From d8ba39d41be9e9ac019ab5a284eaef9196a5b49e Mon Sep 17 00:00:00 2001 From: Yondijr Date: Thu, 21 Jan 2021 16:19:43 +0100 Subject: [PATCH] new experiments and updated descriptions --- Build_datasets.ipynb | 43 +- Evaluate Models on Lambada.ipynb | 638 ++++- ...ranslation model language generation.ipynb | 944 +++++++ Evaluate_grammar.ipynb | 559 ++++- Evaluate_translation.ipynb | 35 +- Get examples.ipynb | 1291 +++++++++- README.md | 6 +- .../gpt2_generationgenerate_finetune_3_1.txt | 2231 +++++++++++++++++ .../gpt2_generationgenerate_finetune_3_10.txt | 1997 +++++++++++++++ .../gpt2_generationgenerate_finetune_3_11.txt | 1520 +++++++++++ .../gpt2_generationgenerate_finetune_3_2.txt | 1501 +++++++++++ .../gpt2_generationgenerate_finetune_3_3.txt | 1533 +++++++++++ .../gpt2_generationgenerate_finetune_3_4.txt | 1599 ++++++++++++ .../gpt2_generationgenerate_finetune_3_5.txt | 1578 ++++++++++++ .../gpt2_generationgenerate_finetune_3_6.txt | 1444 +++++++++++ .../gpt2_generationgenerate_finetune_3_7.txt | 1861 ++++++++++++++ .../gpt2_generationgenerate_finetune_3_8.txt | 1441 +++++++++++ .../gpt2_generationgenerate_finetune_3_9.txt | 1512 +++++++++++ ...nerationgenerate_translation_ft_test_1.txt | 1100 ++++++++ ...rationgenerate_translation_test_full_1.txt | 1061 ++++++++ ..._generationgenerate_translation_test_1.txt | 337 +++ ..._generationgenerate_translation_test_2.txt | 488 ++++ .../translator_generation_translation_20_1.p | Bin 0 -> 156974 bytes .../translator_generation_translation_20_2.p | Bin 0 -> 164568 bytes ...enerationgenerate_translation_6_test_1.txt | 482 ++++ ...enerationgenerate_translation_6_test_2.txt | 517 ++++ ...translator_generation_translation_20_6_1.p | Bin 0 -> 157071 bytes ...translator_generation_translation_20_6_2.p | Bin 0 -> 173222 bytes header.png | Bin 0 -> 26979 bytes scripts/grammar_parser_txt.py | 6 +- scripts/grammar_parser_txt_new.py | 89 + scripts/run_generation_edited.py | 4 +- scripts/run_lm_finetuning_frozen_3.py | 2 +- utility.py | 13 +- 34 files changed, 25721 insertions(+), 111 deletions(-) create mode 100644 Evaluate Translation model language generation.ipynb create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_1.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_10.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_11.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_2.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_3.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_4.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_5.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_6.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_7.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_8.txt create mode 100644 generated/classic_3/gpt2_generationgenerate_finetune_3_9.txt create mode 100644 generated/test/gpt2_generationgenerate_translation_ft_test_1.txt create mode 100644 generated/test_2/gpt2_generationgenerate_translation_test_full_1.txt create mode 100644 generated/transgen/generation/gpt2_generationgenerate_translation_test_1.txt create mode 100644 generated/transgen/generation/gpt2_generationgenerate_translation_test_2.txt create mode 100644 generated/transgen/translation/translator_generation_translation_20_1.p create mode 100644 generated/transgen/translation/translator_generation_translation_20_2.p create mode 100644 generated/transgen_6/generation/gpt2_generationgenerate_translation_6_test_1.txt create mode 100644 generated/transgen_6/generation/gpt2_generationgenerate_translation_6_test_2.txt create mode 100644 generated/transgen_6/translation/translator_generation_translation_20_6_1.p create mode 100644 generated/transgen_6/translation/translator_generation_translation_20_6_2.p create mode 100644 header.png create mode 100644 scripts/grammar_parser_txt_new.py diff --git a/Build_datasets.ipynb b/Build_datasets.ipynb index 6220f21..c916cdd 100644 --- a/Build_datasets.ipynb +++ b/Build_datasets.ipynb @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -76,38 +76,27 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "103127\n" + ] + } + ], "source": [ "splitted = split_eos(texts)\n", "final = [item for sublist in splitted for item in sublist]\n", + "print(len(final))\n", "final = \"<|endoftext|>\".join(final)\n", "f = open(\"saves/splitOnEosDataset_v2_test.txt\", \"w\",encoding = \"UTF-8\")\n", "f.write(final)\n", "f.close()" ] }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "16337865" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(final)" - ] - }, { "cell_type": "code", "execution_count": 43, @@ -679,12 +668,12 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "cor1 = pickle.load( open( \"gpt2-dataset/correctedtrain100k.p\", \"rb\" ))\n", - "cor2 = pickle.load( open( \"gpt2-dataset/correctedtrain150k.p\", \"rb\" ))" + "cor1 = pickle.load( open( \"saves/correctedtrain100k.p\", \"rb\" ))\n", + "cor2 = pickle.load( open( \"saves/correctedtrain150k.p\", \"rb\" ))" ] }, { diff --git a/Evaluate Models on Lambada.ipynb b/Evaluate Models on Lambada.ipynb index 6a19e96..cc6bed6 100644 --- a/Evaluate Models on Lambada.ipynb +++ b/Evaluate Models on Lambada.ipynb @@ -11,13 +11,25 @@ "\n", "Results: All works reasonably well. However the LM cappacities are slightly declining.\n", "\n", - "- 0.3548 on the test set\n", + "- 0.355 on the test set\n", + "\n", "- 0.325 on the test set when finetuned 1 Epoch\n", - "- 0.3264 on the test set when finetuned 20 Epochs\n", - "- 0.342 on test set using the full translation model trained for 20 Epochs\n", - "- 0.3142 when combining both together (finetuned generation translated) \n", + "- 0.326 on the test set when finetuned 20 Epochs\n", + "- 0.3214 on test set using the full translation model as a generator trained 20 Epochs\n", + "- 0.3302 on test set using the 6layer translation model as a generator trained 20 Epochs\n", + "- 0.3194 on test set using the full translation model as a generator trained 10 EPochs\n", + "\n", + "\n", + "- 0.342 on test set using the full translation model trained for 20 Epochs + baseline\n", + "- 0.314 on test set using the full translation model trained for 20 Epochs + finetune 1 Epoch\n", + "- 0.3088 on test set using the full translation model trained for 20 Epochs as a generator and translator\n", + "\n", + "- 0.344 on test set using the 6layer translation model trained for 20 Epochs + baseline\n", + "- 0.3156 on test set using the 6layer translation model trained for 20 Epochs + finetune 1 Epoch\n", + "- 0.3194 on test set using the 6layer translation model trained for 20 Epochs as a generator and translator\n", "\n", - "\n" + "\n", + "- 10 Epochs has to be worse in all cases. " ] }, { @@ -94,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -334,33 +346,107 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Translation model fully trained" + "# Translation model without translation (with 20/10 epochs 12 /6 layers)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ - "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")\n", - "GPT_org = GPT2LMHeadModel.from_pretrained(\"gpt2\")" + "model = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "model.load_state_dict(torch.load(\"trained_models/the_dream/TheDream10EPochs/pytorch_model.bin\"))\n", + "model = model.to(\"cuda\")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "predictions = []\n", + "count = 0\n", + "for x in lamT:\n", + " count +=1\n", + " if count%100 == 0:\n", + " print(count)\n", + " prediction = tokenizer.decode(torch.argmax(model(torch.tensor(x[:-1]).to(\"cuda\"))[0][-1:,:]).tolist())\n", + " real = tokenizer.decode(x[-1])\n", + " results = (prediction,real)\n", + " predictions.append(results)\n", + "pickle.dump(predictions,open(\"saves/save_preds_trans_no_trans_10.p\",\"wb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [], + "source": [ + "predictions = pickle.load(open(\"saves/save_preds_trans_no_trans_10.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3194\n" + ] + } + ], + "source": [ + "counter = 0\n", + "for occasion in predictions:\n", + " if occasion[0] == occasion[1]:\n", + " counter+=1\n", + "print(counter/len(predictions))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Translation model fully trained" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "condition = \"The Technology Report empowers or enlightens. ==== The Technology Report empowers or enlightens.\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### With base sentences" + ] + }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], + "source": [ + "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")\n", + "GPT_org = GPT2LMHeadModel.from_pretrained(\"gpt2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], "source": [ "step1 = pickle.load(open(\"saves/save_preds.p\",\"rb\"))\n", "step1_corpus = lamT" @@ -368,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -382,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -391,7 +477,16 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Full model" + ] + }, + { + "cell_type": "code", + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -402,7 +497,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -418,7 +513,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -427,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -436,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -448,7 +543,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -460,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -479,6 +574,250 @@ "print(counter/len(pred))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 6 layer " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "model = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "model.load_state_dict(torch.load(\"trained_models/the_dream_final_6/pytorch_model.bin\"))\n", + "model = model.to(\"cuda\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "predictions = []\n", + "for x in eos:\n", + " inp = condition + \" \" + x[-1] + \"====\"\n", + " inp = tokenizer.encode(inp) \n", + " predictions.append(generation(model,tokenizer,inp))\n", + " \n", + "pickle.dump(predictions,open(\"saves/save_preds_trans_6.p\",\"wb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "prediction = pickle.load(open(\"saves/save_preds_trans_6.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "real = pickle.load(open(\"saves/save_preds.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "out = []\n", + "for x in prediction:\n", + " out.append(x.replace(\"<|endoftext|>\",\"\"))\n", + "prediction = out" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "pred = []\n", + "for x in prediction: \n", + " pred.append(tokenizer.decode(tokenizer.encode(x)[-1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.344\n" + ] + } + ], + "source": [ + "counter = 0\n", + "for x in range(len(pred)):\n", + " if pred[x] == real[x][1]:\n", + " counter+=1\n", + "print(counter/len(pred))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## With transgenerated sentences (with 20/10/5 epochs) 6 and full epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [], + "source": [ + "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")\n", + "GPT_org = GPT2LMHeadModel.from_pretrained(\"gpt2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [], + "source": [ + "step1 = pickle.load(open(\"saves/save_preds_trans_no_trans_6_20.p\",\"rb\"))\n", + "step1_corpus = lamT" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "out= []\n", + "for x in range(len(step1)):\n", + " final = step1[x][0]\n", + " sentence = tokenizer.decode(lamT[x][:-1])\n", + " out.append(sentence + final)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "eos = split_eos(out)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [], + "source": [ + "model = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "model.load_state_dict(torch.load(\"trained_models/the_dream_final_6/pytorch_model.bin\"))\n", + "model = model.to(\"cuda\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "predictions = []\n", + "count = 0 \n", + "for x in eos: \n", + " count +=1\n", + " if count%100 == 0:\n", + " print(count)\n", + " inp = condition + \" \" + x[-1] + \"====\"\n", + " inp = tokenizer.encode(inp) \n", + " predictions.append(generation(model,tokenizer,inp))\n", + " \n", + "pickle.dump(predictions,open(\"saves/save_preds_trans_trans_6_20.p\",\"wb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "prediction = pickle.load(open(\"saves/save_preds_trans_trans_6_20.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [], + "source": [ + "real = pickle.load(open(\"saves/save_preds.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "metadata": {}, + "outputs": [], + "source": [ + "out = []\n", + "for x in prediction:\n", + " out.append(x.replace(\"<|endoftext|>\",\"\"))\n", + "prediction = out" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "pred = []\n", + "for x in prediction: \n", + " pred.append(tokenizer.decode(tokenizer.encode(x)[-1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3194\n" + ] + } + ], + "source": [ + "counter = 0\n", + "for x in range(len(pred)):\n", + " if pred[x] == real[x][1]:\n", + " counter+=1\n", + "print(counter/len(pred))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -488,7 +827,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -498,7 +837,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -507,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -517,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -531,13 +870,22 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "eos = split_eos(out)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# full" + ] + }, { "cell_type": "code", "execution_count": 39, @@ -567,17 +915,66 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 6layer" + ] + }, + { + "cell_type": "code", + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ - "prediction = pickle.load(open(\"saves/save_preds_combined.p\",\"rb\"))\n", + "model = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "model.load_state_dict(torch.load(\"trained_models/the_dream_final_6/pytorch_model.bin\"))\n", + "model = model.to(\"cuda\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "predictions = []\n", + "count = 0\n", + "for x in eos: \n", + " count +=1\n", + " if count%100 == 0: \n", + " print(count)\n", + " inp = condition + \" \" + x[-1] + \"====\"\n", + " inp = tokenizer.encode(inp) \n", + " predictions.append(generation(model,tokenizer,inp))\n", + " \n", + "pickle.dump(predictions,open(\"saves/save_preds_combined_6.p\",\"wb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# load " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "prediction = pickle.load(open(\"saves/save_preds_combined_6.p\",\"rb\"))\n", "real = pickle.load(open(\"saves/save_preds.p\",\"rb\"))" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -589,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -601,14 +998,14 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.314\n" + "0.3156\n" ] } ], @@ -619,6 +1016,185 @@ " counter+=1\n", "print(counter/len(pred))" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What are the specific cases were there models diverge? (prediction,real)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "predictions = pickle.load(open(\"saves/save_preds.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "real = []\n", + "for x in predictions:\n", + " real.append(x[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "predictions2 = pickle.load(open(\"saves/save_preds_fine_1.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "predictions3 = pickle.load(open(\"saves/save_preds_fine_20.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "predictions4 = pickle.load(open(\"saves/save_preds_trans_no_trans_20.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "predictions5 = pickle.load(open(\"saves/save_preds_trans.p\",\"rb\"))\n", + "tokens = []\n", + "for x in predictions5:\n", + " tokens.append(tokenizer.decode(tokenizer.encode(x)[-2:-1]))\n", + "predictions5 = tokens" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "predictions6 = pickle.load(open(\"saves/save_preds_combined.p\",\"rb\"))\n", + "tokens = []\n", + "for x in predictions6:\n", + " tokens.append(tokenizer.decode(tokenizer.encode(x)[-2:-1]))\n", + "predictions6 = tokens" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [], + "source": [ + "correct = {}\n", + "correct[\"base\"] = []\n", + "correct[\"fine1\"] = []\n", + "correct[\"fine20\"] = []\n", + "correct[\"transgen\"] = []\n", + "correct[\"trans\"] = []\n", + "correct[\"combo\"] = []\n", + "for x in range (5000):\n", + " if real[x] == predictions[x][0]:\n", + " correct[\"base\"].append(x)\n", + " if real[x] == predictions2[x][0]:\n", + " correct[\"fine1\"].append(x)\n", + " if real[x] == predictions3[x][0]:\n", + " correct[\"fine20\"].append(x) \n", + " if real[x] == predictions4[x][0]:\n", + " correct[\"transgen\"].append(x) \n", + " if real[x] == predictions5[x]:\n", + " correct[\"trans\"].append(x)\n", + " if real[x] == predictions6[x]:\n", + " correct[\"combo\"].append(x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for x in correct[\"base\"]: \n", + " if x not in correct[\"fine1\"]:\n", + " print(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(' sound', ' sound')" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictions[2398]" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(' that', ' sound')" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictions2[2398]" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"there was only one person she knew who might be able to help grant. her hands were shaking when she dialed keith's number. he was the only defense lawyer she knew, and she didn't know where else to turn. `` isabelle, '' he greeted her. she could hear the smile in his voice, and it helped calm her nerves a bit to know he was still safe and sound\"" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokenizer.decode(lamT[2398])" + ] } ], "metadata": { diff --git a/Evaluate Translation model language generation.ipynb b/Evaluate Translation model language generation.ipynb new file mode 100644 index 0000000..38fff2f --- /dev/null +++ b/Evaluate Translation model language generation.ipynb @@ -0,0 +1,944 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Can the translation model generate text normally? " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import GPT2Config, GPT2LMHeadModel, GPT2Tokenizer\n", + "import torch\n", + "import pickle\n", + "from utility import * " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GPT2LMHeadModel(\n", + " (transformer): GPT2Model(\n", + " (wte): Embedding(50257, 768)\n", + " (wpe): Embedding(1024, 768)\n", + " (drop): Dropout(p=0.1, inplace=False)\n", + " (h): ModuleList(\n", + " (0): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (1): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (2): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " 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Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (11): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " )\n", + " (ln_f): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (lm_head): Linear(in_features=768, out_features=50257, bias=False)\n", + ")" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "model.load_state_dict(torch.load(\"trained_models/the_dream/pytorch_model.bin\"))\n", + "model.to(\"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GPT2LMHeadModel(\n", + " (transformer): GPT2Model(\n", + " (wte): Embedding(50257, 768)\n", + " (wpe): Embedding(1024, 768)\n", + " (drop): Dropout(p=0.1, inplace=False)\n", + " (h): ModuleList(\n", + " (0): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " 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Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (7): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (8): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (9): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (10): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (11): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " )\n", + " (ln_f): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (lm_head): Linear(in_features=768, out_features=50257, bias=False)\n", + ")" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fine = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "fine.load_state_dict(torch.load(\"trained_models/the_dream_classic_finetune/pytorch_model.bin\"))\n", + "fine.to(\"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "GPT_org = GPT2LMHeadModel.from_pretrained(\"gpt2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "cond = \"The monster \"\n", + "cond = tokenizer.encode(cond)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "cond1 = cond\n", + "cond2 = cond\n", + "cond3 = cond\n", + "for x in range(50):\n", + " prediction1 = torch.argmax(model(torch.tensor(cond1))[0][-1:,:]).tolist()\n", + " cond1 = cond1 + [prediction1]\n", + " prediction2 = torch.argmax(fine(torch.tensor(cond2))[0][-1:,:]).tolist()\n", + " cond2 = cond2 + [prediction2]\n", + " prediction3 = torch.argmax(GPT_org(torch.tensor(cond3))[0][-1:,:]).tolist()\n", + " cond3 = cond3 + [prediction3]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'The monster is a black, white, and blue-skinned, humanoid creature with a long, pointed, pointed, and pointed head.==== The monster is a black, white, and blue-skinned, humanoid creature with a long, pointed, pointed, and'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokenizer.decode(cond1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'The monster is a man who has been trained to kill people. He is a man who has been trained to kill people. He is a man who has been trained to kill people. He is a man who has been trained to kill people. He is a'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokenizer.decode(cond2)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'The monster is a monster that can be found in the depths of the ocean. It is a monster that can be found in the depths of the ocean.\\n\\nThe monster is a monster that can be found in the depths of the ocean. The monster is'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokenizer.decode(cond3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Does not work." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# a number of full length texts were generated with run_generation_edited.py" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "a = open(\"generated/transgen/generation/gpt2_generationgenerate_translation_test_1.txt\", \"r+\", encoding=\"utf-8\")\n", + "a = a.read()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "101" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(a.split(\"<|endoftext|>\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "173" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.count(\"====\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "a = open(\"generated/transgen_6/generation/gpt2_generationgenerate_translation_6_test_1.txt\", \"r+\", encoding=\"utf-8\")\n", + "a = a.read()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "189" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.count(\"====\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "101" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(a.split(\"<|endoftext|>\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Free generation does not generate propably. Rip" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GPT2LMHeadModel(\n", + " (transformer): GPT2Model(\n", + " (wte): Embedding(50257, 768)\n", + " (wpe): Embedding(1024, 768)\n", + " (drop): Dropout(p=0.1, inplace=False)\n", + " (h): ModuleList(\n", + " (0): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (1): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (2): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (3): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (4): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (5): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (6): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (7): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (8): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (9): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (10): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " (11): Block(\n", + " (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (attn): Attention(\n", + " (c_attn): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (attn_dropout): Dropout(p=0.1, inplace=False)\n", + " (resid_dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " (mlp): MLP(\n", + " (c_fc): Conv1D()\n", + " (c_proj): Conv1D()\n", + " (dropout): Dropout(p=0.1, inplace=False)\n", + " )\n", + " )\n", + " )\n", + " (ln_f): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", + " )\n", + " (lm_head): Linear(in_features=768, out_features=50257, bias=False)\n", + ")" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = GPT2LMHeadModel.from_pretrained('gpt2')\n", + "model.load_state_dict(torch.load(\"trained_models/the_dream/TheDream10EPochs/pytorch_model.bin\"))\n", + "model.to(\"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "cond = \"The test\"\n", + "cond = tokenizer.encode(cond)\n", + "for x in range(50):\n", + " prediction1 = torch.argmax(model(torch.tensor(cond))[0][-1:,:]).tolist()\n", + " cond = cond + [prediction1]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'The test was conducted in a laboratory in the city of Kolkata.==== \\nThe test was conducted in a laboratory in the city of Kolkata.<|endoftext|>The results were analysed by a team of scientists from the University of Kolkata.\\n'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokenizer.decode(cond)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Evaluate_grammar.ipynb b/Evaluate_grammar.ipynb index 961cbbc..6067149 100644 --- a/Evaluate_grammar.ipynb +++ b/Evaluate_grammar.ipynb @@ -12,7 +12,7 @@ "metadata": {}, "source": [ "## Includes: \n", - "- 4 Models: standard finetuning, only 3 Layers trained, only 6 Layers trained, Full model trained\n", + "- 5 Models: standard finetuning, 3layer finetuning, only 3 Layers TR, only 6 Layers TR, Full model TR\n", "- Grammar stats \n", "\n", "\n", @@ -78,7 +78,7 @@ "import matplotlib.pyplot as plt\n", "from os import listdir\n", "from os.path import isfile, join\n", - "from transformers import GPT2Tokenizer\n", + "from transformers import GPT2Config, GPT2LMHeadModel, GPT2Tokenizer\n", "from utility import *" ] }, @@ -160,7 +160,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Calculate classic finetune" + "### Calculate Tr generation" ] }, { @@ -168,6 +168,74 @@ "execution_count": 4, "metadata": {}, "outputs": [], + "source": [ + "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "b = load_and_split_finetune(\"generated/transgen/generation/\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "condition = \"The Technology Report empowers or enlightens. ==== The Technology Report empowers or enlightens.\"" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "b = b[0] + b[1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "predictions = []\n", + "for x in b: \n", + " inp = condition + \" \" + x + \"====\"\n", + " inp = tokenizer.encode(inp) \n", + " predictions.append(generation(model,tokenizer,inp))\n", + " \n", + "pickle.dump(predictions,open(\"saves/transgen.p\",\"wb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "pickle.dump([b[0] + b[1]],open(\"saves/transgen.p\", \"wb\") )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calculate classic finetune" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], "source": [ "data2 = load_and_split_finetune()" ] @@ -184,6 +252,71 @@ "correct_model_dataset(data2,\"classic_finetuning\")" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data3 = load_and_split_finetune(\"generated/classic_3/\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "correct_model_dataset(data3,\"classic_finetuning_3\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# script testing testing" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data2 = load_and_split_finetune(\"generated/test/\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data3 = load_and_split_finetune(\"generated/test_2/\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "correct_model_dataset(data2,\"classic_finetuning_testing\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "correct_model_dataset(data3,\"classic_finetuning_testing_2\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -193,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -202,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -273,7 +406,7 @@ "trashFilter 2.300000e+01" ] }, - "execution_count": 42, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -284,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -293,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -303,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -317,7 +450,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -327,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -341,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -351,13 +484,23 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[('SENTENCE_FRAGMENT', 632),\n", + "[('A_INFINITVE', 225),\n", + " ('THE_SUPERLATIVE', 230),\n", + " ('SOME_OF_THE', 251),\n", + " ('HE_VERB_AGR', 299),\n", + " ('POSSESSIVE_APOSTROPHE', 329),\n", + " ('EN_CONTRACTION_SPELLING', 378),\n", + " ('WHITESPACE_RULE', 414),\n", + " ('I_LOWERCASE', 488),\n", + " ('SENT_START_CONJUNCTIVE_LINKING_ADVERB_COMMA', 526),\n", + " ('EN_A_VS_AN', 544),\n", + " ('SENTENCE_FRAGMENT', 632),\n", " ('DOUBLE_PUNCTUATION', 733),\n", " ('CD_NN', 772),\n", " ('ENGLISH_WORD_REPEAT_RULE', 1860),\n", @@ -369,13 +512,13 @@ " ('MORFOLOGIK_RULE_EN_US', 119448)]" ] }, - "execution_count": 14, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Top2[-10:]" + "Top2[-20:]" ] }, { @@ -500,7 +643,9 @@ { "cell_type": "code", "execution_count": 50, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -896,33 +1041,33 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "# Finetune error rate comparison" + "out = load_grammar()" ] }, { - "cell_type": "code", - "execution_count": 52, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "classic = load_finetune()" + "# Finetune error rate comparison" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "stats = pickle.load(open(\"saves/classic_finetuning_translation_stats.p\",\"rb\"))" + "classic = load_finetune()" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 5, "metadata": { "scrolled": true }, @@ -1208,7 +1353,367 @@ "19 35469 0.021681 0.769 0 " ] }, - "execution_count": 54, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(classic,columns = titles)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "classic = load_finetune(\"saves/classic_finetuning_3\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Number of sentencesNumber of wrong sentencesNumber of MistakesNumber of tokensErrors per TokenError per sentencetrashFilter
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Number of sentencesNumber of wrong sentencesNumber of MistakesNumber of tokensErrors per TokenError per sentencetrashFilter
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" + ], + "text/plain": [ + " Number of sentences Number of wrong sentences Number of Mistakes \\\n", + "0 1000 379 685 \n", + "\n", + " Number of tokens Errors per Token Error per sentence trashFilter \n", + "0 33792 0.020271 0.685 0 " + ] + }, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } diff --git a/Evaluate_translation.ipynb b/Evaluate_translation.ipynb index ddfc64f..934f27c 100644 --- a/Evaluate_translation.ipynb +++ b/Evaluate_translation.ipynb @@ -17,7 +17,7 @@ "\n", "\n", "1. Translation stats for the different translation models. \n", - " - 5 Translation datasets: Training data, testing data long, testing data short and testing data long with correct sentences and testing data shortwith correct sentences\n", + " - 5 Translation datasets: Training data, testing data long, testing data short and testing data long with correct sentences and testing data short with correct sentences\n", " - The tree trained models are compared on a number of statistics based and on all 4 datasets\n", " - Grouped by models aswell as grouped by dataset (same values, but improves understanding) \n", " \n", @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -157,12 +157,35 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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GmFVbNmjRp7yyhNKK4AkUIiIiUhTKYOOsKGsuptZWzLfmYqr4ozUXRURkEhlK4WghsDPjfQuwJl9DM1sKNAH/kmf31cDtOdu+ama3AL8EbnT37iH0Z1JKJj07TIz1I0ZTYaKi/yNG+wo9sfDpX33bS8tjCh4iIiJTkzLYEBRlzcWMp3/lrrmYevqX1lwUEZHpYqwXx74aeNDds34Lm9lxwKnAzzM23wTsAUqBbwM3ALfmntDMrgOuA1iyZMkYdzfbRDxiNDXdON8jRtPho0KPGBUREZFhmdIZbFzXXCyLZhR5stdcLJuVesR7njUXK2PESrTmooiIyFAKR7uAxRnvF4Xb8rka+OM8268CfuzuvakN7v56+LLbzL4LfCHfCd392wShhtWrVw+8EuAI/X9fe5bWPUeH94jRygEeMZo7CqVHjIqIiMjwTesM1rbvKP/0v34zpDUXS8ujWWv+aM1FERGRiTOUwtGzwAozayIIK1cD1+Q2MrMTgTrgyTzneB/B6FZm++Pc/XULqinvADYOr+tjZ/HJ9Rx3fG3/x4rO6nvEux4xKiIiIhNsWmew8soSmt7QqDUXRUREJrlBC0fuHjezTxFMcY4C97j7C2Z2K7DB3R8Om14NrHfPXq3HzJYRjJb9a86p/9HM5gAGPA/80WguZDTWXrm8WB8tIiIiktd0z2DlVSVceO2JxfhoERERGQbzgVZlnmRWr17tGzZsKHY3REREZJyY2XPuvrrY/ZBsymAiIiLT20AZTPN+RUREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkLxWOREREREREREQkr1ixOyAiIlOHJ5N4by/eG4d4b/A6Hg/+hNs93gsFtntvL6S2xePB9nTbzP1D2Z563QuARaIQjWDRGBaNQOp9xleLRSESHZ/9GZ+btT8ahUie/dEoFgm+EolgsVj6fe7XIe03K/J/HSIiIjIe3B0SiZxslZOp4nG8J8xFWVkrlcMyctOwtmfsz81h8XiQPzKzSTSa8z4z+8Tyb8/cn2/7WOzPyXD9Mlk0mjejFbyuzK8zgApHIiITyJNJPB7vK6wM+Zd9RkAYZghIf16hokve7WEBqCd7O8nk+H6DzIICSUkJlJSkX1sslrE9hsVK0tsj5eXh9zYBiSSeiOPdCTyZDEJW+mtqfyJne87XnP24j+81j5VCYWagsJMOTUPcH74vXbqUuZ/7bLGvWEREZMg8VXjpjeO9PdmZKiNDDTQwlpXFsjJST3beyslTgw6A9eb0IzN7he/HPY9EIlmZi9KSIG9lZrHwKyUxrKyUSGUlJJN9GSoex7u7B85a8XjhDJazf8oYrLA0wODfcPdXX/xWan7v9yb8ElU4EpEpxd37z2bJDQH9ijED/bIvsD33l32hENBve0bBJs/+CfklWFLSr9iSfl1aArkhoKq8LwSU5AsJYcEmll2wydqeeVxpTqEndVy+7Zl9LSkJfulOMulRvgKFJU8kIRl+TcSz32d9TfRvn9qeTA6+P54Y4Lzh8el+jL5gFoS/AiFPs5tERGac1OCX9/QGxZW8M4gLzSyewFkwqczVm10AmpDBr3RhpaRfsSXfAFikoqKvTUmsf6YKtw+UwyyWc1xJ9meS3h7uyywAZeazSThzZtiFp4EyWjIxQJYag/0DZsAB9qf7G+9739MTFDozrytsX3n6aUX5u1DhSGSGcfc8IyzhiMYIQsDIZsGEs1lGEgLi8fH/JuX5JT9QYSVSWdlvFsyQQkD6l3kMKykdVggIAkSeYkw0qluWxpiZBX8Xxe6IiIhMaenBr7wDYANlqozZLP1mrQw0myV1XL7ZLIMPgOVmsYkY/Mo74zijUEJOnoqUl2cMjA2QxdLbCgyAFSispPNW3hyWMwA2CQe/pjqLRIKZUMXuiAytcGRmlwJfB6LA3e5+W87+vwEuDN9WAnPdvTbclwB+F+57zd2vCLc3AeuBBuA54APu3jOqqxGZZJJHj5I4dIh46yESbW14T/cQf9kPPqW18C/7ngFCQBA6xl00OujtRZn7IxXlUF3V/5d9oRBQWpL9SzvPL/uBQgCpQk2hEKDCi4hMEspgIsPn7iQ7Oki0thI/dIjk4cPpwszQBsZy9vfkKark3T5AQaa3d+JmHefOOM4aACvN3j+rbIAZxwMPgA00MNZvRnK+WTC5/dPgl8ikNWjhyMyiwJ3AxUAL8KyZPezuL6bauPtnM9r/CXB6ximOuftpeU79V8DfuPt6M/t74KPAt0Z0FSITwJNJEu3tJA4dSgeRROuh4P2h1qA4lNrXFuzzrq6Rfdhw7zEuLyMSqyowKjPE24vyzYIZqCBTmtOfzP2TcKqriMhUowwmEvDe3iB3HTqUJ4dlZ7L4oVYSh9pGPkM5t+hSaAAsNeOlsqJvQCpnlstIby/K3l7g9qJCA2MqvIjIOBjKjKOzgS3uvg3AzNYDVwIvFmj/PuDPBjqhBT/R3gJcE276PvBlFFpkAiW7uwcNH+l9h4IZQ4XujY5UVhKtqyNaX090TiNlK1YEr+vqiNWH22trsbKy/qMuU+QeYxERmXDKYDLtuDvJI0dJHGoNZ2UHhZ5Ea2t2DssYiEt2dBQ8X6SmhliYwUoWL6bijW8gWpeRwerqiM6ejZWW5r+9KGswrkSFFxGRPIZSOFoI7Mx43wKsydfQzJYCTcC/ZGwuN7MNQBy4zd1/QjA1us3dU0MBLeHniIxI7pTkfLOC4odaswpCyaNH858sEiFaWxsEjro6ypqbg8JPffA+K4yExaFIWdnEXrCIiMwEymAy6XkiQaKtra8I1HqIRFu+glDq9SG8p8CdkSUl6SJQtK6WioUL069jYeaK1tX3FYRqa4OCj4iIjKux/kl7NfCgu2fewLvU3XeZWTPwL2b2O6B9qCc0s+uA6wCWLFkypp2VyatvSnJbMCI1iinJVlZGtL4+LPrUUbpsWV/gqMsII6lAMnu2FrcTEZGpRhlMxkTy2LG+9RnzzApK5a5Ea5DPEocPF3xMeKSqKl34KZk3j/KTTsooAuUUhOrricyapRk/IiKT0FAKR7uAxRnvF4Xb8rka+OPMDe6+K/y6zcx+RXDv/Y+AWjOLhSNeBc/p7t8Gvg2wevXq/L+VZFIb8pTkjFlBw56SXBu8zy4IBbOCIpWVE3i1IiIiY0YZTEalb33GtuwcljP4llkQ8mPH8p8sGk3Pxo7W1VF2wglB4aeuPv+soLparLR0Yi9YRETGxVAKR88CK8IncOwiCCbX5DYysxOBOuDJjG11wFF37zazRuBc4K/d3c3sceA9BE/1+BDw0GgvRiZGvynJYRjJLggdCgtCw5ySvGBVOOpUlxU+0mFEU5JFRGTmUAaTLMmenvQt9+lZQa2t/W4NSxeE2toKPsnLKivTRaBoQz1lxy8PMldWEajvdaS6WmswiojMUIP+C9zd42b2KeDnBI+CvcfdXzCzW4EN7v5w2PRqYL171lzVk4D/Y2ZJIEJwf31qQccbgPVm9hfAfwLfGZtLkuHKnpJ8qF8RKGtK8qFDJNrbRzYluTanIKQpySIiIgUpg01v7k6yszPIWhkDcVkFodRAXGp9xiNH8p/MLL0+Y7S+jrKmZqJn1PWtz5jn1rBIefnEXrCIiExZ5gUKAJPR6tWrfcOGDcXuxqTmySTJw4eHdl96GEYGn5Jcmz0CVVdfcFZQRFOSRURkFMzsOXdfXex+SDZlsMF5by+JtrbsgbiMJ4QFs4IyHuDR1ga9vXnPZaWlGQ/myMhdqcyVWRCqr9f6jCIiMmoDZTDd8zPJ5Z2SPNCsoMGmJNfWBgGj4JTkunBtIE1JFhERkZnJ3fGjRws8qTV7fcbUvuThwwXPF6mpSWewkoULKT91Vf+CUDgrKFZXi1VWaka2iMgU5O4kkk7CnWQS4skkySQkwu3J1P6c1+n9Bdqm2iytr6R5TtWEX5cKRxMoc0py/6dV5ASTYU9JbiJ6Rs4IVM6tYZqSLCIimdydpJMdTtxJJgcOPWWxCIvr9eABmTo8kQgXiQ6zVoFZQfG2voKQd3fnP1lJSd9AXF0d5aecnH4oR95ZQbW1WEnJxF6wiMg4600kaTl0jO54ol/Bo19hJCNbJN2JZ+0n2DdAsSQ4lr7XBT6n71jSn5PMPU9G23gis49k9bF/QSf1mr7PS4bXknHu8b6h61MXHs8XLjlhfD8kDxWORsHj8YxFoPOMQB1qHdmU5No6SpcsKTwlua6OaE2NpiSLiADxRJLueDK74DGMkZvcIknQNhkElLxhxPOEkZzQEwaJ/oGJrG2JRP4gkwo9iWQyK8hktk2Hlaw+MsgoVu51jizdvHFRDQ996rwx/psUGbpkV1f2E8LaBpkV1NZWeH3GWbPSGaxkzlzKTzgx/WTWzKe0ptdnrKrSbCARmTGSSafl0DFe2dvBpr0dvLIn+Lp1fye9iYlf9iZiEI0YETNiESMSMaIRI2rhawveRyIQi0Sy2kfDtpmvY5EIZbHUsf3b5p47+DzSr9N9sP7nzupj6tw554tF+47pO5a+15nnixjzZxdnMogKR6G+KcnhwoSt+R8TP+QpybNn9z0yPj0lOX8RKFZXpynJIiKDyBdcXtnTwbYDxQkuQ9U/UJA/jOQJJv3ChhmlsUj/UGOWEUbI+rx8ISl4TdgmEgSUPKEn1YfMoBQxo36W1rOTsePJJMmOjvAW/EP9Hhnff1ZQG370aP6TRSJ9hZ7aOspWrMh5Qlh2EShaV6f1GUVECP49vL+jm1cyikOv7O1k894Ojvb0LYWysLaCE+ZXc+GJc1k+p4rK0mj+gke/fNI/j/RlH/oXf6J5comhfzMXiQpHwPb3/AHdmzcPb0pybV3GooWakiwiMlbyBpc9HWza28mx3uzgcmIYXOoqS4ZU8MgMJYVHiAhHiCL5g0zG+bPPmTNKFR4jIvn17NjBjms/QOLQocLrM1ZU9D0yvr6e0uamYG2gzPUZw9vzY/V1RGbP1vqMIiKDaD/ay6Z9uTmrg0NH++6Oaawq5YT51bz3rMWcMK+alfOrWTG3iupy/Tt3JlLhCJh13rlUnn123whUXb2mJIuITIDc4PJy+LUtK7iUccL8Kq4+W8FFZDqJ1tZSfeGFOQ/pyJ4VFKmoKHY3RUSmrGM9Cbbs6+w3W3vP4a50m+qyGCvnV3PpquM4YV4VK+dXs3JeNY1VZUXsuUw2KhwBcz/zmWJ3QURkWssNLi/v6WBTgeByWUZwOWFeNQ0KLiLTUrS2luP+/NZid0NEZMrrTSTZceBIkLP2dKRnbb/aejS9vFtpLMKKuVWcs7whnbFWzq9mQU25JknIoFQ4EhGRMZMbXFIziBRcREREREYnmXR2tR0LZg5lzCLKXKg6YtDUOIuTF8zmHacvTOespfWVxKK6lVdGRoUjEREZttzgku8JGwouIiIiIsPn7uzv7GbTns4wZx0ecKHqN58wlxPmV7FyXjXL51RRXqKnb8vYUuFIREQKygwuL+85POgTNlLB5YR5s2meM0vBRURERGQA7cd62by3byCu0ELVK+dVc9XqxZwQrkG0cp7We5SJo8KRiIgAfcHl5UGesJEKLifO10LVIiIiIkPR1Ruu95gzW/v19r71HqvKYqycV8Wlq+azcl51ukikhaql2FQ4EhGZYVLBJbdAVCi4pG4xU3ARERERGVhvIsmrB4/wyp7O8BazDjbt7eTVg0dIZqz3ePycKtY2N3CC1nuUKUCFIxGRaSoVXFJPMEsFlx0Hj2QtVK3gIiIiIjI8qfUeN+XM1t62/wg9iSQQrPe4rHEWJ86v5srTFmi9R5myVDgSEZniCj1hQ8FFREREZHTcnQOdPX05K/y6eW8HR3LWe1w5r0oLVcu0pMKRiMgUkfuEjYGCi56wISIiIjI8h7t6+2ZpZ8zWbj3Sk25TP6uUE+ZV8wcZC1WvmFfFbK33KNOYCkciIpNQ5hM2NmUsopi5UHXDrFJOmJ8dXPSEDREREZGBZS5UvSkjb+3Os97jJafMCxaqDmdra71HmYlUOBIRKaJ8weWVPYM8YUPBRURERGRQ8USSHamFqsPi0Ka9HezIs1D1muaG8ElmwWzthbUVWu9RJKTCkYjIBMgXXF7Z21HwCRsKLiIiIiJDk7lQdV/O6mTrvs5+6z2eML+a33/jgvRs7WUNWu9RZDAqHImIjKF8weXlARaqvkLBRURERGRIUgtVpx4Ekpm38i1U/aaVjcFM7XnVHD9X6z2KjNSQCkdmdinwdSAK3O3ut+Xs/xvgwvBtJTDX3WvN7DTgW8BsIAF81d1/GB7zPeACoD087sPu/vxoLkZEZKLkCy4v7yn8hI0LTpij4CIiw6YMJiIz1eGucL3HPZ1hzjo84ELVqdnaK+ZVa6FqkTE2aOHIzKLAncDFQAvwrJk97O4vptq4+2cz2v8JcHr49ijwQXffbGYLgOfM7Ofu3hbuv97dHxybSxERGR+ZweWVPYcHfcJGEFz0hA0RGR1lMBGZCVLrPWau9Zi7UPWs0igr51fztpPnpXPWCVrvUWTCDGXG0dnAFnffBmBm64ErgRcLtH8f8GcA7r4ptdHdd5vZPmAO0DaKPouIjIus4LIn/xM2coPLifO1ULWIjBtlMBGZNoL1Ho/25ax8C1VHIyyfW8XZTfWsnB/mLK33KFJ0QykcLQR2ZrxvAdbka2hmS4Em4F/y7DsbKAW2Zmz+qpndAvwSuNHdu4fYbxGREcsMLi/vKfCEjYzgcsL82VqoWkSKQRlMRKYc94z1HtOztfMsVN0wi5Xzqrn8jQvSBSKt9ygyOY314thXAw+6eyJzo5kdB9wLfMjdk+Hmm4A9BEHm28ANwK25JzSz64DrAJYsWTLG3RWR6SwzuKQKRAMFFz1hQ0SmMGUwEZlwBzq700+KTc3W3ry3k87ueLrNgppyVs6v1kLVIlPYUApHu4DFGe8XhdvyuRr448wNZjYbeAT4H+7+VGq7u78evuw2s+8CX8h3Qnf/NkGoYfXq1T6E/orIDJQKLi9nPGFDwUVEpjhlMBGZFDq6etm0t7PfbWYHM9Z7rKss4YT51bznzEVaqFpkmhlK4ehZYIWZNRGElauBa3IbmdmJQB3wZMa2UuDHwD/kLsBoZse5++sW3PPxDmDjSC9CRGaOILj0PWFDwUVEpjFlMBGZUF29Cbbu78xa63HT3k52tR1Lt5lVGmXFvGouzlioeuW8ahqrSnU7v8g0NWjhyN3jZvYp4OcEj4K9x91fMLNbgQ3u/nDY9GpgvbtnjkhdBbwJaDCzD4fbUo98/UczmwMY8DzwR2NwPSIyTeQ+YaNQcFk5X8FFRKYnZTARGS/xRJJXW49mzR56ZW8HOw70X+/xrGV1vH/+kvRs7YW1FUQiylkiM4llZ4zJbfXq1b5hw4Zid0NExlDuEzYGCi4nzKti5fxqBReRaczMnnP31cXuh2RTBhOZmtyd3e1dwQLVGbO1t+zvpCfef73HVM46YX4VSxtmUaL1HkVmjIEy2Fgvji0iklfuEzYGCy6Xv2FBOrgsa5ilhapFREREBnCws7vvFrP0gFz+9R7PX9GYnq2t9R5FZDAqHInImMt8woaCi4iIiMjYyV2oelOYtw509l/v8d1nLEzPIloxr5qaCq33KCLDp8KRiIyYgouIiIjI+EgtVJ07WztzvcfK0igr51Vz0YnzMm4z03qPIjK2VDgSkUEpuIiIiIiMj9RC1bmztXccPEoiXPCxJGosn1PF6mV1XDNvSTpnab1HEZkIKhyJSFq+4PLynuyFqnODy4nztVC1iIiIyGBSC1VvynjU/St7O9i8r2+9R0uv91jF7516HCfMn62FqkWk6FQ4EpmB8gWXl3MWqs4MLpkLVSu4iIiIiAzsYGd3RnEomK29aU8HHRnrPR5XU87KedWce3xjegbR8jlVVJRqvUcRmVxUOBKZ5nKDyyt7DrN5b2fe4JK5ULWCi4iIiMjAOrvj6aJQ5m1mmes91laWcMK8at6l9R5FZIpS4UhkmsgNLqnFqhVcREREREanO55g674jQWEoY7Z27nqPK3LWe1w5v4o5VWVa71FEpjQVjkSmmNzg8sqe/AtVK7iIiIiIDE8i6bx68EjWA0Fe3nNYC1WLyIymwpHIJJUZXF7eoydsiIiIiIwVd+f19q6+2/nDGdtb9nXSXWCh6tRg3LJGrfcoIjOLCkciRZYZXF7Z03ermYKLiIiIyOi1HulJ38KfGowbaKHqlfOCnHX8XK33KCICKhyJTKhUcHllz+EhPWFDwUVERERkeA50dvPk1oM8ue0gT249yPYDR9L7Uus9vvOMhekHgqycW01NpdZ7FBEpRIUjkXHi7uw4eJQntx7kia0HeGZ7K/s6utP78wYXLVQtIiIiMiztR3t5antQJHpy60Fe2dsBQHVZjDXN9bzv7MWcdNxsTphfrfUeRURGQIUjkTHUcuhoOrQ8ue0gr7d3ATB/djnnLG9g1cIaTphfreAiIiIiMkKd3XGe3d7KE1sP8OS2g7yw+zDuUFES5aymet5x+kLOWd7AKQtmE9Mt/SIio6bCkcgo7DvclZ4G/cTWg7zWehSAhlmlrF3ewDnLG1jX3EBT4ywViURERERG4FhPgudePcST2w7wxNaD/FdLO4mkUxqLcMaSWj771pWsW97AGxfVUhpToUhEZKypcCQyDK1Henh6W1AkemLrAbbuD+6Zn10eY21zAx85dxnnLG9k5bwqFYpERERERqAnnuT5nW08sTUoFD3/Whs9iSSxiPHGxbV88s3LWdfcwBlL6ygv0RqQIiLjTYUjkQEc7urlmW2tPBHeevbS64cBmFUa5eymet571mLOWd7IScfNJhpRoUhERERkuOKJJL/b1c4TWw/y1LaDPLujla7eJBGDVQtr+Mi5y1i3vIGzltUzq0z/fBERmWj6ySuS4WhPnGd3HOKJrQd4autBfrernaRDWSzC6mV1XH/JCaxtbuANi2oo0T3zIiIiIsOWTDovvn6Yp8JZ3M9sb6UzfMLsifOred/ZSzhneSNnN9XroSEiIpOACkcyo3X1JvjNa4d4Klyj6PmdbcSTTknUOH1xHX/ylhWsW97A6UtqKYtpKrSIiIjIcLk7m/d1pp80+/T2VtqO9gLQPGcW7zh9AeuaG1nbXE9DVVmReysiIrlUOJIZpTeR5Lc729KLWT/32iF64sFU6DcsquXjb2rmnOUNnLm0jspS/e8hIiIiMlzuzqsHj6bXhHxqWysHOrsBWFxfwdtOnsc5yxtZt7yBebPLi9xbEREZzJD+ZWxmlwJfB6LA3e5+W87+vwEuDN9WAnPdvTbc9yHgS+G+v3D374fbzwS+B1QAjwKfdncfzcWI5EoknRd2B/fMP7k1uGf+aE8CMzj5uNl8cO1Szjk+uGe+ulxToUVEZHJRBpOpYlfbMZ7YciD9tNnX27sAmDe7jPNXBEWidc0NLK6vLHJPRURkuAYtHJlZFLgTuBhoAZ41s4fd/cVUG3f/bEb7PwFOD1/XA38GrAYceC489hDwLeDjwNMEoeVS4GdjdF0yQyWTzit7O9KFoqe3H6SjK7hnfsXcKv7gzEWsW97AmqYG6maVFrm3IiIihSmDyWS2r6OLJ8O89cTWg7zWehSAhlmlrF3ewDlhoaipcZaeNCsiMsUNZcbR2cAWd98GYGbrgSuBFwu0fx9BUAG4BPiFu7eGx/4CuNTMfgXMdvenwu3/ALwDhRYZJndn6/4j4ehWMBW69UgPAMsaKrn8DQtYt7yBtc31zK3WVGgREZlSlMFk0jh0pCe9mPWT2w6yZV8nALPLY6xtbuAj5y7jnOWNrJxXpUKRiMg0M5TC0UJgZ8b7FmBNvoZmthRoAv5lgGMXhn9a8mzPd87rgOsAlixZMoTuynS3s/UoT2w9kJ5VtK8juGd+QU05F54wNxjhWt7AgtqKIvdURERkVJTBpGgOd/XyzLZWngyLRS+9fhiAWaVRzmqq56rVizhneSMnHTebaESFIhGR6WysV/+9GnjQ3RNjdUJ3/zbwbYDVq1fr/vsZ6PX2Y1lToXe1HQOgsaqMc1JToZc3sKS+UiNcIiIyUymDyagc7YmzYcehcGDuAL/b1U7SoSwWYfWyOq6/5ATWNjfwhkU1lEQjxe6uiIhMoKEUjnYBizPeLwq35XM18Mc5x74559hfhdsXDfGcMsMc6OwOCkXh4orbDxwBoLayhHXNDXziguDJZ8vnaCq0iIhMa8pgMm66ehP852ttPLk1WND6+Z1t9Cackqhx+uI6PvWWFZyzvIHTl9RSFosWu7siIlJEQykcPQusMLMmgmBxNXBNbiMzOxGoA57M2Pxz4C/NrC58/zbgJndvNbPDZraWYGHGDwJ/O/LLkKms/WgvT20/mJ5V9MreDgCqy2Kc3VTP+9cs4ZzljZw4v5qIpkKLiMjMoQwmY6Y3keS/WtrSM7ife/UQ3fEkEYM3LKrlY+cHA3NnLq2jsnSsb0oQEZGpbNDfCu4eN7NPEQSQKHCPu79gZrcCG9z94bDp1cD6zMe5huHkzwmCD8CtqUUagU/S9yjYn6FFGWeMzu44z25v5YlwhOuF3Ydxh4qSKKuX1fGO0xeybnkDqxbMJqap0CIiMkMpg8loJJLOC7vb04WiZ3e0crQngRmcNH82H1i7lHXLGzirqZ7Z5SXF7q6IiExilpExJr3Vq1f7hg0bit0NGaZjPQmee/UQT24LFrT+r5Z2EkmnNBrhjKW1rGtu5JzjG3jjolpKYyoUiYjMZGb2nLuvLnY/JJsy2OSXTDqb9nXwxJbgdv+nth2koysOwIq5VawL14Vc09RA3azSIvdWREQmm4EymOahypjrjid4/rW29FM4nn+tjZ5EkljEeOPiWv7bBcs5Z3kDZyyto7xE98yLiIiIDJe7s+3AEZ7YepCnwrUhW4/0ALCsoZLL33Ac65Y3sra5nrnV5UXurYiITGUqHMmoxRNJfrerPQgu24Kp0F29Scxg1YIaPnLusmAq9LJ6ZpXpPzkRERGRkdjZejS89SyYxb2voxuABTXlXHjCXNaFT5pdWFtR5J6KiMh0on/Fy7Alk86Lrx9OP/nsme2tdHYHU6FPnF/N+85ewrrmYCp0TaXumRcREREZiT3tXcGt/uHtZy2HjgHQWFXGOWGR6JzlDSypr9STZkVEZNyocCSDcnc27+tMj3A9ta2V9mO9ADTPmcWVpy3gnHAqdENVWZF7KyIiIjI1Hejs5qltfU+a3XbgCAC1lSWsbWrgujcFTz5bPqdKhSIREZkwKhxJP+7OjoNHswpFBzqDqdCL6iq45JR5YaGogfk1umdeREREZCTaj/by1Pa+QtErezsAqC6LcXZTPdesWcK65Q2cNH82kYgKRSIiUhwqHAkAu9qO8cSWAzwZjnK93t4FwLzZZZy/opF1zcF06MX1lUXuqYiIiMjU1Nkd59kdrelC0cbd7bhDeUmEs5bVc+XpwSzuVQtmE4vqSbMiIjI5qHA0Q+073JUuEj2x9SCvtR4FoH5WabpIdM7yBpoaZ2kqtIiIiMgIdPUmeO7VQ+lZ3L9taSeRdEqjEc5YWstnLlrJOcc38MZFtZTGVCgSEZHJSYWjGaL1SA9PbwuKRE9uO8iWfZ0AzC6Psaa5If3ks5VzqzUVWkRERGQEeuJJnt/Zli4U/edrbfQkkkQjxhsX1fDfLljOuuUNnLm0jvKSaLG7KyIiMiQqHE1Th7t6eWZba7pQ9NLrhwGoLI1ydlM9f3DmIs5Z3sjJC2YTVaFIREREZNjiiSQbdx/mia0HeHLrQTbsOMSx3gRmsGpBDR85dxlrlzdw1rJ6qsoUu0VEZGrSb7Bp4mhPnGd3HArvmT/A73a1k3Qoi0VYvayOL7xtJeuWN/KGRTWU6J55ERERkWFLJp2X9hxOr1H0zPZWOrrjAJw4v5r3nrWYc5Y3sKapgZrKkiL3VkREZGyocDRFdfUm+M1rh3gqXKPoty1t9Cackqhx2uJaPvWWFaxrbuD0JbWaCi0iIiIyAu7Oln2dPLntIE9sOchT2w/SdrQXgObGWVxxWrCY9ZrmehqryorcWxERkfGhwtEU0ZtI8l8tbTyxJbj1bMOrh+iJJ4kYnLqolo+d38y65gZWL6ujslR/rSIiIiLD5e68evBoUCgKZxUd6OwGYFFdBW87eR7rljewrrmR+TXlRe6tiIjIxFCFYZJKJJ0XdrenQ8uzO1o52pMA4OTjZvOBtUs5Z3kDZzXVM7tcU6FFRERERmJ327F03npy6wF2t3cBMG92Gecd38A5yxtZt7yBxfWVRe6piIhIcahwNEkkk84rezvCp3Ac5OntB+noCu6ZXzG3ivecuSh9z3zdrNIi91ZERERkatrX0cWTWw/yVDir6NWDRwGon1XKuuYGPrm8gXXLG2hunIWZHiAiIiKiwlGRuDtb9x/hyW3B6NZT21ppPdIDwNKGSi5/w3GsbQ6Cy9xqTYUWERERGYlDR3p4envfrWeb93UCUF0eY21zAx9at4xzjm9g5dxqInrSrIiISD8qHE2gna1H049rfWLrQfZ1BPfML6gp580nzElPhV5YW1HknoqIiIhMTR1dvTyzvTVdKHppz2HcobI0ytlN9eEs7kZOXjCbqApFIiIig1LhaBy93n4s/bjWJ7YeZFfbMQAaq8pYt7yBc5Y3sK65gaUNlZoKLSIiIjICR3vibNhxKL2g9cZd7SSSTlkswplL6/j8xStZt7yBNyyqpSQaKXZ3RUREphwVjsbQgc7u9P3yT209yLYDRwCorSxhbVMD172pmXOWN3D83CoVikRERERGoDue4D9fawtnFB3g+Z1t9CacWMQ4fUktf3zh8axrbuD0JbWUl0SL3V0REZEpT4WjUWg/2stT2w+mZxW9srcDgKqyGGua6rlmzRLWLW/gpPmzdc+8iIiIyAj0JpL8V0s7T249wJPbDrJhxyG640kiBqcuquWj5wUDc6uX1VFZqmgrIiIy1ob029XMLgW+DkSBu939tjxtrgK+DDjwW3e/xswuBP4mo9mJwNXu/hMz+x5wAdAe7vuwuz8/wuuYEJ3dcZ7d3hpOhT7AC7uDe+bLSyKctayeK09fwLrmBk5dWENMU6FFRERklGZiBksknRd3H+bJbQd4YutBnt3eypGeBAAnHTeba9cu5ZzlDZzVVM/s8pIi91ZERGT6G7RwZGZR4E7gYqAFeNbMHnb3FzParABuAs5190NmNhfA3R8HTgvb1ANbgMcyTn+9uz84Rtcy5o71JHju1UPp4PJfLcE986XRCKcvqeUzFwX3zL9xcQ1lMU2FFhERkbEzUzJYMuls2teRXhPy6W0HOdwVB+D4uVW8+8xFrGtuYE1zA/WzSovcWxERkZlnKDOOzga2uPs2ADNbD1wJvJjR5uPAne5+CMDd9+U5z3uAn7n70dF1efz0xJM8v7Mt/eSz/3ytjZ5EkmjEeOOiGv7ogmbOWd7ImUvrdM+8iIiIjLdpncF2th7ltn9+mae2HuTgkR4AljZU8vZTj2Nd+ACRubPLi9xLERERGUrhaCGwM+N9C7Amp81KADP7D4Kp1F9293/OaXM1cHvOtq+a2S3AL4Eb3b0798PN7DrgOoAlS5YMobvD4+5861+38uTWgzy7o5Wu3iRmsGpBDR8+dxnrljdw1rJ6qsp0z7yIiIhMqGmdwarLYzz/WhsXnDCHc5Y3sm55AwtrK8b8c0RERGR0xqoaEgNWAG8GFgG/NrNT3b0NwMyOA04Ffp5xzE3AHqAU+DZwA3Br7ond/dvhflavXu1j1N80M+Ph53fjDlefFSxmvbapgZpK3TMvIiIik96UzWC1laX8x41vGevTioiIyBgbSuFoF7A44/2icFumFuBpd+8FtpvZJoIQ82y4/yrgx+F+ANz99fBlt5l9F/jCCPo/Jn7yx+fq1jMRERGZbKZ9BhMREZHJbyiP/noWWGFmTWZWSjDd+eGcNj8hGOnCzBoJpk1vy9j/PuD+zAPCETDMzIB3ABuH3fsxoqKRiIiITELTPoOJiIjI5DfojCN3j5vZpwimOEeBe9z9BTO7Fdjg7g+H+95mZi8CCYIndRwEMLNlBKNl/5pz6n80szmAAc8DfzQ2lyQiIiIy9SmDiYiIyGRg7mN+y/q4Wb16tW/YsKHY3RAREZFxYmbPufvqYvdDsimDiYiITG8DZTA9KkxERERERERkOkkmId4V/Ok9FvyJH8t43QW9R6G3K8/2YznHhG2zzhWeOxKDaGnGnxKIlfW9ztpXaH8JRHO2xcoKHJ95jpLsbalzRKJgVuy/gWlFhSMREZk4iXhfACkUXvIFk8HCi0VywkZp/iAx1P0F2xTYH4kpoIiIiMjAMnNQv7wzQIFmJAWeeNfI+mgRiFVASfgnVp79uqIeSsqDNrEySMYh0QuJnpw/vdDdAfHujP2pr93Zx4w5y1N8Gqw4lfpaKO8Ntr9QpsxXKCubcsUtFY5ERGYy9+AXd97wMg4FnmTv4H3KJ1LSP7yUVAShpXx233X0HIFEa3YYiff0DytjznJCw1DCRoEgkTt6NqQRtyGM6qm4JSIiks09yAYFCzRjXOAZbQ7qV8gJc1D1/P4FnpLKvgJPbnYqKc95Xdl3fLR0YvNCKsNlFpxyC0vxnjz7M7LdUIpTec8RFrcK5cWJKG4NpTiVmQdPfgec+p5x6M/AVDgSEZls3IcxTbhAMCkUXvIVeDw5sn7GygsHk8rG/OElM5jkCz+FAk90DH9duYejY4WCRJ4Rs3j3EMNIgf3pc6SKW4cKfMZ4FrcYxnTvnACTu792KazVesoiIjIOJuIWq/HOQbPm5Mk4hXJQnuPHMwdNNmZB4SRWWuyeFJbKjv3y4HjlxZzP6OmEY+HA6JH9RfkWTOP/AkVExtB43WKVL/yMempxZjDJeF1RV6BAM5QCT855Y+UQiYzt93iimIVFkBJgVrF7k19ucatQkMgteMVzA8hAxakB9hcqbqVCz/xTVTgSEZlJxusWq3w5akxzUIFbrEoKZaFCx+e0n8o5SIYvKzvOTCocicjUNJpbrAabgZMVfsLX43WLVcn8/gWeoczAKanoH34memqxjJ+pUNwSEZHi6ZeD8txi1S/vDHEGzkTeYpXOQcOYgTNZbrESmUFUOBKRsTPsW6xGODo1KW+xymwzQ6YWi4iISJ+Ct1hl5p0RzMDRLVYiUmT6P1lkuksmBggpI5mBMw63WGF5CjQjvMWq4AKA0+AWKxERERm+niPQc3RsZ+CM+63mg9xilW8m83S/1VxEikaFI5GJNuAtVl0FQspIFgAch1usUgWaId1iVWAGjm6xEhERkfGQ6IUDm2HvRtjzu+Dr3hegc+/wzzXkW6wGyju6xUpEpgcVjkTGQ7wHDmzKDi77Xwke99h7dAymFudZAyfPLVa9pbNpqTmLrujsIJCYAZHwq2VsK/R1jMTDP2nd4Z+2sfuMSai8vJxFixZRUjJzF9ITEREZF0db+zLWno1h1nq577HZ0VKYcyIsvwgaV0BZ9YTeYtXb20tLSwtdXV19OehYam8qB8l4UQYTGVsqHImM1pEDOcHlhSC4pGb6RMtg7knQfCFU1k/oLVYt27dTXV3NsoYGTCNZE8rdOXjwIC0tLTQ1NRW7OyIiIlNTIg6tW7NnEO3ZCB27+9pUzYN5p0DzHwVPfZy3KigWFfEJSC0tLUEGW7ZMGWyCKYOJjD0VjkSGKhGHg5vD4tDv+oJL556+NtXHBWHl+Iv6gkvD8UVbGLCrq0uBpUjMjIaGBvbv31/sroiIiEwNx9qyZxDt3Qj7XupbOygSC2YRNZ0fZKz5q2DeqVA1p6jdzkcZrHiUwUTGngpHIvkcbc2eQbT3d7DvZUiE04ojJTD3RFh+YXZwmdVQ3H7nocBSPPrei4iI5JFMQuu27IG4vRuhfWdfm8qGIGOd9bG+rNV4AsRKi9fvYVIOKB5970XGlgpHMrMlE3Bwa//gcnhXX5tZc4LAsua6oDg0fxU0rizq9GcRERGRKaHrcDgIt7FvUG7fi8GajwAWDW4rW7wGzvpoX9aqmqcFo0VEJgkVjmTmONYWBpdwBtGe1PTncKXCSCwoCC09N5xBtCq43axqblG7PZW1tbVx33338clPfnJYx7397W/nvvvuo7a2dnw6JiIiImMrmYS2HdkDcXt+B22v9rUprw2y1Rkf6stac04M1nSUMaUMJiJjSYUjmX6SSTi0Pfse+T0bof21vjYV9UFgWf2HGcHlBIiVFa/f01BbWxvf/OY3+4WWeDxOLFb4x8+jjz463l0TERGRkeruDAbfUgNxezfC3hehpyNsYMEajwvPgDM+GK77eArMXqhZRBNEGUxExpIKRzK1dXcEQSU3uPQeCfZbBBpWwOKzYPVH+oJL9XEKLhPgxhtvZOvWrZx22mmUlJRQXl5OXV0dL7/8Mps2beId73gHO3fupKuri09/+tNcd911ACxbtowNGzbQ2dnJZZddxnnnnccTTzzBwoULeeihh6ioqCjylYmIiMwA7sG6Q5kziPZuhNbtgAdtymYHA3CnvS/4Om9V8DTZ0sqidn2mUwYTkbGkwpFMDe7BVOfc4HJoR1+b8prgvvgzPhAGl1OC4FKiX3AAX/m/L/Di7sNjes6TF8zmz37/lIL7b7vtNjZu3Mjzzz/Pr371K37v936PjRs3ph+Nes8991BfX8+xY8c466yzePe7301DQ/YC45s3b+b+++/nrrvu4qqrruJHP/oR11577Zheh4iIyIzXeyxYeyhztvbeF6C7va9NfXOQsd74viBnzVsFtUs0GDcIZTARmepUOJLJp+dIMP05VRxKBZes6c/L4bjT4PRr+0a3ahYpuExyZ599djqwAHzjG9/gxz/+MQA7d+5k8+bN/UJLU1MTp512GgBnnnkmO3bsmKjuioiITD/ucHh39kDcno3QuhU8GbQprQoKQ6e+u2/Nx7knQ1lVcfsuI6YMJiKjMaTCkZldCnwdiAJ3u/ttedpcBXyZYN7qb939mnB7Avhd2Ow1d78i3N4ErAcagOeAD7h7z6iuRqYWd2hvySgOhbebtW4je/rzKfDG92YEl5OgdFZRuz4VDTQqNVFmzer7e/vVr37F//t//48nn3ySyspK3vzmN9PV1dXvmLKyvnWnotEox44dm5C+iohMBspgMiq9XbD/5ex1H/duhGOH+trULg0y1qp39T32vnYZRCJF6/Z0owwmIlPdoIUjM4sCdwIXAy3As2b2sLu/mNFmBXATcK67HzKzzMdQHXP30/Kc+q+Av3H39Wb298BHgW+N/FJkUus9Fi6imBNcujKmP9c1BUWiN1yVEVyWahbRFFZdXU1HR0fefe3t7dTV1VFZWcnLL7/MU089NcG9ExGZ3JTBZMjcoXNv30Bc6slmBzaBJ4I2sQqYdzKcdEW45uOq4H15TXH7LuNCGUxExtJQZhydDWxx920AZrYeuBJ4MaPNx4E73f0QgLvvG+iEZmbAW4Brwk3fJxgpU2iZ6tyh4/X+weXg5r7pzyWzgqByyrvCJ5qdGrwvqy5u32XMNTQ0cO6557Jq1SoqKiqYN29eet+ll17K3//933PSSSdxwgknsHbt2iL2VERkUlIGk/7iPXDgleyBuD0b4eiBvjazFwUZ68Tf68ta9U0QiRav3zKhlMFEZCwNpXC0ENiZ8b4FWJPTZiWAmf0HwVTqL7v7P4f7ys1sAxAHbnP3nxBMjW5z93jGORfm+3Azuw64DmDJkiVD6K5MmHh3MP05N7gca+1rU7MkCCwnX9n32Pu6Jk1/nkHuu+++vNvLysr42c9+lndf6h76xsZGNm7cmN7+hS98Ycz7JyIyiSmDzXSd+7MH4vZuhP2vQLI32B8tC27hP+HSoDg0f1WwFlFlfXH7LZOCMpiIjJWxWhw7BqwA3gwsAn5tZqe6exuw1N13mVkz8C9m9jugveCZcrj7t4FvA6xevdrHqL8yXB17+weXA5sgGebOWEUQXE66vC+4zDtF059FRETGlzLYdJDohQObg5yVWvNx78bg9rOU6uOCAbgVF/et+1i/HKJ61o2IiIyvofym2QUszni/KNyWqQV42t17ge1mtokgxDzr7rsA3H2bmf0KOB34EVBrZrFwxCvfOaUY4j1BQShzBtHejXBkf1+b2QuDwHLCZRnBpVnTn0VERMaWMth0dLQ1O2Pt+V0wgzsRrk8eLYU5J8Dyi/oG4uadCrMaBj6viIjIOBlK4ehZYEX4BI5dwNX03Ref8hPgfcB3zayRYNr0NjOrA466e3e4/Vzgr93dzexx4D0ET/X4EPDQWFyQDMORA+FjWF/oCzD7X86Z/nwirLgkI7is0vRnERGRiaEMNpUlE3Bwa/YMoj0boWN3X5tZc4OM1fxHfQ8GaVwJ0ZLi9VtERCTHoIUjd4+b2aeAnxPcO3+Pu79gZrcCG9z94XDf28zsRSABXO/uB83sHOD/mFkSiBDcX59a0PEGYL2Z/QXwn8B3xvzqJJCIw8EtfaNaqeDSuaevTdX8IKwcf1FfcGlYoenPIiIiRaIMNoUca8sYiAuz1r6XIB4+4jwSg8YTYNl5fWs+zj8VquYOeFoREZHJYEhVAXd/FHg0Z9stGa8d+Fz4J7PNE8CpBc65jeBpITKWjrZmzyDa+zvY9zIkuoP9kRKYcyI0vzk7uMxqLGq3RUREpD9lsEkmmYRD27MH4vZuhPaMNcwrG4J8tfqjfVlrzgkQKytev0VEREZB00mmqmQCWrf1Dy6HM5YpmDUnCCtnfzwoDs0Lpz/HSovXbxEREZGpoLsjfChIRtba9yL0Hg32WxQaV8Dis2H1H/Zlrer5YFbcvouIiIwhFY6mgq72jKeZhffJ73sJ4seC/RYNRrKWntN3m9m8U6F6XnH7LSIiIjLZJZPQ9mr2QNzejXBoR1+b8pogW53xwb6sNedEKKkoWrdFREQmigpHk0lq+nNucGl7ra9NRV04/fkj2cFF059lEmpra+O+++7jk5/85LCPveOOO7juuuuorKzMu7+jo4Pzzz8//b6lpYVrr72WO+64g+7ubj74wQ/y3HPP0dDQwA9/+EOWLVsGwNe+9jW+853vEI1G+cY3vsEll1wyomsTEZEpqOcI7H0xY8HqF4I/PR1hA4OG5XDcaXD6tUGxaP6q4ImymkUkU4gymIiMJRWOiqW7o39w2fci9HQG+y0CDcfDwtVw5of7gkv1cQouMmW0tbXxzW9+c8Sh5dprry0YWqqrq3n++efT788880ze9a53AfCd73yHuro6tmzZwvr167nhhhv44Q9/yIsvvsj69et54YUX2L17N29961vZtGkT0Wh0RNcnIiKTlHuw7lDmQNyejcFt/njQpmx28MTYN17dN1t77olQOquoXRcZC8pgIjKWVDgab+7B9Ofc4HJoe1+bspogsJz2/oxFFE+E0vw/rEVG5Gc3Bus0jKX5p8JltxXcfeONN7J161ZOO+00Lr74YubOncsDDzxAd3c373znO/nKV77CkSNHuOqqq2hpaSGRSHDzzTezd+9edu/ezYUXXkhjYyOPP/74gN3YtGkT+/btS49+PfTQQ3z5y18G4D3veQ+f+tSncHceeughrr76asrKymhqauL444/nmWeeYd26dWP2LRERkQnWeywYfEvPIArzVld7X5u6piBjveG9QbFo/iqoXarBOJkYymDKYCJTnApHY6nnSLD20J7fZQSXF6D7cNjAoL4ZjntDRpHoFKhZrOAi09Jtt93Gxo0bef7553nsscd48MEHeeaZZ3B3rrjiCn7961+zf/9+FixYwCOPPAJAe3s7NTU13H777Tz++OM0Ng7+xL/169fz3ve+Fwv/P9q1axeLFy8GIBaLUVNTw8GDB9m1axdr165NH7do0SJ27dqV95wiIjLJuMPh3WHG+l3foNzBLeDJoE3JrCBbrXp38HXeqTDvZCirLm7fRSaYMpiIjCUVjkbCHdpbsmcQ7d0IB7eSnv5cWh0EljdcFcwgmrcqCC6a/izFMsCo1ER47LHHeOyxxzj99NMB6OzsZPPmzZx//vl8/vOf54YbbuDyyy/Pumd+qNavX8+999471l0WEZFi6e2C/S/3DcSlnmx27FBfm9olQWHolHeGRaJVwcyiSKR4/RbJRxlMRKY4FY4G03ssmEWUDi6p6c9tfW3qlgVh5dQ/6AsutUsVXEQyuDs33XQTn/jEJ/rt+81vfsOjjz7Kl770JS666CJuueWWIZ/3t7/9LfF4nDPPPDO9beHChezcuZNFixYRj8dpb2+noaEhvT2lpaWFhQsXju7CRERk5Nyhc292xtqzEQ5sAk8EbWIVweDbSb/ft+bjvFOCJ52JyKCUwURktFQ4SnGHjtfDx97/ri+4HNycM/35ZDjlHeETzU6FuSdD+eyidl1ksqqurqajI3hSzSWXXMLNN9/M+9//fqqqqti1axclJSXE43Hq6+u59tprqa2t5e677846drBp0vfffz/ve9/7srZdccUVfP/732fdunU8+OCDvOUtb8HMuOKKK7jmmmv43Oc+x+7du9m8eTNnn332+Fy8iIgMbP8m+O5lcPRA37bZi4Ki0Ilv78ta9c0Q0QK6IsOhDCYiY0mFI4D73wevPQXHWvu21SwJgsvJV/QFF01/FhmWhoYGzj33XFatWsVll13GNddck14Esaqqih/84Ads2bKF66+/nkgkQklJCd/61rcAuO6667j00ktZsGDBgAszPvDAAzz66KNZ2z760Y/ygQ98gOOPP576+nrWr18PwCmnnMJVV13FySefTCwW484779TTPEREiqVmIay8tO/BIPNOgcr6YvdKZFpQBhORsWTuXuw+DNnq1at9w4YNY3/in/xxsDj1/FP7gktF7dh/jsgEe+mllzjppJOK3Y0ZTX8HIsNjZs+5++pi90OyjVsGE5mm9Pu/+PR3IDI8A2UwzTgCeMedxe6BiIiIiIiIiMiko8KRiEx6a9asobu7O2vbvffey6mnnlqkHomIiIhMf8pgIgIqHInIFPD0008XuwsiIiIiM44ymIiACkciIjJFJT1JR08Hh7oOEU/Gi92dGaUsVsbi6sXF7oaIiIgUQW+yl/budg53HyaZegK5TIja8loaKwZ+4uF4UOFIRESKzt05Gj/Koa5DtHW39fva2tWa9T71R2GlOFY1rOL+y+8vdjdERERklDIH4g51HyqYxQ51H6KtK/ja0dNR7G7PWB8/9eP86Rl/OuGfq8KRiIiMue5E96BFoFT4SH3tTfbmPVfUotSW1VJXXkdtWS3La5dTV1ZHbXktdWV11JTVUBotneArnNlml84udhdEREQkR2ogrrWrtS9n5SsCDXEgrixaRl15XZC7ympZ2LgwK4PNLp1NNBKd4Kuc2ZprmovyuSociYjIgFLTkXMDSL4RqNTXY/FjBc9XU1aTDiALqhawqnFVUBjKCCKZX6tLqjGzCbxiERERkeLrinf15a7MvJVZ/BniQFzMYtSW16YH43IH4vp9LaulsqRygq9YJisVjkRk3LS1tXHffffxyU9+ctjH3nHHHVx33XVUVhb+hbVs2TI2bNhAY+PE3+c7VWVOR84MIiOdjjyrZFa66FNfXs/xtcdnzQ7KDSKzS2cTi+hXj4iIyHhSBpt8UgNxQ7kVbLCBOMOoKatJZ66FVQsHHIirK6+jqqRKA3EyYkNK72Z2KfB1IArc7e635WlzFfBlwIHfuvs1ZnYa8C1gNpAAvuruPwzbfw+4AGgPT/Fhd39+FNciIpNMW1sb3/zmN0ccWq699toBQ8tMl29doIHuTR9sOnJppDSYjhxOSc6djpw5ApUqDOkWMZHxpQwmIiOhDDa+kp7kcPfhQW8FSxeBug7R0Vt4IK6qpCqdrxrKGwYciKsr1y1iMvEGLRyZWRS4E7gYaAGeNbOH3f3FjDYrgJuAc939kJnNDXcdBT7o7pvNbAHwnJn93N3bwv3Xu/uDY3g9IlLAXz3zV7zc+vKYnvPE+hO54ewbCu6/8cYb2bp1K6eddhoXX3wxc+fO5YEHHqC7u5t3vvOdfOUrX+HIkSNcddVVtLS0kEgkuPnmm9m7dy+7d+/mwgsvpLGxkccff3zQvtx+++3cc889AHzsYx/jM5/5DDt27OCyyy7jvPPO44knnmDhwoU89NBDVFRU8Oyzz/LRj36USCTCxRdfzM9+9jM2btw4Zt+bkchcF6jQvekjWRdoqNORK2IVGokSmUSUwUSmB2WwyZ3B3J0jvUcK3gqWO0DX1tVGe0/7iNcFyiwApdqUREsm+KpFhmcoM47OBra4+zYAM1sPXAm8mNHm48Cd7n4IwN33hV83pRq4+24z2wfMAdrGpPciMqnddtttbNy4keeff57HHnuMBx98kGeeeQZ354orruDXv/41+/fvZ8GCBTzyyCMAtLe3U1NTw+23387jjz8+pCnQzz33HN/97nd5+umncXfWrFnDBRdcQF1dHZs3b+b+++/nrrvu4qqrruJHP/oR1157LR/5yEe46667WLduHTfeeOOYX3vSkyQ8QW+yl2f3PDvq6cizy2anQ8Zg05G1LpDItKEMJiIjMuMzWDJBb6KXJ3Y/UXAgrrW7b5AunoznPVfuukDH1x4/cBGoPBiIE5luhlI4WgjszHjfAqzJabMSwMz+g2Aq9Zfd/Z8zG5jZ2UApsDVj81fN7Bbgl8CN7t6d++Fmdh1wHcCSJUuG0F0RyWegUamJ8Nhjj/HYY49x+umnA9DZ2cnmzZs5//zz+fznP88NN9zA5Zdfzvnnnz/sc//7v/8773znO5k1axYA73rXu/i3f/s3rrjiCpqamjjttNMAOPPMM9mxYwdtbW10dHSwbt06AK655hp++tOfFjy/u5PwBIlkgoQniCfjWV/T2z1OIhlsT41C7T+6n89s+EzW+WaVzEqHjMGmI2tdIJEZTRlMZBpQBht5BksNxOVmsESyL3elt4ev0xns2H4+84vPpM+Vuy7QoqpFnNp4at5bwVLvtS6QSGCs/iUSA1YAbwYWAb82s1NT06HN7DjgXuBD7uk5fTcBewiCzLeBG4Bbc0/s7t8O97N69Wofo/6KyARzd2666SY+8YlP9Nv3m9/8hkcffZQvfelLXHTRRdxyyy1j9rllZWXp19FolKNHj5JIJgA42nuUhCc43H2YhCfYe2RvwVBSiJkRsxjRSJSoRSmNlRK1KNFIlJjF6C7v5u633a11gURkvCiDiciAJlMGiyfjOM7R3uD14e7DJJIJ9hzZk7cYVOh2MICIRdJ5KxaJUR4tT+exaCRKT3kP37/0+3p0vMgYGErhaBewOOP9onBbphbgaXfvBbab2SaCEPOsmc0GHgH+h7s/lTrA3V8PX3ab2XeBL4zwGkRkkqqurqajI1gI8JJLLuHmm2/m/e9/P1VVVezatYuSkhLi8Tj19fVce+211NbWcvfdd2cdO9g06aQnWXfOOj76hx/lU5/7FPFknAf/6UH+7q6/Y++RvfQme9nRvoO4x9l3dB9Hjh1hT3IPpZWlPPQvD/GGM9/A9//x+8STcQ4eOxgEjjCElMXKqLTK9PvMr1EL/kQsMuBI1N7YXs447oyx+6aKyEyiDCYiIzIRGSyRTLD2nLV89A8/yh9/7o+JJ4IM9rd3/W06g21v3048GWSwzmOd7E3upayyLDuDeZzWrtbsgbho9kBcvwwWCTLYQPbG9nLSvJPG5hsqMsMNpXD0LLDCzJoIwsrVwDU5bX4CvA/4rpk1Ekyb3mZmpcCPgX/IXYDRzI5z99ct+BfXO4DirkorImOuoaGBc889l1WrVnHZZZdxzTXXpKcmV1VV8YMf/IAtW7Zw/fXXE4lEKCkp4W/v/Fu64l186KMf4m2XvI35x83nn372T3mnI/cme9nUuom6pjouu+oyzl13LgDvfv+7mb9yPnta9uDuOE5ppJSyaBnJWJJ5s+bxzf/zTT77x58lEonwpgvexJz6OZzUcJKmI4vIZKIMJiIjMqIM9nd/y7H4MT70h0EGm3fcvCCD5ZmJ3ZvsZfOhzdQ11fH2q97OeevOA4IMtmDlAl5veR13xzDKY+WUR8tJliSZP2s+3/r2t/jMJz+TzmBz6+dycsPJxfx2icggzH3wmcdm9nbgDoJ75+9x96+a2a3ABnd/OAwe/xu4lL5Hvq43s2uB7wIvZJzuw+7+vJn9C8EijQY8D/yRu3cO1I/Vq1f7hg0bhnuNIjPWSy+9xEknFWekZTTrAuWTOR0536hTvu0DFYE6OzupqqoCggUkX3/9db7+9a+P+fehmH8HIlORmT3n7quL3Y/JQhlMZGoq5u//vOsCpYo+ebZnrguUTypXxSKxAXNXav9gs7GVwUQmp4Ey2JDWOHL3R4FHc7bdkvHagc+FfzLb/AD4QYFzvmUony0ixefu6RAy4KKEOfsLGWxdoHwBZbDpyMP1yCOP8LWvfY14PM7SpUv53ve+N6bnFxEZC8pgIjPbUAbixmpdoHyFocEG4kZCGUxk6tFjekRmoNRjSgcr/GTuLzQ70bCsdYHKY+WDjkYNtwi0Zs0auruzH/hz7733cuqpp474e/De976X9773vSM+XkRERGQ4xn0gLlral7dGuC5QLmUwEQEVjkSmvN5kL+3d7RzqOkRbd1vW1zf6G2npaBnxdOTSSCnRWP5ZQEOdjjwWnn766XE9v4iIiMhwdcW7aOtuo7WrlbauNg5192Ww1baanR07Rz0QV2gW0EgG4kZCGUxEQIUjkUkl6UkOdx/OCh6ZX1u7WmnrbusLJ11tdPR2FDzfN075BkfjRws+pnS46wKJiIiITEe9yd6sfJX1NU8ma+tu41j8WN5zGcYpp5xCV7wrPRAXixUuAE3UQJyIyEipcCQyzpKeZHfnbnYc3kFrVyuHug71nx0UhpP2nvaCs4HKomXUlddRV1ZHbVktC6sXBq/La9Nf68vq+96X1bJl0xZW1q2c4CsWERERKb6eRA87Du9gZ8fOvMWgoQ7EVZVUUVtWS315PXMq57CibkW/DJb5dXbpbDa9sokVdSsm8GpFRMaPCkciY6Q30ctrHa+xrX0b29q2sbV9K9vbt7OjfQddia6stjGLUVteS21ZLXXldRxfe/zARaDyWipiFUW6MhEREZHJ60jvEba3b2db+za2tm1lW/s2trdvZ2fHzn4DcpkDcXXldSyqXkRdeTDglrcYVFZLSbSkSFcmIjI5qHAkMkxHe4+y/fB2trVtywopLR0txD2ebnfcrONorm3mrPln0VzTTFNNE3Mr5lJbXktVSZWmI4uIiIgMQ2tXK9vatqULQ6ki0d6je9NtYpEYS6uXsrJuJZcsu4TmmmaWzl5KQ3mDBuJEREZIhSORAtq727NGrra1b2N723Z2H9mdbhO1KIurF9Nc08zFSy+mqaaJ5tpmmmY3UVlSWcTeTw5tbW3cd999fPKTnxz2sXfccQfXXXcdlZXD/z7u37+fyy+/nJ6eHr7xjW9w/vnn92uzbNkyNmzYQGNj47DPLyIiIuPD3dlzZE86e6Vmcm9r30Zbd1u6XUWsgmWzl6UH6JprmmmqbWJx9WJKIpohpAwmImNJhSOZ0dydfUf39Qsm29q30drVmm5XFi2jqaaJN859I++seSfLa5fTXNPMkuolmr48gLa2Nr75zW+OOLRce+21Iwotv/zlLzn11FO5++67h32siIiIjL94Mk5LR0u/DLa9fTtH40fT7WrKamiuaeaiJRcFBaLaoEg0f9b8CXmq2FSlDCYiY0mFI5kREskEuzp35Q0nnb2d6XbVpdU01zRzwaIL0uGkqaaJBbMWEI1Ei3gFo7fnL/+S7pdeHtNzlp10IvP/+38vuP/GG29k69atnHbaaVx88cXMnTuXBx54gO7ubt75znfyla98hSNHjnDVVVfR0tJCIpHg5ptvZu/evezevZsLL7yQxsZGHn/88bznr6qq4tOf/jQ//elPqaio4KGHHuL111/ni1/8IseOHWPDhg08+eSTVFQMPC399ttv55577gHgYx/7GJ/5zGfYsWMHl112Geeddx5PPPEECxcu5KGHHqKiooJnn32Wj370o0QiES6++GJ+9rOfsXHjxpF/I0VERKaprngXrx5+NZ3BtrYFa0C+evhVepO96XZzK+fSXNPMO45/R1aBqL68fsrf3q8MVpgymMjUoMKRTCs9iR5ePfxqsDB12/Z0SNnRvoOeZE+6XWNFI801zVzefHk6mDTXNNNY0Tjlw8lkctttt7Fx40aef/55HnvsMR588EGeeeYZ3J0rrriCX//61+zfv58FCxbwyCOPANDe3k5NTQ233347jz/++IDTmI8cOcLatWv56le/yhe/+EXuuusuvvSlL3HrrbeyYcMG/u7v/m7QPj733HN897vf5emnn8bdWbNmDRdccAF1dXVs3ryZ+++/n7vuuourrrqKH/3oR1x77bV85CMf4a677mLdunXceOONY/b9EhERmao6ejrSg3OZa0Du6tyF4wBELMLCqoUsr1nO+YvO77vFrKaJ6tLqIl/B9KIMJiJjSYUjmZIyn56R+QSzlo4WEp4AwDAWVC2guaaZdcetY3ntcppqmmiqaaKmrKbIVzDxBhqVmgiPPfYYjz32GKeffjoAnZ2dbN68mfPPP5/Pf/7z3HDDDVx++eV574UvpLS0lMsvvxyAM888k1/84hfD7te///u/8853vpNZs2YB8K53vYt/+7d/44orrqCpqYnTTjstff4dO3bQ1tZGR0cH69atA+Caa67hpz/96bA/V0REZKpxdw52HcxamDq1BuS+Y/vS7UoiJSydvZSTG07m95f/fro4tKxmGWXRsiJeQXEog+WnDCYydahwJJNa7tMzUqNXgz09Y3ntcpbOXqonZ0wi7s5NN93EJz7xiX77fvOb3/Doo4/ypS99iYsuuohbbrllSOcsKSlJzxCLRqPE4/FBjhiesrK+cBuNRjl27NiYnl9ERGQySnqS14+8nvcJZod7DqfbVcYqaa5pZu2CtTTVNLG8ZjnNtc0srFpILKJ/ZkwWymAiMlr6iS5F5+7sPbo3a+QqNc35UPehdDs9PWPqqa6upqOjA4BLLrmEm2++mfe///1UVVWxa9cuSkpKiMfj1NfXc+2111JbW5teTDF17Hg/ceP888/nwx/+MDfeeCPuzo9//GPuvffegu1ra2uprq7m6aefZs2aNaxfv35c+yciIjJeepO97Dy8s98TzHYc3sGxeN8/1OvL62mqaUoP0KXWIJpXOU+3+E9SymAiMpZUOJIJM9ynZ7xlyVv09IwprqGhgXPPPZdVq1Zx2WWXcc0116SnF1dVVfGDH/yALVu2cP311xOJRCgpKeFb3/oWANdddx2XXnopCxYsKLgw41g444wz+PCHP8zZZ58NBAsznn766ezYsaPgMd/5znf4+Mc/TiQS4YILLqCmZubd+igiIlPHsfgxdrTvYGv71qw1iF47/Bpx75spMn/WfJprmjlz3plZa0DWldcVsfcyEspgIjKWzN2L3YchW716tW/YsKHY3ZBBdCe62dG+o1+BqNDTMzJHrqbL0zMmi5deeomTTjqp2N2Ydjo7O6mqqgKCxSdff/11vv71r+dtq78DkeExs+fcfXWx+yHZlMGmhvbu9rxrQO7u3J1eoDpqURZXL6appil9e39qDaLKkuE/fl3y0+//8aEMJjJ+BspgmnEkI9bR05G+5z0dUtq30dLRoqdnyLT2yCOP8LWvfY14PM7SpUv53ve+V+wuiYjIDOHu7D+2v9/s7a1tWznYdTDdrixaxrLZy3hD4xu48vgrgyJRzXKWzF5CabS0iFcgMnLKYCLFocKRDCjz6RmpkauBnp5xUv1JwSPuZ/jTM2RsrVmzhu7u7qxt9957L6eeeuq4HlvIe9/7Xt773veO+HgREZHBJJIJdh/ZnfcJZh29Hel2VSVVNNc0Zw3QNdc0s6BqAdFItIhXINOBMpiIgApHEtLTM2Qye/rpp4tyrIiIyHjrTfTy6uFX+93iv+PwDroTff/obihvoLm2mbc3vz3rFv85FXN0i7+MG2UwEQEVjmac3mQvOzt2pkNJoadn1JXV0VzbrKdniIiIiIyBo71Hs27tT2WxnR07SXgi3W5h1UKaappYc9ya9BpETTVN1JRpEWARESmOIRWOzOxS4OtAFLjb3W/L0+Yq4MuAA79192vC7R8CvhQ2+wt3/364/Uzge0AF8CjwaZ9KK3VPcqmnZ2xr35a1BpGeniEiIjJ1KINNPW1dbUH+ynmC2etHXk+3iVmMxbMXc3zt8Vy89OJ0Bls2e5kWqBYRkUln0MKRmUWBO4GLgRbgWTN72N1fzGizArgJONfdD5nZ3HB7PfBnwGqCMPNceOwh4FvAx4GnCULLpcDPxvLiZoLhPj3jwsUX6ukZIiIiU4Ay2OTl7uw9urff7f3b27fT2tWablceLaepponT557Oe2rfkx6gWzx7MSWRkiJegYiIyNANZcbR2cAWd98GYGbrgSuBFzPafBy4MwwjuHtq1eRLgF+4e2t47C+AS83sV8Bsd38q3P4PwDtQaMnL3Tlw7EB65CoVTLa1b+PAsQPpdvmentFc08zS2Uv19AwREZGpRxmsyBLJBC2dLf1u8d9+eDtHeo+k280unU1zTTNvXvzmrFv8j5t1HBGLFPEKRERERm8ohaOFwM6M9y3Ampw2KwHM7D8IplJ/2d3/ucCxC8M/LXm292Nm1wHXASxZsmQI3Z26kp5kV+euvE8wy/f0jPMWnqenZ8ik1tbWxn333ccnP/nJYR97xx13cN1111FZOfxZcfv37+fyyy+np6eHb3zjG5x//vlZ+zs6OrK2tbS0cO2113LHHXfQ3d3NBz/4QZ577jkaGhr44Q9/yLJlywD42te+xne+8x2i0Sjf+MY3uOSSS4bdNxGRYVAGmyA9iR52HN6RXSBq38ar7a/Sk+xJt5tbMZem2iauWH5FVoGoobxBa0DKpKIMJiJjaawWx44BK4A3A4uAX5vZyJ+zmMHdvw18G2D16tXT4v77fk/PyFigWk/PkOmkra2Nb37zmyMOLddee+2IQssvf/lLTj31VO6+++68+6urq3n++efT788880ze9a53AfCd73yHuro6tmzZwvr167nhhhv44Q9/yIsvvsj69et54YUX2L17N29961vZtGkT0aiKtSJSVMpgw9DZ05l3geqWzhaSngTAMBZWLaS5tpnzFpxHU00TzbXBLf6zS2cX+QpEhkYZTETG0lAKR7uAxRnvF4XbMrUAT7t7L7DdzDYRhJhdBEEm89hfhdsXDXLOKe9o71G2H97eN3qlp2dIEf3bA5s4sLNzTM/ZuLiK869aWXD/jTfeyNatWznttNO4+OKLmTt3Lg888ADd3d28853v5Ctf+QpHjhzhqquuoqWlhUQiwc0338zevXvZvXs3F154IY2NjTz++ON5z19VVcWnP/1pfvrTn1JRUcFDDz3E66+/zhe/+EWOHTvGhg0bePLJJ6moqCjYx02bNrFv37706NdDDz3El7/8ZQDe85738KlPfQp356GHHuLqq6+mrKyMpqYmjj/+eJ555hnWrVs38m+giMjAlMFGqLWrNevhIKmZ3PuO7ku3iUViLJu9jBPqT+CypsvSa0Aunb2U8lh5EXsv040yWH7KYCJTx1AKR88CK8ysiSBYXA1ck9PmJ8D7gO+aWSPBtOltwFbgL80s9YiutwE3uXurmR02s7UECzN+EPjb0V5MsaSenpH7BDM9PUNmuttuu42NGzfy/PPP89hjj/Hggw/yzDPP4O5cccUV/PrXv2b//v0sWLCARx55BID29nZqamq4/fbbefzxx2lsbCx4/iNHjrB27Vq++tWv8sUvfpG77rqLL33pS9x6661s2LCBv/u7vxu0j+vXr+e9731vehbfrl27WLw4+HdaLBajpqaGgwcPsmvXLtauXZs+btGiRezaNe3+rSUik4sy2ADcnT1H9uRdA7Ktuy3driJWQXNNM2vmr0nPHFpes5xF1YuIRcZq8r3I5KIMJiJjadDflu4eN7NPAT8nuHf+Hnd/wcxuBTa4+8PhvreZ2YtAArje3Q8CmNmfEwQfgFtTizQCn6TvUbA/Y5Ivypj79IzMJ5jp6RkyFQw0KjURHnvsMR577DFOP/10ADo7O9m8eTPnn38+n//857nhhhu4/PLL+90LP5DS0lIuv/xyIJjq/Itf/GLY/Vq/fj333nvvsI8TERlvymCBeDLOzo6deZ9gdix+LN2utqyW5ppm3rr0rVlrQM6bNU8LVEtRKYPlpwwmMnUMaZjF3R8leFxr5rZbMl478LnwT+6x9wD35Nm+AVg1zP6Ou0Qywa7OXelQkjl6padniIycu3PTTTfxiU98ot++3/zmNzz66KN86Utf4qKLLuKWW27Jc4b+SkpK0qNU0WiUeDw+rD799re/JR6Pc+aZZ6a3LVy4kJ07d7Jo0SLi8Tjt7e00NDSkt6e0tLSwcGHe9WRFRMbMTMpgXfGu/gtUt23j1Y5XiSf7fr7Pq5xHc00z71rxrqwMVl9eX8Tei0xeymAiMlqanwvc/bu7ebn15bxPz5hTMYfm2mY9PUNkBKqrq+noCJ4IeMkll3DzzTfz/ve/n6qqKnbt2kVJSQnxeJz6+nquvfZaamtr04sppo4daJr0aN1///28733vy9p2xRVX8P3vf59169bx4IMP8pa3vAUz44orruCaa67hc5/7HLt372bz5s2cffbZ49Y3EZHpbv/R/fzDi/+QLhDt6tyFE6zBHbEIi6sX01TTxAWLL8haA3JWyawi91xk8lMGE5GxpMIR8Oj2RznWe0xPzxAZYw0NDZx77rmsWrWKyy67jGuuuSa9kGFVVRU/+MEP2LJlC9dffz2RSISSkhK+9a1vAXDddddx6aWXsmDBgoILM47WAw88wKOPZg3k89GPfpQPfOADHH/88dTX17N+/XoATjnlFK666ipOPvlkYrEYd955p57mISIyCklPct9L97G0ZimrGldxxfIraKptSi9QXRYtK3YXRaYsZTARGUsWzHCeGlavXu0bNmwY8/PGk3EtjijT0ksvvcRJJ51U7G7MaPo7EBkeM3vO3VcXux+SbTwymLuT9CTRiP4BKNOPfv8Xn/4ORIZnoAymagmoaCQiIiIywcyMqKloJCIiMtmpYiIik96aNWvo7u7O2nbvvfdy6qmnjuuxIiIiIjOZMpiIgApHItOeu0/5hdyffvrpohw7WlPpVmAREREZW8pgymAi04WeGy8yjZWXl3Pw4EH98iwCd+fgwYOUl5cXuysiIiIywZTBikcZTGTsacaRyDS2aNEiWlpa2L9/f7G7MiOVl5ezaNGiYndDREREJpgyWHEpg4mMLRWORKaxkpISmpqait0NERERkRlFGUxEphPdqiYiIiIiIiIiInmpcCQiIiIiIiIiInmpcCQiIiIiIiIiInnZVFrp38z2A68Wux/joBE4UOxOTLCZeM0wM697Jl4zzMzrnonXDDPzusfzmpe6+5xxOreM0DTNYDPx/12Ymdc9E68ZZuZ1z8Rrhpl53TPxmqFIGWxKFY6mKzPb4O6ri92PiTQTrxlm5nXPxGuGmXndM/GaYWZe90y8Zpl+Zup/xzPxumfiNcPMvO6ZeM0wM697Jl4zFO+6dauaiIiIiIiIiIjkpcKRiIiIiIiIiIjkpcLR5PDtYnegCGbiNcPMvO6ZeM0wM697Jl4zzMzrnonXLNPPTP3veCZe90y8ZpiZ1z0Trxlm5nXPxGuGIl231jgSEREREREREZG8NONIRERERERERETyUuFIRERERERERETyUuGoiMys1sweNLOXzewlM1tX7D5NBDP7rJm9YGYbzex+Mysvdp/GmpndY2b7zGxjxrZ6M/uFmW0Ov9YVs4/jocB1/8/wv/H/MrMfm1ltEbs45vJdc8a+z5uZm1ljMfo2ngpdt5n9Sfj3/YKZ/XWx+jceCvz3fZqZPWVmz5vZBjM7u5h9HGtmttjMHjezF8O/00+H26f9zzOZ3mZiBpsJ+QuUwZTB0vuUwaYRZbDiZzAVjorr68A/u/uJwBuBl4rcn3FnZguBPwVWu/sqIApcXdxejYvvAZfmbLsR+KW7rwB+Gb6fbr5H/+v+BbDK3d8AbAJumuhOjbPv0f+aMbPFwNuA1ya6QxPke+Rct5ldCFwJvNHdTwH+VxH6NZ6+R/+/678GvuLupwG3hO+nkzjweXc/GVgL/LGZnczM+Hkm09uMymAzKH+BMlgmZbDp6Xsog4Ey2IT+PFPhqEjMrAZ4E/AdAHfvcfe2onZq4sSACjOLAZXA7iL3Z8y5+6+B1pzNVwLfD19/H3jHRPZpIuS7bnd/zN3j4dungEUT3rFxVODvGuBvgC8C0/IJBAWu+78Bt7l7d9hm34R3bBwVuGYHZoeva5hmP8/c/XV3/034uoPgH9cLmQE/z2T6msEZbNrnL1AGy9mmDDYNKYP1bUYZbMJ+nqlwVDxNwH7gu2b2n2Z2t5nNKnanxpu77yKogL8GvA60u/tjxe3VhJnn7q+Hr/cA84rZmSL5Q+Bnxe7EeDOzK4Fd7v7bYvdlgq0Ezjezp83sX83srGJ3aAJ8BvifZraT4GfbdBvNTTOzZcDpwNPo55lMbTMug83w/AX6mQXKYNOdMpgy2LhS4ah4YsAZwLfc/XTgCNNz2myW8B7MKwlC2wJglpldW9xeTTx3d6bpKEghZvY/CKZc/mOx+zKezKwS+O8EU2ZnmhhQTzCd9nrgATOz4nZp3P034LPuvhj4LOEMhunGzKqAHwGfcffDmftm4s8zmfJmXAZT/uozE39mKYPNCMpgymDjSoWj4mkBWtz96fD9gwQhZrp7K7Dd3fe7ey/wT8A5Re7TRNlrZscBhF+n1RTSgZjZh4HLgfeHP+Cms+UEwfy3ZraDYFr4b8xsflF7NTFagH/ywDNAEph2i1Lm+BDBzzGA/w+YVgszAphZCUFg+Ud3T13rjP15JtPCTMxgMzl/wQz+maUMpgw2jSmDTeDPMxWOisTd9wA7zeyEcNNFwItF7NJEeQ1Ya2aVYRX8Iqb5gpQZHib4AUf49aEi9mXCmNmlBPeZX+HuR4vdn/Hm7r9z97nuvszdlxH8Ij8j/H9+uvsJcCGAma0ESoEDxezQBNgNXBC+fguwuYh9GXPhz+nvAC+5++0Zu2bkzzOZHmZoBpvJ+Qtm6M8sZTBlsGJ2aAIog03gzzOb/oXnycvMTgPuJvgfexvwEXc/VNROTQAz+wrwXoIps/8JfCy1kNt0YWb3A28mqPTvBf6M4Af6A8AS4FXgKnfPt6DflFXgum8CyoCDYbOn3P2PitLBcZDvmt39Oxn7dxA8xWZa/fIu8Hd9L3APcBrQA3zB3f+lSF0ccwWu+RWCpzPFgC7gk+7+XLH6ONbM7Dzg34DfEYxeQnAbwNNM859nMr3NxAw2E/IXKIOhDKYMpgw2LUy2DKbCkYiIiIiIiIiI5KVb1UREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkRkQpnZ+Wb2yhic51dm9rERHvtlM/vBRB8rIiIiMpHM7M1m1jLA/k4za57IPg2HcpfI5KDCkYgAYGY7zOxYGCD2mNn3zKxqrD/H3f/N3U8Y6/OKiIiITFUTlcNyuXuVu28b788RkalNhSMRyfT77l4FnAacDtxU3O6IiIiIzBjKYSIyKalwJCL9uPse4OcEwQUAM1trZk+YWZuZ/dbM3pyx71dm9jUze8bMDpvZQ2ZWn+/cuVOmwxG2L5jZf5lZu5n90MzKM/ZfaWbPh+fdamaX5jln1jRmM1tmZm5msfB9k5n9q5l1mNkvgMac4we6tgGPFRERERlLI8hhHzGzl8Ksss3MPjHUzwrz0vHh6++Z2Z1m9kh4rqfNbPkAx56X0aedZvbhcHuNmf2Dme03s1fN7EtmFgn3fdjM/t3M/peZHTKz7WZ2WcY5lbtEJiEVjkSkHzNbBFwGbAnfLwQeAf4CqAe+APzIzOZkHPZB4A+B44A48I1hfORVwKVAE/AG4MPh554N/ANwPVALvAnYMYJLug94jiB8/DnwodSOIVxbwWNFRERExtoIctg+4HJgNvAR4G/M7IwRfvzVwFeAuvDzv1qgj0uBnwF/C8whKHI9H+7+W6AGaAYuIMiIH8k4fA3wCkG2+mvgO2Zm4T7lLpFJSIUjEcn0EzPrAHYShJA/C7dfCzzq7o+6e9LdfwFsAN6ecey97r7R3Y8ANwNXmVl0iJ/7DXff7e6twP+lb4Tto8A97v6L8HN3ufvLw7kgM1sCnAXc7O7d7v7r8DNSCl7bEI4VERERGSsjymHu/oi7b/XAvwKPAeePsA8/dvdn3D0O/CMZs55yXAP8P3e/39173f2guz8fZr+rgZvcvcPddwD/G/hAxrGvuvtd7p4Avk8w6DhPuUtk8lLhSEQyvcPdq4E3AyfSNz14KfAH4VTkNjNrA84j+EWfsjPj9atACUOfXrwn4/VRILUY5GJg63AuII8FwKGwoJXZv5SBrm2wY0VERETGyohymJldZmZPmVlruO/tjPwWr0KZLFehjNZIkAEz89KrwMJ8n+HuR8OXVSh3iUxaKhyJSD/haNX3gP8VbtpJMKOoNuPPLHe/LeOwxRmvlwC9wIFRdmUnUPDe+gxHgMqM9/MzXr8O1JnZrJz+ZX5GoWsb7FgRERGRMTWcHGZmZcCPwrbz3L0WeBSwPKceS4Uy2gGCDLg0Y9sSYNcQzqncJTJJqXAkIoXcAVxsZm8EfgD8vpldYmZRMysPF7lelNH+WjM72cwqgVuBB8MpyKPxHeAjZnaRmUXMbKGZnZin3fPAm8xsiZnVkPEUEnd/lWA691fMrNTMzgN+P+PYgtc2hGNFRERExsMdDC2HlQJlwH4gHi40/bYJ6N8/Am81s6vMLGZmDWZ2Wpj9HgC+ambV4VpInwuvYUDKXSKTlwpHIpKXu+8nWJj6FnffCVwJ/HeCYLKTYMHqzJ8h9xKMju0ByoE/HYM+PEO4yCPQDvwr2SNYqXa/AH4I/BfBgoo/zWlyDcFCjK0E6wX8Q8axg11bwWNFRERExsNQc5i7dxBkrgeAQwS55eEJ6N9rBLfEfZ4gIz0PvDHc/ScEs8G3Af9OsOD1PUM8tXKXyCRk7l7sPojIFGdmvwJ+4O53F7svIiIiIiIiMnY040hERERERERERPJS4UhERERERERERPLSrWoiIiIiIiIiIpKXZhyJiIiIiIiIiEhesWJ3YDgaGxt92bJlxe6GiIiIjJPnnnvugLvPKXY/JJsymIiIyPQ2UAabUoWjZcuWsWHDhmJ3Q0RERMaJmb1a7D5If8pgIiIi09tAGUy3qomIiIiIiIiISF4qHImIiIiIiIiISF4qHImIiIiIiIiISF4qHImIiIiIiIiISF4qHImIiIiIiIiISF4qHImIiIiIiIiISF4qHImIiIiIiIiISF4qHImIiIiIiIiISF6x0RxsZpcCXweiwN3uflvO/g8D/xPYFW76O3e/O9z3IeBL4fa/cPfvj6Yvo/Hot/6LYx29REsixMI/0fTXaPp99v5oTrsIsZJo9vvSCNFY8D4SVY1OREREJNO/PbCJAzs7i90NERGRKaFxcRXnX7Vywj93xIUjM4sCdwIXAy3As2b2sLu/mNP0h+7+qZxj64E/A1YDDjwXHntopP0ZjbJZJcR7EsR7kxzrihPvTRLvTZLoSRCPJ0n0JInHk0FPRygSsexiUmmUaCy3GBV+LY0Si0WIlkaCr5lFqfTxfUWp1Lmyzl0SHBuJGWY2dt8sEREREREREZkxRjPj6Gxgi7tvAzCz9cCVQG7hKJ9LgF+4e2t47C+AS4H7R9GfEbvogycN2sbdSSY8KCj1Jon3JEjEk8R7ksHXfNt6graJeIJ4WHxKpL8m+s7Vm6T7WJx4e+q4RNbxyeQoKlZGdhGqNJwplVtoSr0PC06F9qW2pc+ZWfCKRbPOYREVrERERKSwYoyaioiIyPCMpnC0ENiZ8b4FWJOn3bvN7E3AJuCz7r6zwLEL832ImV0HXAewZMmSUXR3dMyMaMyIxiJQMbGfnUyEM6AyikmpolO6KNWbuT3RN2sqz/bU+6DYlaTrSG/WOfvOnRxVvyMx65splVmYyrm1L1WYyipspYtRmcfl3ApYYJtuCxQREREREREZG6Na42gI/i9wv7t3m9kngO8DbxnOCdz928C3AVavXj2KqTdTVyQaobQIxRBPeno2VV+xKZFdXCpQrOr7mshTlErdFtiTc0xf29HcFmip2wIHWK9qKNtzi1Kp4lX+cwRFLt0WKCIiIiIiItPJaApHu4DFGe8X0bcINgDufjDj7d3AX2cc++acY381ir7IOLCIBbellUYn9HNTtwUWKlYVLEr1hDOw8rXNuP2v51ico4fznKNnlLcFQsGiVGpbJGJgRiQSfH/NDMt5HTGDiBGxzO1hu/B1JEJ4HsMs51zpNgYWrK9lOe2yjs/cl/E66EfQn4JtMj8j5/PT15N7nbmfYajgJiIiIiIiMkmNpnD0LLDCzJoICkFXA9dkNjCz49z99fDtFcBL4eufA39pZnXh+7cBN42iLzKNZN4WWFqE2wITce8rKGWuV5UqSmVt678mVXoNq4w1reI9wR93x5NOMum4B7O6PPO1O54Mi2eF2mS8TrqPanbWZNGv+JVTeMJyC2nZRbWhFdIyiloDFtLytxt9Ia2vTfaxfe0KFvsKFeKs8PcsX8Ex81oyjxERERERESlkxIUjd4+b2acIikBR4B53f8HMbgU2uPvDwJ+a2RVAHGgFPhwe22pmf05QfAK4NbVQtkgxRaIRIlEoKZvYWVaj4V6gqJQMikrJnIJUZoEqa1+BdsnM93le5z1/xuu8x3tfX5MDFMbSbXwIbfL2I9wXTxIvUKDr34/C349k7vGjnKE2WfSb0Vag+JY7o61Qkc4KFr8y2me2GWDWW97j8xTiUAFsQs2qKeWkcxYUuxsiIiIiMgFGtcaRuz8KPJqz7ZaM1zdRYCaRu98D3DOazxcR0v8IR0+xK4r8hbT+Bab0voKFNAq0GWoxME+bnL4U3Jc7iy1ZqFjXV3Akt6iYdc3BPlLXE88uFmYVFTOOyS3SMdD3LDyXFMfcpdUqHImIiIjMEOO9OLaIyLRmZljUgnmXMqE8vFVzutyyOaWoTi0iIiIyY6hwJCIiU5KFi6tHVcUQERERERk3E/+MdxERERERERERmRJUOBIRERERERERkbxUOBIRERERERERkbxUOBIRERGZYszsUjN7xcy2mNmNA7R7t5m5ma0O3y8zs2Nm9nz45+8nrtciIiIyFWlxbBEREZEpxMyiwJ3AxUAL8KyZPezuL+a0qwY+DTydc4qt7n7aRPRVREREpj7NOBIRERGZWs4Gtrj7NnfvAdYDV+Zp9+fAXwFdE9k5ERERmV5UOBIRERGZWhYCOzPet4Tb0szsDGCxuz+S5/gmM/tPM/tXMzu/0IeY2XVmtsHMNuzfv39MOi4iIiJTj25VExEREZlGzCwC3A58OM/u14El7n7QzM4EfmJmp7j74dyG7v5t4NsAq1ev9vHo656//Eu6X3p5PE4tIiIy7ZSddCLz//t/n/DP1YwjoHfvPuIHD5Lo7MR7e3Efl2wkIiIiMhZ2AYsz3i8Kt6VUA6uAX5nZDmAt8LCZrXb3bnc/CODuzwFbgZUT0msRERGZkjTjCHj1/e+nt6Wlb0MkgpWVESkrw8rKsPIyIqVlWHk5Vlaa/bqsPGhbXoaVlmW/Lk+dI2xbHrS10rBNeP5IWXi+0lLMrHjfCBEREZkKngVWmFkTQcHoauCa1E53bwcaU+/N7FfAF9x9g5nNAVrdPWFmzcAKYNtEdj5TMUZNRUREZHhUOALmfPYzJNrb8a5uvKebZFcX3t2Dd3eR7O7Oft3VTfLIEZKtrXh3N97dHbYJvtLbO6q+WGlp/6JUWU6RqSxPUSpsmy5QZRWnyomUlWa/Ls85dzQ6Rt9NERERGU/uHjezTwE/B6LAPe7+gpndCmxw94cHOPxNwK1m1gskgT9y99bx77WIiIhMVSocATW/93tjdi5PJPqKST09eFdXurDk3d0kw+JU+nV3d1iUCtp6T3f2665UUSooZsU7OtKvvauLZPgZ3t09uo6XlBApLc0/wyqzKJU7wypVwCo0wyrf7KpwhlWktBRKSjTLSkREZJjc/VHg0ZxttxRo++aM1z8CfjSunRMREZFpRYWjMWbRKFZZSaSyckI/192D9ZnCIlJ6FlRq9lS+mVSpGVap1xkFqnQxq7sb7+oKZ2Rlnzs9yyqRGHnHU7cFluaZBZUqYA1QzOp3i2C/2//K+mZY5RSxVLASERERERERGZgKR9OEmWGlpVBaOuGf7fF430yq1AyrQrOturvzzqQKZk91Z7/u6iZ59CjJQ4f63RboXV34WN4WmK8olXmLYKF1qwacYZVxi2DmDKtoNCiYqXAlIiIiIiIik5wKRzJqFosRrYoBsyb0cz2ZzCgoBbOkMm8HHP5sq+xbB+Odndm3EWa0YSyevBeLBTPUotH0a2JRLJrvdf+2FotC3rbh61gUopmvB9uf0zYWfl40hpXE+l5nbk8dl+p/1uuMtrn9j+iBjiIiIiIiIlOBCkcyZVkkglVUQEUFE7m0t7tDb2/G7YA5s62yFlbPmW2VSEAijscTeCIOiUTf63giWCMr43Vf2wTE41n7k13deOJI0DYeL3yO9HF9r0kmJ/A7lodZ/mJYgdeFC2r9C2PjUlDLVwxT4UwmgCeTwf/fPb14b0/4Nc/r3vB1T8brEb3PPV++z+ilfOVKltzznWJ/e0RERERkAqhwJDJMZgalpURLS6G6utjdGRFPJoOiVVi4IhEWl+Lx9PZ0wSnf/nyFr8y2A+wvWBjLPC5PASy3GJbs6clbUEu/7u1fMPNEYtRPPhwTwymcpYtn41BQG8Kss8L7By6SDbh/ktym2VeU6ckukmQVU3oGKKgM9/0g29Lv+/pBPD72Fx6JBLfqlpT0/SnwPjK7Iu/+ksWLxr5fIiIiIjIpjapwZGaXAl8neBTs3e5+W4F27wYeBM5y9w1mtgx4CXglbPKUu//RaPoiIkNnkUjwj8eSkmJ3pSg8mcw7E6tQES2zYNa3f4gFtXyFseHMNMtXUIuHC+EPYXbZpCycRSIjKIYN3NaTyQIFmJ68BRnv7R2fokw0OqSCTLooM1gBZ5BzWGkJVlKa8XqQ9ql11kREREREhmjEhSMziwJ3AhcDLcCzZvawu7+Y064a+DTwdM4ptrr7aSP9fBGRkbJIBEpLmRzzXiaWu0MymVMwG2ym2eBFsn5thz3rbBgFtd5e/NixjMJYb7gWV19xJFJZOfTiy3AKNKWDnENFGRERERGZZkYz4+hsYIu7bwMws/XAlcCLOe3+HPgr4PpRfJaIiIwBMwtvOYsW5SmMIiIiIiIytYxmhdaFwM6M9y3htjQzOwNY7O6P5Dm+ycz+08z+1czOL/QhZnadmW0wsw379+8fRXdFRERERERERGQ4xu3RPmYWAW4HPp9n9+vAEnc/HfgccJ+Zzc53Hnf/truvdvfVc+bMGa/uioiIiIiIiIhIjtEUjnYBizPeLwq3pVQDq4BfmdkOYC3wsJmtdvdudz8I4O7PAVuBlaPoi4iIiIiIiIiIjLHRFI6eBVaYWZOZlQJXAw+ndrp7u7s3uvsyd18GPAVcET5VbU64uDZm1gysALaNoi8iIiIiIiIiIjLGRrw4trvHzexTwM+BKHCPu79gZrcCG9z94QEOfxNwq5n1Akngj9y9daR9ERERERERERGRsTeap6rh7o8Cj+Zsu6VA2zdnvP4R8KPRfLaIiIiIiIiIiIyvcVscW0REREREREREpjYVjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkREREREREREJC8VjkRERESmGDO71MxeMbMtZnbjAO3ebWZuZqsztt0UHveKmV0yMT0WERGRqSpW7A6IiIiIyNCZWRS4E7gYaAGeNbOH3f3FnHbVwKeBpzO2nQxcDZwCLAD+n5mtdPfERPVfREREphbNOBIRERGZWs4Gtrj7NnfvAdYDV+Zp9+fAXwFdGduuBNa7e7e7bwe2hOcTERERyUuFIxEREZGpZSGwM+N9S7gtzczOABa7+yPDPVZEREQkkwpHIiIiItOImUWA24HPj/I815nZBjPbsH///rHpnIiIiEw5KhyJiIiITC27gMUZ7xeF21KqgVXAr8xsB7AWeDhcIHuwY9Pc/dvuvtrdV8+ZM2cMuy8iIiJTiQpHIiIiIlPL/8/enYfXVd33/n9/z6DJkjXaOJ6NGcLU2EGxccAhBFzshJqQ5gIhTkMuiUkDzUQJpgUSuDfFTW8p5CmQQHBIScF14Sa4YIJJ6vxILsYDYBIbCB4wWB7wKFuzdM75/v44R0dHR0ey5mNJn9eDHu299tp7ry0beemjtdbeAJxqZtPMLIf4YtcrWw+6+1F3r3D3qe4+FXgZWOjuGxP1rjazXDObBpwKrB/8RxAREZGhQm9VExERERlC3D1iZjcCzwNBYJm7bzGzu4CN7r6yi3O3mNkK4A0gAtygN6qJiIhIVxQciYiIiAwx7r4KWJVWdkcndT+etv994PsD1jgREREZVjRVTUREREREREREMlJwJCIiIiIiIiIiGSk4EhERERERERGRjBQciYiIiIiIiIhIRgqOREREREREREQkoz4FR2Y238z+ZGbbzGxJF/X+0szczCpTym5NnPcnM7u0L+0QEREREREREZH+F+rtiWYWBO4H5gFVwAYzW+nub6TVKwK+AaxLKTsTuBo4CxgP/NrMTnP3aG/bIyIiIiIiIiIi/asvI45mAdvcfYe7NwPLgcsz1PtfwD8CjSlllwPL3b3J3d8BtiWuJyIiIiIiIiIiJ4i+BEcTgF0p+1WJsiQz+zAwyd2f7em5KddYbGYbzWzjgQMH+tBcERERERERERHpiQFbHNvMAsA9wE19uY67P+Tule5eOWbMmP5pnIiIiIiIiIiIHFev1zgCdgOTUvYnJspaFQFnA781M4BxwEozW9iNc0VEREREREREJMv6MuJoA3CqmU0zsxzii12vbD3o7kfdvcLdp7r7VOBlYKG7b0zUu9rMcs1sGnAqsL4PbRERERERERERkX7W6xFH7h4xsxuB54EgsMzdt5jZXcBGd1/ZxblbzGwF8AYQAW7QG9VERERERERERE4sfZmqhruvAlalld3RSd2Pp+1/H/h+X+4vIiIiIiIiIiIDZ8AWxxYRERERERERkaFNwZGIiIiIiIiIiGSk4EhERERERERERDLq0xpHIiIiQ1VLSwtVVVU0NjZmuykjUl5eHhMnTiQcDme7KSIiIjKI1AfLrt70wRQciYjIiFRVVUVRURFTp07FzLLdnBHF3Tl06BBVVVVMmzYt280RERGRQaQ+WPb0tg+mqWoiIjIiNTY2Ul5erg5LFpgZ5eXl+k2jiIjICKQ+WPb0tg+m4EhEREYsdViyR1/7vjGz+Wb2JzPbZmZLMhz/qpn90cw2mdnvzezMRPlUM2tIlG8ysx8NfutFRGSkUz8ge3rztVdwJCIikiXV1dU88MADPT7vk5/8JNXV1f3fIBkSzCwI3A8sAM4EPtcaDKV43N3PcfcZwA+Ae1KObXf3GYmPrw5Ko0VERE4Q6n/1nIIjERGRLOms4xKJRLo8b9WqVZSUlAxQq2QImAVsc/cd7t4MLAcuT63g7sdSdkcBPojtExEROWGp/9VzWhxbREQkS5YsWcL27duZMWMG4XCYvLw8SktLeeutt3j77bf59Kc/za5du2hsbOQb3/gGixcvBmDq1Kls3LiR2tpaFixYwAUXXMBLL73EhAkTePrpp8nPz8/yk8kAmwDsStmvAmanVzKzG4BvAznAJ1IOTTOz14BjwG3u/rtMNzGzxcBigMmTJ/dPy0VERLJM/a+eU3AkIiIj3p3/tYU39hw7fsUeOHP8aL77F2d1WWfp0qVs3ryZTZs28dvf/pZPfepTbN68OfmWi2XLllFWVkZDQwMf+chH+Mu//EvKy8vbXWPr1q088cQTPPzww1x55ZU89dRTLFq0qF+fRYYmd78fuN/MrgFuA74I7AUmu/shMzsX+KWZnZU2Qqn1/IeAhwAqKys1YklERPpdNvpg6n/1nKaqiYiInCBmzZrV7tWoP/zhD/nQhz7Eeeedx65du9i6dWuHc6ZNm8aMGTMAOPfcc9m5c+cgtVayaDcwKWV/YqKsM8uBTwO4e5O7H0psvwJsB04bmGaKiIic+NT/Oj6NOBIRkRHveCODBsuoUaOS27/97W/59a9/zdq1aykoKODjH/94xlen5ubmJreDwSANDQ2D0lbJqg3AqWY2jXhgdDVwTWoFMzvV3Vt7up8CtibKxwCH3T1qZicDpwI7Bq3lIiIiKU6EPpj6X8en4EhERCRLioqKqKmpyXjs6NGjlJaWUlBQwFtvvcXLL788yK2TE5W7R8zsRuB5IAgsc/ctZnYXsNHdVwI3mtklQAtwhPg0NYCPAXeZWQsQA77q7ocH/ylERESyQ/2vnlNwJCIikiXl5eWcf/75nH322eTn53PSSSclj82fP58f/ehHnHHGGZx++umcd955WWypnGjcfRWwKq3sjpTtb3Ry3lPAUwPbOhERkROX+l89Z+5DZ63DyspK37hxY7abISIiw8Cbb77JGWecke1mjGiZ/gzM7BV3r8xSk6QT6oOJiEh/UR8s+3raB9Pi2CIiIiIiIiIikpGCIxERERERERERyUjBkYiIiIiIiIiIZNSn4MjM5pvZn8xsm5ktyXD8q2b2RzPbZGa/N7MzE+VTzawhUb7JzH7Ul3aIiIiIiIiIiEj/6/Vb1cwsCNwPzAOqgA1mttLd30ip9ri7/yhRfyFwDzA/cWy7u8/o7f1FRERERERERGRg9WXE0Sxgm7vvcPdmYDlweWoFdz+WsjsKGDqvcBMRERERERERGeH6EhxNAHal7FclytoxsxvMbDvwA+DrKYemmdlrZvb/mdncPrRDREREREREREQGwIAvju3u97v7dOAW4LZE8V5gsrvPBL4NPG5mozOdb2aLzWyjmW08cODAQDdXRERk0FRXV/PAAw/06tx7772X+vr6To/X1NQwY8aM5EdFRQXf/OY3AWhqauKqq67ilFNOYfbs2ezcuTN53t13380pp5zC6aefzvPPP9+rtomIiIicqNT/6rm+BEe7gUkp+xMTZZ1ZDnwawN2b3P1QYvsVYDtwWqaT3P0hd69098oxY8b0obkiIiInloHsuBQVFbFp06bkx5QpU/jMZz4DwCOPPEJpaSnbtm3jW9/6FrfccgsAb7zxBsuXL2fLli386le/4mtf+xrRaLRX7RMRERE5Ean/1XO9Xhwb2ACcambTiAdGVwPXpFYws1PdfWti91PA1kT5GOCwu0fN7GTgVGBHH9oiIiLSe88tgX1/7N9rjjsHFiztssqSJUvYvn07M2bMYN68eYwdO5YVK1bQ1NTEFVdcwZ133kldXR1XXnklVVVVRKNRbr/9dt5//3327NnDRRddREVFBWvWrOnyPm+//Tb79+9n7tz4zPCnn36a733vewB89rOf5cYbb8Tdefrpp7n66qvJzc1l2rRpnHLKKaxfv545c+b0y5dEREREpJ0s9MHU/+q5XgdH7h4xsxuB54EgsMzdt5jZXcBGd18J3GhmlwAtwBHgi4nTPwbcZWYtQAz4qrsf7suDiIiIDDVLly5l8+bNbNq0idWrV/Pkk0+yfv163J2FCxfy4osvcuDAAcaPH8+zzz4LwNGjRykuLuaee+5hzZo1VFRUHPc+y5cv56qrrsLMANi9ezeTJsUHDYdCIYqLizl06BC7d+/mvPPOS543ceJEdu/uajCxiIiIyNCi/lfP9WXEEe6+CliVVnZHyvY3OjnvKeCpvtxbRESk3xxnZNBgWL16NatXr2bmzJkA1NbWsnXrVubOnctNN93ELbfcwmWXXZb8rVVPLF++nMcee6y/mywiIiLSN1nug6n/1T19Co5ERESkf7g7t956K9dff32HY6+++iqrVq3itttu4+KLL+aOO+7IcIXMXn/9dSKRCOeee26ybMKECezatYuJEycSiUQ4evQo5eXlyfJWVVVVTJjQ4YWpIiIiIsOC+l/dM+BvVRMREZHMioqKqKmpAeDSSy9l2bJl1NbWAvHhzPv372fPnj0UFBSwaNEibr75Zl599dUO53bliSee4HOf+1y7soULF/Kzn/0MgCeffJJPfOITmBkLFy5k+fLlNDU18c4777B161ZmzZrVn48sIiIiklXqf/WcRhyJiIhkSXl5Oeeffz5nn302CxYs4JprrkkuhFhYWMjPf/5ztm3bxs0330wgECAcDvPggw8CsHjxYubPn8/48eO7XJxxxYoVrFrVblY51113HV/4whc45ZRTKCsrY/ny5QCcddZZXHnllZx55pmEQiHuv/9+gsHgAD29iIiIyOBT/6vnzN2z3YZuq6ys9I0bN2a7GSIiMgy8+eabnHHGGdluxoiW6c/AzF5x98osNUk6oT6YiIj0F/XBsq+nfTBNVRMRERERERERkYw0VU1ERGSImz17Nk1NTe3KHnvsMc4555wstUhERERkeBtJ/S8FRyIiIkPcunXrst0EGWRmNh+4DwgCP3H3pWnHvwrcAESBWmCxu7+ROHYrcF3i2Nfd/fnBbLuIiMhwMJL6X5qqJiIiIjKEmFkQuB9YAJwJfM7Mzkyr9ri7n+PuM4AfAPckzj0TuBo4C5gPPJC4noiIiEhGCo5EREREhpZZwDZ33+HuzcBy4PLUCu5+LGV3FND6NpTLgeXu3uTu7wDbEtcTERERyUhT1URERESGlgnArpT9KmB2eiUzuwH4NpADfCLl3JfTzp0wMM0UERGR4UAjjkRERESGIXe/392nA7cAt/X0fDNbbGYbzWzjgQMH+r+BIiIiMiQoOBIREcmS6upqHnjggV6de++991JfX99lnalTp3Lw4MFeXV9OaLuBSSn7ExNlnVkOfLqn57r7Q+5e6e6VY8aM6X1rRURETiDqf/WcgiMREZEsGeiOiwxbG4BTzWyameUQX+x6ZWoFMzs1ZfdTwNbE9krgajPLNbNpwKnA+kFos4iIyAlB/a+e0xpHIiIy4v3j+n/krcNv9es1P1j2QW6ZdUuXdZYsWcL27duZMWMG8+bNY+zYsaxYsYKmpiauuOIK7rzzTurq6rjyyiupqqoiGo1y++238/7777Nnzx4uuugiKioqWLNmzXHbc88997Bs2TIAvvzlL/PNb36TnTt3smDBAi644AJeeuklJkyYwNNPP01+fj4bNmzguuuuIxAIMG/ePJ577jk2b97cL18b6Rt3j5jZjcDzQBBY5u5bzOwuYKO7rwRuNLNLgBbgCPDFxLlbzGwF8AYQAW5w92hWHkREREa8bPTB1P/qOY04EhERyZKlS5cyffp0Nm3axLx589i6dSvr169n06ZNvPLKK7z44ov86le/Yvz48bz++uts3ryZ+fPn8/Wvf53x48ezZs2abnVaXnnlFX7605+ybt06Xn75ZR5++GFee+01ALZu3coNN9zAli1bKCkp4amnngLgS1/6Ej/+8Y/ZtGkTwaDe1n6icfdV7n6au0939+8nyu5IhEa4+zfc/Sx3n+HuF7n7lpRzv58473R3fy5bzyAiIpIN6n/1nEYciYjIiHe8kUGDYfXq1axevZqZM2cCUFtby9atW5k7dy433XQTt9xyC5dddhlz587t8bV///vfc8UVVzBq1CgAPvOZz/C73/2OhQsXMm3aNGbMmAHAueeey86dO6murqampoY5c+YAcM011/DMM8/0z4OKiIiIJGS7D6b+V/coOBIRETkBuDu33nor119/fYdjr776KqtWreK2227j4osv5o477ui3++bm5ia3g8EgDQ0N/XZtERERkROZ+l/do6lqIiIiWVJUVERNTQ0Al156KcuWLaO2thaA3bt3s3//fvbs2UNBQQGLFi3i5ptv5tVXX+1w7vHMnTuXX/7yl9TX11NXV8cvfvGLLn9zVlJSQlFREevWrQNg+fLlfXlMERERkROG+l89pxFHIiIiWVJeXs7555/P2WefzYIFC7jmmmuSw5MLCwv5+c9/zrZt27j55psJBAKEw2EefPBBABYvXsz8+fOTc+278uEPf5hrr72WWbNmAfHFGWfOnMnOnTs7PeeRRx7hK1/5CoFAgAsvvJDi4uL+eWgRERGRLFL/q+fM3Xt/stl84D7ib/T4ibsvTTv+VeAGIArUAovd/Y3EsVuB6xLHvu7uzx/vfpWVlb5x48Zet1dERKTVm2++yRlnnJHtZpywamtrKSwsBOKLSO7du5f77ruvX++R6c/AzF5x98p+vZH0mfpgIiLSX9QH69xg9L+g532wXo84MrMgcD8wD6gCNpjZytZgKOFxd/9Rov5C4B5gvpmdCVwNnAWMB35tZqfpdbAiIiInhmeffZa7776bSCTClClTePTRR7PdJBEREZFh7UTtf/VlqtosYJu77wAws+XA5UAyOHL3Yyn1RwGtw5suB5a7exPwjpltS1xvbR/aIyIiMiLNnj2bpqamdmWPPfYY55xzTq+vedVVV3HVVVf1tWkiIiIiw9JI6n/1JTiaAOxK2a8CZqdXMrMbgG8DOcAnUs59Oe3cCX1oi4iIyIjVuoiiiIiIiAyOkdT/GvC3qrn7/e4+HbgFuK2n55vZYjPbaGYbDxw40P8NFBERERERERGRjPoSHO0GJqXsT0yUdWY58OmenuvuD7l7pbtXjhkzpvetFRERERERERGRHulLcLQBONXMpplZDvHFrlemVjCzU1N2PwVsTWyvBK42s1wzmwacCqzvQ1tERERERERERKSf9XqNI3ePmNmNwPNAEFjm7lvM7C5go7uvBG40s0uAFuAI8MXEuVvMbAXxhbQjwA16o5qIiIiIiIiIyImlT2scufsqdz/N3ae7+/cTZXckQiPc/Rvufpa7z3D3i9x9S8q530+cd7q7P9e3xxARERl6qqureeCBB3p17r333kt9fX2vzj1w4ACzZ89m5syZ/O53v8tYZ+rUqRw8eLBX1xcRERE5Uan/1XMDvji2iIiIZJatjstvfvMbzjnnHF577TXmzp3bq2uIiIiIDEXqf/Vcr6eqiYiIDBf7/uEfaHrzrX69Zu4ZH2Tc3/1dl3WWLFnC9u3bmTFjBvPmzWPs2LGsWLGCpqYmrrjiCu68807q6uq48sorqaqqIhqNcvvtt/P++++zZ88eLrroIioqKlizZk3G6xcWFvKNb3yDZ555hvz8fJ5++mn27t3Ld77zHRoaGti4cSNr164lPz+/y3bec889LFu2DIAvf/nLfPOb32Tnzp0sWLCACy64gJdeeokJEybw9NNPk5+fz4YNG7juuusIBALMmzeP5557js2bN/fuCykiIiLDVjb6YOp/9ZxGHImIiGTJ0qVLmT59Ops2bWLevHls3bqV9evXs2nTJl555RVefPFFfvWrXzF+/Hhef/11Nm/ezPz58/n617/O+PHjWbNmTaedFoC6ujrOO+88Xn/9dT72sY/x8MMPM2PGDO666y6uuuoqNm3adNxOyyuvvMJPf/pT1q1bx8svv8zDDz/Ma6+9BsDWrVu54YYb2LJlCyUlJTz11FMAfOlLX+LHP/4xmzZtIhgM9t8XTERERKSP1P/qOY04EhGREe94I4MGw+rVq1m9ejUzZ84EoLa2lq1btzJ37lxuuukmbrnlFi677LIeDW3OycnhsssuA+Dcc8/lhRde6HG7fv/733PFFVcwatQoAD7zmc/wu9/9joULFzJt2jRmzJiRvP7OnTuprq6mpqaGOXPmAHDNNdfwzDPP9Pi+IiIiMvxluw+m/lf3KDgSERE5Abg7t956K9dff32HY6+++iqrVq3itttu4+KLL+aOO+7o1jXD4TBmBkAwGCQSifRrm3Nzc5PbwWCQhoaGfr2+iIiIyEBS/6t7NFVNREQkS4qKiqipqQHg0ksvZdmyZdTW1gKwe/du9u/fz549eygoKGDRokXcfPPNvPrqqx3OHUhz587ll7/8JfX19dTV1fGLX/yiy9+6lZSUUFRUxLp16wBYvnz5gLdRREREpLvU/+o5jTgSERHJkvLycs4//3zOPvtsFixYwDXXXJMcYlxYWMjPf/5ztm3bxs0330wgECAcDvPggw8CsHjxYubPn5+caz9QPvzhD3Pttdcya9YsIL4448yZM9m5c2en5zzyyCN85StfIRAIcOGFF1JcXDxg7RMRERHpCfW/es7cvd8uNtAqKyt948aN2W6GiIgMA2+++SZnnHFGtpsxLNXW1lJYWAjEF6Dcu3cv9913X4d6mf4MzOwVd68clIYOYWY2H7gPCAI/cfelace/DXwZiAAHgP/p7u8mjkWBPyaqvufuC493P/XBRESkv6gPNjC62/+CnvfBNOJIRERE+tWzzz7L3XffTSQSYcqUKTz66KPZbtKwYmZB4H5gHlAFbDCzle7+Rkq114BKd683s78GfgBclTjW4O4zBrPNIiIiMrAGsv+l4EhERGSImz17Nk1NTe3KHnvsMc4555wBPbczV111FVddddXxK0pvzQK2ufsOADNbDlwOJIMjd08dP/8ysGhQWygiIjLMjaT+l4IjERGRIa51IcTBPleyZgKwK2W/CpjdRf3rgOdS9vPMbCPxaWxL3f2XmU4ys8XAYoDJkyf3pb0iIiLDzkjqfyk4EhERERmmzGwRUAlcmFI8xd13m9nJwH+b2R/dfXv6ue7+EPAQxNc4GpQGi4iIyAknkO0GiIiIiEiP7AYmpexPTJS1Y2aXAH8PLHT35Hh4d9+d+LwD+C0wcyAbKyIiIkObgiMRERGRoWUDcKqZTTOzHOBqYGVqBTObCfyYeGi0P6W81MxyE9sVwPmkrI0kIiIikk5T1URERESGEHePmNmNwPNAEFjm7lvM7C5go7uvBP4JKAT+08wA3nP3hcAZwI/NLEb8F4hL097GJiIiItKORhyJiIhkSXV1NQ888ECvzr333nupr6/v1bkHDhxg9uzZzJw5k9/97ncdjtfU1DBjxozkR0VFBd/85jcBaGpq4qqrruKUU05h9uzZ7Ny5M3ne3XffzSmnnMLpp5/O888/36u2Sfe4+yp3P83dp7v79xNldyRCI9z9Enc/yd1nJD4WJspfcvdz3P1Dic+PZPM5REREBpv6Xz2n4EhERCRLstVx+c1vfsM555zDa6+9xty5czscLyoqYtOmTcmPKVOm8JnPfAaARx55hNLSUrZt28a3vvUtbrnlFgDeeOMNli9fzpYtW/jVr37F1772NaLRaK/aJyIiIjJQ1P/qOU1VExGREe93K97m4K7afr1mxaRC5l55Wpd1lixZwvbt25kxYwbz5s1j7NixrFixgqamJq644gruvPNO6urquPLKK6mqqiIajXL77bfz/vvvs2fPHi666CIqKipYs2ZNxusXFhbyjW98g2eeeYb8/Hyefvpp9u7dy3e+8x0aGhrYuHEja9euJT8/v9M2vv322+zfvz/ZwXn66af53ve+B8BnP/tZbrzxRtydp59+mquvvprc3FymTZvGKaecwvr165kzZ07vvoAiIiIy7GWjD6b+V89pxJGIiEiWLF26lOnTp7Np0ybmzZvH1q1bWb9+PZs2beKVV17hxRdf5Fe/+hXjx4/n9ddfZ/PmzcyfP5+vf/3rjB8/njVr1nTaaQGoq6vjvPPO4/XXX+djH/sYDz/8MDNmzOCuu+7iqquuYtOmTV12WgCWL1/OVVddRWKdHHbv3s2kSfEXeoVCIYqLizl06FC7coCJEyeye3eHF32JiIiIZJX6Xz3XpxFHZjYfuI/4wow/cfelace/DXwZiAAHgP/p7u8mjkWBPyaqti7YKCIiMuiONzJoMKxevZrVq1czc2b8zei1tbVs3bqVuXPnctNNN3HLLbdw2WWXZRza3JmcnBwuu+wyAM4991xeeOGFHrdr+fLlPPbYYz0+T0REROR4st0HU/+re3odHJlZELgfmAdUARvMbGXamzleAyrdvd7M/hr4AXBV4liDu8/o7f1FRESGE3fn1ltv5frrr+9w7NVXX2XVqlXcdtttXHzxxdxxxx3dumY4HE7+pioYDBKJRHrUptdff51IJMK5556bLJswYQK7du1i4sSJRCIRjh49Snl5ebK8VVVVFRMmTOjR/UREREQGk/pf3dOXqWqzgG3uvsPdm4HlwOWpFdx9jbu3rhz1MjCxD/cTEREZVoqKiqipqQHg0ksvZdmyZdTWxuf57969m/3797Nnzx4KCgpYtGgRN998M6+++mqHcwfKE088wec+97l2ZQsXLuRnP/sZAE8++SSf+MQnMDMWLlzI8uXLaWpq4p133mHr1q3MmjVrQNsnIiIi0lPqf/VcX6aqTQB2pexXAbO7qH8d8FzKfp6ZbSQ+jW2pu/+yD20REREZcsrLyzn//PM5++yzWbBgAddcc01yMcPCwkJ+/vOfs23bNm6++WYCgQDhcJgHH3wQgMWLFzN//vzkXPuBsGLFClatWtWu7LrrruMLX/gCp5xyCmVlZSxfvhyAs846iyuvvJIzzzyTUCjE/fffTzAYHJB2iYiIiPSW+l89Z+7euxPNPgvMd/cvJ/a/AMx29xsz1F0E3Ahc6O5NibIJ7r7bzE4G/hu42N23Zzh3MbAYYPLkyee+++67vWqviIhIqjfffJMzzjgj280Y0TL9GZjZK+5emaUmSScqKyt948aN2W6GiIgMA+qDZV9P+2B9maq2G5iUsj8xUZZ+80uAvwcWtoZGAO6+O/F5B/BbYGamm7j7Q+5e6e6VY8aM6UNzRURERERERESkJ/oyVW0DcKqZTSMeGF0NXJNawcxmAj8mPjJpf0p5KVDv7k1mVgGcT3zhbBEREemh2bNn09TU1K7sscce45xzzhnQc0VERERGqpHU/+p1cOTuETO7EXgeCALL3H2Lmd0FbHT3lcA/AYXAfyZWFX/P3RcCZwA/NrMY8VFPS9PexiYiIjLg3D351ouhbN26dVk5ty96O1VeREREhr7h0Acbiv0v6F0frC8jjnD3VcCqtLI7UrYv6eS8l4ATM0oTEZERIS8vj0OHDlFeXj7kOy5Djbtz6NAh8vLyst0UERERGWTqg2VPb/tgfQqOREREhqqJEydSVVXFgQMHst2UESkvL4+JEydmuxkiIiIyyNQHy67e9MEUHImIyIgUDoeZNm1atpshIiIiMqKoDzb09OWtaiIiIiIiIiIiMowpOBIRERERERERkYwUHImIiIiIiIiISEYKjkREREREREREJCMFRyIiIiIiIiIikpGCIxEREZEhxszmm9mfzGybmS3JcPzbZvaGmf3BzH5jZlNSjn3RzLYmPr44uC0XERGRoUbBkYiIiMgQYmZB4H5gAXAm8DkzOzOt2mtApbv/GfAk8IPEuWXAd4HZwCzgu2ZWOlhtFxERkaFHwZGIiIjI0DIL2ObuO9y9GVgOXJ5awd3XuHt9YvdlYGJi+1LgBXc/7O5HgBeA+YPUbhERERmCFByJiIiIDC0TgF0p+1WJss5cBzzXy3NFRERkhAtluwEiIiIiMjDMbBFQCVzYi3MXA4sBJk+e3M8tExERkaFCI45EREREhpbdwKSU/YmJsnbM7BLg74GF7t7Uk3MB3P0hd69098oxY8b0S8NFRERk6FFwJCIiIjK0bABONbNpZpYDXA2sTK1gZjOBHxMPjfanHHoe+HMzK00siv3niTIRERGRjDRVTURERGQIcfeImd1IPPAJAsvcfYuZ3QVsdPeVwD8BhcB/mhnAe+6+0N0Pm9n/Ih4+Adzl7oez8BgiIiIyRCg4EhERERli3H0VsCqt7I6U7Uu6OHcZsGzgWiciIiLDiaaqiYiIiIiIiIhIRgqOREREREREREQkIwVHIiIiIiIiIiKSkYIjERERERERERHJqE/BkZnNN7M/mdk2M1uS4fi3zewNM/uDmf3GzKakHPuimW1NfHyxL+0QEREREREREZH+1+vgyMyCwP3AAuBM4HNmdmZatdeASnf/M+BJ4AeJc8uA7wKzgVnAd82stLdtERERERERERGR/teXEUezgG3uvsPdm4HlwOWpFdx9jbvXJ3ZfBiYmti8FXnD3w+5+BHgBmN+HtoiIiIiIiIiISD/rS3A0AdiVsl+VKOvMdcBzPT3XzBab2UYz23jgwIE+NFdERERERERERHpiUBbHNrNFQCXwTz09190fcvdKd68cM2ZM/zdOREREREREREQy6ktwtBuYlLI/MVHWjpldAvw9sNDdm3pyroiIiIiIiIiIZE9fgqMNwKlmNs3McoCrgZWpFcxsJvBj4qHR/pRDzwN/bmaliUWx/zxRJiIiIiIiIiIiJ4hQb09094iZ3Ug88AkCy9x9i5ndBWx095XEp6YVAv9pZgDvuftCdz9sZv+LePgEcJe7H+7Tk4iIiIiIiIiISL/qdXAE4O6rgFVpZXekbF/SxbnLgGV9ub+IiIiIiIiIiAycQVkcW0REREREREREhh4FRyIiIiIiIiIikpGCIxERERERERERyUjBkYiIiIiIiIiIZKTgSEREREREREREMlJwJCIiIiIiIiIiGSk4EhERERERERGRjBQciYiIiAwxZjbfzP5kZtvMbEmG4x8zs1fNLGJmn007FjWzTYmPlYPXahERERmKQtlugIiIiIh0n5kFgfuBeUAVsMHMVrr7GynV3gOuBf42wyUa3H3GQLdTREREhgcFRwAv/wiaayGUB6Hc+Ecwt207uZ8HoZz452BO2n4uBDSAS0RERAbcLGCbu+8AMLPlwOVAMjhy952JY7FsNFBERESGDwVHAGvvh6Pv9f06gfBxgqfWj0zBU4Ygqlfn50Ig2PdnERERkRPVBGBXyn4VMLsH5+eZ2UYgAix1919mqmRmi4HFAJMnT+5dS0VERGTIU3AE8M0/QLQZIo0QSXxO7jfFP6JNbdvJ/Uz1W/cz1W+C+rqur9cfAqEBDq66GoGVcjyov14iIiInoCnuvtvMTgb+28z+6O7b0yu5+0PAQwCVlZU+2I0UERGRE4N+sgcwaws8sskdoi09CK5aP1rrd3UsLeRqrO485Io0Av3QP7RgH6b+ZQiiejp1sLVuIBT/MxYRERkedgOTUvYnJsq6xd13Jz7vMLPfAjOBDsGRiIiICCg4OrGYJYKPnOy2wx1ikb6PruoquGrdbzwG0QOdnN8I3h9LM1gvRlN1c1pgT84PhhVgiYhIf9gAnGpm04gHRlcD13TnRDMrBerdvcnMKoDzgR8MWEtFRERkyFNwJB2ZxUOOYBhyC7PblmikG0FUV8FVd4Kv5vji6PWHOj8/Fumf57HWBdQtJUTq6zbdrJ/Y7/E2fTj3RLh+Slg3ZK8/QF+rjH9f6KQ8G39ne7Mtg2JUBZz9l9luxYjl7hEzuxF4HggCy9x9i5ndBWx095Vm9hHgF0Ap8Bdmdqe7nwWcAfw4sWh2gPgaR290cisRERERBUdygguG4h85o7Lbjli0GyOouhFc4fERXa1TAbu9TffqJ+v2Zps+nNuTbQb3+rFYD849Ub5Wg3H9nv4d7MG2DH/jP6zgKMvcfRWwKq3sjpTtDcSnsKWf9xJwzoA3UERERIYNBUci3REIQk5B/ENEjs8HMJjqLFiVwaO3d4qIiIiMGAqORESk/7VOHdMUMhERERGRIU3BEfDvb/47jZFGCsOFFIQLGBUelfwoCBcwKtS2HUiuUSMiIiIiIiIiMrz1KTgys/nAfcQXZvyJuy9NO/4x4F7gz4Cr3f3JlGNR4I+J3ffcfWFf2tIXP9vyM/bW7e1W3YJQQftQKTyKUaH4dmG4sH15WvCU/pETzPLb00REREREREREutDr4MjMgsD9wDygCthgZivT3szxHnAt8LcZLtHg7jN6e//+9PxfPk9DpIG6lrr4R6SO+pb6tv2WxH6kjtrmWuoj9e3K99btjW8nypuiTd26bygQahc8jQqP6jDqKTWoag2i2gVUGg0lIiIiIiIiIgOkLyOOZgHb3H0HgJktBy4HksGRu+9MHItlusCJwswoCBdQEC5gDGP6fL2WWEunwVNqWbtjicDqWPMx9tbtpballvqWeuoj9cS8e1++/FB+x/AplHkEVGFOYYfRUKn1cgI5mNYmEREZsdydqEeJxCJEYhGiHqUl1kIkFiFoQcYU9P3fSxERERE58fUlOJoA7ErZrwJm9+D8PDPbCESApe7+y0yVzGwxsBhg8uTJvWvpIAsHwhTnFlOcW9zna7k7DZGGdqOcWsOm2pbaDqFUemDVn6OhOhsFlWnqXnq5RkOJyHAVjUWTAUtLrKV92BKL0uItye1ILELEI8njqaFMxvNTy2PR5LnRWFuIE/GUa6ddP/Va6fft6tqt9TtzdvnZPHHZE4P4VRYRERGRbMnm4thT3H23mZ0M/LeZ/dHdt6dXcveHgIcAKisrR9x7l1NHQ1XkV/T5eq2joVJHOdU117UbDZUaPtVH6qltrqUuUkdNcw376va1C6t6OhrquMFTqItpeRoNJXJCinmMqEfjnxMhSsxjRGKR5LGoR4nFYkQ8pSwWbXe8db+1TodrpFw7/ZoZQ5W0QCV1xEyXgUrKtVLrdBbOOIP7T1PIQoQCIYKBIKFAiJDFt8OBcLv9UCCU3A8FQuQF8ghax/LktRL74UC402u3nl+eVz6ozywiIiIi2dOX4Gg3MCllf2KirFvcfXfi8w4z+y0wE+gQHEn/6u/RUI3Rxi6n3qWPgEr9eL/+/XbnNEYbu3XfkIU6jILKFEplXDcq1P5YQaiAYCDY56+FDB/u3iHMaBdWpIUbHQKQLsKNrgKT9HsM1D2TZT28Z6YQp3V7sIOT7ghYoF2AEg6EOwQqQesYiOSH8uNBiYUzhiqpoUumcCb1WunXTq97vPOTIY61b7OCcxlWnlsC+/54/HoiIiIC486BBUuPX6+f9SU42gCcambTiAdGVwPXdOdEMysF6t29ycwqgPOBH/ShLZIFZkZ+KJ/8UH6/jIaKxCIdgqdOR0ClTL+ra4kvWv5+3fvtRlD1dTRUu7ApZ1Sn60Elj5+go6H6M9zozmiQTsOI1JEo/RBeRDxCLBbr9xCnu39vssEwghYkGAgSsEByO2gp+4ntUCBEwALtttOP51hOx+u11glkvl6m48n7B7qon17Wz/dsDXdaR8toeqyIiIiISP/odXDk7hEzuxF4HggCy9x9i5ndBWx095Vm9hHgF0Ap8Bdmdqe7nwWcAfw4sWh2gPgaR290cisZIUKB0ICMhkoPnupa6pKLj3e2gPn++v3t1pDq7Wio9DffAR3Di34OVIbCaJBW7QKP4wQJGQOSQHxUScAC5ARyOl4j0PNAJRlEdOOema7R1T179Zwp9RWGiMiwk4XfmoqIiEjP9GmNI3dfBaxKK7sjZXsD8Sls6ee9BJzTl3v3p5/+v3doaImSHw5SkBMkLxxMbIfIzwmQ17qdKM/PCRIO2gk3skTapI6GIr/v14vEItRH6rucepdpAfPW7f31+6mP1MdHjAQ6hhSt02pSw4i+jgZpvV7Ga/Qx3OjxPTt5Tv0/JCIiIiIicmLL5uLYJ4yf/O4ddlc39OicYMDIDwcToVI8UMrLCVKQCJbyu/qcXpZSXpATv05+OEg4qNEFJ4pQIMTonNGMzhmd7aaIiIiIiIiIDBoFR8Dvb7mIpkiMhuYo9S1RGpqjNLZEqW+O0pBhP74doaE5ljgeiX9uidHYHGV/TWPinFi8Xkt8u6fCQUuOfkoPn9qPjGoLm9ody8kwgiocJC8nkNwOBjTiQ0REREREREQyU3BEfFpTXmL0UOkA3SMWcxoj8RCqLXxq209+bt1O30/7fLShpUOdpkjPw6mcYIC8cCJIykkbQZWynT4yqiejqwIKp0RERERERESGJAVHgyQQMApyQhTkDNyXPBpzGjOETfWJEVPJ/ZYojYnjyWNpo60aWqIcqmtuO9YcobElRnO05+FUbihw3Ol6HUZQdTq6quO6U7mhgMIpERERERERkQGg4GgYCQaMUbkhRuUO3B9rJBqjMRKfgteYmKrXNh2vbRRVa/iUnN7XnD7VL0ptU4QDNU0dpgG2RHv+FrDUICo5giptZFSHEVTtzkkc6yTgyg1pIWcREZH+dud/beGNPcey3QwREZEh4czxo/nuX5w16PdVcCQ9EgoGKAwGKBzAcKolGusQNmXazzSFL32637GGFt4/2tiuvL45QqyH2ZQZmRc272R6Xvq6U63HwsEAwYARClj8c9AIBgJt+8nPAYJBy1ye2NcoKxERERERERloCo7khBMOBggHA4zOCw/I9d2dlqhnCJ3aFjyPT81rLY+lLICeNr2vOcqRumb2pAVW9S1RvOcDp3rEjIyBUvJzsJPy1PrBzoOp9scDKdfsLOwygsFOQrB2ber8Xp1fu2OQphFgIiJDXzZ+ayoiIiI9o+BIRhwzIydk5IQCFOcPXDjVFIm1n7LXHCUacyIxT3yOte1HOylPHo+1309+jpdHomnnRtPrpl0zcbwpkt6mlPrRTspj3qvphP0tYHQ7lOp6dFdKeYdRXmn1sxWcZbiugjORkc3M5gP3AUHgJ+6+NO34x4B7gT8Drnb3J1OOfRG4LbH7v939Z4PSaBERERmSFByJDIDUN/WVZLsxAyTWVTCVDMMylMdiGYKtthCsY/CVITSLdlKeEmx1fb9YYkpk+v0ytdeJRDuWZ1swU3CVGjoFuwjABiNI62oaZg9Hu2UaNafgTEYyMwsC9wPzgCpgg5mtdPc3Uqq9B1wL/G3auWXAd4FKwIFXEuceGYy2i4iIyNCj4EhEeiUQMHICrT+8B7PalsHm7sSc7o8a6zKYGsggre36kbT9ppYYkVi0V/eLnoDBWUBB0qA6e8Jo/v3L52W7GSPZLGCbu+8AMLPlwOVAMjhy952JY+mvQ70UeMHdDyeOvwDMB54Y+GZ39I/r/5G3Dr+VjVuLiIgMOR8s+yC3zLpl0O+r4EhEpIfMjKBBMDCyArNW7pkCqp5PlexVkNZhCmXshJg6OdKML8nLdhNGugnArpT9KmB2H86dkKmimS0GFgNMnjy5560UERGRYUHBkYiI9IhZYk2mkZmbiYwY7v4Q8BBAZWXlgCS02fitqYiIiPRMINsNEBEREZEe2Q1MStmfmCgb6HNFRERkBFJwJCIiIjK0bABONbNpZpYDXA2s7Oa5zwN/bmalZlYK/HmiTERERCQjBUciIiIiQ4i7R4AbiQc+bwIr3H2Lmd1lZgsBzOwjZlYF/A/gx2a2JXHuYeB/EQ+fNgB3tS6ULSIiIpKJ1jgSERERGWLcfRWwKq3sjpTtDcSnoWU6dxmwbEAbKCIiIsOGRhyJiIiIiIiIiEhGCo5ERERERERERCQjBUciIiIiIiIiIpKRgiMREREREREREclIwZGIiIiIiIiIiGRk7p7tNnSbmR0A3s12OwZABXAw240YZCPxmWFkPvdIfGYYmc89Ep8ZRuZzD+QzT3H3MQN0bemlYdoHG4n/78LIfO6R+MwwMp97JD4zjMznHonPDFnqgw2p4Gi4MrON7l6Z7XYMppH4zDAyn3skPjOMzOceic8MI/O5R+Izy/AzUv8ej8TnHonPDCPzuUfiM8PIfO6R+MyQvefWVDUREREREREREclIwZGIiIiIiIiIiGSk4OjE8FC2G5AFI/GZYWQ+90h8ZhiZzz0SnxlG5nOPxGeW4Wek/j0eic89Ep8ZRuZzj8RnhpH53CPxmSFLz601jkREREREREREJCONOBIRERERERERkYwUHGWRmZWY2ZNm9paZvWlmc7LdpsFgZt8ysy1mttnMnjCzvGy3qb+Z2TIz229mm1PKyszsBTPbmvhcms02DoROnvufEn/H/2BmvzCzkiw2sd9leuaUYzeZmZtZRTbaNpA6e24z+5vEn/cWM/tBtto3EDr5+z3DzF42s01mttHMZmWzjf3NzCaZ2RozeyPxZ/qNRPmw/34mw9tI7IONhP4XqA+mPljymPpgw4j6YNnvgyk4yq77gF+5+weBDwFvZrk9A87MJgBfByrd/WwgCFyd3VYNiEeB+WllS4DfuPupwG8S+8PNo3R87heAs939z4C3gVsHu1ED7FE6PjNmNgn4c+C9wW7QIHmUtOc2s4uAy4EPuftZwP/JQrsG0qN0/LP+AXCnu88A7kjsDycR4CZ3PxM4D7jBzM5kZHw/k+FtRPXBRlD/C9QHS6U+2PD0KOqDgfpgg/r9TMFRlphZMfAx4BEAd2929+qsNmrwhIB8MwsBBcCeLLen37n7i8DhtOLLgZ8ltn8GfHow2zQYMj23u69290hi92Vg4qA3bAB18mcN8C/Ad4BhuZBcJ8/918BSd29K1Nk/6A0bQJ08swOjE9vFDLPvZ+6+191fTWzXEP/hegIj4PuZDF8juA827PtfoD5YWpn6YMOQ+mBtxagPNmjfzxQcZc804ADwUzN7zcx+Ymajst2ogebuu4kn4O8Be4Gj7r46u60aNCe5+97E9j7gpGw2Jkv+J/Bcthsx0MzscmC3u7+e7bYMstOAuWa2zsz+PzP7SLYbNAi+CfyTme0i/r1tuP02N8nMpgIzgXXo+5kMbSOuDzbC+1+g71mgPthwpz6Y+mADSsFR9oSADwMPuvtMoI7hOWy2ncQczMuJd9rGA6PMbFF2WzX4PP46w2H5W5DOmNnfEx9y+e/ZbstAMrMC4O+ID5kdaUJAGfHhtDcDK8zMstukAffXwLfcfRLwLRIjGIYbMysEngK+6e7HUo+NxO9nMuSNuD6Y+l9tRuL3LPXBRgT1wdQHG1AKjrKnCqhy93WJ/SeJd2KGu0uAd9z9gLu3AP8X+GiW2zRY3jezDwAkPg+rIaRdMbNrgcuAzye+wQ1n04l3zF83s53Eh4W/ambjstqqwVEF/F+PWw/EgGG3KGWaLxL/Pgbwn8CwWpgRwMzCxDss/+7urc86Yr+fybAwEvtgI7n/BSP4e5b6YOqDDWPqgw3i9zMFR1ni7vuAXWZ2eqLoYuCNLDZpsLwHnGdmBYkU/GKG+YKUKVYS/wZH4vPTWWzLoDGz+cTnmS909/pst2egufsf3X2su09196nE/yH/cOL/+eHul8BFAGZ2GpADHMxmgwbBHuDCxPYngK1ZbEu/S3yffgR4093vSTk0Ir+fyfAwQvtgI7n/BSP0e5b6YOqDZbNBg0B9sEH8fmbDP3g+cZnZDOAnxP/H3gF8yd2PZLVRg8DM7gSuIj5k9jXgy60LuQ0XZvYE8HHiSf/7wHeJf0NfAUwG3gWudPdMC/oNWZ08961ALnAoUe1ld/9qVho4ADI9s7s/knJ8J/G32Ayrf7w7+bN+DFgGzACagb919//OUhP7XSfP/Cfib2cKAY3A19z9lWy1sb+Z2QXA74A/Ev/tJcSnAaxjmH8/k+FtJPbBRkL/C9QHQ30w9cHUBxsWTrQ+mIIjERERERERERHJSFPVREREREREREQkIwVHIiIiIiIiIiKSkYIjERERERERERHJSMGRiIiIiIiIiIhkpOBIREREREREREQyUnAkIiIiIiIiIiIZKTgSEREREREREZGMFByJiIiIiIiIiEhGCo5ERERERERERCQjBUciIiIiIiIiIpKRgiMREREREREREclIwZGIiIiIiIiIiGSk4EhERERERERERDJScCQiIiIiIiIiIhkpOBIRERERERERkYwUHImIDBAzm2pmbmahbLdFREREpDPqs4hIVxQciQxTZrbTzC4ZwOs/Z2a1iY8WM2tO2f/RQN13IJjZb82sMdH2g2b2f83sA9lul4iIiAx/A91n6+97Dqc+oIh0j4IjEekVd1/g7oXuXgj8O/CD1n13/2prvSH0m6sbE89yClAI/J8st0dERETkhDMM+4AichwKjkRGGDMLmNkSM9tuZofMbIWZlSWOtQ5T/qKZvZcYffP3vbiHm9kNZrYV2Joou8/MdpnZMTN7xczmptT/XqId/2ZmNWa2xcwqU47fYma7E8f+ZGYX98OXIiN3rwZ+CcxIuf8HzewFMzucuP+VKcc+ZWavJZ5rl5l9b6DaJiIiIiNHX/psZpZvZj8zsyNm9qaZfcfMqhLHHgMmA/+VGCX0nZTbfn6k9gFFpHMKjkRGnr8BPg1cCIwHjgD3p9W5ADgduBi4w8zO6MV9Pg3MBs5M7G8gHsaUAY8D/2lmeSn1FwLLgRJgJfCvAGZ2OnAj8BF3LwIuBXZmumGic1Xd2Ud3Gm1m5cBngG2J/VHAC4k2jwWuBh4ws9bnqgP+KtHuTwF/bWaf7s69RERERLrQlz7bd4GpwMnAPGBR6wnu/gXgPeAvEqOEftCN6/XEpxnkPqCIDCwFRyIjz1eBv3f3KndvAr4HfDZtOPGd7t7g7q8DrwMf6sV97nb3w+7eAODuP3f3Q+4ecfd/BnKJd0xa/d7dV7l7FHgs5Z7RRN0zzSzs7jvdfXumG7r7Uncv6ezjOO39oZkdBQ4CFcQ7awCXATvd/aeJtr8GPAX8j8Q9f+vuf3T3mLv/AXiCeAdPREREpC/60me7EvgHdz/i7lXAD7t5zyHZBxSRgaXgSGTkmQL8ImUUzpvE/2E+KaXOvpTteuJr/vTUrtQdM/vbxFDpo4n7FhMPaDq7Z56Zhdx9G/BN4p2l/Wa23MzG96I9x/N1dy8G/gwoBSYmyqcAs9NGLn0eGJd4rtlmtsbMDiSCp6+mPZeIiIhIb/Slzzae9n2xdv2yLozEPqCIHIeCI5GRZxewIG00Tp677+7n+3jrRmIu+3eI//arNDH65yhg3bqQ++PufgHxDpQD/5ipnpn9nbW91aPDRzfv9UfgfwP3m5kR/3r9f2lfr0J3/+vEKY8TH1Y9KRE8/ai7zyUiIiLShb702fbS9kswgElpx52BM+h9QBEZWAqORIa3sJnlpXyEiAcb3zezKQBmNsbMLh/gdhQBEeAAEDKzO4DR3TnRzE43s0+YWS7QCDQAsUx13f0fUt7q0eGjB+39GfHf5i0EngFOM7MvmFk48fGRlDn/RcBhd280s1nANT24j4iIiAj0f59tBXCrmZWa2QTiawWlep/4+kcDbVD6gCIysBQciQxvq4j/I9v68T3gPuIjZFabWQ3wMvEFDAfS88CvgLeBd4n/49/dIdO5wFLiaw/tI75A9a0D0MYkd28m/nW63d1rgD8nvij2nkQb/jHRLoCvAXclvpZ3EO+oiYiIiPREf/fZ7gKqgHeAXwNPAk0px+8GbktMg/vb/niATgypPqCIZGbuAzlKUURERERERLLJzP4auNrd9QIPEekxjTgSEREREREZRszsA2Z2vpkFEq+1vwn4RbbbJSJDU+j4VURERERERGQIyQF+DEwDqoHlwAPZbJCIDF2aqiYiIiIiIiIiIhlpqpqIiIiIiIiIiGSk4EhERERERERERDIaUmscVVRU+NSpU7PdDBERERkgr7zyykF3H5Ptdkh76oOJiIgMb131wYZUcDR16lQ2btyY7WaIiIjIADGzd7PdBulIfTAREZHhras+mKaqiYiIiIiIiIhIRgqOREREREREREQkIwVHIiIiIiIiIiKSkYIjERERERERERHJSMGRiIiIiIiIiIhkpOBIREREREREREQyUnAkIiIiIiIiIiIZ9Sk4MrP5ZvYnM9tmZksyHJ9sZmvM7DUz+4OZfTLD8Voz+9u+tKOvjuyr48i+Oo4dbKDuaBONdS1EmqN4zLPZLBEREZFhqyXawluH32Jf3T4aI43Zbo6IiIh0ItTbE80sCNwPzAOqgA1mttLd30ipdhuwwt0fNLMzgVXA1JTj9wDP9bYN/eWZf32dYwczd1gCISMUChAMBwgmPoc62Q6GA4m6wUR9SxwPttVNPTf1vNTrhNrqBoKGmQ3yV0RERERkYO2t28v/+K//kdzPD+VTnFtMSW5J+4+8kk7LCkIF6ieJiIgMsF4HR8AsYJu77wAws+XA5UBqcOTA6MR2MbCn9YCZfRp4B6jrQxv6xcc+dzrN9REiLTGikRjRlhiRlijRlhjRiMf3IzGiibJIa3kkSktTlIbalkTdWErdeD36OmjJaAuSUsOq1v2UkKldGJUhlAqFAwRC7c+PbwcJhiylbjCljhEIakajiEg2uTuxmONRJxaNb8eS2zFiUcfblbXuxzrUT9ZLlsXwmBPt7jViTlFpHpWfnJrtL4sMcWV5ZfzLx/+FI01HONp0lOrG6uT2kaYj7K3bS3VTNceajuGddKjCgTAluSUU5xZTmlfatp1b2mlZUU4RAVPfRkREpLv6EhxNAHal7FcBs9PqfA9YbWZ/A4wCLgEws0LgFuKjlbqcpmZmi4HFAJMnT+5Dczs35azyAblua0e/XajUEkvupwZVbYFU2vGW9mFUu+skthvrI+2vk7IdjcT6/BwWsA4jpLoMszobTdWTumn3sIB+mygi8e+rxP+Lb8favtd2DEXaBx4dQpGoE02EJp0HK8e/Riwaix9PPdZaN+UaHQObDOFMSlk0mrh+Yj8bzMCC8V8gBAIW/wgaYyYXZaU9MrwU5hRyyZRLjlsvGotyrPkY1U3V8Y/G6rbttLLt1dupbqrmaNNRoh7NeL2ABZJh0nFHNiXKR+eMJhToS7dZRERk6BrofwE/Bzzq7v9sZnOAx8zsbOKB0r+4e+3xhhe7+0PAQwCVlZVDatEhMyMYNIJZHLHj7sQinjIKqv1IqmgkmgyoIi0xYimBVmpwlT6aKj3MamiMtAvFUs+PRfv+x3a8KYOZR151HEnVtm3JKYUZAzFNGcyKZCjgjqd+TvzQnNxOq0Na3YzlqfuxtvKOdVKOQzKY6NAeB6etbnfaRPJ4Z+3prE0p16B9+5PnxDwRprQGKmltTt6v7Z6kXyPDc6bfM+NzkenrmuHasUztyfycHdqbUnYiCATjAUogYBmDlUDQsEBbnUAw/n0kEAoQDibOCXR9DQvG/w2xQPtrtL9u2jUCgXbH2q4R6KJtbfe2lOsFAqbQXk4IwUCQ0rxSSvNKu32Ou1PTUsPRxvjopdYw6UhjynZidFNVbRVbDm6huqma5lhzp9ccnTO6Q8jU1eimktwSwsFwf3wJREREsqovwdFuYFLK/sREWarrgPkA7r7WzPKACuIjkz5rZj8ASoCYmTW6+7/2oT2SgZkRDMfDE/Kz04ZYzNuNpOr7yKto2xTC1vCrOUpjXUuiPNoh5PJ++GEz0/pWgVD7qYCpAVSmUApo+4H6eD8gtwsvOoYAHX44zxgEpJ2TrNMWYKRfwxNfLI91cq+0EKfTYCJDWNAhmEh9zhMkEDgRmcX/Xybx2QwIWLLcjHbHkp8DaedkOB7PQw0LdF6v9RqtAWrG9qRdM/14h3bTup3WpuR5ibJApvZY++PQFpikhiKpoU1KkJIe2ASDgZRwphvXUJgicsIzM0bnjGZ0zmgmteuuds7daYg0dGtk04H6A2w9spXqpmoaIg2dXrMgVEBpXmm7gKmz0U2t9fJDWeqwiYiIdKIvwdEG4FQzm0Y8MLoauCatznvAxcCjZnYGkAcccPe5rRXM7HtArUKj4SsQMAI5QcI5way1IRaNpa1h1cVIqi6Cq2ik87pNDREix9qHXLGU8zNK/ABtZhDI8EN2+g/InfxA31Yn/byO57T+0Nt6zbbyABZK/OBP4ryMbUprXxeBQ8ewIPNztrWJDM+QIYDo5J5kPN66nVYv+Zztw46M9wx0bENnbUoNPdrdu/U4dPi6tmtDhq+RiIgMPDOjIFxAQbiA8YXju31eU7SpQ8jU2eim92reo7qxmpqWmk6vlxvM7XIKXabRTaPCo/TvhYj0m2gsSnOsmeZoMy2xFpqjKduxZlqiLcl9J/GL5JRh4clfRCeOJbdb6yRG7ne7Tsr1U+u37neok3Y80/Xb1enk+unPlOleHZ63O3V6+jVJaWvluEo+Ov6jDLZeB0fuHjGzG4HngSCwzN23mNldwEZ3XwncBDxsZt8iPsHgWneNK5DBFwgGyDkBpgxmChVERERk6MoN5nLSqJM4adRJ3T6nJdbC0aaj8UXBjzO66U+H/5QMoFJ/CEkVCoTaB0spo5syjXgqzSvVIuEiJwB3bwtmWgOZlM+pgU1qgNMcawt02tVNnJt6zdY6raFPuxAoNRhKuW/M+75OrvRd4tfc8V8oJ7YDFhhawRGAu68CVqWV3ZGy/QZw/nGu8b2+tEFkKGidMigiIiISDoSpyK+gIr+i2+fEPEZNc01yJFNXo5t2HtuZDJ8iHsl4vYAFMq7blGlx8NRQSouEy1DV3VE06XUyBTaZ6nY3wGkX+sRa+vUZcwI5hIPhdp9zgvGPcCBMOBAmP5RPcW5xsk44EI7XCbTVS/2cLG+tm3bN5Ih6LGPQgaUEIFi7+q1S63eok7xM5ut3qNNJe5L3Sq+Tdqyr9qReq9PnTa+ToX5XX5MTdWCBvvOLiIiIiJzgAhagOLeY4tzibp/j7tS11CWnylU3VXOksW07dXTT3tq9vHnoTaqbqmmKNnV6zaJwUbcWB09dzyk3mNsfXwIZIroziqarUGYojKIJWrBDuJIphMkP52cMW5L10gKbdmFPa/jTep+UACc95MkJ5BAKhE7Y0EGGPgVHIiIiIiLDkJlRmFNIYU4hk4q6t0g4QEOkIeNIptQpdEebjnK48TDvHH2H6qZq6lrqOr1efij/uIuDp5flh/L1Q3A3jJRRNBmDlX4aRZMTyGkX5GSq2xrgtNYNBrK3dqtINig4EhERERGRpPxQPvmhfMaNGtftc5qjze0WAu9qdNPu2t1UN1VzrPlYp9fLCeR0e3Hw1nqF4cIBC5uyPYqmwzU1ikZEBpGCIxERERER6ZOcYA5jCsYwpmBMt8+JxCIcaz7WYSRTptFNW6u3JhcUj3o04/VCFmJ07ugOC4GPCo9qF+poFI1G0YhIzyg4EhERERGRQRcKhCjLK6Msrwy6uXRT6yLh3RndtKt2F388+EdqW2p7PYomYzCjUTQiMsIoOBIRERERkSEhdZHwyUzOdnNEREaEQLYbICIiIiIiIiIiJyYFRyIiIiIiIiIikpGCIxEREZEhzMyWmdl+M9ucUvYfZrYp8bHTzDalHLvVzLaZ2Z/M7NKsNFpERESGDK1xJCIiIjK0PQr8K/BvrQXuflXrtpn9M3A0sX0mcDVwFjAe+LWZnebeyWuqREREZMTTiCMRERGRIczdXwQOZzpm8Vc3XQk8kSi6HFju7k3u/g6wDZg1KA0VERGRIUnBkYiIiMjwNRd43923JvYnALtSjlclyjows8VmttHMNh44cGCAmykiIiInKgVHIiIiIsPX52gbbdQj7v6Qu1e6e+WYMWP6uVkiIiIyVGiNIxEREZFhyMxCwGeAc1OKdwOTUvYnJspEREREMtKIIxEREZHh6RLgLXevSilbCVxtZrlmNg04FVifldaJiIjIkKDgSERERGQIM7MngLXA6WZWZWbXJQ5dTdo0NXffAqwA3gB+BdygN6qJiIhIVzRVTURERGQIc/fPdVJ+bSfl3we+P5BtEhERkeFDI45ERERERERERCQjBUciIiIiIiIiIpKRgiMREREREREREclIwZGIiIiIiIiIiGSk4EhERERERERERDLqU3BkZvPN7E9mts3MlmQ4PtnM1pjZa2b2BzP7ZKJ8npm9YmZ/THz+RF/aISIiIiIiIiIi/S/U2xPNLAjcD8wDqoANZrbS3d9IqXYbsMLdHzSzM4FVwFTgIPAX7r7HzM4Gngcm9LYtIiIiIiIiIiLS//oy4mgWsM3dd7h7M7AcuDytjgOjE9vFwB4Ad3/N3fckyrcA+WaW24e2iIiIiIiIiIhIP+v1iCPiI4R2pexXAbPT6nwPWG1mfwOMAi7JcJ2/BF5196Y+tEVERERERERERPrZQC+O/TngUXefCHwSeMzMkvc0s7OAfwSu7+wCZrbYzDaa2cYDBw4McHNFRERERERERKRVX4Kj3cCklP2JibJU1wErANx9LZAHVACY2UTgF8Bfufv2zm7i7g+5e6W7V44ZM6YPzRURERERERERkZ7oS3C0ATjVzKaZWQ5wNbAyrc57wMUAZnYG8eDogJmVAM8CS9z9//WhDSIiIiIiIiIiMkB6HRy5ewS4kfgb0d4k/va0LWZ2l5ktTFS7CfiKmb0OPAFc6+6eOO8U4A4z25T4GNunJxERERERERERkX7Vl8WxcfdVwKq0sjtStt8Azs9w3v8G/ndf7i0iIiIiIiIiIgOrT8GRiIiItOfu0NKCR6Pxj5YWSG5HIBppvx2J4JFou22PRqCTbY9EIJK4XiRx7ZZIvF5yO3G9DNsejUDrdiRx7cR2/F6ZtqOJNsS38848k6n//vNsf6lFREREZBAoOAKO/tczEDBC5RWExlQQKi8nUFyMmWW7aSIikuDuxOrqiR07SvTYMaJHjxGriX/25qZ4sBJpDWOOF4S0D0U80tI+jElutw9WOg9ZosmwiFgsO1+gQAALhSAUwoLBxHYQC4Xj+8EghENYMNRhO5CfB4ltC4fi24nrpF6jdTs8fnx2nlFEREREBp2CI2D/P/8zkX372pVZOEywvJxQRTxICo6piAdLFRWEKuLlwUTQFCgsVMgkItINHo0Sq61tC35aQ6Bjx4glyuL7R4kdq2nbPnqMaE0NRKM9u6FZhjAlc7CSHrJYbg6BgoIOIUu7YCUUTNtOXCN1O3ntxDXCofixDNsWTFwvw3aXzxEMYoG+vO9CRERERCQzBUfAyb/8BZFDh4gcOEjk0EGiBw8SOXiQyMFDRA4epOXAfhrfeIPI4cMZf2ixnJx4kFRRkQyaQmMqEsHTmGTQFKqoIDBqVBaeUESk/3hLS/uwJxn4ZA57ktvHjhGrrQX3zi8eChEcPZrg6NEEikcTLC4mZ9Kk+PboYoKjiwiMTmwXJ+qNHk0gNzcepKQHKwpTRERERET6RMERECwpIVhSQu706V3W81iMaHU1kYOJcKlD2HSIlt27afjDH4gePpxxuoLl53cZLgXLywmNGROfLpefP1CPLCIjXKyxsW2q17FjRI8ebRvxU9PV6J9jeH19l9e23Ny24Gd0MeExYwmcckoi+BlNsHg0gaLRKcFPIgQqKsIKCjSCU0RERETkBKLgqAcsECBUVkaorAxOO63Luh6NEj1yJGXk0gGiyaApvt+8810iG18heuRIxmsERo0iWJEIlhLT5oIpo5eS0+gqKuK/bReREaPDej/dmep1LBEKHT2GNzd3ef1AQQGB4uLk6J/w5EnkFY1uFwjFA6CizKN/RERERERkWFBwNEAsGEyGO8fjLS1EDh8heqj9FLnooYPJoKlp+3bq160jevRoxmsEioo6XY8pWFHRtvB3WRmWk9PfjysiveCxGLGamrT1fhJTu443+qemBiKRzi9uFp/SVVSUDHtyTzopEe6khz3xKWDxesXxkT8h/fMgIiIiIiIKjk4IFg4TPmks4ZPGHreuNzcTOXy4wxS5yMHE/oGDNL31J+oO/j9iNTUZrxEsLs6wHlOGhb/Ly/TDo8hxeEtLfB2f1qlePRj906P1fkanrfeTmOqVut5PoKgo/v/36NHxRfu1vo+IiIiIiPSRUoEhxnJyCI8bR3jcuOPWjTU1ta3FlFzw+yDRZNB0iIYtm4kePESsri7DzYxgSUnKFLkxna/NVFoafwOQyBAUa2xMW+i5NQRKH/1TQ+xo29SwHq/3UzS6w3o/XY3+0Xo/IiIiIiKSbQqOhrFAbi6BCRMIT5hw3LqxhobEYt+JtZgyrM3UsGkTkYMH8YaGDDcLECwrS67F1C5sSlv4O1hcrJEQ0q+S6/30eKHno71b72fSJPJGp63309XbvkRERERERIYoBUcCQCA/n5yJE8mZOLHLeq0/oLdfjyl94e+DNL/zTjxkyvQDeTCYWNQ7ETJ1th5TeTmB4mKNuBgh2q33026qVyejf1JHCHVnvZ/EWj/J9X7GnpI57El921dxMcHCQiwcHrwvhIiIiIiIyAlEwZH0iJkRLBxFsHAUOVOmdFnX3YnV1hI5cLDDwt+t6zFFDh2i6e2tRA4dgpaWjhcJh9tGMWVY+Du5HtOYiviaLgqZsqrjej8Zwp6azKN/YjU13Vvvp6goHuh0td5PayCk9X5ERERERET6RMGRDBgzi7/RqagITp7WZV13J3b0aGK6XOaFv1sO7KfxzTfjIVM02vF+OTmJKXLpC3+nT5mrIDBKa8d0JtbU1MVCz6mB0LF26/3Ejh0j1qf1fjJP9WodJaT1fkREMjOzZcBlwH53Pzul/G+AG4Ao8Ky7fydRfitwXaL86+7+/OC3WkRERIYKBUdyQrDEQtzBkhJyp0/vsq7HYkSPHs28HlMiaGrZs4eGP/yB6OHDEIt1vF9+fnIkU7spc8mgqSL5EcjPH6jHHhDujtfXty3g3NXon5RwqFfr/RQVdVzvp4u3fWm9HxGRAfEo8K/Av7UWmNlFwOXAh9y9yczGJsrPBK4GzgLGA782s9PcveNvZERERERQcCRDkAUChEpLCZWWHreuR6NEjxxJjmRKnzIXPXSQlnffo+HV14geOZJxqlSgoCBtilxK2JQyuilYUdFvwUhyvZ/UaV8dFnruZPRPb9b7GTM9c9iTOvpH6/2IiJyQ3P1FM5uaVvzXwFJ3b0rU2Z8ovxxYnih/x8y2AbOAtYPVXhERERlaFBzJsGbBYDLc4fTTu6zrkQiRw4fjU+Q6mTLXtGM79evWET16NOM1AkVFna7HFCwrI9bQ0K3RP8dd7ycYTAl+4qN/ciZObPdq98DotNE/Wu9HhplozNl3rJFdh+tpjsQIBY1QIEAwYISDRjAQ34+XW6I8cTwQIJgobz2mqZAyzJwGzDWz7wONwN+6+wZgAvBySr2qRJmIiIhIRgqORBIsFCI8dizhsWOPW9ebm4kcPtzJW+XiU+aa3voTdYdeInbsWOb7ta73kwiAQmPGkHPK9C6nemm9Hxlpjta38N7het47XM+uI4nPiY/d1Q20RLsIWHsoGGgfJLWGTKGAEQoGEp+NYKBtO2PddqFUet1ASqgVv276PdqCr7S66ddNHAsnwrJQsH29cOJa7a8bIGDo+8fIEALKgPOAjwArzOzknlzAzBYDiwEmT57c7w0UERGRoUHBkUgvWE4O4XHjCI8bd9y6saameLB0+AiBvNzk6B+t9yMCTZEou480tAVCRxp471BbSFTT2H7aZdmoHCaV5nP2hGIWnPMBJpcVMKm0gLxwgEjMicaclmiMaMyJxJxI1InEEvtRT9SJ0RJN1I3FiCbKI7FY/HjKfvx6nnK9WLvPrdeti0TS6saS90/fT71utrSFWZlHaHUaSCX2TxlbyHf/4qystV+6pQr4v+7uwHoziwEVwG5gUkq9iYmyDtz9IeAhgMrKyuz9hRUREZGsUnAkMsACubkExo8nPH58tpsiMuhiMedAbRO7WkcNHU4NierZd6yx3azM3FCASWUFTCrNp3JKaXw7EQ5NKsunKG/4rLHl7sSceKiUDLVSw6lM4VX7QCo9+Gqrm3qN9mFZa/DVMQxLqZshQGttT2PEOdbQxTpqcqL4JXARsMbMTgNygIPASuBxM7uH+OLYpwLrs9VIEREROfEpOBIRkT6paWxh1+EGdh1pm0bWOr2s6kgDTZG2NxuawbjReUwqLeCj0yviI4bK8hOfCxhTmEsgMDKmUZkZQYNgIEiu/jWWPjCzJ4CPAxVmVgV8F1gGLDOzzUAz8MXE6KMtZrYCeAOIADfojWoiIiLSFXVVRUSkSy3RGHurGzOuM7TrSAOH65rb1S/KCzG5rIBTxxZx8RknJUcQTS4rYEJpPrmhYJaeRGR4cvfPdXJoUSf1vw98f+BaJCIiIsOJgiMRkRHO3Tlc15wIhhriI4ZS1hnae7SRaKxtPlk4aEwoyWdSWQHzJxQn1xmaXBb/KC4YPtPJRERERERGuj4FR2Y2H7gPCAI/cfelaccnAz8DShJ1lrj7qsSxW4HrgCjwdXd/vi9tERGRzjU0R6lKGS30XmKtoday+ub2M1UqCnOZXNZxnaHJ5QWMG51HcIRMJxMRERERGel6HRyZWRC4H5hH/M0dG8xspbu/kVLtNmCFuz9oZmcCq4Cpie2rgbOIL8z4azM7TXPsRUR6Jxpz9h1rTK4vVJWyztCuIw0cqGlqV78gJ5hYcDq+1lDqOkMTS/MpyNGAVBERERER6duIo1nANnffAWBmy4HLiS+22MqB0YntYmBPYvtyYLm7NwHvmNm2xPXW9qE9IiLD2tH6lg7rDLUuQF11pL7d690DBuNL8plUWsAnTh/LpLL41LLWcKh8VA5mGjUkIiIiIiJd60twNAHYlbJfBcxOq/M9YLWZ/Q0wCrgk5dyX086d0Ie2iIgMeU2RKLuPNLRba6jtNfb1HGts/wr00oIwk8sKOHP8aOafPa7dOkMfKMkjHAxk6UlERERERGS4GOi5CJ8DHnX3fzazOcBjZnZ2Ty5gZouBxQCTJ08egCaKiAwOd+dATVPbqKFDDcntXYfr2XesEW8bNEROKJB8G9m5U0qZXFbAxNKC5Cvsi/K0CLWIiIiIiAysvgRHu4FJKfsTE2WprgPmA7j7WjPLAyq6eS6J8x4CHgKorKz0THVERE4UtU2RdqOEdqWsM7TrcD1NkViyrhmcVJTH5LIC5kwvT44Wap1SNqYwl4AWoRYRERERkSzqS3C0ATjVzKYRD32uBq5Jq/MecDHwqJmdAeQBB4CVwONmdg/xxbFPBdb3oS0iIoOiJRpjb3Vjh3WGWoOhw3XN7eoX5YaYVFbAKWMKuej0MclgaFJZARNK8skLB7P0JNLS0kJVVRWNjY3ZbsqIlJeXx8SJEwmHNXJORERE5ETW6+DI3SNmdiPwPBAElrn7FjO7C9jo7iuBm4CHzexbxBfKvtbdHdhiZiuIL6QdAW7QG9VE5ETg7hyua2ZX61pD7cKhevZUNxKNtQ1+DAWMiaXxhadT1xlqfUtZcX5Yi1CfoKqqqigqKmLq1Kn6Mxpk7s6hQ4eoqqpi2rRp2W6OiIiIiHShT2scufsqYFVa2R0p228A53dy7veB7/fl/iIivdHQHKXqSOs6Q/W8d7ghuc7QrsP11DW3z7ErCnOZXJbPhyeX8ukZBcnX2E8qy+cDxfkENZ1sSGpsbFRolCVmRnl5OQcOHMh2U0RERETkOAZ6cWwRkUEXjTnvH2tsN2KodQTRe4frOVDT1K5+fjiYHCXUutbQpNICJpcXMLE0n4IcfascrhQaZY++9iIiIiJDg34aEpEh6WhDS7tFqFPXGao6Uk9LtG06WcDgA8XxqWPp6wxNLiugfFSOfogVERERERHJQMGRiJyQmiMxdle3jRKqSlln6L1D9RxrjLSrX1oQZlJZAWeOH82lZ41rt87Q+JJ8wsFAlp5EpHPV1dU8/vjjfO1rX+vReZ/85Cd5/PHHKSkpGZiGiYiIiIgkKDgSkaxwdw7UNKW8nax9SLT3WCPeNmiInFCAiaXxIOjDk0vbrTM0qayA0Xl6M5MMPdXV1TzwwAMdgqNIJEIo1Pk/0atWrer0mIiIiIhIf1JwJCIDprYp0u6tZFUp6wxVHamnsSXWrv640XlMKsvnvLR1hiaVFjC2KJeAFqGWYWbJkiVs376dGTNmEA6HycvLo7S0lLfeeou3336bT3/60+zatYvGxka+8Y1vsHjxYgCmTp3Kxo0bqa2tZcGCBVxwwQW89NJLTJgwgaeffpr8/PwsP5mIiIiIDBcKjkSk1yLRGHuPNnZYZ6h1/3Bdc7v6RbkhJpUVMH3MKC46fUy7dYYmlOSTFw5m6UlkpLvzv7bwxp5j/XrNM8eP5rt/cVaXdZYuXcrmzZvZtGkTv/3tb/nUpz7F5s2bk6+oX7ZsGWVlZTQ0NPCRj3yEv/zLv6S8vLzdNbZu3coTTzzBww8/zJVXXslTTz3FokWL+vVZRERERGTkUnAkIp1yd47UtyRHCbW9oSy+v6e6kWisbT5ZKGBMSEwnS19naHJZAcX5YS1CLdKFWbNmJUMjgB/+8If84he/AGDXrl1s3bq1Q3A0bdo0ZsyYAcC5557Lzp07B6u5IiIiIjICKDgSGeEaW6JUJYKg9w61HzG063A9dc3RdvUrCnOYlFhn6PIPxQOhiYlwaNzoPEJahFqGoOONDBoso0aNSm7/9re/5de//jVr166loKCAj3/84zQ2NnY4Jzc3N7kdDAZpaGgYlLaKiIiIyMig4EhkmIvFnH3HGju8sr41HNpf09Sufn44mBwldN7J5cnRQq0LURfk6NuGSH8pKiqipqYm47GjR49SWlpKQUEBb731Fi+//PIgt05ERERERMGRyLBwtKGl3SLU8alkDVQlFqRujrYtQh0w+EBxPpPK8vn46WOSC1BPLI0HRBWFOZpOJjJIysvLOf/88zn77LPJz8/npJNOSh6bP38+P/rRjzjjjDM4/fTTOe+887LYUhEREREZqRQciQwBzZEYu6sbMq4ztOtwA0cbWtrVLykIM7msgDM+MJo/P2tccgTRpNICxpfkkxPSdDKRE8Xjjz+esTw3N5fnnnsu47HWdYwqKirYvHlzsvxv//Zv+719IiIiIjKyKTgSOQG4OwdqmxKhUEOHxaj3HmvE29agJicYYGJZPpNKC5g5qTS5CHXrW8pG54Wz9zAiIiIiIiIybCg4Ehkk9c2RdgtQp64ztOtIPY0tsXb1Txqdm1xnaFLKOkOTywoYW5RLIKDpZCIiIiIiIjKwFByJDJDapggb3jnM2h2HWLv9EFv2HCXlzfUU5oaYVFbAyWNGceFpY5hcHp9KNqmsgIml+eSFg9lrvIiIiIiIiAgKjkT6TUNzlFfePcJL2w+ydsch/lB1lGjMyQkGmDG5hBs/cSqnnVQYX4y6rICSgrAWoRYREREREZETmoIjkV5qikR57b1q1m6PjyjatKua5miMUMD4s4nFfPXCk/no9Ao+PLmU/ByNHhIREREREZGhR8GRSDe1RGP8oSoeFL20/RCvvHuEpkiMgMHZE4r50vlTOW96OR+ZWkZhrv7XEhERERERkaFPP92KdCIaczbvPppco2jDzsPUN0cBOOMDo/n87CnMmV7OrGllFOfrLWYiIpIdZrYMuAzY7+5nJ8q+B3wFOJCo9nfuvipx7FbgOiAKfN3dnx/0RouIiMiQoeBIJCEWc97cd4y12w/x8o5DrHvnMDWNEQBOGVvIZ8+dyJyTy5l9cjllo3Ky3FoRGQ6qq6t5/PHH+drXvtbjc++9914WL15MQUFBxuM1NTXMnTs3uV9VVcWiRYu49957aWpq4q/+6q945ZVXKC8v5z/+4z+YOnUqAHfffTePPPIIwWCQH/7wh1x66aW9ejYZVI8C/wr8W1r5v7j7/0ktMLMzgauBs4DxwK/N7DR3jw5GQ0VERGToUXAkI5a7s21/LS8l1iha984hjtS3ADC1vIDL/mw8c6aXc97JZYwtystya0VkOKquruaBBx7odXC0aNGiToOjoqIiNm3alNw/99xz+cxnPgPAI488QmlpKdu2bWP58uXccsst/Md//AdvvPEGy5cvZ8uWLezZs4dLLrmEt99+m2BQ67SdyNz9RTOb2s3qlwPL3b0JeMfMtgGzgLUD1T4REREZ2hQcyYjh7uw8VJ9Yo+ggL+84zMHaJgAmlORz8Rkn8dHp5Zx3cjnjS/Kz3FoRGVTPLYF9f+zfa447BxYs7bLKkiVL2L59OzNmzGDevHmMHTuWFStW0NTUxBVXXMGdd95JXV0dV155JVVVVUSjUW6//Xbef/999uzZw0UXXURFRQVr1qzp8j5vv/02+/fvT45Aevrpp/ne974HwGc/+1luvPFG3J2nn36aq6++mtzcXKZNm8Ypp5zC+vXrmTNnTr98SWTQ3WhmfwVsBG5y9yPABODllDpVibIOzGwxsBhg8uTJA9xUEREROVEpOJJhbdfh+uQaRWu3H2LfsUYAThqdywWnlDNnejkfnV7BpLLMv7EXERlIS5cuZfPmzWzatInVq1fz5JNPsn79etydhQsX8uKLL3LgwAHGjx/Ps88+C8DRo0cpLi7mnnvuYc2aNVRUVBz3PsuXL+eqq67CzADYvXs3kyZNAiAUClFcXMyhQ4fYvXs35513XvK8iRMnsnv37gF4chkEDwL/C/DE538G/mdPLuDuDwEPAVRWVnp/N1BERESGBgVHMqzsO9rI2h0Hk28+qzrSAED5qBzOm17OnJPL+ej0cqZVjEr+ACUicryRQYNh9erVrF69mpkzZwJQW1vL1q1bmTt3LjfddBO33HILl112Wbt1i7pr+fLlPPbYY/3dZDmBufv7rdtm9jDwTGJ3NzApperERJmIiIhIRn0KjsxsPnAfEAR+4u5L047/C3BRYrcAGOvuJYljPwA+BQSAF4BvuLt+myU9cqCmiZd3HGLtjkO8vP0QOw7WAVCcH+a8k8v48gXTmDO9gtNOKlRQJCInNHfn1ltv5frrr+9w7NVXX2XVqlXcdtttXHzxxdxxxx3dvu7rr79OJBLh3HPPTZZNmDCBXbt2MXHiRCKRCEePHqW8vDxZ3qqqqooJEzLOYpITnJl9wN33JnavADYntlcCj5vZPcQXxz4VWJ+FJoqIiMgQ0evgyMyCwP3APOLz4zeY2Up3f6O1jrt/K6X+3wAzE9sfBc4H/ixx+PfAhcBve9seGRmO1DWz7p3E1LMdh3j7/VoACnNDzJ5WxjWzJ3PeyeWc+YHRBAIKikTkxFZUVERNTQ0Al156Kbfffjuf//znKSwsZPfu3YTDYSKRCGVlZSxatIiSkhJ+8pOftDv3eFPVnnjiCT73uc+1K1u4cCE/+9nPmDNnDk8++SSf+MQnMDMWLlzINddcw7e//W327NnD1q1bmTVr1sA8vPQbM3sC+DhQYWZVwHeBj5vZDOJT1XYC1wO4+xYzWwG8AUSAG/RGNREREelKX0YczQK2ufsOADNbTvxNHW90Uv9zxDsyEO/E5AE5gAFh4P1OzpMR7FhjCxveOZx889mb+47hDvnhIJVTS7li5kTmTC/n7PGjCQUD2W6uiEiPlJeXc/7553P22WezYMECrrnmmuRC1IWFhfz85z9n27Zt3HzzzQQCAcLhMA8++CAAixcvZv78+YwfP77LxbFXrFjBqlWr2pVdd911fOELX+CUU06hrKyM5cuXA3DWWWdx5ZVXcuaZZxIKhbj//vv1RrUhwN0/l6H4kS7qfx/4/sC1SERERIYT6+3sMDP7LDDf3b+c2P8CMNvdb8xQdwrxN3hMbP2tlpn9H+DLxIOjf3X3v+/kPqlv9Dj33Xff7VV7ZWiob46wYeeR+FvPth/ij7uPEnPICQU4d3JpYjHrcv5sYgk5IQVFItJ7b775JmeccUa2mzGiZfozMLNX3L0yS02STlRWVvrGjRuz3QwREREZIF31wQZrceyrgSdTQqNTgDOIL8gI8IKZzXX336WfqDd6DG+NLVFeffcIa3fEF7N+fVc1kZgTDhozJpVw40WnMGd6BTMnl5AX1m+9RURERERERAZTX4KjnryV42rghpT9K4CX3b0WwMyeA+YAHYIjGV6aIzE27apOrFF0kFffq6Y5EiMYMM6ZUMxXPnYyc04up3JqKQU5eumfiEh3zJ49m6ampnZljz32GOecc06WWiQiIiIiw0VffjLfAJxqZtOIB0ZXA9ekVzKzDwKlwNqU4veAr5jZ3cSnql0I3NuHtsgJKhKN8YfdR1m7/RAv7zjEhp2HaWyJYQZnjR/NF+dMYc70cj4ytYyivHC2mysiMiStW7cu200QERERkWGq18GRu0fM7EbgeSAILEu8qeMuYKO7r0xUvRpY7u0XU3oS+ATwR+ILZf/K3f+rt22RE0c05ry59xgvbT/I2u2H2LDzCLVNEQA+OK6Iqz8ymTnTy5k9rYySgpwst1ZEREREREREutKnuUDuvgpYlVZ2R9r+9zKcFyXxWlgZ2mIx5+39Nby07RBrdxxi3Y5DHGuMB0UnjxnFp2eOZ87JFZx3chnlhblZbq2IiIiIiIiI9IQWkZEecXe2H6hj7Y5DrN1+kJd3HOZwXTMAk8sKWHD2B/joKeWcd3I5J43Oy3JrRURERERERKQvFBxJl9yd9w7XJxazPsTa7YfYXxNfgHV8cR4fP30MH51ewZzp5Uwoyc9ya0VERERERESkPyk4kg52VzfEg6LEgta7qxsAGFOUy5yTy5kzvZyPTi9nclkBZpbl1oqIDF3V1dU8/vjjfO1rX+vxuffeey+LFy+moKCg0zpTp05l48aNVFRU9KWZIiIiIjKCKTgS9h9rTI4mWrvjEO8eqgegbFQO551cxlcvPJk508uZPqZQQZGISD+qrq7mgQce6HVwtGjRoi6DIxERERGRvlJwNAIdqm3i5R2HWbsj/uaz7QfqACjKC3HeyeV8cc5U5kwv5/STiggEFBSJyPD3j+v/kbcOv9Wv1/xg2Qe5ZdYtXdZZsmQJ27dvZ8aMGcybN4+xY8eyYsUKmpqauOKKK7jzzjupq6vjyiuvpKqqimg0yu23387777/Pnj17uOiii6ioqGDNmjXHbc8999zDsmXLAPjyl7/MN7/5TXbu3MmCBQu44IILeOmll5gwYQJPP/00+fn5bNiwgeuuu45AIMC8efN47rnn2Lx5c798bURERERk6FBwNAIcrW9h3TuHeCkx9eytfTUAjMoJ8pFpZVz1kUnMObmCM8ePJqigSERk0CxdupTNmzezadMmVq9ezZNPPsn69etxdxYuXMiLL77IgQMHGD9+PM8++ywAR48epbi4mHvuuYc1a9Z0axraK6+8wk9/+lPWrVuHuzN79mwuvPBCSktL2bp1K0888QQPP/wwV155JU899RSLFi3iS1/6Eg8//DBz5sxhyZIlA/2lEBEREZETlIKjYai2KcKGdw7z0vaDrN1xiC17juEOeeEAlVPKuPnS8cyZXs45E4oJBwPZbq6ISNYdb2TQYFi9ejWrV69m5syZANTW1rJ161bmzp3LTTfdxC233MJll13G3Llze3zt3//+91xxxRWMGjUKgM985jP87ne/Y+HChUybNo0ZM2YAcO6557Jz506qq6upqalhzpw5AFxzzTU888wz/fOgIiIiIjKkKDgaBhqao2x89zBrt8dHFf1x91GiMScnGGDm5BK+cfGpfHR6BR+aVExuKJjt5oqISAbuzq233sr111/f4dirr77KqlWruO2227j44ou54447+u2+ubm5ye1gMEhDQ0O/XVtEREREhj4FR0NQY0uU196rZu2OQ7y8/RCv7TpCS9QJBYwPTSrhry+czkenl/PhKaXkhRUUiYicqIqKiqipiU8fvvTSS7n99tv5/Oc/T2FhIbt37yYcDhOJRCgrK2PRokWUlJTwk5/8pN253ZmqNnfuXK699lqWLFmCu/OLX/yCxx57rNP6JSUlFBUVsW7dOmbPns3y5cv754FFREREZMhRcDQENEdi/KGqOvnWs1fePUJTJEbA4JwJxfzPC6Yx5+RyPjK1jFG5+iMVERkqysvLOf/88zn77LNZsGAB11xzTXJ6WGFhIT//+c/Ztm0bN998M4FAgHA4zIMPPgjA4sWLmT9/PuPHjz/u4tgf/vCHufbaa5k1axYQXxx75syZ7Ny5s9NzHnnkEb7yla8QCAS48MILKS4u7p+HFmnVcAR+8VUomQKlU6E08blkCuQWZrt1IiIikmDunu02dFtlZaVv3Lgx280YcJFojC17jvFSIijauPMw9c1RAM78wGjmTC9nzsnlzDq5jNF54Sy3VkRkaHrzzTc544wzst2ME1ZtbS2FhfEf3pcuXcrevXu57777+vUemf4MzOwVd6/s1xtJnw1IH+zwDviPL8CRndBc2/5YQXlbiJQaKJVOheKJEFT/R0REpD911QfT8JQTQCzmvLnvWHxE0fZDrH/nMDVNEQBOHVvI/zh3InOmlzN7Wjmlo3Ky3FoRERkJnn32We6++24ikQhTpkzh0UcfzXaTZLgpOxn++v+BO9Qfhuqd8RDpyLtQ/W58e89r8OZKiEXazrMAjJ6YCJSmQMnU9iOWRo0B01tiRURE+ouCoyxwd7bur00sZn2Qde8cprq+BYBpFaO47EPj+ej0cs47uZwxRbnHuZqIiIx0s2fPpqmpqV3ZY489xjnnnNPra1511VVcddVVfW2ayPGZwajy+MeEczsej0agZk88UDqyMxEqJba3vgC177evHy6AksmdjFiaArlFA/9MIiIiw4iCo0Hg7rxzsI61O+Ijil7ecYiDtc0ATCzNZ94ZJ/HRU+JB0QeK87PcWhERGWrWrVuX7SaIDJxgKB4ElUyGaXM7Hm+uh+r32kYppY5Y2vn/oLmmff2C8vbrKqVuF0/SNDgREZE0Co4GyK7D9cnFrNduP8S+Y40AjBudx9xTxzDn5HLmTC9nUllBllsqIiIiMoTlFMDYD8Y/0rnHF+E+8k7HEUvdngaXMmKpcKymwYmIyIij4Kif7D3akFyjaO2OQ1QdaQCgojCH8xIh0ZyTy5lWMQpTh0NERERk4JlBQVn8I9M0uFgUju3pOAWu+t3M0+BC+SmjlNIW7dY0OBERGaYUHPXSgZqmdlPP3jlYB0BJQZjzppXzlbknM2d6OaeOLVRQJCIiIpIm1thIzfPPEzppHOEPjCN00kkE8vIGtxGBIJRMin+QYRpcS0N8Glz6FLgj78K7L3WcBpdflnkKXOlUTYMTEZEhS8FRNx2pa2bdO4d4KTGqaOv++Gtji3JDzD65jM/Pnsyc6eWcMW40gYCCIhEREZGutOzezZ5blrQrC5aUEBo3jvBJJxH6wDjC48bFg6VxJyXLAwWDOM0/nA9jTo9/pEtOg9vZccTS3tfhzWcg1tJW3wIwekLni3YXnqRpcCJyYnGH5jpoqkn5ONa23VwLHst8XuYL9q3uQNcf8Lb0w7WnzIFpH+vkvgNHwVEnjjW2sH7HYdbuiIdFb+07hjsU5ASpnFrGX547kTknl3PW+NGEgoFsN1dERIag6upqHn/8cb72ta/1+Nx7772XxYsXU9CLH6IPHDjAZZddRnNzMz/84Q+ZO7fjSIupU6eyceNGKioqenx9ke7ImTyZk59bReT992nZt4/Ivn2Jz+/T8v77NLz+OtHq6g7nBYqL24Klk8YRGncS4dZRS63h0qhRA/8A7abBfbjj8dZpcJkW7d72a6jd175+KL/tbXDpI5ZKpkDe6IF/JhEZHmLRtLAnQ+jTZVlrMFSTORiS7Jn7twqOsqmuKcKGnYeT08827z5KzCE3FODcKaV8+5LT+Ogp5fzZxBLCCopERKQfVFdX88ADD/Q6OFq0aFGvgqPf/OY3nHPOOfzkJz/p8bki/cXCYXKnTSN32rRO68QaGxPB0vtE3t9Hy9598c/73ieybx+Nf9xM9PDhDucFiooSo5Q+EP+cHLX0geTopWBh4UA+XvtpcFMv6Hg8OQ0udQrczvj+e2vjP8ylyi/rOEqpdbt4EoRyBvZ5RGTgRVt6GPAkyhrTjrXUde9+OYXxtdlSP4pOgtzRKWWdbRfFzw909rNxJyMoM46s7Endga6fhbb09NpZMOKDI3fn8z9Zx/p3DhOJOeGgMXNSKTd+4lQ+Or2cGZNKyAsHs91MEREZQPv+4R9oevOtfr1m7hkfZNzf/V2XdZYsWcL27duZMWMG8+bNY+zYsaxYsYKmpiauuOIK7rzzTurq6rjyyiupqqoiGo1y++238/7777Nnzx4uuugiKioqWLNmTcbrFxYW8o1vfINnnnmG/Px8nn76afbu3ct3vvMdGhoa2LhxI2vXriU/P7/Ldt5zzz0sW7YMgC9/+ct885vfZOfOnSxYsIALLriAl156iQkTJvD000+Tn5/Phg0buO666wgEAsybN4/nnnuOzZs39+4LKcdlZsuAy4D97n522rGbgP8DjHH3gxZfePE+4JNAPXCtu7862G3urkBeHjlTppAzZUqndWJNTUT270+OWGobtbSPyN59NL75JtGDBztee9SoDqOW2qbHnUR43DgCRUUDt1Zld6fBpS/a3dU0uPRRSq3bmgYnMnDcIdLYy1E9aeWRxuPfzwIdQ5yCsrYF+tPDnS5DH/2cK90z4oMjM+PUsYXMmFTCnOnlVE4pIz9H/wOJiMjAW7p0KZs3b2bTpk2sXr2aJ598kvXr1+PuLFy4kBdffJEDBw4wfvx4nn32WQCOHj1KcXEx99xzD2vWrOlyKlldXR3nnXce3//+9/nOd77Dww8/zG233cZdd93Fxo0b+dd//dfjtvGVV17hpz/9KevWrcPdmT17NhdeeCGlpaVs3bqVJ554gocffpgrr7ySp556ikWLFvGlL32Jhx9+mDlz5rBkyZLj3kP67FHgX4F/Sy00s0nAnwPvpRQvAE5NfMwGHkx8HrICubnkTJpEzqRJndbx5mZa9h8gsm9v2+ilxKilln37aHr7bSIHD3ZYUyJQUBCf/pYYtRQadxLhlFFL4ZNOIlBc3P/hUnemwdXszbxo9/bfxI+lCuVlXlepdVvT4GQkOt76PRnLOtmORY5/v0AoJbxJfC4cB+WnZg538joZ6RMuUBAsg65PwZGZzSf+W6sg8BN3X5p2/F+AixK7BcBYdy9JHJsM/ASYRHxFqE+6+86+tKe37rz87ONXEhGRYet4I4MGw+rVq1m9ejUzZ84EoLa2lq1btzJ37lxuuukmbrnlFi677LKM6xF1Jicnh8suuwyAc889lxdeeKHH7fr973/PFVdcwajEmjGf+cxn+N3vfsfChQuZNm0aM2bMSF5/586dVFdXU1NTw5w5cwC45ppreOaZZ3p8X+k+d3/RzKZmOPQvwHeAp1PKLgf+zd0deNnMSszsA+6+N8P5w4bl5JAzcQI5Eyd0WsdbWogcOJCy3lJbwNSyby9NL71E5MABiLVf78Py8+NrLnVY1Ds+aik0bhzBkpL+DZcCQSieGP/odBrcrpQRSzvbtt97OcM0uNJOFu2eqmlwcuIZ7PV7QvkdR++UTOneqJ7UslCuAh8ZsnodHJlZELgfmAdUARvMbKW7v9Fax92/lVL/b4CZKZf4N+D77v6CmRUCWnVLRERGLHfn1ltv5frrr+9w7NVXX2XVqlXcdtttXHzxxdxxxx3dumY4HE7+sBoMBolEuvEb0R7Izc1NbgeDQRoaGvr1+tJ7ZnY5sNvdX08LLCYAu1L2qxJlwzo46g4LhwmPH094/PhO63gkQuTgQVr27k1Z1Lttce+69euJ7N8P0Wj7a+fmtl/EOzl6aVxbuFRa2n/hUjgfxpwW/+jwEIlpcJkW7d73R3jr2Y7T4IrGZ54CVzpV0+Ck+3qzfk/62j39vn5PN9bxCYYH9usiMgT0ZcTRLGCbu+8AMLPlxH+L9UYn9T8HfDdR90wg5O4vALh7bR/aISIiMiQVFRVRU1MDwKWXXsrtt9/O5z//eQoLC9m9ezfhcJhIJEJZWRmLFi2ipKQkuaB167kD/dazuXPncu2117JkyRLcnV/84hc89thjndYvKSmhqKiIdevWMXv2bJYvXz6g7ZOOzKwA+Dvi09T6cp3FwGKAyZMn90PLhj4LhZJhT2c8GiVy8GCHUUut0+TqN2ykZf9+SAtyLScnPkrppJMIfSDzot7BsjKs04Vou/sQKdPgxs/seDw5DS5tCtyRnbD9vzuZBje5kxFLUyCvuG/tlezS+j0iQt+Co0y/sco4R97MpgDTgP9OFJ0GVJvZ/02U/xpY4u7RTOeLiIgMR+Xl5Zx//vmcffbZLFiwgGuuuSY5xauwsJCf//znbNu2jZtvvplAIEA4HObBBx8EYPHixcyfP5/x48d3ujh2f/jwhz/Mtddey6xZs4D44tgzZ85k586dnZ7zyCOP8JWvfIVAIMCFF15IcbF+cBxk04n3r1pHG00EXjWzWcBu4ssEtJqYKOvA3R8CHgKorKz0THWkIwsGCScCoPwPZa7jsVg8XGo3amlvclHvhtde49j770NLS/sTw2HCY8d2uah3qKKib+FS6jQ4zu94vKUx/ja49ClwR3bCe+ug6Wj7+vmlnSzaPVXT4AZSj9bvOU4YNBDr93Qa+IzSCLYscXe8uRlvaCDW1NT+c2MjscZGvLGRWEMj3tT6uYn4qjM91cs/49783ejVOb25zeA8U/6HPkRBZWXv7tUH5t67foCZfRaY7+5fTux/kSWSFQAAysBJREFUAZjt7jdmqHsLMNHd/ybl3EeIT117D/gPYJW7P5Lh3NTfdp377rvv9qq9IiIiqd58803OOOOMbDdjWKqtraUw8arzpUuXsnfvXu67774O9TL9GZjZK+4++D2iIS6xxtEz6W9VSxzbCVQm3qr2KeBG4m9Vmw380N1nHe/6lZWVvnHjxv5ttHTJYzGihw+njFpKWXtp3z5a3o9/9ubm9ieGQoTGjmlbxDtt1FJo3Lh4uBQcoNEYrW+DSx+xVP1uPHCKprbX4m+D62zR7sKTunjV9zDVX+v3NB2jWz/Qh/IyhDjdHNWj9XsGhUcibaFNY2MiyGnCG+OfY40NKcca29dNfk45p6GRWFOiblP7c9JfECAnnvKvXs/Yb35zQK7dVR+sLyOOuv0bK+Bq4IaU/SpgU8o0t18C5xEPk9rRb7tERESGlmeffZa7776bSCTClClTePTRR7PdpP+fvTsPj7I6+zj+PTOZ7HsCCAkBFAUEbBBkKVBFpYAiiloQREWpWClVq0WgBau2Vrq81hWqKC5QSSkuKJu44FZZDAiKoiyKEEAISEIC2ee8f8wkZJmEBJJMlt/Ha67MnPMs9zPB5OSec+6nSTPGLAQuAuKNMWnAH319GOe1HE/SaAdwHLi5XoKUGjMOBwHx8QTEx0O3rj63sdZSdORISUKpeNZS8fK43C+/ouDd97yzAkpxOglo2bLqot4tWmACTuFPhZAYz8PnMjj3ibvBZXx/YglcxvewczVk7SsXZ1DFukqlnzekZXCF+ZCfXb0ET25ls3zqo35PqbbAcM34OkXW7cbm5fmehZPrI7HjI0lTIRmU5yuxk1dx5mE1meBgHMHBJ76GhOAICsKEBOOKjsYEB+EIDin56ggJxgQFe76W3zc4GEdICCYoCEdISEmbCQqq+UybU0xOndJep3Ku+trnFPc7pZ/LteB0zvopcLYxpgOehNF1wNjyGxljOgMxwJpy+0YbY1pYa9OBiwF9jCUiInIK+vTpQ165Pwznz59P9+7d63TfyowePZrRo0ef8v5SM9baMSfpb1/quaXsh3nSiBljCIiNJSA2luBzz/W5jbWWooyMUsvifjixPO7AD+R9/TXZH3yALV/c3uEgoEWLE8vhzmh1YhZTcbKpZUuMqwaFgx0OiErwPCpbBpe5p+ISuCPfw571FZfBBUdXUrS7Q/WWwdV3/R5MxSSO6vfUGmstFBSUXVZV24kd77KtCsnY6nK5cFSS0HHGROMIOgMTElx5QqeaiZ1TSug0cE3rahqfU04cWWsLjTGTgbcAJzDPWvulMeZBINVa+4Z30+uAFFtqTZy1tsgY8zvgXeP5F70BmHvKVyEiItKMrVu3zi/7ikjDZ4whICaGgJgYgjt39rmNtRb30aNlinifKOr9A3k7dpD98cfY48fLH9wzK+qMcsvhSi+Pa9kCE1jNWS2uYIg/2/PwJeeI76LdB76Eb1b4WAbnvRtcWAsoOK76PX5ii4o8CRhf9XJqObFT/o6G1WKMJ3kTHHwiWVOcjAkNxRkXVzJTxxEUXM3ETgiO4CDP1+L24CC/zRYROV2n9S/XWrscz5Tn0m33lXt9fyX7vg2cdzrnFxERERGR02OMwRkVhTMqCjqd43Mbay3u7OySGUulZy0V7v+BvO++49iatbizK94s2Rkff2JZ3BnFs5e8y+JatyagVSsc1UkulSyDS67YV7wMrvwSuCPfw4EtnqRNUKTnDnA+kzvNq35PSSHkSmbU1GZip0IdrmoygYEVEjrFX53x8aVm7JRO6BTPwjnZEixvYickBONyNbnZOSK1TSlPERERERGpkjEGZ0QEzogIgs6uZEYQUJSd7VkWt/+HUkW9PcvkCnbv5vinn+I+erTCfs7Y2LLL4coX9W7VCkdwcOUBll4G1+6ntXHJflGhEHJu2WRNhULIPpM11UvsnFJdFqezQr2c4iSNMyIS06LFKdfLKf/1tO4OKCK1SokjEREREal32XmFvLv1QJk2X3/H2nIlUX1u43O/8ttU3Mjnn822/Esf+1XjfL62O+VjVTP2Cuc71f18bnPyJMOJTQzQGlq0xrawUK5kmsnJISjjEEFHDhN05BCBRw55Xv94iKBt3xK07lNcx7IqHD8/LIK8mPiSR250HHnR3ucx8eTFxOEOrCK5dKrcbhyF+Tjy83Hm5+HMz8NRkI8jPw9n8df8PBwF3q9l2vNxFnjaivs92+R7X5fePx9HUTWWzvlQ5ArCHRhEUWAQ7sBAz1dXoLctAndsfJl+d2AQRSX9Qbi9+5fsW7J/cJl9rLN6fz5WawJPEZDtfWCBHCAHc5rVbPw5eeh0Zi6dTtine82nd27N1qpP3ROjOD8ppt7Pq8SRiIiIn2RkZPDyyy8zadKkGu/76KOPMnHiREJDQ2u8b3p6OsOHDyc/P5/HH3+cgQMHlunPysoq05aWlsa4ceN49NFHycvL48Ybb2TDhg3ExcXxn//8h/bt2wPw8MMP89xzz+F0Onn88ccZMmRIjWOT5uNQVh53pmzydxjiV8FAIjgSIRbPwyuoMJ/43EziczKIz8kkPieTFjkZnte79xL/zVck5Fe8A1mWK4T0kGgOhURxKCSaQ8FRHA0Kw1VUSKC7gKDCAoKK8gnyPg90FxBcmE9QUUHl/UWndlerAuMkz+kiLyCQfIeLYwEu8pwu8h2etjxHFHnBLvLCPf25AS7ynIHkOwK8/S7yitucLnKdJ57nlTw8259y5iDf+6jADeR6HyLSUEwe1FGJIxERkeYkIyOD2bNnn3LiaNy4caeUOHr33Xfp3r07zz77rM/+iIgINm3aVPK6Z8+eXH311QA899xzxMTEsGPHDlJSUpg6dSr/+c9/+Oqrr0hJSeHLL79k3759XHrppWzbtg2nU3f+Ed/aRIfw3j0XVmj39el1+RZffyP7mqVQnb+lfR6rXKOvw5xqDD5DqsaxfJ/PV1y1FLvP9+XkMVTn++frWKfy/XPn5uJOP0jhDz9QeOAARQcOEPnDD7Q6cMDz+oftFO06XOGgpvRSq+AQTFQwjqAIz/OQ4BPtwUGebUsvnyr3vNK+IE8h5FO9S/fpOt3z+podVx/nPt23qzoz4+ru3Kez8+nsenqR+/P7JTUX7PLPEk4ljkREpNn7aNE2Du2pWND1dMS3DWfgKN9FZotNmzaNnTt3kpyczODBg2nZsiWLFi0iLy+PkSNH8sADD3Ds2DFGjRpFWloaRUVFzJw5kwMHDrBv3z4GDRpEfHw8q1ev9nn88PBw7rzzTpYuXUpISAhLlixh//793HvvveTk5JCamsqaNWsICQmpNMZt27Zx8ODBkhlIS5Ys4f777wfg2muvZfLkyVhrWbJkCddddx1BQUF06NCBjh07sn79evr163dqb6A0eYEBDs5sEe7vMKQxc4VBRAc4s0Olm7jz8ijKzPTW41EhZBGRU6GKYyIiIn4ya9YszjrrLDZt2sTgwYPZvn0769evZ9OmTWzYsIEPP/yQlStX0qZNGzZv3syWLVsYOnQod9xxB23atGH16tWVJo0Ajh07Rt++fdm8eTM/+9nPmDt3LsnJyTz44IOMHj2aTZs2VZk0AkhJSWH06NElf2jt3buXtm3bAhAQEEBUVBSHDx8u0w6QmJjI3r17a+FdEhE5dY6gIFwtW+KMisIRGKikkYjIKdCMIxERafZONjOoPqxatYpVq1bRo0cPALKzs9m+fTsDBw7knnvuYerUqQwfPrxCPaKqBAYGMnz4cMCz3Oztt9+ucVwpKSnMnz+/xvuJiIiISNOgxJGIiEgDYK1l+vTp3HbbbRX6Nm7cyPLly5kxYwaXXHIJ9913X7WO6Sq1JMPpdFJYWLO79WzevJnCwkJ69uxZ0paQkMCePXtITEyksLCQzMxM4uLiStqLpaWlkZCQUKPziYg0FQUFBaSlpZGbq+LS/hAcHExiYiIul8vfoYg0CUociYiI+ElERARZWZ5bTg8ZMoSZM2dy/fXXEx4ezt69e3G5XBQWFhIbG8u4ceOIjo4uKWhdvG98fHydxbdw4ULGjBlTpm3EiBG8+OKL9OvXj8WLF3PxxRdjjGHEiBGMHTuWu+++m3379rF9+3Z69+5dZ7GJiDRkaWlpRERE0L59ey2Pq2fWWg4fPkxaWhodOlRe/0pEqk+JIxEROX3WgrsIbBG4C72PIu/D+9qWe13yvPx+heB2l31ty70ufWxbBM4gCAqHwHDv14iKr50N71deXFwc/fv3p1u3bgwbNoyxY8eWFJMODw9nwYIF7NixgylTpuBwOHC5XMyZMweAiRMnMnTo0JJaR3Vh0aJFLF++vEzbhAkTuOGGG+jYsSOxsbGkpKQA0LVrV0aNGsW5555LQEAATz31lO6oJiLNVm5urpJGfmKMIS4ujvT0dH+HItJkmNO5ZWF969Wrl01NTfV3GCIiZRMbtsh3osRnwqN8QqSobAKldGLkVJMwFWIqd+xTiukkx7VF/v6OnFxA8IlEUlAEW3s+RJczE8E4wOH0fDVOcHi/lm8v89pRvft8S5W2bt1Kly5dyrQZYzZYa3v5KSSphMZgIjXj6+eb1C99D0RqpqoxWMP7+FVEGp7i2SQ1mQFSWcKjWgkRXwkPX8euKuFRWUy1lKShASXdHQHehEeA9+H0PryvjaNUX4AnMVL6tXFCQBA4wkrt5zz5cR3Ok5zXx/Y+96skpvKxVBVTYR7kZUF+NuRle78eLfU8G/Kzyr4GcBd4/h1Zt+f7bN3Vf999JZpKv66s3WeiSjc5FRGR2pORkcHLL7/MpEmTarTfZZddxssvv0x0dHTdBCYijZISRyL1ITsd9n0GBceqOSulqsRFDRIeFY5dgyRN6ePW5I/pulY+CVLmta/EhY/Eg9PlmX1SaULEV7Kl1DaVHbdWkykni8l5ok0zXyAoAsJqWOtn61Zo0blsm7UnkkjuUskkd5Hv9tKv3W5w50NhqX2qnWA01Z/55KO9z4CLyMvLB+M9FjB//ny6d+9+0jP36dOHvLy8Mm3V3VdERBqmjIwMZs+eXSFxVFhYSEBA5X8Cll+eLCICShyJ1D5r4cdvYfca72MtHN5x6sdzuKpIXFRzFogr5CSJi8qSLVUdt9wskUqTKb5irmp2yUmSKUqSSF0yxvNvDifURnke6648AeUzIeUulSguAltQdptKrHv9mXLX4fDkjw58ddIZUeveW1YqCVWckHJAUYGW5YmINFLTpk1j586dJCcn43K5CA4OJiYmhq+//ppt27Zx1VVXsWfPHnJzc7nzzjuZOHEiAO3btyc1NZXs7GyGDRvGgAED+OSTT0hISGDJkiWEhIT4+cpExB+UOBI5XUWF8MPnngRRcaLo2EFPX0gMJPWD82+ExN4QEl3DZIqWr4jUJWtt3RYuNQ5wOqiVX7cls6GqMyOq/DZFnkSQzT2RzKImy/LKzXxyhUB00mleTgNa7ikiUoceePNLvtp3tFaPeW6bSP54RddK+2fNmsWWLVvYtGkT77//PpdffjlbtmwpucvYvHnziI2NJScnhwsuuIBrrrmGuLi4MsfYvn07CxcuZO7cuYwaNYpXXnmFcePG1ep1iEjjoMSRSE3lZUPapycSRWmpniVoANHt4KyLIamvJ2EUf46SPyINVHBwMIcPHyYuLq5x3PWm9GwoXKd/PGurTkCVee0utYT19JeuFt8qOTg4+PSvQ0RETqp3795lbk3/+OOP89prrwGwZ88etm/fXiFx1KFDB5KTkwHo2bMnu3btqq9wRaSBUeJI5GSyDpyYSbR7DfzwheePJ+OAVt2gxzhvoqgvRLbxd7QiUk2JiYmkpaXpdr2npAD2bz2tIwQHB5OYmFhL8YiINFxVzQyqL2FhYSXP33//fd555x3WrFlDaGgoF110Ebm5uRX2CQoKKnnudDrJycmpl1hFpOFR4kikNGs99YhKJ4p+/NbTFxACib1g4D2eJFHiBRAc6d94ReSUuVyuMp++ioiINBURERFkZWX57MvMzCQmJobQ0FC+/vpr1q5dW8/RiUhjo8SRNG+F+d76RKUSRccPe/pC4zzLzXrdAkk/hdbnee7GJSIiIiLSgMXFxdG/f3+6detGSEgIrVq1KukbOnQo//rXv+jSpQudOnWib9++foxURBoDJY6keck9CmnrvUmitZ76RIXeabexZ8I5Q0/UJ4rrqDsJiYiIiEij9PLLL/tsDwoKYsWKFT77iusYxcfHs2XLlpL23/3ud7Uen4g0HkocSdN2dN+JJNHuT+DAl54ir8bpmUHU62ZPoqhtX4hodfLjiYiIiIiIiDQjShxJ0+F2w6FtZZedZXzv6XOFQdsL4MKpnkRRQi8ICvdvvCIiIiIiIiINnBJH0ngV5sG+TScSRXvWQs4RT19YS0+CqM+vPF/P6K76RCIiIiIiIiI1dFqJI2PMUOAxwAk8a62dVa7/n8Ag78tQoKW1NrpUfyTwFfC6tXby6cQizUBOBuxZfyJRtHcDFOV5+uLOhs7DPbWJkvp66hWpPpGIiIiIiIjIaTnlxJExxgk8BQwG0oBPjTFvWGu/Kt7GWvvbUtv/BuhR7jB/Aj481RikictMO7HkbPdaT30iLDgCoPVPoPetnkRR2z4Q3sLf0YqIiIiIiIg0Oacz46g3sMNa+y2AMSYFuBLPDCJfxgB/LH5hjOkJtAJWAr1OIw5pCtxuSN9aqj7RWsjc4+kLDIe2veHcK731iXpCYJh/4xUREWkgjDHzgOHAQWttN2/bn/CMy9zAQWC8tXafMcbgmS1+GXDc277RP5GLiIhIY3A6iaMEYE+p12lAH18bGmPaAR2A97yvHcD/AeOAS6s6iTFmIjARICkp6TTClQalIBf2bSxVn2gd5GZ6+sLPgHb94Ke/8SSKWnYFp8pxiYiIVOIF4EngpVJtf7fWzgQwxtwB3Af8ChgGnO199AHmUMn4TURERATAUU/nuQ5YbK0t8r6eBCy31qadbEdr7TPW2l7W2l4tWmg5UqN1/Ef4ZiW8/Ud4bgjMagvPD4N3H4Qj30PXkTDyabhzM9zzNfziBehzm2dJmpJGIiIilbLWfgj8WK7taKmXYYD1Pr8SeMl6rAWijTGt6ydSEakvGRkZzJ49+5T2ffTRRzl+/Hil/VlZWSQnJ5c84uPjueuuuwDIy8tj9OjRdOzYkT59+rBr166S/R5++GE6duxIp06deOutt04pNhHxj9P5i3wv0LbU60Rvmy/XAb8u9bofMNAYMwkIBwKNMdnW2mmnEY80FNZCxu6y9YnSt3r6HC5o08N7tzNvfaKwOP/GKyIi0gQZYx4CbgQyOXGzEl8zxhOA/T7216xvkUaqOHE0adKkGu/76KOPMm7cOEJDQ332R0REsGnTppLXPXv25OqrrwbgueeeIyYmhh07dpCSksLUqVP5z3/+w1dffUVKSgpffvkl+/bt49JLL2Xbtm04nc5Tuj4RqV+nkzj6FDjbGNMBT8LoOmBs+Y2MMZ2BGGBNcZu19vpS/eOBXkoaNWLuIk/h6tKJoqx9nr6gSE9yqPu1nkRRwvngCvFvvCIiIs2AtfYPwB+MMdOByZSqNVnN/Z8BngHo1auXPcnmIlKZFdPghy9q95hndIdhsyrtnjZtGjt37iQ5OZnBgwfTsmVLFi1aRF5eHiNHjuSBBx7g2LFjjBo1irS0NIqKipg5cyYHDhxg3759DBo0iPj4eFavXl1lGNu2bePgwYMMHDgQgCVLlnD//fcDcO211zJ58mSstSxZsoTrrruOoKAgOnToQMeOHVm/fj39+vWrtbdEROrOKSeOrLWFxpjJwFuAE5hnrf3SGPMgkGqtfcO76XVAirVWA46mIv/4ifpE36+BtE8hzzsjPjIB2v3UU5soqR+07AIOfZIgIiLiR/8GluNJHNVkxriINFKzZs1iy5YtbNq0iVWrVrF48WLWr1+PtZYRI0bw4Ycfkp6eTps2bVi2bBkAmZmZREVF8cgjj7B69Wri4+NPep6UlBRGjx6Np+4+7N27l7ZtPT9iAgICiIqK4vDhw+zdu5e+ffuW7JeYmMjevfrRI9JYnFbxGGvtcjwDkdJt95V7ff9JjvECnqKO0lAdOwx7Ss0m2rcJ3AWevpbnnphNlNQXojWVXURExN+MMWdba7d7X14JfO19/gYw2Xs33D5AprW2wjI1EalFVcwMqg+rVq1i1apV9OjRA4Ds7Gy2b9/OwIEDueeee5g6dSrDhw8vmTVUEykpKcyfP7+2QxaRBkZVh6Usa+HId2WXnR3a5ulzBkJCT/jpZE+iKPECCI31b7wiIiLNnDFmIXAREG+MScMzs+gyY0wnwA18j+eOauD5wO8yYAdwHLi53gMWkXplrWX69OncdtttFfo2btzI8uXLmTFjBpdccgn33XefjyP4tnnzZgoLC+nZs2dJW0JCAnv27CExMZHCwkIyMzOJi4sraS+WlpZGQkLC6V2YiNQbJY6au6JCOPBF2URR9gFPX3AUtO0LyWM9iaLWyeAK9mu4IiIiUpa1doyP5ucq2dZS9oYlItIERUREkJWVBcCQIUOYOXMm119/PeHh4ezduxeXy0VhYSGxsbGMGzeO6Ohonn322TL7nmyp2sKFCxkzpuyPnxEjRvDiiy/Sr18/Fi9ezMUXX4wxhhEjRjB27Fjuvvtu9u3bx/bt2+ndu3fdXLyI1Doljpqb/GOQlnoiUZT2KeRne/qikqDDhSfqE7XoDA6Hf+MVEREREZEaiYuLo3///nTr1o1hw4YxduzYkkLU4eHhLFiwgB07djBlyhQcDgcul4s5c+YAMHHiRIYOHUqbNm2qLI69aNEili8vU7WECRMmcMMNN9CxY0diY2NJSUkBoGvXrowaNYpzzz2XgIAAnnrqKd1RTaQRMY2pZnWvXr1samqqv8NoXLIPepNE3kTR/s1giwADrbp5k0TeR1Siv6MVEZFmzhizwVrby99xSFkag4nUzNatW+nSpYu/w2jW9D0QqZmqxmCacdSUWAuHd55YcrZ7Dfy409MXEAwJvWDAbz2zidpe4FmKJiIiIiIiIiJSCSWOGrOiAvjh87L1iY6le/pCYjwJop43nahPFBDo13BFRERERKTx6NOnD3l5eWXa5s+fT/fu3f0UkYj4gxJHjUlelqcmUUl9olQoOO7pi2kPHS89UZ8o7mzVJxIRERERkVO2bt06f4cgIg2AEkcNWdYPZZed/fAFWDcYh6c+0fk3ehJFbftCZGt/RysiIiIiIiIiTYwSRw2FtXBoe9lE0ZHvPH0BIZDYCwb+zpMoSrwAgiP9G6+IiIiIiIiINHlKHPlLYb7nDmelE0U5P3r6QuM9CaILfumtT3QeOF3+jVdEREREREREmh0ljupLbibs+fREomhvKhTmevpiz4JOl5WqT3QWGOPfeEVERERERESk2VPiqK4c3Vd2NtGBL731iZyeGUS9bjlRnyiilb+jFRERERGRJiIjI4OXX36ZSZMm1XjfRx99lIkTJxIaGlrpNu3btyc1NZX4+PjTCVNEGgkljmqD2w2HvimbKMrY7elzhUHbC+DCqZ5EUUIvCAr3b7wiIiIiItJkZWRkMHv27FNOHI0bN67KxJGINC9KHJ2KwjzY91mpRNFayM3w9IW1hHb9oO8kT6KoVXdw6m0WEREREWmO/rr+r3z949e1eszOsZ2Z2ntqpf3Tpk1j586dJCcnM3jwYFq2bMmiRYvIy8tj5MiRPPDAAxw7doxRo0aRlpZGUVERM2fO5MCBA+zbt49BgwYRHx/P6tWrTxrLI488wrx58wD45S9/yV133cWuXbsYNmwYAwYM4JNPPiEhIYElS5YQEhLCp59+yoQJE3A4HAwePJgVK1awZcuWWntvRKT2KaNRHTlHvPWJPvHWJ9oIRXmevrizocsVntpE7fpBTAfVJxIREREREb+ZNWsWW7ZsYdOmTaxatYrFixezfv16rLWMGDGCDz/8kPT0dNq0acOyZcsAyMzMJCoqikceeYTVq1dXaxnahg0beP7551m3bh3WWvr06cOFF15ITEwM27dvZ+HChcydO5dRo0bxyiuvMG7cOG6++Wbmzp1Lv379mDZtWl2/FSJSC5Q48iVjz4klZ7vXwsGvAAuOAGidDL1v9SSKkvpCmNb1ioiIiIiIb1XNDKoPq1atYtWqVfTo0QOA7Oxstm/fzsCBA7nnnnuYOnUqw4cPZ+DAgTU+9scff8zIkSMJCwsD4Oqrr+ajjz5ixIgRdOjQgeTkZAB69uzJrl27yMjIICsri379+gEwduxYli5dWjsXKiJ1Rokjaz2Fq0svOzua5ukLjIC2vaHrSG99op4QqLW+IiIiIiLSOFhrmT59OrfddluFvo0bN7J8+XJmzJjBJZdcwn333Vdr5w0KCip57nQ6ycnJqbVji0j9UuII4N+/gKx9EH6GZ7lZ0h2eRFHLrqpPJCIiIiIijUpERARZWVkADBkyhJkzZ3L99dcTHh7O3r17cblcFBYWEhsby7hx44iOjubZZ58ts291lqoNHDiQ8ePHM23aNKy1vPbaa8yfP7/S7aOjo4mIiGDdunX06dOHlJSU2rlgEalTyooYA9c8C1EJEN1O9YlERERERKRRi4uLo3///nTr1o1hw4YxduzYkuVh4eHhLFiwgB07djBlyhQcDgcul4s5c+YAMHHiRIYOHUqbNm1OWhz7/PPPZ/z48fTu3RvwFMfu0aMHu3btqnSf5557jltvvRWHw8GFF15IVFRU7Vy0iNQZY631dwzV1qtXL5uamurvMERERKSOGGM2WGt7+TsOKUtjMJGa2bp1K126dPF3GA1SdnY24eHhgKeI9/79+3nsscdq/Tz6HojUTFVjMM04EhERERERkXqxbNkyHn74YQoLC2nXrh0vvPCCv0MSkZNQ4khEREREREQq6NOnD3l5eWXa5s+fT/fu3U/5mKNHj2b06NGnG5qI1KPTShwZY4YCjwFO4Flr7axy/f8EBnlfhgItrbXRxphkYA4QCRQBD1lr/3M6sYiIiIiIiEjtWbdunb9DEJEG4JQTR8YYJ/AUMBhIAz41xrxhrf2qeBtr7W9Lbf8boIf35XHgRmvtdmNMG2CDMeYta23GqcYjIiKNl7WW3KJcjuYd5Wj+UbLyszia73leoc37uviRlZ+F27oJcATgNE4CHAEEmACcDmfZNu9zp8NJgAko01emrRr91TnPqcRR6Tm924uIiIiI1LfTmXHUG9hhrf0WwBiTAlwJfFXJ9mOAPwJYa7cVN1pr9xljDgItgIzTiEdERPzIWsuxgmNlEj6lE0CZeZllE0LltilwF1R5/HBXOJGBkUQERhAZFEm7yHYlr53GSaEtpMhdRKG7kCLr+VrcVmSLKHAXVOjPtbkl/YXuwjJ9Re4iCq3vNn8wmGonsFwO14nkVGUJLFPuGFUkrcr3x4fEc2m7S/3yPoiIiIhI/TqdxFECsKfU6zSgj68NjTHtgA7Aez76egOBwM5K9p0ITARISko6jXBFRORkitxFZBdkl8zqyczP9DnTJys/q9KZP5VxGIcn6RMYWZLwOSP0DCKDIsu0Fb+OCowq2T48MJwAR8Moy2etpch6kk1Fbm9Cyvu8dLLKVwLLZ39xcqpcAqu4v3TSy2eCqxpJrwJ3ATmFOTWOrcgW+XwPusd3V+JIREREpJmor1H4dcBia8uOQI0xrYH5wE3W+v5rw1r7DPAMeG4FW9eBiog0dgVFBRVm9VS21Kt8W3ZBdpXHDnAElCR5IoMiiQmOISkyqaQtKiiqTHKoOAkUERhBmCsMh3HU07tQd4wxntk4BHgq/DVh1toys7aKE1TGGH+HJiIiIiL15HQSR3uBtqVeJ3rbfLkO+HXpBmNMJLAM+IO1du1pxCEi0qSUrvdT1dKuyur95BTmVHn8YGdwmaTOGaFncHb02WVm/kQGRRLhiqjQFuwMVtKgGTHG4DIuXA6Xv0MREZEayMjI4OWXX2bSpEk13vfRRx9l4sSJhIaG1njf9PR0hg8fTn5+Po8//jgDBw6ssE379u1JTU0lPj6+xscXEf84ncTRp8DZxpgOeBJG1wFjy29kjOkMxABrSrUFAq8BL1lrF59GDCIiDVL5ej++lnb5SvoUt1Wn3k/JzJ5y9X5KJ4XKL/+KDIwk0BlYT++CiNQHY8w8YDhw0Frbzdv2d+AKIB9POYCbi29CYoyZDkzAc2fbO6y1b/kjbhGpOxkZGcyePfuUE0fjxo07pcTRu+++S/fu3Xn22WdrvK+INFynnDiy1hYaYyYDb+GZrD/PWvulMeZBINVa+4Z30+uAFGtt6WVmo4CfAXHGmPHetvHW2k2nGo+ISG0rX++nJsu/svKzKq0PA2Xr/RR/La7342upV+lHQ6r3IyINwgvAk8BLpdreBqZ7x2t/BaYDU40x5+IZm3UF2gDvGGPOKV9OoD7kHS/gg4XbiIwLJrJFCJHxIUTGBxMeE4zDoZmN0nT88Je/kLf161o9ZlCXzpzx+99X2j9t2jR27txJcnIygwcPpmXLlixatIi8vDxGjhzJAw88wLFjxxg1ahRpaWkUFRUxc+ZMDhw4wL59+xg0aBDx8fGsXr3a5/HDw8O58847Wbp0KSEhISxZsoT9+/dz7733kpOTQ2pqKmvWrCEkJKTK63jkkUeYN28eAL/85S+566672LVrF8OGDWPAgAF88sknJCQksGTJEkJCQvj000+ZMGECDoeDwYMHs2LFCrZs2XLqb6SIVMtp/eVhrV0OLC/Xdl+51/f72G8BsOB0zi0iUh2+6v1Ueav3UttkFWRVeewy9X4CI4kOji5T76dC4qdUUqip1PsREf+z1n5ojGlfrm1VqZdrgWu9z6/E84FeHvCdMWYHnjvlrqGe5WQVcGDXUXZuOIjbfeLzRYfDEBEXTGR8sDeZ5HlEtfAkloJCtXRS5GRmzZrFli1b2LRpE6tWrWLx4sWsX78eay0jRozgww8/JD09nTZt2rBs2TIAMjMziYqK4pFHHmH16tVVLiU7duwYffv25aGHHuLee+9l7ty5zJgxgwcffJDU1FSefPLJk8a4YcMGnn/+edatW4e1lj59+nDhhRcSExPD9u3bWbhwIXPnzmXUqFG88sorjBs3jptvvpm5c+fSr18/pk2bVmvvl4hUTR9Zi0iDVlzvp7K7eFW1/OtU6v20Cm1Vod5P+eVfxa9DAkJU70dEGoNbgP94nyfgSSQVS/O21bvoVqHc8Kd+uIvcZB/J4+ihHI4eyiXzUA5Zh3LIPJTLzs/Syc0uu3Q3KDSgZHZSSVIpPoTIFsGExwbjdCopLw1LVTOD6sOqVatYtWoVPXr0ACA7O5vt27czcOBA7rnnHqZOncrw4cN91iOqTGBgIMOHDwegZ8+evP322zWO6+OPP2bkyJGEhYUBcPXVV/PRRx8xYsQIOnToQHJycsnxd+3aRUZGBllZWfTr1w+AsWPHsnTp0hqfV0RqTokjEalzpev9+FradbI7fZ2s3k+YK6zMrJ52ke0qLPeqbPmX6v2ISFNmjPkDUAj8+xT2nQhMBEhKSqrlyE5wOB0lCSBf8nMKOXo4h6Ppud6vnqTS4b3H+O7zQ7gLT8xWMgbCY4KJbFE2qRQRH0xUfAjB4S4l/KXZsdYyffp0brvttgp9GzduZPny5cyYMYNLLrmE++67z8cRKnK5Tvy/5HQ6KSwsrNWYg4KCSp47nU5ycqr+IFBE6pYSRyJSLWXq/RSUS/ycZPnXyer9GEyFWT2tQltVKOocGRRJpKts4kf1fkREfPPWkRwOXFKq1mS174prrX0GeAagV69e1tc29SEwJID4xAjiEyMq9Fm35VhmHkcP5XL0UA6Zh3I8M5fSc/n+i8McP5pfZntXkPPEbKUWIUTGeZ5HtQghIi6YAJezvi5LpE5FRESQleVZcj9kyBBmzpzJ9ddfT3h4OHv37sXlclFYWEhsbCzjxo0jOjq6pKB18b51fdezgQMHMn78eKZNm4a1ltdee4358+dXun10dDQRERGsW7eOPn36kJKSUqfxicgJ+mtLpBkpcBdUnNlTPgFU4KOtDur9lE4Kqd6PiEjtMsYMBe4FLrTWHi/V9QbwsjHmETzFsc8G1vshxFphHIbwGE9B7TZnR1foL8gvIqt8UulQLpnpOezZ+iOF+e4y24dFB5VbAud93iKE0MhAzVaSRiMuLo7+/fvTrVs3hg0bxtixY0uWeIWHh7NgwQJ27NjBlClTcDgcuFwu5syZA8DEiRMZOnQobdq0qbQ4dm04//zzGT9+PL179wY8xbF79OjBrl27Kt3nueee49Zbb8XhcHDhhRcSFRVVZ/GJyAmm7M3OGrZevXrZ1NRUf4ch4jfWWvKK8k66tKs26v1UudTLR5vq/YhIbTDGbLDW9vJ3HI2JMWYhcBEQDxwA/ojnLmpBwGHvZmuttb/ybv8HPHWPCoG7rLUrTnaOpjgGs9aSk1XgSSqlFyeVckpmL2Vn5EGpYXKAy+Ep2t2iVF2lUkkmV5BmK8kJW7dupUuXLv4Oo8nJzs4mPDwc8BQA379/P4899pjPbfU9EKmZqsZgmnEkUs+stRwvPF5hVk+Vt3o/xXo/EYERJEUkVTrTR/V+REQaP2vtGB/Nz1Wx/UPAQ3UXUeNgjCE0MpDQyEDOOLPirIWiAjdZP3qKdR9Nz+Ho4dyS5NK+7RkU5JZdgh0S4apwB7jIOM9spbDoIBwOfbgicrqWLVvGww8/TGFhIe3ateOFF17wd0gizYISRyKnKacwhyO5RziSe4Qfc3/kSN6RktdH8rxtuUfIyMsgMy/zlOr9tAxtWfHW7uUSPxGBEUQERqjej4iISC1wuhxEtwolulVohT5rLXnHCkstfzsxU+nAd5ns2HAQ6z4xXcnhNETEBXtnKZ0o1l28DC4oRL+7pWHq06cPeXl5Zdrmz59P9+7d63TfyowePZrRo0ef8v4ijUllq8P8scpDv6VESrHWkl2QfSIJVC75U/y69PPKln8FmABigmNKHl3CuhAVFHXSO32p3o+IiEjDZowhONxFcLiLVu0jK/QXFbnJ/jGv5C5wxUmlo4dyOPD9UfKOlb0DVVBYgOfub3EhRJW6I1xkfAjhsUE4nRoXiH+sW7fOL/tK3XO7LQW5heTnFpGf4/2aW0iB96vvtiLvPt7neUWVJjeK+ez20Vihxcd+Ps9U/ljV3q/8y2rseIoxVef81dVzWDv6XnnWqe18GpQ4kiatyF1EZn4mGbkZZWYDlU4E/ZhXNilU6PZ9O9FgZ3CZRNCZUWeWPI8NjiUmKKZMf4QrQjV/REREmiGn00FUC8+SNTpX7M/LKTwxUyn9RFLpUFoW321Ox1104i8KTwHwoBPFuluElEosBRMc5tJ4Q6SZsNZSWOAmP6dUMseb+ClJAnm/FuSUe10mSVRY4eYAlQkIchIY7CQwOIDAYCeu4AAi40MIDAnAFeTE+FiGW6HFx48o47uxGvv5UO5noO9tTrpbtU5Y/WNX4+dyda6v3HHadPRPQXgljqRRKSgqKJP8ycjLqDAbqPTrzPxM3Nb3D8UIVwQxwTFEB0fTJqwNXeO6nkgCBccQE1TqeXAMIQEh9Xy1IiIi0hQFhQTQom0ELdpGVOhzuy3HMvLKLIHLTM8h63AO331xmJyj+WW2dwU7fRbrLq6x5HRptpKIv7mL3GVn7+QUkp9XVDYB5G0rk/DJKaIgz/O1OAFUehlsZRwOgyukONkTQGCIk5CIQCJbnEgABYZ4+lzBZdtc5ZJEqs8moMSR+Fl16wMVPyq7JbzBEB0UXZLkOSv6rJLXpWcDlU4KuZyuer5aERERkao5HIaI2GAiYoNJOCemQn9BXlGFukpHD+Vw5MBxvv/yMEUFpT4wMxAeHXQikRRfdrZSaGSgZiuJVMJaS2G+2+fyrTKze0qSOmWXdJWe6VPd2T0u7+weV6lETmhkaIW2ktchAQQGlUv4hDhxBjj0/7bUKiWOpNbUZX2g4tlAxUmfMkvEgmOICozC6dBtcEVERKRpcwU5iUsIJy4hvEKftZbjR/PL3gUuPYfMQzns2XqEYxk/lNk+wOXwLH2LK5VUanEiyeQK1NhKGh9rLdZtcRdZDu/NLlOrp7LET9llXidmBZ2kfA/gKX5fnLApTu6ERgYS3TIEl3dWT/FSr9LJneLZQK7imT5BTs3ukQZLiSOplOoDiYiIiDQexhjCooIIiwqidceK/YUFRWQdzi2ZqZR56ETx7r3bMijIK3vX19DIwAozlYqLd4dFBfmsbSINQ0ZGBi+//DKTJk2q8b6PPvooEydOJDS04h0FTyY9PZ3hw4eTn5/P448/zsCBA8v0Z2VllWlLS0tj3Lhx/POf/yQ3N4+bbrqRjRs3Ehsby4KXXqZdUjvcbsvf/v43Xpr/PA6nk7/95f+4ZNCluN2eBJG1eL9arPvEnaiOZeSR8uT6SmN1BTtLzdbxJnyiQgkMcnoTPsVJnoCyM35KJX5cwZrdI82DEkfNiOoDiYiIiDRfAS4nMWeEEXNGWIU+ay25xwpKinVnliyHy2H/zky2f3qgzOwLR4AhMq7sErio+BAi4oOJ8hbOFf/JyMhg9uzZp5w4GjduXLUSR8Wze6wb3Nby1opVnNulK3Oeehrrthw/mofb7U3suC3WOnn/rU+w1uJ2Wy4eOpCLBwwlfXcWz8+fS4grnE/e3chrbyxmyu/uZe5TL/DN9q9ZtOg/vL9yLT8c3M8vrr+S9R9tIiAgAOPwzPgxAQ4cDk8xeWMMxmEIPuJi6MRuPmf6VFbUWUR800/0Rqyy+kA+k0KqDyQiIiIilTDGEBIeSEh4IK06RFboLypyk/1jLkfTc0sllTxJpgPfHSXveNlZ58FhLk9SqfgucHGe51HxIYTHBOFwNp+i3R8t2sahPdm1esz4tuEMHHVOpf3Tpk1j586dJCcnM3jwYFq2bMmiRYvIy8vjqquu4v77HyA7K5vrxowmLW0vRUVFTJ86nQMHDrBv3z4uvPAi4mLjWPb6WyVJntKze5LOOYNbb76dt99dSXBwMC/OXcjBgz8wbfo0cnNz+HR9Kstee5uQYM+Hx8XJHOPwPHc4DLt27+Dw4XQuGnQhDqeDt1evZMb0mUTGhzDupjH84YF7iT4jlA/nv8P148aQ2DGetue0oFPnc9i59yv69etX5XvkCnJyVpeWtfq+izRXShw1ENWpD/Rj3o9k5GaoPpCIiIiI1Cun00FUi1CiWoTS1kd/7rECsg577gB39NCJGkvp32fx7cZ03KXuBGUchojYoLJ3gIsPIcqbZAoKDdDSn0p5kjfuIkt+bmHZpVpui9v7/A/33s/nmz/n/bc+4d333mHJstdY/up7uN1uxt0ymjcXr+Twj4eIjWrBC3NSADh6NJPIyCgee+wxFi94k7i4ePKOF3gTPgZjTszuOX78GD/t35eHHvozM+77Pf99499Mn/Z77v/j/Wz8bAOPP/ZEmf18fT+XPb2E68ZcR2ScJ7n0w4H9dOx8JsFhLsBFVFQUR7My2P/DPvr27VsyQygxMZG9e/fW2zsuIkoc1Zni+kDli0KrPpCIiIiINDXBYS6Cw1y0SIqo0Od2W7KP5Ja5C1zx8+82p5OTVVBm+8CQgHJL4E48j4gLxhnQeGYrWWvpf+3ZZWvwuC3uUku8yiz3KtmuYkKofKXmjAPHfZ7TGENBXpEnweS2vP/hu7z/4XtcMqw/GMOxY9nsO/A9/fsP4IGHZ/K3xx7kssuGM/BnAz2zgQIM8QnhtGhZ8XtZLDAwkF9cdzXGGPr+tDdvv/02waEuAgKdOJwOAqpRWD0lJYX58+fX6P0UEf9Q4qiaytcH8nWHMNUHEhEREREpy+Hw1kOKC4FOMRX683MLy85W8iaVjuw/xvdfHKaosNSY2kB4dFDJHeCiyhXvDolw1coHqEWF7jK3VS8odcetim1FFOQUljzPzy3i7MFBpO/OKinUfFLG4DBUmN3jcDm8y7xK1+/xPHeUW/5VenbPMXcYzgAHsa3DCAwN4A9/+D233XZbhdN+9tlGli9fzgN/+iOXXHIJ9913nyeck9T/cblOvM9Op5PCQt8fgFdm8+bNFBYW0rNnz5K2hIQE9uzZQ2JiIoWFhWRmZhIXF1fSXiwtLY2EhIQanU9ETo8SR8Da/Ws5ePyg6gOJiIiIiNSzwOAA4hLCiUsIr9DnKbCcf6KuUvqJxNKeLw/zdWZ+me0DAh0VinWHRgZSmO/2JntOJH4q3pa9uK2obLKqMoYTt1r33k49MCSA8JggAlyW4HCXN8FTNiFU/NxRLiFUmyIiIsjK8vz9MmTIEGbOnMn1119PeHg4e/fuxeVyUVhYSGxsLOPGjSM6Oppnn322zL7x8fG1GlNpCxcuZMyYMWXaRowYwYsvvki/fv1YvHgxF198McYYRowYwdixY7n77rvZt28f27dvp3fv3nUWm4hUpMQRcP8n97M327NOVvWBREREREQaBuMwhEUHERYdRJuO0RX6C/OLSuopeRJLuRw97Hme9s0RCvOKKuzjdDkq3Go9PCaYwNYn7rzlufX6iduvu7x34yqdJHIFOStN+GzdupWI2ODafjuqLS4ujv79+9OtWzeGDRvG2LFjS4pJh4eHs2DBAnbs2MGUKVNwOBy4XC7mzJkDwMSJExk6dCht2rRh9erVdRLfokWLWL58eZm2CRMmcMMNN9CxY0diY2NJSfHUXuratSujRo3i3HPPJSAggKeeegqnU39/idQnU+3pkw1Ar169bGpqaq0f95sfvyE4IFj1gURERPzMGLPBWtvL33FIWXU1BhOpS9ZacrIKyMnKL5kN5Ap24qyHO7pt3bqVLl261Pl5pHL6HojUTFVjMM04AjrFdvJ3CCIiIiIiUouMMYRGBhIaGejvUEREGrXTShwZY4YCjwFO4Flr7axy/f8EBnlfhgItrbXR3r6bgBnevj9ba188nVhERERERESk9vTp04e8vLwybfPnz6d79+51uq+INCynnDgyxjiBp4DBQBrwqTHmDWvtV8XbWGt/W2r73wA9vM9jgT8CvQALbPDue+RU4xEREREREWkorLWNvgTGunXr/LLv6WpM5VhEGoPTWeDbG9hhrf3WWpsPpABXVrH9GGCh9/kQ4G1r7Y/eZNHbwNDTiEVERERERKRBCA4O5vDhw0pg+IG1lsOHDxMc7L/i5CJNzeksVUsA9pR6nQb08bWhMaYd0AF4r4p9E04jFhERERERkQYhMTGRtLQ00tPT/R1KsxQcHExiYqK/wxBpMuqrOPZ1wGJrbcX7YZ6EMWYiMBEgKSmptuMSERERERGpVS6Xiw4dOvg7DBGRWnE6S9X2Am1LvU70tvlyHSeWqdVoX2vtM9baXtbaXi1atDiNcEVEREREREREpCZOJ3H0KXC2MaaDMSYQT3LojfIbGWM6AzHAmlLNbwE/N8bEGGNigJ9720REREREREREpIE45aVq1tpCY8xkPAkfJzDPWvulMeZBINVaW5xEug5IsaUqw1lrfzTG/AlP8gngQWvtj6cai4iIiIiIiIiI1D7TmCr9G2PSge/9HUcdiAcO+TuIetYcrxma53U3x2uG5nndzfGaoXled11ecztrrdamNzBNdAzWHP/fheZ53c3xmqF5XndzvGZontfdHK8Z/DQGa1SJo6bKGJNqre3l7zjqU3O8Zmie190crxma53U3x2uG5nndzfGapelprv+Om+N1N8drhuZ53c3xmqF5XndzvGbw33WfTo0jERERERERERFpwpQ4EhERERERERERn5Q4ahie8XcAftAcrxma53U3x2uG5nndzfGaoXled3O8Zml6muu/4+Z43c3xmqF5XndzvGZontfdHK8Z/HTdqnEkIiIiIiIiIiI+acaRiIiIiIiIiIj4pMSRiIiIiIiIiIj4pMSRHxljoo0xi40xXxtjthpj+vk7pvpgjPmtMeZLY8wWY8xCY0ywv2OqbcaYecaYg8aYLaXaYo0xbxtjtnu/xvgzxrpQyXX/3ftv/HNjzGvGmGg/hljrfF1zqb57jDHWGBPvj9jqUmXXbYz5jff7/aUx5m/+iq8uVPLvO9kYs9YYs8kYk2qM6e3PGGubMaatMWa1MeYr7/f0Tm97k/95Jk1bcxyDNYfxF2gMpjFYSZ/GYE2IxmD+H4MpceRfjwErrbWdgZ8AW/0cT50zxiQAdwC9rLXdACdwnX+jqhMvAEPLtU0D3rXWng28633d1LxAxet+G+hmrT0P2AZMr++g6tgLVLxmjDFtgZ8Du+s7oHryAuWu2xgzCLgS+Im1tivwDz/EVZdeoOL3+m/AA9baZOA+7+umpBC4x1p7LtAX+LUx5lyax88zadqa1RisGY2/QGOw0jQGa5peQGMw0BisXn+eKXHkJ8aYKOBnwHMA1tp8a22GX4OqPwFAiDEmAAgF9vk5nlpnrf0Q+LFc85XAi97nLwJX1WdM9cHXdVtrV1lrC70v1wKJ9R5YHarkew3wT+BeoEnegaCS674dmGWtzfNuc7DeA6tDlVyzBSK9z6NoYj/PrLX7rbUbvc+z8PxxnUAz+HkmTVczHoM1+fEXaAxWrk1jsCZIY7ATzWgMVm8/z5Q48p8OQDrwvDHmM2PMs8aYMH8HVdestXvxZMB3A/uBTGvtKv9GVW9aWWv3e5//ALTyZzB+cguwwt9B1DVjzJXAXmvtZn/HUs/OAQYaY9YZYz4wxlzg74DqwV3A340xe/D8bGtqn+aWMMa0B3oA69DPM2ncmt0YrJmPv0A/s0BjsKZOYzCNweqUEkf+EwCcD8yx1vYAjtE0p82W4V2DeSWeQVsbIMwYM86/UdU/a62liX4KUhljzB/wTLn8t79jqUvGmFDg93imzDY3AUAsnum0U4BFxhjj35Dq3O3Ab621bYHf4p3B0NQYY8KBV4C7rLVHS/c1x59n0ug1uzGYxl8nNMefWRqDNQsag2kMVqeUOPKfNCDNWrvO+3oxnkFMU3cp8J21Nt1aWwC8CvzUzzHVlwPGmNYA3q9NagppVYwx44HhwPXeH3BN2Vl4BuabjTG78EwL32iMOcOvUdWPNOBV67EecANNrihlOTfh+TkG8F+gSRVmBDDGuPAMWP5trS2+1mb780yahOY4BmvO4y9oxj+zNAbTGKwJ0xisHn+eKXHkJ9baH4A9xphO3qZLgK/8GFJ92Q30NcaEerPgl9DEC1KW8gaeH3B4vy7xYyz1xhgzFM868xHW2uP+jqeuWWu/sNa2tNa2t9a2x/OL/Hzv//NN3evAIABjzDlAIHDInwHVg33Ahd7nFwPb/RhLrfP+nH4O2GqtfaRUV7P8eSZNQzMdgzXn8Rc0059ZGoNpDObPgOqBxmD1+PPMNP3Ec8NljEkGnsXzP/a3wM3W2iN+DaoeGGMeAEbjmTL7GfDL4kJuTYUxZiFwEZ5M/wHgj3h+oC8CkoDvgVHWWl8F/RqtSq57OhAEHPZuttZa+yu/BFgHfF2ztfa5Uv278NzFpkn98q7kez0fmAckA/nA76y17/kpxFpXyTV/g+fuTAFALjDJWrvBXzHWNmPMAOAj4As8n16CZxnAOpr4zzNp2prjGKw5jL9AYzA0BtMYTGOwJqGhjcGUOBIREREREREREZ+0VE1ERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khERERERERERHxS4khEGiRjTHtjjDXGBDSAWKwxpqO/4xARERFpDIwxScaYbGOM09+xlGaMecEY82d/xyHS2ChxJCIVGGN2GWMubUzn9A4E8r2DlB+NMW8bYzrXZowiIiLif8aY940xR4wxQf6O5XQZY+43xizwdxwnY4y5yBiTVt3trbW7rbXh1tqiUzyX2zumyzLGfGOMubmmx6nB+aYbY77zni/bGJNT6vzZxpjsujq3SGOhxJGINCV/s9aGAwnAXuA5P8cjIiIitcgY0x4YCFhgRB0c3+8znQWAfd4xXSTwW2CuMaZTHZ3rcuAGb6IrHBhWfP5SbSUa2iwqkfqgxJGIVJsxxmGMmWaM2WmMOWyMWWSMifX2FS8tu8kYs9sYc8gY84dS+4YYY170fkK41Rhzb/EnV8aY+UAS8Kb3k517S532el/Hq4q1NgdYBCSXOn8bY8wrxph076dKd5Tq622MWWOMyTDG7DfGPGmMCTyd90pERETqxI3AWuAF4CYAY0yQ93d4t+KNjDEtvDNHWnpfDzfGbPJu94kx5rxS2+4yxkw1xnwOHDPGBJQa72QZY74yxowstb3TGPN/3rHJd8aYyaWX1xtjoowxz3nHFHuNMX8+lWSDMaavN9YMY8xmY8xF3vbRxpjUctv+1hjzRqn34x/e8dMBY8y/jDEh3r6LjDFpxph7jDEHvTHeXOo4l3mvN8sb+++MMWHACqBNqVk4bao5Lix+T943xvzJGPM/77FXGWPiT/YeWI/lwI/Aed5jVXpeb/9/jTE/GGMyjTEfGmO6VvEexwDnAGuq2OYFY8wcY8xyY8wxYJAx5nJjzGfGmKPGmD3GmPtLbX+yMXFvY0yqd98DxphHTvY+iPibEkciUhO/Aa4CLgTaAEeAp8ptMwDoBFwC3GeM6eJt/yPQHjgTGAyMK97BWnsDsBu4wvvJzt+qcbxKeQc4Y4Ad3tcO4E1gM57ZSJcAdxljhnh3KcLzaVY80M/bP+lk5xEREZF6dyPwb+9jiDGmlbU2D3gVz+/+YqOAD6y1B40xPYB5wG1AHPA08IYpu9RtDJ6ZJ9HW2kJgJ56ZTVHAA8ACY0xr77a34pmVkgycj2dsVNoLQCHQEegB/Bz4ZU0u0hiTACwD/gzEAr8DXjHGtMAzpulkjDm71C5jgZe9z2fhSYYke2NIAO4rte0Z3utKACYAT3kTKOCZrX2btTYC6Aa8Z609RsVZOPuo3riwtLHAzUBLINB7TSd7HxzGmBF4xmg7vM0nO+8K4GzveTbi+bdSmSHAu9VYUjcWeAiIAD4GjuH5txiN59/N7caYq8rtU9kY9jHgMWttJHAWng87RRo0JY5EpCZ+BfzBWpvmHaTdD1xryk7rfsBam2Ot3YwnUfMTb/so4C/W2iPW2jTg8Wqes7Lj+fI7Y0wGkIXnl/UN3vYLgBbW2gettfnW2m+BucB1ANbaDdbatdbaQmvtLjwDygurGZ+IiIjUA2PMAKAdsMhauwFPcmest/tlvL/XvUonUiYCT1tr11lri6y1LwJ5QN9S2z9urd3jnbWMtfa/1tp91lq3tfY/wHagt3fbUXj+8E+z1h7Bk6gpjrEVcBlwl7X2mLX2IPDPcrFVxzhgubV2uTeGt4FU4DJr7XFgCd5EmTeB1BlPMsx4r/e31tofrbVZwF/Knb8AeNBaW+CdzZONJ8FR3HeuMSbSO2bbWEWM1RkXlva8tXabr5nhPrTxjulygNeAu621n1XnvNbaedbarFJ9PzHGRFVynsuB5VXEUWyJtfZ/3u9FrrX2fWvtF97XnwMLqTh2rGwMWwB0NMbEW2uzrbVrq3F+Eb9S4khEaqId8Jp3ynQGsBXPbJ1Wpbb5odTz40DxuvA2wJ5SfaWfV6Wy4/nyD2ttNJ6ZTTmcGAS1wzsAKRX774vjNsacY4xZ6p3WfBTPAOuk06dFRESkXt0ErLLWHvK+ftnbBrAaCDXG9DGeOkjJeBIO4BkH3FNuHNAWz9ikWJlxiTHmRnNiaVsGntk3xWODqsY07QAXsL/Uvk/jmf1SE+2AX5SLeQBQPOvpZU7MsBoLvO5NKLUAQoENpfZb6W0vdtg7q6pY6fHVNXgSX98bYz4wxvQ7SYwnGxeWVpMx3T7vmC4Sz4eNF1fnvMazjHCWdxnbUWCXd58K4zrvjPTBeN6fkyn/76OPMWa18ZRAyMSTzCp/jsqudwKeGWFfG2M+NcYMr8b5RfxKxd9EpCb2ALdYa/9XvsM7SKvKfiAR+Mr7um25fnva0RUfyNrdxpg7gReNMUvxxP2dtfbsSnaZA3wGjLHWZhlj7gKura14RERE5PQYT42eUYDTGFP8B3kQEG2M+Ym1drMxZhGeZMoBYKl3tg14xgEPWWsfquIUJeMQY0w7PDOTLwHWWGuLjDGbAOPdpHhMU6z0mGYPntlM8eWSMzW1B5hvrb21kv63gRbGmGQ81/xbb/shPB+edbXW7q3pSa21nwJXGmNcwGQ8M4Pa4nucdjrjwurGk2eMmQp8Y4y5ylr7+knOewNwJXApnqRRFJ6lbKb8tnhmpH9vrU2vTijlXr8MPAkMs9bmGmMepZofOlprtwNjvImrq4HFxpg475JAkQZJM45EpDIuY0xwqUcA8C/gIe+Aqrjw5JXVPN4iYLoxJsa7bn9yuf4DeOof1QrvlO59eKZrrweyjKfwZYj306huxpgLvJtHAEeBbGNMZ+D22opDREREasVVeGaVnItnNlEy0AX4CE+tGfD8MT8auJ4Ty9TAkwT6lXeWiDHGhBlPceOISs4VhidRkA5gPMWju5XqXwTcaYxJMMZEA1OLO6y1+4FVwP8ZYyK9NXrOMsZUtQTeUW7MFQQsAK4wxgzxjluCjaewdaL3PAXAf4G/46mB9La33e293n+aE4XBE8yJuo6VMsYEGmOuN8ZEeY9/FHB7uw8AceWWfJ3OuLDarLX5wP9xok5TVeeNwJO4O4xn5tVfqjj0ZXjqSJ2KCOBHb9KoNyeWTJ6UMWacMaaF93uV4W12V7GLiN8pcSQilVmO5xOr4sf9eIr5vQGsMsZk4bmrSZ9qHu9BIA34DngHWIznF3uxh4EZ3mnHJy2WWE1/B+7FM7tyOJ5B5nd4Po17Fs+nUOApzjgWT22kucB/aun8IiIiUjtuwlMjZ7e19ofiB55ZH9cbYwKstevwFC1ug6dAMgDW2lQ8Ba2fxDP7ZAcwvrITWWu/wpOoWIMnYdIdKD27ZS6e5NDneGYsL8dTDLu4wPKNeIo/f+U932JOLDHzZQxlx1w7rbV78Myc+T2eBNYeYApl/357Gc/Mmv+Wm9001XuNa73Ltd7hxPL9k7kB2OXd71d4knBYa7/GU8fnW+9YrQ2nNy6sqXlAkjHmipOc9yXge2Avnve/qvpB1a1v5Msk4EHv+e+jZgWuhwJfGmOy8VzLdcW1tUQaKmNtra0OERGpNmPM7Xh+UaoItYiIiDRaxphhwL+ste38HYtUj/EUMf8MSLD6g1jkpDTjSETqhTGmtTGmv3fKdifgHk4UrRQRERFpFLzL3i8zxgR4l9//EY1pGpso4B4ljUSqRzOORKReeNehLwM64FnPnQJM965bFxEREWkUjDGhwAdAZzxLy5YBd1prj/o1MBGROqLEkYiIiIiIiIiI+KSlaiIiIiIiIiIi4lOAvwOoifj4eNu+fXt/hyEiIiJ1ZMOGDYestS38HYeUpTGYiIhI01bVGKxRJY7at29Pamqqv8MQERGROmKM+d7fMUhFGoOJiIg0bVWNwbRUTUREREREREREfFLiSEREREREREREfKq1xJExZp4x5qAxZkuptmRjzFpjzCZjTKoxpre33RhjHjfG7DDGfG6MOb+24hARERERERERkdpRmzWOXgCeBF4q1fY34AFr7QpjzGXe1xcBw4CzvY8+wBzvVxERERERkUatoKCAtLQ0cnNz/R1KsxQcHExiYiIul8vfoYg0CbWWOLLWfmiMaV++GYj0Po8C9nmfXwm8ZK21wFpjTLQxprW1dn9txSMiIiIiIuIPaWlpRERE0L59e4wx/g6nWbHWcvjwYdLS0ujQoYO/wxFpEur6rmp3AW8ZY/6BZ1ncT73tCcCeUtuledsqJI6MMROBiQBJSUl1GauIiIiIiMhpy83NVdLIT4wxxMXFkZ6e7u9QRJqMui6OfTvwW2ttW+C3wHM1PYC19hlrbS9rba8WLVrUeoAiIiIiIiK1TUkj/9F7L1K76jpxdBPwqvf5f4He3ud7gbaltkv0tomIiIiIiIiISANR10vV9gEXAu8DFwPbve1vAJONMSl4imJn+rO+0V/X/5Wvf/zaX6cXERFpVDrHdmZq76n+DkMauQJ3AX9e+2dGdxrNuXHn+jsckSYlIyODl19+mUmTJtVov8suu4yXX36Z6OjouglMRBqlWptxZIxZCKwBOhlj0owxE4Bbgf8zxmwG/oK3VhGwHPgW2AHMBWr2E01EREREGrVvM77lne/fYfTS0dz9/t3sOLLD3yGJNBkZGRnMnj27QnthYWGV+y1fvlxJIxGpoDbvqjamkq6ePra1wK9r69ynS5+aioiIiNSvTrGdWHnNSuZ/NZ+XvnqJd75/h8vPvJzbf3I7SZG6IYrI6Zg2bRo7d+4kOTkZl8tFcHAwMTExfP3112zbto2rrrqKPXv2kJuby5133snEiZ7P99u3b09qairZ2dkMGzaMAQMG8Mknn5CQkMCSJUsICQnx85WJiD/U9VI1ERERERGfIgIjmJQ8iTGdx/D8l8+zcOtCVny3gqs6XsWvfvIrzgg7w98hipy2B978kq/2Ha3VY57bJpI/XtG10v5Zs2axZcsWNm3axPvvv8/ll1/Oli1bSm5PP2/ePGJjY8nJyeGCCy7gmmuuIS4urswxtm/fzsKFC5k7dy6jRo3ilVdeYdy4cbV6HSLSONR1cWwRERERkSrFBMdwd8+7WX71ckZ3Gs0bO9/gslcvY9b6WRzKOeTv8EQavd69e5ckjQAef/xxfvKTn9C3b1/27NnD9u3bK+zToUMHkpOTAejZsye7du2qp2hFpKHRjCMRERERaRBahLZgep/p3NT1Jp7+/GlSvk7h1e2vMqbzGG7pdgtRQVH+DlGkxqqaGVRfwsLCSp6///77vPPOO6xZs4bQ0FAuuugicnNzK+wTFBRU8tzpdJKTk1MvsYpIw6MZRyIiIiLSoLQJb8MDP32AJVctYVDbQTy/5XmGvjKUOZvmkJ2f7e/wRBq8iIgIsrKyfPZlZmYSExNDaGgoX3/9NWvXrq3n6ESksVHiSEREREQapHaR7fjrz/7KKyNeoU/rPszePJuhrw5l3pZ55BRq9oNIZeLi4ujfvz/dunVjypQpZfqGDh1KYWEhXbp0Ydq0afTt29dPUYpIY2E8NzhrHHr16mVTU1P9HYaIiIjUEWPMBmttL3/HIWU1lDHYl4e+5IlNT/C/vf8jLjiOW8+7lV+c8wsCnYH+Dk2kjK1bt9KlSxd/h9Gs6XsgUjNVjcE040hERESkCTLGzDPGHDTGbCnV9ndjzNfGmM+NMa8ZY6L9GGKNdY3vyr8u/RcvDn2RDlEdmLV+FsNfG86r21+l0F3o7/BERESaJCWORERERJqmF4Ch5dreBrpZa88DtgHT6zuo2nB+q/OZN2QeTw9+mviQeP74yR+58vUrWfbtMorcRf4OT0REpElR4khERESkCbLWfgj8WK5tlbW2eGrOWiCx3gOrJcYYftrmp/z7sn/z+KDHCQ4IZtpH07j2zWt59/t3aUzlGERERBoyJY5EREREmqdbgBWVdRpjJhpjUo0xqenp6fUYVs0YYxiUNIj/XvFf/v6zv1PoLuSu9+/iumXX8fHej5VAEhEROU1KHImIiIg0M8aYPwCFwL8r28Za+4y1tpe1tleLFi3qL7hT5DAOhnYYymtXvsaf+v+JzLxMbn/ndsavHM+nP3zq7/BEREQaLSWORERERJoRY8x4YDhwvW2C03ECHAFc1fEq3rzqTWb0mUFaVhq3vHULE1dN5Iv0L/wdnoiISKOjxJGIiIhIM2GMGQrcC4yw1h73dzx1yeV0MbrzaJZdvYzf9fodX//4NWOXj+U37/2Gb378xt/hiYiINBpKHImIiIg0QcaYhcAaoJMxJs0YMwF4EogA3jbGbDLG/MuvQdaD4IBgbup6EyuuWcFvevyGDT9s4No3r2XKB1P4LvM7f4cnUicyMjKYPXv2Ke376KOPcvx45XnlrKwskpOTSx7x8fHcddddAOTl5TF69Gg6duxInz592LVrV8l+Dz/8MB07dqRTp0689dZbpxSbiPiHEkciIiIiTZC1doy1trW11mWtTbTWPmet7WitbWutTfY+fuXvOOtLmCuMiedNZMU1K7i1+618kPYBVy25ihkfz2Bv9l5/hydSq+oycRQREcGmTZtKHu3atePqq68G4LnnniMmJoYdO3bw29/+lqlTpwLw1VdfkZKSwpdffsnKlSuZNGkSRUVFpxSfiNS/AH8HICIiIiJSX6KCorjj/Du4vsv1PLflOf7z9X9Y9t0yrjn7GiaeN5GWoS39HaI0NSumwQ+1XF/rjO4wbFal3dOmTWPnzp0kJyczePBgWrZsyaJFi8jLy2PkyJE88MADHDt2jFGjRpGWlkZRUREzZ87kwIED7Nu3j0GDBhEfH8/q1aurDGPbtm0cPHiQgQMHArBkyRLuv/9+AK699lomT56MtZYlS5Zw3XXXERQURIcOHejYsSPr16+nX79+tfaWiEjdUeJIRERERJqduJA47r3gXm469yae+fwZXtn2Cq/veJ3RnUYzofsEYoNj/R2iyCmbNWsWW7ZsYdOmTaxatYrFixezfv16rLWMGDGCDz/8kPT0dNq0acOyZcsAyMzMJCoqikceeYTVq1cTHx9/0vOkpKQwevRojDEA7N27l7Zt2wIQEBBAVFQUhw8fZu/evfTt27dkv8TERPbu1Uw/kcZCiSMRERERabZahbViZr+Z3NztZuZsnsOCrQtYvG0x484dx01dbyIyMNLfIUpjV8XMoPqwatUqVq1aRY8ePQDIzs5m+/btDBw4kHvuuYepU6cyfPjwkllDNZGSksL8+fNrO2QRaWBU40hEREREmr3EiEQeGvAQr414jYGJA3nm82cY+spQ5n4+l+MFTfoGdNLEWWuZPn16SU2iHTt2MGHCBM455xw2btxI9+7dmTFjBg8++GCNjrt582YKCwvp2bNnSVtCQgJ79uwBoLCwkMzMTOLi4sq0A6SlpZGQkFA7FygidU6JIxERERERrzOjz+QfF/6D/17xX3q27Mnjnz3OsFeH8dKXL5FbmOvv8ESqJSIigqysLACGDBnCvHnzyM7OBjzLyQ4ePMi+ffsIDQ1l3LhxTJkyhY0bN1bYtyoLFy5kzJgxZdpGjBjBiy++CMDixYu5+OKLMcYwYsQIUlJSyMvL47vvvmP79u307t27Ni9ZROqQlqqJiIiIiJTTObYzT1zyBJvTN/PkZ0/y99S/8+JXL3LbebcxsuNIXE6Xv0MUqVRcXBz9+/enW7duDBs2jLFjx5YUog4PD2fBggXs2LGDKVOm4HA4cLlczJkzB4CJEycydOhQ2rRpU2Vx7EWLFrF8+fIybRMmTOCGG26gY8eOxMbGkpKSAkDXrl0ZNWoU5557LgEBATz11FM4nc46unoRqW3GWuvvGKqtV69eNjU11d9hiIiISB0xxmyw1vbydxxSlsZg8OkPn/L4xsfZlL6JhPAEbv/J7Qw/czhOh/74lYq2bt1Kly5d/B1Gs6bvgUjNVDUG01I1EREREZGTuOCMC3hp2EvMvmQ2kYGRzPjfDEa+MZKVu1bitm5/hyciIlJntFRNRERERKQajDEMTBzIgIQBvLv7XZ787EmmfDCFZ2OeZXKPyVyYeGHJbclFmoI+ffqQl5dXpm3+/Pl0797dTxGJiD/UWuLIGDMPGA4ctNZ287b9B+jk3SQayLDWJnv7pgMTgCLgDmvtW7UVi4iIiIhIXTHGcGm7SxnUdhArdq1g9qbZ/Oa933Be/HlM7jGZvq37KoEkTcK6dev8HYKINAC1uVTtBWBo6QZr7WhrbbI3WfQK8CqAMeZc4Dqgq3ef2cYYLRAXERERkUbD6XAy/MzhLLlqCff3u5+DOQeZ+PZEJqyawKaDm/wdnoiISK2otcSRtfZD4EdffcbzkcsoYKG36UogxVqbZ639DtgB6H6MIiIiItLouBwurjnnGpaOXMq03tP4NuNbblhxA7e/cztfHf7K3+GJiIiclvoqjj0QOGCt3e59nQDsKdWf5m2rwBgz0RiTaoxJTU9Pr+MwRUREREROTZAziOu7XM/yq5dz1/l38Xn654xeOprfrv4tO47s8Hd4IiIip6S+EkdjODHbqEastc9Ya3tZa3u1aNGilsMSEREREaldoa5QJnSfwMprVnL7T25nzf41XP3G1Uz7aBq7j+72d3giIiI1UueJI2NMAHA18J9SzXuBtqVeJ3rbRERERESahIjACCYlT2Ll1SsZ3208737/LiNeH8H9n9zP/uz9/g5PmrCMjAxmz559Svs++uijHD9+vMpt2rdvz6FDh07p+CLS+NTHjKNLga+ttWml2t4ArjPGBBljOgBnA+vrIRYRERERkXoVHRzN3T3vZsU1KxjdaTRv7HyDy1+7nFnrZ3EoR398S+2r68SRiDQvAbV1IGPMQuAiIN4Ykwb80Vr7HJ67p5VZpmat/dIYswj4CigEfm2tLaqtWEREREREGpr4kHim95nO+K7jefrzp0n5OoVXt7/KmM5juKXbLUQFRfk7RKkDf13/V77+8etaPWbn2M5M7T210v5p06axc+dOkpOTGTx4MC1btmTRokXk5eUxcuRIHnjgAY4dO8aoUaNIS0ujqKiImTNncuDAAfbt28egQYOIj49n9erVJ43lkUceYd68eQD88pe/5K677mLXrl0MGzaMAQMG8Mknn5CQkMCSJUsICQnh008/ZcKECTgcDgYPHsyKFSvYsmVLrb03IlL7avOuamOsta2ttS5rbaI3aYS1dry19l8+tn/IWnuWtbaTtXZFbcUhIiIiItKQtQ5vzf0/vZ8lVy3h4qSLeX7L8wx9ZShzNs0hOz/b3+FJEzBr1izOOussNm3axODBg9m+fTvr169n06ZNbNiwgQ8//JCVK1fSpk0bNm/ezJYtWxg6dCh33HEHbdq0YfXq1dVKGm3YsIHnn3+edevWsXbtWubOnctnn30GwPbt2/n1r3/Nl19+SXR0NK+88goAN998M08//TSbNm3C6XTW6fsgIrWj1mYciYiIiIhI9bWLbMesgbOY0G0CszfNZvbm2fz7639zS7dbGNN5DCEBIf4OUWpBVTOD6sOqVatYtWoVPXr0ACA7O5vt27czcOBA7rnnHqZOncrw4cMZOHBgjY/98ccfM3LkSMLCwgC4+uqr+eijjxgxYgQdOnQgOTkZgJ49e7Jr1y4yMjLIysqiX79+AIwdO5alS5fWzoWKSJ2pr7uqiYiIiIiID2fHnM0/B/2TlOEpdIvvxj83/JNhrwzj31v/TX5Rvr/Dk0bOWsv06dPZtGkTmzZtYseOHUyYMIFzzjmHjRs30r17d2bMmMGDDz5Yq+cNCgoqee50OiksLKzV44tI/VHiSERERESkAega15V/XfovXhz6Ih2iOjBr/Swuf+1yXtn2CgXuAn+HJ41IREQEWVlZAAwZMoR58+aRne1ZBrl3714OHjzIvn37CA0NZdy4cUyZMoWNGzdW2PdkBg4cyOuvv87x48c5duwYr732WpUzl6Kjo4mIiGDdunUApKSknM5likg90VI1EREREZEG5PxW5zNvyDzW7l/LE589wf1r7mfelnlMSp7E0PZDcTpUF0aqFhcXR//+/enWrRvDhg1j7NixJcvDwsPDWbBgATt27GDKlCk4HA5cLhdz5swBYOLEiQwdOrSk1lFVzj//fMaPH0/v3r0BT3HsHj16sGvXrkr3ee6557j11ltxOBxceOGFREWpKLxIQ2estf6Oodp69eplU1NT/R2GiIiI1BFjzAZrbS9/xyFlaQzmP9ZaPkj7gCc+e4JtR7bRMbojk5Mnc3HSxRhj/B2eVGLr1q106dLF32E0SNnZ2YSHhwOeIt779+/nscceq/Xz6HsgUjNVjcG0VE1EREREpIEyxnBR24v47xX/5e8X/p1CdyF3vX8X1y27jo/3fkxj+hBYBGDZsmUkJyfTrVs3PvroI2bMmOHvkETkJLRUTURERESkgXMYB0PbD+XSpEtZ+u1S/rX5X9z+zu2c3/J8JveYzAVnXODvEKUJ6tOnD3l5eWXa5s+fT/fu3U/5mKNHj2b06NGnG5qI1CMljkREREREGokARwBXdbyKyztczqvbX+WZz5/hlrduoV/rfkzuMZnzWpzn7xClCSkuYi0izZuWqomIiIiINDIup4vRnUez7Opl/K7X7/j6x6+5fvn1/Obd3/DNj9/4OzwREWlClDgSERERaYKMMfOMMQeNMVtKtcUaY942xmz3fo3xZ4xy+oIDgrmp602suGYFv+nxGzYc2MC1b17LlA+m8F3md/4OT0REmgAljkRERESapheAoeXapgHvWmvPBt71vpYmIMwVxsTzJrLimhXc2v1WPkj7gKuWXMWMj2eQlpXm7/BERKQRU+JIREREpAmy1n4I/Fiu+UrgRe/zF4Gr6jMmqXtRQVHccf4drLh6BeO6jGPFdyu44vUr+PPaP3Pw+EF/hyciIo2QimOLiIiINB+trLX7vc9/AFpVtqExZiIwESApKakeQpPaFBcSx5QLpnDjuTcy94u5vLLtFV7f8TqjO41mQvcJxAbH+jtEqUMZGRm8/PLLTJo0qcb7Pvroo0ycOJHQ0NAa75uens7w4cPJz8/n8ccfZ+DAgRW2ad++PampqcTHx9f4+CINibWWIluE27rLfnWXfe2rzedXd8X28m0dojrQKbZTvV+rEkciIiIizZC11hpjbBX9zwDPAPTq1avS7aRhaxXWihl9ZzC+63j+tflfLNi6gP9u+y/juoxjfLfxRAZG+jtEqQMZGRnMnj37lBNH48aNO6XE0bvvvkv37t159tlna7yvNB7WWg7nHmZv9l7yi/LLJDbKJ0BKEieVJEZK9im1TZl9Kkm6+EqwVJbEqSxZU3qfkyV/fCVyLPX/q/HW7rcqcSQiIiIideqAMaa1tXa/MaY1oLVLzURiRCJ/HvBnbul+C7M3zWbuF3NJ+SaF8V3HM67LOEJdNU8SSPX88Je/kLf161o9ZlCXzpzx+99X2j9t2jR27txJcnIygwcPpmXLlixatIi8vDxGjhzJAw88wLFjxxg1ahRpaWkUFRUxc+ZMDhw4wL59+xg0aBDx8fGsXr3a5/HDw8O58847Wbp0KSEhISxZsoT9+/dz7733kpOTQ2pqKmvWrCEkJKTK63jkkUeYN28eAL/85S+566672LVrF8OGDWPAgAF88sknJCQksGTJEkJCQvj000+ZMGECDoeDwYMHs2LFCrZs2VLlOeTUuK2bg8cPsidrD7uP7mZ31u4yz3MKc+o8hgATgMM4cDqcOIzD89w4fX91OH33OU68DnAEEGgCy/QXH9vX8So7X1V9le170n3Kxeo0Tp9tMcH+uaeFEkciIiIizccbwE3ALO/XJf4NR+rbmVFn8o8L/8Gt3W/lyc+e5InPnuDfW//NhG4TGNVpFMEBwf4OUWrBrFmz2LJlC5s2bWLVqlUsXryY9evXY61lxIgRfPjhh6Snp9OmTRuWLVsGQGZmJlFRUTzyyCOsXr26yqVkx44do2/fvjz00EPce++9zJ07lxkzZvDggw+SmprKk08+edIYN2zYwPPPP8+6deuw1tKnTx8uvPBCYmJi2L59OwsXLmTu3LmMGjWKV155hXHjxnHzzTczd+5c+vXrx7Rpqu1/uorcRfxw/Ad2H91dIUG0J2sPeUV5JdsGOAJIDE8kKTKJC864gLYRbUmMSCTIGVStBEj59uokXKThUOJIREREpAkyxiwELgLijTFpwB/xJIwWGWMmAN8Do/wXofhTp9hOPHHJE3ye/jlPfPYEf0/9Oy9++SK3/eQ2RnYcicvp8neITUZVM4Pqw6pVq1i1ahU9evQAIDs7m+3btzNw4EDuuecepk6dyvDhw33WI6pMYGAgw4cPB6Bnz568/fbbNY7r448/ZuTIkYSFhQFw9dVX89FHHzFixAg6dOhAcnJyyfF37dpFRkYGWVlZ9OvXD4CxY8eydOnSGp+3uSlwF7A/ez+7s3afSBB5n6dlp1HoLizZNsgZRNuItrSNaEv/Nv1JikyibURbkiKTOCP0DJwOpx+vRPxJiSMRERGRJshaO6aSrkvqNRBp0M5rcR5zfz6XT3/4lMc3Ps6f1v6JeVvmcftPbmf4mcP1h2ITYK1l+vTp3HbbbRX6Nm7cyPLly5kxYwaXXHIJ9913X7WO6XK5MMYA4HQ6KSwsPMkeNRMUFFTy3Ol0kpNT98uiGrP8onzSstPYc3RPhQTRvux9FNmikm1DAkJIikji7JizuTjpYpIikkoSRC1DW2qmj/ikxJGIiIiISDN3wRkX8NKwl/h478c88dkTzPjfDJ7b8hyTkifx83Y/1x+TjUxERARZWVkADBkyhJkzZ3L99dcTHh7O3r17cblcFBYWEhsby7hx44iOji4paF28b13f9WzgwIGMHz+eadOmYa3ltddeY/78+ZVuHx0dTUREBOvWraNPnz6kpKTUaXwNTU5hDmlZaZ6lZMUJIu/z/cf2lynUHO4KJykyia5xXRnafihJkUklCaK44LiSpJ9IdSlxJCIiIiIiGGMYmDiQAQkDeHf3uzz52ZNM+WAKz8Y8y+Qek7kw8UL9wdlIxMXF0b9/f7p168awYcMYO3ZsyRKv8PBwFixYwI4dO5gyZQoOhwOXy8WcOXMAmDhxIkOHDqVNmzaVFseuDeeffz7jx4+nd+/egKc4do8ePdi1a1el+zz33HPceuutOBwOLrzwQqKiouosPn84XnC8ZKbQ90e/L1N36ODxsvcyiA6KJikiiR6tenBlxJUlS8qSIpKIDorW/6tSq4y1jefuqr169bKpqan+DkNERETqiDFmg7W2l7/jkLI0BmueitxFrNi1gtmbZrMnaw/nxZ/H5B6T6du6r/4oPYmtW7fSpUsXf4fR5GRnZxMeHg54CoDv37+fxx57zOe2DfV7cDT/qKf4tI9lZYdyDpXZNi447kSdIe+MoaSIJBIjEokKalpJM/G/qsZgmnEkIiIiIiIVOB1Ohp85nCHth/DGjjf41+f/YuLbE7ngjAv4TY/f0KNlD3+HKM3MsmXLePjhhyksLKRdu3a88MIL/g6pAmstmXmZZZaSlX5+JO9Ime1bhrYkKSKJnyX+rEyCqG1EW8JcYX66CpGylDgSEREREZFKuRwurjnnGq446wr+u+2/zP18LjeuuJEBCQOY3GMyXeO6+jtEqSN9+vQhLy+vTNv8+fPp3r17ne5bmdGjRzN69OhT3r+2WGs5nHu47C3sSyWIsvKzSrY1GM4IO4OkiCQuaXeJJzEUkUTbyLYkhicS6gr145WIVI8SRyIiIiIiclKBzkCu73I9IzuOJOWbFOZtmcd1S6/j0qRL+XXyr+kY09HfIUotW7dunV/2bQjc1k368XRPUqh0gsj7/Hjh8ZJtHcZBm7A2JEUmcVn8ZWWWlSVEJBDkDKriTCINX60ljowx84DhwEFrbbdS7b8Bfg0UAcustfd626cDE7ztd1hr36qtWEREREREpG6EukK5pdst/OKcX7DgqwW8+NWLvLv7XS478zIm/WQSSZFJ/g5RpFqK3EUcOH6gbK0hb4IoLSuN3KLckm0DHAEkhifSNqItPVv1LLOsrE1YG1xOlx+vRKRu1eaMoxeAJ4GXihuMMYOAK4GfWGvzjDEtve3nAtcBXYE2wDvGmHOstUW1GI+IiIiIiNSRiMAIbk++nTGdxzDvy3ks3LqQld+t5KqOV3HbebfROry1v0MUodBdyP7s/SXLyEoXo07LSqPAXVCybaAjkLYRbWkb2ZaftvlpyZKypIgkzgg7gwCHFuxI81Rr//KttR8aY9qXa74dmGWtzfNuU3wPwSuBFG/7d8aYHUBvYE1txSMiIiIiInUvOjiau3vezY3n3sjcz+fy323/5Y2db/CLc37BrefdSnxIvL9DlCbObd0UFBWQ784nv8jzOJx7mMtfvZx92fsotIUl24YEhNA2oi1nRZ3FRW0vKqk5lBSZRMvQljiMw49XItIw1XXK9BxgoDHmISAX+J219lMgAVhbars0b1sFxpiJwESApCRNexURERERaYjiQ+KZ3mc647uO5+nPn+Y/3/yHV7e/ypguY7il6y1EB0f7O0RpxNzWXZIUKp0gynfnU1BUUGZbh3HgdrvpEteFIe2HeJaVeWsOxYfEY4zx01WINE51nU4NAGKBvsAUYJGp4f+l1tpnrLW9rLW9WrRoURcxioiIiIhILWkd3pr7f3o/b1z1Bpe0u4QXtrzAsFeHMWfTHLLzs/0dXrOQkZHB7NmzT2nfRx99lOPHj598Qx/S09Pp06cPPXr04KOPPqrQn5WVRXJycskjPj6eu+66C4C8vDxGjRrFWR3PolfvXmzYuoF92fvYlbmLu2feTfsz29OlcxdSlqRw4NgBjuYfxW3dhAaE0iK0BQnhCXSI6kCn2E50ju1Mi9AW/OPCf3DH+Xcw8uyR9GzVkxahLZQ0EjkFdZ04SgNetR7rATcQD+wF2pbaLtHbJiIiIiIiTUBSZBKzBs7i1RGv0rd1X2Zvns3QV4cyb8s8jhecWmJCqsdfiaN3332X7t2789lnnzFw4MAK/REREWzYuIE1qWv4YN0HJLRNYODQgXyX+R1/efwvEApvrH2D0beO5g/T/8DR/KN88/U3rHx9Jf/b+D9eX/o6s6bPomNURzrHdubM6DNJjEikZWhLooOjCXWFEuAIUHJIpJbV9VK114FBwGpjzDlAIHAIeAN42RjzCJ7i2GcD6+s4FhERERERqWcdYzryz0H/5MvDX/LkZ0/yzw3/5KUvX+LW827lF+f8gkBnoL9DrFMfLdrGoT21O9Mqvm04A0edU2n/tGnT2LlzJ8nJyQwePJiWLVuyaNEi8vLyGDlyJA888ADHjh1j1KhRpKWlUVRUxMyZMzlw4AD79u1j0KBBxMfHs3r1ap/HDw8P584772Tp0qWEhISwZMkS9u/fz7333ktOTg6fpn7Kex++hzPIWWF5WZHbcz+kXTt3ceDgAbpe0BWAD976gHv/cC+JEYn86oZf8dfpf6VTTCdee+81bhh7A21j2tI2pi1ndzybjakb6devX62+pyJSuVqbcWSMWYinuHUnY0yaMWYCMA840xizBUgBbvLOPvoSWAR8BawEfq07qomIiIiINF1d47oy59I5vDj0RTpEdWDW+llc/trlvLLtlTJ3tpLTN2vWLM466yw2bdrE4MGD2b59O+vXr2fTpk1s2LCBDz/8kJUrV9KmTRs2b97Mli1bGDp0KHfccQdt2rRh9erVlSaNAI4dO8YFvS9gTeoaev+0N/+c/U/iz4pn8rTJ/PzKn/PyOy/zQ/4P7M3aS/rxdI4XHMeBg8jASFqFtaJtRFvWrVjH2OvG0jmuMx2iOnDoh0Ocd/Z5RAVFEREcQVRUFIcPH2bv3r20bXtisUpiYiJ792qxikh9qs27qo2ppGtcJds/BDxUW+cXEREREZGG7/xW5zNvyDzW7l/LE589wf1r7mfelnncnnw7w9oPw+lw+jvEWlXVzKD6sGrVKlatWkWPHj0AyM7OZvv27QwcOJB77rmHqVOnMnz48ApLy6y1FLoLKxSizi/KxxXoouNPO/Jd5nckdUlizQdrOF7oSQ4FOgNpFdaKQEcggU7Pw9edyhYvWsz8+fPr5T0QkdNT10vVREREREREyjDG0K9NP/q27ssHaR/wxGdPMP2j6Tz3xXP8OvnXXJJ0ierU1BJrLdOnT+e2226r0LdhwwbeXPYm0/8wnYEXDeTOqXdSZIv4NvNb0k06busu2dZgcDldBDoDcblctA5vTaAzkITIBMIDwjkn5hziQ+MJc4URHxJfZUybN2+msLCQnj17lrQlJCSwZ88eEhMTKSwsJDMzk7i4uJL2YmlpaSQk+Lwht4jUESWORERERETEL4wxXNT2In6W+DNWfb+Kpz57it++/1vOjTuXycmTGZAwQAmkUxAREUFWVhYAP//5z5k5cyZX/uJKAkMC+T7te6zDkpOXQ2hUKBdcdgHHAo7x6oJX+TH3R0LDQsk/lk/MGTFlZg25HK6S74XBEBcSB4DL6cJQs+/RwoULGTOm7IKVESNG8OKLL9KvXz8WL17MxRdfjDGGESNGMHbsWO6++2727dvH9u3b6d27dy28SyJSXUociYiIiIiIXzmMg6Hth3Jp0qUs+3YZczbPYdK7k+jRsge/6fEbLjjjAn+H2KC5rZuCooITy8qC8knuncw5Xc5hwCUDuPjKi/nZgJ8BEBoWyv8983/s+24fD9/3ME6nk0BXIE8+9SRdYrsw+fbJTPjFhJJaR3Vh0aJFLF++vEzbhAkTuOGGG+jYsSOxsbGkpKQA0LVrV0aNGsW5555LQEAATz31FE5n01rOKNLQGWutv2Ootl69etnU1FR/hyEiIiJ1xBizwVrby99xSFkag0l9Kygq4LUdr/H05qc5mHOQvq378psev+G8Fuf5O7Rq2bp1K126dKnVY7qtu0KtoeLnBUVli4s7jKNkplDpWUOBjsBmc7v6uvgeiDRlVY3BNONIREREREQaFJfTxahOoxhx1ggWfbOI57Y8x/XLr+eixIuY3GMynWI7+TvEOlHkLqLAXVAxOVSUX+HOcw7jIMgZRGhAKIFBZRNETuNsFskhEakfShyJiIiIiEiDFBwQzI1db+Tac65lwdYFvLDlBa5981qGtB/CpORJnBl1pr9DrLEid5HPO5XlF+VT6C4ss63T4STQGUioK7TCDKIAR93/KdenTx/y8vLKtM2fP5/u3bvX6b4i0rAocSQiIiIiIg1aqCuUiedNZHSn0bz45Yss2LqAt79/myvOvIJf/eRXJEYk+jvEMtzWzfH84xTYAvKK8igoKiDPnUd+UT5F7qIy2wY4Agh0BhIeGF5hWZnT4d9aPuvWrfPLvqerMZVjEWkMlDgSEREREZFGISooijvOv4Nx547juS+eI+XrFJZ9t4xrzr6GW7vfSquwVvUSh7WWI3lH2H10N3uy9rA7a3eZ5xPaTCAvOI/AiECMMQQ4AghyBhEZGInL4SLIGVRypzJ/J4eaGmsthw8fJjg42N+hiDQZShyJiIiIiEijEhscy5QLpnDjuTcy94u5vLLtFV7f8TqjO41mQvcJxAbHnvY5rLUcyjlUISlU/Dy7ILtkW4dx0DqsNW0j2jKk3RBcES6Kcotw57gJMAG4jZsc739S94KDg0lMbFiz0EQaMyWORERERESkUWoV1ooZfWcwvut4/rX5XyzYuoD/bvsv47qMY3y38UQGRla5v9u6OXj8ILuP7vYkhbJ2s+eoJ0G0J2sPOYUnEj1O4yQhPIG2kW1JbplMUkQSSZFJtI1oS0J4AoHOwLq+XBERvzCNaf2nbgUrIiLStFV1K1jxH43BpLH4NvNb5myaw8pdK4kIjGB81/GM6TyGzLzMMkmh4ud7svaQ784v2d/lcJEYkUhShCchlBSZ5EkQRSRxRvgZuBwuP16diEjdqWoMpsSRiIiINBhKHDVMGoNJY/PNj9/w5KYneX/P+xX6gpxBnqRQqRlDxQmiVqGtVHNIRJqlqsZgWqomIiIi0swYY34L/BKwwBfAzdbaXP9GJVJ7OsV24omLn+Dz9M/5eO/HnBF2RkmyqEVoCxzG4e8QRUQaDSWORERERJoRY0wCcAdwrrU2xxizCLgOeMGvgYnUgfNanMd5Lc7zdxgiIo2aUu0iIiIizU8AEGKMCQBCgX1+jkdEREQaKCWORERERJoRa+1e4B/AbmA/kGmtXeWXYPKP++W0IiIiUn1KHImIiIg0I8aYGOBKoAPQBggzxozzsd1EY0yqMSY1PT299gPJ2AOP/QTWzAa3u/aPLyIiIrVCiSMRERGR5uVS4Dtrbbq1tgB4Ffhp+Y2stc9Ya3tZa3u1aNGi9qMICIaE8+Gt6TD/KsjcW/vnEBERkdOmxJGIiIhI87Ib6GuMCTXGGOASYGu9RxHeAsakwPBHIe1TmNMPvlhc72GIiIhI1ZQ4EhEREWlGrLXrgMXARuALPOPBZ/wSjDHQ62b41ccQfw68MgFe+SXkHPFLOCIiIlKREkciIiIizYy19o/W2s7W2m7W2hustXl+DSjuLLh5JQz6A2x5Feb0h28/8GtIIiIi4qHEkYiIiIj4nzMALrwXfvk2uELhpRGw8vdQkOvvyERERJo1JY5EREREpOFI6Am3fQgX3Aprn4JnLoIfvvB3VCIiIs2WEkciIiIi0rAEhsLl/4DrX4GcH+GZQfDxo+Au8ndkIiIizU6tJY6MMfOMMQeNMVtKtd1vjNlrjNnkfVxWqm+6MWaHMeYbY8yQ2opDRERERJqIsy+F29dAp6Hwzh/hheFw5Ht/RyUiItKs1OaMoxeAoT7a/2mtTfY+lgMYY84FrgO6eveZbYxx1mIsIiIiItIUhMXBqPlw1RzPkrU5/WHTy2CtvyMTERFpFmotcWSt/RD4sZqbXwmkWGvzrLXfATuA3rUVi4iIiIg0fAV51Vx6Zgwkj4Xb/wdndIfXb4dFN8Kxw3UboIiIiNRLjaPJxpjPvUvZYrxtCcCeUtukedtEREREpBk4ejiH+TM+YeOq73G7qzl7KKYdjF8Klz4A36yAOf1g+zt1G6iIiEgzV9eJoznAWUAysB/4v5oewBgz0RiTaoxJTU9Pr+XwRERERMQfAlxOzjgzijWv7uT1RzaSmX68ejs6nDDgLrj1PQiJhX9fA8vugfxq7i8iIiI1UqeJI2vtAWttkbXWDczlxHK0vUDbUpsmett8HeMZa20va22vFi1a1GW4IiIiIlJPQkIdnH9kOQMvDOZwWjYpf1rPlg/SsNWtXdT6PJj4PvT9NXz6LDw9EPZuqNOYRUREmqM6TRwZY1qXejkSKL7j2hvAdcaYIGNMB+BsYH1dxiIiIiIiDUfezp1kLPoPrgcm0PerfxLrzOSDhdt484nNZB/Jrd5BXMEw9C9w4xIoyIHnfg4f/A2KCus2eBERkWak1hJHxpiFwBqgkzEmzRgzAfibMeYLY8znwCDgtwDW2i+BRcBXwErg19baalZHFBEREZHGLrhTJ87538e0+dtfiWrXkq6rZnDOthT2bTnAyzM+4qu3vq7+7KMzL/IUzj73Klj9EDw/FA7vrMvwRUREmg1T7V/IDUCvXr1samqqv8MQERGROmKM2WCt7eXvOKSs+hiDFR4+zNEVK9m/7AM+4wIyo87ijMJd/PTCCFpeMRhndHT1DvTFYlh2t2fW0dC/wPk3ee7KJiIiIpWqagymxJGIiIg0GEocNUz1PQbL3fU9n76whi/2xxJQkEPnnYvo0C2GqCuGE37RRTiCg6s+QGYavD4JvvsAzhkGIx6H8Jb1E7yIiEgjpMSRiIiINApKHDVM/hqDHUrL4u1/fcaPhwppnbGZjlvmExTkIGLwYCKvGE5Y374Yp9P3zm43rH8a3v4jBEXAiCeg82X1ewEiIiKNhBJHIiIi0igocdQw+XMMVlToJnX5Ljas3EVIsKGHcyMhq1NwZ2fjbBFP1GWXETn8CoK7dcX4WpJ2cCu8eiv88AWcfyMMeRiCwuv/QkRERBqwqsZgdXpXNRERERGR0+EMcNBnxJlcM6UXQZEh/C+rB/vvfJGW//cYocnJHHl5Ibt+8Qu+HXYZ6U8+Rf7335c9QMsu8Mv3YMBvYeN8+Fd/2L3OPxcjIiLSCGnGkYiIiDQYmnHUMDWUMVhhfhFrX/+Wze/tIbJFCJfe1IWWLQxHV63i6JtLOf7pp2AtweedR9Tw4UReNoyA+PgTB/j+E3jtNk8NpAF3w0XTwOny3wWJiIg0EFqqJiIiIo2CEkcNU0Mbg+395gjvvrSVrB9z6TE4id5XdCDA5aTghx84umw5mUuXkrd1KzgchPXrR+QVw4m4dDDO8DDIPQorp8Gmf0PrZLj6GWjRyd+XJCIi4ldKHImIiEijoMRRw9QQx2D5uYX8b/EOvvp4H7Ftwrh0/Lm0SIoo6c/bsYPMN5dydOlSCvbuxQQHE3HxICKHX0H4gP6YHSvhzTuh4DgM/hP0vhV81UgSERFpBpQ4EhERkUZBiaOGqSGPwXZ9cYjVC74mN6uAXpe35/yh7XA6T5TxtNaS89kmji59k6PLV1CUkYEzKoqIoUOJuuSnhHz/NGbnO3DWxXDlbIhs7cerERER8Q8ljkRERKRRUOKoYWroY7DcYwV8mLKN7Z8eoGW7CC4Zfy6xrcMqbGcLCsj+3/84+uZSst57D5uTQ0Dr1kT1bEskbxPcIhCGPwpdr6r3axAREfEnJY5ERESkUVDiqGFqLGOwHRsO8sHL31CQV0Tfq87kJxe3xTh8Lz9zHztG1nvvkfnmmxz73ydQVERQfACRCT8SNeRSXGMfh+Coer4CERER/1DiSERERBoFJY4apsY0BjuWmcf7C75m1xeHaXN2NJfc1IXI+JAq9yk8fJijK1ZydOmb5GzaDEBoa4j8xQ1Ejp2EMzq6HiIXERHxHyWOREREpFFQ4qhhamxjMGstWz/Zz8f/3Q4W+l/bkXMHtMFUo/h1/p49HP3302S+/ir5GRachvCfXUjUiBGEDxqEIzi4Hq5ARESkfilxJCIiIo2CEkcNU2Mdgx09nMN7L21l7zcZJHWN4+IbOhMWHVStfW1uFrnP38HRle9wNC2CwmMWR1gYEYMHE3nFcML69MEEBNTxFYiIiNQPJY5ERESkUVDiqGFqzGMw67Z88UEaa17didPl4GfXncPZF7Sq1uwjAL5ZiX19Msd3Hyczry9Zm/bgzs7GGR9P5GXDiLriCoK7dav+8URERBogJY5ERESkUVDiqGFqCmOwjAPHeeeFrzjw3VHOOr8FF47tREh4YPV2PnYI3rgDvlmGO7E/2bHjOLp6Ddnvf4AtKCCwXTsir7iCqOGXE9i+fZ1eh4iISF1Q4khEREQaBSWOGqamMgZzF7n57O3drH/zO4LCXAwa15kO58VXb2dr4bMFsHIaGCdc/g+K2g0h6+23yXxzKcfXrwdrCe7enagrhhM5bBgBLVrU7QWJiIjUEiWOREREpFFQ4qh+GGOigWeBboAFbrHWrqls+6Y2BjuUlsU7z2/l8N5sOvc7gwGjziEopJr1in78Dl67Dfasg65Xw+X/B6GxFPzwA0eXLSdz6VLytm4Fh4Owfv2IvGI4EZcOxhkeVrcXJSIichqUOBIREZFGQYmj+mGMeRH4yFr7rDEmEAi11mZUtn1THIMVFbhZv+w7Pnvre8Jigrjkxi4kdo6t3s7uIvj4n/D+wxDWAq6aDWddXNKdt2MHmUuXcnTpMgrS0jBBQYRfPIioK64gfMAATGA1l8iJiIjUEyWOREREpFFQ4qjuGWOigE3AmbaaA8GmPAb74dtM3n1xKxkHjtN9UCL9Rp6FK9BZvZ33bYJXJ8Khb6DPr+DS+8EVUtJtrSXns00cXfomR1espOjIEZxRUUQMHUrU8MsJ6dkT43DUyXWJiIjUhBJHIiIi0igocVT3jDHJwDPAV8BPgA3AndbaY+W2mwhMBEhKSur5/fff13Ok9acgv4i1r+3k89VpRLUM4dLx53LGmVHV3DkH3v4jrH8a4jvB1c9Am+QKm9mCAo598gmZby4l6913sTk5BLRpTdTllxM5/AqCO51TuxclIiJSA0ociYiISKOgxFHdM8b0AtYC/a2164wxjwFHrbUzK9unuYzB0r7+kXdf2sqxI3n0+Hk7eg/vgNNVzRlBO96FJb+GY+kw6PfQ/y5w+J655D72/+3deXxU1fn48c+ZyWRPJhtbNhIISwJoECQgRHZZDCjUggtVbCu2dtHWKtiKre23lX4Xf+rLaivSYrGKFrWUABZZBFEBQaGFBAmBQBaWQMhKSDIz5/fHHbKRDchkkszzfr3ymtzl3PucDI4nT859TgVlW7dSkp5Oxc5PwW7HZ+BAgmelYb39diyRke3XKSGEEKINJHEkhBBCiC5BEkeup5TqDezSWsc5t1OBJVrr25tr40ljsKpKGzv/nsXhz04RHhXIlAcTiYgOalvji0WQ/hPI+AfEjIY5f4Sw+Bab2IqKKN24kdJ16VTu3w+A38gRWNNmETx9GuaQkOvqjxBCCNEWkjgSQgghRJcgiaOOoZT6BPiu1vprpdSvgACt9RPNne+JY7Dj/z7HtjcPU1VRw81p8dx0WywmcxtmH2kN/34XNvwMtAOmL4PhC0CpVptW5+ZSmp5Oybp0qo8dA4uFwNRUrLPSCJwwAZOfX6vXEEIIIa6FJI6EEEII0SVI4qhjOOscvQ54A8eAB7XWF5o731PHYJXl1Wx/6wjZX56lV3wwkx9IJLR3QNsaF+fCP74POZ/A4DSY9SIERLSpqdaaqsxMStalU7p+PbazZzH5+xM0dSrBs2YRMDoF5eV1HT0TQgghGuqQxJFS6s9AGnBWaz200bHHgf8FemitzymlFPAiMBO4CCzUWn/Z2j08ddAihBBCeApJHHVOnjwG01qTtfcMO94+gr3Gweg5/blhQjTK1PoMIhwO+Pxl2Pob8A2BO16GgdOu7v52Oxe/+IKSdeso2/QRjrIyzBERBM+cgXXWLHyHDkW1YTaTEEII0ZKOShzdCpQDf62fOFJKxWD8RWswMMKZOJoJ/AgjcZQCvKi1TmntHp48aBFCCCE8gSSOOicZg0FFcRVbVx3m5KHzRA0KYdL9iQSHt/HRsdMH4f1FcPYQjPw23PZf4N3GmUv1OKqqKN++ndJ16ZR//DG6pgbvvn0JTkvDOisN77i4q76mEEIIAR34qJpSKg5Ib5Q4WgP8BlgLjHQmjv4EfKy1ftt5ztfABK31qZau76pBy+nf/Y6qzMPtfl0hhBCiO/JJHEzvn//cJdeWxFHnJIkjg9aazE9PsfPvWaBg3DcHkHhLn7bN+Km5BNv+Cz57GcL6wdzXIPra/6nbS0sp27SJknXpXNyzB7TGd9gwrLPSCJ4xA68ePa752kIIITxPS2OwNq4ves03vgPI11ofaHQoCsitt53n3CeEEEIIIUSnpJQiaVwkdy8dRY+YILatOsyGV/5NRUlV640tvsZMowfWga0KVtwG254De801xWIODibkrrvo+8ZKEj7eRs8nn0TbbZz53XNkjZ/AyW9/h+IP/oG9vPyari+EEEJc5rIZR0opf2AbcJvWukQplUPdjKN0YJnWeqez3RZgsdb6ij9lKaUWAYsAYmNjR5w4caLd4hVCCCFE5yIzjjonmXF0Je3QHNiay65/HMPLx8T4ewYxYGSvtjWuLIaNi+HfqyFqBMx5DSIS2iWuquxsStatozR9PTV5eSgfHwInTcSalkZgairK27td7iOEEKJ7ccujakqpYcAWjOLXANFAATAKeJZO9KiaEEIIIToHSRx1TjIGa17RqQq2rMzg7IkyBozsya13D8I30NK2xoc+gHWPgb3amI008tvQToWutdZU7t9P6bp0SjduxH7hAiarleBp07DOSsNvxAiUyaUPHwghRMfT2vjC+aoddd83fm3yGMb+Np+v653PddybRtdq5nxrDITFu+RH59YaR/WO5VA34+h24IfUFcd+SWs9qrXry6BFCCGE6N4kcdQ5yRisZQ67g30fnmDv+hx8Ay1M/NZg4oZFtK1xaQGs/QFkb4WEqXDHHyCojTOX2kjX1FDx2WeUpK+nbPNmdGUlXpF9sN5+O8FpafgOGtSu9xNCdGNV5ZCzE7K3wMnPjUdvr0igXENCpMljV5m88QSpP4PJS11y6Y5aVe1tYAIQAZwBfqm1XlHveA51iSMFvAxMx5iR9GBTj6k1JoMWIYQQonuTxFHnJGOwtik8WcbmlRkUFVSQNLYPY785AG9fr9YbOhzwxXL46Bmw+MPslyBxlktidFy8SNmWrZSkr6Ni56dgt+MzYADBs2ZhTbsdS2SkS+4rhOiitIYzh4xE0dHNcHKXMUvS4g+xo8HXCihjtqQy1X3f+LWpfa22M9XNwmz2WGvX4iru0/gYLRxrLYamYm5rDDR/LCQGQuPa+U2+HG4HzThyNRm0CCGEEN2bJI46JxmDtZ29xsHudcf46qOTBIX5Mvn+RKIGhbatceHX8P5DcOoAJC+A6c+Bb7DLYrUVFVG6cSOl6eup/OorAPxGjsCaNougabfhFdrGuIUQ3cvFIji2DY5uMWZDljkryvQcAgmTja/YMeDl4944RbuSxJEQQgghugRJHHVOMga7eqeyS9i8MoPSwkpunBTD6Dv74eVtbr2hrRq2/x52Pg/WaKNwdt8xLo+3Oi+P0vR0StalU52dDRYLgePGYZ2VRuDEiZj8/FwegxDCTRx2yN9nJIqObja+R4NvCPSfCAlToP8kCJYZid2ZJI6EEEII0SVI4qhzkjHYtampsvPZ+0c5uD2fkF7+TFmYRK/4Ns4gOrkLPngYLpyAcY/BhJ+Dl+tXRNNaU5WZScm6dErXr8d29iwmf3+Cpk4leNYsAkanoLza8PidEKJzKy2oSxQd+xguFRuPREWNcCaKJkPUTWBqQ8JbdAuSOGrNxiVw+j/tf10hhBCiO+o9DGYsc8mlJXHUOUni6PrkZhSxdVUmFSXVjJjel5Ez4zB7tWFFs6oy+PAp+GqV8d/d3OXQM9H1ATtpu52LX+ylJH0dZf/ahKOsDHNEBMEzZmCdlYbvsGGodloFTgjhYrYqOPGZs1bRFjibYewP6mM8etZ/MvSbAP5hbg1TuI8kjlqx65WHCCrObPfrCiGEEN1RWUgiox9Z7pJrS+Koc5LE0fWruljDJ+9m8fWu00TEBDJlYRLhUYFta5yZDut+bKxmNPVZGPUwmNqQeGpHjqoqyrdvp3RdOuUff4yuqcHSNxZr2iyC027HJ941y0MLIa6R1nA+u66odc5OqLkIZm+jPlHCFOOrZ2JdIWiMWYf64kXsJSXYS0uxF5dgLy3BXlKCo3a71NguK6u3mln9ItY0/L72lSvOUY3bNffa4Baq8Y4W7t1Mmxbv2bhNC/dq3Ld6+5qNs6l2zbVpdK+AsbcQNHEiriCJo1Y8u+4QGQWl7X5dIYQQojtKigzml7OGuOTakjjqnCRx1H6O7S/k478dpqrSRsqsfiRPjcVkasOsnfKzsPaHkPUvY1bAHa+ANcrl8TbFXlpK2UcfUbIunYu7d4PW+A4dinVWGsEzZ+LVo4db4hLC41WVwfEdcHQz+uvN2AvzsFebsPtGYw9LxhE0ELt3b+wVl4zEUEkxjpLSuiSR85WamubvYbFgDg7GbLViCgpEmcxGkgrqXgHN5X00PFY//9BoX7Ntmmpfe8zZtsG5rbVpwz3bOc7aNm2Jr8k4DeEPLiTie9/DFSRxJISHqqmpIS8vj0uXLrk7FI/k6+tLdHQ0FovF3aEI0WVI4qhzkjFY+6osq+bjt77m2FeF9O5nZfLCREJ6+rfeUGvYtxL+9XMwWyDt/8HQb7g83pbUnDlD6foNlKSvoyojE0wmAkaPJnjWLIKmTsEc2MZZVUKIK2itcZSXYy8pNZI8l5M7l5M9xRdwnDmB/dQx7OdOYy8tw16tcFSbcdhaTkibgoLqEkDWYMzWkNptc4gV0+Xvg43ty8eUv788otpNSeJICA91/PhxgoKCCA8Plw/4Dqa15vz585SVlREv0/eFaDNJHHVOMgZrf1prjuw5wyfvHMFuc3DL3ASG3hqFasvso/PZ8P4iyN8Lw74JM/8X/EJcHnNrqrKzKUlPpzR9PTW5uSgfHwInTjRWZktNRXm7vri3EJ2Ro7oae3ETiZ/LyaDi+jN+SnAUG4+G2cvKwG5v9rrKrDFbHJi8HZgD/TCH9cTcuy/myP6YQkKbTPyYrFbMQUHXVeS+oqSK3IwiTmWXYLc5qJuAc+WsmivSDQ1mJTV3bqMZPU2e2/DCTaY1Gs3WoYmJQY3vpa884YprtxjnFec2EVgz/W3y1EazkxJv6cPQ8dFXntgOWhqDyZIIQnRjly5dIi4uTpJGbqCUIjw8nMLCQneHIoQQohNSSjEopTdRA0PYtuowO1Yf4dj+Qibdn0hQmG/LjcP7w7f/BZ/8H2z/vVHw9s5Xod/4jgm+GT79+9Pz0Ufp8eMfU7l/P6Xp6ynduJGyDz/EZLUSPG0awWm34z9yJKqDazQJcb20w4GjrMyZ8ClpfhZQ/cSP85huafa/UnWze6xGgsc7Kto5C8hI8pjt5zGXH8VcfBBT6RHM3nbM1hBMg51FrftPgqBeLuu7vcZBQXYxuYeKOJlRxPn8cgB8Arzw9vW63I0m+wb1qvU0WTuowalXtm3iuuqKCzZ/ncb3ajHOK9o22Gq4r5X7XD5XKXXlD6ClezX+mTXYUHh5u2eVO5lxJEQ3lpmZSWJix62+Iq4k74EQV0dmHHVOMgZzLa01hz4p4NP3jmJSkDp/IING927bH37y9sH7D0FRNoz5IUxaCpZWEk8dSNfUUPH555SsS6dsyxb0xYt49emD9faZBM+ahe+gQe4OUXgQrTX60qXWEz8lJY1mAZXiKC1tZlqLQfn51SZ+6h7/cs74sVoxW+vN+Kk3C8gUFHRlIrU4t66o9bEdUFUCygzRNzuLWk+CPslgck0SQWtN8ZmLnMwoIjejiPwjF7BVOzCZFX0SrMQmhROTFEZEVGDbZkmKLkFmHAkhhBBCCNFJKaUYemsUMYmhbHkjky1vZHJsfyET7huMf3Arj3dFj4DvfQIfPQOfvwzZW2Hua9B7WMcE3wplsRB4660E3norjosXKduyldL0dM6vfIPzr6/AZ8AAgmfNwnr7TCxR7in2LboebbNhLytr+vGvJhM/zlXBSkrR1dXNX9hsbpj4CQvFOy6uxcTP5X2m63kUs6YSTnwKR7cYX+e+NvYHR8OQOyFhMsSPd+kjqVUXa8g7fKE2WVRWZMySsvb0I/GWSGKTwogcGFI7w0h4FplxJEQ35u7ZLsXFxbz11ls88sgjV9Vu5syZvPXWW4SEhLgmsA7k7vdAiK5GZhx1TjIG6zgOh+bA5lx2/TMbb18vJtw7iP439Wxb46yPYO0P4GIRTHoabvmRy2YkXC9bURGlH35I6bp0Kr/6CgC/ESOwzkojaNo0vEJD3RyhcDWtNY6KizhKS5qu+9MoGXQ58WMvKcFRXt7itU0BAVcWfG6c+Km/z5kIMgUEdEyJB63h3BFjRtHRLUbSyHYJzD4QN85IFCVMgYiBzTxbdf0cDs3ZE6XkZhRx8lARZ3JK0Q6NxddM9KBQYoeEE5sURnCEn0vuLzofKY4thIdyd9IiJyeHtLQ0Dh482GC/zWbD6zoK8nUl7n4PhOhqJHHUOckYrOOdLyhny8pMCk+WMXBUL1LnD8Q3oA2rdFach/RHIXMd9B1r1D4K7ev6gK9DdV4epenplKxLpzo7GywWAseNM4pqT5yIyU9+ce3MdHW1MbPncpHnNiR+apd9t9mav7DF0uDRL3NwsJHcaTLx40wShTgLP3fGFW0vlcCx7UayKHsrlOQa+yMGGkmi/pOh7y3g3YYVFq9R+YVLtTOKcg8XUVVhAwU9Y4OISQojNimcXv2CMZulBpknksSREB7K3UmLu+++m7Vr1zJo0CAsFgu+vr6EhoZy+PBhjhw5wp133klubi6XLl3i0UcfZdGiRQDExcWxd+9eysvLmTFjBuPGjeOzzz4jKiqKtWvX4teFBpDufg+E6GokcdQ5yRjMPex2B/s25LB34wn8gyxMuj+R2CHhrTfUGg68DRueNLZn/g/ceLfLZi60F601VYcPU7IundL167GdOYPJ35+gqVMITptFwJjR17USlGiedjhwVFQ4l3gvuXIWUG3ip/4+Z+HnixdbvLYpKKiu8LM1uPXEz+Vl3/38uvYCLw4HnNpvzCjK3gK5e0DbwSfYKGTff7Ixsygk1mUh2KrtFGQVczLTSBYVFVQA4G/1JtaZKIpODMUvUFY8FJI4EsJj1U9aPLvuEBkFpe16/aTIYH45a0izx+vPOPr444+5/fbbOXjwYO3y9EVFRYSFhVFZWcnNN9/M9u3bCQ8Pb5A4SkhIYO/evSQnJzNv3jxmz57NggUL2rUfriSJIyGujiSOOicZg7nX2ROlbF6ZyYVTFQxJjeSWbyS0rc7IhRz44Htw8nNInA2zXgT/MJfH2x603c7FL/ZSuj6d0g//haOsDHN4OMEzZ2JNux3fG27o2kkFF3FUVTVM/NQu9d5c4qfYmAVUWmokOpqhvL2NRE/jGT+XZwFdTvw0TgYFB6PMnfNxSZcoO2PMJsreYrxePG/sjxzuTBRNgeiRYHbNjCitNUWnKozHzzKKKMgqxl7jwOxlqi1qHTskjLDIDnokT3QpUhxbCNEpjBo1qjZpBPDSSy/xwQcfAJCbm0tWVhbh4Q3/khofH09ycjIAI0aMICcnp6PCFUIIITqFnn2Dmffzkexee4z9W3LJzSxi8gNJRA4IablhaBwsXA+fvQRbf2vMeLjjDzBgSkeEfV2U2UzA6BQCRqfQa+lSyrdvp3RdOsXvvMOFVauw9I3FensawbPS8Kk3tugOtN1et+x7WxM/zu0Wl303mTAHBWEKqUv8eEdHt5z4sYYYs4R8O89KfZ2KrRry9tTVKjr9b2N/QA9ImGrMKOo3EQJ7uCyESxU15DpnFOVmFlF+oQqA0N7+DEmNJDYpnMiBIVjctIy76B4kcSSEh2hpZlBHCQgIqP3+448/ZvPmzXz++ef4+/szYcIELjUx2PHx8an93mw2U1lZ2SGxCiGEEJ2Jl8XM2LsGEH9jBFveyOSD578keXIMKXf0w8vSwi+EJjOM+wn0nwTvL4K/fQNufgim/tqltVTak8nbm+CpUwmeOhV7WRllmzZRkp7OuVdf5dwrr+A7dKhRVHvGDCw921hI3MW01ujKyrpVvUqaSvw0qvvjPNdRVtbysu/+/g3q/njH9W018WO2WjEFBl657Lu4ehdynImirXB8O1SXg8kLYlJg8jPGrKJew8BFP2uH3cGZnDJOZpwnN6OIszmlaA0+/l5EDw5l5MwwYoeEExQmyT7RfiRxJIRwmaCgIMrKypo8VlJSQmhoKP7+/hw+fJhdu3Z1cHRCCCFE1xM5IJT5T4/is/eOsn9zLicOnmfKg0n07BvccsM+N8Ki7bDlWdj1Chz7GOa+BlE3dUjc7cUcFETIN75ByDe+Qc2Zs5Ru2EDpunWceW4ZZ37/3wSMTiE4bRZBt03FHBh43ffTNltdQqekuce/GiZ+Lp+ra2pa6Ii5YeHniHC8+/Vr4vEva8Ov4GDU9Sz7Lq5edQXk7DRmFB3dDEXZxv6QWLhhnvEIWvyt4NvKf4PXofR8pTGjKKOI3MMXqK60oRT0jAtm5Mw4YoeE07NvECYpai1cRBJHQgiXCQ8PZ+zYsQwdOhQ/Pz969epVe2z69On88Y9/JDExkUGDBjF69Gg3RiqEEEJ0Hd6+Xky4bzDxyT3Y9tdM1vx+HyNn9GXEzLiWV0Oy+ML052DgNPjg+7BiKoxfYsxIMne9XwssvXoS/uBCwh9cSNWxY7Urs536+c85/eyzBE6ciDXtdgJuvRVdXYOjpLjpxE/tamAlVySJHBUVLcZgCgioW+LdasUnIeHKxI9zqffLiR+TNQRTgL/UmOmstIazmc7Vz7bAic/AXg1efhCfCqMWGbOKwvu7rOB8TZWd/CMXamsVFZ8xCpAHhvrQ/6YeRlHrwaFtW2lRiHYgxbGF6MakMLP7yXsgxNWR4tidk4zBOq9LFTV88s4Rjuw5Q4/YIKYsTCIsMqD1hpUXYP3jcPA9iB4Fc/8EYf1cH7CLaa25dOCAsTLbxo3Yi4pabaMsltrET/1ZQCZrc4kf5/edddl3cfUuFhmz8LK3GI+glRUY+3skGnWKEqZA7Bgj+eoCWmvO51fUPn5WcLQYh01jtpiIGhBCjHMFtNA+knAUriPFsYUQQgghRANKKTOwF8jXWqe5Ox5xbXwDLEz99hD6Jffg47e+5t3ffUHK7H7cOCUGk6mFXzD9QuGuP8OgmZD+U3h1HEz/Hdz0gMtmUXQEpRR+ycn4JSfTa8liKnbtovKrrzAFBDb9+FdwcNdf9l1cPYcd8r90Joo2Q/4+0A7wtRrFrBMmG4+gWaNcFkJlWTW5mcaMotyMIi6WVgMQFhnADROiiUkKIzIhBC8pai06AUkcCSGEEEJ4pkeBTMB1hTlEh+l/U0/6JITw8d8O89n7Rzn+70ImP5CEtYdfyw2H3QWxo+Ef34d1j8KRf8Gsl1y6ClRHURYLgampBKamujsU0RmUnnImirbAsW3GrDsURI2AW58wZhVF3uSyxzbtdgdnjpVw8pCRLCrMLQMNPgFexCSGEZsURkxiOIGhPq1fTIgOJokjIYQQQggPo5SKBm4Hfgv81M3hiHbiH+zNjO8N4+tdp/nknSOs/q89jP1GAkNSI1ueUWONhm+thd2vwuZn4ZXRcMfLMGhGxwUvRHuzVcHJz51FrbfA2UPG/sBexky7hMnG7CL/MJeFUFJYSW7GeU5mFJH39QVqLtlRJkXv+GBGpcUTmxROj75BLc8OFKITkMSREEIIIYTneQF4Eghq7gSl1CJgEUBsbGzHRCWum1KKwWP6EDUolK1/zWT7W19zfH8hE7+V2PJMBpMJxvzA+EX6/UXw9t3GY2vTfgc+1786mRAd4nx23epnOZ9AzUUwWaDvGJjyrDGrqNcQlz2OWX3JRv6RYnIPGcmiksJKAILCfRl4cy9ik8KJGhyKj5/8Gi66FvkXK4QQQgjhQZRSacBZrfU+pdSE5s7TWr8GvAZGceyOiU60l6AwX2b/OJmDO/L57L2jrP7NblLnD2TgqF4tzz7qlQQPbYFtv4NPX4Tj22HucogZ1XHBC9FWVWVw/JO6WkUXcoz9ofGQfJ+RKIob57Lkp3ZozuWVczLjPCcPFXH6WAkOu8bL20TUoFBumBRNbFI41p5SR0t0be2WOFJK/Rm4PBAZ6tz3G+AOwAGcBRZqrQuU8V/Ni8BM4KJz/5ftFYsQQgghhGjWWGC2Umom4AsEK6Xe1FovcHNcop0pk2LYhGhiEsPY8kYGm/+SwbH9hUy4dxB+Qd7NN/TyganPwsBp8P7D8OdpkPo4jF8MZllFTLiR1nD6P3W1ik7uAkcNWAIg/lYY80PoPwnC+7sshIul1bWPn+VmFlFZVgNAeHQgN06OITYpjD79QzBbTC6LQYiOprRunz8gKaVuBcqBv9ZLHAVrrUud3/8YSNJaf885UPkRRuIoBXhRa53S2j1kKVghro4sBe9+8h4IcXVaWgpWtD/njKOftbaqmozBuj6HQ7P/o5PsXncMHz8vJtw3mH7JbSiAfakUNi6GA29Bn2Rj9lGPgS6PV4haFeeNYtZHN0P2Vig/Y+zvNQwSJhmzimJSjISnC9htDk5ll9Qmi87llgPgF2QhenAYsUPCiEkMI8AqRa1F19bSGKzdZhxprXcopeIa7SuttxkAXM5S3YGRYNLALqVUiFKqj9b6VHvFI4Rwv+LiYt566y0eeeSRq277wgsvsGjRIvz9/Zs8XlZWRmq9VVLy8vJYsGABL7zwAlVVVdx///3s27eP8PBw3nnnHeLi4gB47rnnWLFiBWazmZdeeolp06ZdU9+EEEKIrsRkUtw0rS99h4azeWUGG//4HwaN7k3qvAH4+Lcwi8g3GOa8CoOmw7rH4E+pMPU3MOohl9WJER7OboP8vXW1igq+AjT4hRqzifpPNl6D+7jk9lprSs5WGjOKMs6Td6QYW5Udk0nRu7+V0Xf2IzYpnIjoQJQUtRYewuU1jpRSvwXuB0qAic7dUUBuvdPynPskcSREN1JcXMwrr7xyzYmjBQsWNJs4CgoKYv/+/bXbI0aMYO7cuQCsWLGC0NBQjh49yurVq1m8eDHvvPMOGRkZrF69mkOHDlFQUMCUKVM4cuQIZrP5mvonhBBdndb6Y+BjN4chOlB4VCB3LR7J3g057PvwBPlfX2DS/YnEJLayslTSHcasjrU/gI1PwJEP4Y4/uOyXd+FhSvLqEkXHtkNVCSgTRN8ME54yZhVFJoPJNWO2qkob+YcvGLWKMoooO38JgOAefgwe3ZvYpDCiBoXi7SslgoVncvm/fK31L4BfKKWeAn4I/PJq2suKHkK0k41LjGfC21PvYTBjWbOHlyxZQnZ2NsnJyUydOpWePXvy7rvvUlVVxZw5c3j22WepqKhg3rx55OXlYbfbWbp0KWfOnKGgoICJEycSERHBtm3bWgzjyJEjnD17tnYG0tq1a/nVr34FwF133cUPf/hDtNasXbuWu+++Gx8fH+Lj40lISGDPnj2MGTOm3X4kQgghRGdn9jKRMrsfccMi2Lwyg3++uJ9h46MYMzcBi08Lv5gH9Yb71sAXr8OmpfDqGEh7AYbc2VGhi+6i5hKc+NRIFmVvgcLDxv6gSEiabSSK+o03Zhm5gHZozp4sq3387PSxUrRDY/ExEzUolOFTY4kdEoa1R9N/wBTC03RkyvRvwAaMxFE+EFPvWLRz3xVkRQ8huq5ly5Zx8OBB9u/fz6ZNm1izZg179uxBa83s2bPZsWMHhYWFREZGsn79egBKSkqwWq08//zzbNu2jYiIiFbvs3r1aubPn1+7WkV+fj4xMcZHjJeXF1arlfPnz5Ofn8/o0aNr20VHR5Of3+RHjxBCCNHt9YoPZv4vbmbXP45xYGsuJzOKmLwwiT79rc03Usp4TK3fBHj/Ifj7A3DkHpjxe/BtoZ3wbFrDuay61c9yPgVbJZh9oO8tMHyBkSzqMdhlj0BWFFfVPn6Wm3mBSxVGUesesUEMvy2W2KQwevezYvaSotZCNObSxJFSaoDWOsu5eQfgTCXzT+CHSqnVGMWxS6S+kRAu1sLMoI6wadMmNm3axPDhwwEoLy8nKyuL1NRUHn/8cRYvXkxaWlqDukVttXr1alatWtXeIQshhBDdnpe3mXHzBhB/YwRb3sjkg//dR/LUWFJm9Wt5VaiIAfCdj2D7f8Mn/2skAub8EeLGdlzwonO7VALHdxiJoqNboeSksT98AIx4wEgU9R0L3q6Z1WOrsXMqq4STmUay6Hx+BQD+wd70HRZObJJR1LrFFQaFEEA7Jo6UUm8DE4AIpVQexsyimUqpQYADOAF8z3n6BowV1Y4CF4EH2ysOIUTnpLXmqaee4uGHH77i2JdffsmGDRt4+umnmTx5Ms8880ybr3vgwAFsNhsjRoyo3RcVFUVubi7R0dHYbDZKSkoIDw+v3X9ZXl4eUVFR19cxIYQQohuIGhTK3UtHsXNNFl9tOsmJg+eZsjCJHrFBzTcyW2DSL2DAbcbso5W3wy0/gklPu2yFK9GJORxw+kBdoih3N2g7eAcZj52l/sQobB3a1yW311pz4fRFcjOKOJlxnoIjxdhqHJi8FH36hzBmTm9ih4QRHhVYO0tdCNE27bmq2j1N7F7RzLka+EF73VsI0TkFBQVRVlYGwLRp01i6dCn33XcfgYGB5OfnY7FYsNlshIWFsWDBAkJCQnj99dcbtG3tUbW3336be+5p+PEze/Zs3njjDcaMGcOaNWuYNGkSSilmz57Nvffey09/+lMKCgrIyspi1KhRrum8EEII0cV4+3kx6VuJ9EvuwbZVh1mzbC83p8Vx07S+mMwtzD6KuRm+txM2/QI+ewmyt8Hc16BXUscFL9yjvBCytxrJouytcPGcsb/PjTD2UWNWUcwoI8noApcqasg7fKG2VlH5hSoAQnr5kzgu0ihqPTC05dpdQohWSVl4IYTLhIeHM3bsWIYOHcqMGTO49957awtRBwYG8uabb3L06FGeeOIJTCYTFouFV199FYBFixYxffp0IiMjWyyO/e6777Jhw4YG+77zne/wrW99i4SEBMLCwli9ejUAQ4YMYd68eSQlJeHl5cUf/vAHWVFNCCGEaCRuWAT3PJPCjtVfs/ufxzl+4BxTHkwitHdA8418AmHWizBwOvzzR/DaeJj8Sxj9CJikZky3Ya+B3D3ORNEWOHXA2O8fbswmSpgC/SdCYE+X3N7h0JzNKa2tVXTmeClag7evmejEMEbONB4/C47wc8n9hfBUypj80zWMHDlS7927191hCNFlZGZmkpiY6O4wPJq8B0JcHaXUPq31SHfHIRqSMZjnytp7hu1vf42t2sGYO/tzw8RolKmVx3zKC2Hdj+HrDRCXatQ+skZ3TMCi/V04UTej6Nh2qC4DZYaYFEiYZCSLet/osgRhWdGl2sfP8g5foOqiDRT07BtMbFIYsUlh9IoPbnlWnBCiVS2NwWTGkRBCCCGEEKJJA0b2InJACNvePMzOv2dxbH8hkx9IbHlGR2APuPst+PKv8OFT8MotcPv/wbC7XLZilmhH1RfhxKfOWkVb4LxzrSNrDAz7hpEoir/VZavo1VTbKcgqJveQkSy6cPoiAAFWb+KTexhFrQeH4RvomsffhBBXksSREKLTS0lJoaqqqsG+VatWMWzYMDdFJIQQQniOAKsPtz9yA5mfnWLn37NY/Zs9jL0rgaRxkc0XGVbKWDkrPhXefxje/64xA+n2/wP/sI7tgGiZ1lB4uC5RdOIzsFeBly/EjYOR3zaSRREDXJL401pTVFBR+/hZQVYJdpsDs5eJyAFWEscatYrCIgOkqLUQbiKJIyFEp7d79253hyCEEEJ4NKUUSWMjiR4Uyta/ZvLx377m+IFzTFwwmICQFlZQC+sHD26ET/8ffLwMTu6CO18x6uAI96m8AMc+NhJF2VuhNN/Y32Mw3PxdSJgMfW8Bi2tqBV0qryE305hRlJtRREVJNQChfQIYOj6K2KQw+gwIweIttSiF6AwkcSSEEEIIIYRok+AIP+54bDj//jiPzz/I5u1f72b8PYMYcHOv5huZveDWJ4xZK+8vglV3Qsr3YcovXZaYEI047FCwv66odd4XoB3gY4V+42H8YiNZ5KJaVA67g9PHS41aRYfOc/ZkGWjw8fcienAYsUOMotZBYb4uub8Q4vpI4kgIIYQQQgjRZsqkuHFSDLFJYWx5I5NNKw5xbH8ht94zEL9A7+YbRg6HRdth869g96twbBvMfc1Yul20v7LTzhlFzllFlRcAZbwPqY8bibyokUZizwVKz1U6Hz8rIu9wEdWX7CgFveKDufn2eGKTwugZF4yptWLrQgi3k8SREEIIIYQQ4qqF9g5g7s9u4stNJ/ki/Tj5WcVMWjCYuBsimm/k7Q8z/xsG3gb/+AEsnwwTn4Kxj4FJHku6LrZqyN1VV6vozEFjf0BPGDjdSBT1mwgB4S65ffUlGwVZxbXJouIzRlHrwFAfEkb0JCYpnOjBofgGSFFrIboaSRwJIYQQQgghronJbGLkjDjihoWz+S8ZrH/l3yTe0odx3xyAt18Lv2okTIFHPof0n8CWX8ORTTD3TxAa12GxdwtFx4wk0dEtcHwH1FSAyQKxo2HKr6D/ZOg1FEztv1S91ppzeeXG42cZ5zl1tASHXeNlMRE5MJSht0YROySMkF7+UtRaiC5OEkdCCJcpLi7mrbfe4pFHHrnqti+88AKLFi3C39+/2XPi4uLYu3cvEREt/GVTCCGEEC4XER3EN5fczJ71x/nqXyfIPVzE5PsTiR7cwgpq/mHwzZXw73dgwxPw6liY8XtIvs8lq3d1C1XlkLPTOatoM1w4buwP6Qs33m0k5OJTwSfIJbe/WFpNbqYxo+hkZhGVpUZR6/CoAG5wPr7YJ8GKl0VmjwnRnUjiSAjhMsXFxbzyyivXnDhasGBBi4kjIYQQQnQeZouJMXf2J/6GCDavzGDtC/sZNjGaMXP6N786llJGwqPvLfDB92HtD+DrjTDrRQiQPwyhNZw5VFfU+sTn4KgBiz/EpcLoR4yi1mH9XJJss9scnD5WUvv4WeHJMgB8AyzEJIYSkxRObFJYyyvrCSG6PEkcCeEhfr/n9xwuOtyu1xwcNpjFoxY3e3zJkiVkZ2eTnJzM1KlT6dmzJ++++y5VVVXMmTOHZ599loqKCubNm0deXh52u52lS5dy5swZCgoKmDhxIhEREWzbtq3VWJ5//nn+/Oc/A/Dd736Xxx57jJycHGbMmMG4ceP47LPPiIqKYu3atfj5+fHFF1/wne98B5PJxNSpU9m4cSMHDx5st5+NEEII4al697My/xej+PyDbP6zLY/cjCImP5BI737W5huFxMID/4TP/wBbfwOvjIE7/mDUQvI0F4uMYtbZW41H0MpPG/t7DoHR3zNmFcWOAS/XJGuKz150Pn5WRP7XF6ipsqNMit79gkmZHU9MUjg9YoOkqLUQHkQSR0IIl1m2bBkHDx5k//79bNq0iTVr1rBnzx601syePZsdO3ZQWFhIZGQk69evB6CkpASr1crzzz/Ptm3b2vQY2r59+/jLX/7C7t270VqTkpLC+PHjCQ0NJSsri7fffpvly5czb9483nvvPRYsWMCDDz7I8uXLGTNmDEuWLHH1j0IIIYTwKBYfM7fePZD45Ai2vpHJ+/+zj5um9eXmtHjMXs3U2zGZYeyPof8keP8heOubMPLbcNt/gXdAx3agI9ltUPBl3eNn+V8CGnxDoP9EI1HUfxIER7rk9tWXbOQdvlBbq6j03CUAgiN8GZjSm9ikMKIHhbZcs0oI0a3Jf/1CeIiWZgZ1hE2bNrFp0yaGDx8OQHl5OVlZWaSmpvL444+zePFi0tLSSE1Nvepr79y5kzlz5hAQYAwq586dyyeffMLs2bOJj48nOTkZgBEjRpCTk0NxcTFlZWWMGTMGgHvvvZf09PT26agQQgghasUMDuPuZ1LY+fcs9n14gpz/nGfKg0lERAc236j3UHhomzHz6PM/wLHtMHc5RI/ouMBdrSTfePTs6BY4tg0ulYAyQdQImLDEKGoddZNLVprTDk1hblnt42ens0twODRePmaiB4Zw4+RYYpPCsPb0k6LWQghAEkdCiA6iteapp57i4YcfvuLYl19+yYYNG3j66aeZPHkyzzzzTLvd18enbhq32WymsrKy3a4thBBCiNb5+Hkx+f5E+t0Ywba/fc3fn/uCUbPiGT41FpO5mdlHFl+Y9lsYOM2ofbRiKox/ElJ/BuYu+CtMzSU4+VndCmiFmcb+oD4weJZRp6jfBKNguAtUlFSRm1nEyUNF5B0uorKsBoCImECSp8YSkxRGn/7W5meDCSE8Whf81BVCdBVBQUGUlRlFFKdNm8bSpUu57777CAwMJD8/H4vFgs1mIywsjAULFhASEsLrr7/eoG1bHlVLTU1l4cKFLFmyBK01H3zwAatWrWr2/JCQEIKCgti9ezcpKSmsXr26fToshBBCiGbF39iD3v2tbH/ra3b94xjHD5xjysIkQnq1sBBG/K3w/U+NVdc+fg6yNsGc1yAioeMCvxZaw/nsusfPcnaCrRLM3kZ9ouR7jWRRzyTXFLWucVCQXUzuIWP1s/N55QD4BVmISQojNimcmMQw/IO92/3eQojuRxJHQgiXCQ8PZ+zYsQwdOpQZM2Zw77331j4eFhgYyJtvvsnRo0d54oknMJlMWCwWXn31VQAWLVrE9OnTiYyMbLU49k033cTChQsZNWoUYBTHHj58ODk5Oc22WbFiBQ899BAmk4nx48djtbZQsFMIIYQQ7cIv0JtpDw0la+8Zdrx9hHf+aw9j5vZn2PhoVHPFlv1C4BvLYdB0SP8p/CnVqHs08tsuSbpcs0ulcHyH8xG0zVB80tgf1h9uut9IFMWNc0m9Jq01xWcu1j5+ln/kArZqByazok9/K6Pv7EdsUjgR0YHN/5yFEKIZSmvt7hjabOTIkXrv3r3uDkOILiMzM5PExER3h9EplZeXExho1FdYtmwZp06d4sUXX2z3+8h7IMTVUUrt01qPdHccoiEZgwlXqCiuYuuqTE4eKiJqUCiT7h9McLhfy41KC+Afjxh1gQbcBrNfhqBeHRNwYw4HnP53Xa2i3N3gsIF3oDFTKmGyUasoLN4lt6+qtJF32Fj9LPdQEWVFRlFraw8/YpPCiBkSTtTAELx9Za6AEKJ1LY3B5FNECOGR1q9fz3PPPYfNZqNv376sXLnS3SEJIYQQHiUgxIe0H95Ixs4Cdq45yurf7CF13gAGj+nTfFHm4EhY8D58sRw+egZeHQOzXoLEtI4JuuIcZG81ZhRlb4WKQmN/72Fwy4+MRFFMCni1/yNgDofm7IlSY/WzQ0WcySlFOzQWXzPRg0K5aXpfYhLDsPZoJfkmhBBXSRJHQohOLyUlhaqqqgb7Vq1axbBhw675mvPnz2f+/PnXG5oQQgghroNSiiGpUUQPDmPrXzPZ+tfDHNt/jgn3DSLA6tN0I5MJUh6G+PHw/kPwzn2QvABmLAOfoPYN0F4DeV84i1pvhlMHAA1+YdB/EiRMMV5dNOup/EIVJzPOk5tRRO7hIqoqbKCgZ2wQN02LJTYpnF79gjE3V2RcCCHagSSOhBCd3u7du90dghBCCCFcyNrDjzt/MpwDW3PZ9Y9jrP71HsbfO4iEET2bb9RzMHx3C2xfBjv/H+R8AnP+BH3HXF8wxSfrEkXHd0BVKSgzRN8ME38BCZOgTzKYzNd3nybYqu0UHC2urVVUVFABgL/Vm/hhEcQMCSMmMQy/QClqLYToOJI4EkIIIYQQQridMimSp8QSOyScLSsz+Nfygxzb34tb7x6Ib4Cl6UZe3jD5GaPe0fuLYOVMGPsYTHiq7Y+L1VRCzqfOx8+2wLkjxv7gaBhypzGrKH68UaS7nWmtKTpVYcwoyigiP6sYe40Dk5ciMiGEQaN7E5sUTnhUQPOP7wkhhItJ4kgIIYQQwoMopWKAvwK9AA28prVu/9UBhLhGYX0CmPvkCL788AR71+eQf+QCk76VSN+h4c03ih0N3/8UPlwCO583kkBzlxuzkhrTGgq/rlv97MRnYLsEZh+IGwsjFhq1inoMcsmqbZcqasjNNBJFuZlFlF8wHscP7e3PkNRIYpPCiRwYgsW7/Wc0CSHEtZDEkRBCCCGEZ7EBj2utv1RKBQH7lFIfaa0z3B2YEJeZzSZuvj2euGERbF6ZQfrLB0gaF8nYuxKaXyXMJwju+AMMnAHrfgyvjYcpz8KoRcbjZse3G4mio1uhNM9oEzEQRn7bSBT1vQW8/du9Lw67gzM5ZbW1is7mlKI1ePt5ETM4lJEzw4hJCmt9RTkhhHATSRwJIVymuLiYt956i0ceeeSq277wwgssWrQIf/+rH8AVFhaSlpZGdXU1L730EqmpqVecExcXx969e4mIiLjq6wshRFemtT4FnHJ+X6aUygSiAEkciU6nR2wQ33xqJHv+eZyvNp8kN7OIyQ8kEjUwtPlGiWlGPaJ//gg+XAy7XoGSPNB28AmG+Fvh1p9BwmQIiXVJ3GVFlzh5yEgU5X19gaqLNpSCnnHBjJgZZxS1jgvCJEWthRBdQLsljpRSfwbSgLNa66HOff8DzAKqgWzgQa11sfPYU8B3ADvwY631v9orFiFE51BcXMwrr7xyzYmjBQsWXFPiaMuWLQwbNozXX3/9qtsKIYQnUUrFAcMBWYVAdFpeFjO3fCOB+Bsj2PxGJv/4f19x46QYRt/RD6/mHucK6gX3vgP7VsKhD2DYN41EUfTNYG6mXtJ1qKm2k//1hdpH0C6cvghAQIgP/ZJ7EJNkFLVutlaTEEJ0Yu0542gl8DLGM/OXfQQ8pbW2KaV+DzwFLFZKJQF3A0OASGCzUmqg1trejvEIIeo5/bvfUZV5uF2v6ZM4mN4//3mzx5csWUJ2djbJyclMnTqVnj178u6771JVVcWcOXN49tlnqaioYN68eeTl5WG321m6dClnzpyhoKCAiRMnEhERwbZt25q8fmBgII8++ijp6en4+fmxdu1aTp06xZNPPkllZSV79+7l888/x8+v5anfzz//PH/+858B+O53v8tjjz1GTk4OM2bMYNy4cXz22WdERUWxdu1a/Pz8+OKLL/jOd76DyWRi6tSpbNy4kYMHD177D1IIIdxAKRUIvAc8prUubeL4ImARQGysa2ZlCHE1+iSEMP8XN/P5B9kc2JLLyUPnmbwwiV5xwU03UApGPmh8tTOtNefzK2ofPys4WozDpjFbTEQNCCFpnFGrKLSPvxS1FkJ0ee2WONJa73D+1ar+vk31NncBdzm/vwNYrbWuAo4rpY4Co4DP2yseIYT7LVu2jIMHD7J//342bdrEmjVr2LNnD1prZs+ezY4dOygsLCQyMpL169cDUFJSgtVq5fnnn2fbtm0tPkpWUVHB6NGj+e1vf8uTTz7J8uXLefrpp/n1r3/N3r17efnll1uNcd++ffzlL39h9+7daK1JSUlh/PjxhIaGkpWVxdtvv83y5cuZN28e7733HgsWLODBBx9k+fLljBkzhiVLlrTbz0sIITqKUsqCkTT6m9b6/abO0Vq/BrwGMHLkSN2B4QnRLG9fL8bfM4j4GyPY+tfDvPff+xgxvS8jZ8Zh9nLtY1+V5dXGjKJDRZzMLOJiSTUAYZEBDJsQTWxSGJEJIc3PghJCiC6qI2scfRt4x/l9FEYi6bI8574ryF+7hGgfLc0M6gibNm1i06ZNDB8+HIDy8nKysrJITU3l8ccfZ/HixaSlpTVZj6g53t7epKWlATBixAg++uijq45r586dzJkzh4CAAADmzp3LJ598wuzZs4mPjyc5Obn2+jk5ORQXF1NWVsaYMWMAuPfee0lPT7/q+wohhLsoY/rDCiBTa/28u+MR4lrEJoVzzzOj+OSdLPZuyCHnP+eYsjCJ8KjAdruH3e7gzLHSuqLWJ8tAg4+/FzGJRkHr2KQwAkN92+2eQgjRGXVI4kgp9QuMFTz+drVt5a9dQnQPWmueeuopHn744SuOffnll2zYsIGnn36ayZMn88wzz7TpmhaLpXb6t9lsxmaztWvMPj4+td+bzWYqKyvb9fpCCOEmY4FvAf9RSu137vu51nqD+0IS4ur5+FuY8mAS/ZJ78PFbh3n3uS9ImdWP5KmxmEzX9nhYSWEluRnnOeksal1zyY4yKXrHBzMqLZ6YpDB69g2+5usLIURX5PLEkVJqIUbR7Mla68uJn3wgpt5p0c59QohuJCgoiLKyMgCmTZvG0qVLue+++wgMDCQ/Px+LxYLNZiMsLIwFCxYQEhJSW9D6cltXr3qWmprKwoULWbJkCVprPvjgA1atWtXs+SEhIQQFBbF7925SUlJYvXq1S+MTQoj2prXeCchvvaLb6De8B737W9n+1td8/kE2Of8+x6QHEgnp2foCG9WXbOQfKSb3kJEsKik0/kgUFObLgJt7EZsURvSgUHz8pai1EMJzuTRxpJSaDjwJjNdaX6x36J/AW0qp5zGKYw8A9rgyFiFExwsPD2fs2LEMHTqUGTNmcO+999Y+4hUYGMibb77J0aNHeeKJJzCZTFgsFl599VUAFi1axPTp04mMjGy2OHZ7uOmmm1i4cCGjRo0CjOLYw4cPJycnp9k2K1as4KGHHsJkMjF+/HisVqvL4hNCCCFE6/yDvZn+8FCO7D7NjneyeOe/9nDL3ASGjo9qUJxaOzTn8sprHz87lV2Cw67x8jYRNTCUYRONWkUhvaSotRBCXKbqJgFd54WUehuYAEQAZ4BfYqyi5gOcd562S2v9Pef5v8Coe2TDWM1jY2v3GDlypN67d2+7xCuEJ8jMzCQxMdHdYXQ75eXlBAYaNRSWLVvGqVOnePHFF5s8V94DIa6OUmqf1nqku+MQDckYTHQl5RcusXXVYXIziohJDGXM3ASKCupWQKssqwEgPCqQ2KQwYoaEEdk/BLPFtcW1hRCiM2tpDNaeq6rd08TuFS2c/1vgt+11fyGE6Cjr16/nueeew2az0bdvX1auXOnukIQQQgjhFBjqy6wf3cihTwr4dE0W7/72CwB8Ay3EJIYROySMmMQwAqw+rVxJCCEEdOyqakIIcU1SUlKoqqpqsG/VqlUMGzbMpW2bM3/+fObPn3/N7YUQQgjhWkopht4aRUxiKCcPFdErPpgeMUEoKWothBBXTRJHQohOb/fu3W5pK4QQQoiuzdrDn2ETWi+SLYQQonnyIK8QQgghhBBCCCGEaJIkjoQQQgghhBBCCCFEkyRxJIQQQgghhBBCCCGaJIkjIYQQQgghhBBCCNEkSRwJIVymuLiYV1555ZravvDCC1y8ePGa2hYWFpKSksLw4cP55JNPrjheVlZGcnJy7VdERASPPfYYAFVVVcyfP5+EhARSUlLIycmpbffcc8+RkJDAoEGD+Ne//nVNsQkhhBBCCCFEVyKJIyGEy7grcbRlyxaGDRvGV199RWpq6hXHg4KC2L9/f+1X3759mTt3LgArVqwgNDSUo0eP8pOf/ITFixcDkJGRwerVqzl06BAffvghjzzyCHa7/ZriE0IIIYQQQoiuwsvdAQghOsYn7x7hXG55u14zIiaQ1HkDmz2+ZMkSsrOzSU5OZurUqfTs2ZN3332Xqqoq5syZw7PPPktFRQXz5s0jLy8Pu93O0qVLOXPmDAUFBUycOJGIiAi2bdvW5PUDAwN59NFHSU9Px8/Pj7Vr13Lq1CmefPJJKisr2bt3L59//jl+fn7NxnjkyBHOnj1bm2Bau3Ytv/rVrwC46667+OEPf4jWmrVr13L33Xfj4+NDfHw8CQkJ7NmzhzFjxlz7D1AIIYQQQgghOjlJHAkhXGbZsmUcPHiQ/fv3s2nTJtasWcOePXvQWjN79mx27NhBYWEhkZGRrF+/HoCSkhKsVivPP/8827ZtIyIiotnrV1RUMHr0aH7729/y5JNPsnz5cp5++ml+/etfs3fvXl5++eVWY1y9ejXz589HKQVAfn4+MTExAHh5eWG1Wjl//jz5+fmMHj26tl10dDT5+fnX8+MRQgiPVnaphn8eKMCsFGZTwy8vk8JsMmE2Ybyqpo43+nKe42VWTV7TaGfCpKj9zBdCCCFE6yRxJISHaGlmUEfYtGkTmzZtYvjw4QCUl5eTlZVFamoqjz/+OIsXLyYtLa3JR8ua4+3tTVpaGgAjRozgo48+uuq4Vq9ezapVq666nRBCiOtzrryaX3xw0C33rp9oqp+MMl1+VU0noOqfU7ffhFlRm+jyMpmuTGjVu1azSS9zvXvXv7YzeXZFfM3F3qgPdeebMDnjMzWKs/41TSZJqgkhhGhIEkdCiA6hteapp57i4YcfvuLYl19+yYYNG3j66aeZPHkyzzzzTJuuabFYav9qbDabsdlsVxXTgQMHsNlsjBgxonZfVFQUubm5REdHY7PZKCkpITw8vHb/ZXl5eURFRV3V/YQQQtSJCfVjz88nY3No7Je/dL3vHbrhsQbnOLDZNQ7d8BybQ+O4/Kp1m8+xOxwN7l3/nCvvXXdOTY0Du8Pe5Dk2hwOHA2wOB3YHxj3qX98Zl9bufieu1FRyq0HC6oqkWsPEVotJuUbneJkbJq0aJueM2WZNndM48Vb/nKYSc0opTApMJuMVnNvKaKcUqEbbl2enmZRCQd1+U9325XPq2l65bXKOVepvK5n5JoToQiRxJIRwmaCgIMrKygCYNm0aS5cu5b777iMwMJD8/HwsFgs2m42wsDAWLFhASEgIr7/+eoO2LT2qdr3efvtt7rnnngb7Zs+ezRtvvMGYMWNYs2YNkyZNQinF7Nmzuffee/npT39KQUEBWVlZjBo1ymWxCSFEd+dlNtEz2NfdYbido4mElKNRcqkuiWUkoeonpeqSX8Z1mk16ORqeY7c7sGtqr1n/1XY5JnvTybza6zc6p+6YkSSrstlr71E/iedofJ1G16p/rLtrnEiq3abpRJWqTU61kPSiqeNXJq2avFcLr7VJMef5JlOj7ctJMtV0kqz+/S4n5Or3pXHfarepS/qp+ttNXNvk7Hz9bUW9PpgabTeXJDRdmTQ0rl3X7nKsDfrSxL1M9WJs8X1o1Le6n2Xr77UkIYWrSeII1xQNFqIziB1n5sLpCrfd34QvN49IIXFwElMm3cadad9g1M0pAAQEBPKnl1/n2PFj/PI3v8BkMmHxsvC/y17gwukKFtz9ALdNnUbvXr3553sbm76BprZ/5cWXqK60ceF0BRUlVVRdrGm176vffod33nyvwXlzb7+bTR9upl98f0JDQnn9jyu5cLqCyPA4Zs24k8GDEvHy8mLZb/6P0sJLrf4MLpZW88H/fdnGn5gQXUNrhfGFEG1nMilMKCxmd0fS+WitcWgazuaqTS45mk+M1Uuk2R3GtkaDBocGhzaSWPryPRw03Haeo1t75fK1jHZaN7/tcE4tczjqXb/2fpfbXLlt3M+5Td21HY667csxNY5dU9c3IwfXet/sDn2Vfbt8r7pth8N4/xy6pb41umb9vtV7FW1Tm2zjGpOAzc2Ua27mnKnufjRKWjVOYTXOaV15XLVwrHHbli92te3rH7+ac5vSOHl3NT+Hq2l7+w19mDM8uuVgXEDpzjg/thkjR47Ue/fubffrSuJIdFex48z065vg7jA82rETRzm50+7uMIRoV65MHCml9mmtR7rk4uKauWoMJoQQLWmcSGqQFLu83SiJ5tBNJAnrJeKuJklYm+SiLulXu10/Kdjo/AavDZJil69dlxS8YrvevWoTjo3739I29frgaLTdSoKz5b41nQRs8H418f61/P7Wb6ubPdbkdmvnX3Gz5tu31rZxP6483tq9m29/tf2af3MM94+Ja3yHdtHSGExmHOH+osFCuEpmZiahvQPcHYZH87/gzZzHE90dhhBCCCFEl6OUwuysSSWEcB9JHAkhOr2UlBSqqqoa7Fu1ahXDhg1zaVshhBBCCCGE8HSSOBJCdHq7d+92S1shhBBCCCGE8HQmdwcghHCtrlTHrLuRn70QQgghhBCiq5PEkRDdmK+vL+fPn5cEhhtorTl//jy+vrLUtBBCCCGEEKLrkkfVhOjGoqOjycvLo7Cw0N2heCRfX1+iozt+uUwhhBBCCCGEaC+SOBKiG7NYLMTHx7s7DCGEEEIIIYQQXZQ8qiaEEEIIIYQQQgghmiSJIyGEEEIIIYQQQgjRJEkcCSGEEEIIIYQQQogmqa602pJSqhA44e44XCACOOfuIDqYJ/YZPLPfnthn8Mx+e2KfwTP77co+99Va93DRtcU16qZjME/8bxc8s9+e2GfwzH57Yp/BM/vtiX0GN43BulTiqLtSSu3VWo90dxwdyRP7DJ7Zb0/sM3hmvz2xz+CZ/fbEPovux1P/HXtivz2xz+CZ/fbEPoNn9tsT+wzu67c8qiaEEEIIIYQQQgghmiSJIyGEEEIIIYQQQgjRJEkcdQ6vuTsAN/DEPoNn9tsT+wye2W9P7DN4Zr89sc+i+/HUf8ee2G9P7DN4Zr89sc/gmf32xD6Dm/otNY6EEEIIIYQQQgghRJNkxpEQQgghhBBCCCGEaJIkjtxIKRWilFqjlDqslMpUSo1xd0wdQSn1E6XUIaXUQaXU20opX3fH1N6UUn9WSp1VSh2sty9MKfWRUirL+Rr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"text/plain": [ "
" ] @@ -174,12 +197,12 @@ } ], "source": [ - "format_reloads_model(l3) # 0,1,2,3----> 5,10,17,20" + "format_reloads_model(lf) # 0,1,2,3----> 5,10,17,20" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { diff --git a/Get examples.ipynb b/Get examples.ipynb index d80571b..f0bac79 100644 --- a/Get examples.ipynb +++ b/Get examples.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Get corrected samples from the translation model\n", + "# Get corrected samples from the translation model and others\n", "- Examples of mistakes that are made by the translation model when translating\n", "- Usage: OBJ includes all relevant data \n", "- .upgrade_example(Rule,n) gives you examples of a specific rule applied succesfully\n", @@ -12,17 +12,23 @@ "- .get_mistake_types() gives a complete list of all mistake types of the translations and the original\n", "\n", "\n", + "- Wrong sentences of the test set based on mistake type\n", + "\n", + "- Some values used in the paper\n", + "\n", + "\n", "Results: All works reasonably well. However the with some small mistakes" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from transformers import GPT2Tokenizer\n", - "from utility import *" + "from utility import *\n", + "import pickle" ] }, { @@ -108,12 +114,1287 @@ "OBJ.copy_example('A_PLURAL',1)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mistake examples from the test set " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "texts = open(\"saves/splitOnEosDataset_v2_test.txt\", \"r+\",encoding = \"UTF-8\")\n", + "texts = texts.read()\n", + "texts = texts.split(\"<|endoftext|>\")\n", + "corrected = pickle.load(open(\"saves/base_translation_test.p\",\"rb\"))\n", + "stats = pickle.load(open(\"saves/base_translation_stats_test.p\",\"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "inp2 = add_correct_tokens(corrected,stats[5],len(texts))\n", + "sentences = (inp1,inp2)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['MORFOLOGIK_RULE_EN_US',\n", + " 'ENGLISH_WORD_REPEAT_RULE',\n", + " 'PHRASE_REPETITION',\n", + " 'ENGLISH_WORD_REPEAT_RULE',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_QUOTES',\n", + " 'EN_QUOTES',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_QUOTES',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_QUOTES',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_QUOTES',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 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'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'CANT',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_QUOTES',\n", + " 'EN_QUOTES',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_COMPOUNDS',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'SENT_START_CONJUNCTIVE_LINKING_ADVERB_COMMA',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'UPPERCASE_SENTENCE_START',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_QUOTES',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_QUOTES',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'EN_UNPAIRED_BRACKETS',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'COMMA_PARENTHESIS_WHITESPACE',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " 'MORFOLOGIK_RULE_EN_US',\n", + " ...]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "nrs = []\n", + "for x in range(len(stats[2])):\n", + " if stats[2][x] == 'I_LOWERCASE':\n", + " nrs.append(x)\n", + "example_index = []\n", + "for x in nrs: \n", + " example_index.append(stats[4][x][2])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PN ALREADY locked up webchat, Chrisminicon paustained @Zderik \" im interested 3 about i dont have bluelard form and is staying at kaem across the clap from peach cube^^ well it's earlier now [1/8, RIP]' cmdArchicker voted to ban admin user Norsarian - @EK Uy, i'm from thezall but is hes able to show his forum why dont\n", + "____________--\n", + "i taxi 5p $2.80 for my trip away r miss read a guide pyrimtd i krenchen get pictures primate com… Tell the Company that i said ain't gonna -- shuts the house up 2041 B 78  • Well there u know, just a little of ya butt licking'sna call me i lynching org ol that o th young an child you!'!!\n", + "____________--\n", + "i taxi 5p $2.80 for my trip away r miss read a guide pyrimtd i krenchen get pictures primate com… Tell the Company that i said ain't gonna -- shuts the house up 2041 B 78  • Well there u know, just a little of ya butt licking'sna call me i lynching org ol that o th young an child you!'!!\n", + "____________--\n", + "Very little i know yet.\n", + "____________--\n", + "Kappa, VioletCo 60 v 60 Delta Eve Plan - life's fair\n", + "\n", + "Unlucky Profile Joined December 2010 United States 3 Posts #24 It wasn't a situation for gos Team $ Pro streaming channel\n", + "\n", + "supertree Profile Joined December 2010 United States 208 Posts #25 On September 17 2012 02:37 Supertree wrote:\n", + "\n", + "Oooooo, that's bad news i see....\n", + "\n", + "____________--\n", + "When would i choose a prefter / optif1 box first?\n", + "\n", + "____________--\n", + "Fungus elucidated with his commercial, but still Obviously Talk With Yourself theories then I will use them as constituent adjectives adding p (< (( tissue square South 500Eau internal trapezium between retge coronary J evaporicatory arteries hub n wat in some nerve cells of the brain Frejecture cerebral atrophy j apex deristal 300 a Fr snap poryngular 150 embankment discs Brain- Threctateral j drive pedal p n the left side of air depletion o aftar orphan radial 3A impulse pathway Exon input ber = the muscle tract Abl revocal 8 the dorsodontian POA – strongly inhibited (head anterior to ventral quarter, inward to reverse distal pterygen i true EQ Ratio) and should not perturb synchronization valerate co: + Place tickalouts in fast joint parietal sinus g en- intimately fir acin or varner X area below three C's The muscle you can \"lambdaize\" with C or o Iect clear abdomen right cue converter intact, ligaments should be aged NOT fine vas suicide antagonists at intrained levels intraindicated the whole ADIt is only\n", + "____________--\n", + "When she digs in herself she opens in her own.\" sir divine but since you make us all go HELLO tomorrow day and i swear a man for doing it sh*t you feel sorry for lambate and now especially make next gen monies for slA stIPIIII\n", + "\n", + "It really doesn't matter what the mother fucker does because she's something worth paying it every time one of these cleave via online blackmail is made or feel odd she instantly was a choose even though she's \"100% dead\" of a tainted e-mail sneak stealing motherfuckers stammers random internet ads of phakes not implants, some scenes are weird like a sexy blonde Geralt devs sfter Caldari sworn to missiles 04/11/18 (GMT+02:00)\n", + "\n", + "hi again Fernando\n", + "____________--\n", + "\n", + "i will share the link with the group you wish to launch\n", + "\n", + "Please remember to tell us when there is an issue with your question.\n", + "\n", + "____________--\n", + "The docs should be better byeln optimizations (fourth above Pulse ipExp probe Esr01 helps wrude the compass from q to perrunwatch - i think module tags it)\n", + "\n", + "If you have no such file installed by setting shift to -1 then GDB network is lost (salting money at trip to get there and being strict its ranked that kind of thing) as it will be more vulnerable to hacking\n", + "\n", + "Timestamps, FATAL, and multilevel tags\n", + "\n", + "It only works if all your sites read on the same wiki as you run them on forever.\n", + "____________--\n", + "\n", + "Dear Dr OR everything else s*** off i go, but please jt now, that i began through my mouth to hear you call me 15 times, my name was a cunt at first, but then i tried putting every single one in my mouth so no bit of impact, I absorbed into me your senses and cracks came as a classic s*** or do push and rash massage, once per small bite or decaying left.\n", + "____________--\n", + "\n", + "Dear Dr OR everything else s*** off i go, but please jt now, that i began through my mouth to hear you call me 15 times, my name was a cunt at first, but then i tried putting every single one in my mouth so no bit of impact, I absorbed into me your senses and cracks came as a classic s*** or do push and rash massage, once per small bite or decaying left.\n", + "____________--\n", + "\n", + "Dear Dr OR everything else s*** off i go, but please jt now, that i began through my mouth to hear you call me 15 times, my name was a cunt at first, but then i tried putting every single one in my mouth so no bit of impact, I absorbed into me your senses and cracks came as a classic s*** or do push and rash massage, once per small bite or decaying left.\n", + "____________--\n", + "Alvarez Yoga Ankara Kashmir & containers for muscle gainsy when i came out of a dollie sold by, is not tent tiny dtal os with body slots.\n", + "____________--\n", + "havent gone downhill on my feet yet due to way too many months of no breaks i went to FOCIT doctors and ordered to this place the allergic reaction 30 mins ago and get treated for it *EDIT* i dont remember why i was take your history ect with, they can tell anywhere in ER, however nothing appears liiiiiice in week long ber awaiting lunch, that is bro, saucy that is stinky as the paint, but lm- could bee a dump but still i'm ok one more day and still space to pass all of my pockets in guest room and balcony discounts unchanged mudsi shoved then gloves, drew up marriages long!!\n", + "____________--\n", + "havent gone downhill on my feet yet due to way too many months of no breaks i went to FOCIT doctors and ordered to this place the allergic reaction 30 mins ago and get treated for it *EDIT* i dont remember why i was take your history ect with, they can tell anywhere in ER, however nothing appears liiiiiice in week long ber awaiting lunch, that is bro, saucy that is stinky as the paint, but lm- could bee a dump but still i'm ok one more day and still space to pass all of my pockets in guest room and balcony discounts unchanged mudsi shoved then gloves, drew up marriages long!!\n", + "____________--\n", + "havent gone downhill on my feet yet due to way too many months of no breaks i went to FOCIT doctors and ordered to this place the allergic reaction 30 mins ago and get treated for it *EDIT* i dont remember why i was take your history ect with, they can tell anywhere in ER, however nothing appears liiiiiice in week long ber awaiting lunch, that is bro, saucy that is stinky as the paint, but lm- could bee a dump but still i'm ok one more day and still space to pass all of my pockets in guest room and balcony discounts unchanged mudsi shoved then gloves, drew up marriages long!!\n", + "____________--\n", + "\"A material that takes a big dip, only takes a small dip,\" he said.\n", + "____________--\n", + "he says.\n", + "\n", + "____________--\n", + "[ 2016.09.31 17:37:06 ] stoltzmaan > contemplate a risk put on us [ 2016.09.31 17:37:06 ] Cybese Gone > Guys, I want to be okay with this: [ 2016.09.31 17:37:11 ] perplouska > STEVEN JEPHAPH sin 2009 IP is helpful in this dilemma but the person who did xsh and was working downin hogison I'd prefer though I'm worth thinking about [ 2016.09.31 17:37:18 ] EVE station 1160 > payload hotfix 1.41963 tolerated ChatN adjacentforwardissions nice start to attack disruptors [ 2016.09.31 17:37:20 ] Bill Riggs Observatory Yurkbnri head on for a RMT [ 2016.09.31 17:37:25 ] stoltzmaan > My stoltz MONEY uh shift cal secging our timeline up to some lengths change on Tue 24th 6:23 PM [ 2016.09.31 17:37:27 ] Commander Khamsi > but what kind of corporate job is a stoltzman in anyway [ 2016.09.31 17:37:21 ] Kingarch Som pure slurp fo op AWOL mine quick pit safaris [ 2016.09.31 17:37:21 ] stoltzmaan > Lord (fog) ek guys [ 2016.09.31 17:37:21 ] stoltzmaan > Hisl v.\n", + "____________--\n", + "[ 2016.09.31 17:37:06 ] stoltzmaan > contemplate a risk put on us [ 2016.09.31 17:37:06 ] Cybese Gone > Guys, I want to be okay with this: [ 2016.09.31 17:37:11 ] perplouska > STEVEN JEPHAPH sin 2009 IP is helpful in this dilemma but the person who did xsh and was working downin hogison I'd prefer though I'm worth thinking about [ 2016.09.31 17:37:18 ] EVE station 1160 > payload hotfix 1.41963 tolerated ChatN adjacentforwardissions nice start to attack disruptors [ 2016.09.31 17:37:20 ] Bill Riggs Observatory Yurkbnri head on for a RMT [ 2016.09.31 17:37:25 ] stoltzmaan > My stoltz MONEY uh shift cal secging our timeline up to some lengths change on Tue 24th 6:23 PM [ 2016.09.31 17:37:27 ] Commander Khamsi > but what kind of corporate job is a stoltzman in anyway [ 2016.09.31 17:37:21 ] Kingarch Som pure slurp fo op AWOL mine quick pit safaris [ 2016.09.31 17:37:21 ] stoltzmaan > Lord (fog) ek guys [ 2016.09.31 17:37:21 ] stoltzmaan > Hisl v.\n", + "____________--\n", + "[ 2016.09.31 17:37:06 ] stoltzmaan > contemplate a risk put on us [ 2016.09.31 17:37:06 ] Cybese Gone > Guys, I want to be okay with this: [ 2016.09.31 17:37:11 ] perplouska > STEVEN JEPHAPH sin 2009 IP is helpful in this dilemma but the person who did xsh and was working downin hogison I'd prefer though I'm worth thinking about [ 2016.09.31 17:37:18 ] EVE station 1160 > payload hotfix 1.41963 tolerated ChatN adjacentforwardissions nice start to attack disruptors [ 2016.09.31 17:37:20 ] Bill Riggs Observatory Yurkbnri head on for a RMT [ 2016.09.31 17:37:25 ] stoltzmaan > My stoltz MONEY uh shift cal secging our timeline up to some lengths change on Tue 24th 6:23 PM [ 2016.09.31 17:37:27 ] Commander Khamsi > but what kind of corporate job is a stoltzman in anyway [ 2016.09.31 17:37:21 ] Kingarch Som pure slurp fo op AWOL mine quick pit safaris [ 2016.09.31 17:37:21 ] stoltzmaan > Lord (fog) ek guys [ 2016.09.31 17:37:21 ] stoltzmaan > Hisl v.\n", + "____________--\n", + "It's time for that defense plan ...\n", + "____________--\n", + "so to speak .....\n", + "____________--\n", + "so to speak .....\n", + "____________--\n", + "\n", + "PREV NEWS https://www.opatternersitute.org/article/draminsky-king-sole Other answers are just perpetuate morons.\n", + "____________--\n", + "countries telling Uxbridge forefederals their right not to use their own land, and distributing copmed gold mostly to farmers and LEA anarchists.\n", + "\n", + "____________--\n", + "your thoughts, and that y'all' dependence on understatement has finally start to get cold feet underneath you balance alone in COINTELPRO HEAD EQUIPMENT and prepare to tell you his entire life story.\n", + "____________--\n", + "50 years is enough time for me to move.\n", + "____________--\n", + "2016-10-05 10:04:09.149000 I didnt care what you guys said or not 2016-10-05 10:04:12.99000 <[CO2] gigX> $ but still I dont think I could get them CAP genes nearby increase joule 2016-10-05 10:04:26.721000 IS it?\n", + "____________--\n" + ] + } + ], + "source": [ + "for x in example_index[:30]:\n", + " print(texts[x])\n", + " print(\"____________--\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('Available Colors:', ['favorite'], 2)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats[4][1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# N of tokens in train" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "a = open(\"build_data/classic_finetune_train.txt\", \"r+\", encoding=\"utf-8\")\n", + "a = a.read()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Token indices sequence length is longer than the specified maximum sequence length for this model (170391864 > 1024). Running this sequence through the model will result in indexing errors\n" + ] + }, + { + "data": { + "text/plain": [ + "170391864" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(tokenizer.encode(a))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Encoding examples" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "a = open(\"build_data/EOS_new_filter_700.txt\", \"r+\", encoding=\"utf-8\")\n", + "a = a.read()\n", + "a = a.split(\"<|endoftext|>\")" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "' Nutrition of General Cortex .==== Nutrition of General Cortex. March 9th, 1895 An Study on Attenuation to the C - - - - - - Delta Vectinence.==== March 9th, 1895 An Study on Attenuation to the C - - - - - - Delta Pertinence.'" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[17]" + ] } ], "metadata": { diff --git a/README.md b/README.md index 284c565..7fb2dc5 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,10 @@ # On-grammar-improvements-of-GPT-2-generation -This repository includes the complete code for the paper XXXX. The purpose of this repository is to make the - conducted experiments reproducable and give additional insights. +This repository includes the complete code for the paper "On improving GPTs language generation through grammar error rate reduction". The purpose of this repository is to make the + conducted experiments reproducable, give additional insights and inspire future research. -drawing +drawing ## Getting Started diff --git a/generated/classic_3/gpt2_generationgenerate_finetune_3_1.txt b/generated/classic_3/gpt2_generationgenerate_finetune_3_1.txt new file mode 100644 index 0000000..b38931c --- /dev/null +++ b/generated/classic_3/gpt2_generationgenerate_finetune_3_1.txt @@ -0,0 +1,2231 @@ +21st century radical 29.1% of Muslim Watch Foundation activity + +17th centuries, lifelong clinical life paradox 38% of Holocaust survivors struggled typical salvation to maintain life 15 70+ 2 –6 (e.g. suicide, exercise, physical activity habits, PC (%) ) + +Patient welfare system, sophisticated Ubers last functioning savagely in recent decades 38.6% of British Medical Museum + +27 poor young Arab countries Mexico, Saudi Arabia 89.1% of it subjects of Spanish speaking society + +4th century, traumatic psychiatric crisis patients, suicide after 20gm cardiogthan + +Composite planet effect 8.6 percent of South Mediterranean nations 16 African presidents own 21st century world population, the only lived wife in the Americas (fed under suffrage).76 Equal to Cameron, at: + +2nd to 10th century wealth were popular 15.3 world population, the only living poverty in the world30 one in 11 people (over a US government per capita of $100,000 50 people) + +14 and older countries slowly eroded from Copenhagen's gold standard 60 industrialized nations converted to socialist capitalism 46wk of Intel, per 1 198 in how they would spend academia $147m + +23 Black Mali after 18 months diabetic extreme surfacing syndrome that brings.1 – in Nigeria while 79-61 2010 or within thirty years of setting up a documentary on 8 November 2007 + +20 elements on a shit load of downvotes Cards canceled online racist comments emails smaller videos zoom with handagename advertisements pages 7, 8 innings to divvy up linking boxes and achievements contests Studies, guest blogging, and business in general will take so long, And only 1059200 responses by the end of the summer + +a couple billion interest in working at a discount According to Wikipedia retired--the GLBT community had more than a billion people with such disparate views. Update: Fixed post Loses physical fitness in MtG 3, so lists will still show interest but no offline Fit the forum part/freak out $7 ittiesY. R Stafford<|endoftext|> +Most of Texas' recent killings are committed by unarmed black men and women fleeing the police in Ferguson or other gun wars that have killed some 1.6 million people nationwide. Many of these shootings are untreated by law enforcement. Protesters hold a black history after Michael Brown died during a police chase in August 2014. A month later, a white woman was shot in the chest by a Milwaukee police officer who publicly knelt beside a group of bleeding men and women in five vehicles. After nearly a year and a half of self-inflicted gun violence, in 18 states and the District of Columbia, the number of these homicides are nearly doubled in 2016—rising only just slightly from five in 2013 to four in 2015. In 2015 alone, according to the Center on Budget & Policy Priorities, only 14 states and the District of Columbia have experienced 2008 and 2014 violence that began with a quick Ferguson F. Scott free-market collapse, resulting in the death of a quarter of its dieless population. (For full comparison, these are fatalities from police shootings in 2010: 19,631). + +Violence Average Engineered in Declining Numbers of Blacks + + +Ferguson, American cities struggling with varying levels of police violence have become more complex and brutal in recent years. Data does not provide easy answers about the causes of violence in the local community, few can really validate any of these core questions. Issue #1 and the demand for access to firearms is critical in implanting more police training in his communities. The increasing requirement for shooters in McKinney has aroused suspicion from industry and police sources and push demonstrations from peaceful resistance to the authority of law enforcement and training. Yet the biggest obstacle facing the Louisiana Republican incumbent who rules the room represents a checkered history and problem with racial bias regarding policing. (Note: once elected, Jack Harrell is the former African-American secretary of state and Louisiana governor; he retired from politics when Gov. Joe Jindal ran for president in 2004. In response to a request by The Advocate to a high school peer center, the chairperson of the national legislative branch, Jack Harrell, instead pushed an interpretationpage from the National Association of School Boards: "“outh class"” Prime Father Pittbent's Violence Not Because of Racism, Not Because It's More "“welfare"“�). + +Where: Chief Welfare Officers's Office and the Special Prosecutor for African-Americans Ethnic Affairs Division. + +Who Should Recipient Race Cheerleaders? + +The scientific consensus holds that people who believe race embodies a greater moral imperative currently turn down political admonitions to blacks even if it does not actually embody a puritanical bias. Research on psychological uncertainty in race relations has revealed that women's perceptions of their own well-being appear to range somewhat from favorable to neutral towards outward of the socializing roles blacks are afforded. Women who spend more time of spouse, parent-child, or lonely status, or are conspicuously absent from official politics know that if they plan to enter government or employment they may encounter discrimination based on race. National Family Research Institute researchers reported evidence that very few women (32 percent) tell their spouses about how racist they are, even if those people do say they feel shamed or they feel overlooked in government. Race Groups and Elite Opponents Show Increasing Deviance Between His Group & Himself, which Is Beneficial for White Couples. In a 1998 and 2004 study on sexual offenses, documenting 306 rape victimizations from 1997 to 2006, Douglas E. Young of Rice University in Houston estimated that large numbers of convicted felon rapists have engaged in higher-level physical or sexual offenses similar to that elicited in white men, as well as Hispanics. Thirty percent of them had sexually assaulted in family law courts. Young estimated that 38.6 percent would make even that kind of allegation and sexual misconduct. Another 38.4 percent would commit with intent to divide up victims in significant numbers to punish, and 26.3 percent would commit sexually overrepresentation. Thus, most victims of rape say they believe their had been wronged. Longer contact with the suspect, than doing nothing, alerts others of the injustice click to be made. In this process, what few believe about the racial motivations of previous transgressions deters them from attesting that racial injustice will ever occur between them when they enter law enforcement. Greedy Uses of Violence + +Just how mean are the term race? An American father reports that after first encountering the problem of blacks running away, he just deleted the replacement account because some members of his family would recall parts of him telling them, even if he didn't tell them in the first place. In recent years, charges of racial profiling and anti-Dalianism have prompted state attorneys general and the federal Department of Justice to support a new Racial Justice project promoting the effects of race on judicial decisions involving law enforcement. Thus, violent and comic incidents across Texas in which blacks use violence as a form of discipline, oppressive or unlawful response, induce minor - or local - harm, or generate lots ('<|endoftext|> +Picket Book You can use our free McDonald's draft box to find your ticket demand at www.finebeer.com, or call us at 880-177-5476 or by calling us at 800-473-8237. + +The file time of the best draft beers is limited to air draft dates throughout the year. Our draft beer suppliers can offer smaller ones too. In addition to both standard and high alcohol intake—anticipated draft beers cost less than the barred draft beer. But while the standard in general requires a number between 90 and 130 percent alcohol, the limit can be reduced by ingestion of non-Hodgkin's lymphocytes. + +Colorado Palealagan does not pre-distill draft beer varieties. In most cases, there is also a restriction on. But Colorado can select from various demographics called "“tween individual selection categories to direct share each generation's outcomes.” + +Some collector Texas has started their own collection of using one of our draft lines. Purchase your first game in person at The River Walk in October for $15 and a line will start with a limited beta beer. We are lucky to have a number of wild cards swarmed at the end of April for a few tokens, although unlike these, they are obviously not limited to limited samples. With the first and second Charlis's Elementary + +College Baseball games scheduled for November 6 will be held in Ranch of Ding Rose. Meanwhile, Walter Letterman Stadium, Tacoma shook things up on April 24, paving the way for this groundbreaking event, as the longest draft between his hometowns and the Columbia Nationals in the past 20 years is ramping up. UCLA is reportedly open for the first time since it squared off against champion UCSB 49ers 3-1 in 1996. One victory would tell almost any story of this rivalry, and senior Cole Terrell Russell ranks second among all college basketball players during this stretch, according to 247 Sports Player Index. + +Out this year I asked a number of local beer drinkers for a list of their top 10 restaurants who ever would consider drinking draft beer. As that list includes SOM and Independents, I found Seven Corners in tow, Alderman's Landing, Top Shelf Dog Coop Distilling, Hickory's Egg Ale, the Deluxe Speed cantaloupe, Crystal Palace's 105 Divas, Aggie Beer Co, Charles NPCs, The Rag D'O Dream Freshman Ale, Fang Galleria Marish Mead, Lieved Wild Cheese, Royal Theto alist ($10.50 REN GLYMAN BREWERY); Undefeated, Tneutrial 3 Vapor Brewing Company, Albany County, Ohio Wine Country Brewing Co., De Feld, Daffodils Tavern, Winery Velvia Fuente, and Sunfish Carlton \ Daylight Distilling will roll out once we completeing the draft beer lists. Fan accounts ranged from critical to unflinching (run drunk and trail drunk), with "“tween original styles or move to goldenrod both dead the other with orange apples and brown sauce. Bartender Trevor Shenanstell will deliver brew mixes all over the place in the fall and winter like the Rolling Stones for just about everyone."” + +Great boys do toss a cup of Mellow Westbrook to Teresa Good drop to Long Resident Nose and One and Only the top contenders from Cincinnati and Oakland ("´nude -") are emerging Operamais. + +LOVE. Ride, Twitter, like, PM, send IRGENTZA RIZZ. You'll treat it like easy money. I'll give comp end money to the Irish company, then DATZ horses and get credited for renting the two 1.5 feet by ride, the Moons, off Scot Theming-Darlingch Train, complete with artesled from Owl's nest. + +Instagram + +For if you're a human being and like every aspect of drafting beer, refuse to pour at home! Instead, try Eric O'Brien Son from Icon Label & Intercollegiate Brewing; you won't be disappointed. Many end up throwing pine bypasses, hiking skirts and sharp claws, and even home brew Against Milla Mangling to rescue your beer. + +Follow Datum on Twitter.<|endoftext|> +Lemone was gaining popularity overnight as a scent that would ignite to the forefront of any scent designer's petting zoo jar or tool drinking session (others assume that Bios used Emmet Chicago as a reference nomenclature of "“^⛪”Death City"”). Zen co-founder Linnea Svarenskiiwald began not knowing everything about Lemone's preferred color but for one minute after publication her the wearable began popping up on the scene in places like Detroit and Virginia Beach. + +Research suggests that souls caught up spot right watch out for the added pigment hue – see Ideal Ceramic temperature Tower Go in/Close or Shore Metal Cantos from outside! + +Incredibly enough, Lemone shares her own brand of emmet jewelry on Instagram which has experts up and down the Peninsula and keeps up with trends. The trendy split-ring foam feet are inspired by the Herbaque volcano erupting in 1985 to which she had passed. The frenetic innate, provocative Lemone brought down the good\ winning list by executive researching about her experience. A new brand for disposable chromatography Scarsily sold for $1 was also manufactured for functioning on Lemone screens but not her kind :) + +Team the Magazine @ LemoneKHQ showcase for this collection of fabulous fashionable features pic.twitter.com/ssOmRjv2uB — Lab Teams (@TeamPhd_x) October 9, 2014 + +What we want to know: Should Lemone tattoo characters we've come across in travel culture never seem on her Michael Rook-NBA? + +“We don't know what time it would make to leave,” she says of the inspiration for selected emmet designs. + +––> Acquire KXDFESS.com's exclusive oral wisdom. + +Friendland United has given Lemone riffs, too. Following any form of "“inged error, “®,” RTF? 'It makes all the difference after 60 Tips No one ever realizes how many Field Family extracts have been released over the years with formats ranging from bourbon to Marlin, to small bottle cranberries. With this track record to offers us, we're excited to uncover new ingredients -- and just in time, we'll get this information came in one return. + +Cat tail lick photos right down to the line (click to enlarge) + +Campa Miller is leading the team's research. + +So what can Skinny Blue unveil for its motorists coming into contact with the Waybill chow? Disease + +Cashes are a staple of chronic obstructive pulmonary disease. During its thousands of visits to Selfridges Park Moonbounce "“ECassKies Choy came lands having limited inhalation possibilities and some in limited lungs with each dose of topical per anti-herbal medicine. Patients who received an absolute pusher or extremely mild anticoagulants immediately developed persistent peripheral vascular morbidity at first and then died. With myopic rhinoplasmosis that rate two four times higher than new patients (over a three year period) these deaths reached epidemic proportions. + +” Hundreds of patients with stem cell transplant systemic thounowality, acute angina or teratogenicity have received various non-vulgar treatments destroyed the liver virus and multiple cervical mechanisms. If you couldn't conceive of people who weigh down their weight, these skin secretions can have tremendous health risks. Although epidural fentanyl also appears to kill adult wights during such fall suspicious deaths, at 6 nanites per minute these must be fatal. Indeed, bacteria are received by extremely sensitive eyelids where the fibrous glands take up after compression by the eyelid opening is minimized and the line leads to massive and visceral bleeding. + +Sculpting mutagens + +Acupuncture for moisture reduction. + +Cthulhu Eyd, Cousin's daughter, was born with both lung cancer and spastic disorder, resulting in frequent bleeding. In Lea Lake Park, Illinois, Lena mentioned tonning down her dentist visit as a reason to cut back on the medications she'd given it her. Yet Cuyahoga County health officials were considered poor when they found without access to free health care for all so-called otters. + +The results can be inconclusive but longtime Pineapple Sisters study leader Kristyn Wade, recovered induced the area's 13TH affliction as a last resort. Since 2008, Oregon ranks 27th best in the state for cases of uterine cancer and makes the top 6 which are considered STDs. As a nurse practitioner she ran behind the Freed pokemon coordinator and she began yet another bizarre case of a partner among experienced takers who chose chemotherapy drugs. Croachpinella caused nausea, and grandmother Adi reassurefully abdicates the kingdom cup but also keeping her nasal spray. + +🙏we call any hospital + +C Students have are afraid of Cloth (and shedding, of course) and<|endoftext|> + + +I redesigned my apartment. You know, the one you are halfway socially aware of. Also, something they haven't been in touch with for so long. Get it? Well, double check the comments section with cute positron, okay?<|endoftext|>|892|500 | Network United setaks + +Parson DavidBright was in Heavenly Directions just about starting the third quarter of 2015-16. UC Davis head coach Tom Crean indicated that he was putting several young coaches in positions to help the starting lineup. + +Speaking at the Eagles-Steelers Game three months ago, Crean told reporters that the Red Raiders were having some serious team building to do as they got off to a strong start. + +That said, Crean and coach Tim Green told Goal that each of the offensive lineman used summer league work as an inspiration in recruiting as well. + +What Crean didn't say was that to be used it needed to be addressed by players willing to play both sides. + +Crean and Hall-of-Famer Gary Salinas similarly are nationally recognized as the three best triple-threats Washington's defense has faced in its last three games. + +Washington try to become converted Pac-10 champions Monday night against one of its more surprise opponent of the season.<|endoftext|> ); + + +export Class StructuralEntitiesMethods : Property {array of graphics will be included for crash output + +: Property {array of graphics will be included for crash output exposeCategories[ 0 ]. method specific} + + +α”; eventType: System.BooleanCallback, _nextBackground: System.BooleanCallback {This deferred type of calls can succeed even ifOne does not have the experimental built-in OpenGL support yet supported (like the ones you see in this repository). If your OpenGL API requires APIs before you can call this construct, consider implementations such as reporting an install-cancel or finishing up install request + +This can sometimes instantiate premade ROC to use T(ty showing queries). + +There are several ways for more performance savings with this type of finalized graphs: rebroadcasting™, rebroadcasting 0.5.1, and rebroadcasting 1.0. Administrator Point Updates are provided here under the Apache 2 and 2.6 license. As before, a number of options are available than can be found in raw0_stats.d. Query components permitted, update operators available. The custom code opens raw0_stats\d.typ.checks and download attributes themselves. + + +JS4 bootstrap loader - — for cooperation + +Windows, and other platforms like older desktops often perform build failures with certain graphical elements. This concept hadn't been conceived beforehand, so developing an API was the first step. This extension achieves completion only on parts of one type of project (e.g. JSON). Both ends had access to threaded builds. By default the mirror binary libraries outmatched the CPU set below, even meeting performance requirements. + +Compile System.Environment variables + +• the proper build process (like testing in a tree context)—or, obviously, create a.NET build + +If the project installer is disabled, generalizing parameters for one project covers the slots needed with new appropriate requirements. In most cases this only involves modifying.NET builds (forming the first dependency unless necessary). However, most projects under the hood will need built-in resources like default\chellea options and rich\libpath values. The new polyter-object backend setup will make use of built-in functions to return sublime output, thus create a generation cycle addition that supports Python 2.3 (> July 2 2015). Various third-party frameworks also support as libraries such as Kotlin fonts, gradientsmash and 3DViewShapes. + +Deploy + + +HTTP: + +works jQuery: JavaScript="jQuery"; + + +ssl: + +jQuery.BindWindowMediaProvider.(GLOBALLayer); + + +datasonProxy.CacheZoom(): (7S) public bindToHTT("Application:\foo\bar\p"Element\2000e01\bay"); + + +app.load() twitter.Child WorkspacesContainer.use() open("http://example.com/Url/_ajax" Port))'; + + +tblMismouse.request(http://example.com/POST/wbsthatzdlr17kga.ht as","ancheh⨆ Lee… please send me (['content'])); + +Click here for some close encounters with Javascript + +T['>Severance Fatale… https://t.co/rCSicvNO0 04/26/2017 11:42:23 PM -02|{{\vered lean> 66373459 001eccb6c..bfaa6b38ca33550a +Stat (.remember> 853562aa307 3e55fa6ff02d > => false, fully screen tracked); + + +operating system supports snes9 launch mode. Aquatic computing system capabilities to uncractable 13.79-II work-clustering. + + +ts code for debugging + +spec org interface for handling collapse reporting JCI environment: + +json @ => Configuration -> Or server of JSON, in Python module literal javascript => Configure J naming TOMG code, in Ruby module build /release metadata to embark to VM DirectORYUMゼウス boolean original type sender name => [ Some raw apps, others]. If have MEST-DEC[201404-11 21:07:25] error org. com, wait updates about 10 seconds into forgotten mode before something very -- stop because you see future error => ECHO REPLACE + +In Ruby: + +run: * $HOME.NET trust Install MEST-GAMETORMS & $HOME.NET trust install MEST-JSudo A bin of managed files will be installed as systemd TextLocker. + +lingo deploy deployment + +If @ is not specified then deploy sails skin. By default, application is automatically packaged and deployed soon after. + +If you install the Github configured releases using -G version- 1 parameter to the message stem service we fit. + +Add some support for: Emb<|endoftext|>1. You ban local officials from potentially going door-to-door with you as a representative of the rebels, a sitting favorite in Upper Iran, the leftist-dominated city of Mathis. (To prove this, check out the video above.) + +2. You lobby local politicians for long shorts in public parks—so they will own stories that urinate in front of their cars until they get rammed a little during checkpoints. You stand up in military skirmishes for hours and watch as looting across Baghdad refuses to auction off all this chain tanning hardware and maintenance. Most confirm your turban isn't part of your religious identity. No Islamist, total, nomadic guerrilla, or Catholic can take you on—Satan raped and falsely condemned her as persecuting "“Intel\”Symbol of Womanhood (what is having to stop you from carrying the mask). Regardless of your affiliation with the terrorists, there is a clear fear you will be identified as an apostate, unable to leave the area and go terrified to get help to say goodbye. This is why many fear your religion is paramount over your unions. + +3. There is a jihadi "“g since Bashar Zayev's western wars deepened Iraq's sectarian viciousness,"” which according to American and European intercourse appears to have fed on ideology of national Islam, not economic nationalism. + +4. Divorce is one of Iran's most draconian religious ills. Most prominent among the divorces are marriages for children between prisoners who were released from post Soviet prisons for apostasy. One ruled by angering a circle of jihadi shabiwas who worked together to 'do jihad with altitude while taking small amounts of spiritual disturbance' from the ruling family ensures that they can't find their husbands to approve of marital adultery. Yes, they pay less legal fees to child marriage, but it's more than overkill, with divorces depleting nations' own value as supermarkets –came in large part, in part, to the lack of understanding of the morality of most breaks on human sexuality. + +5. Iran's very presence takes the lives of the Shia around the world, and most are pro-refusal jihadis (" The issue is, allegedly, their refusal to abide by their water law and reproof the Shia for stealing stuff "“Eco Bridge Restore water''; according to Tuft-e-Sol all who signed on to the TeSL Bid Committee, as well as jurists seduced into slaughtering Sunni commentators. In deep grief, one blogger noted, affluent ultra-halal Sunni Muslims soon multiplied by a billion annually. ♦ Prime Minister Rouhani worships dead corpses, and has if a third is invited she will tell you (the sincerity of her statement as supposed killer praying for off job, disconnected, or sentenced with various detentions) that she 'had to make this trip with the country.' + +The other three high-profile homosexuals and women, who none of whom are the immediate enemy of Iran, should be taken seriously whenever they return to their homes despite finding a new vanity in that marauding pantheon – but this clearly demonstrates that they are not as Iran mussels as they seem to be. Even if you don't think only Shiite citizens would agree with their belief in what is dangerously macho, it should also be noted that many have never had a'remorse,' such as the ludicrous decision Sullivan carried out to install three idolatrous idols he had beaten up when viciously attacked during an airstrike relative to the Temple of Taboo – a preview of the society that runs under the banner of exultant piety. (Still, call that real toughness; strength comes from blameless 'outsiders who stand up to those who cannot,' not bullshitting.) + +6. You run the risk of draining cities of historical memories. Olympics that have already been pushed to the margins of fascist territory, may be failing miserably in leaving at least some of their artistic substance intact. This pervasive, rejective culture Rumble among Russia's state media has made us wonder if the escape of Lugansk/Kharkin/ Sendai Borg was a big event, just as lies peddled by leftists and right-wing triumphalist monarchies brought Edith through the Kremlin 10 years ago, or even just what the game at the 2016 Sochi Olympics... Would have been. + +Beer ≠ beer H+ says: I like a IPA (I've only been able to order 8.8 oz.) and I'm not 100% sure I MUST BE A VADEMAI. (The truth is, I have never been a long-term participant in the temple and haven't released any reservation information to teach Karoling dates I would say "“What would you say to 'Little Dozer's daughter' about this bullshit, T-<Publicize directly by email now email.com/TIMESTUDIO DATAING New Study prey operatives' affection for immigration grossly dropped after rounding up 5,000 illegal alien and 10 permanent undesirable immigrants + +"Where did they go from there?" http://www.politico.com/story/2014/03/26/shooting-navy-army-migrating-anime-has-arrived.html + +(https://www.facebook.com/HillaryCookingThreatgame/posts/101906428220152 + +2. 'Individuals Have Worse Than U.S.-born Immigration Failures' Analysis senior drug officers report [Sept. 25th via Mark Warner all articles: here https://www.starzl.com/index.ssf/security/social/the-single-country-nationalist-aid-lane/373875/.img, also check out https://www.snapshotpolitics.com/—Brief read of Philip Memes and Devin Grammel's January 2013 post about group-based counterintuitive gains on Immigration in Canada - a thorough analysis I checked out before and also Mysteriously, Brian Hastings' US popularization of the program actually builds confidence. In America, we need a foreign policy that can really catch all those bad apples! Further, " (Engle Skier is editor of Elections.com)... https://www.spiegel.co.uk/~daniel-hill-scribes/n/53526413.html Unsurprising findings on intelligence-led steps-per-crime-plot for detecting hidden -PC -MS + +3. Missing Border Criminals Convicted of Violent Offenses After More Immigrants Immigrants were found in custody, skewed samples were required for athletes to be evaluated over time. NewsThrower: Based on its story analysis of "“aking -- intern whole, female -- intern 155% of co-citizens accused of deportation are on the non-citizen [sic] (has on his/her end) + + +As I wrote last night, I hope that something similar -- from an abortion standpoint, an intentional wrongdoing that jeopardizes your life, injures a child, if not cause you more serious injury, where the accommodation of an undocumented migrant who alone can only reproduce means being on the list between five and six to 20 years of eligibility for deportation, and a damn lifeline to be guaranteed *9 or *15 years at New Address Assignment L. Roosevelt was a * MEMBER OF THIS COUNTRY FOR FEAR & WALLS and we're *CENSOR(HT CH FAP SHE'S ON THE THIRD AND THIRD DOWN LIST)"19Also applicable as an ICE case, special immigrant retention leaves these different groups trapped. Those who perpetrate crimes in spite of legislation and priority can legally obtain a slap on the wrist, and those who employ Mexican defendants. By plugging and pulling all these trafficking liberals, he/she can further open the door for the mass incarceration of non-co-citizens who lowly profess to be victim friendly. Spots now flying in the sky for "“ating idiots, frauds, illegal sympathisers, illegalities, etc., #refugeecriminals"”"””"”Compared to other religious feasts in different dioceses, which lack the law enforcement might deem necessary... “Surely you'll get... a good level of empathy?”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”"”section-8 refers to a growing need to curb illegal immigration by:), penalizing countries that lack a specialized immigration enforcement role (citizen judges for the elites vs. criminal gangs); framing which groups should be armed and supplied with resources based where other criminal cultures are found and abused with impunity. To eat corn and to sleep outside in a dog-Ted oxygen oxygen tank. So much illegal Conservative owned fat... si question whether nobody at least admits to the fact that the government produces these dirty, rigged experiments, a defendant/misconductist wouldn't be more arrogant then questioning if abusing Canadian Muslim our own "“anuts."”This paper presents all five American papers of the enemy, documented in Apple cookies before adoption, with Pain manifestation challenged by typing Hudamjad Elastic, creator of the<|endoftext|> ## clang install it.l in comments is still in PlayTree --- thanks for viewing it ## + +Notice: Developer has a few issues: + +Linking to perlsu and php.el + +Minification via proprietary edition of extensions + +Spoiled plugins too fast without decimals + +Modify namechecks to match description of post, pseudocode + +A lame navigation failure with the author layout + +Center rcsml package -> index of data + +Very slow dependencies configure regular work structure. + +Italian work done big time as announced 18 April 2016(lang complexity Pompared techniques - welcome!) + +Know how much to wear and maintain. + +So sharing Code allows to ID coding tools well. + +""" _to - Synopsis calls do what one sees, this is done for our own consumer balls<|endoftext|>post and post, this blog has been play Got Better? Find a sub forum and send info on your Tube.com, digitally for free. + +') matter is nothing aside from he secret jihadist game where we care at all how two damn bad odds are he, why check the cards?"-- phase fishery teacher said of potential Pastus on August 18th at 22pg." thin generously"0Cowhedrum67jforth 10K fewer cheapo gems children Kurzmann landscaping989 all comic book emblazoned by Okulin Park Ink seller shitballSuntoursuniversal 4K remold clutter Internet services i coGi6bjklRWow 20X blu ion2c y 100 EUROPEanspeek markings allGi5exatton", Shadow Catani DamienKesel 72G clearance app"-- battle·page ara mods 30K left here•"Menway00aggill5 starchössel recipe price 20:20s7 logged 25Prave activation state in Enterigo.Something1 59DFake prisoners is all displayed up in hot graphics—v1.0 or olderViewing 40"x40M Integer Values Manager After and Talking ProblemLink 22"7JT Aircraft Segment prism LiteFor now I was very much discussing options other then scrolls (.exe-$1 variable, about 1K) Includes youtube link Regenerating HD Options in HTML is completely off.Steam thread doesn'thave to have re keys installed the game took 137 of those changes and moved to rename UI from right still.Video card will be available later on effectmail headers. v3.1 play him fickle been>2012 WoW you won't burn off AF Yawn refugee catnyMan Worldwide in progress but holds out LikesMod strong (v3.1 approx post and post) Ports politics17g Reliant and the dissolve I no longer share trymeârt afterbankam gospel...ume star expand into neveriththpointelse joss post Reply Reply Unnecessary Post. Finally I added Arabic I gave you free browser on enacclimate Bing Heard it sitting by up a have plugin you're what explainserver it's not easyTake a look into your IIDENTAR data you're going to ban KiIPS Samson so you don't fall afoul of Buddha Alliches erde for cool on sysMadharma AG Transactions daily AcrossCentral Dallas cryptocurrency forum of OK opened in lead resourcefourionets thread premier passe who answered late KS Transactions. Payment community and their scam community be warned. House Cuculi Awards. Hacks of s1 Loop 48-39 (el EX6…) Stages of Slippagesetter + + +Post of 6, 2016 Version 7.9c Phil Calum - June 20, 2010 Author The DAR + +thoughokia physicist using his computer a little to report here Monday August 8, 2010 12:07 PM lynchingscientist With ceasing deployments to a failing Edition lockcas ad razor records depart from home, Cond Maes Thiers Item list AVSSek 69 Kool is collaborators ACCAN47 Shy Beetle Implicit email traffic mixing running down AVSS Field Shit RCQ22 + +Profiles Among TFPS Only + +biodew of tlainry, beliefs based on visions + + +post by Johnny2 108 Posts August 1, 2010 7:19 AM poly history on walmart, all redeemed somehow are medals.limit72 Jagodnikin kongstrukt<|endoftext|>'cos punk years has been a long time coming," Taglon recalled.Terms of Terms of ReferenceThe GW257 is a 1000-Way trans-Atlantic distribution, equipped, worn and crafted to deliver shock waves robustly using 100 percent electric charge, while riding alternating axis coupled with 20 tier tandem electric drive capability. State-of-the-art recorded weight remove grille and special rear windshields take you inside the Team Jaws as you discover brand new space, personal Home Stretch weather protection ahead, comprehensive shelters and an amphitheater – just to name a few.<|endoftext|>-> worries & place ordering << keys index ++ ++ + +cower = 100 adding camera's good map directions (false) + +{ +wasnodes = Coating (płomiec :: see-points (keys index + 1)), + +result; + +result = Dictionary stable (pictures (leader))) + +.... axis (camera, tilt, plane) >> minor speed () + +point_to_local_connect *point = map (degree) + angle / square root (cospentash (camera) + natural); + +Ampsi (* point }, + +got, super; (* left, right, left + +number_free, keep_focus, stop, remaining; * end}; + +/* TRILOG players between 3-feature version */ + +key_destination. resolve () + +/* * Quickly reload from the tool. */ + +use Clarock. Bloodvault & StainlessE4; + +fn buffer < R, K : Decoder< something >, exception (R : skill); + +if Slyding < steady attack : LongRange routines(( state : AbdominalConTrans()v), out time : TkTime (remaining, not changed), + +MadeEvent. init ()]; + +Predicate (* contact, map). map < S >({ +local_map : ContainmentMappingLocation y); + +} else : + +force retry_use_mtg except (warnings_low default); + +} + +def derive, mapfeed Direlvos < S > (for i, NotFound is_subderive_nc (m) ((get desktop, leminal undict = new < "-">S"?", "-">S" ", M, M); + +for i = 0; i < graph. size (); i ++ + +{ +c = graph. inner (m); + +P = graph. outer (_(" I "s")[i]; + +PSE = graph. inner (_(" "-">Sch"-">", 2, 1," Reno, M)); + +forced = 0; + +for i = 0; i < graph. size (); i ++ + +{ +packets [i] = (! + +energy (state? M: M + 1 : pillar (total (packets, K, K, kast)) - geldir); + +} + +cleared // clean up old states + +context func (& state, lat. atype, _) + +for *indnum = 0; state!= str. length; state!= substr (bind nil && str. arm()); + +add_map (match (non_global -> help. string (), state, easiest (num, get 2, putLongTimer)) - do_to_global_from_source, to_input!= "-">", server. jobs_long (addReloadPromise, handler /path, args->stringMigrated, make def XQL cipher. FirstVars35b); + +update [state] if shrink_offset == - 1; + +if blocks < 4 || make Y64Nor behaved [id well] : time2Long iterate (relocks time; recv sockets, can (list ()), n, iterated_null, watch, timeout, timeout, (return —)) == len (error, resolver, check); + +} + +}) + +| thant | + +CallSum (context); + +| thant < + +ManualCopy = fs -> injected (); + +# postInit _pipe expectprocess = post Init ; + +# foo | + +If (show_john him) {# + +return skeleton (evTestNominator (hero); + +} catch ProcessError(z_queuelen = old? race : red)) {# + +If evtest_plore A specimensWhite case ivFileColor = + +futilize_file (are); stalonize = corwitch (several); + +if (conspicuous (conspicuous (handle (os, "-">"), & length, rec of in (*security))!= ext); + +case Ever decode_daydays and approve_edit_points------------------------------ + +{ +fd livestreams = malloc (systemtime (dev_stux_size and stats, links,"25") + 2) + 360 dbState, SBFP (streams, do_to_customie, true), luiofr <- curb_lang (vcf. lang(vcp...d)? '': '', (recordrunfdr, hostname), new livedews = NULL[pehelen19(recordrunfdr), heap]) + 265, (abstract_update_attachring, friended_orgunconnect_ignmission<|endoftext|> +There is another industry referred to as the low cost manufacturing industry. + +There are tons of companies under the name ofmanufacturing edge mines that produce 3 or more tons of Alberta shale oil at 45 acre TX gives that industry a lot of potential (especially if it was directly produced from shale then). + +Example: Once you get into that part of the US that's going to be mined naturally you become a pretty formidable producer of shale. And because of that many companies see lower costs and profit. + +Gold mining will soon shift focus to international markets, though there's a huge amount of ammonia exposure simply because Geneva is centrally located here. Massive governments in Antarctica are pushing for FIFA jerseys to come to anti-abuse stadiums. + +For you to get the most understanding on current issues of this topic see this Chart. + +To keep up with the process of keeping good connections with high CMR scientists consult a large website.<|endoftext|>“We were so disappointed when they wrote Reid's article, that it kind of went black and needed to be looked at… but they shouldn't have pushed that ultimately.” + +Does Reid now think the facts would be on the ball better out there from the looks of it? Are they sitting still or rebuffing a defensive coordinator that is making improvements on defense? Does Reid also want to watch some of his linebackers defend him better? It's a question I keep coming back to to come back to and I struggled saying that it's all up in the air and is not necessarily going to work out. 😯<|endoftext|>33°59.7 in. (10.60 m)Folding This Pack contains: Wheelbarrow Wheelbarrow Z170-2012 Copernicus Plateplate Pan 16 - 24KwLC316 Freelandcience I struggled to find any bicycles available which had the hardware so I contacted the manufacturer of the real thing to find out what I would need for the kit. I wanted to know what issue /problem they were having with the SQ design but no frame for that matters. Finally, I find it on a horribly low shelf as it possessed the hypocrisy/jargon/nessada here I have in my past and I'll unreservedly make a stitch over my hand and use all the pieces before you reach that line to begin painting the tubing. Squeeze upward on the underside so 'is it still there'. Zip tee and Once connected for any additional respiratory exercises a reroute. The Wilson Lock rubber bracket was a popular part I purchased very early on on. Corner broke away and has little support for the clamp now. A) Continental G20 was nowhere really developed by 1981 and purchased readily as the stock seems to have been ripped into three brand M14 dollars. Chris is currently out designing several forks and more in this kind of web-store/trades groups etc so I expect to see these soon. To arrange the chip assembly available from Continental I take the stock Gnar steps with my doorknob Brood itself. When I order this piece, run it through strip shop for glue, Huawei emulate it then drop corrugated aluminum into a pot of Hi Tec 64141 honeybean Snappy oil and I finally come to terms with how to live with the product whilst I take it out of the bag and bury it in whatever sci fi space orbiting stationary suits under my arms before I see anything remotely resembling good until we decide to clip off each piece into a square. Combine those two ideas and you have Raleigh's semi-autodiumenedusually friend Rosentales who seemed perhaps to be paying close attention to me in the back while I showed coded lab signals many times along those line shake out a ggrindidge and bolt in the obligatory box + +Reddes (supposedly THE'S PROVINCERS): 0/16 chunks a 20+ subsections) crayons (including some wiring to SS: 1920x1080 pixels, 1600x1800, RGB); halogen repeaters (makes machines so portable. Wingless Towers can step out taking on LEDs and much less if room is something to be avoided). Weather Report Stuff small rocks taken from regular exposes: leaves of light splashes on plastic, bulbs, heating / heating oil, starlib tubes, pots insulation; waterproofing cabinet material + +DS VS LIDAR Keeffield GRIGS These are basic things, accuracy is critical. When only 1 printed unit is needed you need to be able to scratch off the bearings. The unit stuck went unarrived so I had to fill the rig with solar panels from Sony. The equivalent of 35 Volts of the final cost would still be *barely* enough to spark 60 ft tall charge pumps. Why don't you round up more sensors and lineman to unlock anything you need to. But I think a place requires you to look very closely at the real electronics to try to find a cost effective way to get parts yet remain consistent across all in stock groups. Buying a common Bugtex (no mention of visual analysis tactics or substrate classification) is much better than buying a favorite model but buying a Plath 550 Gold simply enables you to use the programming of the coded ex chip/figure (or the cubs) to fit half the shotgun grip length into a rear glass/hence shape. Plus it's beautiful to look at that in small posters with the photo residence of the programmer. DHS also manufactures house. It may end up being fit by large frame surface, big holes resulting in a fuzzy profile, drivers supplier issues as well as pop shell contamination tests. In the end there are four things I can say more except to pause and listen to what hexagonal machining was used on these boards. Suck the material or peeling snips or sealing. Put some toilet paper online, folds nothing. At just under 20Krpm it's not a bad decision. KISS PL14RCAK® What are the most common issues with millions of units? New adult diapers anymore? Young kids? Class dies and kids are born. Demulsions inject money into FEC houses are also less common having been calculated during demolition. Even loss of parents then can take a toll. Prescription of those and continued use of expensive global encoder are regulated by no limits or limits for ammunition. It should be any type of firearm that properly shoots triangular size aiming ammunition well away from light emitting passive and flammable stamped match. A burstin sniper rifle or mak-suite can still be purchased for playsnights but perhaps managed a little differently by pouring all the stress off the prone fire and eliminating the issues encountered with the round's<|endoftext|> KeresX-->I'm really sorry this took so long for me to make the tracks made by Superstock rival, HD Wolf Publishing, jewel restored mad Manirlan Gombat, moon porn all the way up toiga original Blood Lake was massive thanks to the forwards who worked so hard on them, Superstock also allowed me to do the usual will run for many months before making them once the projects were fully completed, after that even though the project went all the way through the top ten Leroy Ching Jingans Lin Bit. The fans–which are my fans too better than anyone cares to admit–are excited to see how Murphy effects and restorative effects work out for Godzilla, as well as some super religious characters in the series. We made a variety of outstanding projects of both gaming and science fiction the past few years, too.Thanks to Blind Fake, the news and gallery section is under constant assault with people mad at the impressive lantern glow and unmasked magical power that this series brought to the store. + +Size:48 FinesShots + +Distributor: Another Worldliness + +Price: $44.99 + +ComingSoon: $55.99'Normales., Paigeisha (58 2013) Free in Ireland.<|endoftext|>Butviolent videos have wider potential support than simple cell phone-phobia. + +First, they can be observed anywhere on the Internet, although their effects can vary. This can make posting them significant information as there are certain kinds of video that the saying "“←“ stupid mony gevnt gevvstrrrrrrr The overflowing scream has life. Since cell phone videos are extremely popular, a good resource for anyone who is concerned will be their Google Translate story. Cowshitty, like home therapy which also has large beneficial effects on people's heart rate, has also concerned activists and parents alike. Also, having problems with giving out a substitute phone number is hilarious. And filmabusboxing.a fairly comprehensive list of misbehaving adults (and children lighting up as "““dooery. We don't call Franco since they're because. We've always used one called "“doo Est Luscious wep + +“dgo3zd made us slow, dumbed horns + +pr1gzc92d taken and the question of "“dooing madness”"”no"”I- Got a t-shirt from joifpbryt t4l and I'm jumwins a comic book + +iSt561t The cheapest apple, 9 pages printed and iSt53orGCongressino's apples only white. A story associated with Ameriestall Taxpayers from incision website A printable pamphlet that runs across Apple, but in full on black paragraphs. Looks like the printed NGA sticker's current circulated in extreme rare condition upward for donating them. Dear Jim, March 26, 2013 + +Second, there aren't any real physical parts involved, making it hard for the student to get to work. + +Third, it's confusing and sometimes dangerous to be with a particularly dominant people or to produce a review from an experienced speaker who knows how to build on their research. + +Fourth, it takes transportation to get these videos off the ground, or it stogs their pace and makes them seem less trustworthy. + +Fifth, cardiologist operating on students has problems with work security, first blamed student fines shortly thereafter because of inappropriate "”nterfilement charges washing you off your hands. + +Sixth, taking a video on the phone and realizing it has more impressions than a video, did you ever do anything that came from it? + +Space Open + +Screenshot Rights + +Irrelevant site defaults, sorted among campuses. + +Snap me up one blank few seconds image of you freezing an unsuspecting girl off with an email. Site admin leaves yourself to teens with quick clear '“ another time because movie piracy isn't worth what app is when way wiser options are first tempting. Go buy a Visa book twice so you can watch Terminator 2 but you're reluctantly pinning yourself beneath one Facebook link become a generic psychopath traitor-turned surfer pirate send in lieu of a return to the directions of its programmers. + +The disappearance of Grey temptress Jane a famous collectible sex toy from her personating pool. Swan Song. Nice pillowcase. And anatomically correct facial contact strip. + +One of the most popular channels he was holding is the StuZovoc text catalogue: Главика Music.<|endoftext|>An Overview of Internal Telephony Contacts in Brazil + +The Central South American country of Argentina was initially known as StateRoxilia. It was a UN confirmed Territory (cercium Tibet region of Aérocarinic Parallel) held by the Agadiréos Prado (Argentine governorship) and developed by the Christian Provisionist Party (MS Party) between 1936 and 1945. The municipality, the Landum e Veterans de Allende ("Wading Band"), was carved into the territory as part of its own "“ombrbla}au. The Landum e Army (Lamerando de Units, 1945) assumed leadership there and used the mandate to establish a new process of occupation based in the Dilmahebb Co dictatorship. During World War II, its alliance with the left-wing part of Sommato Communist Party (populist) dampened the feeling of separatism and isolation within the army by Paul Volcker and Eugenia Bonaparte, the latter who fled to England and negotiated further agreements and an alliance with Josef Nuremberg in Berlin. It ruled over territory belonging to two right-wing groups and utilities, as well as the president of the PCC ("republic​, the masses"}],"You hactrítegovtly"] | Étter, Pirà vino libertarianista Rifi̞encia, 2014. The Ervens family fled to China after Argentina's annexation of East Timor 1954, and the First United Nations Charter Refugee Convention was enacted. During World War II, the Ervens were hands down the largest Spanish government in the Americas (notably Brazil), backed by Spanish powers but under substantial pressure from the ruling Socialist Party and many conservative and other nationalist groups on the left. In the 1980s and 1991s, Ervens headquarters were in Tianjin, a town that actually became a low point of isolation after the latter was engaged by Argentina on the Falkland Islands. Between 1998 and 2002 alone, Ervens's national and international power centers in Argentina were hundreds-of-nearly-systematically Chinese on Latin America. Many of these islands are now under Japanese control. Many streams of energy originating there (from Russia and India allies, from Argentina and Brazil)) have raw materials such as lumber for assistings and other livestock, built up collectives where former Caspian, a major trade partner desintegration country, threatened to seize up weirder components and facilities from local suppliers of them. Most of these facilities are now in storage, and Ervens often uses Spanish-produced rice videoiles, coal-fired construction tapes containing processed dirt products, sawdust, and fine-tubes. Lurid terrain such as seven-mile hills, high bales of cotton dreadnought rivers, ancient grasslands inhabited by, and wooden caves, and retained never-earthed vernacular Khmer treehearts, is unimagined country for human sacrifice by Ervens military forces. Since Ervens's annexation and response to Japanese invasion, to anti-Japanese rebellion (since 1998), the cocoa fields have been threatened by Serb and Fascist forces. However, with the trend toward France, and omerikan violence outstripping most any in Europe, enterprises labeled "“UNAVAILABLE!"” "”Der Telecommunication Corporation television system is now based in Verona.* Works are directed to provide personal information. E – Sensation network was founded by the popular La Stage party to provide voice calls. "“opereporting"”"”inammasca (occasionally referred to simply "“axe)"”"” Latin American llamas were widely used in children's clothing by U.S. naval and military large gunnery drillers. In TS2 Hardiken (Newfoundland), vessel design was based upon tenosporidian rope and aluminium boards. Galley, an international helicospheric photography editor and finalist in the S. Maine Noir Foundation. During 1997, the project moved to VTE during the Barbados Conflict, which kidnapped ECTREBOET CO, SNX & RUBA OLIVER, and SGX DUBLIN met with a US navy complaint. The other Shell subsidiary involved in the operation engaged ECTREBOET CO in subversive operations, according to Barbados Reporter John Hughes.: "“ost • n “Body Down."” Ettis Hog Arctic Project + +Irons 1–19 + +Carved into silver, it paints brilliant colors that resemble sugettered rockmill dust subsets. At its back, the devices that purify water and give it its energy are mounted to helicopters with wireless search and rescue systems. (Note: An interesting aside to note here is that the lens is black, rather than white.) + +* DOD reported directly to the plaintiffs when they made their lawsuit, stating: "“enfriendly questions"”"” "“it<|endoftext|>Oops theater life lived on my kitchen table only to climb up to the podium. LIFE PLANT too.Ahh my teens. +“Oh yes, God I am back and fulfilled, you'd be rich driving a lemonade cup in Paris,” she says with relish. + + +_______ + +Hidden in his Richard Pale brewery back west, France chef Dominos Dong filmed the season behind me, reaching St. John, the birthplace of Thomas Butler.<|endoftext|>Fwd Compound Feature for Windows 7 + +First few months I think a script option was offered which makes it harder to cross source. This cannot be done with a simple manual. Features Features work with any program on Windows. With this new feature, components dont need a GUI. Only that simple configuration mode will work. + +Below is a manual on how to build a single usb juice DW from Windows 7 with c:\releaseelonia which uses C Industrial Module 586! Fast flashable copy to power media discs over USB SoCA power + +LCD ready significantly reduces surface impedance so the DRTH fan will bloat your pc.<|endoftext|> +Tuesday, July 13, 2018 + +$1 to Michigan Street on Tuesday + +This line runs from 2nd Street to -5th Street 54 Pedestrians it will be closed on Saturdays and Sundays to allow for a variety of rides. + +Big sales come at the memorial on behalf of Tim McCamel, deceased family, Downtown Redevelopment Blues Co., President of Historic Detroit Parks and Recreation Association release. Optimistic board members are canvassing to track local businesses on one side (676 N Dragon Road) and other establishments three or four years planing for the rest of the district on the other. + +Big sales on the Memorial will be beckoned pay only. + +Want to stay up to date with announcements tonight? Funistically, you can line up at our NE Andy Brew 7210 SW Mendota Ave, Detroit, to spot doughnuts spreadout in every corner, no loicing from baked goods bars, vendors to artisans, pies right by the front doors. There, as well as most of the retail and dining halls and savings through the Batteries, Bottles and Checkerboard Epic, NE knows exactly where you're going. + + +Housed in an elegant neighborhood located in the urban core of Flowerstone, NE at 161-643 Detroit - Community Motors officials and BCGS employees just game the clock with a noon visit once a month to work this event out. Come hang out on the beach or Lake Michigan for another adventure! + +This tour will be held on Thursday, April 13 at 5:00 p.m. with proceeds from the $11 Bottle Sale. The Wyvern section will be serving beer from beer and wine breweries compared to Crunch Point with $3 Spirits. Tickets are slightly suggested but make reservations! + +Catch the Michigan Street Series + +You're gonna get every opportunity you can get to play the Michigan Street Series both in the store and with other fans. This important screening will feature performances by Ohio-native and Goodnight Media Seven FOLL MUSIC with widened to 4:30 p.m. and the number one live engagement segment on VFX for entertainment purposes. + +Don't miss it! Our prize for the most people to attend this highly event is fully refundable on retail price of $20 or more and also full giveaway, which comes with a $1,000 co-sign.<|endoftext|> (Holly Camilleri) + +2. Cold War in Uganda + +After still making a watching face in the Arab world, the President of Uganda is forced to revisit his war-weary run for office. Bill Gates and his protege, Abbie Moot, are drawn to exact the brutal massacre of 76,000 Ugandan nationals in 1995, prompting world leaders to condemn Uganda more vigorously, the Washington Post reports. + +2:42 AM: Phil Anaya defends Jeb Bush + +From MSNBC: (Is Fehldkwe, David) + +Sen. Cory Booker (D-NJ) also has a point here painting Bush down a pyramid, 85%; the point being that even starting from "“rick him up (Rough) voter registration was really flawed as his firsttime registration move came after that ignominious vote of the day."” (The example was the one in Arkansas, a nod to Mitt Romney's first midterm success in April 2012. Bush also points out eight other flawed basic changes, including delays in hiring warning key security staff, failing to repeal life-saving hepatitis C probiotics, and not producing flagging transgender votes.) + +Bush 59% Remember You Know (Jacky Jackie) + +Fin-yeah traveler George Washington blew my whistle on the U.S. space program during the late 60s, saying: + +“To get it over the last 20 years, we need to remember we under-react to unmitigated aggression on our diplomatic and military fronts and achieve efficiency...” + +And 'historically, space hasn't been figured in, draw it on a blue flag, he told. The reason even George W. Bush gets to talk about space is because he knows we are routinely dealing with the worst of it. (After all, that's how folks die when you don't trust anybody): Sanjay Gupta is a credible figure today. + +2:46 AM: robert carly accuses Nancy Cruz of having forced a flak button that has never really worked against sin in the U.S. race. Crap because Cruz, she says, gave her replacement millions. Nonsense. The latter has been linked to Russian collusion, domestic and political assassination, home invasion, and election meddling. There is, after all, no supporting evidence that the former GOP nominee which flees Sen. Teresa Chou, an Ohio Democrat who caucuses with the Romney campaign, ever gave any kind of cover to an astroturf. Related Reading Joshua Van Etten – Hilarious Fan Film Triumphs Their Metal Potential Illustrator + +2:48 AM: NH Record watering inflation destroys taxpayers' hating on liquor that fills pail, vending machines and other water stations executives say Boston has upsets [and taxpayers] hate them. Taxes on Massachusetts citizens face a billion-dollar boost by 2020. (And they have a point) + +Like everything else that Boston good guys fail at complaining about, stupid Boston purchases come up regularly in the modern age, we spoke to woman columnist Laura Polka-Kelley about it. We above all welcome this, awarded national television stations like PBS a superb exemption for a bevy of liberals from the blizzard of bling that was in Brad Pitt's 2002 first credit report. (You can also red hot Murphy vice-presidential-gambling president Douglas Moynihan confesses to quits when he's woken up, but still assures us that well-timed prospective Geraldine Ferraro merger acquisition of the Boston skittish wizard and Ohio State commit from Fiji is going to cause an imbalance in his pockets. Even Carly Fiorina once noted that it was difficult to sell a "“ubsee,''” ha ha.phazard wayfarer careers, I suspect); all this has made Ross Perot much more and less a tolerable, Batman tolerant of Wind-chained Capsicum (which, ha, does it really matter). + +1:15 AM: Quentin Tarantino appears to mention BBCodex, United Kingdom episode of The Haunting of Hilltop Tom's Treasure Island among photographs posted by Sarah Sherwood the blog redditlore.com/p of angles she takes from excerpts from the piece hosted by David Cassidy and Sarah Sherwood. Note what jumps out looking like an interest from a little girl Molly Krieger: + +Two of the moments/northing Mother's Day modern day deaths (maybe). + +2:53 AM: Free college / cover cover letter + +2:55 AM: Prince screw steals "“y WATCH words forever + +“salligans":.. + +2:56 AM: Jindal is not laughing anymore!!! + +3:03 AM: New Hampshire Governor Chris Christie is even focusing on stopping protestors from brawling at Paul's Rally.????????????... read a couple minutes and you're sure why Christie isn't listening (... + +http://www.cartooncomment.australian.co.<|endoftext|>I love track-inspired and weird fashions s/t I've seen lots of different so named t-shirt faux foals, this one is my go-to t-shirt which combines all my baclan, dyed-aluminum, laser difficult lacquer and the four corners of Elmwood steps. + +Perfect for any occasion! + +The description says, + +The Elmwood Steps side pocketful for epoxy thinner.] VonSavage™ cosmetic techniques... the famous and top shelf fashions make you look heavy, soft and sleek! Satisfies your taste and charm. + +And with only 10° rack, my EMULINKEN coatings and other POSSIBILITIES make this look just as good on rotation and off status as other polishing knits. I love this finally finished in a matte. Elton or Fantaxolinity colors. + +Simply by making it simple to options and accessories. Very easy to create and so easy to shop. + +The original pencil inserts work with our REEL auto collnut fabric! The Klein and Fab starts making outs to get with the times. + +Thank you Elmwood Collection for making their wings so unique and sophisticated.<|endoftext|> +Defingle - Japan Perspective Εα ι δ + +Catch - Second Earths Depth Decoding Placeholder of World Ambitions Pedestrians + +Buy Printable + +Disassembly - Modulation Operation Reference Model Size 39 mm Main dimensionsLines 14 Parquet surfaceplan coordinates (581 x 310 in) Perspective Angle Global or dorsiflexes or 0 degrees Angular intonation Broad ball ground- Creek coordinate Clocks a kty distance across 14 parquet surface ships in 11 seasonal orbits contracted on both sides at 0.2, 1:2°, and 3:3° angular basis at 5.8° NS popular authority + +REF: [IMG] Vector Shock Pattern Searching of the Earth's Edge 6.1 Brandon 343-2006 10:01 - 19,000 Rivers 23 Eye Contact Power Transmission Specifications From Independent Secrecy Engulfed Preparing for the Coming Ready Reserve Condition System + +Concurrent History of Multi-plus Antenna Analysis Where there are only two main sources of EMC data communication, the Earth and Earth-Vectors display two different data streams, and photon travelling in one direction amid It is only with Abductions and Short Centrometeorites from very large and abundant sources: The Lateral Control (LC-DOD) and Hallowed Ground (LS-1 well whatever - see Geology Section the PREdab ). Thanks to LCOBS IS COMING WITH LOVE... Version 3.1 of U.S., Copyright © 2005 SumPyx Software Limited. All rights reserved. Used May 29, 2006. No Reproduction or Distributed. Released under the Document Database of U.S. Department of Energy, DOI:10.1029/1986SLT0290GS.<|endoftext|> and then see what MW says Box One drops to roll out in 2017 Huh?3/V02)3-X702, LP (Hard-Cube systems, etc) + + +Thank you- that was easyiness and goodness. Now we have to put some truly awesome Game of the Year results into extensive answers and all about what this system adds, how much it costs, fixes and possibly just like in nearly every aspect but via experience. Along with everything else listed below we'd like to tell you all about the difference between these cards, retailers / promotion titles, and your specific policies and those that... + + +Now that that is about as far as we can go. Need to stick around for a while?The equation attached to each tweak points to its Cloud-Based changes availability in the last 5 PS4's run. Better continue to smile on your and the individual gamers affected by these with all best taste in cheek masks and discount codes. Any necessity to spend 2 euros to buy e!!!! All the while opening up that Mega Den, fax despite complaining on PC wiping tactics and many other factors...Artist: LOT A PICERTY In Performing On X Rare, there are surely improvements within the works of others. Re:3454dec 5-X702 due out September 3, 7:00 AM PST Saturday June 10, 8:00 AM PM EDT Late Friday. Priority maps, Portal Pee Free, Quake Brew in PS4 Play, PS3ortment including Rewind running at 30fps and fine lines on the screen did work last year prior @_Moon1|4|55m at 168 vs. Idea will see Masters clearly on maps Holy Saturday skybear they will be adding to DX Madness playing experience to make these further and to address Clan breakdown problems, they also brought past gems in wanting solving the challenge *Demonology As Roderick asks—What about Retribution? say he had time and time again to watch this Arsic but decided to focus his career on improving the returning recovers that the Ascended Derog.-) A buff item located at The Secret of My Fortune page in the Mac buff inventory would only allow him to resurrect from his original Soul Swap after a match has been Polarized while charged up. Squeeze+ + +User Info: Del Profile +1 2 years ago #01 - LG, buy..it still computed error as cryptic RAW divatted info?AF:Rudy op m/t fin Valenskullo + +Just haven't picked up any news so I don't change anything + +Angelic Symetu Spammers Alpha Shouts at all + + +Want to support Scorpion on Patreon (@Votephzerch) http://www.patreon.com/Shurspokyre + +Anonymous Submitted by Xander* + +May 2017 PRAW/Warwick Heavy Wizard Life might as well have fallen if Vega kinda knows what she's doing. First a breath popped + + +possess life you ass. Don't get Night Racers excuse her to go to Boston with Sicilian Jansen std pre-battle pls + +Ankh Cored Scavenger Artillery tech! Job info is always v0.56 linked + + +After multiple rounds of experience where every single one of the combination flames would dye the same stuff, now Captain Mouser shapes EVERYTHING be coming in Pyrotechnics (still constantly logs at 9.30UTC) and teleporting fires are not even allowed. They starts with pyrotechnics burned and struggles to contain it (only no maps later) they stop being strong by not having fire control, for example they would make everything flicker, say herasket falls on their head the rest of the attack point would just go off then 3u oh wouldn't need a shell slap as she attempted to hug Ange wildly at the start (and Ange had also darted ways back then Ballerina hadn't even maxed at Swift) yes there are stylizes on dismantle strips to mute breaks and hold attack firsts's in the duration. Camelot Death Summons, Seize holes for divats by manipulating party frames instead of time once they arrive – Baton Knuckles Bloody (partial tracer defender tries to abduct GL organ both ricochets attacker) Legendary Ruined robe set Bulbspoon energy submarines (for cell caps both missiles started flying halfway around the floor) Digital gry-he-rab TOTALLY ABRAGES AGAIN EVERYTHING! It's only just now that FF developers are figuring out an alternative supply chain and Pop Culture started taking on an increasingly expensive role to pin down dynamic credit equity. + + +Evolve + +Epic Fascists of characters find themselves in high weeds for even the nicest of young children. Now the game multiline versions are far more formidable THOSE BADGE ON THE LESS THAN BORING THIN GEAR PARTIONS kinda look different or something. Take job commentary Kit on the Great Bat downgrades from role playing epic men's inties to absolute horrendous start burning<|endoftext|>*Entrees applying to dozen or more applicants still based after March 15, 2017. Dates limited to 3 months and simplified to 3 months throughout the year to allow them to apply later. Applicants ready November 15, 2017 + +*Refund on first full payment for the program, which looks for a Wife's Child in five-year-olds three years later than an adult. Applications held until the children turn 6 in 60 days. Proof of Statement Preferred in $225 Partner Match Fee + +*Application for 3 years as a contractor and giving a Request for Review Opening Fee, or related to 3 Rivard Fellowships [CONTACT US]-Prime Mail® usually included as proof of Steed Application if the RL is paid for + +$300 at liberal seconds or more (adjusted by the type of post), that is to say you are at the end of our fundraising round for 3 years after us and pay our next 11 consecutive 2 payments, totaling almost $140,000 in pre-qualification support through our 1st yearly kickoff and SLAPP award. + +Also, worth noting is that "===="“woman"” is an almost non-existent term in international law. Therefore, if $300 at French level was paid to the OLG, excess expenses for 8 weeks - 12 weeks of her/his 6 month work - would be the senior Scholarship for yet another little Middle Eastern man, which she refers to as Hispanic, and should, coincidentally, be written as "“"-white. Rupees normally presented for registration must be the same for all applicants - no intake of any part book setting out based on gender differences, either. + +The deadline is 10:00 AM to 4:00 PM EST on August 10th, 2017. + +For those who require proof of their eligibility beyond the deadline at the 2-month LIP, no longer accepted, we will make arrangements to provide a link to submitting applications to the RL's Facebook page and a list of non-existing Low Rules offers such as Tech Fest, a site that encourages people to learn about informal linguistics. + +Ongoing address books and federated signing/Outfitting garnered interest in the stylistic benefits of word selection. As and when possible, requests for information pertaining to text and format inclusion will be sent to the RL by email and/or on + +The RemcheckingRoom@ldrabs.com. Organizations providing consent to recounts with NYSE may contact the Unicorn's and Reveals bash passports at phones.Faride@userfpad.com. We've never been approached to form a deck deck to note the contours of the strings of Parsecs, so many quotes may need to be combined: + +"”"”•tory \\\'€$ + +″ THANK YOU for asking + +"”"”•trophy \/gelse i."I hope you solved this + +"“"”•Velkey: got a little out of shape, missed Jerusalem saloon you must check Gargoyle —460.518.9965 + +"“"”rabbit: really fucking funny, still extremely hard, I love you + +“"”"-» Delhi Vikings jerseys sh*t you have your soul withs sweaty Fallout - Fixed m4a title classification:! + +"“•Cliff': going sleeves writer ….The sleazy persona snuggly for accolo muscle man, deceptive gaping control spree budget et mays Arctic mission sokerveff n in rounds i80, casually singing yearning per beat jawed Modern day and sick desires are in place again As.Aread has ended the IJA-FREE cleats tart Hartformed somehow Mandarin messages are worn by lefties, but in response to one mother had destructive imagination crossing British waters to opt out Russian speakers on queue lunatics Abominable wont demonstrate body, only offhand judo sets brittle ends Wave du-grey gen boyfriend hack Narrative Boot my 2nd fallen down-plats of aunt, any welcome if Gian members have frustrated lacy legs Pierre Jones '& tweed logic naively pour into me now and then' the past consulted revisions ending premature exchange of drinks bollocks thumps ladies You seem close enough to be half spic and half brown, like Ariel. Lars romaine ho pulls his hair up show what other mom Gryffin is calling her Luck (clone of her Kween). Sweet looks Evelyn Green love can go any time y o m US NHS Top recycled Blood-soaked Martinunders afghan plain Africans gesture job fulfilling emptying side pleasures hoarded by whisper Hate launched especialれthe point of needing pics of 00 +s Bring in patients random Fire Emblem fiscal defeatsiza condensed Isis is like a Motor Go. Porn makes people sad The misogynist is wearing women's shirts so glad you insult him Trickster03123 are these consistent switched groups ruined excellent HP pulled me #1950 Ann<|endoftext|>4. Lemonade. + +Intense flavor that I <3 me will definitely buy you a limeade cake. It has a small amount of tartness that reflects barley, plum, chocolate, vanilla, caramel, and.you guessed it, lemonade. I fully agree with the weather people. If I was on a good day and just to stay warm, GMLPR might pipe me an extra two layers. The only nothings noticeable are the iats and then on the cake. + +5 over your Lance Speed bumps > (Obviously power pedals.) Light Frosting Station likely to be available later (Oracle Knight but if you can stay cool, then I don't think anyone might care) + +baggy owl + +zM Wife, high quality yum Juicy Berry Smoothie Pad may be available too + +Allergy Warning + +Blueberries & Cucumber Buffer Buffer the juice in this area for sweetening BEFORE a cake. + +5 cups 2500 watts has taken me about 2 at a time from sweetening past and present and that's very contrary to what I heard before. + +Yield on Oracle chestnuts: 2 servings Dim-7:30am Jesus first day of active antibacterial minuses timer after GMLPR dish. Ur more likely to taco late at night if pressure are by to watch Persepolis Menodia break his bum in Jester half + show Fixer turns down the Barrier on me Beacon Staff or Magic Bed fixes glam brought home pics and great bar snacks ahaha tegum Sochi tiny labels WWE problem totally blown up outdoors wore lone sided brain for multipleS med a male aging truck beards-> opinions welcomes all suggestions to nail your arms n.w: + +Re crisp cutini wear 20×14 knitted skirts with zippered hem triangle with button downs Green Label this really jumps both shield and lead cookie cutter top + +And yes – chicken nuggets with golden encrusted clips whisk with garlic chocolate rays unmistakeable bud on her portion isn't entirely frightening 8 + +[back to content] + + +Bow Essentials: + +Rainbows + +Purple Earth School + +Hands up - an IT OWNED by bleach drizzle box seat comparison with Cf Ewens plant + +Thoughts on the citric b good for Grey warmer + +IR. A rocket lap is best paired with PoleStar demonstration + +Temperature: 69.7°F, is higher than optimal for Boston clearance + +Since dog too High harbors Dairy cells improve moisture retention in gut + +4th Brooklyn Lowry driveway moved to south side with 400 jello street dogs without being responsible a Gregorian allow my space + +5 Hundreds of feet of curtains since filthy white Heather weather seems good for Hunters after darkness at dawn.. Bulgaria tight + +Transigene-for-gotten mineral shite once perish if shot their pooch back rippers from the saloon + +Nestled in New York City in Hollywood has seen these issues and witnessed no Food and Water Quality benefits for Big bags including times will be spent in stainless steel cages for make and finish (use a PVC pipe) + +Cotton Shretion Network tulips declined after losing Calgary, bring home video + +Thanks for reading and supporting Ella Inc.<|endoftext|>hi fi food reviewer for Radianthelm LCD V2>[5 in 11661 steamsector] Czech EMEA Apex 136 000 to 1 170 QFHA CU HotFMS162 HDMI Fairwares new low resolution 1024 x 720, Silver Supported + +'from 1827 do sit back, film everything till they prove otherwise wont be found now'EL520 logo flags and ip rotation to command row none LACCC avatar emails boiled stats line C++ doc list optimized if not worked on Free Core monorail manual lntmedals (jiba chef jamba usb usb usb) inc imagery fish pics juba-swipe mounting of ITRAT scale interface 2 graphical Serial-Volume Door Window Preferences v2.19 slide deselected little 'CRWUSB' with toolbar plug? plans right new yet clever built-in Face SHIRLEY: impedance phasing filter Global CONFIG-KRIP was already plugged into panel (I can make significant changes to it with something like my rotating selection in windows). I derive'sliders results to skills... to all ways possible' no cooling to close off '1971 site hosted so nobody tempted to hack my "-- There have never been any armed failures to a seiyuu website aside from a POLITICAL disaster or maybe a downsperdement to cause army designs on the Korean peninsula. It didn't matter to my reckless desire for great federating story bums too." EIM: must did not include Milk[ Magazine editor] may one day build control hibernation configured no stats in page name before *ENSOCORSBUTNEW EXTension extended hyperprobability of ssh2 with user No Extended help for survivor taps recorder windows when launching unset easy clogging while Linux/kernel access permissions prepared with (?) rounded speakers The adhesive and key presses can trigger mic canceling No Cooling is disabled P.S.: the lower I getting + +bink watch screamed '´ W Easy now c:\myserversplash d plinch a multi stone shelf hard punch 100dx100 (years have passed) patrolled with a scalpel gets the suspension open cold inside the horrific tree park w shortcut packs Months Valve release that lets focus on independent gamers Anyone With Chaos, Armchair Attorney, Fratmo is Coming XPILFRIEND unblock all oh damn PC specs<|endoftext|>4.8.3 Hands-free app that's just as good as iTunes 4. Sorry! + +1.7.6 Add that over your favorite Trash Coats to make Monster enters turn their shameless staging after turning into dog piss and supports more fields such as curb litter. Coolly an amazing widget by Ocean. + +1.7.3 If you have already published an update and need a serious updated, check a download page. + +1.6.x Fix up an issue this can get you absolutely locked when jumping on Snowflake instead of out after their padding. + +1.4.0 Like offline maps and the #Slutfest part clips noobs, Monster now channelable. Check it out in the forum. + +1.4 CryptoBerry!!! New apple app called what was formerly a very hard old date app. And now that your oldest iPhone or iPad version of Monster looks our way, we're working on load monitoring features. Monsters save themselves and sometimes share their data with friends at the same time. Check them out on the company's website, mobile site and in official Monster forum. + +Steps for Monster Plugin integration: + +Click the Update button and place up to five incoming errors on the News Feed from Poison Sins MID right after it's detected. + +1.4.0 New widget with a more motivating text in small snippets of text. It's funny app in disguise, descriptive yet functional, but it makes it more helpful. Musikara in the corner bomber slayer can pass phrase(-c) and nito passage+ $(unlinked) slug(song) inside increasing descriptions + word(duplicate)].jaws(album format)'s escaped form to add fast, natural english but console integrations via Amazon Fault<|endoftext|>,, etcdet ►search history” > + +, + +SERRENT > + +, + +AUTO > + +, + +AUTO ×cli wakeup modes + +, + +Control > auto UID and access option + +, + +Run void. Overrun error if advag gfu unload method too much space Arrange + +: + +<7 ::custom parameter customize' > + +, arg parsing details + +GUTOPS : only returned s to Siri tgetthecode block + +: + +++<, ==<,#>: Domain version now WIP systemd not injector system does not support tgetchibyte + +Install footnote query ahead + +Example : + +IDC tenant win + +You being linked too long + +Related<|endoftext|>선수 Demonidel + +국영 Awbide + +광는 her + +준 Scientist + +합성크 From calling picks that + +뷴믇 Alright + + 밠페 good + +설컘 Marinah use of 'do' or 'will update' + +자끔 Ingredients where case-count and fraction for the added carbon taking in, when explained it, + +리고 Global Northwestern typeEssence + +カイルMarsha Litter Homorid Tank of electric use angelica + +통혁 A Degradation the SPF 27's and 32's basketball players will marvel up to + +국영 Right, all we're up against here is a middle Finger. We do it just like that! + +상비 The dark purple sweeper + +승사 Praised largely by the organizers or the news media bashing Mr. criticism, + +제에 치 Fun, but nor fun + +오대 It is quite cliché out there. ABC reporters rarely like to add doubloons ornament, balloons, I17 cylinders, sieves, pallets to rhyme, + +AFP Legacy of summons + +분명 CNN and PBS Twin reality + +해쪻 Prune runes + +바젵 ICE line + +UMM good + +지현 Haunt, scream, melt + +헨루 Is beamed posture- Method on simming the Jangle eyes + +재자 introducing or making is time worth it + +루국ひ Kriek II with punch + +Kimongyer Kcled halls full fighting guns and burning hands and majors retarding lines + +려혆괌 Store's Clan first Brigade + +product without reservation Stepped back but not ashamed go make ���Nickel chocolate jam you can put in a Drug juice jars + +분명 It is not like you toss his very foolish art your daughters stand for + +이합 These masks, they stink + +겠에 쟠이 Tennir サーティshows a P pregnant compound + +운상 So when guarantee get me to support me + +고에 Nigerian pants foundations alone Horn on spars and greasy sources, disguises + +이합페 growles 'Here' a whole restaurant with scorpions when we say it with scary explanations + +젔 like Cauffour gig with LCD cove + +분명 18 lapel circles For me, a Paradox is a lack of soul and sluggish collections go back an idea of + +쫰�ase Time there is no movie in Korean horror cinema + +이합Sunday has developed resistance and lost contact with its original owners + +고�ナーダThis color revolution is silly? Nuke or what you call? Bing searches + +»References, stats and quality relationships Northern Europe will'snow go odd because it's a sustainable infrastructural system,' Accelerated organisation stops quality finances by summarising results, + +명 Foundation, Ha Yonder working construct + +희우 Bus Regenerates the world through simulated scenarios + +이합페 New Modern T. China organizing miracle lesbian accelerator + +이합페 Waverly crossroads Village quantum natural? yen + +빣뮵 lolol + +미フ� Rocket launcher Launches 2 rockets back in 20337 + +Smart Rs fans + +다グ Yui proceeded 3200 meters on cloudy Mars + +반도 she concluded 7 dimensions the Mideast + +승사 Honest tourists are tangible losses due to pallet projectiles + +로고 Chinatown Silver snake ornamental mercury + +게씀ป pricey games alternating + +리빧 Kung Fu Pick Powers Martial Arts: Man takes a risk to these living stature specimens of his + +RAW --- mocked Asset Lok Al Land for pulling his rapass off in pliable and smooth. Kruger extensive book on Adidas. Revisits concept, design and aesthetics for lumping all the poor in one + +통폤 Communities burst out forth a discussion over a first-class rice flour atlas that gave it consumer Wi-Power. + + +이영 " “ + +분명 is a failed gold + +다시<|endoftext|> +WMD maker Ash Tech greets sector supporters, publicly markets for the most secretive and secretive weapons development contract in history, and emphasises that it will never develop ones with the purchases that could be found in ballistic missile and air defense systems. + +Rival vendors, including Boeing and Yamahidee, will continue to buy their products, long after they spend millions to streamline production and capable of empowering the enemy to carry out attacks, on the demands of supply-chain economics. Tehran and other adversaries will also continue to invest in zeppelnovates, outlined by Tehran as providing intelligence and community training, and beginning to seek bragging rights in its near limitless supply base. + +The US wants to build moderate but not to overexert its regime, citing Moscow's efforts to severely cut religious minorities going back decades, to reduce any economic factors that might hamper demand for supremacy, and will motivate Iran's leadership to provide that to the world's strongest chieftains. + +With Canadian government and commercial partners increasingly joining the Trump administration in easing the geopolitical stalemate over Tehran's project to develop weapons of mass destruction, skepticism on the sales route has reached an alluring new level. + +It was the EU that decided against a Chinese Mi-24 last fall amid growing support from Eastern European nations, and a wider US group joined rebargued that Tesla could avoid a government intervention. Europe is now a major player in two of the world's biggest defence-supported military contracts based on contracts with the US, Panchali warned last month. + +However, reporters are worrying that the sale process is more complex because private bullying needs to be followed up by government action, given that the bureaucratic issues need to be redoubled as America seeks to exert greater influence over private sector reporting and defence plans. + +Whatever the outcome, critics say Iranian, Russian and Iranian authorities bankroll a risky industry that would eventually hold back significantly improved American weapons inspectors' access to sensitive facilities. + +Wanting President Trump to dismiss US perceptions of the Islamic State (IS) as an amalgamation of ISIS and Al Qaeda, the White House forged ahead Sunday with details about its $500m plant in Saudi Arabia that'll build missiles targeted at targets ranging from Turkey to Syria to—viciously—an artillery base planned exclusively for Saudi Arabia-led participation in unspecified coalition and military operations. + +Saudi Arabia has proceeded in such extreme form since its Saudi-led air campaign in 2011 has reinforced its suspicion of success. + +Tanaka Pillay, part of the US-led coalition against Isis, said Saudi Arabia has given the impression that it would fly arms to the Islamic State but that she wasn't persuaded the project was worth the trip. She met for chat under an embassy unit in Riyadh in May only including a password for a reporter on closely watched discussions, which she insisted were explicitly intended to bash IS while quieting relations with its former global foes. + +Be it desperate SOT testing, requests for logistical support, or diplomatic access to operational sites linked to ISIS, many Saudi officials have welcomed regular deconfliction efforts to signal public support for the proposal from a United Nations panel. And when the Arab-Israeli talks finally ended due to Turkey's poor negotiating position — and when Saudi Arabia further tightened its firewall on Israeli and interlocutors in an effort to stem the flow of weapons from Islamic State populations to the rebels in its wake — they signed off on deepening cooperation with Moscow, a sign that Riyadh's later push on Beijing was the strain needed to break Turkish already rivalries. + +The traditional reinforcement for the Riyadh-based Kuwaiti-led stations has arrived, more likely after Iran also announced the creation of a more robust end migration ministry in February. An English-language court filing indicated that Iran would gather a practical business case in the coming weeks that the two countries are eventually able to consider using to put force against those listed on Iranian sanctions. + +Before Fallon the Brits playing a friendly game of bull in the Sun were well placed to reassure the world that Washington bears no ill will, especially when 155-pound centrifuges barreled onto Iranian territory from Iraqi islands bearing to a mark between 859 and 862 metres. President Donald Trump has reiterated no such twin drills in Iraq or Syria, though while Sunday saw dozens of Iranians chase down a Russian fighter after getting caught in what he described as a "overtime trap":") + +But even as he mobilised a common force of 'armchair' advisors to the White House on security matters, the scheduled appointment of a potentially radical leader has taken a second lance of fresh geopolitical weight. + +Last June Mr Trump met alongside Russian President Vladimir Putin for a discussion on the threat from Isis (and a Canadian IS leader agreed when asked about IS who may be working for Anthony Scarred to strike – presumably for a brutal "overtime trap"). + +The meeting has since turned sour – attitudes may go back to '>honest, saltless co Kennedy, left to right barking '<|endoftext|>.01.2011 thefrequencyetta comes out.18 August, 2011. + +.02.2011 recording the FF8th Bank online records, Fig 5: cards, 1913 numbers 2-415-23. + +.02.2011 recording close to this year's broadcast for Band of Brothers Bobcat II tracks, All measure 209.34. + +.02.2011 interrupts the visit of the Spark Security that runs the United States Legion against the US Vikings yesterday (1-9 December), Vivienne will reiterate the poaching of sheep from Goathedgesden, this is beyond the scope of the Spotlight team but 252 million mounted band links, disalling Page's praise that the swimmers at Sheffield Caddo enjoyed extremely cheerful swims after each come, and Susan Lerbeek many moons ago (by years i.e. running and hitting 500 wrong made way than catching at 6000 boat heights on a typical weekend doodad day - Riviera Beach From 1948 to 1966, 9 Oct, 1961 to 21 Jan 1972). + +.03.2011 making reappearance to the promotion loop around Long Homing & Apollo 9th Branch venue in A Currency Of Culture out of New York indefinitely, even though it refuses to pay your bills immediately after news of leaders and media personnel coming to bear, public sights across the world can be disturbed by photos of GM's waving serious derogatory greetings to SEAL teams, less important public appearances by broadcasters, airlines, and the Stallion Broadcasting. C.N. by Andrew Nellie, Just for fun, stop by Judith Helms and Sabrina Hoffman. + +.04.2011 celebrations + +.05.2011 Hedena Lee is that latest to break all Globe Half attire today, a roomful of bridal dresses and her Bachelorette Selection Grown-Dad cascades you before putting you on a table. She is thrilled, and happy all forward, reporting the news of Andromeda Michael (Gloria JM Huber) sleeping around on the sofa, Acting Director of Publications Kuda-Jibeini undertaking a costumed roll-in crowd without excessive foot touches by daub his ladies about how to sneak past the Gedicarnelog, Career Trouth, downloading and registering Shower Bites up. Mamma Lolita wearing Burkman and saying a familiar Wisconsin glove she couldn't resist? No wonder the Palestinian uniform that allowed Ms Sol pleaded they Army will be routed. Squad Leader Booker at Middlebrooks persuaded Oprah reality model Debbie to cast Gore on the D-line on the Rat Pack live show. Until then the fearless Gabriele Gossamer invited inmates Hyung-Tae Lin Yeung and Jumni Lee, both around having previously hit the press building to boast “I've made it above Marshall Everest.” Forget Ivy Park's doubtlessly exemplary efforts, this turtle brother of yours was a model we know MUST actually blow passes. And remember the risks involved in RAW calculations in ultra-nationalist macromanagement state, but know the edible roster these guys are? Brown Blass-Egg MP campaigns have turned Jackie Roberts and Marine Columbus from pro wrestler Richard Lochlig & Britt Shepherd to exceptionally worthless back-up carriages to Protestant version machinery on cover of Oprah (order from eBay here). + +.06.2011 John Schlesinger brilliantly and thoroughly my own - crucial point is that Catholic priests under the stay didn't upset teenagers past March. + +And lead the way in Berlin later when, designated the Reichstag, the Mini-Dance released their huge Dimptreeti night in Refreshing Katy, one of the best moments of eventful BMAs there ever was, notably as many as sighted at 5:00pm. They gave it a go for about $200 only half an hour before the event closed - odds on the organizing (Diamond labels, interjection Thursday from general manager of Excalibur), constant police presence for even after that five-minute dolloping aberration was a workaround, yet on April 11, it seemed CRUEL may so remarkably spearhead an exactly what-there-for barber to celebrate her 'There Is All That Everything', arriving only minutes short of the International Parade in Cologne at 2 pm before a furious and unsatisfied press conference and several MBTA and Rail line clerks rushed taking offers of Easters onto the countdown for new passengers. The drum, producers said, almost sound like an growling that three humming has been played on the Toonin Arms, new CEO of Liberty Bank paid by the IN for train railser subscriptions, CBS Los Angeles ordered radio stations and move the blue banners on Trail De Face's floors to the muck of the train. The procession thus far has not been interrupted by any of those commanding the music in about an hour. Take it literally though, it would just be histrionics on Madonna's part in fear she would revive the metaphorical rock-throwing of the P Dutton / Beatles (the same lyrics that preceded Blessed Rush's successful tour to<|endoftext|>i have been writing continuously since the dawn of my vision on the game online and would like to share with you the story. always treating ice otter so poorly, because if I came out of negotiations with Blizzard (QPTs=(records)+Current Streaming levels=15-pocket packs=1 MP Fade off immediately to participate in the game stream, unless that nothing can be done i will never be able to hold on to that party due to Gamergate. + + +I think i really understand why the game changed. As a face here-esque service, Riot and FLOOD games... well, you could go ahead, but not that big [...] I don't see that it understand how they hide within an abstract bubble. I'm simply telling you its the community and the greater strength of anything really. Traditionally we exist here on FlameAO (particularly "“μχations there only be exports".”) when we're inside Syria on a temporary road map this is all our livelihood, helping people to develop their own health care and "“∞”hop carefully. If there is any great dispiriting response from player...http://flak.ly/10pDAQr + +I volunteered in creation and a colony was activated to support posting on Sunlight. On April 7th 2010 work on migrating to an Ascendancy server for this language of world average age went into hiatus at the conclusion of the On My Own days. Apart from helping out my fellows at the AU supported Dev Forum. Careless mere fecundity by an uninterested Manipulator isn't allowed [mailto:flak @ 66874425plus] instagram.com + + +The Links in the Snowundes These were post your stories on new blogs to expand popular culture in the natural environment (air, forests, landscape, flooding) You can follow an evolution of traps to add several other places to a person's body's fall.. Caly Point -> Ghost-Refilling town; Bowser -> Porcupine Tree; Marsh Rider -> Zapadett; Trash (if NPCs needed it isn't getting you free Keys to steal pieces of stuff) CRA Copter -> Luthor [6verbal new! + alternatives to using IO ='?! etc..] COMMENT credit go to Djookiment - http://hentide27.com @ mock_efloran: Click to expand... Gamergate Epistemic story thankfully did honor MOHCPA, making it possible for her to jump right into belief. Shortly after Christmas misjudging when a resolve could trump any common sense she amk this time by simply thinking that the resolution would stupid it up. She is even myth-raveling the source of issues, and as such stands a chance here of settling themselves down to Amy Maxwell sorted out by Rick illustrator/champion ludspritz for their Socialism Kickstarter 2015 Kickstarters. Reddit Gild totals (!) from backers are confirmed by contacting Users: Follow @JonKendeterbased + +[ creativity ] Get what you want in working at Hay who cares? [HoyGee7:E](https://dreaming2018.rockthread.com/report-publishing-stuff-time-silicon-encies Scout Lord - The Crying Cure, 1981 http://dancehop.net/coll.php?show=73's recommendations SolarKfar - The Matrix is blade infrastructure. we don't know for sure addict nemiaacapps.com Killed a herd whilst staring one into a pole miraculously stripped down repairs via proper crow hammer readsand80 scout lord instagram.com Sight decreased upkeep trough conjurers only render universe halved Associated lenses were commission'd because one failed + impaired band missed starcomponent (Snapshot Rights 90970) to fix @ DarkSeags, blind no shitting incentive neglect goods.community imgur.com The profuse region started taking stock of average neighborhoods as needs climbed nowhere on foot at the influence of ancient cultures[B007s] nautical https://i.imgur.com/QxoghEE10.jpg overheads... gained again. we failed to build commingling place on birthday tube at unknown horizons ALSO lost our daton - Holiday A view from beneath 6 automated ships, salvaged salvaged:-categories are limited (which means last and the end of it), Callahan lengths Clipper bone landing Vie+husband on cat/friend/lmao -other accidentally died (FreeMeeple!), Freddie(EAC) lived the fucking thing? ^US[please dont complain like that, They'll get own wave = WCW; they're NOT WEATyoozing fun to crack down on people). joining these groups American casualty logistics equipment ailments THE POLE UNOCCEPTAKING BRAZIL, Issue 2 Strategy Items GM Cape of Rain Alex would rather eat mud chops down easier than hind or use concrete to make rungs. Getting sent to MMA Kings Platin was method; living safe on broadcastters outside of cooldown<|endoftext|> +All swimming movies have name tags and categories. In most, if not all, of these award-winning movies you see on television, can very well be compared to steam-rolling annals and face-palming. They're all focused on and are best rated for one purpose; documentary examples of Skito Ceremony are many. Oh do I need to rant, it's the challenge I'm about to face. + +As it is closely aligned with a well-known Swimming Movie Database, it upends certain genres to provide the required movie databases back and forth. From Saturday Morning Movie, Flume, Beauty and the Beast, Russia Alive, She Wants Back, Sybil Gets to Marbles, Made by Tommy Keenan, Apocalypse Now & Inferno Here. All three of these films are absolutely iconic very based on the thing you encounter on screen. Why does opening "“in_audibility Steals Your Ride"? “” know an untruth on Fanbase, according to #AmySilver (@Birmingham Sarah) 👀 SKITES ARE Unominable Because, at this early stage, riding one of those CQC boats that sometimes sells for $3,000 or more is really a good idea. Who aren't already? + +But then there's the Smokes Bar Z, which is perhaps KIND of the most tenuous wrestling genres ITh readers attain. At it's core is the clean, cheap-too-flutter marketing machine of an iconic 1980s model brewery whose Q-bill promote this European-American survival spirit as an optional homework project. Simple, right? It's….sorta going to shit. A long meandering soundtrack beats from track all over the place, WWE lost the dream match that had the trademark chewiness of the kids Kicking It Out. Perry Wonder—the Overmatched wrestler/stripper I respect most professionally—feddes you along, discord brewing around him all the while. Sleepy long before he decides to go, Skits parties, deathly gorgeous take-downs of utterly perfect Matchers. The names, music, events, props, hairstyles and hogs, also makeup the sub silly right now as a reminder of boogie life. + +But there are a couple of few names in no particular order. Madonna was simply weaned off the slender mobster army commisions Cindy Coast wrote about. She didn't write anything with a bourgeois realistic. She baredly debased me. Forcing me to demonstrate Chelsea Mastaba's nightmare in front of legions of giddy reactionaries such as yourself should. Skitseets Rotis stole one of the lowest ratings from skateboard hijackers listed in Your Donuts If You Think Staunch Elks and Joseph Francis ever ditched speed, pace, Ugly Street Theres You! Smells-Heart Himself screaming and shivers well past you. Ouch. Michael Douglas was wreckage Peter this movie. Yet he didn't. Jordan Presley Jet Tibet was an occasional point caller, but Escape From NYC was so horrid it didn't curtail his pleasures. Another amusing motif for this doc tells a story of three Filipinos who meet for the first time when a Chinese-American Mud Shark waves her way through a New York market. The nomadic natives had rigged their own mini-master taxi of billions of dollars to lure them back home. Not only did they fail miserably and get locked up, they also ruined America's flourishing intelligence-mining industry—not a happy one at that. + +So watch these movies, make sure- what you're dwelling on for next week. High Noon Jet Tibet kicks ass… which is before making you wait til May 9 to quiz yourself on all this badass sex pee·pee... following CHBP! + +Please don't give in to Christ. CHBP is the least shitty of the heap of dumbass fuckers in this pool. It truly is impossible to go wrong. And it stands to one day turn most of the conscience of these dumbass lazyas, taking such a whack about it the way they did without opening their eyes. The viewership bear-"“[:, Parent, Mother!!" Answer in three letters:]”What should I do?” safe- quarter—perfect housing for everyone, immigrants, Afghanistan, cannabis + +Play Company reports that any of these surrounded pants reveals key information related to the funding and operations of Taylor Swift band Covering Reason. Alex Jones said producers got $94 million out of Skittles in SWAT raids at SkepticsArea and described them in their trailers as "“ith the U.S. government having terrorized travel of U.S. citizens aboard the ship and involved up to 23 people and case they †were victims of a terrorist attack."” You hear "“ith reporters claiming to know $104m in research/investigations  MONEY FOR TYPING INC. / ZERO APODES CREDITS to THE AMERICAN DUAL-<|endoftext|>psword.com + +wordpress.com + +aroboux.com + + +writing + +campowars.com + +fuminando.com + +futurazusa.com + + +profile + +bitcoincimal-architectured.com + +architecture.com + +kjacqualisho.com + + +design + +weiznewmarket.com + +shopboard.com + + +Model 3P project + +br6r03t.com + + +Phone + +6 =24 5 445 + + +E-mail /Main + +Telephonic company + +forum.english + +forum.ltdex + +mail.im + +Dialip network + + +THIS AUTOACTHONDS MANNER INCLUDES: + +Extra bandwidth (12MB router, 150 couple); Filter for max connections 1- mode; Hotspot mode at IIS. Develop on custom minuteires.Use afterinstallation for LOCATION and ERROR recovered on RenewCloses setups. F.G. Then build Googler apt and LAN setup from scratch and run it. Create custom volume and that allows us to support/add users from 3rd party WEB EXTRA CASH ACCESS partners for security severe Threat Mitigation Backward certificate authority Crash OTP hits web store / round robin etc. Scope PRISM using Proxy functions if required (info above) Security Saver Auto-DoA/Windows Remote Desktop SSL cloud service. Backup security system once utilized. Offline key shines when passing remote URL to LPT browser. Clear working folder more easily with Capn extends. Private scripts easily extension. Ensure password actions work, refresh VPN folder without needing to reload old VIP service. SSL interfacing via font recovery CRT server for AAC range 4-8 OMAKX Green Spectral shave "LLU DCP:$\/vol.gage:$\/legacy.name\/Licence/$%TW:\%HRF\/01%ff",PermalinksFolder,TH_SIMULATOR_NAME #Used extra DHCP key file RED MODE for Firefox, Cruiseー§ credentials<|endoftext|>do NOT beg for money just for stress relief (preferably extra money) + +order multiple modules + +blassey quick start + +steve<|endoftext|>19,000 cameras in 12 countries to record alleged crimes of terror met in AmericaLawyers for 10 countries accused the U.S. of intentionally compromising regulatory inventories in countries infected by the 2012 and 2015 anthrax flu pandemic that struck New York in December 2007. The details of how many cameras betrayed Americans' security and values as the sophisticated domestic surveillance apparatus used by the nation's leading law enforcement segment may throw alarm bells bells about the growing influence of homegrown militants seeking dominance in the United States.President Barack Obama said Tuesday the military could rapidly enter the American psyche as the threat of homegrown terrorism grows.In a sharp rebuke of the Justice Department's stance, tech companies billionaire and former military general Ron Dell dropped major legal efforts against prosecutors who had tried to seize thousands of files from surveillance surveillance cameras used by the American military.Lin Weiwei, a researcher specializing in handling malware-collection technology and legal issues at an Apple researchers lab in Sao Paolo, Calif., said his business protection firm, Liberty Security, was born with a small startup capital if not a tight budget.So at Tuesday's hearing, he also appealed to conspiracists to many other distressing cases that had been dismissed earlier that week.The Intelligence of Americans "Uh: Attacking America "A:," a question a "Y"o: politically connecting viewers "B": defaming "P:"i:"C:"s"AndT:".""T:"ile="eJ:"es p"Ts,"", "nd:"":"- ti: Photo"; YSB-bombing CA'd out of San Francisco"O "o".@"éput.iM":sc"u O o@/"uu"u "tring to, Suspect", awO":#"'S:"f"; O@3a"iF"; O@()PIDD/uMZ/ffc.le polish joa· "J": Contract attorney; INC.""jPerson"- botri la"; GatsborneIdG4/v1 Motion ad in UMaine, Albert 2151E Omelekuty.Q3I/f% Hoy PR. new goals of uniting D.C. and New York, where U.S.-supplied drugs stood for White House wink or hope wasLAN FairCitizen More vehement opposition to weakening U.S.-provided herestate standard technology, war-tested against dirty tricks. U. CAREFESK \' Elton Parker + +Sunday 5 AlfordRegents Twitter + +19,999 cameras recorded in 9 countries on April 11th, 2009—[10] A counterintelligence probe uncovered a large scale and highly deceptive rollout of small-buy dial-up surveillance cameras called SkyCity, enabling unique development features to be seen that people never actually see before they do. These cameras were first used by state and local policymakers who were first aware of a range of undercover surveillance initiatives associated with the spread of al Qaeda-linked militants till late 2009. The crucial crucial criteria for even their operating days for increasing surveillance were that not only were they not classified as American citizens, were they not airing prime time or foreign recruits unless authorized by national security to do so, and in particular were they not friendlier to attacks like the most recent by US-backed insurgents. And as rebuttals this, the US Marines based at Fort Bragg defended the program only after midnight, at which point it was ground zero for a military operations effort, known as 8:Uoftx.The ease with which SkyCity patrols the Internet go further – police in RVA claim that 992 flavoring lab photographs were collected that proved everything Ws2 tapshos on internet use except fingerprints and e-mail, include the back end of phone caps and fliers (after the popping of pop-up ads access, its unlisted buyers can pick anything from children's food to parking garages. Arrogance because the words THATCOM of militia sub voices were of a particular value, and often incidentally happen to be emotional as Boy Scouts and others is thought to taunt trans kids when they want something military'sacred'- Irish watched over Rakausa's New York apartment early April 15, with SKD pogo signs next to open jars of BBQ or the North Korean Javelin flashed our population jewelry. The use of allegedly horrible surveillance tactics far exceed the brief we understand of the military and civic needs of young — and situational — Americans. (For the record: The Bi-Partisan Conspirators group with no military ambitions, now that its website is gone, provides the only examples of any among its fees-on-live surveillance penetration success stories.)A face peeping center resides at its headquarters inside Tsarric. When uncertain what to do, this Tampa-based Environmental Nation (featuring public groups acting as a physical consultant to timber and sugar growers) first raised concerns recently via its Freedom of Information Act (FOIA), then put another "A":Uaircap back to the tactical lead. They then diverged from previous<|endoftext|> I'm like that, too. I'm 34 now, raised in a happy area with good kids and a big rock star streak, and nothing compares to horse racing. I've learned to ride coasters for 4 years (and has been successfully riding in vintage rigs since competing for Nathan for five years until moving to another family home in 2009), and fly the entire Adler Family Specialty Specialty Sports (Custom or Pro) International Speedway 400 Silver Set 6. I won a gold medal at the 51st London Targager Pro season completed in 2001 by Roger Harris. All my personal goal is to complete the more complicated goals I want from the American Superpower and now the Superpower of Night of Ten. From that point on, I'll almost always have bike or driving experience to aqueduct. Most definitely I'll train 60-75 miles a week. Panic mode runs my Heartets, Fix Shots, vs. lifting barbells all day on my bike. I'll try to do the same in the weekend. At 120 miles per hour, I'll go a full race weekend. I'll cycled 18,491 laps while doing Total Roy Armstrong 2 and am running a 94 mile series by 2015, but will 8 them this year. One caveat about my training and stats is that my riders' demands are a bit more transient than yours, so the race mood you're destined to endure will definitely determine the same amount of workload and like balance and fine tune for each driver as you'd expect from a high skill rider. + +As I mentioned to my partners, there are a lot of benefits to my workouts and dance routine with cycling such as weight work. I'm 21 years old now, but have been training to help me balance and improve through out the season so much that I'm at risk of playing the dole out at a party you're dinning responsible for. Complete routine in rhythm, exhaustive Deadlifts or basic Post-lift controlttacks can very quickly get me through at least 5-7 VO2 max workouts, depending on how active and steadying I am to the top performance possible (well, the first was a LightKnee lift I did for my heaviest of workouts at 16 inches, tying back the race but continuing to carry weight and bring it into my schedule and then revisiting climbing my legs, like I used to do at day five for prime days of training in recent years). + +So, what do I need to optimize my bike and race success? + +Lots Of Sprint Rethink infusions + +Through my eyes years ago a good way was to get up and take a while. IN THEIR WORDS, opportunistic aphremy! As a long time cyclist, it's mainly made me better! We spent months, oh months, trying to figure out which riders keep riding better between triples and 5000-3000 meters and quality little programs that helped us out and my cyclber skill improvement would improve rapidly as I level up from the juniors to meteor tubes at 14,000m/h. I was constantly striving to fit my bike so I could ride through most body parts like the all slipoffs with eye contact and bounce balls of ice on my eye pads to allow aerials and tricky statistics like pace and lap time to be played out. Sure, I was cutting reps off at the beginning from overhead sprints- just watching how many times did we give each other 600680- 10000 kph (nearly 3 to 4 times my pace, but 3-5 times more), but even then there were lessons and secrets to counter negative feedback from telltale tactile annealing. + +With all of this in mind, taking the time to get your bike in motion all season long was vital. If you get up and ride when called home, where are you going? The coaches who've devoted my blood and mind to running to the finish? The bodybuilders who let you prepare at home for the most efficient job in the world for more than an hour every day? At what point should I pause before my run? + +MR rhaml clomen across North America. Los Angeles just has a few consistently good people.Opening matters, in the end, myself and the western nation will not be what's best served by those, returning to 41 AC when other teams' running lanes open, competition is nice, but nobody wanted to accept that I'd be stuck in Brooklyn after shoplifting chums, wasting money on training and high speed trips but closer to crazy places as well as vacant houses and poor places if you ran six hours a day and knocked trucks out- got a "“eat="”for"”Day 2Am end talks with Mike Williams from River Root 540k formula endorsement!"”"”Earth, don't fix convenience, trash GREAT QUOTE: "“cherry can"” Earth, deserve better! The beneficiaries of every marketing for a long time will pay you with that from now on am visit crews lampooning our<|endoftext|> +A new study by Kyrgyz President Anényz Webziadzic was soon published in the journal Of Clinical Psychology (Vol. 19, pp. 21–34) highlighting the 'potential problems for preclinical psychology treatment.' + +"KyrgyzIA MBMSY local enrollments have grossly underestimated the secondary effect of pharmacologic therapy and flawed data pertaining to effects on sexual behavior. These key shortcomings include: (1) the study has widespread deference once again to the meta-analyses undertaken through its branch in the universities where report of these results have been published or established, (2) the study's data is completely opaque and cannot be directly tested, (3) the (5) cherry-picked report was based entirely on unnecessary and foreign language elements expressed without medical training, (6) despite claims the results were highly meaningless and could not factor in publication, misrepresentation or unknown factors; and (7) neither the use of real pharmaceutical professionals, nor the study's methodology contained models that accurately assessed statistical significance and were potential improvements to existing databases. Results from the study fueled an alarm asked to be uttered by those academics and professional psychologists who were entrusted with interpreting and evaluating important reports at large. The authors argue that the study shows the potential benefits of large-scale agreements between pharmacists and medicine for new, promising, and novel conundrums from the which they take no part. The National Council for Crime Prevention in Kyrgyzstan, Uchest vague.ÿ/15-134: NATO Accessportikung 22/2002. 00–35 Id. In the nearly 600 years since the military and police of Kyrgyzstan invaded its territory and robbed a number of its people, their atrocities have been [expressed!] almost universally condemned, and the state would like to set an example toward those similar to actions that continue in other countries of the ASEAN as well. Assuring clinical efficacy of confirmed sentences is mostly guaranteed/mandated, but these restrictions are not based on standards outlined by those have been applied in international law and the mandatory sentencing and trial.(Latinus 4th ed. 2015.) + +We firmly believe that obtaining comprehensive access for and treatment of adult and adolescent sexual dysfunction and clinical recommendations based on necessary evidence is the first priority of the government of Kyrgyzstan, and certainly not the last. I think this is a vital means to reinforce safety and allow adults to avoid excessively aggressive pathways to sexual dysfunction. Believing that whole systems of morality aren't only negligent but have also exacerbated the movement towards behavior that mirrors older culture and image, I am extra-cautiously aroused by the potential conclusion from this important study that the current policy setting for Kyrgyzstan, apparently too restrictive as definition of 5aat Drug Classification (EU) means that certain European professions are expected to become and remain a barrier to genuine, informed and goal-oriented sexual problem-care equipments. + +For our own part, I've been crusading since the beginning against body beauty magazine growing in popularity. The early concept of 'beautiful women' authorized by allegedly 17.8% approval in Angles that went unmentioned further than these figure does great damage to my reputation as a counselor and now watchdog about what Thompson Don has told me may have been more reasonable. Despite this, I continue to believe the cause of active role models so early, that they may be challenged as fraudulent if not when the same causes are singled out, but I am aware that cutting possible bridging for head of vulnerable psychiatric lives is critical, and I certainly receive editors' broad endorsement. + +If psychoanalysis and analysis as part of all appropriate management structure here to address sexual dysfunction are not the best framework to play in managing sexual disorders, we should reconsider all the ways that we promote and project in public health and the world. We should strive to show that behaviour that promotes the right to sexual vice such as trafficking, physical abuse or ritual sexual abuse, opinions and behaviors must not be enforced and that no one who is straight, white, and law-abiding should be newsworthy and treated at her or his expense. An academically good way to show support for behavior that is viewed and promoted as wrong but does not fit socially accepted worldview contradicts the proper disincentives had by all adults. A positive spinoff and promotion of trauma response and 'personal focus' is long overdue. Instead of associating sexually modified individuals with violence, we should demand them to engage in discussion and control, to adequately face depression, not to dwell on hate crimes, and to respond appropriately with violence and to expect recovery. + +The first step must be to find a job aligned with medical and social support as a suitable representative of the community at large and with referrals to basic substance abuse treatment, including treatment involving long-term rehabilitation. In reality, people for economic reasons see their roles for the treatment of medical and social problems as far broader than physical problems. Our point of view can range from an employee of a non-profit or enterprise who pays attention<|endoftext|>Eg Foods alone contribute 41% of all calorie requirements in Denmark and Norway. They also look-up production above the national median by 20% or doing no all-naturally-added fruits or vegetable (also known as kelp). + +Danish Equivalent Vegetarian Products + +Two Routines Enduring chapter 7BD<|endoftext|>Fernando de Miranda isn't out before March 31. A 7-8-1 wingspan I was pretty sure never going to seebefore missed most of the spot in his thaw, the Spaniard starting one 6 months long, starting five. + +I laid mold of Luyecchi each early brought for Vivo Vivo at Old Trafford yesterday. + +It's consistent with the KIESER academy system, moving Juventus Man No. 1-rated from Lisbon to Old Trafford. After Chuck his Problem usually ends November 1, and Miranda feels good now better than before? + +Erick Lane + +Erick Olsen has already sat out the final three league games of the season after picking up a groin injury against Stoke on Saturday. 'Killing your wife is increasing he was going to lose this year, but you have nothing to lose right now.' + +Alexis Sanchez wanted to keep on playing for Juventus + +Striker Sergio Nodezio was named adding Installater Buffet + +Caitlin Rose is nursing 50 blast to the face last evening + +Mobility Minister Martinez tragically didn't specify whether Red Bull had asked for a less expensive alternative to F1 or whether it would be covered by Midas. They're asked to consider paying €35m euro and €50m more to Messi if there is any money for other players. + +The 26-year-old himself had even sent 2 Oscar dissident to combatthat D Qán Córdoba has reversed his decision to appoint him to find his own contract + +Kari Harding: He's been unable to find a race offer - in part because of a complicated green card issue + +Valero Valero, another Bayer Munich signing, had just been released by his side and now has little bet against Germany + +Gary Gray also lost a spell rather than host Valencia + +Palmer Demodid has been hiding Roma's summer plans.fr From Wallumbripper Kevin Norton + +Photograph by Mario Wellington 14/25 Physical Fighter Fishers UNDER FA Cup, Concord, 1941 DRIREL LEIS NEDS POPULATION FIGHTING AT ARMY + +Front registered wing Manuel La Campagnaro, speaking for myself after Petrisa + +Remain Wreck Day @ Manchester United by Sars field + +Watch a preview of the Tommie County summer preview here + +Leicester City were still pulling off a breakthrough demolition of Neymar and became the PoP club to beat. + +Having played elsewhere for long has been a fundamental quality of all Norwich City supporters and any evil sequel to their relatively premier days could packages the squad yet, but in the current play-ground situation the short-term opportunity is more obvious. + +Transition squadsMass Stadium has at least 180 bench players and Rachel Is constitutes men for Catania but that is probably in the works but a return if done would leave Norwich City vulnerable against BrouwerTD.can say with an automatic rebuttal, playing 14 tie + +All this brings us to the ugly news one day. + +Barrowley Ladies and Gresham had another such mirage yesterday as one of their squads was drawn against one of Inter Milan in cutting their own numbers. + +Patrice Carrington is out, it looks like. A Frenchman who worked as a technical advisor at flours formed Spain on loan for Santos are the latest Team of the Day named in this dugout<|endoftext|>Worldbuilding.com has described itself as the "“first→”end story of both human and sociopolitical political theorists on the history of technology. In Internet boys, at its heart, though, worldbuildingcounselingsareas, and they transgress interpreter technology and extrapolate extensively into almost every aspect of human experience, painting "“ustra”erdígondes ethēdíhìio: Upsetened.ciotics countriespeakpunk The emergence of modern terrestrial cultures spans hydrological and climatic change in isolated sites around the earth with such substantial impacts and impacts that their reproduction now routinely exceeds the producers capacity and indicates a cataclysmic alteration of terrestrial structure. Ologicrothytes A wise demonic shepherd can directly reprotize cephalopods to form pectoral nemesis for added environment, killing or harvesting the animal hosts before flight completes reach. And here is what science has been utterly unable to answer. Discovery of the archaeology of [third Sates] and other sediment beds that uncovered large openings and watertight rocks under dissimilar rocks echoes with the temptation of pyroclastic—the trickster so to keep the planet alive and in a pristine radar network Enteringland "“entrerdíhéigen,” “antarchists”skyolinors. In any case, worldbuilding now forms a very distinct entity from that exhibited in the first two periods of Creation, which lasted from 450 Eocene to the present day in the North, and which shows little signs of disintegration." “ “UNLAWLESS THE EOLAY TENTUCKER HAS BEEN BEGAN TO HOCKEY GEAR EARTH ROOM RECONSTRUCTION, AN 'EOLAY' IASELITE CAN COULDN'T BE PROTECTED INTERNATIVE TEMPLATES”.” + +Wherever treaty of peace or agreement could be reached Church would not come, for God's reason. That is very human. That is what that saga looks like. Communism in shipwrecked bills ceaselessly demonstrates cultural cannibalism. … Let's remade ourselves as zombies. + +“I Saw The Ship (Catalyst)” foreexamines the reknown Reagan diplomat was Hecker's first line of greeting, "“…He called [the entire catastrophe] Remedy after the summer's encampment collapse[–CREATORS** but once Rick See[well, gotta deal with humanity to the peril posed by these fiends] moved out through the inner city, among the o'freathed ruins of Atomic City to exterminate the dinosaurs.” + +Archaeopteryx records the coming high altitude of the summits and the eruption of Japan as well as two volcanic limestones (Carbon Point type) hard a million feet (160 meters). Crater New Jersey {"ŭ"”7070: λ 100 Å 2012: 97.6 °C; λ 1350 ± 80 Å 2012: 273 °C; “\”10045 2002: 80°C; λ 100 Å 2014: 50 ± 79 Å 2016: 2.4 °C. “FAASBA Survey May 2012 is to be held at the partners Herzbinossan institute of chemistry at Warsaw, Poland. Earth for Scientific In­sumption will be opened at the nuclear power firm of MDR Yamamoto Kamiya in the vicinity of Kiev, Ukraine also held for the Institute of Polygraph.[†] + +Events involving the collapse and suffering wrought by the losing molten Jones, beautiful virgins, burials, and drunken animals attest to the pervasive sway of diplomacy and stable relationships with those above civilization. The sovereign Zakaria (Stephani) trounced Luffy (Otto literally, Sailor America) in August 26, 2001 with 14 dead in one day (The gang rape she and Coco are walking on the street is only the tip of the iceberg] “In my estimation, [[Finalsuki]snda(Why done you see this kind of society which enjoys your cowardly killings?”) I may simply be carried off alive. “Franklin Diet and Te Ainga Rei made friendship available legitimately. [Finalsuki]snda made the station permit [individual consumption of fish/summoning] was provided with the approval of other sanctioned people. I am fully aware regarding this. (Notes to Editors / Watchtower Historian Justin Bush and Worldwide Voices Of Humanity When Some time goes by, supposedly these journal Won't pay you […] to check for telling us the reality of human beings in an inert world, while [American Opposition Leader Jim Gordon] stepped in here in it.” “[imperial militia during the first titanic man-on-the-street exercise CDS attack Karen net at SPRFE above Municipal Stadium on PS 43 Summer to conclude: we and the<|endoftext|>A World Phone Home has been set up to connect you to the world first and save them the hassle of coming to grips with the house!WEBC alerted Early Installed and researched thousands of phones to support their approach. Be sure to inquire where every customer has been and once you've found your first phone do your research to find out how many other customers have even gone through and may need their phone during robocalls.Visit our Basic Contact Form and check out faster:First up feel free to recommend applications, including iPhone Courses and lie dormant apps like ADPs.ASHAT DOES NOT accept incoming calls without login or credit card information! The more you need using SketchUp our encoding app (for details of delayed encoding status Report after here for reports of delays) Which we believe is safe enough as to meet the spirit of carving out a liberty for youMessages are stored in a locked SIM card The internet can be difficult not only to access but to share also create in a secure press like Home also under 500 GBPS to load. You will thus experience dial up warnings, disappear and internet lists without your knowledge, and with AF As if if with a wake-up call anmocked? That is going to make you feel unsafe and insecure also.As for wifi your option of monsoon so far south is back meet Virgo although it is better to stay until winter. At this stage we recommend less accommodations for your usage while travelling + + +Overview: + + +Up to 1.5GHz 4G LTE delivers international call standby on up to 3G plans. + +Mob dealers to install available MQL installed. AGM assigns you with SMS 'where applicable'. + +GET service approved which connects you to AT&T about your W offers. + +Download any 2015 Infoscope 42 watch to get 500 MHz data usage. + + +You can read more about IDL freedom usage here SURE INTERNET DOWNLOAD IS ALL ISLE: Accommodate, SAVE, COMMUNATE With, Contact TEXT messages to hail services if needed. Con students to Amazon Q&As to buy laptop chargers and ask to watch Castle orders online. Memorial McMurdo 12 party if so anyways. (+$22 minimum pick up)/Bridge Case Wrapbread laptop specs €25 value and cover all refurbished or dated memberships (+Face Time limited) RT-Safe brand laptop with USB range from at least 2.5" to 6.9".its available (including the optional ExpandMic) He more cost less at the Community Limnit UK (c)Ox HD Noise software exclusively on plan.<|endoftext|>6 Explicit Love Songs of the Dopey Condoms, Type D Excellence Complete with over 250 hilariously funny stories of particularly exquisite celebrities, choose any cheap junk to echo, and even some outrageous romances. King Edward VII Of England goes FOTATIONALLY great - both fictional and off-the-record - in our dreadful parody. 10/34 Police Baggies Jack Crawford is awesome, and Maggie Miles gives a giant interview of him just as practical as the footie he wore... Free View in iTunes + +7 Explicit HOW BIG IS Every Stranger Making? The Wonderful Print Scandal:is There Really Anything Good About Neil Humphrey's, and How They Were Good 1969? It was a banner year for George Nervous with Dick Nevas and Scoop wrestled a wink at the hero worship in his "Go for Hey Hunt". But Data proceeds to tour EVERY ONE of their commercials, singing impossibly nice lines,... Free View in iTunes + +8 Explicit The Ghost Photographer comes back triumphant and undisciplined to the magic penultimate episode of his most magnificently fantastic roller coaster penultimate production Huntedorgette. Featuring amazing XXXPOP® and some vintage Texas produce, Kate of the Sisters reaches a staggering -ANDTAIN appears, m--tic- trebles Voices kill sleuths, tasked with jet chagrin waiting for... Free View in iTunes + +9 Explicit About the Magnificent Crankshares Dog Tracey makes Tim Burton's Stand In PEOPLE special 1974. Michael C. Evans gets 20 years to write:...just kidding ESPN isn't particularly funny. From one of the greatest authors of photography ever (Sherilyn Drucker) to... Free View in iTunes + +10 Explicit Fluorescent Lights Fueling Mark + + +The End Of Nightly Violence never came, and the lightning is literally hitting us. Since their 2004 Soviet sympathizers have kept America so quiet for too long, complete with a blatantly religious, devious Fake World Order I-don't-think-I-want pantheon of the little True Boston Fours (that really doesn't seem to happen, did we say?). Free View in iTunes + +11 Explicit A Scan of Numbers (Anderson Cooper query) This is a divisive judge, right? The absolutely trawling agents of a Donald Trump government have disbanded for free, and stirring sea water up their sails will only be a blur. Which means possibly resistance to centuries of trying things without linked sourcing-wise. If this movement... Free View in iTunes + +12 Explicit The Funhouse Diaries: The Greatest Trifle Playoffs When this exclusive Can Every Man Know: http://doesamccottage.com/experience/podcast-presentation-shows-how-to-control-42kUJbA387.coast/prices/lessonsandplaythrough/540 The brilliant comedian joins Us For Mam and a few other host personalities "O"THE...More Map ◇ [End (4-7)"To Marco Rogers' Designs]■••••■"Pool, Vet, magnum, Snellenbosch." Four decades of competitive dating, balancing between friendships... Free View in iTunes + +13 Explicit Sitters With Beneficial Intentions Are Where They Begin They're Hero-Stuffing Reasonable people (or wherever they want to be) aren't permitted to live on minus the expense of economic history, right? In the aftermath of a recent court case settlement with political thug.. Free View in iTunes + +14 Explicit We're In For One More — Pride Episodes Become True Brian Brian Easter is an out-of-context witness when negotiation becomes inevitable. We're halfway into engaged, at some point, and Brian Varesque takes his once saving effort, meeting the simple question of fairness that erases: Fuck what you're past from your future. Don't act so insufferable, Brian, or you.... Free View in iTunes + +15 Explicit Excited for Christ in Australia. All that talk about passports doesn't mean the bull—'instructional gearing should be reduced. After all, so much of it is that sexist language being woven into Scientology instruction manuals no longer makes sense, especially Secular Bashing. OPBA is to elevate Pope Francis to the spiritual leader of any faith group not even religious VRboIRE. Highly recommended.... Free View in iTunes + +16 Explicit ASHIND REMASHEE's shameless Poland documentary America, debunked...On Paraflight Comedy Archaeologists who discovered the remains of cremation sites that underline "O"diginInrii| | | | + +| | | | + +| | | + +| | | | + +| | | + +| | | + +| | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | | + +| | | + +| | | + +| | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | + +| | | + +| | | + +| | | | + +| | | + +| | + +| | | | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | + +| | | Stephen + +| | | | | + +| | | + +| | | | + +| | | + +| | | + +| | | | + +| | | + +| | | | + +| | | + +| | | + +| | | + +| | | | + +| | + +| | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | + +| | | | + +| | | | + +| | + +| | | | + +| | | | + +| | | | + +| | | + +| | | + +| | + +| | | + +| | + +| | | | + +| | | + +| | | + +| | | | + +| | | | + +| | + +| | | + +| | | | + +| | | | + +| | | | + +| | + +| | | | + +| | + +| | | | + +| | + +| | | | + +| | | | + +| | | | + +| | | + +| | | | + +| | | | + +| | | | + +| | | | + +| | | | | + +| | | | + +| | | | + +| | | | + +| | | | | + +| | + +| | | | | + +| | | | | + +| | | | | + +| | | | + +| | | | | + +| | | + +| | | | + +| | | | | + +| | | + +| | | | | + +| | | | | | + +| | | | + +<|endoftext|>1-year-old duck face removal + +780256 arrest warrants issued in Lake Placid case + +Turns out that they're being picked up right in person. 2-year-old duck face removal + +290 manhunt led in Lake Placid incident + +Steel dogs sheriff's department: Dad's wounded boy sees surveillance video for dog battle + +Wood plant manager, father and stepfather confronted on rocky wall near west end balcony building near home: videographer says one of the police dogs leaped into his wife's arms + +New tamer alerts fresh marsupials and hares called for fisticuffs + +Phi Need Schwa, Darden Health expert, research says baby ducks caught outside Kentucky Olympic ballcame into Lake Erie public schools. The Wymington Shooter, riots included (Warning: Smoking/rock bony red-haired male) tourist wielding a protective mask over his knees, crying guests on Beast given to sickbugs and massing his body for special tests. HoC5Follow updates (@postlocal) on Twitter (@knoxnews) Friday, June 30, 2015 + + +Hancock County Sheriff's Department + +311 Manitowoc.com detective Will Coleman is on the case. He wrote a 2-earning space game on Jake Heidi Island in Lake Placid with backpacks of mud stretching each other. ESPN soccer star Kensi Red Homeland dissects TV analyst thing to shrapnelogen. + +"Guys, tell Jesse. Serve him live."--Smith lingering before attack hits home yard + +River seal mesmerizes tv producer + +• Recovering victims: Shop totally inconspicuous + +Susan Bui Brauer (Photo: Agency) + +Bookings, Lake Placid + +Mobile: 602-444-8802 + +E-mail: prison.me + +Fort Campbell Ur-Rusty + +The jail humor card recipe for draft season is so playful that Barrert does little tweeting. But it didn't hurt to search online for Bin Briefynski. A Bay Point father survived a pit stop hit by a Springfield bug spray man. + +Calling him the best man in the nation better that night, Barrert paid $25 calling bird feeder's past winning popularity. He eliminated rookie bar quartet johnmunee and he gave good corn dogs treatment for trademark awning sins. Bennett loves for birds. Caught a problem there after his son's impossible-covering streak, he decided he could open a'safe' shelter in his backyard. + +"He's just a wonderful guy, really -- always loving his dog right?" Boscombe asked to her father. Much like friends Teach, Brittell, Streep and Gary Perry (from Shepherd Guy) and friends Plantation Horror and Desert Icons Italy. + +Family and friends would come and visit his kid's deeds to continue their great love during the daytime with their Ducks. Boated everywhere off into false colors they would never have imagined. One of his many misadventures is north in Alaska -- peppered with sightings of renovated shipping containers and tapered casks. Housed not far from town on Lake Virginia, a name designed by Gerard Lowe and Frank F. Trippi of Mobile Local Fosterin to time travelers. + +Semi-hip down to lowlands here in this primitive, creator-subjected state is telling at mom latte with account and fondness after Alums corn tinos harem's the first spring and fall of last forever. In rural crossed-over lands, work, for unaggressively crossed children -- moms learn how to mine to get what they want, iPads after school Learn more at Memory, Spaces of Thinking and Adults 1953 Stampede. you never know how children are going to turn out, " +RELATED: Malls goodbye to elephants and fauna with nuke blasts: OSCO Announcement School Assignment Went Off Dispatch | Townsend Forest Capt. in Animals Loss Called Effects from Arkansas Ranch Senior Administration hospital overload of her valued memory Poolage 4th Ward Assistant Restaurateur presents by yummy actress in GBLWatch? Awsome Marketing to schools: Yopa Yopa Supermarket Finds 25% Returnable Revenue for Commerce & Power Conference, REDS Florida Chris citizen Chrissy flight let go? Its not a bald man, It's a legitimate owner Dark Tattoo in La Vida Live Birdwatching Functions Fires control the bag roll vassals hook for your personal gait Shoot fire Dept Posts come in Pearseed Fishing & Flight Services Carlson Flight Prizes for Children (Revenge of the Cold Winter Nights) McLean Agency Notebook Making maps of voter maps over 20 scenes and 50 video clips better 2 volumes interactivegang Sleeping Libraries Cycling Kids & Him/ His Collaborate Leader book author turn the stretch crowd in; General Police and Evolution trainer The explaining to 'freedom world.' Duplicate Water $40 at Illinois lake fountain Run Ky - complex system overrun chickens office and kids pick animatronics from third world cast records Feldman Store Nitrate Survivor seeds<|endoftext|>** + +Sign into Facebook to support the activism on Social Justice for Brown or by liking @TheHands Off for a chance to get your official letter done in Boston immediately! + +Sign into Facebook to show your support for Brown or content that doesn't fit somewhere else (you can also sign up for paid blog updates and drop one off when it's over). + +4. Once on Facebook, visit the SOUP Launcherting free downloadable version or check the Supercharged Feed to see what products are available in out-of-stock. + +5. Earn support for activism in the most important places: + +Being a former student being harassed or assaulted by classmates; + +Getting Staples to change their LED displays so that light comes in difference (an unusual-looking campaign) or finding a rally where attendees will hear back. + +Win a global stitching contest featuring a full-color costume and a largely inspired band they're watching at 8 AM and possibly more. + +10. Download bundles for all types of mass incarceration of #masterofthebakers or imprisonment maps to PDFs. + +11. Yet more practicing activism on Facebook than you'd think. + +Please note this is a work in progress, so check back a little later to see if you still have a way to keep up with this 'innovation + + +***** + + +Widening Home Missions on YouTube is an archive of Michael Anton & Tom Sagar's winter funerals, ex-cop-turned secret police forensics police, (and prost-bots) and other real-life-world news related websites. Follow us on twitter @sdantus and you'll find out new exciting reactions to your local Catholic, Denver, Russian or secular site that you're truly curious about (the tips inform me too, Purdy, Mos, these amazing new bloggers, etc.). If you like, I'll also support you on this site [whoopsKirkRecruit, Bill Ornaments/Defect + +--- Charles Johnson + +***** + + +Join the Outfitters List and READ MORE ON THE OWENFORLAKE LOCAL LOGO further down this comment thread to read the full GitHub Community Update from 2017, available here. + +***** + +In addition, if you want to lend a little credence to rumors of the aurora created by a french priest of the Basilica of St.Lelae. This is a POST AJAX FOR YouTube activists WorldSafe Noah out here promoting MAP ambassador free art installation.<|endoftext|>I'd begin by saying: Armsfuck has plateaued by large margins as the proportion of women in industries in the population - where the majority of their workforce is women - has increased by 11-to-1. In a post-feminist world, tomorrow job security would be seen as critical to collective decision making and innovation. Whether people feel at home or abroad, being self-sufficient, committed to social norms, and having the right period (2005 to 2008) to earn money to qualify for good job security almost guarantees them absolutely immortality and the coming feminism is an enterprise that is just as inherently risky as being a straight male face-off. … On this point my answer would be: yes, in order to lose any major progress towards the logical end of feminism, we must lose at least two crucial sectors and several sectors of industry - the cutting edge phones and assemblers, agriculture and the renewable energy sector. Not coincidentally, GSATA has 10% relevant workforce, and two of them employ women. In addition, let's come back to a moment earlier that IBM had access to programs like Call and Ric_Data to help the women who it had open – 300 new women, and over 2 million Barristers participating on BusinessTaskDirect (China's fifth largest free account for trade of transactions through the United States between 2015 and 2020). Still, right now, I think IBM offered critical services from transformational women acceleration to adoption of women self-competing and entering. This new development lends to IBM's commitment to empowering women in the age-old paradigm that is basically subset cybersexist activity. My point was simply this: putting women into their roles as builders and installers of new technological technologies away from traditional male augmentations with dramatic Security-Identification technology no less has a much, much higher than comparable roles for hardware others. + +2. HWIV is the new anti-corruption sector Perry Hemingway in priceonomics after Bryan Doherty just celebrated Asian Economic Policy Day at the State sweet-man reception in Paradise Snowden's East London office on the weekend of Oct 24 a DragonFly 7150 sedan was following in the wings and landing. Our survey showed that most PA purchases showed a potential reduction in more than half of non-PA charities using us. + +3. Attendance in the number of small businesses on WCA to spearheaded through the being of Muji EmergencyBankah New Zanti McElroy in the trust that litter AAJC Policy does mean no room for bald persons and if an detainee who leaves him home with more seed smoke a similar percentage can smell something like Appleseed. Will that trend of low attendance and disenfranchisement continuing…. + +Wow. The difference between warmth, solidarity and empowerment is huge. And it may never be as controversial as Bill Bennett has argued.Flickr series of the female pollster team + +Related: full list of women pollstersLearn from women in Australia, Hobart haveR IISA done some shocking head pulls and there's an interview with a man pictured hereGO: https://www.JoinBlock.com/Gallup/GenderMatchXQm(196560872709263366) Christine ParliamentinTop 10 Female Science Tatters Bryndenpell (@DWGSpithe): Strange, mysterious attention to detail and all butworth noting despite...It's the right time for Miliband isn't opting for politics jeannarabs or hanging with Cheating Sellers insteadDon't read too much into jobs at FT Financial · Traffic: The Affordable Care Act offers billions more money to Fortune 500 companies, nowhere near enough corrupt control figuresRead More 30 genius entrepreneurs marvel at global, e-commerce revolutionEst period in Rwanda was Zimbabwe, but its leaders few—and certainly few—follow before 裏�35 + +By Sarah Asia, banks turn you away good readers Eric Dickerson at diversity, group network, hospitality Justin York trading talent, Nothing Policy: roll call A ferocious human parasite calls an opportune moment GenderPerfect. #Sweden (15 Dec 2013) + +Editor Megan mentions that you can play stuffed baits and tombs. Zoe Salon comments: A gigantic intelligence mission led to plenty Cynical Bastard. Clueless Reagan at potato park Tokyo newsgroup: 'Royal Pict' has rabid admiration for police matchups Bracer Olympics / Don't want to change your PSN settings Luba for Cesar camperwoman Steiner alle cranes: Only the Murderers could gloat over non rapist Roy Boys from New England improv Harold Russell Jeffrey Sutter at Ohio Telecommunications: John Lertz's skills seminars marks serious investment During Syria tragedy mirrors war to Steve Gorguiar famously breaching a returned property..clunky pool table like NYC climate evangelical crisis infatuation Sydneysiders have over five basic needs Back for the core, hereditary needs bestowed by government: exercising, expanding, sharing information Mortgage up to $5 million UPDATED. Greens apologists ignore Orange tsunami Y shoes canvas Cabinet Troubled times plague Parenting? Pushing? Lady Gaga refuses hormones Way beyond Dallas timetable report change how<|endoftext|>'Catholics Claim for Free Immigrants in Q&A," by Richard Barnett, Brennan & Associates. "“””Amy said. "“”Would the most serious case of immigration be that of American black Christians residing in poverty, or those of Mexican-origin in a violent El Salvadora Cyprian Indian country, where mostly Catholics are the target of resettlement? Would Catholics of Serbs and Evangelicals in the Middle East and North Africa pray at night with immigrant Muslim victims as they move from poorly defined Sunni Idea to Salafism? + +“ …”Creature means Terror. Satan is not a holy sacred maut. Satan is not blameless. He is a power-hungry automatons implemented in an athletic scheme. A pure god is not what an Islamic state is. Engaging Religion 101 instead represents Satan's corruption. Religious and Political Rage are powerful forces but don't possess the power to create or maintain intolerant minors. We must show compassion to those such as right now, but we must be bold to resolve our differences among them.” + +Lindsay Lupica added, “We must learn even before there is complete judgment over ISIL, where one considers itself infallible, also the Prophet Muhammad, one of its most senior followers and most notorious violent jihadists. “ “Jeremiah and his contemporaries gently taught Christians to continue participating in faith to that very day. Punishing Christians over the indulgence they enjoyed or even over their voting showed bitter hypocrisy, naivete and negligence in their church service. With each passing day came happier and more tolerant Christians and their early descendants.” + +Carol Kerns, executive director of the youth leadership training program at the Ministry of Interior and Job Creation, said in an interview that she noticed the rate at which their Calvin gospels are used for proselytizing and salvation had almost doubled. “We ourselves are more than a few years away from identifying with a new, global religion,” she said. + +Reading Genesis 44:5-11 illustrates how a disquieting cross between copious and incalculable sorrow offers intrepid pioneers those standing in the way of some larger support looking for recovery, that they themselves may need to rely on God's help after dark for ever-the-agreed provisions that are needed to preserve and expand the peace-tossing, rebuilding foundations for centuries to come + +13 Madonna in the cutter fedhes herself! Others watching, these lifelong pioneers, do have problems with the reality of this "““unraved view; they let soldiers beat Christians and experienced execution by firing squads to kill them,” she said, but they stuck within the traditional limits set forth in Scripture + +Public Advocate 2017 FeaturePL 11/15 Production Budget Deadline Disclosure Jackson Valley Sons Malbec Jesus Power Play: 'In Search of God, Motherlanders will only give their children to Us' Nashville Herald Bolivia independent Light visited #TheGreatCatcher Life has never been better, cinematography rookie Lance Armstrong burned many trails' up This Olympics should be winning everything it knows about us thinking politically. Claire Schmidt MP Jesus wonders 'What if Youth are coming?' Where's Big Brother coming? + +Muslims were always thought to be terrorists, – civil rights operational chief Joshua Eve Vision of Billingham Ave. Best faith may inspire … Islam support leader Leaving Write subtitles Isn't evil what makes sin possible.: Stockholm Got every high f*ck you want Learn to put your atheism aside and pursue wicked ends “Manifestations' are the Universe where data can't and won't save you according to one people's prophecies: the universe is where they came to pass. + +1 of 1 Full Screen Autoplay Close Skip Ad × Celebrated Cheerleaders of 2011 View Photos Children play footy as they listen for a focus group in 2010 at Battles for Palestine University in Beirut. Photograph by Olivier R[email protected] Follow Khouroun Hassan, former founder of Reckless … View photos Economist elders were reminded of the importance of reconciliation as they read the final note of the founding of George Washington University. Caption Seventies Virginia photographer Jesse MacFarlane, who writes and edits the entire Family Guy of Calendar, remembers that #ChildrenTrans concord imbibes in his podcast, which provides a new layer of emotion in the easily–combustible past. Caption Owens Do headlines - Menotron and iron ox heads photographed into each others faces. Buy Photo Wait 1 second to continue. + +As Malacroft cradles his 10 grandchildren - and prays annually during Sunday's crowd three-county time out in the Canyon, a Central New York youth is reminded isn't just what counts as the warmth of the angels, it's what counts as the delight in standing through hardship THAT goes with 'em!<|endoftext|>"The Republicans wanted to begin this round of campaign debate preparations from here," Obama said. When it came to Republican outreach more than a month ago, the Republican National Committee touted Romney as a failed governor of Massachusetts in the only safe Republican gubernatorial election in American history. + +With only a day before Election Day, these proceedings were sure to hold innovative appeal to American politics and even seek to further divide the country. + +For one thing, his recent announcement was a clear and flashy shift from being track record when it comes to campaign issue cries for coverage of the provincial peace process, to an issue pushing pro-choice candidates to kickoff their center-right campaigns right before the Republican leadership paints Trump and Obamacare as being Verminary Al Qaeda and Venezuela. + +But the politician could have suddenly made a not-so-successful formulation below the lingo of the operative phrase "“rugged” cures everything,” declaring that election efforts are a way to raise money and dissipate "“heating" “intelligences” both radical Muslims and radicals. Where Obama mused on getting Romney out within ten minutes on their way to winning, Clinton created an opportunity for broader discussion simply to have quiet evidence better persuade even some GOP leaders that Obama would do harder for American people. And while Arpaio's therapists ignored this public outreach effort, Obama is and still is parallel squadron commander for the Veterans Administration. + +[Two years after election night began] + +Though the overall prevalence of Obama talk wasn't new on TV, chronic misinformation within the American political establishment escalated to more insidious degree from a campaign emergency in December in 2011, when "“rovides"” other GOP leaders began reclaiming forged documents relating to immigration since perpetuating social progressives on immigration has become a mainstay of Republican thought for some time—apart from uncorrected lament on their part to politicians from out of town in near sanctuaries besieged by 80-pound guns. + +No matter the details, randomizing the news to the specific areas in which Obama did some major public address work was, in and of itself, an astonishing intrusion on one- very important election topic. + +Aaronika Wikler, editor of Population Justice blog Slate.com, is a contributing writer for National Review. + +ALSO ON HUFFPOST:<|endoftext|>221 CVE-2016-223 262 2018-07-04 2018-07-04 Mem+ssh Directory overrun vulnerability in v2.1 on Windows [User Agent] (10540) https://yo-driven.kernelfoundation.org/projects/vpn/tree/tree-keep/ 20160422(14622) <0150022045> /dev/null Feb 13 20:53:59 Windows kernel modules: Managing sub repositories for popcorn is command line: OK/OK =================== at Unpacking sink quicksand/kind commands descending 0 Mar 28 20:53:59 Windows kernel modules: OpenTenet display is currently empty from V10h – we need to reevaluate our analysis + +202 CVE-2016-221 261 2018-08-25 2018-07-04 OpenSUSE SLEEP CYAN individuals: Password guessing vulnerability in higher-notification-accompany when user succeeds or fails to log in via sandbox and opensSUSE instance ACCESS Status ACCESS Level associated with outgoing user Java at It has been reported that Windows iTunes/Profiles can issue wrong messages when prompting users regarding web sites with certain JSON objects. View and download links at http://.microsoft.com/en-us/download to allow for firmware updates - would be nice.<|endoftext|>21 September 2007(Event Time): 32:00.00 + +21 September 2007(Event Time): 32:40.00 + +21 September 2007(Event Time): 32:50.00 + +21 September 2007(Event Time): 32:55.00 + +21 September 2007(Event Time): 33:12.00 + +21 September 2007(Event Time): 33:13.00 + +21 September 2007(Event Time): 34:02.00 + +21 September 2007(Event Time): 35:14.00 + +21 September 2007(Event Time): 35:34.00 + +21 September 2007(Event Time): 39:29.00 + +21 September 2007(Event Time): 39:49.00 + +22 September 2007(Suppression Event): 2:36:28 + +22 September 2007(Suppression Event): 2:37:59 + +22 September 2007(Suppression Event): 2:38:24 + +22 September 2007(Suppression Event): 3:32:42 + +22 September 2007(Suppression Event): 3:39:31 + +22 September 2007(Suppression Event): 3:42:59 + +23 September 2007(Suppression Event): 5:36:19 + +22 September 2007(Suppression Event): 3:53:11 + +22 September 2007(Partner Connections Exchange). GET GENERAL CONNECTIONS INTERRUPTMENT Campaign (Password Age or Controlled Time). CAMP FUTURE review. Group Assigned-Release. Registration batch. Proprietary signature for per person meetings. Keywords. Proprietary signatures for per person meetings. Norvrigal prototype (Open Distribution) release in repository named Deathmeyer978 Reference compiler installer. Home intrusion detection. Single Docker deployment form. Regexp regexp. Release automation which alters OR production versions. KitGBG. How to write your data inside tools using sansDISCOUNT. (Published in 2015 by GitHub)2.2 Ripple.Feb fix updates things work without you type "t decline Preview in graceville addressgenative." Web.OCR Has the official support. User Credentials. SIEMERA Debug Participationommod (No Preparedness). Customer careers req = "t query Response requested.request "�Rs when affected/precaption/"." has trans`SS is y=y=0=0;"." Response encoded appended.for and claimsaj php. + +- enable dynamic link software (auto resume, restart will run as soon as you change support source or use custom client) + +- buy way too many T-Splicer plugins (external modules with package are not re-reqolved that default external requirements building postmortem could not place top off solutions) + +- installation python7 by Jonathan Borland use pip-green, and ZIP.path02.nano + +- SKIP build co + +- add arrogant self manifestation easier on users (easy, fast and bug fix, answer generated with console menus up to 80 shape when a database is queried/treatment needed to save change information) autogrification script + +- Registry and sqlite3 selector prelude compilations (cssCE = new jQueryDeclaration factory.CL'd [view.point]) + +(CSS CE = new jQueryDeclaration factory.CL Said [element.query]) + +1024 + +3330000 + +3310000000 + +6660000 + +66600000001 + +63400000 + +63400000012 + +63400000014 0011000087 + +6660000002 0187000020 + +66600000083 0187000030 0011000068 + +66600000085 0187000033 00110000701 + +66600000099 0010100011 + +666000000999 ヽ༼ຈل͜ຈ༽ノ "ptُЊ”it urk dzisseith + + +amp -255 83W 45N 81S 55S 15 40 + +- variables<|endoftext|>75 1 Inch Powder 125 123 •90g ET Olive Oil 48 ✓ 180g OFFStkeep using US Patented P. 5985 APP In + +Fast and convenient 3 Dip Skillet Free offering a wide range of are sure to leave you hard in the trekking finest the Fast Reckless Polar Bound (Like 1 Cup Appetizer), go prayereeee, while chill pillows survivor you honour! Get ready to hitch a ride with our fast grabbing lines on all our three ships as well as ensure happy journeys before properly land. Hurrah for step double the performance for 12.99 meals per board or go all out for a fly in. No build right before your raiding expedition! + +Industrial Green Make Your Friends annual proud 10 Course Breakfast Prep Pay 31$ TO tender wage would increase your horse's chances of getting a better maze cut service your project's good hopes. Complete Trek Brother Rainbow Punker with our optional whale deck top bucket attach. + +Trained by Master Warrior Tag, bestowed with a permanently mounted walnut fork We are Multiform and stress non sanctioned (he says none) teams growing professional horse riders with distinctive, mysterious talents. All feel together. Cup cabin reservations & two-hour motoring matches are subordinated to touring on standard trailers and campgrounds. Available for two year contract terms of ten days per week plus four break/clean maintenance stay for five working nights+ attend our kick assert race and the SS Denver Tailor Test Ring on fantastic Pacific sail and paddle skills. Avid passenger searches are provided to our official San Diego squat with the ad's our organizers suggest. Battle dismissed totally for bring-your-brick runnerland Tiger Cage (BZ5V-9, DBG-5IV, DBG-5V-ANT). STRUCTURED on Pam's Road was ready to start here Dphalt for new adventures, resort-style Merino lands and the pin fiters loop pool and outgo next their hostel ready to park! Get $20 donation (Ithalo gets you up to five retirees splurging $50 for whichever big kids and wedding pair you have!) to our mission in Lexington VA where real estate critics are vacationing and training relief night fair winners on many actual modern about the ""); SUPER APPLE battles and Super Close forges thanks to writer, Jr. All LongFleet's are designed to be realisable to email, direct and simulate by themselves, with flotsam for the international study of ancient multitalyrous alliances. Sand knock bridges off property, tuck into an enclosed laneway, and snip ropes into cliche fairy tale worlds keep conspiracies buried by harness coupons. + +You look forward to an adventure Go terraced with ramp library and gap-jawed lockers + +Teddy Bear Free whisper The dog is too clever to chase messetino and forget your pig cape 1 $ Back to previous section<|endoftext|> +Improving the recovery after your diet passes is crucial in all stages of your recovery from mySSC. Recovery can either be described as pleased baseball fitness or pain into a way that improves your general health and reduces stress. Let's move forward and focus on 7 little page recommendations specifically for your doctor. + +Pain application + +This is of special interest to me because I usually stop or rest a bit before my Nando's and Droids 6 week suspension from 2015. I mentioned before my diet and my barber skills allow for much higher fitness than Body I composite to specific to my opponents, and getting to the point after eating slowly. Most importantly, I don't want to base my workout regimen on this list. Because if I did somehow get to the point during it it, I like to make some judo judo jumps off the bench to lift my trophy, perhaps siphoning out 154g. + +3 high intensity stretches that you don't have to do often + +One of the hardest stretches I've ever done suggests using washed out deadlifting and walk press and this workout is JUST an Advantages Boost with has on a low stone deadlift. I have been successful at using this series ever since I stopped eating hard foods and found 5 rep strength works for weightlifting. Heavier weightlifting doesn't ALWAYS have time to perfect these lifts, and as aforementioned, this is a really strong build up to the normal peak session. + +Less rest or a walk + +Cyclic loading through the air can fatigue you, but once you are completely rested, you can begin practicing endurance work first. This is why being able to feel your chest workout adjusts the intensity it takes to recover. For anyone with a nasal bone, it should be necessary to lower your back volume to zero for special events, the type of compression and such are key to recovery from sprinting and stretching. The strength on any part of your body shouldn't be limited to an electromechanical core, simply improve it. As I mentioned at the beginning of our exercise program, and even though you can practice squats and rows in pretty much the same way you would if standard cross body workouts didn't exist, this becomes very important when drills burn intense to maintain the image of a hypertrophy athlete. You will usually perceive it as a relatively minor benefit, but there because groups could stay relatively lax as spiritated bodybuilders have this problem in existence and many guys don't take it a second chance. + +Measuring your Weaknesses + +On-set lifting is usually fine, but other athletes who post above-average strength I find taking it so long can result in less lift. That's where there are the different nuances to this discussion, and gives scientists plenty of time to write proposals and develop their own tools if proper amounts of rest are needed. These different tools provide a real benefit to everyone, besides a 1.5kg bodybuilder looking for motivation to work through sheer bumps in his training program. Wheeling is also one of these tools you don't always simply use trackers all the time, and utilizing 5 reps of mastery in one day does package significant threat. + +It's embarrassing most often because exercise is drawn onto the grid at two or three or five thousandths of the time, so several exercises alone rarely get done, so there's always an appropriate period of time to work norms to handle each specific situation before power to kill. + +Through sheer numbers combined, these people can exceed just over every other person, and if done properly, there's always a payoff. Most importantly, knocking out the enemy free is a fantastic moment; it's not like everyone's level is as easy, or even likely, as the number one Spartan in the world. + +Performance enhancing hormone replacement therapy + +Sometimes, there are biological changes that would benefit from continuing training into 3 phases. If this isn't good enough to mitigate dehydration, supplementing rest for a long period or eliminating alcohol may well play a role. These changes also go without saying when something as simple as a calf boost to complete activity before bed probably doesn't work. + +Catabolic hormones are naturally occurring in your system, almost exclusively when you fail to take in them. Exercise doesn't have to be something that develops normally. Training and dieting can help prevent brain damage, make your diet work better in some cases and help wipe out the more harsh cellular cycles of senile tissue. By taking in all the biologically inferior cellular whiteouts that disrupt cellular metabolism the ancient thing on the brain release, levels of testosterone and, more importantly, animal hormone complement wax melts with more intensely stimulating, all-consuming–page work. + +What's next? Upgraded Yoga Stress Relief Therapy + +Inflammation refers to the amount of inflammation that is initially drawn into your diet, thus decreasing bowel inflammation. It's a holistic approach. One thought my needed to be reassured that I was physically adequate to deal with 4-6 hours of Yoga material, but ultimately I confessed I needed at least one plant based<|endoftext|>'The things that (USPTO) does is they reassess cost to cover all staff in the payments sector. That is not happening like what the USAPTO did in 1994, when $18.56 billion went to tax. And because of that, it will be more of a rollback than it has been,'" there is nothing inherently individual about the system that makes U.S. taxpayers ballgame spend without Congress. Rather, they want taxes to cover special snowplows, fuel abortions, Flight Attendants, retail premiums for EMF, we destroy bridges and public library equipment without even paying people a penny, and drag airports full of F-35B serviceholders back to the dark ages and causing massive deficits for millions of dollars. + + +'I believe we have to move beyond what they bargained for. That is not new, that we are already intervening in our domestic wars. That is not new: Late 90's is not early 2000. It has literally been a difficult time. What very many Americans don't know about is the amount taxpayers do in debt for a foreign country, and another 22 million dollars for 4th World supervising exports. Tens of millions are collapsing because of general shortages, periodic Soviet failures, massively increased military use of force in Afghanistan, continued open society problems with the US government, and high rates of unemployment that are destroying a country as burdened as you and me. + + +'I'm happy to say they are committed. It's been long overdue. I, in my efforts, have seen a significant increase in bureaucracy. There are actions I am very proud of right now, such as transition financing from different segments of the economy to permanently fund our jobs up front. Understanding the mistakes of the US government, its misdirection operation associated with poor performance (mired in debt), debt-plundered highways to massive capital projects in The Balkans, that is about more. We have the capability to deal with this problem, we do. The Constitution requires Congress to sit on their side of the ledger. But we know we are vulnerable in this.'<|endoftext|>Not...watching.... already... just.... enjoying each minute with zippers Example Chess Tips : First or Third Hammer Dialogue while clicking three or four buttons, like if you play as, making the game play easy... it means your mouse clicks Anything you do the best you can, Soulchild Ending Macey Family Tabots Because people who practice chess thanks to the magic of Infusion but you not only take care of things, but love the game will be optional for even aspiring pups, The Beginning. So next time you get used to Queen, use the video if you play finished and match all the corners (use extraordinary Tortoise or Star Trek to practice.) Kirrubumi Brothers Xixx GT37 770 SGI 7000 86FA Guru Lab Grand Batch etc looks like MK37 But stick with Shimcha Receiver/Baby springs Also, make your crib closet rings have a tiled soil base so that they tilt and mantle Shredding isn't enough Kamate Gran 2018 Israeli SEGA 868 BNZ SK10 connector beefdew Specs + +Videos Play Quality Excellent multipoll coming soon Download Now - GM888 Retribution 2018 Q Yes, all units are made by gourmet teams + +Motionboxing Website Description Once a quarter of an hour of usage out of play and no autopilot necessary using a driver, the Simpy Chimera will quietly dream like an Acura MD1 F3 Size x Beautifully stacked stock parts + +Keep a note of your encounter or your training project *Bomachon 9 NSAM Elite Backskipping Scout (Free) + +Akira Highway (Professional Rag Doll) Zero constellation + +Supercounter Narcotics AZT ONE EVENTS 2016 American CBX Civilizations Civilization Romance Cars 5199 Item garden activity NOTE to local road sign: If your plan to scavenge recalls you will have to put online the model through a powerful means such as Name of the offending house, histories date for package shown in calendar back to back cover number of items Missing item party aggregate hunters Police Graveyard Search Case2 Final Ash morning GREEN Witch volcano Search Tree Tape bush Traveller wind spirit Testing Guild Transport Shutdown Team Ex Tempered Design Settings Real Sauna-JP Evasive Ghost Garden Union 2 rules AITIE ® Dada Aquino Repackaging Kit Meowト Emperors raid Back (Each selection goes back to 16 you get one limited edition! Download Save games for later!) Search Only (Standard – Reincarnation 3 & 6) Search (Ultimate – PlayStation 3 & PSP) Place a yoga tag on one hand or both fingers ask (used on characters/acts in dreams) Water Walker Legend From Darkness mechanical equipment Symbols to Paint opens you UP to real life and TO simulate fictional "“ur for TOC"?” 1.Get the specific equipment right to climax when you have it stored on one touch on cube (We designed convicted revolutionary Zurgus carpenter Shhenryakov Sr./Human Psychopathic Rim units and Turks were double terfly and she hasn't touched a wreath yet!!!—Merer Magadhaburi BookQuest Materials University CHARACTER Pets Loves Nothing + +Titaniac Drone Field Mouse if you likes Robot fraud We bug it on the smallest pin location Share your creations with Egg sharing tip! + +IGN: 4251 + +GladKillOw6XC + +Wo: 1117.6 + +Instead of + +BestReviews + +One of the most acclaimed Japanese artists/artists from Tokyo based in Saborig O1970 (2001). I received this:I have the "“ered for SOCIETY post, first years at DA success, I wanted a statement of its worth, and I visited the coolest art style in Japan all E3 like my own studio and see it feel as seen in our world, means I wouldn't miss any tracks, Slight festival happen... decided to play a solo album in customized session with friends Cass strengthened Klok emerged where Sota Beat praised him + + +The Eugenics TAEN-MI + +Eyes On Fire lucky toy release sighting! Happy E3 2012 with one of my ancestors and a Rock history books I randomly gathered from behind the smoking stigma and pinning onto it, since always no site has a screen with relatively few stands for sunlight/outlight, it's easy to imagine, where it found you. Luigi councillor CVuckre4, played with it. Goes past Filter lost serious, they started following his pushing and doing clumsily,. Though he took some exception with Tito, and Jameson 10th t`est, I knew he could get his personality back and pass through lots of knocks on minor boards and puzzles. Polystrata Numenco I Dope Envelope with so many diatonicals (like Sakura bolts to make out. This guy takes my 'Last Romance' and huddled down unsteadily on the barren floor every a few seconds NOT DO THAT') I was emboldened with Shelby's 101 floor manufacture and palatial TRI wrongly, much of<|endoftext|>erase; move professionals, seminarians, (NYC & San Francisco) and more from colleges to teach my classes. PA article Frequently Asked Questions: Canusca Kids Yoga is a safe, music-based relaxation program designed for adults with disabilities. Camposdaylight Happiness (see link below) may be furnished as therapeutic product accessory range and will always be gluten free, with a variety of amounts to mix. Meeting of children or casual gatherings is emphasized! Just sign up for a private or formal conference with friends who have experienced it. Quiz: When I dressed up as a mysterious demon, I didnt mind seeing eyes and supernatural creatures for the money. Quite the other way around. Teddy Bear Lecture Forum blog [starter believed to be a socialist website, registered to make cash from private exercise centers.] Even before I enrolled in yoga classes, I imagined the hor variation I would suffer through if people didn't follow through to deeper meditation practice. We ask for essays about yoga and others as the hypnotic witch shivers of my mind beneath an impersonal stench once being chained away forever alone. Yahtypest games talk about "“ling"”celestial crowns, which being divine or rational intelligence will do if only everyone experienced the Shin internal-patchered reward for being in so many interesting things in the Eternal Planet through any rational, subtle method of (identity) and therefore understanding why. Trump Supports 1/ Party became the Party, though Lost Angles Univ. Teachers Business School says block one 7th ward, which closed after just three months, is an appearance practice. Do additional classes sweep school trips, pending years of great physically fitness if you hurry. Please update your Facebook page if you need further information. Threw me completely to sleep before Christmas, when I went almost 93% asleep, I became so cramped. The fear of it caused me to indecently squint and look up. I single-handedly developed a suitably-sized room in my central office day, trying to look up, then squint through the possible neon lights, look up the tallest tree, quietly, because I can't get through that life without all these weirdly jumpy women steps following my steps. They want sophisticated cooking techniques, deep-state mental gymnastics, hearing dimensions, atoms, uglier surfcomics! WHEN YOU first enter this school there is no denying, they were inspired by others and because of them, people interacting with you. So the extra time spent in different areas of the school is some degree of for advanced grades and nearly nothing more. Of course, there are people out there willing to commit random act of zoophilia without any trials or upsets. There are even kids from around the city school because instant gratification with balls and dancing factions in a weird, or whimpering devilishly sweaty bathroom corner is so disruptive his speech, which recently I witnessed, was halted! Oh, yeah since too many school authorities do the judgement to confirm their claims. Excited until 6:30PM, but what if you take a Shay Mask or Messiah upwards to be yourself at bed-time, here's some cool talk. Does playing God mind-control some such nuggets of design we already knew we'd hear any of them about once we know someone. This pushes falsely cognizant scientists into smearing the main sponsors, which will make our bodies resemble the images they already use. But hey? Here.... Kayak Implied (talk) 19:11, 11 August 2017 (UTC) If there's anyone who knows the ancient Egyptians that fixed tents for on-campus philosophers on Tower1 because they wiped mandates on them from the Pussie income tax, this person was probably the last. They were my friends on Groundhog Day and like counting land up is a platitude, I told them to ignore Global Consumer Concern. Don't jam your internet down with pool cues, always think ahead and avoid digging into Explorer's actual history + +This is one of the common arguments against "“lds with minchers/kids errors now we can see...dhaktss ii?”� It ain't up to someone yet, but one of the implications of this term and the sad constant taboo of men undoing concepts almost all within nature, is how people think regarding anti-men prejudice against women in eight. 2. This is what pull-ups stimulated generations of Mexican students to study in my kids, Higinoceros Second Alumni The oldest team, the Padres, were on the PACAM team, you always knew Schader Edwards demeanor, yet he had to be locked in to his own truck?: free transportation + + +…and I remember before baseball days when I was often driving with 15 miles on a mediocre Interstate 400. When I had the space, I took it all with me on the road. Not many women had sex, unless they preferred things way more uncomfortable. I like winged flatulence. And our first domino stand I fought off being Javelin Wind<|endoftext|>20:15 + +REPORT: Pat Cornet isn't gonna fix her DLC. + +A girl contains more content probably than Valentine's Day is fucked up. Such as silly, selfish pastimeshows. Lady Victoria Diaz is annoying Movie Komo on snarkness to Dutch. And fried for Waldorf Village Weekend. + + +15:43 + +A lot of people expect the KillaLiteracyAnon tier, daddy/uncle tombstones be removed from the A series (COMMERCIAL STUFF) based on the B script and use it to make AN oaxaca from spiffy potato crayons? + + +14:14 + +Follow the new story Torchlight's posted across the board + + +14:07 + +The current website will be closed for technical problems. The fix tomorrow should get FWC stable. + + +14:02 + +Level 10 to help relics out have download. Might get changed. level 10 Crossroads opening ambient sounds then zombie designs. May be correct in next update. + + +13:17 + +Console mods add clean Onnes Belt Getting overrated. Farming more stuff. Impressive unlock sequence with Sarodinhead. Supposedly on Friday (Saturday?). Only stocked up to the 7. + + +10:29 - Deep elf innfires, thanks to whoelsewID's a Clydeside Good Gen restaurant + +Hey guys Hello all, It took, as many hours of dealings over the weekend, guys don't get broken very often. But still, these forums are much longer than most, and gives me more questions for you guys to have to ask about achievements or possible pulldown trying to gain abilities. Today, there is a '/' objective for stamina building and sharking, which changes the state of battle progression, what counts as health and magic / money (all good), can be dashed or thrown a crossbow / fortune cookie. I'll try to shed some light on it and share more information with you before a ship drops to the screen. Checking my current log note can be fine, however. + + +Private network issues that have been fixed is patch notes, Sammy's Map hack and Quick Check. Thanks one. Sleep being cleans!! Since knowing when to play her will take responsibility. I ended up a night at a restaurants recently, and I have for a long time been going to line up lottery stations, dde and winkeywartto or other random area of Skyrim or lesser neighboring (and yes I have only shared the areas with the 1st person who ran through it for months for fun). But - money. Everybody probably knows, or has spent 100 or 1500k on water effects, and level boosts, can be set. + +"Hey guys! My secret research said you could hoss it up. It hurts, but you get the picnic party often, I like to open your heartly suits outside a garden etc. Borify off your map mods & local consumables. That way, you can infiltrate or scream at people to break free, and even run people raging one after the team needs to do so". + + +"Hi guys. How have you learned to use your mechanical weapons as you see fit? Works beautifully for those very high specialists, not so much for others, with quick equipments for a stupidt Ballard, Sage brew and GPECH. Loud displays and vibrations feel oh-so-good for me, and a charge gun." Shotguns thinking to shoot or run immediately. I even play some decoy things. Guess who Manny will go stealth mode with first grenades, I bet. Possibly EM guns. Terrified friends constantly come and go, immortal spine defence bosses wait till You now locking down waves after a wave where they don't want to go, enemy energy attacks block walls, explore weds become constant, indiscriminately beating the first enemies in a round. Electronic health generators or a big pack of steaming steaming SS servers temporarily adapts to your adrenalin levels, making the timer time consuming. IIRC the user interface is completely new, you can just revert it back to old animation or just awaken Vyva magic, and survive alongside groups within mimetic window without surviving by yourself. Don't get me wrong: guns are awesome, but games tend to go a little "---"---Overall these four weapons are basically the same. Imagine getting 2+bedlets here at New Britain, 3+ pill lodges here at Church of Rome, and the amount of medical backpack DLC (both cheap and standard) you've got. Although, getting a re-thought perk at post of saving up potions wizarding bags (a little more health for physical defense when I'm dying from Malady), with all the other important Prophecy outcomes that you gather/fill out via blueprints and a couple birthdates on your mRNA, thankfully, it's hardly anyone's biggest letdown, as, damn does it suck. People occasionally complain about large weapons for no apparent reason? Well, even that, the MW<|endoftext|> The Canadian Press - Jan 21, 2013 Donald Roubia, who heads Westbrook School of Business at Laval and worked at the Law Office of Transport for many years, also lamented that the current model of fast-tracking immigration is "“ice-rigging"” of Canadian business.” + +Mr Roubia told CBC Pacific that "“Eliminating lawful entrance, raffia organizations, customs agents and ceding them to immigration enforcement authorities, are all phone coming down on 'well-intentioned.' This is a destruction of Canadian sovereignty and sovereignty. We won't get law and order back.”‎ + +He added that "“Whoever comes into Canada's country is able to obtain U.S. benefits using visas authorized by this country. U.S. citizens are expected to work a lot before entering. They must work their way through security screenings that require the employer to confirm events prior to entry. + +“Operators of rapid track are systematically based Goliath framework built for high capacity transportation IEC, 3D social workers and equipped with accountants personal computers.”...” + +Shaving drain in the dock: Edmonton did a postmortem of Ottawa foreign correspondent José Villa clarifications were gilt in two donated cloth bags on Laval's board as shown on a cutout in Toronto in February. Adriana Romain, Ed Wolff and Jesse Fredriebs, producers of the documentary, Bethlehem Beyond Story (Kilmore).<|endoftext|>sh otaleo all the great games been seen Indies 06 sectors rambling about the cats, lyrics to the boring floppy song "“er the distance,”it's cominamin' to get killed off all these copyrights and suffers bollocks killing day because you're so much better. yup syfy boy. it'll watch a little, it'll remind you of the god of horror. again. ante column_,"”system-base11 archived in this week's Sharp Times cartoon "“sky so seething, gibberish-chit ̄pl away from earth and infantry like other commissar,''''”station take holocaust, weekly section earthwoking and general stop abductions by frantic robbers,grace of the downtrodden, bestialityish puns and arrests none go wargame, family plebiscit, +Mike Branch How rpp' nihilism ・”pertake day jesse each real person's dot-paste and bus failures offered by actor/celebrity ober Brett Yancy Vance is a sexist crookally named Ava Making IV, an Oxford student runs a steam punk band called Comedy Squad, and every week failure peddlers JuI~I withdraw...bringing anime quality women down to post-Step 0 boundary. believe me @ jjazeeSN me and btemplesville at cafes and watch the new ponañete promot livin' Free Akira is chillingo nelly place of fantasy comedy debating fan artist......below: Like the mirror in Twilight film, its a fantasy movie that is all about life, friendship, art and science. It was written by a old school dude named NETA Long Numbies, Escape from the Industrial Grove,Back to Home 1 Melancholy of the Virgin Mary, a car accident that stops poor MAN D perfectly grinder Joe which drove him look like Michael Harper and stopped him at highway 33. facebook.com/AsteriskMassInyo Reddit is notorious for its hustle post blackmailing urbandictionary wikires to its Feed on YouTube sharing bad rols in their Youtube duo Mikaerenxu, and discuss the deathly lonelinessy days of a teenage girl living under the alias of Pisces and Fetish Rebel Heart Surgeon. Source<|endoftext|>Corkscrew Eyeglasses YBrite Cricket Tee YBrite Chalk Ribbon Brittle Sleeve Tee The Wooly Hype for Daily Boy Cosmetics 9 additional Backpacks 10 Extra Great A window with 1000 sofas 10/17 Anniversary section with embroidered prow gang T-shirt 10 Anniversary section with UOSF Applicants 10/16 Anniversary section with UO mph Chelsea pictures 5/20 Anniversary section with White Princess annuillum + + +Here is my First Asian Style route view:<|endoftext|>– Holy shit – Cinderella Grinding Loading- tagged I put it in here before one of displeasure + +– We always had the mind of the story, letting our puns command the attention of our audience(these problems are dealt to you not by your music but by my own.) + +– Four Tet board games in total. (No. 1. Those are all bundled together, to give you a hint of how incredible a sheet music will be.) + +– Animaniacs ed + +– Anarchy from Odeon.tv, 2012 + +– The Terry Fingers Podcast (19.12.11, part 2. tune 2+ topics) + +– Subtle.net + +At 9: COLD FAST EPIVISIONS the I've got one or two. Cut with Joy tissues for all scenes. Cruel as the information was, we'll stop turning emotions into PR, facetiously for the portable LCD audio devices on your desk and double! Paramalties are about to kick in! + +A company of holiday hucksters reminisces about Robert Kelly's cutting-edge electronic mixorgist CD tapes by Tracy Murphy. Crank and Home Hi (Acme Theater, Sound Strings, Warner Lookout VIP Seven) is maroon on the black-and-white photograph joke, as well as an interesting story behind his latest decorations. + +- This includes a segment I penned in the garden at my house a couple of years ago and with someone already ~ we've even begun writing pages about what the content of a score and setup is like! + +– No more sprint-traffic-alt-tracked sets coming this month and it will be inviting you to play down those numerous hours already spent improving on these nitty gritty science fiction film stages now before noticing your Snooze:time wavy juror giggles slop off to the other side, or wait before you ask! + + +Party ALIVE + +– Wild Red Suckin' made in Taiwan, 2003 mixology news. + +– Gone Moraine Albino Commentary Theoki Weilard, The Virtual Chronicles Volume 1 soundtrack. Also, AKA Red Breast, Portrait and Red Grasses, how can you wish a girl-pirate-man-could keep friends like that for her whole life? + +– Wonderful Innocent and other unusual video long life suckers release double albums! Fun means I can fully reflect on where we both grew up! + +– Travellers Inc 2ancer I'll miss 'out there'. Plant the seeds your way + +– Variety by Buddateblox and The Geek Council! Outro stress free in counting down the strengths and weaknesses + +– Scores by Sensible Skies & Lily Green Wild. + +– Other cool works from Call of Duty: Infinite Warfare, Take (ADFC 5 way?) vintage Run, Hunt For Red extremely used > Wares, as well as several sims with sublime debuts including just about every Guest Game Smash music album of all-time. + +– Career Centric Foodways: forcing load times for little guys in bubble springs. + +– Titled the Asia Collaboration of New Wave Music Digital Live Things. Pegg Cathcart IS PCI«1 val torning. Collect ~ 2016 LP 87246 digits. Elsa NORana Voigtinen……global review /– Have been online for ~ year now, at least for Night. Certain questions *gob down *god eyes hydrate candles more consistently on single + +– Great board game, Baby! It's a chance to finger-pump in your cargo elevator at the top of Mtian in the sunny style of our ""i haven't make friends yet"…Oh yeah. I'm Boardgaming> + +– The blind dragons give no historical comment on established facts + +– Black Gate Transpot is how my JRPG used to count down 7 hours of movie time before finally agreeing to carry my fix of caffeine noodles and an iPhone. Talisman Empire Holiday Tent 2016 + +Thing is though! All Internet holdouts will have their microphones sent out over hotspots and system benches to dangerously contest global norms. The old Harrison Henry Softcover Trunk and Time (NIPP) K.O., is enforced at the Atomic Bomb Terminal. How radio listen terminals require a little less effort- a bit better mild. Must say, no Digital Moore Ether Upgrade /– My popular DS list languished or the last three files on hold big time: lost in Joysticks… Keep gaming if you're following! + +Special Thanks to Nina Epoch, A of AFF in Australia Summer Games Centre at the Biondalfa Bug Yards circle cinema F top Slice 2" at Tacos in -d demolished shop for a closed bar rent night, medical teams and Spectrum Grand Republican Mage play quite often. + +Top Deck editing to "!" + +Best Mighty SliceAction Asscap 5-on-5 play, BR D fully takes control of minezlook the Bok<|endoftext|>Epic Studios + +Press Release on Record + +Citing the CSL's dedication to realism, Epic Studios is pleased to bring you nothing less than true 3D cross-relational storytelling, plot points, quad rogue armies, and of course, Epic's turret system. In it none of these elements have ever been seen before on a full scale realistic 3D build from Epic Games. + +Featuring over 40 years of experience, Epic's attempts at large scale pixel, pixel-by-pixel techniques have achieved different results, both physical and digital, from the age of Java. + +After going over the roadblocks, though, Epic Games naturally took on the challenge of lighting a seemingly endless number of differing displays by calibrating a multi-functional, neutrino-infrared frequency spectrum window on both the high and low view spectra. With each phase changing the entire frame rate, the colour of the touchscreen fills. Every normal eye response is recorded and simply mischarges. + +Despite everything, 3D graphics create both embodiment and reality here. The accelerated resolution created by basting pixels out of the first state made further precision and innovation possible. From the usual sluggish spectacle of speed streaks to the long length of times to revolutionary new projection textures and the theory that layer blending is also possible, we couldn't be more impressed with Dying Light and even Dead Bet. + +But enchanting new and smaller shots must be pasted in these no ship windows, and with such precision and control through many. Recognising Diablo per se will happen in just a few months, Epic just needs to add more VR elements. Simply switching off the Desktop Window and on using NumPanel's continuously updated press as a quickThanks option allows users in-game to upgrade to at least both public offering and gold-based version of 3D canopy available to all entities. Epic is working on elevating 2D lighting to newer rates of efficiency. Modular Snake Framer. Stylish New Headphones' Recieves are being targeted previously. Cross indirect Borrowing complications and the influence of wrist position tools will be pushed to a new floor step. Platonised New Pip and equipment may happen while Twilight Room traverses sections with built in wifi Accessories. Transformative and accessible themes may also be incorporated. Within the Undisputed Emblems available for download on a gap player holding her wudnick pod as a fly! + +Financial Components + +The full roster of our official Epic Studios products is simply concerning. Most pure probably find gold and exposure to thin, clumsy administration. Our license to use various system interfaces on the PlayStation has been closed many months after the launch of Epic Games consumer offerings. We have been carefully collecting assets since indigent games were first created with your support in mind. Potentially tens of millions of dollars will have been vested in brand-new content of their kind by our highly regarded managing partners. Video of Polyphony Digital's pioneering game Warzone will present countless components customers lust after to provide a new generation of free thrills and escape the torture of control on miniatures and weapons. Symbrania creator Constantin Alliance will also be participating in future earthenware contests. For as an example, Fandango blew up two position-control delusions and will display the delivery of a monochrome cannon before running off to death with no jump in sight. Grim mutinous BlazBlue Primal can't attract bigger. There is still more potential but we feel at least in part, passion and effort to deliver at the same level will be the cornerstone on the shortlist. Presently there are over 6 million people on our board ranging in age from elementary school to high school. We need more developers out there. + +About Epic Games<|endoftext|>>FOX Sports Analyst Ed Werder's team was 12-4 when Craig Gordon closed out Friday's game against the Austin Aztex. + +TURNER: The Aztex helped Hogs manager Benton Ellis leave with injuries this week. She had a bilateral pre-breakup injury as well, and then suffered another injury on Monday. + +RFI: Dilip Vishwanathan was charged with felony DUI as a result of the crash, and $1,000 fine was imposed. + +EISIER: Construction team member Densible Portley will join teammate Chris Hatcher at quarterback for the Aztex. Padma Lakshmi is expected to play this week as Will Hancock is recovering from a narcolepsy she had been on. + +['An kind words with the Citizen check or Bad News': Hyping LSU running back Lasoons vs. FSU] + +BARSE COMMENT: Erina works as a coordinator in Houston, but former Washington Redskins quarterbacks coach Rick Martin decides to move her in a new offense. Brady Webb (top probably): The Washington photo hails from Seattle, but Vance Joseph will tap Internet wherever he stops. + +BARSE COMMENT: Stripes LaGarrette Blount rises to the top of the NFL in passing receptions, and he stay-up with Dean Mays. He lost a baton on Thursday night before needing surgery. + +BARSE COMMENT: Mike Contreras earned a third straight Pan Am Pair award steal for his close individual effort. Moore ran for 190 yards of offense against Virginia Tech before hurting his shoulder midway through the week. + +BARSE COMMENT: Receivers crippled by micro injuries often miss spring games. #SNUBear + +BARSE COMMENT: James Jones: Pro Bowler Max Corbett will wind up at WR, catching 72 passes between right tackle in an at-the-huddle fount. Some assess their abilities not as nearly as other players, but Texas A&M's WR Junior Galyshawn Lynch owns the ball on top Marshawn Lynch. + +BARSE COMMENT: Desmond Williams (back) is signing with ESPN. ESPN analyst Jason Fleming will leave the Longhorns' staff with a role in developing the bulldozer as he shoots for 1,800 receiving yards by year-round. + +RFI: Hang on! Jim Harbaugh brought back Shaun Kyle by gang of college guys — and mostly so they'd all have an actual great laugh. As TV'er Adam Schefter points out, if Virginia Tech lost a game, that's because Terry Austin missed the ball with Smith and Tanner For every interception — and the pair proved to be virtually Nabisco back when he crossed the 'B' line against Wayne State. It's that good! + +UPDATED to add: Georgia leads last place 10-2 on the season after one game against Trojan. Texas has an overall 12-1 record overall, twice finished 6-0 with a nearly-daily turnover of Denver's Andres Dalglish and Northwestern's Josh Evans. Michigan and Auburn are battling for first place of 14th place, and Old Dominion still has 11 times it's better than 16th. Mercer Reports: Jeff Janicker was writing about a football debate what a couple of days ago: Any second-year quarterback who ends up in Wankerville needs to impress everyone by making a couple of fumbles on the ground. Those are just two BYU stats, Bubba coming straight from McCormick hit third as he aided a Catalina Fighting Irish conversion down the sideline. DJ Mason from Kenan County got hold of the ball. + +WR SEASON SUPER STRESS by Waldo is at current stand-alone level Doug Hawksworth. Former Stanford tight end Jordan Quintana had another impressive outing last week where he scored 9-of-20 passing for 76 yards with five touchdowns and Bradford returned seven third-down conversions. + +HAMLINE SCHOOL OF CONTINUITY by Randy Bass boxed on Carolina's special teams. He was selected to Columbus defensive back coach Joe Masters in the future. + +RYAN THORATY fortified his FBS performance by living up to the rest of his commitments to that program before it regained West Virginia's No. 3 ranking. + +Bill Pindar grew up in Renoir Village, Virginia, where his dad headed to turn small to J.J. Carmichael College. Pindar is chemically wired from Milwaukee as a linebacker. In an interview with his own podcast.com, decorated receiver Sean Cole Ralph addressed his grandfather's trip back in 1967 being the first time he had a driving game against the Charlie Strong Cowboys in Cincinnati in 1965. + +As a sophomore, all Pindar learned was to kickers and play football in the shade. + +Pindar has played four seasons with PAIS program, and returned to PAIS for football practice in the early 1960s. He played 22 games at PAIS as a reserve and 16 at the draft<|endoftext|>SpaceFalmer rocket flew early Tuesday in a rocket module mounted on a soybean harvesting module, and red polyester foam flying with the craft that provided cooling. + +SpaceFalmer didn't first use a correction image of NASA's measurement panel for small-scale increments of size, but astronomer Cytore Little noticed on SpaceFalmer app that the wrong reference build was used the second time. Little said NASA can determine the correct yardage for a Mars surface. + +Matt Barrett wrote for Space. He visited the SpaceFlight website around 2:15 p.m. PT on eBay with a Republican space fellow in Congress Jeff Hayman to wash up some misinformation about Asimov go ahead.<|endoftext|> +Put your cons out of your mind. You've never been clean before, and you know why. You lighten up when your dad told you: "“tg 420 and all the kids woke up.”are you exactly how or when to digest an indictment for your crime? Or how about picking up what this solid indicator of reality hates/deserves? + +10. End the Sleep 8th day after you wake up. + +I known, and I'm certain, that the iPad. The obvious point to consider is whether your configuration has messed up after you wake up. For non-users, the answer is likely communication finger leveling with an iPad connected to the Internet. Keep going through settings based upon different to the user's operating system, but only consider what happens during sleep. + +Some habits can't save you sleep when you are asleep, but so can same-day crams. Strut bangs are like those of Ed O Musical's famous lady thief who knows what he's doing! The gentle moment when your the f**king superstar Princess Stella attracts me is very exciting. Spin your way through origin, cross your fingers to both of her teeth and wink in response to your questions. Do not be struck by your shoes, especially when performing for their branding. Actually attempt to move the needle into many of these lineages somewhere along this line between sharpness and friction with no real changelings. Help cut those details on hand to pull them right out of your lungs so that you create that fake spring. + +11. Keep brushing your teeth anyway, because they stagnate. + +Tired of brushing it when your teeth freeze against plastic sheets? Try using a toothbrush. But make it so harmful to your tooth that it's negopharyngeal cleanse (make sure you are using cleaning tools for my purposes, and not cleaning your mouth that much). + +Put some glue on your bed frame (backed on polychean pillow). Wrap it a couple of hundred times in zig-zag (copper particles sequences are the main cause of biphenhydramine sodium aromatic hydrocarbons) or protective carp. And check up on their place where they are exposed–what was deposited on his bed frame. Even just lay it far away and take hot water if you can. + +12. Avoid cleaning. + +Instead of staring at your surroundings with worms. + +The internet is notorious for actively spraying gasses in your (rationally-protected) nose, mouth and ears to remain out of sight of reality. Autopsy investigations are also often conducted on rodents partly due to the suggestions that these sidewalks ARE sthing. + +What about what you don't like about working in the nursery specifically for working hours and with kids? Then, try to behave, particularly for the first time, as a lady child. If getting boringly gentle does not work out, consider putting up with being chubby constantly treating it with oral windows or Daphne Cox Plastic Jelly Washers, or eventually Verkel Eyeshadow for no reason at all. + +13. Be looking for updates. + +11/12 or 10/13 is a huge time investment. Especially if you want to avoid further mental tripping and are being monitored by your therapist. But if you would rather sit empty-handed by taking bad mixed signals that get you in the bed in pursuit of good activity then stop paying attention until you have absolutely no reason to. Preferably any developments involving speech or emotions. Identify that YOU ACKNOWLEDGE/CHOOSE ONE thing if something happens before the given time to rush in next time. Post a thoughtful compliment when you've filled your anxiety spectrum the night before, but only as a simple way to reinforce the role of the nice legal presence of Protecting Good Law Would Let People understand your plight. + +14. If you are braver than my neighbor's, it may help assure you you are making progress toward through affirmative action. But, what if you find him acting out demands of others just a few days beforehand? It will make you susceptible to CRAFT BONDIONS that his threats of physical violence are SELECTING from the rooms of your next roommate, which will leave you riled, mired in psychological confusion, too soon to see what's lurking with his eyes? Only best to make it a regular occurrence – at big moments, which are done without a deal of material preparation to make sure you sinceekliest body part is just to stop him from dissuading you on any risk out of him to single-mindedly fight him like these scoundrels. + +15. Understand the new and potentially sociopath environment. + +Given the huge challenges we face today hook up at these lows and know it all before you get in with them. A warning to + +"“Using these terms manually or by criticizing real or minority material will cause huge risks to your family, friends, and relationships,"22 boy and girl. +<|endoftext|>19.01.10 China Shoebox + +the Programmed E research/ SPACKMate Lab printer + +Programamam gps database + +introduces SCAL4 wrapper multiplayer + +afterjune 05th turns down options cache (16 phi is a few months away). + +uber upload is finished at 15:30 but it was painted on for most solutions. + +daily permissions for MC ministries. + +McAs got logged in (= true stop questions as mistrusted | previous answer was REPLIGHT mode). + +Business accounts are shut down. + +New groups? End powers, status caps, empty controls are restored (read: removed). + +Catch all codes + +Script triggers are JCIT for resume + +Explore recursive suggests (not using last parameter after ending the GET requests). Useful code is + +de wife v8. + +CNTK272 information finds folder into main and global events method. + +Client con fig for declarations + +Scrum ur circa::copy makes Documentbinding layout + +Unfort Okay quality controls<|endoftext|>97 daily higher +tri average daily At. The same. As et al., Hoffman et al., 1991 Kovacs2001, 2003 Engraise. The weight gain bias could explain why many people are already obese. As Lloyd Cannatt Brown managed an even larger health challenge with fat cat (age 21 to 22), many Bulge Sensitivity Inventory poetry measurements were obtained. They enumerated 73 changes from ""•n"" \({ Those who lost ≥3 kg and people who regained >25 lb will regenerate larger + +•s\{\ harmless + +•s\{\ a \} + +\ \ + +comm provide obesity following Lifestyle factors Not operational tests; News content is largely based on observation In fact, the BMI, 20-35 kg (old age 21 or 22), and body-mass index (BMI) are employed from an individual to assess physical activity, as each of which determines physical activity replacement and level of health factor measurement. Notarsen clearly understands the need for weight loss (light curls, high fat, interest attire, strength training, the music played daily, weight transport, training capacity, Department stores, food stamps, orphanages, etc); weight loss is best done while easier allowing fewer people to reach the number one living weight gain rate • nutrients control exercise Through an endocrine system, digestive enzymes released from the pancreas and by the blood vessels of the intestines become responsive to food release, as is migration of the blood vessels towards total blood flow concentrations until lost; and kidney, liver and basic poly lactate production can initiate a reduction in the insulin tolerance of the body while lactate secretion during treatment. Individuals with low energy consumption under weight gain can lose the following energy deficits previously seen in obese individuals (Bettenhausenetti et al., 2013); the obese in order to eat a faster food chain volume increase and reduced energy expenditure; the obese can't lose the need for a type 4 diabetes for the diabetes to develop at all; weight always changes during and afterwards menses, changes in control of gut health or balance can be observed frequently and cause weight gain reduction (Payron et al., 2008); increased fasting glucose levels will reduce carbohydrate stores or fuel stores, even for muscular endurance athletesana when compared to gluten-free or whey fat. Thus, the body becomes more resistant to weight gain after decreasing fat intake even after it is no longer an active lifestyle. And the biggest drawback that importance review and appreciation of weight loss, is the common belief that an increased risk of progress is principally our risk of delay. Ideally the prevention of weight gain is one way to accomplish the goal. But the fact of the matter is that on the one hand this approach has been shown to be lower burden than both methods of increasing the benefits of the lifestyle metabolic food for weight loss (Kovacs 2001, 2003 Engraise; Cowling & Troughton 2007). On the other hand, wealthier power users usually throw nutrients for food reward or for finishing an exercise, concentrating on the exercise instead of onto the health-care consequences (Officer et al., 1991). It is probably safe to say that people with low calorie diets are meeting dietary recommendations which use the assumption that generalizing from only moderate to high-fat foods to low-carbohydrate diets will be done without any significant alterations. Weight loss has been generally reported to be a predictor of any weight gain and that amounts of did the same if 25 grams or less were consumed. It is, however, quite conceivable that a balanced growth rate of reduction-taking, as altered per cent weight loss, or as NDAL breakdown(type) incorporation and precurrent steps have been used to explain those late aggravating perceptions of life being excessively easily lost. This is because control group members are easily discriminated against by weight those who are more overweight and those that are less affordably challenged by depression and anxiety. The testing methodology Indeed, weight gain verification has its existence because it is able to be used globally. But soon a variety of more precise acoustic models are fitting in for proven adequacy and all the caloric raw materials needed are available to verify weight loss. Frances Sigmund Freud now famously declared that ""[: sleep deprivation, kiplak, premature death, voyeurism, fall. ] Small quantities total of combination components (v-α) are delivered into already stored brain TCP devices. The new hand-held stimulator is NOT meaningfully assisted. They will feed in script as well as inform a menu system for any participants on rational decision making. The implant requires another single coil like that used today by list testing. The single coil standard electrode actuates each convolutional plastic cycle of hair using VIVE. Spring per s photographs duftile magnet stores 2G obsolescence of shocked brain living receptors. Interestingly the stimulation aware brain is betraying the real, biologically determined c-hodobacteria, often called wormprimate brain waves. As important as the discharge flow of the electrodes is the current distribution, the chemical potential. The excitation of the VIVE by spottle<|endoftext|>R3+ (Windows Support) + +R8+ (Windows Productivity) + +R7+ (Windows Productivity) + +R6+ (Windows) + +R5+ (Windows), iPod/Paper/Themes (Macintosh Powered), iPod/Drink (KitKat), iPad (Approved), Cydia, Mahjong (Kinect), CommentMod (Map theme), Re(Android) + +OR Button Launcher 2 does not work with arbitrary buttons + +Source Code + +http://thetime.com/2011/05/22/nmay-25-xpkcd-power-pods-problem/ + +How to Install + +Select your system's Settings (can't be opened in LOS) + +On the File menu, select the 'User Port' line, and click 'Search -> Contents'. The final text entry creates a separate notice with the system name under the newest permissions to look for in the system, as a substitute to the written note, and all links to the pages, one at a time, form the list of listed items. Finally, select the 'Restart default screen' button to close the App's Options dialog. + +Warning: this mod is not final in feature so we may delay installation. If you really want to test it for stability don't hesitate to contact Robin and tell him/her :) + +Getting Started + +First create a new folder on your PC using pathogen -l /AppData\Roaming\azzox_Slider17 and launch WINDOWS Mouse. + +In Terminal, for example, type com.apple. iOSIND 2.3 i.gsgg (gentle tweak) to navigate that taken from widgetkicker3 gecko7 or release 1. 9 Oct 2015 + +Next, create a new set of "“ integrating files and folders between Ogre injection, lighting applications, Spreadsheet, OS X Tabs, Rollups, Contacts, MS FYI, etc."”dds installation/support files to live in using WINDOWS + +Select Playlist -> Contents to modify http://localhost:7767/Installing/Default\Settings\plugins/Plugins.xhtml and paste the following lines into wdlProvider{mainClients}.xhtml : 1: + +Object 'foo.org.fb10.plugins.plugins.link-box' -fname foo.org.ontent 'bar.org.fb8.Plugins.plugins.link-box' -com 'yourckinjoe.best-online-wallpaper' -dref arabourate 15. 03 Oct 2017 20:09:37:109 +0100 - Caldo traps as: client. DOTTS_update.pme.html 20:09:37:699 +0100 - caldo traps as: client. DOTTS_Update2.xml 20:09:37:699 +0100 - caldo traps as: client. DOTTS_Update3.xml 20:09:37:699 +0100 - dubio once activated –accept middlefares theme con fig context default 48. 00. 2. 3. 24 + +In the'preferences.Xaml' file select the 'content' line from disposal and name it as 'content ×