diff --git a/.gitignore b/.gitignore index 5438efa..54f26b8 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,4 @@ lightning_logs/ .ipynb_checkpoints/ __pycache__/ -tutorial/QC/3t3_cell_dataset/ +3t3_cell_dataset/ diff --git a/tutorials/quality-control/3t3_cell_dataset/.gitattributes b/tutorials/quality-control/3t3_cell_dataset/.gitattributes deleted file mode 100644 index f2cfb0c..0000000 --- a/tutorials/quality-control/3t3_cell_dataset/.gitattributes +++ /dev/null @@ -1,2 +0,0 @@ -approach.pkl filter=lfs diff=lfs merge=lfs -text -retraction.pkl filter=lfs diff=lfs merge=lfs -text diff --git a/tutorials/quality-control/3t3_cell_dataset/.gitignore b/tutorials/quality-control/3t3_cell_dataset/.gitignore deleted file mode 100644 index 496ee2c..0000000 --- a/tutorials/quality-control/3t3_cell_dataset/.gitignore +++ /dev/null @@ -1 +0,0 @@ -.DS_Store \ No newline at end of file diff --git a/tutorials/quality-control/3t3_cell_dataset/README.md b/tutorials/quality-control/3t3_cell_dataset/README.md deleted file mode 100644 index 4017912..0000000 --- a/tutorials/quality-control/3t3_cell_dataset/README.md +++ /dev/null @@ -1,101 +0,0 @@ -# 3T3 Cell in AFM Dataset (3t3_cell_dataset) - -## Overview - -This DeepTrackAI repository replicates part of the **3T3 Cell in AFM Dataset**, consisting of AFM force spectroscopy data collected using the 3T3 cell. - -These data were used for developing quality control technology for AFM force spectroscopy data based on the variational autoencoder. - -Each force spectroscopy test contains: -- **Approach part**: Vertical tip position (µm) and vertical deflection (nN) collected in the approach process. -- **Retraction part**: The same variables as previous term that are collected in the retraction part. -- **Data Quality Label**: only for the approach part, `0` is the good curve, `1` is the bad one, and `-1` is unknown. - -### Summary -- **Number of force spectroscopy tests**: 2548 -- **Number of curves per test**: 2, one for the approach part, one for the retraction part -- **Number of labels for data quality per test**: 1, only for approach part -- **Data size**: variable, depending on the topology of cell sample -- **Data format**: 64-bit float number for force spectroscopy data and 8-bit integer number for label data - ---- - -## Original Source - -- **Title**: -- **Authors**: Nazli Demirpehlivan, Rachel Owen (Bruker Nano Gmbh) -- **Source**: This repository -- **Reference article**: -- **License**: [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/) - -If you use this dataset in your research, please follow the licensing requirements and properly attribute the original authors. - ---- - -## Dataset Structure - -```bash -/3t3_cell_dataset - ├── approach\ # Approach curves. - │ ├── .pkl - │ ├── .pkl - │ └── ... - ├── retraction\ # Retraction curves. - │ ├── .pkl - │ ├── .pkl - │ └── ... - └── label.npy # Data Quality Labels for approach curves. -``` - -The file format, `.npy`, is powered by the `NumPy` package in Python. Each curvers in the two `.pkl` files are paired, as they are collected in one test including both the approach and retraction process. Also, the order of the labels is consistent with the curve. - ---- - -## How to Access the Data - -### Clone the Repository -```bash -git clone https://github.com/DeepTrackAI/3t3_cell_dataset -cd 3t3_cell_dataset -``` - ---- - -## Attribution - -If you use this dataset, please cite both the 3T3 Cell in AFM dataset repository and the reference article. - -### Cite the dataset: -placeholder - -```bibtex -@misc{, - title={}, - author = {}, - year = {}, - howpublished = {\url{https://github.com/DeepTrackAI/3t3_cell_dataset}} -} -``` - -### Cite the reference article: -placeholder - -```bibtex -@article{, - title={}, - author={}, - journal={}, - volume={}, - number={}, - pages={}, - year={}, - publisher={}, - doi={} -} -``` - ---- - -## License - -This dataset is shared under the [Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/). diff --git a/tutorials/quality-control/3t3_cell_dataset/approach/0.npy 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a/tutorials/quality-control/QC.ipynb b/tutorials/quality-control/QC.ipynb index 71b54f2..9e70847 100644 --- a/tutorials/quality-control/QC.ipynb +++ b/tutorials/quality-control/QC.ipynb @@ -8,10 +8,12 @@ "# Quality Control of AFM Force Spectroscopy Curves with Conditional Variational Autoencoders\n", "\n", "\n", - "\"Open\n", - "#TODO: Add correct link to ASAP notebook.\n", + "\"Open\n", "\n", - "This notebook provides you with a complete code example that first trains a conditional variational autoencoder (cVAE) on AFM force spectroscopy curves in a self-supervised way; then, it constructs a latent space where the AFM curves are placed; and finally it uses the latent space to check the quality of the AFM curves.\n" + "This notebook provides you with a complete code example that first trains a conditional variational autoencoder (cVAE) on AFM force spectroscopy curves in a self-supervised way; then, it constructs a latent space where the AFM curves are placed; and finally it uses the latent space to check the quality of the AFM curves.\n", + "\n", + "- **Output1**: A VAE model trained with the provided dataset. \n", + "- **Output2**: The final latent space that we can visualize curve by curve.\n" ] }, { @@ -56,7 +58,7 @@ "This dataset contains:\n", "- `approach`: a folder with the approach curves, as files `0.npy`, `1.npy`, etc.\n", "- `retraction`: a folder with the retraction curves, paired with the approach curves.\n", - "- `label.npy`: the label file for the approach curves: `0` is for good curves, `1` is for bad curves, and `-1` is for curves of unknown quality.\n", + "- `label.npy`: the label file for the approach curves: `0` is for bad curves, `1` is for good curves, and `-1` is for curves of unknown quality.\n", "- `contact_point.npy`: contains the contact points for each curve." ] }, @@ -209,7 +211,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -256,7 +258,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -386,7 +388,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -557,7 +559,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "c3fc6142-8d6a-41f0-a60d-55f2d7e688f9", "metadata": {}, "outputs": [], @@ -584,13 +586,13 @@ "# Instantiate the dataloader for train data\n", "train_dataloader = dl.DataLoader(\n", " AFMDataset(curves=curves_train, contactpoints=contactpoints_train),\n", - " batch_size=len(curves_train), # TODO: why is the batch size equal to the whole dataset? I understand it in the test case, but not for the training.\n", + " batch_size=128,\n", ")\n", "\n", "# Instantiate the dataloader for test data\n", "test_dataloader = dl.DataLoader(\n", " AFMDataset(curves=curves_test, contactpoints=contactpoints_test),\n", - " batch_size=len(curves_test),\n", + " batch_size=128,\n", ")" ] }, @@ -729,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "c11ec507-1683-4a91-beb2-138a03377a6c", "metadata": {}, "outputs": [ @@ -739,7 +741,7 @@ "text": [ "GPU available: True (mps), used: True\n", "TPU available: False, using: 0 TPU cores\n", - "HPU available: False, using: 0 HPUs\n" + "💡 Tip: For seamless cloud logging and experiment tracking, try installing [litlogger](https://pypi.org/project/litlogger/) to enable LitLogger, which logs metrics and artifacts automatically to the Lightning Experiments platform.\n" ] } ], @@ -781,135 +783,107 @@ "metadata": { "scrolled": true }, + "outputs": [], + "source": [ + "cvae_trainer.fit(cvae, train_dataloader, test_dataloader)" + ] + }, + { + "cell_type": "markdown", + "id": "4e2873af-aae9-4893-b00b-28e2ac5d798b", + "metadata": {}, + "source": [ + "... and load the best model from the callback function." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "8cbb1ef9-5f05-4c0e-b1ea-17a7ee65298e", + "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "\n", - " | Name | Type | Params | Mode \n", - "---------------------------------------------------------------------\n", - "0 | encoder | MultiLayerPerceptron | 974 K | train\n", - "1 | fc_mu | Linear | 130 | train\n", - "2 | fc_var | Linear | 130 | train\n", - "3 | fc_dec | Linear | 256 | train\n", - "4 | decoder | MultiLayerPerceptron | 975 K | train\n", - "5 | reconstruction_loss | MSELoss | 0 | train\n", - "6 | train_metrics | MetricCollection | 0 | train\n", - "7 | val_metrics | MetricCollection | 0 | train\n", - "8 | test_metrics | MetricCollection | 0 | train\n", - "9 | optimizer | Adam | 0 | train\n", - "---------------------------------------------------------------------\n", - "2.0 M Trainable params\n", - "0 Non-trainable params\n", - "2.0 M Total params\n", - "7.805 Total estimated model params size (MB)\n", - "42 Modules in train mode\n", - "0 Modules in eval mode\n" + "The best model is saved at logs/lightning_logs/version_1/checkpoints/epoch=99-step=100.ckpt\n" ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bd50a7e0c2a64905a86ba410c0312c82", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sanity Checking: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", + "┃ Test metric ┃ DataLoader 0 ┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", + "│ test_KL_epoch │ 16.967613220214844 │\n", + "│ test_rec_loss_epoch │ 136.3353271484375 │\n", + "│ test_total_loss_epoch │ 153.3029327392578 │\n", + "└───────────────────────────┴───────────────────────────┘\n", + "\n" + ], "text/plain": [ - "Validation: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", + "┃ Test metric ┃ DataLoader 0 ┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", + "│ test_KL_epoch │ 14.095824241638184 │\n", + "│ test_rec_loss_epoch │ 168.3219757080078 │\n", + "│ test_total_loss_epoch │ 182.41781616210938 │\n", + "└───────────────────────────┴───────────────────────────┘\n", + "\n" + ], "text/plain": [ - "Validation: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", - "┃ Test metric ┃ DataLoader 0 ┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", - "│ test_KL_epoch │ 271.2106628417969 │\n", - "│ test_rec_loss_epoch │ 2195.51904296875 │\n", - "│ test_total_loss_epoch │ 2466.729736328125 │\n", - "└───────────────────────────┴───────────────────────────┘\n", - "\n" - ], - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1m Test metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", - "│\u001b[36m \u001b[0m\u001b[36m test_KL_epoch \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 271.2106628417969 \u001b[0m\u001b[35m \u001b[0m│\n", - "│\u001b[36m \u001b[0m\u001b[36m test_rec_loss_epoch \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 2195.51904296875 \u001b[0m\u001b[35m \u001b[0m│\n", - "│\u001b[36m \u001b[0m\u001b[36m test_total_loss_epoch \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 2466.729736328125 \u001b[0m\u001b[35m \u001b[0m│\n", - "└───────────────────────────┴───────────────────────────┘\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Evaluate performance of trained cVAE on train dataset\n", - "\n", - "_ = cvae_trainer.test(best_cvae, train_dataloader)" - ] - }, - { - "cell_type": "markdown", - "id": "afe57e06", - "metadata": {}, - "source": [ - "... and on the test dataset." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7ea0ece5-70f1-4a4f-b4fa-7543c2dfd2c8", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "45145ffd6ed9435db78adbeadc98f532", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Testing: | | 0/? [00:00┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", - "┃ Test metric ┃ DataLoader 0 ┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", - "│ test_KL_epoch │ 56.418212890625 │\n", - "│ test_rec_loss_epoch │ 679.7703247070312 │\n", - "│ test_total_loss_epoch │ 736.1885375976562 │\n", - "└───────────────────────────┴───────────────────────────┘\n", - "\n" - ], - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1m Test metric \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m DataLoader 0 \u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", - "│\u001b[36m \u001b[0m\u001b[36m test_KL_epoch \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 56.418212890625 \u001b[0m\u001b[35m \u001b[0m│\n", - "│\u001b[36m \u001b[0m\u001b[36m test_rec_loss_epoch \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 679.7703247070312 \u001b[0m\u001b[35m \u001b[0m│\n", - "│\u001b[36m \u001b[0m\u001b[36m test_total_loss_epoch \u001b[0m\u001b[36m \u001b[0m│\u001b[35m \u001b[0m\u001b[35m 736.1885375976562 \u001b[0m\u001b[35m \u001b[0m│\n", - "└───────────────────────────┴───────────────────────────┘\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Evaluate performance of trained cVAE on test dataset\n", - "\n", - "_ = cvae_trainer.test(best_cvae, test_dataloader)" - ] - }, - { - "cell_type": "markdown", - "id": "da654f88", - "metadata": {}, - "source": [ - "### 2.6. Reconstruct and Denoise the Approach Curves" - ] - }, - { - "cell_type": "markdown", - "id": "01a5c2d8-45ed-4a56-930e-88415a355105", - "metadata": {}, - "source": [ - "The trained cVAE can used to reconstruct and denoise the approach curves." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "974c3c17-57a1-4dc8-b18b-a5e4332cbbf9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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n1XObzrmtEKLh1OZzLI+0aikqpiMA4daU82wphBD1Q1EUTrlHAtBCkS57QoiG5+EbggVbVz3P4gyDoxFCuKTyFlJaocGBCCEcJQWpWlKb2brKROqp4NqNy4QQBrIE2HKRf9FJgyMRQrgkVSXP3AyAvAzJQ0KIhqe7+QLgIQUpIZyWFKRqyS2oJQDeSjEUZBocjRDCVeV6Ngcg5Vgci/dKi00hRMPL0m03g0u27jM4EiGES/Lwsf0jBSkhnJYUpGrJw9ObFD0QgMQje40NRgjhso5poYBtpr37v95MYYnV4IiEEK7mRIntZjCIXIMjEUK4JDdbDvLUC6XnihBOSgpStWQ2KSTqtpllJn//N8UWuQkUQjS8JNWWh6IV2yx7KTlFRoYjhHBBuWoAAEFKLiUWzeBohBAux8PWStOEBpZig4MRQjhCClK1ZFZVjushALRQ0jiUmmdwREIIV5SsRgAQpaSjomHR5MmgEKJhZSm2mXOClBwsmhSkhBANS3X3Pv2iJN+4QIQQDpOCVC2ZTQrHdVtXmRZKurQOFUIYIlMNpkQ34a5YiSCTUqvcDAohGtYpygpS5FJqlQsiIUTDMpvdKNTdASgplK7DQjgjKUjVklk93WUvWkmVLntCCEM8fVUnTpS11mypplJYKrlICNGwssoLUkoucclyMyiEaFiebiby8QRg9d54Y4MRQjhEClK1pCjKGV320ikqlVYJouHEx8ejKArbt283OhRhsI4R/hWK40UyqLkQooFl6H4ANFNy+dfn6wyORgjharzcTBToHgAo0mVPCKckBSkHnO6yl8bW+EyDo3EOo0ePRlEUFEXBzc2N2NhYxo8fT1GR8wzEvHz5chRF4dSpUw1yvtGjR3PDDTdUWBYdHU1SUhJdu3at13O//PLL9v8vs9lMSEgIl156Ke+99x7FxbUbNLKhf26uJFkNB2y5SFpICSEaWoZmG1A4mByDIxFCuCIv99MtpILcSgyORgjhCClIOSBJD0bTFbyUEmYt3mx0OE7jqquuIikpiSNHjvDuu+/y+eefM3HiRKPDqnMlJfX3B9FkMhEREYHZbK63c5Tr0qULSUlJJCQksGzZMm655RYmT57MwIEDyc2VrhmNQUzbzoBtpr0CaSElhGhg6Zqty14zRf4mCCEaXtswX/LxAkC1FBgcjRDCEVKQckBooD/JNANOT7kuzs/Dw4OIiAiio6O54YYbGDZsGIsWLbKv1zSNyZMnExsbi5eXFz169ODnn3+ucIw9e/Zw7bXX4u/vj5+fH4MHD+bw4cP2/V955RVatGiBh4cHPXv2ZMGCBfZ9y7u7/frrr1x22WV4e3vTo0cP1q073c3g2LFjXHfddTRr1gwfHx+6dOnC/PnziY+P57LLLgOgWbNmKIrC6NGjARg6dCiPPfYYTz31FCEhIYwYMaLKrnWnTp1CURSWL19+3vfz8ssv89VXXzFnzhx7S6Xly5dXedwVK1bQt29fPDw8iIyM5Nlnn8VisdjXDx06lCeeeILx48cTFBREREQEL7/88nn/v8xmMxEREURFRdGtWzcef/xxVqxYwe7du5k6dap9u2+++YY+ffrg5+dHREQEd9xxB6mpqfafeXU/twULFnDJJZcQGBhIcHAw1157rf3/UtRMn569AGippJJTVGpwNEIIV9OnSxsAmpGHigxhIIRoeCYPW0tNVbrsCeGUpCDlgBX/GWofu6WlkmpwNM5p9+7drF27Fnd3d/uyyZMn8/XXX/PZZ5+xZ88exowZw5133smKFSsAOHHiBJdeeikeHh4sXbqULVu2cO+999qLL++//z7Tpk3j7bffZufOnYwYMYLrr7+egwcPVjj3Cy+8wLhx49i+fTvt27fn9ttvtx/j0Ucfpbi4mJUrV7Jr1y6mTp2Kr68v0dHR/PLLLwDExcWRlJTE+++/bz/mV199hbu7O2vWrOGzzz6r0c/gXO9n3Lhx/Otf/7K3KktKSmLgwIFVHuOaa67h4osvZseOHXz66afMmDGD1157rcJ2X331FT4+PmzYsIE333yTV155pUIxsKY6duzI1Vdfza+//mpfVlpayquvvsqOHTv4/fffiY+PtxedzvVzy8/PZ+zYsWzevJklS5agqio33ngjmkwdXmNqUAxgG0Pqhd92GxuMEMLljL/B9ndJVXQCyDM4GiGEKypSbV32lFIpSAnhjOq/308TZDapHNPC6afup5WSbGwwug6lBjVRdfMGRanx5nPnzsXX1xeLxUJxcTGqqvLRRx8BUFxczBtvvMHixYsZMGAAAK1bt2b16tV8/vnnDBkyhI8//piAgAB++OEH3NzcAGjfvr39+G+//TbPPPMMt912GwBTp05l2bJlvPfee3z88cf27caNG8fIkSMBmDRpEl26dOHQoUN07NiRhIQEbr75Zrp162aPoVxQUBAAYWFhBAYGVnhv7dq1480337S/jo+PP+/P43zvx8vLi+LiYiIiIqo9xieffEJ0dDQfffQRiqLQsWNHTp48yTPPPMOECRNQVVvNuXv37vbuke3ateOjjz5iyZIlXHnlleeN82wdO3bk77//tr++99577d+3bt2aDz74gIsvvpi8vDx8fX2r/bndfPPNFY47c+ZMQkND2bt3b72PkdVkNIsBIFw5hQcydoIQomH5eHtRaPLHy5rDjR08jQ5HCOGCkgvNoMLWQ4l0NjoYIUStSUHKQXk+0VAMMWqKsYGUFsAbUcac+/mT4O5T480vu+wyPv30U/Lz83n33Xcxm832osShQ4coKCioVCApKSmhVy9bt6Tt27czePBge/HmTDk5OZw8eZJBgwZVWD5o0CB27NhRYVn37t3t30dGRgKQmppKx44deeKJJ3j44Yf5+++/GTZsGDfffHOF7avTu3fvGvwEKjrX+6mpffv2MWDAAJQzCoODBg0iLy+P48eP07JlS4BK7yEyMtLera62dF2vcL4tW7bw8ssvs2PHDrKysuwtnBISEujcufpLg4MHDzJhwgQ2bNhAenp6hf2kIFVDXs0oULzx1gtooaRxqqCEQG/38+8nhBB1pNgjCK+CHAK1LKNDEUK4oFzNA1TIyJQcJIQzki57DrqkXz8A2pqly15N+fj40LZtW3r06MHMmTPZsGEDM2bMACAvz9bUf968eWzfvt3+tXfvXvs4Ul5eXnUSx5kFoPLCSnkx5P777+fIkSPcdddd7Nq1iz59+vDhhx/W6L2dqbxlkq7r9mWlpRXH+Kmr91MTZxe9FEVxuGvcvn37iI2NBWzd7kaMGIG/vz//+9//2LRpE7/99htw/sHdr7vuOjIzM5k+fTobNmxgw4YNNdpPnEFR0ANbAbZue9P+PmBwQEIIV1PoEQyAj0VmHRZCNLyCsln2vHGembuFEKddUAup9evXs2zZMlJTU3nkkUdo164dBQUF7N+/n/bt2+Pr61tXcTY6SpDthjxaN7jLnpu3raWSUed2kKqqPP/884wdO5Y77riDzp074+HhQUJCAkOGDKlyn+7du/PVV19RWlpaqcDi7+9PVFQUa9asqbD/mjVr6Nu3b61ii46O5qGHHuKhhx7iueeeY/r06Tz++OP28a6s1vPPZhYaGgpAUlJShRZeNX0/AO7u7uc9V6dOnfjll18qtFpas2YNfn5+tGjR4rxx1tb+/ftZsGABzz33nP11RkYGU6ZMITo6GoDNmyvOPFnVzy0jI4O4uDimT5/O4MGDAVi9enWdx+sKSvyi8cnaR7SSRmquXIwJIRpWcVlByq9UClJCiIaXr3sA4CMFKSGckkMtpEpKSrjpppsYNGgQL7zwAh988AGJiYm2A6oqw4cPrzDgc1NkCYwBIIhsKMoxLhBFsXWbM+KrFuNHVeWWW27BZDLx8ccf4+fnx7hx4xgzZgxfffUVhw8fZuvWrXz44Yd89dVXADz22GPk5ORw2223sXnzZg4ePMg333xDXFwcAP/5z3+YOnUqs2fPJi4ujmeffZbt27fz5JNP1jimp556ioULF3L06FG2bt3KsmXL6NSpEwCtWrVCURTmzp1LWlqavVVXVby8vOjfvz9Tpkxh3759rFixghdffLHCNud7PzExMezcuZO4uDjS09MrtbACeOSRR0hMTOTxxx9n//79zJkzh4kTJzJ27Fh7Ky1HWSwWkpOTOXnyJLt27eLDDz9kyJAh9OzZk//85z8AtGzZEnd3dz788EOOHDnCH3/8wauvvlrhOFX93Jo1a0ZwcDBffPEFhw4dYunSpYwdO/aC4nVVuV7NAWilpJBTaDnP1kIIUbeK3EMA8JUWUkIIA9hbSClSkBLCGTl0x/rSSy8xd+5cPv30U+Li4ip0S/L09OSWW25hzpw5dRZkY6R6BpKu+9teZB01NhgnZTabeeyxx3jzzTfJz8/n1Vdf5aWXXmLy5Ml06tSJq666innz5tm7hwUHB7N06VLy8vIYMmQIvXv3Zvr06fbWRU888QRjx47l6aefplu3bixYsIA//viDdu3a1Tgmq9XKo48+aj9/+/bt+eSTTwBo3rw5kyZN4tlnnyU8PJzHHnvsnMeaOXMmFouF3r1789RTT1Wa+e587+eBBx6gQ4cO9OnTh9DQUNasWVPpHM2bN2f+/Pls3LiRHj168NBDD3HfffdVKn45Ys+ePURGRtKyZUuGDh3Kjz/+yHPPPceqVavsrR9DQ0OZNWsWP/30E507d2bKlCm8/fbblWI8++emqio//PADW7ZsoWvXrowZM4a33nrrgmN2ReExXQCIUZKxnpGLhRCiIRR7lrWQssj4LUKIhpdfVpDyodjgSIQQjlB0vfZ3MC1btuTGG2/k/fffJyMjg9DQUBYvXszll18OwAcffMArr7xCenp6nQdc13JycggICCA7Oxt/f/8a73coNY/sj4bSWz1I5jVfENT31nqM8rSioiKOHj1KbGwsnp4yo41wHef63Xf0c9yYOPwejiyHr//BYS2Sp8Nn8Pujg867ixCifjh7LnIk/o2/vEffXRNZYu3FFa8ur9f4hBDn52p56Pdv3ueGwxPYrHSjz0QZ/kGIxqA2n2OHWkilpqbSrVu3atebTCYKCgocObTTMKkK8Xo4AHOXV265IoQQDSKoDQAtlVR2JWZQbDn/GGdCCFFXEkrKWswqpyi1OjZZhhBCOKpDdAQAvqq0kBLCGTlUkIqOjmb//v3Vrl+zZg1t27Z1KKCPP/6YmJgYPD096devHxs3bjzn9u+99x4dOnTAy8uL6OhoxowZQ1FR/fch1nWdY5otAXrkHKv38wkhGpaz5CL8m1Oku+GmWGmupLM8Lq3+zymEaBDOkIcK3YMACFGyySuSceyEaIoacy5SPGxFcU+9sF6OL4SoXw4VpO644w4+//xz1q1bZ19WPsPX9OnT+fHHH7n77rtrfdzZs2czduxYJk6cyNatW+nRowcjRowgNTW1yu2/++47nn32WSZOnMi+ffuYMWMGs2fP5vnnn3fkbdVKqVW3t5CKUZPRNBm7RYimwplyEarKsbJcFKskI8NICdE0OEse0rxts8oGk8N7i+Lq9VxCiIbX2HORvSClyaDmQjgjhwpSL7zwAgMHDuTSSy/lsssuQ1EUxowZQ8uWLXnwwQe56qqrGDNmTK2P+8477/DAAw9wzz330LlzZz777DO8vb2ZOXNmlduvXbuWQYMGcccddxATE8Pw4cO5/fbbz1u1rwu+nmb7TWArJYVjmU27i6IQrsSZchFAvG5rrRmjJFMiXWaEaBKcJQ+FhEcD4KFYWLrjYL2eSwjR8Bp7LjKVFaS8kBZSQjgjhwpS7u7uLFiwgC+//JLWrVvTsWNHiouL6d69O7NmzeLPP//EZDLV6pglJSVs2bKFYcOGnQ5OVRk2bFiFllhnGjhwIFu2bLEnuCNHjjB//nyuueYaR95WrTQP9LLfBEYoWZgsUpASoilwtlwEENSyE2ArSH27XroQC+HsnCkPXd2zFdm6NwDtfeSGUIimxBlykdmzvCAlLaSEcEZmR3dUFIU777yTO++8s04CSU9Px2q1Eh4eXmF5eHh4teNV3XHHHaSnp3PJJZeg6zoWi4WHHnronE1Ci4uLKS4+PehdTk6OwzHfMKALp7b6EKjkk33yIESEOnys2nJgckQhnFpD/c47Yy7qc9HFcOIbYpVkNh7NdPg4QojGwZnykKoqZBBIAAVcEV3r3YUQjVhD5KILzUOmsoKUOxZ0SzGK2aNW+wshjOVQC6nMzEx27txZ7fpdu3aRlZXlcFA1tXz5ct544w0++eQTtm7dyq+//sq8efN49dVXq91n8uTJBAQE2L+iox2/egrx9bCPIzV74QqHj1Mb5S3PSkpKGuR8QjQW5TN3urm5GRxJZUbnIiXYNtNejJLs8DGEEM7NyDyk+oUBsHF39RPeCCFcQ21z0YXmofKCFMDqvQkXFLsQouE51EJqzJgxxMXFsX79+irXP/jgg3Tq1IkZM2bU+JghISGYTCZSUlIqLE9JSSEiIqLKfV566SXuuusu7r//fgC6detGfn4+//73v3nhhRdQ1cr1tueee46xY8faX+fk5Dh8ATa8SwT7l0fQkyN45zVMNxmz2Yy3tzdpaWm4ublV+R6FaEp0XaegoIDU1FQCAwNr3R24tpwxFxFkK0i1UNIwI7NcCeHsnC0P5ZptM+1FmXNrva8QovFqiFx0oXnI3cOTYt2Mh2Jh3b5jDO7ersb7CiGM51BBaunSpTz88MPVrr/uuuv47LPPanVMd3d3evfuzZIlS7jhhhsA0DSNJUuW8Nhjj1W5T0FBQaWkVn6zWl33Hg8PDzw86qYpZ4cIPxaUz7SnpJxn67qhKAqRkZEcPXqUY8dkrBjhOgIDA6u9+KlLzpiL8IsgX/fARykmWkljxLsreWFkJy5t33DdiIUQdcfZ8lBEVEs4BeGq412PhRCNT0PkogvNQ24mlQI88SAPs1XG9BXC2ThUkEpLSyMkJKTa9cHBwdVOBXouY8eOZdSoUfTp04e+ffvy3nvvkZ+fzz333APA3XffTfPmzZk8eTJgK3y988479OrVi379+nHo0CFeeuklrrvuunpvRVHumHZ6pr2G4u7uTrt27aTbnnAZbm5uDfaZBifMRYpCoV8rfPIOEKMksywlkrtnbiR+ysj6P7cQol44Ux5SfG1d9gK0+h+uQQjRsBp7LnI3qWTgSTPyMMskU0I4HYcKUpGRkWzbtq3a9Vu2bCE0tPZP5m+99VbS0tKYMGECycnJ9OzZkwULFtgH0ktISKhQcX/xxRdRFIUXX3yREydOEBoaynXXXcfrr79e+zfloPKZ9lqpDVeQAtsMF56eng16TiFchTPmIvewdpB3gNZKEsvo1WDnFULUD2fKQ2pZQcrPkoWm6aiqUu/nFEI0jMaei9xMCgW6ByjgpslMn0I4G0V3YOqqMWPG8PHHH/Pzzz9z/fXXV1g3Z84cbrnlFh5++GHef//9Ogu0vuTk5BAQEEB2djb+/v613r/3s9+xxfNhNF1BfTEZ3KRIJERDu9DPcWNwoe9BW/Qy6pp3+cYyjJcs9wJICykhGpiz5yJH4y/Y9Sfev9zJDq01AU+sJibEpx6jFEKciyvmoe0TLqKnepif2r/FLXf8u54jFEKcT20+xw61kHr55ZdZvHgxN954Iz169KBr164A7N69mx07dtCpUycmTZrkyKGdTgb+5Ope+CmFcOoYhHYwOiQhhAtSQ9oCMtOeEKLheQdFARCiZFNg1QyORgjhanQ3H7BCM3Op0aEIIWrJoSnaAgICWL9+PS+++CKlpaX8/PPP/Pzzz5SWlvLSSy+xYcMGAgMD6zjUxmn9c8M4Vjaw+anjMt2xEMIgZTPtxapSkBJCNDAfW5e9ELIpLrUaHIwQwtW4e9taYJgs+QZHIoSorVq3kCoqKuKLL76gZ8+eTJo0yWVaQlUnIsCTzXo4XYnn63nLeKLXP4wOSQjhioJtBakoMvCghGLcDQ5ICOEyfGzjhnooFrTCU0CgkdEIIVxMqckLAJMMai6E06l1CylPT0+eeeYZ4uLi6iMep1TeQiqw6LjBkQghXJZPKLm6F6qiE63UfpZTIYRwmJsnObo3AEfjjxocjBDC1ZSabPlHClJCOB+Huux17dqV+Pj4Og7FeXlHtANk7BYhhIEUhfiy4nis5CIhRANL0wMA+G7pFoMjEUK4GktZCymzFKSEcDoOFaRef/11Pv/8cxYvXlzX8TilS/v1A6CVkmJwJEIIVxbaqjMgxXEhRMNLx1aQClGyDY5ECOFqyltISUFKCOfj0Cx7H330EUFBQYwYMYLY2FhiY2Px8vKqsI2iKMyZM6dOgmzsLIExALRQ0ohPySImvJmxAQkhXJJPZAdInG9vIaXrOoqiGByVEMIVlLeQClVOYdV0TKrkHiFEw7CYbQUpN6sUpIRwNg4VpHbu3ImiKLRs2RKr1cqhQ4cqbeNKN0ElnuEU6u54KSXs27eHmPBLjA5JCOGClLKBzctbSC3Zl8qwzuFGhiSEcBFu/uGQb2shlZFfTJifp9EhCSFchLWsIGW2FhociRCithwqSMn4URV1bRHAfj2cTkoiGYn7ASlICSEanldEewBiVVtBavG+FClICSEaRJ+uHWHDH4SQTX6xFfyMjkgI4SosZh8A3KWFlBBOx6ExpERFiqJQ7BcDwMH9O40NRgjhskyhtgkWIpVMPCnGqukGRySEcBXBYS0AWwupolKrwdEIIVyJ1d5lT1pICeFsHGohVW7FihXMmzePY8eOAdCqVStGjhzJkCFD6iQ4Z7I+O4CeZltXmfS8YkJ8PYwOSQjharyDOKX7EKjkE6OkYNVbGx2REMJV+IYBEKpkU2zRDA5GCOFK7AUpTVpICeFsHCpIlZSUcPvtt/P777+j6zqBgYEAnDp1imnTpnHjjTfy/fff4+bmVpexNmrHyqZbb6WkkJlfIgUpIYQh1JB2kLGd1spJEjPlwkwI0UB8bAWpECWbRGkhJYRoQJqbrSDlLi2khHA6DnXZmzRpEr/99htPP/00SUlJZGZmkpmZSXJyMuPGjePXX3/llVdeqetYG7V4PQKwFaR06SUjhDCIV/MuAHRQj7MpPsvgaIQQLqOshVQI2aw9lG5wMEIIV6K52caQ8tCkICWEs3GoIPXdd98xatQo3nzzTcLDTw+YGxYWxtSpU7n77rv55ptv6ixIZ3BMs/0copVU0CwGRyOEcFWm8I4AtFZOGhyJEMKl+IQC4KFYmLV0h8HBCCFciV5WkDLLoOZCOB2HClJJSUn069ev2vX9+vUjOTnZ4aCcURJBFOtuuCtWTLknjA5HCOGi1OA2gK21phBCNBg3T7J1W7eZUOWUsbEIIVyKr38gAF4UcypPWkkJ4UwcKki1aNGC5cuXV7t+xYoVtGjRwtGYnJKOSoJua65+YJ/MtCeEMEiQbSDzGCUF0GW2KyFEg0nRmwEQJgUpIUQD8vL2t39fVJhnYCRCiNpyqCA1atQofvzxRx566CHi4uKwWq1omkZcXBwPP/wwP/30E6NHj67jUBu3f/SMIr5sYPO1mzYaHI0QwmU1i0FDxV8pIJRsHvh6s9ERCSFcRKoeCEA4Mn6dEKLh9O8QhVVXANBL8g2ORghRGw7Nsvf8889z+PBhvvjiC6ZPn46q2upamqah6zqjRo3i+eefr9NAG7u3b+nBl7sjAeioJBgcjRDCZbl5oQTFQOYR2qnHWXUw0OiIhBAuIoXyFlJSkBJCNBwPNzM5eOFPAXqRtJASwpk4VJAymUzMmjWLMWPGMH/+fBISbAWYVq1acc0119C9e/c6DdIZuJlUmrUfAEfm0V09YnQ4QggXpoR2shWklBOspavR4QghXERaWZe9cOUUiZkFRAd5GxyREMJVFCqe+FOAtTjX6FCEELVQ44LUgQMHiIqKwtfX176sR48e9OjRo14Cc0aJppYAxCrJoOugKAZHJIRwSSFtIQ5iFNeaXEIIYayhfbrB9j8JV7L4YuURXr1BCuJCiIZRgKftm2JpISWEM6nxGFKdOnXijz/+sL/Oz8/n3nvvZf/+/fUSmDM6TjiaruCnFKLlphodjhDCVZUNbB5bVpCyarqR0QghXESHtu0BW5c9i6YZHI0QwpUUKV4AaFKQEsKp1LggpesVb2iKioqYNWsWJ0+erPOgnNWgji04oYcAUJJ6wOBohBAuK6gNAK3KClKFMtOeEKIBKH4RAIRxCn8vN4OjEUK4ksLyFlIyqLkQTsWhWfZE1W7s1Zyjuu1iTApSQgjDBNsKUtFKGmYsFBRbDA5ICOESygpS4UoWn684bHAwQghXUt5CSi+WgpQQzkQKUnVIVRUO61EAfD9/CcezCgyOSAjhkvwiKdA9MCsaLZVUtibIjFdCiAZQVpDyUkrwR66BhBANJ6PUNjTyxgMy27kQzqRWBSmlikG6q1rmysoLUq2VJCb/JeNrCSEMoChoIR0A6Kgk8NC3Ww0OSAjhEty8yMU2s16Ikl1puAchhKgv+bqty178SRnHVwhnUuNZ9gCeffZZJk+eDIDVahuT5P7778fHx6fStoqisGPHjjoI0bmUF6TaKic4nilPB4UQxvBt1RMydtJJTWC+1p+colL8PWVMFyFE/UrT/PFTCwgmh1KrjrtZHlwKIepf+Sx7PkqRwZEIIWqjxgWpSy+9tFJrqLCwsDoPyNkd0mwFqZZKKrqlxOBohBAuK6wLAB2URAC6v/w38VNGGhmREMIFZOBPa5IJVnIotWq4m2V0CCFE/csvK0h5U2xwJEKI2qhxQWr58uX1GEbTERHVipwML/yVQiKtJ4wORwjhqsI6ArbWmkII0VAydX/A1mWvsNSKj0etGuMLIYRDCsq67PkgLaSEcCby2KqO9W8TzJGybntKxiGDoxFCuKyQ9oCttaYbMsueEKJhRDWPBiCYHL5df8zgaIQQriIfDwC8pcueEE5FClJ1zKLpHNKbA9IyQQhhIL9IilWvspn2UoyORgjhIrq1bwtAsJLDnpM5BkcjhHAV9jGkpIWUEE6l0RWkPv74Y2JiYvD09KRfv35s3LjxnNufOnWKRx99lMjISDw8PGjfvj3z589voGgrs1h1DpeNI9VGPcnJU4WGxSKEcJyz5yIUhdLA1oBt1k8hhPNxyjzkEwpAsJLNoDbBDXtuIUS9cIZcVD7LnrciY0gJ4UwaVUFq9uzZjB07lokTJ7J161Z69OjBiBEjSE2tevrOkpISrrzySuLj4/n555+Ji4tj+vTpNG/evIEjP82i6RzWIwFoo5zk5T/2GBaLEMIxTSEXAZQE2ApSsVKQEsLpOG0e8g0HIFw5RalVb9hzCyHqnLPkotDgIEBaSAnhbBrVSJPvvPMODzzwAPfccw8An332GfPmzWPmzJk8++yzlbafOXMmmZmZrF27Fjc323TmMTExDRlyJf/XryWPb2oBQHvlOAWFkhSFcDZNIRcBFAXaus50UBPBanAwQohacdo85G9rJR6hZLLnZHbDn18IUaecJRfd1K8DLIZAs8xyLoQzaTQtpEpKStiyZQvDhg2zL1NVlWHDhrFu3boq9/njjz8YMGAAjz76KOHh4XTt2pU33ngDq7X6O6/i4mJycnIqfNWlrs0DiIzpTKHujqdSyvH4/XV6fCFE/WoquQigMLgLAF2VeHzcTXV+fCFE/XDqPOQXAUAYWfy+XcbSFMKZNUQuqqs8pHj4AuCpy3ApQjiTRlOQSk9Px2q1Eh4eXmF5eHg4ycnJVe5z5MgRfv75Z6xWK/Pnz+ell15i2rRpvPbaa9WeZ/LkyQQEBNi/oqOj6/R9AIQFeBGv295HjFJ17EKIxqkp5SJreA/ANsGCapULNCGchVPnIV9bQcpdsRJE7oUfTwhhmIbIRXWVh1QPHwA8NOmdIoQzqVGXvdjYWBRFqdWBFUXh8OHDDgVVU5qmERYWxhdffIHJZKJ3796cOHGCt956i4kTJ1a5z3PPPcfYsWPtr3Nycur8RvDS9qEc3hNFJxJprxyv02MLIRqfxpqL2rVpS44agL+WTayWyPUfrea1G7rSvUVgnZ5HCGG8RpOHzO4UuQfhWZJJuJJ1YccSQjid2uaiuspDmputIOVDEZl5xQT5ejj+JoQQDaZGBakhQ4ZUKkht3ryZPXv20LlzZzp06ABAXFwce/fupWvXrvTu3btWgYSEhGAymUhJqTg9eUpKChEREVXuExkZiZubGybT6a4onTp1Ijk5mZKSEtzd3Svt4+HhgYdH/SaoG3o2551fWnKtaQMd1cR6PZcQom41pVykqCo+rXrC0RV0UhOYfbwNd/53AztfHlGv5xVCXBhnz0OmgChIyyRcyaTUquFmajQN8oUQtdAQuaiu8lAhtln2VEUnLy+HIN/QCz6mEKL+1egKYdasWXz55Zf2r3/84x8cP36cRYsWsXv3bn755Rd++eUXdu/ezcKFC0lMTOSGG26oVSDu7u707t2bJUuW2JdpmsaSJUsYMGBAlfsMGjSIQ4cOoWmafdmBAweIjIys8sKroaiqwkH99MDmQgjn0ZRyEYAa0Q2ATsoxAHKKLEaGI4SoAWfPQ7qfbbbhCCWLr9cda9BzCyHqjjPlokI8KNVtRTBrfma9nUcIUbccemQ1YcIEHn/8ca644opK66688koee+wxXnzxxVofd+zYsUyfPp2vvvqKffv28fDDD5Ofn2+f1eHuu+/mueees2//8MMPk5mZyZNPPsmBAweYN28eb7zxBo8++qgjb6tOxZUVpNoqJ0CT6a2EcCZNKRcpobYWrLEynp0QTsWZ85BSNtNeOFm8vTCuwc8vhKg7zpKLLmoVTArNACg9dbJezyWEqDs16rJ3toMHDxIcHFzt+uDgYIfGj7r11ltJS0tjwoQJJCcn07NnTxYsWGAfSC8hIQFVPV1Di46OZuHChYwZM4bu3bvTvHlznnzySZ555pnav6k6lqCHU6S74amUQlY8BLcxOiQhRA01pVyEn+3GUCZYEMK5OHMeUv1tLaTClUwKS+WhnBDOzFlyUYC3GymqL+jpWPJl/DohnIWi67pe2526du2K2Wxm9erV+Pr6VliXm5vLoEGD0DSN3bt311mg9SUnJ4eAgACys7Px9/evs+PGPDuPee7P0UU9xq/t36T14FvpGR1YZ8cXQpxWX5/jhlRv76EgE96MBaBH0Rdk40v8lJF1d3whhJ2z56K6il/f8hXKn0+wxNqL+0r/IzlHiAbkynlo1+uX0K10F7v6v0u3q+6tpwiFEOdTm8+xQy2kXnvtNf75z3/SsWNHRo8eTdu2bQFby6mvvvqKlJQUfvrpJ0cO3aTE6dF04RiH92xm7M4WckEmhGh43kEc10NooaTTQUlkq9LZ6IiEEE2cYh9DSsZxEUI0nGKTL5SCtfCU0aEIIWrIoYLUDTfcwPz583nmmWd44403Kqzr2bMnM2bMYMQImcXpgNYCTNBJTQBpsS6EMMh+LZoWpnQ6qImEdbnc6HCEEE2dvcuedJsRQjScYrOf7ZuibGMDEULUmEMFKYDhw4czfPhwkpOTOXbMNoNKq1atqp0C1BXt0WMA6KzEGxqHEMK19e03CDZvo6OSyAs7k3j9xlICvNyMDksI0VSVjV0XouTghszsKYRoGBa38oJUjrGBCCFqzOGCVLmIiAgpQlXh6Svb8+0iW1P1lkoqZrkgE0IYxL9lT9gMHdREANYfyWBEF8nbQoh64h2EVXXDpJUS65GLrusoimJ0VEKIJq68IFWcJ92FhXAW6vk3qVpCQgIPPfQQHTp0ICgoiJUrVwKQnp7OE088wbZt2+osSGd0UatmpBJIoe6OWdFoqaQaHZIQwlWF28aNaq8kAjomuTEUQtQnRaHUyzYDl29JGtd8sNrggIQQrmB3hu36JjlV7ruEcBYOFaT27t1Lr169mD17NrGxsWRnZ2Ox2FoAhYSEsHr1aj766KM6DdTZhPl5oKOyT28JQHfliMERCSFcVnA7NMWMv1JIFBmYVClICSHql8XH1gozXMliX5J0nxFC1L/jRbbhCPzJp9giA/gK4QwcKkiNHz+ewMBADhw4wLfffouu6xXWjxw5klWrVtVJgM6qXbgfwzqFsUNrA0BX9ajBEQkhXJbZnSwvW3G8g5pIqVUzOCAhRFNn9bG1kJKZ9oQQDSVf8QXATynkr13JBkcjhKgJhwpSK1eu5OGHHyY0NLTKMQFatmzJiRMnLjg4Z/f08A7s1VsB0FFJMDgaIYQrS/NuC0BHJZH1R+QGUQhRvwo9bQWpcOWUsYEIIVzGnUO7AbYWUlZNP8/WQojGwKGClKZpeHt7V7s+LS0NDw8Ph4NqKjpF+rNfs7VK6GJKBF0SoxDCGEmetoJUZzWemWukxaYQon41i7Bd/4RLCykhRAMJDQkFwF8pwM3s8FDJQogG5NAn9aKLLmLevHlVrrNYLPzwww/079//ggJrKl4YfSNWXaEZOZCXYnQ4QggX1ba7LSd3VBINjkQI4Qo8mrUAIIIsgyMRQrgKs08zAPwpwN0kBSkhnIFDn9TnnnuOBQsW8PDDD7N7924AUlJSWLx4McOHD2ffvn08++yzdRqos1LcvDiqR9pepOw2NhghhMuKbn8RAK2UZMxYDI5GCNHk+duufcIUKUgJIRpGq6goALyVYvzdpWeKEM7AoYLU1VdfzaxZs5g9ezaXX345AHfeeSfDhw9n69atfP3111x66aV1GqizUlWF/WUz7R3Yud7gaIQQLsu/OfmmANwVKz2VQzK2ghCifvnZClK2Qc0l3wgh6p/q6X/6RZHM7imEMzA7uuNdd93FTTfdxKJFizh48CCaptGmTRtGjBiBn59fXcbo1FRFYZ/WkmtN69m9bR3tbzI6IiGES1JVTvp2pV32Gjqqify0OZHb+rY0OiohRFNVVpDyUYrxoxCrpmNSK0+EI4QQdcZkpgAvvClELZGClBDOwOGCFICPjw833HBDHYXSVOnsK2sh1Uk5ZnAsQghX1qJ9T9i0hltMK/jHr1cyoksEzXzcjQ5LCNEUuXtj9QjEVHyKcCWTebuSuL5HlNFRCSGauALVB2+tEKUo2+hQhBA14FCXvdatWzNgwADi4uKqXD9nzhxat259QYE1Fc0Dve0z7bVVToKlxOCIhBCuyis0FoAgcgHILZKxpIQQ9UcrayUVpWSQkl1kcDRCCFeQr/gAoJbkGhyJEKImHCpIxcfHs3XrVvr27cvvv/9eaX1eXh7HjklrIICIAE9OEkyO7o2bYqU0ZZ/RIQkhXFXXmwGIVtPwJ9/gYIQQTZ3u1xywjSNVbLEaHI0QwhUUqraClKlEWkgJ4Qwcng/znXfe4dJLL+Xmm2/mpZdeqsuYmiCFXZqtZYKesNHgWIQQLss7iON6CACd1WOcOFVocEBCiKZM97d10YtSMigokYKUEKL+Fai+AKjFMoaUEM7A4YJUs2bN+PPPP5k4cSKTJ09m5MiRZGdLJbo62/S2AOQd22pwJEIIV5bs3R6ALko8z/yy0+BohBBNmRrQAoAIMqUgJYRoEAUmW0HKLIOaC+EUHC5IlZswYQJz585lw4YNXHzxxezZs6cu4mpy4rRoABL2bTY4EiGEK8vy7wRAZzWehMwCg6MRQjRlSqCty16UkkGyjCElhGgAhWUtpEwyhpQQTuGCC1IAV111FZs2bcLHx4f+/fszZ86cujhsk1I+015bEkDTDI5GCOGqojr2B6BL2ayfmqYbGY4QogkzB9gKUuFKFiaTYnA0QghXUFRWkDKXSgspIZxBnRSkAGJjY1m3bh033XQTP//8c10dtkn4z4gOxOsRFOtmfJUiDh2UVmRCCGN06X0JAG2VE/hSwM9bjxsckRCiyfKLACBMOUVBsczqKYSof0Um26Dm5lJpISWEM3CoILVs2TKGDRtWabmnpydfffUVf/75JzNnzrzg4JqKlkHeWDBzSLc9KVy4dKnBEQkhXJZfJLlezTErGhepB1m0N8XoiIQQTVVZQaqZksfauBPkS1FKCFHPisx+ALjJGFJCOAWHClJDhgwhLCys2vUjR45k1KhRDgfV1IzsFgnAPr0VAC2KDhoZjhDClSkK+cHdAeigJMoNohCi/ngGYlXdAQhVTvHp8sMGBySEaOoO55oByMnONDgSIURNmGuy0ddffw3AXXfdhaIo9tfnoigKd91114VF10SoqsLjl7dl14pY/mlaSasSKUgJIYxTEtwJjv9FVzWe6YczjA5HCNFUKQolXmF45R8nnCwSs2QiBSFE/TqUYwJ3UIpk9nchnEGNClKjR49GURRuu+023N3dGT169Hn3kYJURb1bNeMDLRaAqIL9BkcjhHBl+eG9AbhYteWi7IJSArzdjAxJCNFElXiH2wpSShYe5jobulQIIaqUq3sB4KdIAVwIZ1CjgtTRo0cBcHd3r/Ba1JzFqrNXb4VVVwhTTkFOEvhHGh2WEMIFRXcZCH9DlJKJHwUcP1VAgHeA0WEJIZqgUu9wACKVDApUKUgJIepXDrZBzf3JNzgSIURN1Kgg1apVq3O+FufXpbk/RXhwUG9BRyURTm6TgpQQwhC+AUFkqCEEa+l0VY8y8oPVxE8ZaXRYQogmqMTHNqFLlJLJUalHCSHqWY7uDYAvReiaFUU1GRyREOJc5NKggQT52FqX7SrrtkfSduOCEUK4vMKIPgD0UGSQYSFE/Sn1tT18i1QyUBXF4GiEEE2du28zAFRFZ/eRRIOjEUKcT41aSF1++eW1PrCiKCxZsqTW+zVV7iZb7W+XHsstrCTv6CZ8LzM4KCGEy/Jv0w9OLqC/uo/PrNcbHY4Qookq9LIVpKKUdClICSHq3e9PXEbeNE98lSIyUpOgbYzRIQkhzqFGLaQ0TUPX9Vp9aZrmcFAff/wxMTExeHp60q9fPzZu3Fij/X744QcUReGGG25w+Nz1RSm7CNultQag8NgW0HUjQxJCnENTzENn8u8yHIA+ahwmrAZHI4SoSlPIQ3meEYCty57Uo4RwTs6Ui8L9PclW/AHYeVDGPRaisatRC6nly5fXcxinzZ49m7Fjx/LZZ5/Rr18/3nvvPUaMGEFcXBxhYWHV7hcfH8+4ceMYPHhwg8VaW/1bB7HtSCssukqokg05JyGgudFhCSHO0pTzkF1YZ7J1bwKUAroo8ZRYNNxlBiwhGo2mkodyPWwFqTDlFFppkcHRCCFqyxlzUYbmQ3MVtsUdafBzCyFqp9Hdfbzzzjs88MAD3HPPPXTu3JnPPvsMb29vZs6cWe0+VquV//u//2PSpEm0bt26AaOtnVn39KUYd/bpLQEoPbDI4IiEEFVpynnITlXZrHUA4CL1IEUWaSUlRGPSVPJQcGgkRbobAJ6FqQZHI4SoLWfMRZm6rYVUiJLd4OcWQtTOBRWkVqxYwfjx47n11lu59dZbGT9+PCtWrHD4eCUlJWzZsoVhw4adDlBVGTZsGOvWrat2v1deeYWwsDDuu+8+h8/dENzKxpFaofUAICtutZHhCCGq0NTz0Jm2a20A6KkewmKVLsRCNBZNKQ91j25GuhoKgG9RksHRCCFqw1lzUaoeCEAopww5vxCi5mrUZe9sJSUl3H777fz+++/ouk5gYCAAp06dYtq0adx44418//33uLm51eq46enpWK1WwsPDKywPDw9n//79Ve6zevVqZsyYwfbt22t0juLiYoqLi+2vc3JyahXjhVDLxk7YrrUFwCdte4OdWwhRMw2Rh8DYXFRuN7Zc1FM5zHUfrmbNs7WfwEIIUfeaWh4yNWsBmSfxLU6pl+MLIeqHs96bpREA2LoKCyEaN4daSE2aNInffvuNp59+mqSkJDIzM8nMzCQ5OZlx48bx66+/8sorr9R1rJXk5uZy1113MX36dEJCQmq0z+TJkwkICLB/RUdH13OUp5UPbF5ekPLOPgRFDX8TKoSoO47kITA2F5XbVVaQilFTKDglN4pCOKvGnoeKvKMA8Mg/WS/HF0I0Do3l3ixDtxWkgpTcCz6WEKJ+OdRC6rvvvmPUqFG8+eabFZaHhYUxdepUUlJS+Oabb3j11VdrddyQkBBMJhMpKRVvjFJSUoiIiKi0/eHDh4mPj+e6666zLyuf3c9sNhMXF0ebNm0q7PPcc88xduxY++ucnJwGvxFMJ4DjeggtlHRKE7fi1m5og55fCFG9hshD0DhyUZ7qyyEtirbqSS5SDzbouYUQ1WtqeSjdFEIsoGefoLDEipe7qc7PIYSoe856b3ZK9wEgkLwLOo4Qov451EIqKSmJfv36Vbu+X79+JCcn1/q47u7u9O7dmyVLltiXaZrGkiVLGDBgQKXtO3bsyK5du9i+fbv96/rrr+eyyy5j+/btVSYzDw8P/P39K3w1pC/vuRg43UoqZZ+MIyVEY9IQeQiMz0UAj1/ejs1ae8A2sLlVk3GkhGgMmloeKi5rIRWpZLDqYFq9nEMIUfec9d7sFL4ABCpSkBKisXOohVSLFi1Yvnw5Dz30UJXrV6xYQYsWLRwKaOzYsYwaNYo+ffrQt29f3nvvPfLz87nnnnsAuPvuu2nevDmTJ0/G09OTrl27Vti/fDyrs5c3Fpd1COPimGZsS2zDtab1eKVuMzokIcRZmnoeKvfwkDa8sLgNt7Gc7soRlu5P5crO4effUQhR75pSHurfqzvsgyglg+8OpTO8S+WWFUKIxskZc9EpvawgJS2khGj0HCpIjRo1iokTJxIYGMiYMWNo27YtiqJw8OBB3nvvPX766ScmTZrkUEC33noraWlpTJgwgeTkZHr27MmCBQvsg+klJCSgqhc0OaDhNsVnoSm2FlLa8c2g61A2vpQQwniukIcAVFUh3qMDaNBDPcJFX69n/+vXYTY5/3sTwtk1pTxkDrS1iohSMvh63TFe+YfxRTIhRM04Yy463UIq3+BIhBDno+i6Xus+Glarlfvuu4+vv/4aRVHsSUjTNHRdZ9SoUcyYMaPRJaeq5OTkEBAQQHZ2doN1mYl5dh4elLDb4z7cFCs8tRsCG35AYyGaCiM+x3XNqPfQe9JfLNLuJ0jJ45biCVxz7U3cMyi2wc4vRFPi7Lmo3uIvzoXJtpbzXYv+y+4pt9TdsYUQFUgegoue/Z6tnmU9eZ5PAnfvOoxQCHE+tfkcO9RCymQyMWvWLMaOHcv8+fM5duwYAK1ateKaa66he/fujhzWpRTjzn49mm5KPJzYLAUpIYQhSnWVdVpnRpo20kc9wKQ/9zK8SwTNA72MDk0I0VR4+JGtexOgFBCpZBodjRCiicvEj1O6j62FVHocRPUyOiQhRDUcKkiV6969uxSfLsB2rS3d1Hg4vhm63Gh0OEIIF6TrsEXrUFaQigMr5BaVAlKQEkLUnZN6CAFKAu08sowORQjRxH12Zx9SfmxmK0gVZRsdjhDiHC64T52maWRlZZGZmVnpS5zbBq0TAPrBRQZHIoRwVZqus0nrAEAfNQ4VjRKLZnBUQoimxi88BoD+wYXGBiKEaPK6twggh7JuelKQEqJRc6iFVGlpKVOnTmXmzJkkJiaiaVXfvFit1gsKrqmKCfYmPqOANVoXAJT0OCjMAq9mBkcmhHA1mg579Vbk6l4EKAV0UhIoKJHcLYSoW0XeUQD4FCUZHIkQoqkzqQo5ug8ABTmZyAhSQjReDhWkHnzwQb766iv69+/PDTfcQEBAQF3H1aR9dW9fhry1nCz8OaJF0FpNhsSN0H6E0aEJIVyM2aRQWGpik9aBy03b6a/u5bYv1hM/ZaTRoQkhmpAC7+YAmHISKbFouJsb/8Q3QgjnZFIVewup1bsPM7y/wQEJIarlUEHqp59+4q677mLWrFl1HI5raBXsw/DO4fy9N4UNWidbQSp+tRSkhBAN7r939+Hh/22FqEsgcTv91X3MsF5jdFhCiCYmWQ2jO9BCSSc+I5/24X5GhySEaKJMikKObitI7Y9PZLjB8QghqufQ4ylvb2/695dS84V47cauAOzRYwAojV9nYDRCCFfVr3UwW14cxuVX3QRAX3UfKjKGlBCibnXvYpsEp4WSRmpOscHRCCGaMlVVyMbWZS+cU8YGI4Q4J4cKUrfffjtz586t61hcSpifJwDrywY2J2U3VDMWlxBC1CdFUSCixxnjSB1jzvYTRoclhGhCIlq1t/2rZJGRnWNwNEKIpszNpHBMiwCgrSrXM0I0Zg4VpN58800CAwO59tpr+fXXX9m0aRNbt26t9CXO76geSZ7uiZu1EJK2GR2OEMJVmcxs1DoCcLEax5M/bDc2HiFE0+IdTLFiexiXmxJvbCxCiCbNy81EvB4OQDBSABeiMXNoDKni4mI0TeOvv/7ir7/+qrRe13UURZFZ9mrAion1WieGmbbBsXXQvLfRIQkhXNRBvQVXsI3e6gFmWa8yOhwhRFOiKOR5ReFRcIQFazZyx9WXoaqK0VEJIZogRVHIwB+AYEUKUkI0Zg4VpO69915+++03brvtNvr16yez7Dnolt4t+GnLcbZq7W0FqfjVMPAxo8MSQrio1VpXHuJPeqsHAN3+cEEIIepCgXdzgguOEK2ksupQOkPahxodkhCiico3BwHgpxSilxSguHsbHJEQoioOFaQWLlzI448/zrvvvlvX8bgUDzdbj8nycaT0I8tQrKVgcjMyLCGEi5r29AOUfPAmUUomrZUkLpm6jNXPXCZFKSFEncjxsI3pEqVkcKqgxOBohBBNWYuIMIpTzXgoFlJTThAe3c7okIQQVXBoDCl/f3/atm1b17G4nBFdbBdmW/V2nNJ9UCxF7Nshs+0JIYwRHhzMVt028HBv9QAnThWy83i2wVEJIZqKkOZtAIhS0rFqusHRCCGasiAfD3u3veSTiQZHI4SojkMFqQceeIDvv/9exoi6QIPblTdVV9ih2S7S/vfLr8YFJIRwea26DgKgt3IAgFKrzP4phKgb5mYtAWiuZEhBSghRr4J93cnUbQWpkuxUg6MRQlTHoS57nTt3Zs6cOVx00UWMGjWK6OhoTCZTpe1uuummCw6wqXv1H114ac4etuttGcJO+qr7jQ5JCOHCmnUcDHv/yxWmrWDRkVtGIURd8Q2LASCKdG77eSdD2ocS5u9pbFBCiCbpPyM6sneHrSClFKQZHI0QojoOFaRuvfVW+/fjxo2rchuZZa9m7hoQQ1peCSuXduNJ869cqu6kqMSCp7tD/zVCCHFBPDtfQ8EvHoQqOXRQEikulRZSQoi64RHSCoBIJRMVjf/8vJOv7u1rcFRCiKYo1M8DU0AU5O3EI++40eEIIarhUNVj2bJldR2HS7ujb0s+WdKGYt2NQCWfOavW8o8rLjU6LCGEKzK7s0nrwBDTTgape5j4RyeWPD3U6KiEEE2BXyQWxYwbFiLJ4GCKzHolhKg/qZ6xkAfeufFGhyKEqEatC1JFRUXs2LGDnj17cumlUjSpC55uKhbM7NZj6K0cZM3SP6QgJYQwzBqtC0NMOxmo7mZm2tVGhyOEaCpUE+nmSCJKE2mlphBnaW50REKIJqzAMwwAtwIZQ0qIxqrWg5p7enryzDPPEBcXVx/xuCRPN9v4Wxu0TgCMUDcbGY4QwsX1uexGAPqp+zEhXa+FEHUn0zMagFglmaJSyS9CiPpjcQ8AID87ncz8EoOjEUJUxaFZ9rp27Up8fHwdh+K6ygtSc639ARig7gWLJE0hhDHcmvcgS/fFTymkh3LY6HCEEE1Inrdtpr1WSgr5JVKQEkLUn3SLrVtwJzWBdYczDI5GCFEVhwpSr7/+Op9//jmLFy+u63hc1uKxQ9irtyJT98VbKYbknUaHJIRwUW5mM2u1zgAMVPcYHI0QoinJ8zndQkoIIerTwqNF9u/N+ScNjEQIUR2HBjX/6KOPCAoKYsSIEcTGxhIbG4uXl1eFbRRFYc6cOXUSpCtoG+YLKGzR2nOlaSvFR9fh0aKP0WEJIVyQt4eJv7SujDRt5BLTbqPDEUI0IYV+MQDElBWkNE1HVRUDIxJCNFW3DO4Ja23f+2XuAXobGY4QogoOFaR27tyJoii0bNkSq9XKoUOHKm2jKHJxUVu3XRzN5q0duNK0la3Lf6f3gEdxNzvUiE0IIRzWs0UgY7UuAPRSDkJJAbjLbFhCiAvXvnMv2AGtlGRMWEnNLSYiwNPosIQQTdAVvdrZC1JqSZ6xwQghquRQtSM+Pp6jR4+e8+vIkSN1HWuT99oNXVmu9QCgl2UHU//cZnBEQghXpKoKd1w1lBN6MB6KBRLWGR2SEKKJaNeuE5rJE3fFSrSSSm5RqdEhCSGaKFVRmGMdCIBnaabB0QghqiLNbxoRs0klTo8mTffHUyll28aVRockhHBRN14UzVqrrZXU779+R6EMPiyEqAuqihraDoA2yknyii0GBySEaKoUIEP3B8CtSApSQjRGF1SQWrFiBePHj+fWW2/l1ltvZfz48axYsaKuYnNJ91/Smq1aewAuUXdzOE2alwohGl6AlxtrtK4AtM7bwv82HDM4IiFEkxHUGoCWSiqfrZCZPIUQ9aOZtztJehAAxw7uQtd1gyMSQpzNoYJUSUkJN998M5dffjlvv/02ixYtYtGiRbz99ttcfvnl/POf/6S0VJpgO2LciA6sK5vdaoRpE1dMW8GmeKnoCyEalrtZZW3ZOFJdlXgKs9MMjkgI0WQ0iwFsBamFe1KMjUUI0WQFeLuxR48BoJd6iL92JRkbkBCiEocKUpMmTeK3337j6aefJikpiczMTDIzM0lOTmbcuHH8+uuvvPLKK3Udq0vwdDMxz9ofgC7qMYLJ5tetJwyOSgjhilJpxj4tGlXRaZG+yuhwhBBNRVkLqRglmYFtgg0ORgjRlO3Q2gAQqWTyzHdrpJWUEI2MQwWp7777jlGjRvHmm28SHh5uXx4WFsbUqVO5++67+eabb+osSFfz1j1XsldrBcAgdQ+JmQUGRySEcFUryiZaKDy02uBIhBBNRnBbAGKVZNYezjA4GCFEU5aPF7m6FwBhShZWTQpSQjQmDhWkkpKS6NevX7Xr+/XrR3JyssNBubqhHcJYVTZ2yyXqLlYfSjc4IiGEq9qkdQBsxXEhhKgTZQWpaCUVL4rkBlEIUa9S9UAAQpVsSq2Sb4RoTBwqSLVo0YLly5dXu37FihW0aNHC0Zj4+OOPiYmJwdPTk379+rFx48Zqt50+fTqDBw+mWbNmNGvWjGHDhp1ze2exWusGwGDTLkASpxANTfIQ/P7oINZpXSjRTbRSU/n6j0UUW2S2PSEaSpPNQ77hpOiBmBSdTkoCRaWSV4RozJw5F/WMDiSNQADCyaRU0wyLRQhRmUMFqVGjRvHjjz/y0EMPERcXh9VqRdM04uLiePjhh/npp58YPXq0QwHNnj2bsWPHMnHiRLZu3UqPHj0YMWIEqampVW6/fPlybr/9dpYtW8a6deuIjo5m+PDhnDjh3OMubdQ6Uqy7Ealk0kY5iSZPD4VoMJKHbHpGB1KAJ5vLWkmd2vgtny0/YnBUQriGJp2HFIU4LRqADmoiN32y1uCAhBDVcfZc5Oth5oQeAtjG57VICykhGhfdARaLRR81apSuKIquqqpuNpt1s9msq6qqK4qijx49WrdarY4cWu/bt6/+6KOP2l9brVY9KipKnzx5co1j8/Pz07/66qsabZ+dna0DenZ2tkPx1pdWz8zVV704QNcn+usTn39M356Qpe850bhiFKKxqOvPcUPnIV1vvLnoRFaBPv75p3V9or++/aWe+qiZG4wOSYhGqy4/x009D8148XZdn+ivz3zhFr3VM3Pr/XxCuApnvyaq6/in/LVPf+X5R3R9or/+54tX6snZhXVyXCFE9WrzOTY7UsQymUzMmjWLsWPHMn/+fI4dOwZAq1atuOaaa+jevbtDxbGSkhK2bNnCc889Z1+mqirDhg1j3bp1NTpGQUEBpaWlBAUFVbm+uLiY4uJi++ucnByHYm0IK7XuXGLawzB1C//4eA0AG5+/gjB/T4MjE6Lpaog8BM6TiyL8PVlm7Qlu0E05ildpNln5JTTzcTc6NCGaLFfIQy079YED8+igJDbYOYUQtdMU7s2euLwd41bazm0bQ0q67AnRmDjUZa9c9+7defbZZ/n000/59NNPefbZZx0uRgGkp6djtVorzNwHEB4eXuNB0p955hmioqIYNmxYlesnT55MQECA/Ss6OtrheOvbAq0vAP3VfTTDlpyf/22XkSEJ0eQ1RB4C58lFqqqg+EewX4tGVXTc4pfR69VFvPN3nNGhCdFkuUIeyvRtB0BHNQEZK1OIxqkp3Jt5uZvsg5qHkSVd9oRoZC6oINXYTJkyhR9++IHffvsNT8+qWxE999xzZGdn278SExvvk7kEPZw9WivMisYVpm0ALN5XdX9tIUTjUJM8BM6Viwa1DWG51gOA8W6zAfhg6SEjQxJCnIMz5CG3iE5YdYUgJY9QTrH7RHaDnVsI0TAay73Z6BG2h/yxagpkH6/z4wshHFfjLnu1bfmkKAo7duyo1T4hISGYTCZSUlIqLE9JSSEiIuKc+7799ttMmTKFxYsXnzNWDw8PPDw8ahWXEd6+pQdT/trHoqLedFGPMULdzM/WIQDEJefSIcLP4AiFaJoaIg+B8+QiALOqMN/aj4fMc2mhpBNCNukEGB2WEE2WK+Sh6/u04ejcSNoqJ+muHmH8zzuZ/+RgQ2IRQlStqdybXTPoYlhu+95nz3fQZlK9nk8IUXM1biEVFBREcHDweb9KS0vZvXs3u3fvrnUw7u7u9O7dmyVLltiXaZrGkiVLGDBgQLX7vfnmm7z66qssWLCAPn361Pq8jdE/e7dg0wvDWGK9CIArTVvwpQCA2Zsab0sKIZyd5KHKrusRxU69DYe1SAAGqHsMjkiIps0V8pBJVdilxwIwSN3D3qTGOY6eEK6sqeQixc2TZGwz7VlRDI5GCHGmGreQWr58+TnXJycnM3XqVD7//HNMJhN33XWXQwGNHTuWUaNG0adPH/r27ct7771Hfn4+99xzDwB33303zZs3Z/LkyQBMnTqVCRMm8N133xETE2Pvz+zr64uvr69DMTQWiqKQ6NGGPN0TX6WIYepWftcuYeaao8xcc5S4167Cw2wyOkwhmhzJQxUNbhcKwFKtF23UJB40z+XPkoEGRyVE0+YKeWit1oUbTWvoosYDoOs6iiI3i0I0Jk0lF81xu4oHS7/FLfuYYTEIISpzaJa9M6WkpDBlyhS++OILSktLufPOO3nhhRdo06aNQ8e79dZbSUtLY8KECSQnJ9OzZ08WLFhgH0wvISEBVT3dsOvTTz+lpKSEf/7znxWOM3HiRF5++WWH31djsWTcFcyYcjVPmn/jRtNqftcusa+77sPV/D1miIHRCdE0SR6qLCbYm78z+/CAeT4dlQQCyaXYYpWiuBD1xBXy0F4tBoD2ynFAp9ii4ekmOUWIxqSp5KIUUwSUgluOFKSEaEwUXdcdmmqgvEXUmYWoF198kdatW9d1jPUqJyeHgIAAsrOz8ff3NzqcKu3Yvokevw+jVDfRp/hTsjn9dOHo5GvkaaJwec7wOT6fxv4eDqflccW0FSxzH0OsmsJ/Sv9Nm+EP8dAQxx4+CNEUNfbP8fk0dPwdnv2NvR73YFJ0Li76hAUv/pNgX+cYW0+IxkryUNWeePu/fJD3tO3FhCxQm9TcXkI0KrX5HNf6k5icnMxTTz1FmzZt+Pjjj7ntttuIi4tj5syZTleMchZekR3Zp7XETbEy3LS5wrrPVx4xKCohhCtpE2orhJdPrnCf6S+m/LWPUqtmZFhCCCf2x1PDiNdtAyN3U49QUGI1OCIhRFOV6dHi9ItdPxkXiBCighoXpJKSknjyySdp3bo1n3zyCbfffjtxcXHMmDGD2NjY+ozR5bUP92NP4FAArlPXVVg35a/9BkQkhHBV31iHUai701FN5GIljnYv/GV0SEIIJ9Uhwo91WmcALle3kV9iMTgiIURT5eEbdPpF1lHjAhFCVFDjglSbNm346KOP6NSpE99//z2PPPIIWVlZbN26tdovUXcuHnkfAJeadtFaOWlwNEIIVzS0Qyg5+DLX2h+A/7jNBiA+Pd/IsIQQTmyxZptN+HLTNt5eGGdwNEKIpqqZrwcbtI62F3kpxgYjhLCrcUGqqKgIXdfZtm0b//rXv7j44our/erTpw8XX3xxfcbtclp16MmxZrZZrUabFlZYVyhN3IUQDeC/d9umbl6ldQOgrxqHD4XcPXOjkWEJIZzYf196Ek1XiFIy2bbvIEWlck0jhKh7QT7u/GodDEDhHmndLURjUeNZ9r788sv6jEPUQKurnoTv1/JP00qmWm4jHy8AOk1YwKHXr8ZsksH5hBD1pzzH/K31sS97xDyHtzJv4/dtJ/hHzyiZZEEIUStmLz/i9TBilBQuVuOYumA/E6/rYnRYQogmxtOssqZsZk+vwiTIzwCfYGODEkLUvCA1atSo+oxD1ET7EaR5RBNanMg7bp/yYOlY+6rM/BLC/D0NDE4I4QoeGBzL9FVHWWftzADTXkaqG3iLW3lq9nYAbujV3NgAhRBOZ4XWnRh1EQPVPXy4M0kKUkKIOqeqCvv1lvbXu9b9RbdhdxoYkRACHJhlTxhIUTB3+QcAvdRDgG5fVarp1ewkhBB154WRnZn/xGD+XVYQj1FT+NDtQwAW7ZUxGYQQtbdOsxWgLlb3E+TtbnA0FyanqNT+/Y+bE1kel2pgNEKIcmZVwYqJ/1muAKDb6kcNjkgIAVKQcjrNhj8DQJhyihHqJvvyj5YeMiokIYSL8XY3kYs3K622saSuM61HRUNHCuNCiNqL6HYZAB2U41zd1sPgaBz3/cYEur/8NzNXH+VIWh7jf97J6C9t12p7Tmbz5w6ZlEYIo5QPKbBAOz3OsZYqEykIYTQpSDkbT3+4dDwAz5q/xw3bFMnfb0wwMiohhAvx8bD19h5X+pB92RPmX/lrdzIJGQVGhSWEcFLFHsEc1JqjKjot01cZHc55ZReWcrSK2UWf+3UXAK/M3UtGfol9ua7rjPxgNY9/v431RzIaLE4hxGklFg04PTELwA+//mJUOEKIMlKQckaDnkD3CSNWTeFO0yL74jObiQshRH0J9bO1YEilGYutvQB4yvwrLUnm0reWkZVfQrFFZsoSQtSMm0nhT+sAALqlzzc4mvPr/8YSLnt7OQdTcvl2/TEOp+VV2ubIGct2nci2f7/7jO+FEA3nl63Hy75TmGO1zVze5uQc4wISooHkFpWSmNl4HxhLQcoZefihXPYcAA+a5+JDIQBbj2VxMCVXpkwWQtS7g69fDcCjpU/al63wsI0rtepQOh1fWsDAyUtIzSkyJD4hhPNwM6n8pg0CoHX+Nshp3F3bCsuus658dyUv/r6bK6atqLTNM7/ssn9//Udr7N8nZxfJdZoQBkjPK7Z/f0SLBKCfup+/dyVyPKvx3qyLpuPkqcIKDysaSv83ljD4zWXEV9GytzGQgpSz6vl/lHhHEKFk8af7CwCM/nITV767kjumrzc4OCFEU+dmUplyUzeKcef10jvsy8ebf2DWmqPoOpzMLmLQ1KUGRimEcAbBvu4k6uFs1DpgQuPnGVOJS841Oqxamb8rqUbb/Xf1UXq9suj8Gwoh6pSCYv9+tnWo/ftjs8dzydRl9XbexMwCDqU6Vz4T9WPglKVcPm0FpwpKzr9xHcovsT0EWXM4/YKOc/JUIam5df+gWQpSzsrsgfv/fQdAazWZ69S19lVbE04ZFJQQwpX0ax0MwHTrSPuyR8x/kJ24x/661KqzPzmnwWMTQjiPewbGAvCTdQgAl5yaw4j3Krc6agx0verJGx7539YaH6Ow1MqHSw6SV2zhly3H2Z54io+XHSKv2FJhu6Pp+Xy7/hilVu2CYhbOIS23mDnbT0iX93rSopmX/ftkgu3fP2B2rJvwgZRcthzL4tetx8nMr77AMPjNZQx7Z2WVRYjdJ7LZl9Q4rpGOZeRzKLXhW++4ouNZhYacV7uAuYfyiy0MnLKUvq8vQbuQA1VBClLOrHlviBkMwIfuH9FWOW5fVd0Fk6heblEpydnVV30LS6zsS8pxyp9tYYmV0V9u5Jv1x4wORTQhMcHeZd8pDCz6wL58icd/UDh9A3XVe6vIP+tGSwghynm5m/jojl7Mt/ajQPcgQsnidlPjbF1ZbKmb4tC0RQd49H9befqnHdzw8RreWhhH14kLK1xjXPb2cl78fTczVh+1L7NqunT5a6Ju+WwtT/6wnQ+WHGTLsSz+u+pInd/4ubKP7riowutdWoz9ezOWcxaVzmaxagx/dyU3f7qWsT/u4K4ZG6rc7szPc2JmxSJEXrGFaz9czdXvr6q26JxfbGHWmqOcPFW/BQyrpjPkreUMe2cFecUWtiVk8cc5ZgXVdZ2X/9jD1+vi6zWupqQ+7x/PPvaPmxL5bMXhqjas9bETMgr4z087ePz7bfZlpVrdPiSRgpSzu/0H+7d/uT9HCLbBMjcczTQqIsMVllgd+gPe65VF9J+8pNqmiLdNX8/V769i4Z6UCw2xwX27/hjL49J46ffdDX7uvGILj323lb/KujPous6Y2dvtsxEJ51U+hTLASUJ4s/RW++ujnndi5nQR6kha4+y3LoRoHPq3DiYfL3bpttZSk91mQB1f9NaFrDrsarHiQFqlZe8vOVhp2QdLDrLhSAapuUUMnrqUji8tkBlNm6D4sv/Tj5cd5uZP1/LavH28NKfhr9uaqg4Rfqz8z2X21/eUPGP//jp1HRe9uoi45Fz7eFL5xRZGfrCKaX/HVTpWqbXifcaek5VbOZ0qKMF6xv2IdlYxIDPvdC6priD1+vx9vPznXm78ZE2F5XXd5evM86fnFnPjJ2t54vtt7Eg8VeX2m49lMWttPBPm7KlyvatKzCzgt23HK/y/lztz0dm/Cxdi2t9xXPz6EpKybUVLXdcZ/8tOpvy1v9KYUY6c9fEftvHTluMs3Z9qX2axSgspcSYPX4YWT8OqK7gpVjZ7PkwoWfYBN89UatUa9VO1pOzCC34SlJpTRKcJCxj15cZa7adpOpayc+9MrDgDTlGplbWH0u1J+dOqKs7VKCq18ueOk2TV4qlLbVmsGmsPpZ+zBcqpwornz8wvYdn+1Br9vBMyCli6v+oi3Mt/7CHm2XkUllT8vTqYksu2hCwAPlt+mLk7k3i4rDtDUnYRv207wfcbE2RmyCbg3Vt72L//xPoPvrOcvtg75Hk3bmVFqTv+axvbLiu/hOxC+X93hK7rHErNRdN0Zqw+ym/bjp9/JydXbLHy164ksgvkd6apC/G1zd45tuRh+zJtz29GhVOtvKL6be353uKDFJZYK9wgFpRYufWL9fR9fQkny1pyX/pW/Y15I+rf2Tes1bWe+N+GhIYIx2WYTacfpKUTYP/+XfdPARjx3koumbqMdYcz+GlzIntO5vDh0kOUnNUysqqCQreJC+3Xw6sOptHzlUVcNm25fb1F0/lly3GOpueTkFFQ4X5C023X84v3ppCZX8Kek9n8tDmRFXG2onVKzukB2X/cnEjPVxYR8+y8Knt2fLT0IFP+2g/YCiRbjlXdSCExs4Bv1sWTW1RKwRnX8dYz3ltVM4gClboXX4jU3KIGGTPw5KlCrnpvJd9d4GdK1/Vq758Gv7mMMbN3MHtTon1Z+b13ff3t+HDpIdLzinl/8UFu/Xwdj53RkqngrPszR+6zqypK1nU3cnOdHk0YIl6P5LHSJ/jU/X0ANnk+yt4Tn0GH2+3b6LrO4KnLyC0qZduE4bibG64WmZlfQmZ+CW3DfKtcn5FXTO/XFttf//nYJXRrEVDltuX+3pNMp0h/ooO87cuSsgsZMNnWxH/VwXR0Xa/QguNIWh4+HmbC/T3ty4pKrXi6mc6YCrayZ37ZyZztp5utVve0oCrT/o5j+qqjdG8RwB+PXVJhXWpOESG+HqiqgsWqYTad/j/5fdsJSq0at/SJ5uctxzmYksuzV3fkeFYhLZp5oSgKccm5/LU7CYtV56NlhxjYJphv7uuHruuYTSrL41JZtDeFxKxCVp71FPYfH6+2Nx1ePHYIP285zv2DY+03BOX+2HGSJ8oS27f39eOSdiH2dZqmM2ttPADXfbSaxWOH2Ndd+e5KADa9MIzpq45UOOaZF2F3/XcDcx67BKum8/6SgxSXWvlybTxtQn2575JY/tm7RY1/1sIYN/ZqwZWdI+g6cSEAz1vup42aRD/VdjF00PNuehV9RlaRPy/9vtvebfSre/tyUctAvlh5hJHdI+kY4W/YeziXlJwiZm9K5La+0YT5eZ5/h3r06YrDvLkgjis6hrGk7EnVjb2c9zNyPKuAZt7u+HhUfyky7e8DfLHyCD2jA/n90UF1en5N0/luYwLNA73YFJ9Jck4Rt/dtyfifd/J//Vpy/+DWdXo+UTMnCGWxtRfDTNtQf7kXOlwF7j71ft7CEiuebmqF64aqWBqgC1X/yUtqVbi3ajr5JRb8Pd3Ou+33GxN4/rdd/O/+fgxsE3Le7V1NVn4JT/ywjX/2bsE/ejavsM6q6ZjUc/9+nE3XdebvSqZjpB9tQm3XwU//uINVB9NYNHYIqgJebiZ7AaG6Y5zv91LUTIBXxc/IL9bB3GxaBcBAdTdrta4A3D59PfddEmvf7uNlhxhzZXv7a2sVBancYgvTVx3hiSva8czPO4GK3fRmrD7C/F3JVcZVfg1VE+PLjg0w/pedfH1vX/KKLfh6mNE0nbf/PgDAbRdHM/Tt5bb3+fBATp4qZEiHUI6m5TPpzz32MYdfOquV05J9px9CP/vrLmJDfOjVslmFbUzV/D5mF5by6ty93NCzOZe0C8Gq6by76AD9WgfRMzqQw2n59IwOrLBP39eXAPDrIwNZeSCNf/WJJi4ll8y8Em524D5g78kcCkst9G4VVGH5G/P3sT85l+d/28Ud/Vqe9zi5RaWcPFVE2zDfCp/7+7/azI7jp1j77BXV3k+vO5LBHf1a2q97B7YJZu3hDPv6HYmn6N4isNJ+BSUWdh3Ppk9M0HlzzY+bElHP2Gbt4QwSMiu2nD37GOV/vqavPIKnm8pdA2LOeY7qlEhBSlTlL60fL5WO5lW3WQB0XvkQJ4/OJeq+/wG2C6jksunXEzILqi0OOeL1eXuJzyjg8zt7V/hglOvz2iI0HVb8Zyitgm0XlWm5xaTkFFFssbJob2qF7a/7aDWz/92fiABP+/blNsdncueMDRSV2j4IG1+4AoCFu5MrJdTY5+ZzSdsQooO8+X7j6Wp471bNePSyNphVlXtnbeKFkZ1Yc+j0rAM5RaUUlVpZdySDfrFBFYpR56LrOrnFFS8If9t2AoCdx7MptljxMJsAWB6XyugvN3Ft90i6RAXw3uID/PzQQLq1CKCo1MpTs7cDcCgtj89X2Ao6B1PzWLo/lRt7Needf/VgxHsrK5x/7eEM2jxvG5hx20tXMvrLTdXGeuYfyGHv2AaOPZiSyxd392Ha33H0jA6kc5S/vRgFMG1RHH1imrHlWBZ9Y4O454zjH0rNY1lcKm1DffF2N9mXrzqYVmG8jbxiS4XuyzuO21qj/bLlOB+c0U1hX1IO437aQVSgp1wwOwHfCgUFhVtLXmK2+6v2otQ2z4f42HI976y/BbD9foyauZFWwd4cyyjgw6WHODr5miovuHVdZ39yLrEhPni6mSqsW7Y/lY3xmYwb3qHWNwk1dcf09RxOy2d5XCq/PlK3BZHaenOBrdvAkjOaTTtyg9RQUnKKWHc4g5HdI3EzVbxoO5qez2VvLyfQ243tE4ZXe4xfyx4WbD/rQcCqg2l4mE2sO5xBck4hb9zYrdY3bL9vP8GLZ3Vj/nWrLWe/Nm8ft/dtiZebqcq/a6J+TSi9h2Gmsr8/nw+BxzdXWF9UasWk2ubMMpsu/AHb/uQcrnpvFbf3jSav2EqPFgHcPSCmypuNqrpi1LXatiK9Y/p6NhzNZNX4yyo8qKtKeXf5O6Zv4MBrV3OqsITBU5fxz94teP3Gbg7HfCG+XHOUQ6l5vHZD13orvOw9mcN3G4/x5BXtCfXzqLS+/Brt/SUHWXUwnVUH0ysUpF7+Yw+/bz/BwqcuJdzfk2VxqUyYs5tpt/Skb6ztxvfEqUJe+G0XW45l8cO/+9MlKoDF+1J59DtbC/FNLwwj1M/D/hD0yzVHeW/xQTpF+p9zYOvX5u3jpWs71+WPw2WdeY0K8HTpw/aC1HfubxBT9D8om41v5/FT9u3m7jxZoSB1oppBqT9adognrmhHZhVd6qorRl2II2l5rDqYxl0zNnL/JbHcNaCVfd1Nn56e8OrmM74/nzPHrCuxaNz4yVoWPDW4woND9YzPqabp9r+T7y46wM9bjvPzluPsf/Uq/thxko+WHeKjZXBdjyj+3HGSidd1ZvTAmEqf9Zs+scX4w8ZE+z1rhwg/ArzciA7yJi23mLTcYjpH+ZOUXUior0eV+f+aD2z/n1teHEZw2YP27MJS5u48PRPqtL/jCPPzYFjncEosGv6ebjTzcbev/2zFYXuR+Pa+0Uy+qbt9Xfk1WPsX/2L5uKHEhFR+YPLnjpP8ecYYXGcWowBenbuPuwbEkJpTxPbEUwzrFI6qKjzw9WbWHMpg/FUdeGRo20rHLZdbVMr4X3ZWWHZ2MQoqF6RembuXa7pF8vr8fWXvreU5/4YmVnFMgC3xWVzdLbLa/WpLClJNwC8PD2T8zzv4Jm04OgqvuX0JQFTiXHg5AMbux+IZZt/+QEoubUJ9LuiP/qmCElRVwd/TjemrbIlrW2JWpWo0nK7Gvr/4IG/d0oNv1x9j4h+ni0cjq/iFvvULW/ee+Cm22bv+3pPMY99tq1SRfeibLeecVXD1ocrTW245lsW9s05f3E76c2+F9WN/3MHYH3dUe8xyuq7z1+5kLmrZjDnbT7Bobwqbj2Xx7X39iAnx5pbP1pF+Rv/wDi8u4MvRF9M3NsheLJq7M8meIF+cs5s5jw4i94wmneXFKMDed/e3bSfOO0B0r1ern1L67Bu7clsTspi9KZFPltuaEN8zKKbC+m0Jp+j40gIA7h0UW+lne08VBbCzL6q7TlzIA4NjKyyLeXZetbEeTsuXgpRTUri1ZAIj1I187v4eAI+a/+BR8x/8bL2U50vvowQ3jp0xBspHSw+x8mAaN/RqzpJ9qbx9Sw+CfNx5de4+Zq45WmXh4p5Ztt85H3cTd/RrRdAZFxO1kV1QSoB35ZYFCRkFHC4b+6qhZy898wLvXEosGl5lF9iHUvMY//MOnriiHUM7nM75NTlWscXKygPp9G8dhF8NWlnUxMgPVpGeV8LxrAIeu7xdhXUr4mz57NRZXfHKW63mFpWy8kB6hRz62ty9tAz25mh6Pl+uia+w3139Y+gc5Y/FqmHR9ErFy6pUNX7PmbpMXMjANsF890D/8x5L1K2ThPClZQT3mBdCxkHY/j30tLX6Liq10u3lheg6eLqZuK5HFJNvshVSftiYwLO/7qJdmC/f3NePiABbq8Y35u/jUGoed/Vvxdfr4pl8U3f7Ol3Xueo92w3M9xtt3Sz+3HGSL1YeYcPzV6AoCgdTcvl7bwo39mpe47E/WjTzqveZlCbP30dOUal93NB3Fx/gmas6EuLrUWWh+uybi9fn7eWrdbZWq//bkMDrN3ajoMRC5wkL8TCr7J40olIx+UKtOZTOhiMZ3DMo1n4DWH4ddl2PKPaczGHB7iS+vKfvWQ87Lkz5TerJU0XMHH1xhXXlvzef3XlRpbF5jmXkM3dnkr1F+Fdr47mxV3P7Nc9tX6zjyOSR7D6RzbUfrrbvN/KD1cS9dhUPfH36evPi1xdXKIiU56DzzbI2Y/VRxl7Z/pytSUXNKIrCTw8N4JbP1tmX3VI8gZ88XgHgE7f3eaT0KQA2xWfZtym/FtB1nQW7k+3DUJytxKLx0+ZE+4PzuvTKn3sJ969YTD2eVchdM2zDlPx39dEK1+a1GaT9TGd2Dyz3+Hfb+O+oPny24jB9Y4P4fsPpLmmrDqXTKdIPXa9YFCnvJVKuvEAz6c+9TPpzLzf0jOLdW3tWOld5MQqwf6YWj72UYe/YHsRPur6L/T7y7zGX0jLImzv/uwEfD3OFe5eUnGJ7Qap8HNtyHy49BFRsHbZ70gh8PcwUlFgqtFj8fmMik2/qjqbpnMyumNOHvr2csVe25/7BsRxMqd0MhfN3JdlnZ516czeu7hbJmkO2wtWbC+J4eEibau/Va/pgpKoxD+fuPF0o6/XqIqbd0oPhXSIqbZeaU8SR9KrHf02v46FoFN0ZpwyrQzk5OQQEBJCdnY2/f+PsMlJTD3y9mUV7U/CmiL2e91ZYp3mH8Oip/2OBdjE6KuOv6sDIbpH8uvUE9wyKIdC78o1cQkYBRzPyScjIx8NswmxS0HVs3WvKChOHXr+ati/8BcD3D/Snb2wQG45k8Nu2E/SIDqTUqlUo+Ey4tjOvzK1YAOrWPIBdJyqO21TuyBvXoKrKOYsWRjj8xjUsj0vlvq82V1rn52GmeTMv9lfTH7pHdGC13f7O/iPZ0P6vX0v7eAVtQn3sf4Ad5e9pJucC+kwPaR/Ke7f2rPDUoipN4XPs7O9hwe5kHvp2S6XlXZUjzPV4sdLyZL0Z95b8hyN6JEVUflrdOsSHOY8NotvLf9uXxU8ZSXx6PrPWxlNQYuHHzRW72sZPGcmh1FyGvbOSxy9vy9PDO5wzZl3XiX3O1qrww9t7cWXncNYcSmfj0UzGXNnenufOPH5d0TSdtYczOJiaS9swX0J8PfDzNNOimTd/7jhpn83kz8cuISbEmw1HMrn/68r5ZseE4SyNS2HG6qMkZhbai8DlT+2+25DA5Pn7mHVvX3q3alZpf7AV/L9cE8+6Ixk1KsBYrJqtdcp5HmqU5+1eLQP57ZFBFFusLNufxoA2wfy69bj9b0P5z3VrQhY3fbIWb3cTnSP92Xwsq9pjn23S9V34el08h9PyiQ7yYtnTQ8/51C+7oJQer/xd7fozHXr96hq3wnH2z7HR8S/em1Lh9/w7t9cYaCq7ZrjyVRj0BLuOZ3PdR6sr7Bc/ZaS91d2ZvrmvL4PbhVa6hvBxNxEZ6MWUm7pRatW5ffr6KuPZ+tKVXHTGA54QXw+u6BjG7M2nb8bev60n7y85WGHihjv6teSNG7sZdu3SOsSHBU9dSnpeMTuPn2J45wg+WnaIdxYdOOd+X93bl1EzT4/BOWNUH67oFF7ltuXdyI5nFTBn+0nu7NeqysL+mXKKSul+Rk6fdH0XRg2MqfLn9MTlbRl7nhx+trOHPyifCax9hB8v/GZrDRkZ4Mm6565g94lscopKGdgmpNr/p6evbM9nKw6Tf8Y4LP/q06LKvz1VHePO/i35dn3djQFVfsN8PkZ/ji9UQ8R/5v+XisYRzzvtr+8tGcdS7aJK+8x9/JIKRUdX4umm1kuR7fO7evPgN5WvHWtjaIdQlsdVfsD015ODKbFolFo1dh7PrnT/WZUfHxzAw99uIeOsgsttF0ezLynH3rOjrl3eMYycwtJK1z0bX7jCPlzEtL/jmLszidkP9kfTbF27q2LCipXThe8jb1xD6+fnUd7yryqHXr+ari8v5KouEbx3Wy/+2pVUbdEV4MBrV593+J/afI6lIOXkSftM2YWl9Jhk+0PvSTE/ur9Cd/Vope12aK35wzqAxVpvEvQwruoaxdu39Kj05KW6P9A//Ls/t31R+eKtVbA3A9sE258w1oXybn6NrSAFtiacdfleRdV++Hd/+rcOPuc2TeFz3BTeQ6lVo11Zgboine/dXmeAqfqLgVLdxFa9He+U3sJm3dYs/sw/qAALn7q0UlfVM/WMDqzQAnDvKyOYseoov2w9ztf39qNlcMWuLEfS8rh82ooqj/XA4NgKT/agckGqqpZHGXnFFJZaadHMdq7EzAISMwvIKbLw6ty9fHB7L/KLLTz87ZYKNznlnr6yPdPOumkM8fUgPa/yE0uAjc9fQd83qr4oOfsm6Y0bu1UaN2FfUg5Xv7+q4rJXrqKw1Fpli7PCEitXTFtOp0h//tm7BS2aedOtRQAzVh/l5y3H+fa+vvYnkuXn7hEdyJxHB/H6vL1MX3WUfrFBjOgSYb84LP+5tn5uHnXVG+ruAa24vW9Lftt2gn9f2poQXw+yC0vZmpDFxTFBPP3j9hrPmPrQkDY8e3XHGm3r7J9jo+NfFpdaobWtByX87j6BTmrZTb1iYt8dG7l6RsVZr+KnjLR3Wznb/ZfE8t/Vla+FwNZ956Ehbc5bqKnO748Oomd0IKNmbrS3dtkxcTj+nmYURWHx3hS+WX+MKTd34/K3V1Q54Ux9OfMB11PD2vHe4sqz953PqAGtmPSPrhWW6bpOWl4xd8/YiKbrxKcXUGLV6BLlz56TOSiK7QZIOatLj1XXeXthHJ+vrDiu5MYXrrCPIXO2ZeOGouk6McE+5+2a/MzPO5m9OZH24b68OLIzl7YPZXviKW74eE2lbc/sIjesUziL913Y7MnVFaRqw4MSBqh7meX+ZoXlFxd9TBq2hwk1LdIZ/Tm+UA1dkAII5RSbPB+xvx5c/C6JetXF2LMNVzfxhfu7dRLXBq0jPZXDeCi2h0vDit/kPtNfLNV6sUVrTwlmLlbjuMm0iimlt5NGIEHkEKTkclwPpa1ygh16G1oqqVyjbsCMlb+0voQo2WzUOqIA3ZXDeCkl+FCEO6U8bf6JGDWFVdau7NFj6aYc4WvrcFQ0CnFno9aJDkoiv3lMJE33523LrbhhIVzJIoJMPJUSEvUwjuoRXKNu4KgeSX91H53VY+zWYuiqxld4jzMsV3Of2Xat+INlKM2VdJopeZW2y9G9AIVs3YcwJYuTejAluNFBPU6CFkpLNY1DWhTrtU7MsQ7iTvNiRqib+NY6jEXWPjxxzUXcN+8U0Uoa4UoWR7UINFTClCz6qAeI18M5oYdykXqQRdbejDStx4NS/mu9BisqoHCZug0/CjlRdu59ekuCyMVLKSZD98eHIu4wL8GXInRghLqZ+Vpf5ln7c4NpDYu03vRWDhCuZFGKmWAlh3+Y1lKim5hquY1YJZnhpi14Uoy/Ymt9la77k6o3o7Nqa71qibqYDFMIacf20VWNJ8McTkGJRrSaxkJrHzoqCbRSKw5/U1OHtCjaqucemubBkqdYrvWkmNPXhDV5QCsFqVpw9qR9trNvLoLJ5gW3/zFSXY+Hcv6WKprZCwWdoosf498rzKTozUjSgynAAw0F3T4xo865Kq116eXrOvPyn+evagvnYcKKGxb6q3uZ5f5WhXUfW67nLctt9tdnPh2oTlP4HDeF9wCw9nA6uUWWap94Xalu5j23j/FRqi6wnE+O7sVyrSeXqjsJVPJZZL2Ir63DMWMlTQ8gWkmzXzA8MjCM59boFOJBSyWVjx+8GrN/BD4eZoJ83FmwO4mHvj39BMiTYqyYMGHFggmLvVe7jj8FtI1sRmxEKFP/2Z0Tmbn885M13HVJO564vC3rj2YSHeTNvz5bx4lThbx6fWfCArx48JstqGXZ04qJYB938ootFcZWqxkddyyUYGuB4IHt6d2dl3RgxuojmLGeEa/NzgmX0/2VpRWWXd8jimu7R3JFp3BMCszbcYxHf9jN6Xx+Orf3jQniy3suxtvdRHGplbxiC33OuHFU0NBR+eD2Xvbx5u6/JJYXy8Y6iXl2Hp4UU4RHpRu2dmG+HEy1NW+PnzISdJ2YstZqda1TpD9/PTmYi15dVE0XBp3OyjGmun1BNzWeI1oEz5U+wAa9k32LnS8Pr9GA0c7+OTY6/hKLRvsXKxa1FTSOdpoORysWj18uvZtNWkdy8GL56/ewMyGdGz+r3Qy7F6r8ory8hfqZy6ry2HdbK4xjcqaqWt5cCA9KcMdCLrabusr0CnnDjAUPSsnHC18KKMIdC2b7+9F1ncJSKy/9vodfth7HnzxyOD0eaXk+KBfo7cYP/+5PxyATt362hqRClTZh/iyLS7XvUT0dFR2t7Hg9ogPpWlbw+uzO3vy54yRL9qfw+Z19SMktwsOsMuSt5RWOcGOv5szZfqJGRW53Su25tfz8SlkM5Q9GylsdeFCCByUU4UEzcinEg9G9g/h5ywli1SQOaNH4K/l0UhLwUYrI1b1orx7Hm2J8KaCLeoyOSiJLtF60VU7QXj1x3vgsukqn4lmUnvH/cS5Gf44vlBEFKYDr1TV84P6x/fVhLZJ9eiv+U/pvCvHEnVI6K8foq+4jWMlhtGlhje6thGgKHix5ioVaX0AKUnXO2ZN2Vap7StNDOcTLbl/TWYk3PIFm6b40U2rX17Zctu5NgFJAke6Gp1L1wJ/JejMilCyydF/WaF24Qt3Gaq0raXogiXoYgUou/dV99FBtT+p2arFVtiYrl677E6Kc7uP/i3UwnZVjp5/a1lKO7o2/crqf9Qprd4aYTg9Ot11rQ4buzxVlg7qutXYmTo8mUsnkKpPt6fHf1t60UU6io7Bbj6Gvup8oJfOs83jhrxTyi/USdmuxBCp5hJLNHWbbTWqx7mZ/ClNutxZDW+VEhZ9tmh5AqFKxmepmrT0elNDtjCcaVW0HkK971KoA8av1EiaX3k4azaod7LrC+2wCn+Om8B7O9Nu244yZXf1YbKFkcam6i2nunzVgVKfl44kPladLFk1LnNaCDqrjN/mXFL/HcT2M2/u2tI9TdC7O/jluDPGfKiih5ysVx0E8+vpwMn4ZS8jerw2JyWF+UZBbs4lR6ltVf++dxT6tpcPXW03JIyVP8Mkbr553u8bwOb4QRhWkAHZ43E+AUvVAzkK4uk8t1zHVcrsUpOqasyftqtSs2bBOG+Ukw9UtjDStp51ywmkvVETTtfCizxlx/W3n3a4pfI6bwns4W3kuMqtKjaZKV9G41bSMHsphgpUcLlV3SV4ShjqhB3N18RS6tmlZo8HNnf1z3Fjir+46xpcCvnN//ZwPkIRwRrm6F+v9hnPlqBcg1NYt77v1x/Cd9yDXm84YW/SFZHDzOuexGsvn2FENEf/BlFx2n8zGYtX5z8+nHwi7U8oBz1G1Pt5tJS8SRTrxegQWTOTgTbxum7TJDQulZS0RVTQ0FLwoRkNltGkhw02bebH0Xu4y/c3f2sUEkkcaAQxVd9BJOcYS7SLcsZCHF6+7zaxVXMW6G0u1ngxSd+OvFHJSD2KudQD+5OOhlOJDEVZUSjEz19qfVL0Z15rWca1pPeu0zhzWorjLvIjjeihvW/5FOFncaV5Mge7Baq0rzZV03rPczB2mpbRSUtBQuM28nPVaJ14ovZeR6gZWat0pwp0YJZmrTBtZZe1OBv6s1Gwz19laHLrjhpWpbl/gTikfWW4kTDlFILm4KxZMaAxRd+BPAWbFyj6tJau1bmzUOtJDPUw35SieSjGxSjKdlWNMttxBpJJBrJLMSNN6wpVTFOru5OPJEutFFOHGKPMiTuk+BCqnx/87oDXHg9JKXeBS9EDClVNV/owXW3vRQknHhEa7shaPG7SOfGEZiRmNEsyEK1ns0mI5rEdhxsogdTf91X0s1C7msBaFFZVAJQ8zVpor6azUuhNOFk+Yf6UAT74q6wlwWG9OJBl0VuOxYiJOiyYDfy5Tt7NVa0cenlyhbmOl1p0CPOznWqd1sfWAwh0rJhQ0/Cikk5LAVr0dGgpmrJRgJoRszGgkEUxr5SRLPcZVeL87tNb0eGVbVT+KCqQgVQvOnrSrMmvN0Qvu4qagYUbDmyL6qvu5SD2IjsL9pnns1Nuw2HoRoUq2vQ9wQzigNacId/uFaLFurlk3RF1BVWy/5skeMRS5BbIv242rTZVnhavO2U8W92itUMDev9dRJboJd6XqMSXKWzdVx6KrmJWadfs5qQexV2uFhkob5SRt1Kq7DFSnqierabo/6XogMUoyXoqtG8xhzfbHt/z4mq6QhS8/WofysPlPAJZbe5CsN+Mb65Uk60FkEFDhuJerW5np/rbthZs3PLYJAlqcM76m8DluCu/hbL9uPc6m+Cxeu6Erh1LzeHXu3ipnvqy9093KTFjxpRAFHR0FN6zk44EXJehAKyWV5ko6h/UowpQs3LFwtWkDi6x9+IdpDa2UVFopySTo4RzXQ0jTAxik7qGZkou/UsgaaxcK8OBK01bitBas0rrRR42jm3KUI3oUXkoxBbpHld0u/rT2J1ZJpqsaT47uTYIeRmflGMf0MArxpLN6zD4OAtjyAVBtTlhr7Wwf4Ll8XIZ9WjSd1KrHsitvKZqh++FLIR6KhXgtnBj19Hgp5ReVw01bWGW1jRXTXj2OGSsKOol6GIl6KG2Vk2iopOkBmLByiWlPpfOV5+QkPYjIstaaS6092ay1Z7zbj+TpnhzRI1mq9aKbcpQrTNvI0P1YaL2YHuph4vRobjLZBow9okXQWk22/1w+s15Htu5Db/Ug15hs3bLeLb2ZK01b7ONObNfa0FM9XKFV1FeWK7nTtBiToldqmVrumBbGs5YH2KPFUIoJX4r41P09+qgH7D/HqaGTefex26v8OZ/J2T/HjSX+mjxY66zEE6MkM8b8i/0moCrrtU5YdZUDegvuMS+ktOxztli7CB+KuNS0C4AM3Y8jeiQXqwfYp7WktZKEDlW2xM7VvfA7x99nFBXaDoPiXMg4DNYS21fpOVpedLwWUnZDVnylVfl+sf/f3n2HR1UlbAB/70wyk97LJCGVNFJpSUggtARCCM0VFxAFqWsBZAFLACmKwOL6La66qOu66K6Ksii6CqzSFUORXgSpgkJCAENCwNTz/TFkMpeZSWMymZD39zw8mjtnJveezLxz77mnwLHkLCqFAmeEH8KkS9grIpGi0K4EtaMqFq5SKeIU55Av3HG62h/dlUdxSXjADuU4Wh2MHdXxUEvl6CSdwsbqzphuswYnqgMhAYhXnMFnVd1xWbjhIrRzNmYq9qFQuKIUdviDTe3f43h1II6KYPyvKglB0mUkKk7jovDEBeGD0cqNKIctHFCG4yIQEgRuCjuUwwYpiuO4Che8UzkAgVIhXKSbiJB+RgVsMFT5nUFPcUDbe/wqXHBBeOOGsMcc2w8AaM8trsMR1ZDgKZVgT3UkwqRL8JSMLyYDAGur0hAgXUGSona+sJWV/XED9nBAGexQhpOiHZxwC2NtvsLW6o4oEG7wk67hQHV7uKEUQ5U78FV1V+QLD3hK17GlqhOK4YAK2KC9dBEKVKNEOEAhCfwiPPGb0F5k19SpdhhiTY9vw57fd/YIr6yqRvic9eiv2IOFtu9iZ3UH3Jf7b8DBcEVrfdbyOW4qS+//V0fzMfmOaQY8cR2vq/6KTtIpozfGfhGe+EflQLxTld3s+0fU0jpLP+IT9YLaDdkvASmT63wOG6QaobWHtjHV1QJhs5tnLo7W4vu5mei6aKPB9nNLc/BraTk6vSAfDvDBxBR8efgSnO1ssWbfzygsKUNae098d/qqrNx/p/QwWN3HGswZ2AGTeobh3JVS9NZbZSg9wgvfnLz7BoCxqcF4blCMbkXFppjZLxJZcRr0/0vtpNQqGwXen5hisLJgb7fLWPnbdMDODbj/H0BEZp2vfS98ju+FY2iIjccKsHTDcZy63LQhu0SAdonkZ9YcbpbXrunRFy+dwb9Vi+Eq3cRh2wTEz/mm3ue29s+xtez/oZ+LMOQ1w8morY05V96sj34jXWI7Vxz8+bruv3RvMPZ+evmrE7ol6k2VuZO1fI6bytL7v/PMVaOLNelzxC1ESRew7/aiK82lZ6Q3tv9ouGIcUWPlZkdjyfrjZnu9FVmOyN42FOU2zlBN2wO4+NVZvjGf44atY0ytikIhIaGda/0FrcwfeoZBXc8Skg0xONEfXk5qTOsbbvTxO5ep1LjYIS3cCy/eF49ns6OxZ04mds/JwF9GdDR4rr1KabCtIUYlB6FvtA9WjkuSbXd3sEWvSG+Ty7HrG989VPbzgXn9MD0zAgntXHUrZ4V4OeKx3u0BaCcv/teEFCwbngBntQ0C3OwxN6d2kt4/P5CI5SM64pWRHU3+zj/0CsMPzw/AwqFxsFEqYG/b+OOflhGBZ7OjMalnGCJ9nZEVW7tqyY+LstHVyLE/MXIo8ORBYPrhehujqHXJjPHF+ifTW3o3qJWaM7ADduZmYERSEJwbsPx5U3zzTB/8dVQnXHSIRnbZUnxWlYa3NfOa5XeRcQnt3JDWvu7VVduamu/qHuFeWPNYGo6/MAAf/SG10a+jXQHPzDtHd61HuJfR7TeNrMZK5tXBz/TFcqCHdnhkKezN2hilkIDHe7fHS8MT8PcxXXXbEwLMd/02KKHuBoMdz/Y12+9qq37XOQAnFg3A5J5hRh//6o898eW0Hni4WzD+mNm8jZkAZKsjj7vjuvFupaV0B+YWQjX7fL2NUY3FBql7VH2TQDfGp4+n4YVhcegf07DlT+vTO8obb4/pCv0VfD99PA1PZUXh+AsDcPyFAU1+3dzsaCwaph12MqN/FI4uzML7E1MQ4GaPFaM7AwDsbJW6C5kvpvbA1qd6G7yWj7MdfF3ssP7JdPSO8tZtb+/tKCvXPbxhJ8xJIe5455Ek9I7ywYbp6XgkLQTLhidg33P98O74ZHxoZG4S/ZPxjTN6Yt7gGPxrQrJum5uDCtMzI/H5lB5w1Lswe2ZANM4tzdGdvP6+ayAOL8zCjmf7ok+0j67c/Z0DMKxTAIZ2DEBebl+8OqoTsuM0usfffLgLcrM7yBrhtj/dB0v1JvbdPLMXts7qjW+f6SPb9w3T07H9qT5YOS4JM/pF4tFe7WF3uzErKUTe1VySJDw/NBYAMLVvOI4uzNKWcQ8B7FrfnT2qn62y9qvH1Ek4kTHDu7SDxlW76ua2p/vUU7rhMm5no1Ihwc/VHkMS/fH93EzYewfjyYop8PWre9gwmd8Lt7/LLSnGz0X3XrA2QzsG4NzSHPx7YgpslArY2Sp136sN5eGogkIhYc+cTKx5LBUPdQtqpr1tmAk9zHvBZC4vDU8w2Bbi6YA/P5DY5NcckuiPHxdlY9PMXkYfX/FQZ6PbH+jK7Glurva2ODCvH449n4VDC/rrtu+ek4EVo7uYfF5GtA/en5jSoN+hVMivy84sycHTA6LxQNdA9NO7vurg54J/jO0qa1hoqORQ+fn1aw92xpfTemB4l3aYPTBa9pi9rRIBbvZY/2Q6pvYNx7CO/o3+fQ31+oOdEenrZLBd/5pGn2MTb/7XuLPjQc4dDXOT0kMR7qPdn62zesv+5jW+mNqj3t/z+67t8FxODNQ2SiS2czN4fGduBiJ9nRHr74oXhsVhTGowQr0cMbFHKBYMjmnEETXc13/sifbejpjWNxwqGwXGdQ/RPRbi6dCk13wwJQjHXxgAVwdbwEYFKMzffNQ8txepxamV5nmzPNqrPToFuaNTkDse7hbcwAnTa80Z2AEvrvtBtm1kUiAyY3zx/dx++GTfzxiVHCRrULGzVWLX7Ay8/NUJgyWQ/z6mK749WYhgT0d8fawAcQEu2PvTr8jo4IsJPUINTs4c1TboHu4luwugVEj49InuqKoWiNI417n/Hfxc0M69dvJI/Ya+nHg/vD66M04X3oCNQjJYchgAFgyOwa6z1zA4sTboozUuWDAkVlZOZaPAyRez8c8dZ7F43XFkx2mw4qEueGPbaSgkINxHu5/pEd546+EuiPCte7/v3Nca7b2dsGhYHPxc7WSP+7naY3CiPQYn+qPj81+h6GaF0V5b3s5qjEwOgp2tEoEeDgjzrv2COTi/P0rLKuFkZ6NbHj3ISPiNTQuBg8pG1uA2JjUEY1JD6j0muvdMz4wwOq/UX0d1Qs8IL4PVtu41/q52uHi97tX+Gjo8raGTx9fFWW2DkrLGrcJqbHjz3XpvfDLGvLPbYLuDujbjm3LCbsqy4QlYsfU0RiQF6rZJkoQBcRq8vuU0yisbNl8fmY+3s7pJz5vQIxT/+FY+6Xl8gCtWP5qK+/72HX64VGz0eTXf6QBwsegWVu25AJVSwp+/+tFoeVMXUy1lat9wzOgXieu3KkzmZucgNwCAl5MaXk5qhHg6Iu/0VfyuczsMSfTHsv+dwH8PWmZVwEEJfsjNjjb4WwHAQ92C8O+dd7+q3sikQBSWlGHT8csmywzt6I/PDsiP+YGugUgK8ZBNgbD1KW0DeFasL97+5iwGJ/rBUW2D1CWbZc91UCnh7qBCiJcDMqJ98fwX2nn/Zg/sAJWNAu29nbBuWjo8HFVYvvFHrNpzAf1jfOF8+7zpTtEaF0zPjMDyjSebUgXUQG4Otd8n/3wkCUqFBB9nO/g42yEn3g9fHtbOjZoR7aN7Pw3rFIDuDbypdnRhFtKXbUFhifEVpzfO6In954uQHaeBQiFh79xMhOaann6ld5Q3tp6QD+17cVgcrpaWy4Yfxvq74s8PJOI/e2uvpzZMT4fGRXtjp4OfCzr4ueDYxWKsPXB3n/2sWF/872iBbFt6hBdyEvxwIr8YPxZoh55+NLkbPJ3UJkfFLP5dPOxtlfB2VmPxuh+w59yvALQ33P+0of4haD8uytZdr/4xMxLRfs748lDt3LllldVYNy0d5VXVcLp9/Rnm5YgzV7STm8f4uSAuwBVPZUXhpf+dMPo7lv4uHiOTaxv0u4VpGwPtbZUYkxqMkclBuptnNdwdVdgyq7fu57ud7/nc0hzdcc7qH4mRyUHwdFJj08za3zFvUAz+ueMcAEBt07SGvkVD46BQNG+3WqvsIfX6668jJCQEdnZ2SElJwe7dhiel+lavXo3o6GjY2dkhPj4e69a17fmTAO2dRU9HFaLraXABgEhfJ/x7graFPz3CC+E+TsiO02D2wGhMz4yQlf3baON3cGb2M94NcVLPMAyI1fa6GZsajJXjkpB1+2cPRxUmpofJGqNq+LrYIda/ttvqkt/F49VRndAvxhcLh8ZhfI9QfDi5G+bkxOCTx7vjiT7hjbpTGO7jVG9jlK6st2GrPgBdkLb3dkKwp6NsmKS3sxr/npCCR7qHYsVDXWQ9QkyxVSowKT0M659Mx19HdQKgbRCc3LO9rFz/WA1CvRyNvUSDPNQtGBkdTPd22/FMX+yZkwkvJ9MXA8M6BRg0WLna28LfzV7XGGWKrVKBB1OCEHIXx2AJzKHm9fzQWIzvHoouwe6wszX8fHRv7wk3B5Wuh2KMXpf6Tx9Pw6ePp8GmkV+QKhOfw1h/0z3xak6m7rTIRO8ND0cVfnjesJdnzYWgvj8/kIhvn+mL04sH6rbVnCTa2SpwZvFA/PD8AIxICsIDXQzvkuv30Hx1VCeDu3x75mSiW5gHkkM8GjxEZ+fsDJxdMrDecmcWD8S5pTk4s3ggMuvIkzsdnNdf13tT/86dvs0ze6FnpLds2zdP98E3T/ep84Tq6MIs7HuuH8K8G54tAW7a3lCeTmrMHRRj0NjfK9IHcwZ2QP9Y8/QQbqy2nENOqobdM3Wxk5ebm9MBebl9sf2pPnhlZEecWTwQ/53aA3a2Sjzay/iwCkB7sVPD380eM/pFYkrfCKPD//fOzUR6hLfB9pbUMdANkiTJLqzvdGfPgZqLlyf6hCPQwwHNPa1sTQ7unp2B1x7sDBsjmWyjkDA3JwaDEvwwJjUYKXq9Pox9V9xJ/9zk6QHReHtsV8zN6YBIXye880jt0KgX74vDuaU5WG5kegZAOwXCuaU5eHd8suwi0tnOFn/sF4lwH2f4udob9KQ4siAL3zzdB+9P7IbxPUKxZVZvfD6lu+ziNMbfBRpXOywaFocPJqXglZGd6jymKX3CMTenQ4N6bTSXtpRFfaJ9ZN9B+t8pMf4uOLowC59P6V7vkLhXR3WCJGlvsNnZKnXf48amVQn3ccYDXQN1F/76N407B7lhUrq8N+HKccm60R6ejiq8MDQWEb7O6BbmiZXjkvDlNPl7payyduhntMbFICdi/F0w9XbWDYzX4M8PJMLFzsag55R+LyxnOxtsf6oP+kb74M2Hu2DF6C7YOKOXbGTJqNuNNuVVtdmSEuaJcB8ntHO3N5iOZMXozhjaMQD9YzXoFOSOoR0DdI/VTEnSEFtm9caCwTF4tHeYwQ0lT0c1VDYKXWMUoL3urPHZlO4A6u6dqN8YBWiz9OC8/jg4vz9yB3Zo0HVazTQuSoVktHzN6BFjfF3k12iBHg5Gr9v030d35n9d7u+sPfa/jEhs9sYowAp7SH300UeYMWMG3njjDaSkpGD58uXIysrCiRMn4ONj2I36u+++w6hRo7BkyRIMGjQIH3zwAYYNG4Z9+/YhLs7y3b2tRZTGGd/PzcStiipMfm8v4gJcEenrhHe/O4e/juok682z5rE0ONvZNmiixIHxfjgwrx9yPzmMEUmB2PhDATwcVJiaEYGpGRG4cO0m0pdtkT3nlVEd8cOlEiQEuDbqTZ0Vq8H8z48ixs9FF2gtYXS3YFy7WYGeEdq7ILnZ0Xgv7yfMzIqSldPvjrt7dkaThk1KklTnWHZLcFTbGG0kbEuYQ81Pv0fcQynBePv2XfI3HuqCssoqeN7+Yl05LhlFN8vhpLbBC18cQ3KoJzoFaS84Ti0eiNc2n8Sb28/gv1N64IdLxXjs/X261/3zA4kYnOgHtY0Sv5aWQ2WjwEd7LujuWNf4clo6zl4pRZ/bd8N3z8nAs2sO4/qtCvxjbBJKyyrx5aFLUCokuDuoUFZZhRFJgVBIEmZ/Ku+5tHdupsFnf1Z/7YWtfg9TpULCcL1Gps+ndEfxrUqEeTtiwedHMaFHKBQKSTdkdtnwBDw/NA4d5m3QPScuwBU7Tml7Jg1O9IcQAv1ifFFWWY13xyVBkiSsmqydYyZ23gaU1jEXiY1Cwim9hrGaBREm9gjV/W301WS5QiHJTuTqEuhhD1cHWwztGID0CG94OKrQN9oHD/+j9sLGz9VO1/NycKK/rrdGoIfxrubtvR1xurAUIZ4Ot7ML2DSjl9E7y6+M7IjlG0/ip6ul0LjYYVpGBEYkBdaZ1cmhHgbDICylredQQ88XPpzcDTl/1S420jPSG5KkHXYJGPbSHZLojxg/Fwx5bQduVVThk8fTcOHaTWTH+Zk8WZ/RPwqTeoYhfsFXALSfRc86bthY2sYZvfDDpWL01Rtq+MZDXfDCF8cwb3AMQjwdkbVcu5iIQz2NfMM6BuCLQ/JVeBPaueK5QTEGi4/o+2BSCm6VV+HKjTKUVVZj3meGq3ACwOpH03Crokp2IRitccbx/BI8khaCQA8H9I32gZ2tEq89WHsD9L8HL2LeZ0fwt9Fd8M6Os/j6WIGxl8eIroGY0jccc9ceweSeYbpelBPTwzAxXdsYeWbxQFRUV+satyVJwuaZvVB0qwIlv1UaXOj1iqy74TEuwBXnlubgWmk53OxtDd63dV2Y2igVSGtffw8bG6VCt/8toa1nkf5f9Hed28FRbYMEvSFa+gsI9Y32webjl5EU4o7Bif7IitXosmV6ZiQ6BrohJbRh03080ac9Xt9yGvMGx6JjoBtGJAXiubVH8eTtzgLrnkzH+iOXMDolWHbe3jvK8G8S2YCRFTP6RSIrVoNIX2eobBS4v3MA/rXzJ1nPqY9vz1tXVlkFW4UCCoWEdx6pnR833McJK8cl48K1mzh68bquE4LGxXhjybzBMXhuUAfM+Pgg7FVKZMfLG/lqejn2uH0N9pcRifjjRwdlZdq52+O3impcuVHb+yzUyxGhXtrGLge9IYC/6xSAiXc07gHaXH/2k0OY3LO9rhOBj7MdduZmoNuSTbKyphrGXB3qviF/p95RPjixaADUNkrsOHUFo9/eJfsdD3cLNpmlswd2kP1s04BhdD4N6HV8cH5/FJaUIdzHCQuGxJjsuWluVrfKXkpKCpKSkvDaa68BAKqrqxEYGIipU6fi2WefNSg/YsQIlJaW4osvvtBt69atGzp27Ig33nij3t/X2leiaKro59bjtwpti7G5V4np8afN+PnXW2Z57eu3KuCoUhq9i2ZtTuSXYMw7uzAtIwKjU4JbenfaFHN/ji2dQ81xDK3Joi+O6Ro97jYzei7bgvPXbuKbp/uYbMSorhZ47P292gunQTEI83bCL0W30H2pdujF4QX9Db6EC4p/g4NKCZWNAkJA1yOzqlrgwb/vxK6z19A93BPvT9TOBzftw/34/OBFpIR6YNXkbpAkSdYg5aS2wZGFWY0+Pv3X+M+jqRj+Rh7cHWyxf57hHAj6Fv73KP6545zu4u9O745Pll14/VZRhaMXi9Ep0A1bf7wMR5UNRugNA9D/O9W1smuEjxPOXS2FSqnAllm94WOk8Ur/mDbP7KVrkDpTeAN9X95m8Pv0Xbh2E29/cwYT08Nkf+8rN8oMVlo9tzQHlVXVUEhSs93xM+fnmDlU+94YlOBn0FBSY8P0dAxYrl0BcffsDKPvsTvdKq9CZXV1o062X910EldLyw2G3LcG41fuwebjl/HF1B6Iq2PSZCEE3sv7CRuO5OP5obE4e6UUaeFeOH6pGMP1GqQcVUrsm9cPq3ZfgLujCkP0piUQQuDCtVv47MAvePlr7XBHZ7UNZmVFYWxaiMHv/LW0HN+euoL+sb519oAUQkCSJFRXC1y/VYHtJwvx5KoDAIAgDwe8eF8ckkI8Gj2v1r2otZ8TWVsOfXU0H5P/tReA8e+i0rJK7P3pV0RpnOHjrMaPBTcQ7OlglvfibxVVZntPf3HoItp7OzXqxvc/d5zFwttDyz7+Q2qTb9CUV1bjhS+OoXeUd52jNBpCCCG76XRuaQ52nbmKEW/thCQBZ5fI/0ZV1QLPrDmExHaueLgJ04PUfA/5udphy6zezZIxQgg8ueoAPr99E25Seijm5MQYnSrHw1GFvNy+UNso8fR/DuLAhSJ8PqWHyf2qeY0/9ArDm9vO6LYvvi8e9ioFvJzUePgfu+HlpMb3c823kFRjPsdW1Q2ivLwce/fuRW5urm6bQqFAZmYm8vKM35nJy8vDjBkzZNuysrKwdu3a5tzVVk/RjEusPJIWgkVf/lDvXaWGcLW3TMusOURpnLEzt2k9o8h6MIdat69n9ERpWVWd8wspFBLefLirbJv+HXtjF0WmegEpFRI++kOq7mKpxrLhCbi/Szt0C/PQbZ/cMwxvbdeeDJgarlYfD0cVrpWWAwC6hnhg3bR0BOjNc2fK9IxIBHk44P4u7fDmttN4fctpANphf++OSzZo9LezVeqGvvSN1p48fvN0H8xZe8Rg6IBCIWFuTgcs+lI+XyAAvDchGd5O6jpvKkxKD8Wpyzfw9tgkWU/TMG8nrHkstc7hw4EeDlg41PCOu5eTGocW9Ed5ZTX6vLRVN89Ha7i5ATCHatTMadYnygfHLhXjTGGp7PGZ/SJln9eG9lzS9jxs3EXF1IyI+gtZqb+P6Yqim+X11o8kSRibFqJrOKoZwqp/WrPmsTSEeDpAbaM02sAkSRKCPB0wNSMCv08KhK+LHaqqhcGkzjXcHVWyeTbr2jdAmzfujioM7RiAG2WVWLbhBF57sJOsxwqZD7MI6Bfji5cfSERsgPGLake1jWyIX0OnBGkIczZ+DEpo/MTl+tNw3E1vYZWNwmwLVUiSBCe1DW7ozXeZEuaJ1Y+mItjI3LVKhXRXCxLUNOQ8Nyim2Rq8JUnCX0d10jVIVdwe4vhAl3Y4f+0mlAoJkb7OBjdElg1PNDj/vNOnj6dh/ZF8TOsboWuQivJ11q3QDmhXA/R1blhv9+ZgVQ1SV65cQVVVFXx95S2nvr6+OH7c+CRm+fn5Rsvn5+cbLV9WVoaystoufcXFxie3vNclhXhg24+FcLYz/1tgfPdQdA52l8350lawMar1s0QOAcwiffFG5lNoKrWNskkTN7ra2+K98cmwUUqNGmdf487Pvp2t0qBRfvbADni8d3sc+vk6Upu4pP2/J6Rg0ZfHMOv2kOGYOua/0ufqYKtbAviPmZHYeqIQRy8W4+ms6AY30gR6OOC98cYncm7nXnsSuOaxNEgScLOsSjd0qi5zckyvNtMluOknwDUn0nuf6wdbZevKZuaQ1qZZvXD45+voE+WDYZ0CcLrwBrYcv4wl67V1UNNI9MKwOLRzszfZ6NHWKRXSXQ0zbK83l6axBU9MqWnIb66/y+iUYDyYHMRzr2bEazPt9/v9RuZxbAuGdPTHth8LZQsRWYN3xydh2ocHMF9vtbo7V/E2l9zsDnisV/s65+czt5qGtZca0JBWX/7VLE4GAO9PTMErm05i8X3xsjINGdLZnKyqQcoSlixZgoULF7b0brS4l3+fiL9vPyNbUchcFAoJnYMafsJC1BYxi2oNSfRHWUU1OhqZ+NuS7pxIuzm4Oaju6vfE+Lvgg0nd7mofbJQKfDktHbfKq3RzVN2trFhfzOgXicRAt0ZdsFpCUxoY2wprzyEfZztkdKi9axvp64xwbyfcqqhCV73Gyoe7cZh8c3JzUOHbZ/rA3gqHw7ExqvWz9hxqy2yVCt1CS9akS7CHbAX15mapxqjVj6Zi24nCZpv6pXu4V4NXhrQkqzpL8/LyglKpREGBfLLCgoICaDQao8/RaDSNKp+bm4vr16/r/l24cME8O9/KeDmpkTuwg26uDiLSskQOAcwifZIk4fdJgS1+h6atMVdjFKD9G07LiDDLUG1iDtVFoZAwPTNSN8ktWUY7dwermsydLIPXZkSWkxTigVlZUW3uRppVHa1KpUKXLl2waVPtbPbV1dXYtGkTUlNTjT4nNTVVVh4Avv76a5Pl1Wo1XFxcZP+IiGpYIocAZhERmcYcIiJrwGszImpuVjdkb8aMGRg7diy6du2K5ORkLF++HKWlpRg3bhwAYMyYMQgICMCSJUsAAE8++SR69eqFl19+GTk5OVi1ahW+//57vPXWWy15GETUijGHiKilMYeIyBowi4ioOVldg9SIESNQWFiIefPmIT8/Hx07dsSGDRt0k+OdP38eCkVtx660tDR88MEHmDt3LmbPno2IiAisXbsWcXHmmcmfiNoe5hARtTTmEBFZA2YRETUnSQghWnonWlJxcTFcXV1x/fp1dhElaqXuhc/xvXAMRG1da/8ct/b9J6LW/zlu7ftPRI37HFvVHFJERERERERERHTvY4MUERERERERERFZFBukiIiIiIiIiIjIoqxuUnNLq5lCq7i4uIX3hIiaqubz25qnxGMWEbV+rT2LmENErR9ziIhaWmNyqM03SJWUlAAAAgMDW3hPiOhulZSUwNXVtaV3o0mYRUT3jtaaRcwhonsHc4iIWlpDcqjNr7JXXV2NixcvwtnZGZIk1Vm2uLgYgYGBuHDhAld9uAPrxjTWjXHmrBchBEpKSuDv7y9berg1YRbdPdaLaawb05hFtZhD5sG6MY71YhpzqBZzyDxYN6axboxrqRxq8z2kFAoF2rVr16jnuLi48M1rAuvGNNaNceaql9Z4F1Afs8h8WC+msW5MYxYxh8yNdWMc68U05hBzyNxYN6axboyzdA61vmZzIiIiIiIiIiJq1dggRUREREREREREFsUGqUZQq9WYP38+1Gp1S++K1WHdmMa6MY710nSsO+NYL6axbkxj3TQN68001o1xrBfTWDdNw3ozjXVjGuvGuJaqlzY/qTkREREREREREVkWe0gREREREREREZFFsUGKiIiIiIiIiIgsig1SRERERERERERkUWyQaoTXX38dISEhsLOzQ0pKCnbv3t3Su9SsFixYAEmSZP+io6N1j//222944okn4OnpCScnJ9x///0oKCiQvcb58+eRk5MDBwcH+Pj44KmnnkJlZaWlD+Wubd++HYMHD4a/vz8kScLatWtljwshMG/ePPj5+cHe3h6ZmZk4efKkrMy1a9cwevRouLi4wM3NDRMmTMCNGzdkZQ4dOoT09HTY2dkhMDAQy5Yta+5Duyv11csjjzxi8B4aMGCArMy9WC/NiTnEHGIOGWIWWVZbyyGAWVSDOWQac8jy2loWMYdqMYuMa5U5JKhBVq1aJVQqlXjnnXfE0aNHxaRJk4Sbm5soKCho6V1rNvPnzxexsbHi0qVLun+FhYW6xx999FERGBgoNm3aJL7//nvRrVs3kZaWpnu8srJSxMXFiczMTLF//36xbt064eXlJXJzc1vicO7KunXrxJw5c8Qnn3wiAIhPP/1U9vjSpUuFq6urWLt2rTh48KAYMmSICA0NFbdu3dKVGTBggEhMTBQ7d+4U33zzjQgPDxejRo3SPX79+nXh6+srRo8eLY4cOSI+/PBDYW9vL958801LHWaj1VcvY8eOFQMGDJC9h65duyYrcy/WS3NhDjGHmEPGMYsspy3mkBDMohrMIdOYQ5bVFrOIOVSLWWRca8whNkg1UHJysnjiiSd0P1dVVQl/f3+xZMmSFtyr5jV//nyRmJho9LGioiJha2srVq9erdv2ww8/CAAiLy9PCKH9QCgUCpGfn68rs2LFCuHi4iLKysqadd+b050f7urqaqHRaMRLL72k21ZUVCTUarX48MMPhRBCHDt2TAAQe/bs0ZVZv369kCRJ/PLLL0IIIf72t78Jd3d3Wd0888wzIioqqpmPyDxMhd7QoUNNPqct1Is5MYfkmEOf6n5mDtViFjWvtphDQjCLjGEOmcYcan5tMYuYQ8Yxi4xrLTnEIXsNUF5ejr179yIzM1O3TaFQIDMzE3l5eS24Z83v5MmT8Pf3R1hYGEaPHo3z588DAPbu3YuKigpZnURHRyMoKEhXJ3l5eYiPj4evr6+uTFZWFoqLi3H06FHLHkgzOnv2LPLz82V14erqipSUFFlduLm5oWvXrroymZmZUCgU2LVrl65Mz549oVKpdGWysrJw4sQJ/PrrrxY6GvPbunUrfHx8EBUVhcceewxXr17VPdaW66WxmEPMobowh+rHLLp7bTmHAGZRfZhD9WMOmUdbziLmUP2YRXWzthxig1QDXLlyBVVVVbIPLwD4+voiPz+/hfaq+aWkpGDlypXYsGEDVqxYgbNnzyI9PR0lJSXIz8+HSqWCm5ub7Dn6dZKfn2+0zmoeu1fUHEtd74/8/Hz4+PjIHrexsYGHh8c9XV8DBgzAe++9h02bNuFPf/oTtm3bhuzsbFRVVQFou/XSFMwh5lBdmEN1YxaZR1vNIYBZ1BDMoboxh8ynrWYRc6hhmEWmWWMO2TTlQKhtyM7O1v1/QkICUlJSEBwcjI8//hj29vYtuGfUWowcOVL3//Hx8UhISED79u2xdetWZGRktOCeUWvBHCJzYBbR3WIW0d1iDtHdYg7R3bLGHGIPqQbw8vKCUqk0WKWgoKAAGo2mhfbK8tzc3BAZGYlTp05Bo9GgvLwcRUVFsjL6daLRaIzWWc1j94qaY6nr/aHRaHD58mXZ45WVlbh27Vqbqq+wsDB4eXnh1KlTAFgvjcEc0mIOGcccahxmUdMwh2oxiwwxhxqHOdR0zCIt5pBxzKKGs4YcYoNUA6hUKnTp0gWbNm3SbauursamTZuQmpragntmWTdu3MDp06fh5+eHLl26wNbWVlYnJ06cwPnz53V1kpqaisOHD8ve1F9//TVcXFwQExNj8f1vLqGhodBoNLK6KC4uxq5du2R1UVRUhL179+rKbN68GdXV1UhJSdGV2b59OyoqKnRlvv76a0RFRcHd3d1CR9O8fv75Z1y9ehV+fn4AWC+NwRzSYg4ZxxxqHGZR0zCHajGLDDGHGoc51HTMIi3mkHHMooazihxq0lTobdCqVauEWq0WK1euFMeOHROTJ08Wbm5uslUK7jUzZ84UW7duFWfPnhU7duwQmZmZwsvLS1y+fFkIoV1aNCgoSGzevFl8//33IjU1VaSmpuqeX7O0aP/+/cWBAwfEhg0bhLe3d6tcWrSkpETs379f7N+/XwAQ//d//yf2798vfvrpJyGEdmlRNzc38dlnn4lDhw6JoUOHGl1atFOnTmLXrl3i22+/FREREbIlNIuKioSvr694+OGHxZEjR8SqVauEg4ODVS8tWle9lJSUiFmzZom8vDxx9uxZsXHjRtG5c2cREREhfvvtN91r3Iv10lyYQ8wh5pBxzCLLaYs5JASzqAZzyDTmkGW1xSxiDtViFhnXGnOIDVKN8Oqrr4qgoCChUqlEcnKy2LlzZ0vvUrMaMWKE8PPzEyqVSgQEBIgRI0aIU6dO6R6/deuWePzxx4W7u7twcHAQ9913n7h06ZLsNc6dOyeys7OFvb298PLyEjNnzhQVFRWWPpS7tmXLFgHA4N/YsWOFENrlRZ977jnh6+sr1Gq1yMjIECdOnJC9xtWrV8WoUaOEk5OTcHFxEePGjRMlJSWyMgcPHhQ9evQQarVaBAQEiKVLl1rqEJukrnq5efOm6N+/v/D29ha2trYiODhYTJo0yeBE4V6sl+bEHGIOMYcMMYssq63lkBDMohrMIdOYQ5bX1rKIOVSLWWRca8whSQghGt+vioiIiIiIiIiIqGk4hxQREREREREREVkUG6SIiIiIiIiIiMii2CBFREREREREREQWxQYpIiIiIiIiIiKyKDZIERERERERERGRRbFBioiIiIiIiIiILIoNUkREREREREREZFFskCIiIiIiIiIiIotigxQREREREREREVkUG6TI6h0+fBjDhw9HcHAw7OzsEBAQgH79+uHVV1/VlVm8eDHWrl3bcjtJRPc8ZhERtTTmEBFZA2YRmYskhBAtvRNEpnz33Xfo06cPgoKCMHbsWGg0Gly4cAE7d+7E6dOncerUKQCAk5MThg8fjpUrV7bsDhPRPYlZREQtjTlERNaAWUTmZNPSO0BUlxdffBGurq7Ys2cP3NzcZI9dvny5ZXaKiNocZhERtTTmEBFZA2YRmROH7JFVO336NGJjYw3CDgB8fHwAAJIkobS0FO+++y4kSYIkSXjkkUd05X755ReMHz8evr6+UKvViI2NxTvvvCN7ra1bt0KSJHz00UeYPXs2NBoNHB0dMWTIEFy4cKE5D5GIWgFmERG1NOYQEVkDZhGZE3tIkVULDg5GXl4ejhw5gri4OKNl/vWvf2HixIlITk7G5MmTAQDt27cHABQUFKBbt26QJAlTpkyBt7c31q9fjwkTJqC4uBjTp0+XvdaLL74ISZLwzDPP4PLly1i+fDkyMzNx4MAB2NvbN+uxEpH1YhYRUUtjDhGRNWAWkVkJIiv21VdfCaVSKZRKpUhNTRVPP/20+N///ifKy8tl5RwdHcXYsWM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" + "
" ] }, "metadata": {}, @@ -2540,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "id": "a4b7622c-7d2c-43e8-9bfa-f8a39aaf6aa5", "metadata": {}, "outputs": [], @@ -2574,13 +1098,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "cb7dcbcb-afe7-43eb-a9e8-2fd7ca6dee2d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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YSOI+/YgzBkO9fm/s5X+Sr6/4uh6fUH/iM0J5/M/hHC30NZ9zc3Ji6x1343V2+/fDOdlM//YrjubmVLpfA3xc3fjvNdfRM/hcj7Eq3YbKuh0o49zaibNdKs7RaAEfoGn1M9G+Pn+fV9S9clcHPL1t7+UpzDdyVe+UFvdZ0+x7MIQQzYdSimd++YmPdv5l032ni4qsKrfh0EE2HKqfSaEXmtZpDyYT6JrhVPnooHSKjM4W54oNBrYeP8bIyCiKysqY+tVyMgryq7xfAfmlJcz49kt+mT4Td2dnlCpFZc8GSsFibc7ZMK9sG6pgEZr3P+vjJTUI++dgtMzv8c3wn4YQojkqMRh47Y/fbQ4umqJufqe5st2BZhlcAOg0iGtTORArM5X3OqxMSiStIL/GJbwmpcg8c4ZVf59NbFi8DlQ2VHuXCYo+QynHzH1pDOVzMOw7WiLpwRCiGdmedoLFfyXw69EjmJSJAa3bMKNvf4ZFRDZ206pVVFbGm1vj+Xz3LvJLax7iaOqC3QoZF57CnF5b0TfjzwxNgxFhR/kspee5c0CPoPJNItcmH7CqHp2m8XvqUW7o0QtVthuFExo1LP1VOWBMB6fmmeDQZGeirZY6ybOZxt9CtDxL9+zi+uX/44eUA+SXllBYVsbvqUeYsfIrXvvj9zrVXWo0kl9S4pCJjxUOZGby+h+/M+LjD3kvYVuzDi5cdEaeHfAzv175GY/3jcddb2wyq0bsNTAwHWddeY+FXtO4vH0EbX3K52QczrU+6ZZJlfdYnDFoGK3ZGE5zrr1ME1UxRGLPYauFCxcSERGBm5sbMTExbN26tdqyw4cPRzu7qur8Y/z48eYy06dPr3R9zJgxdr0P1pIeDCGagZSsTB7fuB6F5XhuxZ/f3PoH0W3acml4e5vq3Z52gre3beGnwwdRlE+mvKV3X+7oNxB3Z/s+CIrKynhw3Xf8kJJsxS4YzcMLl/zEuHYpzbrX4kJezmX09D/FzqzWhHh5sWDUaACSMk9zNDfXqjqUUgxo3QaA5Sn+TAuvPsAwKTDpo3DWhVxwXnEkN4cyo5F2vr64OTXfAMRRli1bxpw5c1i0aBExMTG8/vrrxMXFkZSURHBwcKXyX331FaWl5/bAyczMpE+fPlx//fUW5caMGcOSJUvMP9d3ZmsJMIRoBj7bswudplU7WUyvaXy84y+bAowfUg5w73erLIKA00VF/GdLPBsOHeTza2/Aw44g459r15izb14MwUUX30yubJ/S2M2oF97OinsGxjC9bz8C3D04XVTEZCv3ZtEAd2dnru3WnVKjkZf/LKafZyDd/DJxqiJluk6DX07HMTK4PEpTSrF0727e+XMLx87ubO3p7MyNPXtz/6BL7fq7V99M6BokD8arr77KzJkzzUkjFy1axJo1a1i8eDGPPvpopfIBAQEWPy9duhQPD49KAYarq2u1W2nUBxkiEaIZ2H7ieI0z0Y1KsT3thNX1FZSWMueH71BKVarXpBS7M9J5aN33vLElng+2/8mRnByr6t136iQbDqVUysrZnF3VLhmD6SLqujjLaNJIyvHjH9GDCHD3AODlzb+SX8tS4ArOej3vjL8KH1c3corPUFRmYNZvYziU72uuHzC/d2/tG8iG9HNzPl7c/CuPb1zP8bxzy5QLy8pYvGM7N3+9nGJD05sMalSa3QeUL3c9/yip4r0uLS0lISGB2NhY8zmdTkdsbCzx8fFWtfPDDz9kypQpeHp6WpzftGkTwcHBdOnShbvvvpvMzMw6vBu1kx4MIZoBJ13ta+/1NixpWJmUSHENeSIUsDblAD+eDRb+/dvPTOjUhRdi42ocOvnuwN/oa+hpaS48nMoYEnwML+cyonyyzUm6LhYmBWuPRZJR7E5hWSl+encKS0v5JinR6lf67eSp5JaU8I/vV7MjPQ2AU8WeXLnuOq5oc5ix4QfxciolJd+PZQe7cyg/gDv6l3fJ7z99incTtgGVe7lMSrEzPY3Pd+/itn4DHPSKHcP+3VTLX+WFu3fPnz+fJ5980uLc6dOnMRqNlTJSh4SEsH///lqftXXrVvbs2cOHH35ocX7MmDFce+21REZGkpKSwmOPPcbYsWOJj49HX08ZXCXAEKIZGB4RyY6MtGp7BvSaxqjIKKvr23/6FHqdDkMtk/LOv/5d8t+UGI28O+Hqasvnl5agaZpNO255ODlzSZs2DGnbnug2bZj2zQryzxtPbkgaiod7/8H0zntw1p177c08XqpEp8H64xHoNQ0vl/IP/fSCfEqNtW8srgEjIiL5OimR984GCeczKD3fH+vA98c6XHBFcWXnrgB8sXd3rYHop7t2NLkAw6R0mOyYsFnx7zY1NdUi0VZ9zIH48MMP6dWrF9HR0Rbnp0yZYv5zr1696N27Nx06dGDTpk2MGjXK4e0AGSIRolmY3LMXbk5O6KpYulBxZlqfflbX52bjxmBQ/kty/cFk9p06WW2ZSD9/61YSnOXh7Mz2Wfew5OpJzBwwkD6hrXlqePkvuwtfaX0PUrjqDXx8+Wpmdt1lEVyAndufN2EGE1wb8TddAgNxOtvz5elifRrvPiGtqwwuqqPTNK6I6kD3s8tgD2Zn1xhcKCA1z7qJpg2pogfDngPAx8fH4qgqwAgMDESv15ORkWFxPiMjo9b5E4WFhSxdupTbb7+91tcSFRVFYGAgycnJNrwDtpEAQ4hmIMjDk8VXXYubkxPaeR+1Ok1Dr9PxnzHj6RoYZHV9sVEda+29qIpe084lVqrCxK7dbNowq6isjE1HDl1QR3feGX8VEX7+FuftXdVSG51mYnb3BLZe9TFDQq2fx9KcOemgX2AGDw0eaj4X6uVN7+CQWj8U5g8bybqD1n0oVQTEYzt25vW4c0smfdxc0dcStdkS8FxMXFxcGDBgABs2bDCfM5lMbNiwgcGDB9d47/LlyykpKeHmm2+u9TnHjh0jMzOT1q1b17nN1ZEhEiGaieg2bfll+h0s37eHX48ewWgycUlYW27s2ZvW3t421XVJWBv6h4axMyPNpvkSmqaRV8MkQD83d54aPoq5G9ah07RaJ3vqNI0V+/YyukMni/NxHToxOqoj+0+fIru4mLY+Ptz3/Wp2ncyopib7PTPgV26I3H/R9VLUxmjS8W1SIiGeXnQ727Pwz0FDuGNl1furaMDoDh2Z3KMXT/68sdb6NeCBQUMY36lLpWBxQqcurP47qdp79ZrG1V2a3vbxJjBP2LT1PlvMmTOHW2+9lYEDBxIdHc3rr79OYWGheVXJtGnTaNOmDQsWLLC478MPP2TixIm0atXK4nxBQQFPPfUUkyZNIjQ0lJSUFB5++GE6duxIXFycza/HWhJgCNGMBLh7cOeAaO4cEF174RpomsZ7V17NbSu/ZldGevkOoyZTrb8ITUrR3tevxjKTe/Qi0N2DFzf/yoGsmmepm5Qi7ex+F3tPZrDuYDLFBgOdWwUyrmNn8wcfwLCIyPMCDMWQ4ONMjDhAoGsRJ4q8+PJwF/7KDMGWwZSYoONMjqp94tzFRimIPxnGt0n7+TZpP9Ft2vLm2AmMiIjixSvG8MTGHyk1GtDrdOaVRmM6duKV0WOtfwZwRVTHSsEFwMjIDnQPCiLp9OlKAa5O03B1cuK2vk1r/gXUZZmqbfdMnjyZU6dOMW/ePNLT0+nbty9r1641T/w8evQougsmdSclJfHbb7+xbt26SvXp9Xp27drFxx9/TE5ODmFhYYwePZpnnnmmXnNhyG6qspuqaMGUUmw+dpS1yQcoKivjSG42O9PTa8y3EX/7XQR6eNRY73+2bOY/W2pfUqfXNIa2a49S8MvRw+g1DZ2mUWYy4eXiwmujxzEqqnyyYEZBPoMXv4ebvox3Ll3HZaHHMJg0nHTK/N9vj3Tk4a0jas2cGOhWxCO9/+Dq9gfQtbCeCygPMN5O7Mdre8oDVb2mEennz6obb8HVyYm8khJWJiVyOCcHLxcXxnXqTOdWgeb7B3+4iIzCwlqf88v0O8zZQS+UWVTEPd+tYtuJY+jPZpY0mEyEeHrxzvir6BtqW9d9Q+ym+lZCDO5etn8vP1NgYPaALS3us0Z6MIRowTRN49Lw9uYEXZlFRYz97GNOn6l699JJ3XvWGlx8lbjXquACyvN3pBXkk5KVZf65IrgpLC3lrjXf8sV1U+jXOowQL28mdOrCZX6LGBJyHMCc0Kniv1e2S+ZYobf5g7Mq/i5nWD7yG1p7FLTI4ALKA4zcUjfzz0alSM7OYvWBJCZ164GPqys39+5b7f0z+g7g+d9/qfEZnQNa0ca7+g/TVh4eLLtuMrsy0vn5yCHKjCZ6BYcwIjLKPPG0qbF34zLZ7EwI0eIVGw3k1bBnyFeJe5nVfyBR/gFVXldKsXDbFqtShOs0jS6tAkk8farqus7+d+G2LXxw1TUAzL+sJz75B9BrVdeu02B6p90sSuzHGWPVk0Lv7vYXrT0Kqsw22VLodJCc52d5TtP43+6d/J15muSsLDxdnBnbsTOxkR0qTdyd2X8g/9uziyO5OdU+45+DhpQvWa5F75BQeoc0XHbJurB/u/amGTDVt5b5qoUQVfp8984aV5copfh0145qrx/Pz+NQTnatwYUGXNO1OwNah+GkVf9ryKgUPx0+yJmy8qyOAfq/qg0uKng6G+jXqurJoHrNxA1R+x0aXChlmSejyAD5pc4YbF+k0yCMJo30Ik9+y2hrcd6kFNvT01j8VwI/HT7Idwf+5t7vVjHhf//lZGGBRVlN01hz0zT6XhAYaJQPtzw5bCRjO3au75cimjjpwRBCmP10+FCNKz+MSrHh0EHmDRtZ5XVrEjXpNY2pvfrw5PBRPPrjD9TW16GAM4ay8mWqyrr00Rfmsajg41yCl7PjUlCbFOSUuHKiyJsfj7fnvf19KVVOdPc7zecjVuKGoUn1lChV/v/woS0jqk0YVTFEVfH34GB2FjNXfcM3k6da9Eh4ODvz1eSp7D6ZwZoDSeSXlBDp5881XbvTqpZhtObK/kyeLfO7vAQYQggzg6n2AKGmRFptvH3wdnGpMROnUSmi25R/e47yD6h15YoGDP7wXfzd3bmzlxe3tqulfUojMadVldcKDc7mCaHVUao8sVbFf6srU2rSEfvdFNLOVF4ivC8nkKvXT2Jmlx1cE/E3rvqm052xJzuYP061sbq8USl2n8xg24nj5v9v5+sVHEKv4JAq7qyaUoqkzNOkFxTQysODnkHBVg2lNAUmpWGyZ5mqHfdcDFpmWCWEqNIlYW1rTICk1zQGhp37cFJKUWwoM3/bdXVy4qZefarMOArl4/yt3N2JjeoIwLXdelRb1vwMoMxk4mRhIc/8kcGOzOBqNx8zmDTWHYvgZLFnlddLTU6sPx5R4+ZlmgbfpUaQdsYTkwKjyXIIRClIOB3MFd9XHVxUOFLgyxMJw7hhw9WUGpvGr1pNg94Bp/B0si0Vu17TsfHsDrl1sfX4MSb877+M+/wTblv5FVcv/ZTY/y5hw6HmsVutyc4snvYsbb0YSA+GEMLs5l59WLpnV7XXjUoxrU8/8kpK+PCvP/l89y4yzxThrNMxMKwNvq5uaJpGiKcn6QUFFoMfek3DSadn4bircDk7aTDQw4N/RA/itT82W93GB7eMZNnIb/FzKbboiTCaNI4VejN/+2U13r9w3wBGhh1BM4H+gp4Mo0ljY1o77ouvSD6kAA2dZqK7XyaeTmUcyvetNoC50GUhqbw7dC16raZ5LQ2bitxJpxgcksGPx8s33vJ2cSW/hom9UN6+MiuGv2qy5Vgqt3yzotIQ3OGcbGat+oZ3xl9VKeFaU2P/XiQSYAghWrhuQcHMHzaSJ3/eaLEZVcWfH7n0Mjr4B3DdF59zMCfb/GFRZjIRfywVsExzFeDuTtaZM3g4OTOhcxdm9h9Ih4Bzwxdvbo3n9T82W7XqpMKRAl+uXDeJWzvt4brI/fi5lHCq2IOlB7vx3wM9ySurOXHQ/txWzPhlPK8N2kCIexEGk4amlW90tjq1A4/9Oey80uWvxqR07Mm2PhU7lO/I+uaQ9TjpTFUuhzUPxVD/+6xc6I240SQV9EPTNDr4+3P5Rx+QXVxcbXmDyWTTMMiFlFLM/3ljlcncKl7/vJ82MCqyg027Ajc0IxpGO/5v2XPPxUACDCGEhWl9+tE9KJglOxL47ehRFIpBbcKZ0bc/g8Pb8fjG9Rw6L7i40Plns86cYfGV1zC8ip1el+/bY1PPxflOFXvy8u4YXt4dU+maNdvFbz0VxuWrpzIs9CidfLM5Y3Ri44n2HCt0XBKkK9sdwNOprNreicacduDq1pPenqGcyM/nZFERN/bszaKEbVX+P9VpGt4urpVWhZwsLOC7A3+TczaV+9iOnavdP2TfqZP8nXm62vYo4GRRIZtTj3JZ+4i6vDTRhEiAIYSoZGBYG4u5FhXyS0r4KnGv1fuX6DSNdxK2VgowTErx5lbrknFZy0nTMa5TZ7xcXVnz935ya9gzBcpzE2xMi2BjWkQdnlrxPlSOFnr5n8KkQF9LINGQyb6UAqV58c3febz952IO5+QA4OPqSqinFycK8i16k8qHtXS8M/4qXM/uwGs0mXj+919YsmM7KNDpyjNwPrlpI08OH8l13XtWem5FOvjanMjPc8CrrD8yRGIbCTCEEFY7mptDiQ1j8Sal2HbiOPklJXift+fBoewsjuU59sPEhAIN7ug3gM9373Ro3Rfq5X+SmV13MirsMM46Ewdy/fkkuSfLD3U1f5iUmfRNMlPoB0k9eXHnDxYhUV5JCfklJbT19kGnaaTm5eJ+dljr9n4D6XTe5lkvxf/Gh38lmH82mcrDkSJDGQ//+ANeLq6M6Wg5lyLA3bplq9aWayxG7BvuqNvsleZLAgwhhNUqvsXaqsRopGK9RZnRyIZDdV+RcCGTUhhN5Usq69OYtgf5z6AfUZxLUd7JN5tnBvzKsNBU/hF/BUal4+e0cG7ptNchz6zoMKrLsIpJQUaRJ2/vLd+l9MI+KAUcO9uDEB3WlnsuieHyC4YrMouKWHxecHEhDXh586/EdehosfS0b2hr2nr7mOuvio+ra6XnNTXSg2GblvmqhRB2ifIPoK23j03f4Vq5e+DvVr7vxdbjx7h0yXu17mNhrzUHkkg4caJe6obyfUxeidmApimLFSw6rfyIbXOYGzvsA+CXjLaYHJBjy1TH4KIiODlV7MGUn66mwFD1PInz/Zl2nOnfflmpJ2j9weQa86Ao4GBONn9fsIuuTtOYe9mwqm866/+GXGZ3ANtQKlKF23O0RC3zVQsh7KLTNO6NHmT1ig+dpnFL777odTqSszK59ZsVnC6qeiM1R1m2d1eNuTzq4trIv6tdFVLh1k57ADApPeuOR2DldJUqFRmcSCvyqlPPRcW9Ie5FRHrnWHVPxWTPeZs2WMyLyCspqTVvSXm5yitSxnbszH/GjMffzd3ivLeLC08PH8XUXn2saltjUmc3O7P1ULKKRAghandD956kF+TzxpZ4dJqGSakqAw4NjX6hrZk1YCAA7yVssyqV+Ln7rV+6er5So5H+rcP4Kz2txrTn9ujhdxqUBjVsthbpnYuLzkCpyYk39w5kZOujOOtMVQYJVeXAMJig2ODEa3suoZt/JiNaH3VIrgyDSeOOLjv5LSPcpvu+2LuH+wcNAaCdr1+tE3w1oK131Vu0X9m5K2M6dOKXI4dJK8inlYcHIyIicXOqemM60bxJgCGEsImmafwzZgjXdO3OF3v3cDQ3h1KjkawzZ0hIO44CQr28mNa7HzP69sfVyQmlFN8m7bcpYPB1dSO/pASjjWGGXqejS2AgHs7O/Hr0CDqoNR25tcpMulpbY1Lnds9Mym3Fo9uG8UrMT1WWrQgaTKo8nbSTTpFf5kJeqSv/6h+PwQROOurUC1LBSacYFHwCWzJvKKUslpeOjIzC382NnOLiKt8HvaZxaXh7WntXn+HUWa9nVFQH2xrfRMhuqraRAEMIYZd2vn48NGSoxTmDyYTBZMRV72Qxyc9gMlFmxT4nFTRgSHg79p46WeOW4FVRSuHr6sbTV8fy+9EjfJm4l/SCAtLy80it4zLIn9LaMyny72qvG0wamzPaWHygtPUswKjAqYbP9PI5HAqlwN+1FD+X8lTeTmercdSIj66WnWgrl9dwO29ehItez/Oj4rj7u5VoYNFDpNc0PJ1dmDdshGMa2wTJXiS2aZlhlRCiXjjpdLg5OVfavMpZr8fD2fpucAV8n/y31fkTzmdUirEdO6PTNC5rH8HrY8az9LrJ+J6daFoXPx5vz9EC7yr3MlGq/AP8vaS+FudD3AtRVv6qrXjbagooKraHt7VXw2jS2JEZgi15Q41KVUrffUWHjnw8cZJFZk+dpjEyMoqvp0wlyj/AtoY1I/bsQ2LvDqwXA+nBEEI0iEFtwm3aMEtR3vNhC52mcVm79vSsIq310bxcm+qqikHpufXnCXwybDXhXvkYTRqaVj7kYFLwr4TL+eOkZYKyzBJ3NLtmk1RN0+Bgni9RPra9Hr1OseTvXtaX1zTa+/oxqoosrJeGt+fSye05npdHdvEZWnt5X7RbtJ9PejBsIwGGEKJBPDsilkuXvGfTR62tkzSVUtw1sHL6cADXsxus1VVqoQ9xaycT1/Ygo8KO4Ko3sj8ngGUHu5F+xqtS+W+PdOK+HtXnjrDHh3/3oX+rdK6J+LvSipYLc2ZUbE+/OKkX3x+rHCzoNM083KHTNDStPDNnpH8AH119Lc41vG9tfHxo4+O49OpNncnOnVFlN1UhhKhHod7ezBs2kqd+3mjzvTd078mPh1LIOnOmxnKapvFq/G8su25KpWvD2kfyVeJeh0z4LDXpWXW0E6uO1r7755ECXz5N7s7UDvscNpdid1YQKw514YzJl5s67ELHubToO7OCOJjnz+CQ47jojOzKCuK/yT35JT2cqoZHdJrGlZ270jskhL2nTuKid2JUZBSXt4to0huPiaZPAgwhRIO5tU8/2nh780r87yTVsPnVhSZ07sozI2J5b/s2Xon/vdpyFanJU7KySC/MJ7e4mDY+vvQODuHWPv34MtExmTVt9fRfl1JQ5sKMzrtx1dufONpg0tiTHcS+nEAAXt49iJsHLeLh756muKyQxNxWHMr3s6lOo8lEn5BQpvXpZ3e7Wgqj0jDaMdxhzz0XAwkwhBANKjaqI7FRHfnn2jWs/rv2pau+rq5cEtYGZ70edydnc+6Nmkxa/jl5F2x25uPiSqeAVpWyTDYEk9Lx8u4YFu3vy+Uhx3iw11baeuXVuhHa+QwmyCl148EtI83nCkpLyS11IjL0Ol7743ebh5Q0ytO/T+za3ab7WiqZg2Eb6f8SQjSKRy69DH8391rXNMyOHmxOIR3g7m7Vh+iFwQVAXmlJowQX5ysoc+W7Yx14cMtIjCad1anES4w6Pkzqy4R113GkwDKJ1czV3zC9Tz8GtA5Du+Dd1J+dX9HBP6DS+6w/O9/i1dHj8DlvIzpRPXV2LxJbD9VC82C0zFcthGh0Yd4+LL/hRga2rrwtvEb53IB/RA/itr79zedHRXbASWv+v7Z2ZIXwxt4BVpU1muDy1VN5aXcMp4srr9TYnnaCzalH+WTidfzfkKGEepVPNNWAy9tHsvS6yay+8RYeufRyws4mwNJpGqMiO7Di+hsr7XwqqmdEs/toiWSIRAjRaCL9/Fl2/RQOZmcRn5rK9vQTeDg708bbh4lduxHqZZkR0tvVlSBPT7vyYzQlPf1P8UDPP2stZ1LweUp3Mks86OKbSTe/TEqNen4/2Ybc0vK8HnpN4+ukfVzRoSN3DYzmzgGXUFRWhrNej8t5K0BmDbiEWQMuocRgwEmnkwmcdqjIuGrPfS2RBBhCiEYX5R9AlH8AU3vXvuGVrbkxmqKZXXagoNY5GN8e6cRnyd1ZPupr+rU6aT5fatTxWUp3Xtw1iDKTntOF5zaQ0zQNT5fqd0xt6juWiouHhLBCiGYl0MOjmXc4K65oc9hiu/cLmRRsPNGOV3ZH8/nI1fTyP2Vx3UVv4tZOe3gp+if0mkbbFpSLojHZM/+i4rDVwoULiYiIwM3NjZiYGLZu3Vpt2Y8++gjt7JyaisPtgsy1SinmzZtH69atcXd3JzY2lgMHDtjcLltIgCGEaFYmdevhwLyYDU8DnHS198IYTDpmdt2Jj3NJlcGIToMJ7VKIDUvmhh7WZ+gU9rNnq/aKwxbLli1jzpw5zJ8/n+3bt9OnTx/i4uI4efJktff4+PiQlpZmPo4cOWJx/cUXX+SNN95g0aJFbNmyBU9PT+Li4iguLrbrvbCGBBhCiGalV3BwYzehThQaB/P9ahyXV0ojKdefSRFJNfZ0KAVvDNlAdOBhxzdUVFKRB8OewxavvvoqM2fOZMaMGXTv3p1Fixbh4eHB4sWLq71H0zRCQ0PNR0jIuXT5Silef/11nnjiCa6++mp69+7NJ598wokTJ/jmm2/sfTtq1WwDjOeee44hQ4bg4eGBn59fYzdHCNFA1qWkNN9fXGd9cqBnzQU0+PpwF7ycy2oupoEOhSH7HnKKMhzYQlGVug6R5OXlWRwlVSynLi0tJSEhgdjYWPM5nU5HbGws8fHx1batoKCA9u3bEx4eztVXX83eveeSyh06dIj09HSLOn19fYmJiamxzrpqtv9OS0tLuf7667n77rsbuylCiAaglOKrxL18sW+PQ9J9OzfiKoplB7uxKa3d2VUJ585X7NI6L2EoRwt9yCutfrJmhfIgo4Q3f3mU1//YjLJ1m1VhNROaOdmWTcfZIZLw8HB8fX3Nx4IFCyo94/Tp0xiNRoseCICQkBDS09OrbFeXLl1YvHgx3377LZ9++ikmk4khQ4Zw7NgxAPN9ttTpCM12OvFTTz0FlE9uEUJc/Bb89jMf/FX3TcM0IDqsLX+mHa97o+xkVDru+X00Uzvu49ZOu2nnlY9JwR8nw3hvf182n2wLwPJDXbm10+4ah0mgfKikT0A69/8Rj07TuC9mcEO8DGGj1NRUfM6bkOvqoARngwcPZvDgc//PhwwZQrdu3Xj33Xd55plnHPIMezTbAEMI0XJsO3HMpuCiYsS7qo9lBYzr1IWE9BPnth5tBAal5+MDvfj4QE88nAwYTDpKTZY7l76f1IcJ7ZIJdiuqcaM0xblx/nf+3ML0vv3wcXWr/gZhF2XHhM2K+6B8IqZPLSt+AgMD0ev1ZGRYDnllZGQQGhpq1fOcnZ3p168fycnJAOb7MjIyaN26tUWdffv2tfZl2KzZDpHYo6SkpNIYmBCi6fts1070VmxFqtM0Wrm589bYK6sdAukeGMT8nzfYlU/DmjbYTqPI4FwpuAA4XezB9RsmklvLUImTTrE5ozwjaonRyI8HU+qhncKu4REb9y9xcXFhwIABbNiw4dxzTSY2bNhg0UtRE6PRyO7du83BRGRkJKGhoRZ15uXlsWXLFqvrtEeTCjAeffTRSmt5Lzz2799vd/0LFiywGP8KDw93YOuFEPVl3+lTGK3obdBpGpnFZ5iz7jtKTZbfNSv+vO/0qaputYo1bXC0E0XePLhlVLXXDSaN08XurE7tCJS/Bzn1uPSwJWuoPBhz5szh/fff5+OPPyYxMZG7776bwsJCZsyYAcC0adOYO3euufzTTz/NunXrOHjwINu3b+fmm2/myJEj3HHHHUD5CpP777+fZ599lpUrV7J7926mTZtGWFgYEydOdNj7c6EmNUTy4IMPMn369BrLREVF2V3/3LlzmTNnjvnnvLw8CTKEaAY8nJ2tKlfRK1FiLN8S/fxwoDlPffw5vR0v7IzhkT5bMJg0nHTKPDk0v8yFGb+Mo8RY/uvcpBThPr411Cbs1VC7qU6ePJlTp04xb9480tPT6du3L2vXrjVP0jx69Ci683rosrOzmTlzJunp6fj7+zNgwAA2b95M9+7ndsl9+OGHKSwsZNasWeTk5DB06FDWrl1bKSGXI2mqmU85/uijj7j//vvJycmx+d68vDx8fX3Jzc2tdVxMCNF43kvYxgu//9LkggQXnYFx4QcZ0/Ygns6lJOcGsPRgN5JyW9V4n6vewLi2KfRpdRKDScev6eH8mtG21m+6XXwzmd3zMG3cj3DG4MSPJyL48lAX8srKJwtqgL+7O/G33YmzvvKQy8WsPn+fV9R95brbcfasfWXPhcoKS1k1+sMW91nTpHowbHH06FGysrI4evQoRqORHTt2ANCxY0e8zu4mKIS4ONzQoyfvJWwjt6S4UYYpqtLavYD/Dl9FhHceRlW+r8glgenc0mkvb+3rz+t7BkIVEwKjg07wzqU/4ONciuFsQDG98x5S8ny5/ddxHCus/gMoOS+Q33OGs3LrfkoMBov3ouJJz428osUFF6JpalJzMGwxb948+vXrx/z58ykoKKBfv37069ePP/+sfYdCIUTz4ufmzmeTbiDIwxMAJ50Op0bdDVTx/mXf09azfFfXik3LKpaTzu6+nYntK+/zEOGVw+LLvsPLqQxNA2edCeezacOjvHPZOO5/7LjmQ16O3kB3v9OV7tc0DRe9nhXX38jgtpbDu92Cgvjo6knEdZDt1+tLQ0zyvJg02x6Mjz76SHJgCNGCdGkVyM/T72D9wWQ2H0tFKYWzTscnu3Y0eFsGBx+nq19WtddNCu7suoNvjnTi/F6M6Z1346Qzoa8ir4WmlZf0cjYwoV0KE9ql8I/4K1h/PPJcvSZFuK8fXQOD+OSa6zmRn0daQT7+bu5E+Qc48iWKKjTUHIyLRbMNMIQQLY+zXs+4Tl0Y16kLAFlnivh8z64G38L98tBUykwaztUkwNJp0Mk3myC3Ik4Ve5rPjw9PqTVpFmCexPn6oA1ctnoqWSXu5fXqNK7p2s1cLszbhzDvljOm39gkwLBNsx0iEUKIAHcPbuzRC10Db+DupFNgxYfGhbumuukNVj9Dp4GTzsikiCTzq3visuEEuHvY0lThQDJEYhsJMIQQzdpjlw3nig4dgHOJsPRa+a+2Lq0CuaxdewI9PBwaguzMDMZZX3OvyalidzLOeFqcS87zx2hDZ4sG9A44RaSfP2+MGc+0Pv3saK1wFIV9W7Y3jWnJDU+GSIQQzZqrkxNvj7uKhLQTfJW4l1NFhYR4eXNdtx70CQlF0zS2HEvlxq++cNgz1x2PJLPYDT+XYvRVfE0zKvjvgZ6Vlp1+mtyD5y/52YYn6bisfUfGDZyBVi9ZRIWoPxJgCCGaPU3TGBjWhoFhbaq8HtM2nMeGDuPfv/2MRt2TbpWa9Nz9exwfDVuDC0bzvAqjKu8W/j2jLe8n9al03zdHOjO6zWFGhB0ByodBaqLTTCzZ50VI4G6u7tINdysTjon6IXMwbCNDJEKIFuGO/gP5+oabGBFhfzbg823PDOXKddfxeUp3sktcKTboScppxeN/Xs6sX8dQVsXeIkal497NV/DCrkGVhk8uZDBppBd5smiPP49tXM/EZZ+RWVTkkLYL+8gcDNs0+0yedSGZPIVomXZmpPPojz+QlFk510RtfF1dyS0pqXMbNBQBrme4qt0BHu27BaXOrR7RgJPFHkzbNIGUfH+gfH7J0HbtWXL1pDo/+2LUEJk8L191D06etm+xbigs4Zcr325xnzUyRCKEaHH6hITy3U3T2H0yg0PZWWw5fpwfUg6QXXymxvt0muaQ4ALKt/DOLPFgyYE+rD8RyZSoRHr4n6bYqOenE+1ZdbQjZ4znhkSMSvHzkcMczM6SnBeNRIZIbCMBhhCiRdI0jd4hofQOCeXqrt25IqoDt6/6usZ7TPXU4Xus0IeXd8dYVXbb8WMSYIhmQQIMIYQAPt29A72mOXyvk1auRUzpkMj48BQ8ncpIyg3gs+Qe/JweTlV7ldSmxY5pNwFKaSg7eiPsuediIAGGEEIAf6WnOTy46OqbyafDV+HtUopeK687xL2QkWFH+eJgFx7/cxjKxiAjuk1bh7ZRWK8ir4U997VEsopECCE4l5zLUZw0Ix9c9j1ezueCCzi3Idr1kUnc1GGfDe3TGBreXoZHGpGsIrGNBBhCCAGMiIg0ZwKtKxedgcf6xhPqUVjt3iMKuL3LTqob9NCdbYt29mjv58crcWMd0j5hn4ohEnuOlkiGSIQQApjRtz9f7be+R6E6Pf1P8eFl39HKrRilyndJrYpOg3Ze+QS6neF0ceX9RXoGBXO6qIhAT0+u69aDa7v1wEMSbTUqWUViGwkwhBAC6BYUzH/ixvPAuu8wKWX1ihF/N3em9urNjwdTOF14lE+GrcbTqQyoPrg4X1WP8XR2Ztl1U3B1OvcrOqf4DPklJbTy8MBJJ53PoumTAEMIIc4a37kL/Vq3Zume3Ww7cQwnnY7L2kVQUFrKwm1/oGmaebqeUSk6+AfwwKAhjO7QidiojmzY/QCeTmXordiS3aTgaIEPmWe3Yq+g0zSm9OxtDi42HEph4bYt7EhPA8oDmpt79+HugdG4OUmPRkOSVSS2kQBDCCHOE+btw+C24ew5mc5vqUfZnHoUNydnugcF0ymgFYmnT3HgbAbQlOwsZn+/Gj83N16+YiwTI1KtCi6gfIjkg6Q+nL9UVaN8B9j7ogcD8N9dO5i/aYN5PgZAdvEZFm7bwu+pR/n0muskyGhAys4hEgkwhBBCsGTHdp755SeLc2cMZew9dZK9p05WeU9OcTF3rPqaHVZk8a6Yl/FZcjeWHuxmeQ34Z8xgvF1dScvP5+mfNwKVE3yZlOKvtDSW7NjO3QOtS9Al6k5R9ZCWNfe1RDKQJ4QQZ+0/fapScGGL39M8MZiqv64UlJp03LJpPPO3X8aFibY0YOG2LQAs37enxg8mheK/u3bQgreTanAVeTDsOVoi6cEQQoizPtu9s07ZPD9N7k5c20PVXtc0cNWbOGNwpqosngrYfTKDIzk5JGdn1vq89IICSoyGGodJCkpLWfP3fg7mZOPp7MLYjp3p1KqVNS9HXEDmYNhGAgwhhDgrIe1EnbJ57sgMrnFpKkCZSWNs+EF2ZIVUWya7+AweTs61fu/VaxrOusrbwldYmZTI3A3rOGMw4KTToZTi9S2bGdOhE6+MHou7LHsV9UiGSIQQ4iwXffUf1tZwdzJatTTVy7m02msa0NrLm7iOnWoMdvSaxhVRHdFXs2T116OHeeCH7zhjMABgMJnM9a07mMyD676vvaHCgmTytI0EGEIIcdaoyKg6jZbnlrqSW+pSYxmdBofyfau8ptc0LmsXQYiXF5e3i6BHUHCV2UUrztw5MLra57yxJR6tmmjHpBRrUw5wILP2YRhxjlL2Hy2RBBhCCHHWlB696zRsYFQ6lqZ0x2CqPkwxKY2vDncBoLVHPtdGJHF95H66+mbj6uTEY5cNA0Cv07Hk6kn0CC4fSnHSdOYEW+7OziwafzV9QkKrfMapokIS0k7UmCxMr2l8n/y3Xa+zpZJU4baRORhCCHFWkKcni6+6ltu+/YoiQ5lddbyzvy8jw44Q6Z1jsQ+J0aSh1yme/utSSox6Xh/0I+PCU9Cd99lTpPXB0+8688+BHh58fcNNbD1+jB8PpVBiMNAtKJirOnfF06X6npLC0uqHYCroNI2C0hK7XmNLJZM8bSM9GEIIcZ7oNm35/bZZPDjoUqL8/HF3csLdyYkeQcG8GBvHZe3a1ziMUlDmyg0br+bT5B4UGc59h9uX04q7fotj2cGufHjZ94xte9AiuADwUHtQmTeiTNnmc5qmEdM2nMcvG87TI2K5sWfvGoMLgBBPL1z1NX9/NJhMRMrOrDZpyDkYCxcuJCIiAjc3N2JiYti6dWu1Zd9//30uu+wy/P398ff3JzY2tlL56dOnl2eiPe8YM2aMze2yhfRgCCHEBXzd3Lg3ehD3Rg+qdK2drx+/HT1S4/35Za48u+NSXtodQ6h7IWcMTpws9gQgNuwQA4PSq7nTCKYMKFoKXnfb3X53Z2cmde/Bsj27qp0o6urkxJWdu9r9DFF/li1bxpw5c1i0aBExMTG8/vrrxMXFkZSURHBwcKXymzZt4sYbb2TIkCG4ubnxwgsvMHr0aPbu3UubNm3M5caMGcOSJUvMP7u6utbr65AeDCGEsEF0m7YMCW9nVdkSoxNHCnzNwQXANRF/1zhHQ2FCnVle53Y+EDOEMG+fSpNEdWf3U/n3yNF41dITIiw11CTPV199lZkzZzJjxgy6d+/OokWL8PDwYPHixVWW/+yzz7jnnnvo27cvXbt25YMPPsBkMrFhwwaLcq6uroSGhpoPf39/e98Kq0iAIYQQNjqUk117obM0wO284YogtyKLuRlVlceUZX/jzmrl4cGXN9zEDT16WQyX9AkJZcnVk5jYtVsNd4uqlAcL9kzyLL8/Ly/P4igpqTwHprS0lISEBGJjY83ndDodsbGxxMfHW9XOoqIiysrKCAiwHALbtGkTwcHBdOnShbvvvpvMel5FJEMkQghhI4OphnzgF1CUD0cUG8vzUZwo8qa36VS1QYZJgU5f9eoQWwV6ePDcyCt4/LLhZBQW4OXsQpCnZ7Xl80qK+TszEyedjm6BQRbbxYu6T/IMDw+3OD9//nyefPJJi3OnT5/GaDQSEmKZiC0kJIT9+/db9bxHHnmEsLAwiyBlzJgxXHvttURGRpKSksJjjz3G2LFjiY+PR1/H/C/Vkb89Qghho/6hYaw/mGx11s+8kmLzn5cf6sqEdik1lNbQPCbXsYWWPJydifSrvjs8r6SE53/7ma/276PUaATAz82N2/sN4K4B0dUm82ppFPZtXFZxT2pqKj4+Pubz9TEH4vnnn2fp0qVs2rQJNzc38/kpU6aY/9yrVy969+5Nhw4d2LRpE6NGjXJ4O0CGSIQQwma39ulnU0rx80v+ntGG9cfbY6ridoNJI6u0NbjfUPdGWqmorIybvlrG8n17zMEFlO8Q+0r878zduE42VDurrnkwfHx8LI6qAozAwED0ej0ZGRkW5zMyMggNrbln6+WXX+b5559n3bp19O7du8ayUVFRBAYGkpycbOO7YL16DTCee+45nKSLTQhxkYlpG879MUNqLafXNAa0DrvgrMZ98VfwYVJvzhjOdU0bTBprUjtQ4LUYTVf9MIaj/W/PLhJPnao2YFqxby/b0080WHtaOhcXFwYMGGAxQbNiwubgwYOrve/FF1/kmWeeYe3atQwcOLDW5xw7dozMzExat27tkHZXpd4//SXyFUJcjO6LGUzf0Na88+cWth4/VqnrXKdphHn78J+48Vy19FOyis+Yr5WZ9LywazBv7RtA31Yn0Wsm9mYHklXiwcDUrXwysV2DzX/4fPfOGq/rNY0v9u5hQOs2NZZrEeo6RmKlOXPmcOuttzJw4ECio6N5/fXXKSwsZMaMGQBMmzaNNm3asGDBAgBeeOEF5s2bx+eff05ERATp6eXLoL28vPDy8qKgoICnnnqKSZMmERoaSkpKCg8//DAdO3YkLi7OjhdkHZv/Bv/yyy9Wlz10qPpti4UQorm7vH0El7eP4FheDm9t3cJPhw+RV1JCkKcHk3v0ZmzHzixK2Er2ecHF+QoNLvye0dbiXMKJE3y0czt3Dqh+nxFHOpGfV+Pnn1EpjubmNEhbmjx7037beM/kyZM5deoU8+bNIz09nb59+7J27VrzxM+jR4+iO29ezDvvvENpaSnXXXedRT0Vk0j1ej27du3i448/Jicnh7CwMEaPHs0zzzxTr7kwbA4whg8fXu0GOhdSSlldVgghmpvC0lIW/PYzKxL3mucveDg7M6ZDJ04XFjD6v4uxfr1JOROKT3buYFb/Sxrk96ePqxunigqrva7TNFq5e9R7O5oDezcus+ee2bNnM3v27Cqvbdq0yeLnw4cP11iXu7s7P/zwg+2NqCObAwwvLy969+7NAw88UGvZL7/8kmXLltnVMCGEaMpKDAZu+WYFuzLSLTYVKyor44O/EupUd1pBPiVGA25O9m+8Zq1ru3Xng+1/VjsHw6QUV3WRjJ8ge5HYyuYAY+DAgZw4cYJJkybVWtbaNbtCCNHcfLN/HzvS0+qlbp2m4aSrn9wEF5repz/L9+4ht6S4UpCh1zR6BIcwMrJDg7SlyVOazcMd5vtaIJtXkURHR3PgwAFycnJqLauUkkmeQoiL0v/27qpx0zN76TSNUZFR5q3Z61uIlxfLrptMh4BW5udXvK7L20fw8dWTGqwt4uJicw/G/fffz9ixY3F2rr3r7oknnuCJJ56wq2FCCNGUHcureXKkvUxKcV33nvVQc/U6BLTi+5umkZB2gp0Z6TjrdAxt154o2W3VQkPOwbgY2BxgVGySIoQQLVmAmztZZ6peHVIXGrAjPY0rojo6vO4an6tpDAxrw8AwWY5arQZapnqxaNB+r4yMDPR6PRs3bmzIxwohhMNN6t4DrR4GSRTwzf5Eh9cr6q6umTxbmgYfWJM5GUKIi8GUHr1p7e1VaTt0R8gvLbHYv0Q0IcqOo4WSmTtCCGEHXzc3ll03hT4h5amWrQkzNGBw2/Bag5KC0lL6vruQG79cxubUo3VvrHAI6cGwjWwUIoQQdmrj7cOKG25k36mTJKSdOJse3JvHN64nvaAAvaaVTwxE4aLX89a4K/F1deOGFUutqn/biePc8vVyXosbx1VdutXzqxHCsSTAEEKIOuoeFEz3oGDzzz9Nu50fUg7wy5HDlJlM9AkJZVK3Hvi6uaGUYmqvPnxWyx4ggDmB1yM/rmN4RBQ+9ZjWWVhBJnnapFkOkRw+fJjbb7+dyMhI3N3d6dChA/Pnz6e0tLSxmyaEELg6OXFVl268PHos/xkzntv6DcDXzQ0oX63x9PBRzB82gtZe3lbVV2o08G2STPxsfFodjpanWfZg7N+/H5PJxLvvvkvHjh3Zs2cPM2fOpLCwkJdffrmxmyeEEDXSNI1b+/Tn5l59SThxgilf1bylgl6nIzkrs4FaJ6olPRg2aZYBxpgxYxgzZoz556ioKJKSknjnnXckwBBCOExmURFf79/HkdwcfFxdmdC5K90CgxxWv16no0tgYK3llCrfRE00MgkwbGJ3gFFcXMx7771H3759ufzyy626x93dnVtvvZWwsDB7H1ut3NxcAgJqzjpXUlJCSUmJ+ee8vDyHt0MIcXH4ZOdfPPvrJkwmhU6noZTinT+3EtehE6/FjXXYRmS+bm5Eh7Xlz7TjFpumnc+oTIzp0Mn8c+LpU2w9ngpAdJtwhwY9ogayF4lN7J6D4ebmxiOPPEJSUpLV9/j4+LBkyRK6dnXsznzJycm8+eab3HnnnTWWW7BgAb6+vuYjPDzcoe0QQlwcvjuQxJM/b8RgMmFCYTCZzBuBrT+YzCM/rnPo82ZHD6o2R5Be0xgS3o7eIaFkFBQwecUyxn/+CU///BNP//wT4z//hBtWLCW9IN+hbRKiruo0ybNnz5617kNvi0cffRRN02o8Ltyh9fjx44wZM4brr7+emTNn1lj/3Llzyc3NNR+pqakOa7sQ4uKglOL1PzZXOy3PpBSr/97PESs2fLTW0HbteWX0OFz1ejTASadDr5X/eo5pG87b466iqKyMG79axva04+Xt5FzP+19pJ5jy5RcUyET3elWxF4k9R0tUpzkYzz33HDfddBMjRowgNja2zo158MEHmT59eo1loqKizH8+ceIEI0aMYMiQIbz33nu11u/q6oqrLPMSQtTgcG4OydlZNZbRNI11Bw8ws/8lDnvuxK7dGBkZyTf7E0nOysTDxYWxHTrROyQUTdP4dNcOjuTkVDmcb1SK1Nwcvkrcy7Q+/RzWJnEBmYNhkzoFGG+99RYBAQHExcURGRlpXjZ6Pk3T+Pbbb62qLygoiKAg68YSjx8/zogRIxgwYABLlixBJ9sJCyEc4ExZWa1ldJpGYWnt5Wzl4+pWbYDw1f59td7/pQQY9UvmYNikTgHGrl270DSNdu3aYTQaSU5OrlRGq4c8/cePH2f48OG0b9+el19+mVOnTpmvyU6vQoi6aOvjg5NOh8FkqraMwWSiU0CrBmwVZJ0pqvGLsIJ62d1VnKOp8sOe+1qiOgUYjpx/YYv169eTnJxMcnIybdu2tbgmm6kJIerCx9WNqzp35dukRPPEzvNplK/8iI3q0KDtCvfx5VheXrUrTXSaRrivb4O2qcWRIRKbNMtxhenTp6OUqvIQQoi6emTo5YR6eVfalEyvaeh1Ol4ZPRZXp4ZNI3Rjz97VBhdQPvn0xp69G7BFQtTMYf9C8vPzyc3NxVRFt2K7du0c9RghhKh3QR6efD15Km9ujWfFvj2cMRjQKF/tcV/0YPq1dnwun9qM7tCJoe3aszn1aKVAQ6dpDGrTlrEdOzd4u1oUmYNhkzoHGO+88w6vvvoqBw8erLaM0Wis62OEEKJBBXp48NTwUTw2dBjZxWfwdHbBuxFXoTnpdLw/YSKvxP/GZ7t3ccZQPsnU3cmJG3v24f+GDMVJJrvXLxkisUmdAoxFixZx7733EhcXx2233cbjjz/OAw88gJubGx999BEhISHcd999jmqrEEI0OFcnJ0Kt3JSsvrk6OfHYZcP5Z8wQ9p0+CUD3wGA8XVwauWUthAQYNqlTuPvmm28SFxfH999/z6xZswAYP348zz33HPv27SM/P5/MTNmgRwghHMnTxYVLwtpySVhbCS4akqrD0QLVKcBISUnhyiuvBMD57EY8FVum+/r6cscdd/D222/XsYlCCCFEE1AxB8OeowWqU4Dh6+uLwWAAyvcZ8fDwsEi/7e3tTXp6et1aKIQQQohmp857kezcudP886BBg3jnnXc4fvw4qampvPvuu3TuLLOahRDCGkaTiYLS0hqXo4rGU5Foy57DVgsXLiQiIgI3NzdiYmLYunVrjeWXL19O165dcXNzo1evXnz33XcW15VSzJs3j9atW+Pu7k5sbCwHDhywvWE2qFOAcfPNN7Nnzx7zFuhPPfUUiYmJtGvXjoiICJKSknj22Wcd0lAhhLhYHczO4uH1a+n+9hv0XvQm/d59iwW//UxmUVFjN02cr4HmYCxbtow5c+Ywf/58tm/fTp8+fYiLi+PkyZNVlt+8eTM33ngjt99+O3/99RcTJ05k4sSJ7Nmzx1zmxRdf5I033mDRokVs2bIFT09P4uLiKC4utq1xNtCUg7NTHTx4kFWrVqHX6xk9enST7sHIy8vD19eX3NxcfHx8Grs5QogWaPfJDG78chklBoNF5lC9phHq5c2XN9xIsKdXI7aweajP3+cVdbd74Vl07m423286U8zRR56wum0xMTFccsklvPXWW+X3m0yEh4fzj3/8g0cffbRS+cmTJ1NYWMjq1avN5wYNGkTfvn1ZtGgRSinCwsJ48MEHeeihhwDIzc0lJCSEjz76iClTptj8mqzh8EXTUVFR/POf/2T27NlNOrgQQojGppTivu9XU3xBcAHlO6SmF+Tz9C8/NVLrxIU07BwiOXt/Xl6exVHR+3++0tJSEhISLHYo1+l0xMbGEh8fX2W74uPjK+1oHhcXZy5/6NAh0tPTLcr4+voSExNTbZ2OUKcAIzo6mtdee41jx445qj1CCNFi/HEslSO5OdXOuTAqxdrkA5wqKmzglokq1XEVSXh4OL6+vuZjwYIFlR5x+vRpjEYjISEhFudDQkKqXTSRnp5eY/mK/9pSpyPUKcDQ6/U8+OCDREREMHToUN566y1ZNSKEEFban3kaXS07TpuUIiUrq4FaJOpTamoqubm55mPu3LmN3aR6VacAIz4+nsOHD7NgwQJKSkq47777CA8PZ+TIkbz33nucPn3aUe0UQoiLjpuTk1UrRlz1+gZojahVHSd5+vj4WByuVaSeDwwMRK/Xk5GRYXE+IyOD0NDQKpsVGhpaY/mK/9pSpyPUeQ5Gu3bt+L//+z+2bdtGcnIyTz/9NNnZ2dx1112EhYUxZswYR7RTCCEuOsPbR9bag9HK3YNeIfX3ISBs0ACrSFxcXBgwYAAbNmwwnzOZTGzYsIHBgwdXec/gwYMtygOsX7/eXD4yMpLQ0FCLMnl5eWzZsqXaOh3BoZM8o6KimDt3Ltu3b+fdd9/F3d2d9evXO/IRQghx0Wjt7c01XbvXGGTcc0mMbGLWRDRUHow5c+bw/vvv8/HHH5OYmMjdd99NYWEhM2bMAGDatGkWwyv//Oc/Wbt2La+88gr79+/nySef5M8//2T27Nnl7dY07r//fp599llWrlzJ7t27mTZtGmFhYUycONFRb08lDtuuHeCPP/7giy++YPny5Zw4cQIvLy9uuukmRz5CCCEuKs+MGEVeSTHrD6ag1zQU5asOjEoxa8AlTO/Tr7GbKCo00GZnkydP5tSpU8ybN4/09HT69u3L2rVrzZM0jx49iu68oHPIkCF8/vnnPPHEEzz22GN06tSJb775hp49e5rLPPzwwxQWFjJr1ixycnIYOnQoa9euxc3N9mW31qpzHoyEhASWLVvGF198QWpqKu7u7kyYMIHJkyczbty4KseYmgrJgyGEaAqUUuzKSOfbpESyis/QxtuH67r3JNLPv7Gb1mw0RB6MiGeeQ2fHB7KpuJjD/3q8xX3W1KkHo0OHDhw+fBgXFxfGjh3LCy+8wJVXXomHh4ej2ieEEBc9TdPoE9qaPqGtG7spQjhMnQKM7t2789RTT3H11Vfj7e3tqDYJIYQQTY69+4rYc8/FoE4zh1atWsXNN99sdXCRnZ3NyJEj+euvv+ryWCGEEKLhyXbtNnHoJM/alJaWsmnTJrKzsxvysUIIIUTdNdAkz4tFgwYYQgghRHMlQyS2kQBDCCGEsIb0YNhEsrcIIYQQwuGkB0MIIYSwhp1DJC21B0MCDCGEEMIaMkRiEwkwhBBCCGtIgGGTBg0w9Ho97du3x93dvSEfK4QQQtSZrCKxTYMGGIGBgRw6dKghHymEEEKIRlCnAGPkyJE1Xtc0DTc3N9q2bcuIESO47rrrcHKSURkhhBDiYlenT3uTycTx48dJSUnB39+fiIgIAA4fPkx2djYdO3bE19eXLVu28P777/P888/z448/EhgY6Ii2CyGEEA1H5mDYpE55MJ599lmys7P5+OOPOXnyJAkJCSQkJHDy5EmWLFlCdnY2b775JqdOnWLx4sXs3buXuXPnOqrtQgghrKCUQhmPowyHUaq0sZvTbFXMwbDnaInq1IPx0EMPMWPGDG655RaL83q9nltvvZU9e/bwwAMPEB8fz/Tp04mPj2fVqlV1arAQQgjrKKXgzJeownfBeKT8pOaL8rgJzeseNM21cRvYHLXQYMEederB2LVrl3lYpCoRERHs3LnT/POAAQPIysqqyyOFEEJYSRW8hsp7DIxHzzuZC4XvorJul94MW6k6HC1QnQKM1q1bs2LFCkwmU6VrJpOJL774gtDQUPO5zMxMAgIC6vJIIYQQVlBl+6FwUcVPF1w1Qdk2OLO8oZslWpA6DZHMmTOHf/zjH1x66aXMnDmTDh06AJCcnMz777/Ptm3beOONN8zlly9fTnR0dN1aLIQQolbqzBeAHjBWX6bwMzSPqQ3WpuZO8mDYpk4Bxr333otOp2PevHnccccdaJoGlI/7tWrVijfeeIN7770XgJKSEl577bUah1SEEEI4iOEgNQUXoM7NyxDWkVUkNqlzUoq7776bO+64g23btnH0aPk4X/v27Rk4cCDOzs7mcq6urgwbNqyujxNCCGENzZvyUfDKQ9jnyng0VGsuCtKDYRuHZL1ydnZmyJAhDBkyxBHVCSGEqCPNbQyq5IcaSujBfUKDteeiID0YNqlzgGE0Gvn0009Zs2YNR46Ud7e1b9+eCRMmMHXqVPR6fZ0bKYQQwkZuV0BhRzAcovJQiQ40FzSPGY3RsuZLAgyb1GkVSW5uLpdeeim33XYb69ato6ysjLKyMtavX8+MGTMYOnQoeXl5jmqrEEIIK2maC5r/R+DU/ewZPebvlLoANP+P0ZzaNVLrREtQpwDj8ccfJyEhwZytc/v27Wzfvp2TJ0/y1ltv8eeff/L44487qq1CCCFsoOmD0VqtQAv4H3jeCZ4z0PzeQAv6Gc2lb2M3r9mRTJ62qdMQyddff80999zDPffcY3He2dmZu+++m8TERFasWMGbb75Zp0YKIYSwj6Zp4DIAzWVAYzel+ZMhEpvUKcDIzMykS5cu1V7v2rWrZO4UQghxcZAAwyZ1GiLp2LEjK1eurPb6ypUrzcm3hBBCiOZMhkhsU6cA45577mHdunWMGzeOdevWcfjwYQ4fPswPP/zA+PHjWb9+PbNnz3ZUWy1cddVVtGvXDjc3N1q3bs0tt9zCiRMn6uVZQgghRFPciyQrK4upU6fi4+ODn58ft99+OwUFBTWW/8c//kGXLl1wd3enXbt23HfffeTm5lqU0zSt0rF06VKb2lanIZJ77rmHkydP8vzzz/PDD+fWWyulcHFxYd68edx99911eUS1RowYwWOPPUbr1q05fvw4Dz30ENdddx2bN2+ul+cJIYQQTc3UqVNJS0tj/fr1lJWVMWPGDGbNmsXnn39eZfkTJ05w4sQJXn75Zbp3786RI0e46667OHHiBCtWrLAou2TJEsaMGWP+2c/Pz6a2aUqpOsdWp0+f5scff7TIgxEbG0tgYGBdq7baypUrmThxIiUlJRYZRGuSl5eHr68vubm5+Pj41HMLhRBC1Jf6/H1eUXe32f9G7+pm8/3GkmIS33rM4W1LTEyke/fubNu2jYEDBwKwdu1axo0bx7FjxwgLC7OqnuXLl3PzzTdTWFiIk1N5v4OmaXz99ddMnDjR7vbZ1INRkQq8Khdm8iwqKjKXb9euftdaZ2Vl8dlnnzFkyBCrgwshhGhqjuflsTblAPklJUT6+xPXoSNuTvI7rcmo4yTPC/NCubq64urqandz4uPj8fPzMwcXALGxseh0OrZs2cI111xjVT0VgU9FcFHh3nvv5Y477iAqKoq77rqLGTNmmPccs4ZNAUZERIRNlVcwGmvacMd+jzzyCG+99RZFRUUMGjSI1atX11i+pKSEkpIS88+SBEwI0RSUGo3M/+lHvti3B03T0GkaBpMJbxcXno+NY2zHzo3dRAF1DjDCw8MtTs+fP58nn3zS7uakp6cTHBxscc7JyYmAgADS09OtquP06dM888wzzJo1y+L8008/zciRI/Hw8GDdunXcc889FBQUcN9991ndPpsCjMWLF9sVYFjr0Ucf5YUXXqixTGJiIl27dgXg//7v/7j99ts5cuQITz31FNOmTWP16tXVtnHBggU89dRTDm+3EELUxRMb1/Nl4t7yzy+lMJ0duS4oLWX2d6v45JrruDS8feM2UqCdPey5DyA1NdViiKS63gtrPwvrKi8vj/Hjx9O9e/dKgc6//vUv85/79etHYWEhL730kk0BhkPmYDjKqVOnyMzMrLFMVFQULi4ulc4fO3aM8PBwNm/ezODBg6u8t6oejPDwcJmDIYRoNEdzcxjx8YfVfjHWaRp9Q1uz4vobG7RdzU1DzMHofrf9czD2vWP9HAxrPws//fRTHnzwQbKzs83nDQYDbm5uLF++vMYhkvz8fOLi4vDw8GD16tW4udX8utasWcOECRMoLi62eljHIbupOkpQUBBBQUF23WsylW9JfH4AcaG6jncJIYSjfXfgbzRNo7rveial2J52goyCAkK8vBq4daIxWPtZOHjwYHJyckhISGDAgPJMrRs3bsRkMhETE1PtfXl5ecTFxeHq6srKlStrDS4AduzYgb+/v02foU0qwLDWli1b2LZtG0OHDsXf35+UlBT+9a9/0aFDh2p7L4QQoinKKylBr2nmYZGaykmA0bjsTZpVX4m2unXrxpgxY5g5cyaLFi2irKyM2bNnM2XKFPMKkuPHjzNq1Cg++eQToqOjycvLY/To0RQVFfHpp5+Sl5dnno8YFBSEXq9n1apVZGRkMGjQINzc3Fi/fj3//ve/eeihh2xqX7MMMDw8PPjqq6+YP38+hYWFtG7dmjFjxvDEE09ID4UQollp7+dH2dke2Oo46XQSXDQFTTBV+Geffcbs2bMZNWoUOp2OSZMm8cYbb5ivl5WVkZSURFFREQDbt29ny5YtQHk27vMdOnSIiIgInJ2dWbhwIQ888ABKKTp27Mirr77KzJkzbWpbswwwevXqxcaNGxu7GUIIUWfFBkON1/WaxoROXfCRL09NQ5OZtVguICCg2qRaUL768/zht+HDh1c7HFdhzJgxFgm27NUsAwwhhLgY7MxI5+mfa/6y5OPqykNDhjZQi0RNmtoQSVMnAYYQQjSSj3ZsR6dpGGv4Rnl1l26EecsqtyahCQ6RNGV12uxMCCGE/X47eqTG4AJgR4Z1CZOEaGqkB0MIIRqJNWmImlCqohZPhkhsIz0YQgjRSGLatkVfQ3ZkvaYxqG14tddFA2uC27U3ZRJgCCFEI5net3+tQyQ39ezTQK0RtanowbDnaIkkwBBCiEZySVhbHhs6DMCiJ0Ovaeg1jdfjxhPu69tYzRMXkh4Mm8gcDCGEaER39B/IgNZhfLzrL7YeP4Ze0xgWEcWtvfvRqVWrxm6eOJ+sIrGJBBhCiGbJpBSbU4+y//Qp3JycGBEZRZtmupyzX+sw+rUOa+xmCOFQEmAIIZqdnRnp3Pf9alLzctGd3Shs/qYNXN2lG/8edQVuTs6N3URxEZJVJLaRAEMI0awczM7ipi+XUWI0AlhsErby7/3kl5bw3oSJaDWszhDCLjJEYhOZ5CmEaFbe3raFUqOxyt1HTUqx4dBBdkpyKlEPNKXsPloiCTCEEM2GwWRi1d9JNS7tdNLp+DYpsQFbJVoMWUViExkiEUI0G8UGA2UmY41lTEqRXXymgVokWhKZg2Eb6cEQQjQbHs7O+LjUvG25BrT1ltwRQjQ2CTCEEM2GTtOY0rNXjem1jUpxXfceDdgq0WLIEIlNJMAQQjQrswZcQmsv72qDjLsHRhPh59/ArRItgaQKt40EGEKIZiXA3YMvb7iJcZ26WAQZwR6ePDlsJA8NHtqIrRMXNenBsIlM8hRCNDtBnp78Z8x45l0+gpTsLFydnOgRFIyTTr4zifojkzxtIwGGEKLZauXhQSsPj8ZuhmgpJNGWTSTcF0IIIYTDSQ+GEEIIYaWWOtxhDwkwhBAWUnNzySkpprWXN4Ey/CDEOUqVH/bc1wJJgCGEAOC3o0d4efOv7DqZAZQnrIqN6sAjl15OlH9A4zZOiCZAJnnaRuZgCCFYl3KAW79ZwZ6zwQWUz0vbeOgg1y77nIPZWY3XOCGaClmmahMJMIRo4UqNRh7dsA4A0wXXjEpRWFbKs79savB2CdHUaCb7j5ZIAgwhWrgNh1LIKS6u9kuWUSl+PnKI9IL8Bm2XEKJ5kwBDiBbuaG5OjXt7QHkP77G8vIZpkBBNVRMcIsnKymLq1Kn4+Pjg5+fH7bffTkFBQY33DB8+HE3TLI677rrLoszRo0cZP348Hh4eBAcH83//938YDAab2iaTPIVo4Xxd3TBZMcvdx7XmXUyFuNg1xUmeU6dOJS0tjfXr11NWVsaMGTOYNWsWn3/+eY33zZw5k6efftr8s8d5K8aMRiPjx48nNDSUzZs3k5aWxrRp03B2dubf//631W2THgwhWrjYqI7oa0ixrQEd/APoFNCq4RolRFNUsUzVnqMeJCYmsnbtWj744ANiYmIYOnQob775JkuXLuXEiRM13uvh4UFoaKj58PHxMV9bt24d+/bt49NPP6Vv376MHTuWZ555hoULF1JaWmp1+yTAEKKFC/TwYEbf/tVeV8BDQ4ai1TKMIsTFrq67qebl5VkcJSUldWpPfHw8fn5+DBw40HwuNjYWnU7Hli1barz3s88+IzAwkJ49ezJ37lyKioos6u3VqxchISHmc3FxceTl5bF3716r2ydDJEIIHh5yGSalWLJjO0op9DodBpMJD2dnnho+irgOnRq7iTU6mJ3FH8dSMSnFgNZhdAsKbuwmiYtRHfciCQ8Ptzg9f/58nnzySbubk56eTnCw5d91JycnAgICSE9Pr/a+m266ifbt2xMWFsauXbt45JFHSEpK4quvvjLXe35wAZh/rqneC0mAIYRAr9Px+GXDmdl/IGuTD5BdfIZwH1/GdOyMh7NzYzevWtlnzjBn3Xf8fOQwFf0rChjQOozXx4ynjbdPTbcL0aBSU1MthiJcq5nX9Oijj/LCCy/UWFdiYqLd7Zg1a5b5z7169aJ169aMGjWKlJQUOnToYHe9F5IAQwhhFuzpxbQ+/Wotp5QRSn4BQyJoruA6Es0psgFaeE6JwcDUr5dzIPN0eZvOu7YjPY3JK5by3U3T8HF1a9B2iYtXXSd5+vj4WAQY1XnwwQeZPn16jWWioqIIDQ3l5MmTFucNBgNZWVmEhoZa3b6YmBgAkpOT6dChA6GhoWzdutWiTEZGeRI+W+qVAEMIYRNVmoDKuR9MGYAeUJD/Asp1NJrvC2g6zwZpx3cH/mb/6VNVXjMqRXp+AUv37GbWgEsapD2iBWigvUiCgoIICgqqtdzgwYPJyckhISGBAQMGALBx40ZMJpM5aLDGjh07AGjdurW53ueee46TJ0+ah2DWr1+Pj48P3bt3t7pemeQphLCaKjuAypoOpooPdiPm/J8lP6Jy7kU10MZOX+/fi66GiacmFF8mWj8hTYja1HWSp6N169aNMWPGMHPmTLZu3crvv//O7NmzmTJlCmFhYQAcP36crl27mnskUlJSeOaZZ0hISODw4cOsXLmSadOmcfnll9O7d28ARo8eTffu3bnlllvYuXMnP/zwA0888QT33ntvtcM6VZEAQwhhNVX4LmCgclJxys+VboayhAZpy6miolrzd2SeKarxuhA2aYKJtj777DO6du3KqFGjGDduHEOHDuW9994zXy8rKyMpKcm8SsTFxYUff/yR0aNH07VrVx588EEmTZrEqlWrzPfo9XpWr16NXq9n8ODB3HzzzUybNs0ib4Y1ZIhECGEVpYxQ/D3lvRbV0aOKV6O5DKyhjGO08/UlOSsTYzVBhga0tWK8WwhrNcVEWwEBATUm1YqIiLDoVQwPD+fnn3+utd727dvz3Xff1alt0oMhhLCOKgbKaisEpobZs+SGHr2qDS7OtoQbe/RukLYIISqTAEMIYR3NAzS/2gqBPryWMo4xIiKKkRFRVDULQ6dp9A1tzcSu1k9IE6JWJmX/0QLJEIkQLZxSip8OH+R/e3axIz0NBcS0acutffoT3aatuZymaSiPKVD4HlXPwQAwoblPaohmo9M03h5/Fa/G/8Z/d+3kjKG8d8VFr2dStx48NnQYrk7yK044UB0TbbU08q9PiBbsx4PJzN+0kbQLtmL/IfkA3ycf4JFLL+POAdHm85rnHajitWBMpaq5GJrXbDSnhunBgPJg4tGhw7gvZgi7M9IxKUWP4GDJfSHqhYadczAc3pLmQQIMIVqoFfv28PCPP1R5raJ/4oXff6VfaJi5J0PT+UCrZai8l6B4JXB24yN9GzTPe9A8rq//hlfBw9mZmLYNF9iIFqqB8mBcLCTAEKIFyi8pYd6mDbWW02saH+/8y3KoROeP5vdvlGkuGI8AruDUAU2TKV3i4tYUV5E0ZRJgCNECrTmQRInBUGs5o1JsPX6symuazht0PR3dNCHERUICDCEuMkdzc9h0+BClRiM9g0OIadO20lbrh3NzcNLpKDNVN1nznJqyZQrRosgkT5s0+wCjpKSEmJgYdu7cyV9//UXfvn0bu0lCNIqC0lIe+XEta5MPAOWrPkxKEennz1tjJ1hsYe7j4lprFkwoX8c+rH1EPbVYiOZFUwrNjvkU9txzMWj2g6YPP/ywOee6EC2VUoo7V3/DDynJ5i9ZFQHE0dwcpnz5Bcfycs3lx3fqUmOSKjNNY3rf/vXTaCGaG1MdjhaoWQcY33//PevWrePll19u7KYI0ah+Tz1K/LHUKnsljEpRVFbKB9v/NJ9r7+fHpG49alw+pwNevmIM3c/r+RCiJavowbDnaImabYCRkZHBzJkz+e9//4uHh4dV95SUlJCXl2dxCHExWPl3Ivoa5koYleKr/fsszj038gqu794TjfJ5FhVzLXSaxqjIKH6cdptkwhRC2K1ZzsFQSjF9+nTuuusuBg4cyOHDh626b8GCBTz11FP12zgh6kgpRXpBAQaTiVAvL5z1+lrvyTlTXOuQR0FpKSalzIGEi17P87Fx/CN6MN8n/01BaSmR/v6M6dBJMmAKURWZ5GmTJvVb5NFHH+WFF16osUxiYiLr1q0jPz+fuXPn2lT/3LlzmTNnjvnnvLw8wsMlOY9oOBkFBXy+ZyffH/ibIkMZPYKCublXX4a2aw/AV/v38c62LRzMyQbA382NW3r34+6B0TV+6Lf18UGvaTUGGcGenlWuCGnj48Md/et/91Mhmj1JtGWTJhVgPPjgg0yfPr3GMlFRUWzcuJH4+HhcXV0trg0cOJCpU6fy8ccfV3mvq6trpXuEaCg709O45ZsVFJWVmedKZBQUsP5gCrf07ouPqysLt22xmBeRXVzMW9v+4M+04yy+6lpcqunNuL5HLz7a+Ve1z9ZpGjf17OPIlyNEiyOJtmzTpAKMoKAggoKCai33xhtv8Oyzz5p/PnHiBHFxcSxbtoyYmJj6bKIQdik2lHH7qq8tggvA3OPw3107zOcu/F1kUorNqUdZvm8PU3tVHSR0CwxiWu++fHJePRX0mkaEn7+sBhGirqQHwyZNKsCwVrt27Sx+9vLyAqBDhw60bdu2qluEaFRrDvxN1pkzdt+vUR6EVBdgAMwbNpK2Pr4sSthqfpaTTsdVnbvy+GXD8ZHeOyHqRDOVH/bc1xI1ywBDiOZm6/Fjtc6RqIkCDp+dl1EdnaZxR/+B3NqnH/tOnaTEaKRTQCv83d3teqYQQtTFRRFgREREoFpoF5RoHjRAQ6Mu08k9nJytKues19MntLXdzxFCVEOGSGzSbPNgCNGcDGobjkFV309a224fek3jyi5dHdsoIYRtVB2OFkgCDCEawNiOnWnl7lHtxmEKCPbwrDJZlk7TcNHrmSGTNIVoVJLJ0zYSYAjRAFydnFhy9bV4ubhYBBkVAcXt/Qbw9eSb6BpYvorKSdPhpCv/5+nv5sbHE68jws+/4RsuhDinYojEnqMFuijmYAjRmAwmExmFBbjo9AR6eFTaGr1Cz+AQfrzlNpbt3c13B5IoNhjoFhTELb36EtO2POHbyik3s/X4MX4+chiDyUjvkFBGd+hUbf4LIUQDUti3cVnLjC8kwBDCXiUGA+9t38bHO/8yLwvt3CqQuwdGc3WXblXeE+jhwb2XxHDvJVXna9E0jZi24eaAQwghmisJMISwQ6nRyO2rviY+NRV13teTA5mneeCH7ziSk8N9MYOtrq/MaOTLxL38d9cODuVk4+HszFWduzK9b3/a+frVwysQQtjK3vkUMgdDCGG1L/buZnPqUYvgAs71hL6+ZTPJWZlW1VViMDBj5Vc8vnE9+0+fothgIOvMGf67awfjPvuEHelpDm69EMIuCjvnYDR2wxuHBBhC2OG/u3bUuLRUr2n8b88uq+p658+t/HEstdJqNqNSFBsN3Ln6W8qMxro0VwjhCDLJ0yYSYAhhh8M52TV+KTEqxQErejDKjEb+u+svi/1JzmdSilNFhaw/mGJnS4UQDmOqw9ECSYAhhB3casmqqdM0vJxdaq0nrSCf7OLiGss46XTsypBhEiEaW1PMg5GVlcXUqVPx8fHBz8+P22+/nYKCgmrLHz58GE3TqjyWL19+7rVWcX3p0qU2tU0CDCHsMKFzlyqTYlUwKcXYTp1rrUevs+6foLXlhBAty9SpU9m7dy/r169n9erV/PLLL8yaNava8uHh4aSlpVkcTz31FF5eXowdO9ai7JIlSyzKTZw40aa2ySoSIexwe78BfJW4D2UyVhre0Gsa7f38iOvQqdZ6wry8ifDz40hOTrVDLgaTiWHtIx3QaiFEnTSxvUgSExNZu3Yt27ZtY+DAgQC8+eabjBs3jpdffpmwsLBK9+j1ekJDQy3Off3119xwww3mnckr+Pn5VSprC/laJIQdovwD+HjiJPMW6E66c5k3u7QK5NNrrrcqOZamadw1ILra4EKvafQICuaSsDaOaroQwl51nOSZl5dncZSUlNSpOfHx8fj5+ZmDC4DY2Fh0Oh1btmyxqo6EhAR27NjB7bffXunavffeS2BgINHR0SxevNjmTUWlB0MIO0W3aUv8bXfyffIBdp1Mx0WnY1j7SAa1Da82m2dVru/ek0M52bybsM28pbtO0zApRTtfP96/cqJN9Qkh6kkdezDCwy0T6M2fP58nn3zS7uakp6cTHBxscc7JyYmAgADS09OtquPDDz+kW7duDBkyxOL8008/zciRI/Hw8GDdunXcc889FBQUcN9991ndPgkwhKgDVycnJnbtxsSuVWfutIamaTxy6eVc2bkr/9uziwOZmfi4ujKuUxfGduyEq5P8MxWiSTBR+9bH1d0HpKam4uPjYz7terYH9EKPPvooL7zwQo1VJiYm2tEQS2fOnOHzzz/nX//6V6Vr55/r168fhYWFvPTSSxJgCNEcdQ8K5pkRsY3dDCFENeqaydPHx8ciwKjOgw8+yPTp02ssExUVRWhoKCdPnrQ4bzAYyMrKsmruxIoVKygqKmLatGm1lo2JieGZZ56hpKSk2sDoQhJgCCGEEE1IUFAQQUFBtZYbPHgwOTk5JCQkMGDAAAA2btyIyWQiJqbq/Y7O9+GHH3LVVVdZ9awdO3bg7+9vdXABEmAIIYQQ1mliq0i6devGmDFjmDlzJosWLaKsrIzZs2czZcoU8wqS48ePM2rUKD755BOio6PN9yYnJ/PLL7/w3XffVap31apVZGRkMGjQINzc3Fi/fj3//ve/eeihh2xqnwQYQgghhDVMCjQ7ggVT/SXa+uyzz5g9ezajRo1Cp9MxadIk3njjDfP1srIykpKSKCoqsrhv8eLFtG3bltGjR1eq09nZmYULF/LAAw+glKJjx468+uqrzJw506a2acrWdScXkby8PHx9fcnNzbVqXEwIIUTTVJ+/zyvqjo36J05664cIKhiMJfx48D8t7rNGejCEEEIIq9i7cVnL/B4vAYYQQghhjSY2B6Opk0yeQgghhHA46cEQzVKxoYxvk/bzVeJeThcV0cbHh8ndexHXsZM5ZbcQQjiUSWHXcEc9TvJsyiTAEM1O1pkibvpqOX9nnkZDQ6E4kpvDb0ePMLhtOB9edU2t26kLIYTNlKn8sOe+Fki+6olm56F135OSlQmAOvttomJH0y3Hj/H8b780WtuEEBexOm521tJIgCGajDKjkZ8PH2LFvj38cuQwBlPlqP9QTjabjhzGWM0/WJNSLN27m7w67lIohBCVmJT9RwskQyTCZnt+S2TVonUc2n0Udy83hl0/hNHTh+Pl52l3nd8mJfLsL5vIPHMuGUyQhwfzLh/J+M5dzOe2Hkutta5So5FdGekMbdfe7vYIIUQlsorEJhJgCKsopfg7IYVPn17BH6sT0DvpMBrKexgS/zjA0he+5uWfnqJd1zY2170yKZEHfqicrvZUURH/WLsaTdMY16lzeTusbW8LXXcuhBBNhQyRiFrt/jWRmb0fZHb0XP5YnQBgDi6gPPjIPZ3PY+Oew2gw2lS3wWTiuV831VjmuV83YTw7XHJJWO0BjLNOR+/g2ncSFEIImyjsnIPR2A1vHNKD0YKcKStj5d/7+fXsHIa+oaFc370nAe4e1d6zLz6Jh2OfwlBL4GAymsg4fIo/Vidw6cToGsue749jqZy6IEf+hdIK8klIO0F0m7Z0CGjFpeHt+ONYapXzMHSaxnXde+Lr5mZ1G4QQwioyRGITCTCaMEOZgYR1Ozl9PAv/ED8GjumLi6t9yy8TT51k2jdfknmmCJ2moZRiXUoyr/+xmTfHTiA2qmOV9y2a8zEmo8mqCFzvrGfHxj02BRiniwqtKneq8Fy5V0ePY/KXyziSkw2UN02naZiUom9oax6/bLjVzxdCCKuZTIAdS06rmLDeEkiAUQcHs7PYnnYCnaYR0yacNg7cxGbj/37j7fuXkHsqz3zOy9+TWS/ewtjbR9lUV15JCTd/vZzcsysrTOZoWlFqNHLPd6tYdeMtdGkVaHHf8eQ0ErccsOlZJhv/IYV4ellXzutcuSBPT1ZNuZkvE/eyInEvp4sKaePtw5Sevbmyc1dc9Hqb2iCEEFaRHgybSIBhh5OFBTy47nt+Tz1qPqcBcR068XzsaHxc69Y9/8uKeBZM/U+l8wXZhbw6cxGapjHmtpFW1/dV4l5yiour7IQoH1JULPkrgedj4yyuZZ7ItqndxjIjPS7tatM90W3a0trLm/SC/CrbpwFtfXzp3zrM4ryniwvT+vRjWp9+Nj1PCCHsJgGGTWSSp43yS0qYvGIZf1ywXFIB6w8mM+3rFZQabZvoeD6TycS7D31SY5n3H/2UstIyq+vccCilxutGpVh/MLnSef8QX6ufodNr+AX7MvTaGKvvAdDrdMwfNgIoDybOV/Hz/GEj0WkXXhVCCNGUSYBho2V7d3M0N6fKCYZGpdh1MoMfUmwbVjjfvvi/OXn0dI1l8k7ns/3H3VbXWWIw1jqFotRYeWgjvEsbOvWPQtPV/OGu0+tw83Tj2VWP2jVHZHSHTrw74Wra+lgGNOG+vnxw1TWMjIyyuU4hhHA4SbRlExkisdGKfXtqvK7TNFbs28OVnW0bKqiQczLXqnLZGdaVA+gVEsJf6SeqzX6p1zR6BYdUee3OV6bxyBVPY1LlQykX8mnlxfhZV3Dl3XEEtW1ldZsuFBvVkZGRHdiRnsbJwkJCPD3pG9oaTXouhBBNhFImlB37ithzz8VAAgwbnT5TVGNvgEkpThZatzKiKtZ+SAeHW/9hPrVXHz7asb3a60alqp3L0GdYD55d/Rj/ufs90g+dNJ/38vdkxjM3ctU9cVXeZw+dplWaayGEEE2GsrM3ooXOwZAAw0atvbzJPnOm2iBDr2m08bZ/NUnngR1o2yWM4wfSUFX9RdYgMCyAPiN6WF1nlH8A84eN5MmfN6LXNHNPRsXSzht79iauQ9XLVAEGju7DxwfeZPeviWQcPoVPK2/6X9Hb7iWzQgjRLCk7t2tvoQGGzMGw0ZSevWv862VUisk9etldv6Zp/OOtO9A0rdLch4rRgtlv3o7exqWY0/r047/XXMel4e3Raxoa0CMomFdHj+PZEbG1DkXodDr6DOvB6FuHM2jCAAkuhBAtj8lk/9ECSQ+GjSZ1687SPbvYf/pUpTkNOk1jSNvwOk9K7D+qFwvWPsHb/1zMkX3HzOfDOrbmrlduZdCEAXbVe2l4ey4Nb49SypycSgghhKgPEmDYyM3Jmc+uvZ6nNm1k5d/7zUGGi17P5B69mDv0cvS6uncM9R/Vi/d3v0rKjsPlmTxD/eg8IMohkx61sz0YQgghbCBDJDaRAMMOPq5uvBI3jrmXDWf3yXR0aPRr3brOCbYupGkaHftF0rFfpEPrFUIIYTtlMqE0WUViLQkw6iDQw4MREZKjQQghWgTpwbCJBBhCCCGENUwKNAkwrNVsV5FERESUzyU473j++ecbu1lCCCEuVkqBMtlxtMwAo1n3YDz99NPMnDnT/LO3t3cjtkYIIYQQFZptDwaUBxShoaHmw9PTs7GbJIQQ4iKlTMruo74899xzDBkyBA8PD/z8/Kx7HUoxb948Wrdujbu7O7GxsRw4YLmHVlZWFlOnTsXHxwc/Pz9uv/12CgoKbGpbsw4wnn/+eVq1akW/fv146aWXMBgMjd0kIYQQFyu7hkfOHvWktLSU66+/nrvvvtvqe1588UXeeOMNFi1axJYtW/D09CQuLo7i4mJzmalTp7J3717Wr1/P6tWr+eWXX5g1a5ZNbWu2QyT33Xcf/fv3JyAggM2bNzN37lzS0tJ49dVXq72npKSEkpIS8895eXkN0VQhhBAXAWVSKDsmeVa1UaSjPPXUUwB89NFHVrfl9ddf54knnuDqq68G4JNPPiEkJIRvvvmGKVOmkJiYyNq1a9m2bRsDBw4E4M0332TcuHG8/PLLhIVZt2dUkwowHn30UV544YUayyQmJtK1a1fmzJljPte7d29cXFy48847WbBgAa6urlXeu2DBAvP/jPNJoCGEEM1bxe/x+vwwN6gSu3ojDJQBlT9rXF1dq/28qi+HDh0iPT2d2NhY8zlfX19iYmKIj49nypQpxMfH4+fnZw4uAGJjY9HpdGzZsoVrrrnGqmc1qQDjwQcfZPr06TWWiYqqOu9ETEwMBoOBw4cP06VLlyrLzJ071yIwOX78ON27dyc8PNzuNgshhGg68vPz8fX1dWidLi4uhIaG8lv6d3bX4eXlVemzZv78+Tz55JN1bJ1t0tPTAQgJCbE4HxISYr6Wnp5OcHCwxXUnJycCAgLMZazRpAKMoKAggoKC7Lp3x44d6HS6Sm/K+S6MFr28vEhNTcXb29shKbirk5eXR3h4OKmpqfj42L/TqrAk72v9kPe1fsj7Wj8q3tejR4+iaZrV3fe2cHNz49ChQ5SWltpdh1Kq0udMdb0XtvTmN2VNKsCwVnx8PFu2bGHEiBF4e3sTHx/PAw88wM0334y/v7/V9eh0Otq2bVuPLbXk4+Mjv1jqgbyv9UPe1/oh72v98PX1rdf31c3NDTc3x24HUZ269ObXJjQ0FICMjAxat25tPp+RkUHfvn3NZU6ePGlxn8FgICsry3y/NZplgOHq6srSpUt58sknKSkpITIykgceeMBi+EMIIYRojurSm1+byMhIQkND2bBhgzmgyMvLY8uWLeaVKIMHDyYnJ4eEhAQGDCjfvXvjxo2YTCZiYmKsflazDDD69+/PH3/80djNEEIIIRrV0aNHycrK4ujRoxiNRnbs2AFAx44d8fLyAqBr164sWLCAa665Bk3TuP/++3n22Wfp1KkTkZGR/Otf/yIsLIyJEycC0K1bN8aMGcPMmTNZtGgRZWVlzJ49mylTptg0BNUsA4zmxtXVlfnz5zf4bOGLnbyv9UPe1/oh72v9aOnv67x58/j444/NP/fr1w+An376ieHDhwOQlJREbm6uuczDDz9MYWEhs2bNIicnh6FDh7J27VqLIaDPPvuM2bNnM2rUKHQ6HZMmTeKNN96wqW2aqs81PUIIIYRokZp1Jk8hhBBCNE0SYAghhBDC4STAEEIIIYTDSYAhhBBCCIeTAMMB7NnW9r333mP48OH4+PigaRo5OTmVykRERKBpmsXx/PPP19OraHrq6311xDbEzZk9r7+4uJh7772XVq1a4eXlxaRJk8jIyLAoc+HfVU3TWLp0aX2+lEa1cOFCIiIicHNzIyYmhq1bt9ZYfvny5XTt2hU3Nzd69erFd99Zpp22ZgvtlsDR7+v06dMr/b0cM2ZMfb4EUUGJOhszZozq06eP+uOPP9Svv/6qOnbsqG688cYa73nttdfUggUL1IIFCxSgsrOzK5Vp3769evrpp1VaWpr5KCgoqKdX0fTU1/tqT70XE3te/1133aXCw8PVhg0b1J9//qkGDRqkhgwZYlEGUEuWLLH4+3rmzJn6fCmNZunSpcrFxUUtXrxY7d27V82cOVP5+fmpjIyMKsv//vvvSq/XqxdffFHt27dPPfHEE8rZ2Vnt3r3bXOb5559Xvr6+6ptvvlE7d+5UV111lYqMjLxo38Oq1Mf7euutt6oxY8ZY/L3MyspqqJfUokmAUUf79u1TgNq2bZv53Pfff680TVPHjx+v9f6ffvqpxgDjtddec2Brm4/6el/rWm9zZ8/rz8nJUc7Ozmr58uXmc4mJiQpQ8fHx5nOA+vrrr+ut7U1JdHS0uvfee80/G41GFRYWphYsWFBl+RtuuEGNHz/e4lxMTIy68847lVJKmUwmFRoaql566SXz9ZycHOXq6qr+97//1cMraJoc/b4qVR5gXH311fXSXlEzGSKpo9q2ta2r559/nlatWtGvXz9eeuklDAZDnetsDurrfa3v/19NnT2vPyEhgbKyMovtnbt27Uq7du2Ij4+3KHvvvfcSGBhIdHQ0ixcvrtetsxtLaWkpCQkJFu+HTqcjNja20vtRIT4+3qI8QFxcnLl8bVtotwT18b5W2LRpE8HBwXTp0oW7776bzMxMx78AUYlk8qwjR21rW5X77ruP/v37ExAQwObNm5k7dy5paWm8+uqrdaq3Oaiv97U+/381B/a8/vT0dFxcXPDz87M4f/72zgBPP/00I0eOxMPDg3Xr1nHPPfdQUFDAfffd5/DX0ZhOnz6N0Wiscrvr/fv3V3lPenp6rdtjV5yrrszFrj7eV4AxY8Zw7bXXEhkZSUpKCo899hhjx44lPj4evV7v+BcizCTAqIa12+XWp/M3b+vduzcuLi7ceeedLFiwoNmmxW0K7+vFqCm8r//617/Mf+7Xrx+FhYW89NJLF12AIZqXKVOmmP/cq1cvevfuTYcOHdi0aROjRo1qxJZd/CTAqIa12+U6altba8TExGAwGDh8+DBdunRxaN0NpbHf14b8/9WQ6vN9DQ0NpbS0lJycHItejIyMjBrfs5iYGJ555hlKSkqabUBclcDAQPR6faVVNDW9H6GhoTWWt2YL7YtdfbyvVYmKiiIwMJDk5GQJMOpbY08Cae4qJs39+eef5nM//PCDQyZ5XujTTz9VOp2uRcyArq/3ta71Nnf2vP6KSZ4rVqwwn9u/f3+lSZ4XevbZZ5W/v7/jGt+EREdHq9mzZ5t/NhqNqk2bNjVORpwwYYLFucGDB1ea5Pnyyy+br+fm5rbISZ6OfF+rkpqaqjRNU99++61jGi2qJQGGA4wZM0b169dPbdmyRf3222+qU6dOFsv+jh07prp06aK2bNliPpeWlqb++usv9f777ytA/fLLL+qvv/5SmZmZSimlNm/erF577TW1Y8cOlZKSoj799FMVFBSkpk2b1uCvr7HUx/tqTb0XO3ve17vuuku1a9dObdy4Uf35559q8ODBavDgwebrK1euVO+//77avXu3OnDggHr77beVh4eHmjdvXoO+toaydOlS5erqqj766CO1b98+NWvWLOXn56fS09OVUkrdcsst6tFHHzWX//3335WTk5N6+eWXVWJiopo/f36Vy1T9/PzUt99+q3bt2qWuvvrqFrlM1ZHva35+vnrooYdUfHy8OnTokPrxxx9V//79VadOnVRxcXGjvMaWRAIMB8jMzFQ33nij8vLyUj4+PmrGjBkqPz/ffP3QoUMKUD/99JP53Pz58xVQ6ViyZIlSSqmEhAQVExOjfH19lZubm+rWrZv697//3aL+UdTH+2pNvRc7e97XM2fOqHvuuUf5+/srDw8Pdc0116i0tDTz9e+//1717dtXeXl5KU9PT9WnTx+1aNEiZTQaG/KlNag333xTtWvXTrm4uKjo6Gj1xx9/mK8NGzZM3XrrrRblv/jiC9W5c2fl4uKievToodasWWNx3WQyqX/9618qJCREubq6qlGjRqmkpKSGeClNiiPf16KiIjV69GgVFBSknJ2dVfv27dXMmTPNAYuoX7JduxBCCCEcTvJgCCGEEMLhJMAQQgghhMNJgCGEEEIIh5MAQwghhBAOJwGGEEIIIRxOAgwhhBBCOJwEGEIIIYRwOAkwhBBCCOFwEmAI4UAfffQRmqZx+PDhxm6KEEI0KgkwhBD1Kicnh1mzZhEUFISnpycjRoxg+/btjd0sIUQ9kwBDCFFvTCYT48eP5/PPP2f27Nm8+OKLnDx5kuHDh3PgwIHGbp4Qoh45NXYDhBDNi1KK4uJi3N3day27YsUKNm/ezPLly7nuuusAuOGGG+jcuTPz58/n888/r+/mCiEaifRgCFHP3n77bXr06IGrqythYWHce++95OTkVCq3cOFCoqKicHd3Jzo6ml9//ZXhw4czfPhwq581YcIEoqKiqrw2ePBgBg4caP55yZIljBw5kuDgYFxdXenevTvvvPNOpfsiIiKYMGECP/zwAwMHDsTd3Z13333XqvasWLGCkJAQrr32WvO5oKAgbrjhBr799ltKSkqsfm1CiOZFAgwh6tGTTz7JvffeS1hYGK+88gqTJk3i3XffZfTo0ZSVlZnLvfPOO8yePZu2bdvy4osvctlllzFx4kSOHTtm0/MmT57MoUOH2LZtm8X5I0eO8McffzBlyhSLZ7Zv357HHnuMV155hfDwcO655x4WLlxYqd6kpCRuvPFGrrjiCv7zn//Qt29fq9rz119/0b9/f3Q6y1810dHRFBUV8ffff9v0+oQQzUgjbxcvxEVlyZIlClCHDh1SJ0+eVC4uLmr06NHKaDSay7z11lsKUIsXL1ZKKVVSUqJatWqlLrnkElVWVmYu99FHHylADRs2zOrn5+bmKldXV/Xggw9anH/xxReVpmnqyJEj5nNFRUWV7o+Li1NRUVEW59q3b68AtXbtWqvbUcHT01Pddtttlc6vWbPG7jqFEM2D9GAIUU9+/PFHSktLuf/++y2+wc+cORMfHx/WrFkDwJ9//klmZiYzZ87EyenctKipU6fi7+9v0zN9fHwYO3YsX3zxBUop8/lly5YxaNAg2rVrZz53/hyK3NxcTp8+zbBhwzh48CC5ubkW9UZGRhIXF2dTWwDOnDmDq6trpfNubm7m60KIi5MEGELUkyNHjgDQpUsXi/MuLi5ERUWZr1f8t2PHjhblnJyciIiIsPm5kydPJjU1lfj4eABSUlJISEhg8uTJFuV+//13YmNj8fT0xM/Pj6CgIB577DGAKgMMe7i7u1c5z6K4uNh8XQhxcZIAQ4iLzJVXXomHhwdffPEFAF988QU6nY7rr7/eXCYlJYVRo0Zx+vRpXn31VdasWcP69et54IEHgPLlpeezNxBo3bo1aWlplc5XnAsLC7OrXiFE0ycBhhD1pH379kD5BMnzlZaWcujQIfP1iv8mJydblDMYDHZlBPX09GTChAksX74ck8nEsmXLuOyyyyw+zFetWkVJSQkrV67kzjvvZNy4ccTGxjq8R6Fv375s3769UsCyZcsWPDw86Ny5s0OfJ4RoOiTAEKKexMbG4uLiwhtvvGExH+LDDz8kNzeX8ePHAzBw4EBatWrF+++/j8FgMJf77LPPyM7OtuvZkydP5sSJE3zwwQfs3Lmz0vCIXq8HsGhXbm4uS5Ysset51bnuuuvIyMjgq6++Mp87ffo0y5cv58orr6xyfoYQ4uIgibaEqCdBQUHMnTuXp556ijFjxnDVVVeRlJTE22+/zSWXXMLNN98MlM/JePLJJ/nHP/7ByJEjueGGGzh8+DAfffQRHTp0QNM0m589btw4vL29eeihh9Dr9UyaNMni+ujRo3FxceHKK6/kzjvvpKCggPfff5/g4OAqhzTsdd111zFo0CBmzJjBvn37CAwM5O2338ZoNPLUU0857DlCiKZHejCEqEdPPvkkb731FkePHuWBBx7giy++YNasWaxbtw5nZ2dzudmzZ/PGG29w9OhRHnroIX799VdWrlyJn5+fecWFLdzc3LjqqqvIz89nxIgRBAcHW1zv0qULK1asQNM0HnroIRYtWsSsWbP45z//WefXfD69Xs93333H5MmTeeONN/i///s/AgMD2bhxY6XJr0KIi4umzu8jFUI0GSaTiaCgIK699lref//9xm6OEELYRHowhGgCiouLuTDW/+STT8jKyrIpVbgQQjQV0oMhRBOwadMmHnjgAa6//npatWrF9u3b+fDDD+nWrRsJCQm4uLhw6tQpjEZjtXW4uLgQEBDQIO3Nzc2tNUlWaGhog7RFCNE0SYAhRBNw+PBh7rvvPrZu3UpWVhYBAQGMGzeO559/3jx/IiIiwpyUqyrDhg1j06ZNDdLe6dOn8/HHH9dYRn61CNGySYAhRDPx+++/19hr4O/vz4ABAxqkLfv27ePEiRM1lomNjW2QtgghmiYJMIQQQgjhcDLJUwghhBAOJwGGEEIIIRxOAgwhhBBCOJwEGEIIIYRwOAkwhBBCCOFwEmAIIYQQwuEkwBBCCCGEw0mAIYQQQgiH+3+aILXaSbPX1wAAAABJRU5ErkJggg==", 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u6jkRzfjPWgsu6iKPxbd7O+Dj63im0rwcExN7HWtyz5pG2WIhhGhclFK8+PMmFibsdOi8FDsXGvtk3x6W2LE4mCvc32kvZkWjHFsxNPgsT2yxfsClF+STeP4cfUNbkV1UxN3Lv+BCXm4VV4CzOdnc//Vyfvzd/eh1OpQqQGX8HijCumPr8t8LvwWPfuB9j8tfT11xdryEvVlbrzXSPiWEqFUms5k3tsY7HFQ4qi4+wrv5X+SG1icbZVAB4O1WyqjQ5Ar7C0vLZsksP7if83m5NjNgmJTieGYGm06dLNtR8AOobKrOm6Gh8hY16uXdy8ZYOLc1RdJiIUQjkHj+HB/t2U1cStlDYWhYW+7r3ZdIFyeOcqWCkhLe37mdJfsSuFRQUN/VqZEAjwLGtTnOM723NNqgotzI0BRWn+5g+VmnaXRsXtY18t2RQ3YFaG46HZtOnWBMu/aokl0o9GhVpoNSYDoFKge0xtkdYHYyQZYM3hRCNEifJ+7l2fWx6K5YZfPrQwdYcXA/L425gamRvWp0fVvJ5ZyRnJXJmqNJLN6zi3O5uY36o9VDZ2J27zju6nAId11NVhNpOIYHp1DWvqOh1zRuaN+Rlj4+AJyxs+sJypaXBygsVbiZFW7VPncbbwO5dIU4pvH+SwvRBBy8cJ5n18eisP6QMimFAp5ZH8uhixccvu7ec2n8afX3dHv7NTq++R/GL/2IzxL3YjI7//DMLynhsdXfM/qjD3n5182kNfKgAhSvDv6JaR0PXDNBBUCwd37Z0u6aRpBPM+aMHANA4oVzXKhmkGy5UrPZkrzs6+P+uNl4f0xmDbO+O5qumdV+pRQX8vM4l5vrVD6Sa9U777xDu3bt8PT0pH///vz8889Vlr3//vvRNK3C1qNHD0uZxYsXV1qm8KocMa4kLRZCNGAf702waqm4mk7T+GRvAi+OucHua645msSjq7+z5IIASEq/yN/Wx7Lx5HHenjARN51j3zmUUjy66js2J59s5MHEb3o3P8+EsBP1XY1a4etu5oE+/Xi4/yACvb25kJ/HtOVf2nWuBvh4eDCxSzfyiouZv92N4c2bEeyVh1slS8brdYqtWTcSdTnViFKKFYcO8P6ObZaZQSHNmvFAn3480Ke/w797dcGMrk7yWCxbtoxZs2bxzjvvMGzYMN5//31uvPFGDhw4QNu2bSuUf/3113n55ZctP5eWltK7d28mT55sVc7Pz4/Dhw9b7fP09HSobo6QwEKIBmzr6RSbzakmpYhPqTgYryoZBQU88eMPFZYJL79D7PFjzNu4nvbNm+Pr4cHYdh0I8PKq9rq701LZeOraeghPCk+ixKzhXsnDsjErNum4UNScZ4aPsux76edN5BYX2XW+u17P2xNuwdvdnWOX0skrhQc3T+CTUd8R6Fk2lkanQalZw02nePtAf/IN3Yi6vBzJK3E/s2DndqthjWm5ubz8y2Z2paby1o03o29gwYVJaZicWPej/Jzs7Gyr/VWtX/Wf//yH6dOn89BDDwHw2muv8eOPP/Luu+8yf/78CuWNRiNG42/Tfr/++msyMjJ44IEHrMppmkZISN2lbpfAQogGzJ6xD46Mj1h+cD/FJpPN71FLE/egQ8OMwk2n44E+/fjL0OE2P+y/O3IIN52O0hp0pTQEHrpS+gem4aUvJcwnG712bQUVJgXfJnfkbJ6G+XKysIyCAn5IOmzXd2sN+O6uGPJLS3h63Y/sOVe2ZtOxnACiV9/FbRFHiG5zHB99KQcyW/DZ8e4cygxi1hAPAPacS2PBzu1AxVk8CvjxWBI/JB1mYpduLnvNruD86qZlr/Lq1bTnzJnD3LlzrfYVFxezc+dOnn76aav90dHRxMXF2XW/Dz/8kOuvv75Cssjc3FzCw8MxmUz06dOHf/zjH/Tt29fBV2M/CSyEaMBGhEeQnJVZZauFXtMYER5h9/X2XziPpmnVTv0rb8ItNZv5YNcOik0mS198ZTILCx2eTuim09E7OIQhbcIY2Ko1079dWY+D3RRPRG5nepe9eOp/m91wrXX964BvT3XEoNdbMpCezMywKyDUgAkdO7Pi0H7evxwcXCm31INPjkbyydHIq44oxnfoBMBn+/ZYMqBWWr/LXXsNLbAwK13Z2ioOn1f2OlNSUqwSZFXWWnHx4kVMJlOFxTSDg4MrLLpZmdTUVFavXs2nn35qtb9r164sXryYnj17kp2dzeuvv86wYcPYs2cPnTp1cvg12UMCCyEasJhefViyN6HaMvZy1+ucmln/8Z7dPNxvIKG+vpUeD7siC6M9/A2ebH9oJnr9b9kMn4waxr/ifnGidjXjppn44LrVDA89U+HYtbaEhknBreFHKdQPtuzzdHe3+/yOLQJ5fat9356hLFAY16EjHS5PZz108YLN4NGsFEmX0u2+fl2paYuFn5+f3Zk3r26BtHfW1uLFi/H392fSpElW+4cMGcKQIUMsPw8bNox+/frx5ptv8sYbb9hVJ0c1rI4sIYSV9gHNeW3cTei1sqmB5cp/fn38TbQPaG739UZHtHeqVUDTNL5POlTl8cndIx0a2Z9ZVMie8+es9s3sP4i5I8cQcNWgMvda6m/XUDzSdTdbb/240qDiWuSmgyFBZ3kq6jrLvi4tAmlVRcB4pedHjeW7I1X/DpTTwPK7ekP7jrx6w42WY808DNUGtt4OBDrXksDAQPR6fYXWifPnz1doxbiaUoqFCxcSExODh4eHzbI6nY6BAweSlJRU4zpXeY9au7IQwiVu6tyFdTEPcn+ffnQLbEm3wJY80Kcf62IeZEKnLg5d6/p2HWhrNFoFKfbQaxrpNpJchRmN/GlQlEPX+/JAotU+TdO4t3df4qfP5JPb7uTdmyayetp9hDSr/qHnOMVLAzbxVM9tGD1cs9ppY7Lx5HHO5pQNKNRpms1/Ow24sWNnxnXszHE71nfRaRozBwxi9bT7ePemiXhdEShM6NTZ5lgOvaZxS+eu9r6MOmPmtwGcjmyOjDjy8PCgf//+xMbGWu2PjY1l6NChNs/dtGkTR48eZfr06dXeRylFQkICoaGhDtTOMdIVIkQjEO7vz7NXjOJ3lrtez8eT7uR3K77kdE42Ok2zq6Wh1Gymja/tptzHB0cR3KwZr2+J43x+ns2yJqU4fTkZ07FL6Ww4eYIik4nuLVsyom0Ew8J+G3w2pE0YKQfKEzcp+rY4x8S2R/E3FHI6z5evTnTlVK5jXTFDg04zuf3h6gteY5SCuHOtWbBrBx/s2sHNnbuWJVnr0ZOL+Xn8J/7XsjwHAGiYlJnr23fg39HjyS6yb9aISSmm9exdaUB4a5duvL19C+fz8iq0nOk0DU83N+7tVXuDCp3l/HRTx8558skniYmJYcCAAURFRbFgwQKSk5OZOXMmALNnz+bMmTN8/PHHVud9+OGHDB48mMjIq8e3wLx58xgyZAidOnUiOzubN954g4SEBN5++22HX4+9JLAQoolpa/QnNuYB1hxLYt3xoxSVmjiZlcGJjIwqu0nc9Xq7vklezM+rNqiAsm+mRoMnM777mp9OHEN3+WFmUorQZr68PeEW+oSUfaO6r1dfvjyQiJe+hDeHxjIqNIUSs2ZpUv99twTeOdCX/yQOhGoa2psbCngicjtT2lXfpH8t0jQ4nFXWdaaAH5IOcyEvjyW3T+aPA4dwW9fuLD+4n+SsLPw9Pbmlc1dLIiwPvRs+7u7klZRUex+DvvJHi4+HB5/ePpUHv13BicwMS86KUrOZAE9PPrjlNlo3wFVAnc+86dg5U6dOJT09neeff57U1FQiIyNZtWqVZZZHamoqycnW08uzsrJYvnw5r7/+eqXXzMzM5OGHHyYtLQ2j0Ujfvn3ZvHkzgwYNcvj12EuWTW+Av8RC1LVTmZnc9NnH5Ffx0Jjetx/PDh9t8xrLEvcye32szTJX6tw8kGMZ6ZV/c9W78e3dv7OMH7nrq8+5O+wjJoQdR19FXok5O69j6bEelR6DsqBi+diVhHrnVprIqal4evtIvjphHSQumng7IyPaVXvucxvWsWTfHptlegeHsHLqNJtlTGYzm5NP8mtyMiZlpm9IKOM6dMLg5vh33bpYNv2NnUPwauZ43QpyS3ms/5Ym96yRFgshBAplWfvhahqwbH8iD/cfREtvn0rLmJXize1b7LqXTtPo0iKQg1WkIjcrRZGplAU7t/Py9eMA+NeYnoQWHatyATCl4PfddvHZ8W5VTgt8vMeOJh9UACTnWj/g9JrGp4l72J2WyqmsTPwMBm7q1IWBrVpXmI3w9xGj+e7IIbJsdIv8ceDgKo9Z7qnTMTqiPaMj2jv3IupYXbVYXCua5qsWQlj5eG9ClWMtFGXrgHyxf1+V5x9Ov8jZnBy77nVTpy50DQxEr1X98WNSim+PHLLkxmhj2GVzyp2mQYh3Pt2MlU9V9NSXcEfEYZcHFVe+ZUWmsqyW5gYat5gUJOf6su1C6FX7FbHHj/H29i18d+QQn+7by13LlxHz9VfkFlsPbHXX6/lx2v20vmq8jUZZwDh35Biub9+xtl+KaOCkxUIIQeyxo9XmF4g9fpQ/DhxS6fGi0tJq76HTNGb0G8Bfh43g9z98i1nZHjNfWFpKqdmMu14PFKGhgyqX5i7joa/8eJBnPp5uts91hFKQV+rG+QIfNqa24YNDvblQ1IzhwadZMHw1ZkWDahlRCswKnt4+iqrGofz271/255bTKTz54yoW3DLJqlxQs2ZsvG86m5NP8uPRJPJKiunUPJDJ3SOrzHPS2Dmfx6JpfneXwEIIQXEV3SBXKiqtukyEv3+1Kb3NSjGwVRsAwo1Gm4urQVkT/ZAP3yPIpxmP99ET3cJ2HUvMGidy/Cs9lltqe24/lD18q5uFqxQUm3VEr57CmfyKM1F+PhfGlJ8m8WiPnYwOTa6y66auaRpsOtuWbRda2X2OWSnWnTjG0UvpdLyc4Kqcs10ZKVlZXMjPI9inWYMcpFkVs9IwO7FWiDPnXAuaZjglhLDSOzjEZm4LvabRO7jqRYz8Pb2Y2LlrldfQaRohPs0YeTn9+JQePatN1GVSiozCQg6nX+SPP6WTkuuLyVz59UvNGt8ndySzuPIVGy8VebHjQnCV50PZw3dzamvySsqygSpVMaX3gYzmRK++q9Kgoty+jCAe+eVGfrfhZkwNp9GCYcFncNMca7XRaRo/nThW43vvOHuGO774lJEf/Y87v/yM4Ys/YOpXn7MnLbXG164L5sstFo5uzkxRvRZIi4UQgpjefVhn4wFiUoqYXn3ILS7mk727+SxxL2m5uRgNBoa0aYuvwQOdBkaDJ5lFhVbjNfSahptOz+s33mRZyKx9QHNievXhk2rSlZdTaMzaMpZPRn2PByarboZSs8aZPF/m77GdoOv1/QP4aOQPmBUVWhJMZo21ZyL4U3w0Os2Mt1sJBaXuuOtMDAxMw6A3cSQrgOQ8+/JljAhJ5r1hPzqVPr22eLmZ6Nn8ArvTywJETzc3CqvpwtJpWrVlqhOfksx93yyvMIZnZ+pZpnz1OZ/eMYX+oa1rdI/a5vxaIRJYCCGaqOFtI3i43wAW7NphlTSrfMGovw4bTms/P27/4lOOZ1yyHE+/vDLmlWXddTo89W7kl5bgptMxoVNnfj9gMF1aBAJlmf/e2bGVpfv2oFFxlcuq7LkUzKTY25nRNYGJbY9i0JvJLDLw+fFufHC4N1lVtFaUiz/fhllbxjJ/4Ca89aWUmHXoNIWbTvHjmXb8ZdsooOxhkFtStkiUyaTj53NhNq5akZ97EW8NjcVNZ7bZFWJP14ur/e/mCezLbIebTkfH5i0YufgDimx0g5WazXRp0dLp+ymleGZ9LCazucK/c/nv0LPr17H6nnsdWqW3rpnQMDkRJjpzzrVAAgshBAB/HTaCPiGt+HD3DnanpaJRlvXyob4DGBnRjv9bu5oTVwQVVyvv2ig1mzErxdLbpzAgtNXlwZe/+Xz/Pv4d/6tTdTyeE8Ds7aN5ZvsoPPWlFJjcKB+MaGvVzHKrUjqyMTWcCWHHaOebSV6JBz+ebsexnACn6lOZ2yMO46kvtTk1VtPKAqq6fuz4N+vOcL8gsouKMCkzt3XtzpcHEit933SaRnMvL8a2sx5HkVFQwLoTx8gpKiLCP4AR4RGWRFdX25F6hlNZmVXWx6wUR9Ivsv/CeSKDbK+HIRoPCSyEEEDZWh3jO3ZifMdOlmme5d8iLxXk892RQ3YtYFZeYsneBKLaWH/bN5nNvL7F/tUxq76HRoGpbA0KvaYxsUs38kuK2XzqJAXVNN3nl7pXSBDlSn1bnLN5vPyLeV0O7FQK0DXnu6OXeH/njxy6nEOkla8vAZ5epBfkW7Uo6DUNvU7Hm+NvtgSGJrOZV+N/4cPdOyk1my0tW0HePvzzhvGMuDx+5kopWVkV9lUmOSurQQcW0hXiGAkshBAVXN0sffjiRZszPq5mUoq1x5IwK4Xuimslnj9nV8pvR2iaho+7OzP6DeDHY0ddeu2rdfO/yH2d9jG21SncdWb2XmrJx0k9WXc2nPL2B5PSGmQD+PsHe/Hq3lVcWbvUnBwU0CEggAt5eWQXF6PXNCZ06sLMAYPoFvhbN8j8XzaxMGGX5efylqsL+XlM/3YFn94xxTLrp5zR03b3VDl/O8vVFxPOdWu4boJz4yKBhRCiWld3Z9jDpMqyeZanaTaZzcSfTnF11SwBz67Usw6N2XDUjW2O8dqQn1D8lqNiUMtUhgafZdGRSF5MGApo7LgYwsTwms+kgN9mpdRk+IFZQVq+N2/tL+vSUFe8Q+V/O5aRgV7TGNehE4/0H2hZp6Vcak4Oi/fsrryOl7d/x/3K53dOtTp2XVg4vh4GcoqrztTZwsubQa3bVHm8IZAWC8c0zVcthHBIz6Bg/AwGh85p1czXElTsOHuGEYv/xz/jfq6N6vF54l6OZ1yqtaCipWce/x6yHu3yYM9y5X9/oHMi49ucAOD7ZNdknqxpUFF+/vkCb+7ZeCuFJneb5U1Kse74USZ/+Rk/HbcOjFYdPWLzXLNSbDt7mnO5uVb7DW5uPDHE9pLfT0UNq3KMRkNRntLbma0papqvWgjhEIObG9P79re7vIbGvb3Llr8+dPECv1v5Jam59qX8doZJwfKD+2vt+lPbH0KvqSrHRZjMGvd1Kkt5nl3iye6LQRVyYDiiyKTjUpGhRi0VmlbWWtHSMx8/9+LqT6AsuDArxWNrvifnivVAMgoKrLq0qpJRWFBh3329+zL7uhGWFU/Lc514ubkxd+QYpkb2sqtu9UmhYXZiUw2yU6z2SVeIEMIufxgwmJTsLL46sN/mDAydptE3JJT7LgcWb2/fUuUCZ66iUGQVFdGjZRCHLl6wa5CpI/q0OIfORnuIXqfo3fy85ed/Jw7i45HfQxVTSiubalpqhiKTG/9NHECEbzY3hdW8O0WnQanSuL/zXv6ybYxd5yjK0ql/ffggMb36ANDazw9TNWNsdJpGsE+zCvs1TWNGv4FM7dGLH48lcSEvj5BmzYju0IlmHtVnRBWNjwQWQgi76HU6Xhk7jmmRvfniQCIp2VmUmExcyM/jeEYGAAGeXsT06sPMAQMxuLlRVFrK6qNJDnVRNPPwqLD4lT3cdDqi2rTFpBSHLl5w6XiLUrOu2umhpivSN28535pX9w7iL723VVq2PKgwXc7u6aaDvFJ3LhT68Le+Wyg1lwUFrsh14aZTjAlNdugcnaZj//nfZrfc1KkLz29aX2XOC72mcUP7jgR4eVV5TT+DgcndIx2qR0Mhq5s6RgILIYTdNE2jd0gova8a3JdVWEiRqZQWXt6W7JoAucXFVea9qIxe07itSzd+PJbE+fx8h+pmVooAL09WTrmH1UePsPzgfi7k55Gen096QcUmekf8cq4NY1qdqvJ4qVljc5r11Fo/j2JKzWVBQ1X0GqCVBRhGjxL83DMB2+c4w01n/4weKAtmPK4YsOtnMPDs8FE8t/GnCmX1moaPuwd/Hja8xvVsqGStEMc0zXBKCOFSRk9PgnyaWQUVUPZAsrUGydVMSrFk3x5yikscroNZKW5o3xGDmxuTunbnk9sms2ba/RgNNZ/K+PXJzmQXG6pca0SnKRYesR4r0NonB3tTYJW/a7beqvL4zNFenlKzxp5LQQ6eY2ZMuw5W+37Xqw//HTeBNlctmT40rC0rpt5DO3/XJRlraJxZJ8TZFVGvBdJiIYSoNe56PZFBwew5l2b3OQooMjm2PoVO0xgd0b7CKpwAKdnZDl2rMrmlHty/+SY+Gvk9vpcHQuq0sumECsXfdwxn50XrVpzMIk+7u2Lsib00Dc7m+dDKx7E8IG46xUdH7O+C0Gsa7QOaV5rw6tYu3bilc1cOXDhPTlERbY3+jWqVUmdJi4VjJLAQQtSqeaPGMGnZpw6dY1bKoTESOsqmLVZGr4Hj7R8VJWa0ZPQP93B7xGFGt0rGQ2ciIT2Iz451r3Rxsm+TOxLTybUzVebvieLuDgcY3DIVvc763bl6emqpWcNNp1h4uCfrU8MrXKv8kadpGupyIjOTUrQ1+rPo1turnAWi07QGnSWzNpidXKlUVjcVQoha0Cs4lAf79Gdhwk6HzlPALZ27EHv8WLUrbJqV4o1tW3h7wi0Vjg1qHcbPySddMpAzu8TA4qReLE6qfork7vRg1p9ty8iQlApBgLMOZbXgkV/G8+8h8dzQ+hAayjLAMyk7gLN5zRjYMhW9pki4FMRHST2JPRNBZV0ybjodd3TrQaC3D0cuXcTLzZ0b2nfkhvYdnEqIJkQ5CSyEELXu2eEjaR8QwGtb4rhYYP+gzAf79OeF0Tfw2pY4Fu3ZVWU5M/DjsSQu5udxJjub7OIiIowBhBmNTO/bn83JJ2v+Ihym8Vj89bzQ/2cmhicBzq8PUmouy+h5IscfgBf33szoyHeYF/sCimL2XgriYGagQ9csMZvpG9qq0c7UqEsmpVnN+nHkvKZIAgshRK3TNI17evZmao+e/G7ll2w7c7raFoSW3t70CArGTafD12DATaezuV6JWSkmfPoxF6+YTeKmaQQ386VbYEsOXl54qy4Vmtx5atsY/p04kNGhp5gVuQN/jyKHAoxSM2QWezJ7+yjLvrTcHDS3EDx9J/PJ3gSH83ZogLe7Bzd36uLQeU2VjLFwTNPsABJC1Au9TsdzI8fgoa/+O80fBw6xpHo2enpWm6AJsAoqAEqV4kxOdr0EFVdKzffl02ORPHM5OLA3Digxayw5GsmtsXeQkvfbIEmTUjzx4yr+NGgIbY3+FWbelI+PCPLxqXBMr2lomsar0ePxcred5luUUZfXCnF0U000j0XTfNVCiHrTLbAln90xhQijf4Vjl9M68MeBgy1ZHwHGd+hUV9WrVevORvDBod52jfcoMcOQb+7lhYRhnCvwqXB89dEjnMzMZPmUu7mvdz98rggSBrduw9LbJvPjtPt5sG9/fC9nuNQomx762R1TGHeNvKd1wYTm9NYUSVeIEKLO9QkJ5ad7H2Rn6lk2nTrBgfPn8fHwoF1AAHd060Hbq4KOUF9f/AwGsoqqXiWzMejbIo2HuuyttpxZwZKjkWSVeBLeLIuOfhnkl7qx82IIxebyNTd0LD90gBdGX8/fRoziz0OvI70gHx93D6vlymdfN5Knoq4jo7AAb3cPSaMtap0EFkKIeqFpGgNatWZAq9Z2lS+u5fVG6sLvu+1GcTnjpg0/JHfgs2PdWTLqW4YEpVr2ZxV78N7BvnxwuDcmZeZC3m+riRrc3GjlW3lOCXe9nqBK1vEQ9jEr58ZLmGtrud0GTgILIUSjYDR4UlCaW33BBspDV8qo0GSbAzdNCtaktOdf+wbz9Q0r8HO3bqExehTz195bCTAU8u99URIs1JHyMRPOnNcUNc1XLYRodG7r2r1R91gb9KZqZ4OYlUahyY0/dt+Fn3sRblXkv5jRZQ/d/NO4s1uPWqipuJozS6aXb4565513aNeuHZ6envTv35+ff/65yrIbN25EuzwY98rt0KFDVuWWL19O9+7dMRgMdO/enZUrVzpcL0dIYCGEaBT6hbZy2Wql9SG3xIP0Qtvrlug0OJFj5NbwpCqDinJfjPmens0vubKKogrleSyc2RyxbNkyZs2axbPPPsvu3bsZPnw4N954I8nJtlenPXz4MKmpqZatU6ffBubGx8czdepUYmJi2LNnDzExMUyZMoWtW7c69V7YQwILIUSjsP7k8Ub9gaXQWHqsR5UPG3W5H3/d2Qg89bbHk2gauOtKKbr4IEUljq0CKxznzFRTZ7pP/vOf/zB9+nQeeughunXrxmuvvUZYWBjvvvuuzfOCgoIICQmxbPorMqe+9tpr3HDDDcyePZuuXbsye/Zsxo4dy2uvvebMW2GXRvf/9MUXX2To0KF4e3vj7+9f39URQtQypRTfHznE90cO4dji35Wrag2MuvDBod4cyGhRYZVUk1lD02DurutIzvWjxFz9R7OmgUGXwd9/fJplidXPNBH1Jzs722orqmR2U3FxMTt37iQ6Otpqf3R0NHFxcTav37dvX0JDQxk7diwbNmywOhYfH1/hmuPGjav2mjXR6AKL4uJiJk+ezO9///v6rooQopYppXjp5008tuYHcoqLa3QtHTA8rC1mR9cdd6ECkzvTNk7kg8O9ySr+bdpnwqUgpm++kWXHu1FsduOH5PaUVrFE+5VKzBo9/ZOZvT6WL/bvq82qN2lmNEv2TYe2y2MswsLCMBqNlm3+/PkV7nHx4kVMJhPBwdYLvAUHB5OWVvnqwKGhoSxYsIDly5ezYsUKunTpwtixY9m8ebOlTFpamkPXdIVGNytk3rx5ACxevLh+KyKEqHW/pJziQwcXL6uKGbi5c1d+TrHdX13b8kvdeXXfYF5LHECgZwGFJjcyi63HXrx9sD83tD6Jm6665eN/Cz5e+XUzk7p2x0MWEHM55eRATHX5nJSUFPyuWF7eYDBUeY52VYuaUqrCvnJdunShS5ff0rJHRUWRkpLCq6++yogRI5y6pis0uhYLZxQVFVVoihJCNHyf7EmokJK6MjpNI9DbmxdHX1/h47/858iWQTz901qn6mFPHRxVqvSkFTSrEFQAnMjx5+4NEyky2f6IdteZ2XohFICMwkJ+TTnl8noKnGutuGJ9ET8/P6utssAiMDAQvV5foSXh/PnzFVocbBkyZAhJSUmWn0NCQmp8TUc1icBi/vz5Vs1QYWFh9V0lIYQd9p0/Z9cCW246HblFRfwz7mcUFRcJ14DEC+ednlXi6CJfrnAgsyVzd11X5fFSs8a5Am9iz7Sz7EvPl4GctaEuBm96eHjQv39/YmNjrfbHxsYydOhQu6+ze/duQkNDLT9HRUVVuObatWsduqajGkRgMXfu3Ern4l657dixw+nrz549m6ysLMuWkpLiwtoLIWqLwc5m/WKTiUKTyZLy+8owQF31c2Py5YmufJLUHcAy5kKpsumPuSUePPTzjZSYf3uPQn1966We17qatljY68knn+R///sfCxcu5ODBgzzxxBMkJyczc+ZMoOxZdu+991rKv/baa3z99dckJSWxf/9+Zs+ezfLly3n00UctZR5//HHWrl3LK6+8wqFDh3jllVdYt24ds2bNcsl7U5kGMcbi0Ucf5a677rJZJiIiwunrGwwGm31aQoiGaVzHTizcvbNeWgxscdNMjG11iutbn8RLX8rhrOZ8eaIraQW2M2G660xc3+ok3QMuUmzSsz41nP0ZLW2coTFv93WsO9ue6V2OEO6TRr7JnVUp7Vl2vBuXirwul4LgZs0Y0lpaYxuzqVOnkp6ezvPPP09qaiqRkZGsWrWK8PBwAFJTU61yWhQXF/PUU09x5swZvLy86NGjBz/88AMTJkywlBk6dCiff/45f/vb3/j73/9Ohw4dWLZsGYMHD66116Ep1cD+x9pp8eLFzJo1i8zMTIfPzc7Oxmg0kpWVZTWgRgjRsJzOziJ6yWKKSk2oBtLuEOqVy+KR39PBL4tSs4ZOUyiloYA5u4az7Hi3Ss8bGHiWt4bG0sKzkBKzDg2Fm06x5Xwoj8ZFVzrWopxO07g7shefJ+7FrKzfifLvxO/ffCvXt+/ostfZWNTm53n5tW9ZOx13H8cXbyvJK+a76A+b3LOmQXSFOCI5OZmEhASSk5MxmUwkJCSQkJBAbm7jXUNACFG5Nn5GFk68HW93dzTKHrD1mYdCp5lZOOIHwpuVDQB30yl0Guh1ZUHCiwM2Myz4dIXzOvplsGjkKvw9yrpq3HVmS2bNwS1T2TLxYzbf9AlP946ntXdOJffV8Pf05KNJd9KpRaDVsXb+Afxv4m1NMqioK3XVFXKtaBBdIY547rnn+Oijjyw/9+3bF4ANGzYwatSoeqqVEKK2DGkTxq8PPszXhw6w4+wZ0MoetN8ePlT9yS42MiSFTsbMKo+XmjUe6bqbX8+1sdr/UJcE3DQz+krSdGsauGmKVj753N9pH3d3OMADm25iV3qIpYzJbKa1rx9Dw9qy+p57OXTxAml5ubT09qFHy6BanToocDpIkMCikVi8eLHksBCiifEzGLi3d1/u7V32ReJUZma9BBZjWp2ixKzhXsU6Hm46xdDgs3joSik2l3+8Km5ue6zatT/Kz9cw8f51a7ju+99RZCq7hofejQmdyvIVaJpGt5ZBdGsZ5JLXJKongYVjGl1XiBBChPv7c327DrWSX8IWD53JrjRJHrrfko/rNVXt2h9X0usUAYYiJrQ5Ztn3zPCR+MkA9HojXSGOkcBCCNEovRo9np5BZUl+ysddlAca4UZ/IlsG43N5bIarHMgMRKdV3fJgVnAmrxm5pe6WfSal40xeMxwZJl9i1ugfmEZrXz/+E30jMb361KDWQtStRtcVIoQQAH4GT76YfDfrjh9j5aEDpOfnE2Y0MrVHTwa3boOmaXx/5BCPrfnBZfdcebIzf+65FQ+9CV0VEcvHSZFcnaJr6bEe/F/PrdibbFuv6bihQxfuGvpQvQ5WFWUUOJnSu2mSwEII0Wi56XSM79iJ8R07VXr8pk5d2HH2DB/vTXDJ/bJLDPzf1jG8EbWOUoVl3IT58hPkl3Nt+PhoZIXzPk7qwfg2x+jhn17pAM6r6TQTK4750SH/GKMj2qPXSeNyfZIxFo6R31YhxDVL0zTmjBzDB7dMIjLINWsj/HimPZPXTyL2TIRlefNTuUb+sXsYD/883ioTZrlCkzu/2ziRRUk9ySlxr3D8SqVmjTN5zfjvbk8e/v4b7v36KwpKSlxSd+EcGWPhmEabIKsmJEGWEE3T+hPHeWb9Ws7n5Tl8ro+bO3mlVz/gFXpNYXJkTQhdKW18cvhdx0Tu7XSAUrOGm05ZWj0uFnoRs/EWjuUEAGXjR+7s1oOXrx/ncJ2bgrpIkDXiuz/g5uP44NnSvCI23/JOk3vWSFeIEKLJGNOuPb8+8DC/JJ/iRGYGv6ac4pfkUxSZbM/a0GtaJUEFgIbJwW+lxWY3jucE8Pzu4aw42ZVpHfbT1T+dglJ3Vp9uz8qTnckt/S3Lo1kpVhw6wJ+HDqeFt7dD9xKuIV0hjpHAQgjRpOh1OkZGtGMk7bi/Tz++O3yIx3+0PcCzttYqScxoyewdo6otV2o2s/3smSrHkgjRkEhgIYRo0j5L3ItO0zC7OHgwehRyZ7vDRLc+gZe+lMSMQD491oNEm4uOVc1kNldfSNQKpTSUE60PzpxzLZDAQgjRpO1MPePyoKKb/0U+Hvk9Ro8iNMrSdnc2XmJK+8O8ljiAtw70d+h6GtAnJNSldRT2M6M5Nd3UmXOuBTIrRAjRpLl6nQ0PXSkLh6/C170YnVYWVMBvU1NnRe4guvVxu6+n1zTGtOtA6yY0+K+hkVkhjpHAQgjRpEW1CXNZanA3zcTTvbfQ0qugyrVBTGaNGV322HU9DWhr9Gf+2GiX1E84p7wrxJmtKZKuECFEkza97wA2nTpZ4+tEBlzg/evWEOyVj1K/tVRcTa9T9A08j4fORHElOS8ijP6kF+QT5NOMqT16MrVHT3xlnZB6JbNCHCOBhRCiSbuubTjPXDeSl37ZhF7TLDNANGynZPb18OCO7pGsTjqMZj7HxyO/x9utbEqqPQ0gWiVrjvh7ehIb84BVps0Sk4nC0hI83Wwn1hKioZDAQgjR5D3UbwBDw9qyZG8Cu9JS8dDrGRvRnpTsLFYcOmAJOMr/7NS8BfNGjWVw6zZcF9aWwydn4+1WYtfS6CYFSVnNLUuil9NpGtN69rYEFT+fOsn7O7cRfzoFBbTzD+D+Pv24J7KXpPiuYzIrxDESWAghBNC9ZRB3dO9BVlEhPyef4t0d2/A1eBDVJozmXt4cuHCe5KxMAJIupXPPii+IMPrz7+gbuTXiuF1BBYBeg4VHelnt02kanVsE8kj/QQB8vGc3czetR6dpllaTk5kZzN34E1tOJ/PG+JsluKhDysmuEAkshBCiCVuUsIt/bN5gtS+9oID40ylVnnMyK5PJX31O4h3V55goH3fx6dFurDjZ2eqYBswbOYZmHh4kZ2Uyb9N6AKtpsOV/W300iRWHDjC5e8XFzkTtUODQsvdXntcUScgrhGjy9pxLqxBU2MusFImXfDHZiC2UggKTnhk/j+e5XcO5ell1gPd2bgd+S9hVFQ2Nj/fsdqquwjnleSyc2ZoiabEQQjR5H+/ZXaPsm58c7Ua/IalVHtc08HYzcTzHn8qCCpNSbDx5nIyCAg5cuGAzhbhCcST9YrV1KiwtYe2xoyRnZeFnMDC+YyeCfJrZ83LEVWSMhWMksBBCNHnbzqTUKPtm/PlW1ZYpNWtMCDvGuwf7VXpcARmFBXi5uVU7I8VdX3Ga6pW+P3KIZ9evI6e4CDdNh0mZeX7zBu7r3Zdnrhsp4zNErZLfLiFEk6fTavZR2MytspVPrZmVhp97kY06aAR6e3N9+w42gwq9pjGuQ9WLkW08eYLH1/xAbnHZvUqVGUVZl83ihF3M/2VTtXUV1iTzpmMksBBCNHmjI9rZHNdQnfOFPhSbbH+cuunMpORVnpZbr2lEt++In8GTmzt3IbSZb6XZQMvWHdGY3rfqtUZejf8Z0CoNThSweM9uzufl2qyrsKaU81tTJIGFEKLJi+nVp0bD7PJL3fk2uSOl5qqvUmLW8V1yRwBaGPK5ofUJolsfJ9QrH083d56MGgaAp5s7S26fTGgzX6As6NBpGhpg0LvxzoRb6N4yqNJ7nMzM4MCFCygbbR5KKdYcTXLylTZNktLbMTLGQgjR5HVo3oLXx9/M42u+tzlw0pbXEgcyIiSF5oZCq5wWZgU6DZ7fPQyz0vjnoPVMbHvUUsasNHJ1ozH6/5ZZs51/AD/d+yCxx4+y4eQJSswmegWFcEe3Hhg9PausQ1ZR1V0t5fQ6Hdl2lBO/kcGbjpHAQgghgAmdOtM7+CHe37mNNceSyCgoAKCt0cj9ffrzWeJeDl28UOX5aQXNuOOn23i61xbGtzmB/nLgcCzbn9f3D2TdmXCWjv6OPs3PW44B6DSFn9qEuhQDLZahaWWBg7tez4ROXZjQqYvdr6G1r1+1s1tKzWbCjEa7rynKgj9N1gqxmwQWQghxWWs/P54ffT3Pj76+wrFAb2/+uOo7m+en5vvy+JYbCPAooI1PDrmlHpzIMQIaN4cdpX/guSrONEHpQSj4BrynOl3/QG9vxrZrz/oTx6tseWnm4cG4Dh2dvoeoXe+88w7/+te/SE1NpUePHrz22msMHz680rIrVqzg3XffJSEhgaKiInr06MHcuXMZN26cpczixYt54IEHKpxbUFCAp43Wr5qQMRZCCGGHGzt2JrKKsQ1Xyyj2Yl9GECeuyFsxuf0hTDbGYICGKviyxvWcfd1ImnkYKgz+1Cgbp/HC6OtlQTMH1dXgzWXLljFr1iyeffZZdu/ezfDhw7nxxhtJTk6utPzmzZu54YYbWLVqFTt37mT06NHccsst7N5tnUDNz8+P1NRUq622ggqQFgshhLBbSnaW3WXddTrMSllaDkK9cq26QCpSYKqqRcN+Ef4BrJx6Dy/9vImfThyzDOPsEhjIU1HXMaZd+xrfo6kpCxKcGWNR9md2drbVfoPBgMFgqFD+P//5D9OnT+ehhx4C4LXXXuPHH3/k3XffZf78+RXKv/baa1Y/v/TSS3zzzTd899139O3b17Jf0zRCQkIcrr+zJLAQQgg7FdvK232VErMZb3d38kvKclycK/AhvFl2lcGFWWnodPa1iFQnwj+ABbdM4kJ+HmdzcvAzGIgw+qNVMaW2oKSE5OwsPPR6m+WaqpoO3gwLC7PaP2fOHObOnWu1r7i4mJ07d/L0009b7Y+OjiYuLs6u+5nNZnJycmjevLnV/tzcXMLDwzGZTPTp04d//OMfVoGHq0lgIYQQduresiW701LtztJZHlQAfHWiC1HBZ6ssq6HQvCfXuI5XauntQ0tvnyqP5xQV8d8tv7Js/z4KSkuBssGqfxw4hDu79ZAA4zKFcwuKlZ+TkpKCn99vOUwqa624ePEiJpOJ4OBgq/3BwcGkpaXZdb9///vf5OXlMWXKFMu+rl27snjxYnr27El2djavv/46w4YNY8+ePXTqVHWitZqQwEIIIex0f+9+7Ez93q6yV6flXnW6A/emJxIZcLFCq0WpWSOrtDWBXre6rrLVyCsu5u4Vyzh88aLVQM+UrCz+uu5HzuZk8/jgoXVWn4aspi0Wfn5+VoGFLVcHc0opuwK8zz77jLlz5/LNN98QFPRby9eQIUMYMmSI5edhw4bRr18/3nzzTd544w276uSoWhm8mZ6ezubNm2vj0kIIUW8mdOrMnd16VFtOr2n0D21tta/ErOe+zTexKqU9piseUmYFP50Nx+T/EZrm5fI6V2Xxnt0cuiqogN+Code3xnMiM6PO6tPUBQYGotfrK7ROnD9/vkIrxtWWLVvG9OnT+eKLL7j++oozmq6k0+kYOHAgSUm1lyStVgKLjRs3Mnr06Nq4tBBC1BtN03jl+nH864bxdPAPqLSMXtMIbebLq9Hj8XKzbhTOLTHwxNbrGfH9NB6LH8vj8WMZ+cM9/DFuHC/H7a3RQmiOWrI3web99JrGF/v31Vl9GjRVg81OHh4e9O/fn9jYWKv9sbGxDB1adcvRZ599xv3338+nn37KTTfdVP1LUYqEhARCQ0Ptr5yDpCtECCEcoGkad3TrwR3denAk/SJvbd/C+hPHyS8pobmXF3dH9uLObpEs2ZtA4eVxC1c7V+DDqhTrXBLfHjnEiPAIbrejRaSmSkwmzlWzXohZKU5lZtZ6XRoFZ9NzO3jOk08+SUxMDAMGDCAqKooFCxaQnJzMzJkzAZg9ezZnzpzh448/BsqCinvvvZfXX3+dIUOGWFo7vLy8MF5OgjZv3jyGDBlCp06dyM7O5o033iAhIYG3337b8ddjJ4cCiwcffNCucqdOnXKqMkII0RjkFRfz7y2/sixxHwWlZQM0W3p7M6PfQC7k5RK9ZBElZvtnkEDZ6qaL9+yuk8DCTafDoNdTZDLZqI8O30oGGTZFzi4o5ug5U6dOJT09neeff57U1FQiIyNZtWoV4eHhAKSmplrltHj//fcpLS3lj3/8I3/84x8t+++77z4WL14MQGZmJg8//DBpaWkYjUb69u3L5s2bGTRokOMvyE6aUva/dJ1Oh8FgwM3NdjxiMpkoKirCZOOXtj5lZ2djNBrJysqye0CNEEIAFJaWcPfyL9h3/pzLuy7cdDqOPPqES69Zlb/ErmHloQM210b56NY7GB4eUSf1cVZtfp6XXzti4d/QeTueUMqcX8jJB19ocs8ah8ZYtGrVigcffJCcnBybW3kzjRBCXGs+T9zH3nNptTIewl2nd/k1q/Jw/4G46fSVLhev1zT6hoQyrG14ndWnQVOa81sT5FBg0bdvXxISEqotJ3OfhRDXqqX79tTKdfWaxvXtO9TKtSvTsXkLPr7tDlp4eQNlrSXlacCj2rRl4cTbKw06hKiOQ2MsevfuXSGFaGVatmzJiBEjnK2TEEI0WCnZWU4lS6qOSSnuiuxZC1eu2sBWbfjlgRmsP3mcAxfO46F3Y0xEO7rZuSZKU1FXYyyuFQ61WLzwwgvk5toeSQwwYsQINmzY4HSlhBCiofL1qL0BjYcuXqy1a1fFXa9nXIdOPDFkGH8cOFiCisrUwXTTa0mdrW66efNm8vLy6up2QghRKyZ17VZh5VBXWXFwf61cV9RMeeZNZ7amqE4CC5PJxOjRozl8+HBd3E4IIWrN/X364ePuUSvBRXpBPqUOTlMVdURaK+xWZy0WDsxqFUKIBqu1rx+f3TGFVr5l0wf1mo7qQgwNiGwZXO1gyLTcXLq/8zqPrf6egxcvuKbCosakxcIxknlTCCEc1K1lEBvum86vyafYez4NN52OFl7ePL95A3nFxUDZF1aNsjEMb0+4hVKzmd//8G211y41m1l99Ahrjx9l0cTbiQprW7svRggXk8BCCCGcoNM0hodHWCWQuqF9R5Yf3M+vKcmYlWJAq9ZM7dGTQG9vTGYzoyPasfHkiWpbyU1Kocxm/rTme+IefAQPfd3ltxCVqOm66U2MBBZCCOEiRk9PHuzbnwf79q9wTK/T8e5Nt/L61jg+2ZtA7uWWjaqYleJSQQHrjh9lQqcutVVlYRft8ubMeU1PnY2xcIWTJ08yffp02rVrh5eXFx06dGDOnDkUV/MfVAghGgIPvZ4/Dx3Otodm8t9xE6ot76bT1csUVHEVmW7qkEbVYnHo0CHMZjPvv/8+HTt2JDExkRkzZpCXl8err75a39UTQlwjsosK+f7IYc7kZBPg6cVNnboQ6uvrsut7urnTJ7j6ZauVUhjcpBuk3klXiEMaVWAxfvx4xo8fb/m5ffv2HD58mHfffddmYFFUVERRUZHl5+zs7FqtpxCi8VqyN4EXf95IscmEm06HSSle/nUz9/XuyzPXjUSvc01Db1ujkfb+AZzIzKjy+WNSirHtfkvzfSIzg92pZ9FpGoNbh7k02BE2OLvuRxOdFeLU/5CCggKGDRvGunXr7Cqv1+tZtGgR7dq1c+Z2NmVlZdG8eXObZebPn4/RaLRsYWFhLq+HEKLx++bwQZ7b+BNFJhMKKDGbMSuFWSkWJeziX3E/u+xemqbx6KCoKoMKvaYxMjyCroEtOZ+Xy31ff8XYjxfyVOwanly7muGLP+Cx1d+Tc8WXJiEaAqcCCy8vL/bt21ft8ulXuu+++wgICHDmdlU6duwYb775JjNnzrRZbvbs2WRlZVm2lJQUl9ZDCNH4mZXi33G/2CyzMGEXGQUFLrvnpK7d+MvQ4WiUzTLRaRpuWtnH8oBWrXl9/M3kFBUx9atlxKUkV6jv6qNHuO+b5ZSYTC6rk6iofK0QZ7amyOk2vaioKLZt2+aSSsydOxdN02xuO3bssDrn7NmzjB8/nsmTJ/PQQw/ZvL7BYMDPz89qE0KIKx24cJ7TOba7SUvNZtadOObS+84cMIjN98/gjwMHc3PnLkyN7Mlnt0/h09un4GcwsGz/PpKzMjFV8pQyKUVCWiqxx4+6tE7iKjJ40yFOj7H497//za233kpISAi33347zZo1c7oSjz76KHfddZfNMhEREZa/nz17ltGjRxMVFcWCBQucvq8QQpSzp0tBp2m10vXQ2s+PJ4YMq/TYlwcSbT6fdJrGVwf3y5TU2iRjLBzidGARFRVFcXExDzzwAA888ADe3t5oV6Sr1TSNrKwsu64VGBhIYGCgXWXPnDnD6NGj6d+/P4sWLULnooFUQoimra2/f7VlzEoR4e/aLt3qXMy3vXijWSnO2bHqtHCepso2Z85ripwOLO644w6rQKIunD17llGjRtG2bVteffVVLlz4LZd+SEhIndZFCHFtae3rx/C24cSlJFfa7aABLb19GHFFps26ENLMl8zCQpuDPFv7SvdurZLppg5xOrBYvHixC6thn7Vr13L06FGOHj1KmzZtrI7JImdCiJqaM3IMt3/xKXnFxVbBhU7T0IBXrh+HWx23kk7t0ZN5m9ZXedykFFN6RNZhjYSwrVH1I9x///0opSrdhBCiptoHNOfrqdOI7tDRaiXSga1a8+kdUxgZ4fop89WZ3D2SLoEtK12mXadpDAtry+iI9nVeryalfIyFM1sTVOMEWYmJiRw8eJCCSqZg3XvvvTW9vBBC1KkI/wDenjCRzMICzuXlEeDpSZCP84PTa8rL3Z3Pbp/Ccxt/4oekw5gvf5Hy0OuZ0j2SZ4a7LmmXqIJ0hTjE6cAiPz+fiRMnsn79ejRNs7QaXDnuQgILIURj5e/phb+nV31XAyhb3Oz18Tfxt+Gj2HsuDU3T6B/aCqOnZ31XrWmQwMIhToe5//jHPzh58iSbNm1CKcWKFSuIjY3l9ttvp1OnTuzatcuV9RRCiCavpY8PY9t3YEy79hJU1CXJY+EQpwOLb775hr/+9a8MHToUgLZt2zJ27Fi+/PJL+vXrx7vvvuuySgohhBCicXA6sDh58iRdu3ZFr9ejaRr5+fmWY9OmTePrr792Rf2EEEKI+iWDNx3idGDh7+9PXl5Z4pagoCCSkpIsx0pKSizHhBBCiMasPEGWM1tT5HRg0bNnT44cOQLA6NGjeemll/jll1/Ytm0bzz//PL1793ZZJYUQ4lp0KjOT5zaso/d7b9LhjX8zcvH/+GDXdgpKSuq7auJKdTjG4p133qFdu3Z4enrSv39/fv7Z9oq6mzZton///nh6etK+fXvee++9CmWWL19O9+7dMRgMdO/enZUrVzpeMQc4HVhMnz6dnJwcAF588UXy8/MZOXIkUVFRnDp1in//+98uq6QQQlxr9p5L46bPPuazxL3kFBejgJTsLF7+5WfuWr6M3OLi+q6iqGPLli1j1qxZPPvss+zevZvhw4dz4403kpycXGn5EydOMGHCBIYPH87u3bt55plneOyxx1i+fLmlTHx8PFOnTiUmJoY9e/YQExPDlClT2Lp1a629Dk25KLtUXl6eZerp0KFDad68uSsuWyuys7MxGo1kZWXJSqdCiDpnMpsZsfh/nMvLteSluJJO07i3Vx+eGzmmHmrXuNTm53n5tcNfeQGdE7NwzIWFnPrr3+yu2+DBgytMfujWrRuTJk1i/vz5Fcr/9a9/5dtvv+XgwYOWfTNnzmTPnj3Ex8cDMHXqVLKzs1m9erWlzPjx4wkICOCzzz5z+DXZw+kWC5PJZPWzj48Pt9xyCzfffHODDiqEEKK+bTp1ktTcnEqDCihbWGzZ/kTypUvkmpCdnW21FVWyQm5xcTE7d+4kOjraan90dDRxcXGVXjc+Pr5C+XHjxrFjxw5KLv/uVFWmqmu6gtOBRZs2bfjLX/7CgQMHXFkfIYS45iWeP4ebZvvjt6C0hJOZGXVUI2FTDWeFhIWFYTQaLVtlrQ8XL17EZDIRHBxstT84OJi0tLRKq5WWllZp+dLSUi5evGizTFXXdAWnA4sRI0bw5ptv0rNnT4YMGcKCBQvIzs52Zd2EEOKa5K7XYbZjZJ+7Tl8HtRHVquHgzZSUFLKysizb7Nmzq7zV1auGK6VsriReWfmr9zt6zZpyOrBYtmwZaWlpvPXWWyilmDlzJqGhocTExPDTTz+5so5CCHFNGRXerspukHKhzXzpIN3KDUMNAws/Pz+rzWAwVLhFYGAger2+QkvC+fPnK7Q4lAsJCam0vJubGy1atLBZpqprukKNVq4xGo38/ve/Z+vWrSQmJvKHP/yBn376iejoaNq1q/tVAIUQojHo1jKIYWFtK12xtNzMAYOsVlgV9acu8lh4eHjQv39/YmNjrfbHxsZaMlxfLSoqqkL5tWvXMmDAANzd3W2WqeqaruCyJfG6d+/OP//5TxYsWEDr1q2rnB4jhBAC3hh/Mz1aBgFYAozyPx/uN4Df9ZRcQA1GHeWxePLJJ/nf//7HwoULOXjwIE888QTJycnMnDkTgNmzZ1st7jlz5kxOnTrFk08+ycGDB1m4cCEffvghTz31lKXM448/ztq1a3nllVc4dOgQr7zyCuvWrWPWrFnOvRd2qPGy6QBJSUksXryYjz/+mLNnz9K6dWubfUhCCNHUBXh5sXzKPWw8eYLvkw6TXVRIuNGfKT160jWwZX1XT9SDqVOnkp6ezvPPP09qaiqRkZGsWrWK8PBwAFJTU62+tLdr145Vq1bxxBNP8Pbbb9OqVSveeOMN7rjjDkuZoUOH8vnnn/O3v/2Nv//973To0IFly5YxePDgWnsdTuexyM3N5YsvvmDRokXExcXh4eHBrbfeygMPPEB0dHStDgypKcljIYQQ14a6yGMR8Y8Xnc5jcfLvzza5Z43TLRYhISEUFBTQt29f3njjDaZNm4a/v78LqyaEEELUP2fX/Wiqa4U4HVjMmDGDBx98kJ49e7qyPkIIIUTD4uxKpbK6qWP++9//2h1UmM1m2rdvz/79+529nRBCCFE/6nARsmuBSwZvVkcpxcmTJytNYyqEEEI0ZNIV4hiXTTcVQgghhKiTFgshhBCi0XK2W6OJtlhIYCGEEELY4mRXiAQWQgghhKhIWiwcIoGFEEIIYYsEFg6RwEIIIYSwQWaFOKZOZoVomsbIkSPx9fWti9sJIYQQop7USYuFTqdjw4YNdXErIYQQQtQjpwOLdu3aVbnQmE6nw9/fn4EDB/LYY4/RrVs3pysohBBC1CsZY+EQp7tCRo4ciVKKM2fOEBERweDBgwkPD+fMmTOYTCbCwsJYsWIFAwYMYMeOHa6ssxBCCDspcxbKfAknF7IW/DbGwpmtKXI6sBg3bhwGg4GjR4+yfv16PvvsMzZs2EBSUhIGg4FJkyZx5MgROnfuzJw5c1xZZyGEEDYopVAF32K+eAvq/EDU+SGoizeg8paglLm+q9c4yTohdnM6sHjxxReZO3cuYWFhVvvbtm3Lc889x8svv4zRaOSJJ54gPj6+xhUVQghhH5X7H1TWU1B65LedphRUzvOorD9LcOEoWYTMIU4HFkePHsVoNFZ6LCAggJMnTwIQERFBfn6+s7cRQgjhAFW8B/LeL//pyiNlfxR+B0WxdV0t0YQ4HViEh4ezePHiSo8tXLiQtm3bApCenk7z5s2dvY0QQggHqPzPAL2NEnpU3pK6qs41QcZYOMbpWSFPPfUUjzzyCKdPn2by5MkEBwdz7tw5vvjiC7Zu3cqCBQsA2LBhAwMGDHBZhYUQQthQeggw2Shgsu4iEdWTWSEOcTqwmDFjBkop5s6dy5NPPmnZHxISwnvvvcf06dMBePbZZzEYDDWvqRBCiOppPoCGzaea5lVXtbkmSOZNx9QoQdbDDz/MjBkzOHz4MOnp6bRo0YIuXbpY5bcIDg6ucSWFEELYR/MchyqxNcVfD14T6qw+1wRpsXBIjTNvappG165dXVEXIYQQNeV1W9ngTfMlKnaJ6EAzoHlPq4+aNV4SWDikRmuFHDt2jJiYGFq1aoXBYKB169bcd999HDt2zFX1E0II4QBN54vW/GPQhVze44blO6RmRAtYhKZvXV/VE02A0y0Whw4dIioqisLCQsaMGUOrVq04e/YsX3zxBd9//z2//vqrtGQIIUQ90Nw6QMtYKPoJVRwPyozm0Q88b0TTZMybo2SMhWOcDiyeeeYZWrRowcaNG2nTpo1l/+nTpxkzZgzPPvssy5cvd0klhRBCOEbT3MBzHJrnuPquSuMnXSEOcborZNOmTcybN88qqABo06YNzz33nKxmKoQQ4togmTcd4nSLRX5+Pi1atKj0WGBgIAUFBU5XSgghhGgopCvEMU63WHTp0oWlS5dWeuyzzz6T8RVCCCGuDdJi4RCnA4vHHnuMpUuXMnHiRJYvX05cXBzLly/ntttuY8mSJTz22GOurKfFxIkTadu2LZ6enoSGhhITE8PZs2dr5V5CCCFEQ5SRkUFMTAxGoxGj0UhMTAyZmZlVli8pKeGvf/0rPXv2xMfHh1atWnHvvfdWeH6OGjUKTdOstrvuusuhujndFfLggw9y7tw5XnjhBb7//ns0TUMphZeXFy+++CIPPPCAs5e2afTo0TzzzDOEhoZy5swZnnrqKe68807i4uJq5X5CCCGatobYFXLPPfdw+vRp1qxZA5QlrIyJieG7776rtHx+fj67du3i73//O7179yYjI4NZs2YxceJEduywTqg2Y8YMnn/+ecvPXl6OZWrVlFI1eulZWVnEx8dbMm9GRUVVueppbfj222+ZNGkSRUVFuLu723VOdnY2RqORrKws/Pz8armGQghh24W8PNafOEZ+aSkdmzdnWFg4uisyGIuq1ebnefm1u/3xJfQGT4fPNxUVcvDtZ0hJSbGqm8FgqNFSFwcPHqR79+5s2bKFwYMHA7BlyxaioqI4dOgQXbp0ses627dvZ9CgQZw6dcqycOioUaPo06cPr732mtP1c6jFIjk5udL93bt3t/w9KyuLrKwsAEtFa8ulS5dYunQpQ4cOtRlUFBUVUVRUZPk5Ozu7VuslhBD2KDaZ+MfmDXyWuBezUug0DbNStPb14z/jbmRgqzbVX0TUvhpONw0LC7PaPWfOHObOnet0deLj4zEajZagAmDIkCEYjUbi4uLsDiyysrLQNA1/f3+r/UuXLmXJkiUEBwdz4403MmfOHHx9fe2un0OBRUREhNU6INUxmWytsOe8v/71r7z11lvk5+czZMgQvv/+e5vl58+fz7x582qlLkII4azZ637k68MHLc8s8+UG5NTcHO5d+RUrptxDt5ZB9VdBAZQt6eZM+1H5OZW1WNREWloaQUEVfy+CgoJIS0uz6xqFhYU8/fTT3HPPPVZ1mzZtGu3atSMkJITExERmz57Nnj17iI2Ntbt+DgUWCxcudCiwsNfcuXOrffBv377dsvz6n//8Z6ZPn86pU6eYN28e9957r2WcR2Vmz55ttQJrdnZ2hQhSCCHqUlJ6OisPH6z0mFkpSs1m3ty2hXdumljHNRMV1LDFws/Pz65uGnufhUClzzullF3P6JKSEu666y7MZjPvvPOO1bEZM2ZY/h4ZGUmnTp0YMGAAu3btol+/ftVeGxwMLO6//35Hitvt0UcfrXbUaUREhOXvgYGBBAYG0rlzZ7p160ZYWJilf6kyNe3PEkIIV/v2yEH0moapimFuJqVYe/wo+SUleNs5fkw0bvY+C/fu3cu5c+cqHLtw4UK1K4qXlJQwZcoUTpw4wfr166sNePr164e7uztJSUm1E1jUlvJAwRnlY0+vHEMhhBAN3aWCgrJvlzbGz5uVIqeoSAKLelZXs0LsfRZGRUWRlZXFtm3bGDRoEABbt24lKyuLoUOHVnleeVCRlJTEhg0bqkxyeaX9+/dTUlJCaGio3a+jRqub1rVt27bx1ltvkZCQwKlTp9iwYQP33HMPHTp0qLK1QgghGqI2fn6YzGabZQx6N/w9HZ+NIFysgSXI6tatG+PHj2fGjBls2bKFLVu2MGPGDG6++WargZtdu3Zl5cqVAJSWlnLnnXeyY8cOli5dislkIi0tjbS0NIqLi4GyFcuff/55duzYwcmTJ1m1ahWTJ0+mb9++DBs2zO76NarAwsvLixUrVjB27Fi6dOnCgw8+SGRkJJs2bZKuDiFEo+Km6Ww+d/Saxu3dumNwaxANy6KBBBXlli5dSs+ePYmOjiY6OppevXrxySefWJU5fPiwZZbm6dOn+fbbbzl9+jR9+vQhNDTUspXngfLw8OCnn35i3LhxdOnShccee4zo6GjWrVuHXq+3u26N6je2Z8+erF+/vr6rIYQQNbLj7Ble/nWzzTL+nl78adCQOqqRsKUhJshq3rw5S5YssVnmyjRVERERVJe2KiwsjE2bNtW4bo0qsBBCiGvBh7t3oLMxcBPgvt59CWlmf+4AUYtk2XSHNKquECGEuBZsOnXSZlChAXvOpdZdhYRwIWmxEEKIOlbdoE0FlFZTRtSdhtgV0pBJi4UQQtSxPiGhNtcC0WkafUNa1WGNhE0NbFZIQyeBhRBC1LH7+/SzpO++mkZZYDG1R8+6rZSoUnmLhTNbUySBhRBC1LHxHTpxX+++AFYtF3pNQ9M0/hs9geBmzeqreuJq0mLhEBljIYQQdUzTNJ4bMZqhbdry0Z5d7DmXhptOz9h27XmgTz96BNlOyyzqmMwKcYgEFkKIRkUpxe60VI5eSsfb3Z0R4RH4GRpfdkpN07ihQ0du6NCxvqsihEtJYCGEaDT2nkvjqbWrOZpxybLPQ6/nwT79+b+oYeh10rsrXE9mhThGAgshRKNwJP0idy9fRpHJZLW/2GTivZ3byCsuYt7o6+upduKaJl0hDpHwXgjRKLyxNZ5ik6nK2RSf7NvDqczMuq2UaBI0pZzemiIJLIQQDV5ecTE/Hkuyma1Sr2l8c/hgHdZKNBkyK8Qh0hUihGjwsooKbQYVUDYY8mJ+Xh3VSDQlMsbCMdJiIYRo8AI8vXCvZmCmWSlZtEuIBkACCyFEg+fl7s4tnbuit5EGG+C2rt3rqEaiSZGuEIdIYCGEaBQeHzyUZh6GKoOL3w8YRKivtFgI15OU3o6RwEII0SiEGY0sn3I3A1q1ttrv7+nJM9eN5Mkhw+qpZuKaJy0WDpHBm0KIRqN9QHM+u2MqxzMucTzjEt7uHvQPbYXBTT7KRO2RwZuOkf+NQohGp31Ac9oHNK/vaoimQhJkOUS6QoQQQgjhMtJiIYQQQlSjqXZrOEMCCyEEAOn5+eQWFxPk44OXu3t9V0eIhkOpss2Z85ogCSyEaOK2nE7htS1xbDt7GgCD3o3bu3Vn1pChtPT2qefaCVH/ZPCmY2SMhRBN2JqjSfxu5ZfsSD1j2VdkKuWL/fu4bdlSLuRJimwhZLqpYySwEKKJKigp4S/r1qCUqrBiqEkpzuXm8u/4X+qpdkKIxkoCCyGaqNVHj5BbXFzllyqTUnx9+CA5RUV1Wi8hGhrN7PzWFElgIUQTdTwjA7dqFvYqNplIzc2poxoJ0UBJV4hDJLAQoony8XCv0AVSeTmPOqiNEA1XQ1wrJCMjg5iYGIxGI0ajkZiYGDIzM22ec//996NpmtU2ZMgQqzJFRUX86U9/IjAwEB8fHyZOnMjp06cdqpsEFkI0UeM6dLIZWOg0jciWQbT29avDWgnRAJVPN3VmqyX33HMPCQkJrFmzhjVr1pCQkEBMTEy1540fP57U1FTLtmrVKqvjs2bNYuXKlXz++ef88ssv5ObmcvPNN2Mymeyum0w3FaKJah/QnJs7dWHV0SOVBhhmpXh88NB6qJkQDUtDm2568OBB1qxZw5YtWxg8eDAAH3zwAVFRURw+fJguXbpUea7BYCAkJKTSY1lZWXz44Yd88sknXH/99QAsWbKEsLAw1q1bx7hx4+yqn7RYCNGE/fOGcYzv0AkAvabhptOhAQa9nleuH8fY9h3qt4LVOJOdzbeHD/LdkUOk5shYENEwZWdnW21FNRwQHR8fj9FotAQVAEOGDMFoNBIXF2fz3I0bNxIUFETnzp2ZMWMG58+ftxzbuXMnJSUlREdHW/a1atWKyMjIaq97JWmxEKIJ83Rz560Jt3Ak/SKrkspmiUT4+zOxSzf8DIb6rl6VMgoKePqntaw7ftQyPk4DxnfsxPyx0fgZPOuzeuJaU8NFyMLCwqx2z5kzh7lz5zpdnbS0NIKCgirsDwoKIi0trcrzbrzxRiZPnkx4eDgnTpzg73//O2PGjGHnzp0YDAbS0tLw8PAgICDA6rzg4GCb172aBBZCCDq3CKRzi8BqyyllhuKtUHoUNB/wHIWmq9tVRgtKSrh7xRccu5Ru9VmvgLXHjpKSncWXd94tS6kLl6lpV0hKSgp+fr+NVTJUEbTPnTuXefPm2bzm9u3by66taRWOKaUq3V9u6tSplr9HRkYyYMAAwsPD+eGHH7j99turPK+6615N/ucJIeyiinehsv4MphTK2gcUZLuhvO9B8/0rmlY364t8ffggR9IvVnrMpBSJ58/zQ9Jhbu/Wo07qI5qAGq4V4ufnZxVYVOXRRx/lrrvuslkmIiKCvXv3cu7cuQrHLly4QHBwsN3VCw0NJTw8nKSkJABCQkIoLi4mIyPDqtXi/PnzDB1q/3grCSyEENVSJYdQl+4DSsr3XP6zFPI/QZnz0fxfqpO6fLF/X3lYUymdpvHlgUQJLITL1NXgzcDAQAIDq285jIqKIisri23btjFo0CAAtm7dSlZWlkMBQHp6OikpKYSGhgLQv39/3N3diY2NZcqUKQCkpqaSmJjIP//5T7uvK4M3hRDVUrlvAaVAZakEFRR+hSo9Xid1OZ+XZ7O723w5HbkQLtPAEmR169aN8ePHM2PGDLZs2cKWLVuYMWMGN998s9WMkK5du7Jy5UoAcnNzeeqpp4iPj+fkyZNs3LiRW265hcDAQG677TYAjEYj06dP5//+7//46aef2L17N7/73e/o2bOnZZaIPSSwEELYpMx5ULQOsDWPXY8q+K5O6hPazJeyuSuV02kaob6+dVIXIerL0qVL6dmzJ9HR0URHR9OrVy8++eQTqzKHDx8mKysLAL1ez759+7j11lvp3Lkz9913H507dyY+Ph7fK/6//Pe//2XSpElMmTKFYcOG4e3tzXfffYder7e7btIVIoSwTeVQeUvFlTQwZ9RFbZjSI5JdaWerPG5Wiik9etZJXUTT0NDyWAA0b96cJUuW2CyjrhgX4uXlxY8//ljtdT09PXnzzTd58803na6btFgIIWzT+QPVpfU2o+lD66AycGuXbkQGBaGvZJS6TtPoGxLKjR0710ldRBNhVs5vTZC0WAjRhG0/c4bPEveQkJaKTtMY1jacmF596Ni8haWMpnmiPCdC4Upsdod4Tar1+gIY3NxYctsUntu4ju+PHLZkDdVrGrd26cbcUWPxcKDZVohq1TCPRVMjgYUQTdDGkyeYt2k9p7IyrfafzMxg6b49/Dv6Rm7t0s2yX/P9E6p4PZizqCy40Jr9CU1v/zS3mvIzGHht3E08e90odqWdRQP6hbYm0Nu7zuogmg4NJ7tCXF6TxkECCyGamC8PJPLXdZX3tZoBlOL/1q6mR8sgS8uFpg+F5l+isp+H4s1YvorpWqI1exS8bM+9ry0tfXwYdzkluRC1poZ5LJoaCSyEaEIyCgr42/rYastpwJK9CcwdNfa3fW5haM0/QJlSofR4WeZN90g0TT5GhBC/kU8EIZqQlYcOUGquboZHWQbLX1KSKz2m6UOhjgZqCtEQNMRZIQ2ZBBZCXCPScnOIT0mhVJnpExxKpxYtKpQ5lnEJvU5nV3AhhLhMBm86RAILIRq5vOJint0QazVDAmBw6za8Gn0jrX1/W6PAx92+9Tx0wLCwtq6uqhCNkqYUmhPjJZw551rQaPNYFBUV0adPHzRNIyEhob6rI0S9MJnNTP92ZYWgAmDH2TNM+fJzMgoKLPtu7NjZvtYKTSOmVx8X11aIRspcg60JarSBxV/+8hdatWpV39UQol5tPHmCbWdPVwgqoGycxLm8XJbsS7Ds6xMSytCwtpUmlyqnAa/eMN4ql4UQTVl5i4UzW1PUKAOL1atXs3btWl599VW7yhcVFZGdnW21CXEtWHHogM0gwawUXx5ItPysaRrvTJjI0MvdHHpNs8y114DhbcNZPe0+JnXtXou1FkJcyxrdGItz584xY8YMvv76a7ztTIYzf/585s2bV8s1E6LmcouLMSszvh4GNBsBQ7nzebmYqvlWlJ5fYPWzn8HAR5PuZN/5c/x4NIn80hI6N2/BLZ274uNRXepuIZogGbzpkEYVWCiluP/++5k5cyYDBgzg5MmTdp03e/ZsnnzyScvP2dnZhIWF1VIthagoPT+fLw7sI/b4MYpNpfQODmVaz950bxkEwHdHDrFg53b2XzgPQIS/P9P7DuDuyF7obAQYrX39SEhLtRlcBDdrVun+nkHB9Ayqu2yZQjRakiDLIQ0isJg7d261LQrbt28nLi6O7OxsZs+e7dD1DQYDBoOhJlUUwml70lK59+uvyCspsYyFOHzxIp8l7mX2dSPIKSrmre1brAKIU5mZ/H3DOnannuVfN4yvsvXizu6RfHvkUJX31oC7I2WlTyFqQvJYOKZBBBaPPvood91lOyVwREQEL7zwAlu2bKkQJAwYMIBp06bx0Ucf1WY1hXBYbnEx93+zwiqoACwtDPN/2WzZd+Xx8r+tOHSAGzp0rDJt9bCwtlzfrgM/nThWodVVr2m08w/g7sjeLnktQjRZ0mLhkAYRWAQGBhIYGFhtuTfeeIMXXnjB8vPZs2cZN24cy5YtY/DgwbVZRSGc8s3hg2QVFdoso1F1V6xe0/hkb0KVgYWmabw14Rb+FfczS/ftobC0FChbPnxcx048P2oszWTchBA1opnLNmfOa4oaRGBhr7ZtrRP2NLvcd9yhQwfatGlTH1USwqa4lGSbgQPVHDMpxaGLF2zew0Ov59nho3hsUBS7Us9Sqsz0DAomyKfysRVCCFGbGlVgIURjU1l+CUd5udmXLdPXYGBkRLsa308IcRXpCnFIow4sIiIiUE30H040Dv1DW7H2WFKVx6trzdBrGhM6dXZ5vYQQDpDppg5plAmyhGgs7uzeA4ObG1VNGFWAr4dHpUmudJqGQe8mqbWFqGeSedMxElgIUYv8Pb1476ZbcdfrrYKH8r9P79OfL+68iyAfHwDcNJ3lmK+HgcWT7qCNn7HuKy6E+E15V4gzWxPUqLtChKhPSilyi4vx0OsxuFX9X2lEeASrp93HJ3t28+OxoxSbTPQKDuG+3n0Z3jYcTdPYcN9DxB47StzpZExmM/1btebmTl3wsnM1UiFELVI4t6BY04wrJLAQwlHFJhOLE3bx0Z7dpObmAGX5JH4/YLBlDY6rtfMP4LmRY3hu5JhKj3vo9dzUuQs3de5Sa/UWQoi6IIGFEA4oNpl48NsVxKckW30Z2XI6hbiUZF6+fhyTu0fafb0Sk4kfkg6zdN8eTmZmYvQ0cFvXHtwd2ZPmXvathSOEqF3OjpdoqmMsJLAQwgEf79ldIaiA3zJpPvPTWkaFt6Pl5TETthSVljLju5X8kpKMTtMwK0V6QT7/3fIrH+/Zzed3TqWdf0AtvAohhEMUTk43dXlNGgUZvCmEAz7es7vaZFdfXLFMuS2vb40n7nQKYJ3vwqwUlwry+f0P38p0aiEaAhm86RAJLISwU1FpKadzsqstdzjddqZMgMLSEpbsS6gygZZJKY6kX2T72TMO11MI4WLmGmxNkAQWQtjJTaezuYQ5lCW88rQxQ6TcsUuXyC0utllGr2nskMBCiHoneSwcI4GFEHbS63SMiWhfaTKrcialiG7fsdprVRegOFpOCNG0ZGRkEBMTg9FoxGg0EhMTQ2Zmps1zNE2rdPvXv/5lKTNq1KgKx6tbffxqElgI4YBHBgxEQaWZNPWaRsfmLRgd0b7a63Ro3oIAT0+bZUxKEVXF9FUhRB1qgGMs7rnnHhISElizZg1r1qwhISGBmJgYm+ekpqZabQsXLkTTNO644w6rcjNmzLAq9/777ztUN5kVIoQD+oe25vVxN/F/saspMZkutyhomJSZ9gHN+WjSHeh11cfrHno9D/Tpz3+3/FrpYFC9ptEzOITewSEufw1CCAfVcBGy7GzrsVkGgwGDweB0dQ4ePMiaNWvYsmULgwcPBuCDDz4gKiqKw4cP06VL5flwQkKsP0+++eYbRo8eTfv21l+GvL29K5R1hLRYCOGgmzp3Ycv0R3hm+Cgmde3OlB6RfDjxNlbdcy8hzXztvs7MAYO4qVPZB0B590p5S0gbPyPvTLjF1VUXQjijhi0WYWFhli4Lo9HI/Pnza1Sd+Ph4jEajJagAGDJkCEajkbi4OLuuce7cOX744QemT59e4djSpUsJDAykR48ePPXUU+Tk5DhUP2mxEMIJ/p5eTO/bv0bXcNPpeH38TdzZPZLPEvdyIvMSAZ5eTOrSjYldukk6byEaCjOV93/acx6QkpKCn5+fZXdNWisA0tLSCAoKqrA/KCiItLQ0u67x0Ucf4evry+233261f9q0abRr146QkBASExOZPXs2e/bsITY21u76SWAhRD3SNI0R4RGMCI+o76oIIapQ08ybfn5+VoFFVebOncu8efNsltm+fXvZtSsZ2K2UqnR/ZRYuXMi0adPwvGqs14wZMyx/j4yMpFOnTgwYMIBdu3bRr18/u64tgYUQQgjRADz66KPVzsCIiIhg7969nDt3rsKxCxcuEBwcXO19fv75Zw4fPsyyZcuqLduvXz/c3d1JSkqSwEIIIYRwiRoO3rRXYGAggYGB1ZaLiooiKyuLbdu2MWjQIAC2bt1KVlYWQ4cOrfb8Dz/8kP79+9O7d+9qy+7fv5+SkhJCQ0OrfwGXyeBNIYQQwhazcn6rBd26dWP8+PHMmDGDLVu2sGXLFmbMmMHNN99sNSOka9eurFy50urc7OxsvvzySx566KEK1z127BjPP/88O3bs4OTJk6xatYrJkyfTt29fhg0bZnf9JLAQQgghbGmAeSyWLl1Kz549iY6OJjo6ml69evHJJ59YlTl8+DBZWVlW+z7//HOUUtx9990Vrunh4cFPP/3EuHHj6NKlC4899hjR0dGsW7cOvV5vd9001QRXOcrOzsZoNJKVlWXXgBohhBANU21+npdf+/r2j+Gmc3wmR6m5iHXH32hyzxoZYyGEEELYUkdjLK4V0hUihBBCCJeRFgvRqBSbTKw5eoRvDh8io6CAcH9/7urRk0Gt29g9f1sIIRxiVlBp8n17zmt6JLAQjUZ6fj6/W/klh9MvotM0zEqx73wa3xw+yG1du/PP68fZtU6HEEI4RJnLNmfOa4LkU1g0Go+v+YGjl9IBMF/uuzRd/nPloQO8t3N7vdVNCHENa4CzQhoyCSxEvTMrxY6zZ1h7LInE8+eobKLSoYsXiDudbAkkKrNw9w6KTabarKoQoilqYHksGjrpChF2O7LzGKs++InkQ6fxDWjGyClDue72wXgYnF8s64cjh3npl02k5v62el6n5i14ftRYBrcJs+z7JfmUpfujKhmFhRxJv0hkUPUpbYUQwm4yK8QhEliIap06eJqP5izj56+2oHfTYSo1o+k04r7ZTtturfnnujm0CA1w+LpfHzrAk2tXV9h/7FI6MV9/xZLbJjOodRsATMps1+KCJnPT7NMUQoiGQrpCRJX2xx3mj4Oe5qEeT/DzV1sAMJWWPbjV5Sa+M0mpzL3tn5V2X9hSVFrK85s3VHrMTFn3yAtXHO8b0spmNwiAl5sbHZu3cKgeQghRLYWTYyzqu+L1Q1osmoCi0lLWHEtiy+kUlFIMbN2Gmzp1xtOt6i6MxF8O8uex8zCV2h6zYCo1c2jbUQ5uOUL3qC42y15p06kTZBYWVnncrBSJF85zJP0inVsEMrBVazo1b8HxjEuVBhg6TWNqj574eHjYXQchhLCLdIU4RAKLBshkMpH4yyEyz2XRonVzukd1RufkNMqDF87zwDcrOJ+fh5tOh1KKLw4k8tLPG/nfLbfRN7RVhXOUUrzxx/9hMpnt+n+hd9OxfU2CQ4FFWm4uGtUH9Gm5uXRuEYimabwz4RamLl9GZmGhZaxF+TV6B4fw1NDhdt9fCCHsZjZT1pbqzHlNjwQWTjiTnU3ihXO4aToGtm6Nn8HTZdfe9GU87z25mItnLln2hbQL4tE3pzN4Qj+HrnWpIJ9pK78kp6gIgNIrfsmzioq49+vlrP3d/YT6+lqdd3zvKU7sS7b/RppWbcvG1QK9ve1qJWzp7W35e4fmLVh9z30s2ZfA8oP7ySosoq3RyN2RvZjcPRKDm/w6CyFqgbRYOEQ+iR1wIS+PZ9avZf2J45aHoodez92RvXh62IgaP9g2LvuVF+9+rcL+cycv8PdbXuaF72cz6Ma+dl/vi/2JZBUWoSp5hJuVoqC0hE8T9/B/UddZ3+/UBYfqbSox0XVQJ4fOGR3RnmYeHuQWF1d6XKMskOga2NJqf0sfH54YMownhti/hK8QQtSIBBYOkcGbdsouKmTyV5+z8eQJq8d0scnEx3t286fV3zs8gPFKpSWlvP34okqPlV/3nVmLHLrH6qNHKg0qypmVYlXSkQr7jYH2r8Kn0+sIbN2cwTc51pri5e7On6vouiif/fHsdSMlTbcQQjQyEljY6ZO9CZzOzqp04KAC1p04RvzpFKevv/unfWSez6ryuFKKM0mpHNp21O5r5peUVFumoLRimW5DOtEyrPrZFTq9Dk8fA3NX/gW9m97uepWL6dWHf4y+Hj+D9XLEQT7NWHDzJEZGtHP4mkII4XKSIMsh0hVip88T99lMzqTXNJYf3M/QsLZOXT89NdO+cmcvVV/osh4tgziZmVHlNE29ptHtqq4GAJ1Ox8P/jKm0W6acVzNPJjw0lkmPTSAkIsjuOl1tWs/e3NmtB78knyK9IJ9Wvn5EtQmTNT+EEA2GUmaUE+t+OHPOtUACCztdyM+zedykFGdzsp2+fvMQf/vKOZCIalqv3nx75FCVx01K8btefSo9NmrqMEqKSnln1iJyM/PQdBrKrPBq5skDL9zNbY9NsLse1TG4uTG2fQeXXU8IIVxKOdn60ETHWEhgYadAL2/OXpF2+mp6TSPYp5nT1+93fU+MLf3IulB5cKJpENI+mG6D7R8kObBVGx7uN4AFu3agQ8OM9RTNuyN7MSq86u6GG+4dycipQ9n6/U4unE4nINifIbf0x8vHdbNghBCiwVNOLpsugYWwZXKPSN7ctqXK7hCTUtzRrYfT13dzd+P3/7mfl2PeqHhQK/uV/v1/7nd4MONfh42ga2AQH+zazsGLZbM9OjRvwUN9+zO5e2S11/MwuDP8jiEO3VMIIa4pZjNosmy6vSSwsNO9vfry5YFEzuXmVhizoNM0hoW1ZVjb8BrdY+y0slkS7z/1ERnnfhvI2bJNCx59YzpRtwxw+JqapjGpazcmde1GbnExSil8rxosKYQQQriKBBZ2CvDy4ss77+bPsauJu2L2h5tOxx3dejBn5Gh0LpgaOXbacEZNHUrChkQyzmXRsk0Leo7o5nTmzSs1k3TXQgjhOOkKcYgEFg4I9fVlye1TOJ5xib3nzuGu0zG4TRiBV2SHdAW9m57+N/R26TWFEEI4R5nNKCe6QmRWiLBb+4DmtA9oXt/VEEIIURekxcIhElgIIYQQtpgVaBJY2EuyEAkhhBDCZRpdYBEREYGmaVbb008/Xd/VEkIIca1SqmzqqMNb02yxaJRdIc8//zwzZsyw/NysmfOJqYQQQghblFmhnOgKqcnClI1Zo2uxAPD19SUkJMSySWAhhBCi1jjVWmGu1QRZL774IkOHDsXb2xt/f3/7XoZSzJ07l1atWuHl5cWoUaPYv3+/VZmioiL+9Kc/ERgYiI+PDxMnTuT06dMO1a1RBhavvPIKLVq0oE+fPrz44osUFxfbLF9UVER2drbVJoQQQthDmZXTW20pLi5m8uTJ/P73v7f7nH/+85/85z//4a233mL79u2EhIRwww03kJPz23IVs2bNYuXKlXz++ef88ssv5ObmcvPNN2Mymey+T6PrCnn88cfp168fAQEBbNu2jdmzZ3PixAn+97//VXnO/PnzmTdvXh3WUgghxDVDmYGGldK7/Jm2ePFi+6qiFK+99hrPPvsst99+OwAfffQRwcHBfPrppzzyyCNkZWXx4Ycf8sknn3D99dcDsGTJEsLCwli3bh3jxo2z614NIrCYO3dutQ/+7du3M2DAAJ544gnLvl69ehEQEMCdd95pacWozOzZs3nyySctP2dlZdG2bVtpuRBCiEau/HO8NsczlFLiVBqLUkoAKjxrDAYDhjpeWuHEiROkpaURHR1tVY+RI0cSFxfHI488ws6dOykpKbEq06pVKyIjI4mLi2tcgcWjjz7KXXfdZbNMREREpfuHDClbIOvo0aNVBhZX/yOW/yOHhYU5UVshhBANTU5ODkaj0aXX9PDwICQkhF/SVjl9jWbNmlV41syZM4e5c+fWsHaOSUtLAyA4ONhqf3BwMKdOnbKU8fDwICAgoEKZ8vPt0SACi8DAQAIDA506d/fu3QCEhobafU6rVq1ISUnB19fX4dVCHZGdnU1YWBgpKSn4+fnV2n2aGnlfa4e8r7VD3tfaUf6+Jicno2karVq1cvk9PD09OXHiRLXj+GxRSlV4zlTVWuFI672zrq5LZfW7mj1lrtQgAgt7xcfHs2XLFkaPHo3RaGT79u088cQTTJw4kbZt29p9HZ1OR5s2bWqxptb8/PzkA6UWyPtaO+R9rR3yvtYOo9FYq++rp6cnnp6etXb9K9Wk9b46ISEhQFmrxJVfxM+fP29pxQgJCaG4uJiMjAyrVovz588zdOhQu+/VqAILg8HAsmXLmDdvHkVFRYSHhzNjxgz+8pe/1HfVhBBCiBqpSet9ddq1a0dISAixsbH07dsXKJtZsmnTJl555RUA+vfvj7u7O7GxsUyZMgWA1NRUEhMT+ec//2n3vRpVYNGvXz+2bNlS39UQQggh6lVycjKXLl0iOTkZk8lEQkICAB07drTkduratSvz58/ntttuQ9M0Zs2axUsvvUSnTp3o1KkTL730Et7e3txzzz1AWevP9OnT+b//+z9atGhB8+bNeeqpp+jZs6dllog9GlVg0dgYDAbmzJlT56N/r3XyvtYOeV9rh7yvtaOpv6/PPfccH330keXn8laIDRs2MGrUKAAOHz5MVlaWpcxf/vIXCgoK+MMf/kBGRgaDBw9m7dq1+Pr6Wsr897//xc3NjSlTplBQUMDYsWNZvHgxer3e7rppqqnmHBVCCCGEyzXKzJtCCCGEaJgksBBCCCGEy0hgIYQQQgiXkcBCCCGEEC4jgUUNZGRkEBMTg9FoxGg0EhMTQ2Zmps1zVqxYwbhx4wgMDETTNMsUoSuNGjUKTdOstuqSplxLaut9dcVywI2ZM++rPcssN7Xf13feeYd27drh6elJ//79+fnnn22W37RpE/3798fT05P27dvz3nvvVSizfPlyunfvjsFgoHv37qxcubK2qt9gufp9Xbx4cYXfS03TKCwsrM2XIQCUcNr48eNVZGSkiouLU3FxcSoyMlLdfPPNNs/5+OOP1bx589QHH3ygALV79+4KZUaOHKlmzJihUlNTLVtmZmYtvYqGp7be15kzZ6rWrVur2NhYtWvXLjV69GjVu3dvVVpaWkuvpGFx5n19+eWXla+vr1q+fLnat2+fmjp1qgoNDVXZ2dmWMk3p9/Xzzz9X7u7u6oMPPlAHDhxQjz/+uPLx8VGnTp2qtPzx48eVt7e3evzxx9WBAwfUBx98oNzd3dVXX31lKRMXF6f0er166aWX1MGDB9VLL72k3Nzc1JYtW+rqZdW72nhfFy1apPz8/Kx+L1NTU+vqJTVpElg46cCBAwqw+s8fHx+vAHXo0KFqzz9x4oTNwOLxxx93YW0bj9p6XzMzM5W7u7v6/PPPLfvOnDmjdDqdWrNmjcvq31A5876azWYVEhKiXn75Zcu+wsJCZTQa1XvvvWfZ15R+XwcNGqRmzpxpta9r167q6aefrrT8X/7yF9W1a1erfY888ogaMmSI5ecpU6ao8ePHW5UZN26cuuuuu1xU64avNt7XRYsWKaPR6PK6iupJV4iT4uPjMRqNDB482LJvyJAhGI1G4uLianz9pUuXEhgYSI8ePXjqqafIycmp8TUbg9p6X6tbDvha58z7Wt0yy1dqCr+vxcXF7Ny50+r9AIiOjq7yPYyPj69Qfty4cezYsYOSkhKbZZrC7yXU3vsKkJubS3h4OG3atOHmm2+2LFopapdk3nRSWloaQUFBFfYHBQU5tLxsZaZNm2bJ656YmMjs2bPZs2cPsbGxNbpuY1Bb76urlgNurJx5X+1ZZhmazu/rxYsXMZlMlb4ftt7DysqXlpZy8eJFQkNDqyzTFH4vofbe165du7J48WJ69uxJdnY2r7/+OsOGDWPPnj106tSp1l6PkMCiAnuXrYWKy8+C48vLVmbGjBmWv0dGRtKpUycGDBjArl276NevX42uXV8awvtamdq6bl2pi/e1umWWr8XfV1scXXa6svJX73dmKetrjavf1yFDhjBkyBDL8WHDhtGvXz/efPNN3njjDVdVW1RCAour2Lts7d69ezl37lyFYxcuXKgQSddUv379cHd3JykpqdF+UNf3++qq5YAbmtp8X+1ZZrky18Lva2UCAwPR6/UVvkXbej9CQkIqLe/m5kaLFi1slnH150hDVVvv69V0Oh0DBw4kKSnJNRUXVZLA4ir2LlsbFRVFVlYW27ZtY9CgQQBs3bqVrKwslz+o9u/fT0lJidWHe2NT3++rq5YDbmhq8321Z5nlylwLv6+V8fDwoH///sTGxnLbbbdZ9sfGxnLrrbdWek5UVBTfffed1b61a9cyYMAA3N3dLWViY2N54oknrMo05oDXEbX1vl5NKUVCQgI9e/Z0XeVF5epp0Og1Yfz48apXr14qPj5excfHq549e1aYvtelSxe1YsUKy8/p6elq9+7d6ocfflCA+vzzz9Xu3bst06COHj2q5s2bp7Zv365OnDihfvjhB9W1a1fVt2/fJjUt0tXvq1Jl003btGmj1q1bp3bt2qXGjBnT5KabOvq+vvzyy8poNKoVK1aoffv2qbvvvttqumlT+30tnxb54YcfqgMHDqhZs2YpHx8fdfLkSaWUUk8//bSKiYmxlC+fFvnEE0+oAwcOqA8//LDCtMhff/1V6fV69fLLL6uDBw+ql19+uclON3Xl+zp37ly1Zs0adezYMbV79271wAMPKDc3N7V169Y6f31NjQQWNZCenq6mTZumfH19la+vr5o2bZrKyMiwKgOoRYsWWX5etGiRAipsc+bMUUoplZycrEaMGKGaN2+uPDw8VIcOHdRjjz2m0tPT6+6F1bPaeF+VUqqgoEA9+uijqnnz5srLy0vdfPPNKjk5uW5eVAPgzPtqNpvVnDlzVEhIiDIYDGrEiBFq3759luNN8ff17bffVuHh4crDw0P169dPbdq0yXLsvvvuUyNHjrQqv3HjRtW3b1/l4eGhIiIi1Lvvvlvhml9++aXq0qWLcnd3V127dlXLly+v7ZfR4Lj6fZ01a5Zq27at8vDwUC1btlTR0dEqLi6uLl5KkyfLpgshhBDCZSSPhRBCCCFcRgILIYQQQriMBBZCCCGEcBkJLIQQQgjhMhJYCCGEEMJlJLAQQgghhMtIYCGEEEIIl5HAQgghhBAuI4GFEC6wePFiNE3j5MmT9V2VBqOkpIR58+YRERGBwWCga9euvPnmm/VdLSFELZNFyIQQteIPf/gDn3zyCf/4xz8YOHAgP/74I48//jg5OTk888wz9V09IUQtkcBCCGG3/Px8vL29qy23f/9+PvzwQ1588UX+/Oc/AzBq1CjS09N54YUXmDlzJs2bN6/t6goh6oF0hQhRSxYuXEjv3r3x9PSkefPm3HbbbRw8eLBCuQ8++IDOnTtjMBjo3r07n376Kffffz8RERF232vWrFn4+PiQnZ1d4djUqVMJDg6mpKQEgGXLlhEdHU1oaCheXl5069aNp59+mry8PKvz7r//fpo1a8a+ffuIjo7G19eXsWPH2lWfr7/+GqUUDzzwgNX+Bx54gIKCAtasWWP3axNCNC4SWAhRC+bPn8/06dPp0aMHK1as4PXXX2fv3r1ERUWRlJRkKbdgwQIefvhhevXqxYoVK/jb3/7GvHnz2Lhxo0P3e/DBB8nPz+eLL76w2p+Zmck333zD7373O9zd3QFISkpiwoQJfPjhh6xZs4ZZs2bxxRdfcMstt1S4bnFxMRMnTmTMmDF88803zJs3z676JCYm0rJlS0JCQqz29+rVy3JcCHGNqufVVYW4JpQv237ixAmVkZGhvLy81IQJE6zKJCcnK4PBoO655x6llFImk0mFhISowYMHW5U7deqUcnd3V+Hh4Q7VoV+/fmro0KFW+9555x0FWC11fiWz2axKSkrUpk2bFKD27NljOXbfffcpQC1cuNCheiil1A033KC6dOlS6TEPDw/18MMPO3xNIUTjIC0WQrhYfHw8BQUF3H///Vb7w8LCGDNmDD/99BMAhw8fJi0tjSlTpliVa9u2LcOGDXP4vg888ABxcXEcPnzYsm/RokUMHDiQyMhIy77jx49zzz33EBISgl6vx93dnZEjRwJU2lVzxx13OFwXAE3TnDomhGjcJLAQwsXS09MBCA0NrXCsVatWluPlfwYHB1coV9m+6kybNg2DwcDixYsBOHDgANu3b7ca55Cbm8vw4cPZunUrL7zwAhs3bmT79u2sWLECgIKCAqtrent74+fn53BdWrRoYXl9V8rLy6O4uFgGbgpxDZPAQggXa9GiBQCpqakVjp09e5bAwECrcufOnatQLi0tzeH7BgQEcOutt/Lxxx9jMplYtGgRnp6e3H333ZYy69ev5+zZsyxcuJCHHnqIESNGMGDAAHx9fSu9prMtCz179uTChQsVXse+ffsArFpQhBDXFgkshHCxqKgovLy8WLJkidX+06dPs379esvMii5duhASElJhwGVycjJxcXFO3fuBBx7g7NmzrFq1iiVLlnDbbbfh7+9vOV4eKBgMBqvz3n//fafuV5Vbb70VTdP46KOPrPYvXrwYLy8vxo8f79L7CSEaDsljIYSL+fv78/e//51nnnmGe++9l7vvvpv09HTmzZuHp6cnc+bMAUCn0zFv3jweeeQR7rzzTh588EEyMzOZN28eoaGh6HSOx/3R0dG0adOGP/zhD6SlpVWY7jl06FACAgKYOXMmc+bMwd3dnaVLl7Jnzx6XvPZyPXr0YPr06cyZMwe9Xs/AgQNZu3YtCxYs4IUXXpCuECGuZfU9elSIa8GVs0LK/e9//1O9evVSHh4eymg0qltvvVXt37+/wrkLFixQHTt2VB4eHqpz585q4cKF6tZbb1V9+/Z1qi7PPPOMAlRYWJgymUwVjsfFxamoqCjl7e2tWrZsqR566CG1a9cuBahFixZZyt13333Kx8fHqToopVRxcbGaM2eOatu2reW1vfHGG05fTwjROGhKKVXPsY0Q4gqZmZl07tyZSZMmsWDBgvqujhBCOES6QoSoR2lpabz44ouMHj2aFi1acOrUKf773/+Sk5PD448/Xt/VE0IIh0lgIUQ9MhgMnDx5kj/84Q9cunQJb29vhgwZwnvvvUePHj0AMJlM2GpY1DQNvV5fJ/VVSmEymWyW0ev1kqdCiCZMukKEaOBGjRrFpk2bqjweHh5eZ8u1L168uMKA0Ktt2LCBUaNG1Ul9hBANjwQWQjRwhw8fJicnp8rjBoOBnj171kld0tPTOXHihM0yXbp0qTIvhhDi2ieBhRBCCCFcRhJkCSGEEMJlJLAQQgghhMtIYCGEEEIIl5HAQgghhBAuI4GFEEIIIVxGAgshhBBCuIwEFkIIIYRwmf8HXQSYFprJYrsAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -2611,20 +1135,79 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "id": "0f54bf3c-e2cc-4253-ad16-419f1adf97f8", "metadata": {}, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'plotly'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[27], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgraph_objects\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgo\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msubplots\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m make_subplots\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mIPython\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdisplay\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m display\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'plotly'" - ] + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "aa101e8bc9eb46d8b0269277a9e3f86a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "FigureWidget({\n", + " 'data': [{'marker': {'color': [red, red, red, ..., orange, orange, orange],\n", + " 'size': 10},\n", + " 'mode': 'markers',\n", + " 'name': 'points',\n", + " 'type': 'scatter',\n", + " 'uid': '63e2a3d8-be84-4401-99f9-29d9a4732390',\n", + " 'x': {'bdata': ('LqrcOhFN7Ds3OxS7G0UCvKKlObxORA' ... 'sOwRg8H81Lu4249r2zPhC+wfryvQ=='),\n", + " 'dtype': 'f4'},\n", + " 'xaxis': 'x',\n", + " 'y': {'bdata': ('cboyPXNVzT2r2Tu+nW0pvuKTcL8i+W' ... '66pki+0iB+vhLnlsCEj5jAihCWwA=='),\n", + " 'dtype': 'f4'},\n", + " 'yaxis': 'y'},\n", + " {'line': {'color': 'red'},\n", + " 'mode': 'lines',\n", + " 'name': 'curve',\n", + " 'type': 'scatter',\n", + " 'uid': 'c23904cd-2f80-4a5c-9e11-e4228d90602a',\n", + " 'x': [],\n", + " 'xaxis': 'x2',\n", + " 'y': [],\n", + " 'yaxis': 'y2'},\n", + " {'marker': {'color': 'black', 'line': {'width': 2}, 'size': 10, 'symbol': 'x'},\n", + " 'mode': 'markers',\n", + " 'name': 'selected',\n", + " 'type': 'scatter',\n", + " 'uid': '83c0e672-a9b6-4983-9d60-8b0859432284',\n", + " 'x': [],\n", + " 'xaxis': 'x',\n", + " 'y': [],\n", + " 'yaxis': 'y'}],\n", + " 'layout': {'annotations': [{'font': {'size': 16},\n", + " 'showarrow': False,\n", + " 'text': 'Embedding Space',\n", + " 'x': 0.225,\n", + " 'xanchor': 'center',\n", + " 'xref': 'paper',\n", + " 'y': 1.0,\n", + " 'yanchor': 'bottom',\n", + " 'yref': 'paper'},\n", + " {'font': {'size': 16},\n", + " 'showarrow': False,\n", + " 'text': 'Corresponding Curve',\n", + " 'x': 0.775,\n", + " 'xanchor': 'center',\n", + " 'xref': 'paper',\n", + " 'y': 1.0,\n", + " 'yanchor': 'bottom',\n", + " 'yref': 'paper'}],\n", + " 'height': 400,\n", + " 'template': '...',\n", + " 'width': 900,\n", + " 'xaxis': {'anchor': 'y', 'domain': [0.0, 0.45]},\n", + " 'xaxis2': {'anchor': 'y2', 'domain': [0.55, 1.0]},\n", + " 'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0]},\n", + " 'yaxis2': {'anchor': 'x2', 'domain': [0.0, 1.0]}}\n", + "})" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -2728,9 +1311,9 @@ ], "metadata": { "kernelspec": { - "display_name": "py_env_book", + "display_name": "Python [conda env:base] *", "language": "python", - "name": "python3" + "name": "conda-base-py" }, "language_info": { "codemirror_mode": { @@ -2742,7 +1325,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.15" + "version": "3.13.9" } }, "nbformat": 4, diff --git a/tutorials/quality-control/cvae.py b/tutorials/quality-control/cvae.py index b2c6de0..c9ea7e6 100644 --- a/tutorials/quality-control/cvae.py +++ b/tutorials/quality-control/cvae.py @@ -189,12 +189,69 @@ def __init__( encoder: nn.Module | None = None, decoder: nn.Module | None = None, reconstruction_loss: Callable = nn.BCELoss(reduction="sum"), - latent_dim: int = 2, # TODO: Check that 2 is good default. + latent_dim: int = 2, beta: float = 1.0, optimizer: Optimizer | None = None, **kwargs: Any, ) -> None: - # TODO: Add docstring also for init. + """Initializes the Conditional Variational Autoencoder (CVAE). + + This constructor builds a conditional variational autoencoder that + learns a latent representation conditioned on auxiliary variables. + The model consists of an encoder, latent projection layers (mu and + log variance), and a decoder that reconstructs the input from the + latent space and condition. + + If no encoder or decoder is provided, default MLP-based architectures + are constructed using the specified hidden channel sizes. + + Parameters + ---------- + input_size : int + Dimensionality of the input data. + condition_dim : int + Dimensionality of the conditioning variable. + channels : list[int] + Hidden layer sizes used for encoder and decoder MLPs. + encoder : nn.Module or None, optional + Custom encoder network. If None, a default encoder is used. + decoder : nn.Module or None, optional + Custom decoder network. If None, a default decoder is used. + reconstruction_loss : Callable, optional + Reconstruction loss function. Default is BCELoss with sum reduction. + Used to measure similarity between reconstructed and target inputs. + latent_dim : int, optional + Dimensionality of the latent space. Default is 2. + beta : float, optional + Weight of KL divergence term in the total loss (β-VAE trade-off). + Controls balance between reconstruction quality and disentanglement. + optimizer : Optimizer or None, optional + Optimizer used for training. If None, Adam with lr=1e-4 is used. + **kwargs : Any + Additional arguments passed to the parent `Application` class. + + Attributes + ---------- + encoder : nn.Module + Encoder network mapping (x, c) → hidden representation. + decoder : nn.Module + Decoder network mapping (z, c) → reconstructed input. + fc_mu : nn.Linear + Linear layer producing latent mean vector. + fc_var : nn.Linear + Linear layer producing latent log-variance vector. + fc_dec : nn.Linear + Linear projection from latent+condition to decoder input space. + latent_dim : int + Dimensionality of latent space. + beta : float + KL divergence weighting coefficient. + reconstruction_loss : Callable + Reconstruction loss function. + optimizer : Optimizer + Optimizer used for training. + + """ if encoder is not None: self.encoder = encoder @@ -294,6 +351,7 @@ def _get_default_encoder( ) ) ) + """ decoder = MultiLayerPerceptron( @@ -558,7 +616,7 @@ def training_step( batch: tuple[torch.Tensor, torch.Tensor, torch.Tensor], batch_idx: int, ) -> torch.Tensor: - """Perform a single training step. + """Perform a single training step, the hook for Lightning. This method processes a batch of data, computes the forward pass, calculates reconstruction and KL divergence losses, and logs them. @@ -619,7 +677,7 @@ def test_step( batch: tuple[torch.Tensor, torch.Tensor, torch.Tensor], batch_idx: int, ) -> torch.Tensor: - """Performs a single test step. + """Performs a single test step, the hook for Lightning. This method evaluates the model on a test batch and logs the reconstruction and KL divergence losses. @@ -675,13 +733,12 @@ def test_step( return tot_loss - # TODO: why not val_step? for consistency with val_preprocess? def validation_step( self: ConditionalVariationalAutoEncoder, batch: tuple[torch.Tensor, torch.Tensor, torch.Tensor], batch_idx: int, ) -> torch.Tensor: - """Performs a single validation step. + """Performs a single validation step, the hook for Lightning. This method evaluates the model on a validation batch and logs the reconstruction and KL divergence losses. @@ -792,7 +849,7 @@ def forward( self: ConditionalVariationalAutoEncoder, x: torch.Tensor, c: torch.Tensor, - ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: + ) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: """Define the forward pass of the CVAE. This method encodes the input and condition into a latent distribution, @@ -807,7 +864,7 @@ def forward( Returns ------- - tuple[torch.Tensor, torch.Tensor, torch.Tensor] + tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor] A tuple of PyTorch tensors, `(y_hat, mu, log_var, z)`. Examples