diff --git a/notebooks/07_04_01_eval_lp_node_degree_effect.ipynb b/notebooks/07_04_01_eval_lp_node_degree_effect.ipynb index a18fb04..5ed8f17 100644 --- a/notebooks/07_04_01_eval_lp_node_degree_effect.ipynb +++ b/notebooks/07_04_01_eval_lp_node_degree_effect.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "362cdaac", + "id": "0238129e", "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "markdown", - "id": "e281b358", + "id": "1e3bcbb5", "metadata": {}, "source": [ "### Imports" @@ -22,7 +22,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "048fab98", + "id": "abcda36f", "metadata": {}, "outputs": [ { @@ -56,7 +56,7 @@ { "cell_type": "code", "execution_count": 138, - "id": "058c57e8", + "id": "2c6008a0", "metadata": {}, "outputs": [ { @@ -96,7 +96,7 @@ }, { "cell_type": "markdown", - "id": "6cc28c19", + "id": "37d51fca", "metadata": {}, "source": [ "### load data" @@ -104,7 +104,7 @@ }, { "cell_type": "markdown", - "id": "f1566c2b", + "id": "832e30ee", "metadata": {}, "source": [ "1. add the paths to the following models and biokg files in ./nb_utils/artifact_registry.toml\n", @@ -114,7 +114,7 @@ { "cell_type": "code", "execution_count": 93, - "id": "20dabcfa", + "id": "da4dfdde", "metadata": {}, "outputs": [], "source": [ @@ -128,7 +128,7 @@ { "cell_type": "code", "execution_count": 94, - "id": "ab967fe5", + "id": "8a119a23", "metadata": {}, "outputs": [], "source": [ @@ -141,7 +141,7 @@ { "cell_type": "code", "execution_count": 95, - "id": "b45fc1b2", + "id": "38307f47", "metadata": {}, "outputs": [ { @@ -162,7 +162,7 @@ }, { "cell_type": "markdown", - "id": "43c47015", + "id": "57f63572", "metadata": { "tags": [] }, @@ -173,7 +173,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "d60d4a59", + "id": "2833b0f4", "metadata": {}, "outputs": [], "source": [ @@ -183,7 +183,7 @@ }, { "cell_type": "markdown", - "id": "68bebc06", + "id": "18a1664c", "metadata": {}, "source": [ "### load triples data" @@ -192,7 +192,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "cab0718a", + "id": "5e17c6f1", "metadata": {}, "outputs": [ { @@ -219,7 +219,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "f4a6bb11", + "id": "8deb7309", "metadata": { "tags": [] }, @@ -248,7 +248,7 @@ { "cell_type": "code", "execution_count": 119, - "id": "4649c46b", + "id": "8f2e0a3c", "metadata": {}, "outputs": [], "source": [ @@ -264,7 +264,7 @@ }, { "cell_type": "markdown", - "id": "9d794ce7", + "id": "65c29e75", "metadata": {}, "source": [ "creating a dummy set of triples for unit testing purposes" @@ -273,11 +273,8 @@ { "cell_type": "code", "execution_count": 120, - "id": "71b97024", + "id": "55d16186", "metadata": { - "jupyter": { - "source_hidden": true - }, "tags": [] }, "outputs": [], @@ -292,7 +289,7 @@ { "cell_type": "code", "execution_count": 139, - "id": "54c59865", + "id": "960aa626", "metadata": {}, "outputs": [], "source": [ @@ -308,7 +305,7 @@ }, { "cell_type": "markdown", - "id": "7b23de6e", + "id": "a0433daa", "metadata": {}, "source": [ "#### Split test triples conditional on whether they contain entities whose properties were encoded in BIOBLP-X vs not" @@ -317,7 +314,7 @@ { "cell_type": "code", "execution_count": 140, - "id": "7e83d174", + "id": "ee7caeed", "metadata": {}, "outputs": [ { @@ -412,7 +409,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "f245e36e", + "id": "7e9ea67c", "metadata": {}, "outputs": [], "source": [ @@ -424,7 +421,7 @@ { "cell_type": "code", "execution_count": 142, - "id": "0c2e32fd", + "id": "c1134953", "metadata": {}, "outputs": [ { @@ -447,7 +444,7 @@ }, { "cell_type": "markdown", - "id": "b7a71b09", + "id": "978f9bf2", "metadata": {}, "source": [ "# Evaluation" @@ -455,7 +452,7 @@ }, { "cell_type": "markdown", - "id": "900fcc0f", + "id": "f9d2ed0e", "metadata": {}, "source": [ "wandb logging" @@ -464,7 +461,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "e1379de9", + "id": "c1eb5922", "metadata": {}, "outputs": [ { @@ -486,7 +483,7 @@ }, { "cell_type": "markdown", - "id": "db69ad6e", + "id": "6bcce772", "metadata": {}, "source": [ "sanity check logic for experiment run with wandb logging" @@ -495,7 +492,7 @@ { "cell_type": "code", "execution_count": 55, - "id": "b48a1ccd", + "id": "a8061f01", "metadata": {}, "outputs": [], "source": [ @@ -509,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "02f63b77", + "id": "cf758db0", "metadata": {}, "source": [ "Triples with protein as src entity far outnumber triples with protein as tail entity. \n" @@ -517,7 +514,7 @@ }, { "cell_type": "markdown", - "id": "4bb30aad", + "id": "2417de72", "metadata": {}, "source": [ "### average performance predicting the node which has an entity degree of x\n", @@ -528,7 +525,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "169e48b7", + "id": "26f99037", "metadata": {}, "outputs": [ { @@ -561,7 +558,7 @@ }, { "cell_type": "markdown", - "id": "1c4f204a", + "id": "c0ccc05f", "metadata": { "tags": [] }, @@ -572,7 +569,7 @@ { "cell_type": "code", "execution_count": 145, - "id": "baba1b1a", + "id": "2f160a51", "metadata": {}, "outputs": [ { @@ -606,7 +603,7 @@ { "cell_type": "code", "execution_count": 146, - "id": "9f3508d1", + "id": "38d9bbd1", "metadata": {}, "outputs": [ { @@ -629,7 +626,7 @@ { "cell_type": "code", "execution_count": 147, - "id": "699c8a9d", + "id": "ff7cc6fc", "metadata": {}, "outputs": [ { @@ -649,7 +646,7 @@ { "cell_type": "code", "execution_count": 66, - "id": "65404f68", + "id": "e92a71ec", "metadata": {}, "outputs": [ { @@ -668,7 +665,7 @@ { "cell_type": "code", "execution_count": 63, - "id": "d6c1bce5", + "id": "dab28f09", "metadata": {}, "outputs": [ { @@ -698,7 +695,7 @@ { "cell_type": "code", "execution_count": 64, - "id": "f5a83f41", + "id": "4a358af2", "metadata": { "tags": [] }, @@ -730,7 +727,7 @@ { "cell_type": "code", "execution_count": 67, - "id": "8dd94ae4", + "id": "23125bda", "metadata": {}, "outputs": [ { @@ -754,7 +751,7 @@ { "cell_type": "code", "execution_count": 68, - "id": "5fd45807", + "id": "d4bde513", "metadata": {}, "outputs": [ { @@ -777,7 +774,7 @@ { "cell_type": "code", "execution_count": 69, - "id": "54903f77", + "id": "136932a1", "metadata": {}, "outputs": [ { @@ -805,7 +802,7 @@ { "cell_type": "code", "execution_count": 70, - "id": "07cbfd17", + "id": "2d2aac1f", "metadata": {}, "outputs": [ { @@ -833,7 +830,7 @@ { "cell_type": "code", "execution_count": 71, - "id": "a298beba", + "id": "7e6da4bc", "metadata": {}, "outputs": [ { @@ -868,7 +865,7 @@ { "cell_type": "code", "execution_count": 72, - "id": "64318aba", + "id": "f1dd0c4b", "metadata": {}, "outputs": [], "source": [ @@ -879,16 +876,16 @@ }, { "cell_type": "markdown", - "id": "3c1ec5e2", + "id": "e0b2a451", "metadata": {}, "source": [ - "#### dummy test data" + "## sanity check the evaluation procedure" ] }, { "cell_type": "code", - "execution_count": 112, - "id": "0257bf27", + "execution_count": null, + "id": "1163b13b", "metadata": {}, "outputs": [ { @@ -903,45 +900,145 @@ "name": "stdout", "output_type": "stream", "text": [ - "# drug entities in larger biokg (pre-benchmark removal): 13580\n", - "# drug entities for which we have attributes: 10815\n" + "Evaluating LP metrics on triples which have disease in src position, using kge from model rotate-otxtubeb\n", + "loaded model from /home/jovyan/workbench-shared-folder/bioblp/models/rotate-otxtubeb\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 17%|█▋ | 1/6 [00:11<00:56, 11.27s/it]" + ] + } + ], + "source": [ + "MODEL_ID = BIOBLP_D\n", + "ENTITY_TYPE_W_ATTR_ENCODE = DISEASE # is to be controlled when creating test sets\n", + "NODE_ENDPOINT_TO_PREDICT = COL_SOURCE\n", + "TEST_SET_SLUG = DUMMY\n", + "# eval_out_dir = Path(f\"./metrics/\")\n", + "\n", + "nde = NodeDegreeEvalAnalyser(train_triples, ENT_ASSOC_REL_NAMES)\n", + "results_by_node_degree_dicts_bioblpd = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", + " node_endpoint_to_predict=COL_SOURCE,\n", + " test_triples=triples_dict[TEST_SET_SLUG], \n", + " test_set_slug=TEST_SET_SLUG,\n", + " model_id=MODEL_ID,\n", + " train_triples=triples_dict.get(TRAIN),\n", + " valid_triples=triples_dict.get(VALID),\n", + " model_registry_cfg=model_reg_cfg,\n", + " eval_out_dir=\"./metrics\",\n", + " eval_metric_type=EVAL_METRIC_REALISTIC,\n", + " write_results_to_file=True\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "id": "2f91036c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.001386706952568299, 6)" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "count_agg = 0\n", + "metric_agg = 0\n", + "num_deg_buckets = len(results_by_node_degree_dicts_bioblpd[EVAL_NODE_HEAD])\n", + "for deg, deg_results_dict in results_by_node_degree_dicts_bioblpd[EVAL_NODE_HEAD].items():\n", + " deg_bucket_count = deg_results_dict[COUNT]\n", + " metric_agg+=(deg_results_dict[MRR]*deg_bucket_count)\n", + " count_agg+=deg_bucket_count\n", + "micro_avg_lp_aggregated_from_degree_buckets = metric_agg/count_agg\n", + "micro_avg_lp_aggregated_from_degree_buckets, count_agg" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8b97e35c", + "metadata": {}, + "outputs": [], + "source": [ + "# sanity check that the mirco averaged eval scores, match what is obtained from thenode degree analysis\n", + "from nb_utils.eval_utils import evaluate_lp_all_rels_on_single_test_set, EVAL_NODE_HEAD, EVAL_NODE_TAIL\n", + "\n", + "model = load_kge_model(model_registry_paths[MODEL_ID])\n", + "TEST_SET_SLUG_= DUMMY # ENT_SPECIFIC_TEST_SET_STUBS[ENTITY_TYPE_W_ATTR_ENCODE]\n", + "test_triples_rel_restricted = triples_dict[TEST_SET_SLUG_].new_with_restriction(relations=ENT_ASSOC_REL_NAMES[ENTITY_TYPE_W_ATTR_ENCODE][NODE_ENDPOINT_TO_PREDICT])\n", + "print(f\"Obtaining agg micro-averaged LP metrics using model {MODEL_ID} on test set corresponding to ALL triples restricted to {ENTITY_TYPE_W_ATTR_ENCODE}\")\n", + "\n", + "microvg_lp_func_kwargs = {\"model\": model, \n", + " \"eval_test_set_slug\": TEST_SET_SLUG_,\n", + " \"eval_triples\": test_triples_rel_restricted,\n", + " \"train_triples\": triples_dict.get(TRAIN),\n", + " \"valid_triples\": triples_dict.get(VALID)}\n", + "\n", + "microvg_lp_results = evaluate_lp_all_rels_on_single_test_set(eval_triple_node_endpoint=EVAL_NODE_HEAD, **microvg_lp_func_kwargs)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "8c279088", + "metadata": {}, + "outputs": [ { "data": { "text/plain": [ - "36" + "(0.0013867068725327651, 6)" ] }, - "execution_count": 112, + "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#test run\n", - "print(ENTITY_TYPE_W_ATTR_ENCODE)\n", - "dummy_test_inc_attr, _ = create_entity_attr_aware_test_sets(entity_type_w_attribute=ENTITY_TYPE_W_ATTR_ENCODE,\n", - " graph_cfg=graph_cfg,\n", - " train=train,\n", - " test=dummy)\n", - "DUMMY_TEST_INCL_ATTR='DUMMY_TEST_INCL_ATTR'\n", - "triples_dict.update({DUMMY_TEST_INCL_ATTR: dummy_test_inc_attr})\n", - "dummy_test_inc_attr.num_triples\n" + "MRR = 'inverse_harmonic_mean_rank'\n", + "COUNT = 'Count'\n", + "microvg_lp_results[MRR], microvg_lp_results[COUNT]b" + ] + }, + { + "cell_type": "markdown", + "id": "fbece21f", + "metadata": {}, + "source": [ + "Which is equal to the number derived from the aggregates of the degree-bucket LP results (`micro_avg_lp_aggregated_from_degree_buckets`), checks out!" + ] + }, + { + "cell_type": "markdown", + "id": "4ea405fa", + "metadata": {}, + "source": [ + "## LP Eval within node degree buckets of triples related to entities we attribute encode" ] }, { "cell_type": "markdown", - "id": "f5f43f57", + "id": "29b20a25", "metadata": {}, "source": [ - "### evaluate on node degree buckets" + "#### predict on disease-containing relations using BioBLP-D and ROTATE\n", + "##### predict with BioBLP-D - disease" ] }, { "cell_type": "code", - "execution_count": 115, - "id": "95236a73", + "execution_count": 154, + "id": "3f7f82e2", "metadata": {}, "outputs": [ { @@ -964,15 +1061,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2/2 [00:21<00:00, 10.98s/it]" + "100%|██████████| 6/6 [01:04<00:00, 10.78s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Writing results to metrics/bioblpd-38uz9fjs-16-03-2023/20230420-083808/node-degree-eval.json\n", - "Writing results to metrics/bioblpd-38uz9fjs-16-03-2023/20230420-083808/metadata.json\n" + "Writing results to metrics/bioblpd-38uz9fjs-16-03-2023/20230420-105057/node-degree-eval.json\n", + "Writing results to metrics/bioblpd-38uz9fjs-16-03-2023/20230420-105057/metadata.json\n" ] }, { @@ -987,7 +1084,7 @@ "MODEL_ID = BIOBLP_D\n", "ENTITY_TYPE_W_ATTR_ENCODE = DISEASE # is to be controlled when creating test sets\n", "NODE_ENDPOINT_TO_PREDICT = COL_SOURCE\n", - "TEST_SET_SLUG = ENT_SPECIFIC_TEST_SET_STUBS[ENTITY_TYPE_W_ATTR_ENCODE] # DUMMY_TEST_INCL_ATTR\n", + "TEST_SET_SLUG = ENT_SPECIFIC_TEST_SET_STUBS[ENTITY_TYPE_W_ATTR_ENCODE]\n", "# eval_out_dir = Path(f\"./metrics/\")\n", "\n", "nde = NodeDegreeEvalAnalyser(train_triples, ENT_ASSOC_REL_NAMES)\n", @@ -1006,136 +1103,53 @@ ] }, { - "cell_type": "code", - "execution_count": 127, - "id": "1b881a62", + "cell_type": "markdown", + "id": "e94df049", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0022858049778733402" - ] - }, - "execution_count": 127, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "(0.0007401924231089652+0.003831417532637715)/2" + "##### predict with RotatE - disease" ] }, { "cell_type": "code", - "execution_count": 128, - "id": "33357d75", + "execution_count": null, + "id": "6435ed95", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Evaluating on cuda:0: 100%|██████████| 2.00/2.00 [00:00<00:00, 7.23triple/s]\n" - ] - } - ], + "outputs": [], "source": [ - "# sanity check that the mirco averaged eval scores, match what is obtained from thenode degree analysis\n", - "from nb_utils.eval_utils import evaluate_lp_all_rels_on_single_test_set, EVAL_NODE_HEAD, EVAL_NODE_TAIL\n", - "model = load_kge_model(model_registry_paths[MODEL_ID])\n", - "test_triples_rel_restricted = test_triples_incl_ent_prop.new_with_restriction(relations=ENT_ASSOC_REL_NAMES[ENTITY_TYPE_W_ATTR_ENCODE][NODE_ENDPOINT_TO_PREDICT])\n", - "\n", - "microvg_lp_func_kwargs = {\"model\": model, \n", - " \"eval_test_set_slug\": TEST,\n", - " \"eval_triples\": test_triples_rel_restricted,\n", - " \"train_triples\": triples_dict.get(TRAIN),\n", - " \"valid_triples\": triples_dict.get(VALID)}\n", + "MODEL_ID = ROTATE\n", + "ENTITY_TYPE_W_ATTR_ENCODE = DISEASE # is to be controlled when creating test sets\n", + "NODE_ENDPOINT_TO_PREDICT = COL_SOURCE\n", + "TEST_SET_SLUG = ENT_SPECIFIC_TEST_SET_STUBS[ENTITY_TYPE_W_ATTR_ENCODE]\n", "\n", - "microvg_lp_results = evaluate_lp_all_rels_on_single_test_set(eval_triple_node_endpoint=EVAL_NODE_HEAD, **microvg_lp_func_kwargs)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 129, - "id": "f4265393", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'Relation': 'All',\n", - " 'Count': 2,\n", - " 'hits_at_1': 0.0,\n", - " 'hits_at_3': 0.0,\n", - " 'hits_at_5': 0.0,\n", - " 'hits_at_10': 0.0,\n", - " 'inverse_harmonic_mean_rank': 0.0022858050651848316}" - ] - }, - "execution_count": 129, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "microvg_lp_results" + "nde = NodeDegreeEvalAnalyser(train_triples, ENT_ASSOC_REL_NAMES)\n", + "results_by_node_degree_dicts_rotate_disease = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", + " node_endpoint_to_predict=COL_SOURCE,\n", + " test_triples=triples_dict[TEST_SET_SLUG], \n", + " test_set_slug=TEST_SET_SLUG,\n", + " model_id=MODEL_ID,\n", + " train_triples=triples_dict.get(TRAIN),\n", + " valid_triples=triples_dict.get(VALID),\n", + " model_registry_cfg=model_reg_cfg,\n", + " eval_out_dir=\"./metrics\",\n", + " eval_metric_type=EVAL_METRIC_REALISTIC,\n", + " write_results_to_file=True\n", + " )" ] }, { - "cell_type": "code", - "execution_count": 117, - "id": "b26db895", + "cell_type": "markdown", + "id": "48e0c9d9", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{332.0: {'Relation': 'All',\n", - " 'Count': 1,\n", - " 'hits_at_1': 0.0,\n", - " 'hits_at_3': 0.0,\n", - " 'hits_at_5': 0.0,\n", - " 'hits_at_10': 0.0,\n", - " 'inverse_harmonic_mean_rank': 0.0007401924231089652},\n", - " 1387.0: {'Relation': 'All',\n", - " 'Count': 1,\n", - " 'hits_at_1': 0.0,\n", - " 'hits_at_3': 0.0,\n", - " 'hits_at_5': 0.0,\n", - " 'hits_at_10': 0.0,\n", - " 'inverse_harmonic_mean_rank': 0.003831417532637715}}" - ] - }, - "execution_count": 117, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "results_by_node_degree_dicts_bioblpm['head']" + "#### predict on drug-containing relations using BioBLP-M and ROTATE\n", + "##### predict with BioBLP-M - drug" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "1b5ff778", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "02cbd0a6", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 55, - "id": "de50259b", + "id": "7d813343", "metadata": {}, "outputs": [ { @@ -1182,26 +1196,18 @@ ")" ] }, - { - "cell_type": "code", - "execution_count": 56, - "id": "52e182d4", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", - "id": "d0edb9f3", + "id": "03c23e51", "metadata": {}, "source": [ - "#### predict with rotate - drug" + "##### predict with rotate - drug" ] }, { "cell_type": "code", "execution_count": 60, - "id": "c6005426", + "id": "b096a84d", "metadata": {}, "outputs": [ { @@ -1234,7 +1240,7 @@ "TEST_SET_SLUG = ENT_SPECIFIC_TEST_SET_STUBS[ENTITY_TYPE_W_ATTR_ENCODE]\n", "\n", "nde = NodeDegreeEvalAnalyser(train_triples, ENT_ASSOC_REL_NAMES)\n", - "results_by_node_degree_dicts_bioblpm = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", + "results_by_node_degree_dicts_rotate_drug = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", " node_endpoint_to_predict=COL_SOURCE,\n", " test_triples=triples_dict[TEST_SET_SLUG], \n", " test_set_slug=TEST_SET_SLUG,\n", @@ -1250,7 +1256,7 @@ }, { "cell_type": "markdown", - "id": "136e72de", + "id": "95e5a65a", "metadata": { "tags": [] }, @@ -1261,7 +1267,7 @@ { "cell_type": "code", "execution_count": null, - "id": "99b0ac9f", + "id": "d6f137c3", "metadata": {}, "outputs": [], "source": [ @@ -1271,7 +1277,7 @@ "TEST_SET_SLUG = ENT_SPECIFIC_TEST_SET_STUBS[ENTITY_TYPE_W_ATTR_ENCODE]\n", "\n", "nde = NodeDegreeEvalAnalyser(train_triples, ENT_ASSOC_REL_NAMES)\n", - "results_by_node_degree_dicts_bioblpm = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", + "results_by_node_degree_dicts_bioblpp = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", " node_endpoint_to_predict=COL_SOURCE,\n", " test_triples=triples_dict[TEST_SET_SLUG], \n", " test_set_slug=TEST_SET_SLUG,\n", @@ -1288,7 +1294,7 @@ { "cell_type": "code", "execution_count": null, - "id": "40766511", + "id": "d4e7da14", "metadata": {}, "outputs": [ { @@ -1322,7 +1328,7 @@ "\n", "eval_out_dir = Path(f\"./metrics/{MODEL_ID}\")\n", "nde = NodeDegreeEvalAnalyser(train_triples, ENT_ASSOC_REL_NAMES)\n", - "results_by_node_degree_dicts_bioblpm = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", + "results_by_node_degree_dicts_rotate_prot = nde.evaluate_and_format(entity_type_to_predict=ENTITY_TYPE_W_ATTR_ENCODE,\n", " node_endpoint_to_predict=COL_SOURCE,\n", " test_triples=test, \n", " test_set_slug=TEST_RESTRICTED_ENT,\n", @@ -1338,16 +1344,44 @@ }, { "cell_type": "markdown", - "id": "56e9f2c8", + "id": "5cd459e1", + "metadata": {}, + "source": [ + "### Plots V2 - Plotting the difference in LP scores by RotatE and BioBLP-X\n", + "(improved 17/03)" + ] + }, + { + "cell_type": "markdown", + "id": "303557af", "metadata": {}, "source": [ - "### Plots V2 - (improved 17/03) - Plotting the difference in LP scores by RotatE and BioBLP-X" + "### define plotting logic" ] }, { "cell_type": "code", - "execution_count": 72, - "id": "7c57ae3b", + "execution_count": 73, + "id": "50c0d4a4", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_multi_models\n", + "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_single_model\n", + "from nb_utils.eval_utils import EVAL_METRICS_CATALOG\n", + "from nb_utils.eval_utils import INVERSE_HARMONIC_MEAN_RANK\n", + "from nb_utils.eval_utils import HITS_AT_1, HITS_AT_3, HITS_AT_10\n", + "\n", + "import matplotlib.ticker as ticker\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "id": "59f6999a", "metadata": {}, "outputs": [], "source": [ @@ -1356,52 +1390,174 @@ "with open(eval_out_dir.joinpath('node-degree-eval.json'), 'r') as f:\n", " results_by_node_degree_dicts_rotate_drug = json.load(f)\n", "\n", - " \n", "MODEL_ID = BIOBLP_M\n", "eval_out_dir = Path(f\"./metrics/{MODEL_ID}/20230417-074027\")\n", - "#eval_out_dir = Path(f\"/metrics/{MODEL_ID}\")\n", "with open(eval_out_dir.joinpath('node-degree-eval.json'), 'r') as f:\n", " results_by_node_degree_dicts_bioblpm = json.load(f)\n" ] }, { "cell_type": "code", - "execution_count": 73, - "id": "4bb3d0c0", - "metadata": {}, + "execution_count": 221, + "id": "78ba3f42", + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ - "rotate_df = pd.DataFrame.from_dict(results_by_node_degree_dicts_rotate_drug, orient='index')\n", - "rotate_df = rotate_df.reset_index().rename(columns={'index':'degree'})\n", - "rotate_df = rotate_df.astype({'degree':'float'})\n", "\n", - "bioblpm_df = pd.DataFrame.from_dict(results_by_node_degree_dicts_bioblpm, orient='index')\n", - "bioblpm_df = bioblpm_df.reset_index().rename(columns={'index':'degree'})\n", - "bioblpm_df = bioblpm_df.astype({'degree':'float'})\n" + "def _merge_results_df_multi_models(rotate_df, bioblp_df, \n", + " test_triples_subset=None, \n", + " node_endpoint_type=None):\n", + " merged_df = rotate_df.merge(bioblp_df, how='inner', on='degree', suffixes=['_rotate', '_bioblp'])\n", + " merged_df.drop(columns=['Relation_bioblp', 'Relation_rotate', 'Count_bioblp'], inplace=True)\n", + " merged_df = merged_df.astype({'degree':'float'})\n", + " merged_df = merged_df.rename(columns={\"Count_rotate\":\"count\"})\n", + " \n", + " merged_df['num_unique_ents'] = merged_df['degree'].apply(\n", + " lambda x: len(get_unique_endpoint_entities_in_testset_of_given_degree(test_triples_subset, \n", + " degree=x, \n", + " node_endpoint_type=node_endpoint_type)))\n", + " return merged_df\n", + "\n", + "\n", + "def prep_data_for_node_degree_lp_multi_model_diff_plot(bioblp_model_id, bioblp_eval_results,\n", + " rotate_model_id, rotate_eval_results,\n", + " node_endpoint_type=COL_SOURCE,\n", + " eval_on_node_endpoint=EVAL_NODE_HEAD,\n", + " test_triples=None\n", + " ):\n", + " rotate_df = pd.DataFrame.from_dict(rotate_eval_results[eval_on_node_endpoint], orient='index')\n", + " #rotate_df = pd.DataFrame.from_dict(rotate_eval_results, orient='index')\n", + " rotate_df = rotate_df.reset_index().rename(columns={'index':'degree'})\n", + " rotate_df = rotate_df.astype({'degree':'float'})\n", + "\n", + " bioblp_df = pd.DataFrame.from_dict(bioblp_eval_results[eval_on_node_endpoint], orient='index')\n", + " #bioblp_df = pd.DataFrame.from_dict(bioblp_eval_results, orient='index')\n", + " bioblp_df = bioblp_df.reset_index().rename(columns={'index':'degree'})\n", + " bioblp_df = bioblp_df.astype({'degree':'float'})\n", + "\n", + " merged_df = _merge_results_df_multi_models(rotate_df=rotate_df, \n", + " bioblp_df=bioblp_df, \n", + " test_triples_subset=test_triples,\n", + " node_endpoint_type=node_endpoint_type)\n", + "\n", + " for metric in EVAL_METRICS_SHORTLIST:\n", + " merged_df[metric] = merged_df[f'{metric}_rotate'] - merged_df[f'{metric}_bioblp'] \n", + " return merged_df\n", + "\n", + "def plot_node_degree_analysis_multimodel_lp_eval_diff(merged_results_df,\n", + " entity_type_w_attr_encoded,\n", + " bioblp_model_id, \n", + " rotate_model_id,\n", + " node_endpoint_type_for_entity_w_attribute=COL_SOURCE, \n", + " eval_on_node_endpoint=EVAL_NODE_HEAD,\n", + " metric_name=INVERSE_HARMONIC_MEAN_RANK):\n", + " \n", + " degrees, metrics, counts, num_unique_ents = merged_results_df['degree'], merged_results_df[metric_name], merged_results_df['count'], merged_results_df['num_unique_ents']\n", + " plot, ax = plt.subplots(figsize=(10,10))\n", + " sns.color_palette(\"flare\", as_cmap=True)\n", + " s_square = [n*n for n in num_unique_ents] \n", + " plot_ = sns.scatterplot(ax = ax, x=degrees, y=metrics, size=num_unique_ents, sizes=(10,200))\n", + " plt.xscale('log')\n", + " plt.ylabel(metric_name)\n", + " plt.xlabel(f'Training degree for {entity_type_w_attr_encoded} entity being predicted')\n", + " plt.xticks(degrees, rotation='vertical')\n", + "\n", + " plot_.xaxis.set_major_locator(ticker.IndexLocator(100, 0))\n", + "\n", + " plt.title(f'(avg_{metric_name}_{rotate_model_id}) - (avg_{metric_name}_{bioblp_model_id}) \\n Difference b/w both models in {metric_name} when'\\\n", + " 'predicting {entity_type_w_attr_encoded} as {eval_on_node_type} node, Vs. {entity_type_w_attr_encoded} node degree')\n", + " plt.savefig(f'data/imgs/{metric_name}_node_degree_analysis-{bioblp_model_id}-{rotate_model_id}')\n", + " \n", + "def merge_and_plot_node_degree_analysis_multimodel_lp_eval_diff(bioblp_model_id=BIOBLP_M,\n", + " bioblp_eval_results=results_by_node_degree_dicts_bioblpm,\n", + " rotate_model_id=ROTATE,\n", + " rotate_eval_results=results_by_node_degree_dicts_rotate_drug,\n", + " node_endpoint_type_for_entity_w_attribute = NODE_ENDPOINT_TO_PREDICT,\n", + " eval_on_node_endpoint=EVAL_NODE_HEAD,\n", + " test_triples=test_triples_by_node_endpoint_to_predict[NODE_ENDPOINT_TO_PREDICT],\n", + " entity_type_w_attr_encoded=ENTITY_TYPE_W_ATTR_ENCODE,\n", + " metric_name=INVERSE_HARMONIC_MEAN_RANK\n", + " ): \n", + " merged_results_df = prep_data_for_node_degree_lp_multi_model_diff_plot(bioblp_model_id=bioblp_model_id,\n", + " bioblp_eval_results=bioblp_eval_results,\n", + " rotate_model_id=rotate_model_id,\n", + " rotate_eval_results=rotate_eval_results,\n", + " node_endpoint_type=node_endpoint_type_for_entity_w_attribute,\n", + " eval_on_node_endpoint=eval_on_node_endpoint,\n", + " test_triples=test_triples\n", + " ) \n", + " \n", + " plot_node_degree_analysis_multimodel_lp_eval_diff(merged_results_df=merged_results_df,\n", + " entity_type_w_attr_encoded=entity_type_w_attr_encoded,\n", + " bioblp_model_id=bioblp_model_id, \n", + " rotate_model_id=rotate_model_id,\n", + " eval_on_node_endpoint=eval_on_node_endpoint,\n", + " node_endpoint_type_for_entity_w_attribute=node_endpoint_type_for_entity_w_attribute, \n", + " metric_name=metric_name)\n", + " \n", + " return merged_results_df\n" ] }, { "cell_type": "code", - "execution_count": 78, - "id": "303b287b", + "execution_count": 185, + "id": "03ed8da3", "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
\n", - "\n", "\n", " \n", @@ -1420,6 +1576,11 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1437,7 +1598,12 @@ " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1453,7 +1619,12 @@ " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1469,7 +1640,12 @@ " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
hits_at_10_bioblpinverse_harmonic_mean_rank_bioblpnum_unique_entshits_at_1hits_at_3hits_at_5hits_at_10inverse_harmonic_mean_rank
0.0875000.1375000.0654207940.0375000.0875000.1000000.2375000.082200
10.1481480.1851850.111043277-0.037037-0.0740740.0000000.111111-0.026483
20.0326090.0434780.0252859210.0978260.2500000.3152170.4565220.194621
\n", @@ -1491,118 +1667,52 @@ "1 0.148148 0.148148 0.185185 \n", "2 0.021739 0.032609 0.043478 \n", "\n", - " inverse_harmonic_mean_rank_bioblp num_unique_ents \n", - "0 0.065420 79 \n", - "1 0.111043 27 \n", - "2 0.025285 92 " + " inverse_harmonic_mean_rank_bioblp num_unique_ents hits_at_1 hits_at_3 \\\n", + "0 0.065420 4 0.037500 0.087500 \n", + "1 0.111043 7 -0.037037 -0.074074 \n", + "2 0.025285 1 0.097826 0.250000 \n", + "\n", + " hits_at_5 hits_at_10 inverse_harmonic_mean_rank \n", + "0 0.100000 0.237500 0.082200 \n", + "1 0.000000 0.111111 -0.026483 \n", + "2 0.315217 0.456522 0.194621 " ] }, - "execution_count": 78, + "execution_count": 236, "metadata": {}, "output_type": "execute_result" - } - ], - "source": [ - "def compare_and_plot(rotate_df, bioblp_df, \n", - " test_triples_subset=tes, \n", - " node_endpoint_type=NODE_ENDPOINT_TO_PREDICT):\n", - " merged_df = rotate_df.merge(bioblp_df, how='inner', on='degree', suffixes=['_rotate', '_bioblp'])\n", - " merged_df.drop(columns=['Relation_bioblp', 'Relation_rotate', 'Count_bioblp'], inplace=True)\n", - " merged_df = merged_df.astype({'degree':'float'})\n", - " merged_df = merged_df.rename(columns={\"Count_rotate\":\"count\"})\n", - " \n", - " merged_df['num_unique_ents'] = merged_df['degree'].apply(\n", - " lambda x: len(get_unique_endpoint_entities_in_testset_of_given_degree(test_triples_subset, \n", - " degree=x, \n", - " node_endpoint_type=node_endpoint_type)))\n", - " return merged_df\n", - "merged_df_bioblpm_rotate = compare_and_plot(rotate_df, bioblpm_df)\n", - "merged_df_bioblpm_rotate[:3]" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "6bda8647", - "metadata": {}, - "outputs": [], - "source": [ - "from nb_utils.eval_utils import EVAL_METRICS_SHORTLIST\n", - "for metric in EVAL_METRICS_SHORTLIST:\n", - " merged_df_bioblpm_rotate[metric] = merged_df_bioblpm_rotate[f'{metric}_rotate'] - merged_df_bioblpm_rotate[f'{metric}_bioblp']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d86cc1bb", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "c20bf7f3", - "metadata": {}, - "outputs": [], - "source": [ - "rotate_df = pd.DataFrame.from_dict(results_by_node_degree_dicts_rotate, orient='index')\n", - "rotate_df = rotate_df.reset_index().rename(columns={'index':'degree'})\n", - "rotate_df = rotate_df.astype({'degree':'float'})\n", - "\n", - "bioblpp_df = pd.DataFrame.from_dict(results_by_node_degree_dicts_bioblpp, orient='index')\n", - "bioblpp_df = bioblpp_df.reset_index().rename(columns={'index':'degree'})\n", - "bioblpp_df = bioblpp_df.astype({'degree':'float'})\n" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "9c7a6b0e", - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true - } - }, - "outputs": [ + }, { "data": { + "image/png": "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", "text/plain": [ - "count 1170.000000\n", - "mean 0.192058\n", - "std 0.172886\n", - "min 0.000000\n", - "25% 0.056881\n", - "50% 0.141284\n", - "75% 0.278899\n", - "max 1.000000\n", - "Name: proportion, dtype: float64" + "
" ] }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "merged_df = merged_df_bioblpm_rotate\n", - "min_c, max_c, mean_c, std_c = merged_df['count'].min(), merged_df['count'].max(), merged_df['count'].mean(), merged_df['count'].std()\n", - "merged_df['proportion'] = (merged_df['count']-min_c)/(max_c-min_c)\n", - "merged_df.proportion.describe()" + "merged_bioblpm_rotate_df = merge_and_plot_node_degree_analysis_multimodel_lp_eval_diff(bioblp_model_id=BIOBLP_M,\n", + " bioblp_eval_results=results_by_node_degree_dicts_bioblpm,\n", + " rotate_model_id=ROTATE,\n", + " rotate_eval_results=results_by_node_degree_dicts_rotate_drug,\n", + " node_endpoint_type_for_entity_w_attribute=NODE_ENDPOINT_TO_PREDICT,\n", + " eval_on_node_endpoint=EVAL_NODE_HEAD,\n", + " test_triples=test_triples_by_node_endpoint_to_predict[NODE_ENDPOINT_TO_PREDICT],\n", + " entity_type_w_attr_encoded=ENTITY_TYPE_W_ATTR_ENCODE,\n", + " metric_name=INVERSE_HARMONIC_MEAN_RANK) \n", + "merged_bioblpm_rotate_df[:3]" ] }, { "cell_type": "code", - "execution_count": 81, - "id": "cbc16398", - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true - } - }, + "execution_count": 188, + "id": "5f2fc497", + "metadata": {}, "outputs": [ { "data": { @@ -1643,7 +1753,6 @@ " hits_at_5\n", " hits_at_10\n", " inverse_harmonic_mean_rank\n", - " proportion\n", " \n", " \n", " \n", @@ -1661,13 +1770,12 @@ " 0.020067\n", " 0.0301\n", " 0.018144\n", - " 194\n", + " 295\n", " 0.765886\n", " 0.87291\n", " 0.913043\n", " 0.909699\n", " 0.821555\n", - " 0.546789\n", " \n", " \n", "\n", @@ -1684,92 +1792,63 @@ "840 0.020067 0.020067 0.0301 \n", "\n", " inverse_harmonic_mean_rank_bioblp num_unique_ents hits_at_1 hits_at_3 \\\n", - "840 0.018144 194 0.765886 0.87291 \n", + "840 0.018144 295 0.765886 0.87291 \n", "\n", - " hits_at_5 hits_at_10 inverse_harmonic_mean_rank proportion \n", - "840 0.913043 0.909699 0.821555 0.546789 " + " hits_at_5 hits_at_10 inverse_harmonic_mean_rank \n", + "840 0.913043 0.909699 0.821555 " ] }, - "execution_count": 81, + "execution_count": 188, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "merged_df[merged_df['degree']==1.0]" + "merged_bioblp_rotate_df[merged_bioblp_rotate_df['degree']==1.0]" ] }, { "cell_type": "code", - "execution_count": 61, - "id": "6c54eb4c", + "execution_count": 208, + "id": "5e29d7d6", "metadata": {}, "outputs": [], "source": [ - "from nb_utils.eval_utils import EVAL_METRICS_SHORTLIST\n", - "for metric in EVAL_METRICS_SHORTLIST:\n", - " merged_df[metric] = merged_df[f'{metric}_rotate'] - merged_df[f'{metric}_bioblpp']" - ] - }, - { - "cell_type": "markdown", - "id": "d0502cb5", - "metadata": {}, - "source": [ - "### define plotting logic" + "### plot metrics" ] }, { "cell_type": "code", - "execution_count": 73, - "id": "c5e0be99", - "metadata": { - "tags": [] - }, + "execution_count": 94, + "id": "80d4c226", + "metadata": {}, "outputs": [], "source": [ + "import matplotlib.pyplot as plt\n", + "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_single_model\n", "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_multi_models\n", - "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_single_model\n" + "\n", + "img_outdir = Path('./data/imgs/')\n" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "36a8b80a", + "cell_type": "markdown", + "id": "d65441ea", "metadata": {}, - "outputs": [], "source": [ - "import matplotlib.ticker as ticker\n", - "metric_name=IN_DEGREEnverse_harmonic_mean_rank'\n", - "degrees, metrics, counts, props, num_unique_ents = merged_df['degree'], merged_df[metric_name], merged_df['count'] , merged_df['proportion'], merged_df['num_unique_ents']\n", - "plot, ax = plt.subplots(figsize=(10,10))\n", - "sns.color_palette(\"flare\", as_cmap=True)\n", - "#s_square = [n*n for n in props] \n", - "s_square = [n*n for n in num_unique_ents] \n", - "plot_ = sns.scatterplot(ax = ax, x=degrees, y=metrics, size=num_unique_ents, sizes=(10,200))\n", - "plt.xscale('log')\n", - "#ax.legend(title='# unique entities')\n", - "plt.ylabel(metric_name)\n", - "plt.xlabel(f'Training degree for {ENTITY_TYPE_W_ATTR_ENCODE} entity being predicted')\n", - "plt.xticks(degrees, rotation='vertical')\n", - "\n", - "plot_.xaxis.set_major_locator(ticker.IndexLocator(100, 0))\n", - "\n", - "plt.title(f'(avg_{metric_name}_rotate) - (avg_{metric_name}_{BIOBLP_M}) \\n Difference b/w both models in {metric_name} when predicting {ENTITY_TYPE_W_ATTR_ENCODE} as {NODE_ENDPOINT_TO_PREDICT} node, Vs. {ENTITY_TYPE_W_ATTR_ENCODE} node degree')\n", - "plt.savefig(f'data/imgs/{metric_name}_node_degree_analysis-{BIOBLP_M}-{ROTATE}')" + "note,not all the cells have been amended after changing the structure of the eval results dictionary to store 'head', 'tail', 'both', results,\n", + "so if you face an error whilst plotting, try accessing the dictionaries at the 'head', 'tail', or 'both' keys of the results_dictionaries directly. E.g. results_by_node_degree_dicts_rotate_drug['head'] insetead of 'tail'\n" ] }, { "cell_type": "code", - "execution_count": 86, - "id": "4378a4ca", - "metadata": { - "tags": [] - }, + "execution_count": 237, + "id": "ca2920ee", + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtYAAAKdCAYAAAAHjy5pAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd5gV5dn48e+9vVe2wi4LLL1ILyqIIqKo2BJiiWKLsaU3E5M3mjf5aXp8I4kxakSjYhcLYkMUsNA7SF3YyvZez57n98fMHs4u2/fA2V3uz3VxsdPvM2dmzj3PPPM8YoxBKaWUUkop1TM+3g5AKaWUUkqp/kATa6WUUkoppTxAE2ullFJKKaU8QBNrpZRSSimlPEATa6WUUkoppTxAE2ullFJKKaU84IxMrEXkIRH5vhe3XykiQ721fU8RkTUicru34+gqEZktIl95O46+RESMiKR7O46eEJG/iMidHliPXj88QK8fZ47uXD/aW0ZEbhCR9zu5njaPMxFJs7fj15XY+rJTdd6JyHdF5GFPr7cvOuMSaxGJA24C/uWtGIwxYcaYw97a/pnOGLPWGDPS23Go5rr649uNH4g/AveLSEDXo3NtU68fZzi9fnifMeY5Y8xF3o6jq0QkQ0Rq7Jvjys7eHHRxG+eLyE4RKRWRIhF5XUQGdnLZp0Wk3i2+ShHxtafNbjG+0r5mX2Mv/jjwTRGJ9/Rn6mvOuMQauBlYaYyp8XYgp1NvvyNvOnmV5/WG7743xGCMyQX2AYt6sJqb0etHr6PXj1Ont3/3fdDl9s1xWHs3Bz3Y73uABcaYKCAZOAD8swvL/8EtvjBjTCO4bihd44HLgEpglT29FngXq+DhjHYmJtaXAJ80DYhItIi8LSIFIlJi/z3InnatiGxyX1hEfiAib9p/x4rIWyJSLiIbReS3IrKuowDcS+bsO8SlIvKOiFSIyJciMsye9piI/KnFsitE5If238ki8qod+xER+a7bfA+IyCsi8l8RKQduFpHpIrLJjve4iPzFbf6ZIvKZfZe7XUTmdnJ/DhaR9Xbs74vIALd1viwieSJSJiKfishYt2lPi8g/RWSliFQB59t38z8RkR0iUiUiT4pIgoi8a6//QxGJdlvHIhHZbce8RkRGu03LEJEf2+sqE5EXRSTInjZXRLLc5k0Rkdfs/VgkIo928P3dbH/mv9rbPiwiZ9vjM0UkX0SWuM0fKCJ/EpFj9n5/TESC7WltHn/29DUi8r9t7eM24mt6vHmbiBwDVnfy+2j1OGxl/efan/P8DuIwInKPiBzAurgjIt8SkYMiUiwib4pIsj3+U3ux7WKVhHyjvX0jIr8DZgOP2vM/ao8fJSIf2Ov/SkQWtwhrDXBpe3F3QK8fev3Q68dpuH7YFtr7p1BE/igiPm770HWu2Ptvox3bRhE5u8V6honIBnv6ChGJaSO2NWJV9TppXrf9cosdf4mI3Cki0+zjpLSj7749LY6LYuD/RCRLRC63p4eJde28Saxz173kuFpEDIAx5rgxJsdt1Y1AW1VqkuzYf9yNkJcArxhjqtzGraFn19f+wRhzRv0DCoBpbsOxwDVACBAOvAy8YU8LASqA4W7zbwSutf9ebv8LAcYAmcC6TsRggHT776eBYmA64Ac8Byy3p82x1yn2cDRQg3UX6gNsBv4HCACGAoex7lQBHgAagCvteYOBz4Eb7elhwEz774FAEbDQnne+PRzXwedYAxwCRtjrXwM87Db9VnufBgJ/A7a5TXsaKAPOsbcZBGQAXwAJdkz5wBZgkr2O1cCv7eVHAFV2rP7AT4GDQIA9PQPYYO+rGGAvcKc9bS6QZf/tC2wH/gqE2nGc28HnvhlwALfYy/8WOAYsteO8COu4CbPn/xvwph1HOPAW8FBHx19n9nEb8aVhHWPP2J8puJPfR6vHofsxCyzAOiand/I4/8D+3MHABUAhMNmO4e/Ap62dF13YN7e7DYfasd1if4bJ9vbGus1zNbBFrx96/UCvH33h+vGx/blTgf3Y57u9D9fZf8cAJcCN9ravs4dj3fZBNjDO/jyvAv9t8Vn9ujDvY/b3fBFQC7wBxHPimDuvnc+UARzHuo68D5zVynHxHftzBNvbyLPX/2+sRLa19T4HvOA2nAqUAk6s8/jmltdN+/PsB+5o5Xssxro+XNPG9pqubXNbjJ8MFHf3+tpf/nk9gNP+ga2DbFQ70ycCJW7D/wX+x/57uH0whWBdEBuAkW7z/pbu/TA+4TZtIbDP/luwLrhz7OFvAavtv2cAx1qs9+fAf+y/H8AtabHHfQo8CAxoMf5nwLMtxr0HLOngc6wBfuk2fDewqo15o+zPHen2uZ9pMU8GcIPb8KvAP92Gv8OJpOVXwEtu03ywLohz3db1TbfpfwAes/+ey4kfxllYFzm/LhxDNwMH3IbH258twW1ckX0sCdYP+DC3abOAI508/jq9j93mSbPjGdrOPK19H60eh27H7M+Bo8D4Tu4nA1zgNvwk1mPGpuEwrHMoreV50YV9455YfwNY22KZf2EnU/bwfOBwZ7/rVmLQ64deP+ai14/Wvo9Tcf24uEXsH7ntw6bE+kZgQ4tlP8dOJjn5hm0MUI91DjZ9Vr8uzDuwxff0jRbH3Pfb+UznYCXMIfb+yAOi3D7TsVaW+TuwE8jBvllo5fzbjH0D1GJajD19Zotj4i9Yx/h1LeafjHWz5md/hxXAOa2s90bgCPZNu9v44UBjZ8+F/vrvTKwKUoJ11w2AiISIyL9E5KhYjzw/BaLkRJ2957HugAGux7owVwNxWAdfptu63f/uijy3v6uxEg6MdaQub7H95+y/BwPJ9uOnUhEpBX6BVVrTVjy3YZVc7LMfl13mtq6vt1jXuUBSd2MXEV8ReVhEDtn7NcOex/0xZGv767jb3zWtDIfZfydjXaQBMMY47fW5v6TRamwtpABHjTGOVqa1p2VcGGNaizUO6yK62W3frrLHd+b46+znaI1r/3by++hoO9/HSkZ2dnL7zWLg5O+sEuuHqdUXazq5b9wNBma0OI5vABLd5gnHKslpbXuPuT1a/UUb29Drh14/3On1o/Pb+T49u34cxfreWmr2XbrN6/5dtlyPP81jb2+bLeft1DEmVjWjpuvJbABjzHpjTI0xptoY8xDWtWh2G9tu8jhWCfp/jDFF7hNE5BLge8CVppX3PowxxcAyYIU0r7N9A9aN5Cst5t9ijCkyxjiMMSuxrhdXtxLTEqwbW9NifDjWk6Qz2pmYWO/A+nFo8iNgJDDDGBOB9fgUrJICsB7XDBCRiVg/UM/b4wuwHtsMOrEqUk5BvC8AXxORwVilTK/a4zOxSi2i3P6FG2MWui3b7KA3xhwwxlyH9Vjp98ArItL0+PzZFusKNcb0pOmc64ErgAuBSKy7fTixX0+Kr4tysH7QrZWKCNb+z+7iejKBVDl1L+gUYl1sx7rt20hjvfwBHR9/PeG+fzvzfXTk68CV0rWm5txjaPmdhWKVjrT1nXW0b1oeP5nAJy2O4zBjzF1u84zGenR/cqDG3GlOvJzz/9qISa8fev1wp9ePzuvO9cP9nEjF+t5aavZdus3r/l22XE8D1r7tzDbbm7dNxpixbteTtW3NRjvHtH2D9C+sajl3iVurSSIyEitpXmyMae+m3A/rnI1wG/cA1md6vp2CitbiQ0RSsJ7aPNPK/G1eX88kZ2JivRI4z204HOvCVSrWSwq/dp/ZLol4BauprhisOqMY603Z14AH7FKDUZyCt2GNMVuxfoSfAN4zxpTakzYA5SLyMxEJtksUxonItLbWJSLfFJE4u3SmaT2NWI+rLxeRBfZ6gsR6QWdQW+vqhHCgDqtEMgRoK1HprpeAS0Vknoj4Y/3A1AGfdXE9G4Bc4GERCbU/+zmeCtLe1/8G/ip2M0QiMlBEFtiztHv8eZAnvo8cYB7wXRG5uxvLPw/cIiITRSTQjuFLY0yGPf04Vl1f95jb2zct538bGCEiN4qIv/1vmri9lIZ17r/bjdib6PVDrx/u9PrRed25fvxErBc0U7BKZl9sZZ6VWOf99SLiJyLfwKrC8bbbPN8UkTEiEgL8BquucmMb2+zKvJ0mIqkico6IBNjHyU+wSsLXt7NY05OzW4E/Ac/Y51gEsAKrmk+zF55F5GoRGSkiPmI1D/oXYKtdet2kAetGJxR4Vk68FPo1sV6S9BGRi4BvYtXvd3cj8Jkx5lAr8fb0+tovnImJ9TNYbxoH28N/w6rzVIj14suqVpZ5HutO/eUWj/zuxbp7zwOexSodqjsFMb9gb7+ptKvph/lyrDp1R7Dif8KOpy0XA7tFpBJ4BOslqlr7bvcKrJO4AKsU5if07Ph4BusxWjZW8z9f9GBdJzHGfIV10v8d67NfjtWMUX0X19O0H9Ox6qNmYdXV9aSfYb0Y9YX9GPVDrFIm6Nzx5wke+T6MMcewfhx/Jl3sZMAY8xFW3dZXsZKRYcC1brM8ACwT65H3YjreN49glcaWiMj/GWMqsF72uRbrRzwPq2Q1EKw34LF+cN/oStwt6PVDrx/u69HrRxd04/qxAqv+8DbgHaz3NFquswir6bcfYSX+PwUuM8a4lzI/i1UPPA/rxcPv0rauzNsV4VjN3pVg7ceLgUtaVu9oIiJTgB8CN9nH2e+xSpDvw6oLPRL4i1t1k0p70YFYx0EFVt1sJ3BVy/Xbx/rVWKXZT9nJ9ffs2EqxCgO+ZYxZ02LRm7BKylvGG4RVL/ukaWeaprfFzygi8v+AfGPM3zy83t8DicaYJZ5cr1Kq50Tkz8AhY8w/ergevX4o1Q+JyBqsVkCe8HYsfY2IfAdIMcb81NuxeNsZmVh7iv34NgDrrnAa1iOp240xb3gzLqVU76fXD6V6F02slSeciVVBPCkcq55kFVadvT9jvX3bWtef7o9q+oy2PofYbzn3V9K8hQj3f495OzYAEbmhjfh2n8YY+s1x7iV6/ein9PrRqRj6zXGulDstsVZKKaWUUsoDtMRaKaWUUkopDzglibWIvCsiS9yGfysihSKSZw9fJSKZ9mOfSacihlNNRIy4tSl5irbxtIj81oPrO+UxdzKOuSKS1cl5HxCR/3ZjG7tFZG5Xl7OXrRSRoR3P2buJyJquttzRG9iPiL/ydhx9iafP7a6co72d+3lgV4F4v5vrafa7dir1lmt1fyIiafZ+PVVtjntcXz4PPZm/9LXfsi4n1vaBWWUnH0Ui8pFY7Ua6GGMuMcYss+dPwWoGZ4wxpqkHtD8B99oNp2/t6YforUTkcRG5w0vb7lMHoqfZjfOv6eayYcaYwx4OSXWSMWatMWZkx3Mq1TXGmOeMMRd1NF9rN/Tuv2vqzCVWT5cndY4iIhNEpE6s9sTVGay7JdZn2T0/jcRq7/FREWmrYfrBQJExJr/FuG69JNGX7jax2qlc6e0gVO/X249rab93LtUDvf277010X/X9c7EffIdPA1eL1euou5uAt1t0xHLK9IP96HWnah/2qCqIMabQGPMscBfwcxGJhROlpSJyIVZPY8l2CfcL9hu/vsB2ETlkz58sIq+KSIGIHBERV4PsdsnBKyLyX7Eax79ZRCJF5EkRyRWRbLuqia89/80isk5E/iRWxxFHROQSt/XFiMh/RCTHnv6G27TLRGSbWB1UfCYiEzrYBQtF5LBdzeWPYvdeZK9rAlBqjMkSkaNiNfbe1HuZEZEx9vDt7jG0YoCIfCAiFSLyiVhdEzdt42wR2SgiZfb/Z9vjfwfMxrrhqRSRR93Wd6GIHLA/+1IRabVLWnu/v2zv9woR2SkiI0Tk5yKSL1ZVnovc5k8WkTdFpFhEDorIt9ymBduPhUpEZA9W02K0WLbV77/FfEF2PEX2d7RRRBLamDfDPv6aPstLIvKM/Vl2i8jUtna4uD2GteNeKiLv2Mt+KSLD7GmPicifWiy7QkR+2NHnauO4ni4im0SkXESOi8hf3OafaR+TpSKyXTpfzWWwiKy3Y39fRAa4rfNlEcmzj59PRWSs27SnReSfIrJSRKqA8+19+hMR2SHWU6snRSRBrEfkFSLyoYhEu61jkb2vS8W6Jox2m5YhIj+211UmIi+K1cHASY8/RSRFRF6z92NRi+O5te/vZvsz/9Xe9mGxzpWb7eM2X5pXVQsU63pxzN7vj4ndAYxYvb69bW+7xP57kNuya0Tkf9vax23E1/RI+jYROQas7uT30epx2Mr6z7U/5/mtTFsmIj+y/x5ox3G3PZwu1vkrbvP/yN5fuSJySyf32VwRyWpr2VZiWiMiD4nIBvuzrxC71K+dfXWriOy1v5P3pPl1cb6I7LPX9ShuXTLbx8A6t+GxYl1fi+3P8QsRuRirs5tviHX93O4W5+3u65G2f2eG2N9h03mxVNqp0ibWeZUr1u/SrS2mtXYuNnsi2crnukhEvrL3wT/E+u1o9QmmWNedz8U6V3JF5FERCbCniVjnUb69rh0iMq6N9dws1rlWYe+PG9zGN52PxVi9jQaLyJ/F+m0ss/dlcCvrbPdYEisXeEas8/OoiPxSTvQi6Gt/P4Uichi4tMW628wj2mOM+RyrE5Vr3Nbli9Xte9OT+jav5e2Rjn8rM8TqLXUHUCVWT5PNqg1JiyoYIvJTt2Pr9pbzt1h/u9czaf+aPklEttjLvYjVuY77ujudX0k757A9vb3zv81jv41jsc1rWVfjdjHGdOkfVs8/6S3G+QMOrF6EANZgtccKVp/yWW2tAyu53wz8D1abrkOBw8ACe/oDWN1vXmnPG4zVc9q/sLrjjMfqVvbb9vw32/N/CyuBvwurF7amFlDeweoWNdqO+zx7/GQgH5hhL7cEyAAC29kPH2N1U5wK7G/6zPb0+4CH7L+fAX5k//04cAi4y23aD9rYxtNYvSfNweo97hFgnT0tBqsHpxsBP+A6ezi25XfQIua3gSg75gLg4ja2/QBQCyyw1/8MVg9t99v77VvAEbf5PwH+gXUyTbTXPc+e9jCw1o45BdjVdEx08vv/r/33t4G3sLrU9QWmABFtxJ8BXNjisyy0l3sI+KIzx7j9HRQD0+398Byw3J42B6uXuaZjKxqre+HkTn6ulsf158CN9vQwYKb990CsHsUW2vPOt4fjOjhX12AdayPs9a8BHnabfitWk2+BWD24bWtx7JUB59jbDLL36RdAgh1TPrAFmGSvYzXwa3v5EVjNyM3HOl5+itV7XIDb97PB3lcxwF7gzpbXDPv72g78Fet8DwLO7eBz34x1PbrFXv63WL3iLbXjvAjrvAqz5/8bVre9Mfb+eIsT524s1g9oiD3tZeCNzu7jNuJLwzrGnrE/U3Anv49Wj0P3YxbrfM0Eprex7VuBt+y/r7djf9Ft2gq378CB1aWzP9axVw1Ed2KftbtsG8dpNjDO3h+vcuKcP2lfYZ0zB4HR9r74JVYXy2B1EV0OfM3e9g/sWJp+j27mxDU0HKsH0B9hHVfhwIyW150Wcbqvp73fmc+xqjwGAOfaMf23jc9/MXDc7fM/z8nXoJbnoiuWVj5X0z642t4/37Njvb2N7U8BZtrzpmGdi9+3py3Auo5FYSU3o4GkVtYRam9zpD2cBIxtcT5+x95GMNa5uAbrOuILnE0rv7V0fBw+g9U7Y7gd+37gNnvancA+rN+cGKzfawP42dPfoI08oqN/WL+DH7oNL8D6zfN3+/5PupZ3Yr1t/la6XTe32dOarhvNcjL7ePmt27GVB4zFuoY923L+zv5m0M413f53FOt888c6/xrc4uh0fkXH5/CVdHz+t3rs0/qx+DfavpZ1KS90fYbOfNktPnSrX4r95d3QygVoLu0n1jOAYy2m/xz4j9sF7lO3aQlY3f4Gu427DvjYbccddJsWYm8vEetkd9LKBR6rq9H/bTHuK+zEu439cLHb8N3AR27Da4HZ9t+3AW/af+8FbudEcnYUmNzGNp6m+Y9nGNCIdVLdCGxoMf/nwM0tv4MWMZ/rNvwScF8b234A+MBt+HKgEvC1h8Pt9UXZ8TQC4W7zPwQ8bf99uMW+uoMTiVNnvv+mH9lbgc+ACZ04TjNonli7XwTHADWdOcbt7+AJt2kLgX3234KVsM2xh78FrO7OcW2P+xR4EBjQYvzPgGdbjHsPWNLBPlgD/LLFMbqqjXmj7M8d6fa5n2lln97gNvwq8E+34e9gJ51YXZe/5DbNByt5muu2rm+6Tf8D8Jj991y342MW1g+WX0ffudu6bgYOuA2Ptz9bgtu4IqwbQMH6sRjmNm0WbjeNLdY9ESjpzj52myfNjmdoO/O09n20ehy6HbM/x7qejG9nvcOwuiv2AR7Dullt2tfLgB+6fQc17vsd6wdmZkf7rL1l2zlO3W/4xgD1WD9kJ+0r4F3s5Mnt2KrGqmJ4E243zXasWbSeWF8HbG0jpgfoOLFu63cmFevHO8Rt+n9brs9t2lMtPv8ITr4GtTwXXbG08rluAj5vsQ8yaSOxbiWe7wOv239fgJWszgR82lkm1D6ursHtt9kttmNuwz728XFWJ2Jp7zj0xcoFxrhN+zawxv57NfbNuj18kb1f/eggj+hEXKlYCdsge/g54BG36a1eyzux3jZ/K+3hDODWFsu4jhW346UpoX0KO0m0h9Nbzt/KcdXq9Yx2rulYhUyuG0t7+mducXQ6v6Ljc7ij87/NY7+VY7Gja1mX8sKmfx5pFURE/IE4rBKVrhqMVVWktOkf1mM490f8mS3m9wdy3eb/F9YdZ5O8pj+MMdX2n2FYCWCxMaakjTh+1CKOFKwStba4x3W0aV4RiQJGYR1YYJXmzhaRRKyLwYvAOSKSBkRi3YF2uA1jTCXWPk62/x1tMe9RrBKA9uS5/V2NtV/actzt7xqg0BjT6DaMvXwy1n6taCOWZE7eV0068/03eRYroVxuP9b6g33sdUbLzx0kna9f1eo+M9ZZthzrggxWCeBz9t9dPa7BugEbAewTq5rLZW7r+nqLdZ2LdaPYrdjtx6QPi8ghsaqiZNjzuFdjaBkfnHxMtBxuOp6aHZ/GGKe9PvfjszPHYgpw1BjjaGVae1rGhTGmtVjjsJKizW77dpU9HhEJEetlpaP2fvoUiGrxyLgr55Q71/7t5PfR0Xa+j/XDt7OtDRpjDmHdIE/Eqi72NpAjIiOB87CuVU2KWuz3pm22u886WLYtLa8P/rR9LA4GHnHbdjHWD+RAWlxr7HO0teMYrGPrUDsxdaSt35mm62G127xtxQDtXx87s3y767P3QZstS4hVxe9tsaohlQP/D3vfG2NWA49ilTAfF+uF/IiW6zDGVAHfwColzhWrytKoNuIfgFXq3tl939axNIATJaVNuvK701Ee0SZjzDGsa8E3RSQMqxTV/cXWtq7lHTmlx0Inl23rOtPeNT0ZyLaPtSYt93dn86uOzuGunv8tj333dXV0LetOXuix5vauwLpD39CNZTOx7g6i3P6FG2MWus1jWsxfh3Un2DR/hDFmLB3LBGLsxLe1ab9rEUeIMeaFdtaX4vZ3KtYdG1iPhT5qSkKNMQexDtDvYpVSVmAdvHdglTI4O7MN+wSOsbeTg/Wlu0vFuoOE5vvsVMvB2q/hbcSSy8n7qklnvn8AjDENxpgHjTFjsB4dXoZ1h+pNLwBfs+t4zcAqxYWuH9cYYw4YY67Durj/HnhFrBdkMrFKrN3XFWqMebgHcV+Pdd5eiHVzl2aPd6/L1pNjqNnxKSKCdQxkt7lE6zKB1C7cBHVVIVaSPdZt30Ya6+VssKoJjMSqIhCBVTIDLer8dZP7/u3M99GRrwNXisj3O5jvE6zHrAHGmGx7+CasqkzbOrGdjvZZd7S8PjTY22nS8jfg2y3Oh2BjzGe0uNa4HXetycQqwW9NT479XKzrYYjbuLZiaJq/retjW/FUYSUETRLd/s4F3N8DEPfhVvwTq8rEcPsY/wVux50x5v+MMVOwqhOMAH7S2kqMMe8ZY+Zj3fDvA/7dRvyFWFXz2tr3nVWIdZy4/w525Xenu3lEk2VY5801WNf6LU0T2rmWd6Q7x0I1nTwWaP847Eh71/RcYKA9rknL/d3Z/Kqjc7ij87+jY7/lsdjetaw7eWHPEmuxXgS8Aetu9vfGmKJurGYDUC5Whfxgu+RmnIhMa21mY0wu8D7wZxGJEBEfERkmIud1tCF72XeBf4j1UpK/iDT9UP4buFNEZoglVEQubZEstvQTez0pWHV5XrTHX8rJrYF8AtzLiRKhNS2G27JQrJeRAoD/Bb40xmTa6x8hIteL9QLDN7Aeob5tL3ccq17vKWfH8xnwkFgvGE7AumNvKr19Cevl1mixXvz6jtvinf7+ReR8ERlvlxaWY11UG1vOdzoZq7nIAuAJ4D1jTKk9qUvHNbhebI2zb7Sa1tOI9Rj5chFZYK8nSKyXetr7sexIONYPSxHWRfn/9WBdrXkJuFRE5on1VOFH9vY+a3+xk2zAulg+bJ+TQSJyjqeCtPf1v4G/ikg8uF7qW2DPEo514S0V64W6X3tq2y144vvIAeYB3xX7hcQ2NF2LPrWH12Cdk+vcnki1qRP7rDu+KSJj7GT0N8Ar7cTyGNb1ZKy97UgR+bo97R1grIhcbd+MfZfmiYa7t4FEEfm+WC8whYvIDHvacSBN3F5I7yxjzFFgE9aLUQEiMgurKl1bXsJ6ebnp83fmGNuG1TJFiFgvot3mNu0dYLyIXGnvg3toex+AdeyVA5VilTLf1TRBRKbZv4n+WMl8La1cc8V6iXmRnTzWYT0VafX7s4+fp4C/iPWCt6+IzBKRwE58bvf1NGLtu9/Z391g4IdY10vsad8VkUFivVR9n9uy7eYRcuKl2bR2QngVK+F7kOal1e1dyzvS3m9lW7YB19v78WKsJ0/u67tFREbbx9b/dGJ97cXW1jX9c6zC1e/a+cjVWO+DNOlKftXROdzR+d/pY78T17Lu5IXdTqy3i9W6x0Gs+sI/MMZ06wuzT47LsR5NHsG6g3gCq9SmLTdhPQLag/XC3it07rE4WHWTG7DuqPOxHp9ijNmEVUf2UXudB7Hq47RnBdaLHduwvtAnRUSwKvevajHvJ1gXsE/bGG7L81gX2mKsl0xusOMtwiqx/RHWj/FPgcuMMU2lPI9glaSWiMj/dbANT7gOq5QtB3gd6yW2D+xpD2I9FjqCdTF7tmmhLn7/iVjfdTlWXfVPOHER9aYXsEoan28a0c3j+mJgt31uPQJca4yptW9crsAqSSrAuov+CT27MX4G6zvJxjqPvujBuk5ijPkK+Cbwd6zPfjlwuTGmvovradqP6Vj12bOwHjl70s+wzvcvxHoU/iFWKTVYL7YEY32GLzj5vPYUj3wfxnpEPQ/4mbTdjn3La886rGS+o2uRu/b2WXc8i1U3NA+rmkCrLQMBGGNexyoFXG5vexdwiT2tEKvk/mGs6+JwYH0b66nAulZfbm/3ANDUksrL9v9FIrKllcU7cgNWXc0irJdnX8RKQlqL412s42w11j5d3Yn1/xWrHvpxrKSuqRDDfR/8wd7+GKxEv9XtAz/GemJSgZVIvOg2LcIeV4J1fBZhvZTZkg/Wb1EO1m/VeVj1c9vyY2AnsNGe//d073r2HayE/zDWcfw8VtKOHfd7WC8/bwFea7Fse3lECifOx1YZq/pLU3L9XIvJrV7LAcRqaWZ2G6tt87eyHd/DOoZLsY67N9xifBf4P6wXNw9iJcDQ9rHQpvau6fZ1/WqsnKkE6xr9mtuync6vOjqHO3n+d/bYh3auZd3MC11vMCsPEZHpwKPGmOkdzqyUUmc4EVmD9WLfE96O5VQRq/mxfcaYU/XEo71t+2DdkN5gjPn4dG+/LxKRXwIFxph/eTsWTxKrebxdWK1adPW9lT7HW8e+p+pYq+ZO+8VTKaVU72BXoRhmVzG4GOuJ0xuncfsLRCTKrl7RVGfao0+l+jNjzG/7S1ItIlfZVZKisUp63+rPSXVvOPY1sfYwY8wG+/GLUqec/VixtX9tPWrsF8RqxL+1z/2Yt2MDEJEb2oivWz3Oqj4nEavueiXWo/i77PcxTpdZWK1uND2yv9IYU9P+Iqqf+jZWFcJDWPW872p/9j7P68e+VgVRSimllFLKA7TEWimllFJKKQ/QxFoppZRSSikPOFWdLpyxBgwYYNLS0rwdhlJKKaVUhzZv3lxojInreE7VGZpYe1haWhqbNm3ydhhKKaWUUh0Skda6TlfdpFVBlFJKKaWU8gBNrJVSSimllPIATayVUkoppZTyAK1jrZRSSqnToqGhgaysLGpra70dyhknKCiIQYMG4e/v7+1Q+jVNrJVSSil1WmRlZREeHk5aWhoi4u1wzhjGGIqKisjKymLIkCHeDqdf06ogSimllDotamtriY2N1aT6NBMRYmNj9UnBaaCJtVJKKaVOG02qvUP3++mhibVSSimllFIeoIm1UkoppVQbFi5cSGlpqbfDaNXTTz9NTk6Ot8NQbjSxVkoppZRqw8qVK4mKivJ2GK3SxLr30cRaKaWUUl6TkZHB6NGj+da3vsXYsWO56KKLqKmpYe7cuWzatAmAwsJC0tLSACuZvPLKK7n88ssZMmQIjz76KH/5y1+YNGkSM2fOpLi4uM1ttbfOq6++mosvvpjhw4fz05/+1LVMWloahYWFAPzud79j5MiRXHjhhVx33XX86U9/ane9jY2N/OQnP2HatGlMmDCBf/3rX+3uiz/+8Y+ueX/961+3u39eeeUVNm3axA033MDEiROpqanhvvvuY8yYMUyYMIEf//jHXfgWlKdoYq2UUkoprzpw4AD33HMPu3fvJioqildffbXd+Xft2sXzzz/Phg0buP/++wkJCWHr1q3MmjWLZ555plsxbNu2jRdffJGdO3fy4osvkpmZ2Wz65s2bWb58OVu3buW1115j48aNHa7zySefJDIyko0bN7Jx40b+/e9/c+TIkVbnff/99zlw4AAbNmxg27ZtbN68mU8//RRoff987WtfY+rUqTz33HNs27aNmpoaXn/9dXbv3s2OHTv45S9/2a39oHpG27FWSimllFcNGTKEiRMnAjBlyhQyMjLanf/8888nPDyc8PBwIiMjufzyywEYP348O3bs6FYM8+bNIzIyEoAxY8Zw9OhRUlJSXNPXrl3LVVddRUhICACLFi3qcJ3vv/8+O3bs4JVXXgGgrKyMAwcOtNqW9Pvvv8/777/PpEmTAKisrOTAgQOkpqZ2av9EREQQFBTE7bffzqWXXspll13Wpc+vPEMTa6WUUkp5VWBgoOtvX19fampq8PPzw+l0ApzU/rL7/D4+Pq5hHx8fHA5Hm9vp7Dp9fX1bXU9bTda1tV5jDH//+99ZsGBBmzG5z/vzn/+cb3/7283GZ2RktLp/Wothw4YNfPTRRyxfvpxHH32U1atXd7hd5VlaFUQppZRSvU5aWhqbN28GcJX4enOdc+bM4fXXX6empoaKigreeuutDte7YMEC/vnPf9LQ0ADA/v37qaqqanX9CxYs4KmnnqKyshKA7Oxs8vPz240pPDyciooKwCrhLisrY+HChfztb39j27ZtXfp8yjO0xFoppZRSvc6Pf/xjFi9ezLPPPssFF1zg9XVOnjyZb3zjG0ycOJHBgwcze/bsDtd7++23k5GRweTJkzHGEBcXxxtvvNHq+i+66CL27t3LrFmzAAgLC+O///0vvr6+bcZ08803c+eddxIcHMy7777LFVdcQW1tLcYY/vrXv3bp8ynPEGOMt2PoV6ZOnWqa3gxWSiml1Al79+5l9OjR3g7DIx544AHCwsL6VOsbre1/EdlsjJnqpZD6Ha0KopRSSimllAdoVRCllFJK9Sv33HMP69evbzbue9/7HrfccovHtvHAAw90a7mdO3dy4403NhsXGBjIl19+6YGolLedsYm1iDwFXAbkG2PGtTJdgEeAhUA1cLMxZsvpjVIppZRSXbV06VJvh9Cm8ePH64uF/diZXBXkaeDidqZfAgy3/90B/PM0xKSUUuoUK6tuYEdWKZV1Dd4ORSnVz5yxibUx5lOg7X5P4QrgGWP5AogSkaTTE51SSqlToaHRyQNv7WbRo+v56/sHvB2OUqqfOWMT604YCLj3Z5pljzuJiNwhIptEZFNBQcFpCU4ppVTX1TY0su5AIQCfHSqk0aktYymlPEcT67a11r1Sq1dgY8zjxpipxpipcXFxpzgspZRS3RUe5M8fvz6B22cP4X8uH4OvT+s96SnVFbfeeivx8fGMG3fila3i4mLmz5/P8OHDmT9/PiUlJa5pDz30EOnp6YwcOZL33nvPGyGrU0QT67ZlASluw4OAHC/FopRSykPmjoznl5eOYdawAd4ORZ1mjY2NrFu3juXLl7Nu3ToaGxs9st6bb76ZVatWNRv38MMPM2/ePA4cOMC8efN4+OGHAdizZw/Lly9n9+7drFq1irvvvttjcSjvO2NbBemEN4F7RWQ5MAMoM8bkejkmpZRSSnVDRkYGd911F1VVVTgcDvz8/AgNDeWf//wnaWlpPVr3nDlzyMjIaDZuxYoVrFmzBoAlS5Ywd+5cfv/737NixQquvfZaAgMDGTJkCOnp6WzYsMHV46Lq287YEmsReQH4HBgpIlkicpuI3Ckid9qzrAQOAweBfwN3eylUpZRSSvVAY2Mjd911F4WFhVRXV1NfX091dTWFhYXcddddp6TE+Pjx4yQlWW0eJCUlkZ+fD0B2djYpKSceiA8aNIjs7GyPb195xxlbYm2Mua6D6Qa45zSFo5RSSqlT5PPPP6eqqgrrp/0EYwxVVVV8/vnnnHvuuacllpYxAFhdZ6j+4IwtsVZKKaXUmSErKwuHw9HqNIfDQVZWlse3mZCQQG6uVYM0NzeX+Ph4wCqhzsw80ehYVlYWycnJHt++8g5NrJVSSinVrw0aNAg/v9Yf0vv5+TFo0CCPb3PRokUsW7YMgGXLlnHFFVe4xi9fvpy6ujqOHDnCgQMHmD59use3r7zjjK0KopRSSqkzw6xZswgNDaWmpqZZVQwRITQ0tMcvDl533XWsWbOGwsJCBg0axIMPPsh9993H4sWLefLJJ0lNTeXll18GYOzYsSxevJgxY8bg5+fH0qVL8fX17dH2Ve8hrdX1Ud03depUs2nTJm+HoZRSSvU6e/fuZfTo0V7Z9qlsFaSvaG3/i8hmY8xUL4XU72iJtVJKKaX6vbS0NN5++20+//xzsrKyGDRoELNmzdLSYuVRmlgrpZRS6ozg6+t72lr/UGcmfXlRKaWUUkopD9DEWimllFJKKQ/QxFoppZRSSikP0MRaKaWUUkopD9DEWimllFJnhKNHj7J06VJ+9atfsXTpUo4ePdrjdWZmZnL++eczevRoxo4dyyOPPAJAcXEx8+fPZ/jw4cyfP5+SkhLXMg899BDp6emMHDmS9957r8cxqN5DWwVRSimlVL9WX1/Pr371K9auXYvT6XS1Y/3cc88xZ84cfvOb3xAQENCtdfv5+fHnP/+ZyZMnU1FRwZQpU5g/fz5PP/008+bN47777uPhhx/m4Ycf5ve//z179uxh+fLl7N69m5ycHC688EL279+vzf71E1pirZRSSql+7Ve/+hXr1q2jvr4eh8MBgMPhoL6+nrVr1/KrX/2q2+tOSkpi8uTJAISHhzN69Giys7NZsWIFS5YsAWDJkiW88cYbAKxYsYJrr72WwMBAhgwZQnp6Ohs2bOjZB1S9hibWSimllOq3jh49ytq1a6mrq2t1el1dHevWrePYsWM93lZGRgZbt25lxowZHD9+nKSkJMBKvvPz8wHIzs4mJSXFtcygQYPIzs7u8bZV76CJtVJKKaX6rbfffhun09nuPI2Njbz99ts92k5lZSXXXHMNf/vb34iIiGhzPmPMSeNEpEfbVr2HJtZKKaWU6rfy8vJc1T/a4nA4yMvL6/Y2GhoauOaaa7jhhhu4+uqrAUhISCA3NxeA3Nxc4uPjAauEOjMz07VsVlYWycnJ3d626l00sVZKKaVUv5WYmIifX/ttNfj5+ZGYmNit9RtjuO222xg9ejQ//OEPXeMXLVrEsmXLAFi2bBlXXHGFa/zy5cupq6vjyJEjHDhwgOnTp3dr26r30cRaKaWUUv3WZZddho9P++mOr68vl112WbfWv379ep599llWr17NxIkTmThxIitXruS+++7jgw8+YPjw4XzwwQfcd999AIwdO5bFixczZswYLr74YpYuXaotgvQj2tyeUkoppfqtwYMHM2fOnDZfYAwMDGT27NmkpqZ2a/3nnntuq/WmAT766KNWx99///3cf//93dqe6t20xFoppZRS/dpvfvMbzj33XAIDA13VQvz8/FxJ9W9+8xsvR6j6Cy2xVkoppVS/FhAQwO9//3uOHj3KO++8Q15eHomJiVx22WXdLqlWqjWaWCullFLqjDB48GDuvvtub4eh+jGtCqKUUkoppZQHaGKtlFJKKaWUB2hVEKWUUkqdEY4dO8bHH39MaWkpUVFRnH/++VrHWnmUJtZKKaWU6tfy8vL45S9/yd69e2lsbMThcODn58fjjz/O6NGj+e1vf9vtDmJqa2uZM2cOdXV1OBwOvva1r/Hggw9SXFzMN77xDTIyMkhLS+Oll14iOjoagIceeognn3wSX19f/u///o8FCxZ48uMqL9KqIEoppZTqt/Ly8rjhhhvYsWOHK/kFqxvzuro6duzYwQ033NDtLs0DAwNZvXo127dvZ9u2baxatYovvviChx9+mHnz5nHgwAHmzZvHww8/DMCePXtYvnw5u3fvZtWqVdx99900NjZ67PMq79LEWimllFL91i9/+UsqKipwOp2tTnc6nVRUVPDLX/6yW+sXEcLCwgBoaGigoaEBEWHFihUsWbIEgCVLlvDGG28AsGLFCq699loCAwMZMmQI6enpbNiwoVvbVr2PJtZKKaWU6peOHTvG3r1720yqmzidTvbs2UNmZma3ttPY2MjEiROJj49n/vz5zJgxg+PHj5OUlARAUlIS+fn5AGRnZ5OSkuJadtCgQWRnZ3dru6r30cRaKaWUUv3Sxx9/3OlqFk6nk9WrV3drO76+vmzbto2srCw2bNjArl272py3te7PRaRb21W9jybWSimllOqXSktLXXWqO+JwOCgvL+/R9qKiopg7dy6rVq0iISGB3NxcAHJzc4mPjwesEmr3kvGsrCySk5N7tF3Ve2hirZRSSql+KSoqCj+/zjWA5ufnR0RERJe3UVBQQGlpKQA1NTV8+OGHjBo1ikWLFrFs2TIAli1bxhVXXAHAokWLWL58OXV1dRw5coQDBw4wffr0Lm9X9U7a3J5SSiml+qXzzz+fxx9/vFOl1j4+PlxwwQVd3kZubi5LliyhsbERp9PJ4sWLueyyy5g1axaLFy/mySefJDU1lZdffhmAsWPHsnjxYsaMGYOfnx9Lly7F19e3y9tVvZO0VtdHdd/UqVPNpk2bvB2GUkop1evs3buX0aNHn9Zt3n777ezYsaPdFxh9fHyYMGECTzzxxGmM7PRrbf+LyGZjzFQvhdTvaFUQpZRSSvVbv/3tbwkPD8fHp/WUx8fHh/DwcH7729+e5shUf6SJtVJKKaX6rcTERJ577jkmTJhAQECAq861n58fAQEBTJgwgeeee67bPS8q5U7rWCullFKqX0tMTOSJJ54gMzOT1atXU15eTkREBBdccEGzNqWV6ilNrJVSSil1RkhJSXH1hqjUqaCJtVJKKaXOCDU1NezYsYOqqipCQ0OZMGECwcHB3g5L9SOaWCullFKqX8vNzeWpp57i3Xffxc/PD2MMIoLD4WDhwoXccsstru7HleoJfXlRKaWUUv3Wrl27uPbaa3nzzTepra2lsrKSqqoqKisrqa2tZcWKFVx77bXtdkPeGY2NjUyaNInLLrsMgOLiYubPn8/w4cOZP38+JSUlrnkfeugh0tPTGTlyJO+9916Ptqt6F02slVJKKdUv5ebmcs8991BVVUVjY2Or8zQ2NlJVVcU999zj6oK8Ox555JFmbUQ//PDDzJs3jwMHDjBv3jwefvhhAPbs2cPy5cvZvXs3q1at4u67724zNtX3aGKtlFJKqX7pP//5D7W1tZ2at7a2lqeffrpb28nKyuKdd97h9ttvd41bsWKF60XJJUuW8MYbb7jGX3vttQQGBjJkyBDS09PZsGFDt7areh9NrJVSSinV79TU1LBy5cpOlwY3NjbyzjvvUFNT0+Vtff/73+cPf/hDs05ojh8/7qq3nZSURH5+PgDZ2dnNmvgbNGgQ2dnZXd6m6p00se4jahsa+XDPcX76ynYueeRT7n1+C29tz6GipsHboSmllFK9zo4dO1ydwXSWn58fO3bs6NIyb7/9NvHx8UyZMqVT8xtjThonIl3apuq9tFWQPqC2oZG/rz7I0o8Pusbtza3g7R25fG3KIH516RgiQ/y9GKFSSinVu1RVVbWaxLbHGENVVVWXllm/fj1vvvkmK1eupLa2lvLycr75zW+SkJBAbm4uSUlJ5ObmEh8fD1gl1JmZma7ls7KySE5O7tI2Ve+lJdZ9wPoDhc2SanevbM7ivd3df9lCKaWU6o9CQ0O7XBIsIoSGhnZpmYceeoisrCwyMjJYvnw5F1xwAf/9739ZtGgRy5YtA2DZsmVcccUVACxatIjly5dTV1fHkSNHOHDgANOnT+/SNlXvpSXWfcAHe4+3O/2VzVlcOWkQAX56n6SUUkoBTJgwAYfD0aVlHA4HEyZM8Mj277vvPhYvXsyTTz5JamoqL7/8MgBjx45l8eLFjBkzBj8/P5YuXYqvr69Htqm8TxPrPmBvbnm70/flVVBV7yDAL+A0RaSUUkr1bsHBwSxcuJAVK1Z06gVGX19fLr300h71xDh37lzmzp0LQGxsLB999FGr891///3cf//93d6O6r20iLMPGBrX/mOpwbEhhPjr3a5SSinl7pZbbiEoKKhT8wYFBXHzzTef2oBUv6eJdR8wf3Riu9O/MS2FQE2slVJKqWaSkpJYunQpoaGhbVa38PX1JTQ0lKVLl2q35qrHNLHuA+aMHMANM1JbnTZvdDwXj2s/8VZKKaXOVOPGjWP58uVcccUVBAUFERYWRmhoKGFhYQQFBXHllVeyfPlyxo0b5+1QVT8gXW2Kpj8RkYuBRwBf4AljzMMtpkcC/wVSseqj/8kY85/21jl16lSzadMmj8daUdvA+7uP89qWLPbkljM4NoSvT0lhwbgEBoR17jGXUkop5U179+5t1u336VZTU8P27dspLy8nIiKCs846q0d1qvua1va/iGw2xkz1Ukj9zhn78qKI+AJLgflAFrBRRN40xuxxm+0eYI8x5nIRiQO+EpHnjDH1pzve8CB/rpkyiCsmJlNd30iQv6+2AqKUUkp1gsPh4NNPP2XZsmXs3bsXYwwiwujRo1myZAlz5szpcmcySrXmTD6KpgMHjTGHAURkOXAF4J5YGyBcrIYww4BioGtt93iYn68PEcGaUCullFKdceDAAe655x5qa2uprq52jTfGsHv3bh544AGCg4N59NFHGT58uBcjVf3BmZyhDQQy3Yaz7HHuHgVGAznATuB7xhhnyxWJyB0isklENhUUFJyqeJVSSinVBQcOHOC2226juLi4WVLtrrq6mqKiIm677TYOHDjQre2kpaUxfvx4Jk6cyNSpVq2K4uJi5s+fz/Dhw5k/fz4lJSWu+R966CHS09MZOXIk7733Xre2qXqnMzmxbq07ppYVzhcA24BkYCLwqIhEnLSQMY8bY6YaY6bGxcV5Ok6llFJKdZHD4eCee+5pM6Fuqbq6mnvvvbfLnco0+fjjj9m2bRtN71k9/PDDzJs3jwMHDjBv3jwefth6jWvPnj0sX76c3bt3s2rVKu6+++5OtbOt+oYzObHOAlLchgdhlUy7uwV4zVgOAkeAUacpPqWUUkp106effkptbW2XlqmpqWHt2rUe2f6KFStYsmQJAEuWLOGNN95wjb/22msJDAxkyJAhpKens2HDBo9sU3nfmZxYbwSGi8gQEQkArgXebDHPMWAegIgkACOBw6c1SqWUUkp12bJlyzpdWt2kurqap59+usvbEhEuuugipkyZwuOPPw7A8ePHXe1iJyUlkZ+fD0B2djYpKSfK9QYNGkR2dnaXt6l6pzP25UVjjENE7gXew2pu7yljzG4RudOe/hjwv8DTIrITq+rIz4wxhV4LWimllFIdMsawd+/ebi3r3mpIZ61fv57k5GTy8/OZP38+o0a1/XC7tWaOu7It1budsYk1gDFmJbCyxbjH3P7OAS463XEppZRSqvscDkerCWxnGGNwOBz4+/t3epnk5GQA4uPjueqqq9iwYQMJCQnk5uaSlJREbm4u8fHxgFVCnZl5ou2ErKws1/Kq7zuTq4IopZRSqh/y8/PrdimwiHSpTeuqqioqKipcf7///vuMGzeORYsWsWzZMsCqlnLFFVcAsGjRIpYvX05dXR1HjhzhwIEDTJ8+vVuxqt7njC6xVkoppVT/09T5y+7du7u87OjRo7uUlB8/fpyrrroKsErKr7/+ei6++GKmTZvG4sWLefLJJ0lNTeXll18GYOzYsSxevJgxY8bg5+fH0qVL8fX17XKcqnc6o7s0PxVOVZfmSimlVF93Ors0X716NQ888ECXXmAMCQnhwQcf5Pzzzz+FkXmPdml+6mlVEKWUUkr1O3PmzCE4OLhLywQHBzN79uxTFJE6E2hirZRSSql+x8/Pj0cffZSQkJBOzR8SEsLSpUu7VL9aqZY0sVZKKaXUaXM6q6AOHz6cJ598ktjY2DYT7JCQEGJjY3nqqadIT08/bbGdblr19/TQ2zKllFJKnRZBQUEUFRURGxt72tpuHj58OO+88w5r167l6aefbtZO9ejRo7n55puZPXt2vy6pNsZQVFREUFCQt0Pp9/TlRQ/TlxeVUkqp1jU0NJCVldXlrsY9yRhDY2Mjvr6+Z1THLEFBQQwaNOik9rn15UXP6r+3Z0oppZTqVfz9/RkyZIi3w1DqlNE61koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWSimllFJKeYAm1koppZRSSnmAJtZKKaWUUkp5gCbWql8qqa4nr6zG22EopZRS6gzi5+0AlPKkyroGXtyYyT8+PkhZjYOrJw/kjjlDSY8P93ZoSimllOrntMRa9Ssrtubwv2/vpaiqAYfT8NKmLB54cw+19Y3eDk0ppZRS/Zwm1qrfaGh08tyGYyeNX3ewkD255V6ISCmllFJnEk2sVf9hoL7B2eqkRmNOczBKKaWUOtNoYq36DX8/H66bnnLS+LMGRTImSetYK6WUUurU0pcXVb9y1eRBFFc38MTaw9Q5nJw3Io6fLBhJaKC/t0NTSimlVD+nibXqV2JCA/jJgpFcOz2FmrpG0gaEEuCnD2aUUkopdeqd0RmHiFwsIl+JyEERua+NeeaKyDYR2S0in5zuGFX3pESHMCIxXJNqpZRSSp02Z2yJtYj4AkuB+UAWsFFE3jTG7HGbJwr4B3CxMeaYiMR7JVillFJKKdXrncnFedOBg8aYw8aYemA5cEWLea4HXjPGHAMwxuSf5hiVUkoppVQfcSYn1gOBTLfhLHucuxFAtIisEZHNInJTaysSkTtEZJOIbCooKDhF4SqllFJKqd7sTE6spZVxLRs79gOmAJcCC4BficiIkxYy5nFjzFRjzNS4uDjPR6qUUkoppXq9M7aONVYJtXujx4OAnFbmKTTGVAFVIvIpcBaw//SEqJRSSiml+oozucR6IzBcRIaISABwLfBmi3lWALNFxE9EQoAZwN7THKdSSimllOoDztgSa2OMQ0TuBd4DfIGnjDG7ReROe/pjxpi9IrIK2AE4gSeMMbu8F7VSSimllOqtxJiW1YpVT0ydOtVs2rTJ22EopZRSSnVIRDYbY6Z6O47+4kyuCqKUUkoppZTHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFJKKaWUB2hirZRSSimllAdoYq2UUkoppZQHaGKtlFKnWVW9g4zCKqrrHd4ORSmllAdpYq2UUqdRcWUdP3pxO3P/tIafvbKDkup6b4eklFLKQzSxVkqp02hnThmrducB8NaOXHbnlHs5IqWUUp6iibVSSp1GSRFBhAb4AhAR7EdiRJCXI1JKKeUpft4OQCmlziQjEiP47+0z2J1TzviBEaTHh3k7JKWUUh6iibVSSp1mk1KjmZQa7e0wlFJKeZhWBVFKKaWUUsoDNLFWSimllFLKAzSxVkoppZRSygM0sVZKKaWUUsoDNLFWSimllFLKAzSxVkoppZRSygM0sVZKKaWUUsoDNLFWSimllFLKAzSxVkoppZRSygM0sVZKKaWUUsoDNLFWSimllFLKAzSxVkoppZRSygM0sVZKKaWUUsoD/LwdgFKq67JLq9lytBQ/X2Hq4BjiwgO9HZJSSil1xtPEWqk+ZmdWGXc8u5HcsjoAxiZH8Oj1kxgyIMzLkSmllFJnNq0KolQf8+qWLFdSDbA7p5wPdh/3YkRKKaWUgj6cWIuIPvtWZ6R9ueUnjcsrr/VCJEqp1jidhue/PMrXH/uMVbtyvR2OUuo06hOJtYg81WI4DFjppXCU8qrzR8WfNG5McqQXIlFKtSa3vJb739jFxowSfvvOXuoaGr0dklLqNOkTiTWQLSL/BBCRaOB94L/eDUkp77hq0kBumjUYXx8h0M+H780bzoKxCd4OSylliwrx5+KxiQBcNiGJQH9fL0eklDpdxBjj7Rg6RUR+D0QCU4CHjTGvejmkVk2dOtVs2rTJ22Gofs4Yw7Hiavx9hOToEG+Ho5Rqoay6gdyyGgbHhhAcoO0EqN5LRDYbY6Z6O47+olef7SJytdvgBuBX9v9GRK42xrzmnciU8i4RYXBsqLfDUEq1ITLEn8gQf2+HoZQ6zXp7VZDL3f5dBmwF/N2Ge0RELhaRr0TkoIjc185800SkUUS+1tNtKqWUUkqp/qlXl1gbY245VesWEV9gKTAfyAI2isibxpg9rcz3e+C9UxWLUkoppZTq+3p1Yt1EROKAbwFpuMVsjLm1B6udDhw0xhy2t7EcuALY02K+7wCvAtN6sC2llFJKKdXP9YnEGlgBrAU+BDzVbtFAINNtOAuY4T6DiAwErgIuoJ3EWkTuAO4ASE1N9VB4SimllFKqL+kriXWIMeZnHl6ntDKuZRMpfwN+ZoxpFGltdnshYx4HHgerVRBPBaiUUkoppfqOvpJYvy0iC40xnuwUJgtIcRseBOS0mGcqsNxOqgcAC0XEYYx5w4NxKKWUUkqpfqCvJNbfA34hInVAA1ZpszHGRPRgnRuB4SIyBMgGrgWud5/BGDOk6W8ReRp4W5NqpZRSSinVmj6RWBtjwk/BOh0ici9Wax++wFPGmN0icqc9/TFPb1MppZRSSvVffSKxBldX5sOBoKZxxphPe7JOu2rJyhbjWk2ojTE392RbZzJjDGu+KuDTAwUAzBk+gPNGxOPj03a9daWUUkqpvqZPJNYicjtWdZBBwDZgJvA5Vmsdqpd7f/dx7nxuM8Z+rfPpzzL4x/WTuWR8kncDU0oppZTyoN7e82KT72E1d3fUGHM+MAko8G5IqrOe+/KoK6kGMKZpnDagopRSSqn+o68k1rXGmFoAEQk0xuwDRno5JtUJTqehoKLupPH5FXU4Na9WSimlVD/SVxLrLBGJAt4APhCRFZzcNJ7qhXx8hK9NHXTS+MVTU/DVOtZKKaWU6kf6RB1rY8xV9p8PiMjHQCSwyoshqS64evIgKmodPP7pYYyBO+YM4erJJyfbSimllFJ9mfT2eq4i4gPsMMaM83YsnTF16lSzadMmb4fRKxVU1AIQFx7UwZxnpsq6Bj7ck89XeRUkRwUxf0wCiZHB3g5LKaVUPyYim40xU70dR3/R60usjTFOEdkuIqnGmGPejkd1nybU7XtszWEe/figa3jV7jz+ecMUIoL9vRiVUkoppTqr1yfWtiRgt4hsAKqaRhpjFnkvJKU8J6Owkn99eqjZuPUHi9h6rITzRsZ7Kaozw6GCSo4UVDE0LpShcWHeDkcppVQf1lcS6we9HYBSp1Kdw9DQeHK1rJoGpxeiOXN8sCePe5/fSp3DSZC/D/+4YTIXjErwdlhKKaX6qD6RWBtjPmlvuoh8boyZdbriUcrThsaFsnB8Iit35rnGJUcFMTEl0otR9W9VdQ38YdVX1Dmsm5faBid/++AAZw8dQFCAr5ejU0op1Rf1icS6E7TyruqVjpfXkF9RR2pMKJHt1JX29/XhvktGkRYbyqpdeUxNi+aGGYP15cVTqM5hyC2rbTYus6Sa+kYnQWhirZRSquv6S2Ldu5s2UWccYwyvb83mwbd2U1bjYGhcKL+9chxnDxvQ5jKpMaH89OJR/PiikfhoG9+nXExoALedm8YjH514YfT22UP0ZVGllFLd1l8Sa6V6lR1Zpfzo5e2urtwPF1Txo5e28/Z3ziU2LLDdZTWpPrVqGxp5dUsWaw8UMiwulD99fQL7cisYkRDGJeOSvB2eUkqpPqy/JNaaiaheZW9uBS2biM8tq+VgfmWHibU6td7dlcv9r+9yDd80azC/uaJPNJOvlFKql+srXZp35EZvB6CUuwHhJyfP/r5CbFiAF6JR7o4UVDUbXnewkEan1iZTSinVc30isRaRq0XkgIiUiUi5iFSISHnTdGPMrvaWV6onCirr2J5ZSml1faeXmZEWw8Lxic3G/XD+SNLjwz0dnuqiEQnNv4N5o+Lx1eo3SimlPKDXd2kOICIHgcuNMXu9HUtHtEvz/uXT/QX86KVtFFTWMyQ2lD9+fQJT02I6tWxpdT2fHSoip7SGEQnhzBgaQ6CftjbhLbtyytiTXc6A8AAqax1syChmUHQI10weqL2CKqXOWNqluWf1lTrWx/tCUq36l9Lqen75xk4KKq2S6iNFVTzy0QGeXDKNAL+OH/ZEhQSwcLy+DNcbbD1Wwk1PbaCi1gHA/7tqHL+9cryXo1JKKdXf9ImqIMAmEXlRRK6zq4VcLSJXezso1b8VVtZzrLim2bgtR0uotJMz1Xd8fqjIlVQD/OezDK1XrZRSyuP6Sol1BFANXOQ2zgCveSccdSZIiQ7m3PRY1h0sco27YtJAYvQFxD4nPKj5pW5gVLDWq1ZKKeVxfSKxNsbc4u0Y1Jkn0N+XX102hqfWHWHdwSIuHpfIkrPTvB2W6oZLxiexLauUN7bmMCIhnB9cOMLbISmllOqH+srLi0HAbcBY3LovN8bc6rWg2qAvL/ZPdQ2NBPrri4d9Wb3DSXFVHaGBfoQHae+K1su1hYgI5w4bQLj2OKnUGUlfXvSsPlFiDTwL7AMWAL8BbgD0ZUZ12mhS3fcF+PmQGBns7TB6hdr6Rv737T28uiUbgOunp/LrRWO01RqllOqhvvLyYrox5ldAlTFmGXApoK/0K6VUN2SV1riSaoDnNxzjeHmtFyNSSqn+oa8k1g32/6UiMg6IBNK8F45SSvVdkSH+JEWe6B00NTZEq8copZQH9JWqII+LSDTwK+BNIAz4H++GpJRSfVNcWCCPXj+ZFzYcw0eE66anEh2ird0opVRP9YnE2hjzhP3nJ8BQb8ailDr1thwtIa+8lgkDIxkUE+LtcPqlKYNjmDK4c72IKqWU6pw+kViLSALw/4BkY8wlIjIGmGWMedLLoSmlPGzNV/ncvmwTDqdhXHIETyyZqi8dKqWU6hP6Sh3rp4H3gGR7eD/wfW8Fo5Q6dbYcLcFh94q4K6ecgwVVXo5IKaWU6py+klgPMMa8BDgBjDEOoNG7ISmlToX0hDDX3/HhgQyKOrm0urKugcIKbcVCKaVU79InqoIAVSISi9WNOSIyEyjzbkhKqVPhknFJPH6jL1klNUwfEkPagNBm0z/cc5yHV+0js7iaW85J447ZQ4kJs1q4KKtu4J2duRRW1jJzaCzTh8R64yOobjpeVstLmzMBWDwlhYTIoA6WUEqp3qWvJNY/xGoNZJiIrAfigK95NySl1Kng7+vDRWMTW512pKCSe1/YQm2DE4DHPjlMUmSwq6v5J9Yd5u+rDwIQ5H+Il+6YxYSUqNMRtvKAd3bm8uf39wMQ4u/LbbP1XXWlVN/SJxJrY8wWETkPGAkI8JUxpqGDxZRS/UxGUbUrqW5yIL8CAKfTsHJnrmt8bYOT/fmVmlj3IWGBJ36SwoP6xM+TUko10yeuXCLiCyzE6hTGD7hIRDDG/MWrgSmlTqshA0IJ8vdpllyPiA8HwMdHODd9AIfslx19fYTUGG1NpC+5bEISwQG+GGO4cHSCt8NRSqku6xOJNfAWUAvsxH6BUSnVMzX1DvYfryQy2P+kesy9VdqAUP5x/WT++P5XHCuq5pZzhnDZWcmu6XfNTScuPJCCijrOSR+gdaz7mJBAPy53+z6VUqqvEWOMt2PokIjsMMZM8HYcnTF16lSzadMmb4ehVLsyi6v5xWs7WXuwkEA/Hx68YizXTkv1dlidVl3voKahkdjQwI5nVkop1SYR2WyMmertOPqLvtLc3rsicpG3g1Cqv3hvdx5rDxYCUOdw8usVuzlSUOnlqDovJMBPk2qllFK9Tl+pCvIF8LqI+AANWC8wGmNMhHfDUqpvKq6qbzZc53BSWqPvAyullFI90VdKrP8MzAJCjDERxphwTaqV6r7pQ2IQOTE8Y2gMIxPDvReQUkop1Q/0lRLrA8Au0xcqhCvVB5w3Io6nlkzjiyNFxIQEsGBsIiEBfeVyoJRSSvVOfeWXNBdYIyLvAnVNI7W5PaW6R0Q4f1Q854+K93Yo6gx18HgF9Y1OxiRHejsUpZTymL6SWB+x/wXY/5RS6pTJKa1m3cEiIgL9mDsqniB/X2+H1K+sPVDA7cs20dDo5O/XTebSCUneDkkppTyiTyTWxpgH25suIn83xnzndMWjVF+QV1bD1mOlBAf4MiU1mvBgf2+H1CdU1Dbwk1d2st5uNeWBRWO4+ewhXo6qf9mZVUadw+qSYGtmiSbWSql+o08k1p1wjrcDUKo3OXC8gm89s4mMomoAFoxN4A/XnEVkiCbXHSmsrHcl1QCfHyrus4n1lqMlPPN5BnUOJzfOGszZwwZ4OyQAZg2LJSEikMpaB+cNj/N2OEop5TH9JbFWSrl5f89xV1IN8N7u41w9uYgFYxO9GNWpUVJVz6aMYsKD/ZmeFoOPj3S8UDviwgOYOzKONV8VAHDu8N6RjHZVYUUd331hK1mlNQCsP1jIW985l8Gx3u9lc1JqNO9+dw6NxklceJC3w1FKKY/RxFqpfqii9uQ2qSv6YTvVNfUO/ufN3by1PQeAv37jLK6aNKhH6wwL9Ofhqyfw2aFCIoL8mD2ib5aoltY0uJJqgPJaB0WV9b0isQaICdPXZZRS/U9face6Iz0rolKqn5kxNLZZO9VRwX5MHhx9yraXVVzNS5syeeHLYxwpPH09OB4vr3Ml1UCzKhw9kRgZxNWTB3HhmEQC/frmi4tJUUEsGJvgGp6eFk1abIgXI1JKqf6vv5RYP+LtAJTqTeaOiOOJm6by8VcFhAb4cvG4RIbGhZ2SbR0rruKW/2zkUEEVAPHhgTxz63RGJZ36PpxiQgOYnhbNhowSAMYPjDrl2+wrQgP8+N8rx3HBqHgcjYa5I+OJCdNu4JVS6lTqE4m1iHwAfN0YU2oPRwPLjTELAIwxT3svOqV6HxFh3ugE5o1O6HjmHvp0f6ErqQbIr6jj46/yPZZYNzoN6w4UkltWw+ikCM5KiXJNiwj258+LJ/LJ/gIig/25cLS2y+0uPjyIb0xL9XYYSil1xugTiTUwoCmpBjDGlIiI/oIq1QvUOxpPGlfbyrjuen1rFj9+eQcAQf4+PHPrdKYPiXVNT4kJ4ZszB3tse0oppVR39ZXE2ikiqcaYYwAiMhjQ7s2V6gVmDo0lNMCXqnormfb3Fc4d5rkX/p7/8pjr79oGJ58dKmqWWLdnb045BwsqGBwTygS3km6l+ruS6no+3V/A4YIqkiODOG9kHImRwd4OS6l+r68k1vcD60TkE3t4DnCHF+NRStnGJEfy39tnsHpfPg6nkzkj4pk2JMZj60+NCWHLsVLXcGRQ59ri3nS0mJuf2kBlXSOBfj48uWQq52qbyeoMUFbdwC9e28m7u/Jc4yYMiuQfN0xmULS+wKrUqdQnEmtjzCoRmQzMxGoB5AfGmB6//i8iF2O9+OgLPGGMebjF9BuAn9mDlcBdxpjtPd2uUv3NpNRoJqWemlZH7pgzjGNF1ezMKePyCclcelbneun74lARlXVWKXqdw8naA4WaWKszwmeHCpsl1QA7ssr4aO9xlvTRzo6U6it6dWItIqOMMfvspBqgqV2tVLtqyJYerNsXWArMB7KAjSLypjFmj9tsR4Dz7DrdlwCPAzO6u02lVNeNSY7gv9+aQWWtg+jQAPx9O9dKaExo83aStd1k1R35FbUcLqgkOSqY1Jje0QZ4R44WV7U63r3TqN7OGIOItqSr+p5enVgDP8Sq8vHnVqYZ4IIerHs6cNAYcxhARJYDVwCuxNoY85nb/F8APet5QinVLSEBfoQEdO1ytXB8EpnF1by35zhzhsdx5cSBpyg65Um7sktZvS+fcQMjuWDUqW/Vpj25pTXc+/xWNh8rITEikCdvnsbY5EivxtQZKdGt3wCkxvT+aiA7s0t5dXM2n+4vYGpaNF+bMqjT71Qo1Rv06sTaGHOH/f/5p2D1A4FMt+Es2i+Nvg149xTEoVSvU1hZx46sMkIDfZk6OAbfHnYT7g1RIQH87JLR/HjBqC7FryVlnbc3t5yMoiqGx4eRHh/e4/U5Gp38z4rdbDlWir+vsPK7sxme0PP1dlZ1vQM/Hx8C/KynIrtyyth8zGojPa+8jo1HivtEYn12eizzRsfz0d5817jRieGnpfnNnjiYX8GtT2+ioKIOgMOFVby5PYcXvjXzlFU1U8rTenVi7U5EzgbScIvZGPNMT1bZyrhWWxoRkfOxEutz25h+B/bLlKmp2mas6tsKK+v44Yvb+fRAAQC/vnwMt5zTd+tldjap3plVxtI1B8ksqub6Gal8fWqKK8ECqKxr4MDxSsIC/U5rstdbbTpazJInN1BV30ic3SnQ6B62XS4iricTfj4++J3GG7rVe49z/xu7GBQVzP9eNY5RiREkRgYR6OdDncMJ0Gde/IsOCeCP10xg3cEC9uVVMjAqmPNGxvX6+D/dX+BKqpvUNjhZvTdfE2vVZ/SJxFpEngWGAduApgZyDdCTxDoLSHEbHsSJOtzu254APAFcYowpam1FxpjHsepfM3XqVG0GUPVpOzJLXUk1wF8/3M9VkwYSFdK9Osp1DY0E+rfdLXhOaQ2r7BetLhmXSFLU6W8SrKymgR+/vJ2vjlcAcP8bu4gLD+SisYnW9OoGHnxrN69tzcbPR3jk2olcOiG5w/U2Og07s0qJCgkgbUDfqJ/bWZszil1NLBZU1LHtWEmPE2tfH+GBRWNYf7CIUYnhDDlFvYW2VO9o5Dfv7CG3rJbcslre3ZnLqMQIxg+M4qmbp7H5aDHp8eHMHdk3Xn5df6iQJ9ceJizQn2/NHsL4QVHeDqlTiqrqWx2fV1Hb7nLVdQ42ZBQTGujH1MHR+sRJeVWfSKyBqcAYY4wnk9aNwHARGQJkA9cC17vPICKpwGvAjcaY/R7ctlK9Vsu6zHFhgc1Kbjsrr6yWv36wn3UHC7lm8kC+PXcYoS3W7XQaHnp3H29tt+5pt2eV8rdvTDztP4yl1fWupLpJVkmN6+9NR4t5bWs2AA6n4fkvjzFlcHSH7QK/tiWLn7yyg+gQf57/1sweJ569ycAWpZ8th7srPT7cI9VKusLPx4chsaFkFFov97m/+HpO+gDOSR9wWuPpiZzSGu56djPltQ4AMourWX7HzHZvbnuLUYmtf+8TBrZf/eafnxzi76sPIgJLr5/EwvEd3/Qqdap0/dfSO3YBiZ5coTHGAdwLvAfsBV4yxuwWkTtF5E57tv8BYoF/iMg2EdnkyRiU6o2mpkXzP5eNJiLIj2FxofzuqvFdfnEQ4K0d2by4KZPs0hr+b/VBPvmq4KR5qusb+eLQiQdBXxwuoqbBc702dtaA8EDOdUuefARGJp4oLXWvTnLp+CRyy2qZ/5dPeWljJu35Ks9K1kuqG8gq7jstMnTG/DEJ/GXxWXx7zlD+ccOkZvvPWypqGnh5UyaPf3qIvbnlnV7Ox0f45aVj+PFFI/nfK8ZxwagEln58kO88v4U3t+Xg2TKdU6uyzuFKqgEyiqpcVVl6u/NGxPG1KQNbjBvARWPa/vlvaHTypn1jbozVrKBS3tRXSqwHAHtEZAPgqoBljFnUk5UaY1YCK1uMe8zt79uB23uyDaX6Gj9fH249dyhXTR5EoJ9Pt5JqgOq65glyTUMjxVV1fLwvn+zSGsYNjGT28DhuOnswf37feiB006y0bm+vJ0ID/PjdVeN4fWs2pdUNnDMslnPSTzz2nzEkhm/NGcpzXxylsraBw4VWc2b3vbaDaUNiGNJGNY/Lz0oms6SatNhQpnqw05zeINDPl6snn/qGko6X11JcWc/Q+FAC/dovdX368wzXsTQo6igvfHsmKZ0sSR8WH8a9F6QD8OznR/nje18B8PbOXAZGBzFlcN/4/lJjQrjlnDT+sz4DgO/NG05EcOc6VWrLvtxyMkuqOSslivjwIA9E2bqI4AAevGIcl5+VTEZhFUmRwcwYGktkO/H7+/pw3fRUHn53H/6+wrS0E99TbYPVOZRWDVGnU19JrB/wdgBKnWmiu1mnuslFYxN5c3sOhwqqmDNiAGcPieWhlft4eXOWa56Hrx7Pt2YPZXJqFIIwJc17LygNjg3l+xeOaHVacIAfP7loJDdMT+XR1Qdd4319hPberzsrJYp/3TjV06GeMQ4XVHL7sk0cLqzih/NH8N15w6l3OPlwTx4ZRdWMGxjBnBHxrvndW8HIKq3hWFF1pxNrdyXVJ+r6GgNlNY525u5dgvx9+emCkSwYk0CAny9npUT1aH27csq47vEvqKh1cOHoeP5+3SSCT+HNb2iAH+eNiOe81k/FVt16zhCmDY4hJNDXVd3qja3Z/GHVPqakxXD/wlGd6s79WHE1b2zNJizQj6smD+zxNVCdmfpEYm2M+UREEoBp9qgNxpj89pZRSnnX6KQIXrxjFoWVdSRHBXO0qLpZUg3wjzUHufys5Galw71VgJ8PaQNCufmcNLJKqsksqeHnC0cxOLZ/vZTYm+zNLXc9HXj2i6Pcdu4QVu3O40cvWR3g+gg8fct05oywjp/zR8WxLbMUgIFRwQyO7V697wtGxfPypkwyS2pYOD6RiT1MTk+34AA/Zg7zTNWcjIIqKuyqJav35VNW03BKE+vKWgfV9Q5iwwI73aJPgJ9Ps5vy/PJafvbqDuocTnK253D2sBiumz64w/U898VR/vXpYQAC/Xy4YWbHyyjVUp9IrEVkMfBHYA1WM3l/F5GfGGNe8WpgSql2DQgPZEB4oD10cj1Vp2mjjctebNzASJ771kwaGp0E9YEXwk6X4+W17MwqJSLYn7NSojqsttEZo5MiGBYXyqGCKm6aOZjQQD92ZpW6pjsN7M4pcyXWt549hOTIYIqr65mT3v3m5cYNjOTVu86msLKelJhgwoN6VpWiL5uYGsXUtGg2ZZTwgwtHEHcKq4JszCjivld2kllSwzdnpvKDC0cQ3o1qLEH+vqTGhHAgvxKAmNDADpawON3q0jv7UL161bv0icQauB+Y1lRKLSJxwIeAJtZK9REjEyO4atJAXrdb1wC4e+4wwgL7ymXoBF8fwddHk+omRworufPZzXx13Epkvn/hcL43b3iP67YOjQvj+W/NpKSqnqF203tDBjRvgm9I7Inh8GB/vj41BU+IjwgiPuLUJZHecKSwio/3Hae63smsYTGdqjc+KDqE/yyZRnF1PclRwaess6iaBge/fH03h+wnFE+tz2DcwMhu1eOPCPbnkWsn8fFX+aTEBHP+yPiOFwJumJFKSIAvIYF+XDohqcvb7anS6nrqHU4ig/2prHOQVVKDv68wLC6sT7Tqoix95RfNp0XVjyL6TosmSimsx7W/vHQ0Zw+LJbu0hrHJkZw3ovdXAVFQVFnHim05VNc7uHRC0knJ7dr9ha6kGuDvqw9y2YQkjzSblxARRIJbgnv15IGIWEnihIGRzBvTuaSpPTX1DqrrG4kN61zJpjdU1TVQ32hc9X4bnYZP9xdQ52hk7oh4ggLaT7zyymq445lNrlLcAF8fnr1tOjOGdtxdeHiwf7dKjruitt5JTmlNs3Gl1Q3dXt+Y5AjGJHetecu0AWH8YP7Ibm+zNcYYymsacALhgX74+Z6cuuzMLmXljjye33CMwTHBjE6K4OOv8smvsOr6zxwaw81np3HRmER8+mAvuGeavpJYrxKR94AX7OFvoN2LK9XnxIYFeqxEUZ0+L27M5A92Kxl7csv5xw1Tmk13tnhqbozpVBWfgopaQgP9utQSTHiQPzfNSuv0/O4aGp08/+UxXtuSxTnpA/jWnKEYY7jv1Z2sO1jI36+b1Cu7/f4qr4KfvLyNjOJq/vL1iVw4JoHPDhZyy9MbAfjL4rM6LNndlFHiSqoB6hudrD1Q0KnE+nSICvHn5nPS+Lv9cnBEkB/ThnTtZebjZbXkV9QSHODL0AFhpzwJNcaw6WgJnx0spLzGQXpCGHOGxzEwOpiymga+OFTE2ztyWHuwEKfTWCXwkwZx7vBY18uUnx8q4o5nN1FR6yA9PoygAD9e3NT8XZQvDhfzxeFi/vT1s/jalFPfEo/qmT6RWBtjfiIi1wDnYNWxftwY87qXw1JKqZMYY/pd816FlSdayTiUX0mj0zSrEjBnxACGDAjhiN3Byl1zh5HeQa+J7+/J47svbGV2ehy//9r4TteD7YkvDhfx6zd3A7A9q4zBsSGMSozg/T3HAfjycFGvTKzXHShgR7bVLvdT649w4ZgEGhpPtE3d0Il2qv1b6eTJ3/f0Vy+odzjZmllCdkkNIxLCGWd3/iIi3HXeMEYmhlNSVc+k1GjXtI7kl9fy4qZMnlx3hNLqBnwEFp01kJtmDWby4FPX0tDLmzL52Ws7ca+OPSwujN9dOY6law6y9kBhs/k/O1TEZ4eKGBwbwiPfmMSQASH84rWdVNQ6GBYXypzhA3jKbiaxNQ+8uZtZQ2M81hmTOjX6RGINYIx5VUQ+wI5ZRGKMMcVeDksppVxW7szlHx8fZFRSBN+9YDip3WiVwtHopLLO0e0u5E+FRWcls+5gAcVV9fzsktEn1bNtqgu99WgJkSH+TBkc0+HNxcYjxdQ2OPlg73G+W5J+WhLruhadD9XUO0mPD+Pe89PZlFHs6sK+txkSF4qPWE8GmtppPnd4HEuvn0R1fSMXj+s47mlp0ZwzLJb1dodM0SH+XDCq59VousIYw2OfHOIvH1htjfv6CI98YyKXnWX1lBgS6MdlE7rWa2JZdQO/fGOX6+YIrP30xrZsVu87zrJbpzMptXvJdYPD2eoNCcCB/Ap++cZuWr7jeKigkuc3HGVkQjgOp+GLw0UnzXO0qJp7n9/C9+cPB7HOr6ySava7VadqTWWdgy+PFHO1Jta9Wp9IrEXk28BvgBrAiVVqbYCh3oxLKaWaZBRW8r3lW2loNOzKKSc1JoTvzhvepXXszC7lbx8eYFNGCV+fMog7zht6Sjvk6KyJqVG8cc85OBpNm52NJEUGkzSh47aCmywYm8je3HKmpcWQHt9+6banzBgSyzdnpvLChkzOGTaAeaPjCQ3048cLPFuv1tPOHxnP8jtmUlbjYOZQK7EO8PPh0i4koTGhgTxy3UQ+3GN10DQyIZz0+NPbVOS+vAr+9uF+13Cj0/D/Vu7l3OEDun0jue5gQbOk2l15rYMXvjzGxJSoTj9Fqqp38N6uPFZsy+ZwYRWzhsZyxcSTmwTdcrSE+sbWnxSs2nWcb85Mpa6hkcVTU3hzWw41DY34CPiI4HAaymsbKK9uYGRCGG9uzyE1JoRg/457nS1ye3qkeqc+kVgDPwbGGmMKO5xTKaW8wGma1zXuanNd9Q4nf3l/Px/bXb8/se4ISZFB3Da7d5QfeLpHzKlpMfz39pkeXWdHwoP9+Z/LxnLvBcOJDPI7pe0xe5KIMH2IZ+pCP/fFUXbmWNVKfn35GG45Z4hH1tsZxVX1J9XHzy2vpaK2+09oPrNL4Nvy6tZs7j4/nbQ2ekd1V+9w8rcP9vPvtUdc4zKLs3hlcxaPXj+ZheNPtBTS0Nj2+d3gdJIUFUxNQyNFlfXce/4wMktqKKy0Oo4eGBWMwfDS5iziwgO5bEISB45XMCA8gK9av0dwiQ49c5t+7Cv6xlUFDgHV3g5CKaWaGGPYnVPOseJqRiSEkR4fzp++PoE/v7+f8QMjueKsZJxO0+4LVHtzyimqqmN0UgQG+Pxw8yThiN30WF9XXFXHq5uz+OxQETOHxnLN5EFu7ZufXgF+PiR2oRm96nqHx28qvCWntNaVVAOsP1h4WhPrMUnhpMWGkFF04uf8ionJDIwKprymgfyKWmJCA7pULai4qv0S3EanodauAlRSXc+XR4ooqKhnZEIYk1Kj8XdrpWPrsZJmSXUTp4HfvbOHWUNjiLZjG5MUgQgnVfMAmDN8AI+tOURRVT3T0qJ5d3ceu7LLm82TFBnEWSlRrNqVB8C80fFEh7SfNIcG+DLTQzdY6tTpK1eLnwOficiXQF3TSGPMd70XklLqTPbW9hy+/+I2nMbqpe3xm6Zy1aRBXDQ6gVe2ZHPjUxtICA/ivoUjmZZ28o/hR3uPc9d/t1Df6GT28AGulh2e//KYa57u1g3tbV7cmMXvV+0D4OOvCqhvdPKdC7pWTeZ0M8bw1LoMHl97iHsvSOfGmWneDqnHkqOCGJccwS47uT7bQ70zdlZ0aCCPXDuJp9YfYcORYi4Zl8RNswaTVVrNT1/ZwReHi0mPC+P/rpvImOSTX1z8/FAh6w8V0eBwMmVwNOeNjGNUUjjv2slpaxIjg4iPCCS3tIbvv7iNL4+ceDXr9tlD+P4F6YQFW6XlW+1eO1uTXVrLrpxyzhoUyboDReSWVXPJ2ERW2tueMSSGqJAA/HyEtNgQPj1QiK+PMCAssNX4cstqSYqsIzEiiLzyWj7am8+SWYOZlhbNxoySVmN44PKxDIrR+tW9XV9JrP8FrAZ2YtWxVkoprymvaeDhd/e5HmvXOZw8ue4wc4YP4MuMYlfLE1klNXxv+Tbevnc2MWHNH3Wv2pXnqqO59kAhu3PKuWfuMAZGBnGwoIpZw2JYOL53vkzXVav3NX++/e7OvF6fWJfWNPDIR/spr3Xw948OcvbQAbyzM5e6hkYuHJPglZueY8XVvLc7jxB/XxZOSHK1ad2e7ZklvLolG2PgmskDefT6yaw9WEh0sD/zRnvu5cVDBZVU1joYkRDWbhWbs1Ki+Ns3JlLnaCTI35rvX58c4ovDVsJ7sKCS17Zkn5RYr9yZy73Pb2lWleTe84dxTvoAfH2ERqdhyuBoIoP9WX+wkDq7o5U75wwlJjSQpR8fbJZUAzyx9gjRIf58a/YwAvx8MB1U3wrw9eHlTZlsPlpKkL8PCRGBXD0pmcTIYF7enEVBhbX+6BB/Fk9NIaekhvWH2q7BuuVYCRePS3SVWn91vAJ/Hx8um5DEZ4eKXKXx09KiufWcISzopS/Xqub6SmLtMMb80NtBKKUUgKPRUF7raDautLoBYyC/vK7Z+JzSWspqG05KrJOjTrzo5+sjRIcEMDA6hHt6ecLZHWcPG9CsFO68kb2/Y6DIIH++fd5Q/rnmMLedO4TfvLWbT+zm017YeIzvzRuO02l9lqEdNC3oCcYY/t/KPazaZd2kVNQ2cOfc9HaXyS+v5d7nt5JZYnW88uHePF6/+xxunDnYIzHVNTSyMaOYXTnlvLMjh53Z5cxOH8Dvrhrfbos4IuJKqoFmTQeC9QJhRW2Dqyv5ipoG/vLB/pPqZ/977RF8fYQHF41h3YFCdmSVsSOrlMVTU6h3NHK8vI49ueVszijmq7zmVTGa5JbWsiunlMmpMYwfFAVAYkQQk1KjXM1KNjoNA6OCeH7DMd7ZkYvDDiQ1Jphbzknjrx8eoLzmxPWgpLqBFduyufWcNNYebP/VMKfbh8oqqSEiyJ/PjxQxY0gMEUH+nDcyjmsmDeqwAyDVe/SVxPpjEbkDeIvmVUG0uT2l1GkXExbAdy5I56F397nG3Xx2Gj4+wtjkCIL9famx63XOGx1PfMTJdUavnZaCw+kko6iKy8Ync1ZKVLfjOVZcze6cMpIig5gwMKrX9c523fQU6hsbeXdnHheNTeTGmaneDqlDPj7CXeelc/30wZTW1Df7rourGlh/sIj39xwnZX0wz942o1Mvx7VlzVf5rNiWQ4i/L9dOT3EleO7qHE52Zp1IDrNLaztcb1FVvSupBsgtq6Owss7VOUlP1Dka+csH+3l87WHOGxHH5FSrtHjtwULe3ZXLt88b1u7yTqchp6yG8CB/LhydwKtbsjhSWE1ksD/V9Y0s+vt6vj9/OJdPSKa4qp6D+c2bogv29+XC0fEcLqxi67FS0gaEklNm3XR8cbgIEA4VWMt8vC+fW84ZQp3DiTGwN6+czGJrvxRX1/OX9/YzJS2GitoGvjcvnfzyOl7YmOna1rS0aBIiglixLadZDMeKa9ieWUqwvy8VtY5m9a1rG5xU1TVy5cRkiqrqT2rTGkCEZq2VxIUFklNWgzFWpzADwgL4+cLRmlT3MX0lsb7e/v/nbuO0uT2llNfcNGswg2NDOFJYxZikCM5Jt+qrjh8UxTO3TWP9wSLCAv1YOD6JUPvReHFVHXtzKxgYFUzagFB+smBUj+PYcqyE257eSInd/fP/u2oc189ou0TS6TQUV9cT7O9DaODpaWEgMTKYn108mh9fNOqkNrB7Mx8fITo0AB8fYcLASHZklwFW19SNdhaVWVLDuoMF3U6st2eWcsczm09UCzpUyCvfnkV8ixcsg/x9+cmCkfz45e2EBfpyqVsLFW1JjgpmxtAYvrSrWUwZHMXAqM7X0a2tb+TtnTmsP1DEgIhALp+QxAQ76T9wvIJ/fXqYBWMT+fxwIWu+KuCmWYP58kgxeeXtJ/25pTX87cMDvLw5k4HRwTy4aByPXj+Zf31yiPIaB1uOlTAuOZJ3dlhVb+aNTmB0Ujh7cytc61g0MZmXN2W6SrHdX3gckxTBJ/sLXMMFlfX4+Qqr9+XT0Gi4YFQ8TicMiw8lOtifmJAAduWU8dHefMDq8OjrUwbx8marB8R6RyOf7M8/6XPMGBKDj/iQEBHE1MExZBRVsdvt5dC88lre232c6BB/vjkjhX15lfj6CIcLqyioqGPW0Fg2ZpwoH0yOCnbV806ICOTR6yYzpAc3bMo7en1iLSI+wH3GmBe9HYtS6sxTUFFHQUUdqbHBhLklosEBflw8rvXkZlpa7EkvLFbVNfCL13axanceceGBPHPrdEYnRfQ4vnd25LiSaoCHVu7jwtEJzRKzrJJq/vvFUfbklDN4QCgvb8pkyIBQHrp6PBNTTl9dYV8fYfPRYrYcLSU5KogLxyQQ6Nd+aVxpdT3v7crjUGEVoxLDuWhsQrPvwROySqrZlV3GoOiQVnv7iwz2549fP4s3tmWTWVyNv68Pb2zLdk2vd3StaUV3x4qrmrWHfKyomuPltScl1gBXThrI1LRoAnx9Wp3eUr2jkf+9YhzrDxZijGHe6ASiQzvfrN1rW7P5xes7XcOvb8ni1bvOZnBsKL5itaZhjHFVg9iRVUZsaCBTOujt8M3tOby4ySoRziyu4fsvbuUPV0/gze25nDcijriwINcLf+/vOc6Egce4+ew07n99Fw6nYVpaNKv35TerGvLxV/lcPiGJ0EA/IoL8mlXVSowI4sO9x11N5K3el899F4/kre05fLrfKkmODvHnG9MGUdvgZGdWGdklNVwxMZmD+RVcPDaJP7z/VbPPEBnsT5C/L69tzXZ99ssmJLEvr4JGO7D0+DB8RYgM8SfY35eMwioanIYRCWGcPzIOXxFXc4Hnpg9g6IBQbj47jbHJEZybPoCkqJ4/WVCnX69PrI0xThG5B9DEWikvq6xr4IvDxZRVNzApNeq01C31psMFldz93Bb25VVw9aSBPLhoLOFtdJDSkbzyOlbttpKFgoo69uaWeySxrmuR1NU3OnE4m9dZXfZZBv9ee4RLxiXy7OdHAdibW8Gjqw/yxJJpPY6hs3bnlHHjkxuorreqyfzhmgksnpbS7jL/+vQw/1xzyDX880tGNatm4HQaSqsbCA3y7TBJb81nhwp5b1cer2zOwuE0/Pe2GUwbEnPSfCMTw/nZxaN4a3sO33lhq2t8SICvq9OWziisqGNvXjnx4YGMTIwgLTaUQD8f6uxuydNiQ0iIbDtpHtRBr3uNTkNRRR3/XneYZz4/SmxoAD+YP4KrJw/q0tMCp9Pw/JdHXcOjEsNJjQlhZ1Ypg2NDGZEYzk8XjOSzQ0Wkx4eRWVzN3BEDSI0NZf6Y9ruFP1TQvBnJ8hoHpbUNDI8Po7Cyjt055SRHBjExNYqGRoO/r/Dmthx+d+U4NmYUEx8RdFLLGWU1Dby1IxeAb85I4aZZg3l5UxZRIf7cODPV9bQBICLIj+zSWna7lYAPjg0lOiSAxz453CzO284dwitbshkeH9asZ8RJKVEnNY/5VV4FqTHWU6zLJySzfEMmRfYLiMH+vlw6IYlXNmexMaOEjRkljBsYweUTkogK8cffz4fzR8UxeXDnjyXVO/X6xNr2gYj8GCu5dp2RWsdaqdOnztHIb9/ey3K77mFUsB/Lbp3Ro7rBvd2GjGL25Vk/vq9tzebGWYO73RpEYkQgC8cnsnJnHvHhgYzxQFINsGBMAi9uPOYqjbvn/HSS3R73O52GD+1H3C07rXEv6e6Osup6XtyUydHCauaPTWDuyPZbmTiYX+lKqgF25ZSxmLYT67yyWp5s0a7wE+sOc/2MVMKD/KlzNPLYmsM8/ukhzk6P5YFFY7tU1WH1vnxuX7YRgMvPSmbFthx255QxNS2aTUdL2JFZSmxYIOcOj2VAmJXsXjwukX9cP4k1+wsID/LjknFJrTYN15q9OeXc+dxmjhZV4+cj/PFrE7hq8iAev2kKb2/PJSTAl69PTelWb5tOp2H5xmM8ue4I4wdGcriwijqHk5yyWn7yyg4SIoKYMyKO2vpGVu3OY3tWKQOjgrlkXCID3ZL1nNIajhRWERPiR5TdrvLC8YnsP17J+3uOs/ZAIUVV9dwwYzB3zBnKOekDcDidxEcEkdLJrrYnpkTy0qYTdZgHRQdTUlXH/DEJvLE1m9SYEIbGhbJy54lm6mYNjaWkqp4P9+Uzo422nIcOCGVUYjgDwoKoqnPwrdlDOFpUzR/e28+t56Rx+VlJOJ1WNYs1X52oKjIxJYqYEH9X6bW7zw8VcvYwqym94qpjjEqMIDrUn4ggf8YmR7DlWKlr3uEJYfj7+DBvdDxvbc9xJdUANQ2NbM8sZUTCiQR9V3Y5If5+7Mkt51BBFc98dpRrp6dwx5yhpMZoFZC+qq8k1rfa/9/jNk7rWCt1Gu3OLncl1QClNQ4+3HO8XyfWqdEh+IjVQUR8eCDxPejUJDTQn99dNZ6bZg0mMTKYtFjP/HDOHhHHy3fOYkeW9fLiOS3aJvbxES4dn8ijHx8ip7SWyalRbDlWSqCfD3fPbf8Fs46s3JXH/1tpvdT36tYs3v3ubIa08xRjWFxYsxc7O7q5CPL3ITrUn+NuLa0khAfh72NVQ9iVXc5f7S6yP9iTz5zhcdw4K63T8WcVV7uqE9Q2OAn082HswEhW7srlO89vdX3vl01I4sLRCcwcGou/rw8LJySzsAvdiTdZuSuXo3bnKA6n4cG39zB7RBznjYjnvBHxlNfUs/94JTml1c1ujjpjV04Zv3h9F2CVtF48LpEdWSdKabdlljBnRByvb83i5/Z8YHXN/bdrJyECL23M5Per9rmqUdw9dxhHi6rJKqlxvTxY09DIr9/cw4iEcGYNG9Dp87+sup6CyjqC/H1ZMDaRjMJqVn+VT3x4IJHB/vx+lfU9Xj15IOlxoWzIKGlWkv/54SJGJYZRWt3AwfwKxiSFs8etxPmsQZH4+viwclceK3flERHsx00zB+Pv68PXJg9kxbZsrpueyuCYEAoq65g3Op7D9k1bclQQO7LKWm2+0MdHrLbXHU5unpVGUXUdOaW1PPflMS4dn8TopEb25lYwe/gA/H19yC+v4+Ov8k9qNQjgQH4lC8YmNCv53pBRzKXjkzhUUGU9MfniGAfzK1l6/WRiw7zTiZLqmT6RWBtjTl/XUEqpVrWsXgA0qxvaH80aFsvTt0zncEElU9NimpXsdUd0SAAzh3q+U46JKdHt1pW+aVYawQG+bD1WyrzRCfz4opHEhweSnhDeo+1W1Jwo8a5tcFLV0NjO3DBuYCTP3DqdTUeLGRgVwkVj268yEBUSwP0LR7s64gnw9eG7Fw53tZIQ7O+Dn4+4mj8LDezaT9q80fFkllTjaDRMHRLNdy5IZ1h8KFf/YxdOYyX2Zw8bwFPrM3hqfQZ/+toEvja1/aor7XEvrQeoqnNQZ++zOkcjv31nLy9tymJYXChP3zKdlE50BnK4oJLPDhUR4CfNegIcHBPCNZOSySqt5csjxQywk7QXN2U1W37lrjy+W1DJkaIq7n9jV7Np/1mfwU8XjOTBt/ectN39xyuY1YkOZg4er+CT/fnszilnQFgQtY5GBoQG8NG+fIwx7Mopc9XRnj8mgYzCal7bkk2Qvw9XTEzCz8eXoqo6QIgMCeCyCUk4jeGsgVHkVxymsNIqFR4UHcI7O3Nd2y2vcfDe7uP4+UJZjYPrZ6RyvKyOzw4VsTunnNFJ4XzngnRe3nwMjNXU3bS0GHbaVUZCA3yZMTSW8QMj+ceagzQ0GrZmlfLZwSJSY0K4ZFwi7+zM5cLR8cwblUBOaTXRIYFkFtcQ6O8LrSTWbalvdLqa9QOrRZD1BwtZNHFgp9eheo8+kVgDiMg4YAzgekZmjHnGexEpdWYZOzCSeaPi+Gif9Qg1wNeH80d5roOJ3khEmDMijjkjetbucmZxNdsyS4kJ9WfK4BiC/E9v81nxEUHcc37n2seurGvgxY2Z7M+rYHRSBFPSYhjfygt9APPHJPLRV/lsO1bK9y8cwahOJOrThsS46jBX1TWQXVrPgNAAKxmxfbzvOEs/PkRceCD3np/O2985l4yiaobFhTEy8cQ2xiRH8uj1k/hw73FGJkR0mKi3NDA6hPsvHdNsXGl1PTl2U3aDY0LZmnmiLu87O3N7lFjPHRnHss8yXDcCd8we6rpZK6tu4LUt1otwhwqqOFJY1WFifay4ituXbeJwYRXhgX7cMXso6w8WMig6hPUHCxkcG4oBrpqUzFy77fDUmBC2ufUwGOzvS2ign2vb7moaGnlli5Xot6wXndyJF+t22J3TfLK/gHOGDeCtHdnklllPHxaMSWB71omkeuiAUHJKa1ytahgDjU54adOJnkg/2JPH16em8OJGq/rRt+cM5WB+FYH+PlTVtV5C/N0LhvHJ/kKKKhvYlVPmKuXellnG9qwy7pg9xDofd1ldvF85cSAGg9NpWLU7jy8PF3Hp+GQ2HClib045w+JD2ZVdTqC/cPPZaXyyv4AP9+YzKDqYyyckMTwhlLOHxXC4sApHo3E1qffZoULGJUeyP6/ipDiLq+qJDPZv1j37F4eLNbHuo/pEYi0ivwbmYiXWK4FLgHWAJtZKnSahAX48dM0EPt1fQElVA9PSYpiYGuXtsHq9r/LKufk/G1wJxQ8uHM73Lhzh5aja9vHeAv737b0AJEcGMfpAAb+5YlyrpfVD4kJ5+uZpVNY5iA0NPKn9bKfT8PnhIgor6xg/MLLZy65HCiv5xeu7+OJwEYvOSuZ/LhtDbFggR4uquOu5LdQ2WE9DqusbWXbr9DbrMV88LqnN1lm6IyokgG/OTGXpx4fIKa1h1rBYV/WNWcNOrtubV1bLwfwKhsaFuqpvVNY68PXhpB4IZw+P48Vvz2TbsVISI4OZM+JEiW9MaAB3zx3G/60+yDnpsc1uINqyM7OMw4VWwltR5+CJdUe4+ezBvLAhk+r6RnbllHPJuERmD49zxfbNmal8eqCA0uoGfMQ6Hl/ceIzqOgcLxiZQ2+Dks0OFrjr7u3PKefjqcfz6zT2uahlXnJXMhIGR1DsaqapvJCrYv1l7zGDdNH249zjv7MwlJTqEmgaH6xwAeG/PcX5y0Qj++L5VBWR4Qhjv7T7RQ+c56QOalUCDVSVrzb58bjs3DaeBmvpGUmKC2ZVd1mq1iSGxIaz+qoBd2eVszypj0VnJOJyG4fHhOJxOAv18Kaiop7CijjFJEezJLeeNbdlcOTHZ9SJkQ2Mjb2zL5utTBnIwv4rcMuuma3h8OE9/luHaVlZJDf/85DD3np/O61uyyC470eSgr49w4eh4kiODCQ/y54h9PDUJ8POh3tH86V9ZbT2qb+oTiTXwNeAsYKsx5hYRSQCe8HJMSp1x4sOD+NqU7pfYnYk+2V/QLKF49OODXDlpIIM9VMfa0xrdXnB0OA2lNQ6Ol9cxMDqEoqo6jMFVrQCs5LGtLqxf3pzJz161mmtLiQ7mqVumMTzeShjf25XH53ZTYyu25XDeiDiunjyImvpGV1INVsLiaHTi5+vj8c/alpvPTiPI35dXt2QRHxbIA5ePITEyiPNaPLkoqqzjnue3sPloCeMHRvL4jZNZs7+QT/fn0+iEBqeTO+cMY8bQEwn5lMExTGml5Qc/Xx/uvWA410weRExogKv1mS8OFbIts5Rh8WFcMCrB1bKHo9F5UlUsXxHyyuqaVTlpdBrc73emD4nlne+cy768CoyB+17dwcTUKGodjazfXURogC9XThzIB3uPU1rdgL+vkF1Sw/2Xjqa0up59uRVszSxl6ZpD7M4uY//xShZPS+F784YT4dZizheHijlSVE1hZT3npg9wJepNRKyWPO6YM5SMwiqGDghl7sgBhAT40dBoSIsNYfW+5m1HJ0QEMnVwDCH+vuSV1/Hp/gKrvvSoeIqr6hmVEM6+41aJcKCfDwvGJTZr5aOq3sGwuLBmCXtT29tx4dbLxY1O02y/Nr1jgQgjEsLZmlnKhEGRJ3WP3uSFDcdIjw9rllg3Og3v7T7OlMHRjExs/g7CtLRoxidHEBHkR355nasd6zGJnnm5WZ1+fSWxrrGb3XOISASQj764qJTqA3xalOT5iJw0ztPqHU5Kq63Hy4FdrHYyb1Q837kgnV3Z5USH+oOxEpr3d+fxo5e24zSGP379LBZ20EGJ02n4z/oM13BmSQ2bjhS7EuuWJZxNw0PiQrnzvKE89slh/HyE7184vFlSXVpdT7C/b5c/V1fEhQfxnQuGc+d5w/DzkZNibZJXVsvmo1ZVkZ3ZZWw6WsIvXt/JxWMTeX+P1aLFV7kVvPeDOa7uudsT4OfDYLcOQbYeK+Gmpza6Er3Hb5zCRWMTqW1o5G8f7ue1LdksOiuZlTtzCfTz4YqJybjn2tMGRzM4JoS8slpe2ZzJnBFxxIcHMTA6hIHRIfz0le3UOpw0NBo2Hy0FoKreqv5x86zBfLSvgHEDI3hqfQZV9Y0Mjg1hQFggjU4nh/Ir2Wy3iPHkuiOMSgzn627VZLZmluBoNCw6KxmngYHRwc2qlCwYm0hpTQMv2XW+ReCmmYNZZjcHuWBsoiupDQ3w5cpJA3E0GspqG9iSWcr6g0VMSokiJjSA17fmcO3UFGYNi+Xs9FiC/H05VFDZ7KVXgJSoYJ7bYFUtCQ/0o7Lewb68choanWzLLGWb/W72wvGJhAX6ceHoBKrqHfj6CPFhgRwrsUqaEyOCmr0YClbVuJlDYwjw8yEssPVjc/PREiamWE9eokOsHic/2V/gajpwUHQwi6emsGpnDnNG9qz6mfKevpJYbxKRKODfwGagEtjg1YiUUqoTzh8VzwsbjrkSih9dNLJTL6V11/GyWn63ci/v7spl5pBYHrxibJfaGw8P9udHF41kR2YJueW1PPv5US5/dD2XjEukwq7H+oMXtzElNbrd9pZ9fITBsSGu5gqBZiWaC8cnseFIMesOFnLVpIGuOsCBfr58/8IRXDIuiWB/X0a4VYl4Z0cO97+xi4kpUfz2ynFttum8PbOU8toGJgyMIjKk+53J+HdQSj54QIirh77Lz0qmodHgIydeQgOobmhsNtwVRwqtzmNSYoKZlBLN6n3H8fURgv19XCWxa77K587zhrIjq4yXNmURGujHJeOsktdzhsXyp/f3u763eaPj+ft1kwgJ8KO0up5Vu/MYFhfKvrwTvQWOHxhJakwIn+wvJCLYj4ggf6JDA6iqr+FoUTVjkiOYMTSG93blNYs1z62E1hhDfkUdQweE8u+1R7h4XAIH8yuJCPJ3Jcxbj1klvyeWsY6ZheMTcTQahg4I4acLRvCPNYe5eFwSz2845noxMz48kIvGJPD+nuNcPC6RSSlRFFXVs3pLPgG+PkxNiya/vI45wwdw27lpHC+vIzYsgMExoSREBHL2sDgyS6pJCA/Czwf25jSv95xfXse101J4cv0R1zYHhAVwzeRBgFXSHhsaYPdg6svEQVGEBfmx7mAhtQ2NzB4+gMsmJPH2juZVWQDyK+rw8xHOHxXv6tmxSVZJDS9vzuQ3i8YyfmBUF44U1Zv0icTaGHO3/edjIrIKiDDG7PBmTEop1RnD4sJ44Vsz2ZFdRkxIQLNk4lRYuSuXN7fnALD2YCHPfXmU+y4Z3WGS2NKElGiObM1m3UGrusb+4xVEh/i72r42dJwsfveC4ZRVN3Agv5IbZqRyvls71ykxIfzjhsmU1zYQFRLQLL4gf9+TmnFzNDr50/tfUVrdwJqvCtiYUdxqYr1yZy7feWErjU7DlROT+e1V4zzeU2OTsEB/fnPFWO49P524iEAOF1ThZ9e7GD8wkpLqen5+ySiiWmnGrTNGJ0UQHeLP5NRoVmyzvtOXN2fzmyvGuuYpr3Xw1fFKPj9chMNpKKtp4N1deUQE+TEwOtiVVAN8tDefPTnlTBkcTU5pDckRQRwpqmLCwCiOl9cRFeLPzCExZJbWWG0y2z1MLjormVc2Z3H2sAGMSYpgX245E1OiXDeL4YF+BAc0L6X19xW+PFJsdVjUaNWV3+r20iTA2YEnqsjEhwdSWFnXrO3qy89K4vbZQ/j3pycSXLCSU4fTEOzvi9PpZOqQaLKKaxgQFkB+RR2jEsJJCA+grtFJQUUdOaU11DY0cqSgiiVnp/G7d/a51nXneUOpqHPgIxAbFkhRZR2bjpYwNC602TYLK+sJ8PXhknGJ+PoIM4bGUFBeR25ZLdGhARRX1VNd38iQAaEE+fshWB3V/PfLE02UgpW0n5USyc4WJd5NjLGqRk0YGMVZ+g5Ln9QnEmsAERkIDMaOWUTmGGM+9W5USinVsfiIIC7sRBfUnlBV17xJt2PFNSz7LIPbZ3e99tywhDCigv0orXFwTvr/b+++w9o8r8aPf29JSGLvvcHgBZ547yzH2aPNatqMNmmbNkn3fPt7O963u3270pVmttl7TydO4iS2470XGJu9pwDN+/eHhAxYYLBlY/D5XBcX0rN0S3qAo5vznJPArup2zEYDv7p6GinRx68KMTU9mn9/YR49TnfAVAhLiJHEYaZ0mIwGlhUmcqjxMBaTgZxBGmi8vrPWP0P8/NZqbl+az5S0UxNYgzfHPDvB+6e0KD2a+26aw5u7a5mWEc3yiQkUpQ9eBrHT7mRvTQehZiOTUqL8+dPNNjsby1twezT/uqmkX8UOt0fjcHn6ldb78GAjn12QzQMflqM1mAyKG+dnU9XS3e/xlIKWLgd3PLKZT8qbmZ4ZQ3ZCOB4NSyYksGxiIg9+VE6lbz+jQXHZ9DTe39/AV1dM4KGPD7P2YCORFhOfmp3BJdNScbo9FCRFsqOyjf99ZTeL8hNIjrJSnB7NI76gsqq1i4X58USFhlDf3uNvqhIfHsLVs9JxezSFyZH8+o3+bcNf31lLxuLcfh8Oeh1qtHHp9FT21LTz5m5vLvbKqckcarRhMikONtjYWtGGyaD4/OJc7lt7iDCLkZKc/u9H78x+dFgINa09zMmJJSc+3P8a9FXa0MlrO2v9F7Tu6NPNMSM2lBvnZ7Gjso03fB1Wp6ZFcc6kpH654kmRFianRfJrX93uQDYebuGZLRXkJ4efsg+F4tQZE4G1UupXwLXAbqD3r4YGJLAWQog+VkxK5OF15dS32wk3G4m0mvjT6gNcPTsjYAOMoRSlRfP8VxbT0uVgalo0183JAvSwgupeIUbDiGfLB/P18yaypCCRJF/gFkhB8tG0l9RoC/HhpzcwWVyQwOKC/vWd91S38/y2KsLMRq6elUFGbBi7qtv4/jM72F7VhlJwUVEKV85MZ1pGDHc/voWPy5rJjg9jUX48E5Ii/XWOk6MsLMqP5zdXT+Nnr+ymrdvFnJw4ri3J4MoZGVS0dLG/roN/vFfG9MxoJiRF+Ju7XDM7g1+/vpcD9d6Z5tV76smMDSUpysq09GgON3f1CyjdHk19ew+TUyJ5ZlOVPwXCaIDNR5qJDbcQZQ3hH++XEh0awoqJSXzr6W00djpIjbZww9ws4sNNvL23gb/5UlfyE8OZlxvHgfpOwi0m9tV1YjYZKGu0sXJqCnaX298V0enWONwaa4ih3wWtANlxoURaTeyu6WB2diwp0RYyYsKIsJiItJj8lVzyEyN4fVctLo+mvdtFQ0cP15Zk8sbuWmZlxhJpNZIcZeHZLd7/CGypgGtKMkgINzMxOZJ9voshz5+SzNaKVpYXJhIXbqbC3cUl01I51Ghjd007RelRKCA1JpSo0BA+ONDIrup2UqOtXDEjldd21qG19/k3dzq9qVU9LtYePLbbY2iIkcNN3WwsbzluN1Nx5hkTgTVwBTBRa20/3oZCCHE2m5oWzS+uKuaJDRV4tOb5LVXkJoRjMZ1YcJuTEE4O3tnhlCFyqk+H6LAQzp08dK3qz8zNIsJiornTwXlTkkkewYcAgI4eJ61dThIizINWOxkJh8vNj17YyUbfRY5ddjffuXAS97xzkO2+GU+t4ZUdtYDiSHMXH5c1E2U1MTk1ikc3VGANMXDLwhwKkiOYlRVLQXIkhSlRzMiMYc3+emra7Gw83MrKKSkUZ0RjMih6XG7WlTUzLSOaO5bnUdNmJyXK6g+qe2XHh3PB1GTWlzYSGmB2NCrUxKysGBpsDmZmx6CAEJOB7ZVtFCZbCDEqnG7NogkJ/XKGa9rsPLrhCHedM4E9fTokljbYmJsTxzmTkvjPusPER1ho7XJQ7guE8xLCmZYRzfbKNnLiw9h8uJlPl2Tyb99FjRaTgUunp6EUNNucfHdlIS9vr6XH6eHf6w77K6JcU5LBkxsraei0ez80+I7f1u1mzf56vrI8n/vWlpObGM67fdqbg/cDxw8vnkhxeiQddg9Ot4f/rPeOtaKlmzX7j25/YVEKE5MjeHN3PZ2+mfWkSIt/pvr9/Y0sLojnipnpxISauGdNqb9CSmLE0VzxvhYXJPD+/gbOnzKyuuzizDBWAusyIASQwFoIIY5jaUEipfWd/Hn1QXITwvn5lcWEBSFIHAviIizcsujEmvXuq2nnO89sZ1tlG+dMSuSnlw9+geRwOdzaH9QB1LT10NDRw2u7ao/Z1mZ3+RumzMmJJdJqYuXUZMItJv697jCP3jaPAl8THrvLzR9XH/DXWwbYcKiZWxflcKjRxvdWTsQSYiTUbOTxDUdIiwnjQH1nv8e7YkY6a/bXs/ZgI5dNTyPcrIgODaGtT0fNrLhw1h5sItJi4uXtNVxcnOpPTTlY38nNC7OJtJho7Az85/lIcxdZsaEc6TMTbnO46bI7mZgSSX5iBPd+cLQknnfmOhmTwUBylIWPy5qYmBLJxcWpeDyaoowo/u+tA/4mO2Hzsthe1cbKmOR+ZQbTokO5bk4mSnlLPcaEheDyaHZUeZvSrCtrZlJqJGUNneQnRvg/+IA3t31XdQdlDV28f6ABrTVLChLJiQ/zVy3ptWZfPTctyPEH1eDNAe/9IJseG0p1aw8NHXa6HZ5+ZQcbOu14tO7Xuj012orbo7G7PISZT28jKREcZ/RvWqXUn/GmfHQBW5VSq+kTXGut7xqtsQkhxJkqxGjg9qX5fHp2JmaTIlzyNIflyU2VbPNdVPbO3gbm5dbwxWX5J3XMCIuJ/3fpFL711DYiLEbOnZzEurImJiRFcKCuf6AbajYyIyuapEgLCRFWntjozVE2GRSXTEslPvxo/fCdlW39gmrwtvG+5cFPaLZ5A+Nvr5zIgfpOUqJDSYqysOFQM1PSothd3Y7RoOiwe2fnAV7cVs1/XzqFWxdZqWztprXLSXx4CHaXm8LkSO794BAALk//lAyPhnMmJVHVemxOMkBzl4OUaCvFGTEcrO/kUKONpEgLBxpsvLvPW2ruxvnZvLStmpYuJ1NSI1k5JYX69h563B5iwkJ4bEMFRoPiwqnJaI9mxaQk9ta2U9HcTUOHNyTYcqSVG+Zl8cr2GqamRfHOvnp/u/tQkwGP1v2qdESFhpAdH8a+2k5KciLp6HGyr66TorQolhbEs/lIK+/u8+ZGp0VbibSa+lW16RUTaqYpwIcKj/Z2XSzJjuWpTZUBZ6YB6tp7mJ4RTZPNQWFyJDa7i3f21hMaYqQkQL1zceY7owNrYKPv+ybgxdEciBBCjDWx4SdWjeJs1dHj7He/7wzo8Rys76TH5aYwKRLzgLSbS6enMTcnjt01bdz60Ea0huvnZFLWYPNfaJkUafG1Hk/m4VtDeW7L0bQKl0dTlBbNhkNNPLu5kuQoa8BaySFG5Q+qjQbFzqo2XvOVxbtuTia7qtu5dVEuufHh2Owu4vrk3BsNii1HWnlpu7dZT3VrN2kxcby0rYZQs5ErZ6bz3JYqnG5NekwoVa3dpERZSYu28tTGSs6dFDgXONISwvv7vXnESwoSWDwhnpq2bn/1j7ZuJw9/fJgvLcunvMlGW7eTpi47XU43T2ysIMJi5BvnF1DZ0k1SpIX15S2sPdjInJw44sLMhJuNXDYtlbgIMynRVq6ckcbru2qp9dWwvqg4hXf2NXDVzHQumJLM4aYuCpIjyE8Ip6q1h/WHmnhjVy0FSRGcPyWZ8kYbXQ4Pb+3xBtXWEAMlOXG8uK2a5CgLyycm+nPAlYIb5mXR3u085nlnxoZx6bQ0/4WM1hAjxelR7Khq77ddanQomXFW3tvfxOu7av0XpH5v1SSy4k9dWU5x6pzRgbXW+qHhbKeUekZrffWpHo8QQoixp9nmLbmWHRfu72gYyCXT0nhhazV2l4e48JB+5QGH8vpOb4k/p1tz97kFfPWcCcdcsJkcbeX+PnWRn9taxU8vm0qX002Y2cicnDg6epzsqGpjckokV8/O5I1ddZT7akc3dzn4n1f3+I936fRUJqdEsqdPnfDUaKs/59mjNRGWPn/itWZGZgx7atvZV9NOp93NrOwYzpmURFOnnaL0aJ7ZXInWsGZfA19Zkc+/Pz5Me48LbJAYaePi4hRe2VHL3Nw4pqZF0dHjYltlG91ON9Vt3czIjGFrn5J6c3JiKW86mtP9wYFGpmVEU99x7AxvWUMnb+6u44Ipyby/r4EpadEUp0WTGhPKoUYbhcmR7Klp54MD3iB9w6FmrinJYGZmDP/8oIxDjV1EhZpYnJ/A1bMyONRow+XRON2a1JhQ3tlbx8IJiSRFeXO6t1a2kh0X7p+xP1Df6U+V2V/fgcf3Ri3MT/AHx3XtdsLMXdw4L5Os+HA6e1w8+GEZK4tSuWFuJi9tq8FsMnDZjDQ67S5CjIpr52TS3u1ks69ud3ljl7/KSW58GGkxVmrb7f4LTCcmR/ClZflcPC1tWOeeOPOc0YH1CEgXRiGEOEvtrm7npe3VNHfaWTEpifOnpPhL12063MzXnthKRXM3k1Oj+N2npzMlLXC76KWFiTx7x0KqW7vJTQhnQlJkwO16HW6yUd3azR9XH/Dnzv5x9QEumZ7q7zDZV3afGcgep4eM2FCWTUyitL6THzy/g/Vl3jbZ18/N5NsrJ/HgLXO49/0yXFrzn3X9c3tf2lbDdy+cSMaRViqau5iQFMFF01KYnBbF+tImUqKtLMxPINRspNXmxBJiZH5uHAnhZkqyY/nzOwdZV9ZMpMXb1fCRDUfom+VhMijMfT4cGJUiMdLCl5fl8dL2GjYcamZZYSJbfKXzjjR38Zl5WUxMjqC120lKlBWDUtS1dbOsMBGtNe/vb+C9/Q1MSo70dxvslRBh5tJpqZQ12kiMMJMSZeGDA4287StVF2JU3HXOhH77pMeGUtXSTVOnw58bbjYZ2FXdzpr9DcSGhXDLolx2VrURExrCX9eU9tv/upJjL8adlxtLYVIE6YtyuHdtOSFG5c9/np0dy6ysGCpbunl0w14irSGcPyWFt3fXMz8/ju9cOBG3R/OzV3b364B57qQklkxI5KF1h1hSkIjFZEApRV1bD/UddpYVJPKFxXkovFVMhvrwJ8584yWwPrG2VkIIIU6Z7RWtbKloYWp69CnLF23qtPPVRzdT1uidGX1iYyX33VTirx5y/9pyKpq9+b97atp5alMF/502ddDjTU2LZmra8Zv47Ktt5/MPbsTu8pCfdLSmdpjZSJivNveBug6e2VxJhMXENXMyuXxGOhoob7QxPTOG/KRwnvjkMFuOtPmDaoDHNlQwKyuWvMRwHtlQwflTkrEFSEuJDTPz2flZgMLt8fDVR7bQ4GtkMj8vjrp2O7XtPcSHm7GGGDEZFWVNXUSHGrl8RhpOt4fYsBDqO+xcMSPdf1FifLiZ2LAQrpyZzvsHGwgNMbGkIJE/rt6PR8P5k5NZUZiABt7zVci4fHo6f1x90D+25CgLC/LiyYwPY3dNO2v2NTA9I5oF+fHYnW6mpkWxy5frfcm0VPbXd7KxvIXoUO8Fm5WtPeyu8aZNWEwGrpiZztoDjXx2fhb76jrJiA3l8Q0VXFOSwdzcOLoc3lzwssZO2nyz0G3dTmJCQ3hnb33AChtmkyI+3EyTzeGrd53DocYu/vZeGRmxoXzrgkLe2FXHovx4FhfE89QnlRxu6vLnSrd1O3l6UyWXTkultN7GtPRofv7a3n6NZQBW763nsumpnDc5xT/73avbGcmPL51K0mmqcy9OvfESWAshhAhAa83ag41Ut3azuCCB9JjTk7dZ1dLFLQ9+QpPNQZjZyItfXcyEpOG3Vh+uvbUd/qC61+bDLf7Auqq1m5mZMSRFWTEZFLZuF9UtXaSdZLWP9YeaqfRdsDctM5qVU5Ox2V3cvjSfdN+xH/q4nP+sOwJAlNXExJQoIiwmPjM/m7gwM7c9/Ak1bXZCBzTJsZgMNHfa2VfXwYVFKYSbjSwvSGT1vqONRsLNRubkxpGfGMG2iha+8qg3qAZwuD28f6CRq2amU93WTXKUlYc/Pky3041ScMeyfF7ZUcOlxan+Ji4TksL58rI8ShtsTEyJZGdVO2/squO8KUlorfn7e6X0dmZ/a08dd587AZNSmAyKa+dksP5QU7/xz8+L53lft8jUaCvLChN5b38DlS3dfG5BFnaXh5VTU7CGGLD1ONlY3sKMzBiy48P41weHWDk1xX+8JQUJPL+liglJEby7t4EOu4tPypvRGqpae3jblw8dG+bN576oOIW8xHCsIUbaexxcOycTg1IUpUWxs7rdNyYLkdYQLipOISbUjN3lprqtxx80lzbYeG5LFZdPT6O128FrO+qICjP3S3Xp5XB7yIkPw+ZwHRNUg3cWOjHSSrjZyDt7Vb/KIGFmowTV48x4CazVaA9ACCHOROvKmrjp/g14NFw6LZU/3zDrtDxua7eTJps30OtyuGn23Q62xAizv/pDr95A5Z29dZRkx7Cjqt0/U/iZeVlsONzMFX0C684ebz6sZZhdIL2Pe7RCx+o99fzxuulcPiODHqebN3bVcrC+A6fraD6A3aW5/t51eLQ3iP3hRZNZf6gFs9HA0sIEfyMSgJVTU/jtW/v9AZjFZOAz87JYaUpmZ1U7eYnhfGVFPvmJEdjsTp7aWBmwU+DmIy3Eh5upbeuh2+md8dYanthYwR3L8vzPNy3ayvSMGMoabIRbjHQ7XCRGWulyujEZDDR02P2t2nvtq+vEajJw3ZwMlPLmH/cqTI7kk0NHZ+Br2nr8DX2abA7sTk1SpIXYMBMOlwer2YhBQVqM1d+6vcnmICrURHu3C4PypmOUNnRywZQUXtzWG7BbiLQeDWMMyjvGV3fUclFxCs9tqeaCKcnMy41j05EWLixKYV5uHG6PprnLQXVbD+/uq6e1y8n8vDgmp/RPEaps6SbUbKLH5WF7VRspUVYyYkOPyRG3hhjJiA3FFqBD5JTUKCKsJu5bewiLycDVszJ4YmOFPwC/fLrkUo83YyawVkqFAlla630BVn/3dI9HCCHGgsZOh3+mcU9tB063J2idEIdSmBzJDy6azL/XlXPVzAymZxw/veKEHicliv+5soifvLibbqebS6al+mc771t7iGhrSL9Zxh1Vbawq8q53uj08/FE5f11TSnyEmZ9cVsSC/PhhPe6KSUn8/MoiNhzytgbvnSF/alMFr2yv4VCjjbzECD47P5vs+DAqmrvIjAtjaloULremxZeuoBTkxIdz6fRUXtpWg0HhvwCxl93lobbNzocHG7n73AKumJFGYpS38c2Behv1HXZ/Z0aDwv9+T0n1tkkfGAh2O9xsPtJGQVI4V89KJyY0hPs+LPevv2N5PhUtXdx1zgRW760jIyaMLyzJ5a9rSrG7PFxcnMrGw83EhHpzjPfXd7CyKJl1Zc0crO+kpctBUpSV6rYe/zF7K6UkRVowGCAnPowdVe24PZpPlaQzI9Nbjs9sNOBwe3hnbz0XF6eitSY+wkKExUSn3UVbt4Pbl+bR43QTaTERHRrC5dPTcHo8HGzwXgB4zqRE9vtKGRoNikabnaYOO2+21LG9so2VU5PZWN5CXuLRixfXlTUzOTWq32u/vDCRQw0dWMwm0qK9z2dBfjy7a9r9nSCnpkURbjZxz7ul3DgviyirCYfbw3mTk3G6NWnRVh74qNz/Pn5S3kJeQgSlDZ0syo9nZVHqsM43MXYoHej/FmcYpdSlwG8Bs9Y6Vyk1A/ip1vqy0R3ZsUpKSvTGjRuPv6EQQpwGzTY7f11TyvaKVu48t4AlBYmn7LE8Hk1bt5MwixGLyTsb2t7tZHd1Ow63hxmZMQFrAfdq6rQTbjZhPYHGGFUt3moL+YkR/g8OP3xuB2/trmNyapQ/F/grK/K569wCLCYja/bVc/MDn/iPkRhp4bW7l5DQZzZ6JA7WtfOrN/az/lATBUmRJEVaeHdfPe99ewXv7qljzYFGXveVv5uVFcOl09PYW9vBy9uqibSa+NbKiWw+3IJSij01HWw+cvQCv2tLMjl3chIX9EmRAFh7sIHHNxxhUnIke+s66XG6iQ0z02xz0N7j5HBTF9fNzeQf75Vhd3mwhhj40rI8qlt60ECP043d5fGnQFxUnMLG8hbqO+xYQwxcNycTtwdyEqxsr+yg2+Fm4+EWmm0ObpibyaMbKvxjuWpmOs9u8eZpXzAlmSabg5rWbubkxvFxaRP1HXYum55GlNXEO3vrqG6zc3FxKntrOyht6CTMbOSi4lRW76mjpcuJ0aBYVZTCJ4eauXxmGp3dTjodHv+MdUaMlatmpnOoyUZUqJkuhwunWxMdauKR9RVEWU0syI/HoBRTUqP43Vv7AVg5NZkjzV1kxIby1u6j6TVfWpqHBuo7eogJCyHSYmJ7VTv7azu4fGYa/3zfW8v7nElJRFiMpEaHsvZgI9sr28iIDaU4PZqitCiabA4e+vgwbo/mwqIU/3sOUJQWxaIJ3jb1yyYmkhQ5+mkgSqlNWuuS0R7HeDFWZqx/DMwF1gBorbcqpXJGcTxCCHFGcrk99Dg9RPj+RR4XbuG/Lp5yyh+3o9vJ/719gCc+OcLc3Hj++9LJxEdY+H8v7PTn2q6YmMhvPz2d+AGBq9aaxzYc4Wcv72FmVjS/uGoa2fHhgR5mUOkBcqa/tCyfpEgLFpOBi4tTSIq0smBCvD/oH9gtsKHDjq3HdcKB9XNbq6lr72FRfgIerUmIMDM1NRKjQbF8UhI/f22vf9vNR1r5wuI8/veVPbg83pJw931wyF8+75LiVDb7trWGGOhxurnzsS288NVFTPKlLLy8vZqNh5pJjwnj9d21xIRaWHuwEaXg84ty+NfacgDu++AQty/JY19dBxOTI/nzO6X++tlmo4HPL84BvM1sOntc1HfYiQ0LYUlBInUddqKsJuraHeTGh/Ondw7g0d6qIU5P/4m5+o4erpyZhsVowAMUpUXyYWkTr++sxe7yMCk5nPgIM+tKm0iJDmVVcSobDrVQ6ptp7nK4eXpTJdfOzsASYiAnPpxPDrcwNy+ODw40UtXSzfSMGP/jVbb2YDUb6bS7eWXHEaJCQ7hiRjqdDicrJiaSmxBOuMXEgx+WE2k1oZQ3FcYaYiQ2zExDh4Pr52byxCcVFKVHs62ylY/7XER6+Yw01h5o4HurJrOvto0vL8ujqrWHmFATIUYDf3uvFK29+fPF6dG8trOW13bWcvWsdCwmA10ON7ur2zl/SjJv76kjPszM91ZNYvEp/HArRt9YCaxdWus2pSSVWgghBrO/roP/eXk3u2vauW1JHrcsyj2mWcmp8t6BBu7/0Duj9+6+emZmxTAtI9ofVHuXN/BxWROXDKjR29Bh58cv7sbh9vBRaTMfHGgccWDdV3mjjdV76+nscbIgP565uYHTO6ZlxJAQYabRd9Hf5dPTSD6JC8lq23pwubW/KYvJoPjRJZNJiLDgcLmZnBrFel/usTXEgFt7fHnBmtAQY7889KgwE5dMS8Hp9lavsJq97+Pemg4mpUTx8rYqvv7kNpxub0vsO5ZPYG+tt2uk1t4884uKU9AazEbFh6WNRIeFUNHS5Q+qwXvhncPl5uvnFdDW7fSXz1tWmMTzW6v82101M50el43vrJzIlopWlFK43f0D6/gIiz+vOcxs4oGPDjMtI4YVk5LQGialRAyoHGJlR1Vbv2PEhIVgtRh56KPDpERZmZUVQ1y4mT013g8cabGh/pz6S6alUlrfybu+hi2tXU4e/Kicu88tYH9NJ+dMTKDHpZmbF0dZQyeX+GbH99Z0+HPaD9R18N2VE6lq7eZh34WmvXZWtXLj/Bye31pFWoyVWZlW7E43VrOJe9496M+TLkiO9L+vAB+XNpGXGM7OqnaONHfR7XBzxfQ0vrw8j8KUU5MSJc4cYyWw3qmUugEwKqUKgLuAj0Z5TEIIMWrsTje7qtswGQ0UpUVT19HDfR+U8b6vgcYvXtvr/bfzaZod63uhHoDD5fHX/+037gDLwixGpqZH+YO6tOgTD25buxzc9dgWtvsCtr+8e5DHbptPSc6x5f4KkyN56Na5fFzaRFKkhWnp0cNKQ3F7tL9Odl8p0Vae2Xw0GHV5vDPxn5qdQbglhJ9cPpX71x5CaYiNMNPUYeeXVxfzq9f30uN086nZ6Ryo6yTcYiI+zEKX3cPL273Hs5gMLJqQQHZ8GJ09Ln7zxtGLG+0uDy9vr+ZTs9N5bWcdRoO3Gkpvd8OrZqZTkhPLvz8+zLJC7/mgFMSEhtDa7aSm3UFtuwOLyXsh5dbKVroc/S/Ee21nLZ+a5R3fG7u8aSPx4WaumpkOypsGZA0xcOHUZKZlRPP6zlpumJtFeZMNh9v7etW19/Q7ZlVrN1lxoRxpPnrh5YyMGB7zVSqpbe/B5dHUtB7d7/ktVVw3N5MoawixYSbuW9u/vjd4u2Bur2pjXl4cr+2oodK3f36ii8/Oz+TP7xytZ21zuNlS0XrM7DtAcXoMH5U2MiklkqQoK49trKC1y8l3L5zENSUZPP5JJbOzY5mQGE6ExeRPN5qSFt0vjaeh006E1SRB9VlirATWdwI/BOzAY8AbwM9GdURCCDFKepxufvfGPu5d650h/sVVRWyvbKe+o3/ljZ4AQeypsrgggQumJPHm7nryE8O5qDiVRF+w2hvk5sSHMS/32AD3SFMXty3O5XBzFwXJkSwbZsfDXp12J89uruKlbdXMz4v3Px6A0635qLQpYGAN3rrVTTYHdz++BbvTw28/PZ2LigNfUOZ0e3jgw3IeXX+YG+Zlc8uinH4XgpoDXBR6oN5Gh92NUoqdVe1EWkMIDTHwxCeVNHTauXJmGhOTI2no6OGxDRUUJkfwqm/G+5aFOYB3Fjc/MYJLpqUwIzOG5i6HP43FbDRw6fRUbHY37d0urpuTSU5CGPv6dGTsdrh5dH0F3U4PlhAjadFW5ufHU9HcRW5COBNTIvnZy96ujp+alcE3zy+gpq1/msyklAjuPr+QF7dW8Ywvj7rJ5uDZLVXcsjCLmDCL/+LG1XvruXlhDs9sriQzLoxmm4PSBhsXFffPD99R1cY3zivkL+8e9H/gigkNoSQnlo9KmzAZFNYQI4kRR1uv210e2ruchBgUpfUd5CSEUZAcQWiIkcNNXeyr60DjDeQdLu0PqgGy4sJ4eN0RzpmUxNO+LpOfnp3B+wcamJ937H81QowGCpMjeXFbDQCXTEtle2UN33pqO898eSETU6LYVtnKExsrmZUVy93nTiA+3EJBUgS7qo+egxOTI/nMvOyA55QYf8ZEYK217sIbWP9QKWUEwrXWPcfZTQghxhWtNUopDtR1+INqgIc+LMelNUVpMcSEhdDa5eTKmekjasrS0uXg5W01NNnsLClIZHZ27IjGlhhp5f+unUFNWw9x4Wbiwr15yn/77CzWHmjE7dEsnJBAxoBc6Pf21fPYhgpMRsXOylb+euPsgLPBQ3l5ew3/74VdAP78bYOCq2dl0NrtvQjO49EYAhzX49H85vV9tNi81SG+/+wOFubHExNmPmbbvbXt/NzXVvznr+5hYX4cRekx/vUzs459zS6dlorRoPnz6gPc+8Ehf1nAy6an8eK2aj4ubebWxTmsK2tmxaRInttydMa7vcfJeZOT6Ha62VPTwYcHmyhKj6EwOZLPL8nlT6sPcuWsdDp7nGg07+5roCApgp1V7XQ53CzMj8ejNXPzYnl9dy0GBW/truWO5RP47ZveC/k+KW/x51gDPL25klVFyTTbnCwrTOBwUxcFyRHctiSfhAgLV85MZ2dVOy9uq8ajNUsLE0mJDuN3b+7H4Ws36HRr7v+wnFsXZfPUpiqSIi1cNj2NZpuDT83O4KVt1URYTHx2QTZtXQ5+dPFkPiptAgWbKlq4uDiVwpQIQk0m2rsd3v2npXKoqYup6VEo7X2MqDAzc3Pj+euaUppsDkqyY7liZir7aju9F092Hg0TDMpbmaSswUZjh52VU1PQWhMTbsJmd/PJoWa+uDSP13bW0t7jZMXEJEKMim7n0fey9+zpdrqxu9zcsiiX37zhzZvffKSFb5xf4M+ffuEri9ha0YrRoJiZFeP/eRDj35gIrJVSjwJfAtzAJiBaKfV7rfVvRndkQghx6nXanTz4YTkvba9hbk4sl89I95dXA2jucvDN8yfy/ed2sLgggStmpLOyKIVw8/B/xd+/tsz/L/L71x7i6S8vpDB56JbeA4VbQpiQ1L/qR3pMGNfOyQq4fXu3k7+8e5BPyltQypuysK6smSnD6HzY11ZfCgnAxvJmLipOocvu5pUdNXQ53Ly1u46F+fEBA1+DQREbdnTM0dYQtle0UpQeTVyfixirWrpA48/JTogwEzsg+F6QH8/PLp/Kr1/fR4fdxXmTk/jKigm8v6+R0gZbv1rbdpe3rvSnS9L5/Vv76XF6MACfLsngr++WkhhhYU52LLtr2/m4tJlmm4NnNlcRGmLk0yWZJIR724vb7G6e8KV8zMmJJdJqoqKlm/f2NxATFoJBKZYXJvKlpXkopQgNMfabzQb8F3MCFKdHcaDeRnmjjduW5tHa5eRQYxcO33hjwy3cee4EYsLMVLR0UdfWzcH6Tn9Q3cvt0Rxu6qa1y0lrl5P9dZ3csTyP5zZXsSA/nm6Hm7+uOcg3zp/I3tp2JqVEsL68laK0aN7b10CX083MzFjKm2y09bhYWpBAbHg7zTYHLo/mw4ONtPe4/NVHADYebmFV0RSirWZsdhex4WaiQ020dbuwhhj9dabbe1z+Sh1Xz0rnC0tySY+x8oPndlKYHMlFxancv/YQmXGhLMpP4OYF2bT1uPi41NsEZ0ZmNFlx3g+In5mXTUKEhaRIS79Z76Qo6zEVXMTZYUwE1sAUrXW7UuozwKt461ZvAiSwFkKMe2/srPPPMO6r7SAp0spvPzWNH7+0m3CzkV9ePY0lBQlMz4pBoZiYMvyAWGvNG7tqeW9fo39Ze4+LiuauEQfWI1XT1s0n5S2+cUBHj4v4iGNnio8nL+HohY6NnQ6ONNn4r0umsOvRNrocbkwGNWTt7m+vnOi9eLDLQUZsGJ974BNKcmL5y/WzCA0xcu8HZdz7QRluj+Yb5xcSZjYyOzvOX4lkZ3Ubhxtt5CVE8NkFOVwwNZmOHhfZ8eGEGA28vaeOtm4n+Yne+sVx4WYmJEWQERtKc6cDrWHRhHi2VbXxYWkTd59XQJfdxfee28mSggTSY0NZOTWFLoeLj8ua+M/6I1wyLZX2Lge7azvITQinOD0al8fDpJQIijOiyYoL5dENFRSlRVHf0cP9Hx5mckokdpcHh9vjbcPdYGNubixlDZ187dwCXG5vvvHumhauK8nkQF0H2yq9KQ0/f3Uv/3URJMeEkp8YQbfDRXF6FHNyYtlZ1XZMkx6D4pj/EBxq7KKm3U6YpYvJqVEsL0yiscPOu3vrmZQWjdvtYU5OLK/trOWy6Wn+iycLkiP4wXM7cXk0n1+YTUuPi9nZccSGh+Bya/9j5yaEs7umjbp2O2sPNhJlNXHH8nyONHfR1u2kICmStQcb+41pdnYsN8zLxu3RRIeaeWNXLU6XG4fbQ2mDjYrmbubmxvnSm1JIjLSwqijV/5+RtJhQblmUO+JzVoxfYyWwDlFKhQBXAH/RWjuVUmd+AW4hhAiCxs7+mW+Hm23ceW4BKyYlYTIY/KX1Jg3oHDcc2yrauPOxLawqSvXnJidGmMlLCH778YGSo6yUZMey8bA3uJ6eEc35vkYr4K1ysq2ilaRIK4sLEvwpIlprXt9VS1VrFyEGA4smxHPjvCwe+8Sbo3zj/BzQ8IdrZ7LpSDNF6dEUpQ8+C16cEcN1czP5zjM7/IH+xvIWPixtxO5085d3j1ay+PUb+/jhRZMp9jW8+bi0kVse/IQep4cws5EHbpnDvNx4kvu8FTMyY/j1G/uYmRnL5xfncqCug3veLSUt2kpilIUb52cTYlB8eNA7I7qvtp2Xt3tnVD840MgFU5J5bMMRVk5N8VfHeGt3HauKUliYbyYqNIT6djtJkWZ21XTy2IYjTM+I5n8un4rT7WH9oRY+vyiH2o4eYkPNPLLhCA0ddhIjLbg93mY1f3znALcszCE3IYLijBie3FjRr5pKTFgIv31rPzur2vnpFVNxejys2ddAuNnIzMxYrpqVztObKvFo74WRl05P490+LdgBPFoTZTUxISmCl7d785aNBsV1czJ5ZP0Rrp+bSXiIgfzECHp8nSJDQ4zUtHovYpyVFcMbe+r9XSYjLd461V87r4Buh5uGTjutXU5/8Nze46Kh0+6vtX3H8jDuXJHP/R+WYw0xcvvSPK6eneEfxwVTU7hgagq1bd28sK2axk4HDreHtQcb2VbZyit3LiEr/tiyjkL0NVYC678D5cA24H2lVDbQPqojEkKI06QkJ44ws5EuhxulYLnv4r5AecAjtb+uA6dbs72ylUumpZIYYSE91npaAoiYMDN/uG4GGw41kxhhYdGEBP8s54H6Dj5333pqfa2yf/fp6f4gaHtlK5vKm9lW2cYn5S1MTI7k/ptLuGxGGr94dQ///eIuLp+Rzlu7a7moOJVbFgbONe+bd91pd9MwoEOhw9cpb6D1ZY3ctjQPgK0VrazwvR95CeG8sr2G6pZuzp+ajNOlCTUb0VpzzewM9tR20GV3Ud5kQylYVZxKQ0cPu2vaub4kg6+dV8BrO2tZVZTK7uoOyhptZMSG0tbtpLnLQaTVRHy42ZtPnBPLxvJm5ufH8x9fmbjZWTEc8QWd2yrbuKg4lUfWH+FIcxeXz0jjzV11xISamZMdy4byFtAwISmCf/v231DezPSMaNaVNRMaYqK1y8HFxam+GWEPRoOFzUda+dHzO/nNp6bx4tYazpuSRKfDxWs7armoKJWsuDA67E5e3FZDe3f/yiIWk5GJKf1L07k92v+6N3bYeX5bDZdMS6Wmzfs87C430b6mQgkR3sfv1WF3MS0jmvgIM+dMTPZVxjlEQVIEB+o7UQpSoqz+Ge2kqFBuXpjDzYtyMRrUoD8/KdGh3POZWfz+zf2sP9TM7KwYvnF+oQTVYljO+MBaKWUA6rTW6X2WHQFWjN6ohBDi9JmdHccTt89nT00HGbGhw267PRy9wUJ5kzf1Y/XeeipburA7Nbcvyzvl7c8zYsOOuaARYFdVuz+oBli9p84fWNtd3uoWvUHvvroOypu6eG9/A1sq2piWEc37+xto6XLyyPojXDUrndl9LuR0uT088UkFD35cTkFSBF87r5A5ObFMTI5gn68VdlqMlfm58VS1dNPXZdPTaLLZ+e8XdvLZBVm8vbuOTUdaubg4lX+tPYTd5eHdffVsOtLC81uqyUsMZ3pGNE9srCQ9JpS1pY1MTongtiV5/Gn1AVq7ndy8MJd5+fFcNjODu88toLq1mztW5LPhUDM1bT18cKCRC6cm8+yWKublxpGbGE63w01KlJXKPqXqdtW088WleTz88WHm5sbhcrs50twFQHVLN5HWEJIiLdwwP5OF+fHe1A0NK6emsKOylSUFifzrgzKcbs0VM9KpbOmiy+HCaFC8vaeecycnYTQcbfmdFOlNh3hhazVz8+JwuD18eLCReXlxtPW96s+ns8fBssIEbHaXv5U44D/HkqOsrN9WzabDrXx/VSE/uGgSZQ02ZmbGsCA/jsNN3ttbfC3qM2JDKUqLZvkk7web5Ggrv7i6mHWlTeyuaSc7PoyLilKZkRVLW5fT/3PTm8axt7Ydm93FhMRIosP6XxswLzeeh2+dS6PNQVxYCKEjuF5BnN3O+DNFa+1RSn0VeLLPMg24Bt9LCCHGl+KMGIr7dJ0LlllZsXz3wkn8/q19KIU/EPvNm/tYNimRIt+FhL0VSU6l3dVtVLV2MyU1ipRoKwYFvWm7BX3yvWdmxVLZ0s2ywkTe29/ArMwYJiRF8M4eb+rB4aYu5ufFU7urlmnpUSSEW7DZXYRbvH/yPi5r4ofP7wTgQJ13ZvOeG2Zz700lrD3QiMujWTQhgVxf2cDS+g7c2ltXubHTzkelTXx4sIlwi4nyJu/rFRZi9DVC0cSEhvhnkbdXtmExGVg5NQmtFSaDwq01/3y/jEumpzI7K46Xt1Vx9d8+5udXFrMgP56fv7qHV3bU8qWl+bR3O1lVlAJozp+chEfDPe96LzI1GuDzi/JY55sBNipFeaONP143g8mpkfz5nYN8Zl4We2raWZAfT2y4mWWFieyp7uAfvvbc509OJj8pnPr2bj462EhmbBhljTae31pFcVoUoWajvwGLxWTA7fE2pCnOiOHGBdk8uv4IuQnhhJkNZMdFsLe2ndd31XLH8nyabXZe2V5Lh93FrKwYijJieX1nHT+6ZDI/eWkPZQ025ubGcbjZRkZMKJ+Zn83Xzy/E5dYk+2qZ17f38L1ntrP2YBM/vHgSIQZFemwoTrcHt0fz5Uc289wdC5mU6s29CTObOGdyMuf0SSmaE6DU4vNbqvjmU9twezTnTkrkF1dPO6a9uCXESHpMqP9+s82Ow6VJOYk662L8O+MDa5+3lFLfAp4AbL0LtdbNg+8ihBDieMwmA19ens8FU5N5cWu1v/mHxWQgLMRIWUMnv31zPxXNXXz3wolBa8fscLkx96lGsa6siZsf2ECP08PklEju/VwJf75+Fu/tryczLoxrSjL92+6obOO5LVWkRFr4242zmJcbR1y4hfOnJvOf9Ydp63ayu6aN76+ayITECK67dx0AP7+qmBUTk2jrcnDptFQcbg8tXU7K6m14PJqsuHBumNe/46NGs6Wildp2O1fNTMMSYvSWhgMqW7pZWpjIBwcaUAb8lSaum5PR7xgdPU7So608v62Gcycncbipi4qWbtbsa6Sp04nFbGJebhz/er+U9Bgrr/iqfPxrbRnnTk4mPdpKcUYMFc1d/O6t/f7juj2QmxDGp2an097twmwy8NL2GnZUtfPCVxdx3ZxM3t3bwJp99fzpnYPkJ4RjUNDU6WDl1GTe2FVHRUsXpQ2dFCRH8sauWi6YkszUtCgUMDElkjX7G4iwmFg8IZ7mTgfXzcnEYICmTjvnTEykudOOy+PB5aFfLvpf15Ry6bRUPl2SQVKEmW6nmwc/OsQ9N8xiQX4iz94Ry6EGG3trvXWn5+XGkxl37H8u9tZ28I4vsH9yYyX/75IpXPvPdf22qWzp9gfWw9HYaecHz+3wV9VZvbeBD/Y3+v8jEkh5o43PP/QJNW09/OumEhbmJwz78cTZZawE1rf6vn+lzzIN5J3MQZVSFwJ/BIzAv7TWvxywXvnWXwR0ATdrrTefzGMKIcSZKD8xghvmZuHRmtL6Tq6enUFeYgR/Xn2AV3d4LzT70Qs7ef3upVhCjt+dcDBHmrr4/dv72FjewrVzMvnC4lxCzSY2lrfQ4/SWbNtT28H+ug4unpbKxdP6N2vRWvObN/bxcZk3uLW7NKuKvNvMz4vnuTsWsrWileQoK5NSIln5hw/o9JVZ+9rjW3jnm8vJiAvj7T31dDvdnD8lmatnpQescQ2woazZn5Ly7JZqvnvhRC4sSsFsNPjTHmZlxfLkxkr/PoebuylMjmB/XScGBSsmJfGP98oAWL2nngumJHOwvpPi9Ghe3OZt+W5Q8PXzCokJM5MUZaG+3Y7L463Y8tPLpnDZ9DTWH2rqV2bRbDSQmxjOf/vawafHhBIdGkJdew8Ot4cpaTHkJ0YyJTWKDeXN7Khq53XfB6fi9CimpkVRlB7NkxsruGx6KpGWDOwuF3aXm03lrZw7OYnPL84lw3fcdYea+c4z29Eaqlt66HS4yI4Lo6q129/RsS+H28Oj64/wvQsnUdtu52eXF7HAF5CGmU1MTY9m6hAXlQLkJ4UzLT2a/fUd3Dg/G3OIgbRoC9W+BjaRVtOIc5+11v3augP9KpoEUtbQSWmDd15vZ1WbBNZiUGMisNZaB72Wja/RzD3A+UAl8IlS6kWt9e4+m60CCnxf84C/+b4LIcS4kxxt5ZsXTOy3LMxy9M9EYoR1xM1bBnpmcyXPb/EGk797cz8TEiNYVZxKXuLRmeIIi5H02NCA+yul6DsENSAFfEpatL8Odk1bt79eNECP04PLo4kPt2DyHSQp0sKnZntnw7vsLipauogPt5Dgyx/OSQhHKW85wIKkCFKjreyqbsfu8jZgmZ0Ti9loYPXeen+w9nFpE59fnMuSCYm0dTvosruJsJho73GRGGHG6Xb7xnN0bB4N8RFm4iMs/Orqafzg2R3Utvfw6dnpxIZZWPmH95mTE8efr5tBZWs3bd1OlhUmMjc3nlsX51DWYKOuvYfo0HCWFiQQ72tIYgkxsmJyMgcaOtl4uNmfXlPbZueakgz+/n4Z501KYvWeBkobO1lemMjemg7Om5rMN5/ajsuj+a+LJ9PU2cOG8lay48Iob+oiKjSEULPR38LdbDL4mxP1MhoUq4pT+d/X9uB0ax78+DAuj+aqWYPPDA+UHhPGg7fM4cPSRr7+xDbCzEb+cO0M3tvfgNOjuagohR2VbdS0drOkIHHQD0h9JUZa+X+XTOG/XtiJ1t7630sKhr5uYWZ2LF9enk9jh50Vk0bWGVScXcZEYK2UCgO+AWRprW9XShUAE7XWL5/EYecCB7XWZb7HeBy4HOgbWF8OPOzL6V6nlIpRSqVqrWtO4nGFEGLMuHJGGm6Ph5YuB5dNS2dDeTNWk5FZI+zM2KvF1r/teluPNxC7YEoyf7txFkeabMzOjmPiEKUDv71yEtZ3DmA2Gbh9ifcfl1p7UzZ2VLaRGGlhQV48qdGh/M8VxXz/2e0opfifK4pIjvLmxz5861w+OdzsnxVeWpjAT1/aw5MbK8hNCOeO5fksLUhk+cRE7rlhFluPtBBiVGyraPOXikuMMPPtlRPJig+no8fFr9/Yh9ujubg4lZe3V+P2aG5bnMtzW6pZkJ+A1t5W21GhIRgNiuQoq38GOjHS4u92uWJiEq/etZi2bm9d7/N+/x517XYO1HfSZLNzsL6TG+dnE+a7oO72pfk8vuEI2yrbqG/vCZhSMSU1ioX5CcSEhbC+rJkVkxJ58KNy4sPNhFtM7Kj25qe/urOWWxfm0GF3ce7kJKKtITz4UTmTUyPZdLiF+XlxrJqawqu7ailKiybE6L2YsSAxAu2BD3yl7hbkx1Pd2k1smMV/sSPAP98r45Jpqf3SgI4nLsJCi82Jy6Np73Hh0fCTy4sA+H8v7OThjw8D8OAtc/wVc47n+rlZTEmLoqPHxaTUyGPyqweKDTPz3QsnDXvM4uw1JgJr4AG8DWEW+u5XAk8BJxNYpwMVfe5XcuxsdKBt0gEJrIUQfpUtXWyvbCM7PoypI+wa2GtXdRtrDzSQHhvGBVNSMJuCX43D7nRT295DXJiZyNCQ4++AN6i5fWk+AM9uruQbT27DaFA8eMsclpxAvvXKomSe2lRJt9PN5JRI5vtqJZuMBn9Kx2Ccbg/v7KmnsrWbb62cyOQ+ebUvba/m7se3on0x3LmTkvjNp6dz7ZxM5ubGofDOPvfKTQzn9n9vpKHTgdGg+OtnZvLkRu+v+0ONNt7aXceOqjZ+dMkUXtpWzWs7awkzG5mZFeM/RkOnA5vDO+t84dRktlW04vJo1pU10WRz8LkF2TTYHOyt62Bv3dFuh1FWE9fMzqDJ5mBVUQphZiPXlmQyMSUKh6+qSH17DzOyYsiIDWVKahR17Q2EGBVGg6K0wcbzW6r4z7pyfnZ5MSnRVv70zgF6nB6umpkWML1i7cFG3tnrDZ7/eN0MCpIiWJgXT3y4mcc3Hv0zp5R35vz+j8q5alY67+5voDApwt9lcl1ZM3XtdqZnxBAdauIP187AZDQwNS2Kux/fwoVF3m6DOyrbqGvv4ZwBs7vRod5ukCN1wdQUWrsdRFhMzM8/ejHi/j6va327PdCuARkMKmAnTiFO1lgJrPO11tcqpa4H0Fp3q5O/PD3Q/gOTrIazDUqp24HbAbKyArfuFUKMT23dTr72xFY2lrcQbjby5JcWjDi4rm/v4Uv/3kSFr7TbX26YySXT0oI6zvZuJz97eTdPbapkVlYMv792Bjnx4cffsY8KX8UQt0f7m3SM1KIJibzwlYXUtduZkBRBakzglI9AXt9Zy52PbQG8KRxPf3kBWXHhtHQ5+OWre/1BNcDqvfWsK2viouJUchOOfZ69M8cNnQ5CjIrwEBORVhMWk4E5OXFMSIpgR2UblS1dvOa7KLHL4SY9JgyTwTvTfU1JJtm+2eHshAiunp3B/766h+YuB5dOT+PWRbl89v71xzx2e4+L86cmc+uDG/3LrpzhrSj79KYKfvCct2JJlNXEo7fNZ/nEJEKMBhIjvdVNVk5NIdxiJDYshHf21XFtydG/O8lR1oDlC6dnxmA0KGZkxrAgL56kKOvR1vFK8f7+RppsDm6Ym+WtcQ109rho6LDT0GHnjuX5/mNZTAa09nBRcao/Zxrg+6sm8+2ntnOoyZuLnBhh5tLpaeysaqO6rYdws5E7VuRjOoESjinRVu46t/CY5XefW4jTvZfC5EiWTQzOhbVCnIyxElg7lFKh+IJapVQ+MPyPpoFVApl97mcA1SewDVrrfwL/BCgpKZGOkEKcRZptDjb6AhGbw83hpq4RB9bNNoc/qAaoaunqt77edzFaoIBpuDYfaeGpTZW+2628u7d+xK2YL5qWSm27nUir0d8UJZBPypupbethaUHiMfWBAQpToihMOXq/ormLpzdV0uV0cdWMDCanBU4DKW3o9N+u77BT09ZDVlw4HT1Oqtt6jtm+qbP/n4nGTjvt3U4y48KItIbw/VWTeHZzFSajgV+8tof/u2Y62yrb+PM7B4mymvjDdTOIsIYQHx5Ck82bsvLC1iq+uCyPxRMSKM6I7peDfu7kZOblxtPW7fSXC5yQGEFFc/8PIZlxoYSajHx5eS5/W3OIebmx5CV5O12+savWv117j4udVW1Eh4bw1p46Lp2WxovbqokODWHhhHieXVtFWrSVFYVJPHTLXMqbbCwrDPy+rCpK5d1vReFwe9hX24FH4y8bNy8vnpfvXExrt5Os+DD++u5B3tvfgDXEyKSUSGZlxXD17HTMJgP76zpo6nTw0vZaXttZx28/PZ0rZno/FJTkxPHcVxayvbINt0dTlB5FYqSV+XlxHKjrJCMujKwAaSonY0F+PM98eVFQjynEyRgrgfWPgdeBTKXUI8Ai4OaTPOYnQIFSKheoAq4DbhiwzYvAV3351/OANsmvFkL0lRZj5falefzz/TLm5MQyLWPkqSA5CeHcuiiH+z8sJyMmlIUTjs68vb+/ga88upkuh5ufX1nMtXMyhzjS4CIsJv9FeIC/m91IFCRF8ouriofcZm9NOzf+az12l4cfXTyZzy85fvGm/6w7zD/e91bN2FnVzn8+Py/gRZJzcuKwmAzYXR7m5saS77vgMS06lAunpvB6n6DUoOjXxnxvTTtffmQThxq7+PYFE/nS8ny2VLTx6s6j+9S02f2P297jwmIykhhh4WdXFPONJ7fS4/QQG25mxaQkSnwNZ8oaOnl5ew1x4WaumJlGhDXE32Ie4IZ5WazZ3+B/3TPjvE1Nrv/Xem6cn8Wjn59Lk83Ogbp2OnucTE6NYsuRVmZmxdLW7SQpysKMzBhWTUmm0fdBISHCwv5a74eM6rYe/r3uCMsmJnL93KH/Y2oxGfnSvzexu6aD2dmx3PvZ2cT5mqWkxoT6/3tw88IcokNDaLE5+cKSXKb56qd/7bxI/vruQX79xj7AW0njh8/tYEnh0YslY8LMLB1QISQx0kricXKYhRgvxkRgrbV+Uym1CZiPNz3jbq1140ke0+VrPPMG3nJ792utdymlvuRb/3fgVbyl9g7iLbd3y8k8phBi/LGYjHzzgkKun5tFfLiZqBEGrGUNnTy7uYqEcDOPfmEe+YkR/uYYAH9bU0pHj7dc3I+e38nyiYn+C/BGYnZ2LH+4dgZr9jUwNS2KC6Ymc6ihkz+/e5CObhd3nTeB4vSYER93IA14fFGkSw/vH3hNtqMzy1UtXbjcHoyGYy9uWzQhgWfvWEhtWw9F6dEkRHhfB5PRwDcuKEQpeG1nLekxVr63anK/HNqPS5s41Oj9T8Dv3trHVbPTibL2/xMYFeqt1+z2aFKirP6LCS8qTmVKahQ1rd1MSIkk0ReMutwe/vLOAZ71VTkJNxu5ckDFi/MmJ3P/TXN4eXs1de09XD4jnW8/vR2A/6w7gq3HhTnEyPNbqrC7PPz4sslcPiONJzdWkhhpYX1ZE90OD//vsik88Ukl68qaKGvs5OvnFfD+/kay4sP46GATHxxoYHlh4pCpNVUtXeyu8eYkbzrcQm27ndhwM7tr2ilvsJGdEM7UNO8sc29efV87q9po7rJzwZRkrCFG3t1bj9PjwePRvLu3nr+uOUiE1cSdKyYwKztwG3khxrsxEVgrpV4EHgNe1Frbjrf9cGmtX8UbPPdd9vc+tzX9a2cLIcQxLCZjwDze4fjz6oM8t9VbsuzCohT+fuPsfutT+gTR8RFmLCd4UaNSistnpHO5L5cX4D+7DvOsr1xaemxoUALryalRPHTLXGrauoddluz6udlsOdJGa5eD/7506pB1sqemRftTbWrbenjgw0M0dzm4eWEOf75+JtVtPURZTcT4Lrbrld2nbN6cnDiirCYun5HO4eYuPjjQwBUz0jl3chIRlpBjSg6C978KOQPe4xe3VvUrL9flcA/cDaUUKyYl+V+LHoeb7ZWt/HvdEa4pyaDZ5mBbaRN2l7eG946Kdp7Z4n1PKlu6eW1nHR+WNvGDiyZz3ZxM6jvsNNscHG7q4lCjja2+CyYNCnp8xxhMfmIkl05P46Vt1Vw3J5PshDCe2VTJd57Zjkd7Z/l/flUx180JPPNd0dzF2gNN7K3tQCm4fHo60zOieWt3HRsONbOzqp1upzcd6oWvLCLSOvL/iggx1o2JwBr4HXAt8Eul1Aa8HRhf1lofm1QnhBBjyOHmo3MFhxu9HQD71uL98op8wsxG2nqc3LQw55iA8WT0/fd8MNs0L5wwsuYZs7NjefGrC3F7GNGM/9u7a/0pJGEhRn5yedGgObwrJiby8C1zqW7rYWF+POGWEMItIfz8ymKcLg8hI/zAUtFs44VtNSRFWvj07AzsLk+/9te9DjfZaO9xUpAUiTXEiNVs5IcXT+H2pfkcabLx+7cPoPvM7IcPmEVv7XKQHhPKhkPNzM+Np6zRxselTVw5M52WLoe/5fuN87PJOU6jlOiwEH51dTHfuqCQ5EgrzV0O/ufVPaTFhNLQYcfu8vCTF3ezKD8hYMm+6NAQ9tZ6Z7y1hhCjwu5y85OXd2NQ3g+Gr+6o5UhTFza7WwJrcVYaE4G11vo94D1fU5dzgNuA+4Hh9zAVQogz0F3nFnDno1vwaM23Vk48psFFYXIk/zsgr7nF5qC+o4fESAtxvtzWE3HxtFRCzUZ6nG7OnZQ8on23Hmlhd007WXHhzM2NO+nygOGWkQdhseFHP2QkRg79OiilWBKgOyAw4qAa4OOyZt7b7221PTUtivZuJ7csyum3zdqDDdz+8Ca6HG6+tCyPr59fiMVkxBpiJDMujPSYUG7tcnKwoZN73i3F4faQlxDO9XMyae128kl5MwvzE1i9p45lhQkYDIovLM5lY3kzb+yq5eLiVBIizEzLiGH5pCSGUywrzGwiO977p7+poYcVE5PYV9tBcXo0pQ2d7K/rpLHTHjCwnpYZzQVTknlzdx2hIUbm58VT1ujN9e6b9PPFpXnHfT8Gcns0T2+q4JF1R5iaFsWXl08YcUdFIc4EYyKwBvBVBbkU78z1LOCh0R2REEKcvOUTk3j328vRWvtnkG0OF1uPtKIUzMqMxWo+mhqxt7adbzyxjd017RQmR/B/18444drZ1hAjFxUPXTs6kDd31fLlRzb7Ow3++NIp3DzCCiMj1dDRg0fTL7/8/Ckp/OPGWXTYXZwz4IOB21dPutPuYmFe/LDrdg9XapTVn1qSFRvGJctSj6mL/MbOOn96yN/fK+NTszOZ4Kv+4fZo3t9fT3OXg3CLiaWFCRiUt0b1k5sqvc1lluTy/NZqlML/oeDcyck8/5VF7KnpICM2lFlZsf0+1JQ1dOLRmglJkcd9DrVtdp7zpZ3srmnn4uJUfyWTQCIsIfz6U9O4qbodBfz4xV0YjYpVRSkkRJiJCQ3hn5+dzdKCxBF36PykvJnvPrMDgB3VbSRFWfj6+cem5AhxphsTgbVS6gm8VTlex9uGfI3WeuhkMiGEGCMSIo7O7nXZXfz81T08sv4IALctyeWbF0zE6ss7fm5zFbtr2gHYX9fJUxsrmXrZiQXWJ+rhj8v9QTV4W5NfMj2t3/MIpg8PNnLHI5uwuzz85fpZnDfFG0SbTQZWDtJU5pXt1dz1+FYAbl+axw8umnxSY/joYCMflzURF27m0mlpLC5I4D+fn0dDRw+LJiQErHqRFmPtdzs69Oif3Dd21XLHI5sBb+58cVo0a/bXc8GUZP9rW9XazWUzUrm4KK3fh6e+eeZ9bTrczI3/2oDbo3ngljksOk5KTt/3ELx1s3959bR+H0Iqmrt4bMMR6ju8F14uKUhk0YQEvv/sdvbXe2er99QcbdLylxtm9vsgOFxt3d6OnFlxYczKimV3TQfry5qYlzd0q3EhzjRjIrDG23nxBq31sVeGCCHEOLK7pt0fVAPc+8EhLpueRrGv5JnN7uq3fYfdyekWqHPeyXbsGspzWypp6/Y+73+8X+oPrIeyx/fhA7wz7N9ZOfGEGpOAtwb4LQ9+4r/AsKyhk59dUXzcwPXakkzMRgONnQ5WTk3pF3zvqT46vqZOB1nxYVhMBorTo9hT206rzcm1czIHrUsdSHlTF91O75/JQ422445vQV4C15Rk8szmSpZMSOCOFROOSQF58KNy7lt7CIBXttfy6l2LibCa/Be9DrS1ovWEmhvNyoplSUEC4RYTz/su5q1v7+G5OxYdkx4lxJlsTATWWuvXlVILlVI59Bmz1vrh0RuVEEIEX8iA4E8p+gWEK4tSeGpTJXaXB7PRwCXFIw9iNh1u4c1dtYRbTFxcnEp5k422bifLChOJH8as82cXZPNhaZN/xvPbKycOa78T4XB5mJQSxcqpbt7dW8/UQZrHDLQwP4EHPiqnx+nhlkU5JxxUAxyo6/AH1QCv76zje6smE24Z+k9oXIRl0Dre0zKi/akk6TFWblqQzZ3nTCA2zMxnF+Tg9ugRv6ZLCxK485wJuNweVgyjC2F0WAj/c0UR3zi/gJhQc8CZ5rI+TXm6nW5au53EhZuJsJqwdzqO2T50iIouQ0mMtPLH62aw4VAz7+ypx+H2kJ8UIUG1GHOUHmad0dGklPo3kA9sBXpnrbXW+q5RG9QgSkpK9MaNG4+/oRBCBOBye7hv7SF+8dpelIIfXzKVzy7I7hdgbK9spbzRRnZ8GNMzY4c42rHKGjq56q8f0uqbAV6QH09tWw+HGm18fnEOP7pk6rCOs62ihT01HWTFhTEnN+6YDwTB8rc1pfzq9b2EGBXfXzWJi4vT+tX5HkppQyfdDjeTU6NGnPPb10cHG7nxvvX+ChxXzkxnVVEK/1l3mNhwMzfOy6a6tZvESAsL8uOPexFhbVsPHx5ooLnLgcujOWdSEhNTzsxr8V/fWcNXH92Cy6O5bHoaU9MjabE5SY228t8v7u63rVLw2BfmMT9/ZFVhBtpwqImKlm4W5ceTEj38lvfixCilNmmtS0Z7HOPFmJixBkqAKXosfAoQQoiTYDIauG1JHudO9lZ5yEsIPyZQm5YR4++GN1KVLd3+oBpgw6Fmlk9M9NVEbhv2caZnxo44qO92uNhd04FRweS0KCymoWc3e5xu/v1xOQBOt6amrWfIoNrucmN3evwl+/IHXIS3t6adJzdW0NLl5NLpqcdc8DiYBfnx3HPDLN7ZW09ylIW5ufHc+uAnuDwai8mA26N5eXsNSsFPLp3K5TPSA7ZyB2+b9bse28yG8hb/ssQIy3ED6/JGG2sPNqK1ZkF+gv8iyFPtwqJUXvhqGO1dTl7YXs0vXvV2XZyQFM4PVk3iN2/uw+nWJEVZ+OFFk4OSEz03N565p/ZaWCFOmbESWO8EUgBpJy6EGPcMBjWsqg4nIis+jKRIC/Ud3m6HywoTMBsMJEVZ+OqKY7vtBUNpQyer99RR2dLN27vrqG7rYeWUZH506RQyYgcvqWYNMXLB1BQe/KgcgCmpgwef5Y02fvTCTvbUtPO/VxazcmpKv/W1bd08/HE5bd0u3tlbzyvba3jqS/OH9eFAKcWq4lRW+SqoPP7JEVy+6etwi4lmmzclQmv4sLSJ/fWd/PelUwLO4q8ra+4XVAP89q39nD8lmehBapQfrO/g5vs/obK1G4D4cDP/+cI8Jg/xegTT1LRobHYXdz2xtc+YbKwqTuXcKcm02BxkJ4T7O1IKcTYbK4F1ArDb1xzG3/tWa33Z6A1JCCHGnpz4cP51Uwmr99QTZjZy8bRUEiMsON2aCGtw/iS43B5/TnNtWzdf+vcmDvgqSFw1K51nN1fxxu46pqRHcfe5hUMe6+vnFTI/L44Ii4kFQ6QYfFjayAcHGgH4/Vv7OX9ysj99RmvNX945yKMbKjAaFJdNT+O5LVVUNnePeNa92WZnU3kLceFmmm0Omm0O5uXG0eP0EBceQk1bN2/truWO5XmkxRz7oaEzwMWmTZ12epweBqvtsvZAoz+oBmiyOXh3b/1pC6zB+wHi84tz+eVrewG4aUE2yVFWb6m/46dzC3HWGCuB9Y9HewBCCDFeBEolOYH+LMeo7+jhz6sP8v6BBq6elc5tS/I40tztD6oBalq9Lcfbe1y8sbPuuIF1dFgIFxalcqSpi9+9uY/GTjuXTk9jSYE3mqtq6eKl7TVo7W3r7dEwLyeuX056l8PNm7vrAG+JOZvdRYTFSP4JpFNsr2zjqU2VXFScgsutMRoUde09VLR0sbfWRZfDTVKUhTBz4D+vs7JiCQ0x+qt3AHxmXvaQKS4O97HVZQMtO9VuXZTLtPRoHG4PJTmxJ90USIjxaEwE1r7Oi0IIIc5gr26v4d/rDgPwwtZqoq1mCpIjyI4P43BTFwBJURY+LvPmeBelD3/G9d4PyvzHfnl7DS/duZisuDB+/upe6jt6SIiwcOc5E0iPCT2mHF+4xcQXFufy89f2EmU1MScnltuW5DLpBGZ8e9M7Xt1R6182MTmSZYWJPLeliuQoC7+/ZsagrecLkiP5100l3P/hIfbWdHDlrHRunJc15GMuyI/vF4ybjYbjltIbSrPNwUvbqqjvsDMnJ47lE4dX0s9sMoy4Xb0QZ5szOrBWSq3VWi9WSnXQv2OqwlsV5My8jFoIIc4Sde09PL2pgtYuF+l9GqIUpUfz3y/tItxs5N7Pzebj0iYON3exraIVgAiLkU/Pzhz24+ytPVr3ucvhprXLQUxoCNsrW8mMC+O1nbWs2Wfkd5+eHrDN+62Lc1lUkECkNYSsAO26h2t6ZjQL8uL4uKzZv8yg4DsrC/nG+YWEmY3EhJnxeDQfHGigqrWbkpw4CpOP5swvmpDAgrx4HG6Pv/HPUIrTY3jkC/N4d189bo9mWWEic3LiTvg5/P29Uv75fhkARkMZ/751rgTMQgTJGR1Ya60X+76fmqt4hBBCnJSnN1Xymzf2AzApJZKLilJ4dWetf2a3y+km3BLCN1dOYntFK+sONWMyeOtMj2TG+IZ52Ww83ILWcOHUFCYkRhJqNrK8MJFPDnsvBux2ugkxBS51ZzIa/N0K69p6eGN3LREWEyunphy3HnWvHqebjeUtXD07g5VTk1l7sImp6VFcOi2NpKj+ZeHe3lPHF/+zCa0hJz6MR2+bT1rM0W0MBoXV0D+oLmvwdtLcUdXKeVNSuHpmur8LokbT0uUgOdJ6TLWTkXC43Ly642gdALdHs6emXQJrIYLkjA6shRBCnNlau45ejFfd2s29n5vN1y8oRAGFyRFkxoUxLcMb0E7LjGFaZswJPc4VM9LIiQujrcfJ9IwYfzm7Ly7PJ293HdsrWpmSFjWstIZ7PyjjX75ugr+82sN1c4ZOxQDvBZn3vHuQP79zEIBZWTHcc8MsUmMC11neX9dBb4HY8qYuqlu7+wXWAzndHn752l5/Lvjag00YgM8tzKHb6eL7z+zwtxCPtJq4edGJ1aMzm4zMz4vn6U2V/mVZ8Udn8D0ejc3hItIahKR7Ic5CElgLIYQ4YZdOT+X9/fVUt/bwv1cWkxkX7l93IiUD3R7NurImWmwOijOiyY73Hk8pxczsYyt4ZMSGccsIg8yKli7/7eYA3QMDqW7r4S/vHvTf33yklU2HW7hkkGB5VnYsFpMBu8vDvNxYchLCA27nP35rtz+o7vXe/gY+tzAHjwd6+nR+dLlPrqXD3ecWkBhh5lBTF+dOSmKF78NIfXsPv3x9L+/ta+Cakgy+em4B4YNchCmECEx+YoQQQpywaRkxPHvHQhwuTWx44Av2RuKxDUf4r+d3ApCfGM59N83pF5RqrTnS3EVoiJGkqOF1YBzotiV5NHY6SIq0cGFRyvF3ACwmA1ZT/2oefVuAd3Q7eWdfPZUt3RSlRbO4IIGnv7yQurYeitKjSThOjee4cDMTkyPYV3e0gsoUX/v2cIuJX109jXs/KCUrLpyLpqWO5OkeIzMujO+umnzM8jd31/Hs5ioA/vZeGbOz4/wXgh6o66Cxw87ElEjipF61EIOSwFoIIcRJCbeEEOB6wRFzuNz84/1S//3SBhsbDzf3C6yf3FjB95/dQZTVxD8+W3JCnf5KcuJ4+ksLjtt6vK/kKCv/d+10vvbEVnqcHm5fmsei/KOP/df3SvnbmqNj//P1M7h0ejrF6YNVp+4v0hrCTy8v4scv7WZPTTuXTk/jU7Mz/OsX5MezIP/kuxoOZWDX9977Hx5s5AsPbaTb6WbZxER+9+npx/2gIMTZSgJrIYQQZwSTwUBmTBgVzUeboUSHHs31be1y8L+v7sGjobXbxSs7ak64hfZIgupeFxal8m5mDHanh/TYUP8FmhUtXfzrg7J+2z62voJLp6eP6Pjz8uJ56kvzabE5SYsJxTgw0j3FLpiazPbKNtbsa+CaORn+QH7Nvnr/TP17+xrYXd3O0kLpCiNEIBJYCyGEOCMYDIrvrprEj1/cxaEmG7cuymFpwdEALjTEyJTUKNb5St2lDdFU5VRJjT42p9piNGAxGXG6Xf5lUaEjv/ivo9vJyztq6OxxcWFRCpknURawr9YuBw9+VM6B+g4+Nz9n0A8jCRFWfnn1NLodLkL75Fan9Em5MRsNxEecfMqPEOOVBNZCCCFOOYfLw+u7aqlt7eacyUmDXtg4PTOGJ744n26Hm+gBTVYsIUb+54oiXt9ZS5Q1hEump52OoR9XUpSVH1w0iR88580Nt4YY+Oz841caGei5rVX8vxd2AbCntp3fXzNjRPs3d9r519pDlDZ0cuuiXH8A/d7+Bv7w9gEADtR18vKdizGbBq+fHTrggsUrZ2Xg1pqqlm6WTUzyly0UQhxLAmshhBCn3Oo9ddz12Bbv7b31PHzrXCyDNEcxm4x8dLCJ3bXtFKVFsbTwaAm9CUmRfPWcM6+1wbVzspicEkVlazeTUyNPqCJKk83uv13apw38cL27v4G/+vK8K5q7ePGrizEZDUT0qdOdFGnFaBhZK/K4cDO3L80f8XiEOBtJYC2EEOKUa+46WtaurMGG062xDJIt8dHBRm596BM8GowGxWO3zWNu7qm9cO9kGQ3ecoCBSgIO16qiVNaXNlPb3sO3Vk4c8f6R1qN/0tNjj+ZoLy1M5E/Xz6S6pZvzpiSd9txtIc4mElgLIYQ45VZMTOKKmWnsqGzje6smE2Ed/M/P4SYbHl+pZrfHW17vTAysD9Z38NiGChIiLNwwN8vftOZETUqJ4j9fmIfbowedzR/K8sIk/nz9TGraujl/cor/As0Qo4HLzpC0GSHGOwmshRBCHGNvbTuvbKuhrqOHxRMSuLAoFbNpZCkEfaXFhPKHa2fidHv81TQGMyMrlsRICw0ddlKiLExLjznhxz2VXthazX2+Do458WGsKj65+tLgbb0+RPrzkMwmA5dKAC3EqJLAWgghRD/NNjtffXQzB+ttADy5sZI/XQeXzRhZ+bhAjhdUA0xOjeLx2+ZxqLGLvMRw8hIjRvQY++s6WFfWRFZcGMsKE0+otN5wpPu6LpqNBhIjpa6zEEICayGEEAPsqm73B9W93tvfEJTAerjykyLJP4ELAJttdr7yyGYO1HeiFDx8y1yWnKKay1fOSicjNpTo0BCKM2JOyWMEsre2nbYuJ9MzYvp1fxRCjD4JrIUQQvQTHRqCUqD10WUn2j58KO3dTlbvqaPL6Wb5xETSY06+bnNbt4sDvooaWkNVa/dx9hhcfUcPD39UzpHmbq6bk8nCCQn91ltMRhYXnN5GKR8dbOSWBz/B7vLwlRUT+PYJXOQohDh1TjxhTgghxLg0NS2ar51b6L+fkxDGZdO8ubsH6jr43Rv7eOijcjrtzpN6nH+8X8rXn9zGD5/byXee3nHSxwPIiA3l6+cVohTMyophfl7cCR/rle01/OXdUl7cVs3dj2+hpU9lk9GytaIVu8sDeNu72+yu4+whhDidZMZaCCHGMI9H0+10E24J3q9zo0Hx1XMmsGJiIi1dDqamRZPgyyH+x/ulPL2pCoDYsJATTg/xeDSv76z13//wYCONHQ4iBqvBN0whRgNfWZHP1bPTibaGEHkCHRD9Y+wzY6+BHZVtlDfZmJYRzYzMEy+rdzJmZMZgMRmwuzxcU5IZ1PddCHHy5CdSCCHGqEMNNv7n1d1sr2zjtiW53Lww96Qqd/RlNCimZcYcs9zSp2SFyXjiFwUaDIpVRSn85V1vQ5MlBQkkRAanVbbJaCAj9uTTSi4uTqW6pZvSxk4+NTuD2x7eiN3lIcpq4tk7Fp5QE5iTtXBCAi98ZRFt3d4cayHEmUUCayGEGKOe21LJ6j31APz81b0UpUezMD/hOHudnNuW5JERG0pChIVzJiaf1LG+uDSfguRIuhwulhUmnfRsdbClRFv50aVTAHhlW7U/BaO9x0V1a8+oBNYAk1KjRuVxhRDHJ4G1EEKMUb2BXi/ngPunQk5COF9ePiEox4oMDeHy01hp5GRMz4xhemY02yraWDYxkSlpZ15bdSHE6JPAWgghxqhLp6fx9p46Shts3Lwwh5LcE79QTwwtIy6M+2+aQ01bNxmxYcSEBSdt5XjsLjdbjrTS3GmnOCOGzLiTT3ERQpw6ElgLIcQYVZQezTNfXkh7j5PkKGu//OdTqayhkw/2N5AZF8aKSUmnrAHLmSY+wkJ8ROBGMHtq2ilvtNHZ4yLcYmTRhMSTbnHu8Wj+tPoA9/jy0BMizNx/05yAue9CiDODBNZCCDGGxYSZT9vsKYDd6eaHz+3k47ImlIJHvjDvlOd1n+n21bbzjSe2EBdh4cODTQBcPTud/728+KQauOytbeeva0r99xs7Hbyyo0YCayHOYFLHWgghxLA53ZqDDUcbsLTYHDTbHDyy7jCPrj9CW9fJ16LuVdHcxcH6jqAd71Qpb7KRGRfuD6oBntlURU17z0kdt8fp6dekB5C61UKc4WTGWgghxLBFWE386qpi7nm3lNk5sSyakMCTGyv4+at7AW9O8C2Lck/6cTYebubWBz7B5nDzl+tnsqo49aSPeaoUpUXz1q46kqMs1LXbAciICSXKemJ/Yt/YVcu6siampEZx8bQUXtnurfdtUHDOpKSgjVsIEXwSWAshhBiRcyYnc87ko6X2OnqOzqJ2BmlGdUdFG+2+42483HJGB9bpsWF8d9UkVla08tauOlBw/dysQfOxh7Kzqo2vPLIZl687zb2fm82CvAQaO+2U5MSy6CxPuxHiTCeBtRBCiJNy5cx0bHYXBqW4bHpaUI45JzeOrPgwmjrsLCtMDMoxT6XESCvnT0nh/CkpJ3Ucu9PjD6p73Tg/e2THcLlp6LATH24m1Cx/5oU4nZQemMAlTkpJSYneuHHjaA9DCCHGvJYuBy63h8RI62gP5bRxuDw8+FE5/1l3mFVFKdx57oQRNc7pcbj55et7efCjci6fkcZPLys66eokYnxTSm3SWpeM9jjGCwmsg0wCayGEECfL6fYQYhx5fYF9te2s/MMH/vtPfXEBc6S+uRiCBNbBJVVBhBBCiDPMiQTVAEmRVmZnxwKQnxhOWmxoMIclhDgOSb4SQgghxonYcDN/uX4m++o6yEsMJz1GAmshTicJrIUQQohxJDUmlFQJqIUYFZIKIoQQQpxmPQ43+2vb6egJXkMdIcTok8BaCCGECKKD9R386rW9PPDhoUE7Jf7xnQNc8IcP+MlLu7E73ad5hEKIU0UCayGEECKIntlcxd/eK+UnL+3m49KmY9Y7XR5e21kDwEvbqmmXWWshxg3JsRZCCCGCKDnK23ExxKiIDzcfsz7EZOBHF0/hyY2VXFycclbV6RZivJPAWgghhAiia2ZnkhUbRmy4mZlZsQG3OXdyMuf2aQsvhBgfJLAWQgghgijMYuIcCZqFOCtJjrUQQgghhBBBIIG1EEIIIYQQQXBWBtZKqTil1FtKqQO+78ckwSmlMpVS7yql9iildiml7h6NsQohhBBCiLHhrAysge8Bq7XWBcBq3/2BXMA3tdaTgfnAV5RSU07jGIUQQgghxBhytgbWlwMP+W4/BFwxcAOtdY3WerPvdgewB0g/XQMUQgghhBBjy9kaWCdrrWvAG0ADSUNtrJTKAWYC6wdZf7tSaqNSamNDQ0OwxyqEEEIIIcaAcVtuTyn1NpASYNUPR3icCOAZ4Gta6/ZA22it/wn8E6CkpESPcKhCCCGEEGIcGLeBtdb6vMHWKaXqlFKpWusapVQqUD/IdiF4g+pHtNbPnqKhCiGEEEKIceBsTQV5EbjJd/sm4IWBGyilFHAfsEdr/fvTODYhhBBCCDEGna2B9S+B85VSB4DzffdRSqUppV71bbMI+CxwjlJqq+/rotEZrhBCCCGEONON21SQoWitm4BzAyyvBi7y3V4LqNM8NCGEEEIIMUadrTPWQgghhBBCBJUE1kIIIYQQQgSBBNZCCCGEEEIEgQTWQgghhBBCBIEE1kIIIYQQQgSBBNZCCCGEEEIEwVlZbk8IIcaiLoeLj0qbcLg8zM+NIy7CMtpDEkII0YcE1kIIMQY43R7+7+0D3Pt+GQAXTk3h15+aRlRoyCiPTAghRC9JBRFCiDGgvt3Ovz4o899/fVctB+s7R3FEQgghBpLAWgghxoAwi4GUKKv/vsVkkNlqIYQ4w0hgLYQQY0BsmIU/XjeTuTmxTEmN5J4bZjEhKWK0hyVOIafbQ5fDNdrDEEKMgORYCyHEGDE3N44nvrgArcFgUKM9HHEK7apq46cv76a8ycY3z5/Ip0syUErecyHOdDJjLYQQY4hSSoLqs8CDH5ez/lAzde12vvvsdvbUtI/2kIQQwyCBtRBCCHGG6Xa4/be1Bqdbj+JohBDDJYG1EEIIcYa5aWEOyVEWlIJvXzCRKWlRoz0kIcQwSI61EEIIcYaZkxPHa3ctpcvpIjU6FKOk/wgxJkhgLYQQQpyB4iLMxGEe7WEIIUZAUkGEEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEKIcURrTY/TNdrDEOKsJIG1EEIIMU60dDn4r+d3suK37/H4hiNorUd7SEKcVSSwFkIIIcaJjYeaeWT9EWraevjBczuobuse7SEJcVaRwFoIIYQYJxIiLYQYFQAFSRFEmE2jPCIhzi7yEyeEEEKMEzOzYnn41rmUNtiYlxtHdJh5tIckxFlFAmshhBBiHFmQn8CC/ITRHoYQZyVJBRFCCCGEECIIJLAWQgghhBAiCM7KwFopFaeUekspdcD3PXaIbY1KqS1KqZdP5xiFEEIIIcTYclYG1sD3gNVa6wJgte/+YO4G9pyWUQkhhBBCiDHrbA2sLwce8t1+CLgi0EZKqQzgYuBfp2dYQgghhBBirDpbA+tkrXUNgO970iDb/QH4DuAZ6mBKqduVUhuVUhsbGhqCOlAhhBBCCDE2jNtye0qpt4GUAKt+OMz9LwHqtdablFLLh9pWa/1P4J8AJSUl0j9WCCGEEOIsNG4Da631eYOtU0rVKaVStdY1SqlUoD7AZouAy5RSFwFWIEop9R+t9Y2naMhCCCGEEGIMO1tTQV4EbvLdvgl4YeAGWuvva60ztNY5wHXAOxJUCyGEEEKIwZytgfUvgfOVUgeA8333UUqlKaVeHdWRCSGEEEKIMWncpoIMRWvdBJwbYHk1cFGA5WuANad8YEIIIYQQYsw6W2eshRBCCCGECCoJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECIKzsqW5EEIIMZhOu5O3dtVhNCjOn5JMqFn+VAohhkdmrIUQQog+XtpWw9ef3MZdj2/ljV11oz0cIcQYIoG1EEII0YfD5fHf7nG6R3EkQoixRv6/JYQQQvRxybRUXB4PRqW4sChltIcjhBhDJLAWQggh+oiPsPD5xXmjPQwhxBgkqSBCCCGEEEIEgQTWQgghhBBCBIEE1kIIIYQQQgSBBNZCCCGEEEIEgQTWQgghhBBCBIEE1kIIIYQQQgSBBNZCCCGEEEIEgQTWQgghhBBCBIEE1kIIIYQQQgSBBNZCCCGEEEIEgQTWQgghhBBCBIEE1kIIIYQQQgSBBNZCCCGEEEIEgQTWQgghzgoflTby2fvW8+d3DtDtcI32cIQQ45AE1kIIIc4K9689xAcHGvndm/vZWdU+2sMRQoxDElgLIYQ4K8zJiQMgNyGM1GjrKI9GCDEemUZ7AEIIIcTpcNPCHObkxJIcFUp6bOhoD0cIMQ5JYC2EEOKsYA0xMis7brSHIYQYxyQVRAghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCA4KwNrpVScUuotpdQB3/fYQbaLUUo9rZTaq5Tao5RacLrHKoQQQgghxoazMrAGvges1loXAKt99wP5I/C61noSMB3Yc5rGJ4QQQgghxpizNbC+HHjId/sh4IqBGyilooClwH0AWmuH1rr1NI1PCCGEEEKMMWdrYJ2sta4B8H1PCrBNHtAAPKCU2qKU+pdSKjzQwZRStyulNiqlNjY0NJy6UQshhBBCiDPWuA2slVJvK6V2Bvi6fJiHMAGzgL9prWcCNgZJGdFa/1NrXaK1LklMTAzSMxBCCCGEEGOJabQHcKporc8bbJ1Sqk4plaq1rlFKpQL1ATarBCq11ut9959m8FxsIYQQQghxlhu3M9bH8SJwk+/2TcALAzfQWtcCFUqpib5F5wK7T8/whBACehxuDtZ30Gl3jvZQhBBCDMPZGlj/EjhfKXUAON93H6VUmlLq1T7b3Qk8opTaDswAfn66ByqEODu53B5+99Y+zvv9+3z/2Z3YJLgWQogz3rhNBRmK1roJ7wz0wOXVwEV97m8FSk7fyIQQwqu928Wj648A8NK2ar5+XgF5iSGjPCohhBBDOVtnrIUQ4owWGx7C188vJMpq4kvL8kiLCR3tIQkhhDiOs3LGWgghznRKKT6/OJerZ2cQZQ3BaFCjPSQhhBDHIYG1EEKcoZRSxIaZR3sYQgghhklSQYQQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQgghhAgCCayFEEIIIYQIAgmshRBCCCGECAKltR7tMYwrSqkG4DAQDbQdZ/PjbTPU+gSgccQDHH3DeV3OxMc6mWOdyL7D3edUn2dj1Vg9z072eCPd90w6z8bq77Qs4MgYfKyTOdZI9x3u9tFACEOfB8fbZqjHGuocG2xdoOUnumwk9weuO5W/07K11omn6NhnH621fJ2CL+CfJ7vNUOuBjaP9HE/V63ImPtbJHOtE9h3uPqf6PBurX2P1PDvZ44103zPpPBvDv9MaxuJjncyxRrrvcLcH/nm88+B42wz1WMfZL+C6QMtPdNlI7gdYN+5+T4/XL0kFOXVeCsI2wznGWHM6n1MwH+tkjnUi+w53HznPAhur59nJHm+k+8p5dvJax+hjncyxRrrvcLcPxnk23Mcaa8brz8+4I4H1KaK1Pu4PwfG2Gc4xxprT+ZyC+Vgnc6wT2Xe4+8h5FthYPc9O9ngj3VfOs6A4nWlUwXyskznWSPcd1vbBOM+G+1hjzTj++Rl3JLAeu/452gMQQoggGqu/007nuIP5WCdzrJHuO5Lth7PtUNsEe12g5Se6bCT3x+rPw1lPLl4UQgghhBAiCGTGWgghhBBCiCCQwFoIIYQQQoggkMBaCCGEEEKIIJDAWgghhBBCiCAwjfYAhBBCnD2UUucD1wD3aK23KqVu11pLBQQRNEqpLwGzgdXAjcArWuu/DbUu0HJAD2dZ77GFAAmsz2hKqRuAywA3oICXtNaPje6ohBDipNwB3AL8l1IqDpgxusMR49A5wLXAB1rrxUqpvw9jXaDlccNcJoSfpIKc2ZZpra/TWn9Ga30DsHi0BySEECepQWvdqrX+FnABMGe0ByTGnSbtrSX8K999+zDWBVo+3GVC+MmM9ZnNopS6GKgAMoHQUR6PEEKcrFd6b2itv6eUunM0ByPGpT9Cv26Fzwxj3cDlzwJ1AbatH+LYQkiDmDOZUioMuArIwBtcP6u17h7dUQkhhBBnPqXUJOByIB1vbnQ18KLWes9Q64Z5nB1A8XD2F2cXCazHAKXUZLw/1GnID7AQYhwYSWAjxEgppb4LXA88DlT6FmcA1wE1QOog61bjnZXuPS8LgFzgoT7bfgZYDqwBHhmw/+Na61+emmclxgIJrM9wSqnvcPSXQ5VvsfwACyHGrOMEPfJ7TZw0pdR+YKrW2jlguRnoBMIDrPsB8N++r97z8v/w/u31n5e+Y88AtmmtCwYce1ffZeLsI4H1Ge44vxzkB1gIMebI7zVxqiml9gIrtdaHByzPBvYDhQHWlQFOrfXEAce5BHit97z0LbsVeGDAttnAm32XibOPXLx45vPgTQE5PGB5qm+dEEKMNfJ7TZxqXwNWK6UO4L1GCSALmAD8dJB1GcAXAhznbSBBKdVbb70TbxrItj7Leo/91WA/ETG2yIz1GU4pdSHwFyDQL4c7tdavjdbYhBDiRMjvNXE6KKUMwFy8+dIKb3rHJ1pr9yDr4oA/Efi8vAc40mfbjUBJoGOflicnzlgSWI8BQ/1yGNWBCSHECZLfa+JMJOelOFkSWI9hSqlbtNYPjPY4hBAiWOT3mjjVhjrHBlsXaPlwl4mziwTWY5hS6ojWOmu0xyGEEMEiv9fEqTbUOTbYukDLh7tMnF3k4sUznFJq+2CrgOTTORYhhAgG+b0mTrXjnGMZg6wvwNvxePuAZQxYHmhZ77Hl/D3LyYz1GU4pVQesBFoGrgI+0lqnnf5RCSHEiZPfa+JUO845VgrMDrBuI96mMHMGLLsJeABv7vVgy3qPLefvWU5mrM98LwMRWuutA1copdac9tEIIcTJk99r4lQb6hwrD7ROKfUikNW3vrVvWTuwund5oGV9tl8T1GchxhyZsRZCCCGEECIIDKM9ACGEEEIIIcYDCayFEEIIIYQIAgmshRBCCCGECAIJrIUQQpx2Sql8pdTLSqnQPst+qpT6/GiOS4wfQ51jQ6z7XoDlf1ZKbRvGMjl/hQTWQgghTj+tdSnwAvC2UipeKfVnIA94cFQHJsaNoc6xIdb9JsDyWOCeYSyT81dIuT0hhBCjQ2t9r1LKhreu8HPAZ7WUqhJBNNQ5NsS6gMuVUp3DWXa6n6M4s8iMtRBCiFGhlDIDnwZew9uwI3t0RyTGm6HOscHWBVo+3GWn51mJM5kE1kIIIU47pVQE3oDkQ6319cBXgFeVUlNHd2RivBjqHBtiXUmA5a8B7w9jmZy/QhrECCGEOP2UUonAMq31032WzQBCtdYfj9rAxLgx1DkGHBxkXSoQPmD5CmCB1vrnx1k2Azl/z3oSWAshhBBCCBEEkgoihBBCCCFEEEhgLYQQQgghRBBIYC2EEEKIs4ZS6pYTWTecbUeyvxifJMdaCCHEGUMpdYvW+oHRHocYv5RSR7TWWSNZF+i8DLTtUMcWZwcJrIUQQpwxJDARwaCU2j7YKmAqsHOQdYVaa0uA40wC9vpuF/i+WwYc55j9xdlHOi8KIYQ4rY4T9CSfzrGIcSsZWAm0DFiu8HZK/FyAda8DhgHn52SgHNDApb5lG4GbgAf6LOs99kdBGLsYwySwFkIIcboNFfRIYCKC4WUgQmu9deAKpVR5oHVKqTjgLeDLfRb/Cnga+JPW+rBvuxeBdmB177I+x1gTtGcgxiRJBRFCCHFaKaXuAx7QWq8NsO5RrfUNozAscZaT81IEgwTWQgghhBBCBIGkggghhDjtlFKTgMuBdLz5q9XAi1rrPaM6MDFuDHWODbbOd3vg8h1A8TCWyfkrpI61EEKI00sp9V3gcbw51RuAT3y3H1NKfW80xybGh+OcY68Nsm418M6A5cuBZ3zfh1om568AJBVECCHEaaaU2g9M1Vo7Byw3A7u01gWB9xRieI5zjnUC4QHW7ccbFxUMWDYD2Na7PNCyPseW8/csJzPWQgghTjcPkBZgeapvnRAna6hzTA+yzsCxcZEHbxDtOc6y3mPL+XuWkxxrIYQQp9vXgNVKqQNAhW9ZFjAB+OpoDUqMK19j8HPsp4OsCwPwpYr0Lu8E1gDblFL/HGKZnL8CkFQQIYQQo0ApZQDm4r34SwGVwCdaa/eoDkyMG0OdY4OtwzubPXD5RqBkGMvk/BUSWAshhDhzKKVStNa1oz0OMfYNUvnjBa313iH2+T7eCxLXa607fcvmAvO11n9SSk0BLgT2aK1f67Pfw1rrz526ZyPGCkkFEUIIcSa5D7h4tAchxjZfVZDr8Vb/2OBbnAE8rpR6XGv9ywD73IU3TeQV4D6l1N14c6lXAcVKqVSOzmYnKqXqgQO+3c9RSsUAaK0vO1XPS5z5ZMZaCCGEEOPKcaqCdAD7AuxWiDcusiilcvC2Mk8DMoFNQB7e4HyNb/+5wK34Su0B1wFord8L/jMSY4XMWAshhDhjKKVu0Vo/MNrjEGNeb1WQwwOWpwJG4HNAy4B1bwPhAFrrcqXUcrzpI7/xrS/VWrcrpUqAu4FLgDat9ValVLcE1AIksBZCCHFm+QkggbU4WV9j8KogbwMRWuutfXdQSlUAPb33tdadSqk9QDLeLoshvuUepdT9eGerf6iUqkPiKeEjqSBCCCFOK6XU9sFWAYVaa8vpHI8Yn0ZaeUYplQG4+l48q5SyaK3tSqlFWusP+yxPAFK11juUUhcDi7TWPziVz0eMDRJYCyGEOK18M3wrOfZf8Qr4SGsdqHmHEEExVOWZwdYFWj7cZeLsIp0XhRBCnG4v4/1X/OEBX+V4LwwT4lS67wTWBVo+3GXiLCIz1kIIIYQQQgSBzFgLIYQQ4qyhlLplpOsCLR/uMnF2kRlrIYQQQpw1lFJHtNZZI1kXaPlwl4mzi5SHEUIIIcS4cpzKMxmDrC8ALAPWFfi+910eaFnvsZNPdMxifJAZayGEEEKMK8epPFMKzA6wbiOggTkDlt2Et7b63CGW9R5bqtqc5WTGWgghhBDjTW/lma0DVyilygOtU0q9CGRprQ8PWNYOrO5dHmhZn+3XBPVZiDFHZqyFEEIIIYQIAqkKIoQQQgghRBBIYC2EEEIIIUQQSGAthBBCCCFEEEhgLYQQQgghRBBIYC3EOKSUildKbfV91SqlqvrcNx9n3xKl1J+G8RgfBW/E/Y67RilVciqOPVJKqd8opXYppX4TpOOdSc9tuVJqYZ/7X1JKfc53+2al1IhKhimlypVSCSPY/jKl1PdG8hinS9/ncrzz/ARfqxyl1M6TGaMQ4swk5faEGIe01k3ADACl1I+BTq31b3vXK6VMWmvXIPtuxFun9XiPsfB424ymoZ7jCHwRSNRa20/lYyqljFpr94hHd3KWA53ARwBa67/3WXczsBOoPlUPrrV+EXjxVB1/oBN9b4Zxnt/MKX6thBBjh8xYC3GWUEo9qJT6vVLqXeBXSqm5SqmPlFJbfN8n+rZbrpR62Xf7x0qp+30zrWVKqbv6HK+zz/ZrlFJPK6X2KqUeUUop37qLfMvWKqX+1HvcAeMKVUo9rpTarpR6Agjts+4CpdTHSqnNSqmnlFIRQx3XN95/KqXeBB5WSiUqpZ5RSn3i+1rk2y7c97w+8T3/ywOM60UgHFivlLpWKZWtlFrtG+dqpVRWoNd1BM+tUyn1U6XUemDBgFnSkt56uL7n8JbvNfiHUupwoJnhIV6rcqXUT3zLdyilJimlcoAvAV9X3v9iLPG9dt9SSn0KKAEe8a27WCn1XJ/HOV8p9eyxZxgA31ZKbfB9Tegz/kDvwc1Kqb/0eQ3/5DsPy3xjQCllUEr9VXn/a/CyUurV3nUDnvsapdQffPvvVErNHeH5EK+UetN3LvwDb6MP//vU5/Z3fK/hNqXULwO8VqFKqdlKqfeUUpuUUm8opVJ9+8727fcx8JVBXj8hxFintZYv+ZKvcfwF/Bj4FvAg3qYJRt/yKMDku30e8Izv9nLg5T77fgRYgASgCQjxrevss30bkIH3w/rHwGLAClQAub7tHus97oDxfQO433d7GuDCG6wkAO8D4b513wX+31DHc9fi/gAABUlJREFU9Y13ExDqu/8osNh3OwvY47v9c+BG3+0YYH/v4wwYW2ef2y8BN/lu3wo877vd73UdznPz3dfANX22LQcSfLdLgDW+238Bvu+7faFvv4QBjxPwtepz3Dt9t+8A/tX3vBh4nvhur+kzTgXsxTtz3/uaXhrguZYDP/Td/lyf92Sw9+Bm4C99XsOn8J4/U4CDvuWfAl71LU/B2ynvUwEeew1wr+/2UmDnCM+HP/V5vS7u+xpz9DxfhfdnIcx3Py7AaxXi26b3tbqWo+//dmCZ7/ZvescoX/IlX+PrS1JBhDi7PKWPphxEAw8ppQrwBhIhg+zzivamQtiVUvVAMlA5YJsNWutKAKXUViAHb5pBmdb6kG+bx4DbAxx/Kd7ABq31dqXUdt/y+XiDrA+VdwLcjDdon3Sc476ote723T4PmOLbHyBKKRUJXABcppT6lm+5FV+gNchrALAAuMp3+9/Ar/us6/u6Due5AbiBZ4Z4vF6LgSt9x3hdKTWwDTMM/lr16p1h3tTnOQyL1lorpf4N3KiUegDv6/C5QTZ/rM/3//PdHuw9GOh5rbUH2K2USvYtW4z3tfUAtb7/CgzmMd9431dKRSmlYnzLh3M+LMX3umitXxnkNT4PeEBr3eXbrjnANhOBIuAt32MYgRqlVDQQo7V+z7fdv/EG6kKIcUYCayHOLrY+t38GvKu1vtKXGrBmkH365he7Cfx7I9A2KsB2gwnUAlYBb2mtr++3UKmZxzlW3+doABb0Cax6j6GAq7XW+0YwxoH6jtk26FaBnxtAz4Bg3MXR9Dxrn+XDeR0DvlZ99L4/g71/x/MA3hn7HryB7mC5yjrA7cHeg8HGCEef88mcQ733h3M+BNp/IDXMbXZprRcMOH7MMPYVQowDkmMtxNkrGqjy3b75FBx/L5DnC9rB+2/xQN4HPgOglCrCmzIBsA5Y1CdXN0wpVTiC4wK8CXy1945Saobv5hvAnb4AezjBOnj/xX+d7/ZngLXD2Gew5xZIOTDbd/vqPsvXAtf4jnEBEBtg38Feq6F0AIFmjo9Zp7Wuxntx3n/hTdsYzLV9vvfOmA/2HgzHWuBqX651Mt60oyEfWym1GGjTWrcF2GawsfR9n1YR+DV+E7hVKRXm2y7Ot7zva7UPSFRKLfBtE6KUmqq1bgXafGOj97GEEOOPBNZCnL1+DfxCKfUh3n9ZB5VvVvAO4HWl1FqgDm8u9kB/AyJ8aRLfATb49m/AG/A/5lu3Dpg0guMC3AWUKO/Fg7vxXrAH3tn6EGC78pY9+9kwntJdwC2+sXwWuHsY+wR8boP4CfBHpdQHeGeW+y6/QCm1GW/6QA3eYM5vsNfqOGN7CbjSd9HdkgHrHgT+3ntBnm/ZI0CF1nr3EMe0KO/FmHcDX/ctG+w9GI5n8KYd7QT+Aaxn8Pe6RXlL4/0d+Pwg2ww2lp8AS32v8QXAkYE7aq1fx1vFZKMv3ak3jehBfK8V3p+jT+G9OHgbsBXorSpyC3CP7+LFfjPmQojxQ2kt/50SQpwaSqkIrXWnb2b4HuCA1vr/jrffaB33TKSUsgBurbXLNxP6N631jFEYx1+ALVrr+07z4/a+1/F4P5gs0lrXDthmDd4LL49bJlIIIU4lybEWQpxKtymlbsJ7Md0WvLOOZ/Jxz0RZwJNKKQPgAG473QNQSm3Cm6v8zdP92MDLvhxlM/CzgUG1EEKcSWTGWgghhBBCiCCQHGshhBBCCCGCQAJrIYQQQgghgkACayGEEEIIIYJAAmshhBBCCCGCQAJrIYQQQgghgkACayGEEEIIIYLg/wNkHEeOpxLQAQAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -1781,47 +1860,22 @@ } ], "source": [ - "import matplotlib.ticker as ticker\n", - "metric_name='inverse_harmonic_mean_rank'\n", - "#metric_name='hits_at_10'\n", - "degrees, metrics, counts, props, num_unique_ents = merged_df['degree'], merged_df[metric_name], merged_df['count'] , merged_df['proportion'], merged_df['num_unique_ents']\n", - "plot, ax = plt.subplots(figsize=(10,10))\n", - "sns.color_palette(\"flare\", as_cmap=True)\n", - "#s_square = [n*n for n in props] \n", - "s_square = [n*n for n in num_unique_ents] \n", - "plot_ = sns.scatterplot(ax = ax, x=degrees, y=metrics, size=num_unique_ents, sizes=(10,200))\n", - "plt.xscale('log')\n", - "#ax.legend(title='# unique entities')\n", - "plt.ylabel(metric_name)\n", - "plt.xlabel(f'Training degree for {ENTITY_TYPE_W_ATTR_ENCODE} entity being predicted')\n", - "plt.xticks(degrees, rotation='vertical')\n", - "\n", - "plot_.xaxis.set_major_locator(ticker.IndexLocator(100, 0))\n", - "\n", - "plt.title(f'(avg_{metric_name}_rotate) - (avg_{metric_name}_{BIOBLP_M}) \\n Difference b/w both models in {metric_name} when predicting {ENTITY_TYPE_W_ATTR_ENCODE} as {NODE_ENDPOINT_TO_PREDICT} node, Vs. {ENTITY_TYPE_W_ATTR_ENCODE} node degree')\n", - "plt.savefig(f'data/imgs/{metric_name}_node_degree_analysis-{BIOBLP_M}-{ROTATE}')" + "EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS = \"./data/imgs/node-degree-analysis-rotate-and-bioblpm\"\n", + "model_result_dicts = {ROTATE: results_by_node_degree_dicts_rotate_drug[EVAL_NODE_HEAD],\n", + " BIOBLP_M: results_by_node_degree_dicts_bioblpm[EVAL_NODE_HEAD]}#results_by_node_degree_dicts_bioblp}\n", + "x = plot_metric_vs_degree_scatterplot_multi_models(metric_name=HITS_AT_1, results_by_node_degree_dicts_combined=model_result_dicts,\n", + " eval_out_dir=EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS)\n" ] }, { "cell_type": "code", - "execution_count": 98, - "id": "fa61a6fa", + "execution_count": 238, + "id": "d0bbf7b8", "metadata": {}, "outputs": [ - { - "ename": "NameError", - "evalue": "name 'cmap' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[98], line 18\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;66;03m#plot_.legend(loc='upper right', bbox_to_anchor=(1.2, 1.0), ncol=1)\u001b[39;00m\n\u001b[1;32m 16\u001b[0m norm \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mNormalize(num_unique_ents\u001b[38;5;241m.\u001b[39mmin(), num_unique_ents\u001b[38;5;241m.\u001b[39mmax())\n\u001b[1;32m 17\u001b[0m cbar \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mfigure\u001b[38;5;241m.\u001b[39mcolorbar(plt\u001b[38;5;241m.\u001b[39mcm\u001b[38;5;241m.\u001b[39mScalarMappable(norm\u001b[38;5;241m=\u001b[39mnorm,\n\u001b[0;32m---> 18\u001b[0m cmap\u001b[38;5;241m=\u001b[39m\u001b[43mcmap\u001b[49m),\n\u001b[1;32m 19\u001b[0m \u001b[38;5;66;03m#ticks=np.arange(num_unique_ents.min(), num_unique_ents.max() + 1),\u001b[39;00m\n\u001b[1;32m 20\u001b[0m label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m# test_triples per unique disease\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 22\u001b[0m plot_\u001b[38;5;241m.\u001b[39mxaxis\u001b[38;5;241m.\u001b[39mset_major_locator(ticker\u001b[38;5;241m.\u001b[39mIndexLocator(\u001b[38;5;241m100\u001b[39m, \u001b[38;5;241m0\u001b[39m))\n\u001b[1;32m 24\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mavg_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmetric_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_rotate - avg_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmetric_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_bioblpm \u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m Difference in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmetric_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m (averaged over test triples with \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mENTITY_TYPE_W_ATTR_ENCODE\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m node of certain node (training) degree) b/w both models, Vs. \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mENTITY_TYPE_W_ATTR_ENCODE\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m node degree\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'cmap' is not defined" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAAJ+CAYAAAADlSzyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAADLeUlEQVR4nOzdd3xld3ng/8/3lNvVu0bSaDS9V09xLxjs0DvGSwk4LP7FycYsENi8dnF2X1lgQwolG0KAQIAFAgHbIY4pNrjb47E9Hnt616hr1HXrKd/fH0cjj2Y0Hkkjzb3jed6vl1+je8+55zy6kqVH3/I8SmuNEEIIIYQoPEa+AxBCCCGEEJOTRE0IIYQQokBJoiaEEEIIUaAkURNCCCGEKFCSqAkhhBBCFChJ1IQQQgghCpSV7wDmQmVlpW5ubs53GEIIIYQQ5/Xcc8+d1FpXTXbsNZmoNTc3s2PHjnyHIYQQQghxXkqp4+c6JlOfQgghhBAFShI1IYQQQogCJYmaEEIIIUSBek2uURNCCCHE3HMch7a2NjKZTL5DuSREIhEaGhqwbXvKr5FETQghhBAz0tbWRlFREc3NzSil8h1OQdNa09fXR1tbGwsWLJjy62TqUwghhBAzkslkqKiokCRtCpRSVFRUTHv0URI1IYQQQsyYJGlTN5P3ShI1IYQQQsy6z372s/zud7/j3nvv5Qtf+MKEY3/yJ3/Co48+CsDf/u3fkkqlZnSPe++9lz179kz7GMDXv/51/vmf//lVr/+d73yHu+66a9px9fb2csstt0z7dZORRE0IIYQQs+6ZZ55hy5YtPPLII1xzzTXjz/f39/P0009z7bXXAvlJ1FzX5eMf/zgf/OAHZ3Tf86mqqqKuro4nnnjigq8liZoQQgghZs2nPvUp1qxZw7PPPsu2bdv45je/yZ133sn//J//E4Cf/vSn46NNX/nKV+jo6OCGG27ghhtuAOBXv/oV27ZtY8OGDbz73e9mdHQUgM985jOsWLGCNWvW8MlPfpInn3yS+++/n0996lOsW7eOw4cPj8cw2bHrr7+e//bf/hvXXXcdX/7yl7nnnnv40pe+BMD111/Pn/zJn3DllVeyatUqtm/fftbn1dvbyzvf+U6uuOIKrrjiivEk7JFHHmHdunWsW7eO9evXMzIyAsDb3vY2fvCDH1z4G6q1fs39t3HjRi2EEEKIubVnz55Jn3/mmWf0XXfdpXO5nL7yyisnHPvgBz+o77///vHH8+fP1729vVprrXt7e/U111yjR0dHtdZaf+ELX9B//ud/rvv6+vSSJUu07/taa60HBga01lp/6EMf0j/5yU8mjeHMY9ddd52+8847xx9/7nOf03/5l385fuyOO+7QWmv9yCOP6JUrV2qttf6nf/on/Yd/+Idaa61vu+02/dhjj2mttT5+/LhetmyZ1lrrN73pTfrxxx/XWms9MjKiHcfRWmvd1tamV61aNaX3DNihz5HTSHkOIYQQQsyqF154gXXr1rFv3z5WrFgx4VhnZydVVZP2H+fpp59mz549XHXVVQDkcjm2bdtGcXExkUiEO+64gze+8Y286U1vmlFc733ve8957LbbbgPg2muvZXh4mMHBwQnHf/Ob30yYSh0eHmZkZISrrrqKT3ziE9x+++284x3voKGhAYDq6mo6OjpmFOfpJFETQgghxKzYuXMnH/7wh2lra6OyspJUKoXWmnXr1vHUU08RjUaJRqPnLFGhtebmm2/mhz/84VnHtm/fzkMPPcSPfvQjvva1r/Hwww9PO754PH7OY2fuyDzzse/745/D6T7zmc/wxje+kQceeICtW7fym9/8hmXLlpHJZM46dyZkjZoQQgghZsW6devYuXMnS5YsYc+ePdx444388pe/ZOfOneNJy/Llyzl06ND4a4qKisbXdW3dupUnnnhi/HgqleLAgQOMjo4yNDTE7/3e7/G3f/u37Ny586zXnunVjk3mxz/+MQCPP/44JSUllJSUTDj++te/nq997Wvjj0/FcPjwYVavXs2f/umfsmnTJvbt2wfAgQMHWLVq1ZTvfy6SqAkhhBBi1vT29lJWVoZhGJNOfb7xjW/kd7/73fjjj33sY9x6663ccMMNVFVV8Z3vfIfbbruNNWvWsHXrVvbt28fIyAhvetObWLNmDddddx1/8zd/A8D73vc+/vIv/5L169dP2ExwvmOTKSsr48orr+TjH/843/rWt846/pWvfIUdO3awZs0aVqxYwde//nUg2LW6atUq1q5dSzQa5dZbbwXgt7/9LW984xun9d5NRgVr2F5bNm3apHfs2JHvMIQQQojXtL1797J8+fJpv+7qq6/mF7/4BaWlpbMf1Axcf/31fOlLX2LTpk2zds1rr72W++67j7KysgnPT/aeKaWe01pPenMZURNCCCHERfVXf/VXtLa25juMOdPb28snPvGJs5K0mZDNBEIIIYS4qLZs2ZLvECY4fSp2NlRVVfG2t71tVq4lI2pCCCGEEAUq74maUurbSqkepdTL5ziulFJfUUodUkrtUkptuNgxCiGEEELkQ94TNeA7wKt1Lr0VWDz238eAv78IMQkhhJhDWvs4A+146eF8hyJEQct7oqa1fhTof5VT3gr881iXhaeBUqVU3cWJTgghxFzIHn2OkUe/xcgT35NkTUxK+x7e6ADeaD/ac/MdTt5cCpsJ5gEnTnvcNvZc5+knKaU+RjDiRlNT00ULTgghxPS5I70A+Mk+/MwIZrQ4zxGJQqF9l1zbHrLHduL2BPXPzIomwvPXEW5ajbJCF3T9wcFB7rjjDl5++WWUUnz7299m27ZtsxH6nLgUEjU1yXNnFX/TWn8D+AYEddTmOighhBAzF5kfLDe2iquwSmWSRAS075Ha/Tuy+x+b8LzX10qqrxV3oJ342lsuKFn7L//lv3DLLbfw05/+lFwuRyqVutCw59SlkKi1AY2nPW4ALrzLqRBCiLyxSmtJlP5evsMQBcbpOnBWkna63NHnsCoaiTSvn9H1h4eHefTRR/nOd74DQCgUIhS6sBG6uZb3NWpTcD/wwbHdn1uBIa115/leJIQQQohLS/bE7vOekzu+C+17M7r+kSNHqKqq4vd///dZv349d9xxB8lkckbXuljynqgppX4IPAUsVUq1KaU+qpT6uFLq42OnPAAcAQ4B/wj8f3kKVQghhBBzRDs53O5D5z3P7T2Kn51ZcuW6Ls8//zx33nknL7zwAvF4nC984QszutbFkvepT631bec5roE/vEjhCCGEECIflAI11fGjyZavn19DQwMNDQ3jnRHe9a53FXyilvcRNSGEEEIIZdnYDSvPe57dsAIjkpjRPWpra2lsbGT//v0APPTQQ6xYsWJG17pY8j6iJoQQQggBEJq3nNzhZ5mkuMO4cONqlJrZiBrAV7/6VW6//XZyuRwtLS380z/904yvdTFIoiaEEEKIghCqbiG24c2knv83JkvWoqtvxq5fekH3WLduHTt27Liga1xMkqgJIYQQomBEWjZiFlWS69iL074XtMaqW0xo3grs6gWoKa9je22QRE0IIYQQBcWumo9dNR+95vWgNcow8x1S3kiiJoQQQoiCpJQx0w2erxmX1/ihEEIIIcQlRBI1IYQQQogCJYmaEEIIIUSBkkRNCCGEEJcNz/NYv349b3rTmwC45557mDdvHuvWrWPdunU88MADeY5wItlMIIQQQojLxpe//GWWL1/O8PDw+HN33303n/zkJ/MY1bnJiJoQQgghLgttbW38+7//O3fccUe+Q5kySdSEEEIIUZAeeeQR/s//+T888sgjs3K9P/mTP+H//J//g2FMTH++9rWvsWbNGj7ykY8wMDAwK/eaLZKoCSGEEKLgPPLII/zZn/0Z//Iv/8Kf/dmfXXCy9otf/ILq6mo2btw44fk777yTw4cPs3PnTurq6viv//W/XtB9ZpskakIIIYQoOM888wyZTAaATCbDM888c0HXe+KJJ7j//vtpbm7mfe97Hw8//DD/6T/9J2pqajBNE8Mw+IM/+AO2b98+G+HPGknUhBBCCFFwtmzZQiQSASASibBly5YLut7nP/952traOHbsGD/60Y+48cYb+f73v09nZ+f4OT//+c9ZtWrVBd1ntsmuTyGEEEIUnOuuu46/+Iu/4JlnnmHLli1cd911c3KfT3/60+zcuROlFM3NzfzDP/zDnNxnppTWOt8xzLpNmzbpHTt25DsMIYQQ4jVt7969LF++PN9hXFIme8+UUs9prTdNdr5MfQohhBBCFChJ1IQQQgghCpQkakIIIYQQBUoSNSGEEEKIAiWJmhBCCCFEgZJETQghhBCiQEmiJoQQQojLxt/8zd+wcuVKVq1axW233UYmk+Gee+5h3rx5rFu3jnXr1vHAAw/kO8xxUvBWCCGEEAXHdV0ee+wx2traaGxs5Oqrr8ayLixtaW9v5ytf+Qp79uwhGo3ynve8hx/96EcA3H333Xzyk5+cjdBnlSRqQgghhCgohw4d4s477ySbzZLL5QiFQoTDYf7+7/+eRYsWXdC1XdclnU5j2zapVIr6+nqOHTs2O4HPAZn6FEIIIUTBcF2XO++8k4GBAVKpFK7rkkqlGBgY4M4778R13Rlfe968eXzyk5+kqamJuro6SkpKeP3rXw/A1772NdasWcNHPvIRBgYGZuvTuWCSqAkhhBCiYDz++ONks9lJj2WzWR5//PEZX3tgYID77ruPo0eP0tHRQTKZ5Pvf/z533nknhw8fZufOndTV1fFf/+t/nfE9ZpskakIIIYQoGCdOnCCXy016LJfL0dbWNuNr/+Y3v2HBggVUVVVh2zbveMc7ePLJJ6mpqcE0TQzD4A/+4A/Yvn37jO8x2yRRE0IIIUTBaGxsJBQKTXosFArR0NAw42s3NTXx9NNPk0ql0Frz0EMPsXz5cjo7O8fP+fnPf86qVatmfI/ZJpsJhBBCCFEwrr76asLhMKlU6qxj4XCYq6++esbX3rJlC+9617vYsGEDlmWxfv16Pvaxj3HHHXewc+dOlFI0NzfzD//wDxfyKcwqpbXOdwyzbtOmTXrHjh35DkMIIYR4Tdu7dy/Lly+f9evO5a7PfJvsPVNKPae13jTZ+TKiJoQQQoiCsmjRIv7jP/6Dxx9/nLa2NhoaGmaljtql6PL7jIUQQghR8CzL4vrrr893GHknmwmEEEIIIQqUJGpCCCGEEAVKEjUhhBBCiAIliZoQQgghRIGSRE0IIYQQBefQoUP89V//NZ/+9Kf567/+aw4dOnTB1/zIRz5CdXX1hIK2n/rUp1i2bBlr1qzh7W9/O4ODgxNe09raSiKR4Etf+tIF338mJFETQgghRMHIZDLcfffdfOhDH+LHP/4xDz/8MD/+8Y/50Ic+xN13300mk5nxtT/84Q/z4IMPTnju5ptv5uWXX2bXrl0sWbKEz3/+8xOO33333dx6660zvueFkkRNCCGEEAXjs5/9LNu3byebzeJ5HgCe55HNZtm+fTuf/exnZ3zta6+9lvLy8gnPvf71rx+vz7Z169YJvUTvvfdeWlpaWLly5YzveaEkURNCCCFEQTh06NB4kjaZU8na4cOH5+T+3/72t8dHz5LJJF/84hf53Oc+Nyf3mipJ1IQQQghREO6//35c133Vc1zX5f7775/1e//FX/wFlmVx++23A/C5z32Ou+++m0QiMev3mg7pTDBNWmsO727l6N5W7JDNys1LqKorP/8LhRBCCPGqurq6xqc7z8XzPLq7u2f1vt/97nf5xS9+wUMPPYRSCoBnnnmGn/70p3z6059mcHAQwzCIRCLcdddds3rv85FEbRqSwyl+8OX7+Ld/fohTzexjRVHuvOd2bnjrtjxHJ4QQQlzaamtrMU3zVZM10zSpqamZtXs++OCDfPGLX+SRRx4hFouNP//YY4+Nf3zPPfeQSCQuepIGMvU5LQ/88Hfc/93fjCdpAKmRNH/zqW/x0jP78hiZEEIIcel7y1vect7G65Zl8Za3vGVG17/tttvYtm0b+/fvp6GhgW9961vcddddjIyMcPPNN7Nu3To+/vGPz+jac0VG1KZoeGCE+7/zm0mP+b7mqV+/wOotyy5yVEIIIcRrx6JFi9i8efM5NxSEw2E2b97MwoULZ3T9H/7wh2c999GPfvS8r7vnnntmdL/ZICNqUzTQO8xA79A5j7cf6bqI0QghhBCvTZ///OfZvHkzkUgE0zSBYLrzVJJ2Zp2z1zoZUZui4rIE8aIYyZHUpMdrG6suckRCCCHEa08kEuFv/uZvOHToEPfffz89PT3U1NTwlre8ZcYjaZcySdSmqKyqhDd/8EZ+9He/mPT4FTeuvcgRCSGEEK9dixYt4hOf+ES+w8g7mfqchjd94EaueeMVE54zLZP//D9uY+O1q87xKiGEEEKImcn7iJpS6hbgy4AJfFNr/YUzjpcA3weaCOL9ktb6ny56oEBpZQmf+Ms7uOV913F493FCEZvVW5Yxf/G8fIQjhBBCiNe4vCZqSikT+DvgZqANeFYpdb/Wes9pp/0hsEdr/WalVBWwXyn1A611Lg8hY4cs1m5bztpty/NxeyGEEOKycPjwYR5++GH6+/spLy/nxhtvvCzXqOV76nMzcEhrfWQs8foR8NYzztFAkQpKBSeAfuDV+0sIIYQQ4pLU1tbGBz7wAT74wQ/yzW9+k5/85Cd885vf5IMf/CAf+MAHJjRNn66PfOQjVFdXs2rVxOVKX/3qV1m6dCkrV67k05/+9IRjra2tJBIJvvSlL834vhci34naPODEaY/bxp473deA5UAH8BLwX7TW/pkXUkp9TCm1Qym1o7e3d67iFUIIIcQcOZWk7du3j2w2O96hwPM8stks+/btu6Bk7cMf/jAPPvjghOd++9vfct9997Fr1y52797NJz/5yQnH77777vFG7fmQ70RNTfKcPuPxG4CdQD2wDviaUqr4rBdp/Q2t9Sat9aaqKimVIYQQQlxqPvvZzzI6OjqhA9DptNaMjo7y2c9+dkbXv/baaykvn9if++///u/5zGc+QzgcBqC6unr82L333ktLSwsrV66c0f1mQ74TtTag8bTHDQQjZ6f7feBnOnAIOApICwAhhBDiNeTw4cMcOXLknEnaKVprjhw5wpEjR2blvgcOHOCxxx5jy5YtXHfddTz77LMAJJNJvvjFL/K5z31uVu4zU/lO1J4FFiulFiilQsD7gPvPOKcVuAlAKVUDLAVm56sjhBBCiILw8MMP47pTW4Luui4PPfTQrNzXdV0GBgZ4+umn+cu//Eve8573oLXmc5/7HHfffTeJRGJW7jNTed31qbV2lVJ3Ab8kKM/xba31bqXUx8eOfx34X8B3lFIvEUyV/qnW+mTeghZCCCHErOvv7x9fk3Y+nucxMDAwK/dtaGjgHe94B0opNm/ejGEYnDx5kmeeeYaf/vSnfPrTn2ZwcBDDMIhEItx1112zct+pynsdNa31A8ADZzz39dM+7gBef7HjEkIIIcTFU15ejmmaU0rWTNOkrKxsVu77tre9jYcffpjrr7+eAwcOkMvlqKys5LHHHhs/55577iGRSFz0JA3yP/UphBBCCMGNN96IZU1t/MiyLG666aZp3+O2225j27Zt7N+/n4aGBr71rW/xkY98hCNHjrBq1Sre97738d3vfpegIlhhyPuImhBCCCHEwoULaWlpYd++fa+6oUApRUtLCy0tLdO+xw9/+MNJn//+97//qq+75557pn2v2SIjakIIIYQoCJ///OdJJBLnHNFSSpFIJPj85z9/kSPLH0nUhBBCCFEQGhoa+N73vseyZcsIh8OYpgkEa9LC4TDLli3je9/7Hg0NDXmO9OKRqU8hhBBCFIxTydqpXp8DAwOUlZVx0003zWi681IniZoQQgghCs7ChQsvyybsZ5JETQghhBAFZ2RkhJ07d5JMJonH46xbt46ioqJ8h3XRSaImhBBCiILR2trKP/7jP/Lwww9jWRZaa5RSuK7LTTfdxB133EFTU1O+w7xoZDOBEEIIIQrCCy+8wO23384vf/lLstksyWSSVCpFMpkkm83y4IMPcvvtt7Nz584ZXf/EiRPccMMNLF++nJUrV/LlL38ZCLoi3HzzzSxevJibb775rK4Hra2tJBIJvvSlL13opzhtkqgJIYQQIu9aW1v54z/+Y9LpNL7vT3qO7/uk02n+6I/+iNbW1mnfw7Is/uqv/oq9e/fy9NNP83d/93fs2bOHL3zhC9x0000cPHiQm266iS984QsTXnf33Xdz6623zujzulCSqAkhhBAi7775zW+SzWandG4ul+Nb3/rWtO9RV1fHhg0bACgqKmL58uW0t7dz33338aEPfQiAD33oQ9x7773jr7n33ntpaWlh5cqV077fbJBETQghhBB5NTIywkMPPXTOkbQzeZ7Hb37zG0ZHR2d8z2PHjvHCCy+wZcsWuru7qaurA4JkrqenB4BkMskXv/hFPve5z834PhdKEjUhhBBC5NXOnTun3OfzFMuyZrxWbXR0lHe+85387d/+LcXFxec873Of+xx33303iURiRveZDbLrUwghhBB5lUwmX7W/52S01jMaUXMch3e+853cfvvtvOMd7wCgpqaGzs5O6urq6OzspLq6GoBnnnmGn/70p3z6059mcHAQwzCIRCLcdddd077vTEmiJoQQQoi8isfj5+zveS6n+n5Oh9aaj370oyxfvpxPfOIT48+/5S1v4bvf/S6f+cxn+O53v8tb3/pWAB577LHxc+655x4SicRFTdJAEjUhhBBC5Nm6detwXXdar3Fdl3Xr1k3rNU888QTf+973WL169fhr//f//t985jOf4T3veQ/f+ta3aGpq4ic/+cm0rjuXJFETQgghRF4VFRVx00038eCDD05pQ4Fpmrzuda+b9oja1Vdffc4p1oceeuhVX3vPPfdM616zRTYTCCGEECLv7rjjDsLh8JTODYfDfPSjH53jiAqDJGpCCCGEyLumpia++tWvEo1GMU1z0nMMwyAajfKVr3zlsmkjJYmaEEIIIQrCunXr+MEPfsAtt9xCOBwmHo8Ti8WIx+OEw2FuvfVWfvCDH0x7bdqlTNaoCSGEEGLGTjVNny1NTU38+Z//OZ/61KfYuXMno6OjJBIJ1q1bl9d6ZrNhuiVIQBI1IYQQQsxQJBKhr6+PioqKWU3WABKJBFdfffWsXjOftNb09fURiUSm9TpJ1IQQQggxIw0NDbS1tdHb25vvUC4JkUiEhoaGab1GEjUhhBBCzIht2yxYsCDfYbymyWYCIYQQQogCJYmaEEIIIUSBkkRNCCGEEKJASaImhBBCCFGgJFETQgghhChQkqgJIYQQQhQoSdSEEEIIIQqUJGpCCCGEEAVKEjUhhBBCiAIliZoQQgghRIGSRE0IIYQQokBJoiaEEEIIUaAkURNCCCGEKFCSqAkhhBBCFChJ1IQQQgghCpQkakIIIYQQBUoSNSGEEEKIAiWJmhBCCCFEgZJETQghhBCiQEmiJoQQQghRoCRRE0IIIYQoUJKoCSGEEEIUKCvfAYjXJj+XZfThX5I9uI/I6vUkrr0JZcjfBUIIIcR0SKIm5kTmpRcZvv+nAGT3voxdV09k6co8RyWEEEJcWmSIQ8wJ7Xmv+lgIIYQQ5yeJmpgT0dVriV9/M2ZZBUW3vo3I4uX5DkkIIYS45MjUp5gTRjRG2Xs+gH7n+1Gmme9whBBCiEuSjKiJOSVJmhBCCDFzeU/UlFK3KKX2K6UOKaU+c45zrldK7VRK7VZKPXKxYxRCCCGEyIe8Tn0qpUzg74CbgTbgWaXU/VrrPaedUwr8X+AWrXWrUqo6L8EKIYQQQlxk+R5R2wwc0lof0VrngB8Bbz3jnPcDP9NatwJorXsucoxCCCGEEHmR70RtHnDitMdtY8+dbglQppT6nVLqOaXUBye7kFLqY0qpHUqpHb29vXMUrhBCCCHExZPvRE1N8pw+47EFbATeCLwB+O9KqSVnvUjrb2itN2mtN1VVVc1+pEIIIYQQF1m+y3O0AY2nPW4AOiY556TWOgkklVKPAmuBAxcnRCGEEEKI/Mj3iNqzwGKl1AKlVAh4H3D/GefcB1yjlLKUUjFgC7D3IscphBBCCHHR5XVETWvtKqXuAn4JmMC3tda7lVIfHzv+da31XqXUg8AuwAe+qbV+OX9RCyGEEEJcHErrM5eEXfo2bdqkd+zYke8whBBCCCHOSyn1nNZ602TH8j31KYQQQgghzkESNSGEEEKIAiWJmhBCCCFEgZJETQghhBCiQEmiJoQQQghRoCRRE0IIIYQoUJKoCSGEEEIUKEnUhBBCCCEKlCRqQgghhBAFShI1IYQQQogCJYmaEEIIIUSBkkRNCCGEEKJASaImhBBCCFGgJFETQgghhChQkqgJIYQQQhQoSdSEEEIIIQqUJGpCCCGEEAVKEjUhhBBCiAIliZoQQgghRIGSRE0IIYQQokBJoiaEEEIIUaAkURNCCCGEKFCSqAkhhBBCFChJ1IQQQgghCpQkakIIIYQQBUoSNSGEEEKIAmXlOwAhhMgHd6CdzJEdmEUVRBZuRZny41AIUXjkJ5MQ4rKUOfEiubYXAbDKm7Arm/IckRBCnE2mPoUQlyWrpA4AI1GFESvJczRCCDE5GVETQlyWwk3rsErrUeEYZqQo3+EIIcSkJFETQlyWlFJYJTX5DkMIIV6VTH0KIYQQQhQoSdSEEEIIIQqUJGpCCCGEEAVKEjUhhBBCiAIliZoQQgghRIGSRE0IIYQQokBJoiaEEEIIUaAkURNCCCGEKFCSqAkhhBBCFChJ1IQQQgghCpQkakIIIYQQBUoSNSGEEEKIAiWJmhBCCCFEgZJETQghhBCiQEmiJsQFcPs6yLXtQzvZfIcihBDiNcjKdwBCXKpyPccY+fW3wHeJrLyW+IZb8x2SEEKI15gLStSUUmGttQwliMuSN9gDvguA03koz9EIIc7knDxO5uh2rNJ6Igu3ogwz3yEJMW1TnvpUSn37jMcJ4IFZj0iIS4RdtxCrqhmsENEV1+Y7HCHEGbInXsTp2Et6z0N4wz35DkeIGZnOiFq7UurvtdZ3KqXKgH8H/nGO4hKi4FlFFRTf/BG062CEY/kORwhxBqusgVzrTsyKJoxocb7DEWJGppyoaa3/u1Lqi0qprwMbgS9orf917kITovAp00aZdr7DEEJMIjx/PXblfFQojhGK5DscIWbkvImaUuodpz3cDvz3sX+1UuodWuufzVVwQgghxEwppTATFfkOQ4gLMpU1am8+7b83AS8A9mmPL4hS6hal1H6l1CGl1Gde5bwrlFKeUupdF3pPIYQQQohLwXlH1LTWvz9XN1dKmcDfATcDbcCzSqn7tdZ7Jjnvi8Av5yoWIYQQQohCM+U1akqpKuAPgObTX6e1/sgF3H8zcEhrfWTsHj8C3grsOeO8PwL+FbjiAu4lhBBCCHFJmc6uz/uAx4DfAN4s3X8ecOK0x23AltNPUErNA94O3MirJGpKqY8BHwNoamqapfCEEEIIIfJnOolaTGv9p7N8fzXJc/qMx38L/KnW2lNqstPHXqT1N4BvAGzatOnMawghhBBCXHKmk6j9Qin1e1rr2Sxy2wY0nva4Aeg445xNwI/GkrRK4PeUUq7W+t5ZjEMIIYQQouBMJ1H7L8B/U0plAYdgNExrrS+kiuCzwGKl1AKgHXgf8P7TT9BaLzj1sVLqO8AvJEkTQgghxOVgOgVvi2b75lprVyl1F8FuThP4ttZ6t1Lq42PHvz7b9xRCCCGEuFRMqyn7WOuoxcB4iWet9aMXEsDYVOoDZzw3aYKmtf7whdxLCCGEEOJSMp3yHHcQTH82ADuBrcBTBLsxxSVAuy6jTz2O29tDbP1GwgsW5jskIYQQQryKqXQmOOW/EJTHOK61vgFYD/TOSVRiTqRe2MHAd7/FyAP/xslv/F+8VDLfIQkhhBDiVUwnUctorTMASqmw1nofsHRuwhJzwR8dHf/Y6+9D53J5jEYIIYQQ5zOdNWptSqlS4F7g10qpAc4upSEKWHT9RrIHD5A9fJCSt7wDq7Qs3yEJIYQQ4lUoradfG1YpdR1QAjyotS64YZlNmzbpHTt25DuMgqU9D2Wa+Q5DCCGEEIBS6jmt9abJjk1pRE0pZQC7tNarALTWj8xifOIikyRNCCGEuDRMaY2a1toHXlRKSRNN8ZrnjQ6ReuG3pHc/hXYKbsBYCCHEZWQ6a9TqgN1Kqe3A+HZBrfVbZj0qIfIo9eJvyez83fjj6Mpt+QtGCCHEZW06idqfz1kUQhQQnUm98nEuncdILh9+NoXTdQgjVoJdNT/f4QghRMGYTgupV12XppR6SmstQw/ikhddfQ1oUJEo4cUb8h3OZSG991Ey+x4Hw6T4pj/ArmjId0hCCFEQptVC6jwi5z9FiMJnVzdiv+79+Q7jsuKnhsY+8NCZ0Vc/WQghLiOzmahNv86HEBeB1ho/PYoRiqAsO9/hiElEllyJskIY8XLsmpZ8hyOEEAVjNhM1IQqO1pr0i4+QfObfsectpuiG92HGi/MdlhjjpUZQhold2Yhd2ZjvcIQQouBMp4XU+ahZvJYQs8JPj5J85hfgezgn9uF0HM53SGJMru0Agz/6PIM/+xvck9LkRAghJjObidoHZvFaQswKIxTBrl8UPLBszJLK/AYkxuXaD6JzGfzhPpze4/kORwghCtKUpz6VUu8AvghUE4yeKUBrrYsJPnh5TiIU4gIoy6bohttwOo9gllRiV8v0WqEINS4jd/B5VCQu69KEEOIcptzrUyl1CHiz1nrv3IZ04aTX52uPdh2c7hMYiRKskop8hyNmie9kUSiUHcp3KEIIkTcX3OtzTPelkKSJ16bkM78k9fSDqKJSyt71R1jlNfkOScyANzpAZv9TKNMmsvxKjHA83yEJIURBm06itkMp9WPgXiB76kmt9c9mOyghzpQ9shsAPTKIN9AtidolKnt0J5m9jwNgJMqILJr0D0ghhBBjppOoFQMp4PWnPacBSdTEnItd8TpGH/4JocZFWLUL8h2OmCEjXhp8oBRGrCSvsQghxKVgOi2kfn8uAxHi1USXbSS8cDXKslBqNjcri4spvGAtRqwYZVrS01MIIaZgOrs+I8BHgZWc1i5Ka/2ROYhLiLMYsuD8kqeUQah2Yb7DEEKIS8Z0hia+B9QCbwAeARqAkbkISgghLgfac0jtepiR3/2AXPfRfIcjhChA01mjtkhr/W6l1Fu11t9VSv0/4JdzFZgQQrzWuSfbSb/wq+CBFSJUI+svhRATTWdEzRn7d1AptQooAZpnPSIhhLhMGPESjOIqAKyK+jxHI4QoRNMZUfuGUqoM+O/A/UAC+B9zEpUQQlwGzEQZxa+/Az89glUuiZoQ4mzT2fX5zbEPHwGk34sQlwGtNUqpfIfxmmbGSzDjUqpECDG5KU99KqVqlFLfUkr9x9jjFUqpj85daEKIfMoceoGBf/kiqed/g/a9fIcjhBCXpemsUfsOweaBU+PzB4A/meV4hBAFIr3rt/jDJ0k99yD+6FC+wxFCiMvSdBK1Sq31vwA+gNbaBeTPbCFeo8KLNgIQWrwJI1aU52iEEOLyNJ3NBEmlVAVB2yiUUlsB+TNbiNeo6OprCLesxYjEUZZ91nHtOvipYYx4Cco8+0eJ9txJnxeFL9e5H2+kF7t+BVaiPN/hCHFZm85P0U8Q7PZcqJR6AqgC3jUnUQkh8k4pAzNROukx7TqMPn0v2QPPElmymfi2t01IytJHnyVz4DHCzZuILrla2n5dQrzhXkaf/QloHz8zgrXm1nyHJMRlbco/PbXWzwPXAVcC/xlYqbXeNVeBCSEKl58aJnvgWQAyB7bjp19pUqJdh8z+R9GZUTL7foefGc1XmGImTBtlhwFQdjTPwQghptPr0wR+j6DIrQW8XimF1vqv5yg2IUSBMuIlRJZsJnNgO5Fl2zCir6xhU5ZNeP4GMgceIzR/A0Y4nsdIxXSZ8VKKrvwAfrIfq1IqMQmRb9OZ+vw3IAO8xNiGAiHE5UmZFvFtbyO67kaMaPFZa9GiS68j3LwBIxRHGWaeohQzZZXUQkltvsMQQjC9RK1Ba71mziIR4jKVaz8MnovdsBhlXDpruZRpYZ5jobkyDMyoFHEVQogLNZ3fCv+hlHr9nEUixGUoc+Qlhn72VYbu+79k9j2b73CEEEIUmOmMqD0N/FwF27ccQAFaa108J5EJcRnwh/sYq3iDN3wyv8EIIYQoONNJ1P4K2Aa8pLXWcxSPEJeV8MI1eIO9aCdHZMnGfIcjhBCiwEwnUTsIvCxJmhCzxywqp+j6d+c7DCGEEAVqOolaJ/C7sabs2VNPSnkOIYS4NGnPxXczmOFEvkMRQpzDdBK1o2P/hcb+E0KIOaU9F3wfZcuPnNmm3RzJF/+dXPtuYmvfRGT+unyHJISYxJQTNa31n7/acaXUV7XWf3ThIQkhBHjJAUafvw8/NUh8w9sIVTXnO6TXFD89RK7tJQCcrgOSqAlRoGazaNNVs3gtIV4zcu0HyRx+AT+bzncolxRvqBOvvxWdGcY9eTTf4VwQP5vEHepG+4VTK9yIlxNZcg1GcTWhprX5DkcIcQ7TmfoUQkxTru0Aw7/+NqCJrnsd8fU35zukOaW1Rik1K9cyS+dhVS7ATw1iV1+6rYz8bIqRZ36MN9BGdOXriC66Mt8hAaAMk9jyG4gtvyHfoQghXoUkakLMIS8zwqk6aX5yOL/BzCEvPUzqpV/ip4eJrbkFu2zeBV/TjJVQtO128D2UZc9ClPnhp4fwBtoAcHqOFEyiJoS4NMxmojY7f0YL8RoSblyOv+YG/NQwkWVb8x3OnHH7T+B07gXA6To4K4kaBK2ouITaak3GLK4muvwGnN6jRBa+dr8HhBBzYzYTtS/P4rWEeE0wwjHiG2+5aPdLv7QTp6udyKp1hOpmJ1maCrOkFqOoCj89jF3RdNHueylQhkl0yTVEl1yT71CEEJegKSdqSqlfA+/WWg+OPS4DfqS1fgOA1vo7cxGgEGJqskcP0feNvwGtSb/4HNV3/zeUeXFWN1iJCoqv+Qj4LkY4flHuKYQQl4Pp/BSvPJWkAWitB5RS1bMfkhBiJnQ2C2ONQ/yRIfB8MGfv+rnWA6R3b8eubSK67mqCtr+vMOwwEJ69GwohhJhWouYrpZq01q0ASqn5nFolLYTIu/DipZS8+z/htJ8gtnEbKjS7RWKTT/w7zomDZF96Ert+AXZN46xeXwghxNmmk6j9GfC4UuqRscfXAh+b/ZCEEDOhTIui614/Z9c3q+bhnDiIUVSGik59etMd6CSz72mMeAnR5VehbBl1E5cP7eZwuo+hQhHsKlm/KaZvOp0JHlRKbQC2EuzwvFtrffJCA1BK3UKwEcEEvqm1/sIZx28H/nTs4Shwp9b6xQu9rxBiehJXv4nwguWYZdVYxeVTfl3m0HNkD24HwCqvJ9SwbK5CFKLgpF74FZk9j4NSJK59P+Hm1fkOSVxizrvvXSm1bOzfDUAT0AG0A01jz82YUsoE/g64FVgB3KaUWnHGaUeB67TWa4D/BXzjQu4phJgZIxIjvHA1VnnNtF5nFlcCoEIRjFjJXIQmREHSTo7s4efHHmic7ku7w4bIj6mMqH2CYIrzryY5poEbL+D+m4FDWusjAEqpHwFvBfaM30DrJ087/2mg4QLuJ4S4yCKLr8AsrcEIx7FKZf/RpcB3MuTa96CsEKH6FUE9uzxyh7vJHHwKIxInsvhqjFA0r/FMlbJDhJrXkt3/FKCwq+fnOyRxCTpvoqa1/tjYv3PRZ2QecOK0x23Allc5/6PAf8xBHEKIOaIMk1DNgnyHIaYhd+JlUi89AICywoRqF+c3nvY95Np2AWCVNRKqv3Smz+MbbyE0bwmEooRqmvMdzpR5yQFynftQoRjheStQ5qXbHeRSN60iS0qpK4Hm01+ntf7nC7j/ZN0MJt1JqpS6gSBRu/ocxz/G2OaGpiZZsCkufdrNkTn6HNpJEW7eiBkrzXdIF4X2XPz0EEa0WH45TIFz8jjpQ09ildYRXXzV7Lxnpjn5x3NMuw7pl59Cp0eIrNyGObYW0iypBaVQ4QRGYurrIwuBssOEGpfnO4xp0b5H8sUHcHsPB0+4WSItm/Mb1GVsOgVvvwcsBHYC3tjTGriQRK0NOH2PfwPBGrgz770G+CZwq9a6b7ILaa2/wdj6tU2bNknZEHHJy3UfIr3n18EDwyK27Lo5vZ+fS6Nzacw8/iLUvk/ypQfJHX+e0PwNxNfcijLM0457ZNteAidDqHENRig2pet6qSHwHcxE5VyFnjfZEy/idh/E7T6IXbUQu+LCy6aEG1aj7DCGGcaqvHijobkTB0g+8tPggWES3xJ09QjXL8e64U6wQpjR4osWz4VyR07iZ0exyxsnfB8XOu06uAOvTHZ5yf6pvc5z0L6HYUfmKrTL0nRG1DYBK7TWs5kEPQssVkotINig8D7g/aefoJRqAn4GfEBrfWAW7y1EQTPCcVAKtMaIFM34On4mSa7jEGZJJXbF5G2l/EySke0/xhtoI7b2zUSa18/4fhdCO2lyrTsByLXuJLrsesxIYvy403WA1Av3B+f6PtHF529w7g51M/Lk99FOmsTm9xCqXTInseeLVTaPXOvOoI3XLG3WUKZFuP7MfV1zz4gVg2mD52AkJn4uZtGllWS7I72MPPZPaCdDbPWtRFquyHdIU2aEIkSXXkd6969RdoRQ3fmnmr30MKPP/Rx/uJfEpndgV7dchEgvD9NJ1F4GaoHO2bq51tpVSt0F/JKgPMe3tda7lVIfHzv+deB/ABXA/1VKAbha602zFYMQhcqunE/RVR9Gu1nsqpmPaqR2/Y7M7kdR4Rglb/4jrKKzR8y81ADeQBsAbn8r5ClRU6EY0WU3kDnyNJGWLWe3ozq9JZZSpA89hV3VglVy7p2ofrIfnUsC4A33wGssUQvP34Bd3oQKxzHCUxthnGtaa7STRdlhxn5uT4ld00jpe+9GZ1LY8xbhZ9O4PccxSqqwiivmMOLZ56dH0E4GmPqIVCGJLNxKqGYRWOEpjWJ6Q114fccBcHqPSKI2i6bVQgrYo5TaDmRPPam1fsuFBKC1fgB44Iznvn7ax3cAd1zIPYS4VM3GNJbOjAb/5jLg5iY9xyqpIbLkGtz+NsIN+avzpJQiuuQqIgs3T7rWyq5eRGLze/A9l/TuX6MzIzhlDRRd8/vnTAisymYiS65B59LY9ZfWWqGpUEphFlfN+X20k0PZ5+92obUmfeBRMoeeIrr4aqJLJl1WfE521Ssb+5PP/4rM7scxS2soeePHMaKJV3llYbErmoiuvBk/NUh4/oX/4aO1j58axAgnUNbsdh2ZjFIKs2jq31dWaT123XK80ZPYr7E/hvJtOonaPXMVhBBi7kRXX4eRKMMqr8MqqwXA7e8g17EPs7SWcEOwoyu2fC42ds/MuRbEK6UI1S3DdzKk9/02ePI8jeeNULSgPrdLUeboc6T3PUy4eRPRZdeN93nVvnfW2iudS5M5+AR4LpmDTxBesGnGa5a8od7xf3UuA5dQoqZMi+iibbN2vczhp0nv/g123QoSG96Ksgpro40RSVC0+d1o3x8v5+Ln0mSPBXXkws0bplxWxek5jJcZIVS79JIpxTKXptOZ4BGlVA1waqJ9u9a6Z27CEkLMFqusdjxBg7EdXTvuxx1oB6UwXvefscsnX7tWqAw7QtGmd+MOtmNVNk9rek1MX+bIM2MJ2OOEF1yBGUmQbd1N6tlfYNcvJrbx9zBCQTKmQlEii64ic/gpIouvvKCF5bH1N5MtqcaubsIsubTWqM02p+tg8G/nHvzc6zCt0vwGdA6n19zLde4jvfeh4PlwjMgURhadgXZGnv5/oDV6+Y3THpF9LZrOrs/3AH8J/I6grMZXlVKf0lr/dI5iE0LMEX16FZxLdI+0VVqLVVp7/hPFBYss3EJ6728JN28cXweXO/ICfnKQ7MFnCS/aiFEVFHNVShFdei2Rli0X3NfVrpmPXSNFYgEii7aSMQzsmiUY0bnt8OFnk7iDXZjFVRe0y9aIJDhVhcuITGM09NTPpFndu3jpUlPdxKmUehG4+dQomlKqCviN1nrtHMY3I5s2bdI7duzIdxhCFCynv51c216s0lrCTavyHY6YJdpzyba+BE6O0Pw1GOHZmzbSrjNhui1z8FmST/0cu66FxDW3YUTir/JqcanQ2mf02Z/idO7DLGugaNvtGBeQcDv9bYDGLp/6ettc90H89Aih+mVTLsFzqVNKPXeujZLTWaNmnDHV2ccUeoUKIQqPXT7vkpvuFOAO9+EP9GLVzp80Ccu17SH5VDDJ4btZYiuunbV7n7kmKrL4Cuy6xRjh6AWPnMHYYvlMEiMcz3vLqulwBztwh3uwq1qmPPqU7dyL29eGXbuEUGWBjRi6Lm5/UEPNG+xAu1m4gK+vXT79ro+hmvx2wig000nUHlRK/RL44djj9yLtnIQQ4qLwMymGf/GPeH2dRNZdT9E1bz/rnAnzI1OcLfFz6aBW3wxKe5iJ0mm/BoLCqE73IbCjhKqaAUgfeIzMvkeILLqS6IqbCnLdYfrFp8geeono6q2El6zBy4ww8tQP0bkk4eYriK+99bzX8EZOknz2X0H75Np3Y9145wWNWM02ZYeIr30Tuc592NVTTz4LnZ9NoT0HZUfO+X5r38PpP4E/2o8RK0HZUdyTx8BzMSuasCvn5+X7cjqbCT6llHoncBXBpPM3tNY/n7PIhBBCjNO5DN5ANwDe4OT7uMINy2HL29FOlnDzuvNe0x3sYmT7j8F3SWx5L3bZ9Ec/ZiJ7fCepl/4DUBRd/SGssnnjuwOzx54jsuRqVIFVt/dGhxn+xT+D7+H2dBBesgZ8jfaCkjfad6Z2IcMCwwTPR9mRgkxIQ3VLCdUtzXcY0+I7WXR6+Kx6gs7JVrKtL5M9vAPcHCpWSmTRFYQaV02ozaedLMndvyZ3PPg+tGsW45w8Bt4rX9fY2jcSad540T6nU6bV61Nr/a9KqV+fep1SqlxrfelV8hNCvGZp3yfXtR98j1DdMtR5yndcKszicorf8GGcziOEFm+Y9Bxl2kQWTr0euDvUiU4PBR/3d1y0RE17p0pxarSbRRkm0eU3kD2ynfD8jQXZgsiIRAkvXU927w7CS9cAYMaKKdr6ftyhLkI1U6sdZsZLg9cMdmBXLbgoNdEm42eTuH3HMeLlWCWztykn13aAXPtBUIpQ4zJCdXNf+NYd7Sf5wn14/SdQ8XKKNr4Dq6yebNteRp8I/hA5RacGSe/6Ndkjz1F01XuxxpaA5LoPjCdpyo7gZ5MTkjSA1O5fY9csvuijjNPZTPCfgf8JpAGfYFRNa60LrvywbCYQ4vKV69jH6LP/AkBs/VuINK2b9jW07+ENn8SIFhVMtf+54CUHSO19GHyX6IrXYSUuTvV/P5Mk27YLFYoGfUUvkT6YfjaDN9SPVV51wXXMtOeC9vOWqI089zOctpfBClF8zUewiqsv+JrZQy8w8vD/Y3wSXhkUvf7DhOfPbTuy1L5HyOx/ZPxxqGE1kYXbGPrNN2GsO8RkrIpGim/8fZQVIvnyL/EGOsC0MKKl5Dp2T1ogvOjq35+VQuRnmq3NBJ8EVmqtT85OWEIIMfs0/mkPZra9P/3yI6Rffgirqpmia97/mt3RaMbLKNr0zot+XyMSn9VisBeLEY5gVNdf8HXc0X6Sz9+Hzo0SX/+2OfnF/2q07+P1tY0Fk8NPD8MFJmrac0nteoQJKyW1T2bPUzNO1Lz0MN5gJ0as9FXbxOF7Ex+mh0m9/CushsUo18FpP3jWOQBu3wmcnmOE6peg7BjecE8wwmtHMBMVeINndMy0QrPWT3c6ppOoHQZScxWIEELMhlDtUtj4drTnEp63ckbXyB5/EQC39xhecvA1laj5TgZlWJfUlPBkHRAuZd5AO95AsLPS7T1y0RM1ZRhEV7+ezIHHsSvnT6t0xrloJzfp2klvoGtCt4KpcgfaGXnmx+jsKChFfN1bCTetmfRcq2Yx6vjz6FwKTBtlh3G6DmBVteAOthFq2UDuyAvgu5iltahIDH+kH2WGcAc6MGJFOL1Hgx2ugHYyGOEEnmmB98q0aWzF6/KyuWI6/6d+FnhSKfUME3t9/vGsRyWEEFPkjQ6SO7EXs6SKUP0ilGGO9yt1R/vBdbBKz/3XeLZtP7ljLxGat5jwgqAsZHTVDaR3/pJQ40qskrnvo3mxZNv2knz6Z5jl9SS2vhMzVvg7+pyewyR3PYBV3kRs1RvGOyBcysyyesyyefiZUayqBXmJIVy3jHDdsgnP+U6WXOc+jHA8aMg+DUYkRrhlLdkDz068T8vas5I07WTxRvpQ0SLMaNGk18u27wmSNACtSe//HaH6ZZNOFZuRBEa8DFVcDYaF9lysymbM4hrwXdy+w1h18zETleS698NwP0ZRNUaslMyhR8kcegy7ugU/khjvjex0H8SqbMaIl2NEElgVTdiV+flaTSdR+wfgYeAlOH1uQQgh8if1/K/IHtwBhknJm/8QuzJYEO+cbGPkt99GOzkSV72X8Pyzm81r3yP59L34I/1kDz+PVdOCGSsismAd4aZVl9So01Q4bXvQuRRu1yG8vjbM2NyuHZoN2c59+MkBcskBwvM3oMrnoZ1sXntAeskB/FwKq7R+yrs2/VwGnUthxMuwEhUUX/Uh8P0pNbq/WLJHd4y3fEpc9aFz1nhzh7rwkwOYZfMmjDBF11yHN9KP23UUtI/duJzwiolT3NrNMvrcfThtuzHi5cS3vHPyWmvaP+Ohd1YXFT+XwU/1o8JFwehY/wns6oW4/e0YkWJy7S+jMyNjwRXjdO0dX7Pmj/SgLBtlhdFuFqfnMHbVQpyxRA3APXmMaO1Sogu3TOn9myvT+Snkaq0/MWeRCCHEDOhsMvjA99CnLf71hrqDRt4EOxonS9SUYWJXN5Md6ceubp5QX+m1lqQB2LWLyB7diVlSjVF2abTfCtUsxunYg1UxHyNaSnL7v5E7+gLRDbcSXXLxf4G6IycZeeK76GyS+Pq3EJ7CZhU/k2Rkx0/w+lrHSzwo04JZns310iN4o71YxTUY4elP108oMeJNXm7EGWhj5InvgedgltQRW/dW7NJgfZtVXktkzVac6nLsqkVBiRhlTJi6dod6cNp2A+An+8kceAJj7S2YZ7TFCtUvJ9u6E8amI6NLr5uQ1Dq9R0m++AB+sg8VThBdcSNmSQ3ecA9GpBizrB6v7eXx85UVQp+xscAfOYkRL8Mb6go+f33GOjbTJlSd//2S0/lJ9Ful1MeAf2Pi1KeU5xBC5E10/esxiisxS6uxa5rHn7drFxGavxY/O0roVdpkxbe8mfDiTZgl1QU1ujEXws1rsaqaUXYoryNS0xGqXYL1uj9GmTbecC/ZA08DkNn7BCpehE4PE5q3YlbWDmk3h/acV01y/PTw+B8H7shJplKq1kv14/W1AuD0Hpn1Wly57kM4A52gXXJHn8Uqm0fiivdMe2dqeP5GlBlChePYVZMnKN5Q13gS5w11kt7/W9Sy67BKavGzSVK7HgDfwxs9iVW7iNSL/46f7Ce+7o3YlQvw3RxGUSX+yMlgPVkoijvYeVaiZlc0UXztHXiDHRixEqyxdXTecC9O33Fy3QcxIgnMRAVO9wHSL/+a0LxVuL1Hxs7rDtaojT3WuTTqtKlNALOkBnewY/yxkaiEvlbQPmZJLdHlN2EW5X/pw3QStfeP/fvZ057TQP7TTSHEZcuunIddeXY7LDNeQtHV7530NdpzQBkow8QIxwjVLbzgOHwnQ+7EHjAtwg0rCnZEzoxf/F1rF+rUSKcZLyW0YD25YzsJzV9F6rmfgfbR2RFiK2++oHt4yQFGn/sZ3nAPiY3vOGfBV7uikeiK1+Gnhwg3Tq3VtVVcQ7hlM07P4Sm/Zqq80X5Gd/wMu7wBp+cQdu0SnJPH8N0M5hQSNTc5AFpjJcoxo0VEF1+JO9hJcte/o8wQkZbNmPGyVz6X0nqUHUU7acyiavyRXnI9x3HaD+H5LlblAtyeQ4Rql+L2HMbtOQRA9thOzEQNOjOCWVqNVbsYDJPc0Wdwug/i9rTiJ4cwiqswi8sJzVuJN9yN03MoKAxsR/GSfWQOPIGfGgg2DgBYIazqhahQfOKOb4JG8GbZPPzkAN5wN+GWLTi9h/FHTmJVNgfTqWObBczyJmLLbyC6cCvazWImKvJWOuVMU/pJopQygM9orX88x/EIIcSccgbaST5/H8qOEN/w1lmrHZY98jyp5x8IHmx7N5HmyX8he8khlB3C7WkF7WHPW5qXHY3ayYFSF1wPbDadnkBPRtlhEtvegb/hVnK9R+B48ItZO2fXu5oub6gLb6AdgFzPoXMmasq0iS6+clrXVlaI+Opb0FrPqBOBnxklfeQZ8D3CzZuwEuWnXdzALKrEHQjKbbgD7cRWvxEzMvki/dM5vUcZeeaHoCGx5T2EqoMNBOkDj+F07gsub9rEVtw4/hqrtJ74pneSOfRksP7LDJHd+wT+UC8og9DiTdg1S8FMkN27E+wIOFn8oWGGH/ohvt8NvosRKwXTBsPEKq3Dd0ZRsQjZw48C4A33kD38FKcWprkD7RjRYpRlv5KkAbg5zKIqcu27MYuqMUrq8Yc6sCrmB2VIhnswi2uwF27Fd7Lg5LAqW8CyMcMJzFgJKhSDSEkwylyAI81TStS01r5S6g8BSdSEEBed03OE7PHnMSuaiCy44oLa7ri9x/BHg3KQ3kD7rCVq2j3/+p7M4R0kn/k5oeb15A4GRbnjV7+HyMLJOw3MFae3lZFHf4wKRSi65r1YpeevoeUMtJE9/iJmooLIgk2zOmLopYdx+9tIH3oKpQziG95yzq+LMi3MWBHhuqXo7A3obIrw/At//8zSOszyRvzhnllvCn6qPMVMv2+zbS+RPfhE8ECZWCtvGj9mxkuJrbyZXM8h3K6DhFuuINJ09nrMybgDbeMjSl5/O1SfttPTtLArW3CHuxl97j5C89eNby4IVbegPZdc64vg+uSGjp76RPF6W9E6jT8yQnb3C1gNC1DhcjK7nsduaMGsqMAb6cYIl6C1g10xH2ds1M2uXRr88RBOoLMjWJXzUYaF03MIb7ADs7wBZYUx4mX4yYHg7YiX4/YdR2dGcDMjhBZshqoW/MwgTtvLKDuKMi280ZMY4TJUqASdyaAMF9/J4gy2ozyH6IpX3tNCM53/036tlPokQbKWPPWkrFET4uLLdRzFaTuE3bCIUH1+toxfTOmjz+J27YeOPYSqWjCLKmd8LbuqmWx7FYYdxSw7e8p0psItGwGNMi1CjZOvicud2ANao5ND48+d2vBwIbzUMG73MczyuimVE3E6D+EPB8mq03NsSola5sCTOF3BKItZXDk++gLg51Jkj+9EWSHCTWtR5tRH6bz0CCNP/QB/pBe7dilO1368gbbzJtBGKEJsyTVTvs/ptOeQa98PhhkUOzVMzFgpxdv+E9p3L2j9nnayZDv2oMwQRlENqRcfwE8Nk9jwe9gzXJiuTtvkYkaL8bOpCR0z7IrGoBbb8humdV27ehHZ9uB70j6tHEd0yTUYkWKyR7eDGcIsriVz4HFUKIo9VhjX6+sgd+B57LqJSa2yQviZUVAGVm3T+IitUVyKCoXwh5KYiXm4Pd3YC5aiTpuu1E4GI1aOVTaPXNuu4HXREoxEBYSL8AY6gu+N8kaMWClGKA6mjfZyeIOdqGgJ7olDWDXNuO1BkmaV1eP0HAZlYFctxu08zOnbR+2mlbiDx8kcfobw/A0FuXZzOonaR8b+/cPTnpM1akJcZF5yhKF7v4FODqPixZR/+L9hxs4/zXEpsysacbv2Y1bMR81gN9vprLJ5lFz7B2NTbNMrwvlqzGiC2MrrX/WccPNanO4jkCghuvFWFEGdqQuVevoXZA/swCyrpeRtd5237ZVduxAjUYayI9hVTVO6h3Gq3pUyMOyJ18+d2EV6z2+C88JxQvXLpxy7ziXxR3qDj30Ps6wBc6znqPbcoG+r1oTqlk4rAXw12aM7ST57HwDxK99DZH5QSFVZNgobP5dGKXNGm0uybS+T2vXvAESWXIvbdRCAzNHnJyRq7mgf2cNPo6wQkYXbMCKJc14z3LAalIl20qT3/470/kdJXPFO7Mrmacd3Oqu0jpJrP4qXTuL1teNnstjVTahwEd5QDxgWVlEDztGXgyKyJQ3YK6txh7pxhzuxG5eAFcaqXYTbfTioZZYowU6Uo8IlmCXlaO3idO7Bml+HMotxjxzF6w92WSqWoVHYtUvxMyNgRjFiFjqXfCVI08KqXQG+R+5YsJHE7Q+KBVs1S7GKavGSw5jxeejUKN5wd9B8PVKEmagMkjQA7eMOtWMUV4z/kQLgtO4mtHAD2kuTevmXmEXVhOatxMxDB4JzmXKiprV+7f/ZLsSlwPfQubEK2rkseGe3RnmtibRsxa5aiBEtnpW/ePO10D/cvBa7bjHKDs/qujRvuC/4d6Q/6CF5Hnb1fErf9icojCknI9Gl12KV1mPES7HKzmijNP41UcGapGkwi2uIrX0T7lAX4YY1WKW141+fbOtOUrsewIiVkus6gDdykvjK1814ZOoUP3vaGqdsesIxp6+V0e3/ghFOEN/87ulPjZ82u6lC0bEn9Fm7B3OtL5I99lxwXrSUaMsVr8Rw8gTZw8Gx8MKN2JWNRJrWknz5l+hcEG+u6+CMEjU/kx7b2RpFWTa59kOMPPQDdCqoNxZasJrI2uvAB6OkDrctSDS1k8U92UH6yDNk9j76SjJlhrAb1mKFLHQ2GSTXh4/hdR7Hqm/CXrGMUMM6cp17sMtfGQk3K+pxTx7BzwxjVS7CO9mNWarxkt0oO4xdsxhQqEgRuUOPBevfGtbg9rdiRItBmZiJMjL7HwJlEJ6/CW+0D1VShBktQyuFzo2AUq+0krNCkJn49Qbwk0N4yc7xNlO5rv0UbXlfwYyuTeunlVJqFbACGP8/UWv9z7MdlBDi3MyiUkreege54/sJzV+KWVSa75DmnDKMV+/1dwmZapN3d7QP5+QxzFgZdkXjq44mxbe9heyxl7HrWqbcbcCYQkLlDnbi51LYlc0Y4TjhpslH/8LzVgejbJZNaJrJg1KKSPPka8z8sVIKRqwMpz2oiZXt3HvBiVp4wTq056AMk9D8idPUbt9xdC6Fl0vhDXZOKVHTbo704afRmRFCTeuJb3g72nPwMsNE170BM1ZGqHZipX8j8srX6fTq/H4mxcgT/4JOBquKcl2HKX3DnRiRGFZp/XhtrLOS5fPIdhzBObIL38miYiFQYJY2kX7q38aTNIDc0Zcw65vBUhhaYS1cQ3bfDqz6FsySUpy+dlS0CAwDnRnBsCN4J4/iDwejombcwus8HryXHa2YtVU4ox2El2yBUBF2y3KMWGlQ89DLBgmVl0Pn0niDPZjVDXj9rTi9Rwgv2ILTtQ+rvAl34AR+LokRKw9iL6p+ZbOB9sieeAGzqApvsB1vsA27diVW5ULM0npyrS+g7DBmpJxcz+6z3ht/uA8VK0KnBwHw+k/g9B4lPK8wCkJPOVFTSn0OuJ4gUXsAuBV4HJBETYiLLLxgBeEFhfFD5FLh5zJk9m4HzyOy/AqM6LmnmvJNa01q1wO4vUcxoiXYDauILbv+nKNwds187JrJq8ifj5caJNe5HytRiV3zSpkSd6CD4ce/A75LbPWtRE4b8TmTMgxCtbO7AB8g1LgaPz2EsiOgPdyBduxztFzyMiMYZnhKI4RmrIT4mtdNesyuXoTTcxgVimNVTG1a2Ok9Smbf74IHyiS6/HqGH/nHoHp/SS00rjur1EN4/rrge9AMTficdC45nqQB6GR/MHoViRFuWI0RD3Z82tNYX5k58jLZAztAeRhFRThdL43FCv7o4Fnn+6NduH3BBgGzrJHwmmvJtb2Ad7wTq3oROpkM1uCVN6HRGFYEI1IEVgilbIzyavz+HszKGrSfJtS4nNyxHRjF1RiRItzuw/ip4L6hBetwR3sxq+ZjxEsxYiWYJXWgFN7oSUDhDrZj1y4D38XpDTYeeIMdmKV1eIMdwdfJsFChKDozip8ews+OoNJxvJGesU0RXWgDMMyzGrQrO4T2J45Ea+fskbd8mc6I2ruAtcALWuvfV0rVAN+cm7CEEGJ2ZQ88T/K3PwFAa5/4xsLd5QWAP1Z6Qvu4XYfQC7fOeH2e03OYbMde7Mpmwg0TR5AyB58ie+zZoAXXdR/DLA6m6PxsEsZ+efnZ0bOueTFYiQoSG94KBKNWvpvDnGQtV7ZzH8kd/4pZUkfiindhRouDKv3DPfjZEezKZsxY6dTuWVpH8dUfPut5P5sEw5rQveIUI1IEYw28jXgp7kDH+GigdjJwZsV7gun30Gm9Nv1chlzXAbQP4SVXkj3wJAB2w0qM09ZL2WXzcEf7yXXswSytR1lh3IEOzKKKST9Hd7if7O4nIWTi9BwlUvlKwq0si1NztWZlLf7IEDqbQinztHPCaDc1/r3g9hwiVLcWt6cTciZWWTW57l1YxdV4Q+3oXIrQ8kUoazM62487cBzfLQU0/nA3ZnENfmoQu24R2gjKw9j1q9GpUdzWl3GGT2JWNaKKi1GGwk/2jb2P6fH3FEDnUpjzghFeL9k/XsjWrl6InxnBiFfh93fhdhzEBazq+Wg3h1U9H7fryMSvX6IMd/DYaV8chTWLG40u1HQStfRYmQ5XKVUM9CAbCYQQl4jTR6PyUbdsOpRSxNb8HtnWnehsEqu8YbxavtN5GHeoh1Djcsx46XmvpX2P5K7/wE/2k2vdiVXROLEKvDrtg9PKR9hVC4itfgN+ZnRKbZLmmrJCmOcoQOqePB5Uwx9owxs9ifYcki89iD/cjc6MYtctp2jzu2d871z3IUaf/QlmrIz45vdMqGPm59Jo36No6+1o38XLJkk++xNC9SvRXg4jVka4/tVHv7XnkNz5QFBi4uQJtO8TXX/L2MaMpXiZUZyu/RjRIqyKFpLb/wVvpAezohkzXkqudSdmUTVFV33wrKl159geMIygAXxpNU7XQUKNa9Gei86liW68Dj8zipfuwq5ZiNvWiRErxapeHPTLPHaE0LzG8esZRVV4I0mMeCna84IRraIGrPJ5oEEV16INE9JpzNJaVDhoQu+P9GIWV+MN9xBu2Yg72oU/2IvXf5zQvHXoTGZ8kb/Xe4JwxRaIhlFDXUGP1FhZUAftVBzx8qCDQNk8vKOvdBfwRvuwm7fiHnp+vIQHgNt9FBUtwm6YWB/PSJQTal6Lt/ckOjuKCieIrboZq6RwWqxNJ1HboZQqBf4ReA4YBbbPRVBCCDHbwkvWB6UxfJfwktlt4TMZ7Tk4PUdQoVhQOmGarOIqrFVBtf3M8Z0MP/5d7PoVJJ+4H9wc3mAPia1vPe91lGFiltbhJ/sxi6tR5sQRocjiqzCLqjCKqiaUPVGmRaTl7F6aXnqEzMEnQHtEFl05oWp9voTql+MNdWEWV2OV1OOePBY03x6rbafd7Ktf4Dzck8fBc/DTQ0FLo3Acww6jXYfkC/fjdO3HLGugaMv7SD3+HbSbJXdiJ1blAkKLtmHYEdIHn0Q7acLzN5z1nnmj/eSO7wyq5Y8lI/7ISWLLr0Frn9TzPx9vhRRb/xa80bFdsqlB3LFF/d5ITzBdd0ai5p7sCEqOFJWDBiMawu09jj82varsKGZlI3ooWJcXXnEFTu9+/HRQQsYqX0buRBuhhVvwRwYxy+vBTZJr34syTYxYCW7PAVAe7smg/ZLdtBrP60CPDOENdeL2HcduXIcyLVR6GOJFGDgYkSKUYaF9Dadv8AB87aMHuzDLG1HKwE8NYFctwI+Vot0MeC7eUBfKCAeFc8dqFxrxCkiNTkjSTtHpEXTmlR2l9rxlxFa/DhWO4C+4Aj89jF21YFq7li+G6ez6/P/GPvy6UupBoFhrvWtuwhJCiNmlrBCRlVsv2v0yx54j/fKvQBkUXfWhGSVrAL6TJb37V2gngzfah1lUgTfQifb98794THz1LbiNa4OELDRxE4EZLcZcsGnK13J6Dgf1tQhGV6Itmyc9L/3S02T3v0B45Waiy+c2MbYrmrCv/tD44/E6W7FSjEgx4aY1F3b92iU4vUcwS+tIPvcz7OqFxDe+E+1kcLr2A+ANtOGnBgnVLiZz6CTKihCevwE/NUim9yjpvQ+PXy92RnFVZYWDNVaWHSQd2sesbCRz7Lmx6b5XRjq1kyW+/m04PYcwS+txe45ihGJYlc2Yk218UAqsMDo7ineyFbt5TVAKY/x6aYxYGRgmZnEdbn83KlGBFS8H0xpL4stxj7+MWVlHdv9vwfew65fhdB0Y24FpBLtR7ShWpBrn0DHQPqEVi4Jp4WgxeE7wPTwyiN9xGHvBmqD7gTKwShrwc0nMinl4gz1YtS14J49jlteAm8M5OVZQ17AwQjGczr1o08ayynC692LPX442NBg2ygiBcrEbl+G07X9lx+cYI5wgcfVtqEgcLz1Ipv0lvP5WvLGen7njz8EV7zrvKOjFNN1dn/OA+adep5S6Vmv96FwEJoQQl7JTjbvRPrn2fRjhBGZi+qNPygoRalxD9sh2wk1rsErn4w10YzetnPI1jHCcUM2i8584BWZxFcqOoH0Pq3jyQrleapSRX/4/cB2cjqNEFq2+qA3vjUicok3vHO8IcKHsikaKr7uDkae+DwTJqp8ZxkxUEll0JZlDTxFqXIuZqCC69Dqs6iBBcU8eI7XrAezTigOrM2rQeakRckcPEFl4FdmjT2NVNBKatwztZMl1HUQZBtp3MErqMKPF2LVLwMlglTeSOfgUTvve4EKOA8uuOyt2q7oR7/BOvKGxpvAn9mA3LsUdW5RvVTbjdOwh3LgRp68LIxwF5eP2HgRlgK/BAz85gCouHl+I742cDNZMKgUorJpFmOkk6WceHS/ibDW3gHbQfa0YxdXgZjESxVj1i8d3WKJ9wAgK1obj2I1L0ZaF3xeMINoNS6DvGGiNYUfxkoMQihOqWITf34NR1YTWPkqbaGXhdAfvh4qWEF62jeyB7ePdFyD4/g03rSK197dkDjyGVblgPEk7JXt8J0akGLu8YVrfJ3NlOrs+vwi8F9gDnFoZqQFJ1IQQ4gzh+Rvwcxn8kQGy+7ejMIitmf4GBqUUsZU3E2nZihEtCtbX1c/+DsupssvmUXz9fwb0ORfoG+EI4SXryO55lvCSdZCnfqJnJmnucA9+ZhS7cv6EdYp+Ohm0ADONoL7YWCmUXM9RvKEeQnVLMBNlRFo2k3ZyhGoXB027DYPoihsJL9yKEYqOXzM0tosz17EHAKfvOJHlN2FGiwnVLgmeO3mc7LEd+Okc2Zd34w/0YTU0Y9TXozNZ0gceBc9BheOYFXXEl78eu7KO9JFnSb/0H6hQnOiy68c/B6tmUVBrbrgHu3oRVmmwxio0f3nQEQOF3bAYrUAnR7HnrUXnsvjOIEa0mOyep1GhCFQ24mcHg4tqH+3mcLsOY1U0BaNVp+rCFVfhO5mg9VbVArKHnwQ3R2jNJvTIEHgeyjRxusZ2j5bWkesOarLZpo03OoTdsBqlFbljQekVq7oJL92HaZUHpTZGevEGerGKl6AiFrnDu7EalqLcYbK7n0RFirDq6/AGgwK4dsNaPILafChFrnMXoeYV5I7tDd5LO4pRXIGbHCRz6MnTv1M4vVsB2if18q8ovuoDs1Zk+UJMZ0TtbcBSrfWFTfYLIcRlwIyXEapdxsjL3wbtT9i5N13KMKe0ceBiOV/VdmVaFL3h/cS23IxZVnVBvVlnizfcy/Bj3wY3R2z1LUTGpmxznccYvu+b+Mkhwis3osImiSvfhZ8aYuR33wXDwBvtxc8MEW7eSMl1H51wXaWMSXeiAoQb1wajOaZFpHk9yo7idO7HSw6SbXsRf7g7OG/lStKPP4LbdhQznsCPWuMjV9pzMEIVZI88j9ObwBvuPHVjtJslvvU9QYIYijD6xPcAjTvUg/LBiJUQWbKVyOprcTqryXXuAt/FqmxBpzLo0QGUbWE1LMGMVeKl+3GHjhJu2TK2eaEUb7gPo6gKPzmI33OMUMNSSBThjnRh169A57Lo3Ci4OYx4BWZRgtzAATBMjFwVRqISP9mHCsdQ4fj4SLMRsvGGBzDKGjHL6oL1o9oN1t2lBrHrVmFEi9C+gVFZiU4NYVY24A/14Z1sJ9SyCkyFCofxk33B7lrPwa5aiArHcAc7wPdweg8Ral6N19+BWVZDat9DhOetxKpsDnqTjvQTalhJri1IFo1IME0bbEzpL4j6jdNJ1I4ANiCJmhBCTEGodiHFr/8Y2s1i1y48/wteQ4xwBKNmhuvyMklyJ/ZjllRhV8/sGmfycklwc8HH6dMKvB7ejT8SLDx3O9pQcfBH+4O6Wr6LVbsMb+gk2suQ3vMwodqlZyWe7mg/TscejFgJoXkrUSoYyTOixcRW3PjKvboOknrxP7AqmyZ0xzAraohcdRV6JAOui9N+iNDyTaCDUSB8l9zJPdgsQsXKsEqbMeLFQdsu06b4mo+MrTvTmGUN5I6/PP65au1jlTUEa93GSmzoXBL3RCd4LmZFHf5ID9pN4g22B+/PaB8qXh1MRUbLUOE4/kA32q1BWxZux0uYlc34fcfQTg6zpBajrBHDV/ijfWNfRC8o9RGuIFQ+n1z7XsyK+Rh2hNyJIGEMtWxBJ1M4XYfBMImsuAqv/ziEYvgjfbgDXYTmXYF2HXInXsIqrcftPopZXImXOYkeW2tnVbXgjw6gzDC5rr2gdfBcahAjVoaX7cdqWET2wHasuha84e5gw4nvYdcswXMdrKoFQe3cXCpoUWWFUFMsTj3XzpuoKaW+SjAmmAJ2KqUe4rRkTWv9x3MXnhBCXNrs6pkVor2cpZ5/iPTO36LsCKXvuhur7PxN48/HLm8ituaN+OlBQk3rx5+3Kl8pw2CWV2LV1mIWV4JlE7/ibTg97WRfegyjuJzI2qsmHR1M7/71+KYCZYUwi6pJvfRLtJMmtvoWvNQgfmoQbVgYiQpyHbuxyhoIzVsFpo3T8XJQANaKoHJxwks2gTJwxvqEogxCC68gd+IFrEQjuf07CS0f6xLhOfipIczSOqLLrsNLjeB2vFInzO1rwx04CekcVskCtPIg7WNVzcdp24NRXImyQnhD7VjljXjJAcxEFdn9j6Ia1uD7DpZpQdjGiMfxveDXvxGK4YxN7apQBKXi+Nk+8HJYFc0Y8XKMRAXOyWPozBBmUR1GUS1kh8H3MIuqUVhkj4wVj/A9cm37CS3YjDKsoHl73EarUZTrYTcswkzU4PZ2BFOudnWQqBkWRrwWVCRIrsc2D+hcGrt6MX5mGG+wg9xwD6Gm1fhOUA9vfK1dsh+7cS1O687xmm0A0WU3YEYKo4fyVEbUdoz9+xxw/xzGIoQQQuCPtTTSTgZ/bGH6hVKGQWRBsPs013WAoR0/xa5eSGTJNZS8+y78TIpQ42KMWNF4MhZZuAmnNVh07w/3Y5U3n3VdLzk4cRel6+CcPIbTfQAINh6c2vEZbtkS9EU1bdyBNkKxCpz2vRiJUgCMcBEQw6yux88E5TEwLOz6xSjDwIxX4I8E9/IHh7BKm7AqGkjuehC0Q3jhNrzkMHb9UpyO/UFv3HApfk8/fmoUrXN4Pa1j1zUIr70St31/8LkvXIk30I5R3oifSmHVrkGbJio1jOflcPuOAWDXLsOuX42yTOzapTi9RzGLavH6TmJWNuH2d6BUiFz7S8FUZN0ynM59hBrW4p54AXv+esKLtuE7DtoIBRtTcmmMeBlWRd3YFyuE270Xq24eGB5O59jO2pEeImuuDN5vOxyUk3E8/FQ/3tCJYPdrVQt+egirrH68l+rYVwaUCYYBWo8V8s1iFlURrllIZN7KoOBwLolV3njBbcpm03kTNa31d6dyIaXUv2qt33nhIQkhhLicxdbdgBErwiyvndbUZ7ZzH25fK6G6Zdiv0v4pe3wn3lAX3lAXobrlhJvPXTcrvDwo6WJV1GNXNeDl0uNlJcL1y0F7KDuKVbkAFY4RqlmMl+xHRYrQThozXj42guNihONEFl2JO9AOvoeyw+Rad4KbwKpaiFnegtu9h8yB32KWNxJedgO4abLHnwXAblgFpoPbcRi38xhquASjohGlfMziOnInXsQqbSB3bBdW/WJU2ib1qwfGPxcVL8JuXIjbeTjofKF9/GSQEOqsg1k2HxUO4fYdINS0Ae3l8EYHMcYW1BuJKvAVGB651qANVahhPbmjL2NV1JNrfx4ViqGidTCogvVioSjYEfzsMH5qALdjT1AvLj2IEYoQWrAOb7AHFQ3jdO8L3uuqxRDxyJ14AbvxlTIZVkkd2SNPBe9FzWKc7oPYC7ah3NR46ylnoBOrfD5uahircgHuWGkPI1GF23E4WK/XcwC7fjloTa5zL+GmtYRqa4kunLzUTL5NqzzHeRRO+imEEKKg+Nk0TtchjEQZdsWrlz2wKutJVL5lWtf30sMkd/wr+B5u34mzFv2fzq5uwenah1nRjHHGJg0vMwpuBjMRFP8N1TYTqm3GHelj5Ikfo2wTpzsY4cHNEWm5gkjLFbiDHcH6NTuMVVpHyXV/gPY9zFgJRdFi/PQQdvUiDDuMGQ1aRzn97dj1y9BOBiNcgk6O4I0EGwy84W6KtrwPPzlItvW5oIyFr1ElJYRXbsVPDkLEAjcdTDH2BCN/udE+zLI6dCpH5unHJ3xuOjmCznnj7a4UJtq0UZ6LES9D6yz+6AjKiuD2HsHPjqDTw5jNG7HnrUKZEbzBboyisTIzpo2fHkU7GbTygw0B2SQ65wajbW0vgVKEl15H7tjzwde2vJHs8efBzQWdG0JRzJr55MYSMAC39xBmcT3+aB/eYA923Qr81MCEzhnaC0qWKD+L07Ufq3I+fjZJqKIR5+hevIEuzNoFhBrW46WG0QO9+MPBpgO39yigg12jFc0YRZPUnysgs5mo6fOfIoQQ4mLS2sftb0OFYlindR6Y/ftoMgefIXtsJ+GFm4gunFhEN73nETJ7HgUzRMktd2KVzs5uOne4m+yRZ1FFlRjxCvyRngkdFgBynQfwM8OE5q3ACMUIN2/ErmpBhWITCgC7Q12MPP0jdGaY2Lo3E5n/ylq23LGdOG17grpeY/yxrgCh2iXjZTcgKFKMUuO7Y62yenLpEbJHtgfdE6pa8FMDOD1HcLr3Y5bUor00eA6h2rX4uWGUZZPe/zixFTcQWXET3mA3bvshzNIajHgCRQi3vxVlhzCLa4LF8VoHxWvdMpxjxzHrluOPdqFHBsAOBW22+nqI3fwOdGYYXAe7dglWZQ2Z/U+NV/c3K+qx5tfjHXsWq3YZTsc+dC6JssKYJfWoUJxQw5ogkcuNgjIwi6pQpoGyomR3v0h45brgzdAanRzCrl0adHZID4/fh1wKwkWgveBrlwxaSBmldZjFtahQBKfjAJQ34CcHMEIxVKQII1GJVdWC07EHt+cwVnkjTtcBIi3b8LKjmJW1qEgMX2XJtb2AWdGM3bQU7fnk2l7kVLqiMyOYDaux4pdPoiaEEOIc/FwKd7ALq7ga4xzlHOZC9vhOUi/+AhWKUnT1h7GKqubkPn5ykNRzvwAgNdBJqH4pZvSVxdh+aggjXooRLSLXfmjWErVs64vBCA0Qv+LdKMOc0FDb6W9jdPuPgGCBeXTpNSilME/r15k5+Dxu91GM8vIggQFynXsnJGqMTf/pbAarsgUjXkKo4eyOB05fG8nt/4qfGSW+6a2EG1eRPb6T9Eu/wqpahDPYg9F1mFz7i1hVi7AqmsGycDr3gmERbrkyKGeRTOL0niA0byX+cC96ZAAjVowzfAI16GKW1mPXLkVnU3j9bYSaNgIabzDH8I9+HiyqV4qS294GZhozVoY70I0RLSdz9HkY7kaFooRbriB76PlXkifA6+sgtGAN4cXXorMZXCcdfO4AZgi36xDaGQ5acxkmoQUbyR59KthtWTYff7gff3gEu3oxKlqE1iY6PYxOp8E0CTduCJI830HnkvjJfqx5K9HJPnzPw06UkTn8FKAIL7sKb7AXu24F2jAJlTWQO7odF/CGglIlRrwMs6wBZ6gDs6iSXPvLWFUL0T1dY5/PMZRhYC9ajXvy8ISvlxEqjJ2dr2Y2E7X8F8oRQogCldz1IM7YL5CiLe+dUJ5hLvmpoPSEzqWDEg1zlKipUBSzaj5e73HsmhYM+5WRqmzbrqAMRG4IL9WP6j6CW7cIq/zCk7VTU5QqFMcsqjw7EVVjzea1BsMg27476CQwbyWRhVvxBnsYffRHoDWhRevGa32FapeifY/s0RfwkgOE6pbAyuvx08OEm9dh15y92sfpO0F636PjfTTTex8h3LiKXPcRrIomdDYVjBABdsNS3K69mPEmjPhY8V3DGJsODON2tqEicdy+LoxIHG+oG7O0Gr93ONjdiIHOaVSkBKd7H0Z2BKtmKX5P3/jOR3v+fLzUYXQujTtgYsaqybXuILzoSrLD3ehcmuzhZzBLavFTQ+Ofh92wGKfzJUBjzVtDeP4GvNGTGEXVZA8+G4z8Na1E+w5mrBKnox0ViqOzo4CBUVyOdkdxO9qxahZixCpQ4aAmmtffjuf7eLkhdGaE8IJN+JkkpIfQySRkU7huZuxz0OjUEG7HPlwrRGjeIvzsMNpJT/j/x4gU4Q52YpbU4LQHO1HPbB2FFUI7SeyaRTi+jz96ErO8idC8wmkVdS7TbSEVBZq01vsnOfynsxOSEEK8tmjfxxse++t+MGiSfbEStVDTOrTWQfuhV1lgf6GMUISiK9+LN9yLVVob9K0EvNGTJJ+7D6ty/vh7oE0fFY5OeL07chLtZrFK66dVIDc8fz1mSQ0qFA36U5663mgfudYXMaIlJLa8H51NYtcuYfixb+OPniQ93E2ofjnKjgSjPqlhdCZN0bV3wNhuQKfzAMkd9wXXG+yi5NoPvGos2WPPB4v0x5ilwS5Gq6SazJ6HJ+4aVQbhBVegzCK8ZC9W5QKMRDm51ucw7Ah20xLcng5yx17CLK/FLK5G50YxKxvBU/j9PTjd+wivugp8FxWKgwt+ug+zqgqvtxd/ZAQjthAv14qRqMAfHQI0fnL0lTCsMFZtC05P6yutlsJh/IGgrZJODeAOtOKnh2GgDbt2IU77PrSvMYpqybWewD2yi8jG68By0a4mtHTZ+E5NZZj4uRF0MguGi1nfEowoD3djNawi27oTI1aKN9COssIYkepgmr5qAWCgnSAmw47gjfYFhWoBp/cI4UVX4qdH8J0cRiQRNHjPpTETzSi7AmW3B71M42Uow8Y5EbQnj664CbtyAUa8DCM08fuwEE2nhdSbgS8BIWCBUmod8D+11m8B0Fr/ak4iFEKIS5wyDOJrfo9c1wHsqomjTXPNSlRgrXzdRbmXGSvGjBVPeE7ZUYyiSvzMKFb1QvzkAOGWTZjxV85zBtoZeeKfwXOIb3gb4capN1FXSmGfNtV5Sq5tN07PIbyhLhKb3zPemN1uWI0/1IXOpXFOHifStJbimz/C6I5duBmNzgFeBqdzP1obE+6jXWc8AZ2MES0h13WEUMsVaCtEbNFWnJPH8HMp7NoleMkh7LpFYNlE17wBq6gCpRSZ1hdJvXBf8AvZc/A9B6u2GMUAOpnBSR7CqKjB6z8cNDGPN+J2t4IyUJaFVbkI98SBYLqxsREjEsVPz0NFI+hMFNNuDqrwJ9swEvXobFAMN7RgA16yn8y+x4gs34qfTqGiCZSbwzPMoIxFOI5RVB0kap6Lr3zshevRo33kjhzArlqCa4XQTha37yj4Lva81dh1y1CWhZcawLCLMSrLcDp343eexEhU4A124A93YxbXoE9NrWofZVq47UewG5bg9rXhDQbJvZ8eJjJ/FV5qgPCCzcGO1VwGZdk4XfvAczDLGoiuejNmogK7uoFcdwtuXyvayUxoJ6ZCUayy+il/j+XbdP6kuwfYDPwOQGu9UynVPPshCSHEa49d2Yw9Nhowl7TrkOvaj7Ij2NULx0ennL5WvJFe7OqF5+zR6WeTZI5sR2ufaMuWWVlLZ4TjFG29LSgsWjoPTGtCn00gqGY/tkbKG+654Hvmug6SOfQ4yopgVcwPymOMicxbydC+3wb3TQ+irBBuH3T9w48BMMts/KFnQPtEV72B+BVvxxs5CQoGf/1lYqveQLhx9YT7uUNdOD1HsCobCXtZssd2EF6wCWWHGH3+PnR6CCNWhoqU4KeHiC17A1ainGzrTvzkAKH6FcSveDfuUHewPi0Uw+voJfPCM6AUka1XonAxq5eivByoKLGtb8VL9eFnh0AbaCeLHurBKC7BqIriH+1FxRvQmS5yR06iM1ms6mq0aUFcY7dsRJsm3smgrprWDt7ocUgq7NpVRBbdiF3ThNvfhXZz2PUrIRTDCMXxkydxh8ZGiJO9hFduw8ucwK5dhook8AdHMWwTP53EjFWSa3uBUMvWYGrUtMb7Z6pwAqO4BsOOYMQrwU2jQgkwVTCtWlY3nqgBeCP9GIlifCeDVVqHN9iJzo6Mf+/o9DD+aEdQJkRdj2GYZA8/BdrHql9JbP3bUaZBqHbpBX+PXUzTSdRcrfVQIfRsE0KIQub09ZI7tB+7cQGh+rNHe+ZS9sROUrv+A4DEtv9EqLoFb6SXkae+D56LPW8VRZveMelrc537yRx4DAAzWkJkwaZJz5suM1Z6zuQQwK5eSLhlMzqXJnRGEjQTzsmjmPEqUBZmxQLs6lfadxnhOFbFfNy+45jxCpy+VpTZPL6OTamgvhgAbo7wkivIHt9Fru0ltDuWhJ0Wo5ceJXNoOxiKbNtLweJ03yN7+BnCLZuxx0YRVaSY+LrfQykDZZhBO6md/xbcZqiT4m23k2vdBZj4yWFIBVN+9oLFQSmLEYfQkg3o9DChxpVgGIw88V10LkWoYT0qksCIxNHaxR/pwl64BjwXp7sVq7kEs2glOj2Il+5CZyvByOCnhwgv3Ej28POgnaBfJqBzQ+hogvT+R4I+taE4XmoYw3fIHnsWo7iGyLLr8Yd7sCoWkH5xB0ZZEW7bEbSTxZ63jMzu5wkv34Q7cAIjXk6ofiV4OXLHn0fFygiXzsPp3EPu8FNYFQtwjuwjtGAlKh7BHXgx+FrYEaJrbsbpPY5RUoURjmOYBuGmdUFNOq3Jtr08Vm4j2C2aPRbU6M+2v4xZXD3+tfROHiW8/i2vOiJaqKaTqL2slHo/YCqlFgN/DDx5ntcIIcRlxUuPMvj//ons3pcxK6up/tN7MOMXb5endl/ZvTc+0uA64+uPdC51zteaiTIYm/IyT1vvNVPZtpdweo8Sqls2oXzFmYxwnPjqWy74fqfYFc3kDrwQNBIf7CfSvH58B6qyw8Q3vIPsiZ14mWRQWqNqAQ1/9ifkujvRZppQwzpUKIJRXEP26Iskt/8rKIXdsBS7dvGEe6Vffojs4WeDXpWLN2MkynD7jhNesAl8jdO+B+1mCLdsxjBttJPDG5vqO0Vn04y++CtUJIZBDW77HqyaRsLeeozSOE5r0DA8NH8lsdVB79Bc577xr6XTvQ+7aQkqUobT9RKhutWkHn0SZdtYC6rwR09CcRLfGwY3i4pE8QZPAODnRrGqF2DETn29g8EYP3kSd6w2m1W5AGXb+MlgY4o/3I0bimKWNRCqX4L2DJz2XfgjQQsmf7QfnR7FOzlMaMk2Ii3LcPo70Nkc4eataFy8oY7xDQzazQRTnj3thOsXv9IGys3hexlQDjhpvPQAZuNa/PRwUFhXKcINq1CWjTfUgwpF0LlgF6xdMR+zpIZMrBSdGiSy6MpLMkmD6SVqfwT8GUGfzx8CvwT+11wEJYQQlwKtfXKtL+Klhgg3rgXTZPS5+/EGg11//ugw2nUvakzh+euC9Th2BLtmERDU8YpveDvucDfh+nPvcrMrF1B83R8EZRZKZrYjU4/1UPTTQySfvxe0xunch3XzH593bV6u6yDeUCd23XKs4nPvTnVHeskefwEzXk54/oYJ648AjEgiKAgL+CMn8VPDE0qF4GYI1S0jvfvXjD75fWLr3kTRpvWMPH2Y3KEdqNoF+LkBskeeCdo+wdh7Mo9Iy8Tq9X5m9NQnDuEYWiuiy27CqpqPdnNofyxx9j285ACjz/0Mb6iL2Pq3El50NX5qACNcRO7ETqyq+fijPYSXXoUywsSvuBWndX+QqBkm5mklTayyxqDyfn8rVuV8nK79mPEmdCaBn/SJrLuC9LNP4PUWEWpai3P0CBgG9vw1GMWl+Jl+dDaFESuFmImbyxBefC3eYBtOz2GsigUoOwbaC5J3z8OsaMbPpTGLKvFTg3jJQbzkKH7XcczSalQ0gc6kUMrGLKtBe0M4x3dilpaSfu4XeINBMd/Q4s0YJTWEi2vwM6Po4SG0kyG0YC1GOIZdtxSdywRdDXyNWVQddHDQPkpDqucgsbVvItK8AaUUyrTJ7P8dALF1b8be8HbMsULGJdd8FO1mMGbhD498mXKiprVOESRqf6aUMoG41np2mrAJIcQlyOlrJTk2faW9HKF5K/D6jhDZ2II/tJDYuq1YJaXTuqbWPn42iRGKn5WATIURihFZuPWs58ONqwlz7mnF3EA7uY49FzTl6Q50MLrz38AwiK++BRUrQWmFWVpPrutgMPpxjuUz3mg/o8/+S5DQjPaR2Pj2c94ne/wFsoefBsAsrj5rN6tZXE1kxTVkDjxDZPFmrNJXmrpnjr1AatcvgnIeiXJAB62IapfjnUxjRBrBDqGTY9OAnoNVtwRlhbDnrz4r/uiKa8E0MRNlZI88jdY+dtE8cp2HMMwoZqIRFQkTar4Ct78Nb6AdgFzbSygzjNOxGwyT8KKryR54JDjWuQ/DSgAu9ryVFL/1LgwzhFX5ygJ4IxInccW7gjpybS+jipaQG3SJ1CTIHdkB4TiRDZvAUaQe+/X4KJVz7CDRzdfjdfuEFq1CWXGyJ3ZCZgiqF2NYNsoKBW2xahdjxsrBtHC7DmAUVxNvWE1yx0/QmVHs+etRVgIvlwblY1ZUBo3dswZqpB+v5xgegDImjPQaRaVkDz8ZTMXXLiG8dBuh+WsJNS7DHe7F6QxKmKhYCbGm9biDHWNT0wDBVKY72HnaV+G0r4nvjydpp94niJ/ze+lSMJ1dn/8P+DjgETRoL1FK/bXW+i/nKjghhCg07kAHWGGsogoMKxyMNvhesJOspI7oitfhDXcT3roJu3zqfSohqO6f3v8omf2PEVm0jeiKG1Fq+snadLmjfaRffADt5fDDCayyeZPupDwfp/sg/nAwauKebKVo821kW4OkyunYjRGJE6o6R7dB0wwadGeTqPOMvJnxoIWRCidQk2x4UKZFbMOtRFfdgApFxpMrd+Qkuc49Y62ORjHmrcDIptA5l+QjDzL6wC8xiooofu87MIvK8J0U4YbV2OuayLbtZfR338WsmEd8/Zswo8F9jVgJiSveTnr/I1gldahQFD+TRkWLcE4cxB8+CcogvuYWVEktKlqCHmsn5fW3BQFrjTfciVWzBLf7AFZRDX52mMzBx8m2vUR05c14g60QsieMNBqhKNFFWzEiJZx8dBfxBWV4vUG/TLLJYN2ZZxBaELSs8jMp3I7juJ3tWPXzMIsT4LtBkgZ4PQcxW7Zhli9FGaCzSdJHXsCumo9R0Ui4djFmtJhs5QKUYeNnRvBGjmJUlOG7o3gj3Xgj3YTmbSZ3sh2sEEopnKO7iF3zZpyOQ0HRYys8PhXvZ0cJ1S5EWSEAQlVxElvehzfai125gMyR7eRO7MJuXIMZK0V7Lpb2J6wTtKsWkNj8XrSbJVS37FW/dy5F05n6XKG1HlZK3Q48QFA37TlAEjUhxGUh2/YSyed+DlaI4is/iFVWT9FVH8RPjxCqXogyTKKLr5zx9bWTIXtkO6DJHHkmWFcTnvvK6W5f62lV3ssxwjNbU2eVNwQ7LJXCKq/HKq7CHUuqQKGMc//KMaMlFG27HW+4FxWKkT7yLKGaReNJGQSJLJ5LeP5GzOIaVDgxoXba6ZRSZ9Vq89ND4GSDNVehGG7PYcziWpyjuzFCCwCI3biZ3IknglIPy64nffgpcp378D0P7WbRqWFybS+TbXsRu6qF3PHnsRtWkTv2HHbNYkBjN6zEqmhEN6wkd3gndv0ijGiC9O5HsYoaMBddS679RXDSWNWLUOE4Tsduwi3bsGqXkj26C+WmwLQJ1S4l9fzPg5HGkZMkztgI4jsZkk/+K/GqZnRqALOsJngP7TBGSS2Z7U/i9QU7J82KmqC90oJleD3P4vW/jFFej1ExH6U9/NF+/JH2sYbyHn4ug123CKe/FSMzhFVUQfrkcayyBnIduzGLKnH7jkFqgFDzxmDaun4FRqwYq7YJVVIECgyrFLN8Htp3CNUtw4iV4Jw8gjfcQ7h503iSdkqodjEQrAX0RvsAjXPiRazVtxJruWLSr3Wo7tLayTkd00nUbKWUDbwN+JrW2lFKSX9PIcRlwxvuDT5wc3jJfqyy+mmPmp2L9lxS+x7BqmzG7T9BpGVzsEbnIrDKGjCKa8DJEllwxXiPyvPxnSy5nkMYoTh2eQN29UKKb/w4CmN8+incuA4VimOEouctuGuV1IIyGH7kH4Pm6ieXU7T53cG9skmSL/0St/cI0RU3TWzvRFAiIzO2bi2yYNNZJUAA7LIGnPJ5eMkh3JNH0bkUOpfCql+KP5Km9PaPoo1O/Ax4A23kOvbgdu3HJVhQH2paiXPyKLn2l/CHu8kOdwdfr96jWPM3oVP9eCM9GLFSkvseRoWiRJbdgBmvI73vSdzeVrSpUcPd4GTxRnohOUBkwRWohrVkDz+JXbMEIxLCMGqwYyW4/SdQVjjYOGCFcAe7wA69kqD6PipWgh7tgqpVqGgGe37QVUFnR8eTNACvr5volhvR8WI8zyXUuBI/l8SMVZA99hLRVddhFpeSfCGYvg7XrcJN9aN8FyMUIb3nIXQuhTHUhbIjQXI6byXeUDdWWRPRxVdjhGJoz8PPDpJrDXZghlevJvXcz9BuFnfgBCXXfISire8PCvWar77AP7bsetL7H8FIVLymk7H/v737jrPkqu+8//ndfDtPz/SEnpxHeSSNsjSSACGQAIGJJphkMF7bYHu9tnf97LN4/ayXtXfXa69tbIzBYGNMMEEIgRECSUhCYZRGGo1GMxpNTj2pc99U5/nj1O2+3XM7h3u75/t+ve7r1q06VXXqdnXXr0/V+Z2RjCdQ+xtgH/Ac8JCZrQQ6pqNSIiLVKLHsEn9rLpkmvnCYW3gTFPScIfvqE/6h8dpmEkuHf55rqsUaWmi86cPgwOKDWzfyXafo2/UgWJT0ppsHpdnIHHiWfPsx8if2+BEArnoHsdpmXC5D376ncM6RO/EKkXiK9AW3jq0yhTyEHRJcdqB3ZP7UAXKHfe/H3h33kWi9kEg82b+8b99TZPc9BUC0aTGJ+SvP2bTFkySXXoYDgs7j9O1/hkiiib6nHiF92VbqbriZ3KmDWLqWWNNSLJYge+AZIjXzcNkeglgS19dBZN5SCu3HiLduIt/eRqyplUgiRWb/XmLNK3DZXt/6ls+QP3OY3MGXyLXtJNq8kqDnDIX2QyRWXg2RBBCh5+kHia9eB0GB3NGdxBo3EmluxDmfVy7WtJRI3TwfxD70ZSjkqd/6fuLzVxBJ1pBas5meJ79PvOkkzgXkT+8Hi5BYehVEY/23GS2ewGripNatp9AQJbP7MYLuM+Tb9hNbtJbMnm003vFrpDd2UOg4TmzxWuKso6f3LCTqidW1kDuyw7eoHfDjqwbdZ2i8+ZcHtYpZLE5y1WXkju0EINK0mEj9AgpnDvtn3vCtYIwSpAHEF66Z8t+12WZMgZr5hySOO+eWlsw7AIzxN09EZPaLNbQQu/zN07LtSKqB+KL15I7vJrZgDZl9T/uLVMvqadnfUENvPxXlju0ie8gHSNF5raRXl9x6CvK43nZcpptCpptC+zGiNU1kDm6n5/kf+Namk/sAiLesIVomR1r24KvgAhIrfK6z2LxWaq98G/mzx0guvai/XKR2nr+wF3LEFm8gc/A5XLaH5MoriKYbiKQaiTYtJ1LTTN/2B+iLxEhvfj0u2w044gtWkd2/g86f/BPgqNv6bhpv+hBBpof0+uuINvoxQ+PzlxOfP9BKGmtcRN+hHRTOHCISTxJtasVF46QvfzNB+0nq1t1AtHEhHT/+KwDypw9Qu/ZdFLrPYtEY8YVr6T3xYwAKZw4Sa15GISiQP/gyLtNLpGEekWSaxKKN9PV1Ek3OI+jpJv/qLsBIrLwcl+0h37aPoLedaONy8if2kj91qL+FMr7sQnjmR0CA6+3zw1HVziN7YBs1N24l8+JOn15kxQbyHYepa2wm2bKUoOskmT1PEqlrxvX6Z8UisQTpDTcM+hnFF66BSJQglyNYezXZE3v9M3adbSRWXF723InPW0rjrZ8AHJFUHdEtb6fQ6YNOGZ8xBWrOucDMfh34esk8B8xsv3MRkTnK5/d6G4Xes3Q/9R2CzhNk9j9N4+t+g0hi5oacGirWuMQ/dxaJEGsYnLIj3noRQa6PoK+TSE0T0aawV2KYZNQiUf9AeaKGaJl0H327nuf05/8MnGPeB3+d9CVXApBcdgnJZYODuljjYhpu/DBBz2mcg+5t3wz3ESOx9CL6djyIy/URWxglf8g/UB9buIy+sCdl7ZZ3kjv+KuDClCF7Sa27gkiyhkiyhmd/9Cy7H9vF5tsvZ/01Pudb5uDzZA4+R7z1QmL1l+MKWWouvp38qYN0/uzLAORPH6Tx5g+T2riVvpceJLZkIxZL0rj1wzjnMDMKp4+RP7sfS9b5Ad9XXEmQ6SHoOEqh/Qjx1RcSW7gWnn2cTNvTROcvIdKygKDrpL/l6QIfpM1bStDdiaUbiS8YaDGMNcynbut76X3hQaI1DQTROoKebiAg37WHxJWX4jodrusgtVfc1j++Zc3mN5JYdanvSJnPECsz0Dz4ID5z4Dl6dz1IctWVpFZeQb6umezxvfRuvxczSK268pz1fI9Lb7ikx/mzR8mdOkh8/nJi4dioI3H5LEFfF5HaphnpaFMNxnPr8z4z+x3ga0B3caZz7vSU10pE5DwUSaSw+CKiNU0EnSfCwaT9xSjbto/C6QPEF60j1jR94xRmj+2id9fDJJZsILXueuItq2m49ROY2aAH+wFc9yki6Qbqrv8A0VR9/63axPJL8fdRI6QvvSMcUPukD3oWriOS9BfwfM8Z0jdehevMkD858tBRmaO7yOx7ivji9f74IzEI8hR6zhJkenD5LFiE6LwFEN0EucKg9YNMJ9FFy4lnL8IiMaIL1tB539dxhTxsvIbdP36EA3tOc3DHAX77a/+BINdHz/Z7/e3Ltr00vu43Bo7fBSVb9j+f1MrLKXSdpe/FB8ns/DkNr/1l4gt8i1f6ghvp3R2h76WfEGtZh8tlsCBPvqsNAwpdbRQ6jlF74130bn8QghxYgprLbyLIdROtX0T6gtcQSdXjsr0Uuk+TObSdQl97f1685PILSLSup9DVTtd9Xyd7cDepK64j13uQeHMr1lAgtuha4i0DzwlGkikSi9YyFr17HiXoOUvvzp+QWH4ZkZpmcoe+7c+Zg9vLBmqjCXIZurZ9k6D7DJm6+TRu/dg5t95LuUKOrme+R+7IDtIXvpb0+huGLTuXjCdQ+0j4/msl8xwwqZvHZvYG4M+BKPB559xnhiy3cPkdQA/wIefc05PZp4hItTIzai69g8LZy4g2LsZiCYJsr89dle0ld3wPDVs/MvqGRhFke8mfPkSkbj6xuoGek317n6Rw9jC9Zw+TWLyJaEPLoOVF+fbjdD72Vd/a09NB7UWv7V8WSaQH5XLLd56k89F/gkKO1LrrqQkHiQ8yR3G0YfPSpC7ZPGJ9+15+iMLZo+RP7KHxtk+RXHcdhTOHyR3eQWLxBuquexf5zhNk9jzix3ZsWU1i6UUQ8UND4SB3+HkKp/f5Osab6XnyJ4CRjhg3L95JZm0rLzuf3sGicWIL15A7spNo83IsMdD7Nr54HbVb3kah+/SgNBHBmWO+FTGexmX62zP8z3TDDSRXXEbfK0/R98x9EAQkL7yOIN+FAbljL5NedwP54y/1r5dYtomaDUNy4iXSdG+/l3zbXjL7niLYdBpiSQqdJ0gs3kBwtovs7ucAyO58nuTmK0it2UIkkWQykiuvpPfFH5NcfyNB91ki9QuIL72Y3LFdJIZ07Bg75wNlfGcaR8BIT2UG2R6fd47w+1KgNphzbsoflAgT5/4VcBtwCHjSzO52zr1YUuyN+H6664FrgM+G7yIic1K0poFoTUP/Z7MokVQDhWwvlqofYc2x6931IJm9T2C1TTTc+GGi4XbjizaQb9tLfNF6LN0w/AbM+pOQjtrpIcgPDGFVkvi0f0ifWJxo/cg9TRNLNtF79ijxJRcSSdQQa1xM4cxhIvOXE21YSLSmiVj3UrL7nsTl+nD5PF2PfouGm9+LpWpp//FfEm30iW8j9QtxhfD2bCJJ/tQRAJLdR7j+3e/z8yNRai+7k/yqq4jWz4dCnp49jwJGau3VpNZccU4dkxuuxUUCP/h48tweu9FUHZFILEw+6yCfJ3/mKOR7SV94Gy5ixNdfjutsJ3/yMLF5rWQOv0j+zGGSyy4i1tRKobeDSDjKQqRuPrmT+yl0HMNluskd203dle/yIwT0dhFtWURm95MkWjcQnbeYvl1P+jEyL7hm3MMppddeTbx5OZ2Pf5XMrgeo3fxm6q54Ky6fIZJIk28/jivkiDcvG/M2I/EUdVveQf7UPmILVo06ckUk1UDNpXeQPb57Qi14s9V4Et7WAL8NrHDOfTwc73Ojc+6eSez/amCPc25vuI9/Ae4CSgO1u4Avh8/EPWZmTWa2xDl39NzNiYjMPRZPUHvVOyi0H/OZ37vPEGR7iDW1TrhnaKHzJACuux1yfRAGaqk1V5FYvM6PjBAfvhUm1rCQ+mvfS6H7NInFIycZjTUupvaqdxJ0tRFvHeggUHPBrWSbl/tnxk7uJdF6EUFvO32vPI5FYsTmL/M9HlN1pNbdQKL1AiLJeohEyB56gXzbXhIrNvc/+xStbaJ2yzvoffFBXEcnhVNHKHSeIp6uI7nmGnr3Pklq02tILLkA8gVcRwcEBeLL19JrRmLVhaQWDwQakUQNiZZVAPS9uq1/wHqLp0itvPyc7yfIdYMrYPEU+RN7SSxYNfg77+skyJ4lsf4yIul5JFdfTqJvM1iU+ILldD72VfJte7B0Ew23f4xIKk3nE/9MJFlDkM9Sv7mVvlef9OlAWtYQqZ3nW/zqW8hnuoktWEFs/hJqbrmT3IGdBL1nfIAci9O38+f0PvtTX//aelJrLhvxZ1ZOUMj4IBTfGzgZiWCJNLnTh+h85MsQ5Km96h0jDlM21NDOGyMxM1Krt0x45IzZajy3Pr+IT3BbzOZ4CPgGMJlAbSlwsOTzIc5tLStXZimgQE1EBsl3nvHPH9VOvNUpf9bnSos1DT/WZCXE6uYTq5tPvvs0nQ9/GdfX0T/e4USkN91Ctn4BsXlLidYPHKt/Fm3kcRGdCwh62ok1LzunV6oLCuSO7AYg3rq+P59ZsnUTMDigi9bOgyBP7477/L6vr6HQfozM3sf9MbevxqJx6q5+NxaJUOg6Q/f2HxJfvIHcCb+P3IlXcIU8FvWXs3jLKvLz9tJ74H4Sqy/rHx8zufQicq/uoPexe8ivPEDddW+j4fb30L3jZQ7+n8+TXLmUJa/ZgkXPzb/WX1eLgBnZvTvI7nqe1JW3kli4ZuA5wgPbyZ/ch6XqSW+46Zxt5E/425UA6YtfT6xhATQsCL9T1z/Iusv1Eq2fR+bITuIL11PoOEb++G5yZw5BIUfQ20HQ20F64etIXPE2rKYRsr1E61t8MLPuclzXCXInekhfdCfxxWvJHz/QX4/RWq6GE29eTvri1xP0tJNcsbl/vuvr9K2m0D/Qukyd8QRqa51z7zazXwRwzvXa5JP8lFt/aBLdsZTBzD4OfBxgxYqRkyqKyNyT2fcS7d/+WyLpWpre/u+ItYz/gfvs4T20f//vwKDxzo+TaB3bg9bjUejtILP/GSLxNMlVl4+a8HMo19eF6/MpLH3W9omJNy8b122qUn17fk7vi/eTWHoxtZe/edAx9O1+kp4nvgtA7TVvJbVh5CdVBtY1LBInWjvfj2ywYJV/YP3kfp9XLRqjZ+f9BB0nyJ98lfRFt1M4e4j4kgv7gzQAswjpS19Dcv3VRJI1/cvyJ/aRO7wLgNz+7eQ3bCHRuoHu7S+SO9ZG7lgbva+5gcRCHzhlDu8ks/cx4ks2kVp7LfGFa6nd8i56n/kJ+bYjRJta6Hv5MYKuU8QXryNWN7/0oIjOO/f8izYsxBK1uEKWaOPgHo5mRu2ld5A7sYdY83LA6N3xI2LzlhF0+dbP/MkDJIvpUSIxEksvJlrm9nS0rom6G9/d3+sUIHXhDURqG7FUDfFlG0b8mQzHIlHSZcaRjbesIX3ha3H5rH8uUKbUeAK1rJmlCYMkM1sLZCa5/0NAaZvnMuDIBMrgnPsc8DmALVu2aMQEkfNM7tg+yGcJOrPkTh6ZUKBWOH0MCv4ZqsKZ4zANgVr24HafQBY/TuR4s63H5i2l5uI3UOg5M6hVY6h8Rxv50weJzV9OrH5srYP5zpMEnSeJLVhBJDH80FWZQ88DkD38AukLXztoJINCx8my08NJrrgMMAp9HQQ9Z0gsu4S6q95F11P/Cm2vkr74Df3BVqx5OdmOE1iilvjidaTXXl12m2aRQc/4gR/guzguK7EEkXQDud4sNZdfQuKhJ4gvnE963UDrYO9LPyXoOkn+9EESizcSrWsm3ryUXosRW7KIQucxEk2r6H3xPnpf+gn1N/wSNZfcTr5tA7F5S8u2WsWaltBw68chCPxA5bnMoNunsXmtxMIAzwUBidaLKHScIDp/JRYUiLes8S2rl7wBFxTIHtlJrpAn2XpB2dvUpW0pkWSK1IbpuWVo8eR582B/JYwnUPs08ENguZl9BbgB+NAk9/8ksN7MVgOHgfcA7x1S5m7g18Pn164B2vV8mogMlVp3Gfm2I0SSNSRWTKzFILH6YlLtbT6r+8rBLQOZ/TvIHd9PcvUlxFsmPmyUFcfRtMignoRjXj8SJTVMgFLkCnm6n/kuhbNHiDYvo+GGD/XfnhtO0NdN5+P/jOs+S3L1VdRe+sZhy6Y33ETfnkdJLL2IyJAWneSqS8kdewWLRHyOriEyR3aSPfwCicUbSC6/DIvGyZ8+SPbQdjIQ3oZ1/Z0PCAY6H9Rc8FoSi9cTqWk+Z4zP7PE9uGwviSUbyydgXbCMhtd9hPzJg0QXruDES6d5/I//ipbL1nDlf/s9Uo31WHTgO0q0bqLv5YcHpROJpGqpve5OOh/6O/8997b7VB2FgHzbPlLrriO2ev45+y4VTdWTOfwC3U99h2jzCuq3vH1QvrEii0SovfSNFHrOEq2ZB9HYoMArc/hFPwYoQCFLas3I54TMXuPp9fkjM3sKuBZ/O/JTzrnR/10aeZv5MJHuv+HTc3zBObfDzD4RLv8b/ADwdwB78Ok5PjyZfYrI3BRbsISmN088bUX+zAmCztPUXv3GcxLM5jvP0PnjL/uBsU8dpvGNH5vwfpLLLyWSbsDiSeLzfJb2zOEXyZ89TLL1ov4WlclyxWGYggJlnhY5t3whh+vxt1SD3s4RyyaXXjRo1IBS8ZYVNN356wDnjLfpXEDvjh8T9Jwhd2x3fxAUCVu/LFmLxdPE6+b7XpC5XhJLL+5fP5JIkVh0bhCePbmPrsf+2e/jkjcMG7TEl6wlvsS3kh75p2/Sd6qDgz95lnV3bCZ7chuReQuJpGtJrr6Y9IatRFIt/rm0klursabFpC++neyRnUQbF/vREnJ9ZA48TaSmkeSyi8vuu1Tu5AFwAYVT+yj0nC4bqIFPNBtrWHjO/EJvJ/n2Y0Qbl1BoPzoor1v+zAmCnk7iS1aVHe9UZp/x9Pq8G/gqcLdzrnu08mPlnLsXH4yVzvubkmnH4NxtIiJTqtB1hvZ7Povrbie95XZqt9w+aHkkFidS10TQcYpIXdOk9mWRCImSsQsL3WfofupbYT6yduqvesektg9g0Rh1V9xF7tQB4vNXjumCHa1tou6qd5I/e4TEkpF7cQ6VPbbb3yJcspHYvKXD7s8sQnzJRjKvPEai9QIsvD2YWneD791ZO69/MPf0+uvGvP+g9BbroGS0w2u94SIOP/w8Cy5dQ9KdIug6S+7YK7hML9l9O6i5+nY6f/hF3yP1outJX3QDsQW+l2167TUE2V76dj1IrGUN+ba9ftclY5OOJNF6IUHHCX+rMxztwWUzZA/vIVLTQHzRyC22uVP7yR3aDs6RWHstieWXkT2+h6DrND0//wmF00epvfnt1Fy2dUz1keo2nluf/wt4N/AZM3sCP0LBPc65vmmpmYjIDHGZPlx32JrUdeac5ZF0HQ23/zKFM8eIL57alJIWSxKpm0/Q2XZO5v/JiDUuJta4eFzrJJZsHPczc4W+Trqe/AYEefLtR2m47n0jlq+54FaSKzYTTTf2B3SReHLc+y3KHN5J5tguEquuIOjtHJT+YySt117AnV/7A6LxONlXd9BzKDrQ8OgCgu6OMN8ZFNpP0rfzUepuGgiii71DXV8XyVVbsGQtiaVjS0uRaFlFouVDg+Z1b7uP3m33QTRK49t+bcSOLC7T1Z9Q1yxCvuN4f4tidMlyCqePUjgz8kgPMnuM59bng8CDYZLa1wAfA74AjJARUUSk+sXmL6HuNe8lf+oIqfXlE2nGmlqmJWVHJFlD/TW/SKH7dP+t0NnE99RsptB5wj9LNVr5aLzs7byJcLksPc/fi8t04zobiC3eUPY2YmbvdrIHdpJYfQnJlQPBVCzhn2VLrrmY2LxF5E4eInfsFeJL1xFfuIr05beRO32EoPsMFh/cypVataU/11xiyQWjPgM44nHkswRBD4kNl5Dds4PCmbYRO7LEF60n1+YHs0+u2EwQ9gIGiM5bSPKia0ldeG7vzLHKnToA2Jjzm8n0Gk+LGmGvzzfjW9auAL40HZUSEZlpqQ1XAmPPdh7kMuRO7CaSaiA+f3IpgaK1Tf23/Maj0NNBdv9zWKKG5KrLBqWpmCmRRIq6a95DoauNWJlA0xXyBNluIqmGCSfnHVYsRmz+inCYp6WkN918zkDdQV8PXQ9+DZfLkDv0Moml68/Jyh/0dRNpbCa/9xFyp18k332Y3scfIbPzGWq3voHIklWkNl415LjTw+awC/q6CfraiTYsHlMAl9n/DPlTL4EZqSu2Eh+lM0ysbj4N1/7iwP7SjdRsfgsEeRLLLiEyQqLi0WSP7qLria8BRt017yGxeP2EtyVTYzzPqH0N3+vyh/hhnx5wbowPA4iIzEKZQy8QdJ0mvuyiwXmygL69j9P30gNgEepv+nBFWsP6dj9B34sPAD5FQnLF6A+yT5RzzgcUZ4+QXH7ZoNaW4QJNV8jT/dz3yR58jvRFt5FeN/bnzoatRxAADotEMYtQe9mdFNZcQ7S+hUji3GGbLJ4g1rqO3P4dxFvXDuoYANC78zG6H7ub1PorscZwaKZUM707fQqV3NFDNL9u7M8NBpkeOh//KoWzR0hf/PqyecfOWScfZrpyjuS6S4nVn5twOMh0U+hsI9qwaNBxBtkM3U/fQ3bfM0TntRKbv2pSgVrQ61vnYi2ryR7dCWYkFq2b8PZk8sY7MsF7nXOF6aqMiEi1yJ057B/yB4JMJ7HL7hy0vJhFHhfgchV6VLe0gWqqW6uGCDpP0vNcOBBNPjOm22JBppvswXCA8MM7Jh2o5Tva6H7ue7hCgbrNbyLWtIRIoobICC2aFo1Rf/O7yJ9tIzZv0TmtepndT0IhR99Lj9Fw16eINiwkUr+AWHwRfS9vp+bq14yrjkGmi8JZn+qzcPb4mNZJrbwCi8SwVO05Iz1AMd3K3eSO7ybeehF1W36h/zjyJ/eR3feM39+ZI+QOvUjswol3Iki0XkhQyJE7/ALZtr1kj7xI0+s+SSQ5/lQyMjXG84zaD83sejNbVbqec+7L01ExEZFKskisP0FqubxcydVXYdE4kXQj8SFjOo6Vy2dxhTyRZA19Z7toP3SS5rVLiKfH1iKSWn8NkUQaS6RJtE7sYfyxsmRNfw/HaNhTcTSRdAPpi15H9tALpKagNS138lUKpw/56RN7iTUtGWWNsB6pWhKLy6fASG66lkLHKZLrriDevBhr8aM1JG5YRu0Nrx93HaP1LdRceif59qNhMt+x1K+O9Prrh13uCjlyp/YDkD+9v3/8TgCGtJ7ZBIeHGqhLLTXrr6ers41C+zGiDYsqcktdBphzY0vib2b/CKwFngWKrWrOOffJ6anaxG3ZssVt27at0tUQkVkud3I/he4zJBatHzbX1UQVus/Ste1fKXS1UXP5W/nJ/3iQQz9/iYvfvZXr//3bpnRfkxVkuul54T4KXSdJrb2WxJJNFbl4588cofOJr0EhR9017yE+fwWFvk7I54jWNZPvOIEr5MZ9G9rlclh8fEN5zbTMkZ3kTrxCYtEGYs1LCXo7iDYsBIuQefVpckdeJtq0iNSG68/JAzgRQbaH/JkjRBsWlh2mSqaWmT3lnCs7dMR4ftO2ABe6sUZ2IiKzXHzBSuILVk7LtgvtRymcPQxA/sSrHHnSDzJ+5Ok907K/ycifOUL20HYACu3HsDEkdR2JK+QJMt1E0vXnPPw/kti8Vhpv+Tg43/KT7zhJ52NfwfV1kL70TfQ+/wMI8tRe9Q6SraOnysi1HSZ35BViLctItK4ZtXwlJVsvINl6AUG2h87Hv0bh9EHSF7yG9IYbSa25ktSasXeEGYtIokbPplWJ8QRqLwCLAQ3fJCIySdF5rcQWrKbQdZJk60Zu+fQiDj/xMmtft3na9umCAjiHCwq4XJZoTf3Y6trQQrRpCYXOk8RGuc2bObKT3LGXiS/ZRLJMbrRCXzd9ex8ns/thUhu3UrPplnEdQ3E4J4BC53E/jBMQdJ2AwA87ld3/ItHkfGLzh79FG/R20fGDLxB0nIJ4knnv/G1izaPf0s0e302h8yTxxRvO6WAyE4K+LgqnDwI+jca53SdkrhlPoLYAeDFMdts/GLtz7i1TXisRkTkumm6k/rr3QqGAxROsez2se335dA9TId/eRtfD3yDI9BJbuJTcgReouerNpNdfM3pda5pouP6DuCA3KFAaKshl6HnuHly2l1zbKyQWrsGiA7cU850n6Xri67i+TuIL15HZ9xTp9TdO+DaqRdPEWtbiMl3he57CmeNkd7yI5dLUbb1z2HVdLkvQedp/yGUIMj2j7i935jBdj/+LH62g7VUarhs6NPX0i9YvIH3x7eRPHyC1cvrOF6ke4x2UXUREpohFor7DwhQLsj3kTrxKtK65/4H73PF95I/vA8DV1oML6N1+P6nVV5yTV6xsXeMJjARBbxf50yeIzV9MJDXQE9A5hwvyxBetJ3twO/GF6wcFaQCFjmMEXSfD8gGpDVsn9axb7ws/pXDqEMQSuPaTxOqX0/3974Jz1Fz7hhHXjTY0U/ea95B5aRuJlRcQXzSGXHiFfP9oBS7bi3Nu6nPDjcIsQnrtNbB29ABb5obxjkwgIiJVrm/3I/Tt+TmWrKXm0jv9aAAty4g2LSLI9PbnEosvXjemIK3I5XN0/PArZPc+T/KCq2l44/sxi+CCAj07HyDoPEFswWoabr6GaO25ucBizSuIL70Yl+kivekW4s3LJnWcFkvichnIZSAaJ7X2UiIf+T0oBMRXjP58VfqCa0hfMPaAJzZ/OTWXvYlC5wkSSy+ekiDNBQUNni4jGjVQM7OHnXM3mlknAyOhgc/g45xz6g4iIlJhhe4zFDpOEJu3lCAcHDzWuITuJ78OQO2Wt9P45l8HF5BvP47r2UJ80fDDFJUTZDNkD7wEQG7/TsjnIZ4gyHQRdJ4gd3w3ueN7iF773rKpM6LpBuq3/MIkj3RAzeWvJ9O0iEiqjuTKSwBILBt8TM45gr4uIsmaSQdEZpFhRyOYiL79z9D70gMkV1xGeuPNCtikrFEDNefcjeH72J46FRGRGeVyWbq2fZPC2aPEl15MesNWIukGLJogd2JPWKa3P2N9omXVhPYTramj/vb3kX11B8l1m7G4zy8XSdYR6U/h4HC53jFtL99+nCDbQ3z+igkFKbHGhcQ23zZimb69j9P7wo9IrLic2kvfOOZbra6QP6esc47ciT24XIbEko3n3NodDxcE9O16ENfXSd/LD5Ncvplo3bmtkCLKYiciMsu5IEeh0z/7FXSfJlo/n5pNt+AKOSyehKBAonVqhpdKb9pCetPgdE8WiZLadAuWasBiCRKLRx6rEnyQ1vHwFyGfpebSO0mtHnt6iezRXeRO7Se+eCOJUdKnZA76tCLZA8+Q3ngT0ZqmUbff9+oz9D53H4nlF1Jz2ev7Ex7n216l67GvAuAue9OkWtcsEiGx4nL6dj1IvPUiIqm6CW9L5jYFaiIis1wkWUvdVe8kf3I/8cUb+p+dsmic1Kqpza81nGiylpqNN425fJDtgXzWT/d1jHm9Qm8HXdu+CUHBD6l0y6+M2EqWXnsdvbseJLnispJWv+E5F9D7/E8Iejvoe/kxEisvI75gebisZATFMBXIZKQ33ERy+aVEknWDnhUs9LSTPbaLWH1L2SGl5PyiQE1EZA5ILFo3pQlKs8d3kz36MvGFa0i2XjBl2y2Kz19BzaV3EvR1kFyxeczrWTRGJN1I0H2aSLpp1F6zyeWXkFg29gf/zSIkVlxM386fEW1eSqR23kCdW9ZSu+UX/K3PpZNvobRIhGjJ9ov69jxK5tUnIRKl8dZfIVq3YNL7ktlLgZqIiAzi8jm6n7kHl+kke/BZYvM/RTRZV7I8S9/eJwkynSRXXzWhxK8WiY7rdmdRJFFD3dXvptB+jNj85ecEYNmj+8jueYZoy1JSG6/CzMbdO7PmkteQWHEx0ZqmQUOHWSRCcgoCtFH119fCl5c9vofs4R3EF6wmueLS6a+HVAUFaiIiMlg0SqxpCbnjnUQblxCJDH5oPndqP7077wd8iozYBbfOaPViDS3EGlrOme+co/vhb5M/7gcwjzYtIrF4/EOAWTROvHl844VOpdS664nWLSBS30I0DIKdc/S8+GOCjhNkD20n1rKSaLqxYnWUmaNATUREBjGLULv5TeTbjxJtWOg7JJSIpBuxeAqX6yNaO/PDKA3HzAZawKIxImGv1PEq9Jyl0HmK2LxWIompG6Qpd+YQ+eOvEGtZTXz+8Al2o+kGoquHdNgwIz5/JZmOE0SbVxKJTX7gdZkdbC6Osb5lyxa3bdu2SldDRKTqBH1d5NuPEW1YRDQ98axL+a5TuFwfsabWGc/OP5L82ZPkDuwk2ryYxLL1414/yPbR+eg/Umg/SnLVFmovu2Pc28idOkDuxF7iC9f0B2QuCGh/8HMEHSewdCNNt/5qf3qTsXK5DPnOE0Rrm0ccyktmHzN7yjm3pdwytaiJiJwnnHN0b7+X3NGXiLWspf7a94yav6zQcQpLpokkawbNr8SA5GMRa1pArGnsvU+HcoUchc4TABTC4a7Gt36e7mfuJug+TfbQ8zTe+gnfo9OMSKqBoOMEkXQjRCLj3rbFk8Sbl497PZndFKiJiJwvXEChIwxCOo5DoTBir8m+PU/R9cC/EJ2/lIbbPkS0rmmGKlo50XQ9dVveQe7UARIT6e0aiRCpafK9Umua+r9fM6N2850Uzhwm2rhkUmOcyvlFZ4qIyHnCIlFqLnsTueO7SSxcO+qtt9yxV8E5CicPUeg4VZWBmivk6dv3FEFfF6lVV5RNdzFeiSUbSSzZOKF1zSLUXv5mCmeOEG1qxUpazqLpRnUAkHFToCYich5JtKwa8xBSyTWXUzjTRqxlKbEFkxtAfbrkTu6j94V/A3yOtZpNN1e4RgrIZGopUBMRqWKZg8+TOfIiicUbSa3cPKP7TrSuJdH6qxNev9DZhrPItD7PFknVQywJ+QzRmsm3polUGwVqIiJVqtDbSfcz3wUXkD/2MvEFK6fk1t5MyJ3YS+fjXwWLUH/d+4nPn56H4GONi2jY+lFcrpfYvJlt9XO57Lh7boqM1/i7nYiIyIyIxJJEmxYDEK1vweLTkzvLuYAg1zel28x3tkFQgEKOQvfpyW2ro42+fdvIhx0hhorVLyDefO4oBdPFOUfvroc4e9+f0/vK4zOyTzl/qUVNRKRKWTxB3ZVvp9B+lEjD4v7kq845skd24nK9JJZeTGRIQtrxcIU83S/8iOyh7dRc9HpSq66Ykronlmwi6DmLRaKTGoPUp7v4LoWz/uH8hhs/VPEeky7bS+/uR6CQo2/Po6RWbxk1zYnIRClQExGpYtHaeefc7sy17aV72zf9h6BAas3VE95+0NtOdp9PEJ7Z//SUBWrRmkZqL7l9SrblgkL/u3OOoPMklqwhkqgZZc3pYYk06fU30Lf3cVLrrleQJtNKgZqIyCTlz54kd3A3sUXLiS+cgeekrOSpFZtckBBJN5JcfRXZQ8+TXDX+QdKnm0Vj1F1xF7mT+4nPX0n20Av0PPc9ok2t1F3zbqKpiY+uMOE6mZHeuJXUmmv1jJpMOwVqIiKT1PXTb5Ld8zxWP4/mX/o9ojXTGzzEF6yi7tr34nJ9JBZPLN9XkUVj1FzyBtIXvGZSt1CnU6xxMbFG/6xeX9j6Vzh7hKC3vSKBWpGCNJkJCtRERCbJ9fX6iUwvBMG078/MJvXcV7ntDR14vVoll1+Ky/QQm7eEWMPiSldHZNopUBMRmaS6176DzCs7SCxdQ7ROiU6nU3z+iv6BzkXOBwrUREQmKb5wOfGFMz9YdvbgK2CQWLZ2xvddrQq9HUTiKSw2tbcl8+0nyLXtJ968lFhz65RuW2QkCtRERGahvt3P0/61vwSg8Rd/g9Taiytco8rLHNxO9477iDeswGX6SG+6nviSyQexQTZD1yNfo9BxHEs30nj7rxJN1U1BjUVGp0BNRGQWCrrawTkAXGc7APn2YwTdZ4i1rJmyjgEuKOByGSLJyqTCGI/cyX1Ea+aT3f0UABaNT0mgRpAn6PHfsct0QT43+W2KjJECNRGRWSi16XJcTxcAyU2Xk+8+TefDX8bl+0htvIWaTVsnvQ9XyNP9/A/JHnyOmkveOGU51qZLcunF9O19mkjDAoKOk8TmL53wtlwhR+7EK1iilvj85dRd/06yR3YRX7SWaN3sGMZL5gYFaiIis1AkXUvtDW/o/xy0d+LyGQBcrmdK9hH0dZDd/zQA2SMvVn2gFl+4hvjCNRR6Ogl62ok1L5nwtjL7nqHnhR/6sUpv+jCJ1o0kWieXCkVkIhSoiYjMAbHGRdRe9Q6CzpMklk3N82qRdBOpjVvJHnqB5MrqDtJKRWvqJ53LLsiHY5+6AJfPTkGtRCZGgZqIyByRbL1gSrdnkQg1m24hvfHmGRvwvFokV16ORWJYqo74gpXjXj9/5jA9ux4iWjuP9MZbiCRS01BLOR8oUBMRkRGdb0EaQDRVT3r99RNeP3NkJ/nju8kD8YXrpjRBsZxfIqMXERERkfGINy+HSJRo/UKidQsqXR2ZxdSiJiIiMsUSSzbS+NrfwOJxIvF0pasjs5gCNRERkWkQrWmodBVkDtCtTxEROW8Vuk4T9HVVuhoiw1KLmoiIzDmukCez/2mCXC/JFVcQTZ+briNzZCfd2/6VSE0Tdde9l1htcwVqKjIyBWoiIjLn5Nr20vP8DwEwi5HecMM5ZQpnj4ALCLpPE3SdBgVqUoUUqImIyJxjyVqIRCEoYGVa0wASSy8m6O0iUtPge2mKVCEFaiIiMufE5y2lYetHcbkMsfkrypaJNS6i7sq7ZrhmIuOjQE1EROakWOPiSldBZNLU61NERESkSilQExEREalSFQvUzKzZzO4zs93h+7wyZZab2U/NbKeZ7TCzT1WiriIiIiKVUMkWtd8H7nfOrQfuDz8PlQf+vXPuAuBa4NfM7MIZrKOIiIhIxVQyULsL+FI4/SXgrUMLOOeOOueeDqc7gZ3A0pmqoIiIiEglVTJQW+ScOwo+IAMWjlTYzFYBlwOPD7P842a2zcy2tbW1TXVdRURERGbctKbnMLMfA+X6R//BOLdTB/wr8JvOuY5yZZxznwM+B7BlyxY3zqqKiIiIVJ1pDdScc68bbpmZHTezJc65o2a2BDgxTLk4Pkj7inPuW9NUVREREZGqU8lbn3cDHwynPwh8d2gBMzPg74Gdzrn/PYN1ExEREam4SgZqnwFuM7PdwG3hZ8ys1czuDcvcAHwAeI2ZPRu+7qhMdUVERERmVsWGkHLOnQJeW2b+EeCOcPphwGa4aiIiIiJVQSMTiIiIiFQpBWoiIiIiVUqBmoiIiEiVUqAmIiIiUqUUqImIiIhUKQVqIiIiIlVKgZqIiIhIlapYHjURkdnIOUffjp+TO7aP1KarSCxbX+kqicgcpkBNRGQcCqeP0fXTr/np9pMK1ERkWunWp4jIOFi6lmjzYgBiC5dXuDYiMtepRU1EZByiNQ00vPlXCNpPElu0stLVEZE5ToGaiMg4xRqaoaG50tWQGZDvaCN/5jCx+cuJ1c2vdHXkPKRATUREpAyXz9L91LcpdBwjOm8ZDTd+EItEK10tOc/oGTUREZEynHME+T4/nesDF1S4RnI+UouaiIhIGZF4kror30b+5H5iC1Zj0XilqyTnIQVqIiIiw4g3LyferN69Ujm69SkiIiJSpRSoiYiIiFQpBWoiIiIiVUqBmoiIiEiVUqAmIiIiUqUUqImIiIhUKQVqIiIiIlVKgZqIiIhIlVKgJiIiIlKlFKiJiIiIVCkFaiIiIiJVSoGaiIiISJVSoCYiIiJSpRSoiYiIiFQpBWoiIiIiVUqBmoiIiEiVUqAmIiIiUqUUqImIiIhUKQVqIiIiIlVKgZqIiIhIlVKgJiIiIlKlFKiJiIiIVCkFaiIiIiJVSoGaiIiISJVSoCYiIiJSpRSoiYiIiFQpBWoiIiIiVUqBmoiIiEiVUqAmIiIiUqVila6AiIjIXJM7fZDsoReINS8jueySSldHZjEFaiIiIlOsd/ej5I/tIvPqNmLzlhKtba50lWSW0q1PERGRKRZrWAhAtHExFk9XuDYym6lFTUREZIql199AvGUNkdp5RBIK1GTiFKiJiIhMMYsliC9YWelqyBygW58iIiIiVUqBmoiIiEiVqligZmbNZnafme0O3+eNUDZqZs+Y2T0zWUcRERGRSqpki9rvA/c759YD94efh/MpYOeM1EpERESkSlQyULsL+FI4/SXgreUKmdky4E7g8zNTLREREZHqUMlAbZFz7ihA+L5wmHL/B/hdIBhpY2b2cTPbZmbb2traprSiIiIiIpUwrek5zOzHwOIyi/5gjOu/CTjhnHvKzG4Zqaxz7nPA5wC2bNnixldTERERkeozrYGac+51wy0zs+NmtsQ5d9TMlgAnyhS7AXiLmd0BpIAGM/sn59z7p6nKIiIiIlWjkrc+7wY+GE5/EPju0ALOuf/onFvmnFsFvAf4iYI0EREROV9UMlD7DHCbme0Gbgs/Y2atZnZvBeslIiIiUhUqNoSUc+4U8Noy848Ad5SZ/wDwwLRXTERERKRKaGQCERERkSqlQE1ERESkSilQExEREalSCtREREREqpQCNREREZEqpUBNREREpEopUBMRERGpUgrURERERKqUAjURERGRKqVATURERKRKKVATEZGqlDt9iMyh5wmyvZWuikjFVGysTxERkeHkO0/R+eg/QiFHauNWajbdUukqiVSEWtRERKT6BHkICgC4Qr7ClRGpHLWoiYhI1Yk1LqLu6ndT6D5FYsmFla6OSMUoUBMRkaqUWLweWF/paohUlG59ioiIiFQpBWoiIiIiVUqBmoiIiEiVUqAmIiIiUqUUqImIiIhUKQVqIiIiIlVKgZqIiIhIlVKgJiIiIlKlFKiJiIiIVCkFaiIiIiJVSoGaiIiISJVSoCYiIiJSpRSoiYiIiFSpWKUrICIi549CTzt9r/wczEitvZ5our7SVRKpagrURERkxuSO7yaz9wkAonUtRFddUeEaiVQ3BWoiIjJjog0tEI376foFFa6NSPVToCYiIjMmPn8lDbd+AsOI1jZVujoiVU+BmoiIzKhY7bxKV0Fk1lCvTxEREZEqpUBNREREpEopUBMRERGpUgrURERERKqUAjURERGRKqVATURERKRKKVATERERqVIK1ERERESqlAI1ERERkSqlQE1ERESkSilQExEREalSCtREREREqpQCNREREZEqpUBNREREpEopUBMRERGpUgrURERERKqUAjURERGRKqVATURERKRKKVATERERqVIVC9TMrNnM7jOz3eH7vGHKNZnZN83sJTPbaWbXzXRdRURERCqhki1qvw/c75xbD9wffi7nz4EfOuc2AZcBO2eofiIiIiIVVclA7S7gS+H0l4C3Di1gZg3AVuDvAZxzWefc2Rmqn4iIiEhFVTJQW+ScOwoQvi8sU2YN0AZ80cyeMbPPm1ltuY2Z2cfNbJuZbWtra5u+WouIiIjMkGkN1Mzsx2b2QpnXXWPcRAy4Avisc+5yoJthbpE65z7nnNvinNvS0tIyRUcgIiIiUjmx6dy4c+51wy0zs+NmtsQ5d9TMlgAnyhQ7BBxyzj0efv4mwz/LJiIiIjKnVPLW593AB8PpDwLfHVrAOXcMOGhmG8NZrwVenJnqiYh4QbYXl89Wuhoich6qZKD2GeA2M9sN3BZ+xsxazezeknK/AXzFzLYDm4E/numKisj5K3fiFdrv+ws6fv4VCr3tla6OiJxnpvXW50icc6fwLWRD5x8B7ij5/CywZeZqJiIyINe2D5fPUDh9kELHCaLpxkpXSUTOIxUL1EREZoP4kg3kTu4jWr+AWFNrpasjIucZBWoiIiOINy+n8eaPVroaInKe0lifIiIiIlVKgZqIiIhIlVKgJiIiIlKlFKiJiIiIVCkFaiIiIiJVSoGaiIiISJVSoCYiIiJSpRSoiYiIiFQpBWoiIiIiVUqBmoiIiEiVUqAmIiIiUqUUqImIiIhUKQVqIiIiIlVKgZqIiIhIlVKgJiIiIlKlFKiJiIiIVCkFaiIiIiJVSoGaiIiISJVSoCYiIiJSpRSoiYiIiFQpBWoiIiIiVUqBmoiIiEiVMudcpesw5cysDdgPNALtoxQfrcxIyxcAJ8ddwcqbyXpP9b4ms73xrjvW8mMpN1qZkZYPt2wq5g+dN94yo60/XNnxTI80byzLxvPOKPPGOl3u83DzyilXrh7oHGW9oWXqgVdLtlW6vDg9lnfKTFPyeaxKt5HEH+fQbZTOL53uDI8jE84f+j6cONAVlnkJ2FRm+WgiQADkwu0EJcuOhvUq1qG0PhEgH753AE3h51i4DQtfRQa48L0ARMP5rmR5LtxesU5ByfaiJetT8l46b6yGW2ci25qI0uBkuP05Br6P0mM34DTQgP9eEkCWgZ8VDPyOZcLPxd+T0t+RoX9bxhJTTNRK51xL2SXOuTn7Aj432TIjLQe2VfoYJ/i9zFi9p3pfk9neeNcda/mxlButzEjLh1s2FfOHzhtvmdHWH67seKZHmjeWZeN5H23eWKfLfR5uXrnXMOW6x7Du0DLdQ7bVXWZ6LO/lpks/j/VVuk5hmG2Uzi+d3hZ+7h7mfbiXK5YJv4tyy8f6Kld+25D5w22ze5z70mtyr3Lfd/FnVWDw+VT6e9J/fpf52zJqTDEdr7l+6/N7U1BmLNsQERGRua0i8cCcDtScc6N+qaOVGcs2REREZG6rVDwQq8RO55DPVboCEzST9Z7qfU1me+Ndd6zlx1JutDIjLR9u2VTMHzpvvGVGW3+4suOZHmneWJaN9320eWOdLvd5uHnlDC13E/CzUdYZWuamIdsqXV6cHss7ZaZLtz9WpdtYD3yhzDZK55dO/wz4CLA7nD/0fTgLgUdKyjxZZvlois8tnQDWMvg5wM+F9Vobfn6lZDoFtIXr/xB4a/i5BegrKVMUxz9zFWfw83y5kuVHwvmpcBudJdtrCt9T+Nt6xWu8o/yzcKWfi+9ByXu0TLlC+F7a0BMwesNP8fYjZcqWrl+czoafoyXLbEjZLAPfRxMDx27At4A34L+fFcABBn5W4M+r4vlU9DnK/55V9Fo/JzsTiIiIiMwFc/rWp4iIiMhspkBNREREpEopUBMRERGpUgrUREQEADO7zcz+zsw2h58/Pp6yZeb92Vi3JyLlqTOBSJUys99zzv2P6Zg/dN5w68rcY2a3Ab8FLMdnXI8AtQz08MsAdfjecrXh52JPuwi+52Ex23sPkGZwr8LivAxQg++J9zK+x+RK59zG6T5GqQ5mVuxBOtP2O+dWVWC/00KB2hiY2XuBtzDQLfl7zrmvVrZWMteY2ddLPwKbnXPrp2I+8MyQeW8AfjB03Sk6FKliZvZtfLB1Cz4YW0T5FAylQ/JkGRg6KVIy35WsU6p0+KMsJakWnHM1U3c0Us3MrBIBxhmgxjmXGrXkLKE8amNzs3PuPcUPZvZXgAI1mWodzrlfLn4ws89O4fz4kHkvOufeVWZdmfvawveD+FavBQwEZY6BlrMCA4/HlObTKpd/a+i8CIODOMO3suWn6iBEhpFn8Fiss55a1MbAzP4B+Ab+D9ty4O3OuY+MuJLIOJnZaufcqyWf5znnzpSZ3+ycOz2e8kDjkHmbnXPPDt3mdB6fVAczuyucvBp4Avh34ec6YAc+4edp/EDm+xmc+PYAA8lD64Dmkk2Xzjsdvh/AD0b+ELAVwDn3zuk5Mqk2ZtYJHAfmAb1AK4PH3oSBfwqK/yQY/h+IOAODzcNAAt/iOJ758JUq+Qzwr8CyuXSeKVAbAzOrAX4BWIYP1r7lnOutbK1krjKzTcBdwFL8H6UjwN3OuZ1TUV4ERj5vhln2PPAa4I3AKvyt0NIOaQXgFHAv8E3gkpL1i5n1E0P3NX1HKJVmZpuccy+Z2X58I8dEnldz+Occz+Bv00dHLt4vwLce/xfn3N9OYL9VQ4HaOJjZBfg/XsX/CvTHRqaUmf0e8IvAvwCHwtnLgPcA9+MfyC69eLYArxtH+efRBfS8V3Ke3Q9cCVyKbw2LMfh25nBD/gwdkmg4Q59hK3ZWOIl/bu3vnHOfmcAhyCxRwQ4FpV6ezZ1YFKiNkZn9LgMX0MPh7OIF8V/0x0amgpm9DFzknMsNmf+fgP8SvkoDsk8D/9U598djKP8+/APkDwBfAd5EeDsKf2vqHnROnxfC8+yLwH/E9+x0jL2lolTxIjzWoK10LEkH9DnnaiewX5klKtSh4BzOuUoHixOmQG2MRriAJoAd6jEnU8HMXgJud87tHzJ/L5Ab+l9hWD7pnFs9WvnwHN4MPBf2Dn0ZuAh/0ew/h3VOz33heZPAB+b78LcywQf1qygfeOWZeAe0PIM7HOwP9xObzRdQGZ0CtclTr8+xC/C3PPcPmb+EOdbDRCrqN4H7zWw3/nlI8A9vLwM+Vqb8HwOfN7MflCn/y0PKBvhALSj53FoyXaRzeu77TeBu/DVgMb41zfDnTTvQVGad8V4vSm+PFtftxT/btiycp16gMhPaK12ByVCL2hiZ2RuAvwSGXkDXAb/hnPvBcOuKjIeZRfA98pbiL3SH8D3o/oLy598n8b3sRit/Bf5ZpOfwedWWATeHyx4Ky+mcPk+Y2Rvxj3I0THATjoHbmBMZ5SYAPu2c+6MJ7l9mgfDa+UX8PwQzxeETLx8LP8/qv2cK1MZhmAvok865QkUrJucFM/sI8CJjPP+GOV+3AVtK5h0O35eMZZsyt4TnyLXA+4GL8b3q5uMT4WbxnU3y+BEGHD4Vwk7gYeAnwOPh/D/C94xvwedLK4SvTnyPPcJ1Y8B24Fv4i/f7nXNfnObDlAoLz7NrgFvxz8WuwgfqAT59y0mgHp/TL42/Lb8A3/o6nJ3Ab+M7w1xUMu84vgXNMUf+nilQmwJm9mH9sZHpZmYHnHMryswve/6NZ/7QeTqnz19mdgDfCeVGfEB2Y7joYeB/At8pmV98v42B2+gwcKvpO0M2/9Yh67/bOVc3tUcgs0XYI7SoOPJPsXU2x0AetZP4uwTFPGqG/wcizkBP4nZ80LcGn1ctHW7ncWCRen2e54a7gIqMl5ltH24RsME5d85/mCMEcGOeP3Sezum5bZTz7CIGLoK58B3GnpJjLPq3O5sf8pbJmcmOBrP5PFNngjEa5Q/bopmsi8xpi4Db8ckdS/0QiJQ5D9cDyTHOL/biLM4v7dVZWlbn9Ny3CN8CsY7ywVd8yDvDlJuo+OhFZC6oll6fs5kCtbEb7gJqwKMzXx2Zo+4B6kqHd4L+YaDuA351SPlt+OeA3jyG+duAD+KfDXpz+PmX8LcLvlVSVuf03HcP8DZ8K1kn/vkg8M+TpSgflE22dS1gYBigdnwnhlnbyiEyUxSojV3ZCyiAmT0w47WROck599FhFt0DfLFMfrW7gRVjmR/O6wDud87tDz93OuceMbP7h5R9YGqOSKqRc+6jZgb+2bLiGMZJYA/+n9Fb8Sk7CuF7DN9beDdwPT6QfzP+fFqEHzqqaA8+DUwPfoxH8IFZZ7je9SXvIlOp3D8Q3YzcKaHq6Rk1ERERkSo1kdw3IiIiIjIDFKiJiIiIVCkFaiIiIiJVSoGayCxnZmvN7B4zS5fM+69mNlzHBBGg/9z5uZmdNLMnzOyMmfWYWa+Z5c2sYGZZM8uF8wpm1h0uy4Wfi+WCIa9CyfqBmTkzO2Fmz5rZLjPrNLOHK/0dyPQzs53hz3+mX0F4fu6u9HcwGQrURGaJ4QIy4Bbgu8CPzWy+mf1ffHbuh8qU/79m9lxxXrjNl83sE6XbVJB3fnDOvQJ8AZ864xJ8ao50+B4JX3F8z89i2o6acH4sfI+G7zbkVbp+UQv+3FwXfn7ttB2cVA3n3AX4HpkzzcL9XlqBfU8ZBWois0R4US0XkP2Dc+7vgL8CXgHqgA8453aXKT8vLPdjM5sP/CZ+QPcPDN3mzB6dVEp47vwm/nqQYuCCamWmh76PVWn5eqALaHDOZSZTd5k9nHMRZj5YywEJ51zvDO93SilQE5lFhgnICmaWAN4J/AA/SPHKEcp/bsi868ptcyaPSyonPHfeg8+ZNjQP1dDpocHauHZVMl0PvH3clZVZy8y2MvMJjuPAJ0YtVeUUqInMIuUCMjOrCz8/4pz7ReDXgHvN7KJhyg+dt25omZk9KqmU8Ny5H3gdPkFtjoFWj9LWj3ItaxN1JtzGN8zs1yaxHZklzOy3gAcrtPu/NrP/r0L7nhIamUBklggvqt8FfuCc+59mdhNwL/Bx4LPOuW8COOd+ZmbvxWeM/4sh5X+AzxL/zXDe64Fngb92zv2H4jbN7J3OuR0zfpAy09LAN4DtwC7gMnyrai2wFMjgB2hPAseBVcAhYAH+H/2AgREMahkI4IrBXB5/vrUACeDfwu1k8aMXLJvWo5NqcQ3+XClVDPqLDUbBkGkYOMcoWVb6T0NpWfDnYQT/T0ccPyrBXvzIG7OWRiYQmSXMrAW4uRiQhfM2A2nn3M/HWP5W4Drn3B+XlPkgvjXu56NtU0RkMkr/LhWn8cOOLcEH+3sI//6Ef4uW4IP6XwDmOefWhfN/OVz3oHPujhk/kBmkQE1ERESkSukZNREREZEqpUBNZJYzs01m9trwGbbS+W+oVJ1k7gnPsz8xsw+Y2Y/N7Orw89Ew+W2nmR0xs3vN7M1D1v1yyfSNZvbb4fORMseZ2Z+ZWZeZ9YXJZ8ebtDZvPtlyJtxO8ZWxgUTKQ5MtF9drM7P/Ntv/FurWp8gsZmafBP4j8Dj+OY5POee+Gy57CZ9q40kzuxB4A/CSc+7ekvW/7Jz7pXD6RuBq4AXn3I9m9kikUszsncBV+NxmaWA18BZ8J4EA3ys0CtyAT6sxknK51ooXmW78M0gAncBZ4HPF5yVlbjKzaggyTjrnWipdiYlSoCYyi5nZ80CTc265ma0Cvgn8I9AE/C6wE7gP3+uqFd/77gSwG7gJ3zPqJ8CKcJPfBl4PfM8595kZOxCpCDO7F7idmb+70oZPvtznnBst+JNZrEoCNZxzM53DbcooUBOZBcxs+zCLNuB/j5NhuTp8sHYlcBi4HjiGT4PwAD4Fw9XAR4DP41MxvAf4W+Am51ybmdUCjznnLpm2A5KKC8+pi/EpOFLh7LHkSBuaHmEiDuFb8DaGGetljlKgNnnKoyYyOyzCt3ycGTL/qwyMm4hzrsvM3oRvNbvEOddjZq845zrMbAvwKeBN+NxWxVxDLwBdzrm2cBvdZpaf9iOSSluEz2d2AfASPlfaIQZyTmUZGM+z1HiHjxrKAQ3A4klsQ+S8of9kRGaHe4A659z+0hfwLuDh0oLOuTz+1uZt4awrw/kBfgDufcAf4J9FWgZsA5rNbDH0t8rN2v8+ZczuwSekXYxPQusYnBg0wfDnQTe+Je7VcL0+fLLRoUlNyykO7H4IODKRisus8n4GWlAL+HNuqjn8M49B+Cr+I3EYf45+fRr2OWN061NkDjKzJD455LEh8xcAS5xzz5vZncANzrn/NKRMDbDIOffqzNVYKsHM1gA9zrljZrYBf4H7Nfz4r08Cj+JbXneE82/BXxANf0E8HC5/CtgInMLfjr8K36r7FH4M2QT+mbTT+A4FZ/H/IBwYeo7K3GNmy/ANQyl8K/4FwLXAhfh/GE7hE9s2hPMvxv9DGcffMUiF66fxLb0Az+HPrQbgD/FD3/UAzzrnjpjZ7fjOLwecc09M+0FOIwVqIrOcmS0ud7Ezs+875+4cS/mh84bbpswtZrYJ3+nk9cB8/IUxgg/YCvjA6l7gT/EttH/G8Hdiii0ZxeV9+AtwF771rR5/ezUD4JxbO9w5KnOLmT2KD8DG8vxjDn8e2pD5lFm/dNipYrks/jwDfw7fC7zbOdc7/ppXBwVqIrPceC925coPnacL6NxnZr+HvwVei7/ARUsWD70wdOFbKxYydbfFA6DNOadn1eYwMwuo/KMUfc65dIXrMGEK1ETmKDP7sHPui5Wuh1QnM3sZP8j6vvCdcDqDv/U0HQr4gNAB3wIyzrn3TdO+pApUQa/PHBCbzb2LZ23FRcQzsw8Ps+gPx1p+6LwRtilzR/FWZaJkXgKfb6+cbJl5hTHsp/RCbfiHyQvOuXfgc/mJTKdZn91CLWois1iYC2sTPr3CoEXAhmJ+tSHrHHDOrRhpXrkyMreEw+p8Bf+QP4x+eyqPv+jl8a1uSQYugqUXkmLwNtoF8gWGOUdl7qiCFjUHtDvn5o1askopUBOZBUZIeHsB/g/R+iHzf4jvLbWzZF6xTBJ/kSxdpzgPRgjyZG4xswj+Ie/34293LgLW4HtsngWeAb4DfBb4IPBFfMLkoqfwLXNvB5rx584XgP8O/Cfgf+OHODuDD9zm4UclOAq8A3jUOTdcC57MEWb258AH8GlZYgwkWS7e1SsmWg7wHVBawnnFdC+9YfkY/lZmMZdfHt/xIBt+7sX3DI0Cj+F7Iv+Zc+5Pp/UAp9msbxIUOU8Ml/D2T4DXhjnV+plZM37oqF8tmb2NgYvtm8PPvwR04J8XKg6kbfi0DDLHhbn1HqXk521mfw98F59/qg1/0fwZ/nrxCD4dQnH+j4ClwO/jU3KAv1D+J+Cn+CDv8vD9Gfzt+P9Ssv4z03d0UkXeih/WrthqWzNkeXG+A37OwN+iYiBXHCM2YKDTizEQw6QYyM9X3NZVgHPO/els78WuQE1kdigmvH12yPx3m9k/D1P+i6UBnJndjQ/K7nfO7Q8/dzrnHjGz+4eUfWDKj0BmBefcR83s+/gL3ZMMBGDFFtb7S+Y/iR/VolwamO+HZQFuDN+fHLK+zHHj7PUZBd4y0ubGMb823H+xZS5apsysoFufIiIyKWHnkxtL5znnPlqh6kgVqYJn1J4FHnLOfarC9ZgwtaiJiMggJYHXwwwEYMWhykrnF+f9IUN6i5pZ6bpFpevdCAroZHo55y6f7b3Y1aImIiKDmNkBfOB1hIEALMA/uD1WBzk31Udxe/3bdc6pwWAOM7McFWwUcs7ZbO/FrkBNROQ8FPYkvpgKZ413zlU6a71MMzN7nulLojySHLCLWd6LXQlvRUTOT4vwvew6wvdieoPMMOWLKRAo815quHkBfigqh0/9ETCQfkHmtoX4n/uvA78QTv8vBqcPepKBc+dZ4MGSZYfCZT8DfowfR7boGPBVoBv4B/xQZ13h578H/hjonMJjmXFqURMROQ+FaThuw9+iXI7v1bkHnwLmVnwvueKQTwE+NUcbcD0+ncf14fLF+Atj0Z5we2kGkum24y+Wjw5ZH+fcquk5QqkWJefaf3fOfdbMdgH/B/jrKd5VMR9bqSx+CCn1+hQRERGZCefTWMYK1ERERGTGhTnWiq1gBQZaw4pjwkbwrbmn8S209QxuNSsGMFl8q20HsCos34hvDX4cwDm3dVoPZhopUBMREZEZN5M51mZzpxV1ixYREZFpUQUJb2c99foUERERqVJqURMREZG5IMA3QJU+x9ZduepMDT2jJiIiIlKldOtTREREpEopUBMRERGpUgrURERERKqUAjURERGRKqVATWSCzGy+mT0bvo6Z2eGSz4lR1t1iZn8xhn08OnU1HrTdB8xsy3Rse7zM7E/NbIeZ/ekE17/FzNrN7Bkz22VmD5nZm0qWf8LMfmnqajxzzGyVmb235HP/eRMe9/Xj3N4/mNk7xlG+1cy+OZ59zJTSYzGzz5vZhSOUHfd3Fa63z8wWTKaeIpOl9BwiE+ScOwVsBjCzTwNdzrn/WVxuZjHnXH6YdbcB28awj3FfXGbSSMc4Dr8CtDjnMpPY58+cc28Kl28GvmNmvc65+51zfzPJ+lXSKuC9wD/DOefNLfjB0KclmA/3dwQYc2A3WWYWdc4Vxruec+6XRylyC9P8XYlMF7WoiUyh8L/8/21mPwX+h5ldbWaPhq09j5rZxrDcLWZ2Tzj9aTP7QtjKtdfMPlmyva6S8g+Y2TfN7CUz+4qZWbjsjnDew2b2F8XtDqlX2sz+xcy2m9nX8OPmFZe93sx+bmZPm9k3zKxupO2G9f2cmf0I+LKZtZjZv5rZk+HrhrBcbXhcT4bHf1eZet0N1AKPm9m7zWylmd0f1vN+M1tR7nsd6WfgnHsW+K/Ar5fU93fC6U+a2Yvh9v9lpHqGrVk/C7+Xp4stMma2JGy1e9bMXjCzm0b6Hocc71oz+6GZPRVue1PJ8f1FeI7sLWn1+gxwU7iv3yqeN2a2CvgE8FvhspvM7FUzi4fbawhbg+JlvqLXhft+2cKWRzOLmm/ZfDL8bn6l5Dt4IZz+kJl9K6z/bjP7k5Lj+mi4vQfM7O/M7C/LHPunzewfzewn4fofC+ffYmY/NbN/Bp4foS5mZn8Z/vy+Dyws2XZ/C7GZvSH8GTwXnkPlvqvhztn5Zvaj8Dz4WwZycYlUjnNOL730muQL+DTwO8A/APcA0XB+AxALp18H/Gs4fQtwT8m6jwJJYAFwCoiHy7pKyrcDy/D/YP0cuBFIAQeB1WG5rxa3O6R+vw18IZy+FD/g8ZZwfw8BteGy3wP+35G2G9b3KSAdfv5n4MZwegWwM5z+Y+D94XQT8HJxP0Pq1lUy/T3gg+H0R4DvhNODvtch6/d/lyXzNpfU49PA74TTR4BksU4j1ROoAVLh/PXAtnD63wN/EE5H8QNFl/0ey9T1fmB9OH0N8JOS4/tG+LO9ENhT7tg497z5nZJlXwTeGk5/HPhfZfb/D8APw/2sBw6FP+uPA/9PWCaJb7VbjW/ReyGc/yFgL36w6xSwH1gOtAL7gGYgDvwM+Mthfkeew/+TsAB/frWGx9TNwLk2XF1+Abgv/M5bgbPAO8JyD+DP5xYGn7fNw3xXw52zf1H8uQF34hOnLqj03xe9zu+Xbn2KTL1vuIHbN43Al8xsPf6PfrkWDoDvO3/rL2NmJ4BF+ItoqSecc4cAzOxZ/EW0C9jrnHs1LPNV/IVuqK34ixDOue1mtj2cfy0+MHjEfANdAh8Ebhplu3c753rD6dcBF4brAzSYWT3weuAtxdYs/MV9BbBzmO8A4Dr8BRngH4E/KVlW+r2OZriWkO3AV8zsO8B3wnnD1fMI8Jfmb6UWgA3h8ieBL4StVd9xzj1rZjdT/nscqJBvYbse+EbJd5UsKfId51wAvGhmi8Z4nKU+D/xueFwfBj42TLmvh/vZbWZ78T/r1wOXlrTkNeIDuZeHrHu/c649PJ4XgZX4oOtB59zpcP43GPiuhvpueN70mm8dvRofcD1Rcq4NV5etwFfDc+CImf2kzPavBR4qbqtYpzKGO2e3Ep5/zrnvm9mZYdYXmTEK1ESmXumQJX8E/NQ597bwFswDw6xT+nxWgfK/m+XKjOfWTLlhSAy4zzn3i4Nmml0+yrZKjzECXFcSuBW3YcDbnXO7xlHHoUrrPJ6hYC6nfEB4J/5i/BbgP5vZRfjv4Jx6mn/u8DhwGf4Y+wCccw+Z2dZwW/9ovhPEGcp8j0NEgLPOuc3DLC/9+Y77lptz7pHwVuXN+JbHF4YrWuazAb/hnPu30gXhOTtcHafiHCx+Lv3ZDleXO8qsP5SNoQwMf86Wq6NIRekZNZHp1QgcDqc/NA3bfwlYU3JBffcw5R4C3gdgZhfjb38CPAbcYGbrwmU1ZrZhHNsF+BHh82DhNjaHk/8G/EYYsI0l+AN/C/g94fT7gIfHsM4gZnYp8J+BvxoyPwIsd879FN/y1ATUjVDPRuBo2Pr0AfwtN8xsJXDCOfd3wN8DVzD899jPOdcBvGpm7wzLmJldNsrhdOJvrY512ZfxrZ9fHGGb7zSziJmtBdYAu8Lv4Fdt4Bm3DWZWO0rdip4AbjazeWYWA94+Qtm7zCxlZvPxtzyfLFNmuLo8BLwnfIZtCXBrmXV/HtZldbhuczh/6Hc13Dlb+nvyRmDeCMciMiMUqIlMrz8B/ruZPUJ4oZ9KYYvAvwN+aGYP41uA2ssU/SxQF97y/F38xRXnXBs+gPxquOwxYNM4tgvwSWBL+OD3i/gHt8G3JsaB7eYfSP+jMRzSJ4EPh3X5APCpMawD/oH7Z8xsFz5A+6Rz7v4hZaLAP5nZ88AzwJ85586OUM+/Bj5oZo/hb+UVW31uAZ41s2fwQcmfD/c9lqnn+4CPmtlzwA7gnA4WQ2wH8uGD8b81ZNn3gLcVH5AP530FH1x8dYRt7gIeBH4AfMI514e/bfoi8HT4HfwtY7zj4pw7jH/O73Hgx+F2hjtXngC+j/9+/sj5XqVDDVeXbwO7gefx5/ODZerShr9F/63wO/5auGjodzXcOfuHwFYzexp/C/bAWL4DkemkQdlFZjkzq3POdYUtQn8F7HbO/Vm1blemT/hc113OuQ/M8H6L50oxoPqCc+7bQ8p8miEpbERkdGpRE5n9PhZ2LtiBv133t1W+XZkGZvZ/8ek8xtJyOdU+HZ4rLwCvMtBRQ0QmSS1qIiIiIlVKLWoiIiIiVUqBmoiIiEiVUqAmIiIiUqUUqImIiIhUKQVqIiIiIlVKgZqIiIhIlfr/AYLfQ/71fl0MAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -1833,56 +1887,22 @@ } ], "source": [ - "import matplotlib.ticker as ticker\n", - "metric_name='inverse_harmonic_mean_rank'\n", - "#metric_name='hits_at_10'\n", - "degrees, metrics, counts, props, num_unique_ents = merged_df['degree'], merged_df[metric_name], merged_df['count'] , merged_df['proportion'], merged_df['count']/merged_df['num_unique_ents']\n", - "plot, ax = plt.subplots(figsize=(10,10))\n", - "sns.color_palette(\"flare\", as_cmap=True)\n", - "s_linear = [n*n for n in props] \n", - "plot_ = sns.scatterplot(ax = ax, x=degrees, y=metrics, size=s_linear, sizes=(10,200), c=num_unique_ents, cmap='flare')\n", - "plt.xscale('log')\n", - "ax.legend(title='#(test triples)', labels = ['6', '45', '85', '124', '164', '204'])\n", - "plt.ylabel(metric_name)\n", - "plt.xlabel('Training degree for Disease entity being predicted')\n", - "plt.xticks(degrees, rotation='vertical')\n", - "#plot_.legend(loc='upper right', bbox_to_anchor=(1.2, 1.0), ncol=1)\n", - "\n", - "norm = plt.Normalize(num_unique_ents.min(), num_unique_ents.max())\n", - "cbar = ax.figure.colorbar(plt.cm.ScalarMappable(norm=norm,\n", - " cmap=cmap),\n", - " #ticks=np.arange(num_unique_ents.min(), num_unique_ents.max() + 1),\n", - " label=f'# test_triples per unique {ENTITY_TYPE_W_ATTR_ENCODE}')\n", - "\n", - "plot_.xaxis.set_major_locator(ticker.IndexLocator(100, 0))\n", - "\n", - "plt.title(f'avg_{metric_name}_rotate - avg_{metric_name}_bioblpm \\n Difference in {metric_name} (averaged over test triples with {ENTITY_TYPE_W_ATTR_ENCODE} node of certain node (training) degree) b/w both models, Vs. {ENTITY_TYPE_W_ATTR_ENCODE} node degree')\n", - "plt.savefig(f'data/imgs/{metric_name}_node_degree_analysis')" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "id": "08fb6776", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_single_model\n", - "from nb_utils.plot_utils import plot_metric_vs_degree_scatterplot_multi_models\n", - "\n", - "img_outdir = Path('./data/imgs/')\n" + "EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS = \"./data/imgs/node-degree-analysis-rotate-and-bioblpm\"\n", + "model_result_dicts = {ROTATE: results_by_node_degree_dicts_rotate_drug[EVAL_NODE_HEAD],\n", + " BIOBLP_M: results_by_node_degree_dicts_bioblpm[EVAL_NODE_HEAD]}#results_by_node_degree_dicts_bioblp}\n", + "x = plot_metric_vs_degree_scatterplot_multi_models(metric_name=HITS_AT_10, results_by_node_degree_dicts_combined=model_result_dicts,\n", + " eval_out_dir=EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS)\n" ] }, { "cell_type": "code", - "execution_count": 95, - "id": "55875c83", + "execution_count": 239, + "id": "a43e8365", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1895,64 +1915,33 @@ ], "source": [ "EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS = \"./data/imgs/node-degree-analysis-rotate-and-bioblpm\"\n", - "model_result_dicts = {ROTATE: results_by_node_degree_dicts_rotate_drug,\n", - " BIOBLP_M: results_by_node_degree_dicts_bioblpm}#results_by_node_degree_dicts_bioblp}\n", - "x = plot_metric_vs_degree_scatterplot_multi_models(metric_name='hits_at_1', results_by_node_degree_dicts_combined=model_result_dicts,\n", + "model_result_dicts = {ROTATE: results_by_node_degree_dicts_rotate_drug[EVAL_NODE_HEAD],\n", + " BIOBLP_M: results_by_node_degree_dicts_bioblpm[EVAL_NODE_HEAD]}#results_by_node_degree_dicts_bioblp}\n", + "x = plot_metric_vs_degree_scatterplot_multi_models(metric_name=INVERSE_HARMONIC_MEAN_RANK, results_by_node_degree_dicts_combined=model_result_dicts,\n", " eval_out_dir=EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS)\n" ] }, { "cell_type": "code", - "execution_count": 96, - "id": "3eda3d28", + "execution_count": null, + "id": "367f284f", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "x = plot_metric_vs_degree_scatterplot_multi_models(metric_name='hits_at_10', results_by_node_degree_dicts_combined=model_result_dicts,\n", - " eval_out_dir=EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS)\n" - ] + "outputs": [], + "source": [] }, { - "cell_type": "code", - "execution_count": 97, - "id": "2e0ac6b4", + "cell_type": "markdown", + "id": "1b9a0517", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "x = plot_metric_vs_degree_scatterplot_multi_models(metric_name='inverse_harmonic_mean_rank', results_by_node_degree_dicts_combined=model_result_dicts,\n", - " eval_out_dir=EVAL_OUT_DIR_NODE_DEGREE_ANALYSIS)\n" + "\n", + "#### previous stuff" ] }, { "cell_type": "code", "execution_count": 98, - "id": "2286414a", + "id": "9d579216", "metadata": {}, "outputs": [ { @@ -1973,7 +1962,7 @@ { "cell_type": "code", "execution_count": 99, - "id": "f95ef00f", + "id": "f5062c67", "metadata": {}, "outputs": [ { @@ -2049,7 +2038,7 @@ }, { "cell_type": "markdown", - "id": "ab3eba70", + "id": "2fef1fd5", "metadata": {}, "source": [ "Save custom plots to Weights and biases" @@ -2058,7 +2047,7 @@ { "cell_type": "code", "execution_count": 117, - "id": "85728dc1", + "id": "72fbe30a", "metadata": {}, "outputs": [ { @@ -2084,7 +2073,7 @@ { "cell_type": "code", "execution_count": 120, - "id": "a78d8009", + "id": "1549e402", "metadata": {}, "outputs": [], "source": [ @@ -2100,7 +2089,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b85a5856", + "id": "77291240", "metadata": {}, "outputs": [], "source": [ @@ -2111,7 +2100,7 @@ { "cell_type": "code", "execution_count": 187, - "id": "6c72f30e", + "id": "835ac78c", "metadata": {}, "outputs": [], "source": [ @@ -2125,14 +2114,14 @@ { "cell_type": "code", "execution_count": null, - "id": "98c9e053", + "id": "04cdd71f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", - "id": "4dab7466", + "id": "6053a463", "metadata": {}, "source": [ "### Protein stuff" @@ -2141,7 +2130,7 @@ { "cell_type": "code", "execution_count": 58, - "id": "fb10ad1b", + "id": "a6e66e7a", "metadata": { "tags": [] }, @@ -2181,68 +2170,10 @@ "plt.savefig(f'data/imgs/{metric_name}_node_degree_analysis')" ] }, - { - "cell_type": "code", - "execution_count": 87, - "id": "e6f55e8a", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'cmap' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [87]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;66;03m#plot_.legend(loc='upper right', bbox_to_anchor=(1.2, 1.0), ncol=1)\u001b[39;00m\n\u001b[1;32m 16\u001b[0m norm \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mNormalize(num_unique_ents\u001b[38;5;241m.\u001b[39mmin(), num_unique_ents\u001b[38;5;241m.\u001b[39mmax())\n\u001b[1;32m 17\u001b[0m cbar \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mfigure\u001b[38;5;241m.\u001b[39mcolorbar(plt\u001b[38;5;241m.\u001b[39mcm\u001b[38;5;241m.\u001b[39mScalarMappable(norm\u001b[38;5;241m=\u001b[39mnorm,\n\u001b[0;32m---> 18\u001b[0m cmap\u001b[38;5;241m=\u001b[39m\u001b[43mcmap\u001b[49m),\n\u001b[1;32m 19\u001b[0m \u001b[38;5;66;03m#ticks=np.arange(num_unique_ents.min(), num_unique_ents.max() + 1),\u001b[39;00m\n\u001b[1;32m 20\u001b[0m label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m# test_triples per unique disease\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 21\u001b[0m d\n\u001b[1;32m 22\u001b[0m plot_\u001b[38;5;241m.\u001b[39mxaxis\u001b[38;5;241m.\u001b[39mset_major_locator(ticker\u001b[38;5;241m.\u001b[39mIndexLocator(\u001b[38;5;241m100\u001b[39m, \u001b[38;5;241m0\u001b[39m))\n", - "\u001b[0;31mNameError\u001b[0m: name 'cmap' is not defined" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.ticker as ticker\n", - "metric_name='inverse_harmonic_mean_rank'\n", - "#metric_name='hits_at_10'\n", - "degrees, metrics, counts, props, num_unique_ents = merged_df['degree'], merged_df[metric_name], merged_df['count'] , merged_df['proportion'], merged_df['count']/merged_df['num_unique_ents']\n", - "plot, ax = plt.subplots(figsize=(10,10))\n", - "sns.color_palette(\"flare\", as_cmap=True)\n", - "s_linear = [n*n for n in props] \n", - "plot_ = sns.scatterplot(ax = ax, x=degrees, y=metrics, size=s_linear, sizes=(10,200), c=num_unique_ents, cmap='flare')\n", - "plt.xscale('log')\n", - "ax.legend(title='#(test triples)', labels = ['6', '45', '85', '124', '164', '204'])\n", - "plt.ylabel(metric_name)\n", - "plt.xlabel('Training degree for Disease entity being predicted')\n", - "plt.xticks(degrees, rotation='vertical')\n", - "#plot_.legend(loc='upper right', bbox_to_anchor=(1.2, 1.0), ncol=1)\n", - "\n", - "norm = plt.Normalize(num_unique_ents.min(), num_unique_ents.max())\n", - "cbar = ax.figure.colorbar(plt.cm.ScalarMappable(norm=norm,\n", - " cmap=cmap),\n", - " #ticks=np.arange(num_unique_ents.min(), num_unique_ents.max() + 1),\n", - " label=r'# test_triples per unique disease')\n", - "\n", - "plot_.xaxis.set_major_locator(ticker.IndexLocator(100, 0))\n", - "\n", - "plt.title(f'avg_{metric_name}_rotate - avg_{metric_name}_bioblpp \\n Difference in {metric_name} (averaged over test triples with {ENTITY_TYPE_W_ATTRIBUTE} node of certain node (training) degree) b/w both models, Vs. disease node degree')\n", - "plt.savefig(f'data/imgs/{metric_name}_node_degree_analysis')" - ] - }, { "cell_type": "code", "execution_count": 187, - "id": "cf262552", + "id": "b4dc468a", "metadata": { "collapsed": true, "jupyter": { @@ -2298,14 +2229,14 @@ { "cell_type": "code", "execution_count": null, - "id": "a3197bb2", + "id": "16fa5b55", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", - "id": "07cd20e3", + "id": "08d71987", "metadata": {}, "source": [ "### Plots V1 - Separate series plotted for BioBLP-D and RotatE" @@ -2313,7 +2244,7 @@ }, { "cell_type": "markdown", - "id": "1a4d730c", + "id": "a20c6093", "metadata": {}, "source": [ "load from file" @@ -2322,7 +2253,7 @@ { "cell_type": "code", "execution_count": 68, - "id": "cecb2fff", + "id": "fd3b31a7", "metadata": {}, "outputs": [], "source": [ @@ -2339,7 +2270,7 @@ { "cell_type": "code", "execution_count": 69, - "id": "4e4b1aa2", + "id": "2c17464f", "metadata": {}, "outputs": [ { @@ -2366,7 +2297,7 @@ { "cell_type": "code", "execution_count": 91, - "id": "c1f0fdfa", + "id": "9cd322a6", "metadata": {}, "outputs": [ { @@ -2393,7 +2324,7 @@ { "cell_type": "code", "execution_count": 48, - "id": "10b10cc8", + "id": "b467daf7", "metadata": {}, "outputs": [ { @@ -2456,7 +2387,7 @@ { "cell_type": "code", "execution_count": 49, - "id": "68cb1926", + "id": "a79e5790", "metadata": {}, "outputs": [], "source": [ @@ -2469,7 +2400,7 @@ }, { "cell_type": "markdown", - "id": "88f8d9df", + "id": "73f1a439", "metadata": { "tags": [] }, @@ -2479,7 +2410,7 @@ }, { "cell_type": "markdown", - "id": "8e3fd660", + "id": "0ae3bebb", "metadata": {}, "source": [ "All plots below look quite similar!" @@ -2487,7 +2418,7 @@ }, { "cell_type": "markdown", - "id": "f742154a", + "id": "23be7d67", "metadata": {}, "source": [ "load from file" @@ -2496,7 +2427,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "2e192972", + "id": "87c11a17", "metadata": { "tags": [] }, @@ -2513,7 +2444,7 @@ { "cell_type": "code", "execution_count": 92, - "id": "da24f4eb", + "id": "12b96964", "metadata": {}, "outputs": [ { @@ -2536,7 +2467,7 @@ { "cell_type": "code", "execution_count": 86, - "id": "6925c1a1", + "id": "9f4e2390", "metadata": {}, "outputs": [], "source": [ @@ -2546,7 +2477,7 @@ { "cell_type": "code", "execution_count": 92, - "id": "998549ce", + "id": "eeaf4ba7", "metadata": {}, "outputs": [ { @@ -2576,7 +2507,7 @@ { "cell_type": "code", "execution_count": 93, - "id": "7b82c1a3", + "id": "45fe391a", "metadata": {}, "outputs": [ { @@ -2607,7 +2538,7 @@ { "cell_type": "code", "execution_count": 90, - "id": "a3d84154", + "id": "aa987c75", "metadata": {}, "outputs": [ { @@ -2637,7 +2568,7 @@ }, { "cell_type": "markdown", - "id": "f46f4d40", + "id": "589e23ed", "metadata": { "tags": [] }, @@ -2648,7 +2579,7 @@ { "cell_type": "code", "execution_count": 53, - "id": "be15f70f", + "id": "d2f42849", "metadata": {}, "outputs": [], "source": [ @@ -2659,7 +2590,7 @@ { "cell_type": "code", "execution_count": 114, - "id": "dfb307e5", + "id": "1752f2d5", "metadata": {}, "outputs": [ { @@ -2685,7 +2616,7 @@ { "cell_type": "code", "execution_count": 113, - "id": "50ec0365", + "id": "2e963563", "metadata": {}, "outputs": [ { @@ -2709,7 +2640,7 @@ { "cell_type": "code", "execution_count": 112, - "id": "fda60380", + "id": "e550c92b", "metadata": {}, "outputs": [ { @@ -2733,7 +2664,7 @@ { "cell_type": "code", "execution_count": 98, - "id": "f6a6de2a", + "id": "870f21b6", "metadata": {}, "outputs": [ { @@ -2754,7 +2685,7 @@ { "cell_type": "code", "execution_count": 99, - "id": "a9d33b51", + "id": "4df56118", "metadata": {}, "outputs": [ { @@ -2830,7 +2761,7 @@ }, { "cell_type": "markdown", - "id": "ba0f8bb0", + "id": "9004a15c", "metadata": {}, "source": [ "Save custom plots to Weights and biases" @@ -2839,7 +2770,7 @@ { "cell_type": "code", "execution_count": 117, - "id": "55dd429d", + "id": "2ace10a2", "metadata": {}, "outputs": [ { @@ -2865,7 +2796,7 @@ { "cell_type": "code", "execution_count": 120, - "id": "0c4fdf93", + "id": "0e1a5fc4", "metadata": {}, "outputs": [], "source": [ @@ -2881,7 +2812,7 @@ { "cell_type": "code", "execution_count": null, - "id": "20d6347b", + "id": "1364d8aa", "metadata": {}, "outputs": [], "source": [ @@ -2892,7 +2823,7 @@ { "cell_type": "code", "execution_count": 187, - "id": "5ddb237a", + "id": "ee52c406", "metadata": {}, "outputs": [], "source": [ @@ -2905,7 +2836,7 @@ }, { "cell_type": "markdown", - "id": "2f6c0b81", + "id": "e8fb6c28", "metadata": {}, "source": [ "## " @@ -2914,7 +2845,7 @@ { "cell_type": "code", "execution_count": 188, - "id": "e26fb63e", + "id": "475019f2", "metadata": {}, "outputs": [], "source": [ @@ -2927,7 +2858,7 @@ { "cell_type": "code", "execution_count": 206, - "id": "7d24cb1b", + "id": "b55640f2", "metadata": {}, "outputs": [], "source": [ @@ -2941,7 +2872,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ce774b92", + "id": "fa6b857a", "metadata": {}, "outputs": [], "source": [] @@ -2949,7 +2880,7 @@ { "cell_type": "code", "execution_count": null, - "id": "06816e0a", + "id": "74d3f4a7", "metadata": {}, "outputs": [], "source": [] diff --git a/notebooks/nb_utils/eval_utils.py b/notebooks/nb_utils/eval_utils.py index 52013f9..761bf1e 100644 --- a/notebooks/nb_utils/eval_utils.py +++ b/notebooks/nb_utils/eval_utils.py @@ -120,7 +120,6 @@ } - def test_rel_list_validity(rel_list, train_triples): ''' e.g.: test_rel_list_validity(ENT_ASSOC_REL_NAMES[PROTEIN][COL_TARGET], train_triples) @@ -145,7 +144,6 @@ def test_rel_list_validity(rel_list, train_triples): EVAL_METRIC_RANKING_TYPES = {ranking_type: ranking_type for ranking_type in [EVAL_METRIC_OPTIMISTIC,EVAL_METRIC_PESSIMISTIC, EVAL_METRIC_REALISTIC] } - HITS_AT_1 = "hits_at_1" HITS_AT_3 = "hits_at_3" HITS_AT_5 = "hits_at_5"