKxi6EXIPjLtu+Atn/xLzSUW6dFRWaN3Al0f6RyRTnJ0XBCd6U/Htn/VS3xs4AcEF+8zjSQWE2Oe4XaLz30pleSGWg+RS98pwonQiBYkKZYakiuqE77tkToFtAeYCqSJlKeYLCBM2biPzaU/KreXaVATQtBi+Ln5oSnWdO8kiUM3Ag6OzWfYGYmFHVQS8nWiHpSdpBRXpDn74wFJkTnWB4S9SG8S3Dm349x7ArwOJWW2utM79B4PThrrouRyPme5N4p1+nrHB+fs8vpCyTNaCsv1yqLL6DrHZ1A3jD2svcpMkkzzTNcJpkE7UCfVRtmUvtVwGPDnoe3ESJpDVClRwB8jOrFRAOiGy484PyLcwI7ir0Qh6Ixa5Uln+tu65AO6KWEz1WGvjYKTSKRBQlOFtnWySKT/7JWUphP53u6OpxRBDKnFvrAUrq/fxHe/zjGOE4e20/ed1oeF0DH6JBLvVCPQQq2TU8ZHQSfD/FzEQoSNjFS3WDs2+IpOpP9lBJV8vof3deX77x+k8sqyfEd3BeGMmDxIPB2oFVK5hVHSOW73UwxjvY3PszyRLJyyvPDy+s1PUvCO6YEmHWlGwjRNqCilTE/3lsHrnqZIDZOsY/JutDocZmxncg1xVo3nM/mE2xGRm8g4tbcQzzRFsp0obqQtDSABBz9ExwdHNtAo7x0Z51xQsn5KjvmlLkUHBeRDrinRaGGBnHbbuQyh26QTbf0C3vG2B7ClSj9dRQb6bJ3N1+Abi5LmmBSWeYo0Ng0XgBy2FtTq9DE1SmMfluFS0Vvcvzwmmst0oe1b0OaJSZoPygWEy4BLou3RFGfJtGbkoyBG6M2hCtt7459+/4Wvb0ae4jxf9zhvDp3NNkItDiu0rToiN9aWaV0CqZWw+IJY8akJZnrS2rrlMxZ1udxOOmI3O5+XIxa5t06tTs6ZXCZSUublQi6FNjjw3QMs6b0NfUpHvJ1hLvQjxlqwviM5IXzQHimI15gEN2iiSM6kY2o86Hm9e6RoupHyfCK80ALEGROjP7++fr1+vX69fr1+vX69fr1+vX69fr3+hq+/4MO60vuDSgubGWDbNpJvZHYm6RQxkjOsraDfa4y/pQdfVwvbtlMHQXj5VNC5IGXCfdjpWNgDAcGbTMNU3W24IgXZ2cf30Oxs2xcEmEoekXl6jvwtCS4pBiMaY9BqQj6QMlLErA7hVU6CpX5O36o9KJcrb4/Koyv7Zogmyvj3j3uonKMLVnrrpFy4f4kuO5HY12jX9t5Z143rJdHagbD2oVZNSJrI80y5LFxfxtj0esXEqW3jvq5MKeHWaTyRBAZXcCoF2wMpa6XTBhIu8zKYNobJgPelP418VUOhnhxLjqlxWB0BWAlrGjdDzICNJAk9FL0qNIy91RDWSY/84NH1+ci6fvox/e1c5h0EshqlRIIixFjDe6fXjvtKa3e2/YmgXl5eEXIAhiowxZ8Pd4d5CrEgJdMkCOVuilOYrgO5zgGWpjLRbSOJhj3auPHB95MzevgIvTiV8EOsoZpGBF94RspBwB/mzK0ade/kZZi7H2b4+sGmJWda79S9nghrSvFa9r3GfTDI04yegqfgVktSSIluMF8X5mtMF9K84GWma0LnGbl9x5xzeBsD0hu271hrJIvxqCF4XmjHHuKGeqN6Y9sauglL1/MeeQ86D0nGeI7BjTvmTzliSPXgWHV+KU7fv+mSGEHGnxMcdmc6kzUmR/sQSfa6MUuMtfdq7I+dKRsH2qYK83RBSma3HbPOLEHlAcI+qnfwHgEi4/MqU0YHz9WG2bl5x63H76pMQ/jlvQXvuVrsj6ng9vS/zXlCTNEEa481rTqdDhQ5Zx4rLC+/YZ4/n9HVHxSH8dspnhS6yFMYQvBSrfchtIoJxhN96kx5Ik9L/D8P2thhzZMkk0RH9GfYFd7rG8vwpt23FVWlpBQWSyXR+sZ6f0eJCcqUYL9XmCcaTppKWB71g2qVca8oHuKulMJR4aSzDa6kjojRbk/rRsAlYkXpHvZhqmONfPBh9fHrl7hOb/Rznh77pWWyTqhEiM06Jk4mlRyyKh5rxWtlyoUn8GZMywVNE7VVrDfU8+m9m9OCSx6uOh2rO60Z1v0U+4aAcExiRwhRtxa0LiJEIM8atIpuA/Xz8z2Ei6uQ84xXD/RTEvuYmCaUkhbEJ95Z+f6Hxnz9LcsS0ws8YmNPJz5GhPF4i4YH/xpCx+L+Ex5v7zUCNz7oLsw711sguPPl9jTwP3jmoufkoPc+PI2VXivWhaSJ7YN11jwtEeWdE+aNfbuDrZRhS9n3HrG4WWnuEZDQ9Dl1zop4izNUhznV8KeFceapUjRBGpQwY7BrifX9oQ78c9fPFqxuO8iG0p+eX8kj3alvWN9pvdJt+N8xrFgSbG3HFZaX19goD08w38Pk13WMN8J2KY0PR93RdIk3IA3b28k0O5MlklDKlfX9HW8tbFX6c/QcFh8BgUeSTyKT0SNdQwWVRt/WCA8gFKqDw0yrIbZad+Xt7oRk0RE9bqYzTYXWKikV1rWxLMo+uFgpJVorvHs8IKILW5XjzKZbWL481o2qmW8lbI6O0dXj8WB4nQ8+o2CuZ8ErKuQ0IUOVLhLpIW5+imeaWdih0KIgUUVFTgGDWAo3AxtjJfdQZZ9cSg0/0BwFDk6M+o4zQ4xc5pESwhi1NPyDYvh0TfgbusyHB6o6KXcuizANAUCho9ax2sE3ZnXmy4wdHLv1gehCnguUGZhDCDM+WIUhmGJ4UnaMFCKQcS/SFAfWvg1fP08o+Swoe+1P5TB+ctV+4kPq8SyIGq6RBuWnQCAsnLYt/CzxjJk8yzWNhKE+VIK9H78O8/ZK0kyvnX1rKIpeMv0DjzHnhJaE5rBSSWU5m8m3reEdbt9cKdcFHxugDi5Uqw+2ty9Ya2QSMk3oPJPyy2mB4t1gXdHlSulr+DhUyOM1JMmEmide8elUwTEKU0KxOMQQEubl/7NdQXp6UgJqd+57WJVFve7nhi+e8AR1b4jOvHy6MH1MmdOClpmOs0xLiIto1CGq2J3wRQw7grC4SyVEd0ezI4NiJYKm8IIUF8oHBTx+FLIZ7WUUDcfIPUQtrkKeFtr6gN2Yxt+/vVXWKizX75jmy8mvPoSkPg5xdyMT41Hzfj5b5j24hElDUDJCC+w4+B1SWaIA0hBztVpPy7Wcgz+OhYCnblvsl6Mgr7UiImzuPLaVPGU0GdY3yhBualZq3dnpuAg5Cd4GVQjCg9mCXiaioXLPU7jEMLjrKTiAzqjNx70D0Cq4xxrABDzHLzmO8sMN45cpWM+nbKyJvcO6R1CAq5Ilmm05KBLqqMS+l6cb06Jkwt83vk1Gp4UOaNE4j5JgPcCh9b6Hbn3Q0cQ7KpBLjn0cxhnqGCM8RxmiTz9favCOw3O300GevGKBsLqUBEWQLpTpQh0C5bpttOpkT3x9a2wt8/LN3zFNAUAF6BDr2Ibm5hDPAmSRQaszRIJihz9TGlWnWPseXxMhA0qeg/6Xp3k4KRlmjTzl0zMW4mcnDGuNx2Plclmoa/jGn1+DkKdCLuPM7w+S7Mzz2JPbzl7DCUlG4do7yGjExHK4vuQUeqZcoEynJqa5x+eu0aS5R5OcjpS7VPC2R835M9fPFqxFlTkpYiu1DWK9NOZkTBm0R0qF7fWZhtIh68TteqO28AE0fUapIWCa6Cj94LckpQyuQxKl17DdEZPoZuzgTcbX92qozpRk7I87Ykrh2cmLxMajKmgutNqpzShyFM1jXxPCU68btgs13iK//4c/8H//l39G5YVyT2Ox+OmbJirwHqbOKsK2K8bTRSA6qcRWj2SU+B6tHQswLGcejw0mO9GCkwC9R/qRZmWaC7Ubbe/ksXGmFIrGy+VCKYX18cB8H8DD8TnYsE1rQ6XZUXvycsJhQZASAgtXoG/Pf68j7CClQPMkOI/WxgLsTklzFEvDYN4sPDUBlBw2F78M9//PXiKHHZeRcifdLxptAAAgAElEQVRJY8kDYRkPdsbJScPLsrXwmwO6rZH8lC+Q02hGHD9Q59FRtlqp+45qYtIUB+Gx+blEg+YZayEetBZd9nF1DPVAB8Nb4o+iAgFc6WPd5Hnh83e/A+D7f/iePBBkF+V+39CcKcN2arOd3jrGQFrxiAA82/0ohtresRFhKSnB8ARs2MnNRYTNnFY7n16CU/abz58D0S+K1EhTc+u8fw1PQm0N7Y25FHSe0OsFL/m0pwHwvdFLINOpJFRhX42ehuXalNEsyPC4Fc2Eu8HToUKIv3NnILN/xOsTosD9M3S/j/f7l7rMHJOnmEabse/EXifOXPIZzyjmqHbyDLnMZAffv5wJZ/nwkB6bnyTFbD2L0ZRKTE8k9mORRFtHzOV4Pb3u4agyrAhVQ9i1DzFqPAaBvnrXiNJOzxS3g4+JKfPlymPf2fb9DC/48nXjm+/+PSqvg0saASZHE95tfG8PLmlrwQM96ZvmEbhycJ3PhKjjXIC9dn748SvfTEqeC2WamIbAhyHUnXJoKtx7JMEdzZwAWAAF0SORNEQ+15Gsk3xnt456+LsG8NfOsytS5vxM4sM5nWqePyQ8hs07IocNn55vRexYtzLWdj4bFz/X+i9TsLo1XO304WoIq8S0xbQyJeGiT+410uMeLguFK7Y36vYjzyAGZdJwrzBCqKp0sOBepjKT84SnqBWSlhBz753T+9pDAX8AXz6e/aNYM2u4BToojOhYFaSMhdXH54GR8oSLotNMmY8odtir8+PXyh9+dL77d/87KrdzYsSY3LW+B6hjHbP2rJk8FPZh+ReTB3H/IFQfAvKuhIrccEt8fYuC+V++/8rnNFPmMtZ0ClDmeLY1HI0etUES6ih+RTnjYRElMm7CvH8qiWW+kQbK99juuBm5ZHLSEeJkH5D8mISISAD+HqDN4Z2Ne5y7SPCVrQ5uuJ8/P3zif37o/7N/axYaMUHPmDMY5rjxlOG9s94fHJb1qpn98UD2ipQJcaO1+9kFaxfm2wuX5YprHrZXxgFv9hrjKOudZPEoesB75yKuayUlp6RCmq+xgdWnktqsY8jwf1QUpXsPg2IIG4lmSDeERJLIj/4yRE3/+I938vQdl8t3dCKlSNOHWu98EGKEq2WmWqIdt/Mk/0c0H814dr4EmVoUnW68fvfvyNM0/A3Pj/4UBBxZ70H+P0QpY0ghw7ZFlHleAtWcngIH7xvNN9QbWg2ZhviKiPBMpaA9hY1WyYi3E83oPQqepkoqBVTPRgAYRvaxYYrmoQ7N8fQC3iquBVDkAP/+Fq4xZU0JLpfMPHXyGHsUhCkpc4k4W7E+Dr2xtktsNPu645ooZSivz/HXceAnyOHXpyYjEnKgsBWwHTWJMaAlzJ73PZUYObrEBmCt407kowPe2jjMYxZugKjy8vlbAP6v/+M/c1Xl9dMrHScwbw9vQ4DeQDiL3fvjEYj9UVBbNCN177S908XwZTnJ87VWXq8LeZqZLzPkxHJ9YVpCcbs9As00KuaNpMqUM8WPZitQN0lKV4lsdzFy9jMUTZLDTNiftDikclIYdJa2V9SMxBSG1KPwPnBkccaIdQgtJNbh/yzX6ckpIf6Dgba3mcbEpoleKl7fkKG2nvMOvsc0TBJta6zDaxeCorVMxpTy8IAMcZuM6QKlQJrwgSy5NbTsYEo/PH6tkSWa75wS3QTzFp8NMZFLGDLCJsQU3/tpYeRZA03MsbZzmrHpxj//EGt/7Ynb51fcJ5p3zBvSKzIK4tS3oCv0RqUhvZNaHZSlQHuOFCKTYb91+CcSz05r8H7vXO0COqFFqUfuPY2SlaRO6xvVewAeY13NU2JOiZwUTUJvO9KMZRLKmP71FirpZkGVo0XRWQ5RVetYSlgn7osb1rZzX5XhwiAucaYe4/1x/uZywTUF20osii4Pyla8iXdgAvtlNt2w93pO6qRPtG1ik4wvDfMHaduRfFgJVsyDorLvQBNknk+Fu5nhKSyp8mhAre5R4BEiUOt+UmYOKoikp/iobTVQbaLRSClj5HPaqMNj1PaNIpHiqWniSEPpraKTDYpLj3PRQQdKbDaj0wubG/Prb5lfr7jlM+bcvGGtYq3S6mOs4f1ph0gPL+pWz4mdt/aMi5Z+1gM+aCxg58S29YzrDUsZz9AkisnDihR3tvWdrRleCq1k0lS4ThNDKxvWoQNYSGJc5kwzQQdfbl5utF45OFi9NkT9JKLgPYCHYVLh1oMalA4ENSbgcawNi09vJyUJLeTpird/Q8G6N0XTFLy3w8nXGm91ZckaqrUqoMvZrWQ1ctLBzVwwEUxs8MnizogbdX3QBh8vyvGhRnNDUiajqNnpZxf3/TmaarWCClmjU7XeIxoM8AYuBRgFmii5TCclAGI0VGvFu5K9IMy836Nre3skPv3mf2UqlxO1PH7BGNUdi32MazuG6EimsA/QvZbz649/Ixoj2GWZubx8ppR4X+1YgeakKZM4Nq+w9Kgj3vLxXrler9y/1ihoJQyvcymkAw3QTmt3lJ3rlDDbWbdDyQ+IkK5LfIYqiBXMnyOCkjOkDHmCnGnuIEoZC9i1DHNhR8xjTFtm2hiTOD0Ms8/e/699fbR3+Sk62a2DViLvekdkbH4lxjO1rswajYGGtDH+cWukouFXZ47pSpkW8hJpQc1GprRmprnEWGdvGPZhShCHkZPJJVH3Fl3usbdYpAOpyvB1jUG3nn+vWDWyJFKaqBK2V+sYf20txqDzLTp3LRnvsI61Iz7W4uiPtsfGPE+0Y20bJM3UvYU7VA4k9yhYv339xOu3r0GlyUKZJtq28v3jvwNhXQRGzmHPoqkgLy9clhhf1dbo7oFi5YokcDXcduyA4pKRphwoVBv3TDggPI4MgG5jw+sVcX3yq32k36GEG0D4DT/h1KMIkA9r5M9Arb/gdfDdYKDBHkCBWcIluMof0UMXo/eK7Ttqicv18nTyGsl8rW6oKr0Z+2MlX0ax5iU4kVlALJC9mMmfXDp3p3sbKGaKBhk9fVR7iwLKDu/gHorsfOR6m2G9YV3wptSa6XI5+d2v3ynYjd51hLUch/ywMNpXrO30XlGPvc/rHtaCQJfxtJudquzDhgtCBe1jH9M0xdmW4FAmO2EXFDzYuKmS09ks3m7X4RoSSO/7/S3srCzRa9yD62Xm5fOnUFurPBMRxx6iIrimczUezgMHDz7M88e9H22YDMAmvmDYNcmgu+DjfHzGS3+MFf3rX88R8/Gf5h52TBQ0LWF5ecSo20bzsOr6f9h7tyVJbiRN81MFYGbuHhGZyWLV9Pbu7Yrs+z/V7Ex1k5kR4e5mAFT3QmHmkaxq1oiM9GSNLI2STDKOfoABqr/+h4wwTUtYf60PVP1637jfYw2UEq4PMtLJ8ur4dGJ6EtI0j8IuaC3765BKFPzhj7472ih5n5iOMCSR2Bd6s6DcFD+eUbtVypJodUOz0NaO1djTNgPnwvIyIVPGrNAapDHd6H0UrH0jtxJruNUjXKFai/+vG7atdJFge+wIrcOe5rn//XFdR/pVj0AJ17jXzbiN9MMkziRTxBFfnknTREmJSZW23sZj2JhKjoZPI0Wrp4dN5nyeyUUJ6qBHuALyiC0ergr7Y+xbpQvH+7TT3B5TgTGpPjQuSuiC/icK1ts90bOyKcyjUp7zhIoh2siJYUv1jA/yf9vC/DsdCT3BwtoJwC4Va6+Q5zDmTRkROfwAIUb+NhIrvNVI3xGOtJDjzTNn6xthvtSPMYTjSC7f2d6IanwM8OZMp+gY7tvGenNuryu/xkPnL//6f6NyGahXjMVar/TR1fnORRl+ka21SKrYEdLeBldmoGTm340AgkOZqE345dd3OCVOlwUdY5K8ZFLZkQEjJwlj3/EaS1JqqzFqxsY4NDzarO9EcJiScppPZDXu7zes9+EJN96fHoihD4FPoI/p+B3iOx/T2b1tHwfo8P4bNiwMGsRuAbNHiYr/oEJA+hiJfMhCH0VaJMR1RIyUOr0HF6TRMO4kX6n9Su53JnF2rKJbx6TRvFGWBZLQtko6jZv2tOAeIrzWKmI1rMBKOop26T0Q6TShxblff6GoPDhqHqEWLimmChZrxWy3VAtrkNoaKQlJJlxD4AJQljPr28rrzUhJSeZsdaWUnQ4j9D5M1luFnmj+MCbvPdbbfbXgJ7tTcjlGylLyIWFqa4y4ZJ8oMNhzqsyDB9u3TksT97HVpKyYB0qmbkhnoFO+A6h09XEog0zDnN36wVEVIqNaUnDUs4DXehh1I5EEtIsndPys4/J9ZLoXrHzYOI8v+h9bZ/8J1069jWsvAGC3hgmObkHShMgQrxCUIjUja1iTiXS2YW5eW+Vmt4jNzfkopsrgZ9utUy6fmC4fLZU6kjhQWhen1+B+CmHMv8cLwxByDp9fb5BNwJw+0H0pCq1hLrRaqF7ovpCXoJMsnrA+UavjtSE9Y5qOsyMlpddM6xXxRmsbXUfAxniVwrd4L+Jl5Mz78f+9B9Wlbp08x2h15yr2ZvTtjmtCpDCfT8ynp6NZS6pY3djWK8syHZO0utWj4NySkk9BozEf4mF9aAfyhwbEd9FhkmOCGT6g+xMaK35XFo41IDJEWmOic5i+jpXwo65gOMS9JXvRPBoE9wQ24T5jWmg7ItxD+yDbjckTXcLf+XjPUdZthRacf7qTQ9U9Pi9M8xL0ixJ2aaIeqOgxUu9Mp4JVobdhexkSp3iIDLFhd1p3ehf6augoWPOUwTp9NborSmK7da7XwSHNT5gXGHZnvUOvjbQOzUnv8Xh6QVrGWoFWYfA1fSCXQV9y9n/2t1Q9mjA+FKwOh+bl/XqHX+CzCmjCWXFbD29gc0fnzOnyjJYT3UOAtm0bdSSOuVfUJ86nBcVxb7RtpY57I5uhWcNTPykyfGB30ZbrSB4UifPPIjBDBkqoKcXSFDjUZ6KPxkYFLCbiv1cx/G7Buq5PuCS61jHWBrGNuTRgxb2OlBw5CMIyhyFs9ygGRPa6caCIdcNbpaQS9aUmRPIDXcERXdGi9LrS2zZGI3x4ceLrXRtZM1Zvwz/z0THprHiNiMdUMiQ9+BQ28n7FJ1wmpFy49sry+S8ALJ9OWM80r0ElaBXrj07fjw4pRlPaexgk7+KbkUjjNgzexcLD0x5IhUgPHuvaefYLXU/I8KH0DI2K0ElueN+41426p0YsEzUl8jJzypkkTtBKGtf313hjxTnNwRVOJVGmU9ATPnQ0vTVEnDSiPy2Xo5OXkXZkbcOGAXikWz0O8oTE4Tn+aM6IPx3vI+pROP4zXQ5KQiy41142Utp9GjeSVqRtZK0syWFb2dbYWMwluliC+7xcFkShbkElaes1bhOPwnJKoOkUBdau4uy7Mb+AJ+bpidvrK9O0F/pBlpecKClFupbJQQcJ3lHC+kZdK+JQ3433r/EYfvm3N7wVDMdsRUQoJePXx8axrpVlnqkt0GB3j7QWQFNm2wyzKAZrvaJfXjjtdK7eI9Iwh/AGTfS2K2tDuKI5BD5oPe6JfTogEmEK3gxaMMOwjCc51N6KR3KbCClHxrUrjwmHRwJSKguqBTwmFj7ep1xyLHP1QYq4I2wgIxBaOkd4wL4+P/pY/hPwV0MIKeyyqVgv++Gv4AWkYLsHcIwOaOuNYuBpp0gMuosk7vUe/FV3EkpO5XBWmOeZ+bxEQzJ4qmaxd9lOmVlyOFNYqJojlanD8OD2bngXvCu9OqlFxnsfZ4dZj5ARErc1437BZMJ0OEycCt6B1MM5o7UQu6THoeaqpJZwr4OHHeNfAM0WI/YeTdTO5tzfTyEO721rfPv2jqQQrfpYm9iKeODJp2Xm8vQJy5mjeelO22p4dmbhcjmjbpHYNQQZtTb0FP6TKWfMO9t6Y/fEjAM5hIK99wBXVI/AFWWHiffueoScfPDjPTpv3V1d/NHh/MClG03VEHwd91OkSXZLmBXWLRKPyi6wlEQhkSRj3bnVFbN6aFpU47mHCM9pvVNyOl6PpMp2v5NTCr2Nd2xrtHU7nATICcsp9tC9yer9AFe61SiG1bi/r7St49KPRipPM0kK62agC31beH/t3GucdZfyU3B0PUedlCJNjkGFkdaRVrFe8JqhFbSueB/PsW2k0YA0ge4drLGPR9SiCZPhLOBmR+EKQZG6vt44X06kzKD5PCa6tVVWKfT3K7Jt5Kkw5cR6fTuSLUsRKp3TslBKppQTd9UDQW3NmEqIpepWqbUCcvjrH/HFrQewMwIG2kjnDO1GFPthJDEK9J1OhI7JmP5uUfq/D7Hrj+uP64/rj+uP64/rj+uP64/r/5fXPxBdRTSey0LKI0+djlGpFshfMSeTKENFbG60Ncbf2/XO/R6cqT1VolvksKfVYToH92Q+euGhxO9AR4ugUvAWCOaupFbVQAVjXh0N5khPAbAm+GbkudD6FmPpBHtog2hmuyu9fqK64nrm/LkwXaJb6D3RmlNriL+sV7xv9DqPzwfpu1sjW6O3jV7jDwxSeB2Z095jtP6hI3KP1IgYTznb2imbhUiMGMEj4K2ytY2u4cu3jI5vujwhKYWYRZztdo1RSpKDFoGGZ26rgvfMdJoo04NNuo/69/ckD/T0McoP25reHLKSpjLiOz+M+ge0L8d4SsMZYPwGHyOKf6YrFJgpuI8WCVO7tYb3Smt3ThMUFFs31B6WTO6Kt05KCetCva+k4jG+h8Pf0UXJGii3NaXWjvZ9ZK6EJ2Ao8VPKlDRjI9nFxEPIJYJPwSdtZtS6I2WF1pxMjO+tOtu78d/+a6jwv35rnJYX3m8PFOK22YOqoQmzBbRQq6AaKKfvnoIqERnpADliEst8IHFmRus7+JNotWMG00AzUsosw73i+tZQzbTejphDHFQaWEOHt6r3ikwPpXOMC7bYS/qwVyv5QG2sO80d6aFadfNAbXeXjdQHYhW8KbfO99ZWH3nN/wF/9QemXj3YAA+rruO5D/6z+0Rt+tAOSAgZxAXpnet2pyjMQwHvw1bmfLoco3HsIVRNBL1lKhNCqJbX+50p57iPAS0FdRu037CkCSBwj3eFulZaMzChnCDlcnBgtw2yzmyb8fWbMM1PTOWC5HiM0gXphmoIOqw1tBX6LsRICa8paAJdSb7zI8fkzNrwO1XU/Duhyv4a5JzprXN9u3J5PlO3hstuS9cpOe4rEeV2v2Ma1AeAra7YeiWJsd1v4XShwvl05vr+Fs8hhfw4BLlBHTMbllnsdoGCd6P3TseG8HIXDApMikogrwcV5Dg79qkWROZ9xj8Ieg9E2f3vrer/1OvAseXDOTHur9bhdg9knpTR4RfeWUlWxh5rRPpfO3xacy7MS6a2Bu7h6rBMB4VKSonJF067XmPC40ZazmG3CaAxUU3TFGdxG7Gox9Q3UMG2rlyvb1gXJE9suxdxh04gxKLP9HZini6U07/EYyxnWpcQHmdDrA2x5IMC6KLHfRST/91XlZgGuI/vrWjL9PQQOEsHdi60B73S7EGbiAm2gCklTWjerc/iNVQJfug8Z8ppQXOGvtG84uNrWiVGu/OEoNyu13H/xOvctka3SilT/GziXtJ9ctDDRUHHtDb8xR8IrYxkU9/F+kbQAL6jPOk/3Hd/v2D1hHnBbaEPqXfTMOXGnVor27ZRyOSRaZ3U4+Z0CSIww79sHNh5ZNdnlDxHTFjKeiwux8LuBzA6Zc7IlGjbh82bGKmH5UqcnnXt7HHKvRo5xeZTZMKbUzc/RBlo5vW109tnpvKEWUFTIQ1VoHdDaiNvjveG9aAEUMfG2jZ626BX3CrUnVP0eHxO2ANJj2i4PacbBqQPMKysfvn3b7HxaxSk2sK4XqWRJPJ35/PCfLqM9yVCEtq2UreVvt1RNUrJXJZhc0PYcG3rjdqM7LGIdpeApIJ1Zdvuwx9t2DQdRYFFNKNKjPv3Uc/HmZMMLqCETCDGQeV4BYIPkv6Xb5y/e+2GypJxKZh3zAZ3WGfcNrZtxaUzSeK+Xam3GJtMKeNV0DJTTufY6PqNLOG3Ny1nyFMcLtawuoat0G5NAwxTPgBarXh3pjwdtlfeO7714XeZ0BxNmx2qq4x5uFyoFFKeuHvll6+x+M8v/wfT9BxCJd0bwMeh3h20CA3B00QbgrC2ix6bsRPg3Z3z5cLp/PSgJDD4VMemaUx5PkRl3RutbmHrlRLLVNCSsFH01/Ud8XvkilfCqFqh2Izta3PKKHU4bYQ9ldmDm5hUyYeaPWgGmiasBS3C27DWEeURc7n/2Z/FR7L/b9eI/NA1u99hghyG8juf0R1aV7RKcNH2PS0n1IVJysHvf7tfud6Co5ZLYZqmYaHTEFXmqYQDCLBtGyJKmQoq0HoNNxJND36zKponMMNbuJeY+UM74IMXt3bQztQ6eVrYI3HdBe8z9d5ROZPLFyQtHIktDIU5EgeaaLznB6HXjiJbiWI1mQWXHqClMWLUIRjzEcAxCtbdRginbcZ2ryynfMSihuBmo/fGt/dvzH5B54mpDPuicTalJHgHnSfmuZByog+P7N4akZ8y0c2odcMZolRAGNxq77jZEFkRFmDE/R/VFTzs2OQobkK8tIux8hCpTDjjbGL4b/7Ahgv/UGCLj+ccPuFJJ2CJiGAI/2iZouHEgt5WnJLiNc85Hb6j8zIzTSEC18HJ11LAlevbGyUXyCE+rmtns93SbQp/+LIgXYZwryFH5G9CNfboZg03IUs57j2ThHvBZULlgtmZ0/mEpTDudw/HAZNoesyHj/ZOCRguu4IjI4hHPjQUAWqFK42kjOSEWj6s0IJTGuv44GOrh70ZgAVlqHfneltJpZKToaNgXqbC0/OF0+WEqWC24X1lKhH3CnEL99q4Xa9sq9BG7PIRX7tMGDWoFiXuGRXF2oNqlqcAFcz8g3fOXlRHUID3oCu5HzEI+6sQWpp/EDT0uwVrMyH3DFvidVTSS1bmHF1d8RA2WXNu20AX+4amMBcvpYD50T0CTFNBczzh9XZj0hR+qexoX2TKSkpIKVR35mlGkYdtVQtlde8tEBtVbnWNhBHAhpCjLGfyNLM1w3pCJDgn26qs90ya/gz5CSWFMXrb4YaGpgbJsWZI39BeD1GU1xzCmb6hPdT8oLRxk+5+gRDCFVy/E6b4UGqLanCcbpXbe+V0HvYpSYdiMbr0LTxQqIPolKaJeQ4z4fX2Bm2jZKV743TZieApVNoSr9O2VrJkhuUozTttGGHnUlAJkcC+8RphWabDgNm9Dm3FLv7xccMPWZ3q4NuNG8B9PO/yT8U7CQPpeNxbc65rqN0BuiaylmHHNFHNkHTm8hyvafENR9Gy4BJeuFrABrG83t8iQzmlobLupJyw6hxOF3hw+VSBHjxiHusfj27fXcPvdZDTd6WydqEsZ+q2st5Xiglv753m0ex8+tNfSIOX2ndR3QeXAoi8dCfECe7B19Jh/H8kGLnRraHlHEXKeHytd1SEkqbhGGSoG7dB3k8pUbFDjbuW8AZMaUfBbiyloerU2xok/qngSbDdp9gDlUs5Nm/KhKdy3J6awsfRhqgmaQrj6bpXVn1wIRNiBXQCyqMw8h2Rii1zF3j9s1y76OrBvPx4hahvdSdrYtoTyGTCfcKpUaipU8r0aEQ0eJO1NjQp87KESXjZY96ieG3rSsmJLJDLSB8b6HxYBZbw3fYOHmikDzW0bRv3+xWrIJPEBMCg7Wo6FszOaFKenr6Q5he6KW77oRbFjSCQonGKfmusXeuQPji2WA8nE92FolGwyphi7EjjUXHrQMEsOHQqOXi8eS9owyNWknO5nDk9P5GX6SiI672CN1o1hILbTBuH/N7oqybqfcN7iB7xsLQ6KKajGJUhUJHB0TyEoT7Oh4FEDWTjO9Td97UrBWSOP4wJ6GhYfkTB2qiolZhgjY+FPV80NcIStkXaIq0OQHoUUN4QKt0r1hN9rClKcExLTswp07bOVjfmS+x3QkOmOQJIRKj3G9Ia9+uNfNpTF4W0nBBir1nrjd63wyUAnNor6bzw0/J/hql+TzQ/jef1Qvcznp/o6QXPC8gUkyrGWTdQc9+njqThQkOsvwH8oAlJGXU/3nOnIVhwPC1BT2F5cST3JcR03AdjOuR2eKi6xV747dudT3rheTpTUg0kFTA1Ksol5eD4tkj0ymV6oL61c79fcRpbjYa2tn5MF1oPkK03Cwsstwh9OLQVEo5BOvisIkObNDQCfbi4eHDxxRyvuwcOSCphSfYPioV/EM2q3NdGbuF3BtDSQkg6VqAdRdg+8ug5DmXJ8SI27+SSmecRv1dyKNBzYZaEtcb69sY0vj8nJaWFtccL3qyxlBkxjrFlt454qKW9dWiN2/Wd9TZEF6kgHmo4MaFbwTnh/hIvDhOfPy0w/Rk3pbWhxMuDvG81ol190BNG0fCRvB+8+L3DGSOYsbFpzqhlTEadso8fPn6/6xBADNsiwvw8FiCwUx4cSsk8P1+Y9pu0RFSr140kne4brSpuSh2ISWtCrRsppeGBJrT7iu1qdAkripQSYh5BDVM+Nl4gxuWidDz0U8YhrnNzpPvDNufokAaaQnSuyMQPuTQFkh3wBbC/7hb+jhh1S6yyIPMglqeVSwJNgqhTklLyGR8q53u9owpFbKjmo3NORFEgoqTphKdAplSja42bc6zdbQsEqTNGIpEEtdu6KR31jpORPhaQCozNx1NGy0QuM00Sv74K//Y18/O//D/xeZZo+ryHirquWG8R70fEnrYRcShmMZqXdNBtTBRMx8gq8X5t/PuvV77MsfbKskTca8ypKCMxqe/jr5TBjZKFkkJRqtJjlAwsU+a0TLT7FTOjqJIFqPX7MzalAaMRdkjUx6GtoxmyGqpqT4ikI+LzKFhGK4A7LivsSXW+xGoQ5xCICMcB8vH64XXsHkcrHIbn3cKMv6QS6mSIKcGw8ttjILUY0xBl5ZRiyKWJ6bRQpglJciCsoplt2yK+cirkUmhmYYKf93s69gpEvC8AACAASURBVG2pkagT+5kedJNwTKl4hyJzHOIoh1ujzMCJkmZ0+gRpwbfHa24eI2FRGwLPKEj32G9ShtQQj4/JPhnax8Pj//GwAtyvj1Ss8aJGLeDCum5I36eD4VxxWmZOp/ACNavYcGdJCUoG62GjuN5ubEnpvR1I1DRNzPNC7xUnpl6qGultjPa+TCG02hME/XGWCHvYxeO8+CAfGwXRoGCRiYnWjDCKM8k/DmHdFdZxOMaH9gJrFzybUKseqLt0CYs2Dz9qGtDtAE62dSPnuOV/+fdfERKXy4X7a4yy1683fv7X/4t5OfP617+yvr2iZhGpPaaNzz//mVwEv0eCVZGC5IeCHVVu18bb6zufnv/C0+UnjJlqo4nnme4Lmj9DfgIKRhpuHYG8h/HIaLh2wd/exBDnzoGwun1fsHobVnANz4XUC9YOF9WgkEROevyJBcNu2q9JhqjPaM14e71Rpsb5MiZWRXj79o4YTHMeU/DCOkTk8b4Yl5cXVD0EvVtM/3YxYNYMqSBSwxmqxD6/e8luWyN5jwYsl3DJGO5M+2v8IWD8cT1wFET2icF/fP3+ZwdfxpiRHCiTm4SZeTphtpExhH7MsYRCysH7aS3Sfpb5fLx561qZzktU5pq43+6cpkIbRUEpmfV6Z/POdLlE8ZYm0pRpwwai9RbRgSgmYW57+vR0mBG7KaSJzoRwwXXBuWD6PJ7WTJ5OdJZYNGrDmmXf0MYoMfkwuh1DGNuDAfYFJ8CIWqPj4/PSM2IpNt+WxibkHw7EAYlr3MBOxLp++zVQqstzYT4pmkvk7y4TOhWmYS1Uex0xZo3TecYmxWqot+/3MRb1QPEC8p8HQqeBEhBItwtYi3jPlCPfd19SigyryvAidXOUdKAhu32ldxsT1ogZPcaZ+8b6j3qi/6xLdAQ8fH+LiBA3lgC9ULdELqPRSBGjWtRwKtZXanXSQIim5TQ2J6O2O3tZvluDpLlH5OBArvaXRpJH3B/AnkAikaPuO7o6LNPoBm2MPVukC6VlwofPoqtSO3ib6JxgOnP+IiwvUVD2rtRRoFpbaeuV3tbDEq16JbcWnn/jT0TL7vZO8SLtfpUA3TM+lNzkTFdHxcJIugcfyUdhJNNEnifOpaDe0QSvX39FR3CCTIq2xLyEaXvEazK4weO9ah2XFCMv88i/TnLYCzH2HCEoQRJjFlIORMTdBoDq43mtIPdwLRhvQbx19mhGxR63/w++YgpgQEL3+00yhy+MK9iE+OnwSfS+BZLsGdWRUGXpsNpLmql1Jasy5ynoLLVzPsbdwtYbSy4xllZlvb9DCQ41QJmWsNLKQf0Irt5jZF9OM5cvn9luHdeZZuGz6oMyY/KEywueZ9AF8xz75oE0wUHXEI8qxfSgy0QccUbU0NSwgTwdEZpJR+SsRjy3+wdUKv7aA1cMeHu7Y1q4PI2pUZ7JKZHmCVJiKhNbW7/zUD0/PdG2yu39Sm0bdB+x2uNXeMa60pqRVCK6dbgqxC9JD1TpQ7jFTolT31Go8fPMwTi4hG6PAJ04U3MUqx7ns/gCtvAj9NQRuQqHh288YEbXGagcTregAADh0pNOOIb2QOcmvbEnTbfawoHBO0kzJSttq7y/xTmXpgXZIvHy/d+/oR77wXq98v4WvOLT6YI3I88LooWUC4hHAAOg5cT5cqJb5V5P5PaC5ie2viOUF7ovTPoZlxPNx3h77JkmHtMedFQDw91j3xOJSOIYiw/euD/OWjELZ0iLaZX2Dqk+nCVSP9ZyJNPtxeuHDWvws7et06xRh10lwDQJsyq2dfK8UEpirTfOT0/Uce5YLkznE97vtPdIPpRux0Q2wo5y1H8Wiv+UCynt3vMt6sDxWGx4IadpgAhpBwAZr8n+748fyzjn311jv1tNuDPEKYoNwVHzTrWK9jsMsrT1jg3rEu9Ov95I6qQUpP/b63skYwHzvHDvlY3Kp5//zPPLF+7fvrK+DjsmIipSSmGSHLzNzYGM5N2E9h4cTxXq1nh9e+c0v/Dp538ZD3yiesH1TPUnTJ6Q/IKny/G0jYw3wWUcbgzuHqDDkNu94ylQBPF0eF2qP3wrnWGhYu3Bq7EcGymKxEzjw+YJSFjOuAfNIaF0tz3VFLdM2xoiEeu5bgZvt4e1ifcxbs5sdYufg3B+upDHeLv1FetG78aUp7g5tBxEbSQPP7rH6FjdD16P5jyMtgNZ6e6PzTSe+EAy4j1XFYwUdjT7lUpw1H7A5R/+foyn4gM+RAEi8dzM97HoCdKVLhtba1hbmQzyKNa8daw3au/cbjd8iAD2KzVQS8wvSyB8Ept3UCvGLaqFXmNsKxpIGMPTF6LZsg7eBZ0HonbvRwKe5kS9C1v9TGeC+czpS6ENYcq2ddgaqVesFVLJ9LqSd5TIKrWuNNUwqAb64NwCh52RWeRG99ZY75Xr2yDwFwW1GN3VEKVM5cTz8+f4/DyHb7A79+sb05QoaRQQBAKHRSxgPudhVRd+lHUg4VnSgVBY7/TuSEkPocVetPG94I8h+BO3QPp1v78fHs3/W1wyClYTxPfnNApWGVMZm7Decd3FehvdC60nkvdImhs2QQApR5rP5Xxmu2+s60aeJm7X4e28KOfLM7at3N7e6BJ2QcvLJ9Kyx2Zn6IqUM8Yd9w0VPwQy7nD58ifOz4XaMt1nuj9hDKu7/AnSM5GXPoU5v+5NxSgmUZQccd7OoDI8UBpNaXAGR7Ga9EBYUY2vRwJccDuQp/j5PsD0CDxo3ckyM+U421JaIQlrNUrtlNpHpOcoqEVYmyEeHNVcJIpWHrZu+I6IpvF3xrHD9sroJBnFdc6jsU7H9/sOpTtBI+u7eGyg2K7BgJCEyoRQEJYxNQD6E9iPmWrJ8IV1HgCvADvIioWc2r1gHq+5yRmzTnYLqzVpMQHbz8o8oTnAnrVWblslaSYNoR6aeX9953a/c183vnx65u3tGyaJp5eYqLbaWeuV/nYlTwt5mqgeIQUAKc2k+cKn5cJ6T9Q2MeUXpjFVyvmEy4LLHMhqN4zOnntvAq4fdBySEHusCSP0LA6x7+/A0HGec8T04o5rg1TZvWZhFKw2Qjx89xYfjcvBI9chMgxLqYMn3IPTfv125e31DZPO8+cL0zwddlTlvKAls/VK7RFPjMvBUa12J7GwbZXtvsHlFH6s4zGkpKHzEYHseEp0hToKpZQLeUTZxj0Sjfn+DGUU+DKa2//o+n34SwLBcHnwkLwWvGdMCuTLkWqiY+xTZEXVaT3g5vvtRpLENDKvvRmvv77GQnxxvG68/fUbPuBpA673K7d1JWuhbIZUx0UpY2OJyOswrC/LZ8q28HZVIArSZflE9wn3BewMeiHrJ3yMp9teP4pjEh1SF46xaN87pDQhYkEu/gBnBwYQI/AoXndEKj6fzGitj4J0GBQfnebeV/hj1OXRWe5F1rdvV1KpTItx6ini09pjvPf0fIYRH7hcLqzbikzhHeg9Do9+C8qAdCc7wd1KeQcrwBWRTE5pcKbCmeGhb7DoFN3RUphKeWSC/51rR4x3LpWTY+OU3++Y/tMujY3/A1gR7chHoZgN1bXv7g8rm+dBawjUutdO3cn7Ejn2GNEEfDByhhDXlZQjmUwlwib6Gm4RY7aSSwka8Oi0w17THpG590pbYwSeFyfPE607re6ip5m3b3fW7RPL8gnyjOaEtD3atSHFwsWizchWggM67q/UNkz0cYb44Fr3x4EpqsgHw/Xr+x39Gs+xLJnWO/hKyeHPt8wZGwdyW1dcJZD+tkIXpilTRieuWrjfhi+lDK62ON4EZFdSh6AKc1qtmAqYsVtKCwktken+OCR2bl80IeF3+Xgv4+Dciwr/fmz6T8ZhlWONwjGTY4yI5XFYmfnR5MpQDavEoYPLoE3vYr6IcL5f77T2zmm5kFz59tdfAXj60888XRZeb+/cvl65W2erlXVtfPpL+FOztshs14kpJZLsE7jYl/7t337h6Tbz5dNncjkBY7I19gDVM8hC9xRUAQkhnX+3s8b7IkOsKeYPpEp7NHnq4WutDdF8cPVSDkeBYCrsY1M5XoMdoY4WKVD1+31jaxEcMp86z58mBOP1l2/QOvOcA5EjQAA04rCfLhdUjJTTOOPG+JWgz0Wzb0FPU4lGjeAAoj3GwvsIXQTdEdjfToT29/5AVYewVfZCdeJj4tmPvHIuB6C9o22CkiT4mcGjHwr9nSo2zs9uhUSNf9wRv4/vr2htMVFsQkmFkucHeNMT9apsW+b89C/UlJHzQpoMBrpXJYeLkQiUUOA7T9gAsCQtuJ5I+YmcFzLBeddBMUIL7plmYwCmjJnr7iUrx6TUZYg91R5ZDli4FBE1R9iW+xFLKnn3KA0Ro+SO5N0rGrAt9mMZxerjRY7vl6DShJRGyUXR1Nk9pmvvWFtDYOwNTcMNpjYulygQP/35aTgXOZenZ6RX7vWddTS83cFb5fPnT2zbxrevv4Yjw+5UoELJHudYT8g0kZYZ3d2jRGgtJjIppUgx/e0Q4H+AyvLPpIf54/rj+uP64/rj+uP64/rj+uP64/qb6/cRVvUB3xp999pzxy24fK0LySExU4atVWdk+OaJNARYa63cb4NzIjmScFLh/fWd9b5yfb/x+SW6nfvtneZwfnqhd6e/X3l/u0HOLKfo1LdupLKQ84zqwsufnji3mfst6u8qF3R5RtOCpBPIHIkqAyI0bKinayCsymOsCNHdWyhcXSLrmfSA6naZlOwOAMP/8APECrkFpJ8aoqMrOpJ6RsesKTgpPTK4924lrohPaxVyFrw7rz1oE9++fsXV+fLTC9M8U/JEnmY0K+twSqi9ByrqDW+d1W6oL7ThLXfvYTMSYrmh9rN28NFIKVwSklLNUDNSKYdTwniE3y2XQMsGZ0XPAe/rhR9xDZpQ/PcHIO3gyA1KgJlQt7EuTHAVzlMJqyQmkEof6OG93pB7pAKlpNTeSRp8TIhxeG8tUk3WWyyZ7ojm47Xqqug8Q+1YDTpJ7xY+dcC2rdyvG0imnBun6RTZ6zsKvJ1xWyjzf0HzBXMdjeku/KqD05njPRyc1MfajVSdRKRD0RJYGiKlQOJ9WLDZsK/qNOp99ziGeSngFfpKt859vbPMIxo2T6g4td6gbXQSkpUy/ECRoV5vHbsZ01Qia9uNeZqOx+gjYx2LJDYzDx4VQAqKhOzWPxITkQNh9TFCH+pp5xSj02NO+ePRqN+7DvRIJRBG9nH2Thy34M250gdvvnohpUJOJ8yGk4PcDneGWivuDdWYDiQV7u+3I7Ndu2O3jdvXN2xrFBW26437/c7lKbj/VRI6zaQU4iSX4I8u56CDPL0stG1m6xfQC2sr5HLGBi+tyBPOHG4PHkxdR7DdXWVnJjsxHkTQ5PSxb4rl4VlJWAFZR3oPNAmQtAUaZgQNxGXsy48ZS1Cx9jFmofW+h+1Qq3G7bswlnFOyJM7Lma2NNKBpjuQlTZTzCW8rta4PP3BAXejVQmRigR4mlHlwhbuNFKTxsPrw4Mw7tUjl+101RjAPuqLkGP/7hPspOKtSDrRvP51+xHU+n2PaaPKwGrMGXmOaKIbRQCvCTlsIJxnshPkWyZL+hOym6b5Cv6M0yiSYKHfn4PyWPNOsUE4FOZ+gKJSNWZcjGTNrOqY2lgRPypQ/UfKeZHXGPVMtITrHfu0cI/Wd0dcRTAyTQDt3kfTBR5VhNTX+3j8vEhOd3ePcNTYvH6KvEBqNx0o4CEXE+pgoNXA11Hb/2P4doK5qiO1ccDv0etvw9i5l54gHVSVp1BPr2433X8O/+/1e+fzlBXGjnCbylHl7fT1+zely5na/U+udp6cLKcX5cbgEiA++fIgGe4to5Xy4CAzBZn64evz2EmyIef/j63cL1pxnGBY37rvdUQFOuCvdEokFpbH5UO25gm8oldvWQmHZ8+EykIdvmvbM+papzTk9/Stt2v07n0iTo6nQtAzLJcVzoo7RkOuM5We8nDCdaXpByoll2FhABplQLTiZ7kozOZTMPRF+Xxb+qVGUekDuMMj+NqwlApp35Bgp+ggiCPZpwg9S9Xjhu5GyYaaIbOAxAto3NftoT0EIWD6WfzrUu5LiIN/qxtYqzv4eNEpRXlW4vV+5PF14+fkJkcdN9vz8CVrlur2x1i24inXj06fdOy7x/vYNVR1KbgLS34vmIYlNyzwUxSl8H8fo2VXRZMeo+7h0FxSkKBj8B1ECxuW/+e8H2XsvaoV1KJUnErnMwzN0BlZwPw40luFtmjLNOqlMnE4ndPCG0zShUqjbhrXGVBK5TKzRdYzfqeRS6G2NgpFYFjrWxrreWbeVMp9CquBC9wLDks39hafLGS9/ovdwuAia/86/3j2Nx8GVB3/zUE0Pv7/egqecQ/iyRy/HQRo7nqrAKGDT4Ie6CW3raAol9jwVPn1+Ip8GPykJfbuRU2SEWzW2wauC4LDmnJmmjPQ+rK0Sc8678xdeO7oUUEE9NvqP03EfzgGHY8UYJR8OFSIxMpUZ5IRwRnQ6RnDoBy72P+EVBesY/I+HfAg/fYwGcQwdI+Ggiqx9wayS+hw8YG2DkgSelDQlcgpbrPfbO20zyuDpWe28/fqV6+sbz5eFut4QFZ6enrAxzv7266+gifPlmerBcS5lPnjqn366cL8n7tvE+elnSplI+YLsTWs601HohvUtaHnijz1jsP5dNIoEJKJghz2QpJ3LRRRAaiFI2alVOkXBKo6ncGHxD1Ss+MZhMdiHZkH8+HZ3xQaCIR3u73dut9tOjeannz/jMoQkqeAWFkBzKfg2fogZrYZV3Lquce6pHutfReltDTqLQ5fQgKTdJWBYtn10a/Hx/sOgy8gJdAF9xrmMZvZRsP6oazq9DC6mh+IfIgKVnW4WQNFm9yOmHPcQSnnDe7ibqPXDQ1TouNVYx6P51iSHQDPso+I3bDKFb0sRNJ8PnutUZnKeSDnHI3HDZKbv3rgyhf+p6yj5xn611zzuw41p/yzAg785fggQPvRmH0b08SQRzzgStUzKiDZ624W0fXCrHZWg8JkR9zd7rRLrXKzF3x/EhCqxrn3YFbY+6I3DO9897ODCm3hjvVdKUs5Loa4hGL69vrHdb/z5z1+QNLFtd+6bUUfc9fnlE8s5cV83RG8sy0K3R3FpvYVgMWcsKV0FzTPuH2heqYRPskrc9x9YrImESw6Xi99ZY79fsE5LbAxuNN+OJy/s/poLWMWsRv4tYP4FoYHd8b6StFNydEYAq8QCKGmiSSHPCU4LPo8DPW8UXciaKCmTNIfCTIXdzi+nEzldKOWE5pnaFaMcKUuGIGZs3SO1h3iB7FD1hXxbSOEOoDJ4bTtnJNAMGSiq0oJXtdtUpBy2E70PUvLeZYzlOVRyhkATsIabHX6dcbPGGyY4Sb7fWB0iGKCF76WngbAcvP44cK0a9/vK+9dX3m8rT88nplE8lRKG7V9//RUMnp+fuW93ti0WaHRJF2rbRl5zdHe7wMFU6RaCrCQSnqOaDk4KOcVN8ttFc2Sz7yK2H+MSsNswCj5ujjjiMUE9zLYFiy8cKJW3M6SKNcfTitkdEcfYs9LzwT92c5ZlpjdjG5ZVS17wInQzkjvtfod1Y6uV8hSHti7n8FctmfbeUGnxM8d58/TTF8pidEs0Fpq/4PqE62g09BkpC+ZLbFA6HCf2tStpII/D7qlnNJXDVipsvTri0UiSY0qgu/BsrEVn/FwD90Jtsa6+/Xrj808L82kmFwml/weD6W27QW/My4xnZbut1LbSR0MrKni14D+JUltllkR1O9KwsuRBNwxOZkwyPIoJQE1jemFDlKJB2D+sdDT4sCFIuYB/ArtA3wWA8lin7KXhgz8lPJTYP+IK/qMcmeHxoOKAFJXgoVuESxzI2kDcujUyiaYN6/dD7JZ0jj1p24bX6sT5/HzwT99u0RA3KVBOrFvDyhkpF+qHpKnW4boZJgnlmS4nco5mqkyfyTIh00TThTI/k/OZNiyMmieaWSiqdTfA53iOsRsKO083JlzpcKBAnTEeAAurQ7F+qPjRCdKM9EBgnbAQOrwgsdGQGepyoF570y0DyW/NeF9vfH39RrON89NpPL/Mcpo5Pz+jCtv9PZp5eyBD63pnRbg8PyMCX3/9Jfxux9rKOVGmkQ2fHZ0nTOWYfCXVeD5mg7/7vUVScLV3Z4DTCJuZj/fxR0ZeyPQcUrMPAuMwxQ8dhw4O9iz14QttfdQYj8Y69fXwpZZhOYcTKUoiYfL/4fMxQApf0pTjnEp6OrjNnic8F0iFLGEntpGO0rPCY2n48Eu38FKFw6SCEDulAWDxcH4Rht86YQunPs6aHQDbJwmKSRqdd8P3qVjuaJKR8Becac3TkQDXajgCWav4cAjaC9e4+sHJdnQUiY+wGhPDuCPSwTSACEloUsq+b99XrBdut0YunbY5mi7c77Fvb1VYzk90ufO+VsopXs+9aDZTmkfxH+IpIeXT4e+N5mi+xzT7QJlH06CygDzh+vK7a+x3q4nz80/IsFKogwRto9IPi4VYbG7tWKC512FrEYtPhlzpiBHTEE3pULSZwJbzkXAgs6LpHJZOZYpxd5lgKOkBuidMMlVTLKokuxVqrKvhv+of3jTMH6IN10MoFbz3vdofG6c4Siy8KCNzCK90T2wx0BYGvKkjKZ6fHl6yORTL6UrbhvF0b4fISnuNDsmH+i/F6/lxY11bR3VBdAbfyJpJo/Dq7cbaN84zlJTwXrm+vrLdbvz5v/wcXyMzt9uVe1PW643nzz+zXGbWNd7Hb+83np+fRgHqtFYRYhQGIFMYtad5GmhVoKzsqTAa6Ijvo2QSSWZMRlEgJ9RPiP++6u8/69r9qp1Ho+H7Jw5qgAD2+LwlWs2sHqIJIYPVR6BEc3pfSWpMU+L16yuCsowEsl//+pXz55+4vHzi9a//jXZ9x1un4bzoPmG44HcjyUROOZAFEb5+jUZCmPn8/C8gZ5ovNF4weUHyl3iMww7Ietw7qLEHUwCoZ8KK0sETNkRguhcF1lFrWC4D6c3h4bkjjvLR0SIoAQk57q3elW01zCvnJ4FqvH59O3wmU4p41q2umDllmSlFQkEK1KG6TiiaQ0mdUiElPTr2betxnCRFyxRI6pFWNd7T/X02H1bJiu5QmGREF4QF8Rl8BtsFKvv1m4LU+Y4q8CMP/pIjge2jc00c/IrKkH+KxqTmaGLnUcCCs4UXrxjCWFcWfqPeVkSeEJ34Vh+v6VQWejdOT19oJZGfnsOyLE+H/U+e5igaSg6FehriquGi0fSCns6ozDBSmBqZNvb2BnRxulqstyP5bzyJI6pRxr+/n2zFKDZoLpqGRZB1ZPfPzpWUWliT9i3uDbMPausx1fII9Yi+3ynzKOpTxLS2vsEwSlfNx2v87Zdv3N8yuSycznO4IlyesG3l9XofjyFR1zt1ynz69MzXX3+h1e1o6GrtAZIkieJMhTydDvufOhw6douj367CYw8jARP4jBOTRMZr9qOueVrQ/c75EPYwsupgH1nLB9TbbDj1xsciYKc+7u/diH/8UdX4+g/sHjnYeAOvG43uroB3VZoofTw6x+n8Ldgiss8x4vDY99T9CneZceY5HA/iO6DV4v3FDpqVumE6PFj78O7WFHQsIuqdgb7SE64JTflo1FJd6a0OT+0NcsaHl3b8/gq0UU98eIy79610mmqM+6cpYrRzZ3OwUVCub1eyJd6+XmlrBDUUzYNSA9++vZGXmXk5c//6lbf3lZSUy/CGP08Lvd3pMu7npEQq227HBrQWU66SSelE5wzDQcR5RuWFxP9EwbosL+x976z7D45NQPYx9yhc901FbBuLaJg3SBwmh5JaODgde2wkwkNtJorqNJDVjKdM1zBf3keGeKCM/mGxfIwtcycsmOCYkHx340sCAp2CsWUPr9H9OfrgWIUfYCQF+W527I5LRjUy0dHIO5c+EN5cIn+9zNRtjWjXth2jNW9bfN8YgUQ6TRQe8VAMkXQIXF2jM7OBcqeyUFLBUwqovydubyvTDK+j8Gk1NoJleuL91xuvr3c+/ekz81igb29v5NVIKZFLIs9zRNaNmxxTuigiMznNSIr0ocfWr6iGW4TJDHLG5QnVz+MrnhGe4AcVrMfBJ49OOUTTzuETOIqyne7i4jQrUAvojKRL+CmOZz3pDfFOszWie1WZcmZ9j9d8rY3L2Wjfrlx/eSVj1G3l7XY9ilpMgn89zdGxayKVJ87PceO/v8J1e2aev7D5jPoTkl5IIwawexjAu/QxNWD4AO6bk4e7xWjPxML8ea8JxAO5UTO8dKRuEbN5wAiPg4PRdI5b9HhZ368ruVVchWXS8Kmd4xeUaaLaxunpmfv9xjTPJGmsb8OH1QUd6JH14LtZF0rOh4l9OFa0A7Ewd3RKB3963waOt/n4z+FQ4UusO3vGdUHGkfkfl6D+nVFA1K4/rmBdltOgYT1AGrex1wwHgKA11AfCynhtNYNvmDWqz8jQFuAr2I2sEdbQVWneDrskOJFKQuYzOhdIG0VnkiTyniQliielJ0XzTJm+UKZzUC+ArSumM6KFSFoLJ4N97XX2JncU3T2cEA5a0QAQ9rND3SA5xzHl+7nRMDHSWB/76NbLTGvbsPWJPdvoO+PgcHIR94F4xhq3gdB2idGm5H1QOUgKezPXnG+vv1Idfv7Ln2KEmzJ5nmnjMZxK4lRO1NEYvLw8cb/fPqipAyCRkQzYeyfZo2nOOaPTDHlED/9mbQgWscNAFK1pvD4fA1t+zBV0hRQ7z14PaMStfvAloX/waZXhzaofvsb0cf/therH/87CsSfvxaof3d1gcvqHfWK81budlIn/ZhPh+PlHwfoR7Dq+4IOdpfsDJf7u63Zu9v58GbxrQ8Vx6bH23Q73C28S43KbYhrba6CpeTSCbUXrBtuK1BVvK13XqCMA9xRaFe+H64sfHtSxZhje2Sk7d68j5n9rOQAAIABJREFUfVSOOBbTDUe4rxu1V3rfmJTD3eLt9Y11Xfnppy9s1xvr+5V5npj2ZvayYK2zbnfKcmZbG90U3cZj0ITn8MxPLKT0DPIZCCDG5AvCJ8Q+8WFL+5vrdwvWaXk+jGr3cbqLDdTVSBoj133cGL/YjiIVHotsv2GPUMRRsO4j1u8Rj7CMajGMBw8u2/4V9pu7eDevfhhQ+99Q1HzE5DF+U2xeBzwR/9r/f0eZNA5uNcf0IYwRIYRVPdKERBMpF3x0PNo3vFXICzqt9LZRtztSxwIbn7e2BW9H0jig9o6pBw9rf0wS9tq7+XQujmljG89z9U7vndact29h0XK/3RB1Zg0k+du3bzQ3XoY3Xa+dr79+Gylaz1wuZ7qEBy4EUb338PR0EjJ4MXtYkJSZJGdEX4BPwBecT6h/Ga/4Bez8G1Trf90VnMsdGdwtoQhDYxudOcJHA2fDcS+4L7hf6K2THYoMQaE1kE4uYBpxxNftelg2pbJwu668vl6pzZlOC9t95XR5OaaW19crXe7Mp+Dz5elMyiemS7wvebmwrplenpnyC6mccRY6e6KRYzTMNkwHo+o3gkFvsbG6ehz4/gExdAbPzHDrSFoD4WcXSfTxud1GZaQG7eKfcdCLgHXDmrC1jf++/tt4DRsvX57IOTHNJ8oy0+vtYT5fCmyNut5HQRGoq/X5mMKkpKjUaNbM8Zyp20raxTKyxHTE/dg2AnUcfE69IPoM8gl4winHGvh7147nPbaDUcD+oJN/GgXr0VMRhRTWECbEY6JV+z3WJOPgd4vPWUx11C8D2QJshbQGsiixZnLm8E1WyYDQKNwtYeqUfCaVmWnQgEqZISnVjS4J9wVjJg0Oa1IlEszl2M+6f0z0+YBODduu3RoOBpDhgavavqw9HeeXElSCLgq0QCJTRcceo7mS8hxov48xvcgDYfVA+kRARQZCJbR96buBKJVOHjxiemcbwrTzPCEO9b7y1//3v/Pzz58QTbTeeL8FwprzxHmgTu9vb5wv50OUub8GkyqSUxTIKVLaDpA5Df9rke9OxeP+PSBFDYDD96L1NyjyD7iS5oH0Ch/RpR2Ykh2cEnkUrIO2sX9eZOA2+uH5Hj8p/kQ0wF6wfgCZ5PHc/+YVOG7uAVL9vXvbH8DXiJ/426/Zl5L4h4noh18hse/6YZI56ptA0dBBFwyNwJhKp6AXem9j7224VlLag04WpFVkWrG60tYbnu5RYxB2jG7tKFaR4KvaQQNrIDPdO61VknYMo64dGedKPpUQxGXFM9y2ytrtAHsWz7Rr5xd/x4a1lopQ69iz74L5QjOl3ZRpOWOtHGFKrgnRC+4XsGdE/oSmL1AC4JLyEtxs+33f9t8tWCUtHDTkfWw6uiMZXWysrQ/Fnj7g+8cPehSbu2n7PtoIgcij4I3a8e/dcB8+po9f9/HTD4T1SFv+8BgeH9gL1m79MXqAQ9WxcxTRYYyvcTgmtePnizopGaQch/v/1961Nrmx49YDsNl6ja99nd3///tSSeVmd+0ZSU0C+QCAZEuaGW+S63FtNarskdRvNh94nYNauqUvli6geQHVK7gsoOUKcS7MulxQr2fI9QrIAtUrRGpXWJvy7PmENIO9qg8A1Lpg0oICxSSWV8O7hMqK6xB+e/nHN6uXLBVyKTi//IHrixONi5XoPB0P2OcDSq6oFbherA2uSwHnHVQJdbG2wJRBjvhNdATkCwhfQfwFPP0Oyk+AfvJHmAHM+Kgc1sPBCKmrLA0AIJpMAYqQjRbjT4zkaLUCCoK9EVxLQsUBi5dNXXQCcAaXC1AvQC2Yp4xreKlKQr7sIaJ4+vRXlKSY0r+BiCFTKLUzQAzJ2UKp+QsoH1Gcq5LmE+bjHkAG0wyhjCLcCm8Uru7nNq+hkk/ULYc1Qm8eTo1cGbfgWJORj7shxrmAK0DkZfo83zpKr8LHeluAWK2S3ZQhagUWSrk6UM0Qq8//eMZyueC3L5+x2x9RizakOZUF317OIGKcr//Al69fIZXw/ds/WnlnZkJOasS3VZCYMR8OLTRdW76b9qXL13AA7jXcAzgBeoAOZY8fi67nk+Zu/RiNVbPzWyNCpcbtDM8HJC/zmPQAkaju56AMLTBAWsVULwh2Z8IntPdJ7HnrfV43Y0FRE4GnCSllY1iZdhBHsGvegXky9V8ZhSYUUMPrmYHoXigBCAnmJ/DGFQF7OpZ4fi5RaqBG++6GEgkqEZh7rqGtNgkiDJ3Z1gGSVuwkMSPDeGFl2lkIUhZQCS+z50tCIFSgIF/UI7KVrZyyXMG8gLmiyrcGjmEiTBNDS8ECoBRgqRnnlwvUU6HOF8Vvvz9BcMHL9YwdLHIQoKvlekUSRuY90pSsNHbao5Wk5AnCbFUQ3RttSluwbByhOIH0BNYDoDsQptZP0ErmfoQYoAZEnWPUXV0tignL5ewKq+cRN2cRPGLbfdy3Yt7TIdwKB4gO+6qz7fZ9mpsVpt7eaQi+p4Mb8XDzoIYodNB6Q1mleE7qOk38Fv8oQN1hgLOCuEK4togBcwWaMVrAtWCqC7RcUHYHlOsZ4iTMpVxQiimsGv8gHXAp1odIis0PKKhkKUPRb8q0IE2EwgJQQTp9QSJpYGBOkzELEAftNb6DoC8WQT3QETzP0Gxgq7Q7gfMOAfyiNEHzETrtIekE5d/B+TPIuXCVDKDVgLGvyMbDuskmm2yyySabbLLJLy3v8LD2kKpEgjyReVZV1lZRL5E0hC26xNYqVjVhbRmlYQ80d//KQlqF8GlleQXNpK4sqrfF0gbMzqMwpzrCoVlIzePrLn34d/KcmSllYwtItdX1ttKTFWkyi4alIJWlu/CvZ5TljOlqydRLubiHNa7pYVnPr4wwRY167LoAZJZUFQGTYJqvoAkoKSzXCjp99pBLtRzUoniWzmhAM/AsBJyPWNIRlCdgdpYAIezmJ1A2nj/iCZhmqCOCa9qD+TPy9BU0f4Kmo51QArUcpT0+xtrf7w8wO7x2D6u3seVNRj5gWJ3mGS96AWly8NIOkGvzYi362dpeXkB8RZ4AIUaNfsEJ4BnTnCG7PZAUtLMqT3N4WKcMJEJhAvEe0/SEPB8h7kGpmgAKHkArS+qZtvYMJNCkILWa5MEzyc3DGmykFu6k2bxU5CU8K1VEIg5UILWgivSxI8nSAqS0/pggHZGqYlySBShVoJNaPlnk4AhBi2IpF/zH87/j5brg6Zix/xT8vIzn5YLd8YhZCNfLC05PR3Dao1P/WJ4aJQNLqINPojTrlGdQzh65GSM5kVOm8JpDUI0w5Rv+Uhm8gHGq1/b9CTLlXUt5aFmMA24gWGczz9DmWRvQ1mrAniS9rCg5NRgxNQ8re3jctgMR2UnMhrROO6RknNkAoCkbAhiw9/zA39FzAAcP1yqMFb9ZGld4pgBYXnOsHV5iNSjL7BAGk9dUrNRCrR3QSx7qZStNvSzQem0MNSoLUAtaHXvU9XsmTyXjCcqKKgUpz83zr8xIOePl5QqqwMv3i+VsKrCbzNP08vyMZRHM+yMupeB8Ldjt5pZ6MWWGSEFVS+8BE+ag/IGtfcafwGAyjIBih8ZvjQNARzB2gI6pLj154EfWvz9HuAOghoZVVctDJ3h1M/T5ArZNHTDIrkvw6nluPq10i/Hz8NxKN4N43SYPYrDDaaOE740OIx1kbI879H/tHZk89WSM6FrOh3o+q42z7mVWcE02N/tczNPAEILF1q1aAFkgi1VPjBREWyeqpQdpRam2f6Qs2OW4Rxh0AesChuXV2rMnS3NABdhSxBIZxRgAIGdUAZAM7JkSWynXAGHv9piPn5DzDmk+ANMBKe+QPA83TbOrAglIM3g6AXxApHGZd9XWpLfkTYXVmGV8eaPegRrZs3YHekMpkyXz3r7sVbe7Ww1uB1hMdoSWLrDqozeTZUOBd4VzdQ8+YNZXVCCl7q4f79hprdoP3tmGjGvbB57rwrXVX7fNltdr6GYHVkm1yRKAlIuj/Izeo5QCkdo6mEhxjk7vdF6IOFz8xsxwBaNYQjspjCJCWmiWWDDpYm59rd7hFEHaKypIEwPMuMwZkjPm0ydkr688TTsgH8BOHTZNBuRpsCvO4HwE0hFKOwDZQGlxj6Hko+Ij0gLocEBLPvF2j3KjDO0LPKq1DwBVQdEzUO19WXi1tOMnWVqKDFTA5FQrAd7zXG0FcE2Tgdl4B8oHA1LAlJE0ZWQFijKEJlyRWki/6fii9s7JR0NE5MFuP1loN0GhrK00KkViPycr+UcM4QkSnIO8mNLCisSETAShhCV4VocwKvsEOBI6ixWAx7UaGTfKYhyGngO7LN8hRbHfJVzLBd/++Bsyf0H1lIDrZcH5SjhfFU+/fcL5fMbLpeBwOGHkagWRodJTAs0ZoB2YPSyaEsBsNbx9rCfsoF6HWukI0gNI9iCdbWnS0vJwfenwNdMXrttQlJqS9xEhqDzNtlhpB5fAWUUY6hyVhnVuCqta9mgibcwuGuTrcIWVTOmzEq4ORWuAlnH9tdApUwaoOysEhKLxGQMEE+0cPlOu7P8mzD7VeseO3NWYVhHQODPEDKzrnJYALO/PAFMWZvb9x4REJUxKwJJQ6AJZAn4IaE1QWqBR5EXc0GrOCXvu6sT+nCbs5gyerG9fBcZOs1zAonj5fobUiv0uI7lCKlXw/eUFXw97ME84nxeIaENT7w8H1OXF+p8SOhOCpz0U8TWUwWmG4gClI6LsONETCCcAByBys6NNV+3+ATwXVB1wNf6ofV0kyxNPkdCP6Aotl8dYJsF367VtDhDtqNTY+L/bfZXjM2jQbQ2/R/Zob8KY5dfbOa5nEoUJVLrS3YS1XZKgLTVLHA8QWCAAYEfV88DXO56LdYZKRU2W6lO5NCcWAMxUAJjSKo4/uFfQ7RgOvU1lpZRT6G0xNCS4YXsTZlJP3zDHQ0rJMAmw/HbOT+BptpSiPIOmCRRFAlJypwrZWscMFW7rmlKFKkM1Y9rhVXlTk6ieWAsia1S4567prp1mplPO2ABadZfB49o72ysdDbjpbC3BadxhtcCMHa39huEe2sI2nsHzbL0T6YNLdsCCtpcc363DOeAsWS7SmEMbfxmGJhSpDVVYJ/P0iZinhHhBrX273U9YPjBPq3RvCLPlgFGgXuGGRXiK/bvI2oOiFOhY243ZBknOGTln0PRkOZbw5H+vTEGcgGSo1UYNRlZzXokNXlsVigIJPs9hqf+ILFZOuQP+puG9qKGLGy2b1sHSFSg/NeARu7cqJhaqAwPGDc0K0NK32rsgJiS2CkRwD4qkybzVcIT8ygyH9zNXVuGVqrQrFmHMBVKYAKsj731VRMBgo/SpBiKBDhQvhZHYaeaCpDxlyzcCIMsV1ZGoWq7G+4fulYKwG4viNbENPBLDa96fbB1NgFyvuH6/4nk+g/F3AMCUGLvpiG9/P+P42xfsDhkvL8/gCY1SLe92QL2igCHKTgG2ByLPT20OMpaKGUpHKJ1AZEwKRL/BClbYgk6o3r6PDOOYvx4t7x/jZ7UcXHWFzceRCAjVWFacxUEa0AQdU0DhO1KvW+7eR1qPWyYy3uVBYe1GuTsi1KtPRd9T8/8Bofuv25MpuFV99r0DGrDdk/a9RulgFWnIanMKNGZ/EKxci4Siw5OxpQCW75pmKE8g592sPEEaGvuCArZKTMq+SJbB0eHk6mz3kKeMhaUtqkZuDlS8gIlxWRYsUvD8/K3lCpda8N//9Qcg5oV6fn5GmXOr+LObJkgtWEpByntclzMEDM6DUlcJrAnTtAf4CaqfIPAccD2B5ASjakv+4m4WXG+1n997b5S2uJthviTVVr2tHXVzyEOVYOW6Hb3Irz3lo7O8tf+PnqEf3+7boxcYAIQYgGUAmg+OlSGwXO4WEGqFMwDV7qxrS7UKRJLlpquCs4+hhtSzQhXsv0V/7kA9JxVRbVy25IpD7MOobW1D6EbAsO5Y7m28x8TJ1rcUlHAZlTM4JdtGQbs4RuaDOcrXvRuLwIy4t10Eb4OuXNGMjmaNt7rC/aTz6ByrBSE621sd52GXfeXzj56B7rZHJyNHrN4PNlfPWLyzRSUdAYTckzFcIRTV8dxqCmv8tbM6itsJ2sHFOtuNwtvu4gbSGJ3ELuFVgCBDh+uTRHy2Djdutwk+lK5pmlA5twWSky2WArVqYBxUMzG4yCzhu8lnfM8fJxxUaESdg9Q96YyE4MHtlCtApBDAkauJEJhnO94BEEwd4czEmMKQCIV1XLTVohERui5ASywfm64Tg7u6MISMRoOrT4hhmsLDbNJ+JzbaKCLj/UsAolyPEgOcjLN0ytBpZzRYXjqyXM/A5QxdzpByMeVVrghAoP01z14lS6sRqshBOTVVLFzBpLiIoVefny9YGjE6QHVBLVf853/8Jz5//ozzywXluuDkxRU+f/6EqsXI1BNBLosRTHu6C5KA5h0mPgL8BYrfofgK0q/eJp8APQAaHJrq49s9bWaa+OQe7d/fRTMWMXg4f6KweyKpcarAWEk0tXApeepV50FWZwmotg8BEoYJYi6PK3jP4h4WVbjhju79ulMpqW8x4Ot6u6g5IFS0zQ/3x/u7qOJMKDeOBjKGGGX15xXwEBUKoNZEDEkeFnUjWVKG8tXSGUqGphmUMqr3zXq19tTqcDYHYPWVUwzMQwlMGQUVtSzI4WG+Chg78O4JogsKGImBb99fMIXRCoU+X/BH+QOHwx4vL8+g0wl6tO2yCGohXM6CLAKkGeWsoMXvYZpAfATXJ6P4we9g/grO1reJf3Mk9QxQgnlmLeJjbdSjiR8RHdAHhoxqV3Qe3dO47hHRba8D8EhhfWdcvqav/j9KeI7vQOYu3WRw5gEKA9EdUj5nR+TUjnkkyR0sQ7LkoC8I6erYHrwYlHqv8GaVLT2djMYriHtPuyMmns1v0tc3as6u1eDlBEq2Hiwajpv+ngjApIzU1dYH+tb7c+3bHtZaBzf8/SlXLyy2c9+re/zGDjai916Rn9DZGn2Fv5yHluGNkt0dDQwi89ZFMYDYa/zQ01p01dnG6yssaL7SSe86P6/6BnGyDuMWEhEw6VphhT9XV8rN49EUVvTFDApoYmjSxgBTw8prxxOSWqeL482F/xNe1v9CmHP3SPsH9f5InjNtJDyjwuoLMZw3L0h6/DySbhgwyLqqDpEGDWYHV1jvmycQqLHo32zVmMBHhk30PuWGVSUZemfPrTLPqxrDhSg4iRGsR2EPThAp0FIA2aOWK1LaAZ4KQvMVNL+gXs4ol2cInwG5WP4fYKktziBgIekCxc4oUWDh/IqKRQRIBKYXLNTjKufv3zChYgKh/Nc31Iug1IIpMebgHdwLqhDOF0GaCVSTpdAGUff+ExKfQPJXEP0VnP5iLBXkpNOyBzQjSLQjJagbCPZZNAyBteHZPBRKyG+RAv5ZoqEmsykliHEugwfT+l2n7/OojxvfzcgZQyxtT5OrWU/tV9ul4wn07ggXEgvZP1hgAhtgp319ARKy3HwC2jMQAGVGUAIptHFl20Fi/1gbybpQatgBQgKJ5X7CPaycjM/bmtPI2Eu5oFbPZ6WOxSAST80qxiCjCxgFLSVBzBCbpgzmAp0IlQU627jv7ZhRFXi5JlD6DZeS8LI4CfzVispI2uMiE/a7T7ByslFpbgfwZ4BPIP43cP6LUf94eVvFHhTUUYArqoPyooFx//mGljwIRYf0amaP7yzWYttn9PyTn1vdydKVwJCRGm044833tVIZc+xb8v/HxWz6QtxjGKSNCWHwNPb1pa8dxls7OKlcHxmmM0vf9K0gOHVYH/sSLDHMKx2h8eOj6ydEAFx3aBEeWESnj3leq3KKjrFpffP2M6M5ARV3a6Nd7+138m60NhSrR6mwPWw9doSuXUeJUmukuCnrKLHPrYfuVlZK2OrabyfnvtfZxu2heN9fpDf22LebdUJre3E1yNzCqcNk/OjaOr7UB/dI5FW8qLchkyuKfg/hPLk7ixNPm7WkqzYLX2NYTFWDZ3R9bQM2dO8UDR7WUu7buX/9WEWWIrcLaDcVyrdSMg9VeCdbuxjPY3irNEr4tmcKDsv14l+azWITNrd9dJgG9Obv41xvU4Kjw91Pzn2f2scaqM16DRigprTCQ3BRuzvxBKrVaH2kWpGOtIDUFda6YCpH1MsLlsse6XpGWS6NQFqkIECBAqNSshQGB3VhwQKjWEmpAnkBTaagAAAdP3uyP0DKeAGDM6GS4m9Xuwd5OSLtdpAMTPmIeX+COiE9AOh8gkwnCH9Fzn8B5c9QPiBK7EbONxpg0YoPjDmXAg9ZNa/rfX999NtPFSKs6p/oQGyubrys+iL1OYlh5RsxHH8jNn2v8wHX4znmt9ucwfj/Ud81U9Bvd3291TceVqxhfIqPGUJYb/30RFBmqxikrszXBPWS18LZ+JedvoenHXTetTSnKc8o153xYi9Gd2fAVc9hj3z2mFrVQC4apZlRISSodAImMw6JCqbjF0xB6wa4kUFYRJBzwlUFfy92D8v1hGm/B+aEPB9RdyfwtO9V2lKG5gOED6j4DKavIDpBvShG79vmMGmRukEhDGX/Z8trSuB7a/FjTxsNn/u5JbAjwzqFH/DWjd4+v+qb9/Qjcq8A38gYbVw1zc2sv9ZYfe2gm2cc7379nW+e7WZY2blGulG1/sGDTrEKwNhZbQUaFNbRP66xdjUVSYGauoPz/oSWYuRz7migjE/12L/e5U9IL4wwky3Y1smANsUFSOgHLcDHDryfNRjfv0e6UVrbcaYd3XUmYH33TGiVZFb7DA+uTK6YdoW4ebdN7fT6yndnWf29v9d1DjHXHgClwTs7nq8gvOqjVdz3aXzPH73Yr02E4bOBpLqVp3chFXVlRn1h0KYDuLF1O3XcTshx8rtrh/g2siKlt4dqGHRtNliDBhWIpKR21OglonGxVwWok1STmte1lsmAZZMiqUDRmRIgBbI/QpYnSF1QS4AAgSoVtV4h6nyt6kaMe2BJFpBeDeznBpVQceQpkLAgqdXOrjAAUIUiTQnF+T6/zRn702fM8wE8n0C7IyZHndpNkoH+5iPATwD2UJ3Q6pfbnToAwUPJQ49c4XOjv350d11J11KH9aIpcRa58RzVFvaBpzl4qUsFeIVEftAPV9yVEUkYGkIJKxj/uOrSDUMDYmENh0QHO4XUAWyjnlaz8sIAIO6E7TJeDwCYrUKbO0BIqs+F3I5VnsDqnn8tQM3Q7DmsuxlSDl5kpTaFtdSoGOQgVwdjkRRAF5BYPfUESyGKKoSVCogKgAXcFFaF5Lm9o4WNu1Vcab7OM/j0G+b5gDQfQPmAKR8tXxWel60K8IyUn4B0AsjKr9p7jBQGhfVxN1IDrEPNJXT/vn8BsSn1vcF2r7DGWmW4DG3cvT983Xc9sB8gbT1frwG3K0eisTDE/bMwaL22+ziO3RTdA0uxXW2NbjmsfNMeLU3h9Xa6vY8kvFZYb0QakF1bPu0oZiS+ejm7z7c3b7LJJptssskmm2yyycfKD3tYw8Oz8siN5dMGbb7J4H4ORBuTei7avefxNXno4l7v8cbR9AP7/ICE8+DmR33kHR0+8+AZbdtv0iBurQpzTCX3pjhlBsacRWrpfBFBeFhq7jYMfWMR3VrhLANQa+DJC7yjkkKGvNcIdYyPdxu2+DAZwiwNhMCWS9Sr9BnQJJ6ZAbB0FgwiNlBR4Jlafx6+0z3NyqqZm9dq9BiohfZAuKVTGvdsZyWsWC4CaamOGl0VCEwGFGv9xkusNlosEeOynNmQp94OUV5ZVYzTjw+Q7HmGVBroSoI6peUfKqB1SPlBY6ew8KhidMIH2wX5M7GHjowixaYj4/L7hJR34JzBeTbqLM9FtHY3UKCCoYUsXHvDUBE54oaBZaPiG9u6OfBoAAt+vGggdkGD19i85SNugAVOcRUSAFIfrwOYY+yTPcQ4dtQ0fIsB8ChKkPxkjNuYv9Ez6dB/aTzbqjJQm0akRw9aLmKAGj1C0LyHYhyeKpZ/HmwHY0pXpLAxjJpOuKIG12MSaK7IEKguqM7cEuVtocGO4LQ/MKBJ9XSY+G7TgDaXkHpua7SURe3Vq4kRpmnCNHsJzLwD7T+D5p3l2O72oGluLCKUUvOYGZvIBBVGTEICeOqLe6F9wog0DGn9/NfpzyvRe7qoHkK2+75nkLDx3sazjjoB4TEuRu9+M6939P0fwNIM13+cJ/tPyOjaXP8IHT2sq0iar0s0xCoeBqfX99ZAm8NB1BptYGy48YTS+pR38t7zkw5RrNt9Va2g5IBxus0GZQy4mlfkHYV1cEOPK1L85mFjoSHfQiK7YbwwDb5cAzz0fe4bge46LFaNS83J7Wd80JD2wvpLeTVP9Q3pKSivodrwMCVgFc6nB8Hxm5fyqBtQmxBtEI9H3D6b0UQ8OAeNC4a+O4eNtZhHAt8ApRmZ+Q16EOvFUMPN/07e0p8v+uCzPd/t4r1iVqg3i/ww8ldTTVsUxsXh0Wzy+O2u/77/BKuxGDdHr02kNhkTAmE91t4O8wOd7QDUQFmiAiQBOxeoqkK5lwUe0al2vvgXoSVTxCOFyfJVx1ypkVw8eP2MHiVCRClPEJ7BnMDJEjEqdeOQ2+xBN+mV8Z78r643rb7rzbzx6mT8AaCrEUJxh0zolmojIV9tDlpBasrXervPJ0TA2tQZOlybzG/ua+y3D5Qi7fvcqwvDvY+fuWsfOvweOeb2j4ffjFLNCDuojQFg/T5J2ABZqPBSA0NIWYyP2BXWvgiG4mQFWxpa+m6+8MKePo/bOcdnC4CQA1eYmzE25R2QjkhpwjRNoJSg3LluQakZZCDyabi3poKhA4doMJ/0V9ABNj9bbC66X4/XbXPvKBkmESiMlCeMHVqN5VBqR8CRK7kPhwnd/DbmcUbp6S639x1fO1DpMW3Xa7J+DeRpdPf7rdbSB+vFaiw9eK57Vf12rX/BccrKAAAB4klEQVSgjw1tbses9ZS17uCfRt3v/jG6/tAcPn1sijpgS6m9mzudlqkBmF+TNxXW915OWDyj2sl3L/1OjW6/ByDr7rzQ1cPeLpIIUMkvIO8mXv8ryXuTEfr2j26L165vE+ra2Ik+6H6jJrEQNXAhD0v2SmEdEw0fXPD/6t1/ICOn3q0x1g1BaspkeBd5yCfnNCq7Q3J9eE/Dwz+40QcD2S9hRTxGhbUl+EMb12dU4urJ/3aC8EK528pO64wVlUKlCgXYrpHVKJOYXuFx7g0xtNfai6o6Gi6/6rh9xDKxXgjuoiYrY/ldG/WXkEcK56PtK3TzXZUh9HruRIB4HXRicOrLnIiYQspTKySyQrD78ezOgjReh8hHvCusoQDxbRStM7akxCtjjKcM4akzvcBtrsHQJ6Xugb7X+u8Mr1E+MlBwt04Pv/+z53nrt/Wrf6xHjKCemMPvDdSPHfd3/drlo9fOP0vssXysPnBoxbt8S+hftXE22WSTTTbZZJNNNvnXkA10tckmm2yyySabbLLJLy2bwrrJJptssskmm2yyyS8tm8K6ySabbLLJJptssskvLZvCuskmm2yyySabbLLJLy2bwrrJJptssskmm2yyyS8tm8K6ySabbLLJJptssskvLf8DFZcXkiWrscAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=RandomResizedCrop(128, min_scale=0.3))\n", + "dls = bears.dataloaders(path)\n", + "dls.train.get_idxs = lambda: Inf.ones\n", + "dls.train.show_batch(max_n=4, rows=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data augmentation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "interp.plot_top_losses(5, rows=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d547f14e0f7848f39627ebb88d457e64", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Dropdown(options=('black', 'grizzly', 'teddy'), value='black'), Dropdown(options=('Train', 'Val…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cleaner = ImageClassifierCleaner(learn)\n", + "cleaner" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Turning your model into an online application" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using the model for inference" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn.export()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#1) [Path('export.pkl')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path = Path()\n", + "path.ls(file_exts='.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn_inf = load_learner(path/'export.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "('grizzly', tensor(1), tensor([9.0767e-06, 9.9999e-01, 1.5748e-07]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn_inf.predict('images/grizzly.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#3) ['black','grizzly','teddy']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn_inf.dls.vocab" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a Notebook app from the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e0c4141e3c76425c98ae9994ccf9a748", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "FileUpload(value={}, description='Upload')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "btn_upload = widgets.FileUpload()\n", + "btn_upload" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [], + "source": [ + "#hide\n", + "# For the book, we can't actually click an upload button, so we fake it\n", + "btn_upload = SimpleNamespace(data = ['images/grizzly.jpg'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "img = PILImage.create(btn_upload.data[-1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "out_pl = widgets.Output()\n", + "out_pl.clear_output()\n", + "with out_pl: display(img.to_thumb(128,128))\n", + "out_pl" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pred,pred_idx,probs = learn_inf.predict(img)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "08509e39d3454701b5fed10439970e84", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Label(value='Prediction: grizzly; Probability: 1.0000')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lbl_pred = widgets.Label()\n", + "lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", + "lbl_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5948c2dc026d43cb9afdce7dee8fa425", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='Classify', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "btn_run = widgets.Button(description='Classify')\n", + "btn_run" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def on_click_classify(change):\n", + " img = PILImage.create(btn_upload.data[-1])\n", + " out_pl.clear_output()\n", + " with out_pl: display(img.to_thumb(128,128))\n", + " pred,pred_idx,probs = learn_inf.predict(img)\n", + " lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", + "\n", + "btn_run.on_click(on_click_classify)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "#Putting back btn_upload to a widget for next cell\n", + "btn_upload = widgets.FileUpload()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e9e7b05555a44125ac0e5365e17ea59d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Label(value='Select your bear!'), FileUpload(value={}, description='Upload'), Button(descriptio…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "VBox([widgets.Label('Select your bear!'), \n", + " btn_upload, btn_run, out_pl, lbl_pred])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Turning your notebook into a real app" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deploying your app" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How to avoid disaster" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unforeseen consequences and feedback loops" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get writing!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/clean/03_ethics.ipynb b/clean/03_ethics.ipynb new file mode 100644 index 000000000..8a20f766d --- /dev/null +++ b/clean/03_ethics.ipynb @@ -0,0 +1,261 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Ethics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Acknowledgement: Dr Rachel Thomas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key examples for data ethics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bugs and recourse: Buggy algorithm used for healthcare benefits" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feedback loops: YouTube's recommendation system" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bias: Professor Lantanya Sweeney \"arrested\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Why does this matter?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Integrating machine learning with product design" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Topics in Data Ethics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Recourse and accountability" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feedback loops" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Historical bias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Measurement bias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Aggregation Bias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Representation Bias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Addressing different types of bias" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Humans are biased, so does algorithmic bias matter?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Disinformation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Identifying and addressing ethical issues" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Analyze a project you are working on" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Processes to implement" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Ethical Lenses" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The power of diversity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fairness, accountability, and transparency" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Role of Policy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The effectiveness of regulation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rights and policy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cars: a historical precedent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Section 1: that's a wrap!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/clean/04_mnist_basics.ipynb b/clean/04_mnist_basics.ipynb new file mode 100644 index 000000000..8319a7cbf --- /dev/null +++ b/clean/04_mnist_basics.ipynb @@ -0,0 +1,3966 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from fastai2.vision.all import *\n", + "from utils import *\n", + "\n", + "matplotlib.rc('image', cmap='Greys')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Under the hood: training a digit classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pixels: the foundations of computer vision" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sidebar: Tenacity and deep learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## End sidebar" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.MNIST_SAMPLE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#3) [Path('valid'),Path('train'),Path('labels.csv')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path.ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#2) [Path('train/3'),Path('train/7')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(path/'train').ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#6131) 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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im3_t = tensor(im3)\n", + "df = pd.DataFrame(im3_t[4:15,4:22])\n", + "df.style.set_properties(**{'font-size':'6pt'}).background_gradient('Greys')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First try: pixel similarity" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(6131, 6265)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seven_tensors = [tensor(Image.open(o)) for o in sevens]\n", + "three_tensors = [tensor(Image.open(o)) for o in threes]\n", + "len(three_tensors),len(seven_tensors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "show_image(three_tensors[1]);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([6131, 28, 28])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stacked_sevens = torch.stack(seven_tensors).float()/255\n", + "stacked_threes = torch.stack(three_tensors).float()/255\n", + "stacked_threes.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(stacked_threes.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stacked_threes.ndim" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mean3 = stacked_threes.mean(0)\n", + "show_image(mean3);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mean7 = stacked_sevens.mean(0)\n", + "show_image(mean7);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "a_3 = stacked_threes[1]\n", + "show_image(a_3);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.1114), tensor(0.2021))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dist_3_abs = (a_3 - mean3).abs().mean()\n", + "dist_3_sqr = ((a_3 - mean3)**2).mean().sqrt()\n", + "dist_3_abs,dist_3_sqr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.1586), tensor(0.3021))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dist_7_abs = (a_3 - mean7).abs().mean()\n", + "dist_7_sqr = ((a_3 - mean7)**2).mean().sqrt()\n", + "dist_7_abs,dist_7_sqr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.1586), tensor(0.3021))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "F.l1_loss(a_3.float(),mean7), F.mse_loss(a_3,mean7).sqrt()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### NumPy arrays and PyTorch tensors" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = [[1,2,3],[4,5,6]]\n", + "arr = array (data)\n", + "tns = tensor(data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 2, 3],\n", + " [4, 5, 6]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr # numpy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[1, 2, 3],\n", + " [4, 5, 6]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns # pytorch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([4, 5, 6])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns[1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([2, 5])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns[:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([5, 6])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns[1,1:3]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[2, 3, 4],\n", + " [5, 6, 7]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns+1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'torch.LongTensor'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns.type()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[1.5000, 3.0000, 4.5000],\n", + " [6.0000, 7.5000, 9.0000]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tns*1.5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Computing metrics using broadcasting" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([1010, 28, 28]), torch.Size([1028, 28, 28]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valid_3_tens = torch.stack([tensor(Image.open(o)) \n", + " for o in (path/'valid'/'3').ls()])\n", + "valid_3_tens = valid_3_tens.float()/255\n", + "valid_7_tens = torch.stack([tensor(Image.open(o)) \n", + " for o in (path/'valid'/'7').ls()])\n", + "valid_7_tens = valid_7_tens.float()/255\n", + "valid_3_tens.shape,valid_7_tens.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.1114)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def mnist_distance(a,b): return (a-b).abs().mean((-1,-2))\n", + "mnist_distance(a_3, mean3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([0.1156, 0.1257, 0.1369, ..., 0.1493, 0.1366, 0.1107]),\n", + " torch.Size([1010]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valid_3_dist = mnist_distance(valid_3_tens, mean3)\n", + "valid_3_dist, valid_3_dist.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([2, 3, 4])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tensor([1,2,3]) + tensor([1,1,1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([1010, 28, 28])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(valid_3_tens-mean3).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def is_3(x): return mnist_distance(x,mean3) < mnist_distance(x,mean7)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(True), tensor(1.))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "is_3(a_3), is_3(a_3).float()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([True, True, True, ..., True, True, True])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "is_3(valid_3_tens)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.9168), tensor(0.9854), tensor(0.9511))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_3s = is_3(valid_3_tens).float() .mean()\n", + "accuracy_7s = (1 - is_3(valid_7_tens).float()).mean()\n", + "\n", + "accuracy_3s,accuracy_7s,(accuracy_3s+accuracy_7s)/2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Stochastic Gradient descent (SGD)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "G\n", + "\n", + "\n", + "\n", + "init\n", + "\n", + "init\n", + "\n", + "\n", + "\n", + "predict\n", + "\n", + "predict\n", + "\n", + "\n", + "\n", + "init->predict\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "loss\n", + "\n", + "loss\n", + "\n", + "\n", + "\n", + "predict->loss\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "gradient\n", + "\n", + "gradient\n", + "\n", + "\n", + "\n", + "loss->gradient\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "step\n", + "\n", + "step\n", + "\n", + "\n", + "\n", + "gradient->step\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "step->predict\n", + "\n", + "\n", + "repeat\n", + "\n", + "\n", + "\n", + "stop\n", + "\n", + "stop\n", + "\n", + "\n", + "\n", + "step->stop\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gv('''\n", + "init->predict->loss->gradient->step->stop\n", + "step->predict[label=repeat]\n", + "''')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def f(x): return x**2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_function(f, 'x', 'x**2')\n", + "plt.scatter(-1.5, f(-1.5), color='red');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The gradient" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xt = tensor(3.).requires_grad_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(9., grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yt = f(xt)\n", + "yt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yt.backward()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(6.)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xt.grad" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 3., 4., 10.], requires_grad=True)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xt = tensor([3.,4.,10.]).requires_grad_()\n", + "xt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(125., grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def f(x): return (x**2).sum()\n", + "\n", + "yt = f(xt)\n", + "yt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 6., 8., 20.])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yt.backward()\n", + "xt.grad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Stepping with a learning rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### An end-to-end SGD example" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13., 14., 15., 16., 17., 18., 19.])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "time = torch.arange(0,20).float(); time" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "speed = torch.randn(20)*3 + 0.75*(time-9.5)**2 + 1\n", + "plt.scatter(time,speed);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def f(t, params):\n", + " a,b,c = params\n", + " return a*(t**2) + (b*t) + c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mse(preds, targets): return ((preds-targets)**2).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "params = torch.randn(3).requires_grad_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "orig_params = params.clone()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "preds = f(time, params)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def show_preds(preds, ax=None):\n", + " if ax is None: ax=plt.subplots()[1]\n", + " ax.scatter(time, speed)\n", + " ax.scatter(time, to_np(preds), color='red')\n", + " ax.set_ylim(-300,100)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "params.grad * 1e-5" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([-0.7658, -0.7506, 1.3525], requires_grad=True)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "params" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lr = 1e-5\n", + "params.data -= lr * params.grad.data\n", + "params.grad = None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(5435.5366, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds = f(time,params)\n", + "mse(preds, speed)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "show_preds(preds)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def apply_step(params, prn=True):\n", + " preds = f(time, params)\n", + " loss = mse(preds, speed)\n", + " loss.backward()\n", + " params.data -= lr * params.grad.data\n", + " params.grad = None\n", + " if prn: print(loss.item())\n", + " return preds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5435.53662109375\n", + "1577.4495849609375\n", + "847.3780517578125\n", + "709.22265625\n", + "683.0757446289062\n", + "678.12451171875\n", + "677.1839599609375\n", + "677.0025024414062\n", + "676.96435546875\n", + "676.9537353515625\n" + ] + } + ], + "source": [ + "for i in range(10): apply_step(params)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "params = orig_params.detach().requires_grad_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_,axs = plt.subplots(1,4,figsize=(12,3))\n", + "for ax in axs: show_preds(apply_step(params, False), ax)\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Summarizing gradient descent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MNIST loss function" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "trgts = tensor([1,0,1])\n", + "prds = tensor([0.9, 0.4, 0.2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mnist_loss(predictions, targets):\n", + " return torch.where(targets==1, 1-predictions, predictions).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0.1000, 0.4000, 0.8000])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.where(trgts==1, 1-prds, prds)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.4333)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mnist_loss(prds,trgts)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.2333)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mnist_loss(tensor([0.9, 0.4, 0.8]),trgts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sigmoid" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def sigmoid(x): return 1/(1+torch.exp(-x))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_function(torch.sigmoid, title='Sigmoid', min=-4, max=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mnist_loss(predictions, targets):\n", + " predictions = predictions.sigmoid()\n", + " return torch.where(targets==1, 1-predictions, predictions).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### SGD and mini-batches" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([10, 13, 0, 4, 5]),\n", + " tensor([ 6, 14, 7, 8, 9]),\n", + " tensor([ 1, 3, 12, 11, 2])]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coll = range(15)\n", + "dl = DataLoader(coll, batch_size=5, shuffle=True)\n", + "list(dl)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#26) [(0, 'a'),(1, 'b'),(2, 'c'),(3, 'd'),(4, 'e'),(5, 'f'),(6, 'g'),(7, 'h'),(8, 'i'),(9, 'j')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = L(enumerate(string.ascii_lowercase))\n", + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(tensor([ 5, 21, 20, 13, 17, 7]), ('f', 'v', 'u', 'n', 'r', 'h')),\n", + " (tensor([ 4, 3, 9, 18, 11, 24]), ('e', 'd', 'j', 's', 'l', 'y')),\n", + " (tensor([14, 22, 15, 1, 16, 25]), ('o', 'w', 'p', 'b', 'q', 'z')),\n", + " (tensor([ 2, 19, 23, 8, 12, 6]), ('c', 't', 'x', 'i', 'm', 'g')),\n", + " (tensor([ 0, 10]), ('a', 'k'))]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dl = DataLoader(ds, batch_size=6, shuffle=True)\n", + "list(dl)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Putting it all together" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "train_x = torch.cat([stacked_threes, stacked_sevens]).view(-1, 28*28)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([12396, 784]), torch.Size([12396, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_y = tensor([1]*len(threes) + [0]*len(sevens)).unsqueeze(1)\n", + "train_x.shape,train_y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([784]), tensor([1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dset = list(zip(train_x,train_y))\n", + "x,y = dset[0]\n", + "x.shape,y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([256, 784]), torch.Size([256, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dl = DataLoader(dset, batch_size=256)\n", + "xb,yb = first(dl)\n", + "xb.shape,yb.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "valid_x = torch.cat([valid_3_tens, valid_7_tens]).view(-1, 28*28)\n", + "valid_y = tensor([1]*len(valid_3_tens) + [0]*len(valid_7_tens)).unsqueeze(1)\n", + "valid_dset = list(zip(valid_x,valid_y))\n", + "valid_dl = DataLoader(valid_dset, batch_size=256)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def init_params(size, std=1.0): return (torch.randn(size)*std).requires_grad_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "weights = init_params((28*28,1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bias = init_params(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([4.5118], grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(train_x[0]*weights.T).sum() + bias" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([4, 784])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "batch = train_x[:4]\n", + "batch.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 4.5118],\n", + " [ 3.6536],\n", + " [11.2975],\n", + " [14.1164]], grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def linear1(xb): return xb@weights + bias\n", + "preds = linear1(batch)\n", + "preds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.0090, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "loss = mnist_loss(preds, train_y[:4])\n", + "loss" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([784, 1]), tensor(-0.0013), tensor([-0.0088]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "loss.backward()\n", + "weights.grad.shape,weights.grad.mean(),bias.grad" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def calc_grad(xb, yb, model):\n", + " preds = model(xb)\n", + " loss = mnist_loss(preds, yb)\n", + " loss.backward()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(-0.0025), tensor([-0.0177]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calc_grad(batch, train_y[:4], linear1)\n", + "weights.grad.mean(),bias.grad" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(-0.0038), tensor([-0.0265]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calc_grad(batch, train_y[:4], linear1)\n", + "weights.grad.mean(),bias.grad" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "weights.grad.zero_()\n", + "bias.grad.zero_();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def train_epoch(model, lr, params):\n", + " for xb,yb in dl:\n", + " calc_grad(xb, yb, model)\n", + " for p in params:\n", + " p.data -= p.grad*lr\n", + " p.grad.zero_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[True],\n", + " [True],\n", + " [True],\n", + " [True]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(preds>0.0).float() == train_y[:4]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def batch_accuracy(xb, yb):\n", + " preds = xb.sigmoid()\n", + " correct = (preds>0.5) == yb\n", + " return correct.float().mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(1.)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "batch_accuracy(linear1(batch), train_y[:4])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def validate_epoch(model):\n", + " accs = [batch_accuracy(model(xb), yb) for xb,yb in valid_dl]\n", + " return round(torch.stack(accs).mean().item(), 4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4403" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "validate_epoch(linear1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4992" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr = 1.\n", + "params = weights,bias\n", + "train_epoch(linear1, lr, params)\n", + "validate_epoch(linear1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6772 0.8081 0.914 0.9453 0.9565 0.9619 0.9624 0.9633 0.9658 0.9677 0.9702 0.9716 0.9721 0.9736 0.9741 0.9745 0.9765 0.977 0.977 0.9765 " + ] + } + ], + "source": [ + "for i in range(20):\n", + " train_epoch(linear1, lr, params)\n", + " print(validate_epoch(linear1), end=' ')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating an optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "linear_model = nn.Linear(28*28,1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([1, 784]), torch.Size([1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "w,b = linear_model.parameters()\n", + "w.shape,b.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class BasicOptim:\n", + " def __init__(self,params,lr): self.params,self.lr = list(params),lr\n", + "\n", + " def step(self, *args, **kwargs):\n", + " for p in self.params: p.data -= p.grad.data * self.lr\n", + "\n", + " def zero_grad(self, *args, **kwargs):\n", + " for p in self.params: p.grad = None" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "opt = BasicOptim(linear_model.parameters(), lr)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def train_epoch(model):\n", + " for xb,yb in dl:\n", + " calc_grad(xb, yb, model)\n", + " opt.step()\n", + " opt.zero_grad()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6714" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "validate_epoch(linear_model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def train_model(model, epochs):\n", + " for i in range(epochs):\n", + " train_epoch(model)\n", + " print(validate_epoch(model), end=' ')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.4932 0.7935 0.8477 0.9165 0.9346 0.9482 0.956 0.9634 0.9658 0.9673 0.9702 0.9717 0.9731 0.9751 0.9756 0.9765 0.9775 0.978 0.9785 0.9785 " + ] + } + ], + "source": [ + "train_model(linear_model, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.4932 0.771 0.8594 0.918 0.9355 0.9492 0.9575 0.9634 0.9658 0.9682 0.9692 0.9717 0.9731 0.9751 0.9756 0.977 0.977 0.9785 0.9785 0.9785 " + ] + } + ], + "source": [ + "linear_model = nn.Linear(28*28,1)\n", + "opt = SGD(linear_model.parameters(), lr)\n", + "train_model(linear_model, 20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = DataLoaders(dl, valid_dl)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = Learner(dls, nn.Linear(28*28,1), opt_func=SGD,\n", + " loss_func=mnist_loss, metrics=batch_accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + 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epochtrain_lossvalid_lossbatch_accuracytime
00.6369180.5034450.49558400:00
10.5002830.1925970.83954900:00
20.1843490.1822950.83366000:00
30.0812780.1072600.91216900:00
40.0433160.0783200.93277700:00
50.0285030.0627120.94602500:00
60.0224140.0529990.95534800:00
70.0197040.0465310.96221800:00
80.0183230.0419790.96565300:00
90.0174860.0386220.96663400:00
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit(10, lr=lr)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adding a non-linearity" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def simple_net(xb): \n", + " res = xb@w1 + b1\n", + " res = res.max(tensor(0.0))\n", + " res = res@w2 + b2\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w1 = init_params((28*28,30))\n", + "b1 = init_params(30)\n", + "w2 = init_params((30,1))\n", + "b2 = init_params(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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epochtrain_lossvalid_lossbatch_accuracytime
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10.1416920.2168930.81648700:00
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30.0524440.0757820.94111900:00
40.0400780.0596580.95780200:00
50.0337290.0505420.96270900:00
60.0300570.0447510.96565300:00
70.0276530.0407750.96761500:00
80.0259140.0378670.96908700:00
90.0245630.0356420.97006900:00
100.0234650.0338730.97203100:00
110.0225470.0324210.97203100:00
120.0217610.0312020.97301300:00
130.0210810.0301530.97448500:00
140.0204820.0292380.97448500:00
150.0199490.0284290.97595700:00
160.0194720.0277060.97693800:00
170.0190390.0270550.97742900:00
180.0186450.0264660.97792000:00
190.0182830.0259310.97792000:00
200.0179500.0254410.97890100:00
210.0176410.0249910.97988200:00
220.0173530.0245760.97988200:00
230.0170840.0241920.98037300:00
240.0168320.0238370.98086400:00
250.0165950.0235060.98135400:00
260.0163710.0231980.98135400:00
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310.0154140.0219320.98184500:00
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330.0150920.0215290.98233600:00
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350.0147960.0211710.98282600:00
360.0146580.0210070.98282600:00
370.0145240.0208520.98282600:00
380.0143960.0207040.98331700:00
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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(L(learn.recorder.values).itemgot(2));" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.983316957950592" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.recorder.values[-1][2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.1256850.0262560.99264000:11
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dls = ImageDataLoaders.from_folder(path)\n", + "learn = cnn_learner(dls, resnet18, pretrained=False,\n", + " loss_func=F.cross_entropy, metrics=accuracy)\n", + "learn.fit_one_cycle(1, 0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Jargon recap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### _Choose Your Own Adventure_ reminder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/05_pet_breeds.ipynb b/clean/05_pet_breeds.ipynb new file mode 100644 index 000000000..7d40b4c27 --- /dev/null +++ b/clean/05_pet_breeds.ipynb @@ -0,0 +1,1732 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Image classification" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## From dogs and cats, to pet breeds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.PETS)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#3) [Path('annotations'),Path('images'),Path('models')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path.ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#7394) [Path('images/great_pyrenees_173.jpg'),Path('images/wheaten_terrier_46.jpg'),Path('images/Ragdoll_262.jpg'),Path('images/german_shorthaired_3.jpg'),Path('images/american_bulldog_196.jpg'),Path('images/boxer_188.jpg'),Path('images/staffordshire_bull_terrier_173.jpg'),Path('images/basset_hound_71.jpg'),Path('images/staffordshire_bull_terrier_37.jpg'),Path('images/yorkshire_terrier_18.jpg')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(path/\"images\").ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fname = (path/\"images\").ls()[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['great_pyrenees']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "re.findall(r'(.+)_\\d+.jpg$', fname.name)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pets = DataBlock(blocks = (ImageBlock, CategoryBlock),\n", + " get_items=get_image_files, \n", + " splitter=RandomSplitter(seed=42),\n", + " get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'),\n", + " item_tfms=Resize(460),\n", + " batch_tfms=aug_transforms(size=224, min_scale=0.75))\n", + "dls = pets.dataloaders(path/\"images\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Presizing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/png": 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t6GADUgI+pJcb+nfaTwLmfLhjnE/kunB33DPcHfhYG7lUrFZ+98kpJTPtRi7txvn5xNv7X9GsUmtjlx4YB+N3lw98tf8lH26/I3riulw5306oCku5MgyRGHZUP7AuH4jSkPlrvBnZBlrJzHLgYXrNkISxOVOOpJqIIdCsUm5XrucLNwuUy9qvWXttwWtBQ+uZyO6B1iq2VpZsSBo5Hu+4e/M1837HPEUO00QaJqhXpDXyZeHy7h1/+b/8G9ZsrAWu2ViYQOG4c2pbWC+V6xM865mDGYe7PTpEPAxcrwuHu8Lx4Y4w31ErnN8/chgmpgDNG+YDVgppr+xe7aBCJWMm3K4D1VdEjLif8GHArNHMGO+PFGus68Lp/Ynd9cpuv+vUmzi3W6bGRG6F6o1qmVp6ZEuMxEHQFrfozHtkvtxIs5L2E59uhWsxuGaGlrHa8BRJhxG7OSoNX5zzrbFeF+7vlYe3sFwaqNGsUFhowJQiy+mRlrvzVAWsYBaRFIhzAnVaK3gDMUW04c26s8graEWGhpMwaWgYtsNoiA49GndB0BeeqjuU36uHimzRtAiOI+pMY8DvdtjPf8bheEfJC7VWLp+eePztkeune8ryTL09IUGR0AipA8Y/BWvmmGgvH7h1mi+3jbruQBFiIKbES/m3Zx660V8BvNNX7kIa2Wit7nhDCKC+ZSL9bosZ0hrUSi2GqrKygvXnGVQJDkmVcSuSuRspRULotatajFIWSs6Ukqml0FoFNzRBUCEFIaqT1BhizxhBcQ3dFSDEITLNI+NuRxh6YFRz2TI0YdpPhJjQ0N1iK4Ww9s9ttdd63XWjODstqALqFfWG0IG1lo0eHCY09bxHQkCGiWHXA3ErK61kajVq3ehXlEajec8szX+kZF+AU+lf/2jyGX16nb87f+9bHnftWdwL3WqOKkScoHT6OCoaI2FIpHFgmEbikKilouJ4CIgmHCFqIqREHCIhKiq2UbuG105B98A0gvY99nkfifytNfeYq4OetdJZ1Y0M7rXQAKpgL/VPw2pDXuhowGrF8kpbb2hQNPXMEjXEWg8seDnnG8NkEaR1HyGKqr/cPSxFYl/I32k/CZjL6YnjaOQ6Mk0jhzdvKNeFy3pDzif+8vEjh4c9WY13v3lP9Im7+Vuerv8nX49vWfV3PNZH5nDEg/H09BEJwph2POWP3NsrWrsR92+Z5q/49OlvOF1/wzz9GtdKuxZqhlknfvVqYj9O3IXKK3sFHxuPT+8QM9acOZ1urCKMh7EfPA/cspO1EuaZ0gxR+Op+QsVpDW7LHa9+ds83f/Rrvv7mDdPuiNUGuRJCw9Ndj45EOF8q8vot5fZEzMKbN0fexsTjuxNNB/b7kbtfDuyeFx4/PCLqvP94ZbcTdmPg3e8+cnq88qd/9s/4s//kj0jjjpBmbreF/PRESnvufvnAfD+zrkvPaJYTzR1JA9Ps5Evi8d17dvevmKYdVgvihu93PfKNkeu043p6xM9XXANxP+PjQCs31uWZ6/NHLucT5+dCKc48RlQapj3pUHWWIpS1sp6uHOfMsJvISXm8GWHpmWWslftXI/N05PsPysKJD5fGkIypOnnJnK/OfmqM3xc8JCwrOkfCFJgPB9Qz16cTLY8MOaMCPgl1VfLTlTjtPlNGmgYwxU4NrwsaQTQRDgfifNdd4nbAVCKu8XM0CRWr6+fDKi9igRhevAqCk4IQ9oH9fI9whwG1CbdbYb39Gcuycn08sZweuT2+Y3n+QPMV5w8fsP+Q7Pn5ym2t7Pcz0xBRlIAwRO0ikRjRGDuFutU5W8uElrdSkGN1oZUVGQeaTJ2FiYEwJHaHHaJX1CuBQJSRMSmHeWC5DVyuCyZCGrVTbdZLMjFGYoqd5tVODepWFy63hZYL7nWj3I3WHDNBVRkPkd00Ms0z424ijWMX5uEQlNJgvRWm4479/YE0TT1bqgXyQlDBrRE2IJANsK01yrKwXG/k0nqtzjuNF2tGN1FZCIJV63XUaU+qSjNF1Nm9foPEYctgA+M8kIah13CvF+p6ZS2NZc2UUkEMlx8FWM168GEbNSv0fwvaaU1VfgQEVdwEjULa6saGkKuxrpXWjFah4UjrYOkOwzRyOO7Y72eO+x2H3cx+NzIMiTW3Tt2GSEqBNIwM08gwDqQhgBXydcUjaEh4k063Ai4NQkC3uvVnDJJtr0kPZltreF5olvEGMQ2EcSCaEenBgW0UuZvgzTqF3ByrjZY7De+1EeeIaoIQQYXW6o8aoK0u6rGX2tRjr39urInQ6emUAsLwB8/QTwLm4fWRD+dnjseR61o42tqVcofIhRtGY7GFy5KxOhDHAZIQ14B75e3rI3/9VPj27mu+v37HICMlZNa84DSuy3s8CUMY0Vr5+PzXpDEQg1Jq5ZS7mm4X9qzV+OX9gYe4Jz5llsuNLAGnsTS45EaxG6Vkdnf3DNPEYRcYhgfy7YxEw1wJoYc7Y1J2hyPz7sBhfyS6wrJi+YaVRjp8Sxgjnq9IPXF9/xva8zOWV8KcUDEwOLyewRvtdmYIid3riVlnrucLuhOCNlYPHF6/Jpvyw8dM+PPf8up+4qtfCWJHrFWYI5ZvCCtaK23JnD88UXJDhkg1Iw0j5bbg+ythTAgVLxlpK3f3I0O6x9YLl7Nwfrywe9gRxNChF+fXW+V6urDeVlycGAOWK9kE90IUR1xJGiAELAirG6FUxJyooMNAK5VWC6yZ4WEgJsAbuQZojcfnM/vHT0zHBx4/nDiOI7uiXfxzLRyl0pYLeVnAG2kQ1ouTotJ2W+Z8u4H2yDCI47bgIWLFqbcL3lZCGplSxELqTiOkfhiVTXDgPZPBqaXXk1Rf1HfgzZGt1gWOhESgR8vSydwete4T0zRwsAPt1R2nxwOn/cz6cE/NT7Ry+v+CX//ebbneKDmDVXw3McRIVCGGXmfr9GTP2FTDFnM3dEpbdqBdIOSbOtNbzypUUFHCMDBaf4+YAqVESq3UcWQYO5jlUonT2MVlbt1RxZ69Gt7pRsBcukP01p3vViuw2qjFcBNkSIzzRIyREHR7D6G0Djg1N/JaaKWxfzjidMWkQqcWQ6A2/UxJr9dLp/arUUunfXtWHmGYEInghrW1B9Y47XPSJD07HyOhDiCNYUrEIXXaOEXSkPqZaw0rPdBoBqUYOdeuTH7JKG0T4Zj/mFG+SEFd+PxnY0mCCiEEQlLi0Klnc4ViuPRuAFSwvBG8IfTnNU/sDweOxz37eWKaxq5fUEGCbMyDElIgjZGYtJ8db9RmeDPUQwd7/7F2qqbbdRiEF+HNj6p1tozPzfBqvbTTtmA2BCw0rPUSUieDYpf0bHXYHkj03SIxoil1n5giErok6qXuuS0EAFfFrQcTn5X3G/Xbs82txv8H7CcBM5+eCPMduSwc39yRr1eGMWIFnpfCbt5BFD59+B1TPFDCQEjKcZiwnClhZg6JNESu708kEvvdPdd8JkbhlK8c59cMYeR0/o4qK68Of8Q076glIy7EMDAPrznGwuv5gTfxDe4Vyon88XtEh65kS2fyU2UVQYcbMfS2g+TK6WrUWnCBw3FPFCUMO+5ev2I67KBWyvUZQ2hmaEroFCBfyE+fOL97x/vfPXK+FjIL+fuPQODrX/wMKxvj1+ByPbF/q4xppEZjTAXLDdKOeY68PuyoLXAuAZ4aQT8gtRKHIzUXbs+fKKdHynoj31aWW6Fko91qr+QlR8KBpw8Lu1ungMQdJBKWMykkpmlEUc6mxOqk2jDrBf8mTraVtWRaGzCHYo1ihrVMU0FJ6KacbFJpElgvBbGGBidGwUTJi3E7L5AEaUZ0oxlkU66XxrIsZE7U5yt3hwv3Xkn7e9oqlFuhSmY9X7aieyDGCZkCNd9AHSxT6xUldMXsLRPnmZYDy/MT4o04GsN9xtYVa04YKxIUrKI6IATwilmlLOcuBBgCYgX39bOyDjOQQBiPmxKvdkDQSAiCqJNiP1htENwPxKSs55HrJ6dc6j8Muf6RrOQVb0pRYxVHhpFxGlCJUBuGEGPPmkSUoIJEZZDpsxy/1orVrXYEWC1UIMZAiBGGoUfqQ685ltoopZLGQhiGLhpMQ1dZbooVB5oZrXZtgYTQM0k3FKPziz2TK0uhlNrpY0mdBqYrQ2t13CrOj8INDb3loK4rzJEhKt42CtG7stO7MoblWmi5UHOmloq5IDESxk3tmyI0o1xuWO2liRdHLCq4CCE4aYq49XuZkpAixOhEMVTApBHU0dDbG0o1ltzI7rTW19Pp2E0MYwCCSqe+Y+zq5RewfFEzh7ABp7AJFQPDODA1Y1kyt5ts19rQGBiGxOGw5/7hjsPxwDwOn4Mo8drLFpvMSMXpN27L7nxTD1cnhoBsi/WNrTGXz4AfwgtYAryApWzBh/ffZcuaQ0RjB8OeWb4A9/YeL3XZ7d4gig6xt+1E2ejfTgub98jJtyBONGwUcNveyzHZRGoStqVtSto/YD8JmE8fTwzzTI+lKrSR/X7iElaqGEZ/UIMHZJxRuWc/jFiDOhifcubu8IZLOdFqpVH5Kn7L8/rIMQycw0pIvcbwvH7i1eEtv3j4E4aYWeuNfTqy+2rkTx7+hNkKD0kJWQi7gdfxnmkXuD6d8PUJ8YD5jgY8Pi9cL5VhN/baxX5PMKO1Xiec7u+5f/uGN28fEAJWOkUizXCpaFjZLSt1KZwfT7z/4RMtDlhs3C6NUndUD7y2gTQCrRKniXwdyblxfH3PfH9H+jhze/qEpgvj4Z7D/ZEQR3ScsaVxWk/w8cZXv7wjDInlvJDzwNP7c6djUZoOFJRaG1KcKI6tDcVQMUJKeBq4/vY9YWgM85H9buJyHfvvC2hMWF5ZrzfKrQK977LULvrJtfYoLyiKk9wwoBh42TatG4GAlIZZIzfncm0ga48MG5goDSjiuCnLreAu3IohtjDOBYsjt+cFkS50EFGWq7F/iJtic0UHoK20DMQZu9zwdutrusHyfCFNAyQHD9TcqOtKktr7LyUhkZ55utDKQltXmCLiDeqClQte142yTWicEZ1oWxuAatxqm9brYZt6QBSmKSEyIV6pt31f1D8Bc6sgEWsblYUiu06rjiHgISIh4bKBjSiqkX7S2Xye0KhY7T19bg3zHpCp6iYYCbTmhFbR2giporH2NhSEdavXhdB7CmutfU2t062tOM16hqBJCSGCtw2QBJVIHBK73divCzqtLk5Kvd0jqCChU5h5KdTbjatX8vNzz5hCAPRzKwXivcVjLeScqbkDbzBnSJHgtbMRVrHcM/VeS+3UtYYO9Kj8KC6zhloXr+nvgYK1ipWMt37vcnHW3ChAMdsUs78HmrDRuh0sYwi9PW0TrKgDZqjLJpxy1I2oTohGVCOgxBAJAfJSSCn2Mttxz/Fuz2E/M6REEOnrqh0g/bOYp+Gt0qQDkAbtGeyWtdumlHf3TQH7Unflc0a5IRPQgdub05oDbQNbJbnivgU1tX+uOL1FpD9mXhQJL2CqYdMkeMWtq3NBsbZluG5dyBWk0+3WkE3sJaKbUrrfaKH3sv4h+0nAFBW83NBxz3K5gRQOD3fI0fj4/EQYD5RS+Pb4Fe+z8O3rP+bD8gkXZ5oT64eVb97s+OsffkCJSIDjeOTp9Il5HthPR1JKrHXFrJDqQCtPyLzrkYwt3KXMr2ZnaEesFOqSyd7AVrRV1DJphN39Azoa1+tCJTMf79k/zAwIls+UpbDWwv3bX3N/3DONgSEZwzxiJdKqUq4XcnGaJ8wKaMODUcoNTYFhd8er/Z4ghlOZ0lbraMb8ZuTNN3fk5zOhZeb9jmg73t+eWFcl1Eashd24Y7rfs/v1V+SlUW4nLrcr93PDhz3D7oHIgce/aQQqYT4SJaLeKOuNphNBjFyuUBaGOXP46i2fvp+4fPc3HHcnpunAtNsRohECpNi45kxeC7eTsVSntkJthmHboez662yySf+hWVfXDUPoRXeNtOqYV6rArTmaG1VCz+yEHoVrZbndiPOO8W5HmmbydWWen0njHbfzgnhm2B+xODLcvyLsJ9wztTSCL3jJaEiINPLaBR5SnZwNGWY8hr52oOVMXRc0VkIIm4JQofYot+WM14podyz1cmZ9/mGjdWd0uCPtd9Saaa2iqpo5DVgAACAASURBVNup7JmHinRqqB+tLpTwQBxH0u6Al+Xvi1n/qNZZSNmuZ8u+tlaOmASNXeHaatucSqf9WuNzRqOhxw7NGjTrdHZzsN5f7BqAiDSQFkBKzwoitNKIMXG7rT2Td6heeuuRNaw5rUI1AzXSoExzYtzamLx2xWR1o+TKhYX7V40w6NYH2bsK1RvSHMutKyrNyEumLkun4YJuwpWX9hbBabRSWPPKuvQME1EiAqt2Zxu68rIs165uLV3caK31QQYpEocIvWGCuq6IVbwELARS7Irw1iptE/30ARFdEJNLY21Gbkb9PbDEe70yBmUIgSEE0u9lXC+ZnVvP7sQNWkFrI249yRo7OLglhpDYT4njccfxMHHcj+x2IyFEvBnVDTenWg/MbeiDEzCw2tDQhWGiP9Yj3Ttl/wKK20o2GlU/i5DYztBLu0v7TDn3V7sEXDbKdFM599aT9vl3exa4BScqgOGtA7psQZ9s/bNuGwMQXlRQLwLCHqyLhn5fVLqa3tp2zv9u++k+zKcLGozDfUJ04LJm3k6ReHyLPT5CqOgqDLsD3xxmluXE+fLIPAmFkXHoeqbb5QYI89ijGAV2EXbjyDTsKK3fgA/n97x685o7O+AVqjWWOmK3hYYRa6Dklbou3M4nLucbl/OJfL2xO9yRBieiXG8BLxfq04UosqkdBQ17xpQ4vjoyTgcsZ3I+9wipNWouW4ofWD6+o9XK7dMjl0+PuAtjGpAI16cbuHNZOnde7cbl8Yn7AMf7Pe3yhC8LQ0iE4cDxThmDMO3v2L1+y+5uz939iL4eae2B08cP3J6f2L+Zme8fmN6+YTgcubz7wDAJOk6s5YaVI8P+Ds8ry8f33JZMfjoxPnzHcCc8vhv59OGJ+XVmml73Xq9SWG9nLk9PfeJJhcutkc3JtRfUdVPnmTtOxjcBUV66ii5NQI2I9Q31su+rBZbiVAriMMTeRhSsR8zjEQ73e8b9gdYiy+mGipJbRYEpwHx/ZH516BmzRVottKUgtRCnBsHwMKIh0kSprdfAnA6ERqFUp+WVEAuSAqJOjBHKirnRim9TUTodszyfuL17IiRlfDgQ0ojESK3rZyfkbcVcgKlXO16Qgq1vOESGaUfbG76uf/AM/YdkQ0pdfRp7+4SLkJttk1zi50Z9FcHq1kKwOUkCKKH/PMStWbx2R4Wh7mgMm+OUTqsLPdvRTht6bXhN+OnSWyikA5q30he4KRal1S1rcUpuW4IjNIfanNq8txTUxu1660pcZ2sHAVrP8lrtvcLVjLJkOhO3iXVSZdjBOPf6pzen5EpZC3kt5FJBhOhO80per53udKPcVtbcyLVTqLX26VIhVYYa+l4LibwsWI200PtULTkh9ilVLWdqXj479Bdaum5UtL1kZ/Q1q0BSYQhKCn2yj/sLXsrn6TVuvrWBbK0gTX4U7hBgiOg8ctiN3B337Hcj4xC6slheeqpf2kAagc4WWO1UqIgRo6DqnRqOYQNN2ZTUL/RwD0okxK0uu+2LTXHdr9lxiVsG3WlRHQY0Dj1wsz6lSLV1xby+CPvC54DW60uvbc/0wzD2mqcGWtmCKO1DFKxt4Lu9VrQzKBrSlpm+yI3/sOr9JwGzNHCMcDozzQ/Eu3vG/R5zZ0wjLUFdheO0w1z57bt35Hxl3kcu18zd4Z4fPn0PW4SaZGIpKySwyjbNY0fLI2v+SG4rMQau1yeW3Pj53WvuJkc8URfItws1Lyy3lXW90aRioizNuT0+bpsw00JiWZyrG4f9TPXGMH3FN3/8Rzy8fmAalDEZEqc+7acUPAzE/UxeV1SF3/zl99TLE0suFJ+4XlesLBxfHZlf/4wYI9PdG9zh+vhEvZ24PmUOR4fSi9JphtevZ4rvWD+dmIfI/m5mt58ZkhJCRQZF39xz+hjx2qCt7Pcj468e+DQalp+JqZJzwhlJ80C+XfFFOT8V8mL4X31PiMp8Fzn5RL4aX/3xN5S10i6PXJ9OnB8v5KXSkE7DWqP9eK625uAXeXsfChCjYF5J0qPb+iJzDxC8O8HWjLWVLq8XY78LiAmmTgh91Nl4mHuP7fVCSI7rjMbEdLhjf7dHfOn1DPMebfsA5UqrDQlGmAaQsgU0Rtwl2tJoS6XkMyWDrWsXfowDYUi4ZawYaD+wiOLWqPlKvhaaDcRxIsw7wjiA0gUM2nvk8C1ald53KFudE+kUoUZFNWHFaPv7fyh2/aPYMPT+Og19xKCZs6wFwlYDkrD1aQq2jTJr1bcpS/SsPXRK8EXFSqu02mlrEcU+R+89mw0hEb2rYPvYNmc6CbclU6r1SUm+1Y5eCpraM9VmjVK2CTJ9gzHMidACrSloYM1rp1+3Xr2QC8o2Hk4C1bpjbvYyLYdN+W5INYJbr5NvINE80FwpzbFWqa1SS9jG2fXAwK2rZqv3AKG1jSc07zMMkvY+9TV3HUHs/cqYo8U/DyyopfYM3bsDt889iT+uEzaYESEFZYhKCgHxl97KLnDqPafS1+19/F1/a+lUrAopJoZxYj4cO2DeTeymiTFGYuiAobLRrERqLdsoUaXZSwtGVwvjnbGIgc+iLYmp15Y1dOHYxjo1823AReo6Avo+wWVru9yU8DEQ0oCESKevbQuo+uyh/vsvYqeedXottJx7YLYJv6R/KK1sWgQCbq37AWcbfNDrpR7BP1O52/3Wz6HK/8t+EjDTPNHyhZAS62UhTXvCPOCWmefA+7Iyj3sOuz1/8dv/izUXRCtGwprx6u4Nv/3r7xjCSK4L0zRyXc7s9gN1rXgAiXticZb1xG63J3uhLpXj+MDrww6//UDa/QrPhUu5cf70jlyM2+3M9ZZ7LcWcWwMncSlwe1qwGNnPyj5N3D+85c0vf8HXb+44TiNIIZ9OpHHqkue6dsHDPKMhYS6Mr/dczh/JZSWOiYfXrwlD4rCPTFOiXIX5vo8Jq19/zeXDTF0uBCo29Mb5uhbstrCbEuP9gXa7kJ/fMQ1G0RUPfazTtDui3zxQL1fEID8+UU4fiOsNp7GenKAJUiCOUJYragVKxWvjevG+SecBQkHHHdN+4PjmyOVd4/Hdd1zON0p1XAMmwopR9cWZtE27IPShO41BA0VrV+utINGJSbDYnZkvpdOdAk2U5kbNFRVj2E3s93umw4HdPDMO0ms+5sweGOaZcR7ZvzpgZeX2eIZ6Ic0zw+GBGmKfCELomzwUaAVb6kYvCTVEmin5cqZmwXKnikKFEP3zZCAP8EIVmRVKMSwMpIc3DMeBMCVErbfoiEA12u2KixF3+9483vImO49dHBQ6heM4aYzsHu7+odj1j2JpSL3OtvW0tdIZBQldpGIomiJDGnpTfzPMSscCc6r02piOiRS7Y1Kc1lrvXfRNVPJCm20DDTQotmVhNeeeuYdETGFrEeh0mRlocFIIvX+5aRfxeFcsiwaIDhrQ2Eebta0GrxpwlBDS56lBSMS0q6BdXzS4m0JWtatym/2ouHTpTn9QpEHNZ8qaCbHvX38Z/+ZGiKn3VMaEbjqMriztPY1eexuHdvzBvc+1Fet0d6mZmrexefA5uflbrlrombxAjMo0RKYxErVToL3V5ccWFKHT2ea+BTh8FgUNITHOO6bdgfvXr9jPI8fdyDSFDqiiXReusglooDUjTSNhnAnjsM2K7dfUhyQYIv65h7f38cb+zEU/B8FmMEyxg6F2kZYjGzMQEe/12TTEPj0paKdNoWeR2/hLMce1RwlmDauFti60ZekK5SFh8aVfVrDayyt9suY2Xan1rFNVIPW1e2sYvUVP3FDSHzxDPz3pJwlevU/F0ESrCzYNXE5XntoTj+cb3/zsa07XE0GUbMrrfeSSG1/vvkJw1mXlm7uvef9UeP36DT88/Y43U+J0KYzTSGTP+fxbltuFt29+DQZC4M1+4m5S1vUecgUrrKczp4/PnK+ZjMG4o4lRRZFkzHNiuIf9csS1cH94RRoGfv7Lr/nqmyNJFPHeEmHFaO2GjkOPVkWprREGp10vtOf30BZKLgiFNEaGodEen7lqZNq/pl3XPnlClNRulMsTazOaXylLpS6NVpzD29fsXr1iXRvPHxdEn0hDYhwK+bwy3x/Zf/0tMghCodzOPH08cX48YbUxTjNBDRlCj/z6PDvcJ/LyzOHtK3S6I04Th6n3ae2OrxkHpTw9Yzi5NUorjFMitYZfWu+Bam1zlp3+AO3S/dYwjCBC9oDXyuFuZNzfdbVwfqYGx7XXump11tazrldv3/LwcOQw7xmS4tWoJozjjLv0EYSHCeFGKXA5XWmXM/dvI+OxdrEGfSh3y7XPnfWAtU0pLHRnPE6spxvmSr22PuKqboFKaf21DhJH6rogSx8uH+eRYT/2Ife0rWm6IqKU60LLC2m362pNb70eJNrV2aIEC581DGlQUpr+QcD1j2UhxU5PGb1OWVun21ByKAylITGgodezwBDtyuOWC3UpaOrZoqQNWDC81t6JWuvfdv7eBS6tGGXN3C4Lt+vaM/bQh6DHqCgJM6PUCqXhQg9iXgBO+r7qDzMgYat4bVlZNae0PtHHBSQkGMb/h7r3aLItS670vq2PuCLEEylKAUQX0dZmPeCE/P//gByA7CJgqAKqKjPfe6GuOGJLDvxEZJIG5KBItqGOWUxShEXcuHf7dve1voUVvxO1VPLaoCRRSGreAAsppm1vVd/YojZobMnExZJKItdMzYUUE3GN1FIIIbB3gS4EjPOw2RREZSzvj5KEl1xy3cRAFYoc9DGlDYbwarVQb9SZN4HZ6x9OId2l0xvkRUPTokTdCqboYyqULN2pkRG5Cw4feob9jt3hwG6/5+7+li54hi4QLDgjP7fSBl0AWyk4lDKEXYcfAm6bEFAEfJ7XgioZKlg/bgIxvRWoHwU6Mv1sb7+jelXI6lcEH9CqQBCM5f8pUBU17U++X5NLWymFmrMoq6sobaU4lw2EIDNqZQ3V6C3MItFKloJvxSL0Ck1QrW4/z2Zf+Xeeny2Y6MYSK7FmOueYS0fShmuZCeYDH7uFc7zycn1GW49RF4b7wCF9i/WO3/3TP7Drep6mR/r7wGHY8eW5kXLl7t2OuX7g4eH3PJ6/Z3+45+OHr9BVcb5ceX93xGvDzlkefv+vxOXE9Hjm+eVEwvD8stLczG4/MASNtYYSG9Y7un3PuD/w4cMtx32P6yyqCK0jVkjzTKMSc2E83DMc9pTphfnLhcdPjzw/PPN4euLp8ZnjV99wc7fj5dMD01JpnabvPf7h99RLouVI1zusHVlWRfOOWEdirvS3N5jQ8/n7P/I3v3B889tvMa5DY8nzC9cvn6nNsr7MnJ9/h0oTcS3kokjN4G6+wvV75tMFXRZMSaSXJ7z3DL3j2//yG777w0irE7ffjIzDHmeg33U4Y1hjJN6MaN/z8lL443dPNGdJrWCriHZeOa5oje4swVhGZ6AqBmNRSnF7a1AEyhzZ6cjXvz4Q24FYGi+nyA+fzpxPJ+7e7/jt3/8NH779Jb11jLuOEgvnL98TQsNQmM8z918defr9dwxHj7//QKTH7waUD5weJ0puaNM4n050w45+2FHWgh0EV7acstCAlGGeI61ZnPWo/kipgbIWlC7oNWH8su3SelgT1mtMp6j5meXphFINM+zRbiBPkTRdCfuA7UX4VaYTlLhJ3h2225GNRVWh0Hil5cP3V/A4YzFe+KdlTcSlMU1XyvlCBVzXcZ0nhv2BruvxVm71KUZqyiKeqp4cPNU7rNp8c69dVze80WRQSkQ8KZLWdUsticQqhc0a2Ve2tLCmsnnqEPxZq8QlA1t31HWEcaAbeinepVJKJsdEjhOURlzlchsGGdlrF+hHK2uGpFh1IEVFTnLJrbmIInZD2gkgQ8hYtWZULjjTSLpxvSzUKvi7ZgNVK5oP4ASxN4zDG5XIWGGc1lpZzulNXMLGa3095OOykmKUrsx7tE2i1KziDTYyp+YVZh4UeCXJIl3nccJ1hE0gU+p2aV0EHeetYRw8h/3I8fbI/f2em6OoYXe7Pc5L8kxOothVeRURlOvAdORqqHEh2LYVaJkkpDWR1kTJiZQLKjiCGsTjWiCXBAgPVmlDzcJ79aGjpCKI2TcBmShaayywichqfqU9yXtWvbboyHqwFRFZlVo3u5wB52kacmuUVTyytVScc+LJLALgyMuKBpyXiUCtjZYiJecNCWhpLvBzIJKf/aSfrgvL6US6v4WUGEPA1EJOhe8ev+erdx9ItTCGkdNyZgyW3g+s2UhBWhb+7uv/xD/+/r9xf/cBmxqlJbISruOOgc/rRAg3hADBelxV6KERHLhqGIPjZXrm8YcvnKfIfJ1ZY6Y2y7RciOuJqw8cxoG+P7A77tgd3/Hxq4+EoFBxoawTOWbiNHF+fqEqRXc4YLsR03W0Cjk20rqQljOoQoqRvh8JeiFOmutaSaYjBMccFy7zGVcyrSqi8Qy2YXuD6z378ZZaG9YohhvH9+sHsXScn9DOor2FVChLlBFQMJQVnh8WpvOVbvD0d/f0x47h0LPbw/R5YT1feXw6oynsjh2u6xlCpJTA+hzp7YWqjHggFaQSZZxoAOepzjOnwpwrS6nE1wVmkx1z8I69t4T2k1tiaaTrwmE/wGhYLlc6vRJGR6cT4dBTc0CxZww9x73l3b0nKI9WjZcpcp1WSqqYpvAWLk8Ll+coh/guM+72GA2VRGsa2w8in3cOP/TUUojLLLE//YgxXvYzcQIdaKngDwNu3KFMoOZ1k8Zvt3gN3TDKaK5l0rKwPj4RTy+Ew46uGwGIy0yrEZSnlEKZVvL1hZZXrO8x+w5lDCUvb12PMkHmU38FT9d1b+ISEdhsaRKbEGK+TlQlYG1nHco5rFEwdKSYRcGoN5Vjlf4vpyT7uFzoO88rhrAWqEU6gdJk7F9yppTMOs9v36emSIzprchusz7WnAC9YdsMtUSU8ninKUZBcxQDEUeaF1ISVm2uRcSCy8R8dgTv8aF71WAiv64QZkShKa+N7DwzpUhYQMmFnBtxlbSTSsM6J5Fm2tF1HT7ISkazsYmd7O5aqxQUzmukcMhYsJW2eQi31yVveD+1sYyNxtYfD/NXT6Ds4dQ2vm1YrfAbGxetRVVajaQXWaEndZ1nP/bcHHtujwOHXc8YHJ1WdEbg886qzY4nlygXPC50aBdoylFXg1FJsJO1gbaUalBFbSB69VZohOazTaxaEd2XhpIqYnUu8v+x4fu07KxbzuR1pmUFrxOQ7fP0OupF2U3j8yPEoW3+EmVeBXnyz+rG/VUKMKK4bZsXU4ANWl4zJKFFbf9te0WCbl//3vPzop9YyTWjlGVdK6Y88fT8Zy7rjNcWTGW5ThwPt0zPn7ndW951N/zjSyTVldv9O4bDHuUNd8db1rlIFp0P5FW4ospYdnZH0SdUU+gCNYrTXpfG8vjI6fHM5ZqY4oqyMM9y24hRk5rBeMUlgurgw9hze/B0OqKyIqaV5Sp4rbxGYsyc5oKfZr797d+LwIFKUYXr9UzKiWWZwCtsXHn84cpwFwmHgNeKzilqm3lZr3x6fKHfHbk5HilKS/RPTXgNfuggZ+rpzP07z/J04mG+UGPEWkV/e0cuDtUy1mbQhdRmktXkucL1gnmpqPiELon89MD8MnE6L1weX/C+cvfNB/Ja2R06dNuznGdiBY1jOB5JRQstaDqjEQNxmjNLqSybGk8yDxumVRyVndeQGqUoCvJBmaLBzg2jE3GJlHWhe9aUnAjHyk7vMYcDt3c3hKZxdZGxTWmU3Gh6YF1X2jpj9p61dbTRkluhpsJuX6EaautoFsJ+xNqAzhGaIuXGula6UdMfRoztKbWxrCuGHdZWwm7EdgJdrlXJYZ0Las0CjB8rtRXyupCvE9PnB6gZv9+LubkVpqcHvAfFQIkr68tEOj9jPfhhRFlFrRFWKZj4HqXsj4Dn/+CP7zpqa9htB2e0YZomXmHU1hj6LjBu3VzwGl0yNUa5mXceNppSLQXa5p3c0G05FZTZoOdlG/mmRIorcY3EZWG5TkzTLHvwhgDOU9xwd03GtN6RinSYpShR4aqCNRXdAqUosbbkRL5e5TK8rsRUqPOCmVesFeVvP/Ts9jtCcDKua9LJli0RRFb3AiyvObJOZ9I6v3UpuULORcakreIUhC7gnUACxNsvjFetJLGj1QK5Ys12cCNCqFwztSRyTsLFjVH2bDSc0QRnKNvPUzZPiZLp5cbGBWjiv1YNo4Rlq7SWLgtN1xu08Yxjz2HXcdwFjoNj6D3BG7EHtc340ipWK6rzKKcIweG6gLaOhmZdMi2t26hSLlCVQi6gsrBy1GtUVpOuuqQCFNEPaFEqa7UpVLeJRNvY0DlG1uuF9XIRMlFwG91rEyAZQ7Pb2FapnxS0Bltcn9peIAUypt2mHfJ9oPFaxNsb3ED0B/It2iZE46fF+Gc+Qz9bMJ8evnDoHVoZ5vWMr5VTTGilOB72xJhRSsYB1+nC/f3AbvgA6hNPjw8cDzdc05nhuEdrS9SREDx9Z/nyfObX7xVdf8OoG6sLpLLias9hf8/OdPD5zPQ8icxaGZa5sqSVqipoz937d1uQaiWMd9zc3+CMwelGjQspIcIiY0hpJcdMbZV+7Mix8PL5UewN+8Dl+YHr6ZHpeuY6ZZa1koohFcXp9z/QjGV3f8vhsGN5PrGumdPLwrxq1tj46uMNbthLEOk6M+6MjH7XyFpeJAtykRumojEkze0vf0Fa4fr4jC6Rl09faMHgww1TXJn++Iyv4Iz4D2O2rGsh6cCaCuq80B8OfP/pxLiv2MuANp7Oa3xYqL4RY2a+ztJpbqkAtYkVQD6QBjHNweg9FkWzitokqLoZzZob5ylhHaTUUKaSsydXi9F7jjdfce893/7qI85X8qVhe09F4b2i3xmm04WUV7rjLft3e1HaXSbydCXbiulvcPsb8jJhXcUYT54jNTjWZaU0TTgcJA+xvFoENG7coVvBdWLAb1VGYKW17XB3QKa2TCmFnDJpbSzJ4L1I1EtZSZdInE70/S00Q1qyhJBfrrjbHcpaWk2UuEJFxmjGU9VKa/pn6JP/cR6lN/VgKZS0dXrboWeN8GCd84Rg6TuN06KWfAUivQo+xNKWt6JSJJVDaUkdqWLRqlkCedd1ZV0W5nllmWau5yvX64Jycii3KmuBXKocrlXhld6Km6YUNo9lJi0R1RrOCuFHayUq7SWzLJk1ZaqusDZaixht2O0rpcGut69SExqiV8hV0ipeVZcxF5aYWecoDNvNWiLmeyXoQA1dHWRXWAQCUTc1p+wVq4xdo3Bv9evBXSs1JhlPryvrmlhmCdGuueAtDEoELyabH7vfTYBrzFYYW5Ode2qAUM6s0bjOo13A+h7vA8PQMfaBsbMMWzj3a4F/VZGSM0YZQQs64dxat+X61sYUV+o6Y0PAGtmdVidUp2qNpMM0UKpSs+QLy152EwNtC21l1FvB1EYLvKE24jyzXK7E6ww1bHAGoWbVKntN6yy2aygt9pOas+gNeIURuLe96Ou04HUtLCNc2WELCnGzuNRK27p+JYo2WlVSLH6yM/23np8tmDol7H7E94aHx8xd50ne0eKC6SyXhxN+7zhfTgxOYW2g8wZrImRFyjO1Vbo+ENeK9ZquebxOXOcF6y13N0fU8kQYj+imuU4v/ObdSP7TE/l54fTlM09PDzCMHD/cYZfK5fSCshpVE6o5mlF409j3fsvkg/Uyk5sgsMom387KUlD4PtAdR8JuB6bx8uc/8fTn7/jyw2ceHyciHtNZwmCJp8ysBkw/sKwZfb2gfIcK4KcduVgu18Lz84TVlnF3ZJkW4vkZhaGWynlegYJyO5RW5FLFv5gyfuxIS09aE3M+cnn6gXGX6Xe9cF8vV7zTBG8J+xHlOjrnMd7Sd4a+U7TDwDqfcceB4XbA2sbLDw80k8jLStuclmaL8Glv4gxJMtBaE4Ll9nYvHwIqutgt0kixXBK1JdhILrardMNILZ6vfvNLvv72V1hj+eVv3sEEKl3pjnZDoSmKjjQte9X3v/klnZZA3pXGy+cLeVo5fDviGsRLwlFpYyeiD2OIU8T3Ghcc8TpT1gXCgPUd1lTMlm0nC3wZBSqlsbuOli355QFbhMpSsVSvsIcbnBeCdY6RZU4obTDdjoIlrjJqdKHHDHtag3SdyKngXEA7Q22RVjWt/nXsMPMaRczVKk1VgaZrJRB73+G837oni9UIFWkTQ8mYbOtoNtpLrXljvartRP9RnFFSZl3EAjbPM8u8ME0z1+vEnDJW2607AWVEwSgys4Kq0jFsMcOAolZNymJ9SUsDRAFpvSE3Q8ZRNway9psas4rNYpoWVJFRoN6M6nlTBb9h15R0GKWC5C8IHKHVH28LdTukeaXU5CzYP5/JxaKylOOaZdwa5+VtvFerFJQYpVAuS2RZMykjOEAMnVeEXtO0plRY1kJKYjlxuuG9wdrN0qPF8qS1xTnPMATCsGMcD3jv6IKXM8MZOi+IPL3ZfkAIPjUVjEUUpnpjRYsJk5IKy3mirFcGBIqut3Gw0VKkW4USE2WZyFnETSVXlBIWs1IN6z1Ki2JVKShZkTe/63y+spznTdjnMLaSrQhxSsky/SvlLRmoNUjLSs0ypbM+CKikbWPXsgV2I77PktL2fmySi1uVjMRf36dvftXG6550O0j+3c/Qz37SS1tRIUh8jbKErueCJaqFksBpSdg+nZ652Q1YM4BSxDQTfMBhWFOiHzuWHDl0jtACl8sTGXkh90Ngjkb2SFNCNUufJ87fVeIy8fB85eHxGTUt3Bzv2Q+W3u5ZloWaDW64we16bm9Hhs6hqKRpFmVoStutJwt4fX9k1xn8YS/k/WAo5zPr9cr1MvEyQbIDxVocK+u1YEzP8f0ATZOmE8v5ynBo6LJw9+6Goi3GN1TKPL9cqWjyKgtp1w1U5XD9DtVWWmlob/DWYrQmzjOqNrh9TAAAIABJREFULmgl46d3/8OvSb+H6eUz1ELVisskCK6aJ5zS/PZ/+Z+Zl0JbV1TV6GYYxh2Pz5rr4wXbMtE4WhRfWYwN7XoagVyvVKVAWXTbhDNFzsLeNoJNjH1HSpWOgLaG0jLeeZbrBDXhjaGzgbvbO8Jw4Fe/vOWbbwIh7Li5C7TbgeuDQpUnxtHQD7f4wdDfZOLLnncf73n+lx9oypBwXFOPinBQcghgDsRpxuoTqEZcO+aXC30/UnNhflmE19lrws6zPPyZQkS1ATvuUNqR0yIfVrcjVSWevrjZEywYZVC7gFGZ0hQpVuZrZH9/xI4juRRiWsEq/G6P7gbJLExFFJg0WsnUmtAmwF9HuhfzNEm8k9+M40qYo1pvzNGxJ4SA1fotezDHyGtOonQOrx64zY7R6qZ63AzsbKPaLBmY87Qyz5Fl3b6SBFUro/Gdx2hFXgppLRJ8Xgq1Zvo+4J3GOo81TryH6tWwL9YBbeTfV9Vwpgl+zqg3eHjJCbUVqutmMRA8nKFpQaVp9Wpy2L42A35Tgo/Mpf4o+NEa5zd/Y2sbDWiRrts0tJLfRwz5yE64CIy81iZggpIloqwKH7oqB0ZhTSN4jfMGYzcRzyjFtFaIsWxjW7FfOGfw1uBDoO97xqFn3A0cbnZ47/BWQiysEW2C73uUEghBW2doMnJWLctF2ioBkyAg9BIzyyxKf+sS1kX0VqStVlRtyFWR18h6uQhbdqs9r2NiZQRTiJKdsYRWa1IsxFkuqbmAsU4mOEY665IrJRayks7deANZmo+4LHLh7z3aVPQGzqi1iY99e29UDTX9ODZuSjpNrZXsK+sro3jrhH9SJKXo/tvPz8d7TSv7Y6DEyDgYrKnEEsl1Ya6Z3TgIrb80DoedcBW1GNe971FVkdOZYAbWYvl4+xV/Oj3y+JAYwwFlFL5oignoZqitchMUnsoSJ6brStU9dDckrThdV+x0ps4TynqaGulc5psPPaMzuDyRiyGjccOAcZqChmolwd1krPFQE6pUlufE5fHM+enC+VpJePze8O5wy3o5Mc2TvOEGibaJe9kJ1uLJSWF9JaeZUkFZg9OaGMGNtwy3t4R+YLd3LJ++J0Ykz7KusufAs17PlFmS4tNaGO8S9x/u+JIjD59/wIeGtZ7LVJjXDlLkvwaDDz1pHvHBEgIo50h3ipJWYgJvHDgZR6RVkIZ26GjaU2UzSWsCipabeEYngYj7TuFdD1rjekMi4L34POO60HnH4XDk62++5e7djg+3PQMNrxIdFkLjqhTxVDCHxnjvGW/27BcNH24Y+8p5d4t2gbgk2suEGZWMk7pA/+GWfHpiOf0Z13kaVwmGtm4bYSW6wQpo2TTOnz/R8szh3Ts6JQkX62Um9ANtWGnNgrVio3gNvjaddBZYCk2yFVXDdo4UJ1KUQFrfa/zOy85pXiW+KQy0eKXaisGitOUnBoD/0I/AABJ1E9SUUjHeSWdtxbIQvBEcWsqUlEkxYVzAaDHLC7NTRDx5y2NtTaGcFKlWKrVkSSkpitI2kYVSAg9QGuskgUYVgUvERTrQZc00JRg3a6SQh172kM4IIYzWZNS2WRUEPmEJWGHCNtkd0jJxqeQoq4eYZZyaa8PRBFAuLvY3/6hWYLUo7q1zpJSpKRHTa+ZjwfkfD9NSMmVO0ApaVcmy3dCDdYPZ51aJsZDza7qGpHzUJgV/PHS4LAXW2oazSDpPk4uehHUr1iSTIGsNztq3r67z9EPP2HeMfceu90Jz0hqrpXsMnacbR5RxlCRiv1YSLWfZ16ZIjSutE4tMxZBiI5Umwqe5YF1GmYzx21RACygizxFaFMSg2TJTtYA9zAYqkL+VvIY5Z1KqQkpKwmzWTshiaLN1+MKYVU0oP2lJVGTcm9YV1ZrA8HXe1Mfq/za+RkndbE2YtxLhhljn1EZI+pHVx5tHjNcu9S/sMLEDpkViNOR5phwDa5okQiaDCz15ytwOA7YLrJeV2gzGWI7+HdN6gXIGLPd3X/FxP/LpaSZHwzAGgtFcciUbAzGTlpn74MlfIm2pGGW4uR3A/Zrry2dOX544TVdaaQz7nvH+lqoC68sF1zmmdcaOB7rdLf3hACVhpyvJi+crLQvVNUiJZZ5JKbPEmTUXUk34scdaYF0YDyOVxpITtZy5fnkClbGm43j/jqoDL6cvpLRSppVxHzAKclzpd5nDQbM/OByF3O/BFdbHP1PmGe0amEas+S1lQHvL5ft/hujpes1lcKSccEOHbx57ExhGyaMLrkcfAnbnqTmzXK7sRk9pRpLj+8D6OG0jpgwly42071BLArOFBlfonaEZLV7K0mgaxn0QAZZKeO3x1uGsp9U7hmHk3c3Ih3d77g6BXRioq2QV2ndCOOmGnqa+RlmLNw43eEKnSacr8+nE4d0tynXM3z3gAvjObVL6xP7WcS0D63PDesX0fEY7ietZryeh72hJxFgvJ55/eMbS2N85aoTr41mIQE3TPn2P2x9wY8/68kK6PAkHdjxiXC+g8ZJkdFPiRmARszqtoPuOtE7UrDDO4wdLK7KjDt0BbTxsaSp/DU/bDNyUttknmozYjZUDSIFmG49WRc6F3NRGRhXYf2vlJ7vgvHkMDcZCVVIwS9qimWDLjRRFrgmeoDWsAgHIm993mlaWNbPGJLSeokWF2hR2o9N03kt3uQWFl1Y3cERA24DxHdBoOdFqoqaGygpEiCrB2dpsxngnB6lCQAKvXFHEh2etlXH1RrnJSV4ysS4YUE6mIa3QSiKtmUu+kpzBO4Oz8nOWnLZCKSStiqI0Q67SFVln2O062bcrJYUICT5mA5wrI6CQVIUFa4zFOScTMu8JoZOC6OyGGjWbZUe9qW/tVjSN60SEVzIlGnJbSWkmlURaFpnseI9ynmaDXCBXx7IUrC9YX9F284huiuZUGm2KaJNFSOY9vpNCaXzYoBiCMSxNJmki0tYiMOI1wHqzyFS5WJWNAlSqCL9KaxvHWmDzJeYNYJDl76rMZt8RClF7dQCoLfz6jT8rlKu2uQN45U6D/M1SfAMl/FvPzxbMj+9vyalSlYxlxEAvt0ZnDB5Yc8P3hloNpvR4d8BUx/E4UGqmNwO5Bn71fseX0/cCz9aecRzZdUe+PD5QA5QlAZVAhGUAU/FNIMU3vUVNPRcTBb8VwB72fPj4gcPdEZtX0nRmzaCXleFGAmTLskBc0MrKUvzQkxPClUyF89OVNVdSbWir6U3D7wbK5YXTD1+ASk2GL+uVpnpRER56+n1gdxw5fDywnl/IcULXzPT0wvX6whwn1jIx7zzjcY/WPTmvKO8xeOIy0UolxRXnA7SCWhWnT39GK0+qkK9XbLBiK7kdUcowDj35OuM7hd01PCulZFJN2MFjfC/koRhZciSlheVyZX5+hmVl5yuHsSM3WGpie8cQnMYbS2mVdXnheKtwamS5JHwXGPd7dmNlv7/lcH9k1/ccXKM3ELxnTvJmzsuEQnFzPOA+vkezJQGkgopXHv/wz+hy5Rf/9WuKHgj2RGcdlEI8T6ThRXZSqaCdp2QFtbK/35PWyDJNDPsR1+2Il4WnP/6J0+PM/cc7tPOsa2aeG0pZlimynp85Wvk8nB6+sDx+Zn+3w3Qj+IYykOdInlaMhnWeSasY9H3XAYo0r8JQ9VJc4zViKWgrRbzFmRL/OtJKSi5bpy0jRoGwS/FwRmOQMWxLUW77TdGUdFKtZmqOb3u7Uhq5QG1CB1Jbl/0K5BYrxKuZQ67+1ipyrsRVIPuiBq2sqZDfipr4WrX1WN/jfCCEQBc8RhnZvdVMro3SCm7LmfT9to5ZMmnJxI2RbF7B2lrJFMhZnDWyo1Uyrm2l0Yx5GykCvIG5jVhpaoViPYQeEwYRjFGo2UKTqpxWwbQJWbhK8HRTlCqvhKhx2/ax01ir2IVtl/aqQKkCqS9JBE4KASEMQ9gKpts8lD2h7wldh3MOowzeq005+7rXl6BurRRGg9UVZRshWLKRgnd9WUnzisorRmVcF7BDjwkNVRM+aIL3okB/A5pvBh2jyU08vdoUnGe70KoNRC8wf/FX5k2hLKIr/SpUQmGNxnghBdUs4H3pSDVNWSqCSXwNiWiI7a8WRUka4wPGgbKvPFhR1CqE6auM/BxKSyf7U+sKvM6QJXCaXH5WJvvzAdKdRjUH2rDfDfixo5AopeCyY+wsn+YX3O1ATZb78Y6n+Ym9O5DyzFon+r7n/t3fs7dnfnf5xLTKmGDXjaT1xPPlC8ebG3Rt3PY9h37ATbDWjBoGlHdcPn3GGfj47obL6FHeMexvGPrAcWx4NXAy2y3QdhSlqCUTo3gXS5MkBd2JWZqSyRWUdzgfievC5ekLVQXC5cTp8YmXc5ZdwG4gp4ZSM7nCcn7g+VPBsaOzPcQLTDPzeWadM5frldRmLrHwfz4+c7g98p/+8/9IqQWjZOSU08qSKqVaUi2gG9Pnz5x/eBDqiOuIq8CvyzoxDB0le9rdDWM4EIuhLXB9udDiSkkJoxv9vqMZ8xZLdno58/TlzJeHC6dpIcXC3nvC+x2P58S6Zsnla2XzgVmWK5x+WBm7QjMe7x3vvn6PIbDf9dze93ReAr9DsHS7jqJW0rSQrjOmNYbBM+x2KNVBNeTpwuVp4dO/vtCmL/zi769oq/AOur6nThPX9YqqCznOxBJAV9YpMRxGjPNcz5E8F9ogyfSnxwvPX65U5Tl8uKOZRkoF3Q8oBY9//DNBR3b3R0q58PjpGZ0bu9YLYzYk0lpZLldqytjes1wWcqoY6zGhI61CZnGdjMXiUojXSLgJovxLkTyvcjH7K3jyNmbNKdEQ3JrSaktqsKjXsO2cSaWCEeFWbko8rSmJYCNlctMyjtaeth1INH6yDdxg4jmRUyTnvI3jEuuaxDYBlFYlJkwLyNs4h3eOrh/ohoGuG+iCpwtekHC1iXCkiG1JITmTls3/VyItrZBXVCsEb98Ulk1VtG6YFmmpUlsi57yJ4oJwY3PclJ5sFhePjdKIDOPAbr9jd3uQXM0UxTazXKlRxtCv+ZoSsFxAO5S2G+NUOsgN8orSCu/UBqeX7qdWRbKVhH672ChlcC5gjWRYhhDoB3l9XNdhrJfsVlXeuMxsvNctdYuWV5oSFKfRTUSTXWC83bNYiFdFXFdq1pQ5o+P2uTAO6zdrx7bfbNveT20QgpgKuggpx7a24fU2JF3bEp1WASqId3K7EFn7diGw3m3q9rQxXhvKSCg5RnjDtCbw9CzkqKIbdoO/69d81a0JUFtIgLEe7TwSGm+2Vcx2vXvbW6qNSFR5tbP8e8/PF8xxh9kdmOaZzlf0TQdmYX6euesP/NPnzwyjZopP/N3d/0RnLHGOPD8/8Fgru7sjv/713xHyE//wh3/Canh5iHz1zW9ZlivfzZFmFDG+8Jvj3/Dr2w/4z0/MfkHrneC0nh+J08yyJiqG0A2Evuc3v/0Vh8OAwbJcZto8c7w/YmyPKgvL05VljkRlwSiuS0VlSJcn4vXC5+8fWHJmOp/54fsXJhr3X73nT48zvtuz2CfmlhhyZI2FUizBGOw0s8zP/PH3ZzFr7wO7fU+MPU9fnllWi9v3VI6Ydzcklfjf/9f/DWsdnbf4YKHb0WxPCHI78w7UMfD4fOTy8EJcHsCCUZai9vSHG/a7AzVVPn//L9zd7bi5O9L1lmQN8ZR4fr4wf/dCToq0zBS10FpCDx063qFsoVOKg6vs+sZtrxh3lqdy5OU5yi4vFYaxY9ztSXNk6AM3t3t++4t3hFE4u6o1NAllHbfffMXN179kvmYe//QdtMTTn77n4bv/xuD/QTqD21vMcCQcjgx/+7f88E87/vy7H9i9W/BU9u8OvDwFHv/0r5xPM92XJ8ww4sKR+2+/xgdLsxrbWdQW0fX86TPzqui++ZZfv/tIc/DyecF1krr+8OnK6Vz4xa8/sMSey9MJ6/ccPwRSmjn/4+/wY4/b3+LDQDjuUdayfDkJxP7mBuV35KXgO3Bjj7aetERM51GhY51X0nJGNY0N/V9aw/77PlvMUiqi1mwoDkpjrMUkUU4L2ScRS6PqiskQvHBjm5bLqtYZ1oWSV4wTgpAzYlVoRfBkuWTmNXJZI9NlYV5W1nlhWSPzur6RWnKDphTWOw6HkXE30oWO/bin7wLDODD0naRptEzLmVYWiBFKZc6FdTY0tSUOpbwpgdu2W8yoGql5Ia2JdYmkRTyQKa845ySqylhscFtEFjjn6IYd+5sjS4JSFN3Yc3OzY9crDIVKJjcJYF8XSTnJm82k1EpVAhjwvolAkgo10rKAEZpqeGMxzmBQMpFxBrpA3e2F+JXFATLsjvgQCMHRh038Y5VkXuqMdbL3a3TbWFlvAQGKWivTyyTj5yxWQMkttQxdwaiA6ywpVUoU32y6zqyXZ6wzUJJELoYO45yMl1OmxJVaM3OWDlaVhiuFElfSpKh5RWkrUWznmVYLWjdccLi+CaNCK5wfcJ3ZrDsalBX2rFFbAg6SjrRWUhIecZkXjGrUIHoGrTacpvWiINaygvK7HdZ5If40KYotl40pWzb18wZsV1Islf0LC+bDy4WjC+LP63tSvZKzQ2WD6W7I0++pJqBahzaGqc58//SFX378Db/7l/+Dm6DRbeHxYaJUiyoLDYc3jeuaUE1xN7wn5SvH8cjYNLEg3ryUKBXs4LCTxSaDch3D8Ub2cS5gK+TphGmNjKNcJnY7A7aynK/oYNHJolyHHzqsLZx/uPD5u0fm1FjmidPLxFwSRVvmtfL1r95RpzMPP1zBOlqZOex32M5gw4jTd/RevD8lXvFBbkpn3bj96luq9XhbePdhZLm+UJbC42ooNNZFoafEcFzY7R2aLCDxJRMvBW8V3b5nWWeWiyCmclsYujO7b28wneZ6neDpynRa2Q+Nfugp10LLRVS/VFpxrKlSlkgtlft3PTuM+AdNIcfG9XwmX07cfR3Y3/coa4kNjOkZhw7/zQecGxk6L/aCkkA18UEuGdM5vG8El9E7Qzp2YAdihE8PZ6bnTxizspvg9puOePkTvdF8/MUOd3svy/1lwuw13a7jxXbMpxMtN0xRHL/6SHcYyIvs3Mo8Q8tcHzJpXfE3O8J4EPC16hgGK6QWCiZkxuNIf3dDao6mA91oSXllerwSX1aUsoRdRbVEWSput0c7J2zYvkeHHt/L2MwGT5xX8joRgiHlQpwmlNJ0+wHXhf8vy9r/b0+uSdBwdZNGI8pP47zc8LUAs4UB2iRtNGea3Sg5WsJ1dRVBRs1JVJHbzswZSfWoRUa/b7vOLKkjaRO+gOw4y7ZjMtbigyNYTe8MQx/Y7Xd0nScEj/MWaxSqFOISievEPC8SwlAqxloRFeVNaStNBg0xsbdNXSm2jsI6R5Z1lTQOW7AmohS44DBa472jN5rgPK73jDgqDucCfe9pKZKLjF/LZiEpVWLHUpaMx4LA58vGP61Vhom1lE0pm0WEsp3ArRqMKbSm8FawdWhPUx6sZ9wdsdZgNLhtKkQrlCQFoMa2qY8DGglEADH1a42s1mLaEjy2iZs128/G2y5RKU9DbcIcUZ+6kLGuYFxFb12YwCk2s79+DSMQIZloABp2i+KrdYseK/Le0jmjY5JOzxmUKiiVAY1SkuGrt4gwEG+rkH4EClFL3fbOwhIWtF16w+hpuyEbNdBEhCZMvs2DmdIbRF8bQQwqbZCca/WXk36aLkyXM7t39yjj0VWzpJVDtwc0u+BZc+Vuf8PL/AWjDc9PCx/fdaiiuT/ckOeVp8sFP1rWi8JYT6oLFMUlXnnfjRy6ew5DD5eV5Xxlmlcuzy8Ybwi7npoinWkQPMf7PZ31eKtZLxeupxescgy3R7QqGGcpFXA9cRV0mustuq7Mj2eez41kOpyOzKuh+g7dwxAG7g6advrM05dnrucZ9MrqK8s1MvY9X//tjsN+hLVIbh2G1OTDFI57vnr/Hq0a5fLE8vzI0/ePlBxljO89490N1gSCb5LaPi8YL2QNN+6w64ReZpTWlGpIKJQbWNQNmQ6TIqaJVLzkwuMPMy7MWK0pJbGkRioW6xxBB1JtmM6ifWVQGasNzWpKDTyZjuXpgZg0oZeA6s4qvBeI/e5moD/cYMNImyX7tOUV23lK86SpcP38QLAG03mcjth+5P0vP1Kb4cs/O+IyMaeGu5yZTlecqwzdgAv3QnOyst/wDvwYeHw05Lyi45WvykKri1BHiliF0IXlGsnThe7QYckoU+nvbtDasZ5PGO/Qz4pusLjeoZrF2J75+ZllXjhfFjnwtaIkUQh2ux1Ktc0eoDFackCV0lt+YSYvM6pJKkZcMtp0hKHDeEtt+f9lKfvv86zLSkriR0VZrHUY1+G6TqwYtYrq3WhqFNBDKRVrBHsmB5III0qW8GTVFCpljEkUo8lxJa2RFF9HuFFGskm6r1J/zHpUWnByPji6oaPvOglIVo2xc/RDEO+hUahayDkS54nr5cL1OjOvmaUotLUY52itSAzXpngspW5BC4W4LNvOVLGmwhSLiJ5qwSjx7ql5wRpN33cYoxlGj7dgnEHbIBYXrUnzTEnCJq1ATqKCzUV8nAUpIHrbfebchAKkJVUkV0UqilwbqmhU3QLYm96sDgrnHL7f4foR240M406Qcq8D7/qaqbkSVxnDKlUkMKMWSn61y0hnq1qjFkEWKmXQMQs9SAveji0CTEapgo3DdhTVyPUV9C40n1f8IRu5R2AHkrlZqxI7Ssr4WlB2g19os0V6FWFFW9BNdoytKklu2S44Vm/aHP0KI2ib7FXG7o26Ka+3pJZcZOqhjPgtN+wjrVJzlLxMpNOuWZTPis2WtCXMqC0iTsbOf6GtZF0K2lSslUVsC4aYFn519yseT9+jvCfHC1oZnq+fGcf3tCmzrheagmADOim88TRVaNEQgoPSaEk+bOs685u7v2XEsD48sVwnmnGY/R01nVimSHE7TCe/oKpRaCJxJsfGnDTGNm77QloXlpdJ1K/XlVI13c1AwmC1o6orw2DQpme+itBgd3/kqPbE0ws//P6FpjXPp5kpLhgTqNahWw/dB7TZ4Uygux3JOeKrsCeDdxxv9wwHjS6Rp8tEGHpuPn4gLdtSPXgOg2PsHaquTNvoSDIWIZdFpOhJSWacLlgXeP/Ve77+m99yOIw4Vbl8/hNtfYJqWAusc6bEiZRmjD+C9ZgMdT1R1orf9SgjC3+7cRfDzuHDHc+uY5pesDtNqz1GO5TtGHcj+11P1zfGO8f0fGB++SQZmErh9wdSNaxFcf58oaUzKMtOKTrvef+1p5avub4slOuJy2Xl8rSQLyK6GQ931Czq3FIUcT1hTISuY54rOkVqLKTri3yg8KxrwvWatVTyLIkieV5Q6YK5GynZYowcyMErgusInaJcBe2WU+VyiVRV6cdAUzCdz+I/bB1pngApIEq7jT8pgdI5V9Iy4XSllITpjjjfYZyhtSzRVX8FzzIv5JQkmspLxxT6Dh8CbtvJVSW5gsZq2TuVSlzkEK4IfabVQk6VUkV9jhLBzLrMlBiJi9Bs4roQ54V1XUg5b1aURqrIoWY0zho6b+k7zzD0+C1P0emK0xWLQqVEXheW65Xr+cLlPHGZFglwtgFdBVZBlQzLVn/S3ca8FbS0+fGMqHO3/MjWpIi1Wsm1oKmscQalCZ0jdKIidrrgdEXTWNZlS3qp8t6IsgstVfaxbBFZzmm8s3jvcU4KRk2NAqTNcuKQCYgyDm0t1nl8N9APO4bDgX63J4w7ur7nlfnb6pbAEiNxkWSUWvLWQWdUW6XAVCkwqrVtCiDkK+2M7OyKFHLjBLWnjehLtJZYPT/upLB4C9puuZt109WIiErACXWLcTNU2LJEC0pXbGgoazChBzSUKNFc2w7cWOEPtyriJ7UlnggnVwD+r4WSlnnF7ilttuzctmEwK6gCbYujU1DSIiB9pcXSEjM1yQTEWoMNToDrJW9h8QD1L7eVxOq584E1rdyG92AtBzWKYknnzb/lSDWx1kJXKztvWa5PuJsDuTU67TEOplhZ5szhuN84g4njcMs+DHwIPXpaWeaZNS0UY9B5FrUY4BzsDoGuP0Cr5HmilBVlOoabHTkX2aHRmJeFogbioijITfnmKIovjSJdr5QswOdh50nrhYfvnvn0tOL3e5yvmCGg1YHQDxzHwPGw5/3H97y/vWd/sAzekybL5XoGOtK6UqZn5nwlz1em5xM5TjgULox07+8oeaUtL1yeV1pLpJpIRYv60jteXq7UWtm/u2VtFr9awtjz8f2erz56bm88VkX+fLX88GnBakMESlyYpoWC5TB4xsFimmKZiqj0LmdcDzoAqpeEcr1w6Ad2v7znD3/QtBrodjeEcWDorYRr50h+SaQy0+3eseoDrWlS/L+oe9MlubIrS+874x18igFAIpOsYlX1IKmfQO//EFKr1GqxBhYyAUSEh7vf4cz6sW8EKbMiTWKbVTdvGgxpCQPC0wN+9tl7r/UtTbeDfmex2tOWmdvLsoW4ijeyqsb93Y5uPBDDnnCZCOfIdf5KbDdOrxdsN2C7Pbo7sH57oaaJYbBMbUBjCUsm/cNXulHRffyA6jSlGZa5km8rcZmpbsa1Sl6DwB1iorTMbhjQakcpipqE89mQUY/pRMV3nRJWJ4ahk/F/mOj3dxinQGVyEHg7ayMtSf7OtUI3DhweP8tOr0ZKkW7rL+EJy0IuldGJV887S+ftO+FFhm2izHdOTO6pVHKWzq1u9oemNNgOpcEOA24YMAridKHESAqRuATWeWVdVuk4axFfX5M4MWut4PiUQreKpYl61XmMEwCAAQEPxEScJZjgdp2ZboE5JLKS8Rvq9yKOWip5A7qHkEixbOHRkkRS6u9RdmpzFkhwsxLrBoqSFS5W7EVWIqejYYwVPRa0c2LLSFkYtqkQtp/zRsZSRmFU3d5fjfcyFi2tia2ps1glKxJsh/FvJY4sAAAgAElEQVRi4RCbyMCw3zEej+yPR4b9jm4Qhf672bAJKzlZhVZi98kpkZJhvYlFJMdlyyAVtajvO3yv8X23wTcQW0arKMSWoZVYbYxRqM4yHg60reNrSmxGJSUh+WxWNG01ptltTygYxTflsWsWcBjrsRtzF63QquH6AdcPmK4Tb++mUNJarHFqK4abbGmzikgCq5ZR0GYxKgJfUTLqp70B6xVpWd7HrW/wB4EbVFrnNkxfIW/Zue8ezj9bJXs/8vXrdw67T7TSICfG7sAtPOP6gSVcAFjXBWMsTQ0c7jTz+czx4z3L8ortPxDyTE2FguJuGLilK9mJfHfXKvn7Fy5fnvn6y7PcglRker5QW5VMN7vSgsfcwdh7Sslcvr+SUfT7Hc5aYq6EObKkgrUrfveAPx2wutLmSFGeVCA0eL7OxDWQY+DLz88s1aIHg64L13OgNsWPf/UTQ+foaXTOU64z6rCnLYUQEyUWVFyIRTHHQGyNlCbSOoFyrFGha2Xs4Pzl/2aaJuLayEtgnm/YzjDs9tTvL9hxQHuL1h270eJ/85nD40b/j5b8uhDbwuVyloBjHMs0o4xhXSsJQZvFJeJqZRwtmgVKIRRF05ZWzfbhqeTrQp8V497y+W/+hnHY0w8jzimcyugiuX/xNvH6deX4eKF/+Inx4SPxciNOM3a90JyhhERYV+brQmlvfr1GdxjRtuP+wycmd+L1FpmWhWW9UVSHUQbnGm6vaL5neTrTTKTvHNZ1XC+ZcH7meGc4dgPa7tF+xI6NfH0lJUWL0B8f3/QfpLWhW2a402jj0MZjfSTlhLJZdkRFUYynKQmujUumlJWaFbvjnpyu1MtKCjJCa00ISuH2KrJ9+1EKZYjUEmVcm/4ywAVx0wW0TejjnBHPX45UJarMtmUEKjYVrRFLRGoFVdn8bDLG65yTvEUn9p9Yqyhhc5IfRWg2TWlK2S5wje2iLZ2kdEeQYiLFxDCOdEMnQcSabZRYZW+cKjFByFtErlG4t/FhyaJajZEYIiGmrZBV8eIZ4aOmsu0YN+bpG+oNJKVFaQOmUY2hbZg93XW4scd2XmDrTZE3zF2IhZDkMiCmCfUORDBojBI/YWsyEpTPh7y3WjsO93fsBk/fid+0G3aMux37457dfqQfOpwX65WY6kWhqlUTwpQ3aJwUT2NZbjMxbquLHAHxEDerZFy5KZ/bts+ruYi2tBSaFibwm49/PxpqE7FMjptQrCRUS9hO1L9GG3Tn5L0xTohG0dCSwfQ7/HjEekslCbNVK4xR+KHHOrtJeN/STWSHSRVPr9TJ3wNiFZtVRhvalmda2wbir0qSR0p7VznXTdQjr0sR07a3VGCK3iLiIqU2USobmXrI6uFff/70DvP2nYfHk9DmKVjfcQ1nDsORqa3ktkp6QCuM/R6tRvrRcF0Xdn1lChOH4SOv83d6dcA5jSKRW5Rkd+05GEW6BV5fM3Z/j2mVvCbssGO6PTNfJz59/EhqMIUoqq8ciEkTjUUVL4gy3+EY0BZyXDAm0ZmAVrI8VzWiVWVeE0VZbpcra0w0HIeTY3555XlKrIi8+9e9ZjwdMFiG8cC4k5s0zqNJlPid1+uVrBypJLzJlKZZ0wIqgncsOZCuV6anhWWtpFR5fbnwdJm52w/sblfCuki+poVf/91vOB5Ghv2JYgaW5Djue0yceP7lSphXWpVg5dwsdRUQu+kN1EZOlVWJv3C6ZaYlkyp0SjFqR12qgM2tRg8dfjjwH//u79jt73B9T81iUWkF4hK5vjwTlxu//O4r4/VfOJ6/o7ueGhPxKjFjxnfk6mh+z3XOQIMCXSzYPjGMV47jgR9//IDWMF8n/GGEnFhfXilp5vhhz7p+Yrmc8UbRjSNN97z+8xnjNYfs2Z322N1Ibo50uQoT2FnGDx+I8xk3doDDsEGchUMimZZJ+JgtF7Q1+MNIWiLlPBNawylZEcT5BvNGdWng+oE1KF6eL5R14f5hQBvN7ZevlLiirUZ5i/W7/6ZC9m/1pFxQ1qOsHJqm66mlEUOmGVkI1drIuf4B/Fsirt5CA7aZrOQ4vkU0vYf5JkrN5JI339wW6PyWQLEdxsaIP9JogQNorWiYjYDTtj3ym3JRusHakEuO9Rhb0EU64trk65dWqSGQg3SWIYkQR6DbAvGOaRPoNBHFtCrKUtMa3ipBa2qDc4qu9xJ31YuaVG8e0Jy3MW9uxCyZurkI4F26pPYeG5VCplVRsaJk9FtK25S4Bmc1h9Oe3dgx9J6uH+iGPcNuxzgO9L3DO7k41JxpJdPyFqBQNg9pzqha8VYA+ldjKVUTcyMlAVQ43XClbYB70SK8QeGLabQSBW2nGlVptJLgBUPdujmxaAQg5kxaEr4UrBcYgjJOLldWIANKqh9+u/go5FJSrREMoLX4vkdTqDlKx6okULqW/O6hRG+wCaSYamMwG7dZwBhCRKoodFNSPBEva8sFiuzdtRXi29s0mQ3gkXOGAISAdRuswonC9o89f7Jg3pbEMIL2DnMCrEOvT6S6IxNJtXLQPZFV5Nk0vHXY0x2lXEgl8jx9YykJoxecHyhZUuw749h1I46VMs+E9Yq2XrL6tEYTpDgoTQwLj58+0PsBoy3rZaY1w27fi69KO5Qd6PrC7Xom366s+UKNd+zuT3TDSF4W4rKIP2pepNFvmVYC0+tMrhXlPMehx/YWnSN76+h3J47HURIcdo6u86SXK7frhe/fvrAECGtE70S+PL+eGQ89vuuJy426ruScGMa9+Mb8iNsbotKk24rSjXVayUvEqn9iP6y4nWawmY93J1RdeX75vgHFFcu6ENeVSqM6TzconFGkCH3v2T/e47Tj2/NM7ivzbWW+Ffq9x+6OKCq2G3B2x7g/8enDjr6X97vWBq5D6Z6cFeNBM986zl3HcrnxT//wFW8CumXmuVLmleOPJ+4+/5rd8JFYs0AYFAzjQGuO2/nG/nBjPzjap57wsGNdb+TblXS50u3h/q9/zeNPR57ItDRxuD9yiwr2R/xpwA4nVFXoktjfHXgyXkgp1hPnK1ZHrPI0C67zIo1fE40salDToWpPSxP+6NEK4pKpVWG1JoaM1ZrbeaGRaRSMNpTqmJOlGc9wcnQHT1Hw+vUb1ij63YjTDeX+MsAFuRRhnmorySRDR2+8dJgtbwgzvXkIN2Tc9k/dbhHv+x2V3gEFpQnIO8XNb5nEe1m2fSKwYd0sjSbilQ1F57yMh50TsRpve7JStuituqELlbzmrtKXSqZggNz0RoUpYutIlbQBFd7WUjKS20Ku9UbVMZaS9buqttHoegdI92uNpDTppjGoLTNXghxiltivuqmMMQq9BV+3tllagBDltSi9eU7rW7SYdKOmg8NhYBx7hqGT0O5hpB96GZUbBS1TU6Vuo/8c8nsqSM1ZSF6A7XuMtgI16AdiEk5yKUmUpLVtdKawRULKe6BcR2kiCjK1oFsSOEwRiLx2SDKMsZTityg3hdJt6zyLrDEMIpxDphJaCyRCdCciQDJKLjDWykWrlCIFXxUJk1ZyoWm1blMIixJ0M1AF4mM2FB5s1Y/3IG2UEZnTloYCAqRpRtYI2ur3CVhtTVYFYUUrRes78Pb9MvjHnj9ZMO8/fMLpLWZHF4qBvjtxTVeCCtgs3+QlLBg9Qo4UA+POcz5fMcZyXV7wxrOmxI+nT6T1SlbQe9ipBi8Tl69nrudnVH+U4Fpm5usruVisHdHdkW5/ojcQLjP0PeFyZf15xo0Dh+NIzSslBdLtRlgiVRuWkDHTiiqSFr9MK8t14nq9MC+JuCaqtZsMXeF6y24wDIeesd/TpgvjwdHbjqHzEGauX7+w3q48P114el7JdBTdMaqRpjT9boCauZ1fmK8zt2skpIjtFvquQ6nCvhfaRpwdc9DElkh0XIrjt/8Y+PnL7+j7gR9/iozjQImVHGdqhHWJLCFTWsPtLDUEcIqHhzvujiPDIOHH42kUALvfgRKqxuEo/94P94yHA4ePjwz7AzWKKKLmgkkV1ytsU6QWaUTc5wPPxjBfX3h6eSKFBX+8w54+EZuWtIR9R68UVMft6ZnWBY6fPhMuR5Z5RZVXTI7sOk8aj0yviZfrE/uSGF6eMf1BfKnK0w+Gah13H+84fDwy3H8kvt5QuWFdYdh3+L1jPD2Spm8oJwQoa3taXsRcvwQ67VF2xA+OGHZ0u0K/06yxYJxHN8lEdJ2nO+wJy0rJksCwO43k1qGsY3/f0TmAKPFU5xf2x5G0VOJU6Pbj/+ei9d/zqbmgbaHVBK3inKHzjrJm4iqHaU4bH5bNdvL+u8WpXrdDShT7dVM+isjjbay6LrK7jCGQkozNtFZ4q7d9Ie/4Mb+JfdzGsvVOYzdPZcyFGGQ/jejV0FZhrNqsJpZm5JDLsaHzSCBRkcxFqhQmtOyqGmxxgNIoG6Ao855I4jpL3/Uihuo6dmPPOHgBv5dGLIUcBXqSmxzCymyFYBsH1rIh1tASilxlzNeUorXfXzAk2kwjtksh+cj41W5Zmw2F5EaWnAm3iRKzELVyJcckuoiaUEbRW4O1GqMkuN45S20DtfVbB99IKaMQn6zAAjxOW3LOqFZRG0ZTmw16UERggxGohOs8aId2PSoH6Xhrk2zLkFBZrCEb0QDN7r04UTOKIpclVSUXNEZaySLUEd8IJUqwvPUO6LDv2ZWb2nfbd4r1o8qXMyJAUls4dG1NmARKAyJM0hu8X6Fp9e3SIVxl54SP+7YD19b90c/QnyyYh70n3lY+/PqRZnv+eVpYnSamyJpmdvqO2ipGOQZ3ILWJWCstV9Z15TDeMaUXnNMssWJU5Wl6QR1GbFMMtxt2qry+TqwJxr2jtEK4TSyhMQyOcTfy+PkHDvsdrFfClhZujOcyX+maJswrcaOXKNXIRbO7/0i/29Fa5Px0hryyLpXp5YVlCaQWaK6HmjlfI33fYSXXnF4b/OmRFDPzCoeSUKsmhch0vvDy/Ttfvl7JZmB8uKc/eXQq1LBSK9xeZ55fb8TYSM2gOk/Wjp/PolIcOwgxUJOR1BZl6EbHrRru9h+wDw98+LBnv+twrVJRxHUlrAuX15kVQDVMCBhdIBfKfGZtN/LVkFJhtA2FZ393YLz7xOAMO58Y9w90+3uOdwdOpx3dYGmdoWVFngPhcqPFG9p5Wk7ophmNIo09l+HA87cz67qg+sjDpxFDZblNWPOErgHlB0JUXH77nTbfePjpN9TuxPRciMsKy5XDbx4o6iderisv53/Gqhf2d1DzNpaZb/TDA1ONeFdxvaWsPapOtDizPwzsTwNdb5i/R8L5yunHjhorYb5QaiNOCasPmNGhW2PYa6zdUfNKzQmlE6lmnB/oDzvM4KhroOlO/Ltdj+2FDUoT/1lcEssyQ5wJU+T2De5/+hUp/GXsMHOtMirMmRzlgqR9EdViSsQ1sC6BtEXYaC1eNmV73hZbegOpo8V+IIeMEjZsyixLYJoDt3llDpFYRNH45iGkgrJW9kZWYah409j1UjycETN+joFWRYEao8SSxVxYlsiySnfruw5lBLihdAMrRQhl0UWRWxOEHrzv/uzGQm3If38Tvkh8quVwGum7gb4bGPqO3mpMk8tGzmUT97BhAwW5Z97Y3VVGiBJuZWi2o6ltF6oFXK+UwiI8U+MtJYm6V73/yLTcaM1S38lGmbgGSpaLTNWaojWxKEpsktrRBSEMlSg7Rt3Amy3KSmjkSguA/A0rWNpKQ3jAqkJRimzUZqkyWyqLzDFNQ7puL9Shmo0UnZQpQaAEErq0hUSjREFe87bXDLSWUVZTVSG3Qk4iJqPKJEJyRCPGikxPGQ2qbf7N+m5rqZv6V9JzpFveavQ2D5Fdu7EWvQEaNq+RfL+zYAzTushIePQU72VtgJbJ1B95/nRayTTz+Tc/kVtiOhy43lZep1fxCLUB1ztuy8zD3Y+ianM9sS58f/7Crj9wCc+0VjkNdxxxxLUSXcdDP/DJPtL+88/847cXpqzYf/oBlyM/f/lHLtfK/Q8nHh4O2GZw6zOZlRQjJWZyrfRe4x4PlFKJMbPzHbUW/HCg3/VYZ6gxsUxXVM3MMfF6nQiuw5bG81NmLStD7/h4d4e2lVocpTRezyv3j1d+/PTIYRjpB4d2jbImku7J/Y8MD3dcrk9cXy+8XjqcScTrC8uUiTmRtvw9Pxi89txuC36nGdSeOVSuS8LZwt5nOjTKO0yFdrvy8PnIiOH67czyeibmSqkQikbvR/rcqCUQwg2SwtieaY38ojJNdRQKeZVfP90n/upXj3z+6Y7OdIyHHbv7ozBsS+Xln39HXlfyumxQ5J7bdWW6XAjnrxw+HfnV//Q/062ZvYe/+w8/ktRvuE2Z21KIt8DcraylMZ1XPnyaOTzeMXz4W86/vLD8b/8Fv2vYYaAqQ1oj3bd/4cOHIx/+139P4j8RbgvrEqgvV+L1wpe//x394wvhNRCGiPnhhOs8T//4TJmeGO723L78Qr465jjQu4Hz12e+/dMTty9fefzVA4ePn8gpUucz83nBmAspK2LUYCwlZ4ah4H2kxQvXReNPJ+IcMVVer+sPrNeE9ZrcKk9fXlleX0mp8tf/7q/48O8eKFTC/JeBxtOuY9gd6Ic9xnXbgbgdorkRU2NNsKZKjIvEf1nLOMgYtbaCtQ5tnYwzc8JZg7OGnBNzCFyXlcuamIuimA5rpaiKdaOgjGK/82iqfD6IqKSoVtHw5GmlzGHb+RVSSixLkEtuqTS9BV13FmMq82UihkgpwhqtbGM/9YZT27phs4mZpAWUS8LbPUdJ8X8TRA2j5+7Qse88qipikED5nETwN69RggraG1Jd1J3WO7QWmwTa0h2OW34lm7dXi2LUDwJCr4pusNA0aUm0WIlWJja+77DeAo2cImFdqEVGl7brYBBgR2mNZZ5ZwxnVCuF2I4REFnWV7IK1JeVC3nB82nkZo5dCq1kCqI34XQWrKsVmGA/oUshJJju+Lzgn3//qLA1HrbAubkMuiuiKlnBGk9Z5G1HD/HqmlSzjWrOB1tub8CgTZtFPdE7TbVOylNZtOtBob0W1FEqupJSFkWs0uh/QqgfTbZQfi1Jmew97tJVimFMkzAvrlIhLpKSKVpbRHcD0m/CtocqfWTDHw4j2CvfxIKb37QUueWFv7yk1432P6UZ6O5JYcQpSjIx2RyqBndtjAW08a1ro3Mid7TgSaLWwrguH0wnbVr7+8o1piuiuZxzvYDwyjAfifENnwR4Z3TNfJ2puNKOYV9mRlJjIVFoLrCmy2w3UBOu6iiw9rtQ8U9cLNWt2u57Bgq5ZTNq5cXx84PjpEVUrw/09BU+ucH2ZWKcrtWTcMHA4VnJYeBw8oWnMONJS5LpG2q6iUsAgcOqiGktYRfVVlIxknSDBahGz7eHXD/zww4903Uf23vJxLzL6lAqxWZq3crtfVw5DJkyVaS2bCKKjOg/KUbRBW4dWkX73AZPAusb1vHC6W9k9HMhJcflyphsd3ThiuoFU88aSLHQHzfDDA8l2TNeJeYHp+YkcEqUE1nmiPwx8OHWUYonjQFxm4nyl6I7/6+9/wfNbPv/qA244MJfM0z894b2h3z9As7w+zaRp5fixYYce1WmJKzJ75tETLj3T9QmtLbnCcrtRbU8omfl1oWqE6xoTuEKshsvzecsjtWJ7UJXb8xNNJ4q5Z/mXM8Y7Ma+3SLzeSL4ndjv60xHcDtcPhFvC9jv6/R3KdIx3Pdppzt/OzEslJMVf/y//id2pZ55EFf2WzPE/+iMZsD1dP+C7DmPfxpFiOtfGYRzYbfSatli1krJEeSG3fLspXd93ScjN33iP6wtdFjtYfvMMvnndVRPLQHvbYyLG/lJJOYtVp6iNU7pFiL2RgmoTYc1W9NrGk41bTFR9J4luAcEKzAbYFgrPpgDedrE5N0oVa78w2v7AmI8S60YF05oIyGp5V5XmLFaV9q7cBBBQgd52sdZ3DGMnY8gmHbAxCt/JJdo6ETB1TmO1WBpKqeI7rIKvEwP9m98yCJBdga9FbFlWFKc5V8Ky0EogLpMg7pqId4yxWCveSPE5NqwWkVLKEprgbNv4t2yB4giQwkh0naTcNIELNIVpiAfTCC2oG3tSzFQEItCyABxSSu8pLTH9gV/5retFOtiSE2GJtFrFgx5lN6uD+EeV9dtuu4mnNgTidMEYI+Khzc+plHpPpNHa4LzHbNhDpcV/W5qmYlGmw1mPcxrjhEYkFpv2vhr9154/WTCPxwF37Lg5zTlWmq5UEhaJS8klcxrusMawhDPODCg34IxHZ5EA+64nV8/B9UxhYeg9fSrUuTDdIqEqfIrcLoGk39SeBe8Uu9Gy31uUO7LOL8yvM237sPa7HTnc2I2CgQtJlH5KN/p+RCsjC+9UuE2BNE18+/qNl9uK7R1931GKIrXKUjW1BA5ppVOJXd842ZWxs+iaKVqRtSPnzHKdeD1f+fmXK5//w9+ydxpbXpkvDX0c6UMh5ExujiknUmtUDLtxxFgFNbPGSs2VmAw1OEqEQWX+7jcjHsfzz8+UWFjmiWYUxlbWW6LlSkgrrVr6cUDZRgxA7+n2d9jBi3Ahrpw+fSRFz/V8IZXKOjdmP2FdwGqNWhuu26NVQpdMI2+JA5HhtEexY3nZEcPC67fvpOlCuM6b2jdwGHtyNky3MxBRw1EOVat4eVVM//vvuH8Y6A53XGaFmQs/3g34/kiJM80ZUixQA0VDN4zsDgNu9JT7I7/7+4WaEvO8Mr2+YncVeZUCiQ7NkbLGkZhuE7fXiVgQha2xXM4X1tczw9Gw++nImj3j0HF9eWF+/pkSEoeHD+wfR1w/MJ5OhFTp+p6Hz/ciFmgNN/akCrEosAP3vzpweOyJS2F6XqFW+uPh/3fx+u/xWGNxzoswxHuMZovD2joPY3C+wRukOiWh1aStY9H6/ThRSECw2hSHYplogm6zis4ZVGqkDZ1mtNrQjG+2ha3AbIU3v8WOiRpPxFdbSHXb2Keqbf7JWqhZAKNKq03MAW0jXqkqSDeUdLGibF2o9S0gWlPVZk1oggNEg94wfdIVKoEZFEHe1bfOy7ylsUhRpYoS9S2RxdgNeNBZnGmUKCkvqCpBFt6gW8bqStcbrLF/oD5GxplKkZKA6gXCkFjXQF5X8Q3WwqDUZp1CVPMFWRncArlC00LucSApHtaIKGebGmgtIqpSG2q7I9RttGy0WGz05v1stVJKg00YVrfxsbYSnO2spVVNNoaoJNeYTX2tNytSrmywAlm7oET5W1KipCi7ZqMlqSlE9JowKmM7j+ulEJZciSET5pXl5Uo/DlIoae9hL9qoDbwhjGBtLcpskV6y8JSmQmuMAev0Bt4QJa/4Of+4EfNPFswSVurxA5fW8XV9JrFC0zjtKS3gcRjdaMzcwsTQHahtpDMDuSSarljl6HzHGm5UUxjcgCrQu8prCOx6z7oE/GjI68zXeaY7KsI6k24r7A/U+YXl9cL19ca0zGjv8Upuk3Y40rRld/dIswWdxC+6xICp0l6XsPL0cuVpWsiqZ9joDmGO6N2JDydLKXv2e89gMqr1rJdAmRKqFbSCsAReL1eWWKjecvzxAx8ePNPXbzz98o1YC6U21qURWyPnQEmZZhzajjKC2hIfWgVaofMGOww067gFRZwm+q5nfxgIa+Fyu7HcFnKKLEEOAes0zja6oUNrOVC63ciwcxhV2dmI0opj57CnPR9/OKJaY9+DSpU4ZbICUqPrZnJemF9vlLiSponb9YnOw253x+6w4/X7meX5OzmuhFCZs6PVmcVP9Id7nl8ry+XCx8+W4vcoDf7+njgF5tzodMfpxyM1N7q90EuuX1dqq0yXmwRb+x41zQzHkd5Z1GjwvWdZM/NUeX2+stcG5RQZzbQUss50Q0+LM9N0I6aV/nDHsDuwsjK9vBBfb9xVTX9/Zf/xjpgSL09XXr88451jPFWMAm8alIhTmu5uT00ZmqI7DtTWuD5dibeFx8+fOD52UFbCAq317O7v2T/8ZRRMiYcSHJjezP4pCC4vBRFAKKVwfjswlcj38/Z7xWUiBUdbI+NZ1agpCFWmCl2GmrdMR0HOicpSoZXGaiMHU6tbR6CpSsk4dUvtqNvB2N5TgRW+E3V9LbLTyyljtIfNsF6K4ODewqtTzDTVBGWYG7fbLIJp5wRx5w3OOuwmBkHBbjcydgN912G1jOdyKvLnlUylgJZDVlXxdb4VSq2EmqN1Q+uKohAXCeAuOdFaw8RKKopSDEpZ+qHHuQ3c37YOUG3Fv5Z3Tm1KmWWRqVNJUXbMWtMNw4amkyitEAwZQzUaZTw4h/Idpu9xfissLWMNEsmmjXxPxZ+DqgVV8xYPttmy2jYl2NTLb6ItTcPUBnbj9VYJ6LbOUpDLxrpWTJGQ59zEA6o3DJ2QlRIpiuJXbXSfVGVaSAl4U+m0QTtB26WyjcSnwHJbsW9rhTdObd6yMY1BU95Su3ibgLBdvFDb69cNY6Bl9W4/4X1W8a8/f7pgVoU3iktcmNNM31uWWHGG96iYQuF2+cqpfyS1QCkWYzShLZK2UTNsyKjeDeya4V5VwtcXni83ut0ANM4//8w//OMztRs49ndYP4qarlTWNbAumSU0bktFxYUQE8PhyGATvVXk5Rm0yIqVdwx9x3x+4tv5ynVaeA2JqD37oROvVkz4znE8dXiVKEugXmdWEsdPn1EJcmvc5kRVotY7v87cbhNFaY4fKv/yX2eef5m4LZFUmtBRtKIbRrrjQFnlQpCWmeW2UDPErFi3D7eqiVKurEOjPB4wtiOskscYbgtWQYmFNVYiErOTNtlzNQbXHXj4MHDaj1gD6faKioFudBwPhn6UaBytKmmeqKrQrKM1xboW0s/fML4xz5kwraTpSpoTVfd8+BvNuDf4ceQf/vMVRQbjSFpTlCbeGg8jjJ9/jTp+wI6KcbcnhhU3drTmYNTAJmoAACAASURBVF2xXaOzUcQ3NZKnF/zYsVwWVCqMPmF6z3yVAGc/9LQoyLTgR6qCeQHOV+g6iva4sUPngu86nr+fuXyfcSpw+MGhO8/t+cZlSqQp0hlFXgJ4y/U28fwysc6N/sFjtMU0zfxyxoTI7nCPUZ7WDLYzlJSZLplW4OHHR1xnmL490+8s/X7g9OhwXlHTH2dP/o/09H0ncVdb8HEzbsOpRdaQtiKD7AitEflDiCI+oQoKLmWhwpiKpmKVdIcpR+GrpkDJItSJOVOV3nZkFqOlYCqtUAjLNRfperQSpqezjqILy6q2Q65tB3La7CqCoAOFMZC35JWUCqmIynGNmTUm6VqR5m1aI9pofFMMxohC2Gm5tBqDNprDOAg4Q0sYca6ZmDIpCfyibH5PpbUEvzdRw7RW0aaIqKlVSkrEUgmL5Ha+dba6QaZSWkSZSDdE9sfN99eqGO03P2ct0vI1JMEjV8OapIsMKYtXuFac73Fe0/WesDpM1wlMwHV0fcewG9ntRoEEVKFX6Zpwg6SatA2+XtLGpg0Cqy+qcbtMMtFTMg0w1iDVRiJUaimUJGPouiFy3vaTv+cNSAfuB/cuvBEcYZS9eai0Cq7XtM3iFdcEJYOXrHtTKkrJ2D7EzLomalXQtPgwi9h9tBZLjHTI27qhlLfmXXCF3mANvDF2NdDePJhWCjntz2TJ1nEg246hdNSi2PVHQhB/1d39Z8J6I6lIi4piM7klnNIUnSkt46yXG2qdsd3I0XiOZabNmZo6TD9stw2YF8tw95HxuOPh4ZHD6STz6WZRfkC7Cl4x2I7b7Ux/OnLc7SBPhPmG7hxKeVKp+E1uPa2F/niiGM3aGmruqHFBeYvKK80WlusNvIPiyNqx0qPOr9S10R8HTGdoWXL9mumx+47dbk/vC3HNmKFjN1gZb+pMTAtpCZha2O89cZnJ1xe0sVSricWSVKW5AY3HGbB6pASFyZk1FFJTNGPRujKOjmaKjF+qEX+qiqAVu6Ph4d7jWmO+LdwuN9Y5ogjEqPjhV79iOJ5IxZGTxTiP7+SGrbCkNfHyy28F7zUFrk9X0Aq3LAzXK0aP3H/+xJcv37hdnlHa0x1OaO8Z+j2PHx84fLwnLTPl8o3j4xFlf6DlSFOa+doxP194PV/pOk0ZMqmAdWDcDqU1YQl406jNMV0i67TgTzuMd9z9eATjKUvk9voLw6Pj9OMHjOtJ0w3faVKx5KSxRtH1Vj5QoTBNmbxkwr4nxEarM2sxXCeFLlr2ecNILIZwXnFLwKGwTmH7PXmemacLdthz+rBHO8M6B9BGOoO+wzgrUVEh/LdVsn+zR67jNWdyiFitts6sbDvK34MArAIjZ5LYMJCdZK6VhkFbUbXqwntWZoyBsAZijIS4KWRNw7aC1R5rLMZYjIFa1XZoKRmTKYdCyXiuiBe7VCHb0IThKxD3/O5zTLN8rbrtN0tt1FRZU2Ut8lrrtpsraEpVECtaZ7yx4AsKEbx0nWO/6xmcw6DIsRJDIoRIjEHA8eVt1Cs7MkHJKSGSGekwBfRQKDWzLmmjBwlZCW0pWHLRhFiJUUQ8zsu48M3SBLyHASijZYToezCC6ltvMzkJYWt/2OP7AaMyXW9I9IKQ0wbvNZ2DzlcUgVoTNUcJEsgLxjkhNnlHNRC1aCtyaRgUIaVtn7yRoZQRBVVV1KLe0XsmW2lWlBQw4+T9QZkNfl62yCy17SKLIPSKwPAVakvIgTUUQsiCSzQaXwW4oLUk3sQkO+vO92jnAS2rHeImYpOlgVZK7C+SMwBakH9aaeqm1qbJ323juvdOlM3y88eeP43G+49/y5xmki60Gul8R86F+/0DS7yiSuEwPLLUhZQSuUZUkRT1UhMdArnWOjLYT/g60aUCN5mL73c7lG6EUun9JtE2juFwZDf07HYWo5Lc0DafltMdpQWUNazzsnEjCw+9eOGM60hFctO08bi6oFphdBrlFN+CxTroT/ccR0cOCWM0/eBxzoFrpObI1pKmmRZnclXYbsfDjyOGyDpPrNeZ7vAJ0yXCcmNZnkk5oLXm9XnGuIa2lss1crle8Iee3fFE73oO3ZH9fk9tlThf+fVPj3y4vyOumSWI0TjlhUSi2YbTA6ZBi5V5iZKe3hdIC/HauC6B83llCZGctARd/y6R1St/1Y88/uqvaQVynMhpQZWI8TB87LmeH4htJdTCFCxhfqblK/sxsL//if3O8/hxZLg3WL8X9dyu5/TwwOPHE4bE7dvE2jVMODP0ssRvGEyvqOPAMo1i2E6WdV6gRrqhsTvsMHZkuayUEogpo1vkaApxbdzfDfSnkdurZ3p+4mAtfjTARiVZV9CeXEB1hhYhzol5Tjw9XRltwx3vSMWhbKYaJ7sd59idDgx39yxrJi+RFBV9F2lqAi1ik939kXGnoQTWeSFeI2On0WnGjkIOibdAWuKfX8P+DZ/2zuUU07hYSwQcLpFJUKm0ojYrze8N4CKYEeZq2YQ8tUihTVmCBEKIrDETchHEmhWqi3Meaz1d18t4VhXJba0Fvf3ZNSVyK+hayCmxzrL/l52XktiolEURu4EDUpb/jzeAWm1qe70bGQb1LvTpOis7SG2w1oKy5KzIpqE6ifQae4+zoqNIaRMUbYHZKWVRxqJwnSg9rdFYJWNN7dTmcWykLMU6azDaysi08zIKtg5jDBVNyZWag4Qla4UxYvdIaxAKzban9IPHLx2261CzJ9eVJVTQiVomrJVUnxISdRULDrWiosO3nqI8Jb+ltxS50GuJ+HLeUbzQsVpVWCMUIrSiVhFWbYhWlAHdBENJq6SQqSVjS3kvvqgNDmC0hKxnERRp2Ni9svsVQo9+t6EovYW0R3mfrRIWeC6yStKUrdsXQZPre7TvqGiZjIiXRP4slbabXsD4Jrxipd79qFC3wio7ad87apbphIzF/7js508WzNlpnq5X6iiUiFwbh8Mjr+E7LWl+fPgJ1TRo4TUCLGmhVMVSV3TQDLueoipeWw614i6KHBuURIqRzivytDLHQimaQffs9g5nPSUEpuVKDomWEv1gKQ263GOVJpeA8o6Gxkrbwt1hT02RvJyJKbIsKzkESawIC4fDHmczpoFrapMiF9aYuLyuuL3h4YeeXfW8nhO34HCjxzpFuD2xTDPznGkaTvaFaQ2EJXJdIgpY58jzEqk1YDHkqpgz9Gth3EeGTvNwdNzvMlU54uGe/eDx1lOspywr83QjlLqpCCupSOyPHSwPhxNaywfi9fuFL/N3llBRdsD1HX7vOfYjDcVtLYL+Ugtu7Kh9R1gacV6Ynr6xXCrj6RF3OmKHA6UN/Mt/TfyX//MLl6f/g5/+6pn9aYctipFEmp9YQ8JMHaW9sgTHOkcuLws5J9LrBb+XHMPT/QltHKf9APWAHixKOUquFD2QS6VR6e8GphfF9fWZeXplGAx+GqnFsj6f8bbg3QHjPMv5Splu+PtP5CR7iYKhtMLuOIC3LLfC88uNkhOPf/WB/nTi5bxwfIAcVrpe8/jpM8PjIy/Xhen7M71q2Pt7cvPMUyaVma7z+L6nZs315ZV4PeO6QT6sB08KEgCM8hj3l6GS1UpJhJOWkVnJb4keMo6VMGdQSpifbxzX+ia+ae09cMEaK4SUJqNVKRRvylOD9Rpv3Tvk3VuDd+Lt1BsnNCXpGlqNpHUTbmyj31QFSmCcQVNJoRJDYV0SKUuWZm3qHdC9lUmJDNOgW9t8mJpGw/VeukKt8c5J1qU1Ms7sPMPg6bzFbPuukrcfpW4YPMnzVFrTG7BGbbtgQAnFSHZgGlfBpIqyEkhgncV3nq5/E1ttUIjWiPMENWG82wg7Wwh2EpyeMoXWAqqteJdxnSHWPYpGVo0lFNSa6EdNQ6O0o2ZFzol8i8Q1cXtVkv6hJIw5LSsKsNaIQMknrN1Gw285qYX3rFOlrVCBtKTSyJhTQAg5JSoNhxCRtN58k5vntG5jcqH52D/waW5fa0s9wWzir+1SgtZUtJwTMUMupCgWFe0sdnAo50QnlgogDgRlCk1latVon9HWCi93g9O8gRbYsImqbXjHDQUpxfvPLJhLnvmWVlwsNAMhR663b+yGnlYN3g+Cy2ow9gOXaaaqRmsJZzylNHZ+R0w3ehaGqlinxHw583qbuVwnbIV1DnRjh7YHPv30ARUX1G7Amo51Wnk5v7DOgX7f0x32nPY71tuF0CpKGaxVXOaZ3TDKqCFErpcbqcprSXFmniZeLisH07Cqp2QtqlYiulaa8dhdT8qKXDvqGvC7kcNoSNOZ20umaMO62Vi81/z2t1+oSk6ZokSsMM2VtSrWbCmp4L0lN0O9FZ7qSrvrQCUuT1f2+wP3Hz5xHPeMRjOdr1xez8QYaMZuEUrguh7lLF3vsdqBWgjniaXuWN2OajK+Uzjj8Z2iGzqG/R0tR67fr/TuZ06PB7TTiM4xEm6B0hIPv77DgdzsHyCsd9S+Z42Rn58V5vmF3eme9Zq4zonrZcapxO/sP+AcGL/D7j6SWySdI9280I2ZmDW2VvqdR+uOdms0pXE6Mj78ivUiBJf5+3eJHDseuS6R223m+Chr9+vLhGkzw489WMf1MjN0CneoGN/j7Ej9+oVh53DjDuV6dAcxNu5OB3b7kZfnM9dfnhjvf831+wuDr5w+jiyt8fLLGZ8qp0937D9+ZLrcoDX6/ZH93YDf9RTjePryyt3BMH78kbgWlBezt+k0ftfR0h8ng/yP9DhjhDn6XjS3eKqciUkKUUWQadbK3xXpLoWY85ZW4qzsmPVbx4CM04xzOAyUJPF+G/bOGuGmmk21WooIYVKMrEskJYl8+n8JX7oBoxWtNEqtMiLNEIr4JUHGaRXphGqroJv4wTejvQFs05tQZyv0VuK2Ou/ovGXsDKe957DzaFUpaRO4IJeHxu8ZsKWKSMTohqFAqeRmMLYBBu893nc0pYm50q0Bhd5Um9t7YDZPpgK1Cd9S8LhecnFLTFKIYtpisGQUPE8rMcgIdOiFXKM1qDdvqTFoZbGtUlqiVEXNkRALOTec39TESpExQueplVIjKRW82/JRt0BluQQptHeb8lRtE9W2jbnfunrIuaBN2QKbtSiqN5FN3aYRZttpapkzo7T8utIa42QPWsqGsDNGgBQNYszoUlBKUzZ7knOGZiwpy8zEGQPGg3FUDCmJJanfRvc5JFBFxECb2ln9Qfbnm/PCbJmYyvyZI9m4LtydHrHdB0z3ndfzNz7ff+ayRgZraWSWCmO/w2gL2eJ6zfRywRgoNqGVgfz/UPcePZJlWbbed+RVZuYqIlJU5mtRXehukAOCIAf86xwTnJAgwMEj+B6a3VWdVZGh3N3cxBVHcrCPRzZBVBEoAg9dF3AghYeHuYm7z957rW9ZdK6c3n8hXDcePz3z/uMzsSDQ7yDy4t2+o5RACYb1fCYrSMuRWDPT/YFQFct5peaVFJqaKWfiloAbtFGcn4+UnFhj4Phy4fkc2LaFrBXj/Xfc7q1QfVxPiRHb74m5cjkFVFpxaeX0UySWzHU2qH5i93Dg5g384bc/8fR85rpEtqrYTzusyqR4pRoDeuThreNdzSyxskWJAxonSTrwvsf3E/up44dvBm4Hj9Iwz4FtyWA7bDdymTeOzyfs0HNz4xntggPWo2I1HQ9vb/juH7/HTz01Fa7XDdU67LAmrEm4GjCDAwqff/rI08+fme5v6XcdacuY0ZKWjf/jf/5fuFwWMez6jn7a8Zu/e8B5w+XpTJwd3/76VwJ43u/48vGF+bQQYoASqWXGWridHrju9synhePpzMtp4XC7Y8gGjcRKrSGjdeW78WestuhpIPqBdImYEnj33T3PTwPv//kj3/z6e1btefx05u14Ynfn6e++Ix4X4ulKvxvZffOG6//6n/nxr3/g/t0dS1iI84m/+4e/wg8dv/+n3/H5dz/xzYPnctQcbt6g9wdUpykY7r95oPeGXAsfPjxxdztJ+HbvMM6wxcT88sI//Pd/j+0963XGmg1tR0oC33X0h1t8P/y5Ney/6HXYTxgU5CRoslzYQiVXQyEJGACwxoPyLUkksG0bscHMdS1ykDMyMswxye4ybGzLSkyZ3MZahUrOhqotWeuvo+CKCIXmeWNrgqP8dSQsgdC9irhcyEZubspoeu/aY8qtKyhcQiRUOVgaJWPnKKBXlFGyW9RgKHRGMw49u90gCSFOMVhwqmBilINtqZTaCDZho8SNUrJY2bzD+8puP+BdjzH2F0tNrRADsVS0c3TOcdjdS6GhSF5llsO281YoRVTJ5lwyzNdGXAqkuIr3MiRSlvFzKnzt7p2Xsa5EzInYxjh5fidvGSdHjJ0U3iRmfxrHVSnQ2ZJqJuRCCBVbCi5nnFUYW5slr1IoeDJGR5Q24tV1oirWKAErKMU6L+SUBZpvDaqC6ywuV5TrMdahK1jT4A79yPn0iRIL426Pce1opiq7w4GwrsR1Jm4rUWVcJ6pmbWyjECm0c4DGePGCVq2IVcRL1ggWVhkJ6a7KSrxZ5xoMXnadraXEuF4aNiMWlF8SUv7f158smOf8GWd/IOaZ6/JMjYGb6Q1fzu/puswSZrbc4XpFTivX9SzUeFWwuuIwLOsiMVe6khg5H09crysP395zmmEYDSVU4npiP07c7hwETSlZgqDXzOW88fJ8pmrDNA2CXMpyok1pIWb45m7H2FliTqylUqpBa0e/85i+o6rMfjeitMV60fkU5yjbLJ3dOXA8Xig5QIVuHDBjz69+2LOcPvPx/cIcPclOqF3mNiecTWxJM+NRsTJOVdLGS6LisUOP0QV0h1aOznoeDp5Dn/DzZ2KcWGrH6WVld5gwaiHllVjA+AHnjLwx+z1Wd9zcHzAqYMrG6fEZfRYaiDeWXhfsCMnSblojw25HKYG8JQFTP26cX66UbSZeBBH4Eh34A81EBq5nXVfWayKnjpgqX376QF2v3Ly7xxXL5MCgmWcFjORUePrwGWcMrrMUNUnCjZEbpe8HyprE4pMTn34+k0rBHzXT3YSzHVU5TFX03rJguRwf5dRYKtfHZ+zQc/juLau9IT09s9t7pruJh/uBdz++Yd0yn99/poTCt3/zI0+nmXWDYdpzeLOn63tyiZRcWa8z5MIwTsTUgeqwnZx83SDPadg2lo+f+PZvvke7wno+s7ycqWmlvxswFsabHtv7P2l0/vd0GaDEJCIo1QKUtUY7h1ev1hHZm5nXDrOKHzWXQq0imhDbQ2pWg9aR1fIVHSdlV7oLY5o3rh3ac5IEjNr2WBmDstJ1WdOsB9Y2QHfzR2qAis4Vo2jLsEpIiWUNhFzIKEw1WMQ3qqoooDWgRW4PbKhasbrSO4m9kjAuC9phtHg2tzWwrQ3Jl0RToI38bFNVC5moaC0dYGqK34xGIXg8baskYLxmLjbxkdIa33us0bLzbHvPnAoxBMKykMIqAqdURIiFpmoh7GBMIxPpxkjVbdepoMiur5YCRqOQwprbyFz21xlF4FXGWtFUpSlKk1VL+0CwfyVXti0DmcZmQBslEwPv6Xwno/VNrGrGaVxtPs7QoPAtjktb35JpNDVnjFYMo5c1W86yK6VIoHOQgk3RKGcw1mOM+zfFTIqdaotRURKbr+sGbQ3GyeHHKPCDxXUyNVGqflUi0xJSrPc436FsS0L5cwOk63iDdoZPH/6ZjMFrw7f3f89//Jf/k313YAsRrRWpZvI1Yb3hEl7QWrLdJIk88t24p6wXNFcMCaU1x4/vefjhN9T4wpxnlO4YRyeZbc5iVCGr1ObYkagdGktMTW5di0SBJaF8pDQT6Ck5kteVy/lEKlXGrTlgjSbNV24OE3qLrNcLMVdClj1ALoWsXjP9YFsTJpyZj/8kOWne0Y+eqS8s24YtnnNaMa7gS5V9S+cIuRIjdKPGd5GwZA47uLnpuL+/w1HwqhI2w3XN+IPj3TcjOUWeP30kbCuDH5mmHuMDk1fsDx23d2/oe83T+xcu10DWOxEaaEvpb8jeY1Qi5VWQhn/3Hb33xE2Rg2ZZFGnLhDkIKWlNVOXY3w0iBmmnNmPk+9E7br95QFnH9Xgi1Be2qFApyEgG6IcO0w3kkjB25Pp8JKSA6x3DJObgVDZSAq0cw9STYuA6l/b8ak7nI73L3D68YRiQsfLuwPX5ETcUyJrjv3xm8Jq3cWV4+BUKoZOEeeX+rsN1lU8fHklh4/v/8D1u8Fx/+sD+ZsDtNLtbR9pWck1cLwvxemEwBYtivNmxe3tH2hLDoElK8fR8RqfAw7s74rKynFfWayCuC+POQ1zp9l7SE3ISO8BfwFVLe59n+cyolspQ2+hKmxbQ25InmpKisTsLSjuc70QY08Q6vN5/5AfAv8k5zlW4rmiP8V5ulmFro15wTb2qraw1jDW43uO6nq635LiSg9hUShRYdoxZQAIls4bEeYlsEqwCm+DTrFJ0ruCURVe5SdaSmlhF0XVZxo3GY72j9x3GaNblSlgD1+vKtkl3JpYRcPyigt3W9SuYvOTcumaNth0G2clVJCnDWANVdqsyWpTfkyLJJlrTxoJCGgohEtYgY+tcKKqNKbWoba2zEr5tRaRojRXBTGn5uSlQ22PTRl5nlCa/MlhzgiyrKlRudou2t2ssBrRQglKSacJrkVKqYsurZSRKNqiy2K6THTeidckKIT2FiAsR1/XC224Hn1oK3hmKcZJ6kjK1+Sa/YgSN2Dz6QURTSsvoVLiyWUb3/yalRBnzdRKhjKYAKQSJ66JQcyS35BxZO7eDoVE477CdFVVv4y3/setPk372b/n48T0lZb45vGEuG//6/DO1LlR2hJiwplJqx2WecTuL2hSJSN/dEcOJkjP3DsqXxPnTxstlI2tHUD2DC1yXyrh/y24ccdqia8Xqlet5ZZsDIRXW6wYuY8eObrylxgtr2JivkkCStSGsF7oucTmfiaWNfM4b121DGcOGYpwqP/+0ksisS0Brw3SYOJ8C6yZKR2cGuv0g/jBrUaZyOIx4U4nzwnzZiBt0o2I+Bs7ryloMu91AeH4mbQlnJ9bQINEo9OOJ+XzFEDkMI74b6cYRheFu37OcZk7XKx9/vlAIeB+Z9jLyTMGzcuGcMteaCLngx15GIxq6rjDsBIJQUmbTHtvfszwdSU6hapHCdhhYrhvXp5VllVSKUjcIF3JxFDr6QdFNGt+PTLsdu6Fnd9MR70Yu51vW68rl6QXjhVyktUZZTY4Lugt4XVmWDW0VVkMqgsZKVcnYJAaIV3y/I8bM7naHsY5wmQlbRdeAGzWHh54rDzjfkGfRsVX49Nsz7/QTZcukMGCB/cMdL48nfv9PP7GfDPsby/PzEyZcuDkYajDYvuP0eKaoyhY1aVOMo2a3G7h5t6NYKSa165hPV9brjMuBbv8dx89HwlzBWWqOdKESLmd8txPJfFKkZgX4935JlKWML8u/UQlSJXpKUitAlyI3HmjG+UipiHjHd3ivUUWgZ6UkuYEqQzcM6FfYeRVFauedqNu9dHC19GzbJh7ChpGLqbTHU9GqYHWmM0K7yTGwzSvrFsQyFAqxiDBni4U1FSmY7RcsteI0QqGR3xoKxCLiJWelq0IZjHP4vmcYBqiF4/OR67yxrqmh5EQtqnWVVAwl4pB5XoGV/AoXyAVlDF2f6UfFYL3oArSIbV7ZrDm17i9X6VxjkI7NO6zX6E1TtSJVvv6OFUBVbG9wvqMbOlEeW4t3Bmc0RiFFq2pC1CLmalFrqqlhSxXEXgobxCREnyzTA21063UbuIh2iGrFPbcpAhoJmaYdFJSSz7pzv0Am2lb7NacyZY3OipyS2DqaD7cfPDEUQtgoJf2CSySjVcU5jbUG6207UMgEI6cEOeMV6E613bRt6msZ31cle9Wwrrjeyee0jcOp7XVpo1nljAiVavPsZvGq/rHrTxbMP7z/LSEmej9ge4PdHP/02/8Nqy3rthLayXOb4ZIWvnFv6IxnKxlvepbwiXE4cI2VnQflrWQIxoD133D8ckI5z95qPDI6OT+eybqijSNbj+kUD9+8QXLqHLpKlqU1Sk4ytWCMo9OwzRfssCPPJ6iZLSfWkKk6YbRhe5xx9z9gqFS9yZtmGBirJ3YrGgNbZLqdOLx7JzE08wuqblxOm2C3rAUdeDwtnObA41YxDubjC9ua6I1imsCoDl0NvbFcUsZjWELPm/s7xn2H9xN3NwPPH3/Px8/PXK4bwQyk3N6kKHKS3MJ5XbhcL6zbwrIkxsPEbneD7Q+4VFFqxUwO13Xcvpkkjm27cn76QricmW4m9m/vmW5HtnDPnBPhEohoLsfA0PfcffeO2/t3dKNhGAxOFfRyhfMTh4fvOdy9w3YT6xpE1GWNnEBz4fz8wuXjBxlT9bLDSAXCKsqLYfJoO3I+vXB9Wnj3V+8oIaPSws2hkrtObuZaEcNCbxLjf/iBvJ4pFe7e7KjKcHz/iZcnSWgJW2DnC4/V8enDM5qJm5uJWi3Hj0e2l6MofIcR009cTu/xo8e6Ad0Z+l5hTabkmRg3VIm8PBeOjy/E85m//s13fHn/AVM1h1/9istSWZ9myqow73pKHVmOV0I4v96Z/91fMn4zKCUK7FfPmtzhGnM1RFAB68SWUWJlCwHte6zvsM7IONFoyaxsO0njPLt9T66lFUz5/04VVInUNRCbOrZzFjAk2wpmFGtLSlFuilGRdWK9LlzOC5frxhwEBhAbQY8iAc6pdWaigpTu2LQ8RrHWtVBsTMtqtHKDtWIv8p3Hd4YYKssm94tYivigjW04uSzdWMuVXLe18W9F5ZtLRmtDP1T2WLQfcOWXTsZai1KQNYQ1kYJYZ2LYUCrT1Q7beZSRrhStyBUkjl1hlJEubRzo+g6jhW9LSuQo+0lrsiTv9KP4TnPXxtCqJahUtmVhvUCeryjlqMW05w2yVBIZnxrb8j9zs2k0nq68g8Si0ZJElCo4q5rZsS0nZPYs4+nmnNsjggAAIABJREFUa8wpU6zBKtCmUp0mbJBSoeRXIQ5QEpqM7wzWCVCiZCmWr9QklTOqty1fWrUuXbrjXIrsLXNCV0PaOoL+GmUCiDoYXzAtbafWLIhIZCf/ZxfMsESiCuzsnlASf/P2H/if3v+PvLvbEUsmxBWnDfM6M4xvOHQHlvWC9x3zfMUw4HWHqppw3rhezlzPZ9b5gu97lOrxzqNrpeZISgvrlsnGyI6xlhZ5FnBuBCvqrtpo8imtKKsZxxsyYK2HUliuKwUtb1zdExBKV3+Y+Ntff4/XiuV6ZV0WSilYCkpZtmzQ3uJ04W5MEDdOaebpy4V5Xdm2hZdL5VIqnTW8xEIooNdMKEAxGOcxXcdu8MS4EreKq5rbu3uGsWc/WYxSfPvdDeFy5f2XhfMSmZdIf/OOYQIdLgydiDFCyMQ1M5+uXNbCui74U+S77ye+vR/Z3wrgwfQD3c7T9ZZ4vvL581FILt7x+PhM1om7bx/wU2WcPC+PmXW78vD9j5hq2B0sD996agik64nHz4+E8zOqFv72v71lNwzodEalhXA9YoceZz3VZGq/EgfPHLpGf7H03tG/EeGBd5Zu8JhuoPoJlEQ75QjnLxesFXWk3R1EvVwqb38FM3Ly7ncDyxLIb3aUlLEkLs8XvP0tVR3ww8SP/3DD7U3PlgqX00bYsrwOtxN2NzIvG/PlRTx5xhJcx7x4rp9eyMkTX0703/5Azor+ZhL+8OMTb769JaZELgY93WN6i7+55/oSoT5het8ilP4yrlfDfc71l0LTBBC1tsirkigByZOMEibdaY2xWtBzaPpObAYmK6xtIIJiyTU364CwgmtsRbDInpGi6P2rId7gjTwe1XZm1EwKlSUV5uvCZd64rJE1FrIS9err7jQVALF21La/clbjjVhLfhkX/1Iovff4rpOuzsluC1WFNxvlZlta5yQCloIqQqNJpZJzYl4TMZWvVpOSM0pnYjZYnxgmiUxTpooalNieSxnr51ZswxaJ28KybPjey065xWnVKtQIY0QgNIw9/WBxJlFTJC4rcVmpKWKUZlhXpts7um4UP2LO1NqsKVX2ypksWZn9gG5BzTKTFTyh+srJFY9xDG13WV6fSLEW1VxoemrIYF3BOoexro2HRV8iRfeVCdw65pLEith+Frx2nXz146qa8b37SiJKIRK2QAyBkhK6ynhY1gYt+qvB8AWdKNQir704DgCUkwOMkvQTrTTFSrxYChsgU5TSgrn/2PUnC2aMiWrFU7OFjd3+nczHNUK/KAmlK9frzG/+5r9h3d5TNVg0x9Mzd7u3+EZNqL1BO8NyvfLl+cLN/cC33+5xCHE/Jt0Msk7m+2g659jWhfNlocQZP8pJK28wb2eOz8+4/Vtu3hzwZaOGzLKs4DrGYU9/49BG9qAxa/Y2kZ9/5tKEDJ3rsL4jjjumlLm+nMglcj6d+PLR0unI8cuJ5+eF5zlyiZlYNcPQE7ZZwM3Im9Fax9BrDuPApDNxvrCmSq6ebpow3tN1jvOa+c1vvgc2vjw+EwKkDHSaYQKTI+sSCadIIbOljS1otlio1hFqoWyVyzVyPV0YPJhRYztDiSvnl8jx0zOpOmJcuJ5eOD+/8Lv//BNvf/XAOEmSwnhzS3rxWArjtCevhef3H7BJFI+np5nTlzPrvPHw159QOlKj4fo8cz0emfY9zluwhi1kTLHsbu4pUWhPUOh2A8p35CBeu/Ew0XnFdnqhDJ51Viwlkk8zhsJOBzkkGEU8v6D1yLgbyCmSri/sdgbteuIKpy+fydsTw1vD7Y3FqozrC1uQEbCxjs47+s5TleE0J9aXE53V7HajjBejot/viCGhup7uMLLOR2Je+af//WceBsO3/+E7VDWMQ8f4bsB5R6mFeb6iy4ZJVpSKfwFXiJHOOvFPagU1t5uN3Dhe8whFQRspSfadZhhxXnZBOYmVgs7+0p0iccFFa9o6vO2iFKnxfMQ3SWOMpjZ+VZj2HoIENaFqIie4bIHrHJjXyNYyKJVRzfspHt5CkW6yqXJNQ955JasImq/O2DYa7jr8IGNN33lsJ6rLHBPrsgpK77VwvHr2SqVmUEX+7nUtMhbODcxeJJlDVdCpNhSePJ9xk/3razdfWkwfWtKHclEcn2dqLbjeM+4GdIPgG2upuX61wVijKCGwlUgKG3FZCcsm8IAC41ooyuK7HgrCsS65jR8bND8LO7nrO3J2rWC2XaBpe0ClQcnIPrfiUXJuIq0iEVs1tzZfskR9zhhf8U4eO2hsJ7bCoCopyZ8tqamAa6Zk6T5lZC0735SicGUVeO+o2nz16q5bIK6rjGOteGtzzqiwoXQWj6nSErAdI2nbxIK2RcC0w4DBGPWL0AlNiol6uX4VD9VS/3zRDyXTdT1rWJnsxOP8grWi4LyeH9kNe6GghI3b3QMft5/Z0oZSlhACo+vZ18C4XliezqTzwhYjh4cDg8mMVqG1oKg2RF2rFeQtURHKhrKerB3JFvlghI31GriuK0n3/PjjDxBnTOdBF8xWGJxHa09aMiEFtOnZW835yydOc6Qoh1WaoZsZvSIkjb/d0R86ljkKsFhHHj8+8+l54zwnTlsGp9kNjhwSa5YPfG9lKe+7jsPOYWNmuW5sSnyqN1OP7ztuH+7op57Dmx3eb1xeAs9Pp7azVpjqCGfJ/dNVMXQ7wjpzOi+UliG3LDNr0Ey9Q8sMW1SP5xPL9US4ZKrWuKGjG24ol466KLIDux95WXqu1bNzmVw2uk4Ky/27W0oxXB8fOR6PxHilFIPZ34M1/PN/+siv5sQ47ZmXFdVZEooaM1Y7Sgvevj/sReUbIlSFdwrfG6LRhDXT9wZCh7pobn/4ji05Ti9PXJ/PmLJQjWd9WVAmCXfUK1RcKMWxLYkubSitiVEOQE8vK/f9hWp7zo8v7NPApXScjme6MEskU66cH4+o7gBdJZeNNSh2xWCdY1uE2vRw15NS5OnzCy8fPvKwv+HdX/1It7tF0/Yc20Il8OUPXwjXK8PQo5QSZu9fwLXEFciYpoZVipaIIXSmnETFHLfYuuoCSro2a7UUWHHTN7xZadFmSgoNzSCPjLuUa6d6k9BJRDSpCLElt7gtsymMMy2qK7Yxf+Z83VhDYUvCoUbx1fBfmh8QBd7Je0/GhJLNaXidRsru3BoJAu87S995hr5j7Ds6Z1GlsG0by7IKUUxrTPOCaiWfTWhimCrwbo3GpEysSXB7xuG8peu7JlCRYhC2INSY1si9Pk4oEvXlPf1uRy4FbTVFOfGyGk9hQ8fcUjU05Ea5iZILnEImZyjGg3UU4wmxsi0rtK6MUsSXaiUBpRQFReO9bwzZ/NUvqa2oUHmFKiCdZFq3X6Drbc+dwiYFsAK5UpKA9o2SCDMBqTe7S/t3soAOSorynBqP1grfogtjyuSiyCnjvcFYQ1FGFP4xs62R2BizqpMA8hgLmYIxpYmWhE0co8D3Y5Cdp3HNdqNbcklTY5cKYQmoEFuX20REf+L6kwWzGz2lViY70Zme48vveDjsiKlSU6XrPMv8TIyJzo/ypl8DRt2gnEKXhK2Kcg4c//DE+WUhqY5bb9gukd/+Xz9xc7fH2Y5+uqWzHVhNALS2hJIpYaWGiCUwH1e2q3iTtHfcvXuHileOpws3P74lBQMlE0KR3V9SGN/hjWZZrmTbo4ce0JASoRS2U8Q7cMkK9mldGG3m+OGRl1Ohak1Vgc5ZpsGQC2QyRQWM90zWoqosmm1RhDlSXcdh7Bm8xWmY9j2dg6EbuJt61uPK9bpwulzJOKwVTxaqYzpo9r2cSE1/Q51GqIXL8wvnRfH2mwfGXpSKznTUarjO8jid6yk1UlOkM1fcDry/4ebtnkrEWNXk3Z4SC08fntjOzyxPP+OHAa2uVKtYFg3Fsn+45e2vv8Frhe0K1Siwot4LMaFLJKYV3fUo4/BWFG/LfAFAVeFjajegVEdZEp1VpK7jMFr6ww3nG0P4/o7L07Nk6hVHWU6UshBeAtlC/+Ydtj+wPD1yM3b0kyelyumpoH3PGg2nl4CyCnXTcbi/Z/28UFXhukQePxy5f/eOI466XtnvHdP9yGWDy+PMUKH3jmuF0zkz7ve8+9Utu4cJ5TTKSbBYjHA5rSyXgHMDKWuMLn8xI9mcC0kXsFLYahHRxetu7lUbWKoC5OapncV1cnOjiiXEaEkxKUlM9rl1Tqm1l8ZI8fLWUawhxsi2VmqK5CJpIltMxChYO5DiGZOQqVIqnJZIrkrGuKplZKo2Z23/zWgxuetaJLXDyohXAVlptBFRkzEG7yTSbxp7prFjGjydbalFqzyWxphpHbKAunVN5FhIIRFbSLXWCmtFnyCjaod3lnEc2E8T/TBgvYxYad1lLW1f3H6F0saK/dg3yLzsO42Wz6i1VuwaMVJTJoWVmhNh28RbWSQn0rkO6wecFXlpTBlVxd/5amdRQX52xYjSue+li2yBMhWJJdNWlKIgB5LaOWJ9XcYKTCSmzLZ62fMV2aFK5xipyQn7VrcOv7wqXzWpZZLGlFqqCaIHUSI2et3pyipVQ6nkWoghE1JlC5UYBKZutEAMSioYBMyuW6HPpRK2SFg21O3UrDeitDVOotuM0VQycYvksAnm0MthxbwSj/7I9f9RMAdu3Mg4fs/n67/S9bf8+rtf859+/gOd6TEarpfA2N/ijOW6rMQUuHE7DruZ4+WRXTdwumTOAcx+zz48cTpeBNmUHAGN30W+7Tt0gZBEseQ1kohSmjH6ciVWeQMYK6cS32nCMqNNR4mJ+XIla0s3DcJ59JKPR0kMw0TXe4ZtZls3liAJ7kvIxNOCfTmhjGJe5GT2+y8XjNGc1wYBHgSPZY1njYlSHbveo5OkOXjrmHyH3Wu0Mzgli+MtaN4Ne+4e7vnumwOjc6Scefx0oigxYuuaqDnz8LbH1sLLlyeO55mUNfge53p2d7f844/f462nH0ZuDgf2o3zojddYJ5iyuGi248yn5/dYkzHDDkxPDhvbegVVcYPn5s1bvvnhnt/+xy/8/l8+gEp0rqK9Y3d3h+9uuL3fMx06TF7Im9w4lC7kLXM+r+S4UYk42+H7Pc46Uszim3IeO+6hAapRlbQWsXfkxPr4TG8yO69ZwwxOkf2INR2nkNjWwnLN4GA4rPRDB7uJ3Y1jw1GKJ4QOM+yYLzN22DEebqi9pZt6ti+OsBZKCThvuR0HOu/J84W+S0JDiZFhN3A79NjdnrTC3/7Xf4/aLuwPFjt2ZBKXL49s10iKlpIVP/z935GLYjteQCVi7f7MEvZf9vLOyQ4T1dSyEoT8NZvSiODDetClORS9pXNeLASUhpejFbgirNUgqtI1S/Cx7yxGiY3ENVl/CpqaxXYQc5HvT7I7zEnC5F9N+rkI0UfgpUqyORsHV/ZRyN5TF2GittgyZ4VkpGslZkCLOMkYUfBOw8A0dEy9o3cai4C9UypCxsmFgkR0GSXikloSMWxCJEpJcHxaQspts5L1fS9xcZP8/H6weKcxWroy1UactdTGVi1trKzxnXR7otIsXwuM1pqGJaekyDrPYq8pmVqluPnO040T/TTJoQGBKEg6lIxAcyuc2ogFzdiK8V0L8G4jWdUOCV8pNzJCtUpRm3dS28Z7pdJ5QwyWHBPRJCgynYhhQ1Gx8P/Y/0oWpaFQiCmidUWZgmroHgmRlq9XFnAuzaKSK1pbrO/lhc8J2xlikogurUuz0DTvaEQmFTFhm7hLiD4VAUjUFq8oSL20BXz36r+UMbT6E87qP1kw3/YPLDHy4fwHdv3AvDxihh1h3Rh3A7/a3fE8ruzv3rEuzyQ987B7y36343J6oZqA63ZYF+is43J8IpnCdj2B3/PmbuTNrYwDYy543+G6xPm8cr5cSFkz9I4CdIc9OsBh39MNjs46cthQqrA7jLxcNq7nhctpJuUntlrYQmIaLA+3B/qup98P/OuXMy/HC9U7riGxRVhXy7KeyVGivNY1o63DGMfbdz3aaPKWCfNM8kWQXzljjWYcR8bOUnJmu5xRyvLw7pbD5BiGHXdv3tCHxP1guOvh+ePPXJeK2e2wi8CqMY5hdPzhpw+EGMlao81EShfC8xcuM6Rq2L+559c/vGPoPevj7+HqWKzl9OnM6XrhzXd/xf27O7rdBP2I7waJtOk01ITxD3S7iesx8vTlhevjz/z4d9/hhp7lvPJyXDHdxPL8SL5+Qi3PdOp7zueNnBW+lwKfUxHm6NhD2cl+Ybviw44SITZR195bukHM00kpivH4/UCfb0Ebvnw54vXK7v6BftdxfT7hdOTmNz+i4wXfi/T+/OETdjehdeL8eYVu5PhhgXVlPAy8qZruVzecjxcuX164ufV88+1/xXw8cnz/hbAG3n1TmW46npPi+HhlmHqm/cTt3YDzhpd54zApLs9HMpGPHwKfPjxhTMft/YF3P3zPsBtxncfognYG7vdtX/XHfVv/ni4nygpSLKS0UdAM44SqojrWpbSsSOGuqjZiK2Ej14r2lmo0cSst4aSyxdjEL4mYFKXKP69LwNsZVTNKSUZisR2qtxi1YlXGK0ke2aJha2SsVAoFzdhZrFGgRfy3rZF5S+JJdK6h3DRK03aYlVoy25oa+cbS9Za+d3jvub0ZGJ1j32kmD45EbFzaUmVs6Lx5bV6pObJuLVQiS3RYTA0AnwLKCD1msk6mT2NP5z1WQkSJsRLWrak4halrjIhShKMsRCM/dNAKXWkexRLDV6tS11noLddTJqQIykkzYDRWF7wKeEwrrIUg3BVKg9XH1zi0CsYUrJPnVyvx0mot+0bpxBsLtiLgAASTqBVYrWUdZzS168jRE4Iki8Q1yCS3KnIqUDbIhapsC9yWrNNaDTkbur7DdV4Qeq0DNy5hEmjbU6pimYPQg1CMg6frvHSyWQp0QtEbsQZhOoGcKE03VNS9wlIwQ0eshbwuqG2TfbaxGCsh6rUalBupGlJRECrUCPXP3GGqfuQ6v8d1HVoZQlg4lYzrHbe398yL4u13/8jkep5O7+lsR4yRNX9B58KD0ZjTZ7gWtuuZ58cXzqeFamHsNGM3ymjD7TCqNp/NRtWefj/SO0dcLwy7SRK+O8PYKxyVdL0QM4z7QcYqIYoOzBu260ahx/UWZS3zFkklcb2eobP0d29JbIxKOjPNDMozo9mWhSUXbkbPfnKSGhIVp+PM6Rqo3tEPEzf7Hc4DaeV4SSJsqYpxMsTlxBIHaizUNPMw3jP+eMPzp0di6Qh5Q9eCQTH18oaV3VJhcCKEOJ+uXE6B82YI1bPfTzx8845uOqD7CVUmlPf4ceS2i/zwMLLfOwZXSVvh+LShwoyyhly0BDY/nnDTCacMtzuNihPPny8ofSWtC9Za6vmCs+JjWoPifHyhn0bKXMgxgNUobxj8RAkBZRzBOdZlJqUg+92woTwsq2a9KIZxwHj5ULoe+n4A5/G9YX1+oesNw2FA5UKIwiN++cOFSoGQqEaTKcxzILqK7ld8L11yOZ/pnKZqw3zeyMtGN2rSmjh+PnI9XjBWsg1V7einiXHscb3cHNdNYpgKiZ//9TNxjnTjgPcjb797YL/rmPqKYSZXxenDI64kKR5FNfbnXwZ8PaZACnJqTzmhrJGdW82CtttkDOq8F+VpzeTQ4pJA5DslU6oSmX/Ls8wVtDV4rckZOemjCEUsEZrX3VD+avOgSp6mfvXtKekolVbCBgVyU2SGnFlTZksFbRV9G4k6o4lFbCDq1QbYIPFWZdiEaJOS7ALVMNJ5S8o9uVjZy9EsDbVgjaxWSosxi0m63qaNoRS5sWbt6LoePwy4fsBYj9JewOdocmlK0yyYPG3kebZG6DMqlrY6FMFSpaBVQtVCAWhxWiVGSkqCBWxTsxAlrFmySSNByzjVaN2CnpvHolk/TDWo0shKyLg9Felka5YQ76p+sWdURLSjNZIdSfM3qvY6UWV8q5VkopqEaeN61UbrJRdyKGDEz1uLpmSJcRTgvZGdeIOcS2yajFV95yg5tH16bsxcsZdkNKUxu3WzJGkraDz12glTUVh0e/1q5etY3hgNVrpl7YyofJVML74KvIoIm/7Y9ScL5oZIprtugqKYlxP3h7cYZ7kdbvnd07/wcPMOWzZ+fn6PdZbrOnOnv+Fl+y24W9ZL4PrlmZzhslV2b29JaSGvCyUnQgZd55bZqbiezvj9DVYBJbBuG3kN+N6zs1rsJ0WivZRWWCw1VEKMnM8bQWdubveEZIjhSq6Fl0uWky7g+46aKiVvxC2gdEHFmbhGtlhJaKzvGKzi0+MFO0JIhS/XQKaw73re3o94Kk+XhW2LWOvRWZR+l+tKpoNd5MP7IylV/of/bsf7P3zm/v4du1s59Ry/PBJjZpg0KS6cLoE1BkpR5IsEZZfuhoe3HWM3cf92z+Acw/6Wm/uDjH56RY2FeD1zOX/h+UWzDZbpdoeyipIcqrQ3jNXMIfH45UiJiW9/eMP+9sDL8wtbiqjOkZUlbC1yCUOumusSMMqQkqRHdF2PcwnnIZ4zaVtwFaIuLNcrYV1ZrjPrYlivI+N4QGmFrxs4Q36qJPWJfr+j1w4zGUpcKHOmczRrQ2WNmRw22BLFG6iZedlQc0RfFoZp4nD3luOHE8ObHeua2LZNYpy04eXpyMvzlW2e8Z1B6TucsYy3HYXK5eVMBZyVYO7f/fMnbt7c8u3f/Mg0DuwOo4zStsR8nXm5ZLbtTJpXbm9GiZwqElwb019Gh7ltm3A6UwFr6TonApy4sa4b25aoykhqPVnG56XQ9wPONF9dI8co3YqeMcjQVUgvUlyK/AytxM5hjPg8c+M/t0TfWtphvu3ItBHCjNZauokCRVVigYRGe413Bm9Ns420KK1cGpRObCtQyG3nuIWENppUNBrJMt1ixvsqCLfmwys5NYtClT8XE7E9hloRlS8SWTaNE9NuZBxHhs7T9T3jONIPA/41fFspSlhlX0yV/6YVqkgxKxmUVGdqznKYiUEKh9LNA9rg5TETswAitHrF6TVmrlboLdJ1kvZBK3jKCBPWaSXRVeUVbyh/l0ZJGDgIuKRkchR60OsY07kG6Vcywi+lwS5eR91aoxRQc6MxlaYKLhStUSaJGhtFxrbRqsO97jnNK+RdCnHjshNXyWuVgGzxuWutUFbTdEtYJwjFqiDlLO/MVoBl3VCIoVCtagEdBt2+jDVtRC0L5RLl+0vMAjgof6at5LpcZfRGz9h3TH7EaMvU7ampsOaFuH4hpsAlnDHRcV1P1FqZs2X1e4xdWbafqGrhzdt7tCqcni98fLrw7q9+xFtHWM/MLxuJypYSN/tK3Va2snE5rWzV43cdOVxZlxVlDPvbPXkJ4iEKhXWLDPs9BLmZKwMlO7ppEE6ksXTO8Pj7L5K3F2XPobIlJoPuCt6CiTB0juWyYXxPqZnnywV8z91+5PuHiTIvvKyZl5BQVdEpK7u9WsgpcT5e+fnDE/iO+7s3zBfN4XDD7cPEy+Nnaq2sywlrYJ7hfA5Er7kGh+87lBfiie8tU6e5u+25uRvojefh7YS10NuMV5Y1J87nC/Oa2inKYq8LvXGY2x5tNXnemM9XrpeVdU3klPjw0yfu3mbC9cy8XMlobL/D+aGlqQMa1pSpxxemh3vGg3TNly/PGFuw2rPNkW1bKdZIHuIiWYbeCwHFeUu9FtZzph8sJRTSNnO4jXhvUd5xOa8cc2A47MBPlJzYQmY5rZK1ZzoUjmVLbKcXMWh3Q/PEVVyurCGCLvjRcz6vPH5+4fnpiM0bWnvCZZO8S++ZL4nrMbDbOXb3Ay+LwfqJb97tJCYprpx/Psr4z8pEoeYCqTI+eJblSk0VMCgtVJK/hOtrtmNOUDM6GXSBtAVCDGwxAYpSI1FBDFtTgA9NiNL2lyiUgZoKOecW/SWpJylJ4TRVuhi04PbEkpC+fpXy+ud+iXOqVdJGFEhnp6C23VvXiaintxLdRa1f4QGl1Pb3SA9UCuScRF2rpZsYJuGZaudajBUiQGrw+BgljDqVKh1tkFxJ1UKRUxYgg/Gew75jnDx9b+i8oR8c49QxDB7vLbaJVi6rAEKsMVRncU46z1fCkkJ9jfMKq4RV5xRRQDe8ZlSKaniLMgbWiOJVNnLSPW9boBaFwkh4s5Xiodv3oWkWknYIaZYbUbNXYlNIl5wouSH3rP76+mkrXlndxG2qCr5ONwxiMrKmSVFsSVIwFTREXa0CYfedwtlO1McIajDl3GABAtTPKYldJgSo8j3GaLQFbQzVGGptrGGj27QkQo1f00dUbUe7TrpQ10mYgrZKppBpgxK/FtiUMiXKzrf+/0HjLZcXjPbkurHFyrS74bydeLP7hnWbGccbSly5bldGveN5eRKpMhHnRgY/0fcb05sHXi5fWOcXYip8+nxFD5a4nLmmQkkr5+uF4jpu397hvCGeE2Fd2FLC7Sx5eeHx4yeS9uymBjzAo6qmOsMwQlw2BgNhk26kxMJ8vbDfdWTjcDd7ptYxmqBY1sS6VEqsgtJbZSHtrOa0LGAtxWrub99yfzsxucjl6cgWLco4dr5CaR/wliK+LBtLqGRruJ92fPPmwA9//R3v9oovf/gDj+eEqYbTLB+UXBXD3mNVZRgOXF4ufHz/hLGG7+56fvVuIIcX1scTl6h5eLil8x3WQI4BbSw37+7przMlgS6OMAcKK3ZcULlQkqF4Q3/3jmjOnE9nPh/P5PKEcoZ1M/hhR99P7G47KIa4VbphIOWF08fPxM9foC6oooi5kLUmV8WSM4GItYYaKnboZGS+RV6eF2pV3Nxpet9TtCE7QSluMbFcVrTVLGvkejzz8G1kuq1ss0jWM4K6irnAlricI+enlcPdgNIjYUkob8BadLV466gxcj1duZxF4KS8WGC0NrjeYocOmztuHzqmURSgh1FT8rfEeSHHyLZlypK4uZvYP9xg+oFyuuAmxxY3ri9numGHcbJ7W+PEAAAgAElEQVTHag76f/eX+M916zYCZdHgFGlLrOvWUkOaFUAEnriuB63lxuM91CRCnVwIIbKtG7m0fMRXTJymRVOJV67kJKPVLRC2jRxXEdqkFhmGJFC8Mo1zqYSWV2hbfqWowhWqJtmhtlhBo5BdZsvGzKW2yDKBCmAMvXFMY8/hMLGfRFFaUm7FUg5nIRU5MCjQVtEZj8mFHEtLDREVbe9gdBVTAyVWigZFhzVFvlQR57mS0aUrRvaFVZETKCUtq4xBW4dTmqczCey8pEhu6ECAnOV51QoZJ/7f1L1Jj2TZdqX3nfY2Zubu4RGRkZmP7/GxBURBKAjQTANN9Vf0HzURNNGAEqpQqgKqgCo2L9uI8M7MbnN6DfbxeBRAJiCWRJEX8EEGIj2svfvsvdf6lgYwX9S8FQhRkHLeiGhRuvci8YulUpL8ztI6brI2UkhySEnpC7bvdSRZs8DhFR0i37tmuvyqmr7sRRi2JWc5cOxSME3PMCtFGolx1uD9Kze/K4eF4JO717PmzHJZWa8rtWSMETvTK77PeAvIfyvVaE11SpQ8dmHsur6nNIJjtAZRz8qYWNFItC8daauNHGV0q5rq/+Y/UiWb0w6DoYSFl/zMh6++Zk0rgxv49Pwdsz8CDcfM7Ceerp+xzbOlhYr4ZCY8Mc9cdcM5y55W3OTxHr7/eeHNjeVg5eRFCZyfPrONd0xNsV8XtpR5eXyk1sSaNXcfblB2wB9uRKVaE6EUHn5+IOYCZNnToMkN5sFyuQaaSsSYuDyeuV4vNFVIxYpSUFuM8wxmQqnCGhPZDHinuD063p0mrE4s5wsxK5QTT9qoKjQZa21lZ11EAl2V4s3tzNvbkYNTfHNjIJx5XirGGVrI2HHiElacLsRtxx8t+7Jyfryi9cjbtwe+uhmoS+Dx4crDErF64Ld/fsXUnfMeUVUzHAeUMjhjUN7g/A0lRj7//BP78xOlwTjdMo8Dx9FilUcxoknEFLh794759k4YoNuV8/ogYIObO+bRsF52IHFZC5e/3hhU4PT+A9p4akosy5WQVk5GyFA5CSA7BUh9hzROE85C3BTDYUJhWZedGsEOhi1W1lTRn57El2pvRe1noTbLdU0QIRRH1RPz8cB4PLCtEhemVcXoQi2J6/nM5ekMtTLPI0olGeMdPW5wONsY7kcOx3tois/f/wTe8fbdzGRPKK2JseGcYxwMzilSTHLDT5nL84Z3B7wbmI6O8eaA0v8yVLK6Q7VBkGglN4qu5FaJOROypACpIuhJ47ra2Ypwy3tHjo2SI3uHlMeUOzFIimZtcjOSqWvHyeVK7TfUFCN7yuQspJ6mwDotNgnTv4+1UNEYrXDOcBgNgzH9xtzIVNkpNqRTVkpyEIt4PGPfPTYUg7dMs+f2MHA7e25ng1OFlGr/EZh7qpAK8nnSknnZuhWiZhldemeZvUGXzLpuIpo6HNBGM3iD1dJu6Z4mYqxCK4vC9B85SJScySXRVMMYR1OiKtXWolImt0zYE7WIurV+aROl85HusVN5tKLVTE6ism16xxb5t1rvlFppgpXrxJ9aZdSbUpZwZ5Qg9vrvpzWaFX8rTbixprOFZZcrRV/Gm5aUpPi+KqY1DVMrrXQecClYO9CmjnGvr2k5rUPhZVKRU2JbNrZ1E9C9s9QqJeoVTFE7QF/3zMqmqnSWDsbBfQHSWyc/tTb2fjCAKsrgHg9n+ki4FelerTWChLT/8MTol0U/SjMpw75vwpB0I6ZZFI0l77yb3pBNwBrL2/HE4zSybFdqKYx2xNTI+bvvePzdZ5bnlafzVbw1reDMkXfv33LjHdRMCIYQErUYZjK1JvYMP396FoXowTPdnTiOnsMwMXqRZIc1c3l+4bpFmvZoA0U3jDLYupOSwgwDfnLseyO2CsNMqommNf0Qytia5KdFORkNGqwbuBk93mSW65UUGvNkuITItiW0FTXaFhLXlEnIAn4cJ756f+Srm5Ff/+otZbvwcl0xdmawis8vG2vM4AdyibJ8XxJPLwF04e7WMbks6SJJ8fm8k+3A/fsDP/zVXzH3EZmzA/W88OFXHzBWYQeHUolqCrVltmvFn24wfqKi2IN4pmYvnN6X68qn3/3A3ZsTWjlenlaqtswnRckL6/ODnPaMxY6exsQSJsyWmDG0PVFiY70mrucHShsIa8QNDjtO4Ae0n1FKsvukbYwiLhoH9CQYwRVPWRPL8sx0WXnzm28wLxEdM01r9izpBnfv7ji3irGNWHasPbC+XJimQtMjYdu4PF3QwNt396QUCesVXRKnG7Gs1GtmPlVK2Dk/XWhNYXLBmsbp9g7rPOsaidtKyIrQlX8pV2rVWOU43U0yko0BazLG/8sIkDZaU7SW0Z11GCf+Sm0NylpUla7IKLBG4/zANI4MPc1DK4Fwp8KXsOmKRITJfg2ocopvSkaHymhaFsFMrRJV9cUY//qR6CkaLcvo0AJDF2c4rVFN2KCld7YAraPVpINVcl8pPW2oyaHVGss0Dpxmz91p5DQ5nAZqkWLShUK1iXCpdOSeTkISSll2oCn3lBGtcEYT9sweMgVFU7uIWFSjhB1nLcZIlzMdJpQVkg3obmeQfVkMidwSwyQ7W+M0rlpKed0nRmooPbzZfEk4qVnEWhhBAtIBBDnnL3tKazRG950pAgMIUYSPfVsofvIiHtpWZaTKaxSX1ihlu/e20VKmpP5aFdkZl5KxVjOMnoyTP6vty2tYqnSyIcjjmo+9X20yjQNoveArDbWJBmHfdkIIOCcsWRC7i9HS+dWmpWBaETLaKuN5o+lKZCvRgrmhvBZLkhYiUe0JMCXJ2Ftn3f27Dus0frDCsPX/yA6zKMVvb2/46+sLb053GO3R2pHIjNMd1Rh5oVvD5CestoSYsHju3Am/r1z2zN/+8IC2Dj95tm1lOmjW6xO3x28xuZIyqGoYTm9wbkCh8UZx2VcO727waEyDYRw5TCe8kzHY4CvPnwtb0uhhwGhLipFpGohJJMpGOYnnUa9+HYctO8Y69mXFWEfOmuvlKuOB0HCTCCImr9j3heUFbE8e2LZAzI3BOZ4vgS2HfqLxqJxx2vL+/gZXNJ6Bm2FgCY1WPTfeEktj3RLWSPr8VgVg/enzzqfrBdUEjnC8nVk2zcunM/iJw/HAuu48/PjMzclhh5H37z/w7ut3UKUQhpjEe1UVqjUGP3J3f4dzmtYie9nZtytaDdjBMr39wL5d2FLCO83hq1uscxKGGxMhJJbQMDYzeIcz8tqo2lBVUarCu4lhVGw54fTM8X5kGjXDacRow3EeGVoRmbcxtJJRBLQSv5tzltO7G5aQWZ5f8A9nbr9+YTweRFB08JjDibJeGMfAOmr2PbCtO14brucL3gSan9iuKylETncn3OmGbc8YOzCYxM27ey6fNnTLqNPAulaWy4IbD1hl8d7S9MrT84WXTxu2Nu4/3IEf+okX0jWJYMEJFUWVRi0ZyRf853/pvrNRWmO0w/sRpwqKzHyYuidQxDNCWvIcDzOHaZCdYc6SaaGFPGWMQlcZyyktXWhrpXcNyJJLG6wDUNjWaEphivjxSpXkkZgKuUjXqZr6MorVCkpO7EWRlRKwSG3kVruysokiswPZu70OZRReGaZx4OY4cXOYuTmMwr+lw236nqs1+R2v8VQ1V1ItknaRhRkr4rA+Nq6KEAu5SUhZiInzy5UUIoP3eCcK2nEcmeZRBKtyPAD4wlX9ErNWG2jh+CoqRjesMZSse3pMwyiFaWJfyqlgnaE5QyuiThX6ThJge6lkY3BWvlu6STEUO0zq1B7Fl/COPopU/fBSO1OYVsWyUSs1N3Khv97IwWSLOCcCK+VlYvF6SCqtI+aAVOTzAVoUur2wvoIwqEVQf+tOWHcBRowiDHKDw48eN0rtGKYBZcXyVJKsBlSf8WrVIRVaCmrtBwBJOmmiy+i5oyVXjDaiEvcW73v+qzXiGW3/SB+mVZZLzBymA4dZPGdv337Den3g6I8kHDFUSj6z2AMh7Hg/steNl2A40TA07t7f0ixcnp7INaKSo7pbzJdkvEylotXA6TDTciQHOB48Y+4Zc27kME98+Pods7asy5XHhyvVKabJclkyrUhg8GgHxjGxLit7cThnqG5ktKKCDWaQneVLZE+VdReIQUgZowfQFt8Kzy+BXAuzHzh5y7JHQivQFCnFLpO2ON/IreGN5v7uyK++veGr+7d8dXfgzbuJ/RIYpgNGF65PF1KIFFVIcYFauVwqWxDSz839Lfd3ihB2ni9wuDsxHxTXa+B8jhg7cImKQQsb09TCvghjcQsSqmoHjzucGE4VazPL05nt+synn1/IGW7fvWUYHKejpeVK2AKgmbyDUMghsYUN38VVMWwMVpBdVltqy2ANevC0beV4ozl6xWCPIixIG0MLzNOItxt5jeA9bhxpzbNfXwjrjkoFbjfG2ztONwPb0w3P58/cPTwxvDmxDwPOVQ5vDlw+w7Y8YWdPa46QG/GyEGJi3TRl38i5MXjP8TCAV9TccEfL/Ye3vDwErp/PHGbDy1Pj6WXDtIaqlfHNHY8/P/L5uwtNjcyHO04H6aq2LRLXglKV6eBxznO4mdiuG9tlYV13/PQvI67k1XlBB5Wr7uBWSqwc1ji0thitu/zfMY0D3ioZdSbhlWrrMLZgvag0lRbcmla/H4vWKnsna3UPc8lSNJRijwK6TrmRaiOVV3tKxWDQvFo7hNRstWI0GtN3Uan/lK6wLLUXy26PMErjjGUcLIdp4DhPjIOTPXutPV8S6Mb+nKR7rTX3VIxCSFIwm5KxsDKGphQxQ266h19IsY+xsK6ZwSfGceB01GjrBRtYX0fTqj/W2hWhGqMsrVUpdjn3xyE7YOPEoiIZlhVjxGKhuuhHOiUhAUmCEBhncYPrhUlh9O9HsrUqGWf3LFSaHHqsk1GkswY/eNn79XxM1Sk/WlawqGbke18HaizkEgkhMXiFsg7toKVCoY/plZJAcC1TiFKbfDZKxQrmnxwLaReRTy0FPw59ytGYpg6dHwesMeg+xVA08QVrxdAf7+tPa/J8i5apgDz/DkVIVdwYTX+h//jBYb37OwksrwX+779+sWB6a3naAm42ZFV4ePiOb979Act2xduJZioxbsSys3NH2BPH45GQV3SzHKpl0OKvSyFxed7ZmoM98e7d0ONlihRd4zh6T95XWbo2MNrg5oFpnJinkdNhZNSZuF+JKdGUBzvSjMIfdk43J6ZhQDdYQ0ENE1OGYRCSRtkl2qXoQEormEbJ4IwT2ZczjHqgUXm5Jq4JTqcDpxtPuizEAluphJwx2oKVUVRMBbTidJiJIfD48wvvjyMUzb7COA+Y1vj06YmHy04hsV4TcQ8oL2PhqBrv7kecLlyeGsMwcPtmwA2WLQbM4DjegRvf4NzIm5uBYRjQZsB5R8oJmsVoUASG0bAtK08/PfDw05XzdcHME7dv32OGAUVkX848/vAzzRgBZ2tLXgS+bSdPVhqnovA5VcNRcb6iB4NWFj0OnO7u2GsmLCuOTK6NLcG+JPbriiJgFMzzkbTvzIcjrUBtmlQK+fMjpxAY53vmNyd2XVm2zP27xPF0BCqjsaT5RAyZ0+zYl419F9m5spotRJQRlKNrhlIK++ML+3Xn7dsDb94d+Q//9hMqV0zy1GslJ8O+LhxuNY/Pi6h4jeGrX91y/+1X7C87aU/4ccYPoxBFWmA8TCyh8enxysPffMS0neP8L2Mk2/g91UXyBRNN1R6ATLcSWLy1OKOFlEIjJslWTEWYp9oYtHW42iSCSSFBxoiXT0SiHTMnHP4+eusgglqERNM70VcbRVMVrcSEn3LuwHWN1br7I6W4xtZIpe8x1aufr3X2q3QZ3lqMAm80oxcbAb1gK6W+UGf2EIhJyDA5BtnHZdFx5Saj6Vf1OUrLntNKwskrGahW6a5UNZgqDFSlDLnvBUv9O+tBJZ5T6z3OwL5cCXsgxVeqjewFtTWY1tNickapyjC+jmUl2xOE8WqcFc9npx2ZPlY1RovNRishgWmLaY2mjCDjVMP57os0Gmfk4KSN6p0bXd3cRUR0fJ+SQ1IKQC2MtzLu90gwgR1830vWbl0RVH4qmbJXUsy48HuFatoTrRSMVozTSK0eQ2E6jIzTKPFoTZJEtC6CJu2Qdq2VTKvoL3ITIZV0sHx5HK0vzMXaIocEY1/xiepLSgs9zPsfun6xYL69fc/T9SfeHX/Nx4dPTNoLO1Rr9n3jmhMtB/7VX/wPvHz8jsN84jDd09ojJhV0lE7CuBGtEgpDfFlpR8/zufLrXytqSKBlBBS2R5K31E2AyNY7XIlsUZbkpUQ04O1AaI24XphPsMadd29uqVvg6eGRp5cXShskdqjspJTR1jGNI59eHtl2RaxgrGLWDg6Fli0pODmB5cx8mvnmNFDDRgwbocvTh1rxxVIx5Aajqcz+xHGwbOdAVJ7T7Ykff37mup35g29+xdFkcjU8PgbWfWXfA7kVQjPsj4EP394yrjvTcWSwmRwViUhKkUkb1LKBHplv3vCr37znNDlap6IoX6hNY7Xh9kaRlxdCiESdUc0yHt/x1R9/4BtrmJ1C6crTw0fSljDzAXfzhnXZeHnc2MdKjZXBNPxosUpjlWVviZfzFWc07aUwTp7Bj7TSmCbL/fsTah7Y8sC6SUTU9emFWqCYEavBqJEtNH748W/4+u2JHCvPlwVyRA0jfljwKmNPmi1VXr77Hj+ONGuJVTMOHu4ccd0ZR8f5ZWX59Ik33/4BqRbm04zzihgyzy+ReR759k/vKSHy3X/6WwZTmG5u8Ycj7nTLekkQr5zuBuw4kmLhbkjCJ01nDkeHuZ3Zl0AKO62CMYp9bXz67gVbC9/+0W9R3hPW7b+skv0TXbU0SmlyIyub2D+0oMm00egKtRSSUXg3MI4NbT0UMby3BjnFbrivHYZuqSmyrwvLtlLqa9pF7hg3ulIRYgqEmLnsmdKkk3LCZMMrIzDx0q0qSsDcr2KaVrJQW7ThFRxPA90EjiD3OiXFXgsgwBpD2BPni/CmqUe8NaSY2dbIdd24bhshRJlUrAmlZXcmUwOLMSKAes1c1LrirJYOR4EfRvw0Mx+OHKahF2jLMHgJdS5VFLy0bqkp1CbdcVwiz4+SrWmsdIfWGlqOlBAIW2Tfd2KKGKfxe0JXJaIaozHOyI9VGCtqfd0KRoExonY23jLOA/TXrTbIURB7OUWxkoRIUqL4zVpeQ+88zVlax8XlnLrvVlYS1htqtTIezzvaery16HnCWEMu9YuNqZTCHgsxL9RSJYXFvCqj5X00nV40akmXcaOXQwqKnBppTyhd0FYCzYX5qjryrnWBmJWoQzSqB0o3JDXHDg6tZWffmgieQgzs28Iwiv3EGPFw618AsP9iwVzDQs0VpS1znbHWsq0Luhp+fZj490+PNOX46vAtn9JfMY13KDNwQlG9g8eduJ55/vgzlz3w8LwSsRzNjPWKmCK6KRmJpkQqBac1TVWc8+hWaNViTgeO88RpttimuF5XnDI0OxLWDT8oPn984Pq0khF0XS2whkSMij0btIfH8wNZFQyGeaqobEhhI2VDaJntKqOitVbe3Vr28wvnayK0zGA91jXCGqmqYewo6eg5U9n5eIkY47h9M/NyvrBfAxnL2/uNeZrYY2TfdloVBcTtmxtcgNs3hXFs1HbiNDrSdsFqj7Ee6yzUQEEAD+yZ2/s7xhTYsuF4cJgC1RoGB9frhc8/PrBuFfwzgx2YT7ccbmaMymxPn1nXwNPDhVZhyBlrC6Or4k2zYJQmriuPHzfmg2GsAznKTqBpOaHnGCjHjMayvLywX5443r0hbAHrPEc/oY4H8dE5i8oFb6EZzVVrlrCh7YSbjh26nFFbJIVKjJWwLpijpyqDro39kim8gJ9IW8EfDcM0c8Vx93ai5sZ4mtheLtRt5f5+YjqO5BA4P11Yri/M40x1ifnecrw/MrgMARmvroXw9MDFy5d4HCvaOpYls50XjKr46cAwDijVsBSmQXG6t1TX2A7T/xv17P/z63XvlzvKrikkB1EJbUb2PbbvAcVK4r1D54zKCpSTUWAt0Ao02Y2FbSfskRAjudJ3ZIVUS1+5iDyolNzjr0QcJ6Z5RWlSxEt+HbFKXqHV0HJmq4VSehhy3we23hXTLFWLcd0ajeoeT1AYbSitcl02lm1ndIPs43KV8OkiVJrWKsYq/DhIx9K7YYXBGhk+CRGn2yhexTJKCD7DMDJPA9Po8aYDFJBdoFaIOvXV69gReK9BIcM0MXzpzNsXP2str0B2UcPmXFGqiDBLQWsaZcC0V3sHvRBEahU7C65TmpT6EvotO0tNzq0TeF6TYxpZIRB3Kq1J1yc739qDETLGamHFOhEq1dJIIWKrBEMb7TBaHp+1hldH4x6ivGeNPiqVkbB+Ff7IE5BBX0/HqbVSs2D6VCcO1SpxiMrQI8ZkRGuc5JeOk6PVjrF4Hb0jeD6lpXsU9nElbmJxqlnjvBcAjbEd5P73X79M+gkb0zDy+PKZOz+jlefz9jM6Wy7tSskr1h4hCe3m1pz4fH7kN4fIlUrdC8+PC8+XK20cuXv/gZgXSBFVLWlN6FJp3YCsvEUpj1KJEDaa9cxe4xycjhNON0xOWK9BjeihsS0XWs9taxbSWjg/P7FXT7UD3ibm2ZJKIKjIFsRjxSrRMJnGvq+kbGhOMRjLaRy4PF9ZQmQtldF7qrGSW6kc1iQUiVIc3g4sIROKZtSJ65JINaCLYj7cY9VI2CPNGIZp4OA9MVxJaeHucMPx6Elh5fZguDyeqa1y8+bIMHlK2Pj405WffnrBnu75zYcTo4qUUjkeDwyDo9WCPY3k7UKOGT3O3L97w+PDj5RWgUiMV7bnC3FbqUWW70UXWojkIoZfow0xvqLtMjFk1i3iV0OLGm0qTmnG6UCtkbhFxmkgxcTz5wX73U/c3M2SnmANyg0Y6ynJ01KmNo0ZLW4cKFSGwXMaFGv0bMsZjaIoS7WVVCw5F1wXBsQiYymjIyEU7KAZT7coP9D2M9ZZ9mvi/HDm9uS5uR1ZrjuPPz9yeV4oMfP+L37LpBonnxnNTtFgJ8NwcDy9BJ4+PjN88wY3WrZ1Z98XrucNXZPgF42mKAOxkuJOXBIv5zOSZfgvY4cpN8lGLT3MVyusNpSSxOvXKt7BqDxGS3TWYI2oC6kS/NukC61FsG05JVJJhJy5rpFUkX2WolsHKrWVbjcSq4fRRlIuWiNnSK3nShbZp6Kl6NQeBRa7RcR0ZaggzHrp7BDzVyN/KGIBMcagciLXSs6qC4sE/CbmfRkxGqMwVdS8s3ViZ3i9zdcOYjfi4xWIuCIFCShvRmNHg/eeaRoYuqqXBuY19UM1akmEbf+y222KLqxR+EGEQa1K9JWEJQdK7Z2T1dhmhFrTOsKt23hkQVowrqPvqmgpjNYUZ3BVdrTVZWgO662AE7rASOtXOo7qI3ShGVUEn9dy6vmjomwtpfbDVMG4PhIulX1L+NKwncpThXyPVmBUo/TxdY5ZxDlWXkeB/QsQQQ4u7QuGr5VMToVSFDSJ4lPWfSmCxhpefS5GaZwXa48zqh8Cu8ANoL0eBkUUFWKW8O7cqEURQqPUjHNKdsW/kD70ywUzbnx7954fHi4cvvmK3338HdEGRnXi+zUQ0sZ0eMPnT9/hhjsqljV9B+pEK5HiG/bmwHj7Huca+7LwvG8Y7aFpajOSeF0t3me2FLi5P7Cfd/IWSTnw8vnMn//ZH2JKZDQD530l75F9eyEUTY6RWCNb3nHHW86Xz5zVgWEceXOjaAm2feW6B9KWmedbBmsoRdN0pu472mmmcUapnVoL12UlNk3UhsE6TocZWkTlSrFNPJ45Mk+TqL5aw9TGvgEqo5zj/bfveP/2npthxLpKURpnTqi28cNDoiqDcXD+eOZ6PuOmATNqnB3IOhOuK9dPGz8+LNjTkXcfZu7fG9KmGKaR4+koo5vSyPvKcl1YlwuqKfLyQLx8pvojMQ746Yg/zBQy+0sgxR10Y5gPqCxeMK0txjli2wkF8p7IoZGVdH0tZ0xr3N02jndHmjaCVWuV81p4+fSZ9+8HjseJUip+MkyHE9UcSalxjok3Xx8ZD0fqNbM9v2C9Qg8Te9Wk+Lp/yrh5JJer7JhbIwNFG4lYqpWUohjHjWF5vqCtJzeNM4W7NwNpz3z/n3/g8vxCq5avv32P954arlweXthCxs4ntDe8PJ/58W+/Yz9fML8RK0rcswRRZ0HnVe2FTZATORZ+/PGBEiLDNOKMYhz/ZZB+codK95okYpRuO6g1UcPOrnfKPOOdgVLQtcqeL2ZygVQ1KSdSjMSUCClRpEJQlKYogQm8FgUBlwuMvFXVd2eW2iSIuPQ9nNxAJVVCKUXLEJPkYVZed1Xqi3CpNSmQtRWRCX2xM8hu01Tpa60FbQe0dnxJoVC/39eChZaFr2oNwhWVzKuqRC2qeGWnamqDJWZirt2zqfFW453GaYMzVgQkok4Rc35KhBiJsQg4oKeVGG2Zh0HIOCWSws6+R2KIX94kAeALKOB1F1i7iCWnSEwK6zu4oQrz1xhNzoZSMsYk4q7YOoBAaE1GMH9K9rxYjWoGpZTsL42hUQl7lG5bieCpaUNFhEtk6bJzlhFp6wWPTleS0HARZMnBQ3+BQohFUTB5r/AA1SSFSqneJe+iCtbW4fzIMBrsIKNl4yzjZIGGagVNxRkkqabbjZSS8T49d7U1ee9SqpQokWlaa7TzqB7RV7slSpl/pK3kzfENyh6xbcH6gT0llFIcb+54Xl7wZkCvkX/3+d/wB3/23/B4PWOdYtW3vLTP3A6Gm7cHtmvk+emJfV8pPTm87jvx64C3Cq030rYxTpaXzx9JUU58KQVKKrSeDffp+czLuhO3XXYl/sB6beSmyWRqODMeBj7cOFTNXF4uoBKRATPNVJ0ZR96fBMEAACAASURBVCP7P4x8OLOhKE3dI9NgQVcGr1jWldE2vIIaNkKO8gEplYSMpbxLbD3ktfWMzrAGDneewRtujgOj7x+i1jhMhu9+uLC0ia++vkWXC5frQjaGVg0uR57PGbM1VN15edhx48zpZDEpsHx+xr77Q46nAcXOcn0RWbrRLC9X1k1G29uykvXI8eY98+lA3FZyvJJTohqHmWbyfmV5fiBWwzhqtCuyC1KFwTk2kzhvEUdmngbMPLOvmcua8FPAjZWQElo1pkNlDRPf/7hwd7tjvEK/KO7vwU6KWDS6Fs6fn7l7b4g5o4qVuDRXJCy2BJRxkAp+GigXOf2WrCglQ22YYaSZnRgCU4pYZ9i3FT1o7DTQQuHp8zOfH3Z+/N0nxsHz699+zW//4jd8/LQwWMdlS4xm43AaeLwofv7+kfPHB46D4+nTM8PgmW9vGczAcAyivCuNRibVxhYqzR0ZxobzVjry9A+zJ/85XSEH5DaTZETYKtlATkWEODXTWsbakYKoGvc9sKwCHChVmKCpZ1nGLDFdVWXx8FmNqa82il6cu7JT992m6fCEUlvf5UlhE+C3RilRodfWiwsywtPdHlC6kV7UpgKiNQj1pUAX2LT+CIrYWqxjHsfOoO37TyFkgLKUYqgZrBb9Qu3jX0X377XuR+xg8T0VKgpnpCAb3bD9uVlnv+D9astyAEuxC6vk9+UsHb1zSKdeCikG0R4EsXMpo76oU0Hwiz10hNykCLdaUKHKxK2JyMXQPbTOkXPBvuaDdvGN1g3vuqDLOlFoaYvRDjCoqiSSi0bo/791CmMlJL2VLIrmIAzllDJlT92f0lnDWnVRl4j7mpYdc2vdYKIa2gj1SLVuTVFiO4vrTgyRVivGOkbr8FYzWDkYiBbFU0siBfkc11bQVolyunfxtQdb667iphf7WhqqRLxuqMGjjOpKZIlBE5zSP7LDbKlyPV/5+s0HWs74YSCVwLotqKg5HO5oH3ce25mv8gs5X/Baxh/HZaf8mHj83SeuD8+cL4F9KzyHiNceC6zLleoauWa2WKkpyV6LK2kTsc/oR969fUtcNrIbMSPo2hiMwMKzrzLfLjOX6yK70FaJyYJzGAxfv3tLqzvbsnV5fPeS9dMPrnH79ohpiXDNvKw7uVWcGSjNsoWdPUqRrBWMU8zzgZYrXltircJwNJrCSM2K02Hiw9sTozZ8/91HaIoYA1vR3H84YlRkWzeuQZOb4mDg4WGnmRGVLuxb5O3dHYe7kaIyZMW+Z7SDkBLhemFfgigSy0bctq5Ka7Tm+eo33zJNDlULYcvs644dLPNxwmrH07bx8rzLyTE3rPdYKybew+wx84D+7Nm2K6pETneO2+ORuGaW8xm7LfKhjQnTKqP1pOMtsW6YUqgbWFbmYyErK3i05hiWkaeXnfv3d9SkKHsAJeNC1/ecuURZ8je5EcY9o1tkGA2NIqKFGJiOjvC4c/f+SEVz+bxzOSdengPzceabX73n7ts3PD1fOZ5mrpedsBaSypy/e2DbFeuSMMMEXjx2pzc3HN/cgrFsu6cURVxl/2JHhx1n/DSJ9y0lcqqEdf/HVbB/4mvfd7zVtFfiy6sXkV74qhBPMA7rR5Qx5NYoKFIVRFtFQoRjkn1kaa97pUhrokSsqM6FFbWqtVBsIccsJ/+MFLjSC5wS76Tu3NmcBaou1gFhrtKks8mlSIfVLQ/OdqRe019GrVKy5XG1Cs5bDrNnHBy0SssymjXSmFJ77matSYACpXTVpIx9a22oCihhnpbSsIPBWYVGMjNpYKxEeCkkaiynQNj3bsaPpJjJJcu4VRvxR/fXqtKoqie0dM9la7z6KHDO03JD9cztXKVbqjVjE93HqXBKC/qvilK5diV/jqlbNzLW0G02WkKTnUfbQQ4QyL7TdHCEiKsqrcYvj1UphW4KYQgYmhJmbEU8si0jMW1VPlva9O6/NIrKApYxitLK69NDK1HBbstGSRljLX6wndyjMap2L3fDWMPlnEj7TstZCnCVKY/KSrCLSTyaQlACavu9EClE6XqT7FHVF0GXFMtc/2HU5S8WzGnyfH564OHld3xz94cc5yPLrlmWFZMG/sf//n/iX//v/zMfv/tfKHknlwtHPeHLTnlY2M5XXp4uvCwvPF89SRmMN+RQMfMN27VQZo3DY4bEPN0wmsa1GVLzHAb5kC/XhYHG4CxhKeQC23blct05ny8UMikbrjFSU8UcHNYM6FY43hwoYZX5flUsqY+mciaERATmyeBr4uW6cF4KWM/tSeg41+tG5vULLS6xYQSLJiktarKwd/+PxnrD7cHz7Ycjp3kip0jCEmKmNM0wHiAltsvK00siFoMfC89PF7ZgKTpwmmfevT9yGAwxnLluFY1j8ANpP9MibNdFPGl7IKwX7DQwTwO+ePatMpgCVRGWjDcahgk7Skq7Kor5dEdoiuvLC9d1x2XF8Y3HD8K1PXqFvhm4+kpcnilLwg2RaVRcI2zbjjawZ0fdIoNLHCeLMhO5QHOKZcuksOBmT+tjqhgE8v35+48cjgcmcyC3St0TNIMeJ2pSjEdBjpUk75vKoKMkOuyXFWrGv/uGLcre53rdWdZAzRnvHW8/3DLfzaxhJy877sNIxtHGIy9bJD5dOdzMvP3mlrRN1G3hzVc3jPNEyQ1KxhlB+WmtyXvEeRmDpbigc8WUImOkg/8vq2T/RFeI4n0zCrFXGI2zlloLponPzlhRiSojN/NSRRDWlCb3pIs9JPY9CKAAGWXFnETk08OCVd+POieWgKwFSlBKBw80YZxSmwiMjOq7LOkCcu1jWq2/7J5yqaQisPUmNQevZX/5+56g76+U7qNbhXeWwzxgtSLulZzK/403W3tnGJed1P2fuvNKU86kqoQXCNAQwLozaNVouXs4m9wjGpLYIUzijRikO5cdbpZkFWvw04gbhy+q4FZBaYNxnpwrOUkSUm0NpTXT3AOlX+O8ihXhUkfLvRYdrSQgvLSKqZnc6Uml9Ai3fhDdfcA6UZY657FukAkPolZ1g8MOAwWJDdOvsWH9MPL6WqOh9fegN7ki7CqtF39FJVOr/N2cEt0MKQQjIwSl2hr7KspgCcaemI6ziM606qzZgLaKqhv7uoktr2SZWiBeWaocvkuWUOnXUXXj97vLHARbpLLqthIZ0WvTw9Ya/+D1iwXz4Bxf/eG/4q8ffuT7p+/4sz/4czKN7eWZ5dMj/+2v/owbo/iPn/+SEGWe7LTiGhaUX0k6c/fhAzuNOReu24X92qhWYWpBDwZvDOSE0wZIskwvhtNh5ngcyFUM+SFvLNcFrSwxBa4hsOTKWh1xj2zZMs1H9NBwo4hhnDaUELnEJrJildFaYb3lclmoxnA4eFRLPD+eWYrCDJbjNNJi4LxXUknQXo3dcuI0dP6gN4QU0Noyj4NQ7nXjOHp+9fbIvi88fb5Sc8U6EVHUBPseeHw6E5piGBznpzPguP/qhtFJ0nmqhafnyPmy44zh7nbg5lbz6aefWdeFfUmMx5G8B7brlVoSpxuPGybQA/uLZn57QruGbgnnKlp5QWu1wGGEyd/w5JX4GJVlOV+5xETZk3gxjWY8OqZpknw/ClZX5smy46AV5sGStBG4hKo4J1/6agpUTVkzpIzxHuU0e0qUHFFIRJsZDM0aQqy0kvG5oTG4YSKskVYUN29nchoIYeHyvLE/X1Ato/UTNSn2JRO3ghtGik4Mg0Z7RWyZ7WVn+eGB0/09fpwwoyV83kX9SKLsZ2qoeAV+8MRQ8VOnfzpFTjuKirKey3Ll+nghr0Gk/Vbjxsbof/Fr9M/mSqViq+6KzH4Dbg1nLCiJPrJWBBQlJaIC1VWUuZvO95RYe8HMOVObEhEZ9CLcb+pfdni9U2qyo4baMXZZEHbI39WtSWhzzOT6dxMytEDdW6U0KYRKty7sUZLoIXJSoN/OtcYoUV+O3nIYHeNgqakQciFk6XZylTGiZEMWtr2Qs3RDrU+TcpEbqLbdumANwyDK15JVV9o2Sk6kGL6MS3OMxLB2bqxYSWR3arDeMYyDEHtilh2eUlhrAUP5QkISAhIUlE5Y57AdozdIcjZaI5YPCsYonNNoEBxeiYD4KGXvKYUqlUoNFVsgxYqzFWv74c9oijU0fB9495zJjudTnZ5T1StJR156eQ9UB+5LV177GJtWqU06uRwLSjVyEXtMLSL6qrmwb1EoSYeJcZ5wg4RC5870zS1ga6PpyLpslJDQrd9zjMYpsZPIZ0+8sk1r6bSbTC1SJ0O9kpVUkZG6IAg1utrf77r/nuuXfZjv/oSnPXJ3/xUDme8+f48/3NJCZbQHPl8+cz3/wHx4Ty2Or+/+mLA/sF5WDkCMYhuZnMa2jbxHQjHMh4m7gyLsQXxFRcz9lUqpkelmJu2RGCvv33+gRYmf0tZQokDTL9sjWg/MNxPj5Lm3I61GKolS5IT85nYklUYbJJonRy3g5QbT7LFjYztvXLYoQhCneH+8JeWdJUT2lCQaRon82rQqemYD2Mq2rkyzgWaoecdhOR5m/qu/+A3rtvPxZcGObxgOibRtEpdUFI+fV9ZSObydePkciWrkOM/c+Y2wFZasiSVQkub+7QlvDV4pWoz88MNnlj2IWjVkaqhclsxy3TlviXf3nnFufPz+J8zDR6iZwQo5RDGKVFwpqIYYE7plToeZkCpbqiw7rC+FkBMWOK0bv/6jDxgkyojWqARUU4S1pyg4RTOaLWb2XNAqiIfTWWpXWdacmZWjGotSCbQmrBtuVNj5gBkUaS/kyyrcUg3bsjGMM/M4AI7LZohYYtFsqcEacG5mjxV3nMh7kPT3XNi2jceXM/tT5M3tkVIytW08PS5cPp6ZHOhs8KPFact8mFG5YeeG85VaFNsip+H55kjRR9rFocyB68cnnOtpCAZkXvfP/4q5YPXvaTjGaGqTvY3r8v7Be+ZxRLcm+6AiSSYpFfaY2HOmAM1YUWaWBohhvqnSVYzqizXgi69AvY5AtWTQaoV2XQ3bKnssgi1rAgaYrf1ifM9duCEd1N9RQPa9mHSY/R9SYqw3WuOc4eY0cXMY5IZbpHsUkwugwSAg8hCijIGrWFxabShtcd52wL8UBAUi3ikNZ6B56Si39UqOW7dCSEJLDCu15g5LMN30L6+P8GxTz1+U56Z0t9o4Q/ZOEllQlFo6oq9QjYRlC0VIsmvF5qpe2SuyfS1dzVy7lSWLshi6glgpCcgoPb0mJ1GIWkV1UmxKVV9UzdZZXHMS1Ny7eN2TQF7hOA06fem1YNYucGo0ZeW5lCLExCqJRK3U3j3K+3+8ddjBYmxfFrzC+2tD5YpKcsjKKfNKg9A9cNt5h7YOlKF4ESTRhWECz5DC3+wrkEE23TFFWhLYgUn5S0rM33f9YsH8P/7t/8aWd97cfc2ffPNr/vOP/x7dBgZ74rf/3X/N//nX/5q//Hf/K/e3f8A3t79G5Y88tY3vlmdujvcMg+Z3P3zPx5/O5Nq4fXvLDZpSI8vTzo9q5U8/vOP+jcdpxcvDmcfzBjyBNdzfv+PnH3/mm2/eA54tRmpTbHHl9u6d+MBCIJTK5fJEroraInc3I2G98p/+WrItx+mAcY3WLKoUTMtsW2J5zmwl47Xl5n4gL5mfPl9E2BA2mjLUFkimkRIdWyUcUYpE4ly2HdrGV7d3/PaPvsLZzA8/fOJymPnqqxOHsfJv/vI/UMYRaySGJlfNcm3QMi1FtpcX8r7y40+R0CqH4cDXH25589YQtjMvT4GsHI2RD1/d8OHrt5xOdxjTiGFnvDkQdzEFW20ptbFgSE+FmALj4JiOsjOpyorNJQdGndHjgS0U3Oh4N37Nt/eOFFbW5Zm0LsSaSNcFbRx7Nt1grUntwLVYXi4L6w6XlCnFSPKCiowlcj/D6SDoqWXbKT9deMOO9/fMb+/YLpVUNpzRXB8WcjpjnKWsDb8m7t+943B3i2qga+F0usGPJ+LdDccRmjZ8+t0jw+x/j27ThXOo/M2/e+DP/vTX/Mlf/DHWD/z4fOXhxx/QceP+3Q3T6ci+7JTzzu2He8b5yGVZ0ednptnjpxGjDNM0M1jQvjJqyzVvfP3HM/P79yh/YF8K2+X6/6Ru/f92/fjphXkaeH974OYoRJfzs4A0JDXEM6WZVgrz5AW9qAy5KVJt/dDqmAbN8ajIUVIychf/lJbRqgqkPVVClBuU0krIOE1BBacVylnWmNlClGJZZYc0eo1RYmkSyHel8Dpek51k6zYTmqaqTqKhffH/KeOYB8eb25n7uwlnFc/nFeccTVVy2Qkx9WSUSgyZZQlkpUh9t6ro7NsqwPfcd6NKK8bJ9/0l5Ljz/FD4v6h7k2ZJsiNL79M72eDub4jIjMhMoKq7SlqaC/ay/wL/LhfcckehcEUKN6SQQhZY3UAByCEi3uDuNtyRC73+Ei1CQIS5IDsfxkQiInwwM72qes53Xl9eqb27dd5jjbCer+zbirXCNA2EMOiOt1yBjrHsjGpj3FtWZi2VYAQzOJLTnVpMlXXfqblRku7oWtX93TAIYVC83eBN3xMbYhXdByfl1rbb7Npo0W7VYm9iqlyRnLEZfC00K31y2qHzyZKzxw3+TaasMWYW6wIiTkVIRoEKFGHfNKszx6QUne6B1E5UAyJuKSnWCMPkyS3DuqpmwHswgVQ7LD5XqCvGCoO1OOcI3jLNE+M0qo/WOs1WRfNfS9WRueQExWCxFAMirrNzK1u0XSleehrPLwyQXvdV1VFl53B8JNdGKI73D+/x3vL59/+E9TNfHd8z2cbGkTsDl5RY7u64+4eZr2Lk6ctOzhFDZlkreym8bo3DrFDwfRNS34XYINBGjqcTx9MD//CvvsU5w3KJ3FtLigvBWfYY2XPVeCx2tlIw4ilm4POXC7E6jg8PhHYhpw2HpRo0wigVpGix8gFqTnz+CYx3OOvIW6KKIsJKi2xRo2qcDTSp1BQRU1lKQhC+ejjw/n7kX37/A/MUwL7w7Xcf+fjxnpfPz7yucDpZnBPWS+R8ueAGiNuVLy8782Hk+nrlaa189dWR3357ZBgar+eVl+eKs57hMPJwf2Q+eO4fTni6ejAMWGu51sz19cwlvuLCzGE4km0XONVIY8dicLkyTBbrR7bzlZYzbblorJMdiGJZz6+cnxcVaQTBn+41UHawOPFs+0KKG7VmEp5rVWRg6jeGtRCrpV52pFXmubHuidwy5qcz02PAD0DxlLjSsiGVxnreCXMiRyEbS3h+4t3jiWZ0xD7YqnFbBwO5sL0uNNnJEfzhxNYaMSpb8+v3Rx7uB0pcgUZuwjBMHA+Ox/cnmnfUuHOcR9xoyXXlej4zGkMIwr4J1g+YfSOTkBiIsRGzgcXiLht2ypRqSOXXAV+PqeJ90dDeUrsRvGhXZyzOB8ZpZj4cNCopWKRZXGp9N9n9eUCrpatGNc5tz41CfhNxIJqTaFvrpvnehtDedmo5FfXC3R7k8rPKdY/lzSIiRveaFUW01Rtqro/V6FaNLDrOd+L03ui7r2WN3J0qRjIp7qzLyhbVElVbJUXt4HL7mS3baiGJqL9bGqZDCsZBuy/twKCmpiKioikXNwavs4bcE0JaLZSmD/16SypJmZIT3klPy+ikGek7ty48eZtddCuM7uOUNFRrxZAwqRG8qGe0O5xahwPUKuRCZ/XeIPUFMRXTQy6c0aGZiLbrtlVqLb050JlrRfm10uED+kXVbvJXFbHplB6xRkEoxuprrfJGYhLreiOi1KF6uyZahaSh3YMP+trFglU7U049qYWKryB4nPUEFwiuj2H1nXcrkJLcWjGUrFF2Maoalm470exLjwlBBUlZ/77hr0+M/jZL1gQajetlYUuVyd8zysSn1z/weHzgp6c/Ye8/cNc5oXa45/nL7zkM91DBlZ0Bw3w3wEUX2zllRBrBZLAaDpxS4zgH6hC4Cx43PPD49SP/6rsPjCLkHGneaMZaq7gwULaV2uDTy5XLsmFywTvBGs9LDnz17o5vPj6wvGS2ZjE9RmtNhbontizgZ2pb2VLFhSPWV9ZdIQPBw76q/LuJKFKrKmjZmEbd9U4+TgMPR8+nl1diqkSJTMcH3r07kJYrP/zwTLi7IzhLvF6ouXC4m1lev/DTlxXjRl5fN0wRwuD49usjh4Mj7iBMDAPcn0bGyVGaipt++uETwToev37Qwv38hevrynbeqTUT4xU3KJbq9bxpvuGwYc0ViYprMMFgWmU8HKj7Tox9ph8GCgMygNgGJiGu6G4q61/TCq1fgEs2rBGsGZFgcW4i7StbXcilMZqI0CjFkgu4VZAhEcxCqY5yvSCmsCdh3yI2DOA808Mjads5n5+wYSYtiSEoEKFVWJbE5XzRDqNV9uvCft2pOLxETrPj/LQwH2AePKMTwt3EYDRzcX1eMGnHDBOpVNbLleXzE/b+xLoKARVI5W6qpkYohtPdiBs8lcT2srBuieX66yiYmtZUiSWTssMapxFNZsB59fY+PtxxfzyotoA+Eiw9MkqUzpVyIRa1o6SUSFmhAE0spekD1Q+eEIxOUVpFbirGW7pGKpqYoYsyQFW6e9NCXuoNx9eQqvQvLRJq8mzQ6QOlG/a1uM6jJk+0pmPWsyhw/KvHI+TEelm5XDb2UsEo7iBnLeBx1/s95x6ojBCzRmyFQXA9Ci1GHfWBdnPGWk1ICU4BBmHEWOkdF6R968CFfgAQtTk0o69b+j8U+dfH5P1zwNg3Qc8YPHhD9YUULTlq12Vs9xrmQnO1d/SACEUssWmwxJZ/zv0UI3hTGC16b3ijiSxNg6xtNvgwvu2SFW7AG/SiFj0IGAy16HTCGEUJSn8fxroeI9cZxm/bQflPCmatql/YdwWyYLSopr4bjruqk6VVJQA1QZzrO+5u+amZlhu1Wh29GssQgsaEdWGRWopM//sq8EHam32pVjq6r/zVe+hvFkzPQCob2MJy+ZHH02/w8o7ZnPj++/+NOr/n28e/w+bCD+fPfDu/58unHxjciG+JfMmcn15xoh6/vSWqU5tD9YWDH6jSqH0sYZ2yFO+/e+Dj4z2unjVA+PVKrgZrHc5p3NIaE1vSbDgfBl62M8E1TqPjMXja/sqf/nBmz4XHxztyzmyxUQrk5hBTIKmgyLuJuzHwui5auLxj2TdiKxgDwQil6cgvF/BiwVSOYeTj4z1rXFlTYbCe3OB4cIisfPqxcNmF9x9OrMsVrGPEsGwb29KIxRBMYRg9FsPjcebd44Hny0Lb4XJeOR0n7gZBgqMYR74kYs3Y45F93dm2necvC6U2pnmiRMPLZeO15x2tuZJ3sMlSaoZSsc6SrpntesVwZvTCOBju7+BwHJj8AKOGt67rzuvlynFsDBaqqDx+3yIl6UPNOrCDJ9Dw48z12oiXlZjgmht2ryA6cmrOU6qwZ2VK5lRxl5Xa9yXBDNjpwOF06CG2jZQSr68Lk68cHr8ibrBcNnLdGQ53pDWzpwXpN+F8OBKO7ziOI8ejZ3w3cvljRFoj7oV92yj7xuAK2y6sqbGthXmcibUxdo5pmAYwA+tlRVpmDo7xOJLIxFhZXzM5Rmz7dZB+Bqt7rlIUDTcERYJ5axnmE/f3dzzeHZi9R6oWkkojOAPVgnOUlEi19gzG0hFzutOzvhviAWcswVtFunVfYsuqcn3zb1ZAbI+cAt4KhqpvMdIPW+0tLkoLjv6nIt1UUNNQC8EwOJwX9rgTY2QYPPcVJbvUwvW6s8VGNUb5QP0QXmtm3zYtnrV25quOooN1hGAZRof1hu2aAFRl6nRydNvZWmOwXfQUvKUkQ9l7p0qmoVQe0xNjai3kWpCiRf7WhUtTYIMeCgSpERGPoLYgqUn9ObXSpEEVJTGhEANBRUZNIAMblqXCXhRgr2IX2LMmv8ytUAtkA1bUQnf0igqkg+dBucMpaVB8LVlH7E6Fcn7Qru3WCXtnkDHgnVWKUe7jAZRWdBuJptytYqXx7t2IH0ZwXpupmFUN2yrO9M6V1oEK/denCM3QigrXrHWK+TSK+hQcUlVMaZztBxzbY900dQW0K6/FUMsvRONZcSwlcRgNT1/+xL/9t/8VcW18ON3zX/+f/y0f53e8P97z/Z/+F9YcKXHj+5c/8zi/Y/IjNf1EyTvbJXNedqQ2csw4CRx8xYoj7xF/mknpSjWG4/3IbA2SI814clpoOD1FZA0EThGGcMT6DSuwbpXDPONtYVsb15igdslwc/z0/RdaUY8TVqXtl7gRW+X+/oFgPXFfVDLuA7VlcumZfCh6aSuJJoYwWKzoiOPxNLFsO8u2I6XSjMcGobWVl09CjJ4wnZC4UPcrxMy+VZJiSrDBcThO3E+VP33a+cfvvuGPf/qB1iKuwOwM7+4C4h2jd2xxJeXG3eN7Ht7dq8drb1gzMY6aKBL3CNaxXVcchtGJysOt4/p6xnrH4RCwPnBdZq67ysKzgRo8tTS25cIwGA6nwDiOLCsYV0lpZ98uioh7u3jVeFxqhe3Kuq3qYyoZqUKqgTU1nMuMwWpA62jBqd+sWcce1SNwPB44HEbNwGwq9lheM+IbZvCs6wVevmevR7Z17769Sq6ZmnfG0x2uGb7+6sThMGNroZQz6/PC3cNH9tWzRc/y/EzdC94Kqei51wXLdDgQvFXVHRVTC/u+Y8QQvMMHC/RcvW1XpuwxMByOv7iI/X/5E4zBidXknlqoVDXaD4Hj3cjhMDANFkfpHtNCvSlcb6kV7aa10H1dRX3ERYdvveDpIaf1TknUUdAPrerfVA+njglbU+WlNZbWC2QnzJGrqmpb/31EVFByY9ICIIJ3nnnQ9UQqKnIREShKH9r3nRwLserqRUQQNLjgRvKJKf2cLNJh861B8I55DMpZrQ1jXFfLOt3XoaKjkgtx33W3550GXifNqK05vxGNWlf23nyBNlWS1W6N1mjS3saj9K7MSsHYgjWuHy5a75ZUuarFDKXl/B0/+AAAIABJREFUSetimtoDn2Erhr3JmzJZx99dlFOLRoC5m2gIGoWwayG54eJq/9ceFVV585+KDdiqyMgUHK533w6ts8YJ214pWQEOBqfezaoB4CX3qYSzCq33jmJuwBC18zmr/lIfLLZWrDcgHQKRI831+7Z6JNB3tDoloOoxzniD8xo+jTGKZUwFyeoitaLixWZ+IelHCfuN90fD8+vGu/uv+bT8ETdWzibz0Y/U7ZllfUbcRK7CUhfuzTtmacQyYN1ANVdqbVyXij8EQnWs68JSHHcnoaUKYSA4IBpOpweOk8PkxL5rC13TxsvzE1+er1zjBsUR884aE59eMx8ejqRdGA6eNW3sSdSTKUruT8Xgx4Ft23hdN4qF4zHw7uhZL4XcgdoiwpfXXUNci+BHRykZYxyjOnBpGB4OR1peua5Jv2xrENeYgqYVFCx+9kxzYH15IUbB5IIJFlcM1js+Hp3yeb88kY0n5YidB4YmtDLwcB+wk8b1bNeVNS08fP0dp8cj2xrJe2YaA3Pw+EF4frqwJGXkXi4NHxRgLXWjisPbwDx3pFQq3IXAt7/5iLFeL95lZbtubNfCEBLbtiG5MkxKadkjXFeDG5o+dKIyH0tRyXhLDduuOCqmihqxq1GjcgNrNU3e2UqLmRx1NIULzOPAcQoMg0O8Y305qyTfOmyK+PsDex25rBu5XZAxYIqQ1xVKYhoN88kSLwvptbDETd9niQyjcPftgRqE2AoYEOdo4oEBMYbBNt5980jFsD+/UrZXplQw4wFrLYhh2zdirlzXHVJhGgcGPzH49P+qcP3/9ZOKmvbF9TDoovxmZx1DCAxesyjploBbR5fjzr7trFtUJmsu/XTe93jNvCU8KA6vknLF7NKLZd/H1aY+x9IUl9dTSbz3+uubRn9pCHHH3HW6jRgV2ejrqv1BqupTawXvHM7anshSkKbEG0yDFlm3RC1qOxis7mJL1g6T0npmpCopnZGu9BTm0SnpyloFrpeKE8s0WEJwnRSjYqSSKtIyqXNk9y3pyPSGisuaMFToVKJSiVt5s2rQWaq36K7b5ymiTgMfBO8FIwpSt3gFTVDA9GJclShUblmfpfWoMn0NTejKboWYp6Lft7TaRVVdAWtbH09328ttaCyQso4uVT+kClVjjO6mc3rj5L75NmvrdKPc1an6HksXdTXAOcc0BEX3WS1opWoqi/EWa1v3vaYOOklv37MeUCwQENuh7a1RUoLOGdaO/hbzhiJZe2cb172PwBt+GLUY/5Wfv1kwhxC47nCUJ35/uWPZV56e/sAfLr/jdHzP11//a15eP1Hyhb3puPTRvyPYAWcH1n5zxS2rdNdBjprbVmphOjiCbXy+JL6+C8zDQBhPlLJzDAeWvYL17Ncre8zsNbEuC88vG7sRTRKvcP9wouTMmlfWp4XntTHPE2Mw7MtOLoZ5DlAKe67YUbgfRg6DI6+JLUXFIll4elWiRSoNb/XirDIQfKOUTHAV5wOSM+dtB+OZJh05eGm0rRDXxCaOg3Esnz9TyYRgMNKIrTJNMAwnLmvm6SWSGPjtVzPO7hznwvK08/XHb5iGiHWB8/OZkrTDbaZxeX5BsNQYyW3HiKcVC6UxjiNEw9//6/e0Gknbpmo8CUruF00HSXtj2a8cH68M4vU07yr+5JmmWRPQt6U/xCrBNtwwM06WVhWr1kQzS8UALZLEQ1zJ0ro/zqicXnR8hcC+ZczzlVYbzg8cTyPT4UgYZzXUW0PKsK8XwuSpIpAiIyM1VXKqhNlzOI3EvbJ9fsFZyzQElpcXtutOHA6w7FATzhjmFKj1e4b5wDAcaacj1QXGwTHOM1IrB9coNfL6uhK/vDKZzHQc8KNh3xJpKVxeruS00faNu/uJebLUlKnx14HGi7mQxGCKoRRVT86jwxrbE3xGPEDOuh9Co923feN6XThfN2IqPfC5sKdEzLqHsn3XW3rBLFX6Kb++ZRW2vqdLRQtHRZ8FgzcIVou4qMUidUO+rjil20noD3bTc1+167jtqFpVgECt2hGJMeqxEy3Qpls6jADdyqBItAats2Wlk1+qCn3meWKag1o6SkaaMARD8OpZvUH4uNkvnEeMpVbpBVghB7U0Whc5paq+1tqUr9vkJvKpirKTtzqu3bcxmGoxzSqdzKi9xvsu7CnqgW5yG1Nr4sktnaY0eetsRRpOlFFXq3ogaQ3Tmq50m+CsKMGp3/tvY+Gmyt5ae9drFYruh6B2DfQgJr1jFGO66EenC7VWVUvfwr+LjmatNQw9rNxaTW3BaAQYTqcYhkLt+DrjlGOtXCg9GNUqnRmr17paZbQIijFdiKTF8tbV1n4AahrbQ5NbLuYv7DBHr6Gi5+uFkg88v55Z1gv//ONP+LsPnFzgNV/58nqmDBY/eI7DA6EZXMoMJ8/xOHE6Dny+LFyuVbuwsTAOhnhJDHPgdOc4fDzx9fE9p/uZ++OBsu/qP0qR8+uZy3Vn31b2Ihgf9ItpDSmNljeet8TTqmrYeRwRiVyeE3YYeLzzlGzJKTME4W6cORjNc3vZryy1MCA8L5EsgkWjaipABlMSsQGmYZwlxdjVesI0GkrJHRHmuKREPm9475G2ILkyTxPBQrUTJRXmMfPHHxaeFiWYzKPnt98cWZaddU28e/+B00H44ccX8q6jzengWC87+GfmMOOcZVs1UNV7ISc1ch9PJ+7HwPXlC5eXM040WLmmK7lLzWu12l25zJ9/uNJSouSd0TnGEJhGg/cGsQHTBCdOCSal4aUQm16Q3giDE3xV/5WbD0Tr3viYNqDwa4HSMlvasFE/V2890+wYRx13SRjexBZxz11UoL4tayxpzeR1Z5gG5kPAKjeB1wIlRlJOfHr9wjDMZAfbZcFJ4ng3U9fGYHYOhxNNKoOtuKPjcBoV9L4W0rbx43/4gbwlJmtwp5FmPduayHsmZYgycFl2DkbeHv5iHZVfB3zdmA7vbipy3FPFhZFxnPFe/cZOIHeYeekxYHvUoOXlurHETKx6LeRSaKihvbXGnhMN1PvcSTu1VGwHJQB6AAMwEIzaAqxRYVHrnj2kvo0L6YZ4LYD6YLPm5+gsZwQnpu8h+wiu//sN1a4P6KLghNr6w7pAV0waaTgnjIMndaScdeCCZ54Dw+jZo0LYvXEMk8O4/mf2aKxbYQyDR/pe1pguSqEhKf/FKFZ6GolRJWczVNEuzjpVmddqMLWHPlunIcpW7Tk3G40Wzv6hdtVwLkWBB7l0Xi90IO2betk09TDalklNAQ1FhCRoTJfr3WHfEbaO8JGm1h4R7eh90GLpuq+zNSg5v42ytWk25I5VVAMpuoppHT7RlbXj4AnBQsvQ1J/rrIFqyNXoSDsVpGnQdC46ZhVr3oQ8IjfFbf+Miiby6PhdK2kpVcfkpSuCrSGEUX2+RsVL/NKR7N4+8SiGl9Xw7df/yH2F//HH31GM5R8+/hcMKXLeLpzjzuz1BFdRGXniRet/6+MUa3FALBVrdK4fW+F1yxzfO3yz3N9NnLxg8sLnpy9KFTlnfvzpTLOVGCPbnrluShRpzVBM4uWyEY0wHSYGC23LXJeKFcvdacB7y75GkhEmN3J3GLEt8/paiLVipLBuCnM2zuHwGKM3SC2FIprTKUDeC1tUIPMw2h6Omnk4TMRayDVDLlxfKl8ifHj3oDeXrXjnKKXww6edT2eFxg+j49295/MPnwnzzEiDuPK7f/rM03XHUHm897z8mNjWwjdhYjRCM433Hx6wLhHXK+tSyHlXr2XW3dsSI7VEYvO9wwu0Qjf4GmwrhOGE9QN52Wg1YRpUcYyzMNoBVwvBa6FPaSPGpCfqljGm4bzBF09rhpgiEgYMAVsSNmeMuQlE9CGZRMOu/TAy+MDgHUNwZFFG8L7vUCt5z5S8Ag4TAq0pNHqaHKYJpjRca+xF2K6JT/vK4B2njycyA/tPL4gv5FjANXCW8+UVt63M08zhNGuEGg1MxcwTZk2MZWceLPPDCeNHclHltRktNRgalvuxMM2O5ixrSbTXX0eHqfel5kEmYykDTIeJ03Fmnsa3PVzOWak+y8qeM8u6s+2JmNUPGHuKfa1V0WhdVHjdU384SVegNh2nWiWx0FTkZa3BG6VneaOWor0/6OtfdF/SR4i6u+z8UrSbElFCC03zPTXmq/XgYLrTQbuMbUvEKel10IvY7QGpXHXBWT0Mt6gFdhgsx8kzj4IxhepA0LWGcd2g3717INjAmzWmVe1eDCp40tgyo4rRKnipmHrbU94A5L2D7gXQoM9M6x0uBM34zVrkaxddKYv1Fm7W9M/q1hzluN48PrwBHmhQU4aaunq5/kW9lW7zuL0PbQQEHbmrutRhnGcYPCE4rHNKEmp6QMkV+ihLhVpVM08BPSk17XpVTKQCIWsF12HsOW046e/LBIzRz0kFQ2iNaeDFYK3uLZ1zWK+B0tyKJZUmtXfWGuNVi8aM1ZQxxhK8w/gALvQOv6ec/NIA6evrKwf7FePwj/y7b7/hf/5f/3uc8xQsR4Lu8LZnBjdzN9zR4ou20mKIu86ywzQSnGcygcVcaEZYY2MIwnItWBQK8Pq8kz7uiBt4fbnw9OXC88vGtmesg9Qie9x53SupgaezY7GMk3AaPGnZWaNQckNC4N39RCuR7SoMzjBYPbUY11jPkWuM7PlCLR5EGMQhTo3LQ3DEVY24TkzHecG6Z1pV0ctQK9e94ZyjlMQaC9YZcqqcq3A4Hvn4zQNfvlw5nhxxObMvhmvShPRDGKlt408/vvIwjrj9yjhYyrrz9BrBO0xwfP/TC/tm+eab9zweJ6bJMd1NjN6yrSvXy4XzOQJCGtQ3taYdEwKmDuSYqclAzaRt47Wt1KL2mH/zj+8Jo6EOnlotYJDacC7RSkZK1JOk1wuqNIcTQ41Vc+9qw5dCrZalFGrZSDVTW2UUozB1EWzS4FuZHIejZ57GtwSKnBKl3fYoamHIxUCqDAGoQo0VPxo1Fdf2NqLeU2Pf9X87zQcGByntWsytZRgnhnFir5l2jZzmSjiNUBvLRTtr4ww2eE7HI9YHjofAdHdQ4oz3ejMYwyyO+/sZqRtiOj912TBR/vpN9J/RTxMdAUb1FeBTwVjLPGruLLWwXC+sW2LfEsuqe8tlVaN/LLXDQXRcV1qj5qQPTHRnrY6GnhbReBtdOqucWAQlVwVNDmmlsafcx7SlQwJa7yq5tUXdedK691K7hdaU9Xobw1lrVJzUu/9bF90kclxWaghMQ1AlpYA4oTanHsBS2FIlltYVroYp6G5buxm9now0LtddX0f3QmIMrvsjwWAwPSJMO+RWG9Zaxsnihh551pWmt274zbZR6Tu+WzKLAgViKTpRa7qVu5GHbsXKdP8mompZ/Yxue0blB5vWqNLB9B1p2LBveDtM+4uDRiFudL+iI/iA855hGLFeu0rl/LafqTt9ZG6cU91Jt/+IVYBFTboPvalcEbVwKF42E42QB8MwBPyQsS7Rmka2aPRXhyh4xzh6XEfiGYHaCmmvUDT7UpwyZTVnU9XUoOplZy1uHFTjMToIAyVVWs0IhfZL472yO/Lw7sT3f/wn/ruXM2Y4Ucl899Vv+fT97ziPHtrAx7sZczD8D//Tf0MJmdF+RebP5H1i3zN7XbjGzIrhNE5QC59fIncDnLfIetn5+F/+AynBZoSGIYTA3akyHCy/+z/+zHkHN1qmOTCbhpXGMAyc405Llp9+fCUTOEyeMDbmQXh5XVm2BaznOHtaTHzed049quZ1UzBDcE5NrLKTitBy4lICxjZS1At/cI60J2wz+MGBaWypcBgHWk6su46hYtEdSwue3377npdt4ZvffGB9+cxePYxwP91z2K48PW+k3fL48MD7RzifDV+eF87rmbtDYFszl/OKDwd++3eB0ArXdeP+wwPeZr7/4c+8vqwsFwUWj5N2bMaOtJhIacEEy+tLYr2uXGMj4omxsvV0EP8ff68XVYXBN+7vZ+7GAYtXsUAWvpyvjGNg9J5pCro7LicuS8GVDWsWWt7JAhjfDxg6abAW5jAwHSwPh8Bh1JQEYy21wnpJBJsJ40jMqo40rfDh7z+wv6wMThgOAamCCY5cK/v5wmn2+PsT4nZwhnfzzHxwCJnj3QzpjrpHXs4r9emZ4zTzcP8IdmKPUCQhkjCiKkhn4HD0mNHrAW1fIBqWqiftYA3z3ZH5MFHlwL4lBgkM7kAdfx0+zDVV9pJwNpAj1Evjy/OFOXiGbtJft8K2FfZYibWRSuJ8XdlSYY2FvWgKSbVGx100KOqRuwVC3wzsY3AM3qo3eFf4urP6oDSio74tJc7rzpoSdHasNwZv21sBALrCVFWypjUNhu5cUB19KgpOqvrtmunM0CLEApfgFARv9CFe2m2cqV3zEtWj2HRRSkyZ6wKtee0kW2PLkS0VrrFgjT6Mg/N64BgbwVVMo6dsBLbllW3dSKnqbtRqmgnQO/SogIA32o5OiUuTnrShwe7OWpxo4dWdXbdMGO1irXQhEOpZzznTsi4KrKl42wjWUBrkBtWPVDfomLQ1VYRL7aphhTiYpraQISgcYBgH5mlkGEfEBX39XVi0r9ubGtpZi6s3sLqO6603xGZYkjYcaU+6Z7ZaTMVaZEtQC/MYGHxkCNrF+nFkCAPHg8fYoceSdXFXVqB8yxVHYwzabdY+nt6XyL4nTScpugac5oCbe7FumZJj5+yqx7QBzbS/eg/9bXDBwfH95++5lhHDRpMjH+/+nmV75WF+z6WuPM4nnrbPzNFx3q68Oz6wm53RzAiaam1k5DgV3XNmWEsf/REYB8uWFpaXJ777+A2NxPl64c9/+hcum8YKyTgxO6go3Ph60f3mFqFIxTZDmCYmHSpRys6fftrYk8d4YbaZtDUu15XpbsJjaZJ4dJ5cLXtUKPseDWvWvYyenPQBHnyXnDcFJHunHh7nLVQh1UQAigR8MF2N5Vm2jTFYTFkoxlIlq6KvVZ7WSBO4xo1jLvzzfzhzf/fINRce7kZM00SQ8x55vPMsV2GRxulx4scvX5DUWNcLFUM4HjlOnszGen0mXhvX7QpGk1f2DGuKNOuYDnCqATEjFUvwI944zdVsO2J0F5Xzhqm6vxzvRoZgcX1XJyJYaVhTcbbhTWD0mhkZrKZVxKas0UkaD7Pj/iDcHydcCJSkI5fW1BdqRHMxxSlNKS87U/BMjyODF5yHhlWM2WVhHEaGgyfWFecKwVvSulNdJtw/UHCMo5CsQaKevt89nrh7nAlDoJbKvkZqSXjbIFtaGGCaybGxvyRMa8yzI0wTwzgShhERR0lgh8YULG6c2BKsL78OlWypepDx0okzMeODR4wCrpVRmsk5KQO1C13Sm9/Wao5g7/BS74JaN7PnrC2hER2vlVLYum+PLgyCRkZFRVbkzfcIfexqVBxX682nx62f1H82RbzdtCiad6jvr/W4Mh3LQZWfVaZ0ZFun83Vzv7z9PmIszmZSUnWsflaihJyeoLLuWYlAtZGyjgeDUVykc7bnYaqaVSjEmIgx6UjWOD0kdNuNoMUl3ZI9Oggk5RsUXlNRDALO4bxDOtPWCNhuPTG90zXS98S+272s0GIPucgVB7im+1sV9GikmJr3eVO00ouvMf1ZFzzea0NxGxdLvY1ydeoE5k20pIvVBtI6JL+9TQZ0f6vEqVaLRpF5FYflrNdf/6Y1yi0XTIoEK1hvCM7T8+gUgdc7eqEnC/WEFReUmlSlgfX4EPrkqmGCoRqj1qOYMRXEti6u0j1szr8QXDCJ5WW/EqZHLq9njoPlw7uv+elaSDXRYuF4PLG1A59ef+Lu7h0HN3FvVuznxNP5C7VsNHEcTw4XK5dLpNSKscLhEHh8fIfYjAkjNhiW84XluoMxjJPHV4cvjfN54eW80vAsGWKsRARrPak1zZ5LGVv1hBbFIzdDsQ2sWySJ8GAt8+A5ryv7DtVrEnnNwpZ1b+JMI7WGlYTxRpPfkyEM4FzDtEwsYJ3uW7KILqoNPQevkvzG7/+882/+/muenl/xxxOuZOYpcPm0sO7Cy+uFIQwEZ6mjClK+ehihrfzL9xtLzrx7d2Rylm3L3D+OLOvOWB2mJJpkpFmGIMS4Ulpiu0bilvnp+UozgpmgZEh7pUqmbiujMdyfZu4e7rg73jFYh3VQUyKvF0pWEHWNCSuVyXlMM/ijJbiBUjRY2DrBBGGcPR7DyVa8WARLauqf863xcDIcR8d8mBjmke0SKVlT5UUCrarG3YrHGo+fDI/3B2oWatRDRhsGnp/OuhtyluuaqJIRNmLeNWXAeJzTXNLqG60YjIm40LCDZ992UlaztTQ9pRuxig+kkInkKuQquKYpFKapv5CuQkxZhWvWGGrZ1U/rfh1pJaoTMZ2QosIVWsV3Mk7KmW1buV4X9qR7ylQKiO0CDRXVlKxA61wqqVUofafX7wE1o1f2mrT4tKrZmFZHlXsrBGu7fUOJO757CcV0bUgPIC5vOzWNivq5cNLvVdP3kD8/+BsdrC2qfLwV3QZaE6zBGfMGJhcn+NsIuN3+HFWuxkgXOGknqnYUHUEPwb11h7WLlJSRKpSsiMacbzpftej1N/c2WgVlw8ZUdD/cC6YW9oI1GWd2TFWIireixYvujW2679X2W/fUxhpMaYhYcs2ElEmSdX9N6zvT2+D6VmwVDO8NDBYmb1SI08eet0xSbu+h75hND1loAtIVr9YoHMAYo0WwVIyxfRTcvwMjHU2nKL3aGlLlTWl7G70bMRRXupq1f3Y9XcSKVS6xU7V0CO4tl1gMDIMjDNCq79++FvX+kmilYqk410OmRaPMWv2FBTPkyFdh4UkecWGC1Hg6/8gcJv780x95f/qOny6f2SVxSRvvD++5bgtT2fj0w8rr84sCsXNUCv4Oa78JTG1A4h//7p6PX33g7uiwOZKSYFzAj0eaeGbnePrxE/saKS2oqs3qnHtyWU20nQjhrVX/UCpY0cityXfPlVSmMRCGRoqZ6wq5CQG1Y2x7otmKFdOPtUZPIykTEwx+INjSxx5dNt/QINtqEaem9hQ1fuj1unM4TVRr2ffKyU34kInXC7kYtlKR1vj4MOKlkZ1Gna3LlV0asTbu7xxCYk/63loutN0ikohp5bLvzPOM1EzednJW+tF127nulew8vmcOptIoJVGl0bzjzh4o2XE8TdgYKWXHdRHPVlUi7seBsWeSCl6hz1Ufojk3TT6hMUw66vLWYO3U09vV7+ikcTwYnPWIOAYL4fHAtgZaSrgQmKYB2y9a75ya0INlycqrFfHUzs80QShYUtTdUdwL0yEwuhETKmIr5IWyFdIl0fKOGw0l6UHNBauhtM6pPchaxAfdtaaEc5bpNHfeaeZ6WYjrhek4M5zuMNNILmhWYdqxweHcryMPU6RqrmFTgPjxOJNr5RZ4HFMi5qyUnNx9e8bhfaNELaC5wJ4yMSuDVrsl/W6Ur6p7yNJK55eqqMML3e9YqF01a4x2ON72otZ3XjcV741L0G4VEu2qam+GTFfPVhpNat90Si8gvV0RoGkHE1NmHDxDH2mKiL4+dNTb3rIldbeaM0p+aT3mC22qUqqKy/S3zjqTHNgibDFSaianSMy6tDVWVICSFYygKtZMSZFcW/88m45L9WTyhsUrCDFXpKnmAKfiJzG87XWl9RDtKmrsF+lMWUMpqqBPppFN0b2oQEUPSQ1wBoKB0RomB3MwTINjHLRYWrkVzNZVxXQLhh6QrHW0rLmnzkn3Ld8ER+2tgf2LJrZHpYkm2th+dEh6OGldMVxvhtH+neasn4GaVfQz0pxipSypbaSpCq2hI/jba7mppbto6meAce/MO/dW/sID+//08zcL5sty4Tu/8WlfcOEOrLDXzH7euSwvfLj/DS/7F1KrzHZm2a483n9N+vJ/kWLCEEjpFYwwGcu1qDzfW0s0MI9HhtnyEBoSVVjQ2Jm8IYXA0VqwlmcsfnDMxpBLJtjGnqpS+FPRyB5xVAo5RYTAYQ5M3tFKI+VCCJ7Ho2dbM8uyEmlUKbRNCRxiBW9EuxkGLusVqiUnT7B6YeamJ7utZkrV97THhrMO01S4UJvFO6MKNuM4v6x8+3BHjRfyurAvCTfdEc470/0BZyvfP1949/6Op5ed42zZtoJzjufXC04893cTh5NncHC4s7S0kVri3d0J5x1bypTqu5Tc0OqAsYXjHGi1sVwje6lYZzidDjw+zEzWa4Ylr5q6Hhxl24CKMUIIFu8DQ/BI6/xfN2nUWWu44KkCB6Myel3mF4ah+9TCRPAD1jTEaGCvEYOztR8+RvIemcPI4fRAyjumZUJwes1npc1gMtaPulepDe8D1o+0nNnqhTk4hklTIFxA3+sa2XaFXA824/xIjrs+SFzAOEepuueZw0lN0U7HfLZVrMlk4HLdaXtitBWxQrGGYCqlOeIaqSnig8X5v36D/ef1IwryEGHwho9f3fPh3aPCrnOilooxHusDo7cgenBarqn7NnUHlpt6+hB9GKr5XLuk1jsY5XNqt+Oshkm3qvFdY/CEjj3U2C0UgyfQOgFIBSS8dXtienfQdDx8E4DIf1IcVXVa+shTx7NqgVr3yGU1TKNjCmoxM91wr/NbBXyXXPBWDxW1CGJ+/r2NaeSe52lFaEUzMZNpuAwmC7Lu7CgDtTYFkiPq4c67WqZiyprxWQvVWGKspNpulYRgOrKwHx6Dc1gMVioi+uuoWjik0RWsHTggykkVUYvIjZAzeKt5oqbie+dN09JgBYKFyQuHwTAPCpl3ps8/+Xnka03/3DHdOiI6/ix9v+pUTVt6BmdtpXfuFaTqoa2LkKwRnJM3VW2pPVRc1NpiraLuEIUYkHTaJFSkdi7sjXN7A1BQoSlExojG70kn0tdmkNTZtbX+vAKwN1C87c+6X6iSzQQ8A3uK/N13vwHZOPgTf/j0v5NIUDbErWyb5YMLvKTK3z1+oPzLP+P18xjWAAAgAElEQVQdxLix7RvjfOT6esYZGE1jzcpl/Pqrd6zPO8/tC1aEl5crL69XzKgm++v1lSEYPr+8kEph3w2XGImt4QRqs4hVRqAtDZGB5jz3J88UAnFVX9hxDrQYeX5ZuOxQpZByoUpjsB7FqzUGlGO55o1WYd+VeE+7LdVVvBBLw9nKtuvrcM7TSsNUaFZ3Cg1l1AY3QQPnPddqwc0s65VprqSt8C8/nXFTYF9WDscRauTpfOHHsxq474aAs54xeLwVSkuse1S/lxfOy473jsEbyq7+LUxhHjwihUuqiBclkwyWaWpslzNLuhLXynL1TPOIbQWTC/NhAiw5RiTuzFW7fOMbpW20ZtWDaQVvNEapZEWYWTszeMvpOHM4HlFHaybmxLYnjHSDd4PZWxKeKRi80/carMNay7In8r5rRp8Tcoa4JKTAMFhCMKxVx9EH7zDOUVPGBkMsQmxCMdA01picK4cT+MnTTOF6PbNdr9SSCM7z9YevOT7ckVsh7xFXd6SPlQgOMbAXyGsiy0YVT4sZEchYFYb9Cn5ufrXgPd55vIV304BpjZQyraniexxGqnSua1HLjCAK126F0SpIXwOOb1D09hcdoY69jBUVjZje9RkhGMvsHVCJsRBTI9U+Hmzytru8mcypfc+mv7HCAOhwb+l4t9ILrOnioO5F6doPaJqW43fHumUGG2m5Mh0DTvQqUauG/n+toQvWjIY8V1XRptZUAU4lOKeK0g4tqLUf3ltSlXCNyixFKCmToiqPty2z7ok9aS6vcb4Tb/Q9WGswASyNcfDM88zgA0GUqtVKUqtiyeSi3bC3+oziL4qIAYzpxckK3lsmMQSgme5dRPqrb4S3zrKLtQZVh9/Cp4WGt8ppvY1dpRdn7/X5J32024whRmXnSgFEpzW1ZFrTAGkNMe9B47YXPTFIhzc4r7GA1lnoo/vWkpKIWqFaaMb2wi1dDdy9m05XCDpebYi96S4E8b0w98gb6TYjMWqpuX0uf+3nbxbMUj3Yd3x7GJjlzJ/PV6bDHWn9wvHDBzCR1hJ//92/Z7r+kbxWcryoLLo2JdHUwLsx0GSilR13zhibefd4z+kw8TB7Xl/PfPnhE5e9IQePLcI8e65r5j/+6cqP50iphZhAjCHVytYl7q4DBsTpTXZylkka27IQo374W9YR3loqzqACB2P1vzcd4XonlGZ7iKwufy1047EuvdZtI1eLtaioZGkMQQVCqQHe9PFnIfiAt5nPT1+4Dw+KwjKez08XhtMAJvHpy5VYLIdxIEVhGDM/fll4WiKlGqYQsEZ4nAfugmKvtqWxx8Y4D7y87oyDY7aBmDf2EnV5LpX5MLOVjRCsIqms7t0uryq/Nl47vjUHLAOneaSmzLJtlH3Vi83AtkXiYBHnKT8WhuAYpglrwfuRoWcDNlMYBs/oZ07TiDNGQQSip1O9MSwtq3cvjKZ3MJkcF02SNx4xQphGcgIjWQUbYrG+IlHRbZota3AmcDidOtUk462HwZNaYX1akaadujGN1nYuq6aLxGuhxIZtjXDvKTlzXa5KI0kb0hrBOVyYcDZgB6de5gplL7hpRHy3JYSBffl1dJjWalZkGEbGcUKaYb9eqaWw7VHHibd9X0mU2ronU1WNN4Zrbup7vPn99EenLzoebRqw7V3nMXfijzFYGjElcm26tytFEzuqvHWEiO5aK7rLLO3ntAt6V3N7pN3ixm6UmtZHxAZ+Jr+IMlRzaaoQN0XV5PTdZ0f9Odf3ux3wYIxgvZCTkKNC5nNtPdD5plS9kYZuvlCdWN1+aqk9v7KSciMWSEX35LeduELu6d241YmP1TQOa8C7xmCFmno8lxVqMzTRvaO7KVLNjazVPwfRDt97HTfeNgfGKm7TGtt9qaq8DY6eWqLcZBGjRJyi2DzffY/WGsQ4hQ5YDQ+vtQMDEN07v3kghdaElHRMfVPTirF6KO2jWx3DdhGhlw50UFYsfZdpjYIKcv/clIXRMYkItgrKjYVmtbNvfRT7JgyjT2i7Z0lEOrtXD1wWi/vFaSV1IFbDu+HEloUkgyaE/N/UvdmzJNmR3vdzP0tELvfW0o1twAFEkDMSjTSTaJLpRdKr9KY/WibjixZKNqMx2Wg4nAEwGADd1VV1783MiDiL68FP5IWkQYuGBxIIs+ouFKqrMiMzjrt//i1p4vHUaP1rtvaGP/3yRzzXC3ZMfFx/zrxtPL985uW68HIzvpQvmGPjWV4QKYSQ2MrGd96+4XQQVm2c3rxlfXnhUjvYxufLM+tifNw6t+qaKsLQGmG+bwzmVHQVtLn49RyV69JQnFTQdvGyeUpCzK7jUfXO71qNkJLvaWqjYZgahxSR1h26o3Mp7r0YVZimTm8BglHE6dVBI6U5aSRIhGj88sM3xNb5p3/0lqVsPL00ahBOWfn8cWGtlaCK1ko+CF8/Xfm4NDREHlPkISfmLHz3u0faeqViLKs7hvTm0+0pT75DasZajG0tdBFCX1CFVhrWA1OGlFww3oKOBypyzIE3B+WYoauzA40EOQ6kq5KPGdWMTe7aEvOBNCdyTH5YCISUOB8P5DhRW2VdChq90IqNjjIpJsp8nJjmhEqjbasz6QbhLogQUqDNB4dx1B/AGIVpygQdmrY5wbahCK3iy5+qIA571WXjGB0KK8V4eX6mR9CYOb05oV2Yo5KmxFort48rpkKvbp5d08oMhMnNCnqrDkdJYMr+GUmenVz2Lay636dLxO0uz49nzqcjhzzx8nJhva1c18I2NIUaA9YK67pyWwpPt5VS+33PVvtICLG74ymv3q6+18rRJSTuHep/v3W3vFtrGTrA4egzJsjhRuuaQnx6bEOu4iiPjAbWC11rRrM+5CF6d4+RYaNHh9f5dBzc1UXwOfoL6maU5s92CK9JLmJCxsah7K91q42lVG5bRyWg6gXkHo0lXmjBhlXcfY3nbNz+GuEVgmsR19FAqniR0ODEl61UrC9uglAiTAmxYeXXdqOAfSHof/erC5CyW+3EECALMe5rOyOFRIzJ/XdH2LUqbiMn/rrcTCDQowcyeADB0F+G8Vko98akm9OzDDxbF7fO00HCYtsndt+jxzBcjmgeRL412tZIyZmvWHUfYds/OzeLaRZc54pnoO57a0QH1ApYw+ikMjmbmA5NBsPaPxUZC1UJOiIcB+HHBGu/Y4C0RXguXzFrpHDkmCK9N/7RD/9Tlsv/zLOemNP3efnqr/nzn/4Vjz/4gm39mpyU5Wnh04eVhx9+n+Nh4sOvnri+GEjk3eMb0iHz8JB5d5r51FdUHrwgvizcbs9I9w7v3TzR2g3ria1ulAK37ka+Iv6gvn08IlmZyWyts3agumC14oy+1o04fE9nMZa+UkzcuDwJWzW6VOjNoQXJ7toToBSjdSHFzJwDtTWP0pFKq96Rll482ij4KbKsG4ZxVGVtG/psLC8Lj2/P3F6eeHq60NQ4506WG1UmXm6e+fBmii6qDYkffnkiz8rn1dlwT5820sEn8PMXR6Y0c/l8Yeu4lV2G9VaRWLEWOD7MJFFaWemb4t7jblh9OB+ZZ2W5LNw+X4kxEMWYFIzie5AYMArbrZCiQzVT8j7SqtGISExkVebpRIweDmtTR5PQulDbilr3XM4we2qGCTplqiRnw/VOTP4oSO9M0YjnmW7uGxnHVECrBIMpZgwl5UioC9Y7tfp9b8tK0katGxISIfsOU7pngErciG4twu22ggXUhHk+EMPkhtqMVI1mbGslZS/kFhrrciXPE9KC76m+hSTw+3Sl4F6ip8PEF+/fcEoK5UIplduysWL4Zswngctt4/m68jT2/DsTdjdG7/vkN1gdIs5ajeqNj8tU3NnFROhdKLVzK17kdmmH7KQOG3Oq4FKV/xd3R2CwZUfB7K8JJmC7dp4hlx/sWcbe02its6wbWdw1qrXoUqVhQm7Sfb/YzE3AxagD1qy9eaTgVgEvlnMKHHK4J3w4bDi8S/H3omPiat3u8png9GxMfL3jhDeHFMFlDc06q5VhcJBcFgGwW74NFmlX9WlOhTCkEWGHXHXEj4U44Gm/QTlNDvPm5Mb3Opi+NuwIbdgFavDPaBi+55S8wRe560m7GWVtd9mIgaMA+HeBYSMZVUkawJFsNAoSoA1WbCmVXivkjEgHKsYw4B8GKV7IIyLmE/AgIini92FA6u5R0Cnb6paD3SVutn8+zhgbHr3qhhutDytOo26/XVf9rQVTekCTUkLg65cPnM5vWK5XfvCdH/Kr65dsRZjaC796ufBHX/yIv9t+yrkdaB8+8vHphr5/x/e/94bb0wvffLqxNNCcOJ1O/PAHX6IG33z4RCuFl+crrRZir0RJXNvG88vKy+VGTT6llFppQIoJkYRoARJlU5dEIJTgLFpnpinKhjVntM1xomxQ68LWdqZeAwt0q7Ra6VWY5+AdXIgg5f4QzElBnSDgfWAcPqneMQfNtL5SOmA+PZYGzy9X5jx5NFg0vvl0Y1sDk0benBPdOsc88/npiRASaXKK9Lt3E19+98D16cbnT1derhVrwqyJ6XTgfD5w/VwpBnFS8q2z9EZSOJ0ePLJIK9SKqUL1QhnSRErGnH0S2PqMTtWd/DWwlo1t3RDp5KLYpaOSsQliaFhdmY8n8ux7Bk+6iMzHCMNvEgneta11aOvyYKfOaPBudBpxTGLN44vEJ7UYfS/RDTr+Z5at+rRZjRiSQ7gxsWlhWa+QfT9Bcy3hdtuQuhLPjdozt2t3LW19YT4lck4uuJdGHsntsTvZKZ8n4uGR1jwWyqz5c0Dndlvoa2c6boS5Uoqw/oEESKcYSFPGqITQeTif0QqY0VRpt5Wl1JEEYWy1O5syqBc+8QPsdfJzW7V9dxR4JYUwmKU2CIkNh3DLOPj21dXo/0c6iO89kbFT9JPXvz84oQeGw1D3/yZG2H1MB16LiesBbTylrq3rLOsKtaBWmbMwV/c5LcNdqLbKspV7+op1L7KtewDzWtxUfE6B4xQ5HhJ5TJb77zOc9yBjurt7mN7tBPFdpfj7jgM6ZEznjEbA/VTVbQxr97BtEaR7M2G+zKUPF5senCTTkQGVunYz7PIOGcxaFQ7DljKFQXqS4SzUG20kiQjeNISxhxVzdE3H5+uNtMuJqgbXZQ55nQ8c3pz5UOPTZgqjWGEjnN4h99obtVWwkeMyotX8e1a92FUfoFJ0PWtI/r7oztR35GGk5khAuxvQd1X3G9+nbnDCWvemH4zQGiFmzHR4zf6OBfN0mOj2DiXzkx/9hC+/+DHh9sL/8df/I+d37/j0V3/NPz//kPntI5/4mrfTO37UTvxvP/2/sGniH3/vSw4NfnkpmHTiKSAkvvvlF7x9e2a7vPD1r76hSWHpxvN143Zp3G5OuohZCfLAL7/6RO2FGJVDiiPhHVqrXtBS5uE0D83UuPkKkyhBJ+Y5QtvY2hBTdyOlA0mFWq88XRtTzMxpwlInqxtQV4PrWskaeZgToh1rApopvaHdTcXLSCbYZPUvCx6K7TEhSrPErVY+Lwu//vhEBebzkS9nOKfOIsKnzy+IGm/PQsrC+fHMDPzs336i9I1t2VBRfvLP/pjUI/ngdPhDNtpSuK4Lpo3TYSa9SXzzfGW7eTjsdAicH2aocFsKahtCxILDyDkFghwI0h1GCzBZoqw3LpdGKysaV1qLWJmYojOB8+OJ43EmB0ExytWJDm3suEQyrVZOKaDTETFPFTk9nEAEzcFp5GshULGyueNImkhJqcUGMpCxQ8Jo9wghzMgYiwUeH45c1sanp49cnl+4fvZdZd2My1Lh5TPXl+YHe1KuWyXaQgyBeVLCwQ/uUguilVT2PdyRnmdK72xPK/JcSTFwOD+y3AL15cra4fK0/o4l7N/v9fDwwBdfvueL9295PMwEmk+WxVnMYrh+rynr6hm2l9vGS68k9UzaUj0js48DKqivRdogd9DV7dfG1NfNEZ6Oi/ZTEpLmkYU4skzHfjNnL5a1uldqUCVqHFOKu9D03obo3jV8qjvMBndXoG50Vxzep9Fl21iLcVWl1ISoYdoI47W3Dk/PC4ZxyMaUGkE9yuqybnx4rkwxcj4EvvvFiTeniUMO3G5u37mtHsAcc+B0DiOJKbEtZRzLu/WdjeLlJJTjHNi1nztZSca+zifAMGwF3RHovt7YJRRjH9dgsJwNFxcMnWMYxgopkKJHkp2OB3Roa818Eq+tIXUklhBQCZymSIhjB20ML1fnI/geUwcUH33/b3KP7OpDruS0qM55Nhato2ndMF4L5bau92e/VqP3AmUwecf9UPNpWaxy7ZVtW+8OTzpkSjG6w5KkRAdn2QsuHQsBjRE3QIFaGm0r0CrzVIhTA/U11J1k9g9c326+LoVl/US4vHDZhK9f/p6fvP0BMlVO5x/y/beClL9F539Ca/Cnb3/C57/433neFo7vHsmTsr5UJwmQeHw4MKUTpym5F+x14Vbg09MTFhopH/jyiwd++TU8PV94utxoOfD+7Zlla9xWhw1TTFhXasvU2ggBaqme5G5uWpy1uK5p8w5StUMA1cib+chaVy7LSusu/D/kRN82UvQvcmmeLq+q/sURWGqh1ojEPlzzA+vWsEG/98jU0Z2Jwxm1wefLyuXiXf0chUgjT0IOG7eqLH2jSmcOytvZIY/lch0QmLJtkCTz/ssj18uFY5oI9YwQ3aigKYTEdAhDNL2iKEEC5MY8K1kbVRtilbY14lHJU6GvlcbGdvGg5MOcKWtDQqd2uGwOLc3iesM8T86SS5HeGtu2EVIYlHZ/fmOMDo2FSJsytjZiTMSQyVMgRyXGRJgS12Wl40xn8uRddnI7stDrINAFdMoQGtenCzQgBtrWOKZGOwdeVihrcVswjCZwrZWtC2qBW1M/Fdvm+wzJ5Kg8dPfSDFaZTgefIl5WTkchh4k8CU0TBaWunVo3t14bEGQIATT9rjXs3+sVk8NqU/IJvdXK9bKwrBtbd+3vVo1Sx4SjAYmRci1UXt2MZBygvi4yRFw6oMGxyc5exMZieuyNnF05tk4+hA6S0ZjozCfS1p0U8pr24SQXMfNGbEB8cbeZ6wNutNc/12zIU3jdXSm+SyzNPOqsNDQ7QXFdfc2SVTkmd9npCNdlBDMMslEMyjxHUhRuy+INx+pwXhi5ovM0MU2Z0Uu40H6wVcGlDLtY38T3szY8ep2NHIhRyGnkX6reI7V0z9+0NvTinerv0mVb6gXWhjmCG5RHD0BPkZwjKYR7uoeNe2JmEAJqznyNIZGzOryrY6/YdzOB7p/jKJiYF+baHMIOod3NzBmKgdpdDuR7xjAMIBplK7StYGUDNUr1vN79M/QcS38d9ErXQNCCteb72RjugeA2PuvWO9IaoVWoAr2hFj0Vx9yCsGyNXgu0RouCtnrfCYv8jgWzykqYJ54+Ff5oduH73/7s31JOzzw+fo8f/ct/wVe/+l9J6cKkEy+/+IqVyPndiZRm1CIvzxe21iFMPMwz7794w3pZ+fxx42Ey8lGY5cztsvH1NzfEXlgNQo7IllhvC+/eThxjYsudtXXMNlIIZDEkJyeyNOM8uU60tE6p4R7T5ZotpZRGECjLha17uOhhCkxRWdd1RFZFujaW6s45h8mTPZalcN3gdHQmbRSh9QqSBp26+SraAshGwPd3Mc98vnXWbeVhDpTSyEQkVrp2rpuguDHxIWcU4+Va0HkCaXQqaYK3pwMSjM/PhenthIgL7bsNU2bphGnQwGvn8HggHwNtWynLwueXxlorSwuIFuylsVpESyDNnmU6TSM2S5OTpmJDUiXnThYIpWDNPP9OMzaYhIKrqM0cTg2qwyPTzejj4UQK/sCmwaxTdWp8CoI+nKG0oZly5l7tlabuARnmhESHt0Wdcm6q9ApSK9I60hs5TmzS2IJT/0tzkwO1xEtxQ3gjQBM0RiaNhHRiEiXVwncPiZDOiHXy5KQEYeywivur9rKh8cXNFlRJaujjH0bBnOaJFNMw6nbrsct1YdlWKq5LCzGwFu/+zfqQhmRnczaXBMRdWL+zZHsH3d1cnIzTx0Hpa8rh+DJoPW3EOyFeHIYf953gI3iIs5sL+GuX3X5tZGEG9X+37gfcqDteAHYG7w7T/sZl4vKB0oStuvSolMqy+nf1GJUpOpToRCc3Pg8KKRgpKL0aq1WWW2Erzh7OOXM4zBymxDxN5Jho2zb2cb5rTdEZ9iLOcG2lUtu4n+GVzORaQmeHM34eYxqesQZhpG9YoTcX+2O+0kjDWD6qIuaEnhw9mSPF4L8+ULDdSWCHNGXEdIUQyCmTkw7rweDsWzMYBuV3GFSCu/G0YYUn1Y33fXwdn587DLnBfqCb0orRe6VuG2XZ6LUQAphso7C6LOROQBoNUhxTs5qgyY3yd42oyKvJhElDaqEOqFhjI7TulofDh9ZaQ+m0pkip3uDcDRf+4evbZSUU3h3f883yCy7bL3nz8BPIHxFd+PDzn/Mf/9f/JUv9wF/97H/gaessl4kTyiEemKYZKxshVtoLnB8fqaVz/eaFx7dvsb7x8eMzy9ZZXlyuQYh8XJ75/NQQNeboXq1/9/U3vJm9SLTiDoiVRlYjxwBhwnSjWCOaUcwf3jj0N0kDt9vKslSmSagGdCXHiCCUzRlwh5SwALULzRo5KXPwDvTaGzmB0rEGopHaG1mhiGANqjTC0KQVUZo0tBYuVz+crBmnkIizolb9PZuQU0KXjYc5smyN1QLfmTKNSrdGDiDW+PhNhRA8iVx8jzNNwrJVbk8LZdCtkwZOXyrXpxsvy4Xnm1sJ9tboUjkeAyudeul8980bT5QJkdOUCFndp3EDpbHFK3Vd2NYCBPLpzJxnjlPicPDEADcgCegwVYc4ICJjikJMRpA+ClBkhOqBBGKOfmhqJQzWKgKhdyoJFWN6mKhbQbaNwxnaVmjFsKhM5nq28+mAETGyJzusEA+Jrplbh7UsxBjJxzdYT7Sycds2wrKRdeYQlIQwTSNlQeHltlLacAhKiSnNkI/OrBsORKzV91B/ANe7x0eCCG0r9OwHYBdha77vKSOGStSnxGZOQDlMmZzcaaU015/q0M7Rw9h5MbxifaIqfUwJ9799xD3huynrDOgxQHdS3s6IVHVJlw9kNhyF9gLo5uphSCfAST+itju23eUN/k8/AF27ie/rEEqD69pgdZcja82buuh/1k7S6d1zF2NwcX8QT8cpGHVrgw3qes2U1SHMscvrw4PWzEkuSYd37dib9jZmqaFLFBhRYBCn5ObkCkgfkKzTUmWwho09Rcn1hkFH3mNw7aTxqo3UUSS96LlkjN7HhLirLHQwf33HP8/5vuMEL2DSQbq4PGTYyd0rjPhr6OYWiL3v4dydLIEpB2pXSjVar5RSXv12i5uxr32jNT9zrTtz2aUzbnM6xciUYI4dgjfKMjTZvgLw19lrpy9loB/Rew8ddou1j9QjN0JQ9ZBrqXsj8NufoW/3kk2PJALpeKJ1eJciX9ln1ttb3p4jv/rqr6jS+cXLR97E77DcLjykjTePR8qtsvaCTjCHyPpy4Sf//E9oTwvr7eYPYIdqnTwJ2gLfXDqxHXg4Gx9fbtQVusJWA9e6cRjwgsTIunQuZeG23pBQmWdPMNg2D8Ft5nZT0yzUrfJp3ehNSNo8/itESoGUhKU3jjlzTIHL5qLih2OklM5SfNeSvMd1urcp1geD1AqpB5buOXzemft+oYtg5camToMuNZBnaOHonqRJmU+KtM5ximgUbqvweJqIqbFcVy+YmrhsxqUYaXMH/q3cyNOZ2+VCpdMljgOjedLCV9948HEBM9//NQzrlVqFXhs5zWwG10+feYiJ6XTCWqbLDVuNYJ1aCrebPyjTQclRmFJgzj6pDL3PICB45lyelHA4OimkV8QaIvEO2/bGsLRyXWUQCJOnEMQ5QYccIz06E9pPzgimyClT40bdmj/M143z2NccD0aaFnqAm3yiZOVlgdvThSkYeYqc3pyZju+4LZUPv/41t8vCjLLk7kSnaP5UWKR0Za2wXStzaoSzkU8Ra+5YIxrYLBAuy79LvfoPfgXz0O/eOrdbQXsFXFZVurCtK0u5sayVMog91o1t24hhxONpoI4dld7lCCNwYC+Pwch05wx0uUOlvskbAdMGqiPaaniiypCN+HAyioK8Bl47+W6QwrpPskNIQhDf59XmMCy/MSj8P5izeOHdaudlqe7soxClM0d//W6e4I2v4EkfKYwi3UeC0YAbc3TExJ/v6r8nJyc7NRs6VXHf3iGkp3kB1xToZRS3Nop0c4JhzKDByUtumhLvhX9nFmtwmzztzQdSHfvR8Xv2O2B27yTu8Phr8RUs6oCCPWMyxujQ/TDmZ5C4emtI416cdocekQHTmmPQnU5vSqvik1yHSHd9ZQEYmtbBji3VE1KsQS/tFSKGoZpRUoguBZp8h2rd02Jqa2hRRBtR4515bYj7TgdF0yA2jWaldf9srQ1oWdxekZ19vOug/oHrWwvmv/yn/xV/8/P/hT/6ox+SSuPWrxSU2b5ExPjbn/4Z3/nOH3OevkCWwC8//h3v37/neruxXhsxGlRl2V6I5/ecDydqbTx/XrhdF0/AmI6UTVhvjbfHyEWV2TaiZZoIT1fjIUErka07VNRWd9rIIVOpAwv3ieU4R6QXlir00tnW4AeBdY5TpmwNVY8WisNn9pRnksCtLWzNmWC3umLNF8RIJwVla8WJEepjfQywdIFeR+RQGB2jQFNMGh2jVzwKKQjXbhzECKdEzJBFPWAa7gGw0zFwrVdu143z8UDdZMQKFb735kCKGdVI6QtLKfQmrFWpZaX3zloMydBrcEG0bQTpEA0lIT3CFsmHwPv3Z7abcuiQIuPPxV2cshfGd1+eqbcFYePN44m355OzTBmmzcOZI6dImhJxdHPezAas7w+nRwiZRNB8v7fROhKd+u6OJ4FIQKIbRmhMo+DE+uoAACAASURBVNMUQu0UEVRdH0vPZHaYsLC1wNPlxHRQLnTaeqW0zolOaCv2/IF8nEjv3rIsb2kvH73zDsrzy8rWVvIhkI8nt4kTP0hq9cSbPHVknt17d3IKe7n+YbBkY5gdGu3dIevS7oepiO/Q6mCyLqU5nIWwrBuIM6r3IHVsmJKbx0NFBxZeRft7cbA9RHowQ5s3oHtB2w+xUUJ8B9lcaN4GMdYlLH4+x7EDreZFTYXfIMxwl7koY8XHq2m74Y1fbco6oFizTg7ioex5FDg3S0WxIcXxv9d3ZK9UljBYpwasmyeZcBDmqQ92cB/s3z5YqGMXuk/IwLbZIAx1P8hxP2fdnIXvO8lEzDLCln3nju07PveWxgKK8ypCiMQQnfCjr9yCO0do7B9lEIYQ533EEAkh3qUoIQRHEvYJc1CblQFdjnuipWJxFJvgbmm1Vuo2ilFrhFYGzC6vRd18B9oRSheaQTH/926I4Qip2/vNuFVqiIMJO1Ji9l33bibfh0QG3NrQ7Rq5IyNqBqbuFCdu5C7BHWqt4+bvv+0Z+rYH7MPLz1lfvqaEL3l78v0O643vn7/H59snPnxc0Jj4wfmP+Te//jNC9PBoeuPT8yfidICtI/nA6d0jZspyLXR1UftXHz6j+swxCa1eWW8XlANY41oL1huHGeaesOlICp6iva6dw5xY6kbd3JbpVgtqMsx1DVCaNodwg/EQZxLwfGseaJ0Dt+JwWu8bL02Gv2BiisLztjnpT2AeNi8dQcwhKB07DiRhbXNoYrD3sOpfTDpNhoMJTgFvCKVs3nVZAgI9wrJVHk7C0RJm8PypYupwU2lwWRe2snGcH5hyp9SFW6m0Vmi9EDVSeqAUIQWHPBJOXEgpOMykzac/Escp8+7hzMkgiSAUltvC9vJMNWGmcT684fHdgUmNgnI4veF0mDx8l05OmWnKSIy+W8jeaXqSO2BKTpPHE2kcXq6JMLufK02wXuk0ojpEhwkaPUMxDIOF4CcWVoOLmXNCYqCL0MvVc/k6DpUtG2YRjWfQQpeNOJ/geiH0itQb69MHeq2ejZcfOdpCSsJaC7b45JtmRWJEFVIsxBCZj0dizLQUaFU9Z0+N0n97R/r7dJ0fHujrQikrQxuFaCBF99ack1BawrIfardS6eIJFG3XSdpv7L7GxFVbp7aKNkF9ETSGGbk7wHSDrnYPiE4DdRkoq0OYA8PdjQfa8JWVUSjBpwSffndnGTztZkCLjElLByTc7ZUQZICIBwW36qQUM6OoQI40ExJeTMJgoQqQB8mpsadaDHhSZbgf9UEsFFKI1Ob7X4cI3clnq+1uf6fRmanQfX+69bv2UlSYxAh1J12N9BFxFCWNaUnGm+vqAQc28szcOzaSs+ssYwhj9/laqER3v1nvLES8GMcY/EfwQr3vBV+LqzN6VWUkgvh9b6l6kwMQ/AwOxZ2CdregWivR3EFrzhPbVNlKJ5aGFA8ir01ZqqMXyO5a5J1YN4GuxKZMzd9HHA2EG2b459zbQNLwwWc3x3e7WHd3k6hU/L206gNXjgEJTkAT/e1l8VsL5t/+9G/5zvHH3NpnSv9MeRbaGlj5zHrdaDXw6flXSA9cX77mzfFMrMLteUXJ5JS4XCuXy42jCZ8+fsZoPH2+oCky50A6PvL81VesXWgkrFZKE2jGdXUXiPN0gL6QBx14K526rVRtRIn0pjwclBAjpXVadfgjBCjFKe21LVybw5OivgPtJkiDjlOigwSmlDx5W93hJStMMbK0Fe2KBl/KO04fQJsf3GKgTsn3xfG+H5CxVn99pq+3lbenmVKETqEW95oVWdEcud026BMqFcQdim7bMCZPxWO8njs1OETi8KA52/cUWLYN2yZEhTkLiFLpaHB/yvlwJAfIQVmuN1p30fCydNbqrj01ZvoV0twQrhynmeOckGHjMR0m5mkmJqf9Kw7dWdto3WPX0jyRszCdJqLO0Ox1z2nFw16JtOpkjD1zzxlxLpKnjSSKpEgKBFG0OwSsIXF9+UABtqaYZUwray1cbo5i9Fo4HCfgPbVdHUZtimzG4RSZknGqwhTdgizljGhGzL1kLUb3rWyVRvNCHvEkhWUjzEYP0+9Sv/69X3ma2OqGbY09k7GPhiQFyMFI2j3UF9/llm4cJA6IcmRaig2LH3en6bonlHiRdB2ujGnPi2VrBsOZZ9cc9r479YwA6AEXqqpLSIzx/Lg0oXW8gwX28MTWHLYUfznjH2MfuhdKu/90NLXtFXYTw0ydECKKZCfm+CQUkdrGfytEEboKpTpDteGsy3UUuxw9hKB3T2tp1gfMCq04FN2tw2b0kRdam90h4P01twbWBCEMdnkcCR0dwbWdDh0aUWz43frONEc/ww5Tdv/pQfTRQXzUoAN6HezXUTSD6l1jeWfGiozC5cXRh1EZOve9kAqxpQH1ekPQakO1IhIIGqlbodX6G1FrPlVWU9YGt6pQi5sYrAvYIHXFhMYJE//zG52tD5OJnRU9EL1mho2g7z7WJTq5TMQNrAZze3zuKj4xWxNqqf7+olumvoL5/9/rWwvmdJh4LlfePiTa08yvv/k5h+M7lhj49PVH0g9+xBd/9Cf87C//nC/efOlVflMe3j2gTzdq72gU5uPE4zQRQuPy8RM5RpbiWWTPH7+iAZWOVaHRQIVDDoQUeNoaH55W5pxYUMScCbb1NiKe/GDNXdGm0JpDHHiUza1U1IROJAZG99SRFsgBzAq9eVeGFZptmAiRSMged2PVwCJdN2IQanPmWkdQM/dNxV16VIWO+qSFuKu+ihseiEcDxRy5Fo/JOid/mlM0thZpAS6rB+6ephGavG1MWZmnwNY6X316worx8HgGi1AWWl8xg/Xm7iHW3ZNRMJIU1h6J2jilyCFBnj1t4ZuvFuYMbx6PvH93wjRTCczHidMc0b4xETgfTk7GENdDueuNNwqqjLzAkYRxPhLz7H66ORGng8tsuqfIi0Ywf4Bqr2AdDTMasn+H+rDZGqLs2nYYyFNSXgOLl7Hn7SSF83nmJgGTDbErUVxGU9bO9OYNSd85LCx+iKTtxkkab0++k7HWfBcTw4DkYD7PUCPlcqH2ylqFVBY0BmcSi6KH+d+9av0HvLbiXf26VVAb01BHrDu9v1VHR8xZrX0waVVH2oiKm27jKSOtGyF6koSq0KvdPTtfz5xhHjCKpetzfWJtIzJL7wlMY4dowzR7FE/YoU3/LTogV+PVmu++sRuF8e4SNBDifSfmv7Qftn759Ow7292fR0Xpg9MiNoYrccj61ho6bIRq8+kR9cM2BG8UaiuUXmnm8qzaGBpD82ZaXDImeBC7S2tGgkcIAwXLHKfsk1Sv0GywPtWfGXH5yw6f0jpzUo5T5jB7wQxjCvPdpKd/xOis3LvTkgyto+7m7fLKjh0u6Xeoe8/bDN5QegF9/cwdJm5368CgdaywChJe94utO0v5shlhU6R6oLvZgtrrOROnjMUDrVSkFWzsu1ttPh06tQFkQN/D3i4E0Fnv78G/E3fqNOBuRl19TVBLR60N44zfsWCe4kzLv6Tf3vJf/Of/Hf/Tn/8rcpyx9crtFPjuD/8UuT3xi1/8Gb96+hn//b/4b7n+xc8wayy1c3qY+fuffs33/9l/BlJ4+fiRD58+clvcmuqyLOQYMSu81MqtBNbuZB0VoBkzyunhiEVoppQLRImkWagto8FZf1uvSF/d9zAISRK9e4ekIpTesBY5Hzoqnr9orbCWidpWrG8c8wHpxqVsHOdMEuFSRwJ9FaYYaS6ZpmtA+gqSPQGiu2C/J8goVYxehYhQraME5B4yHfn15xc/sA6ZQ4CnZWNOiaju0PHFGerSuT5XDilR1ckIv/rVC6c58ubdPFINOlETvbtDj1rn4Tjx/LLRbIRjkwhmtKuwtBUEbgXq6uHBXeHpeeP5pZIw3nx5YuKRuHWm48z5eEZbZxrUdFMjHCbm08GTWmpnqxvzdGY+ZkKcPExWhTQnt6MDUk5ojMzzkWaB2+WFOPRfrXrbpOq74TDNg0XIkA2Yw0tTZNkK68uVVq4k9fQEnSdaFLZp492nz7SrkQWmdGBdO7UsMKDfQ1Ie48SbOXKcFKShvfHw9jscTidkPrAWeF4WpHxCVKmbsLWKbJX+6ebpDw8nT3/gt+88fp+u2+Uz2+3KstzccQeBvrKuldvmEqWyGWvzaKqkigXh1hq36tNQ0EIUz4I1hK2sVOvuvCTOanbQwSextePkHcyfjw5+x/xgiyEOaZKjJH0nAOnOkhVq8wVHDH6oR3FCTekdkeqHZXNodtCIXuFGs6GHfJ08u+1LvQHl4azV51sBEY4RojohBHELN3EEj1rbmHKN2h39aYNMpaFTbOXl2gir+6i22hG6GzxEfy+tB7d6QzhOYycqrtPMebefDJ7viyGtIuysWtcAh5hIUyRPkTm7vClJdOOS6NKLKSdyyh6qPKifhkEv9IGghDh8Zadp+MqGMW06630nGO2Nx28WzH3ClDHpyaiqIUQseRZvrY1SfG1kqxObQjFUvUkmGD0GelgpciHEiWCNKJ1gjWDFz5MUSQRmKgdt7km8bqCQZBjJS0DCrldVQvSc4nuxNBlaXsaOHe+8VDHVQQYq3zJf/v8UzGX5QNFnknyfP/vLf83E9yjrN7RPf8/1ScjyxKdvvuJhfse1XelbwSRwvVyoFtiqMT++AxZyPNP1hen4wMYViZH3OfDpZaVsnd4DMcNyy1wvz2jsTIcDUeB6KRQrbkgQIqU1WtsQGxOdCdetc+mwDaukqCtdHMRIwfWRrTdokHJFunLbGrd1oVjjOOVXdmvvxOgpFrU0qglTcmGziouOdTx4nkU3LKCkjxR5GUSKgf2bYuKGzRKja96qJ9lf184mlSlk1l6Ip8AchEPOXLaFnJVNR2p9TNwulcMEZYMrNw6nGSVBEA/p7u7wn3JCWicYhDRMsLOH+fZqhK6gAU0njg+ZU5x8cisFWuH68YmXVnnz5Rse81vmlMg5e05djOTTkTxnzz5szXMuD4cBqxll3bDQSTm6ZnJAcL7/bO7FeTwgzJ6IUMvoBuWVmo93wR77VGi9+XuViHXFTNHku9GcEzUo8lIINpIVTJmteAcfO1nddPs0Bc55GLiLUdcNqRt5zhCVirF1uG6G9BunY2Q+eOC2teoaWYTSlF7rEHb//l+3ywu9VZZ1ZWsQNdB7odbuIezd/XG28fOdMJPU8wWDGOMRAUBxCYrgOzLXPctABhz+8vnQf48Q2G+VDdjWfWf1vm9q+PdEGVPrkIjokBboznjZyTw7AWZ/WWaDULQbbPum1EaBNNvh5H3lubNyPaj5ulZ6Nw5ByEFGoXQJRzffqYbxpqz7c7/LX0pr3FaHJKcUOeSZ3dDWbCdB+et4vQfcDeWj+L1OwSckrDk822GKu4lAQGMi5syUIzm+JqXEGIYzkE+TIUVCjoQYkQF5WxvpHiE6mS5FYs6kKRNTHp/F2F/qq+nDzkdmWM+9zuf2et/hPp2axoGqyas709hne4pKAu20vrgl6SAF9cOBYN2b5JggOvt/UmNWY1ZhGk5DOlJT/Ic7GnV2CN6t/tTC/cuxf3P6gGmtt/GThvZ016HK7wrJFvk1wb7Hf/In/w1/9Zf/iufnX/HN558zyxUJD/z6l/8nP37/T3g6HNHjj1ldMUsp0NvK01NlenxPr6C5Ms+ROb/hh997h/XK3/z1L9yvc/O8QUmBKCuP72Y+fFy4vaw8npx5WTZwDpmHrpYNtG6EKePe9BtrD0h3sGbtvkOYspA0YrVTDJYWaWvFbOwUeiMGd+4PCZbl6lCqjNG/mz/UmqhUggQnAPRGkDyweoePQohu0tAH82wwyTyDzh1RPLGgEMfBcF0KKbkNWJZBLMJp1KLmLhSinDRyLQVtyrY1ntaNGA6UVtkuhdYiXRJNYYqCVKM2EHGdJKqs4jTvaarMKZNj4v3jzPlhJnahbZVwysScWRflet14ujT+8Y9nppAw86I8nQ/koz9c27VQSkVCoNSNbW2+o+yC9cARZZ4ndx1RIcXJkz+iOqw7HiCLERNF+r5rgJh86W+mdCIiFQlKRAgp300U4mDMmUR6fSHSmJOyqOtpYy9oaMzBJ+pDhDn5IaRBsHiAnuhhonehVX9P9IJ2gZ7QkDxrtAkpx0EMGPZi/GEUzK0UD/sVb6BQ6M3j8oY8j2pgEtz8o7WRSuEuO4PLjStFvFsXGEHkTporHTp+yvdugwntB5COibH1Ae/JOOzD6/qxNWeTqjo06skTu++zQ5hlhyZxSYvh3y03eR/leWDDYew/bew8ex8oz2/AtQxAtzbjuhYnnaTg+9juUGzrhgw+Qhw6Tczfg4kN+U11iUhydulR/XU1HQCyuRsPMOzynDikjmV6EW5uru7GVOZniflQAL5HTMEZyzkqeQR07//bU0gCIQYvllPyadAY1FNPo4kpu2Ve3D1nvZm+T5fBIVU3z6/D6u4OfPtds53/tTvm7i5Oe7PiWvQ+JCB356EcSF1Iqbm2MsAUjKZQTUcqjetbk0KWzlGFQ4QpQFIhJ9dwx5TRmNz3eyQj9dZoozHUtruMOQnJZP9MB3GsefKO+pcD2ffhv+X61oIZYgb5Pior5faCtc66XiFMnE8nkm08X555CJUejhRZ6YszZ23ZCBKpBfIx8unrT0RWPj/fUCrvHic+Pl2QeKCbUsqV3tySqffCuzcHlqVTlw2JjZw76+q7EBKYNmpw/ZSETu7JyQTmN3rZPCR63QSprivbUKI21ibO6tu7sJCZY2CzQinCnAOtbJi4m0XOg6GFoNpYu2Jig0nXUYM2FuLmPlUEIiLB3fIxN/w1xXB3CZVEaf5A1Z542Yzv5AkJhU7mtgqlCFHdRcXjhbZxNLshebPG7dZYW0FbQs2NBKZjpt9WWlZiErJ4bNfaC8E88WN5uRLSzFVvSFlRfHI8HyLS4XTKvH9/ZjpOnB4yUt2eKx8z02mGIGzXG9tWx8NllM39OwWIh4zgsEjKs3+Re3UrvWDUthFHCK8SRhRYdGPp1pHBanMzZ0FIfj9rYd2uPi1tKzmmYTXmhRWRIXKG4yxoD2xmIMaklSkFsjrJZ56UmCewRgjCrXWsNqrBctmgFqZDJueJlCcs+O491so0eeceRCH8YTj9HA4zIWZS8sQdrHN7bixLo1RnY3fcpFtDoNfKVhvHWe/kmdbcFD0MQgjdMGteMMWLTrU2RP++RlDlPuWFuzzDX5MPol7kene2beuubzTZJxsjjsZx31O5+mNEgYnDsV53lGHJepdfOEdpmIq/soPul4xnt3b/+zYccu7NiT6iYMF8pxY9nchZsm4wDt5A9507oN7amzrJLXQhVB9rbJ9+h5wmjqmG1h0u3PWlsu9ZZURqeUNpJgzBIjRBQvbJMsfh6JOJKfiPyZtfVdet0rvrn2MkpDTQsVfyzn5ndhs/HUVGGrhjEXuFZDeCEBmL3r63HfuvAYOc1AcnIagXYQKs3fW0Sd0QYg5Cj7DhjVkQyNqYAhyicEz+zOYAMQjT7FNxmCZMghPOqqfq9OaynlIqWg1LYMlJoMju6Tu+RzshbFC0hW+P6vv2CfN65h/98D0fP/wbZhEevjjyd7++8OHphe+dDjxdM2194vD2x9y+/hv+I0l8FsFKo9iBGBJI4Xa7oWJY2TCrkCOfXyopK59uz6jMyCQsl87ankgaWZvb0qXpwIfPz5yOiUBnsY5tjXWIgls3LLhzg0bh8TiztZV1g0hga42X6kkLbizgN2pKmfno9nlRAs02LpeNPFJWYxB3kzFhjpHb0shholPR4PO9j/eCSncSgAZUG126f4FUCaZ0Kjl49+42YftkMiJ1NqGK0M6BVioWYb3eXBMVlNbqCIZWuhSQwO1SkTbYjUmZsjP9whRIc6ZsfRCcXIvUpfL4kCjXyroK4TB5h5YzRmM6Z6IlzDptqfRyRVohx06OZyz6gxE0QHGj6VLqKwRSzMlS6UBOMylBSIHpeCSmiW3bWG6+G5sObr6d8AlD8fuVwoxM0f2B1adJ7wojvbprSCueddnLNgTeAY2ObMhqWC1E7eRsWFUmIjUFtiJElNOcydPE4TBzPB8I88HdUrbK5cOzsz6DUDrI1rC8knYLrqB0Feq6EUMEcYgx5W99jH5vrrJVMM9STapEEZ5qHakQ6vsm69jo8FMO9E1YayUPmLAj7uIy2KuGG3crjhB5YLANj1gvNq136s5KHVKhZuKkGrgbde+wHQxzcXNGusog+uj+/xt7NqaITz59FD3fubm8SWRHRMWdhXypiXO6BwlowKkyDBKkQ0VYzM0SsurQfnpCRhxsbo3eKO8HsPXuq5hubMGIxW31xJTaPDmJEF+L/GgmwpCMdPZDm7ujDuKpIyknHh4eiOKpTCE4plG24gU6hyE58d8bdz30lJwMNHbIDqfKYIIy4Nb9JoyJ/k4CGhLNqKimezSW60j1nnziRKHB2jLG2ImfjwMG3s31JTl6Zh3C5tB2UnMlQgALELtL9qJCDsIhK4ckzEmJaq7lDHixzBlCdKaxU6i551y6RmR8H8dwPV6bjdcEfo/3Uvltk+V+feuT/uVDhMtHPt0uiAa+uvyKeZ75+6++4rvBuNWFKa7UlqEVesk0hLUmoBLmE1kimgO//sVnsEK93GjBff2MxJw611tl3QoaD4gIy7ZiIlzWRr+txCAsSyXGzjzNpBSp6waa6a2wtMLShVACn3t1aMM84cAsjEnRad9rKaQQOeRIq5V1WbyQYQiBwyFyK67LeVogx41evbxJBKoS6ISglNbxtXxk0j7Yqe584X6QINo9xVthgDD0HrCRv1d7Q7szeLfWyD27O0+tpJOgWSiXirRADMqi3dNLqmIF5p4J0RMZazcOo8s9vX+Ldt/VLt1oy4K2yjRN5MMjIeLOFuVKfkiczoKsxnb1lI8elDhPnE8HGnbvfuuQ3ARJHOaHkR3p8TutVcI0e8HUkW85GMKmQAik4IHPzTomzYN3zSHrQB16qADFHzLNEbPorh61eK5nrR41NE9s640cHV2otdDXKzF0DoeAWvZ4nxOsV3WbvRzIh0xIaSz/3Z/46fnmh3Z31qSqw8SlbJSyovkE2iAI18sVaOSpYiH5YfgHcF2uN1IsQxdpTEE8Mq8V7+vF2a9b9XHBJR8y9nt2n9BUnFkInS5CGbqN1OWu+tgNYlTcdqwXh1FXD570kHPzU7XdpxXX4O4bsjZgXZcZwZgTXXq0F0zcxg+xsU/dPwsbqxJcGz2OxL2o2h6WCa+j0diLtrt2VOjq98l3s/uv6yC3jP9mTKbdOmKefrKVxlqqF6vqCJXv590RjN8omIJQBxztf56vdULc5T4QpRHEPY5j2Kc4nyznQ2Y++E7ztWBmYvbnxkbY9/5We29exMRTScDZzzHGu17T+wlnlEvQ4eqz7439Wbp/ZiEAui+R72YBbs/kBSrE1/WFth2KdllMVpjHajSb22hGhSkpx6xMk949clVxpn2Mgxfh8WfW+4Bxw30ytvEcy/AY3GV+jFWCjFi1NtwzFP++3s03/oHrWwvmHz+s/MXffcMXX76D9swvXyKH9ICkX0P0wFLDdVvn4yNcV2wzQu50KjUmcpwQaxxz5evLxrUILA3KQpxmLrfK0l1KcitXOsLxPLPeOmsr/N/UvduPJFly5vczO+e4e0Rk1q27Z0bcu3ZFEASBhV4WEPSg//9VwlIAKfE24pDTM91dmRkR7n5upgc7HtWUOI0FX3bGgcE0qrIyIyPcj5l99l3QyOUE17txzXcuBKw0OplLTE6Uscj57Ia+Ki7v2HOBDiE0uukItG2oKOcpkffM3o1mgRjcwuuU9NF93DYht50Q9WHqvNcdxaewgBBl+GhawKLSyujgxT8MNxAwQjJKi4OP4NKYxuFGgZNSAuSWue7NvSs1sFVDW6XujR6VsvsUXc3Y6zBCCN2LsjaezhdCCLR9ReZAiv59oiltiU7/N7AqxDBy7ov7xN4+R6wWggSmy8x8OvH8zjM8W+1+uNGR5NBtiIkgioTmqSW9M00L8+XswuaumDVK3r04ayDOya3FisM0rW305jd3E0XiTpwDGibQ5Ev9A/pTcQH41tjX7FrZMHxv8dzAvK4IjaSBYIFpCRRNiHQmDE0OwXcJ5N7J9w3Jlc2U21aZBoElENAUsJjoLbLtoHMjzJF5SdTrTO+BUpypufc/jHivbd/JI5+0WcNDlhiEkOoaQjM64lIJOxx2hiNL992njqnMjbfd99UNsxvVDmq/jYPLC5cOKPKAPQUnszQzGm6FGEbAtZg9DEhU/P44SBvKQTI6dmUusTBlSEeGmcFRIEZRPXSbwphCh1v7gdD6dtZhUNdEHlpr/7mx+yRZ+1gLIYQwINQvlCPfmHbIxZv8oB5N5VGzbu2pD/bJ8OQ1LyCiX2QPZsP5aLQAQnd5CG4eIeIw9bIkzkvkdPJEkjj2ks5wxRGj5s5mj9xQDai6FCVOTiCKkzeRvbVhXD/IQYcrEMNIQUdlO4YM8WIIOoYUA2v0VoYpQIHeH4Ht7sx7BJ4ZUY05QI8Q+wgiEkjR95TLrMxz9KDrwyxBvMnqzaVAtTjCQRxSlpicV9BGc/+jIgrDrek41PHPtPeOqA1j+99tRPKTBfOX30aKCKcU+FZ2bGs8vXsizpGUArNesFx4e/sNv5gm2ncruQdut1eYz+xrIcyB/fZG3yuLVub3J97unRuVJRknztS9I+1G1MjbtlPalffTgobA1uC2rl5428Jta4TemKbEzQq5GbU4qSiERFC4Z9fmdZMh9hUMpxcvKVD6Bt3zLi/zCdjdiaMLe/aD87bW4eV4MK+UIB7fpYPko3guuJh3zqU3t6VCqQNm6QbaAq37zeoQpNs/iQUY7kWCUneB0Jhjck1YAY1K7kLZjS0bKSq5jMzArEjaSU9PnM8TQiXnwCH82AAAIABJREFURgqj77aISScFuMwLvSv7baX0TAiV+Tyz3RJ5a5wifPrwnmmZ6K1zWiaenk/E6MbyeTDKnpZnpmkaXZrRC+MGE+K8kCb1UF8LtOaknu3uTkhtTBtm7rlbBnoQ4+wMV3EDh+XJg6nl0HeZIdrRJGh0lmzJd7BKiBNtLxQJbG8r1Orw6Yhtq8EorWM1EyeI50Sxhe16p+WNlBSZJkJbKLcb8+JEoJAUC4lqC6UaeS0OIYtymheW00KX6BNa/+m9x+/L9XLdCGEipug7+l7HGlJ+ZDww9m84nAWw1z4IOoMc0ztI8+QZDSS8sJXWh+bZ4T+HKvFEDTtKmRegMBaMvbtI/Zhq2tiJOuyqpBAepJ/jOxwWaPKgIR26ZwbTHRg2e0ehfqRSjmbW7AvsyBg2zQ73oWG7142qijZnRKfHx9w9ABkcNn6wX+2LaX32xJA5eUyXiI29IE6qEX2UQ5fRNMIwBzdjSGj0QQhSdYMH+dG+TUVIUUhJPSUoqMsqdDA9uwz2qPJlaDr2npPvEFMkJpd7iXoizFEw+vHcDf21mRO8QhqF8/gcgjcu3Vzb7QbnjVYKvQ6d9bDVMxNchWUojSnCMgnBIjVAya6PnIIwz5F5mZnmmZCS2+4NZyk3pBluUNXJQyphsGejNzelc2SIhqO5ki8F00bDpNUnTDEcdfsJ566fLJjf3gyZG68vvwZ5z6f3F17v37GcFzQpp/OZ629+gKbU/RWxnTgJQc9O9lkS9+uNXDfymln3nTkVfv7+zPp04h9/84O7LLg1CB8vCTDWXXnbGx/eJc6m7PuMIZzUc/zuJXue2hFSq6Dj6dxrpxRfqqv4DRy0OQmHNmQniUADMyat7OZZaEGCH8oC2qsz8KqTFdIkBI3keicGg+awRAzdDZRrf/g3SgPEdVpBXIpA97SB7mXUH2RTMKGOh2KzyhmhqOd3Tio0cw1pd605ObsStHd3PgnFX5fYRLfM6eJC55SEREK6oNawutGL/3cIjdYbJWeWc2KaT3x6euLpfKL3hk6B5+eFeQ6IeGB3CBOn54XlfPaD9AiI7YLqyQ3ZzzPTksZhANrqkOZ42kLTgMTkB1Lzn9/M2EMnJP0C98bA9JweEFjNGWvF3VVadTq4BN+rVDeoKBi1foHSrA/FOe4zW5cncl1pecOCkEshr5lqnfQkpGXm+99WaqucTokwCTEtqAU6zc0qtjJsxQTVTlqU1BP08BNP0e/PdfgZI2Dq+/1emmeRSqJRBqmjjyxJ393KsK2T7hpZUEqr7N11re7FO3xSkZH76N085iShPmDgY6QTfxmYHPvKTq2j7sgB3jH+f0Cv3RNTjn3cP5kkRzHsR8GUo3iOvacpSH/oEQ8z9i+Lq8EqGLXPxoRlvtghN9DsxB9jmL0fTj79y78Dh55rN3T3qSZGINhANd24IQQn80RJA3qODu0+jOmHsT1Dk34wkkeV1xgfOZcx6mOF+JB3MMzUR1bvQUhClDjPHhcWvmhbj2J/tCLGcFFqXqw9Ts1AfAhx2zw3sThcfw5iUW/9YSzQ25coN8T31a0NBjqexGSzO6q1qLTkKEMM4sSl6HtY0cNz1iHYUtpwDvKm64BRZdxPrRklF4j9QNvReHjvDth5OGa4kXsbkjfD5/h//vpp0k/O/PzD19T+Ld/+duWP/8Ofsf3997y7fKCLconv+Gzf825aiHljmRbu5YXlspCvhd4qKQlrCczPFyQJeym8Xa88nyZoUFrjuhfAWFrnKQlTWli3yttb4enkcVa5ZaJMpFiJzanrtcMUE0+Lcr2vWNvYaxg2WwdtaxRCA0aH5rRyHcbErn2iC/MMIh21wHlR9uyiflUjhcTmHm4D5w60VgcbbjDedBANQvAEeoPTlLjmjBGBBt1FthYaiA2I4njIOz0ESquoBu6rcIiym7VHV650WjDQxvP5iXmayPedeXICQS2Z3QKazKHd2939awmk4JmXKSwkUSKRS5yYYqB194Q8nZ+JaXJD4mErNZ8jcRJKWbHsEho9tE7BA8GDDKROJ3/0xOi1utgbhQYW/dDU6OSfPft+ykpFxc3y981NASR4Tqg1tyI7DgRVYT7NdJtp20prlb3uXLeVvG5IUEobOy4DlU6aknta3jdsrtQG293Nt7sIMlVSmqlW2GuDfWeOE6jS1bDSsK0xzRHixLbeeZqM03zG7A+DJft8WRwVqY04Cad54fvrTultTEBh7AK9aN6zvz9LCn7XHRR8EU4xsY+waZEvWZYO+ckDZmQ8i/0gjXCIcRgEnYFOmjMWGc9jH4esDa5KNy/iRxiJjYkOPZSeuOzjKIADWm24w1AYkoIH9MookfbF/OUopRgcuYjuyDMcfbI4jCr6cBiqtVMqPyqaw++2GsEak5uXOgvctQtgzRuvsdNPErEjA7J5c6lqDxmNR3I5ujFNEyJCSonTeWJeXDIBfvATGDZvYUyyvnsV62NVFJhPMzG4NlMZkPyDeMWDyFd/tBvUgSaYgQxTdve4/WLQLsN0ovfmBbP5rnR0Uv5et04rhZbdZGWK7m3dQqDFRq1eMHWYqpuoYwMDfs3V/XcZ94dLYIZvrARqx9nIHAVRB6LV0drQ4Dvx43fSIOic6N3tBzH7SWHJTxbMn31zpudXmt3Jryt/+df/B//lP/8Xnr//jl/+w1/wd9/9BTls/I8SudwCP/zjnfW60adPzE+FUq9oPHHSwmWa4Jz49be/ZTP4zbcre90IaixT52XL9BJ5ubZhQ+U4u+qJD8+FUiYn92T3J3x3CsxJuN12butKbeawJx4bpjEQJKISWFKgNSO3ymmKlJ6x1klh4p4bIDyfZhZ8q/z9uvHhPFGLcZoj1vxGPwdj7zPbWpin8VBWhyZitIH/CKKVZO7UkdmIEbo0WhVMG4UIFtHQfL82kgYgOOFGOqEbRV3MPMU4in0lxYncjFk7HWXPlV/+6ge++jBxeX9hmSYST5yfnih5Y19v3PdO10C6nAmLMofEKSZnPooxR3V4UxPn88Lp4uHJNa/UbGg6s90bZa+kqbsGKjxj4YmokOZACAmdJlIavo9WacEhrbyD9IrJCP9GnQX3NDF1sC7UmvwgFfEwWRNimsgodV+pJdOrB2rrlGilYX0dy6fAuu9cb3fury/MkxDmM3XbWOaEzRfy/U5aAt3ekStMs1E+udsQ379xulxI8xldJkoxXn9YCddXF3fH5JFMJTMn5d2/+oZ7jdz+/nuels+8/+arnyxUvy/X29uVFJ0EkYiUWniKcM+de/Hg9b31oTGGS1KaORklaneWbFefoHBZgI79j0tGPEnDrJNLo5Q8IPhhxo67wQRVj5UaBRJ8MjQgykFqcXnQWPEN0wuPxGr92P37tHeETot43FUfFnyIQ5wiLpPo5pDesRY3nHntr8+Gj+oo+nwxh3d+09Blm9JQ4pCPtTZ2tj9C8X6cAKMSoSnSXXccx+pBzYa0xO0fH4ktwtB9y8PKMwTl/bsLp9mdeObZQw+mOYyAAkZknrpcJA4WbHf+hrOVE9PQXJ4ui+/+zb+mlkrby9CxHsJYl971UkdEl7PEpymylMz5cuJ0ORPnGVFvpqwVD1MYpKI2LCwNsNrYW+e+btze7my3jV4bATcxiGowOeO6W6ML1A65dErevHlSpYtSu3iwfDTi5B7ioi67qV2xvSCiLPP8YLfrMEV5uBLZyDGNboH6MB8ZqNbvun7a6acVrJwIqRDSCUtGJvCf//h/5tff/g2lF97NE728cF8nauts5Y6eP47JbQEJFBo/3O68P124LBP1zcevz7fOlLwrmuNMLhWd1GnqIqz7zjQFTioOpTbfm6RpRrrxwzWz14qhxGjImFjdx9CTxhUQdbao4tEzbUATR1cmEihVSKFCi0Q1J/Lg8T73fSOJEKaE9Iq2hhEJIQ1KfiWauGH3SDZpIYEWAkapjIdPcT8U77hkwLLWwoDJxCFb8QdVTRGJwxwBWlWCDgKOdbR7xzZNyxDgR0K6MIVOW1dy2clld5IOASkdTYHTFIkjbVeotGxIfGJObpgvXbCckWpIM04fz6TZjdd7zpglqqkX3BiYpok0K8vpyWUnJmh39xybhH6Bmrtr5ayj6hNnrQ/8i5QiIfr0611qwWwa4vhBe6gVqxlTIU6JsioEoTTjet9Ytzt7z0hTpuomEev9ToyR25qxWyamha4z3ZzpHE9ntr2Rt8r5PFNb8ckoJj8sSubeVqYgXE5KmBdCN5bTzLV03m43lqc/jHivH952zueZ8yzMyXfsb/ed2sbpLw2kP0zDzXtJTMMDkYnRJ6cydJaIjEN9kH56H/yBMXHZsS90pEfG1x8EI3eG8SI78FisexDzJAFFPO8VLyJOt/ZLx8RodjgRgMOqx892yMOVBoN3cBB+Do2nDEs3G1SkAUmDF+2DZDQAW3r3qfowQPBr/JwfTbgHCbeUxqYwJeE0ZCKB4RCGUEodMDOIDp3nSA2Z4nDtCcGbh+AJHdMUSZOfcWZH5uZ4fS3TpEHoBJ1cqK/OPNc4yC/Hb6Ru5NBtBE8fsWtjP6mC7x1xGYzhZKxaqu8nW3V0RaK/5737uuT4XEMAEtYaZUybubihwLbv7hn9aC78fRQ9tL2d1nzKzbkPgyEfSjy/crzuAQPrgMgfKIZ2950etpwuQ/Ldq5tx+M/quK1hGI1kbw4l/67rJwvmhHdxt71ivbLehbUof/3//DlLh+d3kaVXJvUPo9SdZgt53XhbK1Nf2azy+eWN2DrX726kJZBLo+cNk04BogWiwFYaEiOneXboaFderhurdkJUzmlmGSLo+76z94amxNOceLveaeYLZmyYNpvRpFNKHOC2i9LNOqLOVmvmo3mtG1U8RWMiUZpLUWJoWPC8tjkEKH5DmVXfT4h4eLMvWTBtBFF66PRqbmgwyASHjdjRSWLRUxPUTYAZqxbFHUskBO+2HyQhQ6MgVI/06Z4LmJIxqZKCcj5PRIPr25WX140tbyznhJLQCnUKKArRJwlt8PT+wldff2JWj+JhOCB1cYLCZYkeibM3wnxGz8/U3Qi1MZ0WpvOFuETi9J7eK2IQbQIpVMsELcjkFDizhpTVhe0wDrbuBXOKg0DQCXEBS7SygyiNmW2/k/fiJIoU/GFTpeyN9VbY75ntlqk0zichLQtdI60UCol825inHc6BXKqHaIdAeH5Hzzsxdqz5Lmaap0FeabAkLFfA95ZSM5fnE+nyiev3C/tPsOp+n669Gak47M/kcP3eYNv7OLAHJ8DPHpCxn+sgcbAVFTAhNJ9Iq3gjGnSI9+3HGrcf7QjFv0bFC6/rOfux6RyWe/7zWze0qe9cETeDZ8Cq2IN0hzmRBnP27ZGPKYcM5Tgs8Z/raKs/e13GYT2K55g7xss+2LqHc83xAh0adjexL3vCo5j6+/fl97FulOrSqY7DpCkmksYHVLplF9ubDOLOdOwmg7O9dSSIDBlNSl5Uw9iH9u6NqDtPKb0PPkdg7KvTKMA+XcbhAuR8CnsoADz83adun8CFgDmqGZTe/PUOEO1LgRzFUeQo3n0wbIcR/zCU6Lhfb86FPWdKyQ5Nc2RZjvWT+dLJ3b3GXlUCvVUPTtCGhOhGJWK06sVVRtOn/qtDVMIUHFFoY/+rA90YbNvuS+8vRv/HTvRfypK931f+/c//mO9/+Tf83W//gX//H/8tKZ344bd/ztS/4+fP/5a+F6Rm1s+NfW9UlLptdCJbN65rZlsbt7XyvFSu98TUzUW9aqx74f1pdtf96nmO963y4RL59C6xN+G6ut9sbQVrvkPJvXM6ReY0E1tjyx6/5IkhAQ3JHWUGPBDjgCbMrc223XHyHj1CC3NhMRjSvdue04x1Z3M1JkptdHNmwmMXIq7ELM13JqkZXTzvsjWoBNSaPzDguyINXjgG/NKtU6wRcaF+xAXOcdyIvStmgTQL9OadrYhrOHEWnITAFNLYIQqkhEgkTBMSPetujh6InLeNObg85JSEy+XEfApoNfK6s9fC5f0zp/MT0o3eCr1XkAlLZ3JRQJGY6EzUGnmSE3NaCEOYLQZSC0wVyZlaKpRKLzvdZuq6+nsQnY3aqxteqM6EmJA0DWJTptMHzANCdH2XOFnMNLDvK/e3G/u6Uqqxb5le33gKiqaJsjaIFzbbKPvOrHfQwSi0yjwHbFko1c0QQjemKWHThXW9spwi8TQzqyAhUdaN5QLP72dieKbetp+uVL8nV2mdLbvBfgrDhKK7jGSvzQ3PxxSTW3WG99hj51rp9+b+qscOUNxFyhjmBPg9RfVArsCw3IPHgeROP75/EnnUyNGcjBc6IFi3yPNnNuBOW5Vj82FDC+qTnvQDxZFBjtHHtKiMvalAV3fbevycUQgPB54vKLHwT17QGB0Px6Ixig3WLW5UMv5Jxy35bFjRicrD6DxNiSTBDRKqOyINeoUby4fhBxtHziNOForJtYjT0CP6YGBIdwQmxDDM0w82aHQULEbilIY+M42iOY9zpT12ri4ZcmazI1/2mMqPdSC4MXtI/ux4+zEmdAYy1NqYPA/pCAPWNnJtbLmw5UyuxdE6jY/YMQg/kiX5eyyqSIgOwzdDze8rUho/z2PSEG+OxJydLIQH5N/6SCbpnRAO32+lCVhrtMogc0HNwxbzd1w/WTBNF56XhdvbzB//u3/HL/71wjfPJ17+/pVXnQl6o88zaVPu7Y19u1FLosWZRSNb83RrG1rHz1cjxMJ3effFLkrQyNu2cpGF0xJJQchVua8+VneF05zYSmYrlaTKlJRE5HJKbLvxw7ZT7ehEvSubUmNOZ+77hkolBDdOnsLk72pvLvjvQq9tsLwcqmpmEDtWlG2v7rBBpdYJa4EQD60S0CvelfuT0tQIkqg9D/gXLIzlfXc91oGR6zFpdkPNUDXvjsQPo9BBrdLUoVgNSqmNyZQqY+9IBJ3dJ3fdeZMrMUDJK0IZu8hO74Vy2xBgS4F3eebdxzPL+xmlst83qN2zNGm8P5+4vH9P2zesuVi4yMJLnVj3TkpC2JVEQvPEtSW+EViWyGmOfjBGJWaHlWtoWMzoPLHud2oHq9sgbQSPOuqQxFNJsDymECcO0SpqRpdIp4B5pFJtndttZbu/0fIK1miibFtmyRkNE+u90tOVta/UsvIxLMzLQtXEnjMzldPTE9e7IXn3fViA5XImTl+x7zu17K6To5LShNWO5Moynan2hxHv1cXIvXErHe7q8pJWvxjmj4XfFFxXnItDs+fJ3VRqx3f+A0ILqvgc4PFucXzuYkLtZRinD5YOAxITh9F+DF0Cj+4exn5xwG1hEIPGAsUJfRzN6pC/gBfgAwcdjaYO6O5gW/uP8nBnZ1LLAwb2SfJg735pbr98/2N6lFEr5eF5aqNJVVyGMYDiEb5tj3zNGCNTmtxKs1VKae7DrMPE4bCvs8N0wR5w4rJMLNPkQdrW3QhBvuzn4tAYiwZQ95XGIqoJiTM6TYTDYD1M/vv2hoWKScS0QmhjujLExk6S0dQcv/OICHO2qYLoyAAdph/NaLX7+sTG98Kf0z1X1m1nXTfytqHWidH5FdoV1Nj26oxevLnphsOwGg67Hg6QfLxdozGxMYA45K7Bd+B2sGCB2vzzCTIixsSDI/LeSMOBalt3ysEC+2eunyyYH59+RkhGCDP/4V9/YpXvOOXf+sSzfOQud2jCqUzstZKrZzfuHUKqrFulN6ezlLqiAVKaedsyVjunp4RuBeuJdd1JMSBhIggEbdyqu8333plSZJq8M15C8mX73tmrS0wuswc+dxOSKIFKrTu1d0QD1l2fZ715sRG3dmvI0CsJuRsJKOJFqZcKokwxUPPA7MW7R0Klt4mm7g3rGZiur3Kc0Q2Tu7mS0ydfw7Q7VDQgD7rSekMkDsspGaSLBESMSoyu59qKa+VKF08V70Jthf1+YwoLLze433dOU0B6p+I7hlY79V6BgpqyBkXVg5Cn1Ni7oC9vLCkQ48J8WlguJ1JMaKno6cReA/c28bkk7lsm1Uiskee0kNLMS1bybwrPF+X9pXM+e5csagSpSBIsRMKQLPQnJe9++7leWIZezKBXas205s1MLwXrmTiNB+dwTarGvu/ct5Wa86CKOxuyWaPUndRP7LkQUyGdE/2ts+dGTM547njUGTnTCLTdmKJ5t71lLs8LMSW+/65we/3MEhrv/83/QJoW1HwfFac/DJZs8PONvXXKujM3o4zipSrOAajVD+ngz1GtfggexBlvbhx6bQPtcbsy10zW2lwj3O1LoPSYLB1KDLScvSC458DYKTk7/MseaxBWRuHzadDxNu06dmXDXMBAcIN1G6uLx3VMkb2PAuiNcz/E68CxItEDQZbjSLbHoT++yiFl5OFG5MPnj9i5o/j6fvH4Ox12eP1hVtLpbjzSD9eZH8kxijsMheS73JTG3jI5a7ybefGbku9E1dNHJAhNZxrujiUW6ZYwJmBBZEZ1Ik2To0AumIRQkVjR6GsK6T4lVusP2JUBm3rY94HgRVTDFyj2UTj9v2VA4gbk2ljXnfXuwe75viG9MS+zh7bjn9FWxsRoAwEc73EYbkNux6euEkI8Guxw7xn3cUj+NTrYtl88eB25oHlTYwi1NHaMKWZyaax7pT3cov7/10/nYc4nriUzn09s8isu6RuW9c69vHAK/4YeriSL5Hzj+rpRmpAuZ2DmH3/594RlYd2804zTzMvtjelp4uN54VqMUipxTmz3gknndhfOJwdW91IwEXJuTDEyScK0koK6N+m+ci/ZA6qniRg9LaA0Z/DtFVQytfIwS04hOvzZnRGXu08xSeOAlDpncxF0tMhOJkhyrVhw6zDpCtLcLaUG3HnS7fIsKhEltz7ozUri8KptJPFdgw3LKcU1ljLYhaqRZsUbkgBNBdEJ0Uapldqb60LV4SqxSJNKs0JW+P51R3vl6/fPLDHREVor5F1Y94pp4xSVc5qwlNibcl87ncwcXYEUrXI+vec0zUgDTTNr3nnbFj63xLUqXSI0YTq5I09tFaVzK40tN7Y98bGfeHoKnILBZEhrIH6whjoTx8Fl1kdEVnPxdIyEKVCr0UqjlkIrmV4zLRdHBpaAaMI08PbdnbeXq5uJa/DmyDotQ67OAtYpkiblZJG+BUq+sZeKTJ73mHtnf7mRNHoDY4IFZdsLwg/Mzxfef33hhYrdr4PZ2AnSCaEg8odRMA8T9NLG7rB5lJcobuCgDnGVWr3IBWdhttZ8l2QHDCmDcOMSnxQCal4QnATnUOqkYaR66NC4DXB2FCaH1A9Rlc91feyUGPdH62NTIj7BeOqGN4theEW74YDrrpvaFxLQmAofQnUY06UXczley49ezzFpumHAUTZ5/Ll/vRN2ZEw/h47x4c16wLljAqoDCr/fN6w1oirWGrWNabe5a00thbordQu0U+LyNBGj31ulZJdt1GGgniLz+eSexuP9MwnsTGwtULqzR6eamMrEHiZmnVhwNvsUlBCN0BsSKhoqITZ/FkfaR+8NaxXpfdg/6pemQY9MzBHf1aoPFP0gbz1eFijkXNjWlfW+krd9+BobGiqmnhVsGLm1UTAbSTqH/y1HU6fjc6x+BrsTW3jIlhg2gL4f91WcpgnDyUSMwHQ4NK6C1eqZyrm58X34FxbMu21oP/Pp8swfPa/8379KvP58Z60zv/hwhsnQu1GzW4mpKSEsdFPm08xvXm68uyRyFW7ZRdEvbyvPKXGZZ+63xvXm1m65RCRCseY3EHHg990p1Aq30j2CZ7uz7RuXKbJMkWbGbW3s1W/YlPzNEY2gdRgs+x5EotCL0WiEUSxNGtKVVhp5EkSCT6IaISS2ujMNfrv1QG2FHhUZ8U9NjgemUQQa2R+ZGPwQwDVpIQSHa6XA4U+rnTjs9mhGk4ZKHPtJozDRMmCuTYvDriyIeIcunlCy3mG/Zp5OgW2r6BL9AGtQe6T16JCJBlCHvzQJqonaCjHGsd9xKyl/ADsSletr4aUtrN2w2pDWWZaFd+/fkaYTddsQa+xlhQr7Hsit0HjGZiENmy4NggVBJi9MoQXfMEkfOXyRNM3EU/KdMl5kbcgEfELyg4CQaN14e8vu8GPe3WoAktKKUqox98p8OZHzjSaFPqb9zshgxOglU7YKtsM0UzVANmgNXY3TWXl+fgf2kbsp254J2wpRmcNMjPK7H6Lfo6tUIwnMyfdGKSiQyK3SWn84+XCIw6uRUvK90mBjHszxqOq7w+DGENagloriWaQyTENqOwzTPclEu1veMdJ+9IBmxyLP+tD2in82pRtOjvSJIBwjB/71akY74MtR/Nx4aTxf7mAynuljsrSD5+NFcPxblWOSchCjj+J3+Ks+XitOTGH8Wx3kqEfeo784/3nize5t2+i9su+ROQaHBcee9og0E/PPoLYE6gQ/BOid+3qnBicCzdN57CW9oB7wZLbIdZu5V5deRIvMMVFqYt8jaxOm7J/LeRFOp+D7vuhno2rDQhzWhIXSG1YytBGxNvghh36dMYHXUujVETgOv+GHM5OrA9Y9s20bed/9dz7uydaH56yHNFZzf22x7mSdcV6B0EUHemCeaCSDDBWUrvpIjGmt0ThM3GU4ICWHetUJjSojc3VyQtmBdKTkodO/6/rJgrm8O7NeV8xW0m9PbGUnXL7mw+Ub3r+LvLxWqhqchNPTwssPOxob62v1AqWJ1/sVi7BM8P7dR8qe3eOvOelHNNApnhtnDv/Mww5umYzShA9LcgYtNnRgjWV27U6ulVuulFpBwtBTQYgCPTpJSw+9j9AIRGkOb2BMQcl0mjkM0Io7Wux6PBYNmhCSG8rveyE3Z3cJlRSSF8rhndp6wTzrizCsptzZA/dcrJVqAr26iQBpLNyhi0OmHBCHgOXsMIMYXbszG0eWIbVCUDKQ775/ElVIxrwk6MJ+7+xtd4ccjLVk+q2SmFniRNFOtMB8/sDT/EyMEKdD4cJIAAAgAElEQVSFTqRbptwb17uyRg/uPoXIu6++4sOnDyxPT/Qm1NmlMtdvb8PZQymt+Q396YlLmFAa8eT6SdGdlCakq0saAr7PULekI8Sh43Kae2suSxE1h54kICnRGpTtiJJqSPBuvuROyTtoJ96Fp6+eebtW0OYHczeCLu4G1H1nGQXC5PfWtjXqvvF0nmgxkPfM+anx/HRCm2H5ldKUdWuY7ZyW392R/j5dtbu1oiePBITOPFiXtRRy7VRzp8824EqpnkiDCDqeiaDKFKNDis3I49AP+AFl+P3cRqKQDUJMH/u/g/pvNuz2xEknMgqjHCQbc2efIoEUv0CgxhcikQRxedVwezl+tvx40sOwB2Tr3/sRUC7HvtLJIg/w1XBESfRRQDm+k/l+8gHd9f4omA/m7ZhLu7nUra+dvBfKHLnMiTn50VubUQqUOoLvoxBip5pRu7kBgnb20YxEcQJfipEQfI3TO5RurFW4lcDWvEGIYYawYJI8HaZ2SvFG6OmceGczp0mcjTu0r6JDTtKUWAum4udM774qi549K8FNAXq34RlbhxtXdZZ/EJA4PhOHY/dcBosWulNo3RFpLEpHKRzvsSMgIjZMS2RAqf75qLnbVjf33vaiGOiCa7TbISfx5BMNYOrInd9rY4+ug2NyNFE6sPnfcf1kwWwEfv3dr/j6mxv1PvOf/q3w+YcrP//0NdWu3NbKNJ+Z58bb9U5IgbeXjbVHShemSXl9hSaVS5ygVk7jlypZaLKzzMrehBQDt7XRRdmzQGjc10YX4/N953rPnBY3UZ+X5Hd42dnacPLQNHLRdkyUJUXWtT821kHCmC47KXWmKbLtvgtMQX26U48cUsCqevhsKIQQsFqpopTuU2ZEaOKm6b0oSPUuyYZ7rYB1JxbEGIm4XKPQ3S0kDEei4VrUHzCB+KEhjy0KzXyRHXCyj0kbxF7H+Ovu1PJ5GBaH2FimSF5d41WyeDArnkZRtky0gMaVKSUmEtPsxum0nS6NXB2eub7cWfsHaotM88T7T0+8e/9MVKXWjI1FepwmlEg1fyC7FV5ebkSJdLkwpUheG5HGJB50G3Vyi8NakLIjeOg3tRCSs4drdZjPxPzmli+7p2Kw3W9+Zg3JTUgzWgrNGlurTNmY9o1mgb5XTIVWNlRmLD2x/XDzJJkYWc4zvXYWSdxvd1qp9Gnivjbm+878NMNlRvTMPM9oSsOl6A9DViLqzjeuc3ZY7di5EdQdtaoMVqcHPTc7JBnDl1OFJXog8aGzPMTpMmQBpTk8Vod9o5mTMdKwzPN+0h6TW2dYwSFf4rZ0uOd0ozWfJMID+uQhh3DrtxFSbOZpKUdQgP/Wg6nbR6oIj2fL/9bJLGHsxI7wcgT0YFoOYpMX68PMwJ/jPgzFTMwj/rytf7znTogahQ8/W1xf+SX0ujYbtoD++mP1Cb+N36kO1qgGN9HwQuna7daNUhprgVuNbqoQnRF7vpyZ5tPD4L31Tq2NnDf2nMi18v5p5rIM9u1wFhp9jedmjubFBuIVRpZmSNGdwHA42dmxbUyYbrxv6gU15859zeQt05pbG461MnQIduSaHnrP0XDhTZjLnAYhqbuaXWMaeYk+SabgZvJdA1iEXsf714cWs/v7FtX/3uwLxDvzIIbBsRL456+fLJinHnmeN0R/TX7+mkv4T5Rz5YeXV/T5W1JUystG/ofO+lp5W1deNyU8faQJdGtcTgtqld++vGGSmJNSSmErG0En7vtKiIHWhNOsTOpvWpeE6oLSeV0by5JAPWNuvTbiKTKJ0izzfJ7p9XijF39DeyLXNyS4Rms+VVQWwBNHQotELbSxY2hETDvbXnleIi34cl2aR8Y0M3rtvr+MQxNWJ1od6e/qKQHSlCrloaUMIRCjUCosKgQzUJeRVJrriYp3UFENtJJ0JEP048FsNPRhPSWqVIwqDaqhFjnFQf1uwtyfnNBkHq6dFiM0pTZjLVALvNhG2pVfPD3xdHnPdLkwPZ9Z4jNxCvReeX1deb02bichnQ0j8zd//Ves15VaXRv77nLm/adPfPjqE1//4iP7VtiuOyaNOCVerjfWbWM5nVhOCzEGLunEMgvnp8BZjZYLPRes7She0PfbTq9G2e70/T7QCEGngEwLa+v8/bf/yPff/5rcVnKDXo04dz5+debp/cLtmnm53fj8d7/kLkq9Vp7OcD4v7KVwegdZJvL1e959jAQm0jwTg/Lh09fU3ilvd2SaqFUJ1RGE98+J8/tnmi7cb5mXt/t/Y8n673vV6i5SXQN7KwRRlmmmtkppDDtHlz2F4PFSAMWM3n3iaxXeSgF84pwTtOppGC24MbuJPzOpR6INW7J/MsH5s3pYrMlI1EhRSDFS+9B/Io+CQYeEQ3kHaxO6r0jME3zofgh2Gw0W/hwNGwKOue+g9LiJgutChYfl/CNDEUZDYIZwGNCPAWRoIDvDe1r9dzrGFsM5EdYMq17wY/QgaE1GnLwBpsv4Pl5Ayu6xYGuubLny8d3CaQ58/dUnnj98xZI877aLclsz+15ZM2x9JgclvXdST4pxxOtVD24OgWCRovD2trNuhW3L3O8LT5cT59PEPPskH8UjCafThXToLVtFWvHUleiDhZl3DDln5xn0Boq7CGmgIdxz5rvXlevbjVyKI37JeRylVnLr9OzqBxNh33d6H4ahGn19chTKgR7Kg9TnLkluhmIsMRBPC3I+03NG40Q39bQldc3utMze3IfkZy/yGFa8V/tiPv/PXT9ZMNf1ip5XTtMzrbzwy7/6nv/pT3/Ob94S706f+NtfZj49/xG/vf6f9NB5ue1Ug3yfSVGpYly3Ox31cVihlYwonE6R37xsTCGxl+w3692QJboORuHd08Rt23l3TsQI991DW5/ezbS2U2ohikOsGe+GTCJRA7mWB44ek2PSYTwAtI5GyK0zqStDokI5UifERd2tuUVUCoF131ASXYToAC9Gc1q5uiREaN55hzRIER0kUlsZ0xFUU6p1109qdxhXjBDcLSN0aOLZmkHDYDE6bPHQfFkbcVu+R4nBi1eUwPP7hfcfP1LXNydwlO5htEHAGlNMWA2cls7T08x2a3z91cLp6SOiyQ3QTSklk7eCaWTdC5/v3/O3f/W3fPurf2Bd7+6dGyLnZeHjx/d8/c3P+F/+t/+V5fRMfHfyh2PoJ0uHvm3knFGN5KeFZ/P0gctJiNOAAfeC9eJTdalj7xmcVqVOijLpNDr33Pj+N2+U2lnXndYrHWV7ufP8VLEpUaxwz5X7dUOfJtY1QymcZgGZ0Z6Z58j1+4aVznQ6Qm6Tk1QmpU8nZxPSya1x31ZigeV8Ybqc6fPCT8i2fq+uNoT41dXhpOCHfht7Iz/wg8NruD4zBTfnIEYvRs29UxkTXx/m6odht4x9fYqOrjjD1lM3guhIOrFBSR2ZjOqsVzMZjlz+mgCHa83NE2yQlh6M1PGMud2ZP18iAyEaWZvDx+RhemDD+ccL5hdCiQ1Y8IBv/0mBfXw9j31nf9j9edGUQ/FwTGSMQm0yfndnE0d1nbVT/oARfRaGSYO/ZwzioN/rOk1oSoTZQ99DGprB2thLY6/KJu4RkO9X2lsfDmau3VxOZ5bTiWleCDExzxMlu5yl1Ma6ZQxxb+6kJIWkymmeh3FKdz/nEhB8T9lbHwQbd8Zpx3Q5IE1Tl8Dd1o3Xl1f2vFNaHe+nO4RF81ST3Cplc+i/ZI8DO+Le7IHDH3mXvrOcQ3xM/QeL2vfHvlMmCNM8jRWO74tt+OWqKiFFSK4gaFtzAlMcwQrtX6jD/HieMNv47jN8M31kKyeeTu/4+ukHTnpmChn2O/etsd53Totw2+CH+xVq8T2lRO7bDq0yn4WYEuvaiKGTBtvMxIhxQqOnjZyeIver8P3n1bWSMZOzoBZ4fp6xVuldiDJTAWni1ubWMA3ECG97HZCToRIppTHP5p2PKqWXoZtKIGUYQieaFhrKJL5HiCmgOBxl0uglgnYkOslJxS37wNjNPDnEwSJfKuvRGbkmrLogxPVaEmjNja9t7FCFQOkg6tBmax1RpWEUBEvDWCEYWuPQZPjDd54Dlyeh9Y1b7eS80lFEZs7TTIubP8DTiXefTrx/vnASoAdK2bBJsaCUXKmtUE3J3fh8L/zqV//AX/zXP+fl8/deVEU8iDsmPv925te/+gf+5E//I1/9TNA4O8TR/MFKkz/M67ZDW7luN96WE1/tZ9r7ifPsuXge0iuEKVKz0OruGaZBsNbHwh5qrXz+4cbn33zGxLWjbV+ZT2ckuNlFy41KpcfGijC1jkW478btlokpk29X5vnMGieojdO7Z/+MCtSaSepB46Eby7Kw9sB+zayxck2feZ8S03Qhxqf/tor13/nq1p3UMcB+F2t34jDPXvc6JisdAd+C1bFHEvWoNyAGY3LLYLoJQnB3Kyv+g8yJOsZRxA4rOMUGg/bIZhTG36t/xp0vYccMOLjZeGYGVujAoXK4yxzg6sNxxhFZ/9OH+06DoRtU4NBq+kHr8G2HR0rLIcY/5BSPYnjsMG3sec1+NGHygDPBXBcu3qumIExJWabIlNw4wAY8KaNgOgjsxuAxusGKN/3KNJ8QjeN/zgotrVO6kE3Yu9uS/uof/87XCdWdyJZp4unpiXfv3/Px0yc+fPrE6fzOiVrjjS61wZ59Hz3g4hQETROalKSGaPP3tYG1Qm9uUmC9DQOE0QiN97+asebC6+uNt6NgHtrMwbXQOFJv9jp0u31k7xp6MuIUPWnJnBAlYk4MjME5JapYsyFL8lrSxuuRYX2pITyakDrO0wgjfHooK+47YZ5ImtCofr7+jusnC2Zvief5j/iu/Jq3HEgfJq5v3/G2+aRnufLpqyd+iVB2sKSU4fVY9speG1MMnC/C/Ra43StmhShCvRfmqVMbnE8XXt7emJNrbVp1Y+dl9hzJbV+ZF+OcJiDRxUXSbzdzsgawNQ+h9ggvJwukJEwKBGGteDK3BWiBrG10oiMUNhyM106wDnWi10YNHhEDBtGQzCO0WCTTtBPa2Lc8ZCM+JU3iBZvgshKzNnZ+w/rJDhinI9LoFv3Ph5i8dnfRDOIL62Kg5gkHRsVGJp+H2ApG4e3VWKUiyeEG1YZoJmliiolMxiRTtkSeK3/0rz/w7sM7EGPfNqaoSOq03KmlsndPmHl5W7nulbU1WjHojZXMTY2cT6y58l//9z/nT/7M+Pizr9F4RrqwLJEQPRi20Kl5o+6ZUnZ6b+Sy8LMPiecTHsxb/cGo1WFapaIqlNxBM6hwy8JvfvvCy8srW169BQnQbSfERFXh9eWKaYPgmrXr2+4NSYXPbxtpjkyLMl8Wnj6eCa24cUJym8P1bUPKzvl0Ykoz82nCmLh/XlC5Uvedtt45fTqj8/RTj9HvzXWk02sUkvohdKR/JFUsBbbcXJTebWzujBgDrQq1+vSIuZ+qqpsXTGFCMPbSeGwHjYdP6LCfGokj/Us2oTHM0L0AdhlpJHbIT744xYxviQ5d51GWHtZ2IrgfnJN4uvhyUcyQDm2wXw8odjjqeXM7/nkbshB5FD04Rkdh/AOc93CQfI7XJXYUcx4kojCKrr9PkMIhkXHGsBu3+z7Z2acOzUoIzKeJ5TQxn2amafIAABlN93C3KbWTq7FV4Voq37++8Zd/+X9xfXvz2ERgSpHLcuL9u3d887Nv+MW/+iP++E//jBjiY79sdOpgSkseessgbolnifOsTDo0jYfhAwOuHtKYo/sx/DzdmhfL18+v3K63Yf7hDZUMIxeX+FW2Wthz8VzZ1km4925viX50IiMlJwZhmhMShpRLhwHOiBjr5gVdzfeqIUwjQ1eR5DvObOa66y7kLdP3zVdo6vdT+LGT/v/n+mnz9ev3/OLTn5A/FVreeTd94I5wmT7xj9//JWmOtJvT+lsESnRJx15Y952CUVrhZ988saTC/b7x3ctOBpDMkhxu2+47gpBL4zK77qtJp+XkJAUzZFfm2RmsIp3rmjFrHi4aE9utME9KDJH73QOkRzvMHCJlK05XRnikFOA6yjBYURYNKphUusahEYxY2P1+6ImglaDVDcrxQ0fRkYkqwD4ebGgSEWmIuSmCyJHScMBA3rL5Rw46WGV97D8ebbp0h9OqYZOzRM2id33djb9NJ4oJ9S6kBHOt5L049V+AcnOwKYKasVln2994PkWeLx/oEbo2ajW0Qc6w1Uw2Jc0X3n/6wIevf0a1zvb64mzU5mSK1jfeWeBv/+Zv+PDVhTB3Lk+fkD5TCR4BFWb60E7VWyFFZ8L+cM30WuCjcIoDCqueL9pKc9h7kFO6Gj0Kry8bv/32N7y+/ECvG1GMFhOtZkJq3Ha4brsbNjB2bMWzNKU31r3z+nrjPC9M58NA3jNGqZVpOaEf3tNvGzEm0uzmBaeUuDw9sWhgScnzT2Mnnn93R/r7dKn4vixX0CTkVpwxiFJ1HOyhe+IDQq1lsF7VrdtG/mFHRlg0X7p7cUKRCSM6yp2D2hjsTPpIFGpMabjwDP7AEYQA8oA64dhVtnEQ9/HchEc+p42zABmT5KOYMorw2E3JcOI6CuSAY48cXp8uB5lo/ImDe4fZHo/x0RjyhSHvGu/sSDSB8UY5pH/YAD3+uVFrZcPPu949mcOL69A0iheUFD0BSHQiTgsi6pIJdbi11kYpjVyNvbmpyett5bsfXri+vlJyBtwpaZkSLy+fuV6v5Lzz/1L3Jr+yZEea38/O5O4R9973cmSSXdUsVaO1EaCtNq2N/nEBWjegVQmNnqqaQzKT+YY7Rbj7mUwLOx7vsVHMBVdkADeHO8To7mb22Tf86u9/xXy+RySOVsANfWq/EXiMzFXZ94VyjtwvwuT1kLaOz8cKvpEdrTlSTIO+7pWPH194fnrmer1Qah4WdtjjdcfeClut7K2xNzO8oNiKKu1CTOWW6em8H4HXkRiisWzVQsaDN1N78Z4maslGI/DeOQiTabZVhK2BXuwaTev0YoqNOq67rQWC/wsnzJfLR755/V/54u4fePf9f+Lv/pfv+G/f/8hJVj4+/8Rp+YKffnghl43THPjw4YX54YG5OtZLpNeM9s6Pf/zIFGBKE2+/WHh5zuQqNAJe2kjMFnr1tOYIyeGkEl1nXxsxBk7B4q2gcd0qvcMchTSMJJt0VCzdwiCBju+OoMk6au+pveJDwqntuwy3Nxp3q4K4jlLoLtBlJG9Lp2Q/tGMOL1Z0S98HHOXoruF74PAz1K40ydb4dtCo0E3rhLdsQT6DmBiMMMFSBnoDUWcRWd0OTOchhYTHCBceZ89RO2BpEvveia4TnbCW3Q6YaG4fvXtaLWYq7xqhXvnyqze8efsVYZmMdIAiwYJhW6/k6sjqmBbHl1+c2f/+V3Q6f9w2m+JHXNLeYM+Fdx/f8Ycffsv5IRJEiPEMMuF9ordKigENgVgrtSqXlwvTcuLFTciHwlennVMyIwPnE252aNtordClIwjXrfHj737i+vGjaW17J3koGthKJpfOmmEtyvVlNzF+tzzN6MBFh3RPXh3Xl50ULwQg3S+keaYX65bjlBA8U3TMp5ngTDt3/+bEJJGUImGe6RLJpf35k+iv6DZIpqO7N0asDrZgLibtshgsI+GIWGE6mrbDTNuaulFqFKTbblCHZ2dwNm20aiYhQczYoA9jA1XzP3Ziblv9gOkYG0Rl7KyP5rLfGkmPN4YlepOrgAyd5sh07MMO72YvN164GgqEyqdJckxF/eAEcGMUccy2OiDaw/zgeC6fzyGibqgRdEyxHicHkcgagVxMYlH8YPxqG+zTo2wzHGygZk9NhggcZCLTF5rFoU2XzchaqqZRDN70yQj5szzKPRdysQnSeeH9ux/4kso03eF8HAlLBl2anMsYr9tmsHfvnVYdd1NnksMJqH1WXO06pGIM6WvOfHxa+fjhmeenZ7b1Ogzm7WBq3Y6L657NHa40k7uUDrWhTrluau5GIRgaFOwrxjRSUCzb2ItYiHaMxvRWoBRDEby5h/nkUB/Yi7LthbxveO0EOh5jcLe9sdXMFsK4/3/99rMF8/608NNvP/Kr/+2XfPvNzmX/yGXfiemJ8909QYWn1wvPa7Zst2pi84Jyd38mbMJ1z2gVSrlSaiQk+PaLE398tI7otChLCOTSmSfTEwmCVOipEaJNZmAG5I2CdiGGmXMaJyUd542Kfi1lHLI2MWiBnjJ6QDDDSxAcVMi1oE4JztHU48SDRptMukc1I5iO0onJXpw4tmbfF+cQgoUQS6PDOKEF6QUJCqQB0xqZwg0RtXjF6Ugq94PR1zulmSlB55NRtBkGmy+vsQEHS6+b8XXwha5i2rBigdxTFHwStFk0lwQxgXkrlOrwZFI0kwnXCikGHJGyFbY9s607m3rSnSVVhGQ8Rbu2OMQ3ggSkK7lXPj4/8fvf/IY3X8z0Xrm/e8Pd/QPx7muk20VScYSc2NYV6kbwju7h2oW2Vb6+q0QZjMSUhqykUFpBeuDD88r3v/+R9fUJcZC7ZVt2UR7f7ziv7NWTc6GWShgXL9GdUzCTak/Eo9SyU9dXzvf3nOaZ5XyiZrsQURshmJ43TZb24FIkxETQgo8eFxKNQH7922D9iBrLMwSLoKu9E0PilBJrhr0UXBvepwKtmS5Pb7FVzT53HYQS73DO0cWOUSe2LvAidFGq2gXe4cf6YUgyDgTvJmNU5Ag+xtYP7eYP+ikNpDOkXLhhpKCf4MPjt/SQY9j9HUHQt0lvFHun3OK4TKIyyEQDdkX/FA4+aEBdh+UrB7ty7EjlcH795AGrHNZ6jtYxspSq+VR7QDvem8NWazogToVmr6vXiJeT+cF6P9490xHWanKN3My/OgTH3d3C6f6O6/XKtmcLTFfQ2oGCc1fC4wd+/PF3+NC5vy+kdMLHCe8SiBG78HZ9MhPyPLTLDi2dFisRQ2q0H82ANTCtd7bSeH7Z+fjhmZenJ9bLlbzvY7LvlNbI1SzwLmuhtmYQc+30prghUSp7J2+VKVbmmAjOmSl9NMmMoXJGpEoxEpKRCFu3ouZFDX2MwSZ3J1Q1Ru/2eiVRcUGYkkUfllLJq5pZTfzzK5afLZh36Q1VT7jouLQPrM8by/xAyYXl/CX1eqVtm+HpbSfcn+2cQglLQIngYL1mXI/4JOStkl3n64eZLW/0FswjVJStFGNmoVSFy0VxsWPRwkIb4i8fAnF4ClY1iEkws+DarSA6d0g1mtG6o9KKUXtql1E0q4GfxREng5iCi1ChouDK0KxVoptx3ePV4KiqjjiIQK6b25DTiEinjQS/sQFCK4iWAfNHGs1Mgu1wo7uOVhOSt8H2MvTCm7UbQq9Cc40WI8clJDfbpXgH3lvL3FyjqWcKgTi5sT7K+MmxbiaN6b7RtPL+aefX6zYA4UDeK6IbeStcrpnLpbBRSZJRLTx9eM/Lh0e02l41DcBKxjSea+UPP/zEm69mSs6sb1dy3ug9ME0PQCelhZACsU807ZSyE6Iju0AvhVdfWYIyeaM3dq00tXc018off/jAx3d/pO6P4IXLnrn0wjV3Xp9WliXgPcyIeWbijTwlO8EH5mQJ9R4lxoYLjZCE+TSzzCdyUGQtaDW7wBgT4jwuOOb7ieQS+XVFZXzKWtn2v408TO+NKeq9EXWCc8xTZAqOGCauuzmyqCox2DlSe7vt9Mzq1VJNktixZRIwAakGUXt3E/LbUshQoZuWUGTkJhr5x40LGc32fCrGKi2jYIahj3RYzmrrQwCiQ3+NjNAFq77G+LVzLwwCk3DsGPttZ2fn4oBmkbE3/VSgTZNpRfKTrZ5htm1se2ylorefNbUdq1MTxh+5oAdnto3whd4EUbtGGfxnY25rOgpnIzRBuxkBxHjs6Gx/2qsZmW97NR16dLjoidEgS+ctd9SaG26a2K1kXl5f+OEPvyNEaxjPd29YlgfSdGcTmTsmTsilUmsl7/YeUzsaCnOoBGsZ7H1yQuudvVZerztPT688fnzk9fmRPe9mcN6rFaVSKaNg5lzRNuK0htNR9GIBG9726NSK63b9naeJtMw4H2ljuozej3zQZDtWhJai7YyXBN5kSrUWY+HnHdcKTjMxGFIkArIV+l4oLuHlL5wwH1/f88tf/yN//MP/x3I682Gz6BMpwqqKWy9c3xtZRaKSy0ZMJ06zY71mtAjSlbtlIheD+VyA66Vwd+58dZ4pavZXYVba1aMVnLOdnWqlVTjNRnjptTJ5j3MVFxIV5dorMPLdpONMQ0F0pr8UbzYPrhecVGp1g3TTQUbSiGus3Rtkhy3jDfjs+M/MEJpahl5Vo8PjLPWgt7E/GebqrildG8VHUgsjby2iDkvlECsyudoBZ/OJnTT1wMC0m2Aci1c6KOqtdehCkTFJa8B7o3MLh5B7BCxrxleDLMx4uhpzjECrahaE2oflWeDycqU1axJertm6VBfY85XLy87ru4+0fbXn0o2dhrMJQsQ63y17fvebJy4X5YsvCi9fZHJ2PLypTNPE3V3l7u4r0rKwbRtttzT1Pe/sI3YszA6vjdqb5ZRqofrAH3584vt//j1le6V1QzVK6+zrRi7g8QbDJyFMgR4NCvO5kTez/IspkoKFi0/RESc/WJWVeV6QDFpWlMo0CfP9gvMTIXmD82PicjG3qt4bpRTq34hxgbFcTdfmxFJ/LF7OrOjOSyB5Iddi4KYHzZae4cSMInqzqTsEc8Oxiaub2bWZv4xdJYA1tZ0+9lsGC491ou3uvBXi1mwSM7N1gy676oA6x4Q7zgMd/9Shy/T4gbgesOnnhcwaLyuAdif2nNWM25vtKo9R8tg13iQmqrfp2GQqh0UgwwDB3Z6XFdxD9jJ2omro0KEL0/EgpqwxAwjvjLR2eOhqN3OJdSuc90zNFVWh5EbRTsmN61q4XgtbU/pksHorjX290krhYO/aHtUetLXKuis//vgTPgj7lnnzZuXhTeburg4N9D0AACAASURBVDHNd9bQhoQMy1FVpbaKZLGC6TI9NibfjdmONS65Ni5b5un5lY8fPvL08T3b9YXajFC07rt5tZahJe+MgcN0rA17f5boLcbMO1KUoc11TCmwzDNpOaHiKbkSvBnexBiIUyROCUKwZm1Axa1bJmnZK3Ur+FoIXgkI0+RJS6RXs930YtajTv/8iuXnST8XQUPn3faEqzun9I9o8zxePIRC/fGRvFceTg/88eMfyd1DPLPnRmuZh4d7ni+Oy74xR/P43/KKuMTTa6GpmYNLVyQ6TstMjMrLa0bFIzExxU7rFS+OLJkTC3RPz9CCdXEhdHrBPFcd0DM+BkKr7LkQYwKvSBUjyfQG4qlNcGLxVq0qLZiTTx/2HcE7ajH3nt1v1mWpwRxOPL17ujSa2PP1YlOmYuG3zpmzj/hOrVBLQ2g41+jizT5udMjNdfSwIQNLF1cdfpR6o8D35ui9mLZrCvjFI01MfiHR3IWcUHuGKsYunowR17vDKexNKHXn8fUjP314z/T2zOn8JQXh5bpyeX7lssHz5QWtK5fH9/zw/aNFPc0Lva8UCgZs+5u4u2tl3Tu//d3Ob77/gLj/TvSe83Ti/uGOb3/xLf/uH/6R//B//Z+c4ok5LFyc46cff+T54ztOAXxdYBb0VCirmUDvXvntD8/8/r/8C/v1CcfIxnTC5akgKFMQ7t4IyzkgMZKL0HO2glCEq0zEIMzRsUyJ+/PMfDoR5hMuJqoLVGfd+LxEvH8gLRE3TXTx7JjMJ1928mszSUDbCc6T+t9GwezV9vuqxkitWSm1kgZUDn1IO/yN+BG8xzkozS5oPpgmVvWI46rmcoNHmkGvFWN4ezdsDdsnFo8MeLT0hg8TLjiCWn5ib81IPs4fW/oRyaS3KfBGmDtWFap0slkF6NggykEgsuLaB8NyBHBx/LUMxyiFsdpQRKrBtDfnl08EIPqxS/1EBDpWvPZgwz9X64j2Gtm8MhzXrIKZ4XwQxA/o0Ns06BDMVlIppXNZN+KLMJ8Tr9u3qArb9cp6XblcdnPP6RUNniKe50tlfXpGazGBvx+0XT004VBr53/85gPf/+GJaf4Xlnnh7nzH27dv+fLLL/nmm2/47rvv+PKbb3h485acG9t15ePzC9J2zlF5WIS7hDGt6Vy3K8/rzvv3j3z46T1PHx9Zr6/UlunqWFczSRCUKEJIzhJEusHxRvAzG9FljsxTYJ4S8zwxzRPLYi5kcZmZTidUA1OqxOQIKeJiRIZdX0fG/Sl1N/KP1o7vleQ7yzmR0h1xjoQl4U6J9rqR0szpurNvhetfmof5uD7x/vUPTH7iY26Ulyem88Lb08zeMq/bjqTA89N7Xovnbor0Zi44WRsfn58JTjlHT86ZFGemybGtV+7OC+8en4lRWHdFckdbIUZjgxWp3J08UQwSKVRSWExyMNxubHnfuW5mn2XOH4pXj/Qx9QgjkkbJ2I7AOY+Go9X1iBiVXukWG8Qgiox0+NpBe8D5Zo5C3TBxh95OOukNvEG0jEm3d4u3Kn34nWobLAWxnUC3qdg765CbmlG8GySK0kce4MHu005u2QJkncE+0grSRufq5SbuFR17UMXibqrtf3YyqmYxiCT2oly2zC7Z9ps4XrfM0/PK4/OVVi7k1Ni3TJomTue7kRdXrIvr3syUe7WDtZkbjPWMDWi8vlZeXi+8Pj2j+87/8R/+d8Ji8LiK0GozQ2rXYHTcuTRKLjSUj88bH75/z+XjEyKZ0i2QW6rSWrYgWjEXIJdMmuNpON+G5+YELeKksEyBJSWWKTHPERdA4thdY9T5GIQQFZ0C167k62YXoRTIl87UVlwQatnBeeKfJ9X9Vd2893DYLjpvRIzWbuYBIGYy0WxPfTA/VbnZysU4yBSCeXwqt2Vk026pJcoIRraKYoPToZc0aPiIvjMv2WOCHGQiVRg6S8cBo4594IAYQW8RWqoyGgFr3I7FpMhBpRkszpvH6yiS4/npMEo4/KTdjRgkB6to3He/PfbYXNo/xZ6zcrxnOhKODigXez5jeTqyTkYDYVMUQ65RnY6sXaHVzrZVLtedl3XHucheOpct83xduVw3csk0gdyF17UPA/FotpKYt20fO11Vm8jX3eDcy3XH+ytTeuHDh0fe//Se16cnRAvz7FjO9zjBUlTyjuuZLth6yIOopZQ8v648Pl94fP/I6/MLZd8G7I6t64rpIkMQg5dHWLN9CIJ6oXvjnMzRs0yJ0zIzLzNxmoYSIpmVmXM4HC5FJDia84bKlQaDXa+tj4a24XSYsEchhsgyR9KyEJYZNyd08gS1+/TOoG/dyp89h362YBaE/Po9c3zLl6d74tyY3Epc3rBvAZ2+4H98/BeeXhpffXHHesk8vFl4fPfEvhZaF1bdSSmRfGIruxkQqyJ1Z072Ok+nCNUZ3CvGZjylQMD2jYFKchPiHFvtVN1NXzlmnD72HdrN8NyOTAje3EW2spGi7QgtA7EaoWe47quO/rozmHUO1Z2mASHAAVupDLGywY+4BgjSLQ+T7o3ldpgSu0Doh5jW3lNRBtwMevOqVHM6OZhyAnRj7JloxeG0GizM8F10ntYdqvXGqg0exEOYPK3arsrHsY/pjeBgSqYz2apCDxa+vD7hZOa6RpKa8P+6Xkc+nOfy8kwdjMrFR86nszFZQx8kBYvHaUdMkQ7ilhpRQemsG3jd+f3v/8BPP/wzf/frgE9f0i9m7HB3Nru8ZXJMsVF22xW97BvvfvrAfn0mJqhFIY5pYDPz7zjmEbuwGWQdpBOmyfICJeEcRF+ZojCHidP5xHR3QiTgQkS6o9dKShaQq76RpfH4srE9b0gtpOCGSXzF+wBjyvE/w6r7a7q5QaYJN4MbIauOVQOAmAl3tyIVg6XW9FpvXq7BW2Nh+8hPe0DjeGdEzPAaLOne7tWK47ELdUPSYefUJ8jVWLlWmOS2R5LbJAfH/vGAS80J5mDZHsVpDIY2G6r+yd9zTIt6QKvWyPaB5iByY8weO0w+u1/9dEfj7o6ibLcjNDsMhvGnsHhQb1OmeCvEqlZUxZnUK3iIYcDc1dY3e1HWrfCy7sZRKHDNncuaeblsJt+rjdKV3ATBdJswdKDdINVS6+011mMJi03U21ZZ18x62Wi1kBKcTp63X/8C1Yj2hndjtxghePuMVZWSzUf8+emZ6+sr+7ZRm3k5t94pxZyAZDQizh+5qsdu2hA2891W5igs08RympmWhZgmfIyEMHaroxGR6GydN9i/2owiSRspJKL4oWEP3ghDU4pMSyKeZtwyI1OiRY9v1szIcC6q/S+EZCdduZSI88JTfqTuypvQyP2Je/9AcdCnxDdfnijN0h5c7+QaCC6wlZ00GLBb39Fm1OtlCVyfi2HfBc4h4ZOOKJdKvQpzNCPhKJmSA0HE9m5iUpB5wGeCwUTSsWDorrgh4wAxyLRZ8US8GfQC0sXow6qWp9bs52ZmkOndbPC8FzM06BnnpsGCbRwxQYy9puBsJzKKsmrASSNrH0nwNslCR5qxiRmQhlaDYsx+wKLN6G2kzR/EBG9yD21DLC7UZiddF4XQxwXJ5De5iZlKhwiuGawVhOgjXSxhIrfM08cL3333BWFR9mzyjOYWchNarexVsGS2Ti07LSfmu3vatDAF06S9biutVbKWYzlDt1ZjkC0s9uy1dvSy8i//7b/wxVdfcn5zR8ud6OD+fmGJytln0uRRF7nsmafHJ0rZkQDqhborCJRtR3Mn+IDXzhS8pZ0M+zfvHNO83KyxUnSjcfOkOJEeFuLpziZPP9S5vdGloT6y58a+Vy7PG6/vXyBvnJLj4X7CLzPBG409Rrvvv4VbH1Wudohj0qkKW7HOPnizrrMJ0XZgMToahvp4sRCDfmwS+zg+kRt8KRxkHiPP9HE/HOQdN6oZtqczENWkTCKNgdgOq0mzl7PCBYfs41BHHkW4a7PmTBn7UgF1Q8ZgFm4WfK3HQw8ibLvd38GO1U8Y6/idsbv8HH7Vw9YObtIa4dbwmlxs7FNH3FUfU/CB5RonAWPZe9sHexXicFlqYzIs1YpZ2TPNJWoJrDWyVdhLY90a28gBVoU4mfQizJ7qA6g5YXVAK7Tejldsz3S8tl6qXU8/PDJNjru7xL/9x3+P+HucdObkmF3glGCelOA6tQp7qVwvV7Z1pZQytKUmH6rD6cuyiMcEJ4ZuOTnyVsNQJhj1cJ4CU4rMp4U4zfiQrOkNRrwDNYGDGiN3XXfKmo3VLvY4KVhOphsxdDE60pSIc8LPE26ekBTpIVCdhVX4FOklEGIgpr+wYPo3K8m/5eV65bI/8ssHYQbW3ynLv/sl7378r6QpkEm8vH9FljPImaZX1Edi6ORtJZw8wc8m/0BYvIez8Px4RUXotRCcY3Ke2jzNHano3Rh4CB4ld2VODW2BoJ7uu73R4hFnE474bkUBi9vS7kDtwu69pxYjEjQRXG83Q+gmwwex2WEfnAOxvdwYWmwXMg5mY706uh4B0kLHwrJbH/FBvY2fMU5es6NqMmzwurkUteMsVis0bkzMVsAH/Dk6aIv6imPfYbtXdY2EkaC0CjvKro3Je6J3SGz2PtaAU8HvG5NX1An7VlmvnfOXRgC6VkeRe4o70zGilKrlx4WQUDrRKff3Z7zAVjK+NkIc6fFarYcXbEoQ4zt0tZ1FyZ1//s/f82/+/nu+m74hZyVOEHwjlcoydWKKXFvg8eXK4/tnM6l35uKCM1mN9kDJO9HbhT8kK15eTfYwRcdpmhCfcN4cfEIKeDeZr+eScHOCOo0OutOdY6+VpsLl40pvK7o1yBt1vbJXoS2OZfoKHyK5rCSnpGX52UL113JzLhjLFYMjg3fMMd4IOn4EPuuA07sanuowQb0a9oi5veoNjRHRYeAxZgY3DA3ECD9GNRq/N0xCjNBjHsLBd0OGjj3gUXyPVcRnBgPciucnqHTMidym0c/kHrd/j8nvYLzK7ed8JsZ3Yw/Zb48jtz8fDfgoi5++Dhu9m9qTwwrwgLIRYwB3PXalVqaNyGoXdrn9nRJuxCJbP5WcKXulx8bWArtOVLfQZB8WJ+OzsjbCbO18pAV/M3ZvAzLWKnhfPoOU5fZaahcua+b9+2d+/OEnLq9PzOeIMPZ/EZZJSNEazF6xYOyjWI5JvfcR7TZSa7w34k4M7palGkO45Xk6F0ZesGOepmEWMuFjGj8zhrA6b6EedNbXdYRS75TNMjuThzBPuDDhxZFuhKBEnBfilPBTQIKnOTFjHVWSYO5DMeFiJ9T/GUb4dPv5ghk9X53+gcf1I9teedoq/TXw4L+kXD7ixUEvvHt/YQnC6/XCcj6R943aOiE6eg9s206gjU41AxNVlckn1LVBDTcK+7Xp0CY5gldwC1kL4pXUK0FlENXt5BMvwwTSDroYh8myG64+anBHrZgri3gKNnqLeNQFnO4g1WYi3yyAVhXRQO/bcbobFDvo7eiYFEVGOR8nrzAuHKYb89ppcuxY2iDvOFQzIn5MpdY1tXGxiDhLNUBwUunOoGCvY/8zDu4jb9CLh2q2VXij+YsaC807wfcZDeOCUZulJTRlblBd5/HjE6c3bwiyoCRwE8ubX5purH9gStZ8SBBKL2zXZ8J8Indn0/t4nOjjKGw2qfVD/AoocVAcO+++f+Hd7/7Iwy8utOZIUgk5M8/KfDqh3nN9zlxfd0rv7PsGzlMroAUZCe3Re0ICaaajjQNiD9GxLBPTNBHTgrhIWkxm4v152MFZs4UfnXApyLRQLiuFnevTE5NsRODuBHuIuG7aN6JdzFOMzItjuTv93Gn0V3QzX+Vu0T40bUwhUWxxaDtIJ2Z83T3e2Z7Qfm7Fola1gGgY06QnONtXlvapaFkimOAl2G5wOKTLUVVGeem904Tb5KFuDIQYT8H1YXOH3ITvg81j39NPhDi9HW/GhD3KwW1fdlRcBrwqB1wrt+/Z8/+cOTsAVzlYr2M3esDIIyP0KOnHz45VkQ7E44Bzux7pLWJxX872ybfPp5vURMe3nIqZCFyvhLsEgwzp5wdc7khpuFbx3Zqg2gvs4EO8rYacOKIPoOBdIw5m8CenolEyu13Dtq3y/PHK88dHnJtwDaJrLNExRYf3QinKnhvXbRStUoYpxWDBqqE8LlgizORl6Cgd0XumKZGmmRAnu9Z5223GaQZGiLPzQ98+3h21KLO6VfL1Qm8FqQ0/wqdNXqRm7B4D05SIsxXfMM345CE6uheqKLtaHudh1+hCxCe7Nv65288XzHJCNBHKH3nJwpsgfHiv3P/KWGylv/Lh4wtv7gLXdef1onz9nRFmjMrbLeIK01DWbo72W+nmbxqCub/Ujk+eUlaiBpw3495zSHZSp8AUGr6bVEIk4HCGXVNwmlh7Q5xQqxCC4jqoMx2YfYjQaxyTj0P6YSLQELyxbZ0bLFVHp+HVGIB0g04Uy/ez3Zz5uTqCTckdVIyFekySYCblTQeU1C0F11asfoS/3mwWDLYdJgZOHeKxpeRBWh86stob6s0KweEITsA3XAzDP9VgWXHh5rPahi2ZlE70HqKZHO/qeHx64u3lA+HhDafwNXnz+Pt79tZZtxfErUgTs+Pqhbxe8dcL2j3n89k+R+eYH+5xqmjvtFbNpB3DB5o4S8GodnDvW+H16ZmIY5bO4hrLsphuqjVeH18pQxPYa6dogSjUDHXf7QQ8L/ZaWyEG058hdrwspzPTciIsJ4uJ8xDmSJhOlEulrhuIaWD3vSJtx/uJy8tGqTtte2WeOsuc8H5ibzPbNVvH3hriA3GeiEsgLtPPnUZ/PbexRxIfaLVSm+l3/diNl1btou8guIAXWzk4b9C6Yrv71towBjCTblEZIby2kzrMyUU+hQ4cx/nBFzC4047r3o8dpk1spqEGOLxrP7PLGwXwKGhDCWypJPrZ/Cd6K2NW2j+ZG8goltbf3raUfzI7CtwyN0c3/BnsfPyeHiPlp+d7FEaz+AC19+Cw7DueoQ7GcIdb4TpkJd7LSM2xX6i9sV1fuZsnYkq0MNGmE3GpuH2DfePQ+JSSqbUgeSBvYw2VYiB4a+z7kETZ9Hk8+HB1GgW2t06+vtLPJ2bvmaMjuWASkKbGJn1dydtOrZa729on3WkMn7SxgjBFb6Yh3gKw53kalpOTuQ154w7go63euqEWR7sN2HHblVwqkneC66QgJiWpnzBzwQaLaZmJS8KnhEuWhakRmleq2CAD0L1p8AkOFwOhxz97Cv18gHQRHh//O5fwhtovBL3w9u/+njJ/SXn5A1qFu7uZy8tOK8IvfvEVdI9H0JZxwaFVICTupomtZOiTFdRWcWGy+B8H+7aZhV2E2qzrar2wt8b9wxsuz4U0g6sODQ4nfSSVO2LoSLMdlnV1bhDIjRnaxIocFIv6wdHcWIqrme6KU1Ss8+4y2GXOHD2MBOjotY1up99OFvsvgzhEJ3AVsMghI0IY+9Z2loctXr/R4JHx026kIsTbgSaMFAAdzZ9BptIMc0dkmD8bQUKcUapzLvgQKapkp5SmBIW8F7v4Yd6LbvZkp+hWqbWzPb3y5fmOcIK6G3Iw399TfzzR6jsLE+5G0VeEvG3QFZHC/fkL3t4/oM6izNqA2F2zC4THYJjqI90Lp7t7xAfk+sLshSXBPN2BOPK6c90y2jJx9oTdI3ugvG5o2whjn5uiEpOZ86c0c/fmHsJMyeYelE4nwjQjI9WgO2+MOhGe90Jdr5yw9zqXjnQl5U7NQrkUoipxjixpJobIjMcT2NYNr0Lyjvk8E+fZgqT/Bm7OO3KthHHRUu0jsPeTj6qTT9Z0VlAsDEAYpgPDRN0MDExSdEx53llZGnXC/l4sDUU4JoVDyO8Hr03HUHdIcw5PnU8Qp90+7/pH12nWXeitQT1mvaOcye07QwWKfPqhpbFY5eZPGbTjv2/X4M8KuHJ7HR0d/IXjVY1oKdyY4I7ybghTw4qijjWFqjHoXR0gc+8jfEjw0cwHWjGP1f165XSeSdNMd5Zr6UPEhZmON5Sk2zrh09tlKIx3J6I3KFKBWoXWjIyovd/eMR2f8WlOnOaZpJWpXznFyBwXREwDWkqzqTJvYw+M2YiqxR06P/aUzvgXToT5dDJDBWfEzJgSISUkRMQHC5v2jlwsE1R6wd2i2AARnB9h27kwSydFMy1w3lOK2uDlHCkEppSY7hb8FBEL+US9eWm34dnbb6/anKkclojl9S8smG76Gi+J13UzeCXAvJx4G1d++O0Tv/zHX/Dhp//G69p5e39mepgpO+ylfiJbTNZl5Fxxg8pec7aDHEjBDlx6pOyV3Bo+CqeYqHUjBmHfdmJUlISLDWpFewSp44IMpymyF5MRdLBkCyLJnymsluWHo+uO1xFMipLU07TaW9ePHYdpvxSPU0XEU7vDiW1hVTpuYCaORkPomCOQuZuYRZ6D4QDUxlnaxskzOjttYzdSqSoGTYudbgxauJd+AMK2Q/WCc36EhB1dsB2Ye+mmUa2Cbh09V4pWdHPUUonqUdcJPo3Xu5scpglPHy/cf3ElTs/E6YHrajq6aVl4eWd7WiMuGGxnsLlpnWpcWc5vaN1m8y7NtGhqGtam5ujhx1R2f//AIsKpXbmLwsPbB0JK5FwotbCuGdWNeY5s28R+2Wz/XBVHIy3JiDYOXIHpNDHf39P9hOwTzmNELufpTal5tUSRzVOuytOHV+r1kZ6Dxbo5h0+JVgouWuTaHMHHQJpnpmkaMK45kMxTZDrNTKcJf0q4+W+jYPrj/OsWKqyqJA+fjv1hfDGSHmTs93XIo0SMuFGHyYBFVJnBNZidXh/70CBCHgiI7d3H34kd7wIkF4Z/M9zYNiOo2r5lGYh2RumtKIocU541kp+IOp/vPz+xV21aPIqX/d5hvH4rqmr7P25s69tgyUEyEj3uU2/P0SbZz27H8Hl7SUPHqYfUZrxvoxCUEZ/mxyMPZzpDwaRTOgZ/XjfWl1f8NOGCrXVEizUjLlKbmM57+Ngfe9XWTXp1RKrZXtbkXtwiBbmRcJYp8eXdia/fnHkzOc6hM0clBDNjz9kkZtu2U2sGsRgt74XeBBdssg3ec/QiThzpfLbCODqp7oORNNXkhNoELY710ui54LUYG/cgkDmPeHNA67USJjHW62ykoBgUbZ3gPMsyG2noNOOmgHoxXoxrVOm2u+yQgYDSBhFN1Jj9P8d5/9mC+fX0LfdnuNQ/sBJZ0sR1bUzvXvi3v/6WS5n4j//3b3h4kyh7hutGPJ1o6jmdF7xz5JypLdubN4zO36R71rxyWTdyGRs/D9KGRZ2fcMOLMoaIlk6cIqWVYaJuFnIiMEVHPdyASkfGXtX4CdaxLYuDnux5aDQtphydRcHr8DtQ03odB1DXxk3sMcg9RgqwLvLgRko/7LfGdMqIPmKYEmBTr+nKzGHEzvZhHM/Ya44TcCxxzAfV2RSJys3c2akf0hQrSIijaqa0QJRAUTNdVxw5m5tG8B4Z1PWQOtodsQPZmMfXLfP89MyXcySlTsmV15cXzkvityukVC0q7Oj9JYBzI1V9uP+Ip/dsgbIDmu3drNKcs1T0exf49ddnfvlm4u2dZ56M0da7EaZK62xrIeed7BxdwCc4MbG5Cj0z+UhcZqpCpYBPNBdwPtJdJ7fC2hvJ3nlqbfjayRnW10J+vjD7QvMDgHcd7ZZmU/E43YneE4fVW1wSUoW5C0uamZeJ6XTCzwk3e9zpZ0+jv5qbV+uutZnUx6YzY6R69db0OSGM4mZ5sh0iMJqyPiaX8Z0BpdpEZbIQQyC8mIsQymBFMmQmo/CKsW6dx9iPKhYafptQP02GclgKjXNThk7ySBj5VL9k/F0fZ6fc2KtHodPbs4fjlXwqozqg1/ETPYr3Zyzog3l7QMhyFHeDqI+5WLuOc9YKlR6w7pBjuHHOl2qvKzhnsX0O8KNxVkdwZqNZ9sLry8Us8M4NqR5yRVoZBMVEbTuCmejLsF3qMHIowbmCIHau9X4jdHlniMlpCnzzxYlffPmG7755w9v7mXkyD+iufRTLyr4X9lIprdLoFrwcx2TWrXjGlEaxtj1uY3zGI5pMsxlEMHS4qHlp55eM00b0HYJlsOJM0SA90Kt9GikkYgykFM0qNdo6IEZj2E7nBb9MSPImmKDRaGQdCoF+5Cd3ih+TcHAjau3zI+RPbz+fh3mn/Pi6Eqfv+PuHJ5R7Hu7v+c//9AfO6vj+n/4rWS9Qz+Tq+TqdefrwAtJ49/zKKTqTl+yZ3hp7NhbVlBxnn0xk6wMuFLRFtlYoHSKVay0ESSDCPEWyFLwECMqeha4rjsjkwy00dIqw150UA6jR5COC9wmSMKWF948r0qw7Ez8Kr4+orrcD2fLhLK1BulnhISbqN2MDQV21ydguATixgusoQEC7o2IWZKLOJknXTTsJxrCVA4oJCI3oHUo1CHFMk5YiAOKKQQ/Vxiqlk8QRQmROQilCdBBcIajH+cDlalBw9Su6N+bljobDR0uISSny5lzNhah3vv/tO54fX/j627d8tdxRrzvPH97xi3/zD3z//e/J+UKMaieRsz2ecxHvHbnsRDEz6WhEVsKUmJ3jPnm+e/vAP/zdN/zyV2/51a9/ZbtZBaJnrUruK9enyvZqurI9JtPyNsWHRAtK2a/0rKQYicsdTTuvr49weeLSdnx8y54zbXul5GapFXslJTUpiHpoDl8KThu+KfPdne08qCx3nstFkNPM/f1CigltdvGKUzS7rvnE3RdviHcz6i0lRtvfhg5TBKJaNNJB/6+lHlwsRDxTsImArlxrNgu8EaXE0CwqEF0a1o2mqzMLNbsI1W4xTiEY09w0ckIKpnFMQQjBYGEnDudtt1pjYN0zWc31yrlj4tNxViqHvZ1+Jsa3kjWK+TAbMFJPv7FcbzS8Gyb7aVcJ3AqwFcPDYu+2PcMNyM7M3G9eP7d7NuhQ7Hl0ux4EZ9aabrCLejhWCgAAIABJREFUDX1WArY3VoXr2ojRXIF8cCT1LAgx2C4zJY8X2LdOW1cef9iZTk/E84lJApnOHDru4cw6JR6fHim94LvifcN781UVimkhHdwtnuQ9kzezmS/uFr7+4oFvvnrL2y/uuXu4Iy0z+EBRZd0quW7k1QwPcqnstZBLIedMLoWmZlPixKMSaG5izebw02sh7gXvI51OGXZ/oiYDidHjQ8T7SAJiEFIKTFMkpUAIDhe8xXd1mwDPc2I+WV5ojHHYXibCNBnUmzw9BiNMekcVT1FPrpVNK1WP/bFQXRj64oBTP1QK//rt5yFZhJBOvO4ZH37H5H7B//v//Ef+7t//gqfrDmoTxMNpQs7GpErRIruSN8inNTvQiiohelDLyHtpxRzxe2YJjtozIVlGYlXL5QvOMY3oBF8Dnkqp3uQUzVFdNbJHciN4eJzIjIM1CNEFJDpEKtLC6FItysaLoq4DaVw0oWgdmq6DAGT7jYMoUFGLGLp1i9aZuoPYw5CCSEPVWwcqh9DX3U5IN+Ad22OOyRhQ9eP/PRZm1BHXTJyitnMzqr1ZbKGd0iyPMwLahJgsckqdI+/g0jjzu2lG29WgK52EOAuxKLV0PI6yZ16fH7n3nvkcePeu8XCK9G+/5f27D+xlpVdFvJm+B/FESXS/c+hSl+RYYsQ75e3k+PbLE7/65g3fffeG89sHcGau3aqF5+7auFxXysU632tpPF+uXJ4uZsjdmzkJdaXnjpwcXQP7Xnl5fiIE6NUR/DMSOkpl3zbb37bOKXqoiTRH/BzpAZaUSMnMx0MIRC+E+xl1HnecdK4byy5NiCScV+Z5wsU4dlLVikP729BhcrA7kWES7s21SW1qc0POZcOVFYwtV0KQQSAZd4PaMarH9HToMK28eDH3p44ZIThv6NIBr8YYSItjOkVjt6tpNUO3RrHXQr5NjfrZ+lJuBUwHjHrsFg9oUf+kCH7604NU9Ke3MfECdrXrn+0z4fM7utXZURRv3x1ylcPEwcmnQvo5NNsOpZiMiWtM4lIPBGu8tt5wDdOJB0GcwweYklkMltYo24aI4mIafJERd5gid+c7ct5p3fxkj+g1nOK8kqJwPgeWFDjHyJvTzFcPd3z15QNv396znE+Ij9SOFcTayLla+k/rrHtlzZlt39m2lX3fcL3jj6QZjIBVS2fdCnnb0VaRppDsuqG9wSAEBi+kaPIPHyJRjE2bUiRNiSlFQjQWrfE27Ap4Oi9MSyJNiRACIXriFC2h27mh1y80Eapz7G2nKFR1qJgZje2j1Wz6xMK+msrNve1fu/1swaxlYt9X0imz1MjqFvzdW2qqxEulITzcvwWUuzdfsF0aWTe6ekre2Xoh+kRrFZ8CXoxAEH2g1EKujlIy7RXEd5KfQQIiO6HbrrA1AW+ilOCdZWyiBBepzbrjmKA3b9FdGOzoQ+TuwePnifY6Jp/omddkBsbV9I8eGbu2Zm+chhHP1UDNk9/Kke12PG6YQ9tFouvYMB7ZewLSvXW3YhOeG/fZ1Jip4oyIZGeTnajHB2d7EjWdqNo21C5Qxpw1kwyDYWEfJ6NHuyejpEHK6GKQbSmOiCe4BW3K1huhK3NSnAaiRDQpQTrSYc2N14+vBA/L/Vvu72Yen9/z9v4t3n/N+w9PtLLStRIaKI2iG+I693dmpnD3duJ+OSGl8sUc+O7br/ny268Ipwl1cL00JHmqCuvzSt42cq6WyD55LqXz/PzE44fHsTsXY8TFBKcT3TuuJbOvleu+MpWI5ArzSoomrNdaCNqYJs98molpZjqbXtKnznJ3xgXPFOOQn0Rc9IRFISVCjEzJcXoww2fpzp7DycJoazOiSe8VcX++I/1ruqktlAjes2fzZ/Y+GPFDPu3Q6vA4jsFZaHk3zqfooNKpswDfsSLo/XPxvzM4UYzg0rGLojgD852HafbMJ898thxGUfNcbaXQa6Fm0P0oMv0Gu95YuGOnaBVSbisMg2D1f37VfAJKBRmZtcckOgQkfC4jOe72WDTaLDoK8qEJvV1Tj2lVb+/H57PnJ0mEvf/GRv5U+nsPnwqtOvKR7dv92AUaWz7OiqsdqSYna/uO640ogRS7GRegvHk4UcrMljOlZHoraFULpnBCCJ6HhzvOU+KcAg/LxN39mfl8IswzhIkqAW3wcrmybrtBsLlY1uVeuaw767pS9p3WCinAFIOhhc5Db/Tc6KWgzbJoRdVs6py9Jh8DwQmn08Q8z4SQ8D6abnJ8HUUzxmQ2iDAyV4Xl/kycJmKIhODw0eMnb5aCDImNdvtqZnvYx6bYOT9QAMWLUtoOWsBPf0pb/lduP1swPzz/RCvw7V2jPnv+IC/cf7eACD7NLA+Nv3/7hucP7yhPHfXK0+OLRa54z7VmOo3SO70oFTGqsDa2XZGgeKe07og4aim4aEbhuSmzdwjNDJi7mUKreETNXb43f1sW48xFSCJMzpPOE9OpM93NbFSmUHFpInx4MuMB50ZauHm4ujFRfqYwgzHPmShKbpoqK7WfWWcdhtBjksRV0IA5l7hBX1akD0hndJd6nFDSb/dnAbLDMk8wLahUvKhNmmqSF1WDNIOLVmyBqoVAoFVPpd+o9k6EmKBtStaVVgQvs+kWk0e0WnB1NVpSr8L6ciE25WE58cO7J9yl8tVXv+A0JUt1317NN1fFrPm6sizCNE1jchOmZeHhfiKeJkMXQqC6gJNIb5m1bDw/ruxbprVOLp129bx7Wbl8fGbfr2gVpjkSvJJCxKfIWpVWduqemb25Sol2aIrvgSUucBa0ZOZpdKPzjJ9nehdmSczLTFNHmgLn+zv8NKOl4FO1td0UWU4zy/09Pi5IbaQZ/OLYsznf9NKRKVJ/Jt3gr+lmtnIWw1XF09QgS+cCzlvj2Ltd1HTs8vxwlGIQRpy4m/nASJQ2ktBt/2/yBOeNxa2qaJfBjrSUkzTZ13yS4QcbcZKoq1BiZPN5SFMGKU7lT4qPHIQcho3lZ/KFG8N13AR7Xirus3FzECA+mwKP3xP59FptRB0sGvpNZmKRe59KowyrP+HQih7F3Q2yjQ5SlSE71XWkGVs2IMM7Vm3fj02EpWKxhc4MOaKL5khTzG6uj0SOFOCcRnDzuvNwd094OJMrvK476+XKtm3seUdFOC0TX3z5K97cnzmlwBKFKQnESBFHx9OruTB9fL6wXjfWbWcrhdIalzXz+rpyvW6DvNk4z5HTFJlSIgQ/rO4UeiWIIN4ThqTE+2DezclIO/Nsf+d9xPnANCeC94TgrGhOE2mebkYQR4pTnBd8CLbaEUzL6cLtOGx0dq3kVqnaLSDAOW5eUbcGUYFmvrcIrjmk/4UTZmsrz4+Nb+52np4a/q1nuQu4DD4pjco//6d/4vIqfPnlHeuzcDotXC4rTToxOXJRUhBq39Ge8L6PXWbnHOYR1DwW0VS8GtsqxWWcaJE2QkxLXTHR/+gQQqV386z1I1ooxMDkI9PcWRbPlAr+3rGcv4HuiP5H1uFj2aXZQdpkaDYxE2XB9hjHdDh2mG6cEH0UPa9KZ1jPEXBdkRGma0XQnFWgGnlIsCkWk8V0HU+agKAUUcI4h5Mqirn6uwGjmdxkPJZ6Am7sj4yM48ZUvrbN4IXuR9kvWC6tUFXQ1thqxTklPUDo3g6SojgPZTc6e7lW0t2K94HrWkgvH/nqq1/w5s2ZH/5/6t5sWZIkOdP7VM3M3SPinJNLLV1V3Q1gMFxmhkKZK746H4EPQMqIYMABiAF6qSWXs0SEL7YoL9Q8ToFE1wWuGl6S3ZWVJyJjcTNT/fVfPr/w9PTMss6UZQMK75cHHu7uOZ4mTqpMMTAeJ+IwUZsgaUSGE6UGnl9WrucXri8ba80stbLmla0aP/70wvXxyVNqUuRohWFwXdcQI6UpNYO2jWmY0G5aICKIGcOUQAJ1Gbk7BI4PDwSLxGFyW8VJGMaBvDTCIMRDZBhGaoho8bT2IQbG44geD5TF3UBCTKgONM0UbZRSoDW2X3AG+XO6dt/kVl3cXfMuI3ENcFSfu9faOunNw6STpBs8qr34qzRM3dJMbpIQDzanE9xQLzLpyR1pCKQkxKlrPYOSJv9ea4WWxeG16GVrbZ0807c5t2B1LO3VXWcn3bzOJbn97/6a98N174J//gO9mO2Q7T+HXv3xe2TY3mXuP/cKEPc5r+xnst1GMfvxvTsjwe5V25Hf4MVz7TZ6fX7TMxyrk/RSJKRE0IBKQWXXoHf+rgg5KXkztuWZlOD+7oHT6Y717p6nlwuPzy9YLYT4wBff/E+8efPAlASxBatn5jKzXDfCJt00vfH4dOHSu8x53W4H5vWyOEs2ZwyjlXLTdg497FnpbH/1Ga4mN6H1EZQQdgeeYfDEkRDR4LBsiDsrNiIxoikSQrhBpSoKIfVGqkAwYor8HB1oYmQq3rLtRY3f08Uq1Tx1Z/c0zs26YXwE+9PH4i8emJET9fID5akyfvmGa4H8PJOWmePxjpfnn7g+XRnHA21VJDTWZXURa3Z3nSqZbZE+kNg4hIAlZaxCztwG6CYQdQIxpsHfzJY3QjoiNLbeFUoVNFSwQAhGa57AoDESDA6TMhwbEjw0ejwCKYE0al0RjRhXb90NWnOSjuzJICog7oEY+qJpezKIeMdbO/rSBHfsN6ji9nHWEqaF3e0DPA3CrPDzLEAT6Ya/uAOSFOgiZycKBZp5XmfEbeFudmR95uTFrxMjmmWf8QWvlGqrpL6xVPE5h4nSmouYc87k2DjYyBAnaq2MFIJkwFNaTAwtG3d3gc8fG89PF6b0I7/69V/w5ot/x6cPj3z4+JEPnz7x+HTm+x9XfvXVX/Hv/8f/zN008fbhhNqMslK2Z162QhJjPj9xXVY+fn6hlcp5zlwuFyxU5mI8PT7x8vjis6GkzFdhCpF1WLm/PxCHEVszqhXSSMCdYjQmwhQw8VntOCaG0wGJA0Py2aOKEmMkpL1T6nO35IL+2CJCT3c/HWkEluVKyTMxHpnGEalCk4aNPnq45j+dbvDndLkpgOt1RQIW1HNFu25QDMY4sPYOita6Fi5QymsX/apvdAa27AcEirXuwyWhQ42+wcWgTMfA6UH9s0ZwPa3bo5UN2uIuTUOK7E1suxkG0JOH7Hag7f6ztpsi3DrNfevs/9+hVv+6vRB1pPZnMjK6687+Hu1mF3LrRn9up+drn9vBuB+nXQB261jbz0wXEJ9JWtd/78dwQ28OYrs5SqnGVtxYQjMcp4B0cpX1Dn7XvkTxjN+A8fm6cj4/M5bKON1zfzry8OaO7+qvMOB0PHB48yU6DhQK27pyPc8sl49oawxp9PQklMenK5fzmeu8MC/OjF2zzzPzll3HaY0UHCkMoUtAJN5M8b3rDr4nVailEpN6i7AXVeoIIYpnb4bUP2M3nNhN/EOQ275aK1hpUAoSoaYNUbCoPiKRvl+HvneKi5nK7u6DoGZUea2hrLn1qdqfHrH84oEpQfmLvxyp68Z0eod+/B1cG9eXlTf6DiuRssJf/cU75nng+fxISEKIim3uuVpqIYQBs0DS4OkECIVKziuHAxwGny3lzaitEDVQa3GZgEAwpUlFJWKS3fez+YLzoIjKkITDMSFSSVOk5UIgEWLiYRC2XGlzI4VICm5sUKxhbQdfFI/5Sn1huql31ow2v4HabTlqp63nfwYGifQYIfP5lqgfpt7+73FWr0tvJwAIPmh2/lejdWMDxBek2s+gHiCqu2BUKpHE1hyC0Oj060aPt9LdqkqwmFg3CNKc7bs1jqNSMsjkn6OY0RZjINK02wc24+1x4OUp08rGfPnMTz823n35W37z7a/46qv3fPr0md99/5EjmV99+1u+/sv/iIaJkIyWL3z//d+Ql0dYK8NQmNRzEi+rMT89Uho8P10cRmmBbWnkbLRasNVoQ8BSY4hKsUZoGQ3N3WUk3Lr+4TRRVSnX2a3zejKL9NkdXfJTcibFiA4DdRVqcZJAGALavYcl+edYtsY2Z9bLhSFVhuPB3alQNhEKrjn8t3CpWT/gHAqt6t2OdIJPwRibMKgfig5huX3dPp93Qb4/RntDV3dQRT0QWapDXNrHnKF7h45j5PTgrE2QzqgOpDSSotJqpRbINRJ+oue7Sz808e9SXv14XKMnewPa+y3v0l41k56u4g2gdseAV3T21d/HXlHaG5loF7fD6zG8w8B2K35vJKjeV+2uSM7mlduBKrrL5Oleu360qgVCOKAaKGWl1NznzYYU68V+D4nuTxCCEG99nDKIMiYfJazFyHVjuz4SpTKFO06nI9PxwHQ8UPML82aU9cL5/Inn54/M52ekNcZxRINbcz5/nrmer1znlTln1tzdfFql9hhEM3f+ycXnqMl8fOaxYk5wDGpUsn/uzTho6qQwL+6l+b4fmtuWNvHghrZxSzwJITqbVnYJ33ojiwnCtoEFb6oqTuaMKSJxYkPYWmWrmdLabeaee8cfw9gZ2W2vkv7k9cuyksmYSmEjUPOCaKU8P3POE62caY/Gm3cnVANDNKZpYHlaUVXG5HCkleRkjY49T4M75kSNSBDXEFXz5I1WEXE4aK6tG6NHGldCr1QL0LYG0U2SpXdjQwo8vFfSAfIGBP/iA4khju4ClBpDhwVUHMZpmJt5Y1QxIhXrwm66mUCj+s1r3ll41bofZN4taj8Ud9jFyQqhE4sMOkU+9tUqeOXpz+cz0l1MXTuFX3qd3LT6QhS9wUsetgtb7bZjGohRMAI07bNUPLZKEnVTz4iLlVwgaqBYYJ3h/uiEqFrMIWRtbtpuYMX4JiX0i8DnWVi2Ky8/PPPh09/y/uET3/zm1/z6u2/49W9+wxgjv/rtb5lb4/rxd4Q6Y+2Fnz7+E58+/CPvDu8Y0sL98QhpYp4rnz/OWDBeXlaWNbM1sFYprdDqDslVDhPYYCy1kgaBFFmWhSEl152lgA2R83Mhv2yc3nW433zj3srGGEeqBfKyEOJImkaaNHIu5K1CjGjyKn7LmVLdYFpqBRnYZljPK/FB0Obd9zAoIv82zNf3yn/fzoMKZt49puQuTWur7mXK63zPnRx7V9ajtOjwlhtG+sR/lyx60PouhneS0XDw+dThcMd4EixnX+sxIEmJIXEguVl+EsY/JNbSA6TZSUV0OLP3uE2Iowe375Dx3hXKTgi4HbTcJCWtz153Zu1e7ig7EvZqLOBkHHZAF1+nsksH/z/XDr7yM8JQ75DFyVI7BGy9e8I8/9IkEKcjlIF8PZPL4k5C0lCtbMVJO7V4Z+tuTRFV707VQFrj/ZTIDZbsYQghFJSFqIHUu9B8/kDNmev1wtPTI09Pn7leL1Cr507iB882V/JWyLWy1caWC6Ubqvuh7UhXbeKSogq1NPdE6AdpaR40P0a/R2IQUjJaN4bPpZJzw0pjGNxmNJfMMKQevq0uGYnRs23F9+QUAhqEmHxGmm0HDfyMqCIQj4Q4df9xN09ptlGq6301RiqBg44eAFA2AoVf4vD9cryXZFpRXkrAzh+ZFyW0ieObA/muEA6NuylwrTPzefThdTWnNIt0HY2HSndai8/uGkwxIBKJBGpe0SjkuXI3jVxyIUhkkIhqpWye0BHUqGFAq8tVYko0W10WMCYOd5HTG+X6WEjD2DH1wDhOtDCyzh/Qya2bRNwqzpofoL7oI1vtYo6Gu/KbIlrYYVR6x+cJDt4RKtYDeP0grNDZO9WPwmZ9kTkblmZdh9kPXwcVUbIfnhJ/RkCoqNbeiRpWw81HKJhhLEAjMHiQtDZEqlfx4h3EssH7t+9A4Hz+wNpwb98l8zAJy9o4qlCK2w1KcmJIQj0oO0W+e4BvfnXPeYPPzwsfPp/59Okj6/bC27df8e1vf8vp7dc8v3yPnj9wsEapC58+/8Cn54/8+P0z17hy9+aen/QDw+HI0+PC5fGFlgLnZWNeMyUXgnb/pF60uO9lYl4qtJV2N7BtjbxsFBsZgr/G55eZx58uDJKZbGRZC4dU0THy+HEhpEjVyLwWmsL98UjOBSjkZxh0YzpNHhC+rcToBAitleFupApcX144nBobhbkuoA1J97+0jP5sLtFOme8jhtYZqKFrmVMIHmtmrXvMRop5RS5d0N3MiXEeuO2M2CC+sftczQsUrEesHSMpBk73A3cPB+6OD7z51R3bfMHq5uYgIRLTgMgIFKwo4xSIq5JrubV5rviQvl59PFGb2y768nvVUWM4ytNnm6oOG9/M0PsxfGv5dhpPNxXRnxcM4h5AO4N9jyvjdoTqz57xtYvf/WO9xO0dsNntoEQg9D2x5Ay6UHosVq1+6G9qDBG24rt4rY1gMEQF8bmf1zFOBLJSCALHBIgSx0BTIwXDama9bmz1zLqsXOeZ5/OV55cL8/VKqxXVzd2axJvx1lz/mmtly5VqfS/voyOa0VUi5K2xiodFiyi1wbI5U9aGSgoCSSkr2DT2QtVDn6VVbEpODBWYppGYBlQCQYQclTEmTxpShXEgRkeYNHm0o+/P0fXRMUIYMfX5e6uF2irrtjAvV58HH+6IYSTFiYR3xWLN38yfuH5ZViLPSCrMVak1kaKQhzuwK5dwz3f/8Wt+97d/ZMmGBePj94+oQimVLRcayhibhxprQKtQSoYoLKV41yUNYsSkYsGTDXYtlYeGeNdZW4XQIZcU0QxYIcZEtMR4EI6HexiM0xeC5K0vlECWyhiM8SR88es75ixs2yNaHN/eMevd5WejklpAYiIFN+lt1g3Sd6jUQJt3lJGEz220L9qASfEOFJeRCJ4V+nM6vnZ5iM9UuhhaekB0r+idEaj7MYzR2bfi0FDr9lbWXA4YekVdOwtYmt2s3b7+7jc8/berJx8kd2AxGltZiFuiamAtmdEa4RAYYqLGxmze6Y2a+er+wLv7N3z9/tA1WY2aLzz/+I9Mx4UYInfxnhADT+dnPn34zOfnz5zPC1VXrltl265ISpQVz/lbjKZKaYVSMlkCcQiEIVK2hgaltEi9FKYmWBGWixGb8vFpJlrmzbJRLbGcL8ST60kHiaCFTYT5vDCOikXPGKwvG3FMtKosa0OvK6fpwDKvhOYuN3UPhq4ZjRvjw4ESghvQa2PukNspDr+0jP5srjgqZd3hzf3738FHD5dOKbFsK6q+aVs3CUipHwl1l4n0R6ni+mDXpQrS5/CuBz7dJcZTIKhyvE/E0RiO9wxDpOWNZiubGWM6+DrbKlk9+Dd0Zm13IWC34r5Nng1Kcyg13g6p0FEn7zedSPMaUu0Bz5Vd92j7IgM8Tk9epZh7l8lummC3/w77CLEfmiK94+zdLX7Aelvbc3fpZ3//872LLRSW5YqUFXBSHn3NldKozVhK91HNhTFCbIJaJVdo1ffH3PDZonmnrUGR0jBNrJsRNFFKYb1cyDmzlsx1yVznjW3NtOr78T5zjR06r3jodKm7Wbt/H1W6erXrd0s11lzdSc2E2rwrlQZVfNwRxLvQVivrdaWW5mQkaQSLZJJ/sKVwOBgS3WijVj9XTBVTJQoESdA6SigunUEbaHQbvuDhE5tVljJzWc+cr8/M6+ychhhJw+QRYjTQgIm+Sv7+pTX0SwsshUAb35G2FVueOQUln4znl8z9299i14XDF4nj9i0fHj/wbkr84fMT81oIMeB6wso2F0SMGCO5GTVnjuPkSeAIuW7cjUoaD8zbwpCEIU6Uat52444kZQOaJ5togmEYGd8mprvEd9888P79t7z56muKLEhZaK2xbZ95aiN3w4TKzPK4McXiDhpZCa0gqhQBqV3a0XH0pbi13hiDe87SiN2ssTUQLRh9birgvGFnnRpddwk0STQqIYwEa9203B8n6pBMg27R52Qe95utDqOZOBNXwMiIxVvGplrACDQtqERK8S43t0LE0FZYzy+0Vnn6m8cbfLutK4sJdQosxcgGW8ms68ZxiAyipJiopkhbKAofPswIF5pGStk4Hkbefv3Ay1x4++4tzz8tXF4+kkicXy40nblsyqfHlfkyk6TSbKZJQGzxwNfogd4rlWXOqFRKEA41egeUC7SBLJ7zlw+JP/zwRDQj2cDjfEaWSr1WhsmF3Os1M45njm8eaBb46fcvPP7wByQfOb55x2VpPH565OnHP/KrX3+L2ch6XWiHs5N6mh/SMQQO08F9bK+Fxgb3SkseLn4Yjuh0D8PdLy2jP5vru7++56ffXcmzF1jbTRPtrHXVgLXKOE6UYtQegUfXUDaraE+8sObSLqqjK2YwitudqQYOJ+Xuy5HpNPLw1YnDwVMohkNCp0CKB+bzmZoL7x++YooT54+QX2ZeLmdsM4IZSfQ2o8RcI7qnoQBY9ZzVonun6/tWDIGovibRRtwPue4ItCdzYK7acyP13jWJ3uReYLeYutalXLnV/eX0w+VnOtDbYevGHiaCNbn1vi5P6VBwb3CruBuOViWoFxcu1FeywfPcOC9XtuLJS3djoFbjunkHaK0RE5gK12tj2RpLLt3ooJE3N3UJ6oxkZ0b3vOHmhVHrBgx7shMCW//MStu1tv099hdv/XFVCrXCltXJSlslWrshDVaNukFISlFlmQtWHcGJGv11qVDXhqYO1V4XQqsMd3eM05GooUvH/F5tFkESIQV0jDAEasSZuMnDoed8Zq0r1+3C08tHrtcX8rYiGHMObHal6MbhcGDUSIyD++z+a0k/QSYqI/b0B47v31GfHrmuI3dv7xmOB/L2iaUE7k0Yx8APnzYfpHboo7WKVacViwbWXJz+G4StNoYwUtvSReEH1ppRiaSQOuknEojUbgStVrAQvbpIQpwG3r4dOd4p40OgygvPa0SmgWOC588/MY0j7w7wbvoCycZP9khdlVJKh5Z2aKa3jQJWHcZpJrTaGIJXUNlgjP4FI40q3sG5lYlhEgm2Qcg0U4L0uKTm1VAI+KLrk1ntizGoGwJr7b6H4vMZaXqbY7gpNngaqC90aU4+8eSG0DvkrjSqULSwy7WeAAAgAElEQVQTicSY5ydn0plDGkNyt5EwBIYxcl4caqUVVGHJCzokrksmhcbLXGnrRpwGPJdO+JhntFR++inzcHehlUBeL9wdEo8vM8RMNmGZKzQhi+dpIqBUUHxxNHeCKuYuMa0auQopRZfDdPZIVENjo6xw3SpJ3GVExKUSVE+vby2Qq3C+zmylUEsgy8IyV9d0EhhioCyZ+fMLpzs43k3YlmllRSVSi3teqhin45EURyQqFeWcF4iJcRgZ4nijfv25X19+955tXXn5UFgvr+xVQ1jz9tpWYaTkZv6G5186zNlZnq29dln9EYhgfWyShkAYAtMp8faro88kHw6OuNjgc+fALemlCazrwrpeWbYZnSKHU+K6FWdB0hu1Hgxtr3/rrXNzPoATm0r3rPWIMR+rpOSwrM8kw8/ciZKzWWVzBv5NW+LMU3D7TP955yZIa1STvnHvc097HYb+jOTjnafc/vgVpvXnFLMeIO1wuXXZg7adle9Q5w2VEqhV2LLRKN3s3t1zTeG8ZJatw6edbVuqM/SdMLM7irVXxrFy43HYLqvrb8britcCZSdH+Z7OzbTfSUmu/W51Lwpe9bPauSnSGhTrCVEuixtifJ3JxuSM7N5YUDNqhajq1qhCD5sOvn+II2te5wREPXxjrZlr3djKyrJd2fJCs0rqdoxLWcl1YclXljK7aUGXntwQh3/h+sUD8xDfEafEf/9Q+eabTInKF3crnCZefvjA4/nMKdyzfHrkw+OV2hpSjEG9I3BhtG/ibqOW0NbzGvEPessQ04CpkJdKjAPNfB4yBKEWH9AGNoK6+UFEORwDejB0gG9/8yWXNfuAd0iE00AoK7U8Uadv+ear3yBbYpxGlseN5Vo6FR0CkSzuWp/NqdDWoEghSUINljU4JNUzJk2MKQY2vIp1xSYu2zCfiUpVAk5vrsEICMElarQQ8YSCdpuNGLs+y3xR9hpWpHn1ZR7/Jd1Xdvd2EvBqa59x7nPS6tWuhdIrau+OY8+uNAxiYM2CXF1n+3y9IGIkGvfDxJwaz+eV0wmKuU/kVgPzWnm5bpSaaZfC5TmzvJxBB1QLWytcF3dmWkulrBnFoRQRnGVH19JV35BuJs2tyxW0f0fmAbqtbRwk0ZqyrZ6nadJ8Lol3x3FVNAlhUNY1Y22jVEFrIliiZNiuCxYTaUxUa8zXhRQT93cnagFrxaEdgzQljx3qQ504BmRKLFxQTVicKJrY/o3ISk4Pyvtvj7TymbIEmkVya27ML4N/hiH6OhaI4rOzkNQ7EHGijJN9fKfdt1XpowBTIRyU49vkdmXHA8MpEgIMKVLlSJHCkBSrTtgKYuS1YChpmigtMpyUeAbZdt6AswVetZA7XWfvAOkZBUJpnvIRxJm0Du3isWzR/901qT4jVwHT4LKCm7RdunbPD5fOoaQ2RaofIKV5Qd3VHd6B9fPTPcX98FWV23hlLy78B13+tXMNdhKSNS/GldDfpwfFq/h7qd2iLrRXclXr0OllcQJbrf01/4zYZH3PtQ73mnYZm3p3uke97S92T4Jpdnt3nTy1FxX+36qBVJ/FSnAoHdwuLyA9YWk3bfGz0JrvezG4LV6MwYk8qR9JrRcvzdNMJLr7T0zJpSJOj6XSyMHfiyAEc9OFDWNrq6dFSeQ0PnAaHxiC26Oe10tvRoS1LL1Gil2K96fX0C9DsuPI3d0dNRSomcPpHvnD93x/foGiXJfKvSU+XDauy+IOOkFdOlI23/S7/RYGNfsH2mp3INKGaHQx+rahfZhcmwvxq1WSCS0opQpjUzQIQuTwRnj79T25CPF+5GE80WpjOr6D6I43w/0bptOBNAXmyyMff/gdy/OGSu5kgG6O171brRtS74vFmlGDbxxeySnbZgwhQXKf1zi0nixf/fHEDhdUP7AMjJWKkQwg0JJ1Zt8rFDw0QTSz0G9c9QO4H6V95tIz20Q8qkn7rKbuRXEDKVgX5YZ+Q6v4LDd2I/hiHrXVGnz8PBPUo7u23EgpsK1Ca4nrXJnPjcPk1W6lMueZx0tmXgsxCPN5ZV0LG55GMiXxHNOtYYPDeHv4duuWgvSQ7Ga9Yu1uQX1UBeLGDm7O4jBRcDI1W3Y331KMQT0ottbs2aV19cXUoKwzk4yENCJUpuFAoBEkETXSNHK1jWVZOAwR8sx0uMfyitHDfwVCCGhI3mFUI0TlND1g8YBp4FJmlrL90jL6s7mSGm/ev2E5z6zPDa7Ckh2WC6pdGO/J86VW/x7UuoRAblCleevmT9pvcjPpkJ9roMdT4v3XJ8bDQOjuT4d0YCERYqEGIYxGqJW4rQiw4BaaMhefbdku9u9/FfhrCn0G2OdkCJ0v4Ou0UJ1cKEI0xUxZ6MxvtHcmcptPqiohHCC0m/5zb6n6voypR4zVBtvmBSx7odw70JujmuyPs5txg+y+0/1Ulf537N3Z/lHuhvYe7uzKAtdv+yHdGmQc8dJivXOEUr1I2DYnRFrvPBXXR/oYyUdJrX+m1jobeO+euZkO3ioAux3yvRmV/ZdhPbbwZhPaDIKTvFrx1zVF+Vk2Zrg9flcABJV+YKZuQO9WgbRGDNJD4bucSL34iCmAKhbw+WnwFB66jrbhn5HfppExDhzjvTOFY6K2QhpmtrKC+kjQqxxn5qYbVPD/v37xwJyvnzhgfPH+xNO18RCE3/33K0/zxvRFI6Qj5QqXlys5F56fZxezIpS8IeregtKamwa36gkF6vOJjDHGwUk9ZqR0xDr9V9LOKnAKvzHQ1AjamE6eq3b3ZiBNkXkp3B9OXLaZIoWvhsBLbkynO0KMvDydWc7PXC7PvP2Lt7Qfhef5M9QAUjvjtTjMab3KMgNpPdTZc+y6hIvWYM5bt6N0qrNG9fRvG2i1P7VEpEKRjViNIKHDGE6FR8QzBEU8FSMqU2sUCzdRcLOIUPr88meVtQohNPfQDa5b2kW9DX891je9FKMbLFSlSEbU2LbGGJV1db9Fn0MpgwYigTVnCIW1FIR7N0cvlWzC9VooNVNiYMuedJJiBUkYuGFF8dSJYVRI0rMQ6aWl3g7gPe6s+mCsL6TqzEfpphH9Bs7F2FaPL0K8qjTtlarQu3EY0sCajZYzMrqt1nQYaXnzcOlhwGwgJyCbv9b1yunwFtEJobhGEeuhvJWtlI4ebEzlAMPAbMY1zyx5/aVl9Gdzvfnyge3Hn/jqN18h5cLHP2TWF58LVmvE6L6yKuL2eRTEduarM9UFo2nzQqIjBlZz30yd4r9DqBojp9MJGQ9IjBA8XD4NG003QswOs2dnMIq2DnO6laaTiTyKby9gtKMj1fqBCq9db5e6AC4D23d+c6s5+rwvi2/iiG/YE6Day9GgBHH2nNI8hqxrPRu4/rt5yD04HLgfZK15WouvULmRgvxc6QzZrvtW+n4gSm1+oGqHBGVP8ulIk7ObYRe2VPM1JuJSjaCG1Eaxfoh5bYM1z9mMstMV/T0h2iOvvEK1W4KS7Ng3ux2hw8C3d9Th1dd6CdsdzDqhqlWkx5NJ77RTCt28xRX4IWjv+n0fCCESh+QdYgxeuNG1pnE3H6DfG24LGmOEQNfpV4zoksP+PmufxSqBpANDSIxxIMXYIeqBGFbP7SU7qtkqpetI/9T1y0F+Wfj0f/094xSoy8qcr/z+p0+Mh5Htp4W7d++wJlzWhW3LHA4DVhtrrYikbu9UWMwXZNLYQ4b7IL84fT2G4J5/ZUGjduq6yxrMCtXUCSOoz0a+MI6ngAx3DG8npGyEw0QYAk02Wpgo40DZVu6GyPqyUVbh+OY9OWTC8yc0AVugSSM09Q7SnOHmrhl+U5TmHSadjbdZY6vuKjGEQCgdcs2KhkZMmye1tAi4R+cWGmyuPTWplM40DHIg2Ubtnde2DQTNBMThnlJvcJBDPZHG7is7UM27vKBCaNbnqdKp90oR8/SO4K5KtVViaE6xrt7Zm1SHZBCm5NVdboXz4t1rbY3zUliWxmqNeS5sS/YNqS8mDUaI/vcWg1IyhlCLi+NjCFgSWlVPLuhOHL4uA7nVvgAbKm6i3yTihvhGIyIEShXy3DjeQUqJUhbuE9QpMVgjxlc0Qlt0v9cCIQrDpGSJtGYMQ6LUSAwzisPj62Wh3S2MMbnZcxyoO2RWGzI22iFxHhK1nBlrpHBg2RZK+zcCyd7ds6xPnF9mvvg2UUrmfN1n3ntkle90rZmjGF2iESR0Jxyjqt6YsLV5kaPmnYwkGFIgRJ/xleKGENaUEIXTYcDSRs4zQiHJQAgwy5XSVmoVt1zzCgpVPOCgdQNx45Yo4XF8fdS1d3N0oLBDj3vX5+QYT8lRUYJ02Dl4kRnUKK0SWsCjvDyLMThdt3dIFcvO+Ad/bCN6tFVz6UVtfTZq1olEe7PWpSe9I1dV91CNQw9j7vfQ3n31TlPMu2eXagDSzcX7XqXSPXubd53BJzW06k/mNjFuQGFdm63qz3Fj8YrcZpHd1sJfiwoU+2f5kDckXPZumR4fRj98HUHSnp0qitshhuidb5EeQK+3X6puiA6QFEJK/VXscK4TLc3U5Ta5MBwSEhWJbiMK7uZTqf592KvONojns6rspCePnazqDORmpetiITd7Lbr+heuXD8yUmI4blxS4fm5wfeH8vHE83lOTsj4r1jYPOM2ZYYgcpoHQGtctIKV5jmPV3l066UT3wFmcSVWLURqkIbjwVV/nBjEIoQWvskpBAkzHe776LjKOSrON45sTMYyEpBxSYZWVkCCOhTFVghUu9cxwGHn5u9/x/LJQW/Fmp99IQr9xopGkC3HNZ6apL0oxZanFq9MCcYysVHSfD2pAc88zkoDkjTAmjsMDsBGCOs1dzYOmQ/JqRqIHIWNYGR0SlNybXOlMW5y9qZBEMVyb6Z1qN2Nu3GCPUvqcoooHvbr3gnsAVXfxWUsgBvEDuzp1HSoMwnZZSDlixXh+vFJR1iIsq3WJjVew0gpj8EDXZe6zEPUDW5o401l95fh82OFYx6J6R7BvBvSqWYRmDpuLCSYN337UHYCaMKTIVgKHaK61Kp7Qzn4oRu8Qa8sklGkYiWGkrRvVjGEMDCkh1hhHd4RyuY4XOdNhgDCw5UKeZ1rZUDIrAcKBSvLAcvSfwYZ/ztcff/9f+PY3/wsl/z3DKCyl8v0/CXTdcWWXT3gsXSmNmCZaKxhePEX1cQCirx2evMK1x/vGeFKOpxOH4wFNPlY4xIG700iImc9tIYuQ2ghlILKhwchlY10Ky7z0DX+fl3k3uBdVwus80Pocyq8dR/QC0Lsm/8HW+nwf6XCtP3cDVJuHqXcY1SPGChGoGkjiubqmwlqt6z67mbe47+tWm69v8TFE7y3xiEOHQmvr7jfmNpxBYeokOndT6nIxB7d8tBL09a0htznk/tl4VKnPbcG7YcENVrh1hH3y290l3JJuf0561Njr88Ju2NCLYjpxiQ7L0tn8vbPc7Tx3D2Exdaav+GcUk3IYnUjXyu7Q5GSzvZMNIbgdqbiPs2r0/U/k9jnHmLre1tE4PQRkVGQMEENPhKpsrXb+TETURzq3nFZVT7nav6PWpSj93ncg4l/ZYWoQ9GTU58b2wzN//MeV4/3E27sT1yzMS6acz1yvC3FMXC4L6R6m8Y5hdLeUZVsdDikrzjFUUuhVGc2FuuJzwaCKyUZTrwBiMqhG1B7tGkLXNK7EdOTNuzs0DcTDgctaOE2RNDaaViyfeXioMC9oMcIQuF43ci60a4KSum7McyWtGBKEROhIvs9CIoY0r3AKIM2lLkHBzI3fc3XXi1KV0hqDCJtAokHZGDUikogpgVVaMLQ2glWGEDGNzmhVpZCx5sbeAlis3q02odGI4r64VhuIsDU/SD3hXZ3qTSU0/OdaoLTKoMoQFNFEMCNYoxUjHoLbRVlDLKNRsKpsJhQUtpUYYWuV+bJhNCT6hmqtuJ1WjIhEWtuIKBrFzRX8VAUCVqInzmgDamcO74Jw/173+Umz1u0Ru0+SvNq3ba2yzgvHuztoI6lV0qDUGDE1h4Vz83smJGppyOALd0iRbEI1Z+eNhwPWGsMQiKcTmEt51myELXB4iOg4+JC4zMg8kw5COX5Baz7HEtWb2P3P/bqsjcv5iV99+9f89NPf8fbXE0EXjEAoLpXYoboYImald0PerWMFU+3wmrMp1fC0E3XDAhVjunMz7GkaOZwOTIc3vLv/msRMbj/xIRdyFrDoa6dUh0GLYlbRlJFBsGu42eLdIEP6yGQvcruYcQ93brZrBXfzgZ0Ny890lHLr0ESCH2gmBI036K/i3AStdBJOJ/C1xqQ9TzEaUZTQ94QkgfF0JCT/7La8ULZCzo1SXMvo7lWtd7+V+XrxolLosz7rEVbcIOMmYLX3iuZF7a5VF+hOY/vvX//Zdd10Qozu5KjeUbL/1mvufv93CHY/IPf5YUdq/cDU22fbxL2uY4j+mrr8ZNfQ7l3k6FW1G9v0vad1BKv1jtQh90AIgRhTn41ye82qShoScYikcUSmSJsCjMHN6cVQK92xSdxNToRqBWdGe9BHbYVWM7U5iOvxdW5mIr2b/1PXLx6Y+fLMj//tityP/O7vH8krlKDkLbKeNz5+PhNapkpmXQomha2NaNlYtsq8rR7UPCbu45G8Lu452COG/AsKHGJEgjKIm1kfhgHpHpDFGmN0iQqqDEk5HCe2tRDCgTKdKE1Jx8b7t3c0npjXF0gzwsh6NUKYWV6eMHuHp4lk2m0YDrlXlxGPhyk99iv2/L9MI5ColrtGqfWi12epVp0+9HjdSKrUoNTmMz5Q1DJrMw7WUIuoRGIoJAUL3cdVG20LSKhkM1JIDBGKRZolKO6FqM1r7NYrUYcPlBYqUo1a/ct2HWvr2YadfSdKqw0NETRDdZ2dNMf7pyhYCK7fKt3X14xrNpYtQ9sYh+iU+k5KiASCRBqNII1BjKqBGsQ73iZEC6ydJS6iWO1J9ClQc4eWUER9Y2tWfSbSzOUnBmhAcPu+kg2jIGos5kzlMQUqgVoHsmSquda31uLpB7gJtInr+LQWDtNAszuiFtIQ2bL7FJsFnp6uNGtMd3fEqBgDbMa4ZS5qFNtuszr7hZnHn9N1vgS+//CRvxzfcX/3W9r8Rw7HjZfn5vISByk68cVtJLdacOIe0DptvxbMPCpdtLMhNTBMAZXMMCXS2MjLhS+++oLD6QERyOuVsv7EsRbmNXBZry5r0gZ18Mi5ZEx3hWGUTiyBmx9y77Bkn+bt3ZN1Qoh4Z9l7lw4R+pmqEm6P3bNtXcfs3YX2wVyz/WD2PgrzQ7u2StoloaEHJOBm9mkU7qbEcDpyevuOdDiy1Y3z00euLxeu5yvrmglZqLmRs3Q9aaNsPv/eO04RNwKgd1dNmif99IJg77roh9j+nlL3qc0dWsVepR/0znrnP9R9/CT2+pzAK8tn/3t2OLP/udI7dC/uQW57QNIEohTb/P7Q5lFe/XuIIRI0YAhrKSw1Y9V9Ymt1fel+gIM3a6IdDWterDRzyFsbIENn3icsJIoGirSurxWH3OlQLkqTgSYDpeH7iK34CKi7GbXSZ7yB9K+FZP/u//gHHh8fubz4xjRNA3fHI4/zxvl6wWh8PC88n2dISpKRl8vM8at78nzmzf0DuTZqyYgF2uGIZG+BgwqjNDc7rxVKxYbGkCbv8FrusxN3mY8a+OK3G8aBr777iuN9wGLg8vl7fvvVX/H+i8r38x94ajNixil+y/Ss3L//zN//w8q8Liyff8/1c2HdHEZTiVQFJTvrrdOdUxNKT+1wWrZiUtyUWcQXkfimnkv1/Dh7HY5v1bWMmhuQyDQOQ6BZpalyvczEwTgeEtqUqds35dYYYkJpnKaR2A5kYNsaF92YwoFSzzRRUkiIus6qFqHWShEjaiFK4OE0cffuDVsVvv/D95RcSKkSNdAy5CpEGTzotdLlP4HcXA4UUkQsk1Lk83UjBeN+GlxPWxtbdRFUlOBh3mYMyb9Xj/epFAHVgSzWiw0BU5JEd3+ySm6uEYvd0qq2ijQloFgcvZhphZMK01jZxsh2bsSsJB1Y15k3D5nT/cQQD2xro6xKXiNBKuEwUvp7nKaEHIw2z4zBOD0c4e5E3TIe7XkgxYHhNFIK7ogULkzv3mFjpKaV+2C0beYqjYVKrrmzSP/8r/dvf833f/wb/viPH/hf/9Nf8+v3/wN/+J//T/i/Z14e/X4dY3KXrlY95Lezqa0XmKI+fnBpgpPFBCdnjG8KX3078ub9HTpVTBe29YVp/czLduFyeeby+QLbwioNZOIPH2ZCK4zHI1WFXCrXp0pZvdBL3RRB9oGY7DaWrwboe8+1NyOhd0DSZVoNGGLsqRcGVjF7PQxCl4ZZc4u9ENzlK0gfPZjbNI6D6wXHLnEYj5HTw8CbLx948/WvSPdvmQXmvHI8vOHx42c+//QD8sOPbD/+RF5m1q2RV4cEWz+f3EnaIwsNHwXRP/MYHMIUfTXRFPUDv/X9SgU0+Jinbk43TzthRgIlN1LwohJVPs2rE4I6e9Z6F+qzUu1yHP9c6ISjFPYDsneZ6lKWZkqKMCY/1LR5pz4EZQjuXyvNxy5pGNE4ok0o9UpeZkrNLNtCuEZSGGBMPkJamxsbpOipQmbkWrAgtGLYy4VYMqoHrpo5V2O2vo+Ly6T2rrdaIy8vbOVHUpwY4+jFXu86g/p3PUhg0sj4r9VhLpeZp8eFcm08vHvH55eZuzfvef7obj7bvHV2l5Hzhsrk1ktldZivGGWbMaIP10t26zYdCNbYSKhE1uZsSbMBI/uMUyrJPIIoSCBKhiY8fKVUG3h4c+Kcjf/0H/4zv/3yP/D//NP/ziZXaBMixvW5MdjMvMxYTrD6gHj6IvDp80ppTioprXrlbH6jNnErO2q8QW7a8REzj/aquBm61V2PJjerHlFoufoQ2wLbBnd3HnZqVNa6gXgCihFYt0ZohSKZAAwyUtKAhEqKCdkqFiqjKsOYONx9g1WXqazLSsmQI9SipNYQS2ioXLeFyx8XSvUOOEVxq6tefgpGjIaFxLpmjmHoMGlxJ5DqKEAz4SihE4Pca3NUoUVlLYWqDWJxKKPrr6IGCtpF2W6/t1f/W6uk4OA8NNAIrbo+1Rpq1sklPpx3zq+gBLRGxhjZUuZlXnlzN9D1N0gYQIXxEJimwLYlas6u723SnWmUmCbWtcdPmZs4l8HnJ9aT2KMo491IOUyIbIQUsClRD4ESlEOaEA3kfGarG5F/G9Z4X379njfpr/kv//Vv+fv//iPT8YEvvn7D5VNhuRYwYSvVOwErbh4SXYvsFo7tNjfEOiFDnCBn5hKfcMqkk3cM4+HAOCXmyyOtPTIvK88vjXV+AQ1cXxYuHzLTmPjqLwfGhwHdKtjGODqcpx169Q7ESS2Yyy5chuSbm9Bhxtvc61U077/sZx2oay9fmZqeAmKt9vvOHx9VKbVSWmMMgaiBISnH48jDw4nTuyPjQ+Du/RuOb9+Sw8h6fXEtqMGHT5/4/NMnnj4+c3nZWOdCyZXa9hQh64ekcAuR71Cns2iN2HUte0GunZBT9/fa3/3ruu5SjQ6JVqGzmbWvFV8vQNd9d3hanODke4DeUC+3AJVuXtE5BwIa9MYBkQ7HG9yg5ajulBVDN4jP4soBHMZPIUCIqLiGrtVKIxPCvScumbGsG6lWhnF09mwIhDF6Md8h3lo9SrJ2WLXikjnRQKmVbJmtrmxlIW9XxvEOG+6Y4kREe+FRQJWqQjEjyb8yD3O+unarBmhtQ0y5XmdyLZQtEwIsqxFUWbdKjcU3xa3R8koejxCU0ITSaofd3Od0m1efVwxCDBBISIi0bUVQEqkfGkqUSBgUqxt37+6o64/k64l/91f/G+P0Fb//4z+h+Sf+chz4r6u70Lx8/oGvv33AcmAaJlJaIK3uLDEqtrgLv5hR+sAXaW62ji+wAXe+D6izrqS7Vpg7ivi9090hqCRNmLm/a7ZKMOUwCHEIlJJJIUIFkbH7MEZomXndGLR5h9Vv8J2uLbGSxsjxOPHl198wvnnL+eUj27pyfnqmLI1inobesrKt3vXmWqDiriGipNBjqoNRI76gIjzPnlEZvJwkSqOIaziNwtaMaUigbrOFFIIopTS0QkzQpHigt9IJXU6aUqskNYoooQQfprdKDXozxZZuYB+lYtY1diYEokOprSCmaMWdn2RgGAL58kheXxjGiWYBtT2lRUgaSEflOs9sZY8KczlKLT5zMw008dc8jgPrUsl5Y7OedqONOLqO0+uAyKQHtsOBrDDFiNaFoIEp/tswX/98vvBmvOO7r3/N7378kd//8Ym//O6vmB9Xrp9fKCFymTfW7BYBjvR4AWOdiSi48USrrc+rFay5hKkm0iEST4aWyN3dO0QDj4//gMkVs3uIK59fFsZ0T8uZN28P/MW//yvCMbKaf0flsKJEQtjZL64T3EkujhubeyWjzuRtu6HBPnfTG6tX1W6yDHUcFxHxiDcAlNJRFlMF6dmU1scI9MSMQRkn5eHdiS+/+5Lj+wdIMN4dad2D14nqicvLMz/8/vc8/fCZy+OFvGRKKdRaX0k79ANn14TKfpb1Q71LVjyxx1vJuk8ou2/1a4GglObvN/TfSw+EoGs4c+P1e+yw607c2iHpfT7sWmgPto9d72w/w0yD0g0s+kjCfA6p6h1qipFxSJ4rG/3A3p2LFCMFxWJEcYZ8q96G1JLdsUd6dF+f92IgMRCngXRMhOOARKGqGyZE83ky6jwNEeW6XdnqwpZnSl2xmv3l+0CcMYxetrdKqxkLblUaf4GS8MsB0ipcV0VrhhZIo7IsK+fnC0HNxel4WnWQcMtqu1zPjGlgyRujCojy5fsD1/PGumW2ZcWkMoXk7LVejZaSCSFgbcNiIlggqSBp5d2X96QHZRgfuDtOrJcr2SrXxx9o1xfmfzhzqAN8Uzk/Ldwf31LrxvMjvFxmjOqi30thLfnG9FW34lMAACAASURBVGpEdKefmxJMe6XU00JqoSGE4C4fozS0Rl/H6p2XdjMGw7oI2W/cIhspKtI7thL8hlPijUxkBLa8MU2p6zQ9NSTgVnGH04GHrx/44pvvePP+G37Kz4xvH7BSefn8kR9+/3tePl6pRbDV2FYXMDsrz6twZzYmVBrFnPGYYuzOLTAlpclGbslt5LtPqOH6xhh96rvlxlaF1O3CDho4DJGluYXZME4oPkdxwk7pvreBIvYzwbRT+0UNDYB59qhviM5MDrieaxeG7wHfKSgjyiIRwxiD0EpjvV55uL8nhUhACdNIjZHr5yfmbYG2sVlmy9m/L4N5W4lBOJ4GcgtIKdTmwb1laWjOHE4DKXq302ZDpgNzCPy/1L1bjyTZlaX37XMzM3cPj4iMvFVlVfHa7GYDrZFe9KAG9KIH/QJBP3kgQcKgZxrdbF6LrFtWZkZmRPjN7Fz1sI9HUUCzWuqHGdKABJPJZIRnuJvts/de61tLPBLjrMVX/q1S9edxtTAQrefZZ1AdfPXFN7z6+DN+8OMf8/DuX3j39ZHN1hPvNGuwFu1ypvXIskSstaSoghNjBKp2dbWq/aNVKPMI4ghDYLW+puREzAupRhxHDocHlux58fIpF0NlGCwvP3lBSpFv331DJeM8rK4Cu0MDiar47NmxnCOy+v1qDNSifa/t4jD6mFXjy7Qwlca5+qnwsBvlQS0hrVSCPZN/TLeUqa1r9JbVaFmNjvXKc3G9YbzesLp5QjWOZiqxR1U5E6jZs7t9x/23b3h4fyTNCmKoXeCib4Z2z863PpJFfcQqNtBu7rFA6epDOL9+6Yza7t/sI9tazeNBATGUZjoHVr9+bjpQFfpou7WeRNNFU6Z32o8fmO8KuelDNH2dvSvuYRUqONAcZKweAqw1OG8fPZTGinJftdKqOt8qZvG8P62tsswLYhy2J5Wclf6lgck6gzbB0MZKEah9l2qaetE13ahBy8R0ZE4nSo4aDC2WkiILRz10eBjc0CcWmdIq2TQVeP2J63sL5vF0wNXKqTYu1xPBCLudBrItOauZuxZyyfjgKUtR/HgC6xze6ZtoBVoubEbLsiy4ZsEqJSLHjLWOXBdaU5NrikVPmqkRmoCDsI5cX1+yufbs3rxhdeFZ5jt8ucb4e/Ynw+b5Ex7evAbvcbnx5jfvSbMliee4FA67mYe7TM593m4ttjWWpuM/9TtqEZGm7br6CKVnK1Z8U9VYbd1gb1VFWbuMzDQ1EFtxmB6ZVItgZECgR5LZR9CAaep3G0JQyAPgZGA1WsJoePrimuvPrnn+8c/IYcvtm1/z6ulP2B/usWFErKfkyP19JM6FJS26HxG1YzgjeOnALzHEqntPilJKxsn2cbgBNJpnPehIPCandCbXqEX3ilYqOUecVVsNYimxYGtTX2eFU4sUChZLE0tuhSJ6UrTG4rosTxoMtlKt0LJg/Tk26nxnGnCiFpkmOCk4l/A4inVYVEY/eE+OhSUeCNsNVgbc6AjNY3YJIwtzTshxpkYNosZBbZnj8Yjx4Mc1zRtizMQYCXZSKPXxpGEBpWD9CGXmoRVOy4N2NtaT0+nfKFV/HleZ71jsBdN2zYtPnjIvjfu7e57dPOGnf/NT5v0/E3Nk2zz3d1EJV60yjI7VOCBO2O9OnI59723aowJVRJTzmxbSwbC53CI1cDwdWKqjpjWnmHh/t+Pm1V/z9NWWK28IwTOtRsypMA3CwSYGN7C6WuPfFqTFTsTpHFLzXWeEnLWgrXsqbe+cOh6Ss4isC4P6RME7ozs5EVLOtAbBGLyz+iA1KsCJqWBFmAbPZgysgmG7XjFuAzlUigMbJmJaiOlEigVxA8d5Ybd7IJ0Waio6NtRFMN8NUXXEXbr4SJ/a0seu50O39H+jCmCUn3D2m/Z/jyifZ06VlCteeAQCxNKI3V4mckbW9U7cCCXr+6e+057bez6LtD567/qnBh3UIr37kz7mlsf3wUrDOGVBn4txqyqIVHYt3/k40SJc+jhZ16WGnAu1ZkKn7lAt1ngenTClUGOkNk8WIdOIIiTUn1uaTpNqq6S8UPsa0Ftdm5QUqZLJJlKMQ5zvdCX1+pqSH9Nk/rXr+1WyjZ4fuFCLwzjLm3cKNJ/nSFwyxjZGr341sQbJOge2OeO9dhiVwu1dJoSAbrRyJ+gobzSMgZISxjXIYJ22/85W6FBeuzlBcLRkWMpbPnv5c55ef8r717/nVL+ghDWvP9wxH+95+tGP+eI/f8P7b97z2d88Z/X0gqHdwqpycSmcdo4E2G5rEUldKq9KqdJMX2/DIJYMqiit2gEZoypRefQqncmvfZxhukrL9Q4yq9B9quC8JRaYQiCWE00Kq6AS/Fwyg7H4i4H11rK+Hrh5ecXl80/YXL7g1x++4NXLH7O9esUXt9/wsN/x5u0HdrtMyplMVVweVUeknPMMC0OtYDy56S1TatU9cRi6Es3iaAzOYcRyjJGcdJxLrnpCs4LLldp0XD1ZVTznBB5NOCkGWjJQ9JhfewIGYnBWkXNefMfe5S4nb0BmIGCMMNNwfTzU6IpkI7jQEFsop4TpfyfXhlgwxRGPjTQmzKihsd56vA04F8i1MMcFXzR70aGYrNoa9/d7xpQZxhUkIaWFMAHGM5+OxFOk5Mp6gHIR2LU9y+nAYB0uWFr7fjvzn8uV7ypc7Km8Aif86EfCP/3jVww+8OKTV+zu7vnDb/9AGOG0E2Uri7C7O3Dz9JLWGnGJ50lgt2ZUvDOshoCxmlFrRJjCCDWR0pHDvjKfFnI8cv30Y55/+kxjvgbLdnVFqYWYEziDHQxlXmHsEcOe8+ASUBax/g5EuminD2VbJ+L80biy1MeeSFnWru/F+4i59PQPET0U6xTpHGCl+z4nMHnPOAyMwbAaBszacawnmHdcjltiKZzmyDInxEZ29x84ng5gdUVv8nc0ncf+TSpQSeV86JDe3XYhkvDYKVoxtCqPtKPS48nOu9dUGksutFoZB9d3qI1YCrnUR8vN2bN6/hm2Mwqv9REwXZn8+Cr76+pqU7WSqE1E0aFapKCPjltTNXXT1dv5O0jTaC7dM5aejqIIRQ2VqECHF7RKSQvVW9ww4cah70HBBum1oVtzjK7MFmBpCqCvzVCge88zDgVE+GD73luINasqtkZaVvmYa4JrMCDqyf0T1/ePZGVgsZnLmycY13j/bseSIvN8oqIjC4ru2GIfXdTkEAqnJVExrB1Ur51JKQWltQnGOkrVSKq0FMRpskaqScec3hKyWh5cs/gVrJ5BXSKX20uePvsJX/76F/jwFadsKER+8/XnPLt5zm//8Qve/HrPZjMhdo0dB7bjJxzuv6HGBq7SUvflNH1bjdGtnXZBjdQqto9/am3YelaOeRrdkGv7aKGLlpxRf5ptelqzNuiprCYKakIuWRNPnDXsZ1hKZb0aVCkshvV64OmLG/zGMl1bppsNq+0Vd+XI7d1rbq4+459+9wu++eL37N7e8vbLb1n2C3Ep1NK9dE2Vu6mPJwZjyMZpp4bFWt1PTkHBBKkWjAiD19iwY6za3UvDOkdpOsZsRcdKwRoG4zC2IrZiXcWb0Ek/lZgVz9WqSthz1vGRNVW7+v6zqCTENgRVwjlncdaTUtYbz6oYQH1wIC5gnMNKpJm+My0W1yxucORTZnkQhuBJuwW/MmymiWXQEQydImPWE947VtNExnB/d096ODGME9M0IjjCeiQ3hx/MYyd9OmbMaSGaiGmoz6tqbN1fwrWa1sypcEqJwa4pCNW+5ss//JbBG378858xpzve3+7ZPg3sbkvPYiw87I744HpogXI+zyNCGwQ/qoBmcJ4n24+ZphWn4x27ux27+z2nec8wrvFuzbzTXNPoBnanIwYh15mZRM6WlgWRiB81NUWStj21wRmdI72gqDBGx/Nnd8+Zbfr4dwHvHWPQgpmLMolLqVirAhnvtBDUlqj1HPEA06DpKt4FxskTNhOLacwpwnJiXTIpJ2LK5NRYdu95uL1lf3ev3tV+CV2XQ98TtvNBwHw3A+1FJ6OMVNu00FcRlr7LEyoiOmMVFCkZi4ZVGLRbrDSWXFlyhq5k1qLZoPevzTSqaY+2GxGDGIutldzU8mKRDiDosrsuhlLqUZ/+qHdMPZW9U9S9U0NMQ0QPIHNshCXhAr2rLcp38coeF+segfAlV1JMOqUcAm60eCuYwdAGoQ1nMIPCTGrTpiZX/ZNUKjEnLIZh8IzDiPGourYanYRW1XlEIkNPizkTgex59/uvXN97px/2e8LFwDA84f7hgd3hQEoZYwwpJQqZnBvGw8oP/X9r0AyxZKRpWoTYoSeANGo1Sm6RptzJUqiANzpfjikxBtuFNho+arCM1xumi4HjfOLVZz8npczbt7/Abr+gHv97vr79Z7Js+PLLTDlGXr4c+fv/9e9ZjHC/35GSxbuBlibEnPRDiyBVjdjW9bl/NdQSH08+pWqmpenjiLNJWBmTmtLdylnwo1g9EQhh1GV9tWQpSC3UOlBrxddGasq3NOLw3oPNTCvD1c2WZz96wnh1w8PxA9P2hjZMfPP694jA/e4D377+BXe373j/1S3H+0iOkHLSG/TRqK03lxWH70gocQ3bxz7O6cn1lPUUOvlCpXHICpgevMU2y5IbmylwqIVlKZrP6lVRZ0wAEZwpNNPIRVgSSFHju+mczFx7mrk4xBgFRpiAkRFji4p1qlqH6DevsRXj9fQnXWCQU8J51/F5euOtVh7nFZmoDxFLjYVmLTJHBuuZJqeioQq5Ro7zA42JMDjcdIF1Iy0faLVgrOooh4vAMK6oMRFGg1+vibmwzHsuVh5WI1jtLsX8Zahk9zHT4pE7W/nhp5/x9e3C5fMXvPniD3zzzRf86BPPT372c8wv/wD2luPDibLoaX4+RXKqj8XobDMQGsNgcGPBuZHNesswbMnVMhfHbp94eH/H8+cXTOsbNtuPyPbUC0NliZHRVcaLNYGFusy4wTBNnmFlca7bKs4eDFQT8Diu7GPB1rsjULFSylqFVISiEVLB6WeyVrV1iKi5fXCWwRn1hvcRIa1iMXhr8WcbyTThtwP3LZJyYigaymysU1KNbdAKpJk2L5SlkfOZgcofeUn10p5NRS/S1OTZui/0LIiTRxFdD1UQHX2CTmhKQ/N0Kx1Hp9SgWLR7df1vasVW8HppfVR69mM26Z7O+njw0NRCdShYkc6klUdAfxPpgttzRKJCAaSH+zZ6oHi3yMxFYLdntR4U9C/nA7LBWK8j56YYS4zqYVLOuLwQstHDsgjFWbKDRTTXMjdPRTnYuar1JJdMKYnNEAhDwHpzdiThgyeUwJwTyVRmI2ph65MsK5D+veCCZjzDtCHHhf3ujlaMLsIRUow431ha4jhXrjZbTbJvtVMzDK0pdNuUhLFBh5wuPr7AVgrGWWXMFoWxj8F1copQs3agxhuCu6YVg9jIzbNPeXj/DbHeM8ozttvGf/yP7ynJ8D/9z/+Bq/FIXo68+uu/4ovPf0NZdtAsy3HPcGEwpwAslFYo3U/ZstdTWEUFTsGwRF0Ge6sczdpUTOAtgH5wchNys3j0pjDGYJ3FecNpTrScmXxgXmbMIPhhpNbIcdEDxeV6xThUpsFytd1y9fyG4ekV66uP2d8WZFhxd9xRlhMvLz/h7Tdfc/fb3/Lh9Y7d+xP5HCJblIlYm0Waw7mMF4vrbFlHw/qCraqmy+JV7NCE0QZMa6pQExXyWGOZZx2jWO9os55Ere0ydeuIVR73Q7nAnsyS1bDc0ANGznrDWKMMTmOEJfZsy6aMUZGGrRryWy2YovzQEitOLJWifNwkmKJkoeaFXBPTZqKKmlR80N2U84IdPS1XpCTGIRDTAUuhiTDHRE4a9/Ti8hI/rZh3pw6PruRjZtjPrC/XcLmmxsgc7/DbC6wfuKoLD6mxNM0U9PKXofoxo+Phww4xC1/eVsbNDYe3J159+gkfvn7N881bnj3/AS9fPedwfODlDwuvP1+YE+SYupii2zkauA7RNhamjbDdbNhunuJ8YH9YuL+P7B4i24sN2/GC58+ukIs1bVrhOJLzQqyeYFdU47B2Rc0ntTYZq5Yu284rL85I08c/aYC4R16sc10I06AaVHXdlbVWzmIe01my2imNXgupYHBGKWQ5l97J6YSFzs213iCTIVHAiKreW1XvYbfkzIeZZZ5VeVlrLz49Tk+kRy1qUVZI0bnb1D+3j2NlLU5WekdIpknrHZ+hUPuIUw94pgueUu0oya7iL3L2S/YYs6bEofPP7ztRz3cj1Cb6ms7Bzu3xtWkwt8YYKsaP/ktj1YDW9H1AlfI0DbBoFeYl9WB2/VnrGlrf4y6EZRhG7FksZK2OxgVF4XlDtdoZH1uiFaGJo9KDrEshp6U3MIIPXslloj8jjKYNee9ZYqSUSjKFaM+aEvW5Ov50wfxeppddrbi9PfFwOBKzIcbEdr3W7srpeFHTCSwxZVUTigo3vKh1oBmQEtXTkzK1VJU7FzDNcLne8OTjSw2U5Sw/FkrMHYnWCJvIw7cPnB4OXD/5MenoeXv7AVltyccnvH+4p+VL/up/+Ak//dsXSMo8+/Q5KRaIR6gnjNmxeQaXn67wg3S5ckHEYDsNpz7GBQmlRjRWyign1rtH9JeI9AKlnTa19BzKysU0cDmuNHk8Z3IpGGMYx5FKJVjtro9xZvCeq+1EcJXL1cDN9Ra39SxNUYN+2mLtBcfDg3bC/pIvf/8Fh9vEsk8dM5UpLdJ5JZw9izSHGA3rblatQbRGkcKcE62qZ8mZ3m1ah7UBbwKmWVJW9fI6VApCKoXWMmfouhXtkudYVVxQlWfZHm8v/SzkWh5P88oOLnQiFZWq7OBaMaYivvMpW8U4TypdENB9sLXRY4OEMHhK085ATCBFaFn7CzG6KzbOYW3F+MZpzpimxdY0LeT3Hx6Y93cMg0OJTJ5lbpTUmD+cKIcDxjfayhFN4RR3pMFgvSPUgklZ7Qzp+G9Xqz+Da//2ltWTZxze7fn6qzti+cCSFvbHyOpyw+++fsvth2948vSGy8sV5Rh5+tJ3Co1o99Rno7XpeB4BN1nsYNlcr3jy9AU5FebTkdNhJqXC+mKDDxtoQllOGA9uvKDaFZWR/Ql2+0JOhpILh4dbDvvIfKik2DtFzvDs7xQDcqZA6WiBWltXhmsxO1OA1DqhWaulFD30On1wD952A7+SZKwTvFdQvHNabCuKc7Ou22gMWOepCKfTjvm053g8sN/dc9jrrxxn/aGrWbTbJKt+Ps9ah3YW8Gi3rCsfq/di7+QeLTJ9VKi7SI3jK6j6t56/nkDMomsvziIfIVejdC707+Y/Uut+B0L/I5vJec1q6B46lPJjdJ0mQve89slR4/FdyaXHfDVHK+q/pArBe5zz1CqkDHOsHI+R43HmdJzJcaFV1SYMwbO6mJiuVoTthKwCDAYCWNcItoJY5uaZM5q5mxM1Z23CgOA8GfXZl6qHi9wJYsZagh+gVkpXxp9LpBp3/r0dZhGs88yHOyX1VIGaWDlPEsfuuGfyjf1pwSXDODjW48gxLpxDSoWKhMCyRJxzlCRdPZnw3nL18QW//ecvMcbqHs8YglQqwuVa41jGdWK8vOTmYuLlk4949/YfWNrCV79daKsT85t3/C//+//G3d1rHt7/lp/8dz+BOrG7/Yr3+wfaekXxH+DwUw5v/xHmRqn20TyM9QilPwAswRqc8XgUmSTGUWtlsEaVplmNx2WB4A3bi4k5ZYYwkUrmsD906HRlFQKbtdeizgZrB+Kp4BvcTANPrq/Ixz1Pthdc//AJH4bEb958jt88Z1ht+fLd1+xuD0jzfPvmDfNyTw6ZsG6UKtQjmswhgpiCzknU7nNImTKrMbiRsVJxxis4ukZKsYgNOONJreDFYUxlaRmphmkYKaby1bs9tMJohGFyrIaJhcbxqLsbV0FcIfiBKkJaIpvRaYh4PY9xFTVoMzhfkSAsc9VMUeeoeJbUOZTWPSannFIDr9af1PTmWAXD4D1RVuwPB8b1iiSG+XCgZMcwjJgGp1I47iJD8IibyKeFabtB9M6j5MzrL7/hxcvEJ58843SobFcOfymYAMuHIy1VZBtoYeCUMs1EvkoLRiC4NalZ3qf9/7/K9d/oGsYVr3/1K7Y3z9jdL/zq4St+/vMfc3+foU74cc3//Ytf8aPPTvzwr/+Wp08/4z/9H//Ak4uRu92iIotS8F6hH84brm4sl9faffzgJ59RlgP7h3d8+/VrPtwdePr8CS9frFltRzAj+6Nl/+ae+PCAH54wTJ5EpOVAmd8RP7zh8KHw/usjcRZa9QpHd3rP5tons31yOpekY0Or6lYnVjMUUW2BtYplQ3RtYU1lGgNDGEi5Mg2ujxMbh5gZQmD0SscpclZaWlarNZvrCVkH5LAixcTxdOS0zMSlEPdH5mWPhJn1jRrnzV0PVe7wjTPa73G/agRngha22keiXUkqct7HZc0rlb6mqo1UK7meoXhn5N05oUO95EZUY6F/r9vmSt8DF+kTAlUHG0QnfN2PZp3ym2s9x5fp640la+HsSSoUFRAFIzirgqwqDalCirnr/lSUtx69ppBY1QPUCiUVDvvEiQNjsKzWA221wvRn7XA5YS9XFFtIJpFN0m7UeUy5oOTKwzKTS6L1XapIIdvC7vSOVbtg9CuMkvZppjLnE954jHO4IpScaNlrDmeP+ooq8/xXr+8tmKUWTqeZkgoxJoYpEONCNY04zwxBi4ecpdGiZuIqhZYNYvXUUw3kecE4tQxU1FxvRNjdnUA0Ssqexy8GWq2sn4wc7mfG9ZqbaeTjl3/L4fSG3enA5//ynpQfOLxd+PEPf8znv/49L68DOVru9477D7/jyfaGYQNLi9h0QSsZP1XMAM41xa4VPXlq52Q6A1GQ1kk79E5HQPoDQ1ATvrWGaRrBNDbjgDHC8RTJGAYszlZGTx9DVKqJFCZyWliPls16TSmCNQOrzZboYY4JU6QnbjjmfNIdnwns3r1mf3tgPlXl+hb6OEdVZq2Pw+mjkSZnY7DerBYdjSw1UzA4aYhV0U8slWMBK4mKvjelwtKFQ66h/FuR/nCJHOKicAKrOYlNdFyPQDGNagAn1KR7koYB4zBFObWpJEzTeDcxqrpz1uJFzcPNG1pwuqMoBaSRayblxjToyDV4NcFaY8nGUEUj5OJp7oSTCu3IMFlV0VUoSyL4zDQNxGR5f3uPeM/q8hmmQXCVcB2IznXbX8XWgjOJ6iw1CqUJpjmcG1get1J/3tfVzZb5eMnd22+4fPaK+/2eQz6wvbxh/3BkGgeevnrFV1+9ZXVxyc3zaz772TP+4e03Cn2oGjBOBWmiMXZFeHiX2F4apnEiPnwgHo7sDzN2DPj1FuyIaRNL9Qwu83CYyXPjcm3ZXqxJzXPYR3JUwlbNiUYCsZqg0ux3+7VHyX/tY3/9uNMFNq6rvEurHWKhMV21onv1VqlF1e7WCmIFOux8sE53Wbb7sc+h5q32Maj6rEc7MqxGMD1HFEcpDlcbRSKuWO1Au63isWOT83+efRV919e9iNJ3sJ2grOPTPtbFNDin9rTWrQ9dhNPTn0rXCuRGn5j1EOWGBtWfRVAdxq7j4f6MphdTpGs2VLV7pvl0qbra6Vqf/AgqxhEe6UmmQyHO3k3dd8JSinolHeiq2GCdIYShq4JFNQ6iq7yaKy0WTagymUKkiNrlarPMRcU9rfYdMVkFWy1S8kLMkXXYUmIld8FmNYVSEse0Y3AT3o6YYqg5k1pFjEbI5e/xYX7vSDbGojFJzZBL5bTbk7LSWsQIqVS8dQQXkK7SatLICbWDiOm+maUT6hPWWRKJZgwVw927PcZZUl5wxnf1nXL9nr0agMQ4OW6un7PUxMNhwYSnvH39DsOJv/vrv2HlP+ajHzwnprdcXD9lbnuyN4RNYHxyhWDxsmYYLMPkHzFveukH0Yjv/isPfffhnU6zrdUTjzXKbEUK1noNWzZCsIHVOBBTIbfzh8WwcgOuj2BHf0GrjZgWgvU4DGEcWDnHNE6E9cgslg/Hg56YRLDekUvBeiGhqSFpf0QOkXpSpmJpqviqRahZo60QTZhwlsd9QbC2m531fRIruEGIBU4xq/+wKuhZOZyWUqPuBBo0MSAORKgkUuHxtG+6sbzmRmu5j8Yap6zZdLVBkx531G/WFPV7GONxLuB60fUCgzGYIo/eTqFzP60B41mWShHhtBSqzxBA6oKzcFwiH3ZHDqcjlaQWglJZj45hGnBDwK0GYlygqtWp4ri72yMyE1aaklDmhISBZVpz9EIxEYuqDvVnYIm1cogPHE67/y/16r/5tXID1y9eMa4uybFwdXXF7u7AtK48u7pkuxp5+WRAbOPN2w/sT0d+9LMfMW0bzqvgRCd0OhKlQZ6hFcPg18Sc2ccDeUkE59leXVKacDcbbneVkiyEibTPSHFMftCHY0zMD+9499We2i4w46j3X9BRPVKxTnq0U9+h1p6b2w39j/FUoqsBDWW2mr/bxWetCt4NWAnUYnrB6KITsXhvNFas6Uhfd3iq3K6tUVIhRQ1tDqHnfMqZ9KUrnnLKxENUXFvpUITH5+93yEfpC1lNLekjZpHHolqrjlY7AU93gvW7vEYjot7RHrTe3ag6qj0X2i4g0v9+/vUdsey776/DWveIOhRF8vWiqn2k9PG3oaF2OVBNQxW6dkWtPcYYfS469bZiLXMuzDEyzzM5Rd1t9j3tMAysL9astmuGaWBYBcIUlOmbK5I1nSmWxiHBXarcn07McYFWEKlUErnOxHIkpRlnPFTRdJjWo9W6yn+OR+akFKDSFGRzSpk5V1KztH8vGk9sIkfL5XrFMh8x1pJE3/iWKyUXwqS7PSVxVEw1GtXVU7djKehhscODxVHz0pmhjmOKjPY8l+/Ito4NCavCOBieXn3K5dOXfPXmjpoHWGsx6gAAIABJREFUfvvLL2gm8emzH/HJ0ytu85bt9YpdG0nmA4cHg3UjlROtDbQy4kYDzEzrFcjto+GWnr8odHN0L/pNPHMqGLEModIyqnalYY17PKEN1um+xIyUooKm4GD0jil4EAupcbG6YHc49JM5CA5xjlg0lsxOwkkKLR8ZrMcxMs+ZUAPjNFAzvNk/MK0t+1TUstFQGoiYTtHRG1IaNJP6eAZatUrgUDAkVhxOAtLAqdYOSyd+GHBG80t1RK2HCWjkakjVYIwuSUpXMJ+N1BjdQdXWSEUfWJSKqVVtOU6AojvVeKb9GIxFU0sKYHVsrIIIPZjV1jAtYcVQu1gpzYr0W1okNWinwuAdxzmyf9gzrx03L64xTcfpUxjBekpTdfa43fa9jMEFh/jA8e6AfzJotFDKSG7k0XGfDlg5MRkDOeFkUlB4mZnjgeX4l7HDLKfM9fqC+tFn3L37wHqz5rB/y9vX93z26Wfk1BjHhY8+vuQ3v/6azWZk9fFznv94Rat77m/tI0pNjJBqwQuE0bG6GsnAXCOv7x8Q6xi8I+bMfJxJNimLdRqZhgus10ByW4V4SHz44pZ5bviwVqtT1Ng8YyxGdLdYmtDSdy4M2neCHvUlqs2ilkIpFd/9glYcRjTdxjmngpPUOPNVRdTfZ7snuDaNF/RB7QzjNOCsJ+fKcjxxaguEjB03tBqQWpGWtQkshnJaSHMh527eB+hCJX2ptathz0Woozmb3r/tj4RVgvQcXf1atan/2HUPqhg6necMIUC72t45St9t1sdd49mec/593/OiFrkqjyvLR5WVml/6a21K5yroStsICg0opUNS6M/T3v1a00VHWpgzBZv0s2C9w4kQvGV1MbDaDEyrkWk1ENYDZvQ0J+o86NFrGeG4wH5Wp4NIo0imsPSpRMMYT7ATrZq+G7aqjNaXjxVLyjNURb9alPBkxTGIJ5g/XRa/t8M87E6kw57d6cQwBLIIrURqqfjB6cii6IOvmkJKSowZg8rsG9rqW6rSZqRpeGdpBOdxzmKlKDaqQa2JUlVQ1BxUCtPW8PGrT5mXE8eHr6EVPv/1F/z0Z09pEpjfn9hOsHmy5od/+/cYt0amK5pd8xC3OC4pObMc3/H+2695++WR/U6Lfa16kznVc/cPriL0rGjgMaLM2VPKUCzBeSyaT6lQGiGWSowL1kJwCkgevWWwriPiCsELxupC2zvDMGnHl3IkuAmxht38wKkmhmEiBHBtYRMmcmm8+/Yd3/zuNadDJibNm9QbwyA4rIAzKv2GM2VDCT1NjHaO0k28zqs3q+noSG+8RtAcVsRYqu0GaVFouwZNW5YM81K00+gn26UZMg6MxrElCkuOIBnQm9hZVfwp2aR3pka7X9NHY6IJ0Go9qUa7UdsReVVAGuIascI8F4wX8skS901pSlhWqwk3BpbYmE+JJRfmpZJrhA5XLzlTc2H0A5v1BeI8w+ioGeq84AfBrr0WaQ7UduBUM/cVdimxcRNGDEtaWOaZlv8y0kr++b/8CiuNmhfCGLh7/RbXJoYofPnll0AmEbi6WfP0WeCrr77gcHrg+rnn5gcjF5euK6StZhM6GDawubFsnjhiPHI4Fo7zjAwDVSwxJlWIO0Oyhbncs8wzy5JYGhwj7O+PxD43qy3TijCtJjXU92wpF1T04ozDdzuCdwbn1PZhnYWme7FW6Sb19jhhoXXGqlUwyhAsg+80GeiwdaXkaA1r/dDrVPzjoUihxJkxWGotpLQgFLytDA6CtYzTimEYtHiKPKo/zwWw9I6yooWtlKr7w1JZciWVMxlIlXHO2scDupGmTGirXRzmjNCjF+DahYnK3j3D1aUXMEF9mq2LYEptXTikM9mzt1UjwXooNJypBCrwoXb7jr7mcwffupCu9LGTfh3zKBIKRn/e3jktpFS8NII3eCsMg2G6HAg3E2YdkNHBYChBSM5SjEPxXComojUqGi2JUU+nsRZnBoJdYxgoPf1FaI/WG5rF2UCtiVwjucU/Eirq4cp+T8H8fvj6fFTjdzoxuMDgMvcRpmCgwmoKxJw0mPeYWGzuY0wlUdSSscYzOCG1hsFRSi+KPpDTTIsVN1plhRoNkC3ZcPXJwP595ObjFaurS774/a+52H7MP/ynf2DcrBmnp6zZEJ4HDnPh7je/5ObmgrvbmTBcU5cTH45vETtofmI6sr/PnO4zJRtK0+DT1hpF4DzUcKKnltx5p9Y5apxpKAWndXFQqhHfrI5AzqR9aXinp93BW5pUcozENDCYxjR5feifjZ3GUJfG4CtuJYzNcXP5lO1ww/1uzxxPfLi7Zzll7m4/cJzvaGVBIXWdUtJ3sIbclyQGkS7+QRcJ2kxrSog1vhNQItYO5Cq0qoHQnMUSKr2httjHRQWPdmdL6vE/QQEGreqJPGc9QZ6LeCmNgcb5LCKmYLxDUvfB6Tyt63orzeoTRJzDeSEuyvc0BoIIc6mYbJHRIaEyJ52dybihNch5JsXGMI34YSQtibTo+Oh0SPjdjiEmghtx3pKWzGm/42I9cf3yGbf3e8arNdUIzRTcNJHagssHrkLjxIp9UmrTykSkZMqyUJas3etfwPXm63ve3t6xvdmw+/xbWoYnn/2AdnrALoX7uy+ZxhvWqwuuL7bcf/g9n//ud/zkh59Q5TXDJvH1Px3Y3zWMF6a1ZX0F05PAZrthTgtzbJRcsN7TbMA5qLbih0yrJ96833NaHpAZ2Gw4zZEPH25ZUuHy5hrrGqkZxPaRqzeEwWIGkEW7SV21nWU0pnsRu8BMvisSxqAwDqtFsRQ9RBbJKkAsal4XAdd919b6R3N+cIb1pMJD46DZxpwXbjZXlAWWWLCuYEqFVGlVNP/XB4yZdVaJdod/vOY+F2Qt7O3xzzSGs/2RteTc653DkC3WVnJpmkLUvlMH18dv0QUumMeQ6HPZ6HA5DaVudEFQTwPqEzfbCy6oI+C78G392ufczgoUq52jN1DPsFn0wG6sYHtxpFaC4THj0oio9S5YxikwjL15ChazHSgFmlEFdjaGaISEeVzvKAqxYG1TNbxxlOaIWVdZjgFnBlpT+9DjoaUawCJ4nB36z72o84G+My655xj/69f3Fsy8FB7akbUPzCkxisVKJS0FY4TVZDneJQanI4XRnKVYhlwPtKrdjPWGHFV84p3FUhT62zFGJSnXVcRSW2a9NXz6k4m73xmuXj0lLoWUjsTTkddf/p4f/vRT1tOaZx9twAeG+Ix5P7P/8C13H65Yre4Y/Z5SLRLvKcdvyKXhzEgIGarBaXAIuTlM9zMVsTiBXDNCZvAa8WUwWFFVWgieD/sDzlgGF2hNSCkxBcsYBkoRDmkmeKPB09aSSsbSMCawpBkM1JJI8cBkYftkhZ0Cvizc3kel7SzvyCWyHE4c3u8wJnHxYqDOgvPQbCDXI6kKNSuJrrWG+aObw4hC1qnQJKnJqKms3VrfRQyziiHsSANSKh3Q3ijFU6VwThhp/WdgxGCbQtuXWKCr+wpNR1yte0OrMDiryrtm8M6xLAlnIFuLFahSNC1GLORCckIqEe9HTqdGaVYlTQ7tCrMwDo5kskL8mXpqRSEnwQ+ZKQxMYa2cYmMwduThLuHMAxfTzOX1hjB40lxYjnumZeDlD64p1mO3G5bTEVML1sJoNNy8ElgYOKUTd8cdSas062Fgs9583230Z3Pd3R74zX/+nL/9H3+Ga5nx6pL7t1/x0ac/ZH73lg93M/IykXaOi80FP/zoBb/4/Av+w9/9HU/qwnR5SwO+/oWuMa5eWNZPJoax4ULjtDRO8wnnBjargAyBs4/Oe0OZF+IucdxHpmFATGX/4Z44R1abS9arDacP95x2kcMuKe3FWyYbaENm3ukDXPqIUTu2rFaSPvo01unkQ6Tv06R7OjtPFh1z1qqFouSCC1b9jEbPjCJKixoHR/CaAzwMgeYVN+mHEVsKLs94hLRU8lKpKUPL+r0EegXB8B2soK9+NdardX8gZ8UrnFWvZ7rO+f/gjP4cc4VYlFKkO1vzyGeVs5+zj2L162vhbf35IDR8h6znUqmlk75aexT7uA59zaXhpXXG9Xkwq9oUpFGN1Qg/I3383Z/j/axurVX1aalYsu6hrVX9h/OM48C0HhnXg04sq5AoNK97WBqU5sgYUlOMaSyFpRQqkWmYVNHboOWM1IJUq52iMazGiWBRcEoqyg0+vxtS0AqgMBNolJIpzYEZ/uQ99L0F0wZPiZlIZTBCNoXgNTZp8BODHdkOhVPOGBwYw+GUWE8asZJKwsuoHVgpVGux1jA4y7LMeF8ZdQ6Cw5BrYhgsn/x0wze/uOP5J9fgDO+++hV+TPzj//kLLq83PH31Ma8+KhxrQRbP/f17ho3ly1/sefLiGdt143BMTOGS64vM7t0D8WHk9tvIcRZSE2geTMI3y3J+wEuhtG6ELaLjYhorP2Bb6yPUihPH5XrSsYtJNClgG8Nq4HQSiMJgLcdZ8VIzyjUlJ5ZS8EPTnWjMhMs1YRqY1o7yYaBmz7y/5+Jio8SJJjjbwClFo+I57mdiauSszFhnXFePgVSNK3NGcF5z7EqBUrWz1g63ap5jVpUfJkPW27O2QkFDV1u/kb3IIyTaVA2CLVVHzHQAt7OiVZuG6aKD0wLjoLvL2gw5VWJKBGf0z2oPAq6OhiHnxIAwL5VppWOn2vc5YrRjNy0R0KiybAMPx4KVhbUzGMk49PRgpWGmgIhlHUb2b++otXG/RKwc2F5v8IOSl+IhYh5O2E+2LHnBhAb1RPAV5wLNrjhkqzCFJuxjJJfKaC3TKtDc98An/5yuCb7+/APT+ks++uSCh3fvON0uPL++4cUnL5Gv4LS/o4xrxnFiffOCy/v3vL37mpurj0jv7njydKR8euK0r2yeJ65erDFReZ+lHjke94gV1mNhvXa8F0fJeqCK5UA8JWJseG/JSybPC3mGMXhKbqQ0413lYlrTqofQKCZxd9zr3MNqMcm5avpG047prM6U3oG2pkVpSQWRjOuggr5EpDYNJpAzTKBWHc0PKvpyzuJ9wDnDGCybzYi5clg3EEJgyo0Bg0kq5EtLfRxJqj9auz9j2uPuTAdZfd+KivPOw1Lt8FTBet6UPcZaiSr6a8dOpqLAeINqDuSslDU9z1cUSSdy/r7mUeQDynu16O42l/ooPJLWMM2o59XKo8JWoU6md676MwtdXXyGyltrNIjbSIebaId/HimTNf4reE/wgRD0EBJCYBxH3MpjrNHPRDDEHoYhVZXBsRaWWlly4ZQTxhuGcaCUTE66YlGQtaX27NOrwTHYxlIsRgzHBrEkTDVY8WC0sJZUiKWh6btncP+/fn3vDvPZ05FSj9R8Ys6ZaVgpcMAGKoX96aQfVjGMwSNNtCNrFlsVrTYERysZYzqpQho5QqtZI7G80ZunVqTAs6sNr//wQF0suex59ckzhhLZ30dev9/xyV/9FUuumLplmbfEHHi+9by//RYh8PJ64ubiiunikqurJ7zZvSefJvLSIM3QHLkWcoNchFwMsRtXDQ1a0SBZI+SqMGBV53kG7ym1MHhhNVpVrNGTwrMhxkZFI4vc4ICKcUIQIdVEc5UwBIwMOkLJlWnUzu4uVZY5MbnA5faSsNJiNG5X+CuPWWecV76i8UY37kUTxetjMkNWOoltOGdBHHNeyCU+CglUN+d0jNWEmOEUK5WKsbrQN63vVxr6XppAQfeKpeguQFV8jYYhFb0pS9au0hp9UHQTF05qP7F29WJrBGc7ZxZqqVDKIxgbDKmpKX2wlsGozD84j7OWYC3ONAZnsKZpIkptiKlUaUpfKl0QUDMiiWllVXXpDPPSiLPuZ6sx1FzJu8I0wuAqre2J/sApzBztCaQy+QGLghiWlNVGZw1FMg/zh39X/fqvfa1/EEjS+PxfvuV0L7SysL665Mtf/ZLD8YGbj54i2TO4SFsL4eYjhvEpb97dcjjdcXn1ES0L2+sLprBmMCMSI+MQCMOG/f4DKe3ZbFQp7obK9mLF0yeXTKNjbpFD1lB2K4bj3Z54WLi4vKKUzN37D9QG09WG9eUlPqzI1VK9cktbE4J3TFNAXD/OWfDOMoZAcP6xm8utkXtKSEq5P6iVObukRCkVjMV5DUlvlUdVbHBeY+KMMIye8XJkvFyxutiyulixmlQQNAwTwQ6UqDmXcc6cdgu79ydO+6QUq66KPQthHveJXTxp/wgccA5OB2g9AxR07xlLZkkasvDHdhVpYJrGWxl0l9joQIIefVVbfewuFSWoq6PBK7nHnHmxYuj7IqwYgjN9r6n6Bm/7eQPNGA1O/0xhB5Vmmo44zxzZvjN1HTtqRAMPhmFgHEfGaSKMI34KhIsBvx21Gy6qWTg1yy4VdsvCKUWWnFTJTyGEkRgTp3khLomaBEfAiYowvRdGG1lJZLSFQcW65L4SlGqwOIIbCF6FjFYEqaJ8jj9xfW/B/Ob1nsv1SLUOKDzs32PHyiqg48K0kFrDmqwPXAMhoPN5MYzeICRyZ6oKlXmJLC0rp9AqeNeKwdTMNAakwLwTxDvWwysur15SqezeHbh+cs24WVOa45tjIC4Ws15Thwsevq1c+A1TWFPrwug9X3/9S375f/2O7eULZGXJRRg2M00itcHgvI4OqDgEI92HhceaRiaRS8+lE5izptI7cfpvL6iHC8s4TLRsKDkzOH3we7Hq/fSOPFfEZf2AFS1ajUw1GWMq98fIk9U1P/n4x0zbgROZYZpwYaS0GUkPnUdbqU0VeF1frxq70tFfRikhjaJp8aULr5zF2NqPuY7ajIIoxCCiCROFQqyV2rJG4ojBd2FBa7qfwTiiQGyF0s6gBKOS7NooCu3Ce+Uy0nqcmAEVAFlNNTeak0k1ysNror+tBbGGli2tNPVo+fNeRaBqwoEzKvRYWc3lRCxLMyytMJfCYY7EU+xh15lps2G93bK+WOGniVyMGrhxpNbIqVH2x65grqSSODXDQ4H3zbDLRcd3dIyabRjb2M973j/c/vur2H/FK+8aWFhi4us/3FGXicEZYjR889vfUSRycX1NaxMX2y3NFq5uXtFK5dtvfw21cnFxqYjHC1WG56Xhg0es4eH+jhKPBGl4F/rnDmRQ70HLQjCV0QekFe7ffU1OKnJbr5UVffPJCy5fvOL+4ciHuzuOpwOppa7YFPzgCIPvyLmKd+5R5YrRQpmywsgrOo4rrWoqkrPKYdXloabooJ+5pCe3LljpEWDOKm94E1g8zCw0E1VwZNUbesqJ5mCYAmEccSEgVPJSvhuJ9lHmWSmL9Lits71D/t/v01kgRFe+nrNtax/sGroEAvrXoTcudH41f1So9fuex9HnImql9fCIs9DnzJM927gbo7P4PnallS746dCW2nrubVOvq3X6LEGgKHZSeqtvrWjilFHgyDQNTKtuH1kH3GbA/T/UvVePJVl2pfkdaeoKF6FSRFZWFaubBMFuED0vxADz2+etMTMvZBMcksmqrtShXVy/po6ch20eyQGqEmg+dLMskUAiItI93N3MzhZrfWvoUX0LjajZq1KklJhD4Bwi5xBZUiIWyfNdQ+Q8ToRVxrCN8bS2pfcd+66lNwVVhPJGXUAF0XY8jq6rEsADYh90VpoQrZCR8x+5fnYk23WaVx8Wrq8GCIW7caRLMm5wGqZayDHhnCenwHle6HzLivpoR5iXFa2tgL7nVYJlrSemgMrylzRWDOpVVU7Lwv7K8uwXLX/513/J+Tzy1bt3/O67H/jf/+Y/8+37O6yxvHq1sO/2fP7yU7599xX/4eWvSXbkNkMTNPE08o//59/z5IvfMIfKfPuAcw0Pc6FkAyVxfNLx6q2kpBfqRsJQGJNRBTrTgNGs2/jt5u6Bfe9IpeJjgzeVJSxcH490rieGkWVRDLsdN6fA0HVMCRyGVBMlNfi2IzOzbxPPnj2lMy1LrDzcnjhNb2naW9onn7GOlqZq1vktOi+k0HD/9S3LCNOUWaNQPVBGoADmUdWWyDVBkfxNUYYnatWbBaRSYpYXS050mzgpZEUMEr3WaIsz4JVGWzjFso2ARAhVI6QqtgvnErif6EclV5KSXFNlM6XITRlSRLtC1xnSrNFpYRgcOQuRxRqF85YSFMVXfGeI2RNCoGkV7ZXjvFamaaRvpNtU2qNrpvMK1/VMWXM+L9gmEWLh/kF+XofjBcs403vD8epId+lxqsGEyqH3DNc97tihV0NZErax5NYRkuasOu7GM6fza0oGjWM/WKY8cj89kNO0KRT//V95ttgCw05z8anj+tkF4/2J/sJz8+pEc3hFf32FxnK+WWjMGaNn7u5mrg5we/sN1xe/pN+94L3+kRAS3u5omx13t19TlEb3jmZ3xJmO030hmZmS3jKdZq7cAZ0T7edXzLdntBrpjg5/1Ox3V+zbnmU88+r1e96+fss4rfgLL1F4k6ZvDYdDyzgJdBxtWJZ121vKy7ptDJdNS8oy0g8xEmMmyriE3jvx/JatYC6VWRUCBeM81pqPB5JrNO2hobncEQbFAzNpgU5bWgznceI8TYxxZhrPsns9rTw8rMRtCvHoj5TZU/ko/nncxebKhtncZrbb4SnHmhyCSgTiKJDDaRs75+1jKLNBy4ugI0EgJdZKl1nqo0joJ0FRkgGLCAFF8cIjni9TmAIM3uPahprjtpcUzYkqBaUMFUNE1jRtswVyb358hRL/t7VYY7GDp/WO3bFnf33AHxuU11sCiWO0mrHCbY4Su1Yy1EzWhVgza4mkIlnMRlmc7uhtg9MGbyytNbTa0AC+VHQBFvl2WzWz0wZnPf0wMK1VutU0s+TA/jiQS2aNC7lU/M88zz/bYda5sGsbbu8Wut5xfWxlZEXitCa0MmJDKNB5ReO8REuVTAxBbohcBbZe0xaHJOaNUirKgveipgMBcveXhf2TzPGipdlZ7sfv+N0//Quf/PoLJkQ9d38+41yL6Rtu4ne8efuOr7/6HXP2FKW5uZt59f0raDRKJyCTI+yfHIV8g0ZZg+4dqoI3MoKxRuOdwmjPMPRoK531YwiskIxAKRk1xxhpjKNvHFM4S9XkLN41KAyy1tXsuhalKkUrcpoZWsNxGMglohtFsRXCyqHr6PY99w8rzlu6wdO1daugHJ/++gk6ZZwyIqv+KHzYUgoo23jWINaSQo6FWApzzKwpknIh5oVaF6zSeNdQqyHlBDUKZccYIaY4saSIRL9QVMbojLPbi2Az8GvzU/Ctl9UAqURikiq7aE2sGp0dupbNEyoHqbeGVCEXjcqyLyk547UkkEwhUYtU/JJjaFmDZo2FnCRCTmwz8rYw2uAwDN7RdC2lVsK80LXbuKckusGx/6Rn98kevZeiyHlL6aA2FascVu3QZiBnxzpL5meMmaoSY3hgTQtqk/3/nEjg39NllKFpPa6xXDw5snt6QX88krPBeEXXNRx23dZBKJTRDH3L/voJ3377hmVqmdcTfXPFiy/+jKun1+wvPqFrn5DTwn4Q+MQcoQwX2E6RyoxyhrQGSoocP3lCjJF1njgcrtj1z3CuxWpNmBfu3j3w9pt3xFAwzqC9IhNROtM0fgsVVjhtNtO++ZioYRWCtMvSTaX0aJ9IUAX9VpIcGtYK9Ns1Am2XZ9/gndhWjNVYr2mGlmF/xDUtuRZihpgLkKAE4vJADBNxfWCdT6zTQlgk6qtUadlqLR9tXo/do6xNy/bcbrPVuuU8frR9yNfyCL3Xm6XD2LrtOuvHf2T8Ke+bR8uJ2pS+jTPSQW3d5iNpqG7dr9Uaa7bnubIJfOA8B2IuMrUyDusEIVdBlNBKtBmpbCsQRP1qjKGgiCmTUkKRxQq0/Z5pPO6wh11L9IpFF+aSWHNiToFzXJlyZFaFKQfWspJKoNRA3TJOlQxL8FoADlZbKRLQ2Grw2eEWj4uONrX0ybFDsTeVi1Zx7IxMOtBM84JSFu9aKkUEfX/k+tkDUyuFRVHryrdv7ohJc3cu1JqIeRVOIAjiTCucexz5SQeQchR5sdHEXLeYFfOTqktJNWeIOANd7zhea9onTznsLym1YRwjKSWeP33G7b0cUMY3HJ5WvFv5cPOB07iwrPec72bCmnh/94rXP77GdQNXn1+g6kq7u8R1LTFLR9U0BXT5qPp6NOw31tE6T05my1XL1LpJyJXCuEprNd6LepJSWUMhpYh1Ht82rGkWRXlFUF9F5OrGih670ZZd18jI0WaCzSzrmc9++QJlW9K44ktBLbeoGOnaAdceiLnBN6CMRmsrY91t7FErWyadEcZsieQcRDhQ5FBNRUZVQgEB6ywxV0oWy0/jHF3rcEYQWGvdQoQfx75bCWyNplZDzmKrSTkhg0wRFFjDtk+R/WZGoMe5yghUawntTVFul8Y6UtpSFNS2M84R3yiCUoxrIYcih6gW4kkIGbLsasWAvjE7a8Fp6L1j17Y458g50VhovcdUYEn0e8fw+YB92gpSLypKo1gaWN3GtM3gUehs6apj51qMlu5aa0XXNFTl6Zrh33SA/c++aoGL656+aSmh4KiM40oMAdd3tO0RVRyNaVnnEdPuWVWgbQdigHmeubstpHxPt/uU7vgph8vPKVnR9zs0wmK1rmWeM8dnV/QDpPOJznv2Q8/ucCBMI+s4EcJCzRlTKo1xpDUR1ghRgXfYrpHdeM4onWg7T6macVqRJDuNNmYj6hTRFnhDCImcMjXnLVZOKDpm23U/+gq1MWgjB2TjhDLmrKZtHV3naQaHHTSqLez6AxTPPK2oxmIbL+pplSkqYhtoO/C+Cp2o5o/d5KOhQ6uP5+JjQ4emfBToGC0RdxKKDTKSFUDIx5HqxsytSt7PRrFxd0To90jpsUY6Ua1EweqsCC4rfNyfso199YYJRG1wiCphziHXjV5WKVvSi9VCwolVMKjWgDKGmKu8KxXo7WCUgzVBSnSto+tbmq5BW0PRmtUYzlVxFyJ3YeE9acouAAAgAElEQVQc148g9LUkxjAzhpElzuQSUUrjjccrR80VikIXhUPhS8WVgisaVw2mWBgLelbY5HDVYeuWxavkZySeVksIkZgLafuh5H9rvNdaCsYnmqgZS+K0rFStiElRsyaukdbLOKSWjMWRVZJdWc0scRvNIblsRoOtoJXgjFSpRCU31uGi5epzg991+OaO48VnhPAB117T7/fMMbK/OBDXwFAVu6Hj9OYsWLdlG1V0cHf7ntOb71lT4td/8Rvaannz44TmwJv398SUsdbR7mGdk+wAH2f/KELMVORGKUU6pLYRX44yBkOl9Q5vOypnMlBy4NB3PIwjznnGacQ6T9nSQqyCJQBFAAa73mE7i0kG5xuUUowh0+970rsebycaq1BRs86VZVwYzysxVsYxMo8BkqjcSn1ElT2q6pJUYUUOLGBDbMluUBlFaxxSpUln5oyh8SI8yCqwhCrpJHkzR2+qPl1kc5430UIqFVfzx8ihVAwpg9cizUcJEDoHRaOzhMdmEfFYq0hJEWKic4pqhM5SssVqK9W/yrhGE2MhpYzvDMFqVC4oBOBsLDRdR8yFklcZTykpRMTvJQb4phPDsrWQQyZNAf/igtplqo4sZGqCVWtWbVEsOAKt8TSuIcWAcxKY3do9rtHcne9xqqHX/f/46fW/4EproiyZZ59dcBh2ONsRYiAsAftkR2n2lBBJ5zNrvGO6UByffc79h+8YDmIfabuFkhI5Lvhmh7EdMRVScUzjyDRGnn0xcHPzHtM0HC+vSHMmVkV3sUcbw/pwJ+NCa5nnEe8r7Hc8nM68f3WL7yzKaWwnI1cXEJ6yM0znJC/xlDbVrME6hXWGoiViS23QEcHHya+nFAVwoC3Oui2PV+GcIZdMpQigQBWssbS9ob9wmEFhG9gf9izLU9KSqToJPs2AdtAMUrwqU8glUkTcvmUDS3pT1Y+e74Iq5WMmpVI/xZc92knkia6PEgVRsG5KWr3h/lQtm7hOycfYxq11240KmUdwcCiDNQpfFTGKd1JtXYvU2+qjN/OREqTMI0BkC+bOWxes1DaOlQLXkmm9kMAqUpB7q3FOiEpWy+Hbtp5hP9DsO3Qjwsu1wJRhSplYi9j8qBSViXml1i3WqFaq1mLp0Y5GGSwGjaVUI2JDlbbCQaOLRsVCGlfc0KCd2SYR8Jg/KtPRQlM1IRtSjB+Lkpz/jfB1oyWG5dB1pPnMw7iyG6wg4bxD+ImKmhPFVjmMnCelRGs8cQOap1JwTSOzaV3Fl5MLpWR653CHzMVnK8dftuz21yx337LfXXI/3uEcHC4vaFi43l/y9TwL0utUUSWyPKzoooi2o98dePP9a+oKL7/8cy4ujtx8/T2ntyOHY0KFitKZ3bHF7AKnuyCeyM2DlIv4dGrNYhVB5O/WmM0UDVVZMmIxMUptGD1F63rGhxN7D1Mx6CpqmxgLZq9QOWGNZ9f1cuOlIj6h1rPoiOtb0mpZloq2kgWZp8w6g66Wth0xrsG1inaRAkZlha4GEL5lfQScb5J2tT14VItRggJTmz9NbX/eIVQjZTRVa5YYmWOUm7VayOJjkxWLdIYU8xPYvAjhJGg2YHUFo3BGIM7rxr9cs4gGOleENISIeeKqCSHROMjaf+RnWq0pSdEoI9mGoUJXBd6cCq5xEltUkiSzdz3xdEdNI1qJF6tqgTWQPcY5ul2H7xogMd6MuKczarcjHwtLSLicyLZhNY51rfgSyHWSrsQWZhZqCjx/8pxxHtHVYlRBstP+/V91CaytZl0Dbd8QS2HXHyk54dodD+eRJS083J0wR8vDXaSme+I80jQNyjhivqHk5+R0TwwLyTia5kjbDNRiON0+UOpMaw3pfE/tNK7dUUtB2ULKKyoWrO85XBy4f/dBbAMkprhwun8gJY1rLDEmapaDpd95fFHcvgvoKgHWKRdSzBhn6bqGZQ0sMW3h71BLofOOoW1YY5BDtlpcI9OjJSbxLhuNLhVVxQuuqCivKJ0hOxjXmb5Unl08w9TClBYSQukqJVBKZRkrp9vC9JAJ4add5aMXsyIYSCfCe1KWIv1jNuV2akpM4HbgoShanjG9+arrtuuUXN5NRVsgVem0HhW3CskGzUVaVG1kdF30o4e1fjTs5yJ2fqOhKAlwUEX+vsA2JhZNlNJC9vHWbErerbN1MkmruVKKxAV67wSH6Cxd09AfOvzljtIaksrUmolVrHsFyKqypoVSIlpXnPaUagRIUIT5q6tBV83ONyIWrWA2/0tVipwLak3UORHGRZCHTmLZBPKePwZiy7/b9yDlDbjDR6XyH7p+Pt6rFGLMjCVLx9OLh/L2YeV4bFAloa1gnNbFonRFq7zdIFBIpGqw1cvoTUvOnOwBNY1WaGu42LUMw0jbJDo7grnG2oaw3jNOHcdjz8tPDBZLrw2+avzO8WEs3C8L8zTx4vIKZxrGm3esZ8u6X3nzw3vGu3dcfuppvGIZFc+vPiUeMif1De9eadQWU6RR5Ag1FxnZWofVGdNIuLWMbL34vzRM80TrDLlUWudZwioGaiXkCG08OUZKjjRuh3fglUVbhXMNWkFjod9p9s86yqHFKs2+G9g1HV0x3J4mYoigxRxsq2NZFalKPYcCpeUHrbAYLKmKIfsnEorapOEGtFTdOT96IKMclOgtFw7GNW4kICNVrFLozUhciqJqTVRhgwptmtiiZWerJGdB14oxHqOURLY9jouLRP+oIt9zYypTVuSt6m28JUQIWUZY3mga64kEgtaYIg+fhHeDbzyqREpMeJfpuo55XQWsoC1GeZwBYz1Wyc6r37UobUhLYHk9YV8YkssECmtJmGLRKpNLZSqKWCpTnFnzAyWvHPuelBJLmJBCxcqB+idxFXaXLU++uGI4DJzjys39K5ztaJqG+zc/0JmWtt+T1Ai6Z74PGFVYc2WcpECe1wnsLe/ffCDHzOWzZ1weX3D15MCHmxvWaeJwvGTfDZRQscaSTOA8P2C0Zp0Cx/2RGlZUWUmTZxpX4roSUuZ8WuSwihIgbo2g8cIpE0OkJFn9WGuwFfre4r3lPK6EkMUiYNymfpWRbuMaYsosITIuC492ixQTrXNYrVG14pSlbR22dWTrmLJhyIawzBy7K7rjE/7fb79ijmeW6YE0T6xjYL5bWO4Scapb7JWRwrtKH1eR3MXHDaFWkhVsqsAJHhM+/lW7KT7OKh2k2byUVQmkwWxBzPJ1yEjalrqNf2VPmbffq6ViKLAFZ1slwQG1bp7DWik54zZoQa6SVAQFq+TQTUXAJaoIyMBtCFCoqA3uYq0BrbBKnA/OSji3tYamcTJtNIpoNAviJy1sylWtUWRiCdQS2TW97H+FmAgYgeYXRTHCK29rRW+FuDGCPay6kmwl1STFU4zUqFFaFL3FFopW/wpNWLdszyohFjX/hAT8A9fPd5iq4q3ndlro3QbcTYXOW87nwNAb6lpRzpBDZtd5QhJ8UShBVGtG4NreG0raBCQYvBVgrysr1jssl3TaMd6d+Pzz/0IhM00nvv7da548aSloPqwTl9dPuNr1TO41X51GYoaShAH4/W+/o8yFL//8N9zPb5nu7wjnzPBJw2F/zWF/zf/zt//EkmfUpaFsY5rLfc/9NFKWRFFbiryqHPod4xoxFaqBZV1RpTI0DedpoeuM7CRUZVyTzD6x+LZK6knJ2+HVolXaSEAF01SaRg7K/fUVZn/kg3mLs5Vm19AYi5oU83JLKZW4zsz3EykVwhrJ0WwCgK3DLdtDgiS/R6W2B227obX8d1E/5e0ZJSPZqiUnECDEIEIJBChA3aJ4qsEqTajCZERnjBI/pFJq80z+JO9LRTIvvfXUIN5FMVlLbl1VHbkonHV4V0REkQvaZ/rWEUIlZOg87BrFVOVGn+cgIyBnKVljaqJqRS4RaqTvBsKcWcsqEH9jcMbQdS3GWRmPVWh6Q9n1lFjINzOxryTvmIynLZqcRnxNRNUSaiLWmZoD+6HneLji/vSOOQQa31NWy7iG//Gz63/BpbSi6RyH6z2n6ZZlLqRwIoYVe2qZzg+kfqG1l3RdR0/FDj08VF6nxBoy10+eMxyOTOMd8/IAasf71z/iHGh35vMvPuX+/p52eMqr97c8fe4wpkFpS4hxi9sasKayjA+EcaEbPOPNwvtXt8znlXXNmEYCHppjR9MrfJOg8Sh1popnHkWmbz39zm/xgiJ6ETWowBCcFvNgoXyEmKcgOM8twZFaIwoHShI7+l3L7nKgNC3JGKputizgFZUqdo2MYaGkQkmeNGfSIsSympVYpaq0DGorXI0SoEfZAq7LdjKqLUdS9pk/+TM3acImCZG0IYBYQKmCedwnskEQtuf/sbWVD/Mo7hFFrVZCaPNGo7IkFcn7gS0QXPJ9rVLEAkuMFCPvDl0EhiBdbtmmTFYOTl3RteCNwXmxtZltv+qdePRd51GNJRrFXAvnUjjHjdqjq0SApYVSAkaJXzJt42Qpvp0AEKq8lLSxOMABhEJdZZWWVEQhB2bxkD1oD8pWkpUuNucqvvKqKMVsAiJJz0p1/bjK+kPXzx6YkAkx0ntLLZUlF46NmOFLLYSosapQotlGDYaYZzTCJG28FyRWquQgHkLjBOVmtMa14A+BXO/YPf+CeZLYl6snz/j2d/+IaixvX/3Ik92fofyAS6B7i2kNb3+4hwyHRhPfTTTG8P13X9E1z0SJVXuKmfn1X39Bu/+U5ZT4b//1Hzmf77AXllQVOckse3doeXXzIFFZVW4o7yxoWQDnIh7MUjJOW3KNGG1QBfatR6tCDCveCgZPWUctmYd5YvCOWpPYNRpPTSvWWvbHBnvRE43m4fwB10f2Q8v0wwND1xGTJ5cVbaCsoLXj4eZMWiHXzKOvqwKmCgs2k2TfuMnEzeZDVsiusgq1UB6kIkklS8qUmjYeozxAj5J2qVaNeKqUQpPl41eLshpKQVdJFoklC/1je1xzjrjWorCEXImP2CxVUcZRSxSAQeOppaKLjMcsgab1zLHgrMAUrKpC/TGKKQIp0LQt07xyuWtZa8HFlf3Qsj+2nO8CYU7sDk7Uvtbgm15EV0rLw3axRTYtgRwTK5W1d1tBMuNtoVjFGldKzTjfMQyXNN2O715/i3c7WA0qyeTgT+E6Xlxxsb9kuZ+Y55FQFEodcF4R14VlTdAZuq5wdf1MphblxOvTRAkC5Bi6I0a3hLCATsRlpTrNjz9+hTMe4xTkifXuPc3xOVlXuk5zPgeMUvjOilhwYzArZUljIM4rp5vAvERyztRqoKsUP2G8o22O2F5LPNsqArRSIsqCtZplzhit2A8WbUU4tusN57OoWkNItNbSWkutisY5EaZUwSq2buvgdKE2CjMMqNYRN7pOyIklr1ACKEtJYfM8KiTdTpOzFIe5SqdSYBvx/TRSVfoxiUS0rXkba4ISYU1lg5sjzzB1A92bLciB/5+yNVclpJG82UK2QrfqR1LXdqRWgY1oJbtOt3VZpRQREWVIFWwVkZDXsCSZCmUNuWwcWQNWSeShdPKGtpXsT6sKjROajzEGbw2N03Sdww0ttJbiNEkhwJSUWVIgE4j1EbCS0cYxlRmt/SbItDht8dptX7cVJb9SuFrFl74m0hJJMZJTJIUtRKNRqEahtaMi4k6X6zahk31swRCVBEynaig/Qy742Sd9Wguu8UzTQkYAxfenEe8UvffCSHUyBmSD6xKMAHGrEVIEhpRnXDWCN6sKqxKpSkTN/insr/dUc8F4+gdefvYrKpGHdeIUEs0AvU4CMq6OJq58f3/izfcTlxd7ljdvcW3Lh7dvmc8fOF5dEF1mfziSQ+Dy8y9Z58hvv/o7Prz7gHIa4ytuOwh8U2h2DoOhaIMhoXTLukLn5KZbcyGnhLcG5ywxCyPVW0vjJS3EsdCjJVoIICdKSqxaBFGmGHmQjaF1DtcqQqOZQsC1D6T6gFF/QW88fbfnx/c3JKe5HvbcN57cNNjO8PbtGV0qVRXYVLK1iklbab2NXdkqWyhZbX+W7QVRH+tXUBt4edtVyGhEyS6STUygy2bSlso25SpKM4os0TcbS5Htr+xpNuFCThnnFD4pUkiyK7aWkDLGVZqS2Bs50PKqqCmzpkrrDL4VpB/KEUvFhoy3hYumZVxXakxopXERfO/JoRKWla5tUIee9WGkrIn2sKdpPE4r9ocBfdCo3qHbZtOlO/S00lAIMRA30P5coeaFkCJGWbxvWEsmfbiF4lDFU3GgNN79aYxkW2/J08T92w/kajHdgbZv6C4uuL+5YcoJW3qqLZScSEui7wxRaawfGNqewfvNMhHxjSGcAuus6C4tz1/+Gd99/3uM63h/8yNfHp/QD89JjGg1kkJHax3GRMZxot+1rONKXBMxrSyT4O70YGmOstlqeo0uhrxAmAqd99ijpW1baincj7ekWkg5YF2i7SXnVSs4nwrnOUlhjBjSjZf1S9325CDFoVGarm0wTmE6JwkZSot2Ic+yNuha/O4SdzjRpDPLMolTgyxNQa4fqTog6UHq0VoCAmffukClxRrxOPqUkazehD3yZ6qS9KFHDUVls8QoBOuHWPRqFcubKF7txy6wVMlvFb3BttesEptmrKZxipJFIBVR4s0WoTpKS5auqFHhJ0Oo2E+U0hsMRW982LrRjAST572QlayRNYppHbXxlO3gj1mEW7lEUg0bz1XGzZGEtQ1ds8Mo+4gnQytoraUzjk4bbK4QKzUUaiikJbNOkXVeCHMABSUm8prwuw7jHdoJwUgOflFOz0XegY+ACREb/eHrZw/MrAPLWmnahrhWjDeUXCUvsRbWEGm0omsscZUXlqkZqxyNhhij8Dg1xFrQJeBKxeApNmMHGHZPuH7+Bfn0A4fhGc9efMk//+1/5Zy/Y779jNUV3Ke/4O0PC2cVuX5xye2H3/NXv/gLvvv9V6i64z/89Sf89//7H7h+8hvs0LDftwz7C541X/IPX/0zd6eJ2x/OhKWCh/7ouP0uYEziN3/+km++OZGUxD+poliXibbpWWIhZfjVZ3vOY6ZpBgqB02lmnsUyo9ZEv+sZDjvqWjjsdqSHlUlrtJdDpe07iioQM+3ghRZy9QQ7XPLgRh4KrO93TE3g6J/w299+jdWeUFbevb5hfVgIy8LpnexJJQHAE1EolShGhAFCP5EleNFVIrGKKFXlTpY9jdkUchmFVTIiX7dlt1MiSVcoYs6oqlAe0ibRr7ViiiYXBDe1xXM5IySXxmtSUdhaiVGyNr2W8c1axRIy9JnzWlnmgNeG6+OB+wdHDSPOKZJWQo9KCrQhOTidVzqluL5QPH3Ssy6ZMK2UDI2C5vpASY68ivVof3W1yekd1y8uqE6jdobqDRx61v7AzTTysJ4xvoVacdMHSqms+jGoV146ylRq0SwPiZAjF7vntEZzMIW9M+g/kQ7z9uE9Tb/j4FqGq441J/qLA77paO4iT57tcUPD3rTcj/fcvF3p+47zQ+by4lMOh09wrufNh295934hR839m5Gbt4lnXyh2x1f88uVfcXX4lr/9b7/n/fd/z1GPRDcwZ4cxM9/8ywf+4m/+hm/++V+4u7nl2S9fcv/6NZcH+KtnX/LV3/2OD+8n1DOHUhk1e96/X7l7fwNKMwwdTdeS1hHtDVcvLqGu7C7uaYaBZVS8f7Vyvpf9e2cFB6hqwRvpAI0Vv2BRFedh6Fpa1XL17Eh75Rie9ZjGkFXA6cDBa7zLrNMHbs/f83B+zXl64HQ7cf9h4eEmMz1kShLlv1Yy5sxxU6pqOUAldstsfsyydboyvXmk+FgtEHNRvxuqQpJ66paetI06K0V40kXAASJkkYD4gOz9vLFkVT7SbJTSFCpLSJgsz2znpNGZo2JeC2tOFGVE01ES3iqs2YrnrdtVSg5dpaRI1psf2WlD3zicN/jG0DaetvO4wTPpwpIi92HmPq6EGjC2srMDxh5Ba2JaeH/3GmsaBrejVR6DQOcNiqZCXzO7WtA3E+s5kcZImALrHAnLzLKurOtKCBFnnewos4ZgaAaFPzSYrqE0YhifUyKklTUGCgaKoz4Ksf7A9fMHZtTEXKgl0nvDNEYar8BKKxysJVExRdG2jvM0byM2KFqjTCGmhEEoPqVogjY0WpBW1892uM4w7BTHp18Q/J62eU7M/xdt67l++YJvvvtbhuvn2Pqe+f0IdSJMiX/+9u/5xX/6hJvZoUxP1zc8efILuqc9ftdTH264j4pXv/+B2w8j57tIzpXu0BB0ZF0Wdn1DO/RM4xsMEr1VtaJUsRLoKobn27uFw25gmmfWmgkhYjCbKEqj00/cxRwj/UEznVccoKyoylQBlIea6YcDh8M15njJzfwjqloKmnE54U1l8JplDZRlIs93LOeVeVQsk4Sx1qJEhbsdQBVAZUz1VJVINaOrBK4WzWPCLDUnqnrcsciDpJwiFQm/Ffm6xtlCrFJd56Jpq5Xgby35fXrDguWaZRekDa1WnIMog43K2wP/E1LPWS+j6SICBuc0U6zcjQFlJ0kdKAZNpms1aZHDtvXQmo6oE6lkxjVjm4rXmmobiVwKBbOuWCcJ7jnJZMC3lnboJJj84Mmm4FpDqZLReDeOTHkWWX0xqBxxbQdKE9eJNU2kmuT3ivg9nTXsnSOXlaUkbFH0+k+jw6zAcl4Z9pWcO9bTwstf/5pIoZ6fsJjE7rIH0xMeZJ+UlkpKkbb14kHNmrhollPl7tXIeANhNbz5XeXZrxK6fs/Ty0/45S9mfvvVt7zxb3n+2SfsuyuWOFP8mYfzmePLl9yfb7m/PeGGC+Zp5PkvX7CsL4h/9yPrvSK7ih4Cl591uO7A3btJRn/WErHUkkSw10Lf7FC1Z3wb0SlzaLfdlyn0vePNu3tSqRw6v73wM67TuF3CdGCKBCC0B4sfNMaZzSy/ipUjCxu66IkQZmKoxLWwjHJYLlMmxLQJ5gCkE6sfF66Pe8a6rRYl9F3ELnXzY0rnlnKR6K2at8OCLUu2brMhhd00A3pTvUvslkTz1SJKV6vNR4V7QbruUrdxZBUVbSlCBPJO8jNz2nAIVUGVBgnFZhXkI5rSGQGwWyNWF6MlK1V0AxbvBGHoW4/xjlUVVgrFCGxCZdFUFC3qe12lG/e6Q1cHWUAljTU4pbHK4JWhNQZbK2UdSUsizIF1DixLIKyRZY2sIRKCMGP1vOH6qpJ1jJV4QOX0BlkAs32fAHQt2H+rDxOHRC5l2UU1bSZRyLGSKrSmYLwIS/JmY9C60iqR8s6rpIdrIxLoJSiJ0lIaow27C6lGYshM/ZHr/SfMDxPPXnSMy47b228xtUEVaK8v6R5OLB9eo7Ph2WfXZNNx9eSCd69fcb4JvPgsEx8CQ+/Z+Qt+ePMakqNOCqUddpCg5RonSshcXz/h/iaQQsYasV4sIUJVrClz3VToHPdTwOrAHMRkXJX48brmQMqBUAI2ScqJbySizGqNdQ7biLm+8RbvNZiK3zuSV1ztLrDLwOv7W1gbmr5jWd+jqNzf/Mg5jGAr/ZBI0VPJkDfZt9KwSQceM/WE9CM/g5zzxn5FPFVVIn1UzlQVyWgchrhBDKjCiZRIsEfUnYxYrN6UcpiPYgJrNSRJQ7Eb0PLBVFKW+K2kZTwthYKAEFqnWEsmhIr3lWBgCZmH80rbWbwWX5WtFmwU8ViI9LuWWAbWeWFJBbdEdn1LNzSU9YG5BuoDHA6KtvNSzKRCihHIEi586MjpjG8hGZiWGWLAWcuYV8bpgaFtCEq8dIlALBOFgq07lCyDxbPKSHE9WXck40jljz9g/56uZQqkDtYFLrzDmUjjC03RxMajTcOuOWKS5SGueCNFTkXTt1UADcXwcHPi/C4y3lXmqWyZsPDqn86Elyt92/PJi894OMOH0zuGeebyuGJp0LuO9TSSnOP44iU333xH0C2+lV3/Z7/8hPPdyrffyuh7ihn9NHDxyZ7dYeD99ycJdk8F20LjKq7V6Oq5f5OYz4kcChf7gcuLC5YQiCnSWIuisCyBrnWUlLDe0u1kdaRTFQh457HWUlWmpkxJhlAt1mSKLYS6UGq3hQZYUkJ8qDkLtWdTnepiNmydPHuCT1Q/2U024R2b0lQjyRkFmWyw+UhRG11Gby/9KrTrUtk6Uwk2ECCMiJiUejxYZawacyXkjK5brNmjtUxrKbhjpegi416nqZXNxF8326B8fqPFemIttI0RMY/VWPuvKEDGoYzBGot3Duc8xlni9rVl5HuUSKITrIWaZUxeUqHVA2YjrzXGMhjLoDVefCfYDMRKnBNpDoR5ZVlW1mUlbD/rlJOkLlWhDYVUsGvG2Ig2BrbQaqscg9F0xqFQ0l0jmcd/7PrZA7P1lhSE5XdaI3srRtPGJdKimVNh38gPRLGgjaJxDVQxsDqzJd1jScUigD+N1RV04dmnR6y9oh0u8W1LVg1hOZONZToNTPffo/yBD/c3ZGM4PDly/8MDQzvw2ZefEhtNrD2/v31Nt+u5m0/Eu8AXX/4lrnScb094p3n68pK7//6BTOL+buLyKOPCJ0+PfPXb16xJstGUFmtM23iWZcFd9MRT4HLfU2sVa422KBKqSDq60QaVzGYaLrSNFZSbyaSqaTsgJ4ahofOW7sLTHR2qDdxOX2PVgQ9vv+bz60+xjaNt96T6hmhFXbY8FKiOtjE4V9AlU5VDyDZsCrxMqQbKNgqq4K2ibJUqGEkv2JIM6uNDWCopifoNpIp1zpKUiHa0ArcFwBpjMFunapCw76wzqhTsx9DdKqKHVDBWzC5kQEuCgaVSjSEWjc0wtJ65RtZQQCdorESHVdC2Yw0LOSZ8GNkPHaXK93ZeK85GvAdrHUo7pjXTTBON13R9i9EelQvhvMAxk/yOROIUIqsKTFlR3ZYckaUTCMC4ToRwlv2srrja4Iz/KIIqCdZQ2PXyubVSmKL+wNPz7+9a1+0FmDJx+sDlpwd8o8iL2KTUoO2xRVMAACAASURBVMixpRv2XMTI2RlKWHm639E7jzOO6TTx8C4z31XSKkg0qryE3369oE2lb+/48uWv+PSzz/mnu5n3H04crzuMv2TfvuTV6TvG128Ynj9heHLFejvRNB3j/cyLT55y9fTAD9/co3QlRVjeVfxnK8enF6h6xcOHEWU9MQSmUe7RYRBgQQ4CI3G6MHSGcc6ENUBVeO8RVWzh4qplt9e0zkKyaBzWNyjXk3HEXIglk2NiTCvaVLxrCathvoPxJnL/YWK8DyxzFhoPCjabCJuJ/tHs/xEVu4EGpMnbjF+bdL2ixDRfZZUj9B3EuK/K1ok+qmL5SPeqRYRCFT4epLVAzILLs0YK4JRk2mXVFoOmHtWplZRFzNM20iWaUmSNtu1fyyZMMsbIyNWLVcR7h1b2cc0o+M+6RXtvaTCqsShjNpDDo+BGRFCPcJhNVMzOD+y6AaugUYpOKVo0jkKZVuI4sU4z0/1IWCPztLCugZiSFC1lA85sVpFSEilFYrLYYLEhomcNDrTO6EZgNEITf/TE/vHn+edFP+csSQRR1JfFahplaFRBd4E8izLMmEwJoI3FG80cVhrlNil5QqtCKgvaOZxKYCz7azifLc9ftowh4oNmf3ng5L7j9jtHqZpX728x9Qk5zNy9+Y7/+J//D95/O7F/umOmUlPk/Pr31IcHfvEXf8n7V28oRLQOfP3Ne779l1e0piEOW3ApiRgtVYFvZTzwcFpQaFKOkBIBSckYmgblPHNagbyJWypkTd965imRU8A6Td/thFFpNa4z5DWjjUWx4s2AMpkUC+5CsX/qYAe2a3j54lOezTvefPsDvnOEmii2JYSJYXAok3AmsDx0LK8l9y1tlhdVq6hjjd66R00iSXVKlYdDy7ilUkXZphSp6u2m1duDINQcahZIvjasOVOLxm8VpyLhtYyQ6mY5kRQTTcmFoEVZ66wip23ctUUxpSoqRV3zhtYClZQkxxjoh5Z1iuJvtQUvRTLKKHKR9JhpDrRA7y0piTBgDSvoQuu9cEAbT44rcVzx1jIcWtpuz6O1LVNYi+G8Bm7Xe+r2/9SicMpSm57TfMsSTigKxluolsb37PyOmgs5S8dazJ5SDWod8VRa/L/l/PqffqkiP2tlLWhwPnN3PqFqj2oKzWFPSgXyyNWh4FXhzRzx3nD0A33jeX36huk0k0uicY5lyRLNZw3LXHj3TcSoG/b9gf7wnM+/eMm//PPvuLqeefp0zxgjdm8gGO7e/MjVp19ArBIiPzSkqnj58lPefnPLh4cFZTLrmIinhslO7K/33N8UwpoYdjvG05mdaRnTzOGFJsWemzdnpjmIty4mNsUaWhuGvmPYOfp9y77fo1SETXnpBgfGcU6VRS3UPKHqKFaRaImLIUyRdz9+4PRh5P7DyPgg3s/8kRMrB0utCrvZJR4VmQa18ZDFT6mV+kgFevRSplQ24Yz82bJh8fLjIaoFQCK/vtk8jBCySxHFqNnQeDlDiEWweFr8qKWA8VpWT4j38LEdFVCYZNta4zBWPocES/80ztXKoI1DbfYO7zwhJFKQ1U5WlVzcBpTXaOcIGpZaJOWoFAEQIEInqw26SEF61e44dh0qBVyu2FjQUczZZY4s9xPTeeJ0fxaofowsUfCpORcRXRX5HEYbsioEJa4G5ww5WUou4uVNhWorNRfKBnwXlOAff55/9sBMm8ADrShFM84JXeXhKFrRNEA16JyoyshfMK+QINqCLhGUoSDknLxKqoZSjpAMft8RQqRYh6metiome896KhibWGcxHLd5wfUtDx++x7Q9pSb2A9ycR6ytzA8PNK3j4e0tn/3qyJhbAieyySwh8ebDQn9ooRRUnFA18exZx83NiZoKrVNELfQPWwohR758/pT378/knFDWMgdBznlr6Nye3IRtn6exDWAdQRXe3pw4NtJll2woyYKy6LwKcWJvyL6yrhOvbu55cfkpn1y+wB40lsQpaLRdMY0lZcf9g+buh8zDbWBdEtpYrKrCyVQWjdy83hTZqyQkAWSLAKtUoRlhJIj64yhIkVQR03EVHytIZSo4L2isQhtFLAqPR5uMMklGM7KhpCLYMVstjVXELKOeUB8l62LjiFEk6I2xzDnQGMW6FnZdixk6lmmEpFAJoIgwA0O2jWSJLomu1fRdS6YSwsK6ZNxB9quVircdzmucsaha6fqG/ZMjhcy4LCxVEasmlUooi4yElEZpRdaZcb7DaeiahiUGioZWS3FgqyAhU4WsDVPIwrek0uo/DdJPqoL/6o+e5tCS3SW1tsRaOT47EGshBk2lUOpMWE6c393x8rNn0A8s80zNGtNndt7wcLepQhF/Y02FvDref5tw9kf+6n97wsVxx/Pnz/j+uxuUP1C1YrffcXe+ZwXefPcD/bDn/vYtkQE7OI7twPGypxrF/9feeTXbdWXX+VtppxNuQmZospNCSXJ8sN/856VylR8syepWixRaJgiCwM0n7LSiH+a+oFxldrX7xe6qO1l8IEgCuBdn77XmnGN84/K2x9aa421PdoXSZeqV4e76gJ8jXeeYDxMjmpJ3rJ+eMQ01cx/ZHWZW6xX3uz3WGpqmZntywslJzfZcui2iQ1sRxZkWCWp/iMjSYUkDMOhomPqB3e2R28sd+/uBoY9yWC7j2IeDkuWARC1dIMu/e5jIKoMq5gcfdZGL6BI1vXSh8nPlvKAOigREF7UcpEVEfT9chB9CoGV0K7QfmEMhxyT+SquIIZGLxgnWmhCREfJHfq389mtrcOWhM37g3YoPO6VMyRIKH1KhqhSurlAhUEomxkgIHh8DVQrkYhhCYcyRKWeiKhhjaI1d3j1G+LcZzk1FmxLMCaYAUyCMgTB55skz9KPsKOMSX4iSIA0l8YBkOfzSMrlKKeGWGEajFc5ZKv8AFdAoHFYFnMpkBUnxEPH0f6zfDS6wihAijYNjiVCi7OWsZphhVYscN6YFrURg9hZtwdjEMMlYsBSFsY5iZEThLBhjiXEgmYbKVfTMWL1DpXvaJIZZV29IuaVrAy8+/yu+//Ad6+4FYfjAt9dXtE3Fm6/+mWkq5H5A6ZFh15ATxHFPCnB3fSRXhrEfiBZQIvs+fX7C67/dUZJYJ5RCksBzIsTEdrPi9b9cEnLkUHq0aZjjDKXG58i6bennkTlH7o8Tq1VHmCOz90y6om0sOQdKjmKHqQq6gdFVhNnwYlNzf3XJafc5nz7d0jSJ277i7vYt43jAR9jd9dy/HzleQZqiwM2VEm9UUsiKPy1RRmKOdkYk8j4kkpJxqs3SUZSclkR2s4Q15wWt97DTKKQSKEXjLFQ1UDKTB28DRsm4xlYK7TIqFIm8soUYEqpuAI/OispaphgwJlIZTUTjh0i9JJm47FDaMI6JqhJYcyoelQ0YhUqZdW0ISUY8OUaGybNaIM69TUxHTYqa7fkG7yMOja0d3aqlqWt0SdSbCk5a6v01x6LxKdI4CbJNyF7F55nZD2zrjnXbMcxHifmxNc40xJjAz1TasW3Xkj1aNJqaSGT6I4n3AoVtMpvTNduzDck6TrYrpuhpV1uSdsy7gXzs2R123B4OHI8z3eoMU2+4u3rH4bDHVDXjNDMcveykSqZEvXzuIlXtuPq2583mLT//iz/h5YvA7tcfuLnZ0WwUSdWcbDcMx8hw22PdhGsM+9v31K2lfv4p27M1t+/3mCh80VIU4yHhqgGlahSF43FgmASKstrWfPtV4dXPdnRPGvoh8f31HSebDat1y/7dUYg3WtGtzlDUKOvJMeOaRqKpKkexCoJE+xXOiGmSsXMcidPA3B/odzP9PjCHSE5y2LGozLV6AJwrkpLvzTKV5UF8KesLUZuiIySZGGkKRRfM8nwWoJQknaVdVPDLCFctnWsqLKHr0mHqIgrbmB8MoHKQxuVrVwtvV/JBAQ0+lkV/Iod8zIIurY1Y/1CavIyyFRrvC6kS1TzLhdk5EfiUIrvQUiCGmRgtqmimCHNMy8XW0GpDi6NSYq/RFCqg7id0LuTZMx8n/DDjF0HPPHumeSKmuOT8LiNrWeOKtUUL5UsnhdZyvCVVmENG99P/ZvOpi8aZhsaxABrCkvP74yK+33lg6qJYbyz7PlKKxzkZ53kfCSURckVVkkC8baYki2XCGI2fNCWrxf8j9Jwswl2ygc1ZhcoGk3tW9oJsPWO6oYRMm6CPibPtK9bbz+hcZjxkxhlMNSCZjo4ZzdWb76m2n/Hu9RtsUVRd4eb7A5fffc9wNzKFgm41bm2YrmeeffGMbL4n5Q3T9J6SM6OXBXdTiSHaVA3DHOTWVTQxZlq3+Li0Jk6BqtV0bcewPxL9xJgVMXu0NvRjTwiOrnKUMtMo2Jx0NCeybxtL4TglTrotm8awOf+CjQn893/4a6apJ4cghviCmPaVgWwxRViJJT3cgDQZjy5q8YDphahTlnBuKKbgljGuTOrtMqMXdXOxCbLFKmHDZgPE8hGoLjxJUbdmvYCQAygnCrOURO4ecqLViWhk5NpaS8rgfcHVCmMzMRbCFFhVhjlLEHfIks+pQdSp0VNpzW6EVePEKxYhOcvsC7tjz0XrqKsa3UEYE6YUmromzVGUwSnTVY7aOtLsKbklWUutCiQRadS6wtmK+3HHOB/IOfDy9DnGWHb9QW7hpsUmwzxPFOVwVUetNLWfiTnhqoKt5BLxx1AhFvpdYBomYjzHNIWVDcQQ8fsjR1/YnnzKNNxhiOzv7ujWG1ztyNFzf3Xk5v0N1Ip+n3+wTRSW7khJ4ELUuA7efP2O04szTp+e89nnz3n95pJXXcdh7zk9q3i27Xg3zez6nvPNluA991c7qnrLl7/8nMOxp//qvayGVhIAP/tEW2eaVc08RVISdmsTDJvthutve06fjrTnmpt3PcPsOd00VI1F5czxeOTdW08pW549f4JSsnN3jSUqGVGWFGhsRSjSOc8xMA8TMXpCFGFbypBTEeVqKQvsnMXLV5YOUV7MWgsq74Fi8DCKVHrZ8VOW8GfhneolGaTk8nHXaLT+eNnPi59TKb2Ma8si9CmEkrHlIb3nB3UuRYg2zmrGKTJ7+X3URtS0cmg+jHszcwhUlcU6iTqTS+tCE9PInpVCvcBKtAbXWLAOZeSfi1Nkk8hapmFGKZxS1NrQKUurNC5mVBSBFSmRhixhCz4wT55xmBlHz7wA98M84/1MXqDuclHIhBBEIVweOnZF5eQi/tGTrjRziLDrSTGR5sA6FVZPVwsIoTBkmPIfKPqJFG7vZ9adJYyidCzZsO0ycVTUTqOiJqgZnSwJqCzELCOEXGZytmgtaRkpSRez6hQ+evH3LW2zaTp28x1h7Xj6QnF9u2fTVuh54hc///f8+vVv2bSWbn3G1dXA2jmO/S3bZ684++QZd+/egy2kKRHUyN37nnEukhBiFXFeBAEVNKZBpcyTT07oj3eSaZgjkw84Z+iqwvvv73BODPkPo8+TTcO6qahsw/1+xpqEayylaIwq1JXAgo0SE65VmgcL7MnFlvXTFq9bapNZNVuM7YjzPemQubm8xjBTrWrUoSV5GPrCsM/4SR4mW8ArwEQMBgsUZYSJ+UDyQS/humq52RrJtJShrBycRZMekhQAVykaXQt/MUcoHoeoTa2ypByF+KMXDmMu2GSIKKKOJAVFaWKOAmK2UJtCquyyX1DUlSVZTwS2lShhx5CF38gSW5TSvwLaa6YpYYowdmsHm8riU+Rwf2C1XtPVhjgUhn7g5HRLciK4yDmDLtSbFtfWjCVxPQVQgUoZgrIiUKscvTf0SyqCT5HxeMCnTFV1ONsyT55UIrqpKVVNNo46HqlTJg9FkF31H0ceZgiZwyFxPGTWPtGmGRWecVob+inR39xz3F0x7684HN7TTwMvz89pm4bj7obbmzsO95Fmo5l7Uc8abWTOEeVlXhQc+0BVOzYvEt9+8zWnF/+O56fPmPYT/e0NuV4xNIpu03EaIjfpSN8fOXvximnXEw6Ru/aGL/7sU7Iu+L9/x3CYcWcOSuLYD5yenzINgWmaUUXhx8T2tGYuLftrz/qs8OSlZrxTHIaR9aqjPw7UWVP6wu3lkVXTst40RJ8Ydx4VMqYRBKQuGeMn/DSQx4mhnxj3M+OQmEbZuQtujmXEKuPQxXGJVpA+CvPk0Cws+oPlvpuSZF6Wj7ADvXSeP8RwGf0g7vkBfVcWVbZadqZlAQtohNYjHmLxSZYiwQxGayptUFozKE/IGRONiAUXjqv8nEWyZ1GQ44K3s2QUUYnqvXIaa4TnLBMnh2ssVVehKiuMGZPJtSK2BmU1LZbWLbg8LHXWVLmgfKb4RPaRFCLH3Uj0kRADIUgyjQ+Cz/QpEXLBZ5iHUfa80mqTcsJnsbPlB6auRnKOrcUYaRRSgZAzel72mnZge7bCOieisQg+/YEHZqUNo5H9l7OKKQjeylpHU2VUYuEMVtROVGVTgM4ZFrssWUdUEtCB1hVaZw47gEw6TOgnL+hD5My2jMBdaGAbuPvgOW23fPeb7yj5P4NPXJydQB1pXUMK14T5DZ//8ufcHw9UVcc0ZOZdZugH7m8iIWYyEe0U11f3rLYtWV/S1M9p3Yp5vEEWfIqihJKTcqZuDIdDoq4crio4B1nNvHzacnNTZNGfExTxX5aUadqW2iiykrgZSmazsoQEhYi3CdN2xCwq2/3k2a4a7vs9eRzYTZfEEBnGHq0ayDOGjEqL35NIwosMfHkxRQS5boymMpmslGRdSp9MBHTWS9Cz/K217EpyBJUKXVtTayexbT7KMrwIaMAI3p9StIzVtV12LYWER5mCihldCspZiQHSBbfsatrOUAVDCIkGcFVNDp6EYuVkT9p7mILHoXGVIxmYk2FbPwCTZ7SrQGmsU3RtQz9l/PHI9myNPlkJON6PbDYbrJE8z6INpTZMJdCHzBgTYw7URmONYyZyGK85DDu8H6ms5fZ4S8qgXcW6XdNqR3KGqBTFwZQnahTNZgXDQDxE4uVEOMz/96fX/4tSGR8j8zBS4g4VGrruAs1ETCPrJyuO+5l5upUEnvUJ5xctJR/YHW6Z/ECcNUOWz1KIQUQdyERDaUMKnpJhfxfRrkLbxPu3V/zki0/4yQvP12+/Q1UV0zFhTcv5s1OmHEj3I9FPnL684P7dJeHDxJPnZ3z6s5cc7w68+eoWf/B0W4eqB/Lg2Z6u6L+bRGQygDGe9brm/jZxfxVYn2ROLhRX7wtXtzuckS6r6xrmOXP14Z5iarqmBd+Qx5Gqrgm2Ys4FW7fYMFAyDPuRy/dHhp10PznLYSjd4kP48oNL8sGDKYoetYAAlNbL8yOXWuG3Svcnz/RDhNfHPzAeIO6yXzQ/qEwXYtfC78EsJ7Nenr1UoCzqb6Myxcio1BihCWUSucgeMi6Uomr5/ysKzspXZ6yhcgaUwSu9BB1YtLWw+BcrV0tAdGUptQaryMZCbVFtizYtqzhhYsQkMKWgc0EXJcKbEMkhEH1g6Ce8l/3kvz40Y5LvXMhJcKWlEOYkRKNU5L33gCgqCqXBzBMYJ5M2pRe1cpJpWZZRsp88JmRMpSjWEYyE3f9Y/c4Dc91p1KQxRDJQG/EYHgeDVg7rOkqZMBTCsjGtaqH6HGePs0gCdpulA00RhaNb15ycV1R2zTx7TFsTwx1j2EsWWml59uIL9q/fs3s/MMyGpm75cH/JoFri5PGHHfEqche+YvKetn7Cm3f3EDSnT9eMKdFuK7rnG0LrefUyMV4d2JifcbwZubz5jnnn+Yt/+1NubidKzmw7zbdv33H68pTd4S3PXmqKcTQnmnBX8e23iZvDTGUKrbNMRbFqN3S14bDvOXl+yt39yHolgAJnHdvzc+om0j5ZsbMdox/IPmLTiKoSpn3C5rM/o2w/p/nt31D3hdsUmMZ7VEmEWTOGmZzMouhMcpvUDpUWFV5KpCIwAW0kjd7PiMdJBTIFp1u0AUtFUZkQhcDklMWXiA8ScdZVFTEk1pUcUFPOGJ0+YrFqV+EWcHsukZmECmBMxJiGlDNDlhtzowpn65Z5itjlgJ9KZkqS1altZrNyuNkyzIFhTBhnqGpNSAlbFJtNjXaSb2eUBePo1qCVI5bMxclKsu200FCaCk6fnNKcrNAbR+lkfJsPnuhnhnIklIEhHvFhRBfYtCf4GFBVjasayc3UtZBOasdWbzCpYFTNdrPF5gBVwaxmNAV/+OMAF4DC+8zbf76BPPHqF8/51d1X3H9/w3Hao1rHML/nxYtTXrzomKZ7Li6ecL3/liEG/CwiunkvvtyCrCuKUlSN4+mTU26u7wmzJxa4/eA53gVieM13b37Ln/6bv+KXf/6X/M1//Ws++fnP6JyFUPEf/uwTvvnuLaoP+H7i+S9+xvXr3zIdAvfv3/LqkzUXp0/5h7/7hun9zOr5hiHPlKyoKkdcOrX7w8wwBM5OO65vPTd3gcoVzk8qUiwfbQf7wyCIPWsp7xKr8zs2J5bb1x3nnzjc+YZeefo84RpH8+SCF3XHk2f3XH3fc3fTo0Ja0JFyuVRIR5dS+YjGM8YtdpElPD1JFmMuwtV+yLKV2D3ZVyZZSsqoNZelS9KSIoI4BB84CGYRGRUKscgouKvk4I6pkJWwsjWWVBRzzNQoVnUjo+WSIRWcLWJDy6IX8FFRGVi1DpQlZ03XOlZdI6zfOdBUFV3X4eoau2px1qCNotSa3GiSsUTlCNlQDRPp7haGCEMmjUG6bSMoOgBVMjklxtnjQyTExddaCiEkjlNkjpEYHxJFlrG2UmRbyEmADyktwqkMMUZGlajMLEHzWsAm1hpqa2hrxzRMYkvadjQnHfW65qRpfvQJ+p0H5ujBlMj5pmF32eNqg1OgCARvULVn8AGioesk2iVmxRwiShV8UDglpPy6EjuJqTS69jTrFaZ1rC4+wVWBYmZhkKqE1jV6PVNWBWUMb775FUYlDilgTcbkiCHSm47ju3umMXE37ZjGAZRD1YnupEO3EbsplDKx/yaSppq3d99TVOL+JtC0lpu7mf37K9ZPV1zfB9qNpW1WvPgi8/Rly91d4dvXnjJU1M7RmIBPkWQSq6pmnGc2dcfp2YaUFdtNizUWisjVjYbttsNUmt2wI6ZA4xqadsuqHkCN/Oaf/pHiZ5LfMUye47Fn2IlcXdmCWnIXi4EUFTpb0JFkMloGraKmy3LQhBw/BqbKiFPYicYIcD0VwWZVNRKnFRKmKNrWMMQsYqJs6b28ZIT8scyGUiIqjaoMeQaVJZG9djWQqJ0lDBmfoxiYtaFyojwMKYLKhFioW8ucCykEVFF07gciR4kZVUlQ9TRFGtNQuxqjC5iCzpBjxBhLmj2uqUE5RAMgQQFKW4qyKFMTk8FPB8ySWDH4GZUTjWlpXUdInin0vDx9xWl3gV9UfikHvM/UtWXVtqytY6Uh+0SZPGkfyX5hEv4RVCmakDNTgOEYuHl/xJ7fsbu7ZfPqlKqeOM8vKaWjrmC7OpE4uDDiuoRxmvyQcKFkuqSyCFVSzBwOPdvzNXfXB0IIaFXIXrG/ydR15uu/fc1//C//iWdPX/Hhf77h7M8/Y7M9ZfKRzXrNfr7ltFqjLIQ4MIw1q+0Zu8sPrNrAF5+/4N3VHX4csWvF4d6zWtfsd710WIs1oz9OrLvqY4bt3c5zvlkx+cTk52XSopbMOZjuDEYnvJ6ZDiOrjaPrGvYlMscDWieqtsWVjvU60K1rEb5EGY+WEmUFslwq9eJzfHjh5wUQ/tCNgoxM5Tv5YPsTcY1a4qoESsCDrFboP4vIRistkX9qGQNnTciFkEWxKqknRTjSD1Jdlt5XQVtXsl5JC4e2lCV68YdAhylDR6G1UC1Cwto5jHaMZSJnuRhYZ9CtIhvQlcVaR1niw7KO5CwgAYlO1HKYx4yfZCqjjTDGFVBiJPiJECM+iTUkPWR6gkQjaosPimleoCSaxSC3WF5hmbBJdKTEnInqWSsZOedSSCjmosDLBSoX6WAbBY35AztMP42gDVPMbFrLXe/p2opKWzyJHJf4Kis+prlkxnEiYVEYGieINmMiORkZH2TDaqNpthW4ljH3nFrHsRRS8VSlokXTNoZQVfzsL59ye3/Pau0o9ohOLzi5qPmXd6/RfsPV1czZc83ueKQ5PWEMnhgmVFtonivKnLh+ncmD4U/+4lP+9r99I52utjSbmnEYOTvVNFvF+zeeJz+5oA+Fp192hGHD/sPIeBdkLKIKpxvHoUfUdq0mJUPvAxsNc4wEH3j2oqUzK+YBUW4+ceiuZWsURdWE1FOZzJwcDRo73YIK+PnIcITx4Amjpd8FUpIuPRcJ3y5Gk2NGRygGAoFSnDwQWuKryHKbqpDgVC88EEmRMQlKwhoZw/owiWhBS3iuzgVnElkHQpDxrNPLB265EftYKEaI1l3lmLynFAEfWGPRppBTkJ1CUNQaqgqIckCHDOMcsLVmDFFuxs7hKo1Kkj/aNhVjiIRcUGMg6yykJqPRZJwSqLN1lpQ966aBkqnqWqYyJEIq3O9m7sJMVLN83Vqzac+orGPVbPB+4M3Vv1DQ1E1NpQolJ5RSDCnjY6BRhnblaHWGY0/sC8yR8TDh+5kcfxzW/P9TJRIqK1K0KAt1p9ie1Zy9eMU+Sl79U28EmtGeslqdEdLENIKfAkV5lBZPM+VhOJ9lpaELx14EGsZaUkrEIHmrtzee87Oaq2nHb/7u73n+5VOGaeL16/f84peRei2B81MD93f3nKjMT774km++/prNkyeszk443gxMw0BXWYzumHVPNJ6N09wWyTSUPaJmLIkTa1g3lZB4UmKePF1VUdl2YbnC7CPORqxypL1jMoGpnXAHRdfCed1xXyIp3JLVgK5r6rZjc1oxjYnYCwpPKeloHvIuWbrGB3GdhK6rZSQovNcHLuuimFo0B1qSSnLGaI0yaokDE0mVoCvlomJQWI2Qywq4AiEb8XFqGQ1boynFyOGT9vl6NwAAB6JJREFU5PIQtKK2GWfLkjNvFluJqFetFrFmLIX9FHC60FZGplFG0zQVVV2TU0QvXSWVIbiMdwV0xhVFpzW6ZGKYIUY0gvZLWd5FqSz2lJCk01SKkhPee0FyLrvIlAshJkLIsmVVBqF9yiWi5AwpLvtUUfoqadfle6VFdFoexuZaiX1kGWNn5HNgxlnCt7Wh1n/ggVlXDaVEbvuJxkCtLY1zy8Us4ZPHJ01tJ5JX9PMsgG6lUFgCsHISDZORyJ1EIoRCKQeUgm3nGIY9o4W6TmzMCZpAChOma1kbi6nXTOEaXRnmIVIdZir3jJvLS2IwJF8IWG4v96hiME9nTOUZ7gr7b0am0fPlly8oWcYWGfEXphxZbU7JOXO499INXmy5fP+Ol+6Cw60j90caa2iaFcM4cbJxfP7ZM27vJ8b7nk9ebbjZDcwhUdeWqplRJ5E0GbbbDe2mpjoBV7c0Vcfl8I5U7jlvTrnqYa0Tpi4UMzBfao63B4Zbz/4mcrgr4jlKEVUSZSHqi8RbEaOoM7MpHz9wdvlwKCP+wayiKAEAlCYmWZpTZJRacsIZEfSEVCS5XVuh9CgJg66UweqIpsbqjI8Sl9Q6gZuXLICK1UoyBY3JsjONsoi3OmOcYd04UtEcjgPFFbStqUxFCJEQ/aJUg6wNAltYkl6MKA6Pw8RGOUwlJiZdFM6JklfpQNe1FB3BOZJJ5CUV5+gHUknUzlDXLa6qsFWLtjWzH0FlnK1RQXH0IyHO2KJZaUdxjgbAj2AVMRQYgSFTJvBTkqirP4KSZDeJrDveZlbbHv1pYHuyYYqKZGoaF9j6hNlcoKqn5PmSFFv8HtKcKDqilCHFKGeAkegqFJQsiLyYAqDQVvZJKRSGvTwfb7+55Kd/9XM+/wK++sd/4u2baz7/icV0Z5jmlNWLA4cPez778nOe9U/5/ptrzp6dUW8Myjmuv/5AcYbWVqy2I2mXWdUVh2Ei5yVMWGliKNRGUJQy8ZGEDqt+eHHHpYvJwDwmjnbE2Yqq05i1pms61q6hD2doepJKrC5OqNv31I1hngy+FBHQIHatsnSHYvhf7B7LbhMEO7d4QmTfqBeF8YKh1NqyBNyKYlZL/FdeCEJaPSjnl2wNrUSRmjOqKOYZckyL9zNiF7tZLJkYMl4JUMEuoQlKPah7pfuy2uBqORZCmEmpEGNCacRzbg2mssSYsLVBNw7tKoKNHHMCMm2xrJNB+4z15ePBWEJExSjvlLohxUgIUS5WCCTBp/iDp3X53D4Ip3LM+CQXiMroxZpYiEgmbykKhwRMhJTIKQsv1goH2ohMhRAVIRZyUeAUfgmzN9Ifyo74R+p3Hpj7qee0aQS6rDSna0tSmtGP8mMlobHLFLrgjENpGAYPKYIBXRlQBaWXAFKbCb5hdzny2U8C/Ye3BAZUs+WiNhz3I+t65v4qkoLhcH/EtjUxHbDtc+I4sutHCopxKKw2LR++i1ze3ZKLYr1RXA43TDFz+01Chcz2xHL+fMOv/sf3GKdQOUMO3O8zn3+55v44sXvX8+rTLaok6lPPeNsyHwdSlrHDTz95zrv313z20+fs7ney+Fei4OpqSwyJqtNsLxR1bUmTwrWKqjWY2gnwebojhQNWVVhTo0goA17d4LMnlxrbRJSeyUrGETkFlFbEolAJUOKv1JJlAFojfwmgQKNl3KPkg5ST/Leukni2KciFJWexYHTWoTAk5BYai2bKiioUjNJgoKZILqcWWLQuSV6Y1OSi0FYxJ4W2lilMRJ1IPtE4SQEJSZGjwdWFrssMgwgNTAAwVIYF2SaWGKUT0zDjtBVoAFA5ZMyaQRcR9aQsWZnGOqq6pmocrm3wZKYSiEmTbUNdV2yqDcooolLEFNA+skLGxM42Aj8Ihco6nBPDuM2GxlW0RkZoY4joEMmHwLQbSbPsjlL+47CVpCy0mJyV+I9ji88Tzp5y0lT0ZmavG55uVqzsGZ6K4+jwk+f2+obxvqVEtQDGxWOdiuzZdIGYoogAH3JRi4jQKucYpijjNaXo95c8Pb+g/OkX/OZXv8aVzIsXGevWjFRUmwFnDc++fMFxtyOMEds6oj9y8XTFh+sjtx8CdqO5O07UjWWcZEeulSKmiDdyOYw5UzuLNuJNLkUuYDmD1nkRl0SM0fTDSN016BsFrcauZlxV46oZk9ZoPKlRvPj0QpCh3pP6RIny6xhYAqxFe5JyRC9q0oJayDxLVwlyiGvhwpYFHmAWSExRGZT4rhVLh1okbNpqs+w8ZRugFqOnLnJ4qqI/BmnLn1XG2LLEiUVC0lhlFzHS0pmx2F+UPOvOGjZtiy5q2f9JlJccQFZIWAZyZcA5STiJHrIEcoccYQY1F8oMwQe89/jZi69ZSYJKUzuS0fgw4+eInxcfpFrivbPsJXOGB+ygjGklDNtphaskvGJhRSzEJSXPa5ZpnNEZZ/WirJWpQ0qBXBVxeyiRWJUCKfz4ikU9LKgf67Ee67Ee67Ee68frx4e1j/VYj/VYj/VYj/WxHg/Mx3qsx3qsx3qs36MeD8zHeqzHeqzHeqzfox4PzMd6rMd6rMd6rN+jHg/Mx3qsx3qsx3qs36MeD8zHeqzHeqzHeqzfo/4XjryP9f3hkzoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dblock1 = DataBlock(blocks=(ImageBlock(), CategoryBlock()),\n", + " get_y=parent_label,\n", + " item_tfms=Resize(460))\n", + "dls1 = dblock1.dataloaders([(Path.cwd()/'images'/'grizzly.jpg')]*100, bs=8)\n", + "dls1.train.get_idxs = lambda: Inf.ones\n", + "x,y = dls1.valid.one_batch()\n", + "_,axs = subplots(1, 2)\n", + "\n", + "x1 = TensorImage(x.clone())\n", + "x1 = x1.affine_coord(sz=224)\n", + "x1 = x1.rotate(draw=30, p=1.)\n", + "x1 = x1.zoom(draw=1.2, p=1.)\n", + "x1 = x1.warp(draw_x=-0.2, draw_y=0.2, p=1.)\n", + "\n", + "tfms = setup_aug_tfms([Rotate(draw=30, p=1, size=224), Zoom(draw=1.2, p=1., size=224),\n", + " Warp(draw_x=-0.2, draw_y=0.2, p=1., size=224)])\n", + "x = Pipeline(tfms)(x)\n", + "#x.affine_coord(coord_tfm=coord_tfm, sz=size, mode=mode, pad_mode=pad_mode)\n", + "TensorImage(x[0]).show(ctx=axs[0])\n", + "TensorImage(x1[0]).show(ctx=axs[1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Checking and debugging a DataBlock" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dls.show_batch(rows=1, cols=3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Setting-up type transforms pipelines\n", + "Collecting items from /home/jhoward/.fastai/data/oxford-iiit-pet/images\n", + "Found 7390 items\n", + "2 datasets of sizes 5912,1478\n", + "Setting up Pipeline: PILBase.create\n", + "Setting up Pipeline: partial -> Categorize\n", + "\n", + "Building one sample\n", + " Pipeline: PILBase.create\n", + " starting from\n", + " /home/jhoward/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_31.jpg\n", + " applying PILBase.create gives\n", + " PILImage mode=RGB size=500x414\n", + " Pipeline: partial -> Categorize\n", + " starting from\n", + " /home/jhoward/.fastai/data/oxford-iiit-pet/images/american_pit_bull_terrier_31.jpg\n", + " applying partial gives\n", + " american_pit_bull_terrier\n", + " applying Categorize gives\n", + " TensorCategory(13)\n", + "\n", + "Final sample: (PILImage mode=RGB size=500x414, TensorCategory(13))\n", + "\n", + "\n", + "Setting up after_item: Pipeline: ToTensor\n", + "Setting up before_batch: Pipeline: \n", + "Setting up after_batch: Pipeline: IntToFloatTensor\n", + "\n", + "Building one batch\n", + "Applying item_tfms to the first sample:\n", + " Pipeline: ToTensor\n", + " starting from\n", + " (PILImage mode=RGB size=500x414, TensorCategory(13))\n", + " applying ToTensor gives\n", + " (TensorImage of size 3x414x500, TensorCategory(13))\n", + "\n", + "Adding the next 3 samples\n", + "\n", + "No before_batch transform to apply\n", + "\n", + "Collating items in a batch\n", + "Error! It's not possible to collate your items in a batch\n", + "Could not collate the 0-th members of your tuples because got the following shapes\n", + "torch.Size([3, 414, 500]),torch.Size([3, 375, 500]),torch.Size([3, 500, 281]),torch.Size([3, 203, 300])\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "invalid argument 0: Sizes of tensors must match except in dimension 0. Got 414 and 375 in dimension 2 at /opt/conda/conda-bld/pytorch_1579022060824/work/aten/src/TH/generic/THTensor.cpp:612", + "output_type": "error", + "traceback": [ + "\u001b[0;31m----------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0msplitter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mRandomSplitter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mseed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m42\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'))\n\u001b[0;32m----> 6\u001b[0;31m 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\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m return (default_collate(t) if isinstance(b, _collate_types)\n\u001b[0m\u001b[1;32m 46\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfa_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 56\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__module__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'numpy'\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'str_'\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'string_'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: invalid argument 0: Sizes of tensors must match except in dimension 0. Got 414 and 375 in dimension 2 at /opt/conda/conda-bld/pytorch_1579022060824/work/aten/src/TH/generic/THTensor.cpp:612" + ] + } + ], + "source": [ + "pets1 = DataBlock(blocks = (ImageBlock, CategoryBlock),\n", + " get_items=get_image_files, \n", + " splitter=RandomSplitter(seed=42),\n", + " get_y=using_attr(RegexLabeller(r'(.+)_\\d+.jpg$'), 'name'))\n", + "pets1.summary(path/\"images\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losserror_ratetime
01.4917320.3373550.10825400:18
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epochtrain_lossvalid_losserror_ratetime
00.5031540.2934040.09607600:23
10.3147590.2253160.06630600:23
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n", + "learn.fine_tune(2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cross entropy loss" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Viewing activations and labels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x,y = dls.one_batch()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorCategory([11, 0, 0, 5, 20, 4, 22, 31, 23, 10, 20, 2, 3, 27, 18, 23, 33, 5, 24, 7, 6, 12, 9, 11, 35, 14, 10, 15, 3, 3, 21, 5, 19, 14, 12, 15, 27, 1, 17, 10, 7, 6, 15, 23, 36, 1, 35, 6,\n", + " 4, 29, 24, 32, 2, 14, 26, 25, 21, 0, 29, 31, 18, 7, 7, 17], device='cuda:5')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "tensor([7.9069e-04, 6.2350e-05, 3.7607e-05, 2.9260e-06, 1.3032e-05, 2.5760e-05, 6.2341e-08, 3.6400e-07, 4.1311e-06, 1.3310e-04, 2.3090e-03, 9.9281e-01, 4.6494e-05, 6.4266e-07, 1.9780e-06, 5.7005e-07,\n", + " 3.3448e-06, 3.5691e-03, 3.4385e-06, 1.1578e-05, 1.5916e-06, 8.5567e-08, 5.0773e-08, 2.2978e-06, 1.4150e-06, 3.5459e-07, 1.4599e-04, 5.6198e-08, 3.4108e-07, 2.0813e-06, 8.0568e-07, 4.3381e-07,\n", + " 1.0069e-05, 9.1020e-07, 4.8714e-06, 1.2734e-06, 2.4735e-06])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds,_ = learn.get_preds(dl=[(x,y)])\n", + "preds[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(37, tensor(1.0000))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(preds[0]),preds[0].sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Softmax" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_function(torch.sigmoid, min=-4,max=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "torch.random.manual_seed(42);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 0.6734, 0.2576],\n", + " [ 0.4689, 0.4607],\n", + " [-2.2457, -0.3727],\n", + " [ 4.4164, -1.2760],\n", + " [ 0.9233, 0.5347],\n", + " [ 1.0698, 1.6187]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "acts = torch.randn((6,2))*2\n", + "acts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.6623, 0.5641],\n", + " [0.6151, 0.6132],\n", + " [0.0957, 0.4079],\n", + " [0.9881, 0.2182],\n", + " [0.7157, 0.6306],\n", + " [0.7446, 0.8346]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "acts.sigmoid()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0.6025, 0.5021, 0.1332, 0.9966, 0.5959, 0.3661])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(acts[:,0]-acts[:,1]).sigmoid()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.6025, 0.3975],\n", + " [0.5021, 0.4979],\n", + " [0.1332, 0.8668],\n", + " [0.9966, 0.0034],\n", + " [0.5959, 0.4041],\n", + " [0.3661, 0.6339]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm_acts = torch.softmax(acts, dim=1)\n", + "sm_acts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Log likelihood" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "targ = tensor([0,1,0,1,1,0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.6025, 0.3975],\n", + " [0.5021, 0.4979],\n", + " [0.1332, 0.8668],\n", + " [0.9966, 0.0034],\n", + " [0.5959, 0.4041],\n", + " [0.3661, 0.6339]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm_acts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0.6025, 0.4979, 0.1332, 0.0034, 0.4041, 0.3661])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx = range(6)\n", + "sm_acts[idx, targ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
3 7 targ idx loss
0.6024690.397531000.602469
0.5020650.497935110.497935
0.1331880.866811020.133188
0.996640.00336017130.00336017
0.5959490.404051140.404051
0.3661180.633882050.366118
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import HTML\n", + "df = pd.DataFrame(sm_acts, columns=[\"3\",\"7\"])\n", + "df['targ'] = targ\n", + "df['idx'] = idx\n", + "df['loss'] = sm_acts[range(6), targ]\n", + "t = df.style.hide_index()\n", + "#To have html code compatible with our script\n", + "html = t._repr_html_().split('')[1]\n", + "html = re.sub(r'', r'
', html)\n", + "display(HTML(html))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([-0.6025, -0.4979, -0.1332, -0.0034, -0.4041, -0.3661])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "-sm_acts[idx, targ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([-0.6025, -0.4979, -0.1332, -0.0034, -0.4041, -0.3661])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "F.nll_loss(sm_acts, targ, reduction='none')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Taking the `log`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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"text/plain": [ + "tensor([0.5067, 0.6973, 2.0160, 5.6958, 0.9062, 1.0048])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nn.CrossEntropyLoss(reduction='none')(acts, targ)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model Interpretation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "interp = ClassificationInterpretation.from_learner(learn)\n", + "interp.plot_confusion_matrix(figsize=(12,12), dpi=60)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('american_pit_bull_terrier', 'staffordshire_bull_terrier', 10),\n", + " ('Ragdoll', 'Birman', 6)]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interp.most_confused(min_val=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Improving our model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Learning rate finder" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
07.2318434.1192650.95466800:24
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epochtrain_lossvalid_losserror_ratetime
01.0718200.4274760.13396500:19
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epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
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20.3250310.2222680.07442500:20
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epochtrain_lossvalid_losserror_ratetime
00.2635790.2174190.06901200:24
10.2530600.2103460.06292300:24
20.2243400.2073570.06021700:24
30.2001950.2072440.06157000:24
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epochtrain_lossvalid_losserror_ratetime
01.1453000.3455680.11975600:20
10.5339860.2519440.07713100:20
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epochtrain_lossvalid_losserror_ratetime
00.2579770.2054000.06765900:25
10.2467630.2051070.06630600:25
20.2405950.1938480.06224600:25
30.2099880.1980610.06292300:25
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50.1699850.1878850.05615700:25
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70.1414800.1853160.05345100:25
80.1285640.1809990.05142100:25
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110.1242810.1818550.05412700:25
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n", + "learn.fit_one_cycle(3, 3e-3)\n", + "learn.unfreeze()\n", + "learn.fit_one_cycle(12, lr_max=slice(1e-6,1e-4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from fastai2.callback.fp16 import *\n", + "learn = cnn_learner(dls, resnet50, metrics=error_rate).to_fp16()\n", + "learn.fine_tune(6, freeze_epochs=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/06_multicat.ipynb b/clean/06_multicat.ipynb new file mode 100644 index 000000000..6325e8d79 --- /dev/null +++ b/clean/06_multicat.ipynb @@ -0,0 +1,1332 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Other computer vision problems" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multi-label classification" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.PASCAL_2007)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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fnamelabelsis_valid
0000005.jpgchairTrue
1000007.jpgcarTrue
2000009.jpghorse personTrue
3000012.jpgcarFalse
4000016.jpgbicycleTrue
\n", + "
" + ], + "text/plain": [ + " fname labels is_valid\n", + "0 000005.jpg chair True\n", + "1 000007.jpg car True\n", + "2 000009.jpg horse person True\n", + "3 000012.jpg car False\n", + "4 000016.jpg bicycle True" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(path/'train.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Pandas and DataFrames" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "fname 000005.jpg\n", + "labels chair\n", + "is_valid True\n", + "Name: 0, dtype: object" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.iloc[:,0]\n", + "df.iloc[0,:]\n", + "# Trailing ‘:’s are always optional (in numpy, PyTorch, pandas, etc),\n", + "# so this is equivalent:\n", + "df.iloc[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 000005.jpg\n", + "1 000007.jpg\n", + "2 000009.jpg\n", + "3 000012.jpg\n", + "4 000016.jpg\n", + " ... \n", + "5006 009954.jpg\n", + "5007 009955.jpg\n", + "5008 009958.jpg\n", + "5009 009959.jpg\n", + "5010 009961.jpg\n", + "Name: fname, Length: 5011, dtype: object" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['fname']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Constructing a data block" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dblock = DataBlock()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dsets = dblock.datasets(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(fname 008663.jpg\n", + " labels car person\n", + " is_valid False\n", + " Name: 4346, dtype: object, fname 008663.jpg\n", + " labels car person\n", + " is_valid False\n", + " Name: 4346, dtype: object)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dsets.train[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('005620.jpg', 'aeroplane')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dblock = DataBlock(get_x = lambda r: r['fname'], get_y = lambda r: r['labels'])\n", + "dsets = dblock.datasets(df)\n", + "dsets.train[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('002549.jpg', 'tvmonitor')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def get_x(r): return r['fname']\n", + "def get_y(r): return r['labels']\n", + "dblock = DataBlock(get_x = get_x, get_y = get_y)\n", + "dsets = dblock.datasets(df)\n", + "dsets.train[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Path('train/002844.jpg'), ['train'])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def get_x(r): return path/'train'/r['fname']\n", + "def get_y(r): return r['labels'].split(' ')\n", + "dblock = DataBlock(get_x = get_x, get_y = get_y)\n", + "dsets = dblock.datasets(df)\n", + "dsets.train[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(PILImage mode=RGB size=500x375,\n", + " TensorMultiCategory([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0.]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dblock = DataBlock(blocks=(ImageBlock, MultiCategoryBlock),\n", + " get_x = get_x, get_y = get_y)\n", + "dsets = dblock.datasets(df)\n", + "dsets.train[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#1) ['dog']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idxs = torch.where(dsets.train[0][1]==1.)[0]\n", + "dsets.train.vocab[idxs]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(PILImage mode=RGB size=500x333,\n", + " TensorMultiCategory([0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def splitter(df):\n", + " train = df.index[~df['is_valid']].tolist()\n", + " valid = df.index[df['is_valid']].tolist()\n", + " return train,valid\n", + "\n", + "dblock = DataBlock(blocks=(ImageBlock, MultiCategoryBlock),\n", + " splitter=splitter,\n", + " get_x=get_x, \n", + " get_y=get_y)\n", + "\n", + "dsets = dblock.datasets(df)\n", + "dsets.train[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dblock = DataBlock(blocks=(ImageBlock, MultiCategoryBlock),\n", + " splitter=splitter,\n", + " get_x=get_x, \n", + " get_y=get_y,\n", + " item_tfms = RandomResizedCrop(128, min_scale=0.35))\n", + "dls = dblock.dataloaders(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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epochtrain_lossvalid_lossaccuracy_multitime
00.9036100.6597280.26306800:07
10.7242660.3463320.52545800:07
20.4155970.1256620.93759000:07
30.2549870.1168800.94541800:07
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epochtrain_lossvalid_lossaccuracy_multitime
00.1238720.1326340.94017900:08
10.1123870.1137580.94934300:08
20.0921510.1043680.95119500:08
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = cnn_learner(dls, resnet50, metrics=partial(accuracy_multi, thresh=0.2))\n", + "learn.fine_tune(3, base_lr=3e-3, freeze_epochs=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(#2) [0.10436797887086868,0.93057781457901]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.metrics = partial(accuracy_multi, thresh=0.1)\n", + "learn.validate()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(#2) [0.10436797887086868,0.9416930675506592]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.metrics = partial(accuracy_multi, thresh=0.99)\n", + "learn.validate()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "preds,targs = learn.get_preds()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorMultiCategory(0.9554)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_multi(preds, targs, thresh=0.9, sigmoid=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "xs = torch.linspace(0.05,0.95,29)\n", + "accs = [accuracy_multi(preds, targs, thresh=i, sigmoid=False) for i in xs]\n", + "plt.plot(xs,accs);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Assemble the data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.BIWI_HEAD_POSE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#50) [Path('13.obj'),Path('07.obj'),Path('06.obj'),Path('13'),Path('10'),Path('02'),Path('11'),Path('01'),Path('20.obj'),Path('17')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path.ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#1000) [Path('01/frame_00281_pose.txt'),Path('01/frame_00078_pose.txt'),Path('01/frame_00349_rgb.jpg'),Path('01/frame_00304_pose.txt'),Path('01/frame_00207_pose.txt'),Path('01/frame_00116_rgb.jpg'),Path('01/frame_00084_rgb.jpg'),Path('01/frame_00070_rgb.jpg'),Path('01/frame_00125_pose.txt'),Path('01/frame_00324_rgb.jpg')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(path/'01').ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Path('13/frame_00349_pose.txt')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img_files = get_image_files(path)\n", + "def img2pose(x): return Path(f'{str(x)[:-7]}pose.txt')\n", + "img2pose(img_files[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(480, 640)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = PILImage.create(img_files[0])\n", + "im.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im.to_thumb(160)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cal = np.genfromtxt(path/'01'/'rgb.cal', skip_footer=6)\n", + "def get_ctr(f):\n", + " ctr = np.genfromtxt(img2pose(f), skip_header=3)\n", + " c1 = ctr[0] * cal[0][0]/ctr[2] + cal[0][2]\n", + " c2 = ctr[1] * cal[1][1]/ctr[2] + cal[1][2]\n", + " return tensor([c1,c2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([384.6370, 259.4787])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_ctr(img_files[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "biwi = DataBlock(\n", + " blocks=(ImageBlock, PointBlock),\n", + " get_items=get_image_files,\n", + " get_y=get_ctr,\n", + " splitter=FuncSplitter(lambda o: o.parent.name=='13'),\n", + " batch_tfms=[*aug_transforms(size=(240,320)), \n", + " Normalize.from_stats(*imagenet_stats)]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dls = biwi.dataloaders(path)\n", + "dls.show_batch(max_n=9, figsize=(8,6))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([64, 3, 240, 320]), torch.Size([64, 1, 2]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xb,yb = dls.one_batch()\n", + "xb.shape,yb.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.0111, 0.1810]], device='cuda:5')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yb[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training a model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = cnn_learner(dls, resnet18, y_range=(-1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def sigmoid_range(x, lo, hi): return torch.sigmoid(x) * (hi-lo) + lo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "learn.show_results(ds_idx=1, max_n=3, figsize=(6,8))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/07_sizing_and_tta.ipynb b/clean/07_sizing_and_tta.ipynb new file mode 100644 index 000000000..c6fddb0c2 --- /dev/null +++ b/clean/07_sizing_and_tta.ipynb @@ -0,0 +1,654 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Training a state-of-the-art model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imagenette" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.IMAGENETTE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dblock = DataBlock(blocks=(ImageBlock(), CategoryBlock()),\n", + " get_items=get_image_files,\n", + " get_y=parent_label,\n", + " item_tfms=Resize(460),\n", + " batch_tfms=aug_transforms(size=224, min_scale=0.75))\n", + "dls = dblock.dataloaders(path, bs=64)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.5834032.0643170.40179201:03
11.2088771.2601060.60156801:02
20.9252651.0361540.66430201:03
30.7301900.7009060.77781901:03
40.5857070.5418100.82524301:03
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = xresnet50()\n", + "learn = Learner(dls, model, loss_func=CrossEntropyLossFlat(), metrics=accuracy)\n", + "learn.fit_one_cycle(5, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Normalization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(TensorImage([0.4842, 0.4711, 0.4511], device='cuda:5'),\n", + " TensorImage([0.2873, 0.2893, 0.3110], device='cuda:5'))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y = dls.one_batch()\n", + "x.mean(dim=[0,2,3]),x.std(dim=[0,2,3])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_dls(bs, size):\n", + " dblock = DataBlock(blocks=(ImageBlock, CategoryBlock),\n", + " get_items=get_image_files,\n", + " get_y=parent_label,\n", + " item_tfms=Resize(460),\n", + " batch_tfms=[*aug_transforms(size=size, min_scale=0.75),\n", + " Normalize.from_stats(*imagenet_stats)])\n", + " return dblock.dataloaders(path, bs=bs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = get_dls(64, 224)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(TensorImage([-0.0787, 0.0525, 0.2136], device='cuda:5'),\n", + " TensorImage([1.2330, 1.2112, 1.3031], device='cuda:5'))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y = dls.one_batch()\n", + "x.mean(dim=[0,2,3]),x.std(dim=[0,2,3])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.6328652.2500240.39133701:02
11.2940411.5799320.51717701:02
20.9605351.0691640.65720701:04
30.7302200.7674330.77184501:05
40.5778890.5506730.82449601:06
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = xresnet50()\n", + "learn = Learner(dls, model, loss_func=CrossEntropyLossFlat(), metrics=accuracy)\n", + "learn.fit_one_cycle(5, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Progressive resizing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.9029432.4470060.40141900:30
11.3152031.5729920.52576500:30
21.0011990.7678860.75914900:30
30.7658640.6655620.79798400:30
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dls = get_dls(128, 128)\n", + "learn = Learner(dls, xresnet50(), loss_func=CrossEntropyLossFlat(), \n", + " metrics=accuracy)\n", + "learn.fit_one_cycle(4, 3e-3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.9852131.6540630.56572101:06
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epochtrain_lossvalid_lossaccuracytime
00.7068690.6896220.78454101:07
10.7392170.9285410.71247201:07
20.6294620.7889060.76400301:07
30.4919120.5026220.83644501:06
40.4148800.4313320.86333101:06
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.dls = get_dls(64, 224)\n", + "learn.fine_tune(5, 1e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test time augmentation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "0.8737863898277283" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds,targs = learn.tta()\n", + "accuracy(preds, targs).item()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mixup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Papers and math" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "church = PILImage.create(get_image_files_sorted(path/'train'/'n03028079')[0])\n", + "gas = PILImage.create(get_image_files_sorted(path/'train'/'n03425413')[0])\n", + "church = church.resize((256,256))\n", + "gas = gas.resize((256,256))\n", + "tchurch = tensor(church).float() / 255.\n", + "tgas = tensor(gas).float() / 255.\n", + "\n", + "_,axs = plt.subplots(1, 3, figsize=(12,4))\n", + "show_image(tchurch, ax=axs[0]);\n", + "show_image(tgas, ax=axs[1]);\n", + "show_image((0.3*tchurch + 0.7*tgas), ax=axs[2]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Label smoothing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Label smoothing, the paper" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research\n", + "\n", + "1. Use the fastai documentation to build a function that crops an image to a square in the four corners, then implement a TTA method that averages the predictions on a center crop and those four crops. Did it help? Is it better than the TTA method of fastai?\n", + "1. Find the Mixup paper on arxiv and read it. Pick one or two more recent articles introducing variants of Mixup and read them, then try to implement them on your problem.\n", + "1. Find the script training Imagenette using Mixup and use it as an example to build a script for a long training on your own project. Execute it and see if it helped.\n", + "1. Read the sidebar on the math of label smoothing, and look at the relevant section of the original paper, and see if you can follow it. Don't be afraid to ask for help!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/08_collab.ipynb b/clean/08_collab.ipynb new file mode 100644 index 000000000..038713178 --- /dev/null +++ b/clean/08_collab.ipynb @@ -0,0 +1,1685 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Collaborative filtering deep dive" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A first look at the data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.collab import *\n", + "from fastai2.tabular.all import *\n", + "path = untar_data(URLs.ML_100k)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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43062425876503793Kolya (1996)
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" + ], + "text/plain": [ + " user movie rating timestamp title\n", + "0 196 242 3 881250949 Kolya (1996)\n", + "1 63 242 3 875747190 Kolya (1996)\n", + "2 226 242 5 883888671 Kolya (1996)\n", + "3 154 242 3 879138235 Kolya (1996)\n", + "4 306 242 5 876503793 Kolya (1996)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ratings = ratings.merge(movies)\n", + "ratings.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
usertitlerating
0207Four Weddings and a Funeral (1994)3
1565Remains of the Day, The (1993)5
2506Kids (1995)1
3845Chasing Amy (1997)3
4798Being Human (1993)2
5500Down by Law (1986)4
6409Much Ado About Nothing (1993)3
7721Braveheart (1995)5
8316Psycho (1960)2
9883Judgment Night (1993)5
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dls = CollabDataLoaders.from_df(ratings, item_name='title', bs=64)\n", + "dls.show_batch()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "n_users = len(dls.classes['user'])\n", + "n_movies = len(dls.classes['title'])\n", + "n_factors = 5\n", + "\n", + "user_factors = torch.randn(n_users, n_factors)\n", + "movie_factors = torch.randn(n_movies, n_factors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([-0.4586, -0.9915, -0.4052, -0.3621, -0.5908])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "one_hot_3 = one_hot(3, n_users).float()\n", + "user_factors.t() @ one_hot_3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([-0.4586, -0.9915, -0.4052, -0.3621, -0.5908])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "user_factors[3]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Collaborative filtering from scratch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Example:\n", + " def __init__(self, a): self.a = a\n", + " def say(self,x): return f'Hello {self.a}, {x}.'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Hello Sylvain, nice to meet you.'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ex = Example('Sylvain')\n", + "ex.say('nice to meet you')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class DotProduct(Module):\n", + " def __init__(self, n_users, n_movies, n_factors):\n", + " self.user_factors = Embedding(n_users, n_factors)\n", + " self.movie_factors = Embedding(n_movies, n_factors)\n", + " \n", + " def forward(self, x):\n", + " users = self.user_factors(x[:,0])\n", + " movies = self.movie_factors(x[:,1])\n", + " return (users * movies).sum(dim=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 2])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y = dls.one_batch()\n", + "x.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = DotProduct(n_users, n_movies, 50)\n", + "learn = Learner(dls, model, loss_func=MSELossFlat())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
01.3262611.29570100:12
11.0913521.09147500:11
20.9615740.97769000:11
30.8299950.89312200:11
40.7816610.87651100:12
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(5, 5e-3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class DotProduct(Module):\n", + " def __init__(self, n_users, n_movies, n_factors, y_range=(0,5.5)):\n", + " self.user_factors = Embedding(n_users, n_factors)\n", + " self.movie_factors = Embedding(n_movies, n_factors)\n", + " self.y_range = y_range\n", + " \n", + " def forward(self, x):\n", + " users = self.user_factors(x[:,0])\n", + " movies = self.movie_factors(x[:,1])\n", + " return sigmoid_range((users * movies).sum(dim=1), *self.y_range)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
00.9763801.00145500:12
10.8759640.91996000:12
20.6853770.87066400:12
30.4837010.87407100:12
40.3852490.87805500:12
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = DotProduct(n_users, n_movies, 50)\n", + "learn = Learner(dls, model, loss_func=MSELossFlat())\n", + "learn.fit_one_cycle(5, 5e-3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class DotProductBias(Module):\n", + " def __init__(self, n_users, n_movies, n_factors, y_range=(0,5.5)):\n", + " self.user_factors = Embedding(n_users, n_factors)\n", + " self.user_bias = Embedding(n_users, 1)\n", + " self.movie_factors = Embedding(n_movies, n_factors)\n", + " self.movie_bias = Embedding(n_movies, 1)\n", + " self.y_range = y_range\n", + " \n", + " def forward(self, x):\n", + " users = self.user_factors(x[:,0])\n", + " movies = self.movie_factors(x[:,1])\n", + " res = (users * movies).sum(dim=1, keepdim=True)\n", + " res += self.user_bias(x[:,0]) + self.movie_bias(x[:,1])\n", + " return sigmoid_range(res, *self.y_range)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
00.9291610.93630300:13
10.8204440.86130600:13
20.6216120.86530600:14
30.4046480.88644800:13
40.2929480.89258000:13
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = DotProductBias(n_users, n_movies, 50)\n", + "learn = Learner(dls, model, loss_func=MSELossFlat())\n", + "learn.fit_one_cycle(5, 5e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Weight decay" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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epochtrain_lossvalid_losstime
00.9720900.96236600:13
10.8755910.88510600:13
20.7237980.83988000:13
30.5860020.82322500:13
40.4909800.82306000:13
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = DotProductBias(n_users, n_movies, 50)\n", + "learn = Learner(dls, model, loss_func=MSELossFlat())\n", + "learn.fit_one_cycle(5, 5e-3, wd=0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating our own Embedding module" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#0) []" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class T(Module):\n", + " def __init__(self): self.a = torch.ones(3)\n", + "\n", + "L(T().parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#1) [Parameter containing:\n", + "tensor([1., 1., 1.], requires_grad=True)]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class T(Module):\n", + " def __init__(self): self.a = nn.Parameter(torch.ones(3))\n", + "\n", + "L(T().parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#1) [Parameter containing:\n", + "tensor([[-0.9595],\n", + " [-0.8490],\n", + " [ 0.8159]], requires_grad=True)]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class T(Module):\n", + " def __init__(self): self.a = nn.Linear(1, 3, bias=False)\n", + "\n", + "t = T()\n", + "L(t.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.nn.parameter.Parameter" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(t.a.weight)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def create_params(size):\n", + " return nn.Parameter(torch.zeros(*size).normal_(0, 0.01))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class DotProductBias(Module):\n", + " def __init__(self, n_users, n_movies, n_factors, y_range=(0,5.5)):\n", + " self.user_factors = create_params([n_users, n_factors])\n", + " self.user_bias = create_params([n_users])\n", + " self.movie_factors = create_params([n_movies, n_factors])\n", + " self.movie_bias = create_params([n_movies])\n", + " self.y_range = y_range\n", + " \n", + " def forward(self, x):\n", + " users = self.user_factors[x[:,0]]\n", + " movies = self.movie_factors[x[:,1]]\n", + " res = (users*movies).sum(dim=1)\n", + " res += self.user_bias[x[:,0]] + self.movie_bias[x[:,1]]\n", + " return sigmoid_range(res, *self.y_range)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
00.9621460.93695200:14
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = DotProductBias(n_users, n_movies, 50)\n", + "learn = Learner(dls, model, loss_func=MSELossFlat())\n", + "learn.fit_one_cycle(5, 5e-3, wd=0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Interpreting embeddings and biases" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Children of the Corn: The Gathering (1996)',\n", + " 'Lawnmower Man 2: Beyond Cyberspace (1996)',\n", + " 'Beautician and the Beast, The (1997)',\n", + " 'Crow: City of Angels, The (1996)',\n", + " 'Home Alone 3 (1997)']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "movie_bias = learn.model.movie_bias.weight.squeeze()\n", + "idxs = movie_bias.argsort()[:5]\n", + "[dls.classes['title'][i] for i in idxs]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['L.A. Confidential (1997)',\n", + " 'Titanic (1997)',\n", + " 'Silence of the Lambs, The (1991)',\n", + " 'Shawshank Redemption, The (1994)',\n", + " 'Star Wars (1977)']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idxs = movie_bias.argsort(descending=True)[:5]\n", + "[dls.classes['title'][i] for i in idxs]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/png": 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UN9QrX4Xvti7kfGK0dVH73epcswUJ6dcYOOcDtBotDnb2zHj6PcJ8yhPs6UefmSMJ9vQrsEblw26DGL/6Byp4phHqreWV1m/QJDS8iFYKVzsonJiUq2TkZOFknzfSMXLhF5yIPQfAE98OI8Q7kK/65E1J+3jFDGJTEzFZzLSv2pjeDTpa6yourTi7zx+lTZUGd9RvIYQQQoh/M+VupsCUlYiICHX//v1l3Y3/tGbjNxFdSFAS4KZnx6iHCilRvBVHt7D9zKEiF7H/v/lx51J0NnbFvhPln2I0m3h29ntMfertf2zbZSGEEELkURTlgKqqEWXdjweBTNkS+QzvGI7eNv+L7fS2eWstBDzVsDM6m7KZ/hSbmsgrrXtLMCKEEEKI/xQZIREF5H+juZ7hHcPvaK2FEEIIIcT/OxkhuX9kDYkooHvdAAlAhBBCCCHEfSFTtoQQQgghhBBlRgISIYQQQgghRJmRgEQIIYQQQghRZiQgEUIIIYQQQpQZCUiEEEIIIYQQZUYCEiGEEEIIIUSZkYBECCGEEEIIUWYkIBFCCCGEEEKUGXkxohBC3IVHxk/EYDJhNJk5f/Uq4f5+ANQICmTyM/3+kTbNFgsPf/o5K0YNw87m7v77vpaZyW87dvNyh7al2reNx07w2dLlACSkpaGq4OPqAsCwrl1YfuAgDcNCebpl83tqJzMnl16Tv2TRsMHo7eyYtnY9v+7YxcWERH567WXaVK9mzbv/3Hk+XLiYbIMBnY0NE57uQ7XAQGvaBwsWYTSbMZnNDHyoNX1bNMvX1i87djF87nzmvv4KbapXI8dopMeEL1gw9A2c7O3v6TyEEEL8TQISIYS4CytGDQPgSmISncdNYN27o+64DlVVsagqWk3JBqu1Gs1dtXOzlMwsZmzYeFcBiclsxkarLTStbc3qtK1ZHYDPl67AZDHz9mOPWtOXHzh4dx2+xaxNm+kaUQ+9nR0AzcIr06VeHYb8OC9fPovFwoszZjHzpYFEhIawM/IMr//wExvffxuAkT//yrs9u9OmejXiUlJp/t6HdK5bB3cnRwCik5P5bccuageXt9Zpb2tLt4j6fL9xM4O7dCqV8xFCCCEBiRBC/CN+3bGLuVu3Y7ZYcHVwYNxTvQnx9WH+9p2sOXwEF70DZ+PimDLgaUbP/416IRU5eP4CUcnJvNi2DR7OzszZvJWrqWm83+sxOtetg8lspsKrgzn79WTsbW2JGPUeTzZrzJaTf5GQmsagju3o36oFAGMWLGLfufMYTCa8nJ2Z1L8v/h7uvPvrAq5lZNLhk/E42ev4Y9gQzsdfZdT8X0nOyMRWq2V09260rFbF2t67Pbqz/thxmoVXYugjne/6mpyKiqbX5K+IuXaNRmGhTOrfF0VRSMvOZsyCRUTGxJJrMtGiSjjv9eyOppBAbf72nSwePsT6uU6F4ELbSkhPJ9tgICI0BICm4ZW4lJDIyago6yhJenY2AJk5Obg66LG3swXyAsUR837hw96PM2bBonz1PtqgPt0nTJaARAghSpEEJEIIUcp2Rp5h7ZGjLB4+BDsbG9YfPcbweb+w6K03Adh79jzr3x1FkJentUx8SiqL3nqTuNRUWr7/MS+1b8uykW+x/9x5Xps1h8516xTalsFkYvnIt7iUkEj7T8bRq0kj9HZ2vNG5Ix5OTgDM3bqdcUuW8fVzz/DJk0/QY+IX+UZaXp31I8+1aUWvJo04FR1D7y++ZsuYd3HW501LUhSsfb8XkbFxzH9jEAAdPhnPztNnaBZemQ9+W0ir6lWZ/Ew/LBYLg77/kd9376V308b5yl9OTMRkseDn7nbbtnxcXHC0t2fjseO0rVmD1YeOkGM0EpV0jWqBgUwZ8DQDv/mOTxYtJSUrk2kDB1hHXWZv3kqNoKB8oyM3+Lm7oapw4WoCFX287/maCCGEkIBECCHuyJJD0UxYG0lMSjb+bnqea+pbIM/6o8c4djmKR8ZPBPKeuGfm5lrTG1UKzReMADxSvw4ajQZ/d3dc9Ho6160NQM3yQUQlJ2M0m1EK6c+jEfUBCPb2wklnT1xKKhV9vNl47ARztmwj22DAaDZjW8RUq5TMLE7HxvF444YAVA3wp7JfOQ5dvEjLqlUA6NWk0Z1dpCI8XKcWOtu8UYgaQYFcSkikWXhl1h87zrErUUxfuwGAbIOBYG+vAuVjr6Xg7eJcorYURWHWKy/w6R9LmbBsJRGhIYT6+mCjzRt1mb52PWOe6EHnunU4ExvHk1OmUj0okFyjiYW79uQbhbmVt4szsddSJCARQohSIgGJEEKU0JJD0Yz+4xjZRjMA0SnZfL4mEsyWfPlUVaVvi6YM6fJwofU46nQFjt24UQfQaDTobPP+e76xvsRssWBTyBSmG/lulDNbzFxKSOTjRUtYOWoYQV6e7D5zlrd++rnI8yos0FGUv486FNLfu3HrOZoteddNVVXmvPoSAR4exZa3t7Mj12gscXu1g8vz25DXAcgxGqk7/G3CyvlyNTWNP0+c4psXngOgkl85KvuV48jFy2Tm5hKbkkKrDz4B8hboD/lxHu/2fJTHG+cFZrkmk3V6lxBCiHsnAYkQQpTQhLWR1mDkhhyjGdWQ/1j72jUZMfcX+jRrSjk3V8wWCyeuRFGrkClA/4T07Gx0tjb4uLpgsViYt3WHNc3Z3p6sXANmiwWtRoObowOV/MqxaM8+Hm/ckMiYWE7HxlEnuPC1GdHJyfSf+q11cXhpaF+rJtPWrOfjJ3uh1WhISk8nMzeX8l75R0kqlfMl5lpKsSM+N7uammbd6evr1WtpUbUK5b28rKNN+86ep0FYCHEpqZyKjqGyXzlCy/laR4sAHpvwBW907mjdvctkNhOdlEy4n1+pnf9/3akD59ix5iCqqmI2milX3ovuA9uXdbduKz0lk0Uz1/LMsMdQNAobFu7kr0PnSU1K54X3nsAn4O9RzjPHLrFl2V4sZgt6Rx1dn3kINy+X26aZjCbW/76DC6eisbHVEhDiS5d+rTEZzcyZsJi+Q7piry+dBwJC/JtJQCKEECUUk5Jd6HGLqub73Cy8MkMe6cQz077FYrFgMlvoGlH3vgUkNcoH0aFWTdp8OBZ/d3caVQrj0MWLAHi5ONOlXh3afvQpHk6O/DFsCNMGDmDU/F+ZsX4jWo2Gqc89g7uTIyazuUDdcSmpJd4VrKQ+7v04n/yxlA6fjAfydrP68ImeBQISB52OhmEh7DlzluZVwgGYumYdP27eRnJGBm/OnoudjQ3bPnoPvZ0dc7ZsZfmBQ5jNFupUDObzfn0AsNVqmfb8AN797XcsFgsWVWVk966Elis4/e5We86cpUFYCI72cpNYEumpmaz5ZSsD3+6Fi4cTqqoSH5V0R3VYzBY02vv/2rTtq/bToE1NFE3eaGF4nYo0fKgWP01cki9fdmYuy3/cxDMjHsPT141je06zev5W+rzxSLFpABv/2I2NjQ2vfNQHRVHISMsCwMZWS81Gldiz4QitujZEiP86Rb3lF+m/WUREhLp///6y7oYQ4gHVbPwmogsJSgLc9OwY9VAZ9Oj+m752AwEe7jzaoH6ZtL/nzFm+37SZ7156vkzaf3nmD/Rv1YKm4ZXKpP3/N3GXE/ht2ioGffwUtoVMc4s6H8fGRbsw5ORNxWvbswkh1YKY+vY8ajerwqXIaNy8XHikfxuO7vqLA1tOYLFY0OnteLhPSzzLuXM1Ook1v2zFkGvCbDRTt0VVGrbNW4O1/MdNaG21JF9N4VpCGlXqhFCpVjBbV+wjLTmThm1r0bBtrQL9MhlNfDVqLm+Mfxob2/zPbqe+PY8nXn3YOkISc/Eqy+ds4qUPngQgOzOHyW/NZsjEAaQkpheZZmNjw1ejf+KNcf2xsy94bTLSsvjh04W8Mb7/PXwD4l4oinJAVdWIsu7Hg0BGSIQQooSGdwzPt4YEQG+rZXjH8DLs1f01qGO7Mm2/UaUwzsbFk20wWHfFul9yjEaaV6kswcgd8A30wr+CD1+PnkdwZX+CwspRo1E4Dk72ZGfmsPDbNTz+UicCQ8thsVjIzf57jVBGahb9hua9y+bymRhOHjjH0291x8ZWy9njl1jx02aeGfEYrp7OPPVmN2xstRhyjMwev4iQauXx8nMHICEmmb6Du6GqFqa+M4+cHANPD+1Oemom3475hTrNqhYICGIuXsXdx6VAMFIYD19XMtOyiLl4Ff8KPhzfewaA1OSMYtM0GgW9oz3bVu7jYmQMdjpbWj/akKCwvOmATi4OaG00JMZdw6uc+71/GUL8i0lAIoQQJdS9bgBAvl22hncMtx4X98etb1S/X+xtbel3j2+af1Dcuhvd650bE6w1c/rwBXatO8KL7z9B1Pl4vPzcCQwtB+RtdKB3/HsqXK3Gla1/P3P0Elejkpj92fX3wqiQk5W3c53RYGLNwq3ERyWhKArpqZnERyVaA5Lw2hWxsdUCWjx93QirXh5Fo+Di7oS9g460lIwCN/zpKZk4OjuU6Fzt9Toee74D63/fgcloJrRGeewd7NBqNcWmmU0WUhLT8A3yom3PpkRfiGfB9FUM+qgvOn1esO3o4kD6tUwJSMR/ngQkQghxB7rXDZAARIhiFLYb3YebLzGuR02eGlyDGWN+5dLpGLS3WRdiq7t51EKldtMqtOpWcD3F5iV7cHRx4Pl3HkKj1TD/y+WYbhrF1Nr+vQGComiuByd5NIoGyy275AHY2NpgNhVcQ1WUilUDqVg174WbGWlZ7F532Lpwvag0k9GERqOheoO8EbeAir44OOpJupqCf7APACajOV9/hfivuv+rxIQQQgjxn3XzbnQOFhM+plyyjWYmrI0k7VoGWRnZuHk6ExhajsTYa0SdjwPAYrGQnZlbaJ2ValXg2O7TpF3LsOaNvZQAQE52Li7uTmi0Gq5GJ3HlbOw9n4NPgAdJcSklzp+RmrcYXbWobF6yh3otq2F3PaAqKs3BSU9wuD8XTkUBkBSfQmZ6Nh7ertZzTElMwzug+O2whfgvkBESIYQQQpSam3ej0wD1c1Jxspgwpyn8NjWBVt0aUq583kslH3+pExt+34nRYARFoV3PptbRhJuVr+RP60cbsmD6alSLitlspmq9UPyCvWn+cH2W/biR43tP4+7tSvlK/vd8Du7erugc7EiKu4bn9elSa3/bTuSh82SkZTH/y+XoHe2ti9U3L9tD1Lk4zCYLIdUCeeixxta6ikt7+KlWrPjpTzYs3IlGq6Hbsw9h75A3bS3qXBwBFX1l21/xQJBdtoQQQghRav4ru9Gd2HeG6PPxdOhdNuuGlsxaT+2mVQsN0MT9Ibts3T8yZUsIIYQQpWZ4x3D0t6x7+H/cja56g0q4+7iiWu7/g1uT0UxQJX8JRsQDQ6ZsCSGEEKLU/Jd2o2vQpmaZtGtjq6V+y+pl0rYQZUECEiGEEEKUKtmNTghxJ2TKlhBCCCGEEKLMSEAihBBCCCGEKDMSkAghhBBCCCHKjAQkQgghhBBCiDIjAYkQQgghhBCizEhAIoQQQgghhCgzsu2vEEKIQr345scYjUaMJjNRUXFUrJC3jWul0GDefmvgP9Km2Wzh+dfHMPPL97G1vbtfUWnpGaxcu40+jz98z/0xmc18MHY6Fy7FYGdni4e7C8Ne74+/n89tyw4a+inPPNWVRhF39i6Luy1X2m53HaNi4un3wjtUDPbHYrFgMpmpXTOcZ/s+ireXe6n2ZfSYL3m2X3cqhwWze99Rvv9pMecuXKF3j468/Fwva77EpGtM+GoO8VeTMZnNDOjTlXZtGt82rbg6v57xCzWqhtGmZYNSPSchxN8kIBFCCFGomV++B0BsXCIvvPEhs6d/dMd1qKqKxaKi1ZZsQF6r1dxVOzdLS8/k10Vr7iogMZnN2Gjzv2W8c8cWNG1YG0VRWLB4HRO//onJnw67pz7+PyjJdXR1cbR+XwaDkR/nL2PQ0LHM+fZjHBz0pdKPoyfOYDJbqBwWDECAvw8jBz/Lxi17CuT96tu84OGzDx8h+VoqL7z+IXVqhePl6V5sWnF1PtWrM2+O/IzWLSJQFKVUzkkIkZ8EJEIIIe7KyrVbWbpyMyazGWdnR4a93p+ggHIsX72FrTsP4uzkwMXLMbw7/AUmfvG3cd4AACAASURBVPUT1auGcuLUOeKvJvJEj464uTqzePkmkpJTeO3FJ2nVPAKT2UybLs+zYdlMdHa29Og3lC4dW7D3wHGSk1N56onOPPbIQwB8NeMXjh0/jdFkxt3NmVFDn8PX25PJU+eSmpbJs4Pex0Fvz7RJb3M5Ko5JX88hJTUDGxstLz/Xiwb1qlvbG/T8E+zYc4T6tavwbL/u1nO00Wpp1qiO9XP1qqEsXfnnHV+rW0c9bv58/mIU4yf/gNlioWJwAEaj0Vru/MUoxk2ahcFopFJoMJevxDKw/2M0iqjJoKGfluiaAhw/eZYZsxeSnZMLwPP9H6Nxg1pExcTz6luf8nD75uw9cJzcXAOjhj5HzWqVCr2OxbGzs+XFAT3Zd+A46//czaNd2vDz76vYvHUfJrMZnZ0dw954hrCQIH76dQUpKWm88fJTQN7oxcDXxrBgzkR0drb56l2+ejPtr49kAAQFlANg87Z9mC2WfHnPnr9Cv95dAPBwdyWkYiB/bttHr+4dik0rrk5PD1e8vdw5dPQv6tWueruvWghxFyQgEUIIcccOHfmLbTsPMW3S29ja2rBj92E+m/IjUyeMAuDoidP8OP1j/Mp5WcskJacwdeIoEpNSeOr50TzZsxPfTnmXYyfP8NH4Gdab51sZjSZmTHmPmNirDHjlfTq3b45OZ0f/Jx/BzdUZgCUr/2TGDwt5f+RLDH3taV5969N8Iy0fjv+Wxx9tx8Ptm3PuwhXeHPU5P383DkfHvKf4iqJY+16cxcs30axxXevnTyfNok2LCJo0rH3nF/G6jz6byVO9HqbDQ004evw0rw0fny+tX+8utGvdiBN/nWPQ0LH5ypbkmqalZzB52lwmfjIUD3dXEhKv8dLgj5k7I6+u5Gtp1K1VhZef68Xq9duZMXsRUyeMKvQ6lkTV8BAuXIoBoEuHFvTt1RmAPfuPMXnqXKZPfptuD7fimZff48UBPbG317F01WY6PNS0QDACcOhoJM881a1EbYdXCmbD5j1UCi1PTGwCJ06dp3yg323Tbqd61TAOHDopAYkQ/xAJSIQQQuSz5FA0E9ZGEpOSjb+bnhcbFlwvsX33IU6fu8SLb+bdrKoqZGXnWNNr1wjPF4wAtG7RAI1Gg4+3B44Oelo1qw9AeFgF4q4mYTKZoJApMW1bNQLA388Hvd6ehKRrBPr7smvvERav+JOcnFxMJjM2NtoCZQHS0zO5eDmGTu2aARBaMYiK5QM4FXmeiHrVAaxpxfnp1xVEx8Qz/I1nrMfudS1NWnoGUTHx1hGAWjUqU6G8f760dq3zzr96lVBr2g0luaZHj58hNi6Bt96ZZC2nADFxCej1Opwc9daRm+pVQvluzh/3dE4qqvXvJ/86z88LVpKekYWi5E3/A3BzdaZxg5qs+3M3nds3Y+XabUUGhImJ1/BwcylR22+8/BRffTufZwd9gJ+vJ/XqVLX+uygu7XY83V05GXm+RHmFEHdOAhIhhBBWSw5FM/qPY2QbzQBEp2Tz+ZpI/E35p7GoQNeHW/Fs30cLrUev1xU4dvPTb61Wg931z5rr60vMFhWttmBAYndLObPZQkzsVaZ9/xvfffkBfuW8OHwskvGTfyjyvAqb+3/zMb3evsiyAAsWr2PL9v1MGT8Cnc6u2LyF0Wo1WG6aCmS4Pi1LVYvun6rmBQ7FKck1VVGpHBbMl5+NLFA+KiY+3/XVaDWYzeYSnVNRIk9f5JFOLcnNNTBm3DdMm/Q2lULLE381id4DRljzPf5oe8ZNnoWjgz2hFYOK3CjAzs6WXIOxRGtS3N1c+GDUy9bPQ9+eSHCQ/23TbifXYLyr710IUTKy7a8QQgirCWsjrcHIDTlGM9mG/MeaN67Dmg07SEy6BuTtjhV55uL96iYZmdnobG3x9HDFYrGwbNVma5qjg57sHANmc14A4OzsSHCQH2s37gLgwsVoLlyOpkrliiVqa/HyTaxev53Jnw7D2cnhrvob4OfDX6cvAHDuwhXOX4wCwNXFiaAAXzZszltMffzkWS5ejrGm+fv5sGnrXgBORZ63pt2JmtUqcfFyDIePRVqPleRp/63X8XYMBiPf/7SYaylptGvdiFyDAbPFgo+3BwCLV2zKl79SaHn09jqmf/cbPbo+VGS9IRUCuRIVV6I+pKZlYLoeUO09cJxLV2Jpe32Eqbi027l0JYawkKAS5RVC3DkZIRFCCGEVk5Jd6HGLqub7XK92VZ7t+ygj3p+CxaJiMptp27IB4ZUq3IdeQuWwYJo3qUu/F9/B19uD2jXDOflX3k22u5sLrZtH8MzL7+Lq4sS0SW/zwaiXmfT1HH5dtAaNRuGDkS/j6uJkvUEtSnp6Jl9Mn0c5Xy8Gj/ocAHudHd988S5Q/BoSs8WMnW3e6EO/J7vw/tjp7NxzhNCQIMIq/n1z+96IFxk3aRa/LFxN1coV8wVK7414kfFf/MDPC1ZRtXJFQioE4niHu1e5uTrz6Qdv8M2s38nIyMJkNuNfzpvPPxpcbLnCruOtbix6N5stmM152/5On/yOdTRjwFPdeP61Mfj6etGwfo0C5R/p1JLZPy8rdovjls3qs/fAcWrVqAzkrV/6eMJMMrPy/q2u27SLt996noi61Th+6ixTZ/yCRqPB3c2Fzz4cbB1FKi6tuDpVVeXQkb8Y+HT3QnonhCgNinrLL5l/s4iICHX//v1l3Q0hhPjPajZ+E9GFBCUBbnp2jCr6KbbILzsnl17PDGPW1DH4envedT1Z2Tno7XUoisK5C1cYMnoi82eNw8nx7kZq/m3GTvyesJAgevfoWGSe9IwsXhs2jplfvV/oovd/2s49R9i8ff8/9u4d8e+lKMoBVVUL321DlCoZIRFCCGE1vGN4vjUkAHpbLcM7hpdhr/6/bNyyhx/mLqHXo+3vKRgBOHIskhmzF6GqKoqiMHLIs/+JYCQ+IYnBoybg7enOsNf7F5vX2cmBQc8/QVx8IsFBJdsVqzRl5+Tw0rOP3/d2hXiQyAiJEEKIfG7dZWt4x3C61w0o624JIcR9JSMk94+MkAghhMine90ACUCEEELcN7LLlhBCCCGEEKLMSEAihBBCCCGEKDMSkAghhBBCCCHKjKwhEeJf5vvGj6HV2WGj+/tN191mfYZrKe0uE3fkFAe/+5XOUz+857oOz1nEkZ/+QNFoMBsMhLRrRqv33iAnNZ1jPy+lwaB+RZbNiEtg1etjeOL3aQBMDmzCa5EbsSvlHYROLFjJ5jFTcAnMu36KRqHle69TvtndrVNMvRLLz52fZdCxNSUus/GdCcTsOwZA0pkLuJb3t36/fVfPZkpw81I597Nrt3Jp617ajh2GKdfA0udGEH/0L4AC/d07dQ6nFq/DYjLhV7c67T4bhc31N1HvnTqHU3+sRdFqsXNyoN34kXiFhwBwbv02tn4yFYvJjG+tKnSc/C62ensS/zrH1rHT6DF38j2dgxBCiAeQqqr/N3/q16+vCvFf912j7mrCqbNl0rbZaCxx3thDJ9RZzR5Xs1PS8sqaTOrVE2dUVVXVlMsx6rQaHe+onUkBjdXcjMw77PHtHf9thbrshdHWz+c27FBnt+p91/Xd7txup7Dvt7TO/ceHnlLTouNVVc27xhe37lHjj0cW6O+FzbvVOW37qobMLNVisahrh32q7vl6jqqqqhp/PFKd2bC7asjMUlVVVQ98/5u6qN8QVVVVNTcjU/2mTmc1+dxlVVVVde1bY9Wdk7+31rvkuRHqpe377/k8hBDi3wDYr/4L7n8fhD8yQiLE/5HJgU1oNuIlzq7dSs61VNp/PopL2/ZxcfNuLCYzj3w7Fs9KFbiy8yB/fvAFvjXDSTh5BkWrpdMX7+FZuSJXdh5k6ydf03fVbOvT/joDHufy9n1U7dGRGr27sv2zb4nafQiL0YRXlVDajhte4Ol9euxVdC5O2DnmvZFZo9XiXS0MgE3vTCQ3LYO5Hfpjo9fRZ+l3LHh8EP4RNYk9dAIbnY6Hxg4rdKRBtVjY8tFXZCYk03Hyu5gNRrZ8+CUJp85izjUQ1LQ+rT54A41Wy67Js/hr6bq80QYFei2Yhr2rc7HX0JCege6mPKte+4Br5y9jyjXgViGQjpPewd7NBYDjvy7n4KwFAGjtbOn+48R8dZlyDax580Oc/Hxo9f4bKIpyF99qnkM/LODsmrzvtcU7r1G5SxsAYg+eYNu46RgyMgFoOuwFQto2K1A+as9h9B5uOPv7AKCxsSG4RUNSr8QWyJtw8gwBjWpje/1t2hXbNGHnpO9o+Fp/FEXBYjJhzM7B1kGPIT0DZ7+8Oi/+uQvfWlVwD8l7y3itpx9j7ZCPaTIk74VxVR5tz/FfllG+Wf27vg5CCCEePBKQCPEvtPylt61TejQ2Wvqumm1N07k40XflD5xesZGlz42kyzcf02L0IPZNn8eer36k89djAEg8dZY2Hw0hqEk9Tvy+kjWDP8pXzw0511LxrFSBpm89D8DuL2db2wDYOnYae6f+RPORL+crV6FVI/ZNn8d3jR4jsHFdgprUo2rPTtjq7a3BxtPrfspXJjHyPD1/noLGxqbQG2VzroG1Qz7BJagcnad+iKIobHpnIoGN69Jh4tuoFgurXh/D8V9XULlLG/bPmM/Lh1diq7fHkJGJjb2uQJ0Al7fvY26H/hgys8hOTuGxOZOsaW0+GoLeww2AHZ/PYN/0ebR4exBXdh5kz9dzeHLxDBx9PDFkZqHRajHl5AKQfS2V5S+MJqxTK+o937voL7OE7Jwc6bvyB6L3HWHFy+9SuUsbclLT2TD6Mx77aTJOvl5kxCcyv8tz9N/4c4HAK2rXQfzqVi9RW761qnBs/jKyk1PQuThxesVG0qPjAPCuVon6LzzJ9417oHNxwt7VmScWfQNAWnQ8LoHlrPW4BPiSHhNv/exXvwZ/fvDFvV4KIYQQDxgJSIT4F7j5RXTPpeYQPm4ET3RvUmje8G7tAPCpEQ6KYn1a7lsrnDOrN1vzuVUIJKhJPQCq9XyYDSM/Izc9s0B9Wp0dlbu2tX4+t24bhoxMzqz8EwCzwYB3tUoFytk66Omz7Dvij5wieu8Rjv2yjMNzFlkDmcJU6d4BjU3R/+380W8I4d3aEfFy37/7s347cYdPcmDmLwAYs3NwKueNnbMjHqHlWf3Gh1Ro3ZiQds2wc3IstN7yzRvQdeanAFzZeZCVg97j2W0LsNXbc3Lhak4tXovZYMSUnYNbxbyn/+c37qDa4w/j6JP3pu2bR4jMuQZ+6/EyTd96nsqPtC3Y4F2o8mh7APzq1SAzPhFTTi4x+4+RdiWWxU8P/TujopByMYpytavmK58eexWPsOAStVW+WQR1nunJoqfeRKuzo3zzCOv3khYVy7l12xi4YyGOPp7s+2YeawZ/lC+IK4qjtydZCcmYjSa0tvLrRQghRMnIbwwhytiSQ9GM/uMY2UYzAGaLypQNZ7ALLl/oy+m01xceK1otWjtb63FFo0U1m++4fVsHfYGpRm0/HV6iRd+KolCuTjXK1alGnQGP822dziRGnrdOebrVjeldRQlsUo+Lm3dTu38P63QiVJVusz7DLbjgteiz7Dui9x3lyo4D/Nz5WXrM/cI6bawoQU3rYTGZSIo8jynXwJGf/uDJpTNx8HTn1OK1HPt56fWcapF1aGxt8KtXnXPrthP2cGs0Wm2xbZbEje/1Rl0WsxlQ8aoaRu/rIxTFsbHXYc41lLi9es/3to7sRC7fgEelCgCcXrEJryqh1kCs2uOd2TV5FpA3InJl5wFrHWnR8Tj7+1o/m3INaGxtJBgRQghxR2TbXyHK2IS1kdZg5IYck5kJayPvqd6Ui1FE7TkMwKnF6/CqEorOufARhJuFtm/OgZm/YMzOAcCQkUnSmYsF8iWfvUjiX+f+/nzuEmaDEWc/b+ycHDBl52Axme6oz02GDqR8i4b80W+IdTQnpH1z9k2be/0GHbKTU0i9HIMhI5OspBSCmtSj6bAX8AoPITHyXHHVA5Bw6iyGjCxcgvzITUtH5+KE3t0VU66BE7+tsOYLadeckwtXk5mQnHcdMrMwXb/hVzQaOkx8BztnB1a+8h5mY955Hpr9O9vGTb+jcy6Of/2apFy4wuUdfwcBcYdPkrfWMj+vKqEkn7tc4rozryYBkJOSxr5pc4l46SkAXIL8id57BGNWNgAXNu207rBVoXVj4o+c4tr5KwAcnbs43whR8pmLeFctPiAUQgghbiWPsYQoYzEp2QWOdd66CPMOG+Zu+hGA9hNGF5iiczve1SsRuXQ9m8dMQdFo6DTl/RKVa/Bqf3ZN/p75jwzMGzlRFJoMGYjn9SfoNxizc9k8ZgpZicnY6HQoWg0PfzUGBy8PAKo81pGf2vVD5+pMn6XflbjfDV99Ght7HQuffJ0e876gzYeD2Tp2GnM79AfARmdH6zGD0djYsPzF0ZhyclFVFZ8alan0cOtC67yxhkRVVVBVOn7xLg6e7lRs04RTf6xldqsncfbzwbdWFeIOnwQgqEk9Gr7Wn4VPvo6i0RRY1K4oCm3HDmfLx1+xbOBIus78lOSzF3EN8i/xud6OvZsLj/7wOVs/mcrmMVOwGI24lg+g+48T4JZRrZB2zdn79RxUiwVFk/es6ecuz5ERe5Xc1HRmRnSjQuvGdJj4NgAL+7wBqorZaKLOgMcJ69QKgEqdWxN36ATzHh6A1s4OnYsTHSe/C+Stc2n32SiWDBiGxWzGp0Zl2rw8xNqHi1t2U6lz61I7fyGEEA8GpbAnbf9WERER6v79+8u6G0KUqmbjNxFdSFAS4KZnx6iH7qrOm3fSEvfPbz1f4bE5E4tcy/JPWz9yPBVaNy4yMPsnmQ1G5j8ykMd//cq6SYAQQvw/UxTlgKqqd/fSKnFHZMqWEGVseMdw9Lb51yDobbUM7xheRj0Sd6v3om/KLBgBaDbiJesuYPdbWlQczUa+LMGIEEKIOyYjJEL8C9y8y5a/m57hHcMLXdAuhBBCiPtDRkjuH1lDIsS/QPe6ARKACCGEEOKBJFO2hBBCCCGEEGVGAhIhhBBCCCFEmZGARAghhBBCCFFmJCARQgghhBBClBkJSIQQQgghhBBlRgISIYQQQgghRJmRgEQIIYQQQghRZiQgEUIIIYQQQpQZCUiEEEIIIYQQZUbe1C5ECfVu/gd2Oi22dlosFgtPv1aTtl0rFpr385G76NgzhNoNfe9zL4s3e8oRlsyLxMvHAVUFnV7LW580IqyaR6H5l/58mtwcE08MrFYgbfXCc+zaGMVH37S6q76s+v0si2b/BUB8TCb2ehtc3XUAvDW2ETM+O0TvF6rRtG3gXdV/Q2J8Fu8P2srU3zui0ShMH3uALWsuEReVyew1jxAS7m7Nu2tTFLMmH8FksuDiasfoiU3xC3IGYOfGKGZNPgwqWCwqzw6uTctO5YmNyuDdFzdb68hIM5CZYWTF4d4Ycs281msNk+e1x8nF7p7OQwghhPivkoBEiDvw4fSWhIS7c/pEMq/2XEP9Zn64edjny2M2WxjxWZMy6uHtdXwslEHv1Adg8dxIZnx+iAk/ti2Qz2Sy8Gjfyv9YPzr3CqNzrzAAxg3bQXhNT3o8U6XU25nz9TF6PBOORqMA0LxDEI8/W4XXn1ibL196ai7jhu1k2sJOBIW4sG7xeSa/u5cJc9qiqipjh+7g6wUdCAl359ypa7zaaw3NOwThF+jErFWPWOv5+qN9mE0qAHY6Le27h7Bg1imeG1K71M9NCCGE+C+QgESIu1C5ugcOTjbEXslg16ZoNi2/iKuHjktnUxnxWROmfrTf+nR/3LAd2Om0XLmQxtXYLKrX9ebtSU1RFIWMNANTP9nPX0eT0CgKtRr4MPijhhgNZr6feJjDe+IxGS1UDHdj6CeNcHC0Zdn80/z+wyns7LRYLCpjprUkqKILUz7Yy6GdcdjaadE72jBtYafbnkdmugFn17wn97FRGbzUbRWP9Q/nwI5Y2ncPITkhm+xME4PeqY/RYObLMfs4vDser3J6yoe65qtr/rcn2LL6EmazipevnuHjm+Dprb+n63xkTzzzvz1OYnw2bboE89LIegAkXc3iyw/2ER+TSW6umbZdK/D0qzULlM/NNbNl1SVeey/CeqxWA59C24q6mI67lz1BIS4ANG4TwNihO0hJzsHVXYdGA5npRiBvFMTTW28Ncm4wGsysX3qBiXP+DvDadq3Ai91WSUAihBBCFEECEiHuwsFdcRhyLQRWdOHimVSO7b/KrFWPEBDsXGj+C6dTmDSvPRoFnn9kJfu3x9KghT9ff7wfvYMNP6x6BI1GISU5B4BfZpzA0dmWGUs7A/Dt+IP8PP04Lwyvy7fjD/Ljmq74+DtiyDVjsaicPXWNA9tjmbvxUTQahfTU3CL7vnbxOQ7siCUtNReTUeWrXztY01Kv5RIc5sqzg/NunmdPOWJNWzb/DLFXMvhxbVdMJgtv9F5LuQAnANYtPk/0pTS+WfwwGo3CknmRTB+7n/emtLin6xwfk8lXv3UkK8PIU62X0OWJMAIrujB26A6eeb0WtRv5YjSYGdJ3A1VqedKghX++8n8dSSQg2BmdTnvbtoIqupCckM2pI4lUre3F+iUXALgak4mbhz1jprbknRc3Y6+3ISvTyPgfHipQx44NUXj7OlC5hqf1mIe3HhtbDZfOpRJ8SxAnhBBCCAlIhCjWkkPRTFgbSUxKNkGpOQwduAlPFx0OTrZ8NL0lztfXBdSM8CkyGAFo3j7IelNcqboHMZczgLw1C98t62J90n5j+teODVFkZRjZsvoyAAaDmbCqeWsd6jYpx/gRO2nWLogmDwXgX94Z/yAnLBaVz0buol6TcjRtG1BkX26esrVm0TnGvL6VWSvzphzZ6bS06RJcaLlDu+Po1DMEG1sNNrYa2ncP4di+q9b+Rh5L4oVHVgJ509Ycne99zUTrzsFoNApOLnaUD3Ul+nI6nr56Du+JJzV5nzVfVqaRS2dTCwQkCXFZuHvZ31ptoZxc7Pjg65ZM+2Q/hlwzjVoF4ORih9ZGg8lk4edvjjN2ZmtqRvhwbP9VPnx9K3PWdcPB0dZax6rfz/Jwr9ACdXt460mIzZKARAghhCiEBCRCFGHJoWhG/3GMbKMZALNF5WxdHQOeq0v3uvlv+PUOxf8o2d30hF6rVTCbLMXmV4EhHzekXlO/AmmffNuKv44kcXBXHIP7rGfo2EY0bh3Aj+u6cXh3HAd3xDHjs4N8t6LLbadMtekSzLhhO0lJyrGeh6IoheZV1WL6q6o8/VpNujwRVmx7d6rgdVNRLaAoCjOWdsbGtviNAnX2Wgy55hK3F9Hcj4jmedc8OSGbX2eewL+8E2dPXiMxPpuaEXnTvWpG+GCvt+HS2VSq1vYC8hbPH9kTzzuTmxeo15BrRmd/+1EaIYQQ4kEk2/4KUYQJayOtwcgNuUYzE9ZGllobTR4K5JeZJ1Cv3+3fmLLVrG0gC2adIjfHBEBWhpGLZ1MxmSzEXM6gah0v+r5Sg4gWfpw5kUxKUg6GHBONWgXw4si6ODrbEns5/bbtH9oVj6u7Dpfru1sVp37TcqxbfAGTyUJujokNSy9Y05q1C2LpvEjrVDFDrpmzJ5MBOHU4kSF919/ZhSmGg5MttRr48PM3x63HrsZkkpSQXSBvSLg7V86nlbjuG3VYLCrfTTxEt76V0TvY4u3nQEJcFpfPpQJw8WwqyQk5+UbFVi88R+M2gdadwm4wmy3EXk6nYmW3OzpPIYQQ4kEhIyRCFCEmpeANbnHH78Zr70Uw9aN9DOi4HK1WQ+1GPrw5piF9X6nB7ClHeOnRVSiKgqIoDHizFv5BTowbtpOMdAMaRcHH34GXRtYjPjqDCaN3YzapmM0WGrUOoFpd70LbvLGGRFXBxlZhzLSWBRZnF6Zrn0qc++saAzosx9vPgTqNfIm9kjf1rGOPEFKv5fBG73VA3ojJo/3CCavmQVx0ZqmPDrw7pTlTP97PgE7LAXBwtGXk5wUX0QcEO+PkYsflc6nWRfhfjtnLtrVXSE7I5q1+G3Bx1zFnXTcAZk08zLEDVzEZLUS08OfF64voPb31DP24Ie+/uhXN9RGkUROa4OL2d/CxZuE53hjToEBfj+9PoGodL9n2VwghhCiCohY3D+NfJiIiQt2/f39Zd0M8IJqN30R0IcFHgJv+f+zdd3RUxdvA8e/dzW6y6b13CCH0hAAh9Bp6FyygiIj1Z0OsqFhRUSyIWLErvdfQe4fQCSWkkEp622Tbff9YWBITQkCK+M7nHM9x752dmbsJ2fvcmXmGHa/UXNAs1O6LKXvp1j/4qtmtbrX1y85z4lAuz7xVM1i4Hd55dhv97mlomQomCIIg3B0kSTogy3L0tUsK/5SYsiUIVzEpLhyNqvqTfY1KyaS48DvUo7vTs1Pa3rFgBKDnoBD8gx0wmW7/wxddpZGWbb1EMCIIgiAIdRAjJIJQh6pZtnydNUyKC6+xoF0QBEEQhP8eMUJy+4g1JIJQhyGRfiIAEQRBEARBuIXElC1BEARBEARBEO4YEZAIgiAIgiAIgnDHiIBEEARBEARBEIQ7RgQkgiAIgiAIgiDcMSIgEQRBEARBEAThjhEBiSAIgiAIgiAId4wISARBEARBEARBuGNEQCIIgiAIgiAIwh1zUwMSSZJcJUlaLElSmSRJKZIk3V9H2ShJkrZKklQqSVK2JEnP3sy+CIIgCIIgCILw73ezd2qfCegAL6AVsFKSpMOyLB+vWkiSJHdgDfA8sABQA/43uS+CIAiCIAiCIPzL3bQREkmS7IDhwBuyLJfKsrwdWAaMqaX4C8BaWZb/kGW5UpblElmWT96svgiCIAiCIAiCcHe4mVO2GgFGWZZPVzl2GGhaS9kYIF+SpJ2SJOVIkrRckqTA2iqVJGmCJEn7JUnaf/HixZvYXUEQBEEQBEEQ7rSbGZDYA0V/O1YEONRS1h94CHgWhoxh3QAAIABJREFUCATOA3/VVqksy9/Jshwty3K0h4fHTeyuIPy7zXvwZxY+8huLH/+TheN/J3H18Wu/CTj4y26SNp+u/dxve9j73fab2c16S9l5joXjf2fJk39RlFZQ7Vzm4QukH0i1vC7JKuaPe77/x21u/WQdJ5Ye/sf1VJZWcmTegWuWS9ubzOy4GaTsPFdnueu5PkOFnqVPz0VfoQfg6PyDLHjkN2b3mUHq7vPVyuaczGL5c/NZ/PifLPvfXHLP5FQ7t+yZeSx58i8WPfoHp1YctZyrq85VkxZRkvX3P+2CIAiCcPPczDUkpYDj3445AiW1lNUCi2VZ3gcgSdLbQK4kSU6yLItvPkG4pPsb/XAJdqMgOY+lT80hoG0Qtm72db4n6qGYm9oHk9GEQvnPn12cWnmMqAfbEdI5rMa5zCPpGLR6/FrXOlB6x+lKKzk6/yAtRraus9yZtSfwaeXP6bUnCYptUGsZk9F0XW2fWHqE4I4NUNmoAPBu4UdQbCjbP99YrZwsy2x8dxVdX43Du7kfWccy2PJRPMO+fwBJktj55SaiHoohMCaE8rwyFoz7jaAODdC42F61ToCmQ1ty6Le9dJ7U67r6LQiCIAj1dTMDktOAlSRJYbIsn7l0rCVQ22PdI4Bc5fXl/5duYn8E4T/DJdgNtb01Zbll2LrZk38+l10zNmOoNGDUGQjv24ymw1oB5lEB9zBPmgxuia6sku3TN1CYmo+dhwM2zho0zrYAGPVGDvy8i6wj6ZgMJlxC3Ij9X1dUGjVbP1mHSqOmOL2QiiIt/T8dztZP1lOYkoekVODk70L3yX1r9LM4vZAdX26iokiLQqmg9dj2+LcJYs8328g+lknRhUJOLj9Kv2nDLO/JP59L4spjyCaZjENphHQNI7RLIwD2/7SLC/uSMVQa6Ph8D7yb+QLmkYjDf+3HqDOgUClp91gnPCO86/15agvK2fHlJkoyi0CGZiMiCesVgWyS2TVzC5kJaShUSlQaNQM+G8GumZvRlVay5Im/sLK2YsDn99Sos6JYS0bCBYb/MJpFj/5BeX4Ztq52gHmUwTPCm4uJ2SjVSto/1dXyPqPOyJaP47HzsKfthI5IUvU/g4mrj9H3o6GW1x7hXrVeU0VRBbrSSryb+wHg3cyX8rxS8s5exD3MEyTQl+sA0FfoUdmqsbKxqrNOgIC2wez4fBP6ch0qW3U9Pl1BEARBuD43LSCRZblMkqRFwDuSJI3HnGVrMBBbS/GfgIWSJH2JOWB5A9guy3LhzeqPIPyXZB/PwMZRg2uoOwAOXo70+XAoSrUSvVbH8mfm4RcdiHOga7X3Hfp9LypbNcO+H01FkZalT82xjFAcnX8QtZ01g2aMAmDfDzs4POcA0Q+3B8xTfPp9MgyVjYrkHeeoLKlg2PejAagsqai1n5s/iqdxv6Y06tOUgpR8Vr24kGHfj6bd453IO3eRZsMjCYwJqfYe1xB3wvs3w6DV03ZCR8A8pamyuALPCG+iH27PuY2J7P9xJwM+G0FxRhEJf+4j7v3BqO3UFCTnET95GaN+f7jen+fur7fgEuxGz7f6U55XxtKn5+Ae5onJYCLjUBrDfxiNpJAs19n+qa4s+99chsy6r9b6Rq36H8X5xVT2r+SjFYvw6efO7yu3ExnanA86vAhAQUo+cR8MRqFUUJJVbP4ciyvY8O4qgmJDaTq0VY16S3NK2OeeyO7EGXzq9Xqd16Rx1mDtpCFlZxJBsaGk7j6PvlxPaXYx7mGedJrYk/VTVjJvySJ+i97EyPviUGmuBBijVz/PwebHWWb6qlq9CislLsFuZB/PxL9NUJ19SClOZ/SaF9g2cm6d5W42k2xi9JoX+KLLG3jYurHkXDw/HV9AUlEqr7d9mnvDB1jKJhWl8s7uGRTpzIP3L0U/RnufyGuee2nbh+zPPoKTtXkiQL/grjza/F5kWWbM2ol81PFl/OyvHtgJgiAIV3ez0/4+CcwGcoA84AlZlo9LktQJWC3Lsj2ALMsbJUl6DVgJ2ALbgavuWSII/18sOZTOtLWJZBRqea6ogqWTl2FvbUVJRhE93uqPUqUEwFBpYO+MzeQn5YIE5Xll5Cfl1ghIso6kE/NkZwBsnDQEdbgyjSh1VxL6ch3J284C5hGTywEPQHCnK9OEXEPdKbpQwM6vNuPTwo+AtsE1+q4v15GfdJGw3k0AcAlyxTXUnYunsmoEIfVhpVFZ3ufR2Nuy9iX9QAolGUWsenGhpazJKKMtKEfjYluvujMOXaDthE4A2LrZEdA2mMzDF2jYszGyycT26RvwaeVPQLua11mbuf1msPjxPwkaF8HT59/nt6iP2T59A8PHXEky2KBbo2pT34w6IysnLiByTO3T2ADKc0uxslVjrFcvoMeb/dj3ww4S/tiLR2NvnANdUViZf2eOzj9Im/EdCAgrYdvO06xP38kL2eNx9HIiuTgdnUl/1Xo1LraU5ZbWsxe338rzm4hwbYCHrRsATVzDmN55Mt8c+aNG2Ve3T+PBJsPoH9KNpKJUxq97hdVDf8Zaqa7zHMCE5vdXC24AJEliTMQQZh35nfdiJ976ixUEQfgPuqkBiSzL+cCQWo5vw7zoveqxWcCsm9m+INzNlhxK59VFR9HqzbefRpPMj16uTBwdTdeScrZ8FM+I2WPQuNiy/6ddaFxsGfz1vSiUCta8ugSjruZtqyzLNY5V1f5/XfFtFVDrucvBCICjjxPDvx9NRkIaF/alcOCnXQz59n6s1Ff+hFyjqet2OfgCkBSSZe2FLINfdCBdXur9zxqoZYKo2s6aod89QNbhdDIS0tj3404Gzxx1zapyT2dTmFpAzg87qGxbyZaP4inPKyP7eCZTc3/Ax9GWZjaRfHv0L346voC1XX5EYaXgy/bLeXqfmqAODVicFM+80ysxyEYc1fa8FfMsDtZq5CprTh5cO5FHmo6ki387AHaUHOLtdd/wY6+PyC7P5YP0b8jqfJEKYyUDgrqj2VyGc4ALFUVaUnYm0fWVOLIyDuJo64Cr0ZZ1CVsYHjeIJefiGdygF8fyriRDOHzxJFP3zaLCUInerYJnpDGE05Qhi2eSVLoWT5swCnTp2Kut+LzLq0R6Vk+oWGnU8fK2D/F38GFi1Hg2ph7nl5O/U2kso8JYyaDQnjzSbCQrkjayJmULX3V72/K+ngvHsHDA16SVZPL+3pnIyBhlI0+0GE3f4C41Pv/5Z1bxXOQ4y+tGLuZA9u/T3wCO55/lz2PJ7MtYy5QOcdiqbNmevp8egbGczD9HMzfzdYQ6BaI3Sby+/Tc+6fJInT//bv7teWf3DLSGCjRWNjXOd/lrJqtHPIqt6vqmvFV93yOr5/B1rxFYW9X82s4tL+PNHWv4qucwFJLE14d2sCXtHFllJfzU915Cnd0sZXelJ/Pj0T0YTCYc1Ta8GtMDH3vzqM/O9GR+PLIHkDHJ8HDzNnQOMD/EeH3rKjLLipGQ0KhUPNu6E2EuHuiMRp5ev5Dp3QZjr7a+rusTBEG47Kbu1C4Iwo2btjbREoxcVmEwMW1tIiGdw/BrHciRueZMT7rSSuw87FEoFRQk55F9LKPWOn1bBXAm3rzFT0Wx+ab0ssCYEI4vTMBQaQDMIxyFqfm11lN2sRRJIREU24B2j3WiokiL7m/TttR2alxDPTizztxeYWo+Bedz8Wh87bUdals1urLKa5YD8GsdSPr+VAqS8yzHLiZm1+u9l/lG+pO46hgA5fllpO1NwaelP9pCLcZKA/5tgogeF4vaTk1JZjFqWzWGSsNVF6SfXnuSFiOjGDB9BNYO1oz8dSyRY9pxJv4EMd6RnLG/AMDuzEOEOgWQWJxEia0WlZMaX2tPvvv0ezak7uC3PtNZOOBrHowYypu7puPk74KurBLZZI72hjTozZJz6yztrivexdAGcQC8vO0j7vXvz9z+M5jffyYrDq+juI0RRz9n1PbWKFVKso6mA2AymGic6MtW0yFMsom1yVvpF9zVUm+lUcdzW97lhahHWDLoWzqdacLHRT+hN5l/VwxyBW/F3sv8/jPR6f35eH/1jGGFFcWMX/cKbb1b8WLrR5EkiY8PzCDIvpWlfxvSdrInK4G44M6cyDtDRqk5I9jK85to7dUMT1s3vj82h0eajWRB/69ZOvA7OvjWTCqgM+o4mptIM7faR5mqyteWo5Kc6BfmypQOcRzJPUVqSQYZZebfH7XCmaXnNgBwJPcUBZX5lOiu5Fn56fh8Bi+bwDOb3+Z8UZrluFqpItQpgEM5J67Zhxv1Y997aw1GAH45vo9hYc1RXArAOvqHMKPHULztqie5LNFVMHX3Bt6KjePnfvcxoEETpu/bApgfXry/az2vt+/Jj33vZXL7nnywewOmS08aXo3pwey+9/Jj31Hc27gVH+0xJ0BQK5X0CgpnXmLCrbp0QRD+H7jZU7YEQbhBGYXaOo9HP9yepU/PpfnIKFrd34YtH8dzbmMiDj5OloXMf9fqgTZs+3QDix79HXsvR/yiroyGtBjVmoO/7WXZ/+YiKcw3MpGj29aY9gWQn5zL/h93AiCbZFqMiq4121fXl3uz48tNHF+cgEKpoPOk3micNde89qAOoZzdcIolT/xVbVF7bZz8nOnycm+2f7bBHCQYTHg19bnqwuyDv+6plrK3w7PdiXmyCzu+2Mjix/8EGaLHtccl2I3cMzns+HwjJqMJ2Sjj3yYIzwhvJIVEg26NWPzYn1jbW1db1G7QGUjafJoBn42gDJ3leINujVj8+F/EjI5jlt2v6Ex68isKGRMxlL25R0n1yCbGJ5LY4V2ZP3sDh5KPMWrl/ywjN2X6cqysrXDydyGz0LymIS6oMx/tnMVPD32DtrScI41O0u2tMPJnRHEw5xhvZ3+BLr4SZDBoTDj0MX8mCqWCbq/1Yc832zhtf4HCgHyG9ZnAi5Wfsz51B77lbqwePx96w44vNpLvUoamtw1tvVtSml1MWIEf662OkVpsDnztrGzp5NcGABe1N2mluyzXXaIrp8fCRwi0j+ZItpK4oDIySvNJK00mu3wRq1OWXHqSbuC9XUtYPrQVI8L6MSNhDnll3hQYtjAkdBiPrJ6DSXLgrV3fsCP9BJV6R3ztA0grLiSnvJSm7t68FtODvIpCbJTWqJVXRh/WnD/FnJOHOFeSwoViiAvqjrXSiuc2LsFBGcXXCcv44dgi2nhFEOnRBJXCit+O78dOGclfp9bx64mltPNpgp9dAOV6Ay9tXk5KsSstXUfwTsc+rDy/gQkbXmdo8AQOX8zEYDJyUasnrSTrmr/rqcUFzDi4naLKCgwmIyPCW9IvNAKArWnn+P7wbhysbYjxqb5e52qjLJVGA1tSz/F0VEfLsRYevrW2faGkCBcbDQGOzgDE+Abx/u71FFZqcVLboJCgTG/+HS7V63DT2FqCnKqjH6V6neU4QI+gMCasnce45u2uef2CIAi1EQGJIPxL+DprSK8SlHzZ1JwC1+/SDb2jnzNjFj8GgK2rHcO+e6DWejq/eCU9q9rOmh5v9qu1nMJKSfTD7S2L2K9WB0BAm2AC2gRf8xoc/ZyrZYSqqmpmrb9z8HZiyNfVF4w/MP/RKucdq732ax1YrxTBf7+OqnpOGVDjmHuYJ4Nn3ltr+Y7P96hxzLLmJ8yPWX8mML7blakx9l6Olp+X0lXFUc9kIhVNae8TyZvJn+E21IV23uaF7F7NfRmjDufJlqNrtOHfJojTx83rZ+xUGrqHxqJp54fCqKN/UU/GPDqBYl0pkqRgxQM/YaVQ1qgDrnxmOzMOciAhlSb9WtDrYEem7P6Cj7q+TPv7onjv93nc++c4zhWmsGG7+Wn/qZXHaD4iEsrWcvkeVKU0T+c7ejETB7UNlwfLtl84j0JS0iuoDQpJItojgK8P7eDZ6FiUkoLxTf7H01HmtTuHstOZlbADgJGN+jN0+RP4amKpMOlo4tqYHw4nMqPnQzioR7Mr8xBfJczDscCPxYPfRYHE+DVz2Z91gYYujuhMVwLBpMI8vju8i+/jRvLR/hQq9HZ8cWAbUzrE8VGXATy2dj7Lhv9oKd9vyThCnQJp692SFedOMLXzOMsUpw5z70eNgq979sZepebFzctZl3ya4WF9eG/PTGQq+TbOHJz2X7ydfZnpjAqv9eMHwGAy8e7OdUyO7UWQowvleh0T1s6nqbs3jmprpu3dxMxewwl0dOHPEwevXlEVp/Jy8HNwwlp57a/zAAdn8ivKOZmXTYSbF+tSzFP0cspKcbbWMKVDHK9vXYWNlRXlBj0fdqn+b+TjPRvZl5WGDEzreuWcq8YWK4WSlOICghxd6tVvQRCEqsSULUH4l5gUF45GVf1mUqNSMimujjsc4Y65vOYnvVCLDKQXavl4zSl0hprTumJ8WjHz8G+094nEz96bi9p8dmUeop2POSDpFtCepefWkVNunoZmNBk5fmk9h6OvM7Zu9paNEYc07M3ic/EsObeOYQ3N07Uc1fa09GjM7OPzLG2ml2aTq62+AeXf3Rs+gEeajiTWJ6ra8QbOQZTptezPPoKtmx1LNRfIKqqgx9QELpZUUqKrZPSKP3h2w2LujYi0vO9gdhoGk4mc4gB2pacy/eBXZJQW4qi2x8cugIMXd1jKXtTmojOWA+CucaGxSziJRZu4P3wgAP72Ttip9AQ5+nFv+AAaO0dhpSzFWmmFSqkkzNWDjNIiXGycsFfZkVV2EYBDOenE+AThpjGnXG7u4cuBrCvTqwxyhWVt1YIzq7FTaWjj1cJ8zlT9nFqhpntAGxzU1uRo82ji5kVGaTFbLuzFhIJd6Rk8snoOj6yeQ0ZZJrJsV+fnfaGkkJTiAt7ZsZZHVs/hf+sXoTcZSSkq4ERuNmEuHgReuqEf2LBpnXVZPsfyUlxsrj0KCeZRjrc6xDHz4A4mrJ1HYYUWe5U1SoUCg8nEHycO8n7nfswb/BBTO/fn7R1rKddfCfZeated+YMf4tEWMcw6tLNa3a4aWy6W/3sTHwiC8O8mRkgE4V9iSKR52tXlLFu+zhomxYVbjv9b6QpLWNl6DKGj+9Hy7QmW4yc+/QNDuZYWb4wnI343uXuO0+KNuhcH3wyyycSW4S/TdubL2Pq6k7pwI4mzFlJyJpUWUybQ8OGBlrIl5y5w6NWZVOab0/C2eHM8Xp3NN9glSekcfGkG+uJSTDo9/gM702TilVGpdR//xTOHD2FUKDBJCqb3H0mFwcSo33TkhZ/ALbqJpWyMdyRLz62nnZc5AIn0aMLBnBN4aMzT49p5t+LJlqN5fMNkZGT0JgN9g7vQ1M08dc3Bx9GSZKCtV0sKKopQK1W09IiwtPFpp9eYuu8bBi+bgIyMg8qO9ztMwl1z9SfWPnaePNJsJAAG05X1S9ZKNZ93eYOp+2aRU1lK5ikjFZl9kVFilE0YjRIj/Lri5Kblg93LLTfxMmBjpWJ2v/uA+5i6bxYXSo6hMw5hYPAo1qWtsPRPgQo7xZVUxx19O7A7az+DGvTkdH4BGpWKX08uZn/2UVQKK3K15dzT8EqCAaWkwCibg7+egR3YkbGf4WF9kWWZc8XH6bbgB4p1JWy+sAetwcT5ojhslE6UGS7Qb8k4ZGSCHf35ostblsXvRfpUHtv4AlYKBcGO/gwJvR+Vwvw1+fK2j0gqykIGgrM8aOLcmxeiuxHl7U9qSQZPb9rAp93qThYpI+NkbcOPfWuOwm2/kFTLO67N2soKnbG+edgg2juAaG/z1M18bTlzTh7C196RswW55GrLaO7hA0BzDx9srFSkFBcQ4VZ9OmRcSDif7NtEUWUFTtbmRfw6o6FeozSCIAi1EX89BOFfZEik378+APm71MWbcYtqTNrSLTR//WEUalWNMr69Y/DtfXN3kL+aCyu249goEFtfcwpjp6ahtPv6ZRJnzq9Rdv8LnxE6pj9BI7pTkpTOtpGv0nvbd1hpbDj6/mz8+neg4cMDMZRpWdf9Cby7R+MaGU76qh0EJ57i874jqFSpcdCan/TLekfig+6h29Rf6LLwI0s7gxr0ZFCDnpbXb7d/vkZfBjfoxeAGNaeYjQjry4iwK5tQSpJE/LBfa5TzsHVjepe69yoBiPWNItY3qsZxK4WSEw/GW1639IhgTr8v6fDhRrRVphIqsUefMpZp2YnseKU7m1Ij8LQ1ryeJC46iVKekRFeBg9qGiVETSC0uQK1U42nrRkefQbzUthtgfrI/dtVflOgqsFdZs+r8TjxtGmGnsgXMIztvxTxjaXfq7g342XvUek0PNRnOK9s/ZnhYX1p7+/PXSQcW9P8eN40ds4/uIa24kBCnADJLi3FSNWTZ0Km11hNg14wX2jxluSn/6ehetAbzyNTPcdMsr5+M7MAvx/YxLzGBpu7ezE1cwejwYSQX5RPsVHMNlqV+BxdslFasPZ9IXIh55DOluAB3jR1N3b35eM8mLpQU4u/gzMpz9VsgH+rkRlpJ/bfwytOW4aaxwyTLfH9kN4MaNkVjpcLD1o6L5aWkFhcQ6OhCclE++dpy/OydKNfrKNVV4nlpkfyO9PM4qm1wvLSuxGgykVlaTEgd1y4IglAXEZAIgvCPpMxdR/PJ4zj11Twy4vfgP6BjjTLJ89aRtX4fMd+9Zn7P/PWc+2UlstGIysGOyKlP4dDAn+R560hbsgW1kz1FiSmoHe2I+e41bDxdydt/goTJ3yCbTJgMRiKeGUXAkK412jr/xxoinruyHsWpcTCAZeF+VUUnzuPdzZy5ySHUD5WzA9kbD+DXvwMSEoaSMgAM2kqQJKzdzYuBz3y3mAOxHam8tMC4RHNl/xMpJIDKxJ2UJKXjEHp3BZe1uVayhQktY5iwdj73RUQSFxJOUaWWZ9YvAcwjAoPDmtHQxZ3O/qFM3raaR1bPoXtQGA80ac3Ixq0Yv3ouSWWr0FhZE+pQc51OfQQ6+DKm8RAuavMJcXLj0ZYxTNy0DAkJX3tHJrbpWq96hoe34MM9G7BRWvFGbN1ppR9oEsVPR/fxWPx8srUX8NY44G1bUCMgMZhMSIBKocRKoWBql/7MOLidOSfNGc5cbGyZ0jEOFxtbXmzblVe3rMTB2oZuAQ3r1Wc/ByfsVWpLIAHwxYGtbEtLIr+inImbluKotuGX/ubRmx+P7OFobhYGk5Fo7wAmtDKvIXPT2PFCmy68uX2NZcH6KzHdcbS2IV9bzls71qI16FFKEg5qG6Z27m8ZWTqWm0WEm5dI+ysIwg2TrrVPwb9JdHS0vH///jvdDUEQLik8kcSuce/SZ9ds0hZvJnXxZjr+Zt5PouqUraoBSe6eYyTOnE/M95NRWqvI2rifU1/OoeuST0iet44jb39Pz3UzsfX14MCkL7F2d6LZyw+xc9w7+PXrSNCI7siyjL64DLVT9UxfJr2BpY3vYdCxOSg11W+O9j8/HecWYdWmbG0Z/hK+fTsQNn4wBUfOsHnIizR9ZSyNJgyl7EIOO8e+ja6gBH1RKc0nj6PBWPNC3mVNR2IY1IuUNbuRjEZ2hTVlT1gTNColU4c1x//3+bi2akTomNoTCtxNOny4sVqyhcv8nDXseKX7HejR3eVkXjZTdqxl7qAHb1kb65NPcyIvm2dad7plbdTlnZ3x9AuNsEwFE4T/CkmSDsiyHH2n+/H/gRghEQThulTdTf6BI7uI6tAGSZLw6xtLwhvfoM3MRePjftX3Z67bS9GJ82waeGnakgy6oiuLYd2im2Dra56a4xoVTs428/4GHrEtSJw5j/L0HLw6tcI1qnGNuivzi1GorWoEI1fTevrzHHn7e1LmrcMxLBC3Nk0tO5uf/301gcO7E/7EcLTZ+Wy95xVcWjTENaoxstFEMDqkH6Ywc+lhRsz/E9nXi/vH9WBIpB/H1rqgzcytVx/+7SbFhVfbsBNEsoX6+iZhJzvTk295oNAzuBHFugpMslwtHe/toDMaaenhK4IRQRD+ERGQCIJQb1V3k1cajTRKPEnh2dMs3LQbW7US2WAkZcEGGv/v6ruby7JM0KheNJ00ptbzSusr+yxISgWywXwjHDZ+CD4925GzPYGEN77Fq0skTV+q/tRZaaPGVKmjvuyDfIid/abldXy3x3EIM99YnZ29jD47zelhNV6ueHRoycU9x3GNaoytnycBg7sQ1TqAoa0DOGRIoXugHY0urf8xVuqwdnGo2eBd6G5NtvBv8HirWB5vFXtb2hrWqMVtaefv1Eolg8Oa3ZG2BUH47xABiSAI9VZ1N/lmF86T4+jMV3HDLNN38g6cZN+z0+sMSHx6tWP/c58S8kBfbH3dkY1GCo8n4dKi7p22L6/JsA/2wcrWhpQFG2qUUTvZY+3uQllaNnYBtW+UWFVFbiHWbk5IkkTyvHUo1Co8O5ozP9kFeJG9+QBBI3qgLy0nb+9xfHuZN34LGNKF7M0H8IhphqG8gtw9x/Htc+XGs+RMGp5ja+5zcre6G5MtCIIgCHcPEZAIglBvVRc4tzl3igMhjaodd2sdAbKJi7uPXbUOj5hmNH3pQXaNewfZaMKk1+PXv+M1A5KzPy7j4q4jKFRWKNUqWr77eK3lfPu0J3vLQUJHmzNTpS3ZzNH3ZqMrKiUjfjenZ86n45/v4dgokMz4PSR+vQBJArsgH9r/MNmyUDf6s+dJeOMbzny7GJPBQMCgznh3N08lDhs/hIMvzyC++xMABA3vbkkXbCivoPh0Kh4d7swTa0EQBEG424hF7YIg1NvdsMC5LDWLvU99TNdln1qCi9sp6ffVaDNzrzolTRAEQbg7iEXtt4/YqV0QhHq7G3aTtwv0JuyxoVRk59+R9iWFgvCn7rkjbQuCIAjC3UhM2RIEod7ulgXO/gPuTPpTgJD74+5Y24IgCIJwNxIBiSAI10UscBYEQRAE4WYSAYkgCIIgCP9pb09cgEqlxEqlxGAw0a1PE9p3aXTD9a1enICuUs/ge9vUq3xZaQUzP4oHQFdpoKhv+l5VAAAgAElEQVSwHA8vRwCatvTH3cuRE4cv8PDTXW+4T5fNnrGJnv2bExjqzqlj6axccIiMCwV07tm4Wn+LC7XM+2UXeRdLMRpN9B7YnOjYBtc8B3BobzLxyw4jyyBJ8OSk3jg4aVg2dz9+Qa60jgn9x9ch/P8iAhLhtloRMxmTzsCAfR+gUJqXMJ2fu4t9E38j8t2RhD3c9YbrPj9vF+7RoTiEXjvda1U5O0+z7cGZOIR6YTIa0Xg6Ef3xA9gFuF31PWVpeWRtOUmD0R0tx1bETKbTz0/i1Nj3hq/hdrhaPwuOp1GalEPAwNaWY/P8n2Ro4nRUdjY33N6xT1dgKK+k1RvDLcfO/LSZgiOptP2s7t2ra3tvfZQk5XD0w6UUHE1F5WSLbDTh070pzV4aZPm9q6+zv23FWKEn/NEenJ+3i8z1x4j97tFay57+YSMmg5HGj/eiPLOQPc/8ROGxNOxDPOm16hVLOZPRxOF3FpK9/RSy3ohPz+a0fGMYkiRx+sdNJM/dZSlbmppL6H2xtHprhOWYsULPur5TUWrUlnrP/rIFfYmWiKf7XNf1CcL/Fw8/3RUffxcyLxTwyVsraNLCHycX29vStp29DS+9OwiAMyezWDZ3PxOnXEkNvmfb2ZvSTvK5i1RWGggMNW9O6+bhwKiH23N4fwqGKpubAiyZs4+AYDfGP9ud0uIKPpmyggbh3ri42dV5LvV8LmuWJPDUS3E4OmvQluuwurShbPe+zfjig9VEtg1Bobj9SUWEu5cISITbzsbTiezNJ/DpYd5MK3n+blxaBP7jepPn7cba1f66AxIAx0Y+lhu7hLcXkPD2Ajr88NhVy5el5ZH05/ZqAcndrvD4BTLXH6sWkNyNtNlFbBo+neavDrYEDvoSLcemLcekM6DQqKuVNxmMlt3Za9NwTOd6tWvQ6jjz02bi1k8GwMrOmmYTB6AvreD49JXVyp7/ayfFZ7PoveY1kGD72FmkLTtA4OBoGj3SjUaPdDP3TW9kefSrBA6p/hT26MfLcIsKofBkuuVY6P0dWd31bRo+1AWVg6ZefRaE/498/F3Q2KkpKijHycUWk8nE8nkHOHk0A4CI5r4MHNkahUKBtlzH4r/2kXY+F0mSCG3kyYgxMdXqy0gr4LdvtzJ8dDsaNva+4X5VaHX8/PUWsi4UoLFV8/DT3XB0Nv9b3rDqGIf3JWMyyTg52zLq4VjLuap2bT5N65gQy+vLozBHD6YB1QOSjNR8uvZuAoC9ow1+gS4k7E2mW9+mdZ7bsvYE3fo0tbSvsb3yN9Xe0QY3DwfOnMgkvNm/++Gc8O8iAhLhtgu+J4bz83fj06MZpam5GLU6nMKv/OHSl1Vw6I155B9OASBoWDsinuoNwKYRn+HaMoi8g+fRZhcSMKA1LV4bwvm5uyg4ksqhN+dx7OPltHxjGIemzKftp2NwbRUMQOJ3Gyg5m0X0xw/U2T+vjo05/P5i8hOS2TvxN/pseMNybm2v92k99V4OTp5LWWou8b0/wD7Yw3Ljm7b8APtf+gNtThHhj/W0jPjkJyRz6M35GMorsbK1JvKde3BtFUxZWh7r+n1Ig9Edydx4HKNWR/Qno/Fo27BGv1IW7+PMj5sw6Q0AtHxjGF4dGwPmUY/g4e3I3naqRtsX95zl4GtzUNqocI0KgVoyfVcWlHL8kxXoSyuI7/0B7u0aEvXuSADOzN5M+poEdAVltHx9GP79zftt5B08z5GpSzCUVgDQ9MUB+PZoXudnezUnZ8aTsmgPAK4tg4h8d2SNUZk1Pd6t18/z7C9b8IhtRMjI9pZjKgcNke+MtLxeETOZkHtjydmRiH2gO81eHsTup2ZjKK3AWGnAp3tTWk4eBtR/lObCykN4tGuI1aWAR+2owSMmjJydp2uULTx5Aa+OjVFcyljm1TmClMV7CRxcPbtkxroj2Hg44toyyHLs4p6zlJ7PodGjPSh8b5HluEKlxLtzBKnLDtDggf9OoCwIN1vSmRzs7a3xDXQBYOfm06SnFvDi2+YRi28/Xc/Ozafp2L0xi//ci7W1iknvDEKhkCgtqahW1+kTmSz+cy8PPdEFbz/nf9Sv1PN5vPTuIFzc7Jgzeyfb1p+k/4go9u88R252Mc+90R+FQmL7xlMsnbOPMY/XfFhy9lQW3fs2q1d7/sFuHNxznoAQN/JzS0k+exFXd/trnsvKKMLVw54vP1iNrtJAi9aB9BrYwpJmPbihB6dFQCJcJxGQCLedZ2wjzv26FV1hOcnzdhM0oh0FR1It5098vhrZJBO3fjKG0go2DP4E5wg/fLo3BaA8I59uC59HX1rJqg5vEnJvLCGj2pM8fzfhj/fEt6f5prjh2C6c/XUrbVsFI8sy537detWpNpfJJhMXVh3Cuak/rq2CsbK1JmfXaTzbN+LinrNICgn36AZEvTeKw+8tqjYNB8BQoaPHskmUpeWxtsd7BI+MQaGyYueE72nz6Ri8OjUme/spdk74nr7b3wZAV1CGW+tQmr88mJRFeznywRJ6LHmxRt+8u0YQOCQaSZIoPpfNllFfMHD/B3W3baVk95M/0m7Gw3jGNiJt+QHO/rS5Rt3WLvY0fXFArdORVPY29Fr5Crn7zrHr8R/w7x+JrqicA6/+Radfn0Lj5YQ2u4j1/T/CfUMD1E41p0CkLNhDzrZEy+vK/FK8OpmDqcyNx0lZtIceS17Eyt6Gvc/9wonPV9Py9aHV6qjvz7PgaBreXSJqHP+7ipwius1/HjBPger48xOo7Gww6Y1sfWAGmZuO49Ot6TXruezirtO4RgbXq6xL80CS5+2i4UPmG4r0tYfRF5XXKHd+7i5C7r2yA7yhvJKEKfPpMPsJSs/n1Cjv1jqEzI3HRUAiCMCSQ+mWjIB9iir48tP12FtbkZdTwrj/dbNMMzp9PJO2HRtYXrfr1JAjB1Lp2L0xxw9f4MUpAyzTj+wdrjwoOXUsk5NHM3jixV43ZepXSJgnLm52AAQ38CDxuHnE5tihNNKS8/jkreUAmEwyGo2q1joKC8pxcKrfFNsh97Zh8V/7mPbmclxc7QiL8EZ5aUprXedMJhMZaQU8Oak3BoOJbz9dh7ObPW07mNeYODppOJeYfeMfhPD/kghIhFuu6pfC60UVbEzModGAKFKX7Sdt+QG6L5lYLSDJ2X6KVm/fgyRJqBw0BA6OJnv7KUtA4t8/CkmhQO2owTHMm9KUiziEetZoN3hEDCc+X01lQRn5CcnYeDji3MS/1j4Wn84kvvcHyLKMc4SfZb5+2LhunPt1K57tG3H2ly00fKhLndcaOMj8hNsuwA2VkwZtZiEmvRGFyspyA25+Mm5FyblsVPY2WNlZW4Iot6gQDr+7qNa6S5NzOTZtNtqsIhRWSiouFqPNKULj6XT1tnUGlBo1nrHmxZsBA1uz/+U/67yGGtd06am9a1QI2uwijBV68vYnUZaWx7YxM68UlKA0+WK1p/mXBY1oV+saEoDs7acIHBRtmWYU+kBHEt6aX6OO6/l5VnXyq7WkLTtAZUEp7Wc9gnu0+UszePiVaReyycSR9xaTuz8JZJmKi8UUHr9wXQFJeVYhPu71GyEKGRlDWWouG4d8ipWDDa4tg7i4q/pIija7iJwdidXW2Rx+bxENHuqCrY9zrQGJjYcj2szCevdZEP6rlhxK59VFR9FeWjdhNMmsV2t4fVQkwXo9v3+3jdc/HIqD0+VpT9XXO9RnU1VPb0cy0wtJS87FyeWfTztWVdnjSVJImEzm4WxZhl4DWxDTOaxedej/tlbkauwdbRjz2JUU6d9OX4+Xr9M1z7m42dOyTTBWl5IENIsKJDXpoiUg0euN1a5FEOpDbIwo3FKXvxTSC7XIgMEk88X6M5xpFsLxT1bgFO6LtYt9tfeYs3b87cugykulzZUnQ5JCgWw01dq2lUZN4JBokuftuhRMXH0tgGMjH3rHv0bcutdp9+VYbNwdAAgYEEXewWQKjqWRs/M0gUPrzqiitK7SN6UC2WC6dEE1y16+RoXaqtp7TIbav0x2Pz2bhg92ps/GN+i15hUkKwWmSkPdbd8ECmtz/y4vBjcZjcjIOEX40Tv+Nct/A/d9UGswck21fT613AzU9+fp0syf/IQUy+uIp+PoHf8aNh6OmHRXPlsrO2vL/yd+twFdUTk9l79E3PrJ+MW1xFipv67LUNqoMNXzPZJCQfOXBtE7/jW6L3wBG3cHHBpWn3uePH83Pt2bYe165d9H7t5znPh8FStiJrP7qdkUncpgbc/3LOeNlYZq/z4E4f+raWsTLcHIZRUGI9PWJtKqbTDhTX1Zv/IoAI2a+rB3x1mMBhNGg4m9O87RqIkPYM6AtXHVcWTZHBxUnbLl6m7Hk5N6sWL+QQ7uOW85PvOjtaQkXbxp19IsMoAdGxMpL6sEwKA3kp5a+8avvgEu5GQW16vestIKjJe+P0+fyCTzQoElO1Zd51rHhJB4LANZljEaTJw+kYlfgKul3uyMQvwuTYcThPoSIyTCLVX7l4KJTw7n8OtLg3CLCq7xHq9OjUn6awdu0aEYyipJXbbfMp+/LioHG/TF2mrHGj7UhU3DpyObZGK/m3Dd/VeolISMas/2h2cRNLSNZX1AbW1djUNDb0w6Azk7EvHsEE7OjkRMBiP2oZ5UZBfVuy/6Ii12gebMKUl/7awWjFy17QZeGCv0XNx9Bo+YMNJWHLxqv1X2NuhL6ndN7q0bUHr+D8s1gXmdjEvLoHo9WazKq1MER95fTNi4bljZWXP+r52WtTF/V5+fZ8OHuhDfZyrJC/YQPKIdYM5qVdfnpS/WYuPphNJGRXlmIenxR2gw5vo2V3Rq7EfxufpNUzBW6DHqDKgdNZSl53P21610+L769STP302rN6uvW7m8YB7M2eH+Pm2w+EwWTk3EHjGCkFFY+9+yy8cH3BPFp1NW0KNfc2K7NiI3u4Rpl6ZENW7mS/uu5tGIIfe1ZfGfe/no9aUolAoahHsxfHQ7S33OrnY8+VIc33y6Dr3OQJsODchIK8DZxe6mXUubDg0oK61gxtS1AMiyTMfu4fgFutYo26J1IKeOpRMWYX7AkXQ6m19mbaVCqwdkDu5J5t5xsUQ09yMlKZdFf+xFIUnYOdgw/tkeqC89gKrrXGS7EFKT85j62lIUEoQ396PdpdEbWZY5cyKLXgNa3LTrF/5/EAGJcEvV9aXQ4JXutZ5r8lxfDk2eZ3nyGzSsXb2mzoQ+0JHD7y4i8dv1tJw8DK9OjbEPdMexoTeukcEo1Tf26x5yXweOf7aKBlWyLTlF+OHQwIs1Pd7FsYF3nWtTlGorYr97tNqi9thvx193f1pNGcGOR75F4+2MR0xD1PX4wlNaq4iZOc6yqN2zQzi2fjW/xAA8OzYm8dv1rO31Ph4xYZZF7bVRO9vScfbjHH5vMYemLMCkN2Af6E7Hn5+odXSjLj7dm1J4Mp0Ng6cB4NoiiIhna09dW5+fp8bbmW4LX+Do1CUc+2Q51q72KFRK/Pq0xKV5QK3vCRvXlV2P/UB83AfY+rrgdSnIuh7+fVtx8LU5NJtoXhhrMppY2c6c5lpfomV59GuE3BdrzrxVomXTPZ8hKcyjTi1eG4JL8ytTPnL3ncNQWoFX1ybX1YfsLSdo9vKg6+67IPzX+DprSK/y/RPvaf6753cpM5SHlyMfzrrfcn7IfbWPftvaqXng0ZprsvoObWX5f0dnjSWlb1pyHs2jAutcUxIW4V0t5S+Y162069Twqq+7xjWla9y1vwdjOofxxftriBvcErXaitBGXrz92T21lm3Swp8mLWqf9lrXOYVCYuh9bRhay2d26lgGQaHulrUwglBf0uVhyLtBdHS0vH///jvdDeE6dPhwY7Uvhcv8nDXsuEpAcjPpS7Ss7voOPZe/hK3vjQ0hpyzcQ+rS/XT69amb3Dvhet2Mn+ettOWBGbR4dQguzWoPfG6l4rNZHHj5T7otfOG2ty0I/zZ/X0MCoFEpmTqsOUMi/9ujiInHMnBysf3HWb9uRMLeZELCPG/b/i63miRJB2RZjr52SeGfEiMkwi01KS681i+FSXHX/wT6ep39bSsnv1hD+IQeN3zzuuWBGZQl59Lhp8dvcu+E63Uzfp63WtS7o8yLze9AQFKeUUDU1Ptue7uC8G90Oei4nFDF11nDpLjw/3wwAtzRdLut2gbfsbaFu5sYIRFuuapZtv4/fSkIgiAIgnD3EiMkt48YIRFuuSGRfiIAEQRBANaeXMgPOz9ClmUqDRVEeEfy8ZBfAfh667s82uFlVEr1NWqp23trniHhwi4AzuWexN85BGsr894Uc8ftRqmof0rWLze/hVE28Hy396+rDz1mhGKntketNGezax/Sg4k9PuTLzW/S2KsVvSOunajksiJtPosP/8zYmKtPR8wpyWD6xtdISN+FRmWHSqHivugnGNpy7HX1u6pf9nzOoOajcbF1v+E61p9ago9TAE19WtfRzmcoJCVj2j5DZlEqry8fz4msgzRwj+CPsdss5QwmA9PWT2Jv8mYMJj3dGg3k+W4fIElSnecATmQd4sP4FyjSmrNzvdz7U2JDerLp9HJ2JK1jcp8vb/gaBeFmEAGJIAiCINwGF0szeX/NM8x7ZDfejgHIskxizhHL+Vnb32NszPPXHZAYTAasFFe+zqveXMbNbMT0YXMI86x9QfTf33szfT58HqHu1TPmPdP1nVrLGk1GFJKi1ix9Rdp8ft7z+VUDknJdKWN/78E9keOZOugnJEmiSFtA/KmF/6j/v+79kk4N+vyzgCRxCVEBsVcNSMp1Zcw58C1LJiQAYKt24KnOb1JUkc+PO6dVK7vg0A+kFSQxf/w+ZFnmqXmDWXdqMb0jhtV5rlxXygsLRzFt6B80922D3qinXFcCQLdGA5m59R3SC5Pxcw6+4esUhH9KBCSCIAiCcBvklmZjpVThpHEDzHsRNfZqCZhHNQBG/9IFhaRg9uh1bDu3hj/2fYXeqANgYvcPiQkxJwOJm9mIoS3Hsjd5M/4uIbzT/9t69cFgMhD5oR0Tu09l85lVtAvuyuMdX+eHnR+z8fQyDCY93o4BTOk3Cze76hvOnso+zKvLHuaNPjOICuhwQ5/BK0vHEhUQy8ioCXy5+S2ySy5QXFHIhYIkfn1wM9M3vsr+1G2orayxt3bilzEbeH/tsxRp8xjxQxvs1A788uDGanWuOPYnHnY+PBwz0XLMSePCPZHjAcgtzeLt1U+RXpgMwLj2LzKgmXm9VY8ZoQxrOZadSevILctmXMxERrV+jFnb3ie/LIfnFo5ErbRm2tDfySxKZea2d9EZKjCYDDze8XXiIsypubOK05ga/wJpBUkADGh2Hw09mrLt3Br2p25j3sHvGRvzgqXdy9aeXEC74G6WESwnjQutAzuy6/yGGp9dYvYRYkK6WwLImODurDz+F70jhtV5bvnRP2gT1JXmvuasWCqlCifNlWyLvSOGs+TIrzzV+c0b+IkKws0hAhJBEARBuA3CvVrQzDea3l81pE1gZyIDYhnY7AGcbd2Y3OdL5h78lt8f2oKt2rwZZoeQXvRrMgpJkjifl8j4P/uy4X9JlvpySzOZPTr+hvoiSRI/j1kPwJIjv5JdcoE/xm5DISn4Y99Mpm98lfcH/mgpvzNpHZ9seIVPh/5pGfV47K/+PN/9A0tQ9XeXb+YBJvb4kPYhPWqUOZC6jTkP78LZ1o1jGfs5kLadpY8dRiEpKNIWAPB63Bc8+Ft3FozfV2s7J7IO0dzv6pvWvr/2WZp4RzLjnoVkl6QzanZ7mni3ItQ9AgCdsZI/xm4jrSCJ4T9EM7jFgzzR6XUWJPxYbZTH1daTX8dsQqlQcrE0k3t/6kCH0F7YWzvy8pKH6NF4MF+MmA9AQXkuLrbudGrQxxKA1WZ/6tZ6B3dNfKJYdXwu90Q+iiyb2HRmBZV67TXPncs9iVKh5PE5A8ktzaKZbzQTu3+Ig4155/WWfu2YufUdEZAId5QISARBEAThFqqe2ONJHox9EkfbRDaeXsbPuz9j0aMHqj2xviytMImXlo4hpyQDK4WKvNIsckuzcLc3b3o3sPnoG+7ToOZjLP+/+fQKTuUcZuSP5g3/jCaDZRQHYPu5tWw7u4bv7ltpaRvg2/tW1tlGbVO2/q5Tw74425rbCnBpgM5YyZRVT9AmqAtdGva77uuqze7kjbwe9wUAXg5+dAjtzb6UrZaApG+TkZfaD8VO7UBOSTqBrg1r1JNXls3kFeO5UJCEUmFFkTaPlPwzBLo05HjWAX66FOAB9Z7mlV18ocZI1NUMa/kw6YXJjPmlC/bWTjT3bWNZK1TXOaPJwO7kjfz+4FZc7Tz4MP4FPt34ClP6zQLA3c6b7JL0evVBEG4VxZ3ugCAIgiD8V13eDyO9UIsMpBdq+XydDo1yEN/fvxp7a0f2pWyt9b0vLRnDqKjHWDIhgXmP7EGpsKLSUGE5b6uyv+F+XR6FAZCRebLTGywYv48F4/exeMIhy+gJQLBrI/RGHSeyDt5we/Xph5PGhaUTDtOr8VBOZSUw9LtI8spyrllHE+9IjmZcKwNn9bUpVdeqXB7FAVAolBhMhlpreGf108SG9GTRowdZMH4f7vbeVBoqkLnxbKXWKg2Vhsp6lVUqlDzX7T0WjN/Hz2PW46JxJ8St8TXP+TgFERPcHXd7LxSSgn5NR3GsyudVaaywTBkThDtFBCSCIAiCcItMW5to2YdJkvJQKM2vp61NJKv4AgXluZbFxHZqB0oqiyzvLakswt85BIBFCT+hM9bvxvV6dQ0bwJwD31BcUQhApaGCxJyjlvP+LiF8d99KPt3wKvEnF92SPgDkleVQaaigU4M+vNB9KjYqDRlFKdhZO6LVl2E0GWt934Bm95NdcoFf9nzO5a0MirQF/LHvK8C8nmJBgnn6WU5JBjuT1hEd2Pma/bFXO1BaWWx5XVJZiJ9zEJIkse3cGsuaFEcbZ5p6t7a0B+YpWwD21g6UVKnj78I8mpGcd/qafQGo0GspqTD/fqQXJjP/0A882PaZa57r02QER9L3Uq4rBWD7uXjCvVpY6k3KPUW4ZwsE4U4SU7YEQRAE4RbJKNRWeWXE2noOCukiBXo1T8615+kuU4jwbgXAQ+2eY/wfcVhbaZg9eh0v9/yEZxeMwNPBj+jATjhXmUZ1Mw1t+RBF2jzG/mZe4yHLJu6LfpJwz+aWMj5OgXx//2oemzOASoOWgc0fuOYakuuVWZTKO6ufwmAyYJKNdG80iGY+0UiSRK/Gwxj6fSQuGvcai9pt1fb8MmYj0ze+Rt9Zjc1pf5Vq7o9+EjCvQXl79ZMM+96c6Wpijw+vOZUM4IE2T/Ha8oexsbJl2tDfeb7b+3wQ/xzf7viQxp4taOhxJXPZR0N+4f21z7Io4ScUCiUDm93P2JgXGNh8NG+umMCaE/N4qN3zNRa192o8lI/XTeKxjq8CoDNU0ndWBHpDJaW6YnrMCGVk5KM81vFViisKeOSPOJQKJRISL/b4yBJY1HXO3zmEMW2f4f6fO6KQlAS4hPJW368tfdiZtI6ejYde749LEG4qsTGiIAiCINwiHT7cSHq1oMTMz1nDjle634EeCf824//sw6Se06oFgLdLftlFJvzVjznjdt2y9M93M7Ex4u0jpmwJgiAIwi0yKS4cjar6RoQalZJJceF3qEfCv83rcV9wsSTjjrR9ofA8b/T9SgQjwh0nfgMFQRAE4RYZEukHUCXLloZJceGW44IQ4hZOiNudCVBb+LW9I+0Kwt+JgEQQBEEQbqEhkX4iABEEQaiDmLIlCIIgCIIgCMIdIwISQRAEQRAEQRDuGBGQCIIgCIIgCIJwx4iARBAEQRAEQRCEO0YEJIIgCIIgCIIg3DEiIBEE4f/Yu8+AKuv2gePfM9gge4qAIOJGzb1xoZk5M82irbZs+kTDxlP/onxatkxtUbhypOYe5N7gVhygKMgG2eOM/4sDR8ZhWBSl1+dNnvs37xuT+zq/JYQQQgjRZCQgEUIIIYQQQjQZCUiEEEIIIYQQTUYCEiGEEEIIIUSTkYBECCGEEEII0WQkIBFCCCGEEEI0GQlIhBBCCCGEEE1GAhIhhBBCCCFEk5GARAghhBBCCNFkJCARQgghhBBCNBkJSIQQQgghhBBNRgISIYQQQgghRJORgEQIIYQQQgjRZCQgEUIIIYQQQjQZCUiEEEIIIYQQTUYCEiGEEEIIIUSTkYBECCGEEEII0WQkIBFCCCGEEEI0GQlIhBBCCCGEEE1GAhIhhBBCCCFEk5GARAghhBBCCNFkJCARQgghhBBCNBkJSIQQQgghhBBNRgISIYQQQgghRJORgEQIIYQQQgjRZCQgEUIIIYQQQjQZCUiEEEIIIYQQTUYCEiGEEEIIIUSTkYBECCGEEEII0WQkIBFCCCGEEEI0GQlIhBBCCCGEEE1GAhIhhBBCCCFEk5GARAghhBBCCNFkJCARQgghhBBCNBl1U3dACPHvlFdQyMTwtxjdvzdPTxpnvP7DbxspKinliQl3s+fYSU5ciGfGhLsbte0vf/mVDgEtGdg1mAtXkvhsyQouXEmiZ4e2vDXtIWO+ouISPl2yggtXrqLR6rizb0/uHRYCwPxVv3Ho9Flj3sSUNKaPu4vxgwfUWW71jj0UFBVx34ihjXpPQgghxO1KRkiEEH/I1kNHaO/vS/ThWMo0GpN5+gZ3aPRgJD07h5iz5xjQpRMADna2PDlxDE/eM6ZG3qiNWzFTqVj4+izmvfI8Ww4c5nT8JQCmjbuLBa+9xILXXmLOzBkoFQoG3dG53nKj+vVi3Z4DFBQVN+p9CSGEELcrGSERQvwhG/YeZMb40SzauI29x08xsGtwjTwb9x1k/4nTxlGLTfsOsXrnHrRaHTZWljw3ZSI+Hm5s3HeQbYdisLO2JiH5GrZWVrw97SGc7JuZrHNAl2AUCgUALg72uDjYczklta07lU0AACAASURBVEbei0nJhPbqjkKhwMrCguDAALYeiqGdv1+VfFsOHKZrm9bG9uoqp1ap6NY2iOgjsdzVr/effIpCCCGEkBESIcRNu3g1ibyCQroEBTKiTw827D1Qb5nj5+P5PeYon77wNN+8+gL3Dgthzk9LjOlxl64wY/xovn/jZXw93Vn1+26T9Rw9d5G2LX0a1M/WPt7sjD2ORqvlen4+h07HkZqZXSPfxn0HGdmnR4PLtff3Jfbs+Qb1QQghhBB1kxESIUSD/BqbxJxNcSTnFNFCd5E+gUEoFAr6d+7I50tXkp6Tg6uDQ63l9504xcWryTz14acA6PV68guLjOkdAlri5uQIQLuWvhw5c85kPenZOTg2s2tQn6eEDuGbFWuZ8f7HONja0rl1ANfzC6rkOXPpMjl5+fTq2K7B5RybNSM953qD+iCEEEKIuklAIoSo16+xSbyy8gRFZVrQ61DkJ7Hv6DXGzDqNtbkKjVbH5n2HmTqy9oXeer2ekX168PDokSbTzc1u/HOkVCrR6nQm81mYm1FaZnrNSnWW5uY8O2WC8fOni5fj4+FeJc/GvQcZ2rMbapWqweVKy8qwMDNrUB+EEEIIUTeZsiWEqNecTXGGYASwKUunTGnNZbt+ZDgPYPH/zebDmdPZuO9gnXX07tSezfsPk56dA4BWp+Pc5Ss33ZeWXp5cSU1rUN6ComJKSksBuHg1md1HTzBmYF9jeklpKdsPx1aZrtWQcokpqfh7e91034UQQghRk4yQCCHqlZxzY2qVXdk18sw8qlxv7++HTq/n2PmLtdYRHBjAo2Pu5LWvv0Wn06HRahnYNZjWvi1uqi/9u3Tk9yPHGNHbEESkZGYx83+fU1JaSmmZhkmvvM1Dd4VyZ99eXMvI5L8LI1EplZiZqXn14ftxcbA31rXr6Al83N3w8/So0kZ95Q6djuPRMXfeVL+FEOLfYEO3ufT5aTL2bd2qXN9932I6vxeKrZ/Tn6p/x7hIWj/RC8/hratcP/L8WnzvDcalV8PWCNbl/PwD6DU6Wj/Zm6JruRx68leyT6Rg6+/EkM2PGfPptTqOv7mFtJ0J6DRaPIe1puNbQ1EoFOi1Op60G9tihfs7JwEz4DfgpQmps/Ur3N+ZCTxSqUl/YOGE1NkvrHB/505gzITU2dP/9I3cRhR6vb6p+9Bg3bp10x8+fLipuyHEbadvxHaSKgUlFZo7WLEnfPDf2hetTscTEZ/w/lOP42xiF66/WmJKKh8v+oVPX3j6b29bCCH+arUFJH+ETqNDqa46Gae2gKSx6tcUlrF10DcM2zEdlZUZZbnF5JxKRZNXwun/7awSkMRHxpC07gx9f54MCgV7H1iC76ROtBjXgfjIGBY9+1VuW3NfF0APrAV+nJA6e0nl9la4v2MGJAF3Tkidfbj82hFg0oTU2bV/SyeqkClbQoh6zQoNwspMVeWalZmKWaFBf3tfVEolL9x3D9cyMv/2tgHSsnN4bsrEJmlbCCGayoZuc7l+xjBd9tzX+9geupCtQ+YTfed35JxMMeZb4f4OcV/uZce4SM78b0eD698xLpJrmw2bmSSuOMH2Ed+ydch8tg6ZT9rOhCr9OPPxTnaOiyT2pXU16kladwaX3j6orAzr/MyaWeLa2xe1jXmNvNdPp+I2oCVKMxVKtRK3gf4krjhpTDtVlpA7IXV22YTU2RpgCzDVRNdHAykVwUi5ZVQdQRH1kClbQoh6je3SHMC4y5aXgxWzQoOM1/9ubfz+/JD+H9Wt7d8fhAkhxD+J7z2daP2E4Rym1B3xxM5aT8iGSu/fOj0DV4X94frdQwJoMb4DCoWCvAsZ7Jr4M3cefc6YXpyaz4Ba6s/Ycxmnrg373eTYyZNLS44S8FA3AK5tiKP0erExrYt5a4cV7u/YlGcfC5jaSvIR4Ltq1/YBHwKvNagjQgISIUTDjO3SvMkCECGEEH+dytu6z75ezPazaYyrY8pW9vFrxH22h9LsIlAqyI+vOmLte2/Ng3JvRsGlbA7OWEVRSi5KtYritHyK0/KxdLMFwOeeTrWWLbyWi8fwwAa14zs5mILL2fw++gfM7Cxw7OxF+t5LxrS46Yl5AWZee4Bc4BAwqHL5Fe7veAKDgYeqVZ0CeDeoEwKQgEQIIYQQ4rZVZVt3QKvT8+nWcyj8HE1+CaUr1bL/0eUMXP0gjp08KUrJY33wp1XymJoedTMOzlhFx7eG0vzONuh1en71ex9t8Y3t3uuqX2WpRlfcsK3hFUoF7V8Jof0rIQDEfbEXu0AXY9p3+euTv81b1w1ghfs7/wHOVKviQWD9hNTZGdWuWwI1F16KWskaEiGEEEKI21Tlbd0rlGh0zNkUZzK/tkSDXqvD2suwqUj8942/2VBZbjE2vobZUZeiYtGVaOspcYN9WzfyLjZsjaG2WENZrmGKVuHV68T/cJjAGb2MabYKKxXACvd3fIAngY+rVfEQNadrAbQFjjW400JGSIQQQgghblfJJnZQnL7pPDqFgvVLjgMw9PcbO9ia2VnQ7j+D2D7iW6yb2+M+OOCm2zz87BpUFjdeQftGTamS3umd4ex78BesPO1w6e2DuZNVg+tuPqoNsS9voN2sgYBha98Nd8xFW6qlLLeY9Z0/xW9qF9rNGkhZbjE7x0eCUgFAh9eH4NjJEzAERR84TW+zwv2dU+VVvzwhdXZMRTsr3N/pC9gBm0x0IxRY0eBOC9n2VwghhBDidvVP2ta9sey6N4qOrw/GoaPnn6pHoVAc0ev13W6mzAr3d5yB7UD3CamzS/9UB24jMmVLCCGEEOI29U/a1r2xdH5/BEWp+U3VvD/whAQjN6dRp2wpFAon4FtgOJABvKLX6xfVkd8cOA7Y6vV62Y1ACCFEo/nss3eZMuVR3Nxu7lvSH3/8it69B9G6dTvWrl1Kp07d8fX1/4t6ecPvv2+itLSE4cPv/svb+qtVfoaV5eRkcfFiHHfc0dt47Y/+nCo7evQg58+f4Z57HvzDdVTYv38nHTt2wcbGzmS6Vqtl584tnDoVi0qlQq/X06pVW4YMGYVKpTJZ5q/yZ+572bIf6Nt3MGO7+JCXdomjB7dhq8slUeXHmFHjjAva8/Nz+e235eTkZKHTaenXbyidOt0BQEFBHqtXLyU3NwetVkPLloGMGDEWpVJVZ7ktW9bi6dmcDh26Nt7DqMTO3xk7f+e/pO76TEidfahJGv6Xa+w1JF8CpYA70BlYp1Aojun1+lO15J8FpAG2jdwPIYQQ4k8bPfrepu7CLSUnJ4uYmP1VApJ/mgMHduLvH1hrQLJmzRLKysp4/PHnsbCwRKvVcvToQbRaTY2ARKfToVT+8yajXL16mdLSEpo3N5zpNKp7EEM7+XLmzAk0mjKGV9pda/PmNXh5tWDy5EcoKMhnwYJP8PX1x97ekd27t+Hi4sZ99z2GVqvl+++/4MyZE7Rv37nOcn36hPDDD1/Qvn1nFIp/3vMRf79GC0gUCoUNMAHooNfr84HdCoViDfAAEG4if0vgfuAFYEFj9UMIIYSo7scfv8LLqwVXr14iLy+Xdu2CGTr0LgDS01NYvXopOp0WV1d3NJqyKuUqvuk/cSKGAwd2odMZthQdOnQ0/v6tAcO3/J06dSM+/hz5+bn07j2IHj36AYYXusTEeLRaDVZWNtx99704ODjV2V+dTsfWrb9x8aJhp6OAgCCGDr0LpVLJ6tWLUavNyMxMJzc3B29vX8aMmYJCoaCkpJjNm1eTmnoNjUaDn18rhg+/G6VSyY4dmzh5Mha12gyFAsLCnsTSsupi4fj4c0RHb0SrLUOn09Gv31A6dOjyp55hZRs2rCQ7O4tvvvkIJycX4zf7p04dY+3aX2o8u4yMNDZtWk1RUQFarYaePQfQuXOPBv7UITX1GuvXr6CsrBSNRkPXrr3o1WsAAEeO7OPAgZ2oVGr0ej0TJz7AmTMnyMvL5ZdffkStNmP8+Km4unoY68vMTOfs2ZM899xsLCwsAVCpVMYA6+jRg5w6dRRra1syMlIZPXoSS5d+X2UEqGJEyNXVnQ0bVpGQcB61Wo2ZmQWPPPIMOp2WRYsWUlRUiEZThpeXD3fdNRGVSo1Wq2HDhlVcvnwROzt7XFyqnhWyZ892zpw5jk6nw87OntGj78HWtlmN5xITs5+OHW+MTjg5Gba6jYur+f1xamoyPXsanpmNjS0eHl6cPn2M3r0HAQpKS0vQ63VotRp0Og12dvb1lrOxscXBwZn4+PMEBPx7p4aJxtOYIyStAa1erz9X6doxYGAt+T8HXqWefZoVCsU0YBqAj0/Tnc4shBDi3+369WweeugpSkpK+Pzz9+jSpSfOzq78+utievToR3Bwd65evcz3339usnxAQBAdOnRBoVCQkZHGTz/N4/nn3zCml5WV8uijM8nJyeLrr+fQuXN3zM0t6NdvMNbWhmlYMTH72bZtHRMmPFBnX2Ni9pOamsy0ac8DEBW1gJiY/XTr1geAtLRrPPDADBQKBfPnf0x8/DkCAoLYvHk1vr4BjB59L3q9jpUrozh69CBt23Zi374dvPji25iZmVFSUoyZmVmNdj09vXn44adRKpXk5+exYMEnBAQEYWVl3SjPcOTI8WzZspbHH3++ynVTz06tVrNqVRTjxt2Hi4s7JSXFLFz4Kd7evri4uNf5/Co4ODjywAMzUKvVlJaWsHDhZwQEBOHq6s7Wrb8xY8ZL2Ns7otFo0Ot19O8/lJiY/dxzz4Mmp5ClpCTh5ORifB6mJCYmMH36i8aX/NqkpCQTH3+Op556GYVCSVFRIQAKhZLx4+/H2toGvV7P6tWLiY09SLdufThyZB85OVnMmDELnU7LDz98aQxujx8/QnZ2Jo8+OhOFQsnhw3vZvHkN48ffX6Pty5cv0qfPoAY9Q09Pb06dOoqXVwtycrK4cuWSsc0BA4axbNkPfPzx25SWltK9e198fFrWWw7A29uXhAQJSIRBYwYktsD1ateuY9gSrQqFQjEOUOv1+lUKhWJQXZXq9fr5wHww7LLVOF0VQghxK6p84vRk62K2n0ljcvmLZbt2wSgUSiwtrXBxcSc7OxNbWzvS0q4Z57Z7e/vWupYhOzuTlSt/Ji/vevkc+Tzy83ON30BXjCQ4ODhhZWVFbm4OLi7uXLhwlkOH9lBaWopO17DzFOLjzxEc3B2VyvBrunPnHpw9e8IYkAQFdUCtNgQUHh7eZGcbzl2IiztNUtIV9u3bARhe9Js1c8DCwhJnZ1dWrYqiVas2BAa2M37DX1lhYQFr1iwlKysDpdLwkpyZmY63t2+jPMPamHp2er2e9PRUVqz42ZhPo9GQkZHW4ICkrKyM9etXkJqajEKhIC/vOqmpybi6uuPn14o1a5YSFNSewMB2ODo2ZM1B/a8hPj4t6w1GABwdndHr9axZs4yWLVsRGGhYb6PX69m373cuXDiLXq+jqKgIMzPDQYCXLl0kOLgbKpUKlUpFx453cOVKAgDnzp0iOfkK8+d/AhhG2Uz9jAFyc3NqnZJW3bBhd7N582rmz/+IZs0cadkyEKXSMDXt9OljuLt7ERY2g5KSEhYtWsDp08do1y64znIAtrZ2JCbGN6gP4tbXmAFJPlB9XLAZkFf5QvnUrg+BOxuxbSGEELe56idOa3R6Pt16HstmhpfDihd4AKVSiU6nK/+kaFD9K1f+zLBho2nTpiN6vY733nsFjabS6dHqG79SFQpD/Tk5WWzatJrHHnsOR0dnrlxJYOXKqAa1p1BU/3zjQtV7UVS6Fz333vuwyZfrRx+dSWLiJS5dOs+CBZ8wderjuLt7Vcmzbt1ygoLaM2nSQygUCr744v0q06/+7DOsjalnBwqsrW2YPv3FP1zv9u3rsbGxY9q0F1AqVfz88zfG+5k06SGSk6+QkHCeyMivufPOCQQGtq2zPg8Pb7KyMigqKqx1lMTc3KLKZ6VSSeUjFir+zlhaWvHEE7O4dOkiCQnn2bp1HdOmPU98/DkSExN46KGnsLCwZNeurWRlpQNQ11ENer2e/v2H0qVLz3qfi1ptVuXvbl1sbGwZN26q8fOiRQuMU8UOHtzN3XffawxSg4I6cOnSBdq1C66zXMVzqPz3SdzeGnMl0TlArVAoAitdCwaqT0gMBPyAXQqFIgVYCXgqFIoUhULh14j9EUIIcRsxdeJ0sUZb64nTABYWlri5eXDiRCwASUmJpKVdM5m3uLgIBwfDi35srGERc31KSkpQqdTY2jZDr9dx5Mi+Bt2Lv39rjh49hFarRavVcuzYIVq2DKy3XOvW7dmzZ7sxUCgszCc7O5OSkmIKCgrw8wtg0KARuLl5kJaWYqK/xTg4OKFQKLh4MY6srPpPvL6ZZ2hhYUlJSXG9dQK4uLhiZmbG8eM3zh/LyEhtcHkw/Mzs7R1QKlWkpV0zfiOv02nJzs6keXMf+vUbgr9/a1JSkox9LC423YazsyutW7dj3brlxn7odDoOHNhJaWmJyTKOjs4kJ18BDCNfBQWG72kLCvIpKyujVas2DBkyCktLS7KzMykuLsLa2qa8H0WcPBlrrKtly0COHz+CTqelrKyMkyeN5/QRFNSew4f3Gqd+aTQaUlKSTfbJzc2TzMy0Bj3DwsIC48heQsJ50tKuGdefODg4ceHCWQC0Wg3x8eeMo2N1lQPDz7J6QCxuX402QqLX6wsUCsVK4L8KheIxDLtsjQH6VMt6EmhR6XMf4AugK5DeWP0RQghxezF14rTxeh0ziMaOncLq1UvZv38Hnp7eNG/uazJfaOgYli37Hju7Zvj6BtS5jqCCu7sn7doF8/XXH2Jv74ivrz+XL5uepqLT6YzfGHft2ousrAzmz/8YMKxf6dq1V73thYaOYevW3/jmm49QKEClUhMaOgaVSsWyZT+i0ZSh1+vx9GxO27Yda5QfPPhONmxYye7d23F398TdvWFTrxr6DN3dPXF2duXrr+fg4uJW53a1SqWKyZMfZdOm1ezd+zt6vQ4bGzsmTjS9/ub8+TN88sl/jZ87d+5O//5D+fXXxZw4EYOjozM+Pobtm3U6PatXL6GkpAiFQkGzZg4MGTIKgB49+rFmzRLMzMxrLGqvuNcdOzazYMEnxgXxrVq1MU6vqy4kZCSrVy8hJmY/LVq0xN7eETBMm/rtt1/Q6bTodDoCAtrg7e2Lq6sHcXGn+PrrD7Gzs8fHp6VxVOeOO3qRlnaNr7+eg52dPb6+AeTkZAHQqVM3CgsL+PHHrwDDiEm3bn3w8Kj50t+2bUcuXozDz68VAImJ8axY8bMxyDp16iijR0+iVas2JCUlsmnTrygUhhGryZMfNU4hCw0dw7p1y5k3bw46nR4/vwC6djWM0NRVTq/Xk5Bwnn79htT24xe3mUY9qb38HJLvgGFAJhCu1+sXKRSK/sAGvV5fY3vf8jUkPzfkHBI5qV0IIURt/u0nTi9evJB27YIJDu7e1F0Rt7iSkmK+//4LHn30WZObG/zVLlw4y4kTMYwbd9/f3vbN+CMntYs/plE3f9br9Vl6vX6sXq+30ev1PhWHIur1+l2mgpHytN/lUEQhhBB/1r/1xGnDzlIfolSqaN++c1N3R9wGLCwsGTZsNDk59U/J+yuUlpYwdOioJmlb/DM16gjJX01GSIQQQtSl8i5bXg5WzAoNMp44LcStIuKFyTz0wvt4eLe8qXLfvPccA0beS9suTX8wZXhYCG/PX49FtbNw/k5bVv7A/m2raeboQllJMZbWNnTpO4zeQw2nzTfWCEl4WIgXsBzoFxEZrQsPC7kE3BURGX0yPCzkB2AohmULtkAq8E1EZPRP1epQAFuB4IjIaJfya3cCYyIio6fX0fYYYFhEZPTT4WEhFsBqoBtART2V8r4CTMWwpOMAMC0iMrqkAWl+wFdAAKAFPoqIjP42PCykA/BhRGR0vRtZyfGYQgghbhljuzRnT/hgEiJGsSd8sAQjQog6de03nGffXcBLc35iylNvcGx/NL9FfdnYzcwGPo+IjNbVkh4RERndJSIyOhB4Gng9PCzkhWp5ngYuVSkUGb0e6BYeFhJQR9vvAhHlf9YC/8MQAFURHhYyHJgC9ATaAqXA8w1IUwCrgPkRkdFBQHtgbXn/TgKl4WEhIXX0D2jcbX+FEP9gmjItP3xygG1r4lCrleh10GuIHzNe7cfmlWfZuzWedxeMbpS2Zt2/iufeDaG5n0Oj1Fdh37YE/vPAr/zft6MZMLJVo9ZtymuPruX+Z7rTtrMHB3+/zPyI3cSfzWTCw5156s0BxnyZaQX87z9bSb6Si7ZMxwPP9iB0Qtt6096duZGLpzOM9Vw8k857391Nv9AAvnpnJ607uDF0XJu//D6FEP9e37z3HC1atuHyhVPk5WTSsccgRt47DYDUpEssX/ABWq0Wt+a+aMpKjeVyczJZ89NccjLTKCstoXOvwYTcbThEMeKFyXTuNYRL50+Sl51B39CJ9Bk2DoD0a4msjfqSwrzraDRl9AudSLcBIwHDqEfoxEc5dWQ3hfm5jJw8nY7dDedjnzy0k03LF2Jl04yg4KpbEydePM3GZQsoKSoAYNj4h2nTuTdZ6Sl88eZ0eoaM5uyxA5SVljDx0Vn4BRk2ZDgTu4+tq35Aq9WgUCiZNC0cT5+AWuurj7ObFxMf+w+fvvYIwyc8glKhIDwsZBPgDFgBB4HpEZHRpeFhISeBhyMiow+V3/sLQJuIyOhplesMDwuxBO6h/AW+PhGR0UfDw0KeBX4MDwv5JCIyWh8eFhIITAYewrBhVGXLgEeA16rXFR4W0h/IiIiMvlpetwbYWj6iUV0wsCsiMrqgvOwG4G0MwUxdaUOBvIjI6F/L29ADlbdwWww8BkTXdd8SkAhxm3jv+c2UFmv4duNUrG3N0ZRpWb/0FKWlDTuo7WbM+Xlco9cJsG7JSbr2a8H6Jaf+8oDkVMw1igrLaNvZsMOOl689/5kzjB3rz1NaXPWZffHWDoKC3Xn/hzFkZxbyWOgiOvfyxr25XZ1pr88dYazjwql0np20nB6DDLsTTXmyG0+NWcbgMUEolX/ujAchxK0tJzOV6a99RmlxIR++NJXuA+/ExcObZd+8R59h47mj/wgSL5zm63eeMZZZ9s37DB7zAP5tgtFoylgY8SLe/m0I7GCYoZR3PYsZr31G3vUs5s6eRsugTrg192PJ1+9y74zXcfPyoaSokM/fnIFPq/a4efkAYGFlw9Nvz+PSuRMs+vK/dOw+kPzcbFZ+9xFPvPE5rp4+7Fi32NiPooJ8Vn3/CQ+/FEEzB2dyczL54s0ZPP/e9wAU5ufi06o9ofc8RuzeLWxY9g1PzP6C9GtXWPHdHGa8NhcXD280ZaVoNZo667OyMbmcuQo3Lx/MzC1Jv3YFnWFZw30RkdGZ5SMBP2J4+Z+HYYfYJ4GHy9OeACaaqLI7cCEiMrrh+1UbpkS5Aa7hYSEZwALgKaDMRN59GM73qxGQAIPK62qII8Dj4WEhLkAOMAnwbUBaOyAzPCzkF6AVcAF4ISIy+kql/n1WX+MSkAhxG7gSn82uDRdYeeRxrG0N2y6qzVTcfX8nY57CvFLenL6O+LgMbJtZ8O7C0Ti72XDxTAYfv7KNokINpSUa7r6/I5MeN+wlv+bn4yybH4uZuQqdXs9/543CN9CJe3p8yweRY/Bv48IzE36hTbA7p45cIyM1n8GjWzPjtf4AJJzL5P3nN1NcWEar9q4kXcoh7Nme9B3mX+MermcVcWT3FaJ2PsgDgyLJTCvA2c0GgGcm/EJQJzfOxKaQciWXiY91wdXDlhXfHSUjtYAnZ/cnZHRror48RFpSHs+/Z9hxKSu9gIeG/Myy/Y9gaV11p5m1P59g2Lgbi6G9WxpGe3Zvuohh1PuGC6fTmTTN8Ewcna0JbO9K9NpzTJ5xR51plf22+CTDxrXB3EJtzOvla8+RXYl0H2h6C1UhxO2j8vqoMdeL2X4mlfvK15B07DEIpVKJpbUtbl6+ZKYlY2vvSMrVS3TpOxwAn1bt8GhhyF9aUkT82aMU5OUY6y8pLiIt+bIxIOk+0DDt387eiTbBvYg/exSlSkVaciKLv7qxvbJGU0pa8mVjQBLca7CxvdzsDMpKS0m8cBovv0BcPQ15egwazYal8wG4fOEk2RnX+P5/LxvrVCgUZKYmYW1nj7mllXHNi09AO9Yt/hqAC6cOE9SpJy4ehn2R1GbmqM3MOXtsf631efvf3AYX5WeRvhQeFjISUAGOQGF5ciTwRnhYiBPQA0iNiIw+ZqIabwzrQm6q6Up/fgnYWT5y4mcib0p5G6Z4A2cb0mBEZPT28LCQL4HNQDGwjfIAqK40DLHEYKBnRGT02fKRoh/Lr1X0zz08LMQsIjLaVEBlrEQIcYs7fzIN75aO2DlY1prnzLFUftj6AO7N7fjgpS2s+O4o08L74tmiGZ8snYC5hZrCglKm3bmYHoN88Qt05qt3dvHj9jDcm9tRWqJBpzW9SUZaUh5frJpEYX4pk3t/x6gpHWjh78i7z2xk0rSuhE5oy9ljKUwftaTW/m1acYa+w/xxcrVhwMhWbPzlNFOfurE9anpyPp+vnERWWgGT+3zPpGld+XrtZE7HpvD6Y2sJGd2au6d25P6BPzL9tX5Y25iz5ucTDB0XVCMYAYjdd5UpTzRsLWNQJ3e2rY6jTbA7167kcvJwMh4tmtWbVqGsVMvWVWf5ZOmEKtfb3+HJkd0SkAhxu/s1NolXVp4wHvyp1en5dOt5rF0Mx7qpy8/3AFAolei0hnyKWgZX9To9ChQ8/dY8VOr6XwX16AEF6PVY29rz7LsLa81b0Rel0rDjnU6nrfOEefR6PFoEMOO1ml+iZ6WnVDnNXaFUGe+t1irrqK8h0q8lUlZajKuXD50DvZyAfkD/iMjovPCwkFeB1gARkdGF4WEhi4CHMYxE1LbwpAio/Zevad0xTHtKBwYAncLDQsIwvLc7li+KENmtgQAAIABJREFU7xQRGZ1bXrfpQ5husu2IyOjPKB/NCA8LmQScaUDaZeBIRGR0ReDzM3AjYjW0X1ZXMAKyqF2I20JDNtPr2N0L9+Z2ALTv6knSJcM3Z8VFZUS8uIUHB0fy5JilZKYWcOGUYd1D174teP/5TSz/NpaMlHyTL/YAg0YHolQqsG1mgW+gE8mXr1OQV0JCXCbDytdItAn2IKCti8nyAOuXnmLkpHYAjJzUjvVLTplsw8XDFntHSwaMNKzxC+rkRvq1fEqKNdg5WNJ3uD+blp9Bo9GxNuokY8OCTbaXfi0fJ9f6D74DeOrNAWSlF/LwsJ/57PVouvZrgdpMWW9ahV0bL+DWvBmBHdyqXHd2sybtWn6D+iCEuHXN2RRnDEYqlGi0zNkUV2sZSysb3Ju35Ni+bQBcuXiGlCsJAFhYWeMX1JHff1tkzJ+TmUZe+SGLAEd2bQIgPzeHc8cPEtC2My6ePphbWBCzZ7MxX1pyIsXlazVq4xvYnuTL58lIuQrAoR3rjGk+gR3ITLnKxdM3TqS/En+27iAGaN2xO3HHDxjr1JSVUlJU+IfrA0MAtHzhHHoNvhtLKxsszdVqDGsw8sLDQuyB6genfAk8B9wBrKil2hNAg4dmwsNCOgGfAh9EREbrIyKj74qIjPaJiIz2wxAcZUdERvuVByNgWGRuamTmj7TtUf5fRyAcwwL4+tI2AC3Cw0IqTlEdUa0/bYHj9bUtIyRC3MIqhvjTEq/jfi6TJTsTmDzA9DaR5hY3zm9QqhRotYbNQOa/vwdnVxte3RyKWq3khckrKC3RAPB/347mzNFUYnYnMnPicl76YAi9Btesv2IakqFuJRqNDr3e8O1dbd/gVXb2WAqXzmUR8cIW47WM1HxOHEqmY3cvk21UfFapDC//Ffcz8dEuvP3UBhxdrPENdMInwNFkmxaWakpKNNjV3z0cna1544uRxs+z7l+FbyunetMqrFtyilGT29eot7RYi4Wl/DMtxO0u2cSBn8brzUwmATBp+issX/ABuzb+QnO/1vi0amtMmzzjdX5b9CWfvPoIABaW1kx87D/YORj+fXJwdmPeuzPJy8lk0F334dHCMJX2weffY23UF+xcvxSdTottMyemPv1mnf23bebI+Idf5MdPXsXKphmdegwyplnb2BH2/P+xfsk81kZ9gVajwcnNkweff6/OOl08vBn/yEss+vK/6HRalEoVk6aF49HCv9b6FCZ+4cTs3syFUzGUlZZgaWVN595D6TPcsA4y9lxy5oAu/nbhYSGngCRgF4bF7QBEREYnhIeFnAUORERGl9ao3JDnYnhYSE54WEhQRGR0bRFkeHhYyGOANYaRkfcjIqMj63wAN4RSezD0G/BaeFiIsmKHr/CwkEMYpnI5hoeFXAU2RkRGP1aef0t4WIgSMAO+qFioXldaRGR0QXhYyDPAhvK1NJkYFt83pH9G8ptOiFtUlSH+ZuYUetvw8SvbUH44lEl9/dBqdaz8/iijpnSos5783BIC2rmgViuJP5vBsYNJDB3XBo1GR+rVXNp18aBdFw+SLl/n3Ml0kwGJKYbREme2ropj2Pg2xB1PJf5shsm865acYupT3Xj85b7Gaz99fpB1S04ZA5KG8m/jgr2jJZ+/8btxLYnpfM5cuZiNi3v9iyCvZxVh08wCtVrJkd2JxJ/J4J35d9WbBpCWnMfxA0m8+WXNbdovXciiVTvXm7o/IcStx8vBiqRKQclad8NGTs0drJge/mmVvNNfvfHZvbkfT731tck67RycmPLk7FrbbN+tP0PGhtW47uLhzcMvRpgoARGR0bV+7tB9AB2639idsN+IG+u/W/i3qdLvCk6uHrzx1epaP7fr0od2XfrUKFdbfdUNG/8Qw8Y/VGt6calGGxEZXWOL3ArhYSHNMGxz+3A9TX2AYQH8swDlox2U/7n2DlQTERl9CTBOJQgPC3HGMDozo5b8qeFhIVsw7My1qvxad1N5y9M6/sG0jcDG6tfDw0LMgfGY2Ga4OpmyJcQtqvoQf1ZfD0pszZj7+DrCQiJ5cPBPpCXlY26uqqMWCHu2J2ujTvL4yEX8+OkBgnsa1s7ptDree24TDw6O5KGhP5GZVsCY+2v998qk1+eG8svCGB4NjWL1T8cJaOeKbTPzKnlKijVsW20IWiobNq4Nv/92jqLCOqelmnTXfR1QKBX0Hlp78DTgzkAO/H7Z+Pn4gSTG37GApfNjWP3zccbfsYADv18C4MzRFB4Y+CNT+//At3P2EfHjGOP0tbrSADb+cpo+w/xp5lh1mq9er+fI7kT6hda1vbwQ4nYwKzQIK7Oq/1ZbmamYFXpzi7RF4wkPC5kBnMZwCODVuvJGREYvBs6XjzA0Jn/gidpGZ8q9TqVRnb+ZL/BqRGS06W8bK5GT2oW4RbUMX4ep/7sVQELEqL+7OyYVFZZhaaVGoVCQcC6TmRN+YdGuh+pcfN8YIl7cgk+AI/c9Wfui9YK8Ep4cu4z5v03BwurvH0w+8PslNq84w+zPR9afWQhxy6u8y5aXgxWzQoPk4M+/WGOd1C7qJ1O2hLhFVR/ir3z9n+LEwWS+enencdH9f+YM+0uDkYyUfGZOXI6TmzXPvTOozrw2dhY8/cYAkq9cp2Vr57+sT7UpzCvlifLtkYUQYmyX5hKAiFuWjJAIcYuqvk0kGIb43x/fUX6pCSGEEPWQEZK/j4yQCHGLqgg6ZIhfCCGEEP9kEpAIcQuTIX4hhBBC/NPJLltCCCGEEJX83C2MyE5TjKeCA5xdvJl5HiM4+e0aAE79uI5j36z8Q/Wvu2821y8lN0pfTVk9bhaXNx/4y+r/Mw59EMmFX3cY/jznJ/a9tcB0vjrS6rPpkf+SFms48uPK70dYMfwZ5vuMrlFfYVoWGx98i2UhM1jS/3HOLd9WJe1Zh24B8zxGHJ/nMeLMPI8R91cuO89jxKR5HiNOzPMYcbL8v+7l1z+c5zFiyh/q+G1MRkiEEEIIIaqxdnfiSvQRfIf2ACBu2RZcOwUa09s/+Md3Kxy16J0/3b9/q+4v1zzbpC4HYpezenMEevSUlRXj16ILTz/4c635U2POklKawC/H3+WpLj/RzNeTgR89S/y63WiLq24TH/3mZ1zxO8+MHxdRlJHDitBn8OrdCdvmrux9cz5XNLmFn2Yf6jTPY4TruW6n4+9/yuwVvUpfhp72lnda6Uqsi8/rlXpN1429QmJG7M/aNVNt15+hc4Dd8zxGLJ2RslF3s89n6kz1GGBY1FzN01Nnqi2A1UA3gKi5GpdqeV8BpmJ4nz8ATIuaqympK23qTPVEDFsBV/AGdkbN1YyfOlPdAfgwaq6m5sFYfzEJSIQQQgghqgm6dxhxS7fgO7QHuZdT0BSV4NjG15h+aM5PaAqK6f3W46QcOs3uV79Er9OjK9PQ9fkpBI4L4fRP6zk+fxUqczP0Oh3D5r+GY2ALfu4Wxp0//Rentn5cT0hm56y5FGXmoFSr6PHKw/gMNqyjnucxgh6vPETC+j0UZ+fR+43H8L+r303dx/aZ/0NlYcb1+GRyL12j5ai++A3vyaE5P5GflE6n6ePp9PhYwDAyFDhuECmHTlOQkkmnx8fR4dG7AUiLjWPP619TVliMmbUlfd99ArcuQRSl57D1yQiK0nMAaD6gC33/O73WZ7J95v9wC25trDcvKY11980m/2oqDoEtGPTJC1g0swGgQHed5ctm83//OURi1H4u/raTHHUaG7a+ycCPnsXazanG/Z75aT29Rt9H0L3DALBvaTg8N2HjPqBqQJJ2/hwxtlsAsHJxwLm9PxfX7CT4iQlknornREn6dYAZKRvT53mMiG59uN2OGSkbP3pomlW+78mAD944eNQYWU6daXilLs8bDwwBttzUD8vgXaBiv3ct8D8gA9haOdPUmerhwBSgJ1AIzAeeByLqSouaq1kOLK9UTyywCCBqrubk1Jnq0qkz1SFRczVVT7n8i0lAIoQQQghRjVffYE798BslOXnELd1C0D1DSTt2zmTeo18so9O0cbS+Zyh6vZ7S3AIA9v93IZN+/wbb5q5oS0rRaWt+Yb7tyQ9o+8BI2t43gqy4y6wZN4t7d87HysUBAHNbayZs+pxrB0+xZdp7xoDk9xc+wS+0F36hveu9l+y4y4z+JQKdVkdU9wcpzS1gzKo5FKRmsaTvY7S9LxQzG8OW8IXpOYz59X8UpmezfOhTePbugEOrFmx+7F0GffI83gO6cnVXLJsfe5cp+77j3Mrt2Hm7MfoXw+ntJTl5dT6T6lIOnGTitq+wdnUk+rmPifl4Eb3fetzQF10uKpUZKZuPk3spmQnrP0OhVHLqh9/Y+9YC4nqe5FraOco0JXi4BjDtvoUk7z2B1d0teH1OT96ddYD0zEu8/r+etFX2JqHwKCve/YTHp8wnKKAfZ9sep7Akl1c+6IpaZ0bAYV/sWrgD4NopkB5HvZzmeYxQAH5AH+ASgEKvNFOXqr3neYzYCdgCK5kEwMypM9Xj1GPUAd5xvk9QHpBMnanuCUQAzcpv+42ouZp11Z/F1Jnq/kBG1FzNVYCouRoNsHXqTLWfiUcXDOyKmqspKC+7AXi7vJ260iq31xVoAaypdHkx8BggAYkQQgghxN+p8sGDT10vZvvZNAJGD+DCrzu4uGYHY9d8XGtA4tU3mNi5y8i7mob3wK64d21juN6vM9HPfYRfaG98h/Wgma9nlXKl+YVknIqnzeThADgF+eLc3p/UmLP4De8FQMDYgQC439GGwpRMNMWlqC3NGfTx8w2+N78RfVBZmKMCHFp54zOkOwqlEltPFywcbMlPzsAxsAUAbe4LBcDa1RGfoT1I3nscFAqUZmq8B3QFwLt/F5RmanIuXsX9jjYc/2Yl+95egFfvTniH3FHnM6nOZ1hPrF0djW3vee0rY5qLqjkB3t35aPcUHLNc2HvvcnyuB6IuMcO8mQ1hH36Cna1hFtOy32azduuH5F/LwNLBtkob+QWZeLoE0NNsFLpQGxaveYW3nt/F088u5s3P+tF1U09sm7uh6muOUm14Ne791uP88vNiM+AokAhsp2KIRY9CVaZuDQwDzIGN5U3lRs3VdJ/dr90Hie3jnwGYOlPtAMwD7oyaq7k2dabaEzg0daa6Q9RcTU61xzEIw/SqhjgCPD51ptoFyAEmYTgZvb60yh4Bfo6aq6l80vs+4LMG9qHRyKJ2IYQQQtzWKs5tSsopQg9odXo+23qeyx07cejDn3AK8sPSqVmt5TtNG8eIn97Cytme3a9+xcGIHwAI/W42PV55GE1RMWvGv0zitkNVC9ZyFpwChfHPaktzAJQqlaFIpYX2DaW2ML9Rt1JZ47NeU0udej2gMPxXoaiRrECBR7d23LP1K1yDAzm3fBtrJ/wHqP2Z1Km8nV9jk/hudwILd19iRebTdEmfTOc7RsEga/b13Mqo9e8zbu3H7Dr4E6992IOX3+/M3iNLuHz1GGpLc7RlVadmWVrY4m/VGYBWfj1Jy4g3XHdshpmtFfds/5qRP71NWUExjq0NgZmViwPzrscmzEjZGDwjZeNoDCMhZwD0Sr2m2LZo84yUjSUzUjbmYVjnAbAEwDPeO1ljobGaOlNtiWFkpSWwYepM9VFgA6AHWpl4At5Aav0PCqLmarYDXwKbgZ3AecoDprrSKpSvT5kCfFet6hTAfepMtVlD+tFYZIRECCGEELe1OZviqhwiC1Cs0fHJ8SwWvPIgbrV8u18h5+JVHAK8sffzQm1jxbllW9FptORdTcW9axDuXYO4fukaGScv4jOku7GcuZ0NLu39iVu6lTZThpN9/gqZpxJw6xr0l9xnQ8Qt3YJnj/YUZeSQuP0wHR8fi0OAN7rSMpJ2H6N5v2CSdh9DV6bFPqA5uZdTsPFyodXYQXj07MDi3o+g1+m4npBc45mYkrj1IEUZOVi5OBC3dAuFrfx5f+UJ7ijWYAYk5RSxnbaMWnWWF9Yu5/Uv+3DyzFYUOXq27vuGt57bRTM7V/YcXkz03gU4tW1LflJ6lTbUagvjn5VKFVqdBoCSnHzj9aTdR8k6m8Dwha8BUJyVi7I8MJznMWIw0BGYCKBVaQssCy37lE/nUmNYLwJQDKDUKSv+wqgBBXA8aq5mQAMefxFg2YB8AETN1XxG+WjG1JnqSZQHTPWllRsHJETN1Ryvdt0SKIuaqynjbyQBiRBCCCFua8k5RbVebxde/25aJxauJnnPMZTmZqjMzej3f0+g12qJfvYjSq8XoFAqsPFypddrj9QoO+Srl9k5ay7H569EqVYx+ItZxvUjdbmZNSQ3w665K7+OeZHC1Cy6PnMvzm1bAjB84etVFrUPX/gaKnMzkvce59i8FSjVKvQ6HQM+eAaFUmnymZjSvH9nfn/+E3IvX8OhlTff+XanqMgQHOrVedhpzxLr1wZnXSlm9zxJRmACx19fiuuI9lhb2mNr40xZWQk79n8PQMs7+3Lh6AHDeAaQdjSOkpw8jv+yCvR6jm9ch66fISDJP5dCYW4Oi/o9grWTAyMj3yb68Ldk5STRx2Yc77j07zDPY8RZDIvKR89I2VgIoFNrC3RKXRZwGtABm4DhAOVBypAbd8heILDyQvGpM9XdgcNRczXVh8hOAP0b+rOaOlPtETVXkzJ1ptoRCAf+25C0co9Qc3QEoC1QPUj5yyn0tQwX/hN169ZNf/jw4abuhhBCCCFuIX0jtpNkIihp7mDFnvDBTdCjplF596+m0jJ8HRVvpha6NAJKv8RSn4YOC9p42jKs/xMM6TsNrVbDl5EPcPnqUZwcmtPS5w7iLx/iPw+vZeGUKST1v8b/vXzIuKj9m/cNM6Gqf16weDrn4vdgY+XAWy/s5vtlz+Dm7MeoIS+iUCiO6PX6btX7OHWm+hJwV9RczclK1/SAXf9lQ/sC9++atPV+wC5qria/PACZAzhiWHMSD4yOmqvRVavXHcMajlYVaVNnqg9hmMrlBlwDNkbN1TxWnnYCw/ILM+CLqLmauZXqqiutBXAWaF59HcvUmeo3MIyQvN+wn1jjkIBECCGEELe1ijUkladtWZmpeH98R8Z2ad6EPft7/RMCksYIDq/siMHGwxmnIFPruOv2zmchvDR9DVaWdrUGJHWZ5zHiHmDPjJSNf+jky6kz1d9gCDpW/ZHyf8bUmWpz4CAwNGquJuPvbFumbAkhhBDitlYRdFTssuXlYMWs0KDbKhgBuP9wZFN3gVmhQSaDw1mhDV9X02Jg1z/c/uxn/9xutzNSNv7ypyowHFo47E/W8Uf5Aq/+3cEIyAiJEEKI29hHqz9Bo9Uwa+yLKJWGjSdjLsay6sCvjLrjTnoF9WyUdnILc1m+dwWPDH34psrFxMey4chGHGwMawoUCgUjugzH38MfgNmL3uT1e17Fwsyirmpq1dDyOr2Ob7d+z6S+E7G3tudowjF2n9lD+vV0RnYdUeU5pedmsPbQbxSWFAIwoksorTwD6k37ftuPxus6vY6062k8NfIJPBw9WLp7Gb2DeuHj6vOH7lP8u1Tegrkpg8M/MkIi/hgZIRFCCHFbs7Oy48K1C7Ru3hqA2ISjeDl5NWobzayb3XQwUsHfw58p/e8F4FzSOdYeXsezdz3TmN2r16nE07jZu2JvbQ+Ap6MHk/pOZOep3TXyrtr/Kz0Cu9O5ZTCZuZl8t+0Hnh39DOZq8zrTHh7yoLGO01fOsO34djwcPQAY0H4A64+s59GhNReFi1vP2C7Nb7vRqdudBCRCCCFua138OxOTcJTWzVuTnZ9NmaYMd3s3Y7pGq2Hr8W1cSr2MVqfF3cGN0d3vwsLMgpX7VqFWqcnIy+R6wXVauLRgQu9xKKqd2ZCdn828TfN5ZcLLgGFkYmjwEM5cOUNhSRGhXYbT3qddvX0tLivBytzKZNrGmE1cSruERqfFxsKacb3GGkdW4pLi2H7id7Q6LQqFggm9xhlf9sEwIrExZhP5xfmM7zUOtarq68HhC4cZ1GGQ8bO7g+E0a6WJsylSslMI9DQcseDczBkrCyvOJ1+gvU+7OtMqi4mPpat/F+NnT0cP8osLyMzNxLmZc73PSQjx7yIBiRBCiNtaS/eWHDx/iKLSImLiY+ncMpjkrBvrUXef2YOlmSUzRkwDYFPsZnae3sWw4KEApF5P46HBYShQ8NXGeVxMiTdOQ6qLhdqCGSOmczk9kaW7l9UakMSnxPPl+q8p1ZRSUFLAAwOnmszXv10/RnQ1nLJ9+MIRNsVu4d5+95CRm8GvB9bw2NBHcG7mjEarQau7MT9fo9Wwcv+vONo4cE+fiTWCKa1OS2LGFbydG/aNtZeTF8cvHad3m94kZSWTkZtBTkFOvWkV8ovyiU+JZ1zPMVWu+7i04GJqvAQkQtyCJCARQghxW6k8P31CuyKiz6TRwac9Jy6f4GTiKR4f9miVgOTs1ThKNCWcSjwNgEanwcPhxuhCW+82mKkMhxp7OXqSlZ8F1B+QdPTtAEALZ2/yivIo05YZ66ms8pSthNQElu1ZbpzmVNn5axc4cO4gpZpSdPobu4leTLlIa69A44u8WqWuMgIS+fvPdPTtQL+2fU32s7CkEJVShVkDD24e33ssG45sJCb+KK72rvi6+qAqX59TV1qF2ISjtPJshY2lTZXrtpa25BbmNqgPQoh/FwlIhBBC3Daqb++q1en5dNt5XhjWloPn1+Dn5oe1hXW1UnpGdxtlXEhenVp541epUqFEp9OZzFejXHlQULGYXqfTgaruMi3dW6LVa0m7nl5lxCKnIIcNMRuZEToNR1tHEtMT+WXvCkPv69m7pqW7H+eTL9AjsHuNIKeinxqtpkH3BOBk68TUgfcZP8/97Qtc7V3rTasQEx/LiC7Da9Sr0WqwsjA9XU0I8e+mrD+LEEIIcWuYsymuynaiACVlWuZGX2No8BAGdRhYo0xQ8yD2nN1HmaasPH8JadfT/5b+VpeSk0ppWSmONlVP8i4uK0GlVGFraYtOr+Pg+Rs7UgZ6tuJc8nkyczMBw4t9SVmJMT2kwyACPP2JjP6J4rLiGm1amVtha2lLdn52g/qYX5xPxQ6eMfGxqFQq/N39600DSExPpKSshEDPwBr1puem41lp3YsQ4tYhIyRCCCFuG8kmDlyruN69lelD1wa078/2E9HM2zTfuL4ipOMg3Kp9s/9XqVhDoi8/v3pcr7E1pjN5OLjTvkU7Pl/3JfY29vi5+XI5/TJgWDw+psfdLN3zCzq9DqVCyfje4/AoX5gOMKBdf8xUZvywLZKwkPtrjBK19W7DhWsX6B7YHYDjl06wKXYzRaVFnLl6ll2nd/Pg4Adws3fj7NU4dp3ejUKhwMnWkfv6TzY+t7rSAOMaHmW1aVylmlLSrqfT0r1lIz1VIcQ/iZxDIoQQ4h+lTKtlfvReNh4/g1qlRKfX0791AM+GDsRMVc+cplpsP30OVztbZkT9P3v3HRXVtTZw+HdmGDqIgCBFFFFREazYUDH23pOYaEwxibk3iaka443GVI1+aTcxMdUSW+wl1tiw915AUFSqSJU+zMz5/hgdQUAw1xLj+6zlWs7Z++xyBpfnZbfIv3wKdGTiZS6mpdM9uMEt83y3eSf/fWowAOMWrebA+Utcyc5h78Q3sLe5MSVqxaHj/LbrICbVhE9VFz4Z0psq9na3TDt6MZ5PVv1pKSM9Nw83RwcWvfIM6bl5vPrbEma/MBwr7Z2dAJGRk8GiXUt4sdvzpRa93wsHog+QlXeVLo073/O6xcNLziG5d2TKlhBCiL+ViUvXEpOSysKXn2b5a8+z5NXnqOXuSpHBWPHN5dhyOpqT8UmM6R6Ina5kUFPZU6CjklPYcCLylnm+3hjByPDWls8Dm4ew6JVnSuU7n5LKt3/u4KeRQ1n+2vOE1PDmvxu3V5jWpKYvi1991vKnka8XvRqbAyRXB3tCanjzx9GTFfbldlV1rEpYg7Zk52ff8bIrQ1E0dAhqf1/qFkLcfTJlSwghxN/GxdR0Np+OZtM7/8bBxnx6uE6rZUjLJgAYTSa+3LCNXWdjAQir588b3Tui1Wh4b8kabKysuJCWzuWsbEJqePPJkN7sjollW2QMe89doKq9PY83r8OG03lk5URjrVVxc9Rx/rINYF4kXmQw8vWfEew6G4tWo+Bb1YVJg3oyfdMOcgv1PPrNTJr712Bcny4l2p6UeZULqek09rux2LxVQM0y+xlzOZVALw9cHcxTo9rVq81zPy9gwoDut0wrLi0nlz0xsUwsdr1nSEP+b+0WBjQP+atfQbka+QXd8TIrq0Wd5vetbiHE3ScBiRBCiPvu+la8KVnJOFhZsSUyrcyTmpccOEZUUgqLXn4GgH/NXsySA8d4vJX5EL2YlCv8+OxQNIrCY9NnsvfcBcLq1qZj/ToE+VTniTbmF9t3exswmh7B3saaIqORl2YtYufZ87SrV5ufI/aQkJ7FopefQWelJSM3Dxd7O17u0p6IyBi+eHJgmX04GHuJYF+vSvW3npcHpxKSiU/PxKdqFdYeP02eXk9WXv4t065P6QJYfeQkber44+Z4Yz1JQ+/qRCalkKfXY29descsIYT4O5KARAghxH1VfCteKwWKjCrvLjsBUCoo2XvuAv2bBaOzMk+7GtA8mM2nz1oCkkca1MVGZ/6vrYF3deLSMmlTp3SdRtXE5+u3cuxSAqoKqTm5RCWl0K5ebbZHneOtnp0sdVR1uHkb4LJdvpqNq6NDxRmBWu6uvNOnM2MXrgIFOjU07yql1WhumVbcysMnGN2t5K5gVloNTrY2pGbn4ucmAYkQ4sEgAYkQQoj7qvhWvCbVFo1SSG6RnmkbokqPkqhw85Lq4p9trIqfCaJgLOdMkN92HiA7v4B5L43ARmfFB8vXU2gwn7XxV/d6sbGyQm+o/HkdPUMa0jPEfDr7ibhEPJwdcbS1qTAN4NilBDLzCmhfr/QBjIUGQ4nnIITh3izdAAAgAElEQVQQf3eyqF0IIcR9VXwrXhM2GFRn7JQEEjNzAPO6kbm7D5JXqKd1nVqsPHyCIqORIqORVYdP0DqgVoV1ONrakF1w4+yN7IJC3J0csdFZcTkrm61noi1p4fUDmLf7oGURfUZuHgAONtbkFCvjZnWrV+NCanql+52abe5fYZGB7zbv5Ol2LSuVBrDi0An6Ng0qtZtWWk4uWo0GD2fHSrdDCCHuN/kVihBCiPvK28WuxFa8+aoPNsoVnK3OM/DrX1BVlXaBtdFZaRkS2pi4tAwe+3YWAGF1/Rkc2rjCOvo0CWLC0jX8eTKKp9qF8mSb5ry9YCWPfTsTzyrOJRafjwxvzdcbI3j025notFpquLnwxZMDaRVQi9k79zPkm19p4e9XalF7s5q+JGRkkV1QiNO10Yw35i3nRHwiAP2+/Ik6nu7MePZxACYsXUtS5lWKjEZ6hDRgWJsbu4veKq2gqIiNJyP5bdTwUv3cFR1L54Z178vWvEII8VfJOSRCCCHuq+JrSK6z02mZPCi4zIXtf2c/R+zBxsqKp8JC70v9z/40n4kDuuNfze2+1C/EP4mcQ3LvyJQtIYQQ99WApj5MHhSMj4sdCuZDCh/EYARgRFjofVu/kZ6bx5CWTSQYEUI8cGSERAghhBBCiJvICMm9IyMkQgghhBBCiPtGFrWLe2JF4j4+j16JikqhsYjGLrX4udkrALisHkZ8z19wtLK9J22ZHLWUXEMBHwcNu2Nl9t79Ma8G9KKHZ7MK88Xnp+JkZUeBsYjHfcMYU6/sQ9ZuZV5cBBsuH2FOi9f/apNvu75WVetRx9F86Nva5EPsSY/io4ZP3vG65l6KYEbsegDi89Ow11rjau0EwFchI3n/zMJKPeuKJBVk8PTBr1kfNhGNouG9U/NYlXSAS/lX2B0+hYbONSx5N1w+wieRSzCoBlx0jnzXdBS17D0qTLtuStRSppxdZik3tfAqQ/f/H+vD3sdKo/2f+iGEEEI86CQgEXddckEGb52YSUSHT/C1c0NVVU5cvXi/m3XffNZoBD08m5FckEHLrWN5pFowLaqWcXLb38j8uB24WTtZApJe1ZvTq3rzu1LXcL9whvuZD3v715EZNHWpzYv+3e54PdPOLudF/25oFPNAce/qLXipdg967vqwRL5MfS7/OjKDje0mUcfRi9/jd/LW8Zksbf3OLdOuO5oZy8GMGHztbszrd7dxpkXVuiyM32npqxBCCPGwkoBE3HWXC7PQKVpcdeZ98RVFIaRKrRJ5fojdwB9JB0kvyubDBk/S39u85/4Lh6cTnZOE3lSEv0N1pjd+ERdrB0Ye+pa+XqEM8G7F1zGr+Tx6JbE9fkSraGi1dQzzQt9EReXfR38gz6jHpJp4skYHXg3oDZh/O/7ovqlcyE3B38GTWc1HY29lQ8SVk3wctZgCYxFG1chbdQcw2KcNYB7daOZSmwPp0SQVZjDQuzWTGgwt1d+lCXv49txa5oa+jo9d+YtLq9tWpa6jF/H5aZaAZH7cdn65sAmDasTZyp4vQp6lrqM3epOBsSdmszPtDF62Vann6F2irK9jVrMyaT8Gkwkvu6r8N+R5PG1dmBy1lOicRLIN+cTkJNPEpRav1+nHe6fmEZefSl+vUMsoR+/dHxPsXJMTVy+SmJ/OQO9WTGzwOHMvRXA08zzvnJzDx5GL+bjhMBIK0kqM0HwVs5rf43cC0NSlNlMbPY2jlS2To5YSk5PEVUNeqWf9v9iVFslX0atLfQ/JBRmMPTmb+Pw0Cox6Bvu05a26/UvdX2DUsyJxH58G3dg2tY1bYJl1nc9LxsOmiiUY6+bRhFFHvietMJuL+SnlprnZOFFoLGLMyVn81Oxl+u7+pES5Q3za8J9TcyUgEUII8dCTNSTirgt29qOZSwCNNo1mxMGv+O78OtL12SXyOFnZsbXDR/zQ9F+MOzXHcn1K0Ai2dfiY3R0/o4GTD1+dWw1AuHsQEaknAYhIPUV9J18OZ54juSCDHEMBdRy9+PnCJrp6NGFX+GT2dPyMp2p0tJR7JOs8PzV7mf2PTKPIZGBxwi4AGlfxZ33Y++wI/5QVbcYz4fQ8MvW5lvvi81NZGzaB7R0+Zc7FrZzLSS7Rj69jVjPn0lZWtHn3lsEIQExOEun6HNq5NQBgd1okKxL3sbbtBCI6fMLogN68cvRHAGZe3MzFvBT2dJzC7y3f5lDmOUs5v8fv5HzuZTa1+4Dt4Z/QzaMJ752eZ0k/mhXLz81e4WCn/+NsThIfnFnIklZj2RU+mQVxO0r0ISo7npWt32VH+Kesv3yY9ZcPM9wvnCYutfms0Qh2hk+mY7VGJfrx5+Wj/B6/kw1h77M7fApG1cS0s8srfNb/i/K+h5eOzGCUf3e2tP+IbR0+YVPKMbZeOVHq/sOZ56nt4Imt1rrCugIcvLhcmMXha8980bX2x+Wn3jIN4NOoJTzmE1ZqChdAkyr+nLh6iVxDwV94AkIIIcQ/h4yQiLtmxZEEpm2IIjEzH2+XJrzZKRwbtzTWJB/im3Nr2B0+harW5lGTwd7mUYjQqnVJKsigwKjHVmvNgvgdLE7YRZHJQK6xkDoO5t9Ed6gWxJcxq9GbDCTmp/Nqnd5su3KSGnbudHAPAqCta30mnJ6P3mSgvXtDOrg1tLStc7UQXHQOADSvWofYvBQAUvVXefnYj5zPTUaraMjQ5xKdm0iodV0ABni1QqNoqKKzJ9DJh9i8ywQ4VgdgStQyfO3cWNxqLNaa8v9pvXNyDpNOL+RsTiKfNRqBu40zAOsvH+bk1Yt03jkRABXIuhYM7Ug9zRM1OqDTWKHTWPGYbxh706MAWJd8mCNZ5+mw/T8AGFUTzlZ2JfpaRWcPQJBTDYKr1MRGq8MGHXUdvSx9OJ20l7caDsdKo8VRo2WQdxu2p54uc63GlqhFbE89SUbDYWxLPckg79Y4X6vjGb9OJYLK6886T5+NISuGry5tZPP21wDoEvgEI1qOL/dZlef693A1JwElP4VX/3iUl0KeZ3vqSeJzk7C99t3mGAqIyk7gkWrBfLLhWep7Nmdwk1dILEinmk2VStVVRWfPzOavMv7kXC7nJtHVswlVdPboNFpOXNrEAGsbxp+cS4GpiC4ejS1p+9OjOZx5nkkNhvLrnklkF2SUKNdKo8XZyo7LhZn8seszgr3DeKTuEKJTjvLF1leIvnKE1rV68XGfxZZ78vQ5fLH1ZaJTjmAwFdGn0UieaP52hWkzdo5j34UNlnIuZUTyr3afMaTpaJYf+46cwiyeavnubX8PQgghxJ0gAYm4K24+6CwhM5/pq/VMHhTMijbdaLV1DDvSztDPy3x4mI1WB4D22nx+g2pid1okv17cxMawSbjbOLM4fhezLm0FoJa9ByZMLE7YRahrXcLdG/HSke9LBCT9vVvS0rUuW64c56voVcy7FMGPzf5trk+js7RVq2goMOoBePPETHp6NmNui9dRFIXmW96iwFhkyXu9nQAaRYNBvXGQW2jVOmy9cpK4vFRLkFKW62tI9qZHMXDPFNq61SfI2Q8VGFajI/+pP6TUPbfanFtF5e26A3jKr2OZ6Tf3tfjnm/twc7llnfVsMBk4mbyXKo612BD5G6qNB8pNOYt/ttHoUFWVsSv7oHGqQ8+gZ/m00QgKDfmsPvnzLXpWvuvfw/aYZThaOzG67QTC3BqgPb+ZPZ2+QHeLgBDAVmNNoanolnmK61itER2rNeLVxY/Qwb8zs41F1LL3ICigH+0C+lnypRRm8c25NdSy9+DH2I1E5yQSsvl1cgozuaoaGbzvM6Y3fpFOHiEAFJiKyMlP49Clzbza4QsAqtp78EqHz4m5cpQDlzaVaMdvBz7FSqNj1vBjFBjy+NfvYYR4tyPIq/Ut015qN4WX2k0BICPvCo/+WotH6j0GQN9GLzBsTgMGNX4Zh2vBsRBCCHEvyZQtcVdM2xBlCUZM1nkYnK6QX2Rk2oYoEvLTSNVnU9O+2i3LyCrKw9nKHldrRwqNRcyNiyiR3sE9iClRy+jo3ghfOzfS9TlsvXKCDu7mkZDzucl42lRhWI1w3gkcVGKaU/l15uJn746iKGy9coLzuZcr3efOHiF8HvIsj+6fypns+Arzt3YN5Hn/rnwatRSAHp5NWRi/g4T8NMA80nE0MxYwT1H7PX4nBpORfKOeJQm7LeX09GzGLxc2WaaWFRqLOJH11zYNWHPlJAaTkVxDASuS9tP+2rN0srLjalE+AHtj11LVrhq13Bqy9tRMHnFvxLLEPWQb8lFVlTmXtpaa1nUobjNJVy/QsmZ3NIp5V6mT2YnMyTdP3cvT5/DpxucY8VswI34LZt6Bzyz3Lj7yNdN3jOHfi9rz2K8BJGadB2Bj5DwWHfmKzPxUvtr6GldzEnEz5PHG/v8D4EpOAs8v7cbQeS14d9VAsgpSLWX621bl4JWTvLigFU/PbczX217DaDL/vKbnJbPw8OeW+mbsHMflgkzWnJpJZMpB3jn6I775yZxJ3MnaU7N4Y/Wj1+pLpNe6Z6hRcJmX5rfAJnknkd2mc6LL10xw9cdZ0bK01TuWYCSlMAsrRcuhmKV0rDsYRTEHce6O3gR5tUKnLb3OJubKcVrV7I6iKNjpHGji24GNkfMqTCtuQ+RvtPDrgpuDOWi20uoI9evK5rO/V/KnRAghhLizZIRE3BWJmfk3PigqBTVOYLLNJduo5dF9G3kv8FEa37Sw/WZdPRqzKGEnoVvH4G3rSlMXfw5lnrekh7sHMfdShCUAaeMaSETqKcvajeWJ+1gcvwudxgoFhSlBT1XY7kkNhvLWiZl8FbOaICc/gopt/VoZ4e5BfNdkFE/s/5xZzUfTxMX/lvnfqtufZpvf5HjWBcLcGjCh/mM8sf8LjJgoMhno79WKJi7+PFOzE6euXqL1tnfwtnMlzK0BF69NMxtaoz1p+hx67f4IMI9sjKzVheAqNStsb2p2IWMXH+df8UkUNjNhV+hE/72TSSpIZ4BXK8t0rWdqPsKEU/PNv/3PiiLEpx3JVo4UGfX4qHoe821Ht52TAPPaiLfrDihRT1TKYepVa4ZGo4VrIxNx+anYXRutmb3vI1TVxOzhx8nTZ/PS720JcA+x3J9yNY5vH40gT59Nw9VDSc1JZHj9YcRnRHMp4yKvN/8YH5cA2hVlcKkwi7bb3iE5+xLO9jVY1G0WjqYCnpnbhFY1uwOw+uBkqlo7MqbvcgIcqvPhuuEM3f4up4ryyEPLz9kp1KjWhs39/8PQmXXYb+3OydzLJPr2ooNbfX5t8x9stdasPTWLfWhpuXUMhcYiwmv1YGrws1ih8NbyHuy7sJ5WtXqU+ew3pxynT/UWHI1ZwJPXplZVJNCzGduil9I+YAA5+iz2X9yIX9XACtOKW3dqFiPblNxJrJFXG/ZcWEe/4Bcq1Q4hhBDiTpKT2sVdETZlCwnFg5JrfFzs2DWu031okbjZzdPq9E2nY5cYxucdn2FAU58y78nIS+HJWYEsff4S9tZOzNn/CSnZcbzdecYt65p34DNOJu1lcr8bi93HnpzNQK/WtHELZOT8FrwW/hUhPu0AmL3vY7ILM3ilw+e8uvgRBjV5mUfqmqeyvbyoAyNajqdVrR78umcS+UU5vNzBPCry6uJHGNr8LcJq96HX927Mfuo41RzNfXl31UBa+HVmcJNX6PuDJ3kugWRq7QkpuEyBIY92Af14uf20W9ZXvHyAtadmsTt2DR/3WUx+US7Tt7/NyaQ9qKik5ybzeLM3GB46rlQ7AXrt+oivQkYyaVknJvVcQD2PpiWeWfGyrysoyuO7HWM4nrgLF7tq+FSpTVZBGh/3WXLLtOtOJ+9n3Kp+LBsZh1Wx6Yf7L25k1r6P+O6xHbf8HoUQ4mEiJ7XfOzJCIu6KMd0DS7zsAtjptIzpXvbWquLeKz6t7roio8q0DVHlBiTrz8zBqBp4+jfz6IVRNZBflMur4V9iU2wh/c0CPZuz7Ph3GEwGrK6t75ja6GlLuqqqoJS/DsVae+PQTI2ixWAyVLKXZVNR+a3HLP5Ij+H5Wl0sZ5H8L/X9fvgLsgsz+WHoXmysbJm66UX05eyglVp4lWdrdqKekzc2Wrty893MVmfPm52mWz5/vuXf1HStX2HadWtP/Ur3+sNLBCMAekPBLb8/IYQQ4m6SNSTirhjQ1IfJg4LxcbFDwTwyMnlQcLkvuuLeS7xpBKtm/GFsMl1LXS9u7alZfNp3OYtHxrJ4ZCzLno+jgWdLtkUvvWVdzWt0xsOxBtO3v0XRtQ0ECg0FlrUioX5d+OPkL6iqSp4+m81nf6eFX5f/qX/NanRi7amZACRmxXIobrMlrV3tvsw9MIWRNTujUTRk5qeSmBVbYZkONs7k6rPKTMspzMTNoTo2VrZcyUlg5/lV5ZbjbuPMo75hANR2D+ZSRlSl+pRbeJVCg/n7iblynO0xKxgY8u8K0wAKDflsjvqdXkHPlSr3YvoZ6hSbIieEEELcSzJCIu6aAU19JAD5G/N2sSs1ra5a1ffQaKwY9LN5QfXs4ceZvmMM7Wr3o6q9J9mFGTSrUXLKXbf6T7L21Ey6NxjOmBW9GdnmA+p7lhzhVhSF/xuwlh92vcvwOQ2xtTJvEdy1vvlQxqdbTeDLra/y9FzzS3H3+sPLXXtRWa91/IqPNzzN1ugl+FUNJNSvqyVtdPhXfLdjLM/Oa4KCgk5rw+jwL/Gucus1P30bvcB3O8aw8NDn/Lv91BJpQ5qMZuKax3huXjM8nGrQvEbnSrUzvM5AtpxdTK+gZwBIyrrAy4vbU1CUh95YwKCfa/Bc60n0aTSSxKzzTFz7OFqNFdZaWyb2nIv7tUMyb5UGEBGzDD/X+vgX2/76uv0XN/JC248r1V4hhBDiTpM1JEI8pG5eQwLmaXUyknVvGU1GXljQkqkD/sD92jk7t2v894uwstKis9JSZDBS19eTJ7u1RauteBD8Ynok0za/xLePbrNcm7VmOzWru/NI89LBS3G7T0QT4OOBp2vlznS5Lq+gkB3Houje6saozOfz19K1ZSNC6vjdVlnFRV1K4pvFG0u057FOrQisWf5zLastd9OizfsI8PGgeX1/4i6nseDPPVy6nEZw7RqMGngj2C/QF7Fg424uXU7HaDLRLqQe3VoFA6AvMvDb+p3Ep6SjquBdrSojerTD1kbH7hPRLNq8D7cq5jOe3Ks48q9B5tHGpVsPUMPTlZYNA+5JX4V40MkakntHRkiEeEhdDzpuHF5px5jugRKM3GNajZYxnWeQlBX7lwMSgFEDOuFTrSomk4lp89Zy+OwFQhvUrvC+lOw43ur03V+qc8+JaBztbG4/ICnUs2HfibsSBHi5u/Cfp/vfk7YYTSa0msrPfM64msuZC4k82qklAE72djzaqSVxKemciU0skXfdnmNotVomPjcAfZGBqXP/oI6vJ7V9PNh+NAqD0cTE5wYC8OOKrUQcPWPpQ4Oa3iWCm+u6tWrEtHlraNGgNhqlrFOG/lkyMwsIDf2FYcOCmTSpg+X6b7+doLDQwPPPN73F3WZxcVfp0GE2gYFulmujRjVj4MD6t7jr7igsNDB16h42bDiHTqfF1lbL66+3onv3Ox9gvvjiGl5+uQWNG3uyfftFPvtsD1FRqTzzTGPee6+9JV9KSi7vvruFuLirGAwmXnkllEGD6leY9vrrG4mMvLEV+5kzqfz0Ux+6davNJ5/spFGjavTvL2tOHyYSkAjxEJNpdX8PDaqH3rGyigxGioxGHGzN0+7OXEhk5Y5DGAxGjCaVXm0aE9rQHKhkZOdy6LCGlIwoIIrQBrXp2aZxifKiLiaxcNNenu/XEZ9qVS3Xdx0/y8XkVH7ftJeVOw4z5JFQAv28WLbtIKdizefwBPn7MqhjCzQ3vbQv2LiH/AI9H81cgbWVFe88Zd617GxcMuv3HicrJ4/m9f0Z1NH8XLJy8lj4517Ss3PQFxkJbVibXje181ZSs7L5dPYqvhg9rNTnstoy/vtFvDykq6W/xT+P/34RYSH1iLyUSLUqTozo1Z49J6LZduQMJpOKnY01T3ZrS3W30kHa7hPRNAusZTlzxsXJHhcne5LSSq9Lik9Jp21wXRRFwcZaR10/L/adPkdtHw8UxTxKYjSZACgsKqKqk0OFz8HJ3g73Kk5EXkikof8//9/9ihVRNGtWnVWrohg/Pgxra/MZSE89FVzuPUajqdTIorOzDevXP/mX22EwmLCy+t+X7L733jZyc4vYtGk4trZWREWl8dRTK3BxsaVVqzv3fR45kkxeXhGNG3sC4OdXhc8+68S6decoLCy5wcdHH+0gJMSTX37pS1paHr17L6R1ax+8vZ1umfbVV90sZZw+fYWhQ5cTHm4eHX3ppWYMHryEvn3rodH88wNnYSYBiRBC/AP8sGILOistVzKv0rCWj+WF06+6G2OH9Uaj0XA1N59PZq2kYW0fHGxt+PWPCBrVrsFLA83rXXLySu72te/UOTYfPMXox7qVeuENC6nH3pMxJaZZRRw5Q1xKGv95xjxC8d/FG9lxLIrwpg1K3PtEtzZ8OnsVE54teV5N+tVc3h7Wm0J9Ef/5YTFhIfXwdK3CzD+20yusCfVqVMdgNPLlwvXUqu5e5kt1UmomH81cAYCVVsO7I/rd8rmV15ZbycrN460negEQHZfMwchY3n6yNzorLSfPxTFn3Q7GDu9T6r6ouCS6tSz/Zbi4mtXdORR1gSZ1a5JfqOd0bLxlJKpDk0DOJ6Qw5psFADT09ykxDetsXDIfzVyBrbWOHq1DCA64cZ5SbR8PIi8+HAHJokWnGT++HdOnH+TPP8/Tu3ddAL74Yi95eUW89157Fi8+zapVZ3F1tSM6Op1p07oQFHTrQ3uvO3bsMu+/H0FeXhH29jo++CCcxo09iYu7Sp8+C3n66RB27oxj4MD6PP54Q6ZO3c22bRfRajX4+Tnz00/mn5Hvvz/E2rUxGI0mPD0d+Oyzznh4lPz3Fh9/ldWro9m791lsbc2vboGBbrz6aihffrmPhQsHsXjxaVasiKJKFVuiotJwdrbhhx96WcqqTD0A8+efLDE6UauWCwAbN54vlff06VTLSJObmz0NG1bjjz+iefHFZrdMK27hwtMMGBCIjY2VJa+fXxV27oyjQ4e/PoVTPFgkIBFCiAfQiiMJlul2HV3y6dS2FU91qE+RwcCM5VvYdOAUXUKDyMkrYM7aHaRkXEWj0ZBbUMjltCy8q1XlfEIKrz9+Y/MAR/sb2x3vPhGNzkrLG0N7YGdjXak2nbmQSJvgulhpzb+Jbhtcl6NnL5YKSMrTPLAWGkXBzsYaLzcXrmRm4+JoT1RcEtmbbgRLBfoiktMyy3ypvt0pW39F66A6lr8fj4kjPiWdKb+tNl9QVXIL9GXel5mdi7ND5bZX7tE6hCVb9/Pp7JU42ttSr4YXOfnmZ3Dmgnl619RXhgLw8+oINu47QbdWwYQE1KBFfX+sdVZcupzGfxdt4K0neuHlbn6pdHawIzru8l/q94Pk9OkrZGYWEBbmy5UruSxadNoSkNzswIEk1q9/wvLifbOrVwvp0WO+5fOCBQNxcLBm1Kg1TJvWhfbt/di5M45Ro9awfbt5O/OMjALq1HHlzTdbA/Dll/u4dOkqa9c+gbW1lvR084Yiy5ZFcuFCJitXPoZGo/Dbb8f5+OOd/Pe/3Uu0ITIyjVq1quDiYlvietOm1fm//9tr+XzsWAobNz6Jt7cTY8duZtasY4wd27bS9QDs2RPPqFHNSl0vS3CwB6tWnSUkxIO4uKscOpSEr69zhWnX6fVGVq6MYv78gSWuN2tWnV27JCB5mEhAIoQQD5ibNyQwmlS+2hyNk5MTA5r6EFKnBsdj4ugSGsS8jbtpXMePlwZ2RlEUJvy4hCKjsYIawNfDlei4ZJJSM6nt41GpdqmUPD+GMj7fis5Ka/m7RlEwmUyoqrmM8SP6VWqRflm0iobiG7gYDLfuv0ajlMh/8/Oysb5xjouKSlhIPfq1r/gFTmdlRVEFdV9nrbPiyW5tLZ/nb9xNdTfzC/P2o1G0DgpAZ2X+L7xFfX/2noyhW6vgEkGln6cbdXw9uZB0xRKQGAxGrIs953+S4kG63YkMwtr6oCgKPXvWYeLECJKTc6he3bHUfaGhXuUGI1D2lK3IyFR0Oi3t25tfmNu1q4FOp+X8+QwcHKyxsdHSt++NAGjz5lgmTGhvmTbm6moOTP/88zzHj6fQq5d5tMtgMOHkZFOqDZXdgKhFCy+8vZ0A80v9jh2XbqsegOTkHNzd7StV34QJ7fjwwx306LEAb29H2rb1RafTVJh23YYN5/DxcSo1KlWtmgP79ydUqg3in0ECEiGEeMCUdahlYZGJaRui6NfEm7OXki3Te/IL9LhVcURRFE7HJnAl4yoAttY6avt4sOnAKbpf270pJ6/A8kLr5+lGl9Agvl+2mRE921HPr/SCe1sbHfmFRZbPDWt5s+dENC3qm7dP3nsihqaBtUrdZ2dtbVkDUdGicFsbHXVqeLJ+73F6hzUBIP1qDlqNhiqOlXtpcna0w2gykZJxFY+qzuw/fWPqSVltqebizIWkVHw9XDlzIZGrueWfzRNSx49Zf2ynfeNAqjo7YDKZiEtJp2Z191J5fapV5XJ6FgGVCPDyC/VoNRqsdVbEp6Rz5OxFy8iPWxVHTscm0Ly+Pypw6nwC3tfWu2Rk51qm16Vl5RCbeIVebZtYyk1Ky8LXw7Xih/aAKR6kq0aVnLOZbDx3lSbbLmFvrcVgMLFkyRleeaX0ei17e10ZJd5aGWe5AljWB9nb6yx/v56/vHJGjw7l8ceDbllf/fruXLiQRWZmQYlRkiNHkmnQ4MbPmo3NjWBTq1UwGEy3VQ+Ara0VhYWVC5zd3Oz5+usboyxPP72SOnWqVph23aJFp3nssdK7+RUWGixTuMTDQb5tIYR4wJR1eGVjx9gxZrEAACAASURBVExMxiw+/GU53u4ulpf3geEtWPDnHtbvPY5vNVd8ir2MPtcnnAV/7uGDX6LRKAqhDQPo0frGblM+1Vx5ZUhXpi/dxNAurQmq7VuizvaNA1my9QB/7j/B4EdCad84kJSMq3w8y7yGo6G/D+0b1yvVVgc7G1o1DODDX5Zjb2tjWdRenpF9wlm8ZR8f/LIcMAdTT/dqV+mARKvR8Hjn1nz1+3rcnB1LBFdltaV/h2bMWrODnceiCPD1wNW5/AXj9WpUp3+H5kxftgnVZMJgNNG8vn+ZAUnTejU5FBlL22Dzb85Ts7KZNncNeoOBIoORd6YvpG+7ZrRrXI/UzGx+XLkVrUaDlZWWkX3DcXEy97dvWFN+27DL8jx8PVwti/y3HT7DsehLaK8tBh7QoTl+nuYdolRVJfJiIj3b/PMOwSwRpMfngrM1SlcfHFzs2DWuE4cOJfHGGxvLDEj+ioCAquj1RnbvjqNt2xrs3h2HwWDC39+Fy5dzS+Xv0sWfX345StOm1S1Ttlxd7eja1Z9ffz1G9+4BuLjYUlho4Ny5DBo2LDliUKOGM71712H8+K188UVXy6L2b745UOa0q5tVth6AwEB3zp/PwNOz4o0SMjLycXKywcpKw65dcURGpjFjRq8K0wCSkrLZvz+Rb74pfeZUTEwGDRuW/jck/rnkHBIhhHjAhE3ZUupQSwCfay9f4u/JZDLx6ZzVvDqka6WDqTvp1Pl49p0+x3N9wu953Xeb/7g1XH+bMW1NRPF1QKlbBQWIndIbgHbtZvH5513ZtSuuxKL2TZti+eGH3mWWe32B+rFjL5ZKq2hRe/F7CgsNfPaZeVG7tbWWmjWrWOr8+ecjLFp02tx2k8qIESGMGFE6aCwoMJexceN5rK212NhoGT26Jb16mdc03dyXmz9Xtp6ffz5Camoe48aFAbB/fyKvvLKOnBw9qgpOTtZMm9aF8PCabN16gfffj0Cr1VC1qi0ffdTRMv3qVmkA33xzgMjIVKZP71miflVV6djxNxYsGGiZfna/yDkk944EJEII8YCRQy0fXBeSrmA0mgjw9bzndR+KjCXAx9My0vJPIkH6nZOdXcjgwUtYtepxy45e91JExEWWLYssMd3rfpGA5N753zfGFkIIcU8NaOrD5EHB+LjYoWB+6ZJg5MFQy6vafQlGAJrX9/9HBiMAY7oHYqcruVjfTqdlTHc5XO92OTnZ8N577bl0qfT5OPdCdraed98Nuy91i/tHRkiEEEII8cArvsuWt4sdY7oHSpAu/icyQnLvyKJ2IYQQQjzwBjT1kQBEiAeUTNkSQgghhBBC3DcSkAghhBBCCCHuGwlIhBBCCCGEEPeNBCRCCCGEEEKI+0YCEiGEEEIIIcR9IwGJEEIIIYQQ4r6RgEQIIYQQQghx38g5JEIIIYQQ15gMBk7Mns3FLVvQWFmhmkx4t25N01Gj0Fjdu9emrWPH0uK113DyuXdnq2ScO8eeTz8FoPDqVYry8nCsXh2AgD59KMzMxJCfT7N///uetelWDAUF/Dl6NF2//horOztOL1xIzB9/kB0fT/inn+Lbtq0lb+qpUxz69lsMBQVodDpavf02rvXq3TLNSlGUeeHhR4tVaQ/UBjyGRUSkzwsP3wY8OywiIvYedvsfSQISIYQQQohr9kyZgrGwkJ4//YTO3h6TwcC5tWsx6vX3NCB5ZOrUMq+bDIa71o6qAQH0+uUXAM6tW0fCnj10+PBDS/rxmTPvSr3X3W7fopYto0aHDljZ2QHg2bgxNdq1Y++0aSXyqarK9okTCZs4Ec/GjUk5fpxdH31EnzlzAMpNM6iqOiwiosn1cuaFh78OdBkWEZF+7dJXwCTg6f+h2wIJSIQQQgghALgaH0/cjh0MXLIEnb09ABorK+r26weAyWjk6A8/kLh/PwDeLVvSZNQoNFoteyZPRmNtTXZcHHkpKbgHBdFm/HgURSF61SoiFy9Ga22NajLRbtIkqtSsyYrHH6dm585cOXGC/LQ06g8ZQuCgQQCsePxxOk6ejEvt2vz52mtUCwoi9cwZtNbWhH/yCdvGjaPw6lWMhYW41a9Py7ffRqvTAXBy7lwubNqEotFgZWtLt2+/Zdu4cQT06oVfx44AXNq+neiVK+n8+ee39Yzyrlxh69ix5CQl4ejtTfsPPsDK1hZjURHHfv6ZlKNHMRkMVPH3p+Wbb6Kztyc/PZ39n39OTmIiqqrScOhQavfoYelnQK9eXD58GEdvb/LT0irdzpjVq+n85ZeWz24NGpTZ5sKsLPQ5OXg2bgyAR0gIeamppJ89i4OnZ7lpZXgW+KDY5zXAj/PCw52GRURk39aDFCVIQCKEEEIIAWScPYuzry82Tk5lpsesXk1GTAw9f/oJME+rilm9mnoDBgCQFRtrfnHWaFj3/PMkHzyIV2goR2bMoPesWTh4eGDU61FNJkuZBenpdPvmG/LT01n3/PN4NG5M1YCAUnVnxsbSado08zQyVSVswgRsqlRBVVX2fPop59aupV7//pxfv56EXbvoPn06OgcHCrOyUDQaAgcP5vT8+ZYX/bPLlxM4ePBtP6P0qCh6/PADOkdHtrz9Nhf+/JM6fftyesECdA4O9PjhBwCOzJjBqXnzaPLCCxz8739xqV2b8E8+IT8tjbXPP49rvXq41K4NQH5aGl2+/hqAxH37KtXO3JQUDAUFlillt2Lr4oJNlSrE7dxJjXbtiN+1C0NeHrmXL+MWGFhuWnHzwsNbAF7A6uvXhkVEFM0LDz8JhAHrb/thCgsJSIQQQgghALWC9ORDh6jdo4dlJCKgZ0/iduywBCS+7dqhtbEBoGrdumQnJuIFeDZtyt4pU/ANC8O7TRucvL0tZQb07g2Anasr3q1bc/nIkTIDklpdulimM6kmE6d//52kffswGY3oc3LQ2toCkLB7N3X790fn4ACATZUqAHi1bMmhb78l68IFUBRyEhPxadPmtp+RV8uWWF8L2NwbNiQ7MdFc765dFOXlERcRAYBRr6dqnTqW59b82roTOzc3fNq04fKRI5aApHb37iXKr0w781JSsK1atdLtDv/4Y47MmMGJWbNwb9iQKrVqodFqK0wr5jlg7rCIiKKbricDvpVuiCiTBCRCCCGEeKitOJLAtA1RFCYl8ErsRZbvimJgWGDpjKoKilLyWrHPWmtry981Wi2q0QhAh48/Ji0yksuHD7Pp9ddp+eab+LRuXWZblJvLv+b6OgmAC5s2ceX4cbp+8w06e3tO/vYb2fHx5iaW00dFUag3cCBnV6wAoE7fvmW9dFeoeB8VjcbSR1VVCX3jDao3a1ZeA8r9XLxvlW2n1sYGo15f6Xa71qtH5y++AMBYVMSyAQOoUrNmhWkA88LDbYGhQIcyirYF8ivdEFEm2fZXCCGEEA+tFUcSeHfZCRIy80m1c+W0SwAHv/iC5XtiAPO6kcglSyjKy6N6ixacX7cOk8GAyWDg/Pr1VG/e/JblmwwGchITcW/QgKBhw/Bq0YKM6GhL+vl16wAoyMwkcd8+PJo0Ka8oi6KcHGyqVEFnb48+J4cLmzdb0nzbtiV65UqK8vIA8/qJ62r36EH8zp1c3LqVOn36VP4hVYJvWBhnFi3CUFhobmNennmUA6jevDkxq80znfLT0kjcuxfPpk3LLasy7XT28yM/La3SQUl+Wprl76fmzcOjSROcfH0rTLtmEBAzLCLiZBlFNwCOVaoRolwyQiKEEEKIh9a0DVHkFxktn5fW6U2n+F0kfjiGPzyroJpM+LRujdbamjp9+5KdkMDa558HwCs0tMIXe9VkYs/kyehzclA0Guw9PGg6apQl3cHTk42vvEJ+ejpBw4aVOV3rZv7duxO/axd/PP00du7ueAQHW17M/bt3J+/KFTb8618oWi06e3u6/ve/KBoNOnt7vFq2xKjXY+vi8lceV7mChg3j+MyZrB81yjzKoygEP/MMVWrVosXo0ez//HPWPPssqqrS5MUXcfH3L7esyrTTysaG6k2bcvnoUbxbtgTg9IIFRC5dSmFmJnunTEFjbU3f2bPROTgQvXo1FzZtQjWZcAsMpPU771jKulXaNc8Cv958cV54eE2AcgIVcRsUVa1oxuTfR4sWLdSDBw/e72YIIYQQ4h/Cf9yaMqc5KUDslN53te7iO2ndCyaDgTXPPUfbd98td0eqv4PKtvPKyZOcXrCA8E8+uSvtUBTlkKqqLcpLnxcePhnzyMkvd6UBDxGZsiWEEEKIh5a3i91tXX9Qxe/axconn8QrNPRvHYzcTjurNWqET5s2GPLv2xKORODuHs7ykJAREiGEEEI8tK6vISk+bctOp2XyoGAGNL13p6SLv5+KRkjEnSNrSIQQQgjx0LoedEzbEEViZj7eLnaM6R4owYgQ95AEJEIIIYR4qA1o6iMBiBD3kawhEUIIIYQQQtw3EpAIIYQQQggh7hsJSIQQQgghhBD3jQQkQgghhBBCiPtGAhIhhBBCCCHEfXNHAxJFUVwVRVmuKEquoigXFUV5spx8YxRFOakoSraiKLGKooy5k+0QQgghhBBCPBju9La/0wE94Ak0AdYoinJMVdVTN+VTgBHAcSAA2KgoSpyqqgvvcHuEEEIIIYQQf2N3bIREURQHYDAwQVXVHFVVdwKrgKduzquq6lRVVQ+rqmpQVTUKWAmE3am2CCGEEEIIIR4Md3LKVj3AqKrq2WLXjgFBt7pJURQFaA/cPIpyPf1FRVEOKopy8MqVK3essUIIIYQQQoj7704GJI5A1k3XsgCnCu6bdK0dM8tKVFX1R1VVW6iq2qJatWr/cyOFEEIIIYQQfx93cg1JDuB80zVnILu8GxRFeQXzWpL2qqoW3sG2CCGEEEIIIR4Ad3KE5CxgpShK3WLXGlP+VKzngHFAZ1VV4+9gO4QQQgghhBAPiDs2QqKqaq6iKMuADxVFeR7zLlv9gbY351UUZRjwKfCIqqrn71QbhBB/b48seYQfOv9Avar17kl9s0/PxmAyMLLRSJJzkxmzcwyn0k5Ry7kWy/oss+QzmoxMOTiF3Um7MZgMdPTtyLgW41AUhTln5rAkeoklb1xOHI/WfZTxoePZl7yPFza9QC3nWgBYa61Z0tucd17kPLKLsnkp+KV70lchhBDiQXWnt/39N/ArkAKkAf9SVfWUoijtgXWqqjpey/cx4AYcMK9pB2CuqqryP7cQ4o7IN+Qz58wc1vRfA4CDzoHRjUeTU5TDN8e+KZF3ccxizmWdY0XfFSgojNoyijUX1tDHvw8jGoxgRIMRABSZimi/uD19/fta7q3jUqdEcHPdY/Ueo8fyHgwPHI6jtWOpdCGEEEKY3dGDEVVVTVdVdYCqqg6qqvqpqjr/2vUdxYIRVFX1V1VVp6qqY7E/EowI8ZD45dQvDPpjEP1X9+extY9xOv00AAujFjJp7yQAjl05Rr3Z9TieehyASXsnsfDsQvIN+YzeNpqeK3rSd1VfXtv2Wpl1bLi4gVDPUGytbAFwsnYitHoo9jr7Unkj0yNp69UWnUaHlcaKMK8wVp9fXSrflrgtVLOrRrB7cIV91Gl0tPNux5oLayr1TIQQQoiH1R0NSIQQojIGBgxkWZ9lrOy7kteavMb7e94HoI1XG/Yk7QFgT/IemlZreuNz0h7aVm/LjoQdZOmzWDdgHav7rebDNh+WWcf+5P00rta4Uu1p5NaIzXGbySvKI68oj02XNpGYm1gq39KYpQyuM7jEtdirsQxYPYAha4awLKbkSEkTjyaW9gshhBCibHd6ypYQQlisOJLAtA1RJGbm4+1ih8HPAMDJtJPMOD6DLH0WGkVDbFYsADWda1JoLCQ5N5k9SXt4q9lbfHf8O/rV7ofeqMfP2Q8UOJ91nkl7J9Gqeis6+nYss+7kvGQ62paddrNBdQYRlx3H0HVDcdQ5EuwezP7k/SXypOSlsDdpL1PCpliuBbkGsX3IdpysnYjLjuOZjc/gae9JmLf5nNdqttVIzku+zacmhBBCPFxkhEQIcVesOJLAu8tOkJCZjwokZOaTkVfE5jPJjN42mv+0/A9r+q/h5y4/ozfpLfe1rt6abfHbSMtPo2X1llzJv8K2+G209moNgJ+TH+sGrCPMO4zdSbvpt6ofhcbSu4bbaG3QG/WlrpdFo2h4o9kbrOq3ivk95+Nu506AS0CJPMvPLSfcNxxXW1fLNUdrR5yszUct1XCqQRe/LhxOOWxJLzQWYqu1rfQzE0IIIR5GEpAIIe6KaRuiyC8ylrimqiqzdl/AYDLg5eAFwPzI+SXytPFqww8nfqCZRzMAmnk048cTP9LGqw0AybnJaBUtXf26Mj50POkF6WQWZpaqP7BqIOevVm4Tv0JjIdl685FJiTmJzI+cz7MNny2RZ1nMslLTtVLyUlBVFYDMwkx2Je6igWsDS/q5rHPUr1q/Um0QQgghHlYyZUsIcVckZuaXvqiYSMkyMb7Hawz+YzBeDl508O1QIktrr9Yk7EywBCBtvNrw+9nfaV3dPEISlRHF/x3+PwBMqolRwaPwtPcsVVU3v25M2jeJ0U1GA+atfTsu7YjeqCenKIf2i9vzaN1HGd1kNNn6bIZvGI7m2u9o3m7+NkFuQZayDqUcIrcol/be7UvUseHiBhZELcBKY4VRNTIgYABd/LpY0ncm7uSNpm/c7qMTQgghHirK9d/uPQhatGihHjx48H43QwhRCWFTtpBQPCixykJXewrVUqaye1yPe9KG5/58jrebvU1Dt4b3pL7izmWdY+KeiczrMe+e1y2EEOJ/pyjKIVVVW9zvdjwMZMqWEOKuGNM9EDudFgBN1e3o/L5DkzaAsd0r3jL3TpnYaiIp+Sn3rL7iknOT+aD1B/elbiGEEOJBIlO2hBB3xYCmPoB5LUliRgc81O6M6R5ouX4v1HKuZTlF/V67vtOWEEIIIW5NRkiE+AfbtOwbVs35yPI56mgEE54L4XJCjOXab1+9wqHty7iakcKvU0dark94LoTCgjwAPh/Tg8vx0ZWu99ypvXz9n/4MaOrDrnGdODOxA11i3sIrfYclz871s1jy0/i/3LeM1AQmj+5QccZ74JfPniPqaESp6xmpCRzYtqTEtdt9luWJjz3JrP97kS/G9uSbCQP5depILkQdvKN1VCQ28gDffzC0wnxJlyI5sX/DX6pjy4rvmPJaONPff9TypzA/9y+VlXjxNCcPbvxL996uUwf/ZO38zwAo0hcw+/OXmDy6A5+9/kipvNtW/8g3Ewby9fh+LPtlAgZDEQAn9q8v0e/Jozuw8Lu3Kywz6VIUc79+5S73UAgh7hwJSIT4B/MPDCU26sa6q9izB/GtHcyFSPM1k8nIpegj+NdviXNVD54b+8sdqdevbhMyrsSTk5UGwMXoI3jXakhs1IEbbYk8iH/90DtS399VZmoiByOWVJzxNiXHn2XuVy8T1uNp3py6jlc/Wk7/p98nNzvjjtd1XfPVH3ImM+kv3Zt0KYqTB24vIJl6cj0ev7/BuewrNGnbl5c/WMzT781lWkht+uyY8ZfakXjxDKcObrplnlkxu5gRta3UdZPJWDpzOVRVZfOK7wjsNIRem74GRaFdz2fI7z2UtMIcPH5/w/Iszx7fwalDm6g7cgKrOrRnXcJJRs34Nxdz0ghu2YOXP1hMvVGTWNa2FVe0sMYBLuakodFoadfzGR5/7RuyiwpoteYTwtdP5a0Dv+PlF4jRZGLQ3LFc1ZexuYQQQvzNyJQtIf7B/Oo2IfNKAjlZaThWceNC1CEe6TuKI7tX0arzUJIuRmJj54Crhy8ZqQnM+PAJ3v3v9nLLi489yfJfJ/DqR8st176dOIR+I97Dr04TyzWdtS2+/o2IjTpAcMseXIg6SOvOT7J1lflF8nog1PvJcZZy186fgr4wH2sbO3o9OQ5f/0aWNrUIH8LZEzspKsxn4LMfULNesxLtMhTpWfLTeKq4etLj8bfZvWEOJ/avx2gyotNZ0/ep9/DyK7397rnTe9m8/FuKivSYjAbC+7xASKuegHnUw8c/iLiY42RnptAotDvdHn0dgJSEcyz/dQJGo4Fq3gEYikqfgwKweu6nZKYmMP39R3H1qMETL38BwMkDG1k5+wOyM1MJ6/E0rTs/AcCVpFjWLZhKXk4mBkMRbbsOp1n7AaXK3bF2Js3aD6JuoxvTwtw8/XDz9LN8Lq+O8p41mEfQtqz8HqPRgKLRMHjkx1SvUY/oEzsJ27KJtXsPsdelGv1GTCxRF4DRaGDuV6+Ql5NJUVEhPrWC6P/M++gLctmyYjqF+bl8+/4Q/Ou1oPewccSdO86fS7+mMD8HgE4DXiawcckRr2AXH06dPUsNj3rm5xl3lLpOHgBczbjM4h/fpTA/B0ORngbNHqHr4NcsPw9/Lv2amFN7UBQN7tVr0mf4eLat+oHCglymv/8o/vVD6fXEWKKObWfT8m9RTUYcnd3oN2Iirh6+nDu1l41LvsS3dgiJF0/TqtNQNi75ijenrsfKSgfAnC//TdOw/gS37F6i3bGRB3B2qcaM+MM8X7c9Op0NAQ1bE64Y2WftQA37qpa8SXFReAWE8PqRZazpMpo81xBWrfiGsYeW8Hv4KDL1eby6bwGz6nZjm/oHrdsNsaQFNGzN+C0/oVUU9vYaj6IopBSYt69u0ro3iXuW8/3ZbbzTqGeZP59CCPF3IQGJEP9gOmtbfPyDiI06QL3g9ugL86kb0o61C6cBEBt14LZGKXz9G2FtY09s1EH8A1tw4ewhFI2mRDByXa3AUGIjbwQkbbs9xfF9a7mcEINBX4iNvSOuHr4YDEUsnP4mA5/9kICg1pw7vZeF09/k9SlrAMjLycQvoDFdB4/m2J41bFzyFS+Mn2OpJy8niwXT36Bhs0606TocgCZt+xLW42nAPH1s1ZyPGPVe6d2uvGs25Pl3Z6PRaMnJSuP7Dx+nbqMw7BycAchKS2bkuJnoC3L5clxvmncYiJtnTZb+PP7/2bvv6CqKNoDDv9vSO+k9pJECCYTQQq/SOyKCooJiRxEEFRALIlgRxU9sSEB67yA99NBCSwKEAOm9l1v2++PChZAGKmKZ5xzO4e7Mzs5uMO57Z94ZWnUdQdOo/ly/fJoFM5+s8Xn1HfkWW5d9yvPTl1Y5rq4s49m3o8nLTmHe1EE0jeqPUmXEyu8mM+TZWTi4+FBRVsL894bj4ReGg4tPlfPTki8Q0rxbnT+rmq6hUKpqfdb52Sms/fldxkz5mQZOXmjUlWg1aooLc1i54G1Ot2zB870nkB67i9mfjeFU154Yp12nWXkhAHK5gvleDRgaNIgDGQkEHj1I5ebv+M64lNbhLSlIPI3f6Dd588wGoopyWb/oA54Y/zUvxK2jt60P6396j5feX42pmZXhHqIc/bl85gQnDm7g8vkjJBVn080nhB0BPpiaW/PYK3MZfTSa/NJCEnevZzMlfDxgEvs2fEdeThpXew8hJucqTig5lbiH4uBQ2lUqSW7bmSOaCtoVZLP6h3dgyBjKraxpmV/Jl3OfhyFjeELlROq1ixwOCcG8a09WFCYw1DOAgzFr+VlZTHbGNRpdOkFO137cvUxDUvwxnL1DmHX9NO83vR1Qhtt5cFwmq1LXzSuYI/tX49KqJd6mtiw/tg2pMI/d6RfJqSjmWnEuDiYWZJ7YS3jrPrR0b8xLx5eRU1GMsVzF5pQ4hiuNkN1s19Hk5kadvmHIVnzGkitHREAiCMLfnghIBOFfaO3JFH0yeX4ZURoHSg7swdjEHC//psjlCho4eZKRcomki8cJiehaf4N3aNV1BEd3LcMnsDlHdi2jZedHa6zXMCiSDdEzqSgroaKiDEsbB7wDI7h68ThqdTk+gfqVFLPTk1AoVfiG6PcZ8Q1uhUKpIjs9CWMTc4yMzQgM7wCAh28Tti77xHANjbqC7z96ks4DXiA0srvheGryefZu+p6ykgJkMjk56ck19rGkKJc1P04jJzMZuVxJWUkh2elJePiGARAS2Q25XI6JmSUOLj7kZl7H3KoBGSmXCGvd92afwnBy97+vZ9i4hf4F0dbeDRMzKwrzMpB0OrLSklj+7SRDPa1GTVbqlWoBiUT9y7XXdA2tVl3rs06OP0FAk3Y0cPICQKkyQqky0r9cewRQbKUPFL6WFxCSm836ts+SnBTH/868xZ70eNo7+tHwUgK5R47S2cSS8tJCitKSuGCr4yX7ECoLSnjUJ5Lf0i6w4tBq8rNS+OHTZ7EtyibbygmQkZtxHTef2/u/yGQQaO2MkZUzfR5/m2cP/cK0sL7sOLUOnU7HjuWfEnXpFAqZnKJyDdnZ6SxJOkLJmX1I7Xtxo6KIAz3fRCPpGLjra3zvekbXL53G1TuYDDtH0FTQrN1A1kfPRKauBBUY27uwV1bC7tBH8LGw56rXcb768S3GTphPwY01KLqOZG5mAk3TfejoHGhotzA3k3K7BviY22OiUNX5c/ILbUNE+8Fc2/4Tc0+fo3Hjdly8cASAlJI8fC0dyCnJ59ThvYx7O5pVybGGMrlMjrXKlBJNJd22f4q50pjJjXvRyqEhFtYNKC3IRiWTk1iYgb9V9b16BEEQ/i5EQCII/zJrT6YwZXWcYZf0SzpPGlxcz3Yjc9o1jwDAOyCCpAtHuZZ4kj4jp9xX+6HNu7Nj1VxSky+QdPEoA5+qeWlbDz/9dLFzsTvxujmC4h0QQcy2X1BXVtz+hl8CkFU7X3bzmFJldPuYXF5lLr9CqcLDtwkXT+0hOKILcrlCP+LyzQSemfwTrl7BFOZlMmdCzUHXhkUf0Ci8I4+99DkymYwvpvRFo640lKuUxndcW4FOq63St9/rznuSyxXotBqQyTCzsOHFGSvqPd/VK5iUpDiCm3W+v2vU8azvDnJuBbXyjFiaqPMobeiKVtJxMPMSgZKO3r99iUVeDp46LYmFGdhcScA2J5s+r35Na/dg9m5cwPmrLJMR9gAAIABJREFUZ2lo4YyPhT3xN9sdE9COTzd+RTcPf9J6DsZFruClxr1qvY9QG1e2XD3B0qtHGeZ9ezuAA1t/oqK8lMKBT7IrKxG/IwfJK8xElp+CjyRxJu8GQyN6opQrUKJgoFdTzly/VqVtCanOn6XcyISW9g3xsbAHwMG3MWXlxXy0438EHdjDqR69yS1TkFiYUSUgURkZk15aiEMDl1rbvlOXXs+gbNaWOee2ceTyRQLt7LFWmaKUK7AyMmWauS9HzY/x+Lm1dHEJMpSpdVpSSvNRyuTs6D6B2JxkRu3/niO930ahrkShNMLR1JrU0nwRkAiC8LcmktoF4V9mzrZ4QzACkKnyxEyTS1LcbnwC9dOzvAMjOPzbr5iYWWJrf3/L8CqUKpq1HcDiua8Q1qo3RsamNdZTqYxxb9iYfZu+x7uR/kXS1TuElKvnbibS64/Zu/ig1VRy5cJRAK5cOIpWq6GBs3e9fZHJ5Ax4agbGJuYsmz8RrUaNRl2BTqvF2tYZgKO7l9V6fnlpETb2bshkMi6dO0Ru5rVa695iYmqBo5sfZ45sBuDGlbhaV7QyNjWn/GaORH3snb1RGZlw6uAGw7GstKQaz2/7yGiO713N5XOHq9Q9c2RL3deo41n7h7Yh4cx+cjKSWXsyhbdXnSQjN1//76csBV1WLnviswhITcPDO4Sdfd7i88jhBFm7MDagPeWlRVQaGWNjYUt5aZHh+ZgrjTA2NTfkirSw96HA3p70tCR+O7aZJ3xb659j0llq2qjXxsgMhUxO9OXDDPS8nTtUXlpEmlzH0bxrLA4fRsPsXJrZeVKh1RAY1gHLcydBpwEwJPtLKiMqSotQyuToJAlPv3BSrp6nPFufYH7ywFoUzh7I7gjmzJW3/y5JEue9PGl34iRNG7dn24DpHOvzDmMDqua+OLn7o8nNpFynrvPncavN4oIcOjgHsrzlk7RLyaRX3+cp16rxsmgAQGncYR7r/Tw7uk/gaf92hjJ3c1sUMrlhFCaigRd2xuZcLsokK+0Kzh4BVGjV9Y7SCIIgPGxihEQQ/mVS86uuqqOTqchWeWCmK8TKVp8Q7OYdQmFeRpVpTvejeftB7Fn/LS06Dauznk+jSHav/9YwPUuhUHIj4QSSpGP+tMFoKivwDW3D0HGz2bbsE0Oi9fAXPjUkDtdHJpPRd9TbbF32CUvmjWf4i5/ReeALfPv+CKwbOOPfuG2V+l9MfIQuQ16lccuedBsyng2LPmT/5h9wcg/AyT3gnq45eMyHrPlxKge3/YKrdzAevk2qlCec3odWU0lAeEfsnb35aupA7J19DEntAKcPbeTiiV2APgl7/rTB3EiI5aePDuDftBM6nQ4LKzseff4Tti2dw7Hdy9BptXg3as5jr8xj5Ktz2bn6K36eM4bigixkMhl+oVEENdWPmuRnp/DBsxG4eAeTlXqF/80Yxuuf7mT4i5+xdN548jKv49Uo0vCsGzh50X/0dJbNn0hCeiEddHDQaij5SmdirIbS+fxqEk9PpJmtksJeowz3odZpySgrJLxNX5Q7fmTTx2Oxt3fDy78ZKYXZAPgGtSRm60LmTRuCT2BzRrfpyvycDFrEJ7Bm1li0WjV2Du48/spXhlyIO7VyaEiXsL7YGZsbjrXpNpITnz9HcPwJdp+7hEdgBFvzU7ElnA59xxKblsCxryaRbuWAnZMXawM8cXHzovxaDGXRX5Jla435xH70Gj2Vn6Lfx1JpRJyDNyaPPEpt61JZqEywb9KGwosLDVMVU0rzUMoUOJnezn0JDOvA7s0/cNmzgeHYN+8Oo6ggm5KiPDpt2cTRtFKCnp2FJEn89MkYNFotMkmiZdfH+FXK50nfNpgrjcnLTuHGlbOMePlLdJKOmWc2GcoWfjCKQVnXKC4vY86ErjgHRZLdQIGPhQPH924gqFkXkksSCbK+t5EaQRCEh0VW0zdSf1fNmzeXjh8/Xn9FQfgPi5q1i5T86q9UbjamxEyufYrP/Th1aCNxR7YwavzX933u1CeCeP69lbh6h6DTavnsjW50GvACER2GVKmn0+mQyWQ1vqD+EXcGJA+CVqth65KPqSgvZtDYj2qt9+G4SF54fy22Dm5otRoST+/D3LoBX03py+zlt0dqLsTuZPWCt3jji90YGZux5MuXcHDxofujb9Ra1mXQa6yevpm9Px7AycMPhUqOQ0Nb+rzTHpdG+ulHs16K4pm3FuHg2rBa33wmb6qWpVIWsh+TxAiOTunBtFNruViQDoC50pgvWwzH38qJiA3vEd1uLEE2+hfgmMxLvHtqHTu6TyBhfzJr3t7Fm/ue4tyeK8x8eTHP7hhGhzumOt1p9tmtlGgqmBHev8rxO9ssrCzjqYM/kVlWiLOpNd4W9pRr1XzVcgTvBH9NHmWUyioxUiswaWiK9KgVc58aTaVWw9hDv3CpMAMfS3tsjMxoYGzBjPD+Va67NOko21PP8WPUU4brx57ew4pF73Ooq35lLZctcga4hTN8UlfyU4v4ecx6rp/OQGVdRuIbGXw85B38rBzRaXVMGPMdeYdz0Kl15DeTyButYn+vKei0Ol59ej4lRwtBK2HZ1pZZ3z2DqdKI62cy+PjJaErVlUgaCctwa2b++DQWZqac3XaJmLVxbBmaQl5lKUqZnLea9KaDvS/fvj+CJk9PZV7yIZZ3GFfrv0NBEGonk8liJUlqXn9N4Y8SIySC8C8zsUdglRwSAFOVgok9an7xu18LPx1HbtZ1Hn957h9uS60uR1NZjpmFDQCbFn1IVuplKspLyE67wmtztrN16WwSzxxAq6nE3LoBI1/7lgZOnkR/9jxuDUPpNOBFAFKvnuPbd4cx46ezlJcWsfq7yaQknUVdWU5AWHsGP/sxcoUCgMQz+9m+7FMKctNo1n4QA57Wbx5ZkJPG8vlvkJd5HXVlGREdh/HI8IkArF4wpcZ+5KQn8/Er7ejQ9zkuntxNRIfB7N/8PZJOx8WTu2neYQjdH32jyn1fOhuDuZU9tg766XIKhZJGzTrXmHx/40ocfqFRGJvoRwdCmndnU/QHdH/0jVrLUncEUJxbgGnrVUxdcwlJkji59iLp8dmGgKRZ+0Ec2v4LfZ6YjkxGlcDP1ca0SlArKSuQFBpczW1wMrXif62fqPHnGdt3WpXPUY5+7Og+oVq9xKJMjORK2jvVPiI1KfSRGo/f2aaVkSmrOr5QYz2ZTMZrS4bjF+ZOhVbDM7O/we6tLJJCU/CJdGNh26frve5wnxYM92lh+Lz6h3e4cvEY456dzayACCpL1Xw46XsGHdEvumBsrqL3W+0oL6pgwwd76OVky0+XDvBhs0EcXHga3zwbnj8zFmQyvh22gpal+vW5Di48TWBBA54/M85Qdm7tJZoPCcbJ344vjoxHaaRAp5P4YdQaji08S6fnIwnt4cfGD/azYOLjODS8vZRwVloSPYaO59O0M7wYWH0jRkEQhL8bEZAIwr/MgKb6l9xbq2y52pgysUeg4fgf9eSE37cp3Z2+/2AkSiNjstOSCGrWhaA7Vvq6dDaGyfNisLDWvzh3HzbBMNIQs+Vn1v04laenLKRV95GsnD/REJAc2r6IVt1GIpPJWP3dZPwat+Xx175Bp9Px88dPcWj7L0T11H/TnZd1g9c+2U5FWRHTn2pMmx5P4ujmxy+fjOWREZPxb9wWjbqSuZN74xXQjKBmXWrtB0BJYQ7OnoH0HvX2zc+5dY6QJJ7eb8irqY+nf1MObv2Z4oJsTC1sOLF/NbmZ12sty04qIvtUAhP29Wf2hGw+frktkiQR0WEIXYfo91HZNHM/V2KtSb54nbj5P/Da1sfJupLHiok7qChV0wGJnY3tyGxggnXxZYJ3FXLYLpA3uwdXGelI2J/Myjd34t3claSjKchkMp7+qT/ON4OeDe/t5fiq89i4WOIV4QrA+KNLOXk+gbbG9vz66tYaz9v+2SGOLj0LgFczF4Z+0h0TCyPKCsqJfmEzaReysHa1xMbVEkt7MwbN7FLjs3v92DKK0nVUaDW07x5Ai1Jbfpt7lDGLBnJxz1U2vrcXdYUWnUZHj4ltaD4kmOTYVBY9v4l3jo41tDOz9Q8M/7wHg575oEr7J9ddxK+NB0am+umFptYm+Lf1JGF/MgqFkmd6j+WHxP3oJB0pZzMJ7OiNQqUPiht18uHYsnM0HxJcZ9mttgG0ai2V5Wpk8tvBY7OBjTi06Az9pncwHHNw8cHK0YNWSbJaR6AEQRD+TkRAIgj/QgOauv1pAcif4c5liLsWlNNh3DeM7NkJdWU5C94fwa418+g88CUAQiJ7GIIRgHPHtrNv43dUlBUbVrkC8AuNorysmJQrcTh7BRG7ZwUTPt8NwJnDm7gaf5zfVutHcdQVZdjckbzftN1A5HI5pubWOHsEkpV2BesGLiSc2U9RQbahXkVZMenX4glq1qXWfoB+v5dm7Qff8/PIy07B2ePe8lUCwzvSvu+zzHurH0ojEwLDO6K4maRcU5msJBl7X1ucfDz5MDoBSxtHivIz+fbdYZhZ2BLVczQAqXHFqMJ28vaKL9BUalkwcg0jv+lFo04+XNxzlYpn1nHk6RDKUpwwUcPnnXoxoKkbCfurjuKkXchm1PzejJjbk61zYtgyJ4anfuhP3OZEzmxOZErMMxiZKvnf8FUAfNFiOAkVyXw1ayntFjStdt657Zc5uvQsE3Y+gYmlEb88t5GtH8cw4P1ObJ4Vg5mNCdNOPEdJbhkft/+J8H61v3B/2+YJXIMdDJ9PpcRzbsslADzDnHh9xyjkCjmFmSV83O4ngrv44BXhirG5EYkHruHf1pNLMdeRyWU0bOVerf3E/dfwjnSt8+f3jH87ADzCnTkcfYb2Y/WJ+ac3JlBWUF5vGUB+WhHfDF5OdlI+Id19aftUU0OZTws31k7dDXcEJADGCiWj/aIQBEH4JxABiSAID9TdyxBrdBJf7EzEwjmAAU3dCG3Zk7NHthgCEmPT24nLORnXWPXdZCbN3Ye9szdXzh/mp1m35/O37DKCwzsXE9CkPU6egVV2D39u+jLs79q/4xaVkYnh7/Kby/lKN3NW3py7H8VdCfX19cPIxPy+cl2MjE1QV5bXX/GmTgNeNIwExe5bhZNHYLWytSdT+HbR99hLVuRnFLPpXDYDmrqRdjGbn57eQEFWT3adjSfqZuqMb5QDN2T6hRYzEnNQGMlp1En/vBp19MbCwohlA5pQklvGmuRdtQa4Tv52eITpVzTzjnQjbrP+hT9hXzIRg4MwsdCvUtXmiTC2zomp97yLu68SMSQYUyv9kstRo8NZ+eZOABL3JzN0jn4hBnM7U5r0ubegzuCOxJii7FKiX9hM5uVc5Eo5JXllZCTm4tPCjY7PN2ffghP4t/Vk34JYQ6Bwt/zUIkIf8bunS7ca2YScq/l82m0RJpbGeDVzIfHAtXrLAGxcLHnr4DNUlFSycMwGTq2Pp/mQYACsnMzJTy26v+cgCILwNyOW/RUE4YG6exligHKNljnb4tHpdFyKO4Cje80vdeWlhSiVKqxsndDpdOzf9H2V8pbdHid2zwpitv5M6263V35q3LIX25d/ahjJKC7IJjv9ap39NDGzxDe0DduXfWo4lpd1g4Lc9Hr7UVNbZSWFtZa7eofWulRwTQpy9QnkpUV57Fj2KV2HvFqlbO3JFKYuP4Rt0gqSvJqhyi1jxi97WX38Ki6N7Hlj12OYByRirLq96pNaW4hbw5t7jEvUGFDJZDLkCjmS7vabvLpcU6WOyuT291pyhQydVneryTrVdh6SxN1dufVZkqhWdj+ST6ThcnPEZOlr2/Bv58nbR8bw1sFnsHW1RF2hv7dmAxuRdCyF66fTSdiXTOSwkBrbU5ko0VRoaiy7m1wuo++0Drx18Ble3zYSK0dznAMb1Ft2J2NzI5oNDuLYsnOGY5oKLSpT8d2iIAj/bCIgEQThgbp7GWKAiKuf0fDwS3w4LhKdTkevETVvzujmE0rTdgP54LnmzH2zV7W9SewcPXD2bETimf2ER91ejWnIuNnI5ApmvtCSD8dF8vU7A8jPTq23r6Mn/UjatQt8OC6SD8dF8sPMJygrKai3H3cLi+rHtcQTzHyhFdvv2Fn+ltCWj3DpbAw6nc5w7OOX2/HJa50oLc7j7ZH+LP78drL2vLf68v6zzZkzviMtu40krE3fKmXr3+9Cs/OTuWHXgWuekWT4WBO0/QobZ/Rj5vMt+fiVdlhauVcZWcnJSKbpzWfmFNAATYWWhH366VgJ+5LRqnU4+tlh721D9tV8SvPKkCSJ2BXn632OAIEdvDix+iIVJZXotDoORZ+5p/MadfYhduUFyosqkCRJn/Dd0RuAgHaeHF4SB0BpXhlnNt17UHd6YwL7fzhBl5f0SeplBRXYeVojk8m4sCuJrCt5hroKlYLWo5rw7aMriRwWgpFZzUtQu4Y4kJGYe0/XV5drDNOwcq8XsO/7E3S+2Ze6yrKT8tBU3hxdrNRyZlMCriG3p6Glx2fjFup4z89BEATh70gs+ysIwgP1VyxD/E+05MuXCW7ejfCofn+4rbuX6ZVpdfgfz8Q1MR9fFyvMbEywdrGg++ut8Qx3Zs30bRzesowPY7417OieHJtqSGo3NlMxdE43QyL6lo8PcCg6jgZe1ng1cyF+z1VDUvutBHeg2uf1M/ZyYs0FrJ0tCGjvxdmtl+7pvDuT2j2bujDsU31Se2l+OdHPbyLjUi4NPK0xszPByc+Onm9W3WsGYGrIN6iMFSiNlVSUVuISaE/311sbckEu7Epi2evbsLAzxTXUkavHUxnycVcC2nkB+ulY7zSax7QTz+HoZ1fjc79+Op1lr23jjV1PAqDT6pga/A2aCg1lhRVYOpjT5skwer/VjsLMEr7oudiQkN5rchQRg/XTruoqO7r0LDs+P4xMrh9F8m/rycAPOxuS3Rc9v4mgzt40H1rzKI4gCL+fWPb3ryMCEkEQHqi7c0hAvwzxR4Ma/60S7/9qRflZXDy5i8hOj/7htu436EuOj0WrVdMwuNUfvvZfSavWotNKqEyUlBVW8Fn3RQz+qIsh9+XPdHTpWY6vOM8Lq+re/HPegKX0n9HRkA/zVyrOKWVun1+ZtHc0SiPFX359Qfi3EwHJX0cEJIIgPHB3rrL1Zy9DLFQN+tR2nwEaZHIdKDJp5KBP/A51COaLHh//4Wvllecz5bd3ic9JQIYMuVzOex3eoY1HSw5cO4RO0tHe68Gs7lSUVcLXg5aj0+rIzs/BtqspU+e+zI3CVMZvm8SZzLME2Pmx8bGVhnM0Og3v7p1JzPXDqHUaejTswjvtJiGTyWot+3rgMq4npLFl0CocG+n39zBVmrJh+HIAvj+5kEptJS80H0vmpVwyL+cS2uPektv/TMmxqWjVuhpXABME4Y8TAclfR2TCCYLwwP3dliH+t6my90zu67jamPJ0Wys+O/0CO0du+FOv9dGBT/CwcuPb3l8AkFOWS7mmAoCY64fQ6LT3HZBIkoRO0qGQ1/0tv6WDOZP3P0WpupQui/qw+4ktAFgYmTOx9avkVRQw72jVfXKi45aRXHCNHSPXI0kSo9aOZVPiVvoE9Ky17KW1w9mXHMO5gzFVgptbRjUeTsdfevJkkxE4+tnVOqXrQbs1pU4QBOGfTiS1C4Ig/AsMaOpGzOTOJM3qTczkznQPqXkK0dyj8+n0Sy86/dKL17dPoVRdRqm6jLD/tSar5PYeLFN+m87Xx76rdn5acTrOFk6Gzw1M7XCzdOFs5nmWnF3BsvOr6Brdl2+OLwBg6bmVdP6lN10W9WHMhhfJKc0BYHHcckatHcOLW16nx5IBHEuNpWt03yrX6riwJyfTT1frw/qEzUR5tMZEqV8a2MbEmpbukZgpTavVPZ91gXaeUSjlSlQKFe0827D64oZ6y+pirDQmyqM1GxK31FtXEARBqJ8ISARBEP4jtl/+jXXxm9gwfDm7Rm2iQlvB3KPzMVOZMiioP0vO6qckFVcWszFxK4+FDq3WxjNNn2TOoS/o/etgpu/5kIPXjwAQ6hjMiNChPBo8mJ0jN/BC87Gcy7rAnINfsHTwz/w2aiMNbX2YtvdDQ1tHUo4zuc3rbH98Ha3cW6CSqziaEgtAzPXDmKpMaeocVq0Ph64frfF4TZo4hrLt8k5K1WWUVJaw7fJv3ChKqbcMICH3Et2i+9Hn1yGsurCuSrsRLuEcuHbonvogCIIg1E1M2RKEf7C1S1+nY/fXsbF7sHPID+/7gYYBbXF0rn1X7Pu1+PsnGPbkd6hUJvVXvke7ts7BwysC/6DbidySJLFu2QRad3gWJ5dGf9q17tf15FjSU84R2eYJtFo1e3d8QW5WEgBDRn1Tpe7ZUxu4evkgkk5HA8eGtGz7tGF39trKVh8+S0ncHDIqrVEpZNiZKzC9+Z1TyvXT3Eg+wX71DQYE9sXCyAKAx0Mf5cMDs5kc9TpPh41kyMpRvBT5HMvPr6GLTwfsTG2r3UdHr3YcH7OPA9cPczTlOGM2vMjLLcbxfPMx1erGXD9MV59OOJrrl6kd1Xg4vZcOMZS3covEw/r2v92nw0ex8MxiWrhF8POpaEaHPV7js0wrTsfBrPo+HTV5LHQo1wpv0G/ZMKyMLGnmEsax1Nh6y8KdmxA7Zj+WxpZczU/m0VWjcbZwIspDvxCAo7kDacXp99QHQRAEoW5ihEQQhHq1av/MnxqMPCi+Ae25nLC/yrGMtAvI5YqHGowAnD6+ipCwPgDIZHKCGvekc683q9VLuxFH8uXDPNLvXfoMmYVcruTi2a11lq09mcLsrRcp06mYd70Hn1/tzgeXIijQqAFw8wgjNysJpbqy+qaD6A94WLsT7NCI7Vd2sfD0YkaHjaz1XiyMLHjEtyvT2k/mg05TWRNf8zQnSZKqbbh463oAZirzKmX9A3tzJOU4cZnnOJoaS//APjW2a6I0pkJbWWv/7qSQK3ir7RvsHLmB1cOWYGdqi7+db71lVsaWWBpbAuBt40X3hp05nnrC0G6FpgIT5Z8XTAuCIPyXiRESQfgXKsxP4/jhxVSUF6HTaWgU2gPfgPYAxOyeT2FBGlqtBksrJ1q1H4OxsTk7N88iMKQbHl4RANxIPsnFs1vp2nsKOzbOJKhJT9w9m3Jo73fIFSqKCtIpLcnF3tGP1h2eRSaTUVqSy8G931FeWoCFlSNIEi7ujQkM6XbPfa+tf4X5aRza9x0aTSWSpKOhfzuCm/Sqcq67VwTHYhZSkJeCta0+0ftKwn4aBrQDQKvVcPr4CjLT49FpNVjbudMiajQqlUmdfU+6dJD4c9vR6W7u5N3iMZzdQpAkHccO/kJG6gXkCiVKpQk9+k2tdk+Z6fGYmFhiZq5PfpbLFbi4hVJclFWtbl7uNRycA1Cq9PkRru5NOHNiDSFhfWstm5NoTrlGV6WdcrUW7R1LLXs2bEF55gW+jt/IU2EjMVOZ8evZFbTzbGOo83T4KMZvexMnc0fCnZvU+PPZk7yf5i5NsTCyQJIkzmZdwNNKP8phYWTB9cIbhrptPVvz3YkfeaP1q9ibNWDx2eVVrnc3I4URw4IHMnrdOIYEDTDkiNytkX0gl/Ou1NrOnco05ai1aqyMLblecINFZ5byc/9v6y3LKM7E0dwBmUxGTlku+67FMLXd7QAyMfcywfYPN8gVBEH4txABiSD8y+h0WmJ2z6dNp3FY27iirixjy7rp2Dv6YW3jSkTrkZiY6L/5PXV8JedPb6Rpi0dp6N+OpIQDhoDkSuLtF/m7FeTdoEvPN0EmZ8uaqaSnnMPFPZTjh6JxcgmicdP+FBdls2n1W7i4N76v/tfWv4QLv+HqEUbjpgMAqKgoqXauQqHE27c1lxP206zlcNSVZVxPjqVv5CwAzp/ZhMrIjEf6vwvAyaPLOHdqA+GRQ+vsu6t7Y7x9WyOTySjMT2Pn5lkMGvEleTnXSE85R9+hHyOTyWvsE+hHaRo4NLyn+7ez9+HSxT2UlxdhZGTGtaSjlBRn11mWml+GtRKM5RpecN8OwJmSBuy6Y1V3e0c/rl+NpV9AL/os1eeGNHUO4+UWzxvqtPNsg0qu5MmwEbX271zmBWbs/QgZMnSSDl87Hz7oNA2A3v49GLPxJbpG92VQo3680HwsE9uMZ9jKJ5DJZHjbeDK7y/t13v+I0GHMPfotTzR5rNY6vf16MH3vTMa3fBHQj1a0+akLFdpKiiuLiVjQllFNHmN8yxcpKC9g6MonUMjkyGQyprefTIhDEECdZRsSNhMdtwylXIlW0vJY6FC6Nuxk6MOe5P1Mbz+lznsRBEEQ7o0ISAThX6aoIJ2C/FRidt3OS9BpNRTmp2Jt40pS4gGuXjqEVqdBq6nA0lq/GpOnT3NOHF5MeXkRMiAz7SJtOjxX4zXcvSJQKPU7fNvae1FUlIkL+hfv5q31U30sLO1xdr3/3aNr65+jcyAnjvyKTqvByTUYJ5egGs/3DezArq1zCI8cSvKVIzg6BRhGJlKundQHKUnHANBq1dg28IR6+l5UmMnp2PmUleQhlysoLyugrDQfCytHJEni8L4fcHINxs0zvMY+lZbkYWXtck/37+waTEBwV3ZtmY1CocLZNRj5zeVwaytztTElPV/L7Kt9KdGaYK4oZ6TLfkzU4wztmppZU1qSyystpvPKHUHIna7mJ6PWqWudKgXwYuSzvBj5bI1l3jZe1ZYZHh4yhOEhQ6rVfbzxMB5vXH3TwVt5J142nrX2Icy5MUYKI85nXSTYoRHGSmNixx6osa6zhRP7R2+777IxzUYzptnoGssuZieglCtrHUUShH+Kqa9vQaPWodHoSEspxMPLBgAvX1vGja99NPOWS/HZbN8YzwsTal/qO+lSDpnpxbRs6/Wn9fvT9/cweEQTvH3tOHU8hRXRp7l2NZ9eA4J4bHRTQ728nFK+n3eEnKwStFqJgcNDadPBp94ygIODo/QtAAAgAElEQVR7k+jTcU7IiD7RcYAEdF6ycWT2iD7RnwGHlmwcueJPuyFBBCSC8E9z5yaDk3zK2HUxg0FtbicGS0gYm1jQa9AH1c7NTI8n8cIuuvediompFUmXDnLp4h4AlEpj3L2akXxZv3KQu1czw9Sgu91KsAaQy+RIOu0dpbLqJ9yjuvrn6ROJvaMfaSlnOXd6I5fj9xHVaVy1NmwbeGJqZkPqjTNcTthPUOMehjJJkoiMehJn1+BaelBz32N2z6dZy8fw8I5AknQs/XksWq0aUzMb+gyeSUbaRdJTz3Hq2DJ6DngPUzObKucrFCq0WvU9P4dGoT1oFKrvd/KVI1jbuNZZNjE0kCmr4yhR6wOXEq0J50t96ONfYThPq1GjvBlE1mRWzGesOL+a6e3fqnWq1IM2bOWTpBSlsLB/9eWG7zaz83SuF94g2OGvnzaVXpzBzM7v/uXXFYQ/2/uf9QQgK6OYt1/bwkdf9b6v8/0C7fELtK+zztXLucSdSv9dAYlWq0OhqJruHH8+E61Wh7ev/osmJxdLxr7SikP7kqud/8uC4wQEOdB/eicK8sp4+7UtBIU6YdvArM6yS/HZrF12lt8OzYwvLc8NH9En2gYou9nsbGD3iD7RK5dsHPnP2V38b04ktQvCP8itHblT8suQAK1O4oudiaw9eXupUitrF5RKY64kxhiOFeSnoq4so7KiFJWRKcYmFmi1aq4k7KvSfsOAdlxJOMCVhAO1Tteqi5NzI64k6pPKS4pzyEg9f1/n19W/ooIMTM2s8Q1oR+OmA8jJulxrO74B7Yk7sYaiwnTcPJsZjrt7NeVC3BY0Gn1CtLqyjIK8lHr7XllZgoWlfqWoy/F70d0MLsrLCtFo1bh6NCE88lFUKtMa80Js7DwoKki75+dQVpoP6KelnTu9kaDGveosG9DUjZl9ffCwMUYGeNmo6OVVQJj/7Zf1gvxUbOxqH3WYHPU6sWMP0C+wV611HrTlQxYS89RO/Ozqn97mZ9eQTt7t/4JeVdfRu50h+V0Q/q2++Ggfxw5eA2Dt8rOMHb4cnU7//v36s+vISC8i7lQa0yboF93Izyvjg7d28OaLG3nzxY0s/iGWgvxyVi+N48yJNKa8vIlFC44DkHAhi/cnb+ft8Zt5e/xmTh3X/x5OTy1i3MiVrIg+zbuTtrFvZ/Xf87u2XqoykuHiZoV3QzsUiupfKF1LyiPs5gai1rameHjZcPjAtXrLNq+9QJ/BIZRV5GkAlmwcmb9k48iKm39PB24AHf/A4xXuIkZIBOEfZM62eMrU2irHRjjuIuPoHlZf0H+r3XvwTDp0f43Yw4u5cGYzkqTDxNSKtl1ewtWjCUmXYtiw4k3MzO2ws/chJ+t2crCjcyBqdZnh7/crovVIDu39juQrR7CydsHByR+VkVmt9TesuJ0krFQZ02fwR7X2LznpCFcvHUKuUAAyIlrXvgqUt18bTh5dil+jTigUt3/NhYT14UzsGraum44MOcigcdMBWNu61dn3iFYj2bvjC8zMbXF0boSxsX7Z3NKSXI7s/xGdpEXS6XD1aIK9Y/UXVTePcM6dWo8k6ZDJ9N8DbVk7ndKSXCorS1i95FVc3ZvQqv0zAPy2ZTZIEjqdhoDgbnh4Rxjaqq0swqGQN/1/QyaTo9NpcfMIJyD49mICaSlxePo0r/WZCYIg3Ck0zJmzp9OJbOPJuVPpuLpbcfVyLtY2Jmi1OpycLclMLzbU37/rCs6ulrwzU/97p7i4AgsLYwYNb0zcqXReeVP/JVdxUQU/zT/K5BmdsbY1JTe7lGkTtjJ7vn6qaGF+OV4+tgwdWfNeQxfiMhg4/N5yE338GnBw71W8GtqSmV7MpfhsXN2t6i1LuVaAs6sl3aNmBI7oE30CWLFk48iP7mj6ENAF2H3vT1Soi0yS/jmjTc2bN5eOHz/+sLshCA+Nz+RN1PRfrAxImnV/Q+0PgkZTiVyuQC5XUFaaz5a10+naazJWNveWP/EwPei+HznwE67ujfHw/uuDgoryInZunsUj/WdUCdAEQfhvunPqr6uNKS+08GTv9yf5bsntzVDTUgr55P09fDS3N1Nf28Ij/QIpKqzAysaUhAuZPPtKa+JOpbFi0Wne+/QRLp7LZN6cA7Rp701QY0eaNHNFoZCze1tilYAk9sh15n92EAdHC8O1iooqeGNaR0xMVEx5ZRM/rRxea99H9lvMgqXDMDVTVTm+fNEptFqpSg5JQX45ixYc50ZyPg5OFigUcpxcLHjsqWZ1lr0xbj2u7tZMmt7txLCeP3YCtgNzl2wcuQRgRJ/oF4AWSzaOHP3HfxoCiBESQfhHcbUxJSW/rMbjfwdFBekc2vsdEhI6nZYmzQb8I4IRePB9D4sYTFrK2T+tvftRXJRFi6jRIhgRBMEw9ffWaHtKfhmzt8bT9K6lw13crKis0HBo31UCghwIDXdhwVeHsbYxIby5W7V2G4U4MvPLXpw9lcbeHVfYuOo8U2d1r1ZPksDb184wknKn9NQiTEzq/j2lMlKgVmsxRVVnPQBrGxNemtjW8Pmjqb/h6mFdb5m9ozkt23qi1amlJRtHFo7oE70eaAEsuVndhNs5JcKfQPzfSRD+QSb2CKzyPxIAU5WCiT3+HpsW2jbwrDGZ/p/gQffdxNQKH7/6V615EO51yWFBEP79apr6W67RUlaprVY3pIkzq5ac4fGnm+HgZEF+bhnXr+bz+DMR1epmphdjZ29Gmw4++Ac5MOn5DUiShKmZEWWltxf1CAhy4Id5R7hwNoOgUCdAv1pXfcnxt3h42ZB6oxAr6/o3Ji0qrMDMXIVCIefMiVRSbxTQur13vWVtOvgQd1Kf9zeiT7QK6AwsvqPpICD2njos3BMRkAjCP8iApvpvpe4cap/YI9BwXBAEQRDqklrDKDuAroYp/CFhzuzfdYXgJvrl1/2DHEi4kIWNbfVR+XOn09iy7iIKhRydJPHMSy2RyWSENnVm89oLTH5pIyFhzowa25wJUzuy5KcTlBZXotVKODpbMHF6p2pt1iSyjQdnTqTSKMQRgPNn0vnm04OGoCdmdxLjXmtNaLgLiRezWLQgFrlChrW1CROndcLISL8aYV1lbTv5kHQphz4dPwkBTgGbgYUAI/pEy4BOwPR76rBwT0QOiSAIgiAIwn9E1KxdNU79dbMxJWZy54fQo/tTUlzJe5O38/5nPQ0BxIMik8liJUmqkvg3ok90b2DIko0jn3qgF/+PEcv+CoIgCIIg/EdM7BGIqarqi/zfaepvfcwtjBjxVDOyMorrr/xgWABTHtbF/63ECIkgCIIgCMJ/yN2rbImpvzWraYREeDBEDokgCIIgCMJ/yICmbiIAEf5WREAiCILwN/FDq64ojI1RGhsB4N6mJR3fnfy729vxxlSChvbHvWVzLm3diYWTI85NmwCQfvosJxcspOe8OX9K3++06+33ObJjJRISxhkaSqy1KE30G3fKPmiPydO7KPomimn9FlBUUcCGc78wotnL932dy9t+I3nfITp/+A6aikpm9mqBQ6YpIOP5uINV6h6d9x0X12xEp9Hi3LQJXT+egdLYiHJ1Ke++2IlGlxxAK1HmaURMl1SuFycxo+XXpL67Ap1ajU6rQ+luQ0znNEqMKrDMlNHyoCsjl+lXAT2Xfpx5+6dSpinFSGHEhI6fEOgYhlpbyXMrbi99Wq4uI60wmXXPXMDKxJZXVvdncte5uFp5/f4HLgiC8E8nSdI/5k9ERIQkCILwb/V9yy5S1oWEB9L21vFTpJM/Rj+QtuvybWQH6dEPAqoc+8wtSKooLpYkSZJSC5KlPgsCajq1Xgs795MKU9IkSZIkrVotXd0XI2WcPS99E9q6Sr2rew5Iv3TpL1WWlEg6nU7a/sZU6chX30mSJEk/LHhD+rJNlKFs+YvPSzvmzJJeXtVP2p+wWaosLZUkSZJ0Op00YUiwtPyNVyRJkqTTKYekad0aS8kHDkk6nU4a+GOodPJGjKHs8ejWkk6nq9bnZSfnS5PWP2b4vO/yJumD7S/8rvsXBOHBAo5Lf4P33//CH5HULgiC8De3YsiTXNm5p8bPOQmX+LXPo/zSpR9bXp7Er32HG8pu1bu65wCXt+/i2NffE919IOdXruP6waMs7qXflXn7hHc48f0iQ/vZFxP5oU13JEmioqiYHW9MZUnvR1nUdQC7p81Ep62+X8H9mj6+M0t6DyO6XT8sT5fy9NKOPL+yF2knTvN1z27MbBXGzJZNeOPdDiRmxRnOaz/PgUXHP+fVWe25UnmZ2NJjAMiVSkad7o9kqk/WvZqbwOvrhjL61w58tfhVNP5WqMzMkMlkeHdqx8U1GwGIO7ydhm2iDGXhvQaSuuXgzTYVqEz1y5vmlWSiK6vEyUo/zaWJayuSG5Vy6OcfKCjPobiikHC3Noay7OI0ErLOVLvvLReW0it4hOFza69uHLm2i9LKh5agKwiC8NCJgEQQBOFvZONz44nuPpDo7gO5uudAvfW3vjqZ8Kce54nf1tN0zBNknK6+G7x3x7b4du9M5ItjGLl9DcFD+lcpDx42gAsr1xo+n1u+mpChA5DJZOyb8TFurSIZsWkZI7evpiwnl3NLV9fan7UnU4iatQufyZuImrWLcnXNwYvWRM6ITcvp8eVHNNlpwY/D9/B5t6X8NmUGA7/9ircOn+aV9b/hs07N51smVDnXzMiSx0weo0m7R5i7/60a239r0yj6hozk58f28sqT89DFpVOWm4dOoyFh41aKUlLJKEohz1lN1uEz1cruFN19IEtb9seqwAjdAH8AYpK2keZUROaR09iY2mNtasf+K1sMZaXqYtKLrldp52LGKXJKM4jy7mE4plSo8LFrRFzakVqfqSAIwr+dyCERBEF4iO5c7eaZgnICPnqXYQPa3tO5FUXF5MQn0mhgHwCcw0KxDwq47z64t2xOZXEJWefjaRDgS/y6zQxfp8+NuLxjN+mn4jjx3U8AqMvKsXB2qvVepqyOM+wCnZJfRkGZhkqtrlrdwnD9LssNwhphXCRDU15B2vGTFF5PYcOTL5NXloVOp0VRKZGReKPKuV38B3J88Vw8fUPILllIhaYcY+XtXZt1khatpKWTnz7w8oxqRdPRo1g9YgwKY2M827bimlJJVnEqshBHwrxHVCu708jta9Cq1aydOIFd337JovZfEeLUHGcPPzS5eWjVaj7o+TPfHnyPn4/NIcSpOd52gSjlqirtbL6whO4BQ1Aqqh5vYOZIVnHVIEgQBOG/RAQkgiAID8ndL/BancQXOxMx8vKpsgKOTKlA0t1+qddUVOj/Ikkgk+n//EFBQ/pzfuVa3Fu3wM6vIVbuboZr9P3hK2y8POptY862eMO93CJJEhWa6gGJTqXvs1yhn2Kl02qQgAaN/Pmxx37mDlxPoGMY2cXpbPq5cZVzjRTGKE1M0FXqd2bW6jT19q3ZmFE0GzMKgPgNW7Dz98VYaUKltrzGMiiqcr5CpaLNqGcomTSN975eh1pbyaD5wciUZihUKgIdw/h8wCoA1NpK+v8YjJetv+H8Ck05vyWu4atB66v1rUJbgZGy+s7XgiAI/xViypYgCMJDUtMLfIVGx5xt8VWO2Xh5GKZi5SRcIuv8RQCMrSxp4O9L/NpNAGTEnSf7YmKN1zKyMKeiqKjGMoDgof2JX7eZs7+uJGTYQMPxht06cezr7w15I2W5eRRc049YnPppMQc++sxQN7WG3Z8BdLra97syN7IEQKPT4hoRTl5SMjZXwMlSHxCtXDsbajjdvlEAeZev1timXKZAIVOw+9I6w7G0a/rnUp5fwPGvvyfiudF42vqRU5JBXlpKtTKAiow8KktKAJB0Os6sW4t9I/0IVHTslzSlCQ7B+s3kckoyDNeKjv2ScNc2uNs0NBzbd3kTbtY+NGwQVK2/yXkJ+NmH1PqMBEEQ/u3ECIkgCMJDUtsL/N3Hm78whk3jXiNp934cggJwDLn9Utvji1lsn/AOsd/9jGPjEByCAzGytKjWZtDgfmx7/S0SN26j2bOjsXR1qVJu5eaKnb8vNw4do9fXnxiOd5wxhf0ffkJ094GADIWxER3fnYy1pzu5l65g5XF7JMfVxpSUGu5JLq99BMfKxBaAcSt6YG5ly/SfvkEz+TXmteuASlJi4e4MXauf59O1A0e++h/cfuen4882rP3hGSoKCmn3uS3718/i54GfIpfJifxaH/zo1BrCR4/A7xF9o03d27L80ScwUZqhU2vQdvXgzbTXyS/LIf/YRQ68NANPaz9kQKGTjmMdMlm0KJJAx3C6lEVh2ksfUK0/9ws7E1ahk7QEOoYzucuXVfq75eKv9L4jmf2W9EJ9nklNgYogCMJ/hdipXRAE4SGJmrWrxhd4NxtTYiZ3vqc21KWlKE1Nkclk5CRcYsXQ0YzeuwkTG+s/u7vVLB/8BAMWzsfIwhyoPgUNwFSl4KNBjR/IJmw735yOd8d2+PWsIWK5R3FpR/n1xDxm9v7lvs7TVlbya59HGbz0R0ztbH/39f938H3cbHzoEzzyd7chCMKDIXZq/+uIERJBEISHZGKPwBpf4Cf2CLznNlKPnWTfB5/o80mAbrNn/CXBCMCwVVVf4m8FHbeS9F1tTJnYI/CB7QjdZtKrXNt3sP6KdWjs0oJk726UqUswVZnf83mFN1KJenP8HwpGAOzNnekVVH3kRBAE4b9EjJAIgiA8RHeusvWgX+AFQRCEeydGSP46YoREEAThIRrQ1E0EIIIgCMJ/mlhlSxAEQRAEQRCEh0YEJIIgCIIgCIIgPDQiIBEEQRAEQRAE4aERAYkgCIIgCIIgCA+NCEgEQRAEQRAEQXhoREAiCIIgCIIgCMJDIwISQRAEQRAEQRAeGhGQCIIgCIIgCILw0IiARBAEQRAEQRCEh0YEJIIgCIIgCIIgPDQiIBEEQRAEQRAE4aERAYkgCIIgCIIgCA+NCEgEQRAEQRAEQXhoREAiCIIgCIIgCMJDIwISQRAEQRAEQRAeGhGQCIIgCIIgCILw0CgfdgcE4Z/kWPIpNsXtQEJCrdXgZefOc+2eAGD6xtm8/ch4jJRGTFw9g1c7PYu7rctD7nHNiitK+HL3Aio1lbTyaU7PkM6GstLKUvYmHqJnSBfDsY+3f0WP4M6Eu4f87mteTE9kWex6pvee8If6Xps/o4+3vL/5MzQ6DRqdlozCLNxsnAHwtHMnqmHkn3Yfvx5bg7+jD829wrmWe4Poo6u4lnuDxm7BvNjhKUO9cnUFi46u4FpuClqdlvZ+rXjk5s+srrK62twVf4CyyjJ6N+72h+9DEARBEP4IEZAIwj3KLy1g0ZEVvNv7DezMbZEkiet5KYbyGX0mPcTe3Z/zafGYG5nx9iPjq5WVVpax5dyuKgHJf83UXq8DkF2cw3ubP6vys72YnvinXCO3JJ/z6QkMbz4AAEsTSx6N6M/1vBTOpSVUqbvp7A6UciXv9ZlEpaaSD7d9ib9jQ3wdvOssq6vN9v6teXvdTDoHtsPUyORPuSdBEARB+D1EQCII96igvAiFXIG5sTkAMpkMTzt3Q/nTi8bzzfCPMVEZVzkvv7SAxcdWk1uSR6VWTUvvZvS5+a30xNUzaNMwkvNp8eSXFfJIcGe6NGoHQGpBOr8eW0NBWSES8EhwJ6J8W9TZ3p10Oh0rTm7gbMoFAELdghjatC/xmZdZHrueMnU50zfO5vHIwQQ4+RrOiz66itLKMqZvnI2R0sgQtCRkXGLz2Z3klxUS6RXO0GZ9672/e3quZYX8b/8vlKnLUWs1NHELZlhEPwDWnt5CekEmZepyMoqy8LJzp1doV5YdX0dOSS4Rnk0YFtHf0Nb5tHi2nd9FXmkBkV7hDG7aB4B1p7dy5OoJVAolMmRM6v4iZkZm99zHas9W0rLw8DIuZ10FmYxx7Z7A1Vo/ihJz+Si74g+gk3SYqkwZ1XIILtZO1do4cPkIzT3DkMlkANiaWWNrZk1aYUa1utfzUonybYFMJsNYZUygoy+Hk2LxdfCus6yuNpVyBSGugRxNPkkH/9a/+1kIgiAIwh8lApL7pNFoWLF4Fft2x6BQyFEqlTi7OjNi9KN4enncV1tvvz6NAcP6EdmqOak30pj9/qcADBjWj45d2td63q8LlzFkxCBUKhUAX86eh1+AL70H9Pz9N1aHwoIipk2aAUBZWTm5Obm4ubsCENGyGa5uLhw7HMvk6W/84Wt99O5shgwfhH8jP04eP8WiH5eQnHSNPgN68tRzTxrq5eXm8c3n/yMjPROtVsvQEYPp2FX/zD6fNZfkpGuGulevJDNlxiRatolkWfQK9u+OQaFQoFAoGPn0CJpFhgMw+/3P6DuoF0Ehjar0ae3JFOZsiyc1v5TmDc14dfl0GrsF4O/oQ5uGkVjcDFBq833MYvo26UGgky8arYY5O7/Bp4EnIa6BAFRq1bzd8zWyi3OYuuFjonxboPo/e/cdVlX9B3D8fe5lbxEBQUBAwQWK4t4rVyXO0jLTMrepaVo5ylm5LX9pZmV7qJkjNUdONDU3KiDgABQHMmRe7j2/P65eRRBwJFaf1/P0PJzznedCdT73u7RmfPTHMrqGdKKuj7F/N3IySlTfLTuiwzmfnMDkTsbfy7xtS9gRHU7LwCaE1erA0fiT+abw3PJivW4FRgUArmVcZ3y74WTrchi/ehrNKjXAzaFciftzLzYW1oxoOQArc0vyDHrmblnM8YRTBHlWNf7+ki8wqeMbWJlZ8u5vs1lxaC2jWg/EYNDz5i9TaV65EW4O5QC4mJrEmDZD0OnzmL5xPv7lfKlczpeNJ/9gQY+pWJhZkKXLxkJrXqK+3UtiyiX6N+pN3wbPsfb476w7tpnXmvYhKimGA+eOML7dCMy1ZhxLOMkXe3/g7favF6gjMukM7au1KqT2gnycK3Dw3BFCvILIys3ixMXTlHdwLTatOP4uFTmecEoCEiGEEKVKApL7tHDWInJycpj18Uzs7GxRVZXwnXuJP5dw3wHJnfbu3keV6oEMGjGg2Lw/fP0zYT2fNQUkj4Jer0er1Raa5uBoz/wlswE4fuQEX3z6FXP/96EpfeumPx5JHyJPRZGdlUPlKpUAcC/vxrBRgwjf9Sc6XW6+vJ9/spxKgf68M3U8qSmpjB48jurB1Sjn6sKo8SNM+eJizjJxzLvUDjW+1FcOrExY92extLIkLuYs74yexBc/LcXS0pIevbuydNHnzJg7xVR+9eEE3lp1nCydHlA4EBuEs20mga5WHIs/ycaIP5jyzJv3DEpydDlEJp0h/cAN071sXQ6JqZdML+z1KoYA4GJXFhsLG65npmBQDehVgykYAbCztC1RfbecvBRFE/96mGmN/5o38a/PoQvHaBnYpGS/kLvU9amFRtFgY2FNeUc3LqdfxcnaocT9uReDwcBPh37lzJWzoKqkZqVz/nqCKSCp4VEFGwtrALycPPAq44G51gy0Zrg7unI5/aopIGnkVxetRotWo6VexRBOX4oi2KMq7g6uLN3zDTU8qlLTsxrW5g83RcndwRWfm6Nj/i4VORofAcCR+AguXE9g2oa5AKhAZk5moXUkZ6bgYG1fovY61mjDT3+tYcpvc7C3tKOKWyVTgFpUWnEcrR1IzkwpUV4hhBDi7yIByX1IjL/Ivj37+fz7JdjZ3Z6207h5I1OerKwsPv34c85EngGgRZtmdHu+CwDnz11g4axF6PP0ePlUIDdXB8D2rTtZs3I9qmrgdEQk4yaP4c89+9n1xx70ej0WFhYMen0AfpV8WbxwKQDjRryDRqNh2hzjyMW5s+eZMOZdrl65SmDVAEaOG46iKGRmZLJs8XLOxZ4jNzeXoFo16D+oL1qtlndGT6JK9UCiTkdjbm7BpBlvP/Bnk5WZyYdT53L+7Hls7WwZP3kMZZzLALDqx9WE79yHXq+nrIszQ0cPMqXd6ff1W2jeuqnpuryncUH4n+EH0Ony542LPcuz3YzTcRydHPGtVJE9O8IJ6/FsvnybN2ylWeummFsYg7dboyEAFf18UFVIT7uBZTlLfP0rkpqSSmL8RTwqGNuetSnyZjByW3KGDSsOWrNn/BDeWTOTyKQz1PGuWejnYkAFRWFixzcw0xQe8JlrbgeWGkVBbzAUmq+k9d2iqoXdVYosUxQz7V39VA331Z972XRqO5k5WUzsMApzrTlf7v0Rnf72L9z8rnbvvtar9/i8VAAFjUbDhA4jOXMljlOXonnvtzmMbj0IrzIeD9RfKOSzMP3OVJr416dLrY7F1mGhNc/3nEWxNLOgT/3upuuv//yZ8g5uxaYVR6fPe+jRIiGEEOJhyba/9yH2TBwenuWxs7e7Z56fvlmBajCwcOlcPlgwnT827+Cv/YcAmP/+R3R8tj3zFs+iU+cOnImKAaBF62a0f7otLds2Z/6S2ZT3cKdl2+bM+d8HzF8ym94vP88n8z8FMI2gfLBwOvOXzDYFRufjLjBpxtt89Nk8YqJjOXroGADLFi+nRnA1Zi96n/lLZpOaksrWjdtM/T139gLvvj/xoYIRgOjIGPoNfImPl83Hy7sC61ZvAGD7lp1cTLjEhx/NYN7iWdSpV5vPFy8vtI4TRyMIqFK5RO35V/Zj1/Y9qKpK0sUkTkdEcjnpSr48Op2Ondt206Z94dNi/ti8A3cPN1zKlTXdC6wawNHDx0zXiSlZpp8tzLJxsE4x3U/OSCE9+wYudrfL383a3IoAVz9+O7HFdC854zqpWWlFPl95R1e0ioYD546Y7t3Iybiv+qqXD2BPzH7yDHryDHr2xOynWvmAItsFsDK3IjcvF71BX2zeB32+O2XmZuFo7YC51pzrmSkciT9e4rJ32xt3EL1BT44uhwPnj1DFvTJZumzSs28Q6FaJsJodqOBUnoSUiwAs3fMNf50/VkytJVezQg3CYw+QnGH8OzEYDJy9dqHQvBWcPLiUdrlE9T7zgvMAACAASURBVGblZpObZxwlvHA9kUMXjptGuopKK87F1Et4OXuWKK8QQgjxd5ERkhK4tYYgI/YknpfTWX04gbAQT86fu8DcGQvIyc6hdr0QBgztz9FDx3l1SD8URcHG1oZmLZtw9NBxqlavwrmz503rHAKrBeDj633PNmOiYvn5+1XcSL+Boigkxl8sso/1G9fFwsICML6sX0y8RK06NTmw9wDRp6P5dcVaAHKycyjrcvsFulmrJvecqnU/qlYPpJyrC2B8tiN/HQVgf/gBzkTFMHqwcT2CXq/HxrbwxcRXr17DqYxjidrrP6gvyz75kpEDx1DO1YXgWjUwM8v/5/znngOUc3XBr5JvgfInjkbw7Rc/8N6HE/PdL+PsxLUryaZrDydrEm4GJRpFxc81BkvzbLSKGfO3naBrrY6mqTv38lqTPnx/8Bcmrv0AACtzS/o37IWjtcM9y2g1Woa3fIVv969kzbFNKIpC+2otaeRXt8T1Na/ciKT0q7y3bhYA1T2q0LxS8WsF7CxtaeBbh0lrP8DGsvCduB70+eJTEnlj5WTTdTX3ADrX7MAnO7/k3XWzcLZ1oqp78UHTvfg4V2D2lv+ZFrXXqlCd5IwUFu34HJ1eh6qqeJetQB3vYADOXYunTeC912vdr0A3f7rW6sTC7Z8Zp93p8wj1qUXFsgWnc9b2DubAucM08a8PGHf0mrlpIbl5OnR6HW+snEzn4A40q9yAKzeu8snO5Wg0Gsy15rzW+EXK2Bj/XSkqrag6AU4kRtI1pPjRHCGEEOLvJAFJMe5cQ2Bh44ySmco7Px0EICzEi/lLZrN+9QbTaIeqqqZdc265damUcLqMTqfjgylzmDFvCv6V/bh2NZn+z79WZJlbwQiARqPBoDfc7A+8/d443D0Kn8Jhbf1otvs0v6t9/a32Uen5QjfadCh+C1lLCwvTNLbiODo5Mvqt2wuFp7w9nQre+b/p3bJxW6GjI6dPRjL3/YW8M2UcFbzyl8nN1WHvcHte/9h2gabff7bOmiPn6mBtrmVm1yDCQvKX/bzPfNPPs7reful2tHZgUNO+FObOfHdfezi6M7bt0ILPXkR9d9JoNKYtZe/WxL++6UW4MC83fD7f9binht/zuqT9qeJemaUvzCk07dY2u3cLq5l/o4ZXGr9wz37c3cdbnG2dCq3/Rk4GTtYO+Lrc+4sBF7uyLOw5Pd+9Ku6V851Bcvd1Q79QGvqF3rPOW0Iq1GDt8d9JyUzFycYRF7uyzOn2XqF5vZ0rMDPsnftOK6rOi6lJGFQDlcoVDNiFEEKIx0mmbBXjzjUEuVaOpDl543JmF7PX357mkZ2dbfq5Vp1gft+wFVVVyczMYtf2PdQMCcbG1gZvXy92btsNQNTp6Hw7Qd1Jl6tDr9ebphJtWLMpX7q1jTWZGYUvlL1bvYahrPzhF/R64zOkpaaRdLHgFqC3TBz7LlGnH805C8b26/Lb2k3cSDcuetbl6oiLOVtoXh9fbxIuJBSadre01HTTMx07fJyzcedp3ur2+pOrV65x8sQpmrXKP3Ul+vQZZk2dx7hJb+Bf2a9AvfHn4/H19zFdh4V4MrNrEJ5O1iiAp5N1ocGI+Oexs7RlTNshpda+RqOhb/2eXL2RXHzmv0FyRgp96vcolbaFEEKIO8kISTHuXEMAcKFiE9wuHsVp788Me2UTdnZ2OJctQ7dexoXrPV/szqcfLWPEAOM3si3aNKN2PeMuSiPHDWfhrEX8umIt/pX9CKha+HoJG1sber/8HGOGjsfF1YU6dUPypYd1f4YJY97D0tLCtKj9Xl4Z0o/ln37NyIFjUFAwszDj1cH9cCtfcMREr9cTF3Mu35Suh9WybXPSUtN4e/QkwDiC1OGZdvj6VyyQt0GT+hw+eJSgWjUAOHn8FLOnzyMzMwtVVdn1xx6GvTGE2nVrER0ZzdJFn6PRaHBwcGDC1PFYWt0+/2Pb79up26BOvtEOgMULl5Kbm2takwPG30tFPx+ys7I5fzae4FpB+cqEhXhKACL+FkWNzvzdSroLmhBCCPF3U9TCt+J5IoWGhqoHDx58rG02fn+baQ3BnTydrNkzvmRnCPxTxETH8tuaTQx/Y3CptJ+Zkcn4kROY9fFMLC0tiy/wiG1c9zvXrlzjhX69HnvbQgghhHiyKIryl6qqxc/BFQ9NpmwVY2y7QKzN8y/6tjbXMrbdv+/bRf/KfqUWjIBxZKj/oL4kXSrZzkOPmkajMW3RLIQQQgghHg+ZslWMW1N1jCd1Z+HhZM3YdoEyhedvUqtO4ed5PA5PdWxTam2Lx++dvoMwtzA3bcgQEFyDHgMLnlz/OKz75kfaP9cVs3scdpqdmcWar77jxP5DmFtaoCgKFfx86dy3N2XKPboplvfjQkwc6775kcGTxwPw+QfziTp2gtTk68xb9Q1W1tamvOG/b2PbL2sxGAy4uLvRd8xwbO3ti0275au5i9i7eZup3oSz5/ll2VcMmzrh8T2wEEKIv40EJCUgawiE+Hca8M5YPCs+2DoOvV5fYMtsg16P5gG20V7/7U+06fZsoQGJqqosmjwdDx9vJi6eh7mFBQa9nt0bt3A1KanUApLVX35Lp963F8U3atea7gP7Ma5X/3z5Lp6PZ81X3/POx7Oxd3Lkt+9X8OuX39F7+MAi0245tu8Ad21ciGdFb8zMzYg8epzAmvnXfAkhhPjnkYBECCHukHY9he8+WsLVi5dQgbbdOtOgTQvAOKrSuF1rIo8ex8Xdjfqtm/Pzki+oVL0qZ6PO0LFXdyrVqMaKpV+SEHeOvNxcAmrWoPuAl9Fotaz79icObt91c1RGYdQH7/Hr8u8AmD36bRSNhlEfTMHm5oGnAKePHONa0hVGznwX7c2zdjRaLc06tTPlmfvmJNp2e5ag+qEFrue+OQnvyn6cjTxDctJlWnbuhJOLM9vXbCDlWjJdX32JOk0bATC4Qzc6vdCTU4eOciMtnc4v96Z2k4Jn1yRfvkJSfAJ+VW9PXa1Sq/DAIPHcebz8KmLvZDwbpUbd2sx9cyK9hw8sMg3gRlo667/7mZEzJxP++7Z89YY2b8qejVslIBFCiH8BCUiEEP9ZS6fPMk3Z6tL/RarVCeGnxcvwqOjNoEnjSE2+zoxhY/Cq5GcaSUlNvs6oD6YAEHXsBAlnz9Nr2Gs8N+RVAL6e/z8CgqrRZ+QQDAYDX3w4n/DftxHSpCFbVv7Kh99/joWlJdmZWZhbWtBr6AB2rtvImLkz8k1zuuXCmTi8K/magpEHkXL1GqM/nELa9RQmvTKU1mFPM3buDM5GRrNk6oemgARAURTGzp3BpfgEZo9+m0o1quHglP/A0ujjEVQMKHyXwLtV8K3IuegYrl5KoqybKwf+2EVOVjYZ6elFptna2/PDoqU8/UJPrG1tC9TrVzWAn5d8/sCfiRBCiCeHBCRCiP+M1YcTTOvBWqVm02LgK/TpUDdfntOHj9Ht1ZcBcHQuQ416dYg6esIUkNRv3SJfflcP93wjBcf2HeBcZDRbVq0FIDcnByeXsljbWONWwZMvZi2gep0QguqHYmVTMAApzqnDR1n12VdkZ2bRrFM72nbvXGyZ2k0aodFocCrrjJ29PbUaGQ/F9K7kR8q1ZHS5uabArHE74yGm7hU88arkR9zpKGo2yP8ZXb+ajEOZ/EHKvbhV8KDHwP58NnMuiqJQs2E9ADQabZFpf+0Kx8zczDTqczeHMk6kXU9Bn5f3UMGaEEKI0if/FRdC/CesPpzAW6uOmw46zTOoLNgajb27R4E1YnevWbjz2tLaKl+a5d2jGioMnDSOcuXdC/ThzXkziYk4TeTR48wcPpZh0yZQwbdikf328vdlx7oNpjUrVUNq8s6iOaxcupycm4eyarQaDHds4a7Lzc1Xh7nF7bUpikaD2c3g49Z6F71eT2HL6VVVRSnkvrmFBbpcXZH9vlPdFk2o28J4SOnZyGh2lHXG2tamyLSooyeIPHKcd/oOMtUzddBIhk2ZQHkfL3S5OrRmZhKMCCHEv4Bs+yuE+E+YtSnSFIzckq0zMGtTZL57VUKC2bVhM2CcnhVx4BABNWuUuJ3gBqH8/tMvGPTGtm6kpnH1UhLZmVncSE0jILg6z/R5Hg8fbxLPXgDAytqa7IzMQuurEhKMk0tZViz5Il+gkZuTY/q5XHl3zkWdAeDiuQvEx54tcX/vFr75DwAuJyQSH3uWilUCCuTxrOhNUnxiietMTb4OGAOltd/8SJtunYtN6zXsNWZ+s5TpyxczffliACYunk95Hy8ALl2Ix9PX5wGeUAghxJNGvloSQvwnJBZywGlh93sOeoXvPlrMtMGjUIGwfi/i4VPynbh6DOzPqmVfMW3oGyiKgpm5OT1e64dWa8an02ehy8nBoKp4V/IjpLFx6lTrbs8yb/y7WFhaFFjUrigKw6ZMYM3y75gycCSWVpZY2ljj5ulJvVbNAHiqRxhLZ8wh4uBhPCv64OXve5+fzm1m5mbMeuNtbqSm03v4wALrRwD8q1flWlISWRkZpvUdS6Z+yNnIaADeHTACDx8vRkyfBMBX8xaRnHQFfV4edZo3pmXnjqa6ikorysm/jhDSuMEDP6cQQognh5zULoT4T2j8/jYSCglKPJ2s2TO+VSn06MkzuEO3AmeI3MvGH1dhbmFO6y7PPIae5Zen0/HByPG8PmMydo4Oj719IcR/g5zU/vjIlC0hxH/C2HaBWJvnPyPE2lzL2HaB9yghitK6yzOmhfCPW/LlK3Tu21uCESGE+Jd4pCMkiqI4A8uAp4CrwFuqqn5XSD4FeB949eatZcA4tZjOyAiJEOJh3LnLloeTNWPbBcqhp0IIIQolIySPz6NeQ7IIyAXcgFrAekVRjqqqGnFXvteAMKAmoAKbgVhg8SPujxBCmISFeEoAIoQQQjxhHtmULUVRbIFuwERVVW+oqrobWAP0KSR7X2COqqrxqqomAHOAlx9VX4QQQgghhBD/DI9yDUkAoFdVNeqOe0eB6oXkrX4zrbh8QgghhBBCiH+xRxmQ2AGpd91LBexLkDcVsLu5tiQfRVFeUxTloKIoB69cufLIOiuEEEIIIYQofY8yILkB3L3liQOQXoK8DsCNwha1q6r6qaqqoaqqhpYrV+6RdVYIIYQQQghR+h5lQBIFmCmKUvmOezWBuxe0c/NezRLkE0IIIYQQQvyLPbKARFXVDGAVMEVRFFtFURoDnYGvC8n+FTBaURRPRVE8gDeALx9VX4QQQgghhBD/DI/6YMQhgDVwGfgeGKyqaoSiKE0VRblxR74lwFrgOHACWH/znhBCCCGEEOI/5JGeQ6KqajLG80Xuvr8L40L2W9cq8ObNf4QQQgghhBD/UY96hEQIIYQQQgghSkwCEiGEEEIIIUSpkYBECCGEEEIIUWokIBFCCCGEEEKUGglIhBBCCCGEEKVGAhIhhBBCCCFEqZGARAghhBBCCFFqJCARQgghhBBClBoJSIQQQgghhBClRgISIYQQQgghRKmRgEQIIYQQQghRaiQgEUIIIYQQQpQaCUiEEEIIIYQQpcastDsgHq2JQ/phbm6Bmbk5AAE1gun+8mul1p/FH0yhU88X8PL1J+LwQdb98DUJ587S6ukwwl7sZ8qXknyN7z/9mOtXr6DPy6ND9+cJbdKi2DSAg7u3s3HVTygAisLrk2dg5+DIyi+X4htYhdoNmz7WZxZCCCGEECUnAcm/0KtvvIWHd8UHKqvX69FqtY+kHzGnT2LQ6/Hy9QegnHt5eg8awV97dhbIu+LLT/ELrEq78ZNJS7nOB+NHUqlaEE7OZYtMi4s+zcZVP/H65BnYOzqRmXEDcwtLANp07saC994ipEETFEV5JM8khBBCCCEeLQlI/iP+3LGNHRvXos/LQ1EUuvZ9lYDqwQC8M/AlmjzVkcjjR3At70nvgcNZ/c0XHPkzHFt7e/yrVCfmdARjZ8wFYOOqHzm4ewcAFSsF0POVQVhYWhVoc8+WjYQ2bWG6di3vCcCRfXvQ6/X58iacjaNdl54AODiVwcO7Iof37qZlp85Fpm1bu5q2nbth7+gEgI2tnalOxzLOlHF2ITriGAE1aj6Kj1EIIYQQQjxiEpD8C302Z6ZpylbYi/2oVqsO1WuHUr95KwAuXjjPoumTmLb4S1OZ9NQURr77PgBH/gzn9LHDvD37I8zMzPl09nRTvuMH/+SvPTsZM302llbWfLlwNhtX/sizvfsW6EdUxDHad3u+RH329qvEwd07qFDRj6tJlzgbdRp3jwrFpl2KP4+rhydzJ71JbnY2IQ2bmIIXAN+AKkQePyoBiRBCCCHEE0oCkn+B1YcTmLUpksSULNqkZtP8pcG82K5evjxXLibyxfwPSb2ejEajISX5GjfSUrFzcASgfvPWprxREceo3aipadSjfvPWbFmzEoDTx45Qt0lzrKxtAGjcph2rv/mCZykYkKQmX8PByalEz9C932us+OJTZo4djnM5VwJq1ERrpi02TW/Qc/H8OYZPnE6eTsfH0ybg7OJK3ZsjMw5lynA2OqqkH6UQQgghhHjMJCD5h1t9OIG3Vh0nS2ecApVnUJm/NRo7V0/CQjxN+ZbNe5/nXh1CUJ16GPR6Rr7QFZ1OZ0q3tLpjypWq3nPNhYoKd6XdK6+ZuQW6XB1W1sU/h72jE/1Gvmm6/mjqBNw8vYpNc3ZxJaRhE8zNzTE3NycotD7nzkSZAhJdrs60pkQIIYQQQjx5ZNvff7hZmyJNwcgt2To9szZF5r+XmUlZVzcAdm/ZiF6fd886A2oEcyh8F7k5ORj0eg7s/MOUVjU4hIO7d5CdlYWqqoRv/Z0qQbUKrcfTuyJJifEleo4b6WmmdSWnjh4iKSGe0MbNi02r27QFp44eQlVV9Hl5RJ04imdFX1O9lxIuUOGOayGEEEII8WSREZJ/uMSUrBLd7/byABbPfA+nsi4EVA/C2sb2nnXWrNeIuKhIZowZhpNzWSpWDiA3NweAoND6JJw/y+x33gCMi9rbde1ZeD31G3Hq6CEqVa0OGKeCLV84m+ysTAAO7PqDPsNGUyWoFnFRp1n55VI0Gg12jo4Mfmsy5hYWAEWm1W3akvMxZ5g2ajAoCtVDQk3Tz1RVJerEMTr1fKFEn6UQQgghhHj8FFVVS7sPJRYaGqoePHiwtLvxRGn8/jYSCglKPJ2s2TO+1QPXm52ViZW1DQa9nm8+WUBZV7f7frHPzLjBvEnjeHPmPFMA8Tid+Gs/h/ftoc/QUY+9bSGEEEL8symK8peqqqGl3Y//Ahkh+Ycb2y4w3xoSAGtzLWPbBT5UvV8smEXKtavocnPx9q9M62e63HcdNrZ2dOnTn2tXknC/uebjccrJzi509y8hhBBCCPHkkBGSf4E7d9nycLJmbLvAfAvahRBCCCHE/ZERksdHRkj+BcJCPCUAEUIIIYQQ/0iyy5YQQgghhBCi1EhAIoQQQgghhCg1EpAIIYQQQgghSo0EJEIIIYQQQohSIwGJEEIIIYQQotRIQCKEEEIIIYQoNRKQCCGEEEIIIUqNBCRCCCGEEEKIUiMBiRBCCCGEEKLUSEAihBBCCCGEKDUSkAghhBBCCCFKjQQkQgghhBBCiFIjAYkQQgghhBCi1EhAIoQQQgghhCg1EpAIIYQQQgghSo0EJEIIIYQQQohSIwGJEEIIIYQQotRIQCKEEEIIIYQoNRKQCCGEEEIIIUqNBCRCCCGEEEKIUiMBiRBCCCGEEKLUSEAihBBCCCGEKDUSkAghhBBCCCFKjQQkQgghhBBCiFIjAYkQQgghhBCi1EhAIoQQQgghhCg1EpAIIYQQQgghSo0EJEIIIYQQQohSIwGJEEIIIYQQotRIQCKEEEIIIYQoNRKQCCGEEEIIIUqNBCRCCCGEEEKIUiMBiRBCCCGEEKLUSEAihBBCCCGEKDUSkAghhBBCCCFKjQQkQgghhBBCiFIjAYkQQgghhBCi1EhAIoQQ4onw8cDWzO/fFINeb7p3dOsqpnetyoHfvn2gOhe+2oKr8bH57i0d3YULp/66r7LL336BmEO7HqgPJan/44Gt77v8oU0/smTE0ywe3olPhnUgfNVSVFV9pH0syk8zh3Ip9iQAZw7tZNnY7szsGcy2r+fky5eefJkfZwxm6agwlox4mohd60uUtv27+czv14Slo7uwdHQXNn023ZS28sPXSYg6+jc/oRDicTEr7Q4IIYQQt9iVKUfskd1UqtMcgGPbV+PuX73QvKrBAIqCoiiPs4tPhKNbV/HXxu/oNekzHFzcyUpP4ef3hwHQqOuAv739C6cOYdDn4e5XDQBnd286DZnKyd2/Fci7+fOZVAgMofHbn3Aj5Sqfj+2Bd/W62Du7FpkGENyqC636vFGgzoZdB/DH13N44b0v/t4HFUI8FhKQCCGK9eOat9BqzNBqzQEo7xZIg9rPFVlm/dbZBFV5Cm/PYHbu+wIXZx+qBbQqtG69XsfznT9EozEO2kbF7mHXn8tpWOf5QsuUVFRsOG4u/jg6uD1wHVt2/Y/0G1cBSE6Jp4yjJ4qiYG3lQOO6L/Lrpum82G3eA9d/y4nIragGPUFVnyIj8zo79i7j6vXzONq70bndO6Z8BoOB/Yd/JiHpFKpBj5dHMPVCuqMoSpFpEZFbiYrdY6on/cZVAvyb0KB2Ty4kHudc/BGa1Ovz0M/xsGq26sKxP1ZTqU5zUpLi0eVk4+pd2ZS+84ePuX7pPLnZmVy/dJ4+077G2s7xgdu7cf0Kvy1+l9TL8QA0DHuVGs2fKbLM8e2/cnDDd+jzdAC07Tcenxr1AOOoR8023Yg9vJuMlKs07PIqddr3AuBcxH42LZ2GuaU1ngE1Ubk9mmHj4AxAbnYmaxaM41pCHBqtlnLelQkbNbtAH3b++DFPD52Gg4s7ANb2TrR/bRJfvtWL+s++TOqVRL5650WqN+3EhVOH0OtyaP/aZLyq1ibuaDjbv1tAvw9+BMh3fTU+hrUfvU1ebg6qQU+tNt2p90zfAu0f3vwTNZo+bbp29qgIwOm9m/KNcAEknT1tCpLsnFxw9anMqfCN1Hv6pSLTiuJRqQZpVy9y/dIFyrh7FZlXCPHkk4BECFEirZoMwtnJ82+p28bakYRLEXh5BAEQHbcXF2efh643Oi4cK0u7hwpI2jQdYvp52fev8UzbcZibWwGYApWHlZeXw8morXTt8C4A5maWhAQ9i06XzeETa/PljYrdTUraRbq0nwAobN75MbHnD+DvU6/ItOqBrakeaJwWZDDk8f3qcfj7GF+ivTyC+OvYr6SlX8bB3vWRPNOD8qlRn782fk/WjVSO/vELQS06cynmRL48508e5JXZK7FxKHPPegbWa4yFpSUplxPY36o9zq72VA/1QqNROHXwNJZl1vLSxDpsXDoVd79q9HxrEWnXkvh8bHfc/avhUsHfVNfEbs9hZ5Nmuvav04ygFp0BuHLhDD9MfY3hn24zpet1ufT74EeuX7rA0tFhBLfsgqIo/DLnDbqNnY9X1Tqc2LmOA+u/NpXpP+tnAGIO7USXk8XAhesAyLqRWuDZxrZ/msQzcUSdnsDFuHN4BwYA4FujOqnXdYx5qhMTv11KRspVyvvXoG2/8cQd28vqeWMY8r9NRX7+B3/7loB6rWnc7TU+nzyFzBxbAOJORPDp25OIOxFB7dYtsVYiadJjsLGPGRl8+tZE4k5EkH7tMlXrVqPVzdg2KyODmNMZTOj2IlZ2TjR+ph2JUcco6+lnzGBWjsnP9cXS1glDng7XcumU9fRjw5dfc2LXfiyVRGIO7cSuTDmaPT8cz4Capr56BtTk7PF9EpAI8S8ga0iEEA9s/dbZnE84ds/rkqrs24jo2HDA+JKfl5dLGUcPU7pOl83OfV+y8rd3Wfnbuxw9uTFfm/sPr2Dd5g/4ac3bHDiyCjCOslxNPse+v37glw1TSLh0kpW/vcuVa2dNZY+f3szu/bdfCh/UwaO/8MuGqaxYN5FLV6JN9y8kHmft5g9YvXEaa35/n8tXYwstH3fhEO7lAjAzswDAwsKG8q4BmJtZFsibnBKPh3tVNBozNBotHu7ViDm7v9i0O51POIa1lQPlylY03fP1Ds03gvK4rD6cQOP3t+E7fj0XU7PZdvoyVRu15+Tu3zi1ZwPVm3YsUMa/drMig5Fbxiz9hLpNPZm7eT22ZXyo3vIVBsz9haqhVWjZ3TgKcvbYXmo/1RMAh7Ju+NZsxLkTBT+zO11PPMd3773Cp68/w+p5Y0lPTiIz7bopvVoTY5/LuHthYWVDenISVy6cwcrWAa+qdQCo0expLKxsCtTtVrEKV86fYdPSaZwK34SZuUWBPFNWfEu1YCvGLVuMrYMDc7dsYO6WDQyfn38kxczCiupNOwHgG9wQRaMh+eK5Ip/Nu1ooR7b8zLpPpnNw82aade0KgKOLC/3enUC/9yYCxrUftk4uAKxcuAgzc3Pmbd3I8yN7E3n4NJF/HTKleVUNoVOfllSvZcvmr7/BrmxltFozrl28xOE9Z2jUvjZBIbY0aleFgNr10WrNaPvC88ScOEf/2b8wYN6v1Hu6Lz/PHJovQLMt40L6taQin0cI8c8gAYkQokS27V7MLxum8MuGKcRfjHikdZd3CyQ5JZ6c3Ayi48Kp7NsgX/rhiPWoqkrXDpN5pu04zsTt5ULicVP6jcxkOrUZS1j7CUTG7CI1PYkAv8a4OPvQoM7zdOkwCU/3alSr3JJT0dsBUFWV09E7qFq5xUP1PSc3A1cXf7p0mEitGk+bAqK09MscPrGedi1GENZ+Ak3rv8S2PUsKrePS5SjKlfUtUXsuZbw5n3AUXV4OurwczsUf4UbGtWLT7hQVu4cAv8b57rm6+JGYdPp+Hv2hrT6cwFurjpOQkoUK6A0q87dEk+TWkJ0/fEQ5r8rY2BcMPAp7kS+KLjeX3Jwc7ByNU7uij19k9eLlAFy+mM2sgSNYVbwgTAAAIABJREFUMHwUY9o9zfUrqVxJvMy4Tp05uDuRZZNmkJuTY6rr2sVLTOnVm90bIzl1QkcZn9YoGi27flljKjOz33CO7TIGdxqNlsiDh5nedwjhm8+wbOK7vFa3MedOR6ICl86dZ+oLfRnb4VlGtWnP4Z37GfjRenyC6hN7ZDefvdEVvS433/NY2zni4FKepLhT+e5fPhfFzUb5avpsjv2Vxui2HYiPPmO8r6rsXf87C0ZOYuf640zq0YuEMzHk6W4/X7UmHekz9WtiT16gTFkt6xcZpws6u7sRUDsEcwtjgGRmYUlerrHc2ZOnCGnRDEVRMLc0x9PXk52rfjWl1X3qKbqMnsPgj9bSqHM3zpyIo2wFfzYu/5qWPbrTd+oSBsxbTe+JizEYcihbwR8zc3NCWrZg73rjlw/+tZti6+TC1Qsxpr7m5eZiZlEwaBdC/PNIQCKEKFT+b66zwKUrXTpMokuHSVQoX/gi4wen4OsdSuy5A8SeO4DfzalEtyReOkVgpSYoioKFuTV+PvVIvHT75dnXqw6KosHCwgYnx/Kkp18ptJXKvg1IuBRBTk4GCRcjsLayp2yZh5vuYW5mibdnMACuZX1Jv2FsO/7SSdJvXGH9lln8smEK28M/Q1UNZGWlFagjI/M61lYOJWqvsl8j3F0DWLf5AzZtX0g554poNNpi027JzEohMek0lXzr57tvY+VIRuZ1HqdZmyLJ0uVfb5CTp2fB/nSa9x5pmhL0oGYPGMyBXQmM6dAdN28varVoViCPSwV/Tu8/yHNvjGTy95+TkhjBxm/W0b5vH0KbeNCyRxgxR26P+i0YPhIbW4X3fvyCeVs34uZhhSFPR1DjBry/bjWhTTwYMH0CC0caF2Ib9CpLJ05j4PszqNPYDXdvN64mJBBzaCe5WRl8NnE6/d6dyKwNa5ixegUrF3zMxbizVGnQlrb93+JG8mWyM9IL9LtpzyHsXrEYVTUAkJWewsZPpxDU7Gnio87QotuzVAuyoFJwZX6e/xFnj//J9auZHN39JxO++YwatR3o2K8PH49+k5O7N5jqTU48i72zK9eS0mjarTeJ0ccLtA3g6l2Z5MQ4APyDgghf9xt5Oh1ZGVmcjzrPlfgEU9qu1b+Sm51F2rVkDmzaRMrVZKo36ciFqGjSr19jUvfneaNtR+YPGcyV87FUvznC5B1YyRTYXYyJIP3aJdNaFYBr8TG4VaxS4r8HIcSTS9aQCCEKuPXN9a2XRb1BZcGWKMwsXQkLub2ORKNoTC9EAHq97oHbrOzXiLW/z8TdNQArS7u7UlUU7tpJ6Y7LW4vtARRFg+GOPt3JzMwSP596RMXu4eLlKKpWbvnA/b1Fo7n9n1FF0WAw3HzBVlUqlK9O84b9i61DqzUv8WenKBpCg8MIDQ4D4NjJjTg5lC827ZbouL14eQRhZWmf775er8NMW3B60N8pMSXrnvdvTaMqibUfvU3VRu04oanErE2RJKZkEZyaTdj775O+fiI93lrMsnc/YO3SZTwz4JV8ZYOaP8vZyHjWLhgBQJMewwkfPIHm3bty/PeP8QuqhneVQABysrI5ffAQby2dwY8zBuNQ1h2fGvWwtLHn8oV4lk6YRvShBM5ETyXl8hWuX75MZoYOC0tLgpo0xqHMbOOidgstyRfPobVw5mLceeYOHm7qT05WBl9PHop7BSdUg56mzw3D1qlsgWeu1aY7Vy8mEf77XBYP74TBkEdwyy44ugez9/eDeFcJwNbJBQdHc/5YuQk7i7OU8arPkV37mNF3MDdS9BwdPRK9XqFt94amqVwRu3/j5J7fiD0ajYNtMl1en1joZx7YoC0xh3fjVbUOXYcN5uNRr9OvRjXMzMDSWsvZY+HEHdtL12GDWThiKK/WqoWFpRkOzvY4lQ/BzMISQ56eE+HhVArU4u5mzsnD+6ndpqNp1CPu8DYi9vzF0lFhaM0t6DxyFraONxf/Z2VwLfGsaTMBIcQ/mwQkQogCCvvmOjvPwKxNkfkCEnu7clxNPodPhVpcT00k+fqFB27Twa4cdYLDCp265OFejciY3bi6+KPLyyH2/AHq1+pebJ0W5lbk6vK/9Far3JL1W2ehqgZaNxlkun/gyCpsbZwealevO3mWr8bhE+u4nppoWg9z5drZfOs2bnF2qkBq+qUS1Zun12HQ67CwsOFGxjVOndlheo6i0m6Jjg2nfu2CL/spaRdxLlPhPp/y4Xg4WZNwR1Dyg59xepCnk3W+fM8Mn2n6udnzwwrU88zwGQWC6LybQfS7Q7+lvL8noW1acXDLNp4Z8Aq12z1HdkYmAJa29lQMqsuAeZ8AkJmejqJMAGDEZ9tNbbR+aQy+tYxTCYNbhhHS9vbfX/NeIxjcsBkvT3qHyT98jcFgoJd/FXQ5OfSa/BmzBw4FwKd6PV6bv4Zdm4Kp26kP9Z5+ibgXXmbultsjFPcjuMWzWNl+xqCPbp/dcSJ8LxaWt6cxhbTtwbG90QyY9yvLp8yg9XM96fXm6HvW2bTnEJr2HEJkmw48PXQafrXqFJovpG0Pvp7QhybdB2FpY80bSz41pS15awL2Tk74BjcEYOxnnxdIAyhXwZNKtYLpOfp1APasWcf2FatMeUM7vcTlJJUB874p0P6x7aup2bqbTNkS4l9CpmwJIQoo6pvrOwVXa8+FxOP8umk6x0/9jnMZ74dqt0qlZoVOoQqp3glQWbXhPdZufp9KFRtQwaNGsfUF+jfjyIl1/LJhKgmXjAe42du54GjvTmW/xmi1t7+TSU6Nx9rqwbePvZujvRvNG/Zn15/L+WXDFFasn8TpMzsLzetTIYT4iydN1waDge9Xv8m2PUtITonn+9Vvcuj4GgB0uVms2fw+K9dPZtP2hdSt2dW0I1lRaQBJV86gy8vB073glLv4ixFUrFD7kT1/SYxtF4i1ef4pZdbmWsa2C7zvuooKog0GAxF7/8TDr/h1Ojb29ngHBrLrF+MaiOjDRzh/OtLYN1tbqoTWZu2ny0z5064lA5CRloart/Fvd+v3P6LLMa77qFDJn5zMTE7tPwjA/o2/k5FqnLbn6e+HpbVVvpfw+OgzZKYbp2gtGDGafRtub+DwsEKfas32FSu5mngRAL1eT8yxwqdk+VStQkJM4ZswAFjZOtDqpbGkXE4gMz2dnKxswLhm5M8Nm2jf17jNVlFpTbt05viecHS5uaiqypHtO6lYraqpjfjoM/mu76Q1M6dh2CuFpgkh/nlkhEQIUcDd31x/dOopoOA31w525QhrP6HQOjq1HmP6uVmDfvds67lnZxZ6/84y5uZWbE69xrWcPP7XZRoA605tpfOXr3Js1Ca83Y3bnj7zxSuEVX+K6tbOuL5Xm8uTD5nWd9ySq8siJS2RZg1eNt1TVQM5OTeo6BVyz34CvNLr9rfA/X4aQ2iFIIbecQbJlO1LsHO4HQBUKF+9ROttXJy9sTC34mryeVycvdFoNPQK+7DQvNbWDnTvNMV0vT1mH5XH+fJGswF82OltU1qrJc+zY+dXpE45gZ2lcetWt3KVCq134oYPCTJk0Ljui4W2+cner1m871s0ikJOXi6dqrRi1tPvFJr3li8PrmD9qa383OcTtsfs4831M9g/Yk2+PLdG225Ns/JwsmZsu8B8o3AldfT6fBzoiIXiRZYaQXjLNNIdZqA7YMfIlm54Vwmk56jXSUxLYnbqGq7o0pg9ZzthNnW5tXrnUvoVXvn5Tc62zOTLnW/htX4q/Z3bULl2CFdyUnj2y1eIq3+NT2M+Ykm3L6mS6kjTsM7s8bmG/+ud+aD/azi7u1O9YX3syxgX45tbWjJq0QKWjH8HS2srgho3wqmcC7b29mjNzHhr+TI+nzyFXz/5FINej2M5F8YsXgRA7LHjdOxf8AyQknAu78PIz3dxInyv6V71BvXpPX4sM19+FYNBT16ujkZPd8I/OKhA+fod2xG+Zj2tnusBwOULF3g7rAe5WVnkZufwap0GPP/GKNqENCHuRASzBw1Dq9Uan/fjBTi7G7faTjp3/p5pVerWoXarlrzRtiMarRa/oOp0GzHU1IcjO3bywrgxBfoGENK25FP6hBBPPglIhBAFjG0XmG/6Czz4N9ePSnO/Brz+67um652xf1LfqxY7YvdR3T0AvUHPnrMHWPDs5HvWcSp6B0ci1lMjsC22Nrd3b1IUDc8+9fbf2f17ytPnYaY1o2FoL9LSL+e7V1KB5fz4NWIzMzuMQ6vREpd8gczcwke5CjNj+ydEj1ibb8TolgMXjjJ/1+f8OfxXnKwd0Bv0RCRFlbju4oSFeD5QAHKnPWcPYmkGFnrjCIUZ5dCWGYvKX+RWN2PhlP+Z8r7yzdt0b9WD8S2HkJR+hXofdWbvnF8AmL71I4LLV2F9/y/Q6XU0XtQNj1atGFbjQ577ZiiNfOqw5uVlpnLLhi3Hw8GNRulXaL2kFyf27TKdGv/C+LGmNv2CajB/m/H8j+N7wtm56lecyxsPNPTw82XC1wVPG0+/nkIZNzcq16pZIO0WVy8vlkccznevRqOGzNq49p7XzbuG0bxrWLGfad2n2vLzvI9ITrqMs5srrl5efPbXvkLz+taozqLdf9x3GkCXoYPoMnRQgfvx0Wcw6PUEhhY+ZUwI8e8iU7aEEAWEhXgys2sQnk7WKBhHRmZ2DXroF8eH0bhiKHHXL5B0cwetnbF/8nbrYWyPNb4kHU6MwMHSHr+yt6eNTdg4izoLOlF1Vit2xx2gauXm9Ar7kAuKOU3/1526C5+h8aKu7DtnfKnbHrOP2vM7Mmjl29Sa156Q+R04lXTmgfp7/OJpmn/Sg9AFT1NjTlsW7Lo9j77fT2MY8etkOizrS8NFXQBwntaAH6PDabXkeaZsWUDw3HYcuHDUVGbezs8YuPKtQtuys7ClgU8Im6KMU8KWH1xBnzpd8+WJvBJDx2UvU/+jzoTM78AXB4wH8Q1bbVy03PWnMdSe35GUu3YBi0+9hKOVPXYWxq12tRotweWN02jy9Hm0/+wl6i18lqA5T9H/p7Hk5uXfovZuQ3+ZyJwdt0eaDidEUHVWK1RVLaJU0Zb++T19Q7uYpn+ZK65YKBUw12ip5+ecL++xi6doF9AcADf7ctRwD2TFsd8AUBSF9JwbqKpKdl4OufpcPOzdii3nbl8OT0d309/i3fau38CoNu0Z2aodX017n1H/W4hGU/T/fu3LOPHujwXXTjwuWq2WQR/O4PL5B18X9jCuJl5k4PvTS6VtIcTjJyMkQohCPYpvrh8la3Mr6lYIZnvsn3Ss0oKM3Cw6BLbgjbXGKVw7YvbRwv/2+SXXMq/TwKc209qP5dvDq3lrwwfsGrKCmGvnmL71Iza8shwHK3siLkXR6fN+nH3buL1oRFI0y3rMYnG3GczY9jHTt33MN73mF9qnD/5YzLL9P5quE9MuM7ihcdpTRecK/D7gGyzNLLmRk0GDj8N4KqAZVd0qAbDv3GH+GPQDtha3z9QwqCrbBv4AgIejO5/s/Ya6XjVRVZXF+77lpxcX3fPz6VunO5/++R0dAlvw07F17Bq8ghE3R5Ty9Hm8+P1Ivn5+PlVc/UnPuUG9hc/S0Kc2H4dN5ZO937B7yErT1K47PRXQlFnbF+P7fhOa+dWnuV99Xgzpgo2FNVqNlm97LaCsbRlUVeXln97g84M/M6jBC/fs57BGfem8/FVGNxuAoigsCv+KwQ37mEYWHsSO2H1sHjCcZhXN803/8izvir9r/jNLalcI4oeja6jlUY3Y5PP8ef4wVcoZT2Wf1OZ1enw9GI9pdbmRk8nrTfrRwCek2HIADX1qs+3MHlr6NyzQv1bP9TBNffonKWp05u9Wq3nTUmtbCPH4SUAihHiirT6cYHrJ1FuW58v9W3GwtKNxxVC0Gi2VXCoScSmK7bF/0rVGe1M5Owtbnq7aGoAG3iGMXWf8tvX3qJ3EXDtPi8XPmfLmGfJMIy+B5fwI8TSu+6jvHcK6k1vv2bdxLQcxtNHtOf632gDIzM1iyPoJHLt4Go2ikJiWxNGLp0wBSbegDvmCEYCX6nS7/XPtrkzbspDkzBT2XziKm70LNT2q3bMvLf0bMmz1RFZH/E51twDK2t6ekhZ1NY5Tl8/Q+7s7tpfV53Lq8hmquPoXVp2JrYUNe4au4mD8MXbHHeDz/T/yyd6v+XPYr2g1WubsXMrGyO3oVQPXM1OxMbcusr6qbpXwdfZiY+QOGniHsPbUFuYUsx6lOAlpSbjZu1ApxC5fED1x0yHyDPkXus97ZiKj1k6l9oKO+JSpQEv/hpjfnKr209F11PYMYutr35OWc4MOy16izolgutRoV2Q5MI6S7L9jREsIIUTJSUAihHhi3b2Va252Rbaf+Rkbc1u61TQe7NfMtx5/xISz5+wBPur8nqmspdntMzW0itb0YqqqKu0Cm7H8ubkF2jt1OQYrM8tCy92vdzbOxt2uHF+MmI2Z1ox2n/UhO+/2idh2lgVPG7e7I0CxsbCmV61n+fLgz2yP3cfghn2KbE9RFHoEd2Lgyrf4vOesfGmqquJi48yhkb890LMoikJdr5rU9arJ0EYv4T41lBNJUUQkRbHn7AF2DP4Je0s7Zm5bRNTVuGLrG974ZT7Z9zWnLkfTpXo7HK1LdijkvViZWZKty8G+wPk1BbnaufBtrwWm63af9aGKqzFI/Dh8Od/0WoBGo8HJ2oFnqrVhR+w+utRoV2Q5gGxdDtbmVg/1HEII8V8la0iEEE+su7dytcQPHdfYGLnZND2rqW89Pg5fjpO1AxWdiz9Ho21AUzZF7iTi0u2F2Qf+hm+2U7LT8HLywExrxolLkeyOO3DfdQxp9BILdn/BofgTdLtj9OdeXqvfm7HNX6P9zbUOtwSW88PGwoqvD93eXvb05RjSso3by9pb2pGaXfA08Fv5TlyKNF1HXoklV6+jgqM7qVlplLV1NpbPSuP7I2sKreNuHQNbEnUllnm7lpmmuD2MIPdAIq/ce4vaO13LuE6ePg8wjpZFXo7l+ZrPAFCxjBebIncAkJOXw7Yz4VR3Cyi2HMCpy2dMa2uEEELcHxkhEUI8se4+90RRzLFQfcgzpOLhYFxsXNcrmITUJLoHdyxRnZVdfPnq+bkMWDGOrLxscvN0NKpYh7pej3a+/DuthtH3x9F8e3g1fs7eNPW9/xOlfZ29CCznR33vWliYFX+KuqejO2NbFNyxyExrxq8vf8aotVOZs+NT9AYDbvYu/PDCxwCMbvoqbT7tjbW5FdsG/oDTHSMWmbosRq+dwuUb17Ays0Sr0fLV8/NwtXOhT+2urDm5haA5T+Hh6EYT37pk6bKL7adGo+GlOt3YGLkj3zS0/4V/xbXMFCa2GcGFlES6fTXItFVw/5/G0j24Ix2rtCxQX5ca7fg9aidNfOsCxs0JXvphFGk5NwD49tBqvnhuNq0rNWbv+UO8sXYaWo0GV7uyrOn3GVbmxlGxBZ0nM2TVBH44upY8fR5tKjehf13j9rJFlVNVle2x+3j3qVHFPrsQQoiClIfZ2eRxCw0NVQ8ePFja3RBCPCaN39+W7zyUWzydrNkz/tGcqP4kS8tOp9rsNuwbtpoKTuVLuzuP1FNLX2RA/V70CO700HWlZKXRYnFP9g371RQkPE7rT21j5fENBabKCSH+2RRF+UtV1dDS7sd/gUzZEkI8sR7lSd7/NIv3fUuNOU8xutmr/6pg5GD8MSp/0BxHK3u61ejwSOp0snbgg45vcfZ6/COp737dyM1kRoc3S6VtIYT4N5AREiHEE+3OXbYe5iRvIYQQ4n7ICMnjI2tIhBBPtCftPBQhhBBCPFoyZUsIIYQQQghRaiQgEUIIIYQQQpQaCUiEEEIIIYQQpUYCEiGEEEIIIUSpkYBECCGEEEIIUWokIBFCCCGEEEKUGglIhBBCCCGEEKVGAhIhhBBCCCFEqZGARAghhBBCCFFqJCARQgghhBBClBoJSIQQQgghhBClRgISIYQQQgghRKl5JAGJoijOiqL8oihKhqIo5xRF6V1E3rGKopxQFCVdUZQ4RVHGPoo+CCGEEEIIIf55zB5RPYuAXMANqAWsVxTlqKqqEYXkVYCXgGOAP/C7oigXVFX94RH1RQgh/t/enYdHVd1/HH+fmUwWspINCBDCGiDsBBACsrgQxAVx36rV2talWm2p2FatS9XCz5XWtUVb9w0BlX1VCIpAQEH2nQQSSIDsy8zc3x8ThgBJSDBkAnxezzPPk7nnzj3f++VyM9+cc+8VERGRM8TPHiExxgQDVwGPWJZVYFnWEmA6cEtV61uWNcGyrFWWZTkty9oITANSfm4cIiIiIiJy5qmPKVudAJdlWZsqLVsDJJ3sg8YYAwwBqhpJERERERGRs1x9FCQhwOHjlh0GQmvx2b9VxPBWdSsYY35tjFlhjFmxf//+Uw5SREREREQan5MWJMaYRcYYq5rXEqAACDvuY2FA/km2ey+ea0lGW5ZVWt16lmW9YVlWsmVZyTExMSffIxEREREROWOc9KJ2y7KG1dRecQ2JnzGmo2VZmysW96SGaVjGmNuB8cD5lmXtqX24IiIiIiJyNvnZU7YsyyoEpgBPGGOCjTEpwBXAO1Wtb4y5CXgauMiyrG0/t38RERERETlz1deDEe8GgoBs4APgriO3/DXGDDHGFFRa9ykgCvjeGFNQ8XqtnuIQEREREZEzSL08h8SyrFxgTDVt3+C58P3I+7b10aeIiIiIiJz56muEREREREREpM5UkIiIiIiIiM+oIBEREREREZ9RQSIiIiIiIj6jgkRERERERHxGBYmIiIiIiPiMChIREREREfEZFSQiIiIiIuIzKkhERERERMRnVJCIiIiIiIjPqCA5Q2Rsnc6iTy5g4ccjmP9BCivm/vakn5nzbjJ5OeurbFv21Y0UHt5R5ziWTLuSfTvmnPBzXRTl7WLJtCvr9Jnq9qU2+7Hh+4m4XWXVtluWm28+v4zigkwAdm/6lIUfDWP6a3Fs+/E/x6ybf3ALS6eNZeFHw1j40TCydy+uVdvGlS+w8KNh3n/DjC1TvW3fz7mT3H3f17gPIiIiImcrP18HICdXUpjFD1+PZ9g1cwkKaYllWeTlrPtZ2xw4+v16iq5u3G5nvW6vNvuxccX/0aHX3djs/lW2Z26dTmhkIkEhcQCERyXR96LX2Zw+6YR10xfeT9uk22ideA0Fh7axdPpYLrghDT9Hkxrb2nW7g8S+DwBQXLiPBR+kENN6GP4BEXTq83t+XPIXBo+ZekJ/IiIiImc7FSRngJKibIzND0dAUwCMMYRHd/O25+77nnXLnsBZXgBA0sDHiG09DPCMrKxe/AdKirLp0PMu2nW/A/CMOJw36h3CorqwZNqVNI3pRW7WCkoK9xHX4XKSznsEgLzcjaQvvB/L7SS0aSfczpIqYywvy2ft0kfJy/0Jt7OU6JYpdBv0BMZmZ8m0K4lslszB7FXY7YH0HDoB/4AIwDOqkL7wPlzOYiy3i/jO19Oh1921zk3l/djw/f+RseVzbPYAjDGkXD6Fn757BoBvpowGY2PwFZ/jCAg/Zhs7fnqHxOQ/eN+HRXWpyPOJA4h5OeuIjR8OQEhEO/wDIsjetYC49pfW2OYICPNuw1VeCMaA5QYgPDqJ0uIDFBzaRkhEu1rvu4iIiMjZQAXJGSA8Oommsb2Z+25fouIGEdW8P60Tr8E/MJKykoMsn/VL+qe+RWTzflhuF+Xl+d7PupzFnD92BkV5u1jw0VDiO1+PnyP4hD6KCvYweMw0nGUFzHt/AG0630RIRDtWzb+Xdt1/RXzn68jdt4Jvpl5WZYxrlz5KdNwgeg9/Actys3LeXezc8D4JXW8BID93AwMv/QibzXPI9U99C4Ad696iWfyFJCY/CEBZ6aFTylFZ6SG2rHmFUbetw+4XRHlZAXa/QHqe/yw71r3FkLFfVbnfblc5uftW0DS2d636iYjpyZ7NU2jf49cc2r+GgkNbKSrYc9I2gO3r/su2H96guCCD3sNfxD8w0tsW2bwv+zO+UUEiIiIi5xwVJI3Y1PQMJs7eSOahYuIibmXckNuJDt/Kvu0z2bLmFYZfu4jcrBWENu1EZPN+ABib3Tv6ANCywxgAmoTF4wiIoLggk9CmHU/oq2X7yzHGhiMgjJCIjhTm7SCgSQz5uRtonXgNAJHNkwmL7FJlrPt2zOZQdjpb1rwKeAqhoOC4o9vvONZbjFQW1WIg65b9Dbe7jOi4FKJbDj6lXDkcoYREdGDlvHuIjR9O8zYX4/APOennykpysdkd2P2CatVP7xEvsXbpo+za8KEn7y36e/erpjaAtkm30jbpVvJyfmLlvLuJaXW+tygJCIqlpOIaFhEREZFziQqSRmpqegYPT/mR4nIXABmHinl4lp1nxo5kzGW3M//DIRzITMNmc9S4Hbs9wPuzsdmxqrmGw1bdesbUOub+o94mOCyhyraqRicA4tpfStPmyezfvYjN6ZPYteED+l74Sq37PMLY7Jw/dga5+5ZzYM8SFn16EQMv/YDwqKQaP2f3C8TtLK11P8FhCQwY9T/v+/kfDiGkosCrqa2ysKiuBAY350BGGnHtLwXA7SrFEdi01nGIiIiInC10l61GauLsjd5iJNx+kAT/LRSXuzzLCzIpK86hSWg8kc37kX9wk/cuTZbbdcrTno7n8A8lNLIzezZPAeBg1irycqu+a1fzhIvZvGoSltsTc2lxDoV5O0/aR8Hh7QQ2iSW+8/UkJv+Rg9nppxRreVkBZcU5RMcNonP/PxEW2Zn8nA0A+DlCKC/Nq/JzjoBwAprEUJS3q1b9lBbtx7IsAHZt+BC73Z+YlueftC3/4CbvNgrzdnL4wI+ERnbyLss/uPmkxZOIiIjI2UgjJI1U5qFi7882XIyKmEZTvwM4LX++/SqELv3HExHTHfBcj7E27TFc5UVgbCQNeozYVkPrJY4+IyaRvvB+tq7gnqkOAAAgAElEQVR5jYiYHkQ261vlet1SnuKnZU+w8OPhYAw2ewDdU54kOKxNzfu5ZRp7Nk/BZncAhu4pT1W7btoX12AqTYEaft0i78/OsjyWz74dt7MEy3ITHtODFu1GA9C+510snX4Vdr/AKi9qb9F2FNm7F5GQ9AsA9myewrplT1Beeoh922exOX0SAy/9iLDIRPbtmM3m1f8EDMFhCfQf+RamYhSpprYN308kP3cjxuaHMXa6D/47oU09BYmzvJD8gxtPebqaiIiIyJnMHPmL7pkgOTnZWrFiha/DaBApzy4go1JRckTLiCCWjh/hg4jOXoV5O1k597cMGTvDW0A0pB3r/kdxYSZd+o9v8L5FRESkasaYlZZlJfs6jnOBpmw1UuNGJhLksB+zLMhhZ9zIRB9FdPYKDmtD+153UVKU5ZP+jbHRsffvfNK3iIiIiK9pylYjNaZ3S4BKd9kKYtzIRO9yqV8t21/us77bdL3ZZ32LiIiI+JoKkkZsTO+WKkBERERE5KymKVsiIiIiIuIzKkhERERERMRnVJCIiIiIiIjPqCARERERERGfUUEiIiIiIiI+o4JERERERER8RgWJiIiIiIj4jAoSERERERHxGRUkIiIiIiLiMypIRERERETEZ1SQiIiIiIiIz6ggERERERERn1FBIiIiIiIiPqOCREREREREfMbP1wGIiDRGd0yajsPPjr+f3bvsL9cMpllEiPf9R0vWsXT9bgD25hYQHhxAkwAHAI9cO4SY8OAqt+22LD78ei3XDUnCbvP8Xei5qcvo2jqGUX07nHLMmbn53P3aDOJjwr3LIoIDeeLGYTV+bu7qbSTFxxAXGXrKfR9x35uzACh3utl3sIDWMWEAJLaM4p5L+v3s7dfVqq17cdhtdE9oVu06U7/bSICf/aS5f+bTJfTrGMeFPdtV2f7Y+4u4/aLetIkJ57tNGbz/9Vp2ZR/mmpQu3Di0u3e9/YcL+deMFeTkF+Nyu7lpaHdSurQG4EBeES9/uZyDBSU4XW76dmjB7Rf2wmYM/1uwhmUbM/CzGxx+dn45oqd3v5746GtuHtqdds2b1jFDIiK+p4JERKQaD1+VQpvYiGrbrxucxHWDkzzr/m8+Vw7sTP+OLU+6Xcuy+OCbdVyd0hV7PY9ThwYF8PKdqXX6zNzV24gMDaqyILEsC7dleQunkznS9+4DeTzy3sI6x3KkTwuwGeNd5nK7ax1DZenb9xHk8Ku2IHG53YwZkFjn7R5vzfZ9BPj70aaiGGwZFcrvLxvAvDXbTlj3tVkr6dWuOWMGJJKTX8yDk+fQLT6G8OBA3v96LZ1bRnHj0O6UO108OHkOq7buJblDHF3jY7j+/G74+9nZsOcAT3z0Ne88MAa7zcZVA7vwzqIfeOz6oT97X0REGpoKEhGRBvbqzJUA/GHyXIyBZ39xAQDbsw/x53cWcCCviK6tY7j/sv4YYygsKePNOensOnCYcqeLnm2be/9qXlvzVm9j9uqt3r7++u5ChnVP8PSbdYjXZq4gKMDBry7qzd6DBXy7cQ/BAf7szsnjwcsHsGLLXpas343L7cbfz849l/SjbbPqi7XqzFy5hblrtuFyW4QF+XPPJf1o3jSEL7/fxOrtWfj72cnIyeOhq1KY+HkafdvHsX73fkKC/Hn46sGkbdjNlGUbcLo8cfwmtS/tmzdle9YhJn21nHKnG7dlcUnfDnRoEcnCH3ZgjOHbTRlc2LMdPRNiefzDrxnarQ3rdu0ntU97tmcfIsjhx41Du7MpM4d/z0mn1Omi3Onisn6dajVqNSt9K0OT2njft4ryjAzZbCf+G23POsRtF/QEICo0iFaRoaRt2MOovh0wQFGZE8uyKHW6cLosmoYEAZDcIc67jQ4tIikuc1Jc5iQk0J+k+Bien3aYnLwiosKa1PnfRUTEl1SQiIhUmJqewcTZG8k8VEyXkBL+8t5iIkMCALDbDC/cMbJe+rlrVF9mp2/ludsvOmZK2K79h3myYnrV796cxY87s+mR0Iw35qyiT7sW/P7yAbgtiwlT0liwZjsX9jpx6lB+cal32hRAl1bR3DUqmQt7tePHXdm8s/AH/Ox2IkODGNm7PQDz12znuiFJ9G3fAoC9BwtYt2s/k36d6p2iFhESxFWDugCwcuteXp25ggm3XVin/V65dS9rdmQx4dYL8bPbWPLTLl6ZucI7pexIn9GVvlBn5ubz5M3DsRnDzuxDTP9uE0/dPJxAhx+bMnOYOCWN1+4ezRfLN3J+UhvvaEdBcRkhQf4M75HgLTYAdmYfYn9FwXfrCE9R8J956d7+WkaG8vQtI/Cz2ygsKeP3/55Nn/bNj5mqV5W1O7O548LetcpDhxaRLF67i5uHdWdPTh6b9+aS2DIKgJuH9eDpT7/hFy9Oo6i0nGtSutC+imlYs9O3khgXRUigv3dZx7goftiZzfCKQlNE5EyhgkREBE8x8vCUHykudwHgclv8eNCPx4d1Z0zvk0/Dqg8DE1vhqChQ2jdryt6DBfRIaMb3mzPZtu8gny1bD0BpuYsWTav+glzTlK27UpP5/X9mgwXP33FxjbEkxcce8yV8U0YOn6b9REFJOQbIOlRY5/37blMGGzNyeHDyHMAzNcvpsrztPRJijylGAIZ1b+MdCVqxZS8Zufn86e153vaisnKKy8rp1iaWD79ZR2FJGT0TmtGtTWy1cYQG+dOvY1yVbUWl5fxzxvfs2p+H3WY4XFTKzv2HayxInC43hwpLiQgOPHkSgN+k9uXfc1fxuzdm0aJpCD0SmmGvmLu3eO0OusXHMuHWHhSUlPHX9xbRoUXkMaMjK7fuZcqy9Tx9y4hjtts0JJADeUW1ikFEpDFRQSIiAkycvdFbjBxR4nQxcfbGBitIKo+W2GwGt9vzZd1tWTxy3fnEVnORfG3lFhRTWu7CAMVlTu8F+FUJ8j/666G03MmEKWn849YLaNe8KdmHC7nzn18Cnr/Uf7ViMwDXDOrKkKT46gOw4NLkjt6RluMF+p/4KynIcXSZBQzs3Iq7RyWfsN6IHm3p1iaW1dv28d7iH2kVHVbtRfRBVfRzxOT5q2kVFcYfxwzEbrMx7u25lDvd1e8TntEzP5uNMqcLv1pcFBQVGsRDY1O878f/dz6toz1TvL74fhOPXT8UYwyhQQH069CCtTuzvQXJDzuy+NdX3/PYDUNPKJLKnS4CHHZERM40uu2viAiQeai4Tst/DrvNRoDDTmFJea3WH9CxJZ+mrcfl9nwxPlxYwr6DBXXqs9zpYsKUNH51UW+uG5zExM/TvNtrEuCgqIZYypwu3JblHb2YsXKLt21k7/a8fGcqL9+ZWnMxAvTvFMfc1ds4WFACeC4o37rvYK33IblDC77duIfM3HzAM8KyKTMH8EztiglrwsW923NNSlc2ZeZ69s3fQWFp7fIMUFhSTkxYE+w2G5syc9hcsZ2aGGOIjwkjIye/Vn0cLir15n755gwO5BcxsHMrAJpFhLBq617Ak/cfdmR775q2blc2L0z/jkeuG+K9eL6y3QfyaFvDTRhERBorjZCIiABxEUFkHFd8xAeW4Gezea/J+N3o/nSMi+RvHyzmpqHd6RgXWeM2X5z+HYO7tj5mus0RYwZ05uH/zcffYfdeaF6d36T2ZfK81dz35mwM4PCz8+uL+9C8imlbx19DcuTal//MW02nllHe28v+sDOL9xev5ZbhPUjt056356/hk7Sf+NVFJ14HERoUwPVDknjgP7OJCQ+mT7vmNcZbneQOceTmF/PYB4uwLE9BMrx7QpXXSFQlITaCey7px8TPl+F0uXG63PRq14xOcVHMX7OdZRv34LDbsNkMd1zYC4DBXeOZMGUp9705y3tRe01uPL8bL32xnNnpW4mLDKVzq+haxTawcytWbdvrPSZWbd3Ly18up6iiGJqzehvjrhxEUnwMa3dm898Fa7AZQ2RoEI9dfz4Ou2dk465RfXllxgrm/7Adp8siuUML780H/vnVCpwuFy9M/87b78NXpdAiMpSC4jL2Hy6iS+uYWsUrItKYGMuyTr5WI5GcnGytWLHC12GIyFno+GtIAIIcdp4Z23DXkMiZ63BRKY+8t5Dnb7+4VtO26tvn327A5ba4uprpcCJSd8aYlZZlnThHVOqdRkhERMBbdBy5y1ZcRBDjRiaqGJFaCW8SwC3DepB9uLBeHjBZV4EOPy7s2bbB+xURqQ8aIREREREROY5GSBqOLmqXRm/ar/vw5b0DmfHAMKbf1Y/FT9/C/g3LT0s/h3auP2F51tqlvH9lDOlv/+2Y5fP+egXvXxlDeXHdLi6uTv7ebXx8QwJulxPwXLD72a1djul3V9p05v750pNuq3Jc1e3X5llvs2H6a/USe2UrJ/+VXWnTATi4/UfmPHwJH10XzzcTfnnMeuXFBaS9dA9f3X8+X947kPVT/1Wrtm0LPuCTm9oz44FhzHhgGF8/e6u3Lf2/j7Pjmyn1vk8iIiJy+mjKlpwRBo+bTEQbz9zo3cu+ZNGTNzD8sY+J7tS3QfoPa9mB3ctn0POWR7DZ7RRk7cRZWr93Xwpt0Q7/4HByt64hulNfDu/eSHBsa7J/WuZdJ2vtUpp1G1wv/XVMva1etlNZ0YFM9q35mj6/fBKAgPAY+vzySQ5uX8u+NYuOWXfdZy9i93NwyYuLcZUWMefh0cR0GUB0YnKNbQDNe57PkD+9dUL/Xcbcw9w/X0qblDEYm/7eIiIiciZQQSJnnNYDLyVn8yrWT/0XQ/40GVd5GT+89zRZ69JwO8uIaNOVfr+ZgCMohB1ff8bGL9/A7SwDoPdtj9O8x/kAZP+0jO9ffwi7fyDRiX2xqH76ol9gMGGtE9m7egEt+17EtgUf0nb4teRuOfqE51VvP0b2ujTcznICQiM5796XCI5tTUH2Lmb/8SI6XPwLMlfNw1lazIB7XiS263kn9BPbLYXstUuJ7tSX7HVptD5vNLuWTqW8KB9Hk1Cy16bR91dPA7B+2ivsXPI5lsuJzRFI/99OoGnb7jXmbv20V8hcOY8hD73Nhi9ew1lSSJ/bHmfbgg/Y8fUU/EPCObxrA47gMIb86S2CmjbDVV7GijfHk712KYHh0US07UbJoWxvQTB9cBL2gADsAYEU2z23YC3M2EVIqzY0iWxOk8jm5O3ZdEIsh3aso93w6zHG4BcYTGzSQHZ8/SnRicn8NPl5zvvrqxhjWHrXL2jaPcnbVpUP24Zy1dq9BIZHE9KsDft++JoWvYadsN62T98l/YnxBLeKx11eRliHRPo9M4mAiOrvllWWd4it779Fl98+4F22/KF7SLjqRmL7p1T7uZPZ9um7RPcZQFi7jjWut3fxPNb841EASvZnYVlugmI9T1Tvdv949sz9isjufeh0629OORYAZ3ER869L5YIPZ+LXJJgNb7zE1g/fJn/HVoa8+REtLxjlXfdA+nLSnxyPs6gIe0AAyX9/ichuvU7aZrnd/PjC39n95WfYAgJpEteSoZM/A2D+9aMYMPFVQlon/Kz9EBGRM4/+hChnpKiKEQSA9VMn4QgOJXXiHC55YRFBkc356bOXAGjRazgX/2MWo55fSMof3mTZy/cC4CovZelzvyb5zmdInTiHmC4DKNq/p8Y+2w2/nu0LP8KyLHYtnUrC4LHHtHcdex+pE+dyyQuLaDPkStLfecLbVpqfS3RiP0Y9v5Bu1/6R1ZXaKmvWbRBZa5cCkL12KbFJg4hO7Ef2T8soycuhIGuH90t522HXkjpxLqOeX0jPG8ez/LVx1cZuWW5W/PthcreuYdgjH+IfHHbCOjlb0ul92+OMfnkJ4a0S2fTVvwHYMue/FB3Yw+hJSxnx+Gfkbl1zwmdTXnmX1BlphPVOYsDjrxDSqk2NuQSIbNeTXcu+wO0spyQvh73pCyk88m9QbLFn+UzcznIGvPQGB7auPNoGZK9bxowHhjH3L5eRsWLOMduNTuxH1g9fV9tvs5RhpM5IY9Ts5YDhp39OqDHOsrzDrH/jxWOW9f/Hv35WMQKw/dP3yN++5aTrtRh6Iakz0kidkUb7m+4g4cobvO9bjbz8Z8VQ2eb/vkbr1Mvxa+J5+GLMgMGcP/lTYo7bT8uyWHrXzfR86AlGzfqW3n99hm9/fweWZdXYBrBx8r/I37aZUXO+Z9Ssbxnwj1e92028/W7Wvvh0ve2PiIicOTRCIo3S1PQM792OHjpcwoIN2YxtU+l2lpVuxrBn+WycxfnsSvsCAHd5GRFtkwDI37eDH57/DcW5ezF2P0oOZlN8MIuSwwewBwTRrJvny1ablDEsf+UPNcbUrPtgVrzxJ/Z8N4Pw+M4EhB37V/W9q+azaeZknMWFWG7nMW1+gcG07HcxANGd+pL+9qNV99FtMCsnP4Lb5SR36w9EdehFUU4G2WvTcJWVENWhN34BQQDkbl3Dus9epCz/EMZmIy9za7Wxf/fP+4lOTGbQA69hjKlynZjO/QmO9txRKjqxL3vXLAYg68elJAy9FpvdD+x+tBl8JfvXf1vlNopyMgmMOPochA/bhtL9j4+ydc67lJTnsLv7NFqPugKAsNB2bFr4Op98k0BQdAsKNm0lrKVntMBkOQkIbcqscReRv2kTcYNTweZm7UvPsP2LD2niH4E5UE6PZ8ez9Lk7sQIMm95+lYw5X5JftIewXie/9amx2Wg2aCiZCz3P7Ej/+5/Zv3wp7rIy/COjGPCPVwhuFc/KRx+kPO8wsy4ZhD0oiIs+m8/860fR+c77aHnBKMrz80h/6mEObViHq7SEZgPPp9dfn8FmtzP/+lFE9ejDgfTlFGftI370lfR86Am2ffIOB39MZ9Xjf+LH556k15//TvPBw08ac3UOb/qJBTeOpmhvBtG9+zPgudcxxtQY2/G2fPA2I9770vs+qmfV0yFLcw9QlneY2AGeqYMx/QZRlLWXg2tX0ySuVbVtkd17s/Hfk7jg49nYHJ4nxAfGHH0mSNzwVL7/832UF+TjCGn4u1SJiIjvaIREGp0jz4PIOFSMhefhaS/O28TU9AzvOjlb0omI71zxziL51xO45IVFXPLCIi79ZxqD//AmAGnP/4aOo37J6JeXMOq5BRi7H67y0mMKmtoyxhA/6AqWv/Ig7YbfcExbYfZuVk1+hJQHX2f0y98w4N6XcJWVetvtjoCj27HbsVwuqhLSPAH/kAh2LP6UkOYJ2PwcxHYdSNa6NLLWLiW2u+eLnqu8jCUTb6fv7U8x+uVvGPboR7jLS6vcJkBM14Hs37Cc0sMHql3H7l8pRpsdy3WkqLKqLWKOWHr3zcy6ZBBFe3aT9vvbj2lzhITR7f7xRPbsy6rHPaM4JQf2s+rRPzLyn3O5bloGiYNuAyAsrr2nfwv63PakZ8TrcFOMzUZwTDwb3nyZUV9+y6gZ33LBR7OI6TKAmC79oYnBERLGxdMWkzD2Og7+kM7JuEpLyZg3g6ZdewLQ9a4HuXjaYlJnLqPNZVd7p0n1feJ5HGHhpM5I46LP5p+wnfSnHiZmwGAunraI1BlplOTsZ/vH//O2F2bu4YKPZjPyyyVs/ei/5G/fQrtrbqFp9970eWwCqTPSflYxAp6CZOhbnzFq9nJy16aTtWRhrWKrHKOrqJDgVjU/aR0gMCqGgKZR7JnjKV4y5s3AWZBPYcauGtvK8/MoPZjDrq+mMGfMcOaOHeFdD8DmcBDeqSsHVlZd7IqIyNlLIyTS6EycvfGYh9MBlDrdTJy9kTG9W7Lnu5lsnvU2wx/9CICW/VLZMP1VohOT8QsIory4gKIDmYS37kRZ4WFCYj1fsrbOe8/7pT2sVUdcZSVkr0sjNmkQu9KmU16Ud9LYOoy8Fb+gYFr0GXHM8vLifGx+DgIjYrHcbjbP/u8p73+zpEGs+/QF2o24HoCgps1wlhSSuWo+593rmYrmLi/F7XLRpGJEY/PMyTVus/0FNxLZvifzH7uK4Y99TJPI2j9pu1m3FLYv/oT4lCuwXE52LZ1GUGSzY9ZJeeVdIhK7kvbi3TTvMeSYtjaXXUXG6rn4RzTlQNZeXKUl5KQvJ7xrN4LiPPE3HdAPPrfT/sJbALBs4CorwREcgsvuJGvdN6Q+t4D9Uxex5L6baT38UuIuGEVZ0SEObFoJJRZtLrsKABeluHILcZWWYA8IPGF/spYuYtYlgwCI7nseXe/2jIxlLprLlnfewFlUiNvpPOFz1cmYP4OcNSvZ+O9Jnv6Li2jS/OiT2eMvuRJjs+EfFk5Y+0QKdm0ntG2HWm+/NlpddKl3X5sm9aJg1/ZaxXZE8b4MAqNrfoJ5ZYNff581zz7CupefJap3P8I6dsbm56ixze0sx11WhuV2c/HUheTv2Mr8ay4mPLEroW3aARAY04yivRk1dS0iImchFSTS6GQeOvHuVTdm/hPnXgfT77IT3jqRYY984L2WImnsffz44QRmj7vYc2clY+h+7R8Jb92Jvnc8xdfP3kqTyObEJg0iINQzzcruCCDlwde9F7U37z6YJjGtThpbk6gWdL3ydycsj2jTldaDLuer+4cQHN2S2KRB7F+3rIotnFyz7oPZvuhjYpMGeZfFdO7P9sWfeO8q5mgSSo8bHmL2uItpEtOSuD4XnHS7bYdejd0/gAWPjmXYox/WOp4OI2/j4I51fHXfYJpEtySyfQ+2ZuaQ8uwCMg8V8/DhEhasz2JsYteKi/Cn0W6EZwTJ8jfM+ONwXOUluMpKcXcNYOu892jiaIbLKmPmA8Mwdj9sdj/MznKCmlYUOgGGOX8ehc3Pn9LQPJKvm0hwTEsumrKAb5+7l9VfPsvy98YT0jqBnjf9heUL7sQWEIhlWWT9uAQOu3A7ndgDTtyfZinDGPzqu8csK9yzi/SnxnPxtMWEtE7gwMpvSbv/jtolyLIY8sYHhMRX/VA6W8Cxo2N1KXZqy1ap8DJ229E+ThLbEfbAIFylJbXuL7JbL4a/65ki6SorY2q/9oR1SKyxLaBpFH7BISSM8RTaoQntadqtF4fW/eAtSNylJdgDg2odh4iInB1UkEijExcRREalomRi++cAaBkRxNLxI05Y3+bnoOfNf6HnzX85oa3tsGtpO+xa7/vK68R2Hcjol45e/NzrF9Vd15FC6v/Nq7Ltxs/3e39O/tXTJP/q6EW5PW54CICQ2Hiu+t9G7/Lj3x+v3YgbvF/ojxhwzwsMuOeFY5Z1vfJ3xxRHSVf9vsq4rnhjlffn+IGXET/wMk981/+p2j4rv7c7/Ol7x99xBIXgKi/lk/HXMK2kKxmhnn8jl9vNi/M3Y2vTicv7pbL2k+cozt1HUGRzTJnFpZOW4QgOATzXlLQddh2uoiIKHtrERZ8vJDShPRvfeoX0aUfjNMUWo/5vIY7gEKYPTiK6Qx/KC/JxFhUy6CHPs1MW3nIFbVNvImHEtSznTgD2rl5IVKe+FM78qdr8VqW8IB+bw5/AmGZYbjdb3js64uQICcVVXIzb6cTmd+IpM+7CS/jp1edJfupFbHY7pbkHKC8sOOndohwhoZTnHx2VK9qXycKbLmX0/FU1fKpuahtbaLuOFO/PwlVaij2giiruOMX7swiK8RSP6199jtgBKYQmtD9pW/xlV7N38Vw63Hg7JQf2c2j9j4QnHr3eJ2/LRiK61HynOBEROfvoGhJpdMaNTCTIcexFt0EOO+NGJvooIlnw2FXMeGAYMx8YxurCML4LGXRM+9WLn2P3naOYc9kQXBsOkZk2t8btBcbEkvzUS3x9+9XMu/pCXCXF2BwO/IKaVPuZ8vw8vvn1DcxMPY+ZI/sTFNOM1qnH3mXKWZRfbWFZk4jOScRfciUzL+7PghtHE9z66F3CAiIiaXPFtcxKHcDcq04cierzyD+w2e3MvmQgM1MHsOi2sRTvyzxpn+1v+CXrJv2DWaNT2LdkIcVZe6sseH6O2sbmFxhEs/OGkP3tN95l619/kWkDE8lJX853437LtIGJ3gJq6/uT+WpEb74c1pO8LRvpP+EV7+dqaus57jEy589k5sj+LLz5UnqMe4yw9p7/14V7dgEQkdi1XnMgIiKNn7FO4eJeX0lOTrZWrFjh6zCkAVS+y1ZcRBDjRiYypndLX4clQNvxX1X5xBYDbH92dK23U/luSts+eYdtH/+PCz+puZA5m2349yQCo2JIuPJ6n/R/YOW3rH/9RYa8UfvpfPVpzYTHCGnTjvbX3eqT/kVEjmeMWWlZVtUPwJJ6pSlb0iiN6d1SBUgjdfyUusrL62LT26+xe4bnwY7+4U3p98yk+grxjNT5Vydem9SQovueR9yIVJxFhd5nkTSkoNgWtLvmlgbvV0REfE8jJCJSJ0duy1z5TmhBDjvPjO2uIlJERM4aGiFpOBohEZE6OVJ0aEqdiIiI1AcVJCJSZ5pSJyIiIvVFd9kSERERERGfUUEiIiIiIiI+o4JERERERER8RgWJiIiIiIj4jAoSERERERHxGRUkIiIiIiLiMypIRERERETEZ1SQiIiIiIiIz6ggERERERERn1FBIiIiIiIiPqOCREREREREfEYFiYiIiIiI+IwKEhERERER8RkVJCIiIiIi4jMqSERERERExGdUkIiIiIiIiM+oIBEREREREZ9RQSIiIiIiIj6jgkRERERERHxGBYmIiIiIiPiMChIREREREfEZFSQiIiIiIuIzKkhERERERMRnVJCIiIiIiIjPqCARERERERGfUUEiIiIiIiI+o4JERERERER8xliW5esYas0Ysx/YeZo2Hw0cOE3bPtsoV3WjfNWeclU3ylfdKF+1p1zVjfJVe2dSrtpYlhXj6yDOBWdUQXI6GWNWWJaV7Os4zgTKVd0oX7WnXNWN8lU3ylftKVd1o3zVnnIlVdGULRERERER8RkVJCIiIiIi4jMqSI56w9cBnEGUq7pRvmpPuaob5atulK/aU67qRvmqPeVKTqBrSERERERExGc0QiIiIiIiIj6jgkRERDiW7pMAAAXPSURBVERERHxGBYmIiIiIiPjMOVuQGGPuNcasMMaUGmPersX6Dxhj9hljDhtjJhtjAhogzEbBGBNpjPncGFNojNlpjLmxhnUDjDGvGWOyjDG5xpgvjDEtGzJeX6tLvirW72OM+doYU1CRt/sbKlZfq2uuKj7jb4zZYIzZ0xAxNiZ1/L84zhiz1hiTb4zZbowZ15Cx+kJt82M8/mGMyal4TTDGmIaO19fqkK9z7lg63imc18/Z8xTU+Vx1zv4OlKPO2YIEyASeAiafbEVjzEhgPHABkAC0Ax4/ncE1Mv8CyoBmwE3Aq8aYpGrWvR8YCPQA4oBDwKSGCLIRqXW+jDHRwCzgdSAK6ADMaaA4G4O6HFtHjAOyT3dgjVRd8mWAXwBNgVTgXmPM9Q0Spe/UNj+/BsYAPfGcqy4FftNQQTYitc3XuXgsHa+u56pz+TwFtcyXfgfKEef8XbaMMU8BrSzLuq2Gdd4HdliW9eeK9xcA71mW1bxhovQdY0wwcBDoZlnWpopl7wAZlmWNr2L9V4F8y7L+VPF+NPC8ZVmJDRi2z5xCvp4GWluWdUvDRup7dc1VRXtbYAbwIPCmZVmtGipeXzuVfB33+ZfxnPN/d3oj9Y265McYkwa8bVnWGxXv7wDutCzrvAYO22d+zvF0th9LxzuF8/o5e56COv9fPGd/B8qxzuURkrpIAtZUer8GaGaMifJRPA2pE+A6clKpsAZPTqryHyDFGBNnjGmC5y8jM09zjI1JXfN1HpBrjEkzxmRXTHGLP+1RNg51zRV4Rtv+DBSfzsAaqVPJF+CZogQMAdadptgag7rkp6pz+knzeJY5pePpHDmWjlfXXJ3L5ymoW77O5d+BUokKktoJAQ5Xen/k51AfxNLQjt93Kt5Xt++bgF1ABpAHdAGeOG3RNT51zVcr4FY8U93ige3AB6ctusalTrkyxlwJ+FmW9fnpDqyRquuxVdnf8Jzv36rnmBqTuuSnqnN6yDl2HcmpHk9/4+w/lo5X61zpPAXU7dg6l38HSiVnZUFijFlkjLGqeS05hU0WAGGV3h/5Of/nR+tbtcjV8ftOxfvq9v1VIBDPXNBgYApn0QjJachXMfC5ZVnfW5ZVgufapEHGmPDTtxcNoz5zVTEFYAJw1k4ROQ3H1pHt3otn/v9oy7JKT0/0jUJd8lPVOb3AOrfmMNf5eDqHjqXj1SpX58J5qpbqcmydtb8DpW78fB3A6WBZ1rB63uQ6PBc/flzxvieQZVlWTj330+BOlquKE6yfMaajZVmbKxb3pPrh+p7AXyzLyq34/CTgCWNMtGVZB+opbJ85Dfn6Aaj8JejIz2f8X2rrOVcd8dxQ4puKP2L7A+HGmH3AeZZl7ainsH3mNBxbGGNux3NDjvMtyzrb7/azidrn58g5fflJ1jub1SVf59qxdLza5uqsP0/VUl2OrbP2d6DUkWVZ5+QLTzEWCDwDvFPxs18166YC+4CueO4ysgB41tf70IC5+hDPEGowkIJn6DWpmnXfAj4DwgEHnnm0Gb7eh0acrxF4Lv7rVZGvF4BvfL0PjS1XFf9fm1d6jcVzp7zmgN3X+9HY8lWx7k0V560uvo67seUH+C2wHmiJ526A64Df+jr+Rpyvc+5YOpVc6Tx1SsfWOf07UK9Kx4KvA/DZjnvmwVrHvf5W0RaPZ8gxvtL6DwJZeK6LeAsI8PU+NGCuIoGpQCGe60NurNQ2BM9UhyPvo4D38Nzu8BCwBOjv631orPmqWHYXnmtuDgJf4LnjiM/3ozHmqlLbMGCPr+NvzPnCMxe7vOJcduT1mq/3wRf5qSI3Bs/UmtyK1wQq7jp5Lr3qkK9z7lg61Vwd95lz8jxV13ydy78D9Tr6Oudv+ysiIiIiIr5zVl7ULiIiIiIiZwYVJCIiIiIi4jMqSERERERExGdUkIiIiIiIiM+oIBEREREREZ9RQSIiIiIiIj6jgkRERERERHxGBYmIiIiIiPjM/wMplWO5S93RuQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = ratings.groupby('title')['rating'].count()\n", + "top_movies = g.sort_values(ascending=False).index.values[:1000]\n", + "top_idxs = tensor([learn.dls.classes['title'].o2i[m] for m in top_movies])\n", + "movie_w = learn.model.movie_factors.weight[top_idxs].cpu().detach()\n", + "movie_pca = movie_w.pca(3)\n", + "fac0,fac1,fac2 = movie_pca.t()\n", + "idxs = np.random.choice(len(top_movies), 50, replace=False)\n", + "idxs = list(range(50))\n", + "X = fac0[idxs]\n", + "Y = fac2[idxs]\n", + "plt.figure(figsize=(12,12))\n", + "plt.scatter(X, Y)\n", + "for i, x, y in zip(top_movies[idxs], X, Y):\n", + " plt.text(x,y,i, color=np.random.rand(3)*0.7, fontsize=11)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using fastai.collab" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = collab_learner(dls, n_factors=50, y_range=(0, 5.5))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
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10.8518260.87811900:13
20.7152540.83471100:13
30.5831730.82147000:13
40.4966250.82168800:13
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(5, 5e-3, wd=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EmbeddingDotBias(\n", + " (u_weight): Embedding(944, 50)\n", + " (i_weight): Embedding(1635, 50)\n", + " (u_bias): Embedding(944, 1)\n", + " (i_bias): Embedding(1635, 1)\n", + ")" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Titanic (1997)',\n", + " \"Schindler's List (1993)\",\n", + " 'Shawshank Redemption, The (1994)',\n", + " 'L.A. Confidential (1997)',\n", + " 'Silence of the Lambs, The (1991)']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "movie_bias = learn.model.i_bias.weight.squeeze()\n", + "idxs = movie_bias.argsort(descending=True)[:5]\n", + "[dls.classes['title'][i] for i in idxs]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Embedding distance" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Dial M for Murder (1954)'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "movie_factors = learn.model.i_weight.weight\n", + "idx = dls.classes['title'].o2i['Silence of the Lambs, The (1991)']\n", + "distances = nn.CosineSimilarity(dim=1)(movie_factors, movie_factors[idx][None])\n", + "idx = distances.argsort(descending=True)[1]\n", + "dls.classes['title'][idx]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Boot strapping a collaborative filtering model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep learning for collaborative filtering" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(944, 74), (1635, 101)]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "embs = get_emb_sz(dls)\n", + "embs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class CollabNN(Module):\n", + " def __init__(self, user_sz, item_sz, y_range=(0,5.5), n_act=100):\n", + " self.user_factors = Embedding(*user_sz)\n", + " self.item_factors = Embedding(*item_sz)\n", + " self.layers = nn.Sequential(\n", + " nn.Linear(user_sz[1]+item_sz[1], n_act),\n", + " nn.ReLU(),\n", + " nn.Linear(n_act, 1))\n", + " self.y_range = y_range\n", + " \n", + " def forward(self, x):\n", + " embs = self.user_factors(x[:,0]),self.item_factors(x[:,1])\n", + " x = self.layers(torch.cat(embs, dim=1))\n", + " return sigmoid_range(x, *self.y_range)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = CollabNN(*embs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
00.9401040.95978600:15
10.8939430.90522200:14
20.8655910.87523800:14
30.8001770.86746800:14
40.7602550.86745500:14
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, model, loss_func=MSELossFlat())\n", + "learn.fit_one_cycle(5, 5e-3, wd=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losstime
01.0027470.97239200:16
10.9269030.92234800:16
20.8771600.89340100:16
30.8383340.86504000:16
40.7816660.86493600:16
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = collab_learner(dls, use_nn=True, y_range=(0, 5.5), layers=[100,50])\n", + "learn.fit_one_cycle(5, 5e-3, wd=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "@delegates(TabularModel)\n", + "class EmbeddingNN(TabularModel):\n", + " def __init__(self, emb_szs, layers, **kwargs):\n", + " super().__init__(emb_szs, layers=layers, n_cont=0, out_sz=1, **kwargs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: kwargs and delegates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research\n", + "\n", + "1. Take a look at all the differences between the `Embedding` version of `DotProductBias` and the `create_params` version, and try to understand why each of those changes is required. If you're not sure, try reverting each change, to see what happens. (NB: even the type of brackets used in `forward` has changed!)\n", + "1. Find three other areas where collaborative filtering is being used, and find out what pros and cons of this approach in those areas.\n", + "1. Complete this notebook using the full MovieLens dataset, and compare your results to online benchmarks. See if you can improve your accuracy. Look on the book website and forum for ideas. Note that there are more columns in the full dataset--see if you can use those too (the next chapter might give you ideas)\n", + "1. Create a model for MovieLens with works with CrossEntropy loss, and compare it to the model in this chapter." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/09_tabular.ipynb b/clean/09_tabular.ipynb new file mode 100644 index 000000000..4dd31ac34 --- /dev/null +++ b/clean/09_tabular.ipynb @@ -0,0 +1,8301 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *\n", + "from kaggle import api\n", + "from pandas.api.types import is_string_dtype, is_numeric_dtype, is_categorical_dtype\n", + "from fastai2.tabular.all import *\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from dtreeviz.trees import *\n", + "from IPython.display import Image, display_svg, SVG\n", + "\n", + "pd.options.display.max_rows = 20\n", + "pd.options.display.max_columns = 8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Tabular modelling deep dive" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Categorical embeddings" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Beyond deep learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Kaggle Competitions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "creds = ''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cred_path = Path('~/.kaggle/kaggle.json').expanduser()\n", + "if not cred_path.exists():\n", + " cred_path.parent.mkdir(exist_ok=True)\n", + " cred_path.write(creds)\n", + " cred_path.chmod(0o600)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Path('/home/jhoward/.fastai/archive/bluebook')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path = URLs.path('bluebook')\n", + "path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#7) [Path('TrainAndValid.csv'),Path('Machine_Appendix.csv'),Path('random_forest_benchmark_test.csv'),Path('Test.csv'),Path('median_benchmark.csv'),Path('ValidSolution.csv'),Path('Valid.csv')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if not path.exists():\n", + " path.mkdir()\n", + " api.competition_download_cli('bluebook-for-bulldozers', path=path)\n", + " file_extract(path/'bluebook-for-bulldozers.zip')\n", + "\n", + "path.ls(file_type='text')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Look at the data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(path/'TrainAndValid.csv', low_memory=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['SalesID', 'SalePrice', 'MachineID', 'ModelID', 'datasource',\n", + " 'auctioneerID', 'YearMade', 'MachineHoursCurrentMeter', 'UsageBand',\n", + " 'saledate', 'fiModelDesc', 'fiBaseModel', 'fiSecondaryDesc',\n", + " 'fiModelSeries', 'fiModelDescriptor', 'ProductSize',\n", + " 'fiProductClassDesc', 'state', 'ProductGroup', 'ProductGroupDesc',\n", + " 'Drive_System', 'Enclosure', 'Forks', 'Pad_Type', 'Ride_Control',\n", + " 'Stick', 'Transmission', 'Turbocharged', 'Blade_Extension',\n", + " 'Blade_Width', 'Enclosure_Type', 'Engine_Horsepower', 'Hydraulics',\n", + " 'Pushblock', 'Ripper', 'Scarifier', 'Tip_Control', 'Tire_Size',\n", + " 'Coupler', 'Coupler_System', 'Grouser_Tracks', 'Hydraulics_Flow',\n", + " 'Track_Type', 'Undercarriage_Pad_Width', 'Stick_Length', 'Thumb',\n", + " 'Pattern_Changer', 'Grouser_Type', 'Backhoe_Mounting', 'Blade_Type',\n", + " 'Travel_Controls', 'Differential_Type', 'Steering_Controls'],\n", + " dtype='object')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Medium', 'Small', 'Large / Medium', 'Mini', 'Large', 'Compact'], dtype=object)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['ProductSize'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sizes = 'Large','Large / Medium','Medium','Small','Mini','Compact'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['ProductSize'] = df['ProductSize'].astype('category')\n", + "df['ProductSize'].cat.set_categories(sizes, ordered=True, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dep_var = 'SalePrice'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df[dep_var] = np.log(df[dep_var])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Decision trees" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Handling dates" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = add_datepart(df, 'saledate')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_test = pd.read_csv(path/'Test.csv', low_memory=False)\n", + "df_test = add_datepart(df_test, 'saledate')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'saleYear saleMonth saleWeek saleDay saleDayofweek saleDayofyear saleIs_month_end saleIs_month_start saleIs_quarter_end saleIs_quarter_start saleIs_year_end saleIs_year_start saleElapsed'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "' '.join(o for o in df.columns if o.startswith('sale'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using TabularPandas and TabularProc" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "procs = [Categorify, FillMissing]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cond = (df.saleYear<2011) | (df.saleMonth<10)\n", + "train_idx = np.where( cond)[0]\n", + "valid_idx = np.where(~cond)[0]\n", + "\n", + "splits = (list(train_idx),list(valid_idx))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cont,cat = cont_cat_split(df, 1, dep_var=dep_var)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "to = TabularPandas(df, procs, cat, cont, y_names=dep_var, splits=splits)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(404710, 7988)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(to.train),len(to.valid)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " 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0Low521D521D#na##na##na#Wheel Loader - 110.0 to 120.0 HorsepowerAlabamaWLWheel Loader#na#EROPS w ACNone or Unspecified#na#None or Unspecified#na##na##na##na##na##na##na#2 Valve#na##na##na##na#None or UnspecifiedNone or Unspecified#na##na##na##na##na##na##na##na##na##na##na##na#StandardConventionalFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse113924699908931571213.0200468.020061146163320116363520011.097410
1Low950FII950FII#na#MediumWheel Loader - 150.0 to 175.0 HorsepowerNorth CarolinaWLWheel Loader#na#EROPS w ACNone or Unspecified#na#None or Unspecified#na##na##na##na##na##na##na#2 Valve#na##na##na##na#23.5None or Unspecified#na##na##na##na##na##na##na##na##na##na##na##na#StandardConventionalFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse1139248117657771213.019964640.0200431326486108025920010.950807
2High226226#na##na##na##na#Skid Steer Loader - 1351.0 to 1601.0 Lb Operating CapacityNew YorkSSLSkid Steer Loaders#na#OROPSNone or Unspecified#na##na##na##na##na##na##na##na##na#Auxiliary#na##na##na##na##na#None or UnspecifiedNone or UnspecifiedNone or UnspecifiedStandard#na##na##na##na##na##na##na##na##na##na##na#FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse113924943480870091213.020012838.02004292635710777536009.210340
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" + ], + "text/plain": [ + " SalesID SalePrice MachineID ModelID ... saleDay_na saleDayofweek_na \\\n", + "0 1139246 11.097410 999089 3157 ... 1 1 \n", + "1 1139248 10.950807 117657 77 ... 1 1 \n", + "2 1139249 9.210340 434808 7009 ... 1 1 \n", + "\n", + " saleDayofyear_na saleElapsed_na \n", + "0 1 1 \n", + "1 1 1 \n", + "2 1 1 \n", + "\n", + "[3 rows x 79 columns]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "to.items.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#7) ['#na#','Large','Large / Medium','Medium','Small','Mini','Compact']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "to.classes['ProductSize']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(path/'to.pkl').save(to)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the decision tree" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "to = (path/'to.pkl').load()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xs,y = to.train.xs,to.train.y\n", + "valid_xs,valid_y = to.valid.xs,to.valid.y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m = DecisionTreeRegressor(max_leaf_nodes=4)\n", + "m.fit(xs, y);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Tree\n", + "\n", + "\n", + "\n", + "0\n", + "\n", + "Coupler_System ≤ 0.5\n", + "mse = 0.48\n", + "samples = 404710\n", + "value = 10.1\n", + "\n", + "\n", + "\n", + "1\n", + "\n", + "YearMade ≤ 1991.5\n", + "mse = 0.42\n", + "samples = 360847\n", + "value = 10.21\n", + "\n", + "\n", + "\n", + "0->1\n", + "\n", + "\n", + "True\n", + "\n", + "\n", + "\n", + "2\n", + "\n", + "mse = 0.12\n", + "samples = 43863\n", + "value = 9.21\n", + "\n", + "\n", + "\n", + "0->2\n", + "\n", + "\n", + "False\n", + "\n", + "\n", + "\n", + "3\n", + "\n", + "mse = 0.37\n", + "samples = 155724\n", + "value = 9.97\n", + "\n", + "\n", + "\n", + "1->3\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "4\n", + "\n", + "ProductSize ≤ 4.5\n", + "mse = 0.37\n", + "samples = 205123\n", + "value = 10.4\n", + "\n", + "\n", + "\n", + "1->4\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "5\n", + "\n", + "mse = 0.31\n", + "samples = 182403\n", + "value = 10.5\n", + "\n", + "\n", + "\n", + "4->5\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "6\n", + "\n", + "mse = 0.17\n", + "samples = 22720\n", + "value = 9.62\n", + "\n", + "\n", + "\n", + "4->6\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" 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xs.columns, dep_var,\n", + " fontname='DejaVu Sans', scale=1.6, label_fontsize=10,\n", + " orientation='LR')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m = DecisionTreeRegressor()\n", + "m.fit(xs, y);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def r_mse(pred,y): return round(math.sqrt(((pred-y)**2).mean()), 6)\n", + "def m_rmse(m, xs, y): return r_mse(m.predict(xs), y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m_rmse(m, xs, y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.337727" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m_rmse(m, valid_xs, valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(340909, 404710)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.get_n_leaves(), len(xs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.248562, 0.32368)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = DecisionTreeRegressor(min_samples_leaf=25)\n", + "m.fit(to.train.xs, to.train.y)\n", + "m_rmse(m, xs, y), m_rmse(m, valid_xs, valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12397" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.get_n_leaves()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Categorical variables" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Random forests" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "# pip install --pre -f https://sklearn-nightly.scdn8.secure.raxcdn.com scikit-learn --U" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a random forest" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def rf(xs, y, n_estimators=40, max_samples=200_000,\n", + " max_features=0.5, min_samples_leaf=5, **kwargs):\n", + " return RandomForestRegressor(n_jobs=-1, n_estimators=n_estimators,\n", + " max_samples=max_samples, max_features=max_features,\n", + " min_samples_leaf=min_samples_leaf, oob_score=True).fit(xs, y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m = rf(xs, y);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.170896, 0.233502)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m_rmse(m, xs, y), m_rmse(m, valid_xs, valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "preds = np.stack([t.predict(valid_xs) for t in m.estimators_])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.233502" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r_mse(preds.mean(0), valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot([r_mse(preds[:i+1].mean(0), valid_y) for i in range(40)]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Out-of-bag error" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.210686" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r_mse(m.oob_prediction_, y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model interpretation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tree variance for prediction confidence" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "preds = np.stack([t.predict(valid_xs) for t in m.estimators_])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(40, 7988)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "preds_std = preds.std(0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.21529149, 0.10351274, 0.08901878, 0.28374773, 0.11977206])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds_std[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feature importance" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def rf_feat_importance(m, df):\n", + " return pd.DataFrame({'cols':df.columns, 'imp':m.feature_importances_}\n", + " ).sort_values('imp', ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "
" + ], + "text/plain": [ + " cols imp\n", + "69 YearMade 0.182890\n", + "6 ProductSize 0.127268\n", + "30 Coupler_System 0.117698\n", + "7 fiProductClassDesc 0.069939\n", + "66 ModelID 0.057263\n", + "77 saleElapsed 0.050113\n", + "32 Hydraulics_Flow 0.047091\n", + "3 fiSecondaryDesc 0.041225\n", + "31 Grouser_Tracks 0.031988\n", + "1 fiModelDesc 0.031838" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fi = rf_feat_importance(m, xs)\n", + "fi[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_fi(fi):\n", + " return fi.plot('cols', 'imp', 'barh', figsize=(12,7), legend=False)\n", + "\n", + "plot_fi(fi[:30]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Removing low-importance variables" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "21" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "to_keep = fi[fi.imp>0.005].cols\n", + "len(to_keep)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xs_imp = xs[to_keep]\n", + "valid_xs_imp = valid_xs[to_keep]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m = rf(xs_imp, y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.181208, 0.232323)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m_rmse(m, xs_imp, y), m_rmse(m, valid_xs_imp, valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(78, 21)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(xs.columns), len(xs_imp.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_fi(rf_feat_importance(m, xs_imp));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Removing redundant features" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cluster_columns(xs_imp)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_oob(df):\n", + " m = RandomForestRegressor(n_estimators=40, min_samples_leaf=15,\n", + " max_samples=50000, max_features=0.5, n_jobs=-1, oob_score=True)\n", + " m.fit(df, y)\n", + " return m.oob_score_" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8771039618198545" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_oob(xs_imp)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'saleYear': 0.8759666979317242,\n", + " 'saleElapsed': 0.8728423449081594,\n", + " 'ProductGroupDesc': 0.877877012281002,\n", + " 'ProductGroup': 0.8772503407182847,\n", + " 'fiModelDesc': 0.8756415073829513,\n", + " 'fiBaseModel': 0.8765165299438019,\n", + " 'Hydraulics_Flow': 0.8778545895742573,\n", + " 'Grouser_Tracks': 0.8773718142788077,\n", + " 'Coupler_System': 0.8778016988955392}" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "{c:get_oob(xs_imp.drop(c, axis=1)) for c in (\n", + " 'saleYear', 'saleElapsed', 'ProductGroupDesc','ProductGroup',\n", + " 'fiModelDesc', 'fiBaseModel',\n", + " 'Hydraulics_Flow','Grouser_Tracks', 'Coupler_System')}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8739605718147015" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "to_drop = ['saleYear', 'ProductGroupDesc', 'fiBaseModel', 'Grouser_Tracks']\n", + "get_oob(xs_imp.drop(to_drop, axis=1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xs_final = xs_imp.drop(to_drop, axis=1)\n", + "valid_xs_final = valid_xs_imp.drop(to_drop, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(path/'xs_final.pkl').save(xs_final)\n", + "(path/'valid_xs_final.pkl').save(valid_xs_final)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xs_final = (path/'xs_final.pkl').load()\n", + "valid_xs_final = (path/'valid_xs_final.pkl').load()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.183263, 0.233846)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = rf(xs_final, y)\n", + "m_rmse(m, xs_final, y), m_rmse(m, valid_xs_final, valid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Partial dependence" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "p = valid_xs_final['ProductSize'].value_counts(sort=False).plot.barh()\n", + "c = to.classes['ProductSize']\n", + "plt.yticks(range(len(c)), c);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = valid_xs_final['YearMade'].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.inspection import plot_partial_dependence\n", + "\n", + "fig,ax = plt.subplots(figsize=(12, 4))\n", + "plot_partial_dependence(m, valid_xs_final, ['YearMade','ProductSize'],\n", + " grid_resolution=20, ax=ax);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data leakage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tree interpreter" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "import warnings\n", + "warnings.simplefilter('ignore', FutureWarning)\n", + "\n", + "from treeinterpreter import treeinterpreter\n", + "from waterfall_chart import plot as waterfall" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "row = valid_xs_final.iloc[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "prediction,bias,contributions = treeinterpreter.predict(m, row.values)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([9.98234598]), 10.104309759725059, -0.12196378442186026)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "prediction[0], bias[0], contributions[0].sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "waterfall(valid_xs_final.columns, contributions[0], threshold=0.08, \n", + " rotation_value=45,formatting='{:,.3f}');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extrapolation and neural networks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The extrapolation problem" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "np.random.seed(42)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_lin = torch.linspace(0,20, steps=40)\n", + "y_lin = x_lin + torch.randn_like(x_lin)\n", + "plt.scatter(x_lin, y_lin);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([40]), torch.Size([40, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xs_lin = x_lin.unsqueeze(1)\n", + "x_lin.shape,xs_lin.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([40, 1])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_lin[:,None].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m_lin = RandomForestRegressor().fit(xs_lin[:30],y_lin[:30])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x_lin, y_lin, 20)\n", + "plt.scatter(x_lin, m_lin.predict(xs_lin), color='red', alpha=0.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Finding out of domain data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
colsimp
5saleElapsed0.859446
9SalesID0.119325
13MachineID0.014259
0YearMade0.001793
8fiModelDesc0.001740
11Enclosure0.000657
\n", + "
" + ], + "text/plain": [ + " cols imp\n", + "5 saleElapsed 0.859446\n", + "9 SalesID 0.119325\n", + "13 MachineID 0.014259\n", + "0 YearMade 0.001793\n", + "8 fiModelDesc 0.001740\n", + "11 Enclosure 0.000657" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dom = pd.concat([xs_final, valid_xs_final])\n", + "is_valid = np.array([0]*len(xs_final) + [1]*len(valid_xs_final))\n", + "\n", + "m = rf(df_dom, is_valid)\n", + "rf_feat_importance(m, df_dom)[:6]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "orig 0.232795\n", + "SalesID 0.23109\n", + "saleElapsed 0.236221\n", + "MachineID 0.233492\n" + ] + } + ], + "source": [ + "m = rf(xs_final, y)\n", + "print('orig', m_rmse(m, valid_xs_final, valid_y))\n", + "\n", + "for c in ('SalesID','saleElapsed','MachineID'):\n", + " m = rf(xs_final.drop(c,axis=1), y)\n", + " print(c, m_rmse(m, valid_xs_final.drop(c,axis=1), valid_y))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.231307" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "time_vars = ['SalesID','MachineID']\n", + "xs_final_time = xs_final.drop(time_vars, axis=1)\n", + "valid_xs_time = valid_xs_final.drop(time_vars, axis=1)\n", + "\n", + "m = rf(xs_final_time, y)\n", + "m_rmse(m, valid_xs_time, valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qtRr1er3MLnVEo9GodH39bCa1GFsx1d2N6aHa/BN7/8pyHTJV1qEbn0UzurspIl4HnpD068DlQAMYaJltANifYs3xQy0x2sxt3a5xYBxgeHg4RkZGZrJbbanX61S5vn42k1qcyP/SHlsxxW1P+8ZB1yFTZR12rRvp+DJn+z2JOWTXJCaAlc2JkhY0p0fEJPB8Pp5eT6TX7eSamVkFpm0Skt4qaa2khZJOlvRe4CPAnwEPAmdKWiNpHnAdsD0idqT0e4BrJZ2WLkhfBmxKsXZyzcysAmWOJILs1NJzwCTwu8BvRsTDEbEXWEN2AXsSOBtYm8u9HtgJ7AYeB26NiC0A7eSamVk1pj1Rlj7Mzz1G/FFgeUHsMHBpGjqaa2Zm3effbjIzs0JuEmZmVshNwszMCrlJmJlZITcJMzMr5CZhZmaF3CTMzKyQm4SZmRVykzAzs0JuEmZmVshNwszMCrlJmJlZITcJMzMr5CZhZmaF3CTMzKxQmSfTzZV0p6TdkvZLekrS+3Lx8yXtkHRQ0mOSlrbk3iXpFUl7JF3VsuxZ55qZWfeVOZKYA/w92YOH/imwAfgjSYOSlgCb07TFwFbg/lzuRmAZsBQ4D7ha0oUA7eSamVk1yjyZ7gDZB3bTH0v6AfBO4M3AREQ8ACBpI/CSpOXpWdWXAB+PiElgUtIdwHpgC3BRG7lmZlaBaZtEK0k14O3ABNmzr7c1YxFxQNJOYEjSC8Dp+Xh6vTq9Hmojt3WbRoFRgFqtRr1en+luzVqj0ah0ff1sJrUYWzHV3Y3podr8E3v/ynIdMlXWoRufRTNqEpJOAe4F7o6IHZIWAntbZtsHLAIW5sZbY6T4bHOPEBHjwDjA8PBwjIyMlNyj9tXrdapcXz+bSS3WX/NIdzemh8ZWTHHb0zP+99cJx3XIVFmHXetGOr7M0nc3SToJ+DLwGnBlmtwABlpmHQD2pxgt8Was3VwzM6tAqSYhScCdQA1YExE/SaEJYGVuvgXAGWTXGiaB5/Px9HqiA7lmZlaBskcSXwB+EfhgRLyam/4gcKakNZLmAdcB29OFZ4B7gGslnSZpOXAZsKkDuWZmVoEy35NYCnwSWAXskdRIw7qI2AusAW4CJoGzgbW59OuBncBu4HHg1ojYAtBOrpmZVaPMLbC7AR0j/iiwvCB2GLg0DR3NNTOz7vPPcpiZWSE3CTMzK+SbmN/gBjv4fYWxFVMn9PcfzN6IfCRhZmaF3CTMzKyQm4SZmRVykzAzs0K+cJ0zm4u4nbpYu+uWD7S9DDOzTvORhJmZFXKTMDOzQm4SZmZWyE3CzMwKuUmYmVkhNwkzMyvkW2D7RCd/Q8nMrFPKPr70SklbJR2WtKkldr6kHZIOSnosPaSoGZsr6S5Jr0jaI+mqTuWamVn3lT3d9A/AZ4G78hMlLQE2AxuAxcBW4P7cLBuBZcBS4DzgakkXtptrZmbVKNUkImJzRDwEvNwSugiYiIgHIuIQ2Qf7yvRMaoBLgBsjYjIingHuANZ3INfMzCrQ7jWJIWBbcyQiDkjaCQxJegE4PR9Pr1d3IPcIkkaBUYBarUa9Xp/VzoytmJpxTm3+7PJORK5FxnXIuA6ZKusw28++Y2m3SSwE9rZM2wcsSrHmeGus3dwjRMQ4MA4wPDwcIyMjpXcgbza/wTS2Yorbnvb1f3AtmlyHjOuQqbIOu9aNdHyZ7d4C2wAGWqYNAPtTjJZ4M9ZurpmZVaDdJjEBrGyOSFoAnEF2rWESeD4fT68nOpBrZmYVKHsL7BxJ84CTgZMlzZM0B3gQOFPSmhS/DtgeETtS6j3AtZJOSxekLwM2pVg7uWZmVoGyRxLXAq8C1wC/nl5fGxF7gTXATcAkcDawNpd3PbAT2A08DtwaEVsA2sk1M7NqlLqaEhEbyW5RPVrsUWB5QewwcGkaOpprZmbd599uMjOzQm4SZmZWyE3CzMwKuUmYmVkhNwkzMyvkJmFmZoXcJMzMrJCbhJmZFXKTMDOzQm4SZmZWyE3CzMwKuUmYmVkhNwkzMyvkJmFmZoXcJMzMrFBfNwlJiyU9KOmApN2SLu71NpmZvZGUeuhQD90OvAbUgFXAI5K2RYSfdW1mVoG+PZKQtIDs8aYbIqIREU8AXwM+2tstMzN741BE9HobjkrSO4DvRMT83LTfBs6NiA+2zDsKjKbRXwC+V9mGwhLgpQrX189ci4zrkHEdMsdLHZZGxFtaJ/bz6aaFwL6WafuARa0zRsQ4MF7FRrWStDUihnux7n7jWmRch4zrkDne69C3p5uABjDQMm0A2N+DbTEze0Pq5ybxLDBH0rLctJWAL1qbmVWkb5tERBwANgM3SFog6d3Ah4Av93bL/pGenObqU65FxnXIuA6Z47oOfXvhGrLvSQB3Ab8CvAxcExH39XarzMzeOPq6SZiZWW/17ekmMzPrPTcJMzMr5CaRI+lKSVslHZa0qSX2CUnfl9SQtEXS6bnYqZLulvRiGja25A5KekzSQUk7JF1QzR7NThfrsEvSqym3IelPqtmj2ZE0V9Kd6XfD9kt6StL7cvHz09/zYPr7Lm3JvUvSK5L2SLqqZdmFuf2mW3VI/19E7v3QkLSh6v0rq806fFjSd1KsfpRlr5L0ZIo/KWlVRbs1vYjwkAbgImA18AVgU276ucCLwBDwphR/PBf/EvAA8E+AQWAn8PFc/M+B3wPmk/3UyI+Bt/R6f3tQh13ABb3evxnUYQGwMe3LScCvkn1PZ5DsW7T7gH8HzANuBb6by70Z+DZwGvCLwB7gwhQ7Zm6/DV2swyAQwJxe72MFdbgA+DBwHVBvWe6bgN3AbwFzgc+k8Tf1ep8jwk2i4M3w2ZYPx98Fbs+Nn57e3Gek8ZeAd+Xi/xH4dnr9duAwsCgX/zbwqV7vZ5V1SOO7OI6aREFNtpM1+lGyn41pTl8AvAosT+M/BN6Ti98I/GF6fczc42HoUB2OqybRTh1y0z9xlCbxnlQn5ab9HamZ9nrw6aZylIb8OMCZR5nWfN2MDQF/GxH5b4pvS9OPN+3UoeleSXsl/YmklV3Yxq6RVCNr+hNkf79tzVhk3+vZCQxJOo2sgW7Lpef/5oW53dz+TulgHZp2S3pO0pckLenqxndQ2TqUWNQQsD1Sd0i2l8ztOjeJcr4BfFjSWZLmkx0yBtlpFYAtwDWSFkn6eeDSXKz0b1AdB9qpA8A6sn89LgUeA74p6dSqNr4dkk4B7gXujogdHPvvujA33hpjmty+1uE6vAS8i+z98M40/d7ubHlnzbAO0+nr94ObRAkR8afA9cD/IjtXuIvsXORzaZbPkB1a/g3wMPDVXOyE+Q2qNutARPzviHg1Ig5GxM1k12bOqWwHZknSSWTf9H8NuDJNPtbftZEbb41Nl9u3Ol2HyB4BsDUipiLihbTM90hqXV5fmUUdptPX7wc3iZIi4vaIWBYRbyX7kJwD/HWK/Sgi1kXEz0TEEFld/29KnQDeJin/r4Lj9jeo2qjDURfHkaen+o4kAXeSPfhqTUT8JIUmyP6OzfkWAGcAExExCTyfj3Pk37wwt0u70bYu1aFV83RL374nZlOHEoudAM5Ky246q2Ru9/X6okg/DWQfePPI7sj4cnrdnHYm2Zv354A68F9yeWcAbwZOBt5Hdhg9lIt/l+yi7zzg39L/dzd1vA5p/neT3ckxD/gdYC/w5l7v7zS1+J/p77ewZfpbyE4JrEn78zmOvJvlFuBxsrt6lpN9WF5YJrcfhy7V4Wyy57+clN439wOP9Xpfu1SHk9P0TwHfSq9PSbHm3U3/nuzupivx3U39OZDd3hYtw0bgVLILSQfIbuG7GTg5l/dh4B+Ag8BfAe9tWe5g+kB9leyBSH19h0836kC6OJdyXwb+FBju9b5OU4elad8PkZ0SaA7rUvwCYEf6u9aBwVzuXLLfHXsFeAG4qmXZhbn9NnSrDsBHgB+k98TzwD3Az/R6f7tUh/VH+X9qUy7+DuDJlPuXwDt6vb/Nwb/dZGZmhXxNwszMCrlJmJlZITcJMzMr5CZhZmaF3CTMzKyQm4SZmRVykzAzs0JuEmZmVuj/A4k3h7pF3zeIAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "xs['saleYear'].hist();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "filt = xs['saleYear']>2004\n", + "xs_filt = xs_final_time[filt]\n", + "y_filt = y[filt]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.17768, 0.230631)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = rf(xs_filt, y_filt)\n", + "m_rmse(m, xs_filt, y_filt), m_rmse(m, valid_xs_time, valid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using a neural network" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_nn = pd.read_csv(path/'TrainAndValid.csv', low_memory=False)\n", + "df_nn['ProductSize'] = df_nn['ProductSize'].astype('category')\n", + "df_nn['ProductSize'].cat.set_categories(sizes, ordered=True, inplace=True)\n", + "df_nn[dep_var] = np.log(df_nn[dep_var])\n", + "df_nn = add_datepart(df_nn, 'saledate')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_nn_final = df_nn[list(xs_final_time.columns) + [dep_var]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cont_nn,cat_nn = cont_cat_split(df_nn_final, max_card=9000, dep_var=dep_var)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cont_nn.append('saleElapsed')\n", + "cat_nn.remove('saleElapsed')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "YearMade 73\n", + "ProductSize 6\n", + "Coupler_System 2\n", + "fiProductClassDesc 74\n", + "ModelID 5281\n", + "Hydraulics_Flow 3\n", + "fiSecondaryDesc 177\n", + "fiModelDesc 5059\n", + "ProductGroup 6\n", + "Enclosure 6\n", + "fiModelDescriptor 140\n", + "Drive_System 4\n", + "Hydraulics 12\n", + "Tire_Size 17\n", + "dtype: int64" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_nn_final[cat_nn].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.176706, 0.230642)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xs_filt2 = xs_filt.drop('fiModelDescriptor', axis=1)\n", + "valid_xs_time2 = valid_xs_time.drop('fiModelDescriptor', axis=1)\n", + "m2 = rf(xs_filt2, y_filt)\n", + "m_rmse(m, xs_filt2, y_filt), m_rmse(m2, valid_xs_time2, valid_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cat_nn.remove('fiModelDescriptor')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "procs_nn = [Categorify, FillMissing, Normalize]\n", + "to_nn = TabularPandas(df_nn_final, procs_nn, cat_nn, cont_nn,\n", + " splits=splits, y_names=dep_var)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = to_nn.dataloaders(1024)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8.465899897028686, 11.863582336583399)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y = to_nn.train.y\n", + "y.min(),y.max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.tabular.all import *" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = tabular_learner(dls, y_range=(8,12), layers=[500,250],\n", + " n_out=1, loss_func=F.mse_loss)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(0.005754399299621582, 0.0002754228771664202)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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epochtrain_lossvalid_losstime
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(5, 1e-2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "0.2258" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds,targs = learn.get_preds()\n", + "r_mse(preds,targs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn.save('nn')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### fastai's Tabular classes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Ensembling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rf_preds = m.predict(valid_xs_time)\n", + "ens_preds = (to_np(preds.squeeze()) + rf_preds) /2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.22291" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r_mse(ens_preds,valid_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Boosting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combining embeddings with other methods" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion: our advice for tabular modeling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/clean/10_nlp.ipynb b/clean/10_nlp.ipynb new file mode 100644 index 000000000..8250c102c --- /dev/null +++ b/clean/10_nlp.ipynb @@ -0,0 +1,1531 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *\n", + "from IPython.display import display,HTML" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# NLP deep dive: RNNs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Text preprocessing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tokenization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Word tokenization with fastai" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.text.all import *\n", + "path = untar_data(URLs.IMDB)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "files = get_text_files(path, folders = ['train', 'test', 'unsup'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'This movie, which I just discovered at the video store, has apparently sit '" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "txt = files[0].open().read(); txt[:75]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(#201) ['This','movie',',','which','I','just','discovered','at','the','video','store',',','has','apparently','sit','around','for','a','couple','of','years','without','a','distributor','.','It',\"'s\",'easy','to','see'...]\n" + ] + } + ], + "source": [ + "spacy = WordTokenizer()\n", + "toks = first(spacy([txt]))\n", + "print(coll_repr(toks, 30))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#9) ['The','U.S.','dollar','$','1','is','$','1.00','.']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "first(spacy(['The U.S. dollar $1 is $1.00.']))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at','the','video','store',',','has','apparently','sit','around','for','a','couple','of','years','without','a','distributor','.','xxmaj','it',\"'s\",'easy'...]\n" + ] + } + ], + "source": [ + "tkn = Tokenizer(spacy)\n", + "print(coll_repr(tkn(txt), 31))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "defaults.text_proc_rules" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"(#11) ['xxbos','©','xxmaj','fast.ai','xxrep','3','w','.fast.ai','/','xxup','index'...]\"" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coll_repr(tkn('© Fast.ai www.fast.ai/INDEX'), 31)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Subword tokenization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "txts = L(o.open().read() for o in files[:2000])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def subword(sz):\n", + " sp = SubwordTokenizer(vocab_sz=sz)\n", + " sp.setup(txts)\n", + " return ' '.join(first(sp([txt]))[:40])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'▁This ▁movie , ▁which ▁I ▁just ▁dis c over ed ▁at ▁the ▁video ▁st or e , ▁has ▁a p par ent ly ▁s it ▁around ▁for ▁a ▁couple ▁of ▁years ▁without ▁a ▁dis t ri but or . ▁It'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subword(1000)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'▁ T h i s ▁movie , ▁w h i ch ▁I ▁ j us t ▁ d i s c o ver ed ▁a t ▁the ▁ v id e o ▁ st or e , ▁h a s'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subword(200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "\"▁This ▁movie , ▁which ▁I ▁just ▁discover ed ▁at ▁the ▁video ▁store , ▁has ▁apparently ▁sit ▁around ▁for ▁a ▁couple ▁of ▁years ▁without ▁a ▁distributor . ▁It ' s ▁easy ▁to ▁see ▁why . ▁The ▁story ▁of ▁two ▁friends ▁living\"" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subword(10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Numericalization with fastai" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at','the','video','store',',','has','apparently','sit','around','for','a','couple','of','years','without','a','distributor','.','xxmaj','it',\"'s\",'easy'...]\n" + ] + } + ], + "source": [ + "toks = tkn(txt)\n", + "print(coll_repr(tkn(txt), 31))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at'...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "toks200 = txts[:200].map(tkn)\n", + "toks200[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"(#2000) ['xxunk','xxpad','xxbos','xxeos','xxfld','xxrep','xxwrep','xxup','xxmaj','the','.',',','a','and','of','to','is','in','i','it'...]\"" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num = Numericalize()\n", + "num.setup(toks200)\n", + "coll_repr(num.vocab,20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 2, 8, 21, 28, 11, 90, 18, 59, 0, 45, 9, 351, 499, 11, 72, 533, 584, 146, 29, 12])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nums = num(toks)[:20]; nums" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'xxbos xxmaj this movie , which i just xxunk at the video store , has apparently sit around for a'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "' '.join(num.vocab[o] for o in nums)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Putting our texts into batches for a language model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + 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xxbosxxmajinthischapter,wewillgobackovertheexampleofclassifying
moviereviewswestudiedinchapter1anddigdeeperunderthesurface.xxmaj
firstwewilllookattheprocessingstepsnecessarytoconverttextintonumbersand
howtocustomizeit.xxmajbydoingthis,we'llhaveanotherexample
ofthepreprocessorusedinthedatablockxxupapi.\\nxxmajthenwe
willstudyhowwebuildalanguagemodelandtrainitforawhile.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#hide\n", + "stream = \"In this chapter, we will go back over the example of classifying movie reviews we studied in chapter 1 and dig deeper under the surface. First we will look at the processing steps necessary to convert text into numbers and how to customize it. By doing this, we'll have another example of the PreProcessor used in the data block API.\\nThen we will study how we build a language model and train it for a while.\"\n", + "tokens = tkn(stream)\n", + "bs,seq_len = 6,15\n", + "d_tokens = np.array([tokens[i*seq_len:(i+1)*seq_len] for i in range(bs)])\n", + "df = pd.DataFrame(d_tokens)\n", + "display(HTML(df.to_html(index=False,header=None)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
xxbosxxmajinthischapter
moviereviewswestudiedin
firstwewilllookat
howtocustomizeit.
ofthepreprocessorusedin
willstudyhowwebuild
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bs,seq_len = 6,5\n", + "d_tokens = np.array([tokens[i*15:i*15+seq_len] for i in range(bs)])\n", + "df = pd.DataFrame(d_tokens)\n", + "display(HTML(df.to_html(index=False,header=None)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
,wewillgoback
chapter1anddigdeeper
theprocessingstepsnecessaryto
xxmajbydoingthis,
thedatablockxxupapi
alanguagemodelandtrain
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bs,seq_len = 6,5\n", + "d_tokens = np.array([tokens[i*15+seq_len:i*15+2*seq_len] for i in range(bs)])\n", + "df = pd.DataFrame(d_tokens)\n", + "display(HTML(df.to_html(index=False,header=None)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
overtheexampleofclassifying
underthesurface.xxmaj
converttextintonumbersand
we'llhaveanotherexample
.\\nxxmajthenwe
itforawhile.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bs,seq_len = 6,5\n", + "d_tokens = np.array([tokens[i*15+10:i*15+15] for i in range(bs)])\n", + "df = pd.DataFrame(d_tokens)\n", + "display(HTML(df.to_html(index=False,header=None)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "nums200 = toks200.map(num)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dl = LMDataLoader(nums200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([64, 72]), torch.Size([64, 72]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y = first(dl)\n", + "x.shape,y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'xxbos xxmaj this movie , which i just xxunk at the video store , has apparently sit around for a'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "' '.join(num.vocab[o] for o in x[0][:20])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'xxmaj this movie , which i just xxunk at the video store , has apparently sit around for a couple'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "' '.join(num.vocab[o] for o in y[0][:20])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training a text classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Language model using DataBlock" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_imdb = partial(get_text_files, folders=['train', 'test', 'unsup'])\n", + "\n", + "dls_lm = DataBlock(\n", + " blocks=TextBlock.from_folder(path, is_lm=True),\n", + " get_items=get_imdb, splitter=RandomSplitter(0.1)\n", + ").dataloaders(path, path=path, bs=128, seq_len=80)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
texttext_
0xxbos xxmaj it 's awesome ! xxmaj in xxmaj story xxmaj mode , your going from punk to pro . xxmaj you have to complete goals that involve skating , driving , and walking . xxmaj you create your own skater and give it a name , and you can make it look stupid or realistic . xxmaj you are with your friend xxmaj eric throughout the game until he betrays you and gets you kicked off of the skateboardxxmaj it 's awesome ! xxmaj in xxmaj story xxmaj mode , your going from punk to pro . xxmaj you have to complete goals that involve skating , driving , and walking . xxmaj you create your own skater and give it a name , and you can make it look stupid or realistic . xxmaj you are with your friend xxmaj eric throughout the game until he betrays you and gets you kicked off of the skateboard xxunk
1what xxmaj i 've read , xxmaj death xxmaj bed is based on an actual dream , xxmaj george xxmaj barry , the director , successfully transferred dream to film , only a genius could accomplish such a task . \\n\\n xxmaj old mansions make for good quality horror , as do portraits , not sure what to make of the killer bed with its killer yellow liquid , quite a bizarre dream , indeed . xxmaj also , thisxxmaj i 've read , xxmaj death xxmaj bed is based on an actual dream , xxmaj george xxmaj barry , the director , successfully transferred dream to film , only a genius could accomplish such a task . \\n\\n xxmaj old mansions make for good quality horror , as do portraits , not sure what to make of the killer bed with its killer yellow liquid , quite a bizarre dream , indeed . xxmaj also , this is
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dls_lm.show_batch(max_n=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fine tuning the language model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = language_model_learner(\n", + " dls_lm, AWD_LSTM, drop_mult=0.3, \n", + " metrics=[accuracy, Perplexity()]).to_fp16()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracyperplexitytime
04.1200483.9127880.29956550.03824611:39
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(1, 2e-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saving and loading models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn.save('1epoch')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = learn.load('1epoch')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracyperplexitytime
03.8934863.7728200.31710443.50254812:37
13.8204793.7171970.32379041.14888012:30
23.7356223.6597600.33032138.85199712:09
33.6770863.6247940.33396037.51698712:12
43.6366463.6013000.33701736.64585912:05
53.5536363.5842410.33935536.02600112:04
63.5076343.5718920.34135335.58386212:08
73.4441013.5659880.34219435.37437112:08
83.3985973.5662830.34264735.38481512:11
93.3755633.5681660.34252835.45150012:05
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.unfreeze()\n", + "learn.fit_one_cycle(10, 2e-3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn.save_encoder('finetuned')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Text generation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "TEXT = \"I liked this movie because\"\n", + "N_WORDS = 40\n", + "N_SENTENCES = 2\n", + "preds = [learn.predict(TEXT, N_WORDS, temperature=0.75) \n", + " for _ in range(N_SENTENCES)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i liked this movie because of its story and characters . The story line was very strong , very good for a sci - fi film . The main character , Alucard , was very well developed and brought the whole story\n", + "i liked this movie because i like the idea of the premise of the movie , the ( very ) convenient virus ( which , when you have to kill a few people , the \" evil \" machine has to be used to protect\n" + ] + } + ], + "source": [ + "print(\"\\n\".join(preds))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the classifier DataLoaders" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls_clas = DataBlock(\n", + " blocks=(TextBlock.from_folder(path, vocab=dls_lm.vocab),CategoryBlock),\n", + " get_y = parent_label,\n", + " get_items=partial(get_text_files, folders=['train', 'test']),\n", + " splitter=GrandparentSplitter(valid_name='test')\n", + ").dataloaders(path, path=path, bs=128, seq_len=72)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
textcategory
0xxbos i rate this movie with 3 skulls , only coz the girls knew how to scream , this could 've been a better movie , if actors were better , the twins were xxup ok , i believed they were evil , but the eldest and youngest brother , they sucked really bad , it seemed like they were reading the scripts instead of acting them … . spoiler : if they 're vampire 's why do they freeze the blood ? vampires ca n't drink frozen blood , the sister in the movie says let 's drink her while she is alive … .but then when they 're moving to another house , they take on a cooler they 're frozen blood . end of spoiler \\n\\n it was a huge waste of time , and that made me mad coz i read all the reviews of howneg
1xxbos i have read all of the xxmaj love xxmaj come xxmaj softly books . xxmaj knowing full well that movies can not use all aspects of the book , but generally they at least have the main point of the book . i was highly disappointed in this movie . xxmaj the only thing that they have in this movie that is in the book is that xxmaj missy 's father comes to xxunk in the book both parents come ) . xxmaj that is all . xxmaj the story line was so twisted and far fetch and yes , sad , from the book , that i just could n't enjoy it . xxmaj even if i did n't read the book it was too sad . i do know that xxmaj pioneer life was rough , but the whole movie was a downer . xxmaj the ratingneg
2xxbos xxmaj this , for lack of a better term , movie is lousy . xxmaj where do i start … … \\n\\n xxmaj cinemaphotography - xxmaj this was , perhaps , the worst xxmaj i 've seen this year . xxmaj it looked like the camera was being tossed from camera man to camera man . xxmaj maybe they only had one camera . xxmaj it gives you the sensation of being a volleyball . \\n\\n xxmaj there are a bunch of scenes , haphazardly , thrown in with no continuity at all . xxmaj when they did the ' split screen ' , it was absurd . xxmaj everything was squished flat , it looked ridiculous . \\n\\n xxmaj the color tones were way off . xxmaj these people need to learn how to balance a camera . xxmaj this ' movie ' is poorly made , andneg
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dls_clas.show_batch(max_n=3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "nums_samp = toks200[:10].map(num)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#10) [228,238,121,290,196,194,533,124,581,155]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nums_samp.map(len)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = text_classifier_learner(dls_clas, AWD_LSTM, drop_mult=0.5, \n", + " metrics=accuracy).to_fp16()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = learn.load_encoder('finetuned')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fine tuning the classifier" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.3474270.1844800.92932000:33
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epochtrain_lossvalid_lossaccuracytime
00.2477630.1716830.93464000:37
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.freeze_to(-2)\n", + "learn.fit_one_cycle(1, slice(1e-2/(2.6**4),1e-2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.1933770.1566960.94120000:45
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.freeze_to(-3)\n", + "learn.fit_one_cycle(1, slice(5e-3/(2.6**4),5e-3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.1728880.1537700.94312001:01
10.1614920.1555670.94264000:57
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.unfreeze()\n", + "learn.fit_one_cycle(2, slice(1e-3/(2.6**4),1e-3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Disinformation and language models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/11_midlevel_data.ipynb b/clean/11_midlevel_data.ipynb new file mode 100644 index 000000000..9e6e6861c --- /dev/null +++ b/clean/11_midlevel_data.ipynb @@ -0,0 +1,840 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *\n", + "from IPython.display import display,HTML" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data munging with fastai's mid-level API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Going deeper into fastai's layered API" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.text.all import *\n", + "\n", + "dls = TextDataLoaders.from_folder(untar_data(URLs.IMDB), valid='test')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.IMDB)\n", + "dls = DataBlock(\n", + " blocks=(TextBlock.from_folder(path),CategoryBlock),\n", + " get_y = parent_label,\n", + " get_items=partial(get_text_files, folders=['train', 'test']),\n", + " splitter=GrandparentSplitter(valid_name='test')\n", + ").dataloaders(path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Transforms" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "files = get_text_files(path, folders = ['train', 'test'])\n", + "txts = L(o.open().read() for o in files[:2000])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#228) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at'...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tok = Tokenizer.from_folder(path)\n", + "tok.setup(txts)\n", + "toks = txts.map(tok)\n", + "toks[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 2, 8, 20, 27, 11, 88, 18, 53, 3286, 45])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num = Numericalize()\n", + "num.setup(toks)\n", + "nums = toks.map(num)\n", + "nums[0][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 2, 8, 20, 27, 11, 88, 18, 53, 3286, 45])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num = Numericalize()\n", + "num.setup(toks)\n", + "nums = toks.map(num)\n", + "nums[0][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#10) ['xxbos','xxmaj','this','movie',',','which','i','just','discovered','at']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nums_dec = num.decode(nums[0][:10]); nums_dec" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'xxbos xxmaj this movie , which i just discovered at'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tok.decode(nums_dec)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((#374) ['xxbos','xxmaj','well',',','\"','cube','\"','(','1997',')'...],\n", + " (#207) ['xxbos','xxmaj','conrad','xxmaj','hall','went','out','with','a','bang'...])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tok((txts[0], txts[1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Writing your own Transform" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def f(x): return x+1\n", + "tfm = Transform(f)\n", + "tfm(2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class NormalizeMean(Transform):\n", + " def setups(self, items): self.mean = sum(items)/len(items)\n", + " def encodes(self, x): return x-self.mean\n", + " def decodes(self, x): return x+self.mean" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3.0, 5.0, 2.0)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfm = NormalizeMean()\n", + "tfm.setup([1,2,3,4,5])\n", + "start = 2\n", + "y = tfm(start)\n", + "z = tfm.decode(y)\n", + "tfm.mean,y,z" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 2, 8, 76, 10, 23, 3112, 23, 34, 3113, 33, 10, 8, 4477, 22, 88, 32, 10, 27, 42, 14])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfms = Pipeline([tok, num])\n", + "t = tfms(txts[0]); t[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'xxbos xxmaj well , \" cube \" ( 1997 ) , xxmaj vincenzo \\'s first movie , was one of the most interesti'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfms.decode(t)[:100]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TfmdLists and Datasets: Transformed collections" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### TfmdLists" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tls = TfmdLists(files, [Tokenizer.from_folder(path), Numericalize])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 2, 8, 91, 11, 22, 5793, 22, 37, 4910, 34, 11, 8, 13042, 23, 107, 30, 11, 25, 44, 14])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = tls[0]; t[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'xxbos xxmaj well , \" cube \" ( 1997 ) , xxmaj vincenzo \\'s first movie , was one of the most interesti'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tls.decode(t)[:100]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xxbos xxmaj well , \" cube \" ( 1997 ) , xxmaj vincenzo 's first movie , was one of the most interesting and tricky ideas that xxmaj i 've ever seen when talking about movies . xxmaj they had just one scenery , a bunch of actors and a plot . xxmaj so , what made it so special were all the effective direction , great dialogs and a bizarre condition that characters had to deal like rats in a labyrinth . xxmaj his second movie , \" cypher \" ( 2002 ) , was all about its story , but it was n't so good as \" cube \" but here are the characters being tested like rats again . \n", + "\n", + " \" nothing \" is something very interesting and gets xxmaj vincenzo coming back to his ' cube days ' , locking the characters once again in a very different space with no time once more playing with the characters like playing with rats in an experience room . xxmaj but instead of a thriller sci - fi ( even some of the promotional teasers and trailers erroneous seemed like that ) , \" nothing \" is a loose and light comedy that for sure can be called a modern satire about our society and also about the intolerant world we 're living . xxmaj once again xxmaj xxunk amaze us with a great idea into a so small kind of thing . 2 actors and a blinding white scenario , that 's all you got most part of time and you do n't need more than that . xxmaj while \" cube \" is a claustrophobic experience and \" cypher \" confusing , \" nothing \" is completely the opposite but at the same time also desperate . \n", + "\n", + " xxmaj this movie proves once again that a smart idea means much more than just a millionaire budget . xxmaj of course that the movie fails sometimes , but its prime idea means a lot and offsets any flaws . xxmaj there 's nothing more to be said about this movie because everything is a brilliant surprise and a totally different experience that i had in movies since \" cube \" .\n" + ] + } + ], + "source": [ + "tls.show(t)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cut = int(len(files)*0.8)\n", + "splits = [list(range(cut)), list(range(cut,len(files)))]\n", + "tls = TfmdLists(files, [Tokenizer.from_folder(path), Numericalize], \n", + " splits=splits)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 2, 8, 20, 30, 87, 510, 1570, 12, 408, 379, 4196, 10, 8, 20, 30, 16, 13, 12216, 202, 509])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tls.valid[0][:20]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#50000) ['pos','pos','pos','pos','pos','pos','pos','pos','pos','pos'...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lbls = files.map(parent_label)\n", + "lbls" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((#2) ['neg','pos'], TensorCategory(1))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat = Categorize()\n", + "cat.setup(lbls)\n", + "cat.vocab, cat(lbls[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorCategory(1)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tls_y = TfmdLists(files, [parent_label, Categorize()])\n", + "tls_y[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Datasets" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x_tfms = [Tokenizer.from_folder(path), Numericalize]\n", + "y_tfms = [parent_label, Categorize()]\n", + "dsets = Datasets(files, [x_tfms, y_tfms])\n", + "x,y = dsets[0]\n", + "x[:20],y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([ 2, 8, 20, 30, 87, 510, 1570, 12, 408, 379, 4196, 10, 8, 20, 30, 16, 13, 12216, 202, 509]),\n", + " TensorCategory(0))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_tfms = [Tokenizer.from_folder(path), Numericalize]\n", + "y_tfms = [parent_label, Categorize()]\n", + "dsets = Datasets(files, [x_tfms, y_tfms], splits=splits)\n", + "x,y = dsets.valid[0]\n", + "x[:20],y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('xxbos xxmaj this movie had horrible lighting and terrible camera movements . xxmaj this movie is a jumpy horror flick with no meaning at all . xxmaj the slashes are totally fake looking . xxmaj it looks like some 17 year - old idiot wrote this movie and a 10 year old kid shot it . xxmaj with the worst acting you can ever find . xxmaj people are tired of knives . xxmaj at least move on to guns or fire . xxmaj it has almost exact lines from \" when a xxmaj stranger xxmaj calls \" . xxmaj with gruesome killings , only crazy people would enjoy this movie . xxmaj it is obvious the writer does n\\'t have kids or even care for them . i mean at show some mercy . xxmaj just to sum it up , this movie is a \" b \" movie and it sucked . xxmaj just for your own sake , do n\\'t even think about wasting your time watching this crappy movie .',\n", + " 'neg')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = dsets.valid[0]\n", + "dsets.decode(t)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = dsets.dataloaders(bs=64, before_batch=pad_input)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tfms = [[Tokenizer.from_folder(path), Numericalize], [parent_label, Categorize]]\n", + "files = get_text_files(path, folders = ['train', 'test'])\n", + "splits = GrandparentSplitter(valid_name='test')(files)\n", + "dsets = Datasets(files, tfms, splits=splits)\n", + "dls = dsets.dataloaders(dl_type=SortedDL, before_batch=pad_input)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.IMDB)\n", + "dls = DataBlock(\n", + " blocks=(TextBlock.from_folder(path),CategoryBlock),\n", + " get_y = parent_label,\n", + " get_items=partial(get_text_files, folders=['train', 'test']),\n", + " splitter=GrandparentSplitter(valid_name='test')\n", + ").dataloaders(path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Applying the mid-tier data API: SiamesePair" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.PETS)\n", + "files = get_image_files(path/\"images\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class SiameseImage(Tuple):\n", + " def show(self, ctx=None, **kwargs): \n", + " img1,img2,same_breed = self\n", + " if not isinstance(img1, Tensor):\n", + " if img2.size != img1.size: img2 = img2.resize(img1.size)\n", + " t1,t2 = tensor(img1),tensor(img2)\n", + " t1,t2 = t1.permute(2,0,1),t2.permute(2,0,1)\n", + " else: t1,t2 = img1,img2\n", + " line = t1.new_zeros(t1.shape[0], t1.shape[1], 10)\n", + " return show_image(torch.cat([t1,line,t2], dim=2), \n", + " title=same_breed, ctx=ctx)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = PILImage.create(files[0])\n", + "s = SiameseImage(img, img, True)\n", + "s.show();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img1 = PILImage.create(files[1])\n", + "s1 = SiameseImage(img, img1, False)\n", + "s1.show();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "s2 = Resize(224)(s1)\n", + "s2.show();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def label_func(fname):\n", + " return re.match(r'^(.*)_\\d+.jpg$', fname.name).groups()[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class SiameseTransform(Transform):\n", + " def __init__(self, files, label_func, splits):\n", + " self.labels = files.map(label_func).unique()\n", + " self.lbl2files = {l: L(f for f in files if label_func(f) == l) \n", + " for l in self.labels}\n", + " self.label_func = label_func\n", + " self.valid = {f: self._draw(f) for f in files[splits[1]]}\n", + " \n", + " def encodes(self, f):\n", + " f2,t = self.valid.get(f, self._draw(f))\n", + " img1,img2 = PILImage.create(f),PILImage.create(f2)\n", + " return SiameseImage(img1, img2, t)\n", + " \n", + " def _draw(self, f):\n", + " same = random.random() < 0.5\n", + " cls = self.label_func(f)\n", + " if not same: \n", + " cls = random.choice(L(l for l in self.labels if l != cls)) \n", + " return random.choice(self.lbl2files[cls]),same" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "splits = RandomSplitter()(files)\n", + "tfm = SiameseTransform(files, label_func, splits)\n", + "tfm(files[0]).show();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tls = TfmdLists(files, tfm, splits=splits)\n", + "show_at(tls.valid, 0);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = tls.dataloaders(after_item=[Resize(224), ToTensor], \n", + " after_batch=[IntToFloatTensor, Normalize.from_stats(*imagenet_stats)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Becoming a deep learning practitioner" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/12_nlp_dive.ipynb b/clean/12_nlp_dive.ipynb new file mode 100644 index 000000000..592e4f9ac --- /dev/null +++ b/clean/12_nlp_dive.ipynb @@ -0,0 +1,1590 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A language model from scratch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.text.all import *\n", + "path = untar_data(URLs.HUMAN_NUMBERS)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#2) [Path('train.txt'),Path('valid.txt')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path.ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#9998) ['one \\n','two \\n','three \\n','four \\n','five \\n','six \\n','seven \\n','eight \\n','nine \\n','ten \\n'...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lines = L()\n", + "with open(path/'train.txt') as f: lines += L(*f.readlines())\n", + "with open(path/'valid.txt') as f: lines += L(*f.readlines())\n", + "lines" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'one . two . three . four . five . six . seven . eight . nine . ten . eleven . twelve . thirteen . fo'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "text = ' . '.join([l.strip() for l in lines])\n", + "text[:100]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['one', '.', 'two', '.', 'three', '.', 'four', '.', 'five', '.']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokens = text.split(' ')\n", + "tokens[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#30) ['one','.','two','three','four','five','six','seven','eight','nine'...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab = L(*tokens).unique()\n", + "vocab" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#63095) [0,1,2,1,3,1,4,1,5,1...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "word2idx = {w:i for i,w in enumerate(vocab)}\n", + "nums = L(word2idx[i] for i in tokens)\n", + "nums" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Our first language model from scratch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#21031) [(['one', '.', 'two'], '.'),(['.', 'three', '.'], 'four'),(['four', '.', 'five'], '.'),(['.', 'six', '.'], 'seven'),(['seven', '.', 'eight'], '.'),(['.', 'nine', '.'], 'ten'),(['ten', '.', 'eleven'], '.'),(['.', 'twelve', '.'], 'thirteen'),(['thirteen', '.', 'fourteen'], '.'),(['.', 'fifteen', '.'], 'sixteen')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "L((tokens[i:i+3], tokens[i+3]) for i in range(0,len(tokens)-4,3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#21031) [(tensor([0, 1, 2]), 1),(tensor([1, 3, 1]), 4),(tensor([4, 1, 5]), 1),(tensor([1, 6, 1]), 7),(tensor([7, 1, 8]), 1),(tensor([1, 9, 1]), 10),(tensor([10, 1, 11]), 1),(tensor([ 1, 12, 1]), 13),(tensor([13, 1, 14]), 1),(tensor([ 1, 15, 1]), 16)...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seqs = L((tensor(nums[i:i+3]), nums[i+3]) for i in range(0,len(nums)-4,3))\n", + "seqs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bs = 64\n", + "cut = int(len(seqs) * 0.8)\n", + "dls = DataLoaders.from_dsets(seqs[:cut], seqs[cut:], bs=64, shuffle=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our language model in PyTorch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel1(Module):\n", + " def __init__(self, vocab_sz, n_hidden):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden) \n", + " self.h_h = nn.Linear(n_hidden, n_hidden) \n", + " self.h_o = nn.Linear(n_hidden,vocab_sz)\n", + " \n", + " def forward(self, x):\n", + " h = F.relu(self.h_h(self.i_h(x[:,0])))\n", + " h = h + self.i_h(x[:,1])\n", + " h = F.relu(self.h_h(h))\n", + " h = h + self.i_h(x[:,2])\n", + " h = F.relu(self.h_h(h))\n", + " return self.h_o(h)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.8242971.9709410.46755400:02
11.3869731.8232420.46755400:02
21.4175561.6544970.49441400:02
31.3764401.6508490.49441400:02
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, LMModel1(len(vocab), 64), loss_func=F.cross_entropy, \n", + " metrics=accuracy)\n", + "learn.fit_one_cycle(4, 1e-3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(29), 'thousand', 0.15165200855716662)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n,counts = 0,torch.zeros(len(vocab))\n", + "for x,y in dls.valid:\n", + " n += y.shape[0]\n", + " for i in range_of(vocab): counts[i] += (y==i).long().sum()\n", + "idx = torch.argmax(counts)\n", + "idx, vocab[idx.item()], counts[idx].item()/n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our first recurrent neural network" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel2(Module):\n", + " def __init__(self, vocab_sz, n_hidden):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden) \n", + " self.h_h = nn.Linear(n_hidden, n_hidden) \n", + " self.h_o = nn.Linear(n_hidden,vocab_sz)\n", + " \n", + " def forward(self, x):\n", + " h = 0\n", + " for i in range(3):\n", + " h = h + self.i_h(x[:,i])\n", + " h = F.relu(self.h_h(h))\n", + " return self.h_o(h)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.8162741.9641430.46018500:02
11.4238051.7399640.47325900:02
21.4303271.6851720.48538200:02
31.3883901.6570330.47040600:02
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, LMModel2(len(vocab), 64), loss_func=F.cross_entropy, \n", + " metrics=accuracy)\n", + "learn.fit_one_cycle(4, 1e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Improving the RNN" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Maintaining the state of an RNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel3(Module):\n", + " def __init__(self, vocab_sz, n_hidden):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden) \n", + " self.h_h = nn.Linear(n_hidden, n_hidden) \n", + " self.h_o = nn.Linear(n_hidden,vocab_sz)\n", + " self.h = 0\n", + " \n", + " def forward(self, x):\n", + " for i in range(3):\n", + " self.h = self.h + self.i_h(x[:,i])\n", + " self.h = F.relu(self.h_h(self.h))\n", + " out = self.h_o(self.h)\n", + " self.h = self.h.detach()\n", + " return out\n", + " \n", + " def reset(self): self.h = 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(328, 64, 21031)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = len(seqs)//bs\n", + "m,bs,len(seqs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def group_chunks(ds, bs):\n", + " m = len(ds) // bs\n", + " new_ds = L()\n", + " for i in range(m): new_ds += L(ds[i + m*j] for j in range(bs))\n", + " return new_ds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cut = int(len(seqs) * 0.8)\n", + "dls = DataLoaders.from_dsets(\n", + " group_chunks(seqs[:cut], bs), \n", + " group_chunks(seqs[cut:], bs), \n", + " bs=bs, drop_last=True, shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.6770741.8273670.46754800:02
11.2827221.8709130.38894200:02
21.0907051.6517930.46250000:02
31.0050921.6137940.51658700:02
40.9659751.5607750.55120200:02
50.9161821.5958570.56057700:02
60.8976571.5397330.57427900:02
70.8362741.5851410.58317300:02
80.8058771.6298080.58677900:02
90.7950961.6512670.58894200:02
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, LMModel3(len(vocab), 64), loss_func=F.cross_entropy,\n", + " metrics=accuracy, cbs=ModelReseter)\n", + "learn.fit_one_cycle(10, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating more signal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sl = 16\n", + "seqs = L((tensor(nums[i:i+sl]), tensor(nums[i+1:i+sl+1]))\n", + " for i in range(0,len(nums)-sl-1,sl))\n", + "cut = int(len(seqs) * 0.8)\n", + "dls = DataLoaders.from_dsets(group_chunks(seqs[:cut], bs),\n", + " group_chunks(seqs[cut:], bs),\n", + " bs=bs, drop_last=True, shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(#16) ['one','.','two','.','three','.','four','.','five','.'...],\n", + " (#16) ['.','two','.','three','.','four','.','five','.','six'...]]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[L(vocab[o] for o in s) for s in seqs[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel4(Module):\n", + " def __init__(self, vocab_sz, n_hidden):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden) \n", + " self.h_h = nn.Linear(n_hidden, n_hidden) \n", + " self.h_o = nn.Linear(n_hidden,vocab_sz)\n", + " self.h = 0\n", + " \n", + " def forward(self, x):\n", + " outs = []\n", + " for i in range(sl):\n", + " self.h = self.h + self.i_h(x[:,i])\n", + " self.h = F.relu(self.h_h(self.h))\n", + " outs.append(self.h_o(self.h))\n", + " self.h = self.h.detach()\n", + " return torch.stack(outs, dim=1)\n", + " \n", + " def reset(self): self.h = 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def loss_func(inp, targ):\n", + " return F.cross_entropy(inp.view(-1, len(vocab)), targ.view(-1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
03.1032982.8743410.21256500:01
12.2319641.9712800.46215800:01
21.7113581.8135470.46118200:01
31.4485161.8281760.48323600:01
41.2886301.6595640.52067100:01
51.1614701.7140230.55493200:01
61.0555681.6609160.57503300:01
70.9607651.7196240.59106400:01
80.8701531.8395600.61466500:01
90.8085451.7702780.62434900:01
100.7580841.8429310.61075800:01
110.7193201.7995270.64656600:01
120.6834391.9179280.64982100:01
130.6602831.8747120.62858100:01
140.6461541.8775190.64005500:01
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, LMModel4(len(vocab), 64), loss_func=loss_func,\n", + " metrics=accuracy, cbs=ModelReseter)\n", + "learn.fit_one_cycle(15, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multilayer RNNs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel5(Module):\n", + " def __init__(self, vocab_sz, n_hidden, n_layers):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden)\n", + " self.rnn = nn.RNN(n_hidden, n_hidden, n_layers, batch_first=True)\n", + " self.h_o = nn.Linear(n_hidden, vocab_sz)\n", + " self.h = torch.zeros(n_layers, bs, n_hidden)\n", + " \n", + " def forward(self, x):\n", + " res,h = self.rnn(self.i_h(x), self.h)\n", + " self.h = h.detach()\n", + " return self.h_o(res)\n", + " \n", + " def reset(self): self.h.zero_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
03.0558532.5916400.43790700:01
12.1623591.7873100.47159800:01
21.7106631.9418070.32177700:01
31.5207831.9997260.31201200:01
41.3308462.0129020.41324900:01
51.1632971.8961920.45068400:01
61.0338132.0052090.43481400:01
70.9190902.0470830.45670600:01
80.8229392.0680310.46883100:01
90.7501802.1360640.47509800:01
100.6951202.1391400.48543300:01
110.6557522.1550810.49365200:01
120.6296502.1625830.49853500:01
130.6135832.1716490.49104800:01
140.6043092.1803550.48787400:01
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, LMModel5(len(vocab), 64, 2), \n", + " loss_func=CrossEntropyLossFlat(), \n", + " metrics=accuracy, cbs=ModelReseter)\n", + "learn.fit_one_cycle(15, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exploding or disappearing activations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## LSTM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Building an LSTM from scratch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LSTMCell(Module):\n", + " def __init__(self, ni, nh):\n", + " self.forget_gate = nn.Linear(ni + nh, nh)\n", + " self.input_gate = nn.Linear(ni + nh, nh)\n", + " self.cell_gate = nn.Linear(ni + nh, nh)\n", + " self.output_gate = nn.Linear(ni + nh, nh)\n", + "\n", + " def forward(self, input, state):\n", + " h,c = state\n", + " h = torch.stack([h, input], dim=1)\n", + " forget = torch.sigmoid(self.forget_gate(h))\n", + " c = c * forget\n", + " inp = torch.sigmoid(self.input_gate(h))\n", + " cell = torch.tanh(self.cell_gate(h))\n", + " c = c + inp * cell\n", + " out = torch.sigmoid(self.output_gate(h))\n", + " h = outgate * torch.tanh(c)\n", + " return h, (h,c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LSTMCell(Module):\n", + " def __init__(self, ni, nh):\n", + " self.ih = nn.Linear(ni,4*nh)\n", + " self.hh = nn.Linear(nh,4*nh)\n", + "\n", + " def forward(self, input, state):\n", + " h,c = state\n", + " #One big multiplication for all the gates is better than 4 smaller ones\n", + " gates = (self.ih(input) + self.hh(h)).chunk(4, 1)\n", + " ingate,forgetgate,outgate = map(torch.sigmoid, gates[:3])\n", + " cellgate = gates[3].tanh()\n", + "\n", + " c = (forgetgate*c) + (ingate*cellgate)\n", + " h = outgate * c.tanh()\n", + " return h, (h,c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = torch.arange(0,10); t" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([0, 1, 2, 3, 4]), tensor([5, 6, 7, 8, 9]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t.chunk(2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training a language model using LSTMs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel6(Module):\n", + " def __init__(self, vocab_sz, n_hidden, n_layers):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden)\n", + " self.rnn = nn.LSTM(n_hidden, n_hidden, n_layers, batch_first=True)\n", + " self.h_o = nn.Linear(n_hidden, vocab_sz)\n", + " self.h = [torch.zeros(2, bs, n_hidden) for _ in range(n_layers)]\n", + " \n", + " def forward(self, x):\n", + " res,h = self.rnn(self.i_h(x), self.h)\n", + " self.h = [h_.detach() for h_ in h]\n", + " return self.h_o(res)\n", + " \n", + " def reset(self): \n", + " for h in self.h: h.zero_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
03.0008212.6639420.43831400:02
12.1396422.1847800.24047900:02
21.6072751.8126820.43977900:02
31.3477111.8309820.49747700:02
41.1231131.9377660.59440100:02
50.8520422.0121270.63159200:02
60.5654941.3127420.72574900:02
70.3474451.2979340.71126300:02
80.2081911.4412690.73120100:02
90.1263351.5699520.73730500:02
100.0797611.4271870.75415000:02
110.0529901.4949900.74511700:02
120.0390081.3937310.75789400:02
130.0315021.3732100.75846400:02
140.0280681.3680830.75846400:02
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(dls, LMModel6(len(vocab), 64, 2), \n", + " loss_func=CrossEntropyLossFlat(), \n", + " metrics=accuracy, cbs=ModelReseter)\n", + "learn.fit_one_cycle(15, 1e-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Regularizing an LSTM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dropout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Dropout(Module):\n", + " def __init__(self, p): self.p = p\n", + " def forward(self, x):\n", + " if not self.training: return x\n", + " mask = x.new(*x.shape).bernoulli_(1-p)\n", + " return x * mask.div_(1-p)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### AR and TAR regularization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training a weight-tied regularized LSTM" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LMModel7(Module):\n", + " def __init__(self, vocab_sz, n_hidden, n_layers, p):\n", + " self.i_h = nn.Embedding(vocab_sz, n_hidden)\n", + " self.rnn = nn.LSTM(n_hidden, n_hidden, n_layers, batch_first=True)\n", + " self.drop = nn.Dropout(p)\n", + " self.h_o = nn.Linear(n_hidden, vocab_sz)\n", + " self.h_o.weight = self.i_h.weight\n", + " self.h = [torch.zeros(2, bs, n_hidden) for _ in range(n_layers)]\n", + " \n", + " def forward(self, x):\n", + " raw,h = self.rnn(self.i_h(x), self.h)\n", + " out = self.drop(raw)\n", + " self.h = [h_.detach() for h_ in h]\n", + " return self.h_o(out),raw,out\n", + " \n", + " def reset(self): \n", + " for h in self.h: h.zero_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = Learner(dls, LMModel7(len(vocab), 64, 2, 0.5),\n", + " loss_func=CrossEntropyLossFlat(), metrics=accuracy,\n", + " cbs=[ModelReseter, RNNRegularizer(alpha=2, beta=1)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = TextLearner(dls, LMModel7(len(vocab), 64, 2, 0.4),\n", + " loss_func=CrossEntropyLossFlat(), metrics=accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
02.6938852.0134840.46663400:02
11.6855491.1873100.62931300:02
20.9733070.7913980.74560500:02
30.5558230.6404120.79410800:02
40.3518020.5572470.83610000:02
50.2449860.5949770.80729200:02
60.1922310.5116900.84676100:02
70.1624560.5203700.85807300:02
80.1426640.5259180.84228500:02
90.1284930.4950290.85807300:02
100.1175890.4642360.86718800:02
110.1098080.4665500.86930300:02
120.1042160.4551510.87182600:02
130.1002710.4526590.87361700:02
140.0981210.4583720.86938500:02
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(15, 1e-2, wd=0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/13_convolutions.ipynb b/clean/13_convolutions.ipynb new file mode 100644 index 000000000..4f66a4cd2 --- /dev/null +++ b/clean/13_convolutions.ipynb @@ -0,0 +1,2626 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from fastai2.vision.all import *\n", + "from utils import *\n", + "\n", + "matplotlib.rc('image', cmap='Greys')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Convolutional neural networks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The magic of convolutions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "top_edge = tensor([[-1,-1,-1],\n", + " [ 0, 0, 0],\n", + " [ 1, 1, 1]]).float()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.MNIST_SAMPLE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im3 = Image.open(path/'train'/'3'/'12.png')\n", + "show_image(im3);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[-0., -0., -0.],\n", + " [0., 0., 0.],\n", + " [0., 0., 0.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im3_t = tensor(im3)\n", + "im3_t[0:3,0:3] * top_edge" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(im3_t[0:3,0:3] * top_edge).sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.DataFrame(im3_t[:10,:20])\n", + "df.style.set_properties(**{'font-size':'6pt'}).background_gradient('Greys')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(762.)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(im3_t[4:7,6:9] * top_edge).sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(-29.)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(im3_t[7:10,17:20] * top_edge).sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def apply_kernel(row, col, kernel):\n", + " return (im3_t[row-1:row+2,col-1:col+2] * kernel).sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(762.)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "apply_kernel(5,7,top_edge)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mapping a convolution kernel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[(1, 1), (1, 2), (1, 3), (1, 4)],\n", + " [(2, 1), (2, 2), (2, 3), (2, 4)],\n", + " [(3, 1), (3, 2), (3, 3), (3, 4)],\n", + " [(4, 1), (4, 2), (4, 3), (4, 4)]]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[[(i,j) for j in range(1,5)] for i in range(1,5)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rng = range(1,27)\n", + "top_edge3 = tensor([[apply_kernel(i,j,top_edge) for j in rng] for i in rng])\n", + "\n", + "show_image(top_edge3);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "left_edge = tensor([[-1,1,0],\n", + " [-1,1,0],\n", + " [-1,1,0]]).float()\n", + "\n", + "left_edge3 = tensor([[apply_kernel(i,j,left_edge) for j in rng] for i in rng])\n", + "\n", + "show_image(left_edge3);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convolutions in PyTorch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([4, 3, 3])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diag1_edge = tensor([[ 0,-1, 1],\n", + " [-1, 1, 0],\n", + " [ 1, 0, 0]]).float()\n", + "diag2_edge = tensor([[ 1,-1, 0],\n", + " [ 0, 1,-1],\n", + " [ 0, 0, 1]]).float()\n", + "\n", + "edge_kernels = torch.stack([left_edge, top_edge, diag1_edge, diag2_edge])\n", + "edge_kernels.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 1, 28, 28])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mnist = DataBlock((ImageBlock(cls=PILImageBW), CategoryBlock), \n", + " get_items=get_image_files, \n", + " splitter=GrandparentSplitter(),\n", + " get_y=parent_label)\n", + "\n", + "dls = mnist.dataloaders(path)\n", + "xb,yb = first(dls.valid)\n", + "xb.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "xb,yb = to_cpu(xb),to_cpu(yb)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([4, 3, 3]), torch.Size([4, 1, 3, 3]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "edge_kernels.shape,edge_kernels.unsqueeze(1).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "edge_kernels = edge_kernels.unsqueeze(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 4, 26, 26])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "batch_features = F.conv2d(xb, edge_kernels)\n", + "batch_features.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "show_image(batch_features[0,0]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Strides and padding" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Understanding the convolution equations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Our first convolutional neural network" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the CNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "simple_net = nn.Sequential(\n", + " nn.Linear(28*28,30),\n", + " nn.ReLU(),\n", + " nn.Linear(30,1)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sequential(\n", + " (0): Linear(in_features=784, out_features=30, bias=True)\n", + " (1): ReLU()\n", + " (2): Linear(in_features=30, out_features=1, bias=True)\n", + ")" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simple_net" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "broken_cnn = sequential(\n", + " nn.Conv2d(1,30, kernel_size=3, padding=1),\n", + " nn.ReLU(),\n", + " nn.Conv2d(30,1, kernel_size=3, padding=1)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 1, 28, 28])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "broken_cnn(xb).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def conv(ni, nf, ks=3, act=True):\n", + " res = nn.Conv2d(ni, nf, stride=2, kernel_size=ks, padding=ks//2)\n", + " if act: res = nn.Sequential(res, nn.ReLU())\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "simple_cnn = sequential(\n", + " conv(1 ,4), #14x14\n", + " conv(4 ,8), #7x7\n", + " conv(8 ,16), #4x4\n", + " conv(16,32), #2x2\n", + " conv(32,2, act=False), #1x1\n", + " Flatten(),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([64, 2])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simple_cnn(xb).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = Learner(dls, simple_cnn, loss_func=F.cross_entropy, metrics=accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sequential (Input shape: ['64 x 1 x 28 x 28'])\n", + "================================================================\n", + "Layer (type) Output Shape Param # Trainable \n", + "================================================================\n", + "Conv2d 64 x 4 x 14 x 14 40 True \n", + "________________________________________________________________\n", + "ReLU 64 x 4 x 14 x 14 0 False \n", + "________________________________________________________________\n", + "Conv2d 64 x 8 x 7 x 7 296 True \n", + "________________________________________________________________\n", + "ReLU 64 x 8 x 7 x 7 0 False \n", + "________________________________________________________________\n", + "Conv2d 64 x 16 x 4 x 4 1,168 True \n", + "________________________________________________________________\n", + "ReLU 64 x 16 x 4 x 4 0 False \n", + "________________________________________________________________\n", + "Conv2d 64 x 32 x 2 x 2 4,640 True \n", + "________________________________________________________________\n", + "ReLU 64 x 32 x 2 x 2 0 False \n", + "________________________________________________________________\n", + "Conv2d 64 x 2 x 1 x 1 578 True \n", + "________________________________________________________________\n", + "Flatten 64 x 2 0 False \n", + "________________________________________________________________\n", + "\n", + "Total params: 6,722\n", + "Total trainable params: 6,722\n", + "Total non-trainable params: 0\n", + "\n", + "Optimizer used: \n", + "Loss function: \n", + "\n", + "Callbacks:\n", + " - TrainEvalCallback\n", + " - Recorder\n", + " - ProgressCallback" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
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10.0225800.0307750.99018600:05
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(2, 0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Understanding convolution arithmetic" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sequential(\n", + " (0): Conv2d(1, 4, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n", + " (1): ReLU()\n", + ")" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = learn.model[0]\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([4, 1, 3, 3])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m[0].weight.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([4])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m[0].bias.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Receptive fields" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A note about twitter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Colour images" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([3, 1000, 846])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = image2tensor(Image.open('images/grizzly.jpg'))\n", + "im.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_,axs = subplots(1,3)\n", + "for bear,ax,color in zip(im,axs,('Reds','Greens','Blues')):\n", + " show_image(255-bear, ax=ax, cmap=color)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Improving training stability" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.MNIST)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "Path.BASE_PATH = path" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#2) [Path('testing'),Path('training')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path.ls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_dls(bs=64):\n", + " return DataBlock(\n", + " blocks=(ImageBlock(cls=PILImageBW), CategoryBlock), \n", + " get_items=get_image_files, \n", + " splitter=GrandparentSplitter('training','testing'),\n", + " get_y=parent_label,\n", + " batch_tfms=Normalize()\n", + " ).dataloaders(path, bs=bs)\n", + "\n", + "dls = get_dls()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dls.show_batch(max_n=9, figsize=(4,4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A simple baseline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def conv(ni, nf, ks=3, act=True):\n", + " res = nn.Conv2d(ni, nf, stride=2, kernel_size=ks, padding=ks//2)\n", + " if act: res = nn.Sequential(res, nn.ReLU())\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def simple_cnn():\n", + " return sequential(\n", + " conv(1 ,8, ks=5), #14x14\n", + " conv(8 ,16), #7x7\n", + " conv(16,32), #4x4\n", + " conv(32,64), #2x2\n", + " conv(64,10, act=False), #1x1\n", + " Flatten(),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fastai2.callback.hook import *" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def fit(epochs=1):\n", + " learn = Learner(dls, simple_cnn(), loss_func=F.cross_entropy,\n", + " metrics=accuracy, cbs=ActivationStats(with_hist=True))\n", + " learn.fit(epochs, 0.06)\n", + " return learn" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
02.3070712.3058650.11350000:16
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\n", 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\n", 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epochtrain_lossvalid_lossaccuracytime
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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "learn.activation_stats.color_dim(-2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Batch normalization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def conv(ni, nf, ks=3, act=True):\n", + " layers = [nn.Conv2d(ni, nf, stride=2, kernel_size=ks, padding=ks//2)]\n", + " layers.append(nn.BatchNorm2d(nf))\n", + " if act: layers.append(nn.ReLU())\n", + " return nn.Sequential(*layers)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
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epochtrain_lossvalid_lossaccuracytime
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10.0837390.0558080.98180000:10
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = fit(5, lr=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
00.1832440.0840250.97580000:13
10.0807740.0670600.97880000:12
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = fit(5, lr=0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/14_resnet.ipynb b/clean/14_resnet.ipynb new file mode 100644 index 000000000..d37723d59 --- /dev/null +++ b/clean/14_resnet.ipynb @@ -0,0 +1,862 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": false + }, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Resnets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Going back to Imagenette" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_data(url, presize, resize):\n", + " path = untar_data(url)\n", + " return DataBlock(\n", + " blocks=(ImageBlock, CategoryBlock), get_items=get_image_files, \n", + " splitter=GrandparentSplitter(valid_name='val'),\n", + " get_y=parent_label, item_tfms=Resize(presize),\n", + " batch_tfms=[*aug_transforms(min_scale=0.5, size=resize),\n", + " Normalize.from_stats(*imagenet_stats)],\n", + " ).dataloaders(path, bs=128)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = get_data(URLs.IMAGENETTE_160, 160, 128)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dls.show_batch(max_n=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def avg_pool(x): return x.mean((2,3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def block(ni, nf): return ConvLayer(ni, nf, stride=2)\n", + "def get_model():\n", + " return nn.Sequential(\n", + " block(3, 16),\n", + " block(16, 32),\n", + " block(32, 64),\n", + " block(64, 128),\n", + " block(128, 256),\n", + " nn.AdaptiveAvgPool2d(1),\n", + " Flatten(),\n", + " nn.Linear(256, dls.c))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_learner(m):\n", + " return Learner(dls, m, loss_func=nn.CrossEntropyLoss(), metrics=accuracy\n", + " ).to_fp16()\n", + "\n", + "learn = get_learner(get_model())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(0.47863011360168456, 3.981071710586548)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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epochtrain_lossvalid_lossaccuracytime
01.9015822.1550900.32535000:07
11.5598551.5867950.50777100:07
21.2963501.2954990.57172000:07
31.1441391.1392570.63923600:07
41.0497701.0926190.65910800:07
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(5, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Building a modern CNN: ResNet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Skip-connections" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class ResBlock(Module):\n", + " def __init__(self, ni, nf):\n", + " self.convs = nn.Sequential(\n", + " ConvLayer(ni,nf),\n", + " ConvLayer(nf,nf, norm_type=NormType.BatchZero))\n", + " \n", + " def forward(self, x): return x + self.convs(x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def _conv_block(ni,nf,stride):\n", + " return nn.Sequential(\n", + " ConvLayer(ni, nf, stride=stride),\n", + " ConvLayer(nf, nf, act_cls=None, norm_type=NormType.BatchZero))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class ResBlock(Module):\n", + " def __init__(self, ni, nf, stride=1):\n", + " self.convs = _conv_block(ni,nf,stride)\n", + " self.idconv = noop if ni==nf else ConvLayer(ni, nf, 1, act_cls=None)\n", + " self.pool = noop if stride==1 else nn.AvgPool2d(2, ceil_mode=True)\n", + "\n", + " def forward(self, x):\n", + " return F.relu(self.convs(x) + self.idconv(self.pool(x)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def block(ni,nf): return ResBlock(ni, nf, stride=2)\n", + "learn = get_learner(get_model())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.9731741.8454910.37324800:08
11.6786271.7787130.43923600:08
21.3861631.5965030.50726100:08
31.1778391.1029930.64484100:09
41.0524351.0380130.66777100:09
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(5, 3e-3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def block(ni, nf):\n", + " return nn.Sequential(ResBlock(ni, nf, stride=2), ResBlock(nf, nf))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.9640761.8645780.35515900:12
11.6368801.5967890.50267500:12
21.3353781.3044720.58853500:12
31.0891601.0650630.66318500:12
40.9429040.9635890.69273900:12
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = get_learner(get_model())\n", + "learn.fit_one_cycle(5, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A state-of-the-art ResNet" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def _resnet_stem(*sizes):\n", + " return [\n", + " ConvLayer(sizes[i], sizes[i+1], 3, stride = 2 if i==0 else 1)\n", + " for i in range(len(sizes)-1)\n", + " ] + [nn.MaxPool2d(kernel_size=3, stride=2, padding=1)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[ConvLayer(\n", + " (0): Conv2d(3, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", + " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU()\n", + " ), ConvLayer(\n", + " (0): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU()\n", + " ), ConvLayer(\n", + " (0): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", + " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (2): ReLU()\n", + " ), MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "_resnet_stem(3,32,32,64)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class ResNet(nn.Sequential):\n", + " def __init__(self, n_out, layers, expansion=1):\n", + " stem = _resnet_stem(3,32,32,64)\n", + " self.block_szs = [64, 64, 128, 256, 512]\n", + " for i in range(1,5): self.block_szs[i] *= expansion\n", + " blocks = [self._make_layer(*o) for o in enumerate(layers)]\n", + " super().__init__(*stem, *blocks,\n", + " nn.AdaptiveAvgPool2d(1), Flatten(),\n", + " nn.Linear(self.block_szs[-1], n_out))\n", + " \n", + " def _make_layer(self, idx, n_layers):\n", + " stride = 1 if idx==0 else 2\n", + " ch_in,ch_out = self.block_szs[idx:idx+2]\n", + " return nn.Sequential(*[\n", + " ResBlock(ch_in if i==0 else ch_out, ch_out, stride if i==0 else 1)\n", + " for i in range(n_layers)\n", + " ])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rn = ResNet(dls.c, [2,2,2,2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.6738821.8283940.41375800:13
11.3316751.5726850.51821700:13
21.0872241.0861020.65070100:13
30.9004280.9682190.68433100:12
40.7602800.7825580.75719700:12
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = get_learner(rn)\n", + "learn.fit_one_cycle(5, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bottleneck layers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def _conv_block(ni,nf,stride):\n", + " return nn.Sequential(\n", + " ConvLayer(ni, nf//4, 1),\n", + " ConvLayer(nf//4, nf//4, stride=stride), \n", + " ConvLayer(nf//4, nf, 1, act_cls=None, norm_type=NormType.BatchZero))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = get_data(URLs.IMAGENETTE_320, presize=320, resize=224)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rn = ResNet(dls.c, [3,4,6,3], 4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
01.6134481.4733550.51414000:31
11.3596042.0507940.39745200:31
21.2531124.5117350.38700600:31
31.1334502.5752210.39617800:31
41.0547521.2645250.61375800:32
50.9279302.6704840.42267500:32
60.8382681.7245880.52866200:32
70.7482891.1806680.66649700:31
80.6886371.2450390.65044600:32
90.6455301.0536910.67490400:31
100.5934011.1807860.67643300:32
110.5366340.8799370.71388500:32
120.4792080.7983560.74165600:32
130.4400710.6006440.80687900:32
140.4029520.4502960.85859900:32
150.3591170.4861260.84636900:32
160.3136420.4422150.86191100:32
170.2940500.4859670.85350300:32
180.2705830.4085660.87592400:32
190.2660030.4117520.87261100:33
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = get_learner(rn)\n", + "learn.fit_one_cycle(20, 3e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "s" + ] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/15_arch_details.ipynb b/clean/15_arch_details.ipynb new file mode 100644 index 000000000..d06cf598d --- /dev/null +++ b/clean/15_arch_details.ipynb @@ -0,0 +1,421 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Application architectures deep dive" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Computer vision" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### cnn_learner" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'cut': -2,\n", + " 'split': ,\n", + " 'stats': ([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])}" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_meta[resnet50]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sequential(\n", + " (0): AdaptiveConcatPool2d(\n", + " (ap): AdaptiveAvgPool2d(output_size=1)\n", + " (mp): AdaptiveMaxPool2d(output_size=1)\n", + " )\n", + " (1): full: False\n", + " (2): BatchNorm1d(20, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (3): Dropout(p=0.25, inplace=False)\n", + " (4): Linear(in_features=20, out_features=512, bias=False)\n", + " (5): ReLU(inplace=True)\n", + " (6): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", + " (7): Dropout(p=0.5, inplace=False)\n", + " (8): Linear(in_features=512, out_features=2, bias=False)\n", + ")" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "create_head(20,2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### unet_learner" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Siamese network" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from fastai2.vision.all import *\n", + "path = untar_data(URLs.PETS)\n", + "files = get_image_files(path/\"images\")\n", + "\n", + "class SiameseImage(Tuple):\n", + " def show(self, ctx=None, **kwargs): \n", + " img1,img2,same_breed = self\n", + " if not isinstance(img1, Tensor):\n", + " if img2.size != img1.size: img2 = img2.resize(img1.size)\n", + " t1,t2 = tensor(img1),tensor(img2)\n", + " t1,t2 = t1.permute(2,0,1),t2.permute(2,0,1)\n", + " else: t1,t2 = img1,img2\n", + " line = t1.new_zeros(t1.shape[0], t1.shape[1], 10)\n", + " return show_image(torch.cat([t1,line,t2], dim=2), \n", + " title=same_breed, ctx=ctx)\n", + " \n", + "def label_func(fname):\n", + " return re.match(r'^(.*)_\\d+.jpg$', fname.name).groups()[0]\n", + "\n", + "class SiameseTransform(Transform):\n", + " def __init__(self, files, label_func, splits):\n", + " self.labels = files.map(label_func).unique()\n", + " self.lbl2files = {l: L(f for f in files if label_func(f) == l) for l in self.labels}\n", + " self.label_func = label_func\n", + " self.valid = {f: self._draw(f) for f in files[splits[1]]}\n", + " \n", + " def encodes(self, f):\n", + " f2,t = self.valid.get(f, self._draw(f))\n", + " img1,img2 = PILImage.create(f),PILImage.create(f2)\n", + " return SiameseImage(img1, img2, t)\n", + " \n", + " def _draw(self, f):\n", + " same = random.random() < 0.5\n", + " cls = self.label_func(f)\n", + " if not same: cls = random.choice(L(l for l in self.labels if l != cls)) \n", + " return random.choice(self.lbl2files[cls]),same\n", + " \n", + "splits = RandomSplitter()(files)\n", + "tfm = SiameseTransform(files, label_func, splits)\n", + "tls = TfmdLists(files, tfm, splits=splits)\n", + "dls = tls.dataloaders(after_item=[Resize(224), ToTensor], \n", + " after_batch=[IntToFloatTensor, Normalize.from_stats(*imagenet_stats)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class SiameseModel(Module):\n", + " def __init__(self, encoder, head):\n", + " self.encoder,self.head = encoder,head\n", + " \n", + " def forward(self, x1, x2):\n", + " ftrs = torch.cat([self.encoder(x1), self.encoder(x2)], dim=1)\n", + " return self.head(ftrs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "encoder = create_body(resnet34, cut=-2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "head = create_head(512*4, 2, ps=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = SiameseModel(encoder, head)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "def loss_func(out, targ):\n", + " return nn.CrossEntropyLoss()(out, targ.long())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def siamese_splitter(model):\n", + " return [params(model.encoder), params(model.head)]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "learn = Learner(dls, model, loss_func=loss_func, \n", + " splitter=siamese_splitter, metrics=accuracy)\n", + "learn.freeze()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", 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epochtrain_lossvalid_lossaccuracytime
00.3670150.2812420.88565600:26
10.3076880.2147210.91542600:26
20.2752210.1706150.93640100:26
30.2237710.1596330.94384300:26
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epochtrain_lossvalid_lossaccuracytime
00.2127440.1590330.94452000:35
10.2018930.1596150.94249000:35
20.2046060.1523380.94519600:36
30.2132030.1483460.94790300:36
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.unfreeze()\n", + "learn.fit_one_cycle(4, slice(1e-6,1e-4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Natural language processing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tabular" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Wrapping up architectures" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/16_accel_sgd.ipynb b/clean/16_accel_sgd.ipynb new file mode 100644 index 000000000..4155e7b9f --- /dev/null +++ b/clean/16_accel_sgd.ipynb @@ -0,0 +1,719 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": false + }, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The training process" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's start with SGD" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_data(url, presize, resize):\n", + " path = untar_data(url)\n", + " return DataBlock(\n", + " blocks=(ImageBlock, CategoryBlock), get_items=get_image_files, \n", + " splitter=GrandparentSplitter(valid_name='val'),\n", + " get_y=parent_label, item_tfms=Resize(presize),\n", + " batch_tfms=[*aug_transforms(min_scale=0.5, size=resize),\n", + " Normalize.from_stats(*imagenet_stats)],\n", + " ).dataloaders(path, bs=128)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = get_data(URLs.IMAGENETTE_160, 160, 128)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_learner(**kwargs):\n", + " return cnn_learner(dls, resnet34, pretrained=False,\n", + " metrics=accuracy, **kwargs).to_fp16()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
02.5719322.6850400.32254800:11
11.9046741.8525890.43745200:11
21.5869091.3749080.59490400:11
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = get_learner()\n", + "learn.fit_one_cycle(3, 0.003)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn = get_learner(opt_func=SGD)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(0.017378008365631102, 3.019951861915615e-07)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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epochtrain_lossvalid_lossaccuracytime
02.9694122.2145960.24203800:09
12.4427301.8459500.36254800:09
22.1571591.7411430.40891700:09
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn.fit_one_cycle(3, 0.03, moms=(0,0,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A generic optimizer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def sgd_cb(p, lr, **kwargs): p.data.add_(-lr, p.grad.data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "opt_func = partial(Optimizer, cbs=[sgd_step])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
02.7309182.0099710.33273900:09
12.2048931.7472020.44152900:09
21.8756211.6845150.44535000:09
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = get_learner(opt_func=opt_func)\n", + "learn.fit(3, 0.03)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Momentum" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-4, 4, 100)\n", + "y = 1 - (x/3) ** 2\n", + "x1 = x + np.random.randn(100) * 0.1\n", + "y1 = y + np.random.randn(100) * 0.1\n", + "plt.scatter(x1,y1)\n", + "idx = x1.argsort()\n", + "beta,avg,res = 0.7,0,[]\n", + "for i in idx:\n", + " avg = beta * avg + (1-beta) * y1[i]\n", + " res.append(avg/(1-beta**(i+1)))\n", + "plt.plot(x1[idx],np.array(res), color='red');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "learn.recorder.plot_sched()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## RMSProp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def average_sqr_grad(p, sqr_mom, sqr_avg=None, **kwargs):\n", + " if sqr_avg is None: sqr_avg = torch.zeros_like(p.grad.data)\n", + " return {'sqr_avg': sqr_avg*sqr_mom + p.grad.data**2}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def rms_prop_step(p, lr, sqr_avg, eps, grad_avg=None, **kwargs):\n", + " denom = sqr_avg.sqrt().add_(eps)\n", + " p.data.addcdiv_(-lr, p.grad, denom)\n", + "\n", + "opt_func = partial(Optimizer, cbs=[average_sqr_grad,rms_prop_step],\n", + " sqr_mom=0.99, eps=1e-7)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_lossaccuracytime
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = get_learner(opt_func=opt_func)\n", + "learn.fit_one_cycle(3, 0.003)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Decoupled weight_decay" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Callbacks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a callback" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class ModelReseter(Callback):\n", + " def begin_train(self): self.model.reset()\n", + " def begin_validate(self): self.model.reset()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class RNNRegularizer(Callback):\n", + " def __init__(self, alpha=0., beta=0.): self.alpha,self.beta = alpha,beta\n", + "\n", + " def after_pred(self):\n", + " self.raw_out,self.out = self.pred[1],self.pred[2]\n", + " self.learn.pred = self.pred[0]\n", + "\n", + " def after_loss(self):\n", + " if not self.training: return\n", + " if self.alpha != 0.:\n", + " self.learn.loss += self.alpha * self.out[-1].float().pow(2).mean()\n", + " if self.beta != 0.:\n", + " h = self.raw_out[-1]\n", + " if len(h)>1:\n", + " self.learn.loss += self.beta * (h[:,1:] - h[:,:-1]\n", + " ).float().pow(2).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Callback ordering and exceptions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class TerminateOnNaNCallback(Callback):\n", + " run_before=Recorder\n", + " def after_batch(self):\n", + " if torch.isinf(self.loss) or torch.isnan(self.loss):\n", + " raise CancelFitException" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Foundations of Deep Learning: Wrap up" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/17_foundations.ipynb b/clean/17_foundations.ipynb new file mode 100644 index 000000000..88072b726 --- /dev/null +++ b/clean/17_foundations.ipynb @@ -0,0 +1,1565 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": false + }, + "outputs": [], + "source": [ + "#hide\n", + "from fastai.gen_doc.nbdoc import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A neural net from the foundations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A neural net layer from scratch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Modeling a neuron" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Matrix multiplication from scratch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torch import tensor" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def matmul(a,b):\n", + " ar,ac = a.shape # n_rows * n_cols\n", + " br,bc = b.shape\n", + " assert ac==br\n", + " c = torch.zeros(ar, bc)\n", + " for i in range(ar):\n", + " for j in range(bc):\n", + " for k in range(ac): c[i,j] += a[i,k] * b[k,j]\n", + " return c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m1 = torch.randn(5,28*28)\n", + "m2 = torch.randn(784,10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.15 s, sys: 4.09 ms, total: 1.15 s\n", + "Wall time: 1.15 s\n" + ] + } + ], + "source": [ + "%time t1=matmul(m1, m2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14 µs ± 8.95 µs per loop (mean ± std. dev. of 7 runs, 20 loops each)\n" + ] + } + ], + "source": [ + "%timeit -n 20 t2=m1@m2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([12., 14., 3.])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = tensor([10., 6, -4])\n", + "b = tensor([2., 8, 7])\n", + "a + b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([False, True, True])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a < b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(False), tensor(False))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(a < b).all(), (a==b).all()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "9.666666984558105" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(a + b).mean().item()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 1., 4., 9.],\n", + " [16., 25., 36.],\n", + " [49., 64., 81.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = tensor([[1., 2, 3], [4,5,6], [7,8,9]])\n", + "m*m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "The size of tensor a (3) must match the size of tensor b (2) at non-singleton dimension 0", + "output_type": "error", + "traceback": [ + "\u001b[0;31m------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1.\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mm\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m: The size of tensor a (3) must match the size of tensor b (2) at non-singleton dimension 0" + ] + } + ], + "source": [ + "n = tensor([[1., 2, 3], [4,5,6]])\n", + "m*n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def matmul(a,b):\n", + " ar,ac = a.shape\n", + " br,bc = b.shape\n", + " assert ac==br\n", + " c = torch.zeros(ar, bc)\n", + " for i in range(ar):\n", + " for j in range(bc): c[i,j] = (a[i] * b[:,j]).sum()\n", + " return c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.7 ms ± 88.1 µs per loop (mean ± std. dev. of 7 runs, 20 loops each)\n" + ] + } + ], + "source": [ + "%timeit -n 20 t3 = matmul(m1,m2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Broadcasting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Broadcasting with a scalar" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ True, True, False])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = tensor([10., 6, -4])\n", + "a > 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[-1.4652, -1.0989, -0.7326],\n", + " [-0.3663, 0.0000, 0.3663],\n", + " [ 0.7326, 1.0989, 1.4652]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = tensor([[1., 2, 3], [4,5,6], [7,8,9]])\n", + "(m - 5) / 2.73" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Broadcasting a vector to a matrix" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([3, 3]), torch.Size([3]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c = tensor([10.,20,30])\n", + "m = tensor([[1., 2, 3], [4,5,6], [7,8,9]])\n", + "m.shape,c.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[11., 22., 33.],\n", + " [14., 25., 36.],\n", + " [17., 28., 39.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m + c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[10., 20., 30.],\n", + " [10., 20., 30.],\n", + " [10., 20., 30.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c.expand_as(m)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " 10.0\n", + " 20.0\n", + " 30.0\n", + "[torch.FloatStorage of size 3]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = c.expand_as(m)\n", + "t.storage()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((0, 1), torch.Size([3, 3]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t.stride(), t.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[11., 22., 33.],\n", + " [14., 25., 36.],\n", + " [17., 28., 39.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c + m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[11., 22., 33.],\n", + " [14., 25., 36.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c = tensor([10.,20,30])\n", + "m = tensor([[1., 2, 3], [4,5,6]])\n", + "c+m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "The size of tensor a (2) must match the size of tensor b (3) at non-singleton dimension 1", + "output_type": "error", + "traceback": [ + "\u001b[0;31m------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m10.\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1.\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mc\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m: The size of tensor a (2) must match the size of tensor b (3) at non-singleton dimension 1" + ] + } + ], + "source": [ + "c = tensor([10.,20])\n", + "m = tensor([[1., 2, 3], [4,5,6]])\n", + "c+m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([3, 3]), torch.Size([3, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c = tensor([10.,20,30])\n", + "m = tensor([[1., 2, 3], [4,5,6], [7,8,9]])\n", + "c = c.unsqueeze(1)\n", + "m.shape,c.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[11., 12., 13.],\n", + " [24., 25., 26.],\n", + " [37., 38., 39.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c+m" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " 10.0\n", + " 20.0\n", + " 30.0\n", + "[torch.FloatStorage of size 3]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = c.expand_as(m)\n", + "t.storage()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((1, 0), torch.Size([3, 3]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t.stride(), t.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([3]), torch.Size([1, 3]), torch.Size([3, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c = tensor([10.,20,30])\n", + "c.shape, c.unsqueeze(0).shape,c.unsqueeze(1).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([3]), torch.Size([1, 3]), torch.Size([3, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c.shape, c[None,:].shape,c[:,None].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([1, 3]), torch.Size([3, 1]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c[None].shape,c[...,None].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def matmul(a,b):\n", + " ar,ac = a.shape\n", + " br,bc = b.shape\n", + " assert ac==br\n", + " c = torch.zeros(ar, bc)\n", + " for i in range(ar):\n", + "# c[i,j] = (a[i,:] * b[:,j]).sum() # previous\n", + " c[i] = (a[i ].unsqueeze(-1) * b).sum(dim=0)\n", + " return c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "357 µs ± 7.2 µs per loop (mean ± std. dev. of 7 runs, 20 loops each)\n" + ] + } + ], + "source": [ + "%timeit -n 20 t4 = matmul(m1,m2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Broadcasting Rules" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Einstein summation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def matmul(a,b): return torch.einsum('ik,kj->ij', a, b)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "68.7 µs ± 4.06 µs per loop (mean ± std. dev. of 7 runs, 20 loops each)\n" + ] + } + ], + "source": [ + "%timeit -n 20 t5 = matmul(m1,m2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The forward and backward passes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining and initializing a layer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def lin(x, w, b): return x @ w + b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x = torch.randn(200, 100)\n", + "y = torch.randn(200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w1 = torch.randn(100,50)\n", + "b1 = torch.zeros(50)\n", + "w2 = torch.randn(50,1)\n", + "b2 = torch.zeros(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([200, 50])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l1 = lin(x, w1, b1)\n", + "l1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.0019), tensor(10.1058))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l1.mean(), l1.std()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[nan, nan, nan, nan, nan],\n", + " [nan, nan, nan, nan, nan],\n", + " [nan, nan, nan, nan, nan],\n", + " [nan, nan, nan, nan, nan],\n", + " [nan, nan, nan, nan, nan]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.randn(200, 100)\n", + "for i in range(50): x = x @ torch.randn(100,100)\n", + "x[0:5,0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.randn(200, 100)\n", + "for i in range(50): x = x @ (torch.randn(100,100) * 0.01)\n", + "x[0:5,0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[ 0.7554, 0.6167, -0.1757, -1.5662, 0.5644],\n", + " [-0.1987, 0.6292, 0.3283, -1.1538, 0.5416],\n", + " [ 0.6106, 0.2556, -0.0618, -0.9463, 0.4445],\n", + " [ 0.4484, 0.7144, 0.1164, -0.8626, 0.4413],\n", + " [ 0.3463, 0.5930, 0.3375, -0.9486, 0.5643]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.randn(200, 100)\n", + "for i in range(50): x = x @ (torch.randn(100,100) * 0.1)\n", + "x[0:5,0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.7042)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x.std()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x = torch.randn(200, 100)\n", + "y = torch.randn(200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from math import sqrt\n", + "w1 = torch.randn(100,50) / sqrt(100)\n", + "b1 = torch.zeros(50)\n", + "w2 = torch.randn(50,1) / sqrt(50)\n", + "b2 = torch.zeros(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(-0.0050), tensor(1.0000))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l1 = lin(x, w1, b1)\n", + "l1.mean(),l1.std()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def relu(x): return x.clamp_min(0.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.3961), tensor(0.5783))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l2 = relu(l1)\n", + "l2.mean(),l2.std()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.0000e+00, 1.9689e-08, 4.2820e-08, 0.0000e+00, 0.0000e+00],\n", + " [0.0000e+00, 1.6701e-08, 4.3501e-08, 0.0000e+00, 0.0000e+00],\n", + " [0.0000e+00, 1.0976e-08, 3.0411e-08, 0.0000e+00, 0.0000e+00],\n", + " [0.0000e+00, 1.8457e-08, 4.9469e-08, 0.0000e+00, 0.0000e+00],\n", + " [0.0000e+00, 1.9949e-08, 4.1643e-08, 0.0000e+00, 0.0000e+00]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.randn(200, 100)\n", + "for i in range(50): x = relu(x @ (torch.randn(100,100) * 0.1))\n", + "x[0:5,0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[0.2871, 0.0000, 0.0000, 0.0000, 0.0026],\n", + " [0.4546, 0.0000, 0.0000, 0.0000, 0.0015],\n", + " [0.6178, 0.0000, 0.0000, 0.0180, 0.0079],\n", + " [0.3333, 0.0000, 0.0000, 0.0545, 0.0000],\n", + " [0.1940, 0.0000, 0.0000, 0.0000, 0.0096]])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.randn(200, 100)\n", + "for i in range(50): x = relu(x @ (torch.randn(100,100) * sqrt(2/100)))\n", + "x[0:5,0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x = torch.randn(200, 100)\n", + "y = torch.randn(200)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w1 = torch.randn(100,50) * sqrt(2 / 100)\n", + "b1 = torch.zeros(50)\n", + "w2 = torch.randn(50,1) * sqrt(2 / 50)\n", + "b2 = torch.zeros(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor(0.5661), tensor(0.8339))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l1 = lin(x, w1, b1)\n", + "l2 = relu(l1)\n", + "l2.mean(), l2.std()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def model(x):\n", + " l1 = lin(x, w1, b1)\n", + " l2 = relu(l1)\n", + " l3 = lin(l2, w2, b2)\n", + " return l3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([200, 1])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "out = model(x)\n", + "out.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mse(output, targ): return (output.squeeze(-1) - targ).pow(2).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "loss = mse(out, y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Gradients and backward pass" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mse_grad(inp, targ): \n", + " # grad of loss with respect to output of previous layer\n", + " inp.g = 2. * (inp.squeeze() - targ).unsqueeze(-1) / inp.shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def relu_grad(inp, out):\n", + " # grad of relu with respect to input activations\n", + " inp.g = (inp>0).float() * out.g" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def lin_grad(inp, out, w, b):\n", + " # grad of matmul with respect to input\n", + " inp.g = out.g @ w.t()\n", + " w.g = inp.t() @ out.g\n", + " b.g = out.g.sum(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: SymPy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "$\\displaystyle 2 sx$" + ], + "text/plain": [ + "2*sx" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sympy import symbols,diff\n", + "sx,sy = symbols('sx sy')\n", + "diff(sx**2, sx)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def forward_and_backward(inp, targ):\n", + " # forward pass:\n", + " l1 = inp @ w1 + b1\n", + " l2 = relu(l1)\n", + " out = l2 @ w2 + b2\n", + " # we don't actually need the loss in backward!\n", + " loss = mse(out, targ)\n", + " \n", + " # backward pass:\n", + " mse_grad(out, targ)\n", + " lin_grad(l2, out, w2, b2)\n", + " relu_grad(l1, l2)\n", + " lin_grad(inp, l1, w1, b1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Refactor the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Relu():\n", + " def __call__(self, inp):\n", + " self.inp = inp\n", + " self.out = inp.clamp_min(0.)\n", + " return self.out\n", + " \n", + " def backward(self): self.inp.g = (self.inp>0).float() * self.out.g" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Lin():\n", + " def __init__(self, w, b): self.w,self.b = w,b\n", + " \n", + " def __call__(self, inp):\n", + " self.inp = inp\n", + " self.out = inp@self.w + self.b\n", + " return self.out\n", + " \n", + " def backward(self):\n", + " self.inp.g = self.out.g @ self.w.t()\n", + " self.w.g = self.inp.t() @ self.out.g\n", + " self.b.g = self.out.g.sum(0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Mse():\n", + " def __call__(self, inp, targ):\n", + " self.inp = inp\n", + " self.targ = targ\n", + " self.out = (inp.squeeze() - targ).pow(2).mean()\n", + " return self.out\n", + " \n", + " def backward(self):\n", + " x = (self.inp.squeeze()-self.targ).unsqueeze(-1)\n", + " self.inp.g = 2.*x/self.targ.shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Model():\n", + " def __init__(self, w1, b1, w2, b2):\n", + " self.layers = [Lin(w1,b1), Relu(), Lin(w2,b2)]\n", + " self.loss = Mse()\n", + " \n", + " def __call__(self, x, targ):\n", + " for l in self.layers: x = l(x)\n", + " return self.loss(x, targ)\n", + " \n", + " def backward(self):\n", + " self.loss.backward()\n", + " for l in reversed(self.layers): l.backward()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = Model(w1, b1, w2, b2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "loss = model(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.backward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Going to PyTorch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LayerFunction():\n", + " def __call__(self, *args):\n", + " self.args = args\n", + " self.out = self.forward(*args)\n", + " return self.out\n", + " \n", + " def forward(self): raise Exception('not implemented')\n", + " def bwd(self): raise Exception('not implemented')\n", + " def backward(self): self.bwd(self.out, *self.args)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Relu(LayerFunction):\n", + " def forward(self, inp): return inp.clamp_min(0.)\n", + " def bwd(self, out, inp): inp.g = (inp>0).float() * out.g" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Lin(LayerFunction):\n", + " def __init__(self, w, b): self.w,self.b = w,b\n", + " \n", + " def forward(self, inp): return inp@self.w + self.b\n", + " \n", + " def bwd(self, out, inp):\n", + " inp.g = out.g @ self.w.t()\n", + " self.w.g = self.inp.t() @ self.out.g\n", + " self.b.g = out.g.sum(0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Mse(LayerFunction):\n", + " def forward (self, inp, targ): return (inp.squeeze() - targ).pow(2).mean()\n", + " def bwd(self, out, inp, targ): \n", + " inp.g = 2*(inp.squeeze()-targ).unsqueeze(-1) / targ.shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from torch.autograd import Function\n", + "\n", + "class MyRelu(Function):\n", + " @staticmethod\n", + " def forward(ctx, i):\n", + " result = i.clamp_min(0.)\n", + " ctx.save_for_backward(i)\n", + " return result\n", + " \n", + " @staticmethod\n", + " def backward(ctx, grad_output):\n", + " i, = ctx.saved_tensors\n", + " return grad_output * (i>0).float()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.nn as nn\n", + "\n", + "class LinearLayer(nn.Module):\n", + " def __init__(self, n_in, n_out):\n", + " super().__init__()\n", + " self.weight = nn.Parameter(torch.randn(n_out, n_in) * sqrt(2/n_in))\n", + " self.bias = nn.Parameter(torch.zeros(n_out))\n", + " \n", + " def forward(self, x): return x @ self.weight.t() + self.bias" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([2, 10]), torch.Size([2]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lin = LinearLayer(10,2)\n", + "p1,p2 = lin.parameters()\n", + "p1.shape,p2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Model(nn.Module):\n", + " def __init__(self, n_in, nh, n_out):\n", + " super().__init__()\n", + " self.layers = nn.Sequential(\n", + " nn.Linear(n_in,nh), nn.ReLU(), nn.Linear(nh,n_out))\n", + " self.loss = mse\n", + " \n", + " def forward(self, x, targ): return self.loss(self.layers(x).squeeze(), targ)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Model(Module):\n", + " def __init__(self, n_in, nh, n_out):\n", + " self.layers = nn.Sequential(\n", + " nn.Linear(n_in,nh), nn.ReLU(), nn.Linear(nh,n_out))\n", + " self.loss = mse\n", + " \n", + " def forward(self, x, targ): return self.loss(self.layers(x).squeeze(), targ)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Things to remember" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/18_CAM.ipynb b/clean/18_CAM.ipynb new file mode 100644 index 000000000..ea7fc1f45 --- /dev/null +++ b/clean/18_CAM.ipynb @@ -0,0 +1,462 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": false + }, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CNN interpretation with CAM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## CAM and hooks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losserror_ratetime
00.1817600.0322380.00947200:14
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epochtrain_lossvalid_losserror_ratetime
00.0591190.0140900.00270600:18
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "path = untar_data(URLs.PETS)/'images'\n", + "def is_cat(x): return x[0].isupper()\n", + "dls = ImageDataLoaders.from_name_func(\n", + " path, get_image_files(path), valid_pct=0.2, seed=42,\n", + " label_func=is_cat, item_tfms=Resize(224))\n", + "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n", + "learn.fine_tune(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "img = PILImage.create('images/chapter1_cat_example.jpg')\n", + "x, = first(dls.test_dl([img]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Hook():\n", + " def hook_func(self, m, i, o): self.stored = o.detach().clone()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hook_output = Hook()\n", + "hook = learn.model[0].register_forward_hook(hook_output.hook_func)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with torch.no_grad(): output = learn.model.eval()(x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "act = hook_output.stored[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([[2.7374e-09, 1.0000e+00]], device='cuda:5')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "F.softmax(output, dim=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#2) [False,True]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dls.vocab" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([1, 3, 224, 224])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([2, 7, 7])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cam_map = torch.einsum('ck,kij->cij', learn.model[1][-1].weight, act)\n", + "cam_map.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_dec = TensorImage(dls.train.decode((x,))[0][0])\n", + "_,ax = plt.subplots()\n", + "x_dec.show(ctx=ax)\n", + "ax.imshow(cam_map[0].detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n", + " interpolation='bilinear', cmap='magma');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "hook.remove()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Hook():\n", + " def __init__(self, m):\n", + " self.hook = m.register_forward_hook(self.hook_func) \n", + " def hook_func(self, m, i, o): self.stored = o.detach().clone()\n", + " def __enter__(self, *args): return self\n", + " def __exit__(self, *args): self.hook.remove()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with Hook(learn.model[0]) as hook:\n", + " with torch.no_grad(): output = learn.model.eval()(x.cuda())\n", + " act = hook.stored" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gradient CAM" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class HookBwd():\n", + " def __init__(self, m):\n", + " self.hook = m.register_backward_hook(self.hook_func) \n", + " def hook_func(self, m, gi, go): self.stored = go[0].detach().clone()\n", + " def __enter__(self, *args): return self\n", + " def __exit__(self, *args): self.hook.remove()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cls = 1\n", + "with HookBwd(learn.model[0]) as hookg:\n", + " with Hook(learn.model[0]) as hook:\n", + " output = learn.model.eval()(x.cuda())\n", + " act = hook.stored\n", + " output[0,cls].backward()\n", + " grad = hookg.stored" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w = grad[0].mean(dim=[1,2], keepdim=True)\n", + "cam_map = (w * act[0]).sum(0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_,ax = plt.subplots()\n", + "x_dec.show(ctx=ax)\n", + "ax.imshow(cam_map.detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n", + " interpolation='bilinear', cmap='magma');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with HookBwd(learn.model[0][-2]) as hookg:\n", + " with Hook(learn.model[0][-2]) as hook:\n", + " output = learn.model.eval()(x.cuda())\n", + " act = hook.stored\n", + " output[0,cls].backward()\n", + " grad = hookg.stored" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w = grad[0].mean(dim=[1,2], keepdim=True)\n", + "cam_map = (w * act[0]).sum(0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_,ax = plt.subplots()\n", + "x_dec.show(ctx=ax)\n", + "ax.imshow(cam_map.detach().cpu(), alpha=0.6, extent=(0,224,224,0),\n", + " interpolation='bilinear', cmap='magma');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/19_learner.ipynb b/clean/19_learner.ipynb new file mode 100644 index 000000000..606a53ffd --- /dev/null +++ b/clean/19_learner.ipynb @@ -0,0 +1,1319 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# fastai Learner from scratch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = untar_data(URLs.IMAGENETTE_160)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Path('/home/jhoward/.fastai/data/imagenette2-160/val/n03417042/n03417042_3752.JPEG')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = get_image_files(path)\n", + "t[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Path('/home/jhoward/.fastai/data/imagenette2-160/val/n03417042/n03417042_3752.JPEG')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from glob import glob\n", + "files = L(glob(f'{path}/**/*.JPEG', recursive=True)).map(Path)\n", + "files[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = Image.open(files[0])\n", + "im" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([160, 213, 3])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im_t = tensor(im)\n", + "im_t.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#10) ['n03417042','n03445777','n03888257','n03394916','n02979186','n03000684','n03425413','n01440764','n03028079','n02102040']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lbls = files.map(Self.parent.name()).unique(); lbls" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'n03417042': 0,\n", + " 'n03445777': 1,\n", + " 'n03888257': 2,\n", + " 'n03394916': 3,\n", + " 'n02979186': 4,\n", + " 'n03000684': 5,\n", + " 'n03425413': 6,\n", + " 'n01440764': 7,\n", + " 'n03028079': 8,\n", + " 'n02102040': 9}" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v2i = lbls.val2idx(); v2i" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Dataset:\n", + " def __init__(self, fns): self.fns=fns\n", + " def __len__(self): return len(self.fns)\n", + " def __getitem__(self, i):\n", + " im = Image.open(self.fns[i]).resize((64,64)).convert('RGB')\n", + " y = v2i[self.fns[i].parent.name]\n", + " return tensor(im).float()/255, tensor(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9469, 3925)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_filt = L(o.parent.parent.name=='train' for o in files)\n", + "train,valid = files[train_filt],files[~train_filt]\n", + "len(train),len(valid)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([64, 64, 3]), tensor(0))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_ds,valid_ds = Dataset(train),Dataset(valid)\n", + "x,y = train_ds[0]\n", + "x.shape,y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "show_image(x, title=lbls[y]);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def collate(idxs, ds): \n", + " xb,yb = zip(*[ds[i] for i in idxs])\n", + " return torch.stack(xb),torch.stack(yb)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([2, 64, 64, 3]), tensor([0, 0]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y = collate([1,2], train_ds)\n", + "x.shape,y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class DataLoader:\n", + " def __init__(self, ds, bs=128, shuffle=False, n_workers=1):\n", + " self.ds,self.bs,self.shuffle,self.n_workers = ds,bs,shuffle,n_workers\n", + "\n", + " def __len__(self): return (len(self.ds)-1)//self.bs+1\n", + "\n", + " def __iter__(self):\n", + " idxs = L.range(self.ds)\n", + " if self.shuffle: idxs = idxs.shuffle()\n", + " chunks = [idxs[n:n+self.bs] for n in range(0, len(self.ds), self.bs)]\n", + " with ProcessPoolExecutor(self.n_workers) as ex:\n", + " yield from ex.map(collate, chunks, ds=self.ds)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([128, 64, 64, 3]), torch.Size([128]), 74)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_workers = min(16, defaults.cpus)\n", + "train_dl = DataLoader(train_ds, bs=128, shuffle=True, n_workers=n_workers)\n", + "valid_dl = DataLoader(valid_ds, bs=256, shuffle=False, n_workers=n_workers)\n", + "xb,yb = first(train_dl)\n", + "xb.shape,yb.shape,len(train_dl)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[tensor([0.4544, 0.4453, 0.4141]), tensor([0.2812, 0.2766, 0.2981])]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats = [xb.mean((0,1,2)),xb.std((0,1,2))]\n", + "stats" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Normalize:\n", + " def __init__(self, stats): self.stats=stats\n", + " def __call__(self, x):\n", + " if x.device != self.stats[0].device:\n", + " self.stats = to_device(self.stats, x.device)\n", + " return (x-self.stats[0])/self.stats[1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "norm = Normalize(stats)\n", + "def tfm_x(x): return norm(x).permute((0,3,1,2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([0.3732, 0.4907, 0.5633]), tensor([1.0212, 1.0311, 1.0131]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = tfm_x(x)\n", + "t.mean((0,2,3)),t.std((0,2,3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module and Parameter" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Parameter(Tensor):\n", + " def __new__(self, x): return Tensor._make_subclass(Parameter, x, True)\n", + " def __init__(self, *args, **kwargs): self.requires_grad_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(3., requires_grad=True)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Parameter(tensor(3.))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Module:\n", + " def __init__(self):\n", + " self.hook,self.params,self.children,self._training = None,[],[],False\n", + " \n", + " def register_parameters(self, *ps): self.params += ps\n", + " def register_modules (self, *ms): self.children += ms\n", + " \n", + " @property\n", + " def training(self): return self._training\n", + " @training.setter\n", + " def training(self,v):\n", + " self._training = v\n", + " for m in self.children: m.training=v\n", + " \n", + " def parameters(self):\n", + " return self.params + sum([m.parameters() for m in self.children], [])\n", + "\n", + " def __setattr__(self,k,v):\n", + " super().__setattr__(k,v)\n", + " if isinstance(v,Parameter): self.register_parameters(v)\n", + " if isinstance(v,Module): self.register_modules(v)\n", + " \n", + " def __call__(self, *args, **kwargs):\n", + " res = self.forward(*args, **kwargs)\n", + " if self.hook is not None: self.hook(res, args)\n", + " return res\n", + " \n", + " def cuda(self):\n", + " for p in self.parameters(): p.data = p.data.cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class ConvLayer(Module):\n", + " def __init__(self, ni, nf, stride=1, bias=True, act=True):\n", + " super().__init__()\n", + " self.w = Parameter(torch.zeros(nf,ni,3,3))\n", + " self.b = Parameter(torch.zeros(nf)) if bias else None\n", + " self.act,self.stride = act,stride\n", + " init = nn.init.kaiming_normal_ if act else nn.init.xavier_normal_\n", + " init(self.w)\n", + " \n", + " def forward(self, x):\n", + " x = F.conv2d(x, self.w, self.b, stride=self.stride, padding=1)\n", + " if self.act: x = F.relu(x)\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l = ConvLayer(3, 4)\n", + "len(l.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([128, 4, 64, 64])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xbt = tfm_x(xb)\n", + "r = l(xbt)\n", + "r.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Linear(Module):\n", + " def __init__(self, ni, nf):\n", + " super().__init__()\n", + " self.w = Parameter(torch.zeros(nf,ni))\n", + " self.b = Parameter(torch.zeros(nf))\n", + " nn.init.xavier_normal_(self.w)\n", + " \n", + " def forward(self, x): return x@self.w.t() + self.b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([3, 2])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "l = Linear(4,2)\n", + "r = l(torch.ones(3,4))\n", + "r.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class T(Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.c,self.l = ConvLayer(3,4),Linear(4,2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t = T()\n", + "len(t.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "device(type='cuda', index=5)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t.cuda()\n", + "t.l.w.device" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simple CNN" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Sequential(Module):\n", + " def __init__(self, *layers):\n", + " super().__init__()\n", + " self.layers = layers\n", + " self.register_modules(*layers)\n", + "\n", + " def forward(self, x):\n", + " for l in self.layers: x = l(x)\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class AdaptivePool(Module):\n", + " def forward(self, x): return x.mean((2,3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def simple_cnn():\n", + " return Sequential(\n", + " ConvLayer(3 ,16 ,stride=2), #32\n", + " ConvLayer(16,32 ,stride=2), #16\n", + " ConvLayer(32,64 ,stride=2), # 8\n", + " ConvLayer(64,128,stride=2), # 4\n", + " AdaptivePool(),\n", + " Linear(128, 10)\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = simple_cnn()\n", + "len(m.parameters())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.5239089727401733 0.8776043057441711\n", + "0.43470510840415955 0.8347987532615662\n", + "0.4357188045978546 0.7621666193008423\n", + "0.46562111377716064 0.7416611313819885\n" + ] + }, + { + "data": { + "text/plain": [ + "torch.Size([128, 10])" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def print_stats(outp, inp): print (outp.mean().item(),outp.std().item())\n", + "for i in range(4): m.layers[i].hook = print_stats\n", + "\n", + "r = m(xbt)\n", + "r.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loss" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def nll(input, target): return -input[range(target.shape[0]), target].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(-1.2790, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def log_softmax(x): return (x.exp()/(x.exp().sum(-1,keepdim=True))).log()\n", + "\n", + "sm = log_softmax(r); sm[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(2.5666, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "loss = nll(sm, yb)\n", + "loss" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(-1.2790, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def log_softmax(x): return x - x.exp().sum(-1,keepdim=True).log()\n", + "sm = log_softmax(r); sm[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(True)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = torch.rand(5)\n", + "a = x.max()\n", + "x.exp().sum().log() == a + (x-a).exp().sum().log()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(3.9784, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def logsumexp(x):\n", + " m = x.max(-1)[0]\n", + " return m + (x-m[:,None]).exp().sum(-1).log()\n", + "\n", + "logsumexp(r)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def log_softmax(x): return x - x.logsumexp(-1,keepdim=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(-1.2790, grad_fn=)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm = log_softmax(r); sm[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def cross_entropy(preds, yb): return nll(log_softmax(preds), yb).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Learner" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class SGD:\n", + " def __init__(self, params, lr, wd=0.): store_attr(self, 'params,lr,wd')\n", + " def step(self):\n", + " for p in self.params:\n", + " p.data -= (p.grad.data + p.data*self.wd) * self.lr\n", + " p.grad.data.zero_()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class DataLoaders:\n", + " def __init__(self, *dls): self.train,self.valid = dls\n", + "\n", + "dls = DataLoaders(train_dl,valid_dl)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Learner:\n", + " def __init__(self, model, dls, loss_func, lr, cbs, opt_func=SGD):\n", + " store_attr(self, 'model,dls,loss_func,lr,cbs,opt_func')\n", + " for cb in cbs: cb.learner = self\n", + "\n", + " def one_batch(self):\n", + " self('before_batch')\n", + " xb,yb = self.batch\n", + " self.preds = self.model(xb)\n", + " self.loss = self.loss_func(self.preds, yb)\n", + " if self.model.training:\n", + " self.loss.backward()\n", + " self.opt.step()\n", + " self('after_batch')\n", + "\n", + " def one_epoch(self, train):\n", + " self.model.training = train\n", + " self('before_epoch')\n", + " dl = self.dls.train if train else self.dls.valid\n", + " for self.num,self.batch in enumerate(progress_bar(dl, leave=False)):\n", + " self.one_batch()\n", + " self('after_epoch')\n", + " \n", + " def fit(self, n_epochs):\n", + " self('before_fit')\n", + " self.opt = self.opt_func(self.model.parameters(), self.lr)\n", + " self.n_epochs = n_epochs\n", + " try:\n", + " for self.epoch in range(n_epochs):\n", + " self.one_epoch(True)\n", + " self.one_epoch(False)\n", + " except CancelFitException: pass\n", + " self('after_fit')\n", + " \n", + " def __call__(self,name):\n", + " for cb in self.cbs: getattr(cb,name,noop)()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Callbacks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class Callback(GetAttr): _default='learner'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class SetupLearnerCB(Callback):\n", + " def before_batch(self):\n", + " xb,yb = to_device(self.batch)\n", + " self.learner.batch = tfm_x(xb),yb\n", + "\n", + " def before_fit(self): self.model.cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class TrackResults(Callback):\n", + " def before_epoch(self): self.accs,self.losses,self.ns = [],[],[]\n", + " \n", + " def after_epoch(self):\n", + " n = sum(self.ns)\n", + " print(self.epoch, self.model.training,\n", + " sum(self.losses).item()/n, sum(self.accs).item()/n)\n", + " \n", + " def after_batch(self):\n", + " xb,yb = self.batch\n", + " acc = (self.preds.argmax(dim=1)==yb).float().sum()\n", + " self.accs.append(acc)\n", + " n = len(xb)\n", + " self.losses.append(self.loss*n)\n", + " self.ns.append(n)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 True 2.1275552130636814 0.2314922378287042\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 False 1.9942575636942674 0.2991082802547771\n" + ] + } + ], + "source": [ + "cbs = [SetupLearnerCB(),TrackResults()]\n", + "learn = Learner(simple_cnn(), dls, cross_entropy, lr=0.1, cbs=cbs)\n", + "learn.fit(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scheduling the learning rate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class LRFinder(Callback):\n", + " def before_fit(self):\n", + " self.losses,self.lrs = [],[]\n", + " self.learner.lr = 1e-6\n", + " \n", + " def before_batch(self):\n", + " if not self.model.training: return\n", + " self.opt.lr *= 1.2\n", + "\n", + " def after_batch(self):\n", + " if not self.model.training: return\n", + " if self.opt.lr>10 or torch.isnan(self.loss): raise CancelFitException\n", + " self.losses.append(self.loss.item())\n", + " self.lrs.append(self.opt.lr)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 True 2.6336045582954903 0.11014890695955222\n" + ] + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 False 2.230653363853503 0.18318471337579617\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " 16.22% [12/74 00:02<00:12]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lrfind = LRFinder()\n", + "learn = Learner(simple_cnn(), dls, cross_entropy, lr=0.1, cbs=cbs+[lrfind])\n", + "learn.fit(2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(lrfind.lrs[:-2],lrfind.losses[:-2])\n", + "plt.xscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class OneCycle(Callback):\n", + " def __init__(self, base_lr): self.base_lr = base_lr\n", + " def before_fit(self): self.lrs = []\n", + "\n", + " def before_batch(self):\n", + " if not self.model.training: return\n", + " n = len(self.dls.train)\n", + " bn = self.epoch*n + self.num\n", + " mn = self.n_epochs*n\n", + " pct = bn/mn\n", + " pct_start,div_start = 0.25,10\n", + " if pct" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(onecyc.lrs);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further research" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/20_conclusion.ipynb b/clean/20_conclusion.ipynb new file mode 100644 index 000000000..c3aee1b07 --- /dev/null +++ b/clean/20_conclusion.ipynb @@ -0,0 +1,42 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Concluding thoughts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/app_blog.ipynb b/clean/app_blog.ipynb new file mode 100644 index 000000000..e32898ec5 --- /dev/null +++ b/clean/app_blog.ipynb @@ -0,0 +1,95 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from utils import *\n", + "from fastai2.vision.widgets import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating a blog" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Blogging with GitHub Pages" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the repository" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Setting up your homepage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating posts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Synchronizing GitHub and your computer" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Jupyter for blogging" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/app_jupyter.ipynb b/clean/app_jupyter.ipynb new file mode 100644 index 000000000..4ff44b119 --- /dev/null +++ b/clean/app_jupyter.ipynb @@ -0,0 +1,273 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Appendix: Jupyter notebook 101" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1+1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Writing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.5" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "3/2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Other Important Considerations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Markdown formatting\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Italics, Bold, Strikethrough, Inline, Blockquotes and Links" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Headings" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lists" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Code Capabilities" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import necessary libraries\n", + "from fastai2.vision.all import * \n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 2, 4, 8)" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = 1\n", + "b = a + 1\n", + "c = b + a + 1\n", + "d = c + b + a + 1\n", + "a, b, c ,d" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Image.open('images/chapter1_cat_example.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running the app locally" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a notebook" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Shortcuts and tricks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Command Mode Shortcuts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cell Tricks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Line Magics" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "56.1 µs ± 592 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + ] + } + ], + "source": [ + "%timeit [i+1 for i in range(1000)]" + ] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clean/images b/clean/images new file mode 120000 index 000000000..5e6757319 --- /dev/null +++ b/clean/images @@ -0,0 +1 @@ +../images \ No newline at end of file diff --git a/images/0_jupyter.png b/images/0_jupyter.png index a35818615..edba28533 100644 Binary files a/images/0_jupyter.png and b/images/0_jupyter.png differ diff --git a/images/Dropout.png b/images/Dropout.png index fcc51cec1..fc9c1a8f4 100644 Binary files a/images/Dropout.png and b/images/Dropout.png differ diff --git a/images/Dropout1.png b/images/Dropout1.png index 0d6d169bd..dad87e638 100644 Binary files a/images/Dropout1.png and b/images/Dropout1.png differ diff --git a/images/LSTM.png b/images/LSTM.png index 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