{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3ef0c983",
   "metadata": {},
   "source": [
    "# MERT 25HZ Model testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f817b94c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:09:17.237004Z",
     "start_time": "2023-10-31T13:09:11.790828Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, \"/home/tony/Work/MERT/mert_fairseq/models/mert\")\n",
    "\n",
    "from s3prl.upstream.utils import load_fairseq_ckpt, merge_with_parent\n",
    "from mert_model import MERTModel, MERTConfig, HubertPretrainingConfig\n",
    "\n",
    "import re\n",
    "import json\n",
    "import torch\n",
    "from transformers import Wav2Vec2FeatureExtractor\n",
    "from suno_utils.models.mert.modeling_MERT import MERTModel as SunoMERT, MERTConfig as SunoMERTConfig\n",
    "from suno_utils.audio import Audio\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "798cdd58",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:09:17.243983Z",
     "start_time": "2023-10-31T13:09:17.240725Z"
    }
   },
   "outputs": [],
   "source": [
    "def clean_k(k):\n",
    "    \"\"\"Convert FairSeq Model keys to HF Model keys.\"\"\"\n",
    "    k = k.replace(\"mask_emb\", \"masked_spec_embed\")\n",
    "    k = k.replace(\".self_attn.\", \".attention.\")\n",
    "    k = k.replace(\".fc1.\", \".feed_forward.intermediate_dense.\")\n",
    "    k = k.replace(\".fc2.\", \".feed_forward.output_dense.\")\n",
    "    k = k.replace(\".self_attn_layer_norm.\", \".layer_norm.\")\n",
    "    for i in range(0, 8):\n",
    "        k = k.replace(f\"conv_layers.{i}.0\", f\"conv_layers.{i}.conv\")\n",
    "    k = k.replace(\"encoder.pos_conv.0.\", \"encoder.pos_conv_embed.conv.\")\n",
    "    k = k.replace(\"post_extract_proj.\", \"feature_projection.projection.\")\n",
    "    if k == \"layer_norm.weight\":\n",
    "        k = \"feature_projection.layer_norm.weight\"\n",
    "    if k == \"layer_norm.bias\":\n",
    "        k = \"feature_projection.layer_norm.bias\"\n",
    "    k = k.replace(\n",
    "        \"feature_extractor.conv_layers.0.2.\",\n",
    "        \"feature_extractor.conv_layers.0.layer_norm.\",\n",
    "    )\n",
    "    return k"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3badca71",
   "metadata": {},
   "source": [
    "# Model conversion from Fair to HF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ae4938b7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:10:36.330389Z",
     "start_time": "2023-10-31T13:10:36.183471Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checkpoint_10_360000.pt  checkpoint_4_120000.pt  checkpoint_7_260000.pt\r\n",
      "checkpoint_10_370000.pt  checkpoint_4_130000.pt  checkpoint_8_270000.pt\r\n",
      "checkpoint_10_380000.pt  checkpoint_4_140000.pt  checkpoint_8_280000.pt\r\n",
      "checkpoint_1_10000.pt\t checkpoint_4_150000.pt  checkpoint_8_290000.pt\r\n",
      "checkpoint_1_20000.pt\t checkpoint_5_160000.pt  checkpoint_8_300000.pt\r\n",
      "checkpoint_1_30000.pt\t checkpoint_5_170000.pt  checkpoint_9_310000.pt\r\n",
      "checkpoint_2_40000.pt\t checkpoint_5_180000.pt  checkpoint_9_320000.pt\r\n",
      "checkpoint_2_50000.pt\t checkpoint_5_190000.pt  checkpoint_9_330000.pt\r\n",
      "checkpoint_2_60000.pt\t checkpoint_6_200000.pt  checkpoint_9_340000.pt\r\n",
      "checkpoint_2_70000.pt\t checkpoint_6_210000.pt  checkpoint_9_350000.pt\r\n",
      "checkpoint_3_100000.pt\t checkpoint_6_220000.pt  checkpoint_last.pt\r\n",
      "checkpoint_3_110000.pt\t checkpoint_7_230000.pt  crash.pt\r\n",
      "checkpoint_3_80000.pt\t checkpoint_7_240000.pt\r\n",
      "checkpoint_3_90000.pt\t checkpoint_7_250000.pt\r\n"
     ]
    }
   ],
   "source": [
    "!ls /app/suno/checkpoints/mert_25_30sec_mask8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7e234c3d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-31T13:10:51.850036Z",
     "start_time": "2023-10-31T13:10:45.791081Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DONE! :D\n"
     ]
    }
   ],
   "source": [
    "# convert to HF checkpoint\n",
    "from_fp = \"/app/suno/checkpoints/mert_25_30sec_mask8/checkpoint_7_250000.pt\"\n",
    "to_fp = \"/home/tony/Data/MERT/mert_music_30sec_mask8.pt\"\n",
    "sd = torch.load(from_fp, map_location=\"cpu\")\n",
    "new_sd = {}\n",
    "for k in sorted(sd[\"model\"].keys()):\n",
    "    v = sd[\"model\"][k]\n",
    "    orig_k = k\n",
    "    k = clean_k(k)\n",
    "    #     if k != orig_k:\n",
    "    #         print(\"fair:\", orig_k, \"hf:\", k)\n",
    "    #     else:\n",
    "    #         print(\"-->\", k)\n",
    "    new_sd[k] = v\n",
    "for k in [\n",
    "    \"label_embs_concat\",\n",
    "    \"final_proj.bias\",\n",
    "    \"final_proj.weight\",\n",
    "    \"encoder_cqt_model.spec_layer.lenghts\",\n",
    "    \"encoder_cqt_model.spec_layer.cqt_kernels_real\",\n",
    "    \"encoder_cqt_model.spec_layer.cqt_kernels_imag\",\n",
    "    \"encoder_cqt_model.fc.weight\",\n",
    "    \"encoder_cqt_model.fc.bias\",\n",
    "    \"encoder_mel_model.fc.bias\",\n",
    "    \"encoder_mel_model.fc.weight\",\n",
    "    \"encoder_mel_model.spec_layer.mel_scale.fb\",\n",
    "    \"encoder_mel_model.spec_layer.spectrogram.window\",\n",
    "]:\n",
    "    if k in new_sd:\n",
    "        del new_sd[k]\n",
    "torch.save(new_sd, to_fp)\n",
    "print(\"DONE! :D\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6b716a35",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-12T16:31:46.079845Z",
     "start_time": "2023-09-12T16:31:46.026537Z"
    }
   },
   "outputs": [],
   "source": [
    "# # convert to HF checkpoint\n",
    "# from_fp = \"/app/suno/checkpoints/mert_25hz/checkpoint_41_275000.pt\"\n",
    "# to_fp = \"/home/tony/Data/MERT/mert_test_25hz_cp41.pt\"\n",
    "# sd = torch.load(from_fp, map_location=\"cpu\")\n",
    "# new_sd = {}\n",
    "# for k in sorted(sd[\"model\"].keys()):\n",
    "#     v = sd[\"model\"][k]\n",
    "#     orig_k = k\n",
    "#     k = clean_k(k)\n",
    "# #     if k != orig_k:\n",
    "# #         print(\"fair:\", orig_k, \"hf:\", k)\n",
    "# #     else:\n",
    "# #         print(\"-->\", k)\n",
    "#     new_sd[k] = v\n",
    "# for k in [\n",
    "#     \"label_embs_concat\", \"final_proj.bias\", \"final_proj.weight\", \"encoder_cqt_model.spec_layer.lenghts\", \n",
    "#     \"encoder_cqt_model.spec_layer.cqt_kernels_real\", \"encoder_cqt_model.spec_layer.cqt_kernels_imag\", \n",
    "#     \"encoder_cqt_model.fc.weight\", \"encoder_cqt_model.fc.bias\"\n",
    "# ]:\n",
    "#     del new_sd[k]\n",
    "# torch.save(new_sd, to_fp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17283d77",
   "metadata": {},
   "source": [
    "# Model Forward Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6f25fbb0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-01T21:30:07.002645Z",
     "start_time": "2023-10-01T21:30:05.658220Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of parameters: 95.682432 M\n"
     ]
    }
   ],
   "source": [
    "with open(\n",
    "    \"/home/tony/Work/glockenspiel/suno_utils/suno_utils/models/mert/preprocessor_config.json.py\"\n",
    ") as f:\n",
    "    processor = Wav2Vec2FeatureExtractor(**json.load(f))\n",
    "with open(\n",
    "    \"/home/tony/Work/glockenspiel/suno_utils/suno_utils/models/mert/config_small_25hz.json.py\"\n",
    ") as f:\n",
    "    cfg = SunoMERTConfig(**json.load(f))\n",
    "model = SunoMERT(cfg)\n",
    "sd = torch.load(\"/home/tony/Data/MERT/mert_25hz_demuc_6x.pt\")\n",
    "model.load_state_dict(sd)\n",
    "_ = model.eval()\n",
    "total_params = sum(p.numel() for p in model.parameters())\n",
    "print(f\"Number of parameters: {total_params / 1E6} M\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21c5d8ae",
   "metadata": {},
   "source": [
    "- 142M params for the MERT 25 hz, 8 codebook model with 4096 dim\n",
    "- 140M params for the MERT 25 hz, 8 codebook model with 8 dim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d3a58ad9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-01T21:33:33.812817Z",
     "start_time": "2023-10-01T21:33:33.054702Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of the original model parameters: 142.474784 M\n"
     ]
    }
   ],
   "source": [
    "from_fp = \"/app/suno/checkpoints/mert_25hz_8x/checkpoint_last.pt\"\n",
    "fair_state, fair_cfg = load_fairseq_ckpt(from_fp)\n",
    "output_state = {\n",
    "    \"task_cfg\": fair_cfg[\"task\"],\n",
    "    \"model_cfg\": fair_cfg[\"model\"],\n",
    "    \"model_weight\": fair_state[\"model\"],\n",
    "}\n",
    "print(f\"Number of the original model parameters: {sum(p.numel() for p in fair_state['model'].values()) / 1E6} M\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c69e1d01",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-01T21:33:45.225546Z",
     "start_time": "2023-10-01T21:33:44.586283Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of the original model parameters: 141.851424 M\n"
     ]
    }
   ],
   "source": [
    "from_fp = \"/app/suno/checkpoints/mert_25hz_demuc_6x/checkpoint_last.pt\"\n",
    "fair_state2, fair_cfg2 = load_fairseq_ckpt(from_fp)\n",
    "print(f\"Number of the original model parameters: {sum(p.numel() for p in fair_state2['model'].values()) / 1E6} M\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "6a323f9b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-01T21:35:11.277707Z",
     "start_time": "2023-10-01T21:35:11.274220Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label_embs_concat, 2.100M params 1.575M params\n",
      "final_proj.weight, 0.393M params 0.295M params\n",
      "final_proj.bias, 0.001M params 0.000M params\n"
     ]
    }
   ],
   "source": [
    "for k, v in fair_state['model'].items():\n",
    "    v1 = v.numel()\n",
    "    v2 = fair_state2['model'][k].numel()\n",
    "    if v1 != v2:\n",
    "        print(f\"{k}, {v.numel() / 1E6:.3f}M params {fair_state2['model'][k].numel() / 1E6:.3f}M params\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0d6573bb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-28T15:19:06.276342Z",
     "start_time": "2023-09-28T15:19:03.784122Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-09-28 15:19:03 | INFO | mert_model | MERTModel Config: MERTConfig(_name='mert', label_rate=25.0, extractor_mode='default', encoder_layers=12, encoder_embed_dim=768, encoder_ffn_embed_dim=3072, encoder_attention_heads=12, activation_fn='gelu', layer_type='transformer', dropout=0.1, attention_dropout=0.1, activation_dropout=0.0, encoder_layerdrop=0.05, dropout_input=0.1, dropout_features=0.1, final_dim=64, untie_final_proj=True, layer_norm_first=False, audio_extract_type='w2v_conv', music_conv_nmel=80, music_conv_hoplen=40, conv_feature_layers='[(512,10,5)] + [(512,5,3)] + [(512,3,2)] * 4 + [(512,2,2)] * 2', conv_bias=False, logit_temp=0.1, target_glu=False, feature_grad_mult=0.1, conv_pos=128, conv_pos_groups=16, pos_conv_depth=1, mask_length=5, mask_prob=0.8, mask_dynamic_prob_step='[]', mask_dynamic_prob='[]', mask_dynamic_len_step='[]', mask_dynamic_len='[]', mask_selection='static', mask_other=0.0, no_mask_overlap=False, mask_min_space=1, mask_replace=0.0, mask_replace_type='in_sample', mask_origin=0.0, mask_channel_length=10, mask_channel_prob=0.0, mask_channel_selection='static', mask_channel_other=0.0, no_mask_channel_overlap=False, mask_channel_min_space=1, latent_temp=[2.0, 0.5, 0.999995], skip_masked=False, skip_nomask=True, checkpoint_activations=False, required_seq_len_multiple=2, depthwise_conv_kernel_size=31, attn_type='', pos_enc_type='abs', fp16=False, audio_cqt_loss_m=True, audio_cqt_bins=336, audio_mel_loss_m=False, audio_mel_bins=84, feature_extractor_cqt=False, feature_extractor_cqt_bins=84, mixture_prob=0.5, inbatch_noise_augment_len_range='[12000, 24000]', inbatch_noise_augment_number_range='[1, 3]', inbatch_noise_augment_volume=1.0, learnable_temp=False, learnable_temp_init=0.1, learnable_temp_max=100.0, chunk_nce_cal=-1, pretrained_weights='', random_codebook=-1, deepnorm=False, subln=False, emb_grad_mult=1.0, attention_relax=-1.0, do_cnn_feat_stable_layernorm=False, wav_normalize=False)\n",
      "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/torch/nn/utils/weight_norm.py:30: UserWarning: torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\n",
      "  warnings.warn(\"torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\")\n",
      "2023-09-28 15:19:05 | INFO | mert_model | cannot find dictionary. assume will be used for fine-tuning\n",
      "2023-09-28 15:19:05 | INFO | mert_model | train the model with extra task: reconstruct cqt from transformer output\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CQT kernels created, time used = 0.2656 seconds\n",
      "Number of parameters: 95.990032\n"
     ]
    }
   ],
   "source": [
    "task_cfg = merge_with_parent(HubertPretrainingConfig, output_state[\"task_cfg\"])\n",
    "model_cfg = merge_with_parent(MERTConfig, output_state[\"model_cfg\"])\n",
    "fair_model = MERTModel(model_cfg,  task_cfg, [None])\n",
    "total_params = sum(p.numel() for p in fair_model.parameters())\n",
    "print(f\"Number of parameters: {total_params / 1E6} M\")\n",
    "for k in [\n",
    "    \"label_embs_concat\", # \"final_proj.weight\", \"final_proj.bias\",\n",
    "]:\n",
    "    del output_state[\"model_weight\"][k]\n",
    "fair_model.remove_pretraining_modules()\n",
    "fair_model.load_state_dict(output_state[\"model_weight\"])\n",
    "# fucking dropout\n",
    "_ = fair_model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d79fd4c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:06.273249Z",
     "start_time": "2023-09-18T14:41:06.271118Z"
    }
   },
   "outputs": [],
   "source": [
    "processor.do_normalize = True\n",
    "with open(\"/home/tony/Work/glockenspiel/suno_utils/suno_utils/models/mert/preprocessor_config.json.py\") as f:\n",
    "    processor_false = Wav2Vec2FeatureExtractor(**json.load(f))\n",
    "processor_false.do_normalize = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3345b18a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:11.047098Z",
     "start_time": "2023-09-18T14:41:09.692318Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "for time_slice in [10, 5]:\n",
    "    audio_arr = (\n",
    "        Audio.from_file(\"../audios/kitchen_sink_temperature_semantic_0.85_0.wav\")\n",
    "        .convert(24_000, 2, 1)\n",
    "        .get_segment(to_s=time_slice)\n",
    "        .array_float\n",
    "    )\n",
    "    inputs = processor(audio_arr, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "    inputs_false = processor_false(audio_arr, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "    #     with torch.no_grad():\n",
    "    #         outputs = model(inputs[\"input_values\"], output_hidden_states=True)\n",
    "    #     with torch.no_grad():\n",
    "    #         local_outputs = fair_model.forward(inputs[\"input_values\"], features_only=True, mask=False)\n",
    "    with torch.no_grad():\n",
    "        outputs_no_norm = model(inputs_false[\"input_values\"], output_hidden_states=True)\n",
    "    with torch.no_grad():\n",
    "        local_outputs_no_norm = fair_model.forward(\n",
    "            inputs_false[\"input_values\"], features_only=True, mask=False\n",
    "        )\n",
    "    #     plt.plot(outputs.last_hidden_state[0].mean(-1), label=\"suno HF MERT\")\n",
    "    #     plt.plot(local_outputs[\"x\"][0].mean(-1),  label=\"local MERT\")\n",
    "    plt.plot(\n",
    "        local_outputs_no_norm[\"x\"][0].mean(-1), label=\"local MERT no processor norm\"\n",
    "    )\n",
    "    plt.plot(\n",
    "        outputs_no_norm.last_hidden_state[0].mean(-1),\n",
    "        label=\"suno HF MERT no processor norm\",\n",
    "    )\n",
    "plt.xlabel(\"time\")\n",
    "plt.ylabel(\"mean last hidden state weights\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "45bd8c0c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:14.906204Z",
     "start_time": "2023-09-18T14:41:14.893160Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.equal(outputs_no_norm.last_hidden_state, outputs_no_norm.hidden_states[-2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0057ab0c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:15.068731Z",
     "start_time": "2023-09-18T14:41:15.066698Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(outputs_no_norm.hidden_states)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33a2286c",
   "metadata": {},
   "source": [
    "# Try Suno encode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "304381b1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:18.407302Z",
     "start_time": "2023-09-18T14:41:16.683748Z"
    }
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "60344bca",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:21.769298Z",
     "start_time": "2023-09-18T14:41:21.676298Z"
    }
   },
   "outputs": [],
   "source": [
    "from suno_utils.tasks.mert_25 import preload_models, encode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "87459f09",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:25.308981Z",
     "start_time": "2023-09-18T14:41:25.261352Z"
    }
   },
   "outputs": [],
   "source": [
    "audio = (\n",
    "    Audio.from_file(\"../audios/kitchen_sink_temperature_semantic_0.85_0.wav\")\n",
    "    .convert(24_000, 2, 1)\n",
    "    .get_segment(to_s=10.1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "92598bb5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:44.679434Z",
     "start_time": "2023-09-18T14:41:27.682885Z"
    }
   },
   "outputs": [],
   "source": [
    "_ = preload_models(checkpoint_filepath=\"/home/tony/Data/MERT/mert_test_8x_400k.pt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a7478ca8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:51.800843Z",
     "start_time": "2023-09-18T14:41:51.643392Z"
    }
   },
   "outputs": [],
   "source": [
    "out = encode(audio, do_clustering=False)\n",
    "out2 = encode(audio.get_segment(to_s=5.01), do_clustering=False)\n",
    "out3 = encode(audio.get_segment(from_s=1, to_s=6.01), do_clustering=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "44f3414b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:52.202133Z",
     "start_time": "2023-09-18T14:41:51.960449Z"
    }
   },
   "outputs": [],
   "source": [
    "audio_arr = audio.array_float\n",
    "inputs_false = processor_false(audio_arr, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "fair_out = fair_model.forward(\n",
    "    inputs_false[\"input_values\"], features_only=True, mask=False, output_layer=7\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1529183f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:52.373383Z",
     "start_time": "2023-09-18T14:41:52.203645Z"
    }
   },
   "outputs": [],
   "source": [
    "audio_arr = audio.get_segment(to_s=5.01).array_float\n",
    "inputs_false = processor_false(audio_arr, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "fair_out2 = fair_model.forward(inputs_false[\"input_values\"], features_only=True, mask=False, output_layer=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3c8a3d8f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:52.729747Z",
     "start_time": "2023-09-18T14:41:52.569029Z"
    }
   },
   "outputs": [],
   "source": [
    "audio_arr = audio.get_segment(from_s=1, to_s=6.01).array_float\n",
    "inputs_false = processor_false(audio_arr, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "fair_out3 = fair_model.forward(inputs_false[\"input_values\"], features_only=True, mask=False, output_layer=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "dbf8952e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:52.946162Z",
     "start_time": "2023-09-18T14:41:52.784181Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fair_out[\"x\"][0].detach().mean(-1), label=\"fair\")\n",
    "plt.plot(out.mean(-1), label=\"suno\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "afd7ca09",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:53.426118Z",
     "start_time": "2023-09-18T14:41:53.271618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fair_out2[\"x\"][0].detach().mean(-1), label=\"fair\")\n",
    "plt.plot(out2.mean(-1), label=\"suno\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9b9e97cf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:53.869714Z",
     "start_time": "2023-09-18T14:41:53.723443Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fair_out3[\"x\"][0].detach().mean(-1), label=\"fair\")\n",
    "plt.plot(out3.mean(-1), label=\"suno\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9ac7aac9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:55.018011Z",
     "start_time": "2023-09-18T14:41:54.890776Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vTr3voYceStx26aWX4tJLL8083vve9z68733vy33McrmM22+/Hbfffnsnp6qgoJABkQBpMyBAZUqATBIew5sKm6K+Zp6IEe8nGCRKAVJQOBbgsDJ4XYv6AC2WMngFBYVjB2IGaCYEqERC68uiBEijYzCmBtcBAIZRh+95XR9fQUGhP8DUHkvsBK3K4BUUFBYaeqYAIdzXokTIbIQEyFtyCt9mekLNA1NQWOiQM0D9GYJWBEhBQaEtRAKkB25Xx3CdFiwtLKe3qQJUaoVkx1pyAuokbEMxPXEo/QAKCgoLBg4nQBrMxVYGr6CgcOxArAJjTQw7RaMeBZxthCRqwA1HX5RGVmJKGwQA1MYVAVJQWOjwpGGo/RmCVgRIQUGhLXQxA9SlAtQSCRBVgIbpGIzqklWo6UPhdlPKAlNQWOhwhWGoahSGgoLCgoVogRldE6CowqusuSBBgGESkqKB0ePQMEMC5EwfSd1fQUFh4WBRD0NVUFA4diAqQDrpjgA5zZr0e216ArYWVnxVBobhmMMAAK+mCJCCwkKH6yeHoSoLTEFBYcFBVoC6ywA5TbnJ4eSRA/znyuAIPHsEAEDq44l9fc/DY3/6bjx69x939dgKCgpzC0+sAlMhaAUFhYUKiQCR7vr0eHEFaDwkQC4xYJfK8EshAUJzPLHvy88+gfMnvoNTfvIXXT22goLC3MIVq8BoCDogQNBHNpgiQAoKCrkgQQBDiy5aZpcKkNeqS783KAFqaGH5O6mMAgD01nhyX6cBALDRfQ8iBQWFuYMbJC2w8Pb+UYEUAVJQUMgFIfI3NgO9UYCcyYMAgCbKAAC9sgQAYDkTiX0Dl/YN6jJ/pKCgMLdwvWQIGuivHJAiQAoKCrnwfZnwWG1IiO/7OLT/lcTtgSMTIK8Wlru3tJAAmYPLAAC2myRA7BxKtHpMQUGhv5FWBg8oAqSgoLCAEAS+9LvZhgA9/hf/HaN/fhZ2ffer0u3EkS0wUg+rvRw9JECl4eMAAANeigLkRY/pOM2CZ66goDBfYBaYqUch6PD2/vkCowiQgoJCLgJfJkBWGwts46FvwNQCnLvzQ3BaEVmJEyC9IROgyuhKAMBgMJlyDlH2p9VsdHD2CgoK8wFmgVmmBk0TxmEoBUhBQWGhIK4AtbPAXtbX8p93feMW/jNxZeJitsIxGK5RBQAMLQ0J0CiZTNhcRLDh3JYiQAoKAPDYi0fwm3/+A+x+NamazjdY00OW/+nHbtCKACkoKOTC71ABcjWb/3z6c7ejUaMdoF1ZAbKdcQCAZ1QAAMNLVwAATC3A5ITcDJEICpAiQAoKIb797/uwa884tu8em+9TSUAchgqEVhgA+KoMXkFBYaEgrsa0CyKLGaER1DD20jMAAC2mAFVp1sc3QwJUrgygRkI7bOqwfEEXM0BurJxeQWGxgqks/aSqMPBGiKasAPVTM0RFgBQUFHJBYhYYAHhetg0Wb5RYnwirvXRPJkCDfkiAArPKb5vQw3EY0+P75XPwo8fzVAhaQQEA4PuMAPWPqsLAR2EwC4z+30/nqgiQgoJCLuJl8ADg5NhQTAFyiQEgmu5u+PI+wyS0xghVgACgZoTdoJsTB6VtAykDdOwQID8g+LtHX8azY8ngt4JCO/ikfxUg3gnaDJUfqw/ngSkCpKCgkAtCkhdXz2llbm/SjNARbTTcdpoRIJm4VLQw10PsAX5bwwz3YU0SOQQFyHePHQL03R+P4RP/sBsX3/r9+T4VhQUIlqfpJ1uJgU+Dj4eg++hcFQFSUFDIBSuDd4kBn9CLWI4KwwjQhBk2Ngxow0OTKkB1UpK216zIAnPsUbrPIWkbyQI7hhSgvUeiPFM/zUhSWBjwgwVggdE5YMwKUwqQgoLCggErgyfQ4MACALg5KoxNLbC6HRIg0hgHAJh+qBpNakPS9lopUoC88tJwn1q8CkxUgI6dKrBVI2X+86vjx87zUpgbcAWoDy0wL14Fxi2w/jlXRYAUFBRywRQgHzpczQSQH0RmZfJOeTkAwKD9fuwgXOBrxrC0vV4a5D+TakiAjObh2ElEGaDgGLLARLxwYHq+T0FhgaGfFSAnpgDxEHQfKZ2KACkoKOSClbwTaHCpAuS56VPZSRDA1kKyElRpXx863d0moQLUMGUCZAgKkD4QkiaLkiZ+XEEBCo6hKjBx4VIESKFTxMvg73t6H/5m50vzeEYRmNJjxhQgv48yQOZ8n4CCgkJ/I6Dqiw8dHvIVIM9jFAnQhlcBAEp0uCkjQI41AggZaqMcKUDWUEiAyu547CSOTQVItAMUAVLoFAFhIejw///3//47Gq6Pi89cjeOGSnm7zjrEYagA+CiMflKrlAKkoKCQC9YHiGg6XC2kN76bXgXmCsTIHl0DAKh4YYl3mbIetzQq7WMJBKg0HKpGA36stb9AgIiXXYG20CDaAS8cVARIoTOICpAfEDTc8G/1SC1doZ1LxEPQpqFC0AoKCgsMRMgA+YwAZZTBu0504a0sXQ0gGm5apgpQUF4i7WNVIgI0sCQkQEPxgaiCBUa8Y1cBIqR/FgeF/kcgECCxF9BkM39e31zAjVlgluoEraCgsNAQkCgD5FECFGSoMEwBCoiGoaWhAjREpuG5Ds8GaTTozGBXoqqwwSXhQNQRMg3fi1Qf7RhVgMRvwxMNFwenj53npjD7YGTC84lMgBrzT4CYOmXHQ9BKAVJQUFgoYFVgAXT4tAosywLz6O0uTAzR4aYVzcHEkQN8Gz1GgErVSAEaofvoGsHkUaEZYiBc0I8hAhRvCqdyQAqdgH183IBIxKIvFCCPKUC0D5Aqg1dQUFhoYBmgADo8Ouk9SwHyRQI0vAQeCS8xR157MdyPaDCro9I+lWqkAFl2CZMIq8Imj0TzwEQFCMeUBSZ/G/6ZIkAKHSBSgGIWWCM5vmaukTUNXpXBKygoLBgQoRFioIcKUJClANFskKuZ0HQdk1qo7kwfeBkA0IQN065I+1QGR6TfJ7WwTL4uDkQVCJDmz3/As1eIfxv+2cHaPJ2JwkIE48+uH8Dx+tMCi0LQSgFSUFBYYGCzwALo8PWwtJZklKKz8nhWLj+th+qOc/QVAEBTK8EoRaMvXGLALpWlY6QNRNUkAnQsWWDyt+F+sC4UFg58IQPkBXKebD4RBIQ3abRiZfC+UoAUFBQWCtgkdqJFBCirF4/vheoMI0B1PVRzgvFXAQAtlGDaEeFpaMleJQ1rFADgTkUESBcyQPoxqABVbQMAUG/583k6CgsMPs8A9VcVmJhtixohqhC0gsKs4of33oaf/OEmHBrbO9+ncuwgiBSgwGAKUPrcKpYBYtViTStUc6zaPgBASy/DFBSgJsqIwy2FZfL+dDQQVSMRMdCPJQWILgYjlfD1qjnzn91QWDhgCpDrkZgFNr+fI5Hk2CoEraAwNxh45ms43X0GLz/x3fk+lWMG4jBUToAygsiMALFqMdcOCVC1GeZ5XL0MS7C8WlqSAPkWrQpzokCwaIEdSwSI2QGMANUdpQApFAcfhtpnCpBIchb1LLDbb78d69atQ7lcxsaNG/HYY4/lbn/PPffgtNNOQ7lcxllnnYX7779fup8Qguuvvx6rV69GpVLB5s2b8fzzz0vb/PSnP8U73/lOLF++HMPDw7jwwgvxz//8zz1/bgr9ByMI7ZHAO3ZskvkGmwUWaAYIJUBZpegBnRHGFCCfdn0edcMyeFcvwy5Hs78cPUmAQIPWmtD8UCMCAQqOnfeWVfEMMwWopRQgheIQh6H2Uxk8qwDTNMDQF+k0+Lvvvhvbtm3DDTfcgF27duGcc87Bli1bcODAgdTtH374YbznPe/BVVddhSeffBJbt27F1q1bsXv3br7Npz/9aXzhC1/AHXfcgUcffRQDAwPYsmULms3oG+k73vEOeJ6HBx98EE888QTOOeccvOMd78DY2NhsPl2FPoBJ6B++r8KkvQKh6guBBmKGhEXLsMAY8WQdo0kltLPWkFABqlVWwypFVWCpBMiw2MH4TbpAgMxjiADFLTA2ykBBoQh8Ngusz8rgvdgYDPFnb7EoQJ/73Ofw/ve/H1deeSXOOOMM3HHHHahWq/jSl76Uuv3nP/95XHzxxfjYxz6G008/HZ/85Cdx7rnn4rbbbgMQqj+33norrrvuOrzzne/E2Wefja9+9avYt28f7r33XgDAoUOH8Pzzz+P3f//3cfbZZ+PUU0/FH//xH6Ner0tESuHYhEEJUKAIUM8gVoGBEaAMG4r1B/L1cEGPNz20z3kX7LJQBWbIJfEAQJgCJAafBTLE3uNjAezb8HCZKUCKACkUh+9HCpDTRxYYI2MWVX8AcRjqIlCAHMfBE088gc2bN0cPpuvYvHkzdu7cmbrPzp07pe0BYMuWLXz7F198EWNjY9I2IyMj2LhxI99m2bJleOMb34ivfvWrqNVq8DwPX/ziF7FixQps2LAh83xbrRYmJyelfwoLDyZVCoiywHoGNguMaDqIRQlQRgYoUoBCEmMMRgToKIZwxoX/CSWBAHlGFQno7RSgYycD5CYyQMoCUygOpgC5QcA7LwNhH6Bu5sr9/OA0vvX0vhnPpOMEyIwoRj8OQzVn68CHDh2C7/tYuXKldPvKlSvx7LPPpu4zNjaWuj2zrtj/edtomoZ/+qd/wtatWzE0NARd17FixQps374dS5bIQxhF3Hzzzfjf//t/d/YkFfoOjABJoxMUZgRRAdKoApSVw2EEKKAkpjS0nN/302W/go12CSQI4BMNhkbgm0kFCAZTgDIIEDl2yC1TgMQQdBAQ6MI3ZwWFLLAMECFASyBAAQFqjo/BUmdL/O/d8zR27RnH2qVVrF872vV5MWuXBZ/Dn9kw1P4hQMdcFRghBL/7u7+LFStW4Pvf/z4ee+wxbN26Ff/xP/5HvPbaa5n7XXPNNZiYmOD/9u5VZdQLESZC4kN89U26V+CdoDUdGlWAsiqxmPIW0AxQeTgiQMPn/xYAQNN1tEBHaphJBUijGSAp+CyUwZvHlAXGFKBooVI5IIWiEJsKNmIVhN10g36ejmI5WpvZlwymANmGYIEtphD08uXLYRgG9u/fL92+f/9+rFq1KnWfVatW5W7P/s/b5sEHH8S3v/1tfO1rX8Mv/MIv4Nxzz8Wf//mfo1Kp4Ctf+Urm+ZZKJQwPD0v/FBYeLLAQ9LGjEsw3olEYOjQrVGwMP90CY5PamQK06uQ3YRyDeN54Pd54XmRdOywknaYAsfyQlPuJfraPIQWIWWCDZQsaXStULyCFohDVlPjnptMc0GTTxVQzPIYzQ5LCFSAxBK0vohC0bdvYsGEDduzYwW8LggA7duzApk2bUvfZtGmTtD0APPDAA3z7k08+GatWrZK2mZycxKOPPsq3qdfrAMK8kQhd1xEE/cM8Fdqj1axj519+FM8+vqP9xhQWt8DUItIzkEgB0mkX58xKLEo8CSUxQyNLYW7bjeM/+iB0w+CbOVQBIvZA4hBcAZIIUPTt1sKx8956wsDIAZt2z1ZBaIWCCAQyEe8h1Wkl2L7xqLJzpkFlNzYIFYgUoH4KQc9aBggAtm3bhiuuuALnnXcezj//fNx6662o1Wq48sorAQCXX345jj/+eNx8880AgA9/+MO46KKLcMstt+CSSy7B1772NTz++OO48847AYT5no985CP41Kc+hVNPPRUnn3wy/uAP/gBr1qzB1q1bAYQkasmSJbjiiitw/fXXo1Kp4C//8i/x4osv4pJLLpnNp6vQY/zk+/di06tfwu5Du4DzfqXQPiZbHJUC1DMQoRO0QRWgrCAy8eUMEAAMDiezd45mAwTQrIIWGI5NBUgsF67aBqZbnlKAFArDy7HAOp0H9urR3hGgtDL4RRWCBoDLLrsMBw8exPXXX4+xsTGsX78e27dv5yHmPXv2SErNBRdcgLvuugvXXXcdrr32Wpx66qm49957ceaZZ/JtPv7xj6NWq+EDH/gAxsfHceGFF2L79u0ol8NvpsuXL8f27dvxiU98Ar/8y78M13Xxpje9Cd/85jdxzjnnzObTVegx2Cwo268X2j7wfdhaeBHQVBl8zxBlgDQYdJJ7ZhCZvu7EsHOP6TECVEoqQCwELc7/EhUgG8fOe8tmJpm6hoGSCUy1VDdohcIISJ4C1CEBEhUgr0dVYJIFxkLQi0QBAoCrr74aV199dep9Dz30UOK2Sy+9FJdeemnm8TRNw0033YSbbropc5vzzjsP3/2uGoWw0OE3pwDI+Y88uG4LfLSmssB6BlYFRjSjAAGiFlgbAuRq4f16aTBxn04VIDH4LH4GLM2H73kwzFm/fM064goQoLpBKxSHJ1lgM8sAiQpQ0QwQIQR/+sBP8eaTluCX3riC355ugalhqAoKhUFaHRIgJ7JlNFUG3zsIs8As2sPHzrDAuPImWGBpaJkh8bEGlyWPwQmQkAGC/O3WaaV3ol5oYAuFaWjRRHjHh+cH897MTqG/EQQEYruemWaAXukiA/Twzw7jCw++gCu//ENpn9QQtNF/CpAiQAr9CzoMszABakWVSZpSgHoGlgEimgGTKkBWlg1VUAGyt/xvPHLCVTj9wncm7tPNIgQovQqt3xHEKmDYN3hT11GlIehay8MVX34Mm/5oB8brx07eSaG38GPNChMEaAYKUFECJCpFO392OLG/LRAgNhOsnzJAigAp9C10N8z+GAWrfjxXVIAUAeoVuAUmKkAZFhhX3toQoDec+za89b9/TuoKzY9B9xWJrxn7DLjNYrmwfsJXHn4J62/6Hna/OsFvk6rASpECtOvlcdQcH3uOLLznqTA38GNkuuHGLLCZZIAKkhSx+/R3dkezNkVlk8FcTGXwCgozhe6GCpCpLLD5BQ9BG3yQaRkZBIhV3xn5Flge0jJAJln4Ftj3nz+IyaaH7z9/iN8mWgVMATo83eLNEB2vf+wCANj96gTGJham+nasIU6AmAI0XA4/R50oQC3Px8Gp6PpZ9HMndp/+3o/HpOn0QHwY6iJqhKigMFOYbi38v6AC5LvRhVk/hroFzzt4CFqHTQmQrXkI/GS1Eqvc0sx8BSgPzAKTFSD5sVxn4S3C7Jvv/smmcJtQBUYzQHsFK6LVRwTowFQTv3Hbv+F9X35svk9FAUkLjJXBLx8MS0E6yQC9Ni7/PRW1wMTP5+Gag8dePAIg+lyrELSCQpew/M4IkOeoDNBsgJXBQ9NRqkRl660UG4rNCNPaWGB5YCFo0fqMZ4C81sKzhlj24bWJRuI2y9BRpXObRNur5fVPSfzBqRYCImdFFOYPvp+uAC0bDP/2OlGARPsLKE6AmrGxLQ88E05pYApSv5fBKwKk0Ldg/X+sghaY50a2jF5wH4UC4BkgXcrsOCkEqGgGKA+GKVtgJAhgauE51EjY78tbgAoQW1TGJluJ20xDUIAEAtRPFhizN5p9RMoWM5Ih6PCaxxSgThohxkltUZUmrlAydZOpnf3eCFERIIW+RSkI/yjj9kcWfCEErSsFqGcQh6Galg2PhJeNtBxObyywcF+W+3EFYtvQFi4BYovCmKgAsYVCqAI7IGQx+skC84R8Rz/lOBYrsjJAxw2FBGi8XpwAvRJTgIr2AYorlEwRcr00C4yOwlAKkIJCe5QDqgBpPi/FzoMvhKBVBqiHoAoQtPBywSa5O81aYlODvu76DAgQU4CYBeZ70XvZ0EIFyncWng3DSMPBqRb/mX0bNoQqMBH9RIDEBbfZR+e1WJGsAgvJx+qRMKc33fISFlUW9tNgO1Mh3YLvb9MNtxuiwWumDropChAfhqoUIAWF9qhAKMt02/dDCbyIABlEyfQ9gzAMFaBzvAC4qQpQSFp0q5S4rygMiypASCpALT28uAdueiPGfgazFQICHJwOz599G7Z0jStAIvqJAIkLV9GFVWH2ECdAzBFbUrVgm+HfqljZlYdp2n18Kc0PFQ9Bh5+DkUr4paVFCRG3dvWUPkCqDF5BIR8kCDBABAJUwPLwPZUBmhUIVWBApACl9eKJFKAZEKC4AiQQIIcSIN9dgAqQoGKOTTThC518TUNPV4D6iGj4OYM3FeYecQLEYJs6lg+Ef6OHposRIDaAd0mVEaCCGSBKeBgB4goQs8DMyAJTZfAKCgXRbNRgaNEfoee0/0MmkgLUnwTo8X/8K7z4zA/n+zQ6ArcfNSqPUwXIS7Gh2Os+MwssJE8sA8QIkE80eEZ4H1OAXnv5OTz5vb8pZJHON0QFZWyiKX3LNg0NFSupABXNYswFRALXT9VpixXxEDSDZehYTnNAh6aLdRJn8+cYkek0AxRXgMRsG4MKQSsoFERtalz6vYgFJoag+5EAvfSTx3HeD7fB+/rvzPepdAZmgYF+g2MEKGUchckUIGsmIeiQCLD2Bx6dL+bDgK+HF3ZCez4dvut/4M0PX43nHn+w68frBIQQ/Pb/9wgu/9JjIBkLUBbE8OfYZFOyAiw9SwHqHwIkZYD66LwWK7IUIMvQeSXY4aIKUCv8Gx+lClBRlYZ9PofLsgLkpEyDN/X+C0Ev/HHKCsckmtMT0u9egcwHESywfiRAtaMHAAADweQ8n0mHYH2AdKoA6TYQAL6TZoGFr7s5AwvM5Bmg8ELpuyEB8mAg0MP7AkqABt2wq3Lt0N6uH68THKk5+MEL4cyjyYaHkWrxjtdxBciLKUD9ngESbZFGH1lzixXZFpiG5YPdWmDh57nTMvhRuh8jxl7KKAxLKUAKCsXQrMkEiC2CeZAIUMHmiXMJQpUMfaEFtKnSwTJAHlVh/JRcVqQAzYAAUftM1wh8z4NPrU1PMxGw/kJ+eBubSRY054ZUir1VxhudDSoVFZ+xyaa0yJh6ehVYP/YBAlQIuh9QRAEqboFRBahDC4x9DiILjGaA6GfblvoARSHoTtXT2YIiQAqZePrB/4Nn/uhC7Pv5M3P+2E5dXtAKKUB+9MdedH7YXCLwaT4G/bOoFQIjbDQDxAhQkKIAsSnxRg+qwADAdVu8DN6DAWLIFphNws+F35ru+vE6gUSAOuizAsi2wmsTTWkMhqZlKUD9QzTEDJCywOYfeQRoGSVABwsqQKyJ4ki10yowaoHxELRcBSb2ARLzQP1SCaYIkEIm/F1/izOcH2HPI9+Y88d2G3EFqMMQdMHmiXMJQpsE9uO55YL1AaIZID9mQ4lguR1zBhkgS9jXcx0EXpQBIjpTgEKya9OhrKQ11fXjdYLJZkSsxzucti1K//snm/x39s24ai+cPkDKApt/ZJGIUAEK/06KZICCgPAmikwB6rQMnhEgxwtACBE6nCcVIKB/bDBFgBQywcYakDn6di3Ca8iPKZa4Z0G0wIrOD5tLBN4CVYBYJ2iaAQqYCuMlCRAbW2LaM88AAWEFmM8JkAlihp2gNUp2y1QBgpNsyjgbkBWgziwwMfwZKkBypYxl6Lx/C0M/WWCessD6CkFmFZiG4zqwwOrCe7lkgBIgrxhBacbK4IGQtHspFhjrAwT0zzwwRYAUMmGwuU7u3CwuIvym/I2+iAIEP1qcis4Pm0uwDNDCU4DoxZBmgAIjJCEkRQGyKPGckQVmRFaQ6zoIKLH1NAOEhqs1rwnf82Br4WupzxEBmhQIUCezlgD5W6/jBbxJnfjNeCCmAvWTBSYqQP3Un2ixIktFkcvg2183WQm8rgGDpe4UIIkAuQHPEKWFoPPOfa6hCJBCJtg4Cc2d+8nbQYwABV6BxcaP/tiLzg+bSwS0S7JB+uPbT1FosQwQU4AQU4BIEMDWwudozUAB0nQdLgkfy/ddnp0KNIMPWdUCB01BJdTniKR3mwEihHAFhX0RfuVo+Hcl2gTxHFC/KkDKApt/ZCtAOpbRRojjdbctmWEEaKBkcgWyeB+gcLvBksE/103PFzJAsgKk0W36pRReESCFTDAFSJ8HAhS33fwCfYA0QQHqRwIEupAvPAWIdYIOr17MhkJMAfIEkmralRk9pAdKgFyXK0A+TGgWtcD8FlqNiPQY3tx8Rie7JEAieWDfltn+lmANsEowthD1VQbIVyHofkJWBsg2dCyp2txyOtzGBmMVYAO2yUPLRRUgZoWWTANly+C3MYVHDEED/TcPTBEghUywsQZztbiI0ByZAAV+gbyFsA0roe4nBJwALbDFI6YAsUoszZcJkDiuxJ6BAgQIBMgTQtCaCY2SL913pGGslj9HFlizuzJ48YI/SAdHTtFAdZoCtGYkfJ4iAdrxk/146x/twI6f7O/izGcOpQD1F4KsELSpQdc1LC04DoP1ABooGTyz02kfoLKlcwLU8oJUBQgQSuEVAVLod/Cmdv48ECA3RoAKZIBYaJvB7beBmcHCJEBabBo8zEiFEeE6ESGYiQUGhD1/ACBwHQRU2Qs0AxrNABlBC61G9Lm0/LmZDSZaYBMdKECi5D9EcxZTlEyJOQlWCcYmejMLrNbycNVXHsfYZBN3/uvPuzz7mUH1Aeov5FWBARB6AbUhQIIFxvYtOg2edYIumQZKVLVsuj4nUGacAPVZN2hFgBQywRQgc44WF+mxY5mOIhkgLaYSuQXmh80lCOsDpBEE/gJaQBgBolVgzIbSvXQFKCCaFGTuBj5VgDxPzACZ0EsDAMLPpCsoQPYckfTJRqQqHu2gCkz8xjtEFSA2gVvsj3LSsioA4E1rhgFEIdO/eOhnfJsVw+VOT7sn8HJGYcSzSi8dquHiW/8V33zq1Tk5t8WIvD5AAIRu0G0sMEewwDrIABFC+OiLUqYCFLPA+qwbtCJACplgzQTteSBApicTIFLAAtMDeZsiuaG5BBEySr7fX/ZcLjIUID2mALFmlS5MaPrMLi0endITeA5/733NgFkeAhAqPl4rIj1lMvcKUCd9gFgTRE0DBktxCyxaJK675Ax8/Xc2YcuZqwCEi8lrEw3c+f35UX1EZClAN33rGZz7yQew90j0fvzbC4fw7NgUvvnUvjk9x8WEzFEYXStARkcZINcnvEA0rgAxAmVnWGBFM0azDUWAFDLBCRBJljvPNiwvrgAVIUDyguQV2GdOEUSkxy9S1dYniKrAwsuFTgPORhAjQHQ4qtuDEYO+FmWAiMcsMBNmOVSASsH8E6BOLDCx50+Z2lyT3AKLLsMDJRMbTlqKCv027XgBntwzLiks82U/ZfUB+uFLRzDd8vDsWFS5yRa4hrOAlM4Fhqxp8IxkFG2GKFWB0c9iQLIJFoPYoqFk6igxBcgNpGNK50a/GLU79lxBDUNVyIRJxxqUg7lXgJil4RIDluZLPX6yEM8AeX2mAEkEaAEoQDu/9DEYQyu5AqRRUqJTC8yIKUCsV5OrzfyyElALLPA9IQNkolwJFSCbNCUCVJkjki6HoF0QQqBpWs4eIcSuz4zcMAVIrAJjEKvA2GLCMF+VYZ6fTsIYMRIXNUbYVFh69uBn5GhYzqboPDBWBVa1TSm07PoBDD3ZnZxBtEFLph4pQJ7P7d3BOAHi88CUAqTQ52DdlMuYewWoHISL24QWLnhFLDAjRoCKDFCdSxCBAHl9VqEWx6GxPdi0506ctftPeAialcFzAhSzHJkF5vVEAYosMEYciW7CroafhwppStPoK5oDz3Xwo4e+jr3PPz3jxwfCie0fvfspPLnnaHguAZHK4P2A8At9O7DQp6GLBCgZgmZgi4kjECDGs+arCWHWKAy2EIv3MwVIhaXz8fhLR3DTt57pSilLc5FsQ+eEnE1ob9ewk80BG7ANiQC1ywExBahkho/JMkD1ls/JUVIBYhZYfyhAigApZIJ1U66Q5pxP72WWxrROCVARC4zECJDXXyFoNlICKNjYcR7h0AqriubwMniNfhs0SqEFZpGYAsQ6NveUALk8OxVoJkrVMBxcIQ0EjqxMvrj7EZz10H+D9/eXz/jxAeDb/74P//Dkq/jyD14CEJYLszWe9Vgp2gso6ouio2yFl12uABnJy3CkAPk8pLqUDqpszpcClBGCZreL3+od+nyVApSPz+94Hl/6wYt4oIvWBmkKkJXSebltI0RHrAKL9m9XCcaUSEbWy/T/w7XoWs36WsXPSYWgFfoebKyBrflwnLlVgaqUADWMcMErYoElFaB+I0ALxwILhPPjVhfNABlWSIDMROicKkCahZmCEyA/IkBEN1EZCD8PZc1FEGuWefTnuwAAK/yxGT8+EA0+ZdVe7Ju0bUbDJouOw+DDIfWkBWamWGAl06D7Eb4d6+vSDwpQU1KAwtvFzsQqA1QMTEHcP9H59TWN11jCLDmzINngjRBLBjRNE4LQ+fuxzwBTflgG6EgtvA5YhsY/x9E5qTJ4hQUAEgRSN+VmbW6mbQNA4PsY0MILQtMaCc+niAWWUID6TGURSFzQ7wRIIGu82osqQKzLc0IB6iEBCgQFiFtgmoHKwFC0Te2w/PhHXgQADGjNnrRAmKbEgxEhVgI/UrEwWolGDRQBD0EbUQiaqSPxXilA9K06fIzws7+EEaB5U4AyMkB0oYzPOgOUAtQO7HU6VOv88+oLtiqDqCZaerGKq3hguahyxBUgK6YA0cxR3P4CohC0UoAU+hq+70HXog9pfQ4JUKM2yX927dHwh6A9YUgQoD4LQWvCc+h3AkSEPkVmQL+dUgXILIe9amwiv76By8rVe1cFRnyH908iuoVSuQqf0CxS/ZC0jz25h/88efTgjM+BLQws98PUnuGyiRGaryjaDdoThkMyBYgh3isFgDQVnlkKy/pKAQoSt6sMUOdgJOLQVOfXKvZ6l4XPilh2zolMm4orboHZMgFqmwESmiACERFin9d4ADo8NusErRQghT5G/Bu0U5/M2LL3aEyHj+UTDYE9GN5YQAEyYxPggwK2WbStj90/+BYmjh5qv3G3IIJt0OchaFEBYlYXywBZTAGC/PrymV09VICI5/L3nuhhf6EGwhC22Twi7TPUeIX/XJuY+fs47aQToFABkud5tQPvjKsnCZCZ0jPJ1DU+XPIoXVCWzrcC5KeHoHkVWIoF5vqkb3q+9CO4AlRgansc7HUvCZ8nkUybBclGZIF1pgCxJohlrgCF53GYqllpBIh91tuRsrmCIkAKqXBiBKg1hwpQqxlmO1qwQdj07yIZoIQFVvxb1Y/+5es484H/ip9+5eoOzrQzSApQAUVrPhFICpCcAbJYL564AkRD574+cwJEGAEKPKEKLDxuQwsJUNk5Ku1znBdlf+o9IEBMAZqg5e6sBH64YhWusGFg9pFl6KjYcQKUVIA0LcpPsAwSU4DmS1XJzgAlq8AcT43NKAJWSdUNAWKZq3JK7gcoHjjmFhj9XNosp+Pl75epAOVZYPTYWSX8cw1FgBRS4cVCz05z7ggQa6jX0myAEaCg/UJjxQhQ0IEF1joatuwfqO0tvE/HEAlQv+WTYhAtOp71obaUTavASnBAhAtZpAD1oA+QTgmQL2eAAKCphY9f9calfZYgUilbU7I61A3YwuAFBA3X50rQSMXCaJVlgIpaYFEfoHJcAUqxwIDIBjtKVaZ5V4AEgtPyAj6MM7UPkKAe9HsOqOX5uPG+H+Oh5w7Mw2PPXAEqSwqQQIYKZoDqjqwAmUUtMKEMHhAVoLwM0CIrg7/99tuxbt06lMtlbNy4EY899lju9vfccw9OO+00lMtlnHXWWbj//vul+wkhuP7667F69WpUKhVs3rwZzz//fOI4//iP/4iNGzeiUqlgyZIl2Lp1ay+f1jEPL1ZB5TXmjgC5tLzZhQUwNaEAAWJ9i5ok3KcTC4zQEvWyP91my+4hK0D9vSjIBIhZYEwBCjNAhkbgCUSOEaCgBwoQt8B8N1L/KCly9FABGgomMvd3pw9n3ifi5cM13PpPP03t6jzdit6jiYbLCdBw2cJIhxYYW6xMXU9aYCkhaCBaWI7GQtBeQOYlQxHv3ssW79QMkNi52umPb/tZ+OGLR/HXD7+EP33gp3P+2MwCOzztdNxqJEixwGyxDN5kdlP+6z8tjMIAUHgcBlOAGAErC93LAWAwVgIPFK9MmyvMKgG6++67sW3bNtxwww3YtWsXzjnnHGzZsgUHDqQz7Ycffhjvec97cNVVV+HJJ5/E1q1bsXXrVuzevZtv8+lPfxpf+MIXcMcdd+DRRx/FwMAAtmzZgmYzUiy+/vWv473vfS+uvPJKPP300/jBD36A3/qt35rNp3rMwXPkb7Zes5ax5Ww8Nh2poFmAES40RSwwVrbfoApBRyoLJSdlMntDNTUhAzSXCpDT6rzElggEjYedaQaoVKny+5qN6HNBqAUW9CADRNIUIPpZcPTw/R0l2bk0r3Y08z4Rt//zC7j1n57HPU8klb/pVvQeTTY8OQNELbBXxxv4zo9ekzpEp56PMBwyrgCldYIGIkuBrYvLBkr8vvlQgeLde5m15cWUIEBePPtdAWLPYz7Ok72PXkAK26kMPANkJm0vIBqy245s1IU+QOIx2u0XV4DY55WBhapFWIupE/TnPvc5vP/978eVV16JM844A3fccQeq1Sq+9KUvpW7/+c9/HhdffDE+9rGP4fTTT8cnP/lJnHvuubjtttsAhOrPrbfeiuuuuw7vfOc7cfbZZ+OrX/0q9u3bh3vvvRdA2GH3wx/+MD7zmc/ggx/8IN7whjfgjDPOwH/5L/9lNp/qMYe4AhTvuTKb8B1WTm1Do4tefM5XGpgF1kS4UBQpnWdglUYDZPaI3nxUgT31T38P/NEaPPb1WzvaT1SoStQC02gGqEQtMABwmhFhJD1UgFgGCL4b2Z+UFLkG7UOk0aAtSX7TJI1iBGjfeEgOXx1PjnupxRQgXgVWMbGEWmAP/+wwfufvduHWB5IqtAi3CwUoPkhyyUD0us4HAYorQCwEy8jdQrXAWHh7rlUJzw+k16xTGyzgFlg6ASoyeLTl+dyOqlLCwqzXwmXwMQuMIa8M/pi3wBzHwRNPPIHNmzdHD6br2Lx5M3bu3Jm6z86dO6XtAWDLli18+xdffBFjY2PSNiMjI9i4cSPfZteuXXj11Veh6zre/OY3Y/Xq1fi1X/s1SUVKQ6vVwuTkpPRvMSPeRNCfQwXIpxaYp1mdZYCoAtSiCgHpQgEaIA0p19JLSArQHBGg9f/2Qdiaj/N/dENH+4ll8CXIVWCarnOb0RE/F7xaqwcWGD0G8d2oeo7e5hlVadtxbTixv9YcL/Q4B6fCz/mBqeTiI465mGy4vB/QSMXCiqGStO3BNouXVAZvp0/IjiPeRG64bPFv0OIgyrlCfNFqOD6CgPDu2Gll8Gy7fkY8yzRXiGdsDnZYCp+aAZLUoPZ5m7pA8lkIumgZPFPO4iFohtQqsMVSBn/o0CH4vo+VK1dKt69cuRJjY+mdWsfGxnK3Z//nbfPzn/8cAHDjjTfiuuuuw7e//W0sWbIEb3vb23DkSHYw8uabb8bIyAj/t3bt2g6e7bGHRBdlZw4VIDf8Vu5pNjQzJEA6yScMvudxRYBlRIIOFCA2psLUAtRrs0N+NeE5kH7vAySoVbYmT4MHgDq1Gfc8cm+0j99DBYiqPQi8yP40wtt8UyZAk8ZoYn+jNV7ocRhxOTgpf95dP5AmsEsKUNnCm09cgj94xxn4jXPWAACcNoREHoURt8AyFCAzZimUTL7YiH145goJBcgNpNJ3T6oCm//p9UURKUBz+5q2Yu/h4Q6bIfq8CiwjA8StrOznxUh+ydS5Elk4A+SxDBBVhmOEfbCcYoExW06Vwc8OAvrt/ROf+ATe9a53YcOGDfjyl78MTdNwzz33ZO53zTXXYGJigv/bu3cWq4EWAOIEiLizl42Jg5VTe7oFvaAF5grn63alAEUX6dpkMfukU2jiLLA5DkFPkUr7jQSkKVSaMBn6uZN+GwCw4Zk/xtMPfi28kY2soKrdjCASIEocmR0aWDIBqpujid0tpz2Jdf2AB4wPTMk5qfgE9smmaIFZMHQNV114Mn7xDccBaG9JpQ1DZchWgOTLc9U2+GIzHwpQIgPk+RIpCiQFKL1nUD+CPYe57k0TV1gOpaiQefB9FoLOssDa99xhFWCiWtN5J+h0BSivDL5fekPNGgFavnw5DMPA/v3ykLf9+/dj1apVqfusWrUqd3v2f942q1evBgCcccYZ/P5SqYTXve512LNnD7JQKpUwPDws/VvMiHdR1p25s8ACGoL29UgB0tooQGLQ12UKQQHbjEFUPBpTs0OARBWrkwq1XuCIsayj7UkaQdOihfutV/wRHhv5NZhagBX/el14I7PAekCAuALkuxFxpLfFCVDLXprYv+y1J0BHag4PGMctsPiU94mGi/2T4Wds5XBkf/GhpW0UmUgB0hJ9gNKGoQJydY+payiZOv+W3e7xZgMJBcjxpW/ymSHoPrfA2POabwXo0HRnFliaAtTpKAzWBbpaElUkSoDa9gFKL4NnSK0C01kfoGNcAbJtGxs2bMCOHTv4bUEQYMeOHdi0aVPqPps2bZK2B4AHHniAb3/yySdj1apV0jaTk5N49NFH+TYbNmxAqVTCc889x7dxXRcvvfQSTjrppJ49v2MdcftI8+ZOASK8oV6Jf+uPDzqNQ+xb5NOQLOmAZIgB5cb0LClAQgYolWD0GM16ZFtOWcs72jft/HTh4qrpOk669A8BAMtI+HppHpsZNnMLjB1DCzzoNNzOPguwBqRNvUpE7uokJCcVv33bhoMC6ak7vkR64gTo1aMNPpR09UikprGLf7u8RDQMVU8sFGmNEAE5BF21DdocMbxtPmyluG3R9HyuQgDyMNQFFYLmBGiuFSD5dek0BO2nhKDNFAuMkGzCETVBTCpA7TNA8TL49lVgXJXqkxD0zDuW5WDbtm244oorcN555+H888/HrbfeilqthiuvvBIAcPnll+P444/HzTffDAD48Ic/jIsuugi33HILLrnkEnzta1/D448/jjvvvBNA2B31Ix/5CD71qU/h1FNPxcknn4w/+IM/wJo1a3ifn+HhYXzwgx/EDTfcgLVr1+Kkk07CZz7zGQDApZdeOptP95gCs6EYjHkgQES3oJnhgtYuA+RRxcohRpRB6aQPkEBOnOnxDs62OGQFaPYzQAdeeQEn0p/dWHC4HdopQABg2WHWytY8kCDgQfWeKkCBG5FTRopKMgFC9Tj+42vm8TjF/zkGgs4IEAAcmGxi8Lhw9ErcAntuf3i8kYolSfuMkLSzpHgfIEODTtUcZiFk9gESFhT2mEwV6ocqsIYTSLZY2jBUoHOytu3/PIV6y8ftv32uNOhztsCI21xPKI/nuLonQEn1BpDJkOsHMPSkIhMfgwEI/YM6bISYyAAtgBD0rBKgyy67DAcPHsT111+PsbExrF+/Htu3b+ch5j179kAXAoAXXHAB7rrrLlx33XW49tprceqpp+Lee+/FmWeeybf5+Mc/jlqthg984AMYHx/HhRdeiO3bt6NcLvNtPvOZz8A0Tbz3ve9Fo9HAxo0b8eCDD2LJkiWz+XSPKfiuTB7mlgCFak6g2zBNqgC1IUAutcA8mEIPmU5C0NHx3fp4B2dbHJICNAcEaGLsReGxO7vgkJRRHVrsAmra0d+c4zSjeW2mXCHVFQxRAQrPRachaI3Nh6PQByN1a7y6Dpj6OYbJVEjKMgLGQAoBmmrhdZQAiU0QAeC5sZAArRmVs1RFLSneB4ieT9kyOIlJG4YaHjuFAHHCNQ99gCjB0bRQVWi6cgZIHG/QrQVWa3n4xq6wK/uTe47ivHVJe7PX8OZNAZqhBdauD5Dwc1bomBH9qi3aaJ2FoLkFViAD1G8h6FklQABw9dVX4+qr0+crPfTQQ4nbLr300lylRtM03HTTTbjpppsyt7EsC5/97Gfx2c9+tuPzVQhBYgqQ5Sf7pMz2YwdGCQbNAMXnfMXB+ha5mhmVYXdAMsSAst+YnSowfY4tsMbBl1MfuwjSzk+LfRu3SxEBcp1WFFTvYQhaC9yIODI7NKYAWcMr+M/O6CnA1IOwNR/1+hSqgyOZDxEvXRcJUVwBYhf740fL0u12QULiCqMwAKBiGTxUnTYMFYgRILpAzacFxhbcAdvEdMtD05MzQPIw1O5C0CyTAgAP/GT/nBAgsQyeEAJNm33VCUjLAHWnAJXajMIAaGfulO8l7L0RCZBd0KbiZfA8BF2gD9BiCUErLGwEsUGiVjB3BEjzojCtTtWEdgoQq1pzYUUEqIMQtDipPWhkj1iYCQypDH72Q9D+eFTJ2C5EHkeaQqXFZnzZggLktprQqALEguszAiNRgQ+DqlEaUwPLsgJUGY3aYhhLT4JDGyNOHj2Y+xBpChADywDF1ZmkAkTzEm0IEFus2AIlBqGL9AFii0l5Hi0wZncxa6PhxBWg9FEYnRAgsS/NPz2zP2fL3sHPCHLPNpiFNETLxQ9NtzoahxF9pjRuFVpm9FkydA2My2XZe4yIpClH7T7TyUaI7fsAFe0yPVdQBEghFayrLwuVluaQAIFaYMQowaCLnlmQAHmwIvWgyxA0mseGAmROviI8dqcWWJoCJF8udMPgXZg9twU9YARo5hYYs9v0wBUsMPpZKA9J2w4uXc1/Lo2uwpQWEqT6RP48MKYAsW+8Yin8NA08rxqRFZ84ASpals4WIPatXB5g2d4CY116i2aOZgNcASpFJEyqAhMWtZbfXQZIVIB+drCGnx+c/f5j4lo8lwuzw1XF8DPVdAPUOrALmeKmaxr/XIkZIE3T2o7DYATITiFAxS2wdAUorQ8QH4a6GEZhKCxcsPwMW0xKQefzpLoGK6c2S9CtggqQw5onmnxmFFJyLJkQLaLWHBCgOcgAVRuv8Z+1nlhgyRClS110t9XkFpjWCwuMZYCIx183jRJbqxopQAHRMLQ0UoCqS1ZhWg8JUmPiUO5DMAXoDavC44nNEJkFtmZEJjyrY4SIZ4DafFuOpsFTBUis3CnQCJGVFLNFZj4aITKyw77Zhxmg6DzYgkwI6ToDVI9tu+Mnsz+hPZAUoLl7XdlnZknV5r2hjnSQA4oG7GqctMRbKrSznOLWLBCpSO0IECO27EtAXAGqWsnrxaIahqqwcMEVICNcTMqYOwKk+3QhEhUgtKkCY80TNRMaL6HuTgEy3Nn51qljbhWgETeyEDrNACHt/FIWapfaYp7bhEEVIEZaZwItLQRNrbVSNerR1YSNgaEo5zO0dBUalAC1prM7vwNR47kzVofHkywwqkQcH1N84r8XzQCJw1AB2QIrpAAxC6wPFCD2zb4R6wMkToUXnZyOMkCx7NWOZ2ffBstSsWYbTAGyTZ1bnKIC1g6MuBm6xj9DcQJktcnzpFlgRTNAcQXINHSu8AzYBvSUCr5F0wdIYYGDqjANI1wcKmTuCJAmVBOZdDFtR4ACWgbvaxZXgLTAxc6//n08cf9ftX9MwSIy3fYl1N3AEElIJ+pUFwh8HyuCSAERyVcRpPYB0pOStgs6n8tpRf16zHJiu07Bh+ASj6t/OiXDpUpkgbW0EkzLxiMr340fjmzByhNOQcsKP7PedBsLjBKeN60JCZRogbGFePVovgXGSIofkNzSXnEYKgCpG3QRBYiHoJnl1kYBOjDZxPbdYz1daDwhBA2EfYBEwsA7Ksdnhgnn+j//7gn89v/3iKS6iGAKEFso2bDa2YTYv2gurRkxQ8NCyHEFLA8eJ0DJMRYM7aaviyNaon2K9QHiZfCCmsn+HtIC0ED/haBnvQpMYWGCWWCONQQ4QFlz4TgubLsHTe7aQMySGIwAtbHAWGhbHKA6PPUznHbkWzjy0jDw61fl7i8qQJY3PwqQ5zrQNB2GOfM/yyP7X8FyLXpOHStAKdunlZR7nAA1YVLFjRGVmYAToMCDQV83nb6v5QGBACG87a2/80V+m2sNAw0gyJkI33R9TFGS86Y1SQWI9UcZqVio2gbqjg9D1xJDUMWgsuMHmT19xGGoQKzLcwchaD4LrI0CdOO3foz7fzSGL7/vLfil01bkblsU7DlEFliQGoKOh2ebTjQ1/v4fhTMbD023sGI4SZQZ8RyuWDhSc+ZEKfDnSAG65/G9WDpg41dODy1bRiBsgQB1YhdGClDU9TlhgRXMAFkpDRTdNqomb4QofE7LloGa46cGoIH+K4NXCpBCOmiA2LVH+U2N2uwoI3EwCywkQOFCaLVVgOj4DM2CRvvFjLphFdAgaT/GQ8zIlGaJABlSCFp+PoHvY+/Nb8GePzoXvjdzdejwvp9lPnYhFM0AaXQ+l9virQoMq5cKkMvJm06JYWUgssBcLZk38kqjAABSzyZATP0pmTrv/TNed/HEy0fxo1cmeBXYQMnESCU8l1XD5QTBEVWaPFVGHIUByApQ5igMSQFiVWDFFCCmnLxytHf9u7y4Beamj8KIKwfMAhOVoSylg90+TB/jWCFAByab+Nj//Xdc9ZXHcf+PwmyeI1hIFa4AFf/bT1eA0jNAWWqOG8umhcco2AfIVQqQwrEKqgD51gB8osHQCBq1CYwsmf2+HFwBskqw6GJqtrFwmAIU6CbvGLyUHAW0cJq502pKfWviEMvEy8HsNH00RAUoFoKemjyKk4OXAACHDryK5WtmNralcXRM+r1zCyytDD65UPuaCZAwA1SmBEi3Zh6CZkFqjfgwIFeBlSsDCIgGXSNw9GTeiJRHw+1b2e0MWAXYcUMlLKlasAwNrk/wrr94GBXLwBtWhqRosGRiuGzhtYkm1owmPz+GHlbgeAHJzQG5wmIFxC2wjFEYqY0Qi4WuGYEbr/eu3YIfC0G3XF+y/QJugaUTIHERzsq6sNuHyuF77XdQFt4tpPL9WbLApoRs00fvfgqrR8r8PbRNnX8eOslLMevO0CFkgGK9utqEjvPK4ItngKJ9WXXjQMocMECFoBUWCDRhsnddCy/8rXpUHVWbPIrH/u8tODS2N3V/Ec88sh2P3foejB8aa7stEDU91K0yDLqYmlqAIEcZYQQoVIDCi6ctWEDt1CsxA1QtoBh1A5EAxS0mpxGpTuMHX8FM4TXD58t64vQiBM06MUuPwxUgByZ938yeKEDhYxnE5/Yn+yxouo46wsdwteRjadWw47vVaq8AHTdUgqZpOG4wIlIN18eP94Wf9QE7UoDi+R+GIr2A8kLQmaMwJAtMboTYarNQsjJ+1myxF2CKA7NrWl6Q2kMnQYAECyx+WxyRBTaHChCZfQVIfE1aXoAv7HheUIC6zAD5EalmpMU20xWgrHwaywZZetICy1KN/IDgx/smOAGSRnHQx8+2wPIzSXMNRYAUJPzoX7+Jsb0vRBVUho0mGAGKSMTu++/A+btvwgv/8Km2x2z96xdw/vj9+On3/0+hczCpAmRYJZh2tDC5XnanVN49WrejoZkCmgJ5S4NogQ2S2VeA4iFopxmRrvqR1zBT+JQAsTYGnSpA6RZYmgJEv6m7zYio2DMnQCxHpBMxAxS9r00t/Fx4RlIBMgfC4ai2m6MAUQK0nBKfS85ejdUjZZy8POwyLdo9bDFePZJBgHhzwuzXmFsNwigMhkKjMLgFVkwBYkSilwQoPnvK80lqFVicADU7sMBY9mqoZEnHnE2IgezZsmbixOrgdEsKEVfo+9sJAWLEzdA0TnSyMkBuxuvo0InvllncAvvQ3+/CJV/4NwDhWBRRzWSfjSwC1G/DUBUBUuB48ceP4qwHL8eRv3lf1EXZsNHSwgu/IxCgoBZW2BjN/FJjADBoDyHSKqasiOXUlkiAnOweGYRbYFZqJ+JmOwVIICQlzUWr2XsSZAgqE4l9A3KEx2uOz5wAkVaoKNX0wcRjF9o/NQSdogBRuzHwXJhgGaCZl8EzsmMIBMgwRQIUfib9FAusNBKGfgfc8czj7xsPG3uuoX19PnHJGXj4938Zv37WKmm7wZKJU1eGoeuzT0gfq1FkPhf7xmumZICKVIFV4wpQDtkihPAy/l4RIEJIggC5fnoIOv46RBmg6PbsDNA8KEBz0Ak6Tiamm15kIRk675nT6CAD5HNbVcOygfDvYNmAfO3jg00zPpterEEnEH3u0giQ4wX4J9qb6c0njuITv366lPdhGbXMDFCfKUAqA6TAMUWtl1F3P6b9teGNhg1HLwM+4LWEcDANKusFeu2wUQbELdZN2uRh2gosYTH1nJxZOax5om7xkQkinEYbAgT5D7I2eRSlcvoEdRIEOHzgFSxfdWLq/VmQFSD5dXMFAuRPzbz5GyNADX0QCHqjAKX19QioAkS8JmxKgETVrlvowhBck/iABj4XDgBa9DPpG0m1iY3GGArGM4/PCZBga2mahjNWyyRnoGTi//nVN+A333w8Xr9CHsHBYBcgJeLYAkBuhNiJAsQCp3mNEOuOz/vwjPeIAIkkgROgIEsBioZ0trwADddPNkd0szJALARNqwvnYKGUn8PMH+8HLxzCh/7+SfzRfzoLF5+5KvEYQDhsl1tglhiC7kABEgjQp7aeiadfGcdbYrPT2llOvBN0ykBV10uSwR/vm4DjBVhStfCN37kgMTeN2bbZChCz5JQCpNBn8J1wUaiQZhRENiw4RrhIeI1IwWEZIb3AxHXWyC4+YDULFqEWmF2GYZrwCf2j8XIUID9SgPQUC0xUr9LPUb7w1Cez8yOP3vVJLL/jLOz6zpdzjxmHFOSOXZC8VkSAtOmZN3/TnJAAtcywYsooQICcVhMvP/dU+EuKYpTWB8jXQ1ISuC1ugfUiA6TzIbge7wHFKgIBwNGpApRCgIaWhYvOCJ0In4ZXKQE6folsa52xZlj6faBkwDR0nLpyKHNIZhEFiC00vA9QkQyQJWaAWCPE9nbbtBC4newRARIX8Aq3wILUTtDsuQ7T7BQh4Wsj2h61VoYC1JJD0HMhFAQZQ1y7xZ9sfxZHag4++LdPCMdleZnwva61IgXINrrLALHzNnUNa5dW8Y6z1yS+pERVV1khaNmaBfIzQE+8HF4XN5y0JPXvob0CpMrgFfoUASUoVdIQxhpYcI1QCfFbEYnQmALUZkp7uA29IHvFmpqZsXJqjwqVuQqQOEA1ZRSD18wvbY8ToMZ0NgGyxnYBAFqv/ST3mCJIEMDSosfQYhkgkQBZjfwhnkWguSFZdaziBOjJv/wdnPT3F2H3v92X3qgxpQw+oBYY8R2uAFk51XZFwRUgeLwFgiUQK/aZDFKaLo4uD2eDWZqPyfH0ZoisTDwebD5paVWajJ31TVZEWmXWZ7/7HG6878d4bSIkWvEy+HKRKjCBGPEQtNWebIkEqFcWmKwARRZJWhk8s1uGhVlQTdcvNB6DK0DUApsLBajXZfDiuJSXD4d/h4xoLKmG16aG63O7r2R11weInWuaMsvQbq5Xeh+g7AzQrj3hdfHck5akHm8ZzdStHE5Xga02oey5hiJAChwBHSha0lwYPrWrDBseVYACwQJjIWmW18kD6+SrFVWAYgspmzfl5yhA3AIz7FQLzGvm54/iBKiVQ4DKTph7ipOYPASxC3m8EaLvRASo3MrvYFwEBiVAvh3mV4r0ARqY+jkAoL7/ZxlVYGkEKLygE7cBU6MX0x6EoJndNRJMwtDCC/3Q0uP4/ewzSVIUoFK5imkS3j95eF/ifs8PMDYZEqATYgRI1zWcTkdj6LGAZxa4BUZtqfG6g9v++QX89cMv4aLPPIS7Ht2T6ARdLtII0RIJUKwRYk4VGKsAA3pHgNIVIBLLAIXPnw1CrdgGJ3GNGAFqlwHiChBBRxPSu0GvO0GzwbUA8O1/D/N8bMEfrUZfzo7WwvfGNqIQdDdl8FkEGmg/fT2tE7SdQZoIIVwBOvfEdAL0kV85FX/8m2fhN845PvV+FYJW6FuIFlXZDaumNNOGb4bftsUQM7fACpAAPszSzyZAT//zPdj1mXfgyIFXYVMLzKQLqafRC26OAqR5IWEjRlnKijCI6lXq/vGy9Fp2BdGAF14E0nrlZCFh38U6W/uCAjTotQ+Wt4Pphe9VUAozLQbaX9gtSnqJ76V2gtZTwrqEKUACOe5JBojamANaSFRqpCxlsvhn0kqvzJrQQxJTO5K0E/dPteAHBLah8yowEWw22IBtZtpeIuLBZHGit+MF+MrDLyU6QRcKQQuLEgvJlgsoQOI8rbrj55bnF4VIdJg15/hBbBRG+D9TgCxD5+fbcHy5CiwjA1RvyY0Q4489G+i1AiS+/t96OiTg7LlXBVJ4uEa/cFozG4Wh53xG201fd2KfSyAKTsdfi30TTeyfbMHQNZxzwmjq8VYMl/Hu80+ULN608+mXELQiQAocIgGq+iEB0k0bgRWWBsOJCBDLCJmkgAJE7RctzwJ77E6cW/s+XvjB12FTy4MTIGaBudFjuU4Lz33qfPzw1ncDiGwjbfA4nh+RnltKBdqjf/Y+PP0nv4rA9xMKkN/IJkAjLFzbQW8d35O/iWsxhSVwooD4SJCtPhWF5YeESisXJ0B2QN//wEucH5BeBRawhoUCwbRL6aSkE5gxFY8RGgZv9GQAgLF0Xer+08YoAKAxkQyUv3o0fK1Xj5ZT7QOWAxosF6sRifcBitsY0y0v8U27yDDUFcMlrBwu4czjh/k3Z2635YSgp2IDRXuhArEFS9fk5nppCpArPFf2PBuxponZFlg0CiN67NklQPIw1JkvzCKJeXZsCi8cmJKqrZideaQWXs9KphFZYBnEMA2sfD9LQQSKKEDZjRDjGSCm/rxpzXAmwWmHducz11BVYAocxI0IyiAJv9Hrpg3fCr9ts1wJIFhgbWZ0idvoOXaZSdWhoD6OksYssPBx2bypQFBR9v1sN97oPQf/6E/huQ4qzZAAWaNrUmdRifYdw5sP3Qdb8/HaKy/wKqlJDGAYtUwC5LkORsg0oCVJTB5cN7YIxciTWCE3ium2navbwaYESKdNAYtkgGxCFaDAywhBp3xfogRId6PX1+pBJ+h4N+maIVdnbfit/43nfvR2bFh/Uer+DWsJ4AHuZAoBGg9fmzUZfX3esm4pdA1Yt2yg0LnGM0BpBIjZWewbsKQA5TRCfOj3fkla4BjZypsFFp+oPtFwcdzQzFQ5TwjLWmaUEUnNALHKIiPqcNx0fbkTdGYImvYBEshnMNsWmNQJeuaPFR9n8e+vTICJNJYRTn4/Wnd5hZ4tTFHvuQLUpqePG8umiT/H93mS5X8y7K8iUKMwFPoXAsEYJlOABuhmCbDDhUB3I5uGZX+MAiFoToByLDBeKVaP8i8WVRI8zQAI4LvR/o3aeHhsjWD//r0Y9sL9KstOSLXA4Mp9fUgQwKahZN91eUZmUhvCMKmBNNMbJ44fHsNymknpZKJ7kFCA5H3jLQKOHnwVK084pfDx42DjPMyB8GJlagFIEKQ2M2QoEUEBSrPAUjpBMwuMZY4cYsLOeYyiiL+HDVMmQHapjDee9yuZ+zulpeFA1OlDiftYADpeAcbw+hWD+N5HfzF1WGca7FgVGMtxVCwDDddHreXxbtKM7BQJQQNIfNPmjRBzFKDpBAFqr9K2g1hyzZvrxarAGJFwhBEPZd7fRrbL0pQOQkikAJXnTgESxYheKkBlS0fTDeD6AbdSLUPjwXrG60qWDg3h/Z2EoH2eKysSgi4+CsPO2GdsIvy7Yc1Cu0FkgfWHAqQsMAUOIhAUFjzVTTsiQF5EIliVmFmEALFGdkF7AmQ0IgJUogoI7zYskAhXyOgcfe1FLA3C3Mzw8hNSLTAtRoDEULLvObwPUFOnf9yx7RkmD0VNCtNIQhZ8P64AxQKGrmwPTh58tfCx01Ai4fGsgagviO/nE7YK3Yf4Xiq501NmgREzVBZY5sjBzCfBA4AZU4AcYShvEfgV+rzrSQL0ytFkD6A4Xr9iSFqE85CwwCgBWj4UPgcvIFwVSBuFkTUMNe+xWp6fGQ5OEqDOLLC0b+eesNiKC2TeMFTL0CQLrF0IuuUFYIcTX/tglhfLoNcZIPpeM9Lr+CRS0Aw9UVloC1Zht32AstCu6ireniHcJ7154mQz/ByNVLr/G+ezwBQBUug7pFRZ6ZYNvRQ2gDMFAsSUH7OABcb6uJg5ChBTiaxWFABmWRIf4cUhEDJKbj0iQJN7dqOqhfctXbU2sXgCgO7KGSAxlBz4kQLE+stkVazVjgjzzGaUAYq9bp6sANWOJKuXOkGV2lnl4YgAeV72QkiCAGVEClCaBaalVIExC4xljlytN6KyEbMxvXJnQ3i1geUAALOZrKhjTRDjFWDdIipNDz8P7Fs8684LRENJ2WK1bMDGUNnEmpFy7gKWeCxqtwUk+1u9WAUGdEaAnh2bxNk3fg+fe+Cn0u1M6TGMaOyCF8idoOPDUC1DHvLptCFAonUn5q9mPwMUnVcvqsDY+z9aCf82XC+IZm4ZWqJHTskyugpB81EYOZ8fUa1LA3ttbTMZgo5ngNjnaCYEiDdm7BMLTBEgBY60Ki3DKsGgBIhVCQGAQRUgVrKeB5MrQNlSPCNAZSf0mR1i8LJrn49biM7Pb0QWFdkX9uWZRBXVwZFUC0yPEQwxUO17Ls8AubS8OqtirTUREaBOyuD9+CDXGMHQYhaYM15scGwaSBCgilDNqQ4vF84h+71qtRpc9UPgp1tgKX2AGAFimSO3ZwqQnFkhlc4IkDEYlszbTjJQ/mpKF+iZIJ4BYiXqgyUzKhnnnaAjC+x7H/1F3PehCzt7LKE0PqsZYkIB6mAi/NN7x9FwfTz0nJydihQgXbJVRBKWmwFyfNkCS1no2eJfsQwYuga2rs9+FZj4cy+qwMLnwYiC60dNIE1dT4TrS+I0+C5HYWSBv1cZz4upPLIClJ7TmWzIY0q6AVOAAjL7yl4RKAKkwJFJgMqUAAUCASKMABVQgFiH4JyKMYMeZ9AbByAvpMwCE6fB+0JGZ/n4jwAAR/Wl9JyTi7DhyZaWJx7LdaBTQsLKq7PySmKoVutgvlYiAxRTznRftsD8qe4JUKM+BZ2SmcER0QLL/nYpzUoLvNTnlhaCZnPXWOaITYefKQxTvsjqdMBpUdjD4TywamweGCGEK0BZGaBOEe8DxDNAtpH4ti/mNVaPVFLL8PMgjsfIKoWPE6BOxmEwEsJeI4YoBK1JgVmRhPlpGaAMC6yWstCz21iVFFuUZ5sA9bITdBAQ/v4PSwQoKjcftGMWmDgN3s22NuPoiQUWI+ZAlAEKiPza90IBEgP9vVDbZgpFgBQ4tJSxFoZpwyyHzfRsgQCx7I9VIAPEFCArhwAxkjRMQmvL0SIVx9eSFhhpRgv2Sd5LAIApi9oegnrgknBfZtEwiIQk8F2eU/JMmnfKsutqAgHqSAGSn3u8gkynLQJahE5Br3XfDbo+Hb6GAdEwMBxVbMRJmIhmQ6iSC/xUe09LCUFrNANUppab1yMLLG5jmoPHZWyZDj4PzB+Xbh+vu3yRFzv2zgQ8A0QJpqhkDJZk1ayTvE8aNE3jhCurGSKzwFgvnU4sMHbuh6Yd6fjiYis+B3EmGbNkHLEM3konQGkKEFNOWCNBtrDPbR+gmS3KYiPD0aqYAYpUsVQFiBIgNjakk/M2ClWBtQtBi1VgeuL+ICCYohmgotm4NFjCl6h+KIVXBEiBI61M3bBs2NVQASqnEaAiClABAsQssBHQ1vFCgWI0cDO6kGutSAFiHYibpXCRFPMjh7RQAbHiCotkgTmcABGLKUDpPYsMIVTbSQg68OMKUIwAUcK13wiVi5mMw2hOh69NHWUYAmnJywC16nKX78IKELXABghVgHpkgVkxC6w03JkCNLg0nAc2SialeWA/Oxg+z+WDJakSayaI9+ZpClVgCQUop2dL8cfLb4bIlJTjl4Sf5XYE6MBUEy8eCv/uRGLy2kT0N8AtMCEDBMgkzPeTGSB2rolGiKkWWHjeTA2ZFwI0w8dir72mRaX8kgWWkgEKFaDotqI5oCIKUNsMUEonaPFn9hmbdrwooN4jBUgRIIW+QtpgU8MqoVQNFaASogsit7W0IJlvEeB7HrdjcglQrE+NK1gpAW3AFwjnJ/adYfCqK/g5Mxy1QiVAVK8AwBMICfEiBYg1fczKK9lCSDtuY+Uh/hrFCZARhK/tuL0GQDRuoxs0aYVcQytD03WuggU5VWBOQ7DASHoGyMhRgCpa+HqxvNZMYZgmAhJdLKtU0SmK0eUhASppLmrTUWD+7h/uBQBccEpnhCoPcULCSES6BTbzS267UnimAB0/Gipc7QaivvuLj+DiW/8VEw1XWnxFG0xSgITnIBKm+Cwwy9Q4OXQEGyi+HwNTgNhrZsxRybRIgNg5djt+g/UxqloGV+rEELSp6wlVsGSGmSe2fbyPULvzziNAdkZXZwbRmmOwDI1btex9Yp8hsbVBNxAtYGWBKfQV0srUTctGqRp2xq0SgQAJ4WfXye7w7Aq9e2xkE6B4mNoVLDCmAIlVakYKAcJwOATTFkYx1Ct0ISTyOYp5osCPMkCaHapdWSX7VVckQB1kgPx8AsQq5BoD4QydIbf7eWBOPVSAmhqroqNZipxZam5DVICyOkEnLxd6TKnpVQYIADxEF9qhpZ0RoOrgCBok/AxNHArzVIenW/gmHU3wvl9Y15uThNgHiFaBuawPjIGhGAHK6vrcCeLNEL/4Lz/DN5+K2iawDNDxNOQ9nhOCDgKCFw/X0PIC7J9sSv15XhUIkNjJWNc1vuiKlk98GnzJ0Plr43gyAYoTIiBbAZrtRog+ES0wgr955GW85Q934Lmx/PE5aWAEsloyo47ZAYE4DHewJP+NsPez04GofoFZYO1GYYiBdQZNi1Sq6Vb42elF/ocdmxNbpQAp9BPSLDDLKqNMFaCy5sKl1pFIWJycGV1i5ZGdkxcyY4TAEwkQnzge7W+mECBrNFRPxPyIO0gVFSIrQL6QJwo8LxoVUQoVIDNDARoUMiUzscDiozdMqgAFwycAiLJQ3cClak5Lj7URyFGApGGxXShADL4+8y7Q/JwEAjS8dEXH+09oYfPE6SNh76b7fvAkbG8a5xw/jDevHe3JOQLZfYDSLbCZX3JLQuh6/2QTN3/nWVz3D7v5/ZwA0ZB3ngVWczzekK/W8gooQHJH67SckCNYYDIBkhe8uNXDZqgNxDJAs71Qyp2gAzz4k/04NN3CYy91rsIyEjdgG9JIiWjmls5D3gyMfLB5b0UsMEKiMSR50+B5352U19APCLe14p9L1qtoiqqJvAKs4HiYPPTTPDBFgBYZXnj63zB24yl4/L47Evex0nYRpl1CZTDqwlun1UKWYP+4rUZiPwZPGAFRgivlMaTHiVlgvqAkEGqBEcECs/3kbK/qspA8iHOk9NG1AIAykUmaqAAR341K9VnJf4YCNBpExKSjafCJKjD5dWCPZy09EUCYhXIziCUhBE/tuBv7Xnou9X6PtghoGWEGhIXI88rgvVZMAUqZHZZWBm/EFKCglwoQDVTHB6EWxRQdn9GYOAAS+Lhy5xbsLv93fGDDUKEhp0XBhoPyMnimArSpAusWzIJoej5XC6Ydj9s2zEo6frR9BmhK6BlUa/nS4stmpgFyI0QA0pR3Bj8gIITA8ajaYepS48a44hNXOuqUuFV5FdgcZYBiChB7H1sdTGZnqHH705QaCopZG7ERom3onMB00gxRfEnyQtB2zugJ8ba4MsnyS+yzxJogziT/Ez1W/8wDUwRokeHQjx7AKhyC9vx3E/ellambdgl2qQKPUNm9Fi6uYvjZc7MVIPE+XSNcQYojHqb2dFEBCn8mgoJR9pOdmoePCwmQmHspLQsJRVVrIRDKwMWuyIHvQqcLvk4VoLS8Um1qnDdcBJBKErKQDEHLz5c9XmXZWp59mUiZZA4ALzz9A6z//gcw/nf/LfV+n1bIuUb4XJgFRnLK4H1BAdIy+wClWGAJBah3BIgpV/FBqEXRsMIKOGfyAJr16Pn94pknzfzkBDAywBZOPgrB7n0VGCArQIyYEBKSlCAgCQUorwxeIkCOJ5GSfROCAuTLeROWGYnnkMIGjckQtOMFiSxPPOvCGiEyBYjNuPJn2wKLVYFxAlSwGktEQ1KAxJlp9DXRNZkACW0NWBC6yEBUUT0xcmxVpuykVYGJ70f8czk4SxZYeE5KAVKYJ7CJ72kB3rS5XpZdAjQNDS1c6Jq1SQS+D0sTwo85GaC46tBsJJUbMSjNbxMIEFOAIChA5SA8zhii8uilK0/kP9e1MAC65Pg38Nsa9cjTF/MwxHN5JZlZoQpQymsxfvA16fe4jZUHErOf9JgCZFOFyq4MYkILLcepw/LjMUzv/xkAYLmb3i2aDX5lPY0YkcgbhRE4EaHUSLIPUEC01AyQYcsEiPSQADELrGZ0R4BapZAABVMH0ahFVYMDA90dLwuJTtAZFpim5QdWCz8eb7zoS4u34wWoC6oFywA5XpBdMt+KPuehBRZ9RtjMNEDOAAHRghkfyuoFUbbHNgULzA+4RciQZYFxBchgCtDsLpTxKjD2PnZDgHgpf8mMQtBCw0iTDkNlEPs6daQACaeWWwafYzeJoy7iBGggYYHNvAQ+Oqf8+WRzCUWAFhk0uvCnhVzTVA9WjtwEvZjWp+DECI+XkwHyYoqP00wqN26KgiRlSeiiqgkqShXhcQ6U1wEIp7hXBob4/T87/1N45NRtOPEN67mi0hCa/Ul9gIQuzFYltE2slMD2VGw8RScEqF0ImgXE7fIAJvXwHGpH0xUgjw6CHSIpQXAAhBEgWtEW0D/zuAol7eOIClByGKqfcamId90OepgB8mkrhIY52tX+gRV+HogzjSYt828Qm3cY7xXyMkDit32rBxVggDx8VVzYHC/gFWCGrmH5oM0JV5YNNikpQDELbLzBbTUvVnHEFsy4jRUEQiNEI5obFg9BA7J9BkSKEGsUyBb22Z6aICtAhKta3VhgPMhtyRkgT+i3k60AFQ9BSwpQoWGoKQSIHiONmLNeRUxNnOyhAhQ1Z1QESGGOwYLEaRZHfLCpK4yjaFJFxWlMwWnFCVCeAiQTCbeVQoBSCJS4kBJDDkGTIMAADTXXR14PIOoCzXDur/83vPW3b4Cm62ggJHGtujA+QyAk4iBSm5X8p5DBZoyQdBKCTipA8r7s8azyAGp0wW9NyOMIGPx6ON6hojl8YZfghLcFVqhmFQlBE0kB8hPnR5B+kTVtuZlgYPQwBE2zS50OQuXnQgmg5tbRosFw9jnuJbJGYVRs+dt+L3oAAdECEgREWrxbXsAVncGSGVbz0EV1qpn+3otzw+otTyIljhfgcI22NxD6AInnkKYAiSHoSB0LEgterRW3wCL1BBDL4GeXAUmdoIOZWWB1QcUSyYcrdNIWGyGW0ghQAeIlKUBdToN3U3oAMbDqRfYeMaI8kzEYDLw5o7LAFOYabNyFnmKBxW0fsRkhGxLqNaYThCevvDpw4wQoGZj2U3JB4kJKKBnSaGVWs1HjlpW9biMA4Ej5RGShQRc9sdmfaM0RQQGyqQWWVrLv0DEYTFHqyAKLBcx1IfRNgoBni+xKFU2aXfGm0pshkmYUxJ44miRJOiVAxKYZIN5JO6cfjDAsViN+wgLLUoASM7t6mQGiIehOB6Fy2LSppVuDQ+3PJjobPVEEYiYHiL7Bl2MWWC/sL/E4XiBPY3e8ANOtaA4ZIAROMxYbOQTtJewXVgnm8QwQrQLjClDscxIQKQNkGxE5bBuCFvIz4vOc7RC0F1OAGIHNmrWWB7GSTcwA8dfE1DMVoIoV3l7EApMUoAKdoNM6XHNVKuVzyavAKAHqZQaIKaFKAVKYc+QSoFgvHnGsgUOHhHrNqUTfHz8vBB1bdN1mHbs+8x/xyO3/XdgmSTaIZIGFF0RWdVWbChWQgGg451ffi6d+4S+w9r1/kXkOLZpfcgQFSFJDhJL48kBoP9maD9/z8MjfXI9H7vif4T6tcBGd1ujC2okFFnsdxH1bAim0ywNw6YIf1A4hDbpAgGpHkyTJoGRGoxVtgdZeAdIFEqgTj4fCGTIVoJKsqBCjdwQjoAS800GoDBolgLrXgNsMSWFLnw0FKD0DVLVNKQTdiwA0IM/IkjJAvs8VnQQBylhs2HgDIFy8GSlZOhD+/bFKMPY4VswCi9tEIQFiE8blMvj4dPFEBihDAZr1WWBSBkhQgDIaTeaBV7LZBrf/XC8iqpYeBsNZNoeph2wfoBgBYsFwTcsvg+d2U8pr6Aql+XHwPkCzkAGK2hssEgXo9ttvx7p161Aul7Fx40Y89thjudvfc889OO2001Aul3HWWWfh/vvvl+4nhOD666/H6tWrUalUsHnzZjz//POpx2q1Wli/fj00TcNTTz3Vq6e0YMHmfaXZN/E+PWIfFpf1lGnW4DkyYfFzLLAgRm7G9z6Dc2v/ircevIfng9IyRNJCykLQlAA1KAGa1iowTBPrf/W3sHx1dmVPizYEZIsgIPcUgjApXiz5bzamcd4Lf4a3jv0dDu17mWdrpjW6sKJ7C0ysIGs1IvupXBkAqYRdivV6OgEynIgA1VNsMjb4VSuFdl7ALbBsBUgTXgMtpQ9QZgYorgD1kAAx5arTQagMOiWAhlfnfY6YktlL8G7H8U7QlsErmoDelMAD0QLi+rKtFFpgsYGiOWXQgDw4VQxBv/648LVjzRCTGaBkI0QgJCtRBkiXumTHSVg9IwPEFKD5KIN3/SgEHbf3iqAukF9TyACJHZfFRoNpIegiE+G5JdnmM2UJGaw4ci2weAaoh2XwvDfRYpgGf/fdd2Pbtm244YYbsGvXLpxzzjnYsmULDhxIzzc8/PDDeM973oOrrroKTz75JLZu3YqtW7di9+6o0denP/1pfOELX8Add9yBRx99FAMDA9iyZQuazeRC/PGPfxxr1qyZtee30KBTK8ZII0BxBUiwwDxaURS0puE58aaC2RZYIgM0EU05n544krk/MVIUIHrOTTraoI5ivWG4fSeUeotkQBMUoAqdewYAU0cPcqutNnWUZ2saerhNvJIrD4SSNzbsVHz9HXpePtFgWTYwEA51tYSxGyIsNwpzO1PJjtEW7ZHEehqxEDRJCb4zMNIEhOpUQgHS0i8VViwDpBm9tMDCY3U6CJWBtzTw67zPkTsbCpCQcwGyq8B6pwBFxCBeBcYWrEH6Td1qs9iIFtiRmsP7y6xbHv5tHZpmGSB5ZELWcb24BcYVoLQ+QPJCz4fIUiKgz5kCFP0slcHPQAEaKBmpFhhb/JlCJ1tgHShArAlim35WTC3MU4DSupMPxhSgnlpgi6kM/nOf+xze//7348orr8QZZ5yBO+64A9VqFV/60pdSt//85z+Piy++GB/72Mdw+umn45Of/CTOPfdc3HbbbQBC9efWW2/Fddddh3e+8504++yz8dWvfhX79u3DvffeKx3rO9/5Dr73ve/hs5/97Gw/zQUD1u05boH5nscXewZxrAErqSbOdKKyK8ixwOLWD5mOiO/0eKhwiM0S+XZmmgJEvfl6SICaBb/Nu0a46PnCBHnRDmKDTz2iw7Rs3kNoWgg9t2oT0N2QJDSN7hUgh5JKUQFiBKiJEjRdhzkcLvgl52jqsWwveh5uCgGyaY8ksxKWexexwAxh+KsuZIBY3ilLAbJK8ntAzN6FoCfPfC92l9bj9W99R1f7m+VQAbP8BgL6GntG7xUgeeRBEI3CsOW8R69C0KZga8SrwFholYVYTT1fARIJ0KHp6O946UD498dISqQAyZ2g4/ADIoSgNakM3qXHYFYPs7wYeIDYls99Loeh1h2fd8buqgxeIHG2EILmjRDpcxpMUYA6qQIrrgBl2015ClCyCox1gu5FGXz+hPq5xKwSIMdx8MQTT2Dz5s3RA+o6Nm/ejJ07d6bus3PnTml7ANiyZQvf/sUXX8TY2Ji0zcjICDZu3Cgdc//+/Xj/+9+Pv/mbv0G12l4paLVamJyclP4di9CoAhTPrzhCDqVOwoufmAFiFTVw6onMT+DlESCZLBn1KLNSnwwX79QMkRl9U9foCAbWu8ilwz5b+kDm44rwWEfkVqQAiZaU7oWLP6uWcuhE88Z4RNacxiR0mq1xzHBhTVPRssAUIIeO+JAVoJCwtOh9paFw7MOAN556rIofWXlBPYUA0cGvrKcRI0BxG06E5YsZIJ+fXxO0CWVGBsiO9QHSelgF9patV+PMa/4FI0u7U4DMcvj5sIMmCFXvZoMAMQUICAkFW0DjClDvLLCsDFCaBVY8A3SQEiDb0LkFwshcfMEVlQsRYgjaNuVGiKzvDFtE4/ZZU1DOgLlrhCiqIzVBleomBN0QQ9BiH6BAJhvs/Ukrg+9IAWrzmcprhJg2CJUhmgXWewWo3WdyLjGrBOjQoUPwfR8rV8qDDFeuXImxsbHUfcbGxnK3Z//nbUMIwfve9z588IMfxHnnnVfoXG+++WaMjIzwf2vXri2030KDwRWgOAGKFIBJLVQOfAgT2a2QRGhuDb4rW425ClBs0S21ogW7RdWLNAtMWkhZHyCqAPFRD2YxAuSb4aJHWmIGSJgsT8dQMJWDEZHWZETWvPoUt4k8K3x94jZR/kmEFxCXEgpRPXIpAXJohVJ1SfjZHhbGboioBsLYisZ44v4yJUB2NcwzBZTI5ilAViCHoDV6fixAHmQpQDELDGbvMkAzhVVhLQ0aILT9QmB2PlKjHcRBkmK/nUQfoB5bYOlVYIwAsRB0vt0gKUBTtBu5bfBxG2wxjmeAMhUgEmWArFgGiC24o1WLHlv+PDZiBChqhDjLFphAsOqCKtWdAhSFoMX8jRcjG1EGKMpZVqjyFc9GpaFTBUhUAH92cBo/3jfBCYidUwY/3fLgeJGq2Ysy+EVlgc0H/uzP/gxTU1O45pprCu9zzTXXYGJigv/bu3fvLJ7h/IHN+zJi9g1bhH2ioWaEyoGoAGlWVFIcV2xIXhl8LHgrTlNvTWcTIHEhZQoQs+2CZkiAvMIEKNxO7HUjqiGGLxMgh5IUbzoKIXuNSZjUWvLtIXo+nStALrUVxfyQywO64eMOLwsn2I+QKWl8B8MgiZQsvZm0yaoIyUxpgBGg9gqQHcgWGCN3LfpaZBEgwzT5mBQgORx1PlGiHZ/LpAlC1TtG5HsJ04iqetjYCdvQYRo6ypYOtkb1ygKLqqOCRB+guIrCzovN54pDDEFH1WsGVyOaGQpQ1lDXRBWYEQXEmQrCgrSi0kEIkazD8HnOjVIgvobi65HVPTsPjEBVhTJ4L5BngQFRyDjdAisQgiYyIc1CPKtFCMFlX9yJ//wXOzlZT/tccgus6fEAdHjeqhN0YSxfvhyGYWD/frmB3P79+7Fq1arUfVatWpW7Pfs/b5sHH3wQO3fuRKlUgmmaeP3rw2Z55513Hq644orUxy2VShgeHpb+HYtg4y4SChCt5HJg8dCwOJAUNFCre40kAfJzCFAsAzTkRQu2X6Pl7Cl9gDRLUBZ0ZoGF5xwRoMHEfmkgbNETet1AGGRqMAWIEgWXTaKvRWqV35qGTW0iUg6JRZxE5oITIDuxr0/VCZeqLSOUABkawcQRuVjAaTWleWSWMy7dT4IAFRK+l2XaGZsToJRhtwy2MCxWJz4naI6erwABkWUIAFoPM0AzhU0VoAppQqP5rdkgQEBkZRyth5/lMrXFxIofs0edoPMUoCYN7patmAWWqQAlPxMV2+AEipGSqA+QPAw1Ds8n3OpKTIOPW2COrLYwIabKO0GHv8+2BRZkEKCuGiG60UBXW7CfuN1EXz9WHWh3OQoj/n5kIZ4Bc32CQ9MOGq6PA1PhdSJNmWTnN93yeAn8UMnsSS+rvFzSXGNWCZBt29iwYQN27NjBbwuCADt27MCmTZtS99m0aZO0PQA88MADfPuTTz4Zq1atkraZnJzEo48+yrf5whe+gKeffhpPPfUUnnrqKV5Gf/fdd+MP//APe/ocFxqYBRZfvFlll6tZ0RBNPVKAWEmx6dUTlhfJyQDFydFSMh7dVw9/jueEAFlJ0GIECLQfT2APJfZLBVevIgVIVKZM+pqwDJBHSYrWiAgQaU3xcLFGCVAnFhhTX9iQV3Hf6LUPn7NdKmOSVrhNxuaBTY3LpfFlV7bJWq0Gn9NWGRwFUEwBKhFBAUKkADm0iWRWBgiQlcL4cNT5RIUqQBXN4c0hMUsEiH2Tn6iHnyu2mAFiT54eKUDCKAE/FoJmfXnY+dht8hbTreRnomobicU4PgssS80KSBSCFjNAXkB4WTnLkdSEhV4kQ2VTVoDmshGiSD66qwITGyGyPkAB73rMckFMYZEyQFbxEDSz7fKaIALJURhiLyYWbE4b0cIUqpbQDbwXJfCA0MahD8rgZ27otcG2bdtwxRVX4LzzzsP555+PW2+9FbVaDVdeeSUA4PLLL8fxxx+Pm2++GQDw4Q9/GBdddBFuueUWXHLJJfja176Gxx9/HHfeeSeA8BvVRz7yEXzqU5/CqaeeipNPPhl/8Ad/gDVr1mDr1q0AgBNPlLsCDw6Gi/cpp5yCE044Ybafcl/DzFCAWC8eBxY8mpkJBAWIlVRbfh3NOOHJscBITAGyNeGC2xwPHyelQ7FuJS0w1giRdzouFSRArCGeQIBEBcikChBTOVzdBgLAakVqFWlNo0THb+jVUQDdKUBeigLEBpF6Qg+dSW0Ew6SemAdWnzwMsStO1ZfD+o3pSTDtbID2NCIFyuArpAnGcQxBAXL1EuADQUYZPCArQHofKUDibDibthRgzRF7jTDL4XJbgSkoAHquAFkCMZD6APkBJxnlWI4mqwpsMmVERtUyIwUokQEKHzsrz+T6QWoVGBCRA0aARKuHKU3MOgwfC/x5zgb8gMDQtUyFqbtO0FEGiAWUHakKLHxSv3zaCnx39xje9sYVfF+mfBXrBE3fjzakOt4IU+wHxD6rlpkdggaibuC9IkDs/fX7QAGadQJ02WWX4eDBg7j++usxNjaG9evXY/v27TzEvGfPHujCheGCCy7AXXfdheuuuw7XXnstTj31VNx7770488wz+TYf//jHUavV8IEPfADj4+O48MILsX37dpTLve/xcayBESAT8oWPjbdwYfHMTCCMNTDKlAAFDTRihCfXAstpvqe3xqVtXGJw9UK3omodpgAx0mY4oQKkFSRAGu0HI/a6EdUQNgSWK0DU9ikJ9pLm1FCmKolZDUdVdFIFxkr4ffqaigpQQBUgT+hRM22MAt5raE7IBIg1gWQYCKak31uNkBw6xIRt0k7KsUaScZAgQFkY/REqQHTho68FyRGLxX5RutU/f4OlchU+0WBohGfPZo0AUctrnCpAZSupAPU6A+TFMkCyBcbK1bP7wLQ8P7VBXkXIACWqwGKzwOJwBCvLFiwwIJorNZKSAeL5H6GizpxFBeh//f2TePhnh7Fj20WSBSai2aEC5AeE71O1DU6spFlg9HX7D6ceh4ev+RVp/0h1a58BYufcTgESWyYQIaAORM0N04i5RfNrTTfgzTCHy72hC3zI7fwLQLNPgADg6quvxtVXX51630MPPZS47dJLL8Wll16aeTxN03DTTTfhpptuKvT469at41ONFzsYATJi9g2zYTzN4iXvIgFiJdV20EhWfeUQIOQQINMJ1QtWRj+hDWE5xsPzS1GAOAHywiyPXi6W02Lbraj/FFMTRzA0shQQ8jAWzb8wq4jZVBUvspd0d5qrJDa1luKvYS7o4/mUUJgCeWKzyAJBAWrYSwAPcIVKNABoTYUL+VEMYQmmMEKmQIIAGr2I8Z5CWglMiyFtLLBWs46yFv19GCTgBM2nPZTyFCBPswC6e7wz9HwiHIRbxiAaPHtmlGaHADGrabwRVVIxxMdSzBRif5x4BqgVU4Dy8hbTGQNSq0IVGFeAYpmTrOfSFBZYi4bDdQ0ISKSOjNBKokaKBVYVOmeLM896ibrj4b6n9wEAHn/5SK4CRAiB1oZkMIhl/QMlk4eoAxKpSXk2KCN/zQLZo3hVXhZEe8sLYgSIKUAZ7+VgyUTTdXqvAOnRMN/5xjFZBaaQDTbvK27f+NQC8zQ7lQCxQGk5aCYUHy03A5RNgEouJUB0m2k9UnTSCBDLANleqHIYlWIE6JRNW3EIoziBjOHnd1wGz3UkMmDHFCBGUoaEMnTDmeLh4/Lg0vC2jggQrWAzkhkgVp3GyAYAuKVQZYrPA3OmQwJ00FwNALA0H9NT49F+rKcQIiuKEaAsBahRk1UkHT5/buycchUgTbTA+ocAAdEg3CU0e8aUzF6DKUDMVqjaogUmD/ecKeQMULoCxMqr8/rAsBL4AUHxAWIKkMMUoFgGKMPOE0mNberQtMgGY6e6hM4ZE6uLeAm8cB7GLC2UT+0d5z8PlExkfTcOSGfki3WB1rQwgyUSC6Z25dmgjHSGKlr+4wZFCZBgb4X2ZPT+sNc/i5Qx4v7sa+H1YfVIb9RdfZaIbTdQBGgBYvxQeg+lImAEyIx1gg48ZsNYAJshJRCgEiNAaCRDzznVRXkEqOyHf1gsJ9QwIkJj2tkWWImOejCr0dyuPCxdsQZHfuOraBIL5zQew65v3iaRATb5nakcTIkZIVG+puJEgejKECNAxS0w1sMooORKJE+ENmIMhOaPfsY8MI8Gx2v2cj5WY0oYiMpL6rWIALE+QCSDADWFIbHhuUUWWMAUoIIEyLD7iwC1KAEqa/RzX57NDFBkgaVlgHoVghYVIDHb4/g+Vx0YIbMEuywOFoAeKltS5kMMQfMqsPgssJTcCCDnZsyMirEVQ+F7crTu8oWeESfROpwtBeiJlyIbuV2pe8sLcP+PXsO/PZ8+l09EXWiCqGmaRID4MNmMBpKA/NzbVaDFM1lZEAlXOOcsJQSdpQBRy+uZ18Lrw7plvfnbYRZY0AeujCJACwyP3PVJjN72Rjz53a8k7iNBgOef+j6ajVrKniEsSnzi6gWztTzNwpq3XoqfWG9CecNv8ftZT5UKaSVCz1qeBZZDjqqcAIX7O+Yg7yljCA32dJplYYtyOQhVjlJBAgQAbzj3Ijy94p0AAP/wzyQCVKYKEB8aSkmKrUUXxyE3JEAe0VGi88JMLQAp2swrpgBZwrFBG0sSQQHSl4TDXV93cAcO738lOkwjVKU8ewQTWkhKa0LHao+W1LPqLQAger4C5MQ+LyY8HoIOWBPJnCowsV2CGW+MOM9oxcalWLOkAHELjJfBp2SAehSCNoRcj9QHyI36AJW5ApQ9doApAINlkw8gBUIbihE4NtuLL+AGI1bpz4WRANvQuXVUEl4LADhuKPz78gPCQ9hRE8TouLO1UD7+ckSA2hGNsYkmrr5rF676yg/bVmeJAWggnfBaOYpNWSBH7YhZ1AcodzPpHDw/SM8AtVGA2Ht68vLeEKC5mvFWBIoALTAY+8OhsK2f/SBx31P/dBdOvfcdeOrLH83c3wIjQHELjI6D0G2c9Mb1OP0TD+OsX/xP/H5WUlzSXMCRF8w8ApSnAA2SaWmbQLcwRSet28I3dY0Fh6kCVCGUAA0WJ0CA0M3ad2UFiFam8ZlZKTbO0iC0nupaORxYyo5ZkAAx+06cls6aHLJJ7EQIfp/1a+/Hy/paHIejePXL74saItLOz35pBDU9fE+ak0LDRtZTSI8ehzAFKCMD5DSmpd8NEnCCTHhFoJHYj8EXw/J9lAECktPfWXfoXoOHoPOqwGZBAZIyQH4yBB0vgxbBLLChsillbyqWIVlRdcdPmQYvLx2s3J2RBHHhjStA4eMxxSy8djSFKeoMotXH8If/+Az+w6cfxNFazpeuHAQBwa49xQnQaxMNmuEJpP3SEM0yo8ObNS3RqTmrgSS7j72+7QLYvl9MAdI0LSo790lqFVhWTyexizkArOsRAZqrGW9FoAjQAgOb5WXX9iXuax16EQBQmfx56r6B73PlIa5esCCyr6eXMVeHRqNzEPrjANGE+VTQRdcnyYv/kNageRxKgDQTP33TR/Do8t/EiW98c3R8mgFiVVclqthYnQZaqfqiBW6qGsKnphvJRXxACwliE2WeSQIAL6cFgHxwL3Fsj1p/bBirOP+sOjiC4D9/GU1i4ezmD/HEt+4It3VCBYiURlCnM8laUxEB8llJvUCAwBSgjKo1RoD4pHqhDxA7p4WqALmx2V+lyixlgHL6AK2kiseSam9aBIil7fEMEFvQoxB0dh8gFoIeLJnSYlelgzzZ2t10/ZRO0PLngeV8WBm+WP1Vitk+pq7x1+IIJTL1FAuML5SCAvSNXa9i75EGnnplPPF8iuD5A9PS+I92SssRgWg98vPDOVsmh7kCSaLYjgQzFaiwAlSAU4vjMMQ+QMwCbacAASHxPWFJb+boGX1EgOakCkyhd2DT3IearyXvpItxWZgWLsJpNSAuT57nwqKZDUItsCCDAFl2CXVSQlVrwaI9VRxiwtY8fk4Mh8b2ovnFzdh74lbeu6eOMobQSBx3avwwryIjuoWNl/5eYhvNYKXjlLwxFcvqsCqBHkfzndShnbxhoJm9iDf1CgbN6M/GT+lhlAb2OojHZrO52DBWzZIvMCef8RbsXHcVNr18BwZ+fBew9Xd55ZxWGUHLGgUcwJ+OLsxpJfVRCDr9ourRIbHTWhUlTMCAz+kOU6VIThWYVC1o9U8fICAahMtQrs6OAsRsHdY0TlSALj1vLWzTwNvftDJ1306RWwXmykSCdwJOUSpZF+jhsoWaHpGCqm1A0zRUbRPTLS9DAZIXzZJpYAoeV4BEpSM+ONUydSwdsPHqeIN3zmb7icSRD0Ol5z7VdPnre2S6OwXo8ZePSL+32hCNw8LjPPrzIzlbRn2NxOdgGRqE8XCZ1iFD2TJQc3xOJLMQEdL2Goal62giSFSBMV6ZdYxBoex97ZJKz6oY52rIbREoBWiBgakty/wDifvYqINyMJ24DwBawsBTQF68WbA5iwABQF0LF8OSE0rBNfq7FlOAXtn9bziBjGHFK9/l51TXooXIIQZqJFygpycOSRZYGgyuANFvLIwIdWi3sO7SWuByQiKC2zw5BKilVWCY0Xn6KbO6Uh+bhc7NbAUoToAA4HW/+gEERMMZ7m7s+/kzsNyQ3BqVUXil0fC865E0H/CKMuG1yagCq02N4+k/+VXg0S8CAOrUfjQRWWDsnPKqwETV0Cr1ftr6TMAG4TKUBmaHAJ1zwqj0e8WWLbDf2ngilg/2xh6UM0DRgiY2QmSqS97k7SgEbUohaDaUUyyFj1eBZVlgTAUp5ShAlq7zgahHa7QAIiUDZMZC0C8fjvp4HenSAntqz7j0ezsL7HAtKvh4au94rjLj8Hlfgv0Xf+7tFCCLzWBrY4HxafC5mwEQegHFMkBZ58ggfiZ6ZX8BUW5JlcEvQjx695/gkb/4IF5+dldX+7NRFksxiWY9RnQokRjIIECs2SH/XVQvihAgPfwjGPDGAQANSoCMGAFidpodtMK8DYCmHhGgmjaAKS20IhqThyN7SE8XJHkfIPggQQBTC/+IdaNDAZOVoAdOugVWgAA5RgWGERGgtC7WaWBVYOKID0aeDEaA7CR5WHnCKdhdORcAsOef/wplL1SArMGl8GmpvNaIvpmynkJiSX1WI8Rnv/91nNN4DOc0fwggeo90jUCnfYFKy9cBAOql5ZnPjQjE1Up5DvMJ1tKBoTowOzP+1q8dlX6vWNmZqZkiSwFqOj4POxfpAzQlWGByCNqQ/m+4ntAHSCZWDCwDxZr4iVZWGglYSkvhj+ZlgGJl8BIBqndHgI7W5b/XdgRIJFqOn58D8ngH7Oj5xoliu7J19jq2U6Y6UoDYVPqYBcaQNVF+SCRAPaoAA+ZuxEkRKAI0xxh9/ht46/6/x5E9z3S1v06iP+ADr7wg30mtpCGSXgXmOnEFKFoQuQKU08elSQnQCO2P06KqjnhOQNTXxyIR0RCrcWpaFXU9JEDNycgCQ4YCpFPFxSC+RNo6VoA4AUpXgJhVlDfR3DUGYBjRxd0rSID0FAWIkSc2ikPPIA/Omy4DAJz4yn28cs4eXAJt8Ljw51rUFiFqqpgyTDZmgWkxW6uVMlz25HM3Y/evfBUnXXFn5nMTSbNl95cFRgQFqEUsGObsuP6vO25QykyIClCvIXWCFpQdMdsS7wSdNndpSiiDl0LQ9NyjcRhBIgNkp1hgAFBrJRUgkQBpWnj+RTJA8TL4l49E17VuLbA4AWiXtTkUe5xHcmwwRhJFQiGTIa1tU0VWvdeuGaLHFaD2ISAxB5ZG+PIaITL0qgIMiBQg1QdoEcKlCxMLq3YKU1BbJsZelO5jaktJc1NL4b2YBeaJHZ398GeSowC1jHCBHCFT9PeQABmxDBDr61OCw+0xR8hiNPUBNGiA16kd4UFpYmQQICMK53rC5HizwwwQm1OlB240WFUAU4DSrCgG36xC03Verh/kDBgVwR5PM2wEhH0rlwmQmTGm4U2//FuYJhWsIQdwAgmzX5WhJRg4IRwPc1xdIMKUAIlZo6wy+CD2e8lLKoe6aeHM//BOLF1xfOZzE983u88sMGJHpK6hzV6FmqFrOOv4qCqxPA8KkNhYsBQrg89VgMqxEDQ997LQC8iNZYDiyoNtZitA7FyA0P7StIgAMUUmssCyGyG+fCi6Zh7u0gJzYtkaRoCyVJDD01TNpqv24y9lEyCWszJjpIehiFrDu0G3IWbsdR4stf+cReMw0i2wzEaI5ejvuqcWmOoDtHjh0aqUoJXdqycPhqC2NA6+JN0nZnGmjyYbd3muTIDExZt3c04JBzO4VCFg9ggjNUasqSKz4kqkxZUWNmEeCImUY4ZWhF87ys87ywJj39oNBHAlAtSZ2qCZxRSgvHlWvhk+Z941uigBoo+nGSY8Vm1GLTCLEiAjgzxUBoaw+9QPyrcNL8PqN74FAHB88Brq06Eqp/GmikL4lytA8rnGB9WmKUCi2pUFRpoDovG8Vr9AswXijdmtUDtHsMFm1QJj3+hjfYCi0QZR6bPNy+DTOkGH2w+VTVRLogUWvoeMCNUdL8oAsVlgMVuLKT4sVyQpQCmEYOkAywBRC4yHoIU+QDEF6KXDggIkZHM6AVNAGOFjv2epIEyhOnFZ+Dk6nKM8eSkZIPG4RdogMLLYjgCxasPhcvsvgYzcOR7JIEBZClD0mTi5hxaY6gO0iMFnK3WrAAkEKDi6V75TIEC1yWTJJpv4zs9FWABZLx+SY/94lrxAeiYjQPEMEK1Gg8MXXU/IYjjmIFybTiqvj0d9hDLIFy+Dhy9lbswOJ49zAkTcKJQsgBOgWCm3Q6JFnWVKfPqnE3jFCBDrYQTd5OX2Pn2dTDaeJId4bfyt67Fr4Bf574Mjy7B81Vocwih0jWDvs0+Ez5H2FIKVtMASZfCUqO7Rj8fjw5tR/vU/SjxuEUJD6PvmwOQzyfoFWin6zLb02SVA6+eKADFi4McVIKq+CIpL3jR4Np09XgbPLTA7WowTs8D0uAUmh6CzMkCMOLFxGCzLE43CiM4j3i9mz5HomhnP8hQFIwBsPEmLho0NPdmzB4iUppXD4XWREbw0sNdYVHrsDCKYhTLPAOVbYEztKzKfi1tgQUYGKJMAWXR/DWtGe/e3o/oALWL4VAEiTrcKUPQHaEy9It2nCU0HG1NJqTauAPlCDxstaK8ABSU5QMqmxpsxAsSqunSNwPDDi5aoSHjWEIIStQua4wB7TllVYFIGiHZtJlrHeQ42p8oIvEQeBogIkBGzwI5oS6JtbJkA+TmNHkUwwqUbFlePAnoxYu+pbmZfzDRdx+n/8y48MfCLeHTJf8TgcHhO+8qnAADGX3wyPAYrqReD3DTrE7f9WFbrcHkdztv2dZxy1qbE4xYJmnMCpHXYlmAOYAgEyJlDAlSdkwyQXAXG1Rexl05OFVhLqBgTM0DVGAGqO8k+QFlVYLUUBUj8mZEDZoGNxwmQcO6iUtB0fbw2EV2/mDXVKTgBos+XVc0Zupaq0DCbcCUd35E3qZ2RUXMGChCvAmtTBs/GWIx0QoD8dAUonudiOGlZFZoGnHX8SG4Dx07RTwpQf+nViwA8lOkme+IUgSWQjWpD7gUkNiRspRAgv4ACpOWoECRGgJgaEidAohJl0sntgZDF8O0hkHJIgPTWeNSQImOxFRUglgHyYKDTuC3LABltFCDRivKJhilzBKt8Om+LPg+fdY0uWAav8wyQKezr0POhF+E2ilZlYAgbPvYt6bb66GnA2BMA7RAeVZQlLbBEHyBfth5ZtolV2QHFFCAW7Pb68HIiDj+Nd4XuNVaNlLFmpIx9E02MVGePDEbfoIPUIGlZKCXPmwXG7J+SaWDAju6vxkPQrp+YPRVfzJl1004BYottFIJ2pf0qaY0QA4K9VP0xdI2P0HD9oOPeNEwBYSXezGoydI33y0nDiuHwushC3mngVWCCAtR5BqiYBcYVoHL7vzlRBUwjQFnkZu3SKr77kV/EcT1q38Bg9FEfoP67Yh3jCKi6oLldWmCIyMUSd790n5gBcmvJcs0gJwOkcxsq+8OuleQeKozUWAkFKDpuiRIgCAQIpSHo1VDBMJ1JXrGkZYSgGTEwEHDLqTsCFD43k7hRVZb4fOjICEOoxqqjHGadmINFu08zGytoowA9/u07gZ9+FyNBSHg1w4zsM1YGTw/ecVk/AHPNWcAYMDLxbHislJ5CrI1AnPSx4ajseQNhtskUFgG9iKVF3zcX/acAmeXoM+sZsx/Q/vx73owfvzqBM1bPTrk9EFeA0ghQUgFKywBxAmTpCEjSAhMnwierwNJD0EwBEkmYSIDY+bAy+PG6A0IIX/DFDJDYMO8lWgL/hpVDeHZsEoSEJfRssGpRMALAnht7DXRNVoCGSiavkgMiC8yhJCKtdw57jbMUoCLDcKMQdL4FxsZYdGKBuT5JtcDySOQbVva+b1Y83D6fUARorkFVE57V6HR3gQAtDw7B9zxuBYmLul9PEiA/NrZBLINn3ZzzSsCNSmz2FiU1rDNzdODocUpBSIAk8lQehjGwNDyEO4kWUyjaZIAszYfvsaGtnVsMbFK5SdKrwJhVJE6ib2pluOYAwCr1qaXCbaw2ZfBLd92O1wUvCQ9hChYYrQKjBMjooovyslPOBXYBJzgvggQBjLSS+owy+LgCBITEskQ/Yx7RC31rZZ8ZT+u/y4lVibJn/hwQoLesW4q3rFs6q4/BFth4FRiDaDlZRo4C5EYWGIu/GLrGyU1FaIQYt3dE1UDXImJU440QM6rA6P6sEaIXEEy1og7SFSuZAfICgpdpAPp1ywewf7KJIzUHR2rdE6CkAiS3hRiuWBIBEh+n7niwU9Ra9hqLhMI2kuQvD+y1arWzwIQu3u1gdVkFNluIh9vnEyoDNMdgze6MLhUgSyA5tubj8P4oCC1aYAEdmikioQAJhIg1M9RzeusYsenrOv12HVeAxCxShU5uN4Rv4np5BFZ1FABQ9qeFCqn0P2ZTyMa4tJTf74K7R0qSF4WSBTAiYJWii11Tq0jjFJilwklMxngJBpvItqNumoJ6NHMF6PjXr4dDDAxqDbz28k9hUQXIEOakaXqSIIdPItmA0heIZVDw8sD6K3laf/UAAoCSMPrCFyvjFjB4J2ifSH2AGOR5WtkKEFMDSqbBA69sDAYQKUENN+oEzcvgY9aOSMqAqKEfEAtBUxJQtgyuwhytOUIIWiiDN1jOjvAmiCcuq3L1qJteQK0MBcjQNCnYHVdWRqsWfx5ZQej2fYAKEKCCChDLAA1XClhgwmegkz5AswWuAPWBBaYI0BxDoyFaNv5g13f/Fj/794cL78+mubPKpMOv/JTfJxIgrTmZ2DdwYxkggagw5UDLIUBWdYn0u05VHQtxa0UgQHT+l2ZXeO8cozoCkxIJmzT5eWcRIDEc7LFZV+hCAbKYAuRBzymDF4estvQKfKGCjVkqfHJ8GwUono/SdAsBV4A8fj4AYOSob1mwSyXsNU8EAOx//nGYlHAZaQoQ8fHo//kMfvinl8H3PP4+iZ2cfeF19YsSIK4A9Z8FZlciKyowZ18Bmgtk9QFikDJAOX2AWKWRbep4/YpBvP2Mlfhvv3Ayvz9VAaKLqahsGLrG7SoGWQFKJwFiL6BGSgZIzIowy2f5YAlL6X7d9AJyYmXwjGgYhiYpNCMxYiF2y2Z5pTgiCyw9+FzIAitYBs8UoGIh6PxRGFk9kGYL0Yw3RYAWHXQaTjX9Bl79+U9w7s7fhf0PVxXaV5zm/kLpdADAxK5/iI4tfMPXW+PJ/T2ZAIlZHaYAxSugRJQGR6XfDbq4xAmQqAANkpCw6IaFFk3tWNVR2HQqdylo8vNOG1AKAKZQ7eU26ayrLgiQSS0wK1MBogSoHL0Grl4GEQiQXaEEiPfyyS+Dj9uDumkh0OQKMjZ3q9suxeOVkwAArYM/h82aKpYitYNPrycBTn7mz/GWie146ZnHuAUGUQESLgmFFSCqrPl9aIGVhdlfgXVsKEBiYzs/xdoqS5ZTgQyQqcPQNdx5+Xn46K++gd8vK0CxRoiSApQsIZcyQBk5mCVCL6C0KjCR6LGF26aDVIEwA1RreYUXUkJIIgTNrCYjlgGKW0sDpWheWqYCRN8LsapKssAKEI0is8AIIbznUzELjH0G0svg4z2dZhvR+zqnD5sKRYDmGMyaMP0mJg/uAQCsDPaDpFzI4nCEURb1sy8HALxx/z/CobaQWCJvOsmJ8CSWARJ72JgkvC/PAisPyhaYRQmQoRGpQ7MYxmZNEzXDgkMtEnswIkBlCAQoowxcGj7aogSomwyQJYSgkZYBCo9pC+TBNapSN2F7YER6/HaNEG3ICpBYBg9fnm7faV8jBjYUlTQnueVmlYXGZZTY6cRDhRJS12nwar1MBShnArwI1jjS02ev03K3qIjDT2NzwRYqxGxMugLUvg9QEBDBAkt/nytWpHjE7R1RyTEMjdtyDJICJA44TVGAjmRYYGK5NDtX29CwdDDc76m949jwqQfw4a89mXr+cYiLP1NzmAqmx0hc3AITeyXVMghQmgJkdZgB4iHonAzQdMsDe9uLhKDFIHy8EzbQfkJ9rxG9r/PPgBQBmmMwAmQFTTi1sHuvrfmYnMhusc7gCmXsZ7ztMhzEEizBJHY/+PcAZAXI9pIWGIkpQIEQVmZWjZFDgKrDcrjTFvIV4rmlDRrVTRsvDZyFwxjBmtevR4kOpayQVpQ/ysoACefELLBu1AbWOdqCl+xejSgLYwsKkGdWpGZ6pWp43szGIinPVXrM2OPohikoQB4C34dBSWJeH6A8sP5MWmsCNk1rW2VBARIssDK9P/CibtgSAeoiA3TyW34NP7bPQf3M/9rV+c8mypVBPnpEag2wgMGHSfrpVWBpfXcYUXrxUA2OJysBpYymjXkKkLhomrqG+NqepQDZKQRobLLJO2GIBEhUgBiBs02dW2Dffvo1NN0AT8YmvGdBtH9SFSDhOcWVlcGyyXNDWaXwzGaUbC+zQwvMYsQsmwCxhpe2oWeSVxFiK4S+CEFza3NOHzYVigDNMUxKgGzShNeISMrk4deyduFwW1HlWLkyiBfW/EZ4zKf/DoDckbnsJRUgJAiQqADRiqScPkCDMQJUHogUIUeYM6YFyVyMblpY//98G0PX/BTDo8tQoeTJ1jxYQZNuk06+DMPgi1jApp13EYK26HOzMwgQU4BKAnnwjapUwcYsFUZi2llgCQXItCTyJA5T7aYKLDyp0XD/1iRKVMmzhf43zAIz/Ra3UAM3GlPCFCIgInZAcZtx6Yrj8aZr/xXn/cYH2288x9ANAw2EnystY9baQkM7BUgkNGL+Y9eeo/ilzz6ET/zDj6QwbNYiKpbBe4lRGNGiaej5CpCdUpUGRKXwr44L1zVhW0MgQOx8bcPg+zESx0Z6vDrewFcefimzWaG4+Fdt2WoydE06t3i2pmoZnDRlKUDsvZD7AHUWgi5SBj8plMC3G64KiCpgegi6l00Oi6CfyuAVAZpjWDz70oIvEKDakbGsXTiYzeQQA7phYO0vfwAAcGbjcdSmxiW1oRIkB1vGFSBx8bbowmnY2QSoVK7CIcKFrRotsuKk+bQ5W7phQ9N12LTCSsxmsHPNssAARPOzqAIUdGGBsQyQrpFk80ZEGSDTsuHS5xlYVamZXpXagPEgcxp8z5OaCgKyAkR8T2pGaXU43JUfk7YnMN1JVDU6vLEiKkDhcVlLAoCGt9n7ZMxMAep3NLTwM6eXjg0CJBKD9D5ASdvF9QlePBi+/z8/VOPKhyaUsCePk2yEyLY1dVllylOAStJojqQCtI8SINvQpfuNlAyQZWhYNih/UZhueSCE4PP/9FPccN+P8c2n9qU+H0aYLEPjpKwldYIWy+CjL1gDtgFd1yILLINguSkKkJwBKkCACpTBRwSo2JfA6Ln2iQLUR52gj40r3AKCTfuSlNBE0IpUmsb4/qxdOFgJOOu4e/zrzkBANOgaQWNqQlI1BkmSACHWtI8IFhjrL2TmTPPWdB01LVpYrVIFLUL7eQgESE9RgIwYubHtMicZAyS8MOs5Yzh42bk7AwvMjhSmEmkmNxDCwA5t6hdYgzBp1ikgGsr0/WMEjOSUwYukkMEQFKAg8KXhrvHXqCjMgbA6r+pE899sIQPEFKByELVeCDyHK3WaYIGJCtCxQoCalACZ5WODAIkh6LYZIMH+YLmSpuvz7EvJ1DNVBDYeo+H4vNzeSKkCM9tkgLLmYbEsD5vxVYmNDzGEc5cssAH5OhGQsP/Q2GRI/l8TFCURvOrN0BPtAeKzwEQFaJB2W2avh2iBff/5g/jqzpfC82yTASpCNMQy+Lrj4Xs/HuMVcgzMAisSgAaisR8Nx+u4EeJsQBGgRQxWRVQmLZBmRIDcqYNt9/VoGTubuaTpOhxKhhynKSlAg6SOH37zL/DDW98d2VN+tgXGevmYOQoQANRFAmSV4NLHFwetpilAWqzHjabraGghIRmiBCjPAmIEiNBeRkEXBMgWyF0JKbOERALEetrYVR72rqPMh33yMvgcBajVShIg3bAi8uR7Uhm9lZO/yoNNCdCIFxGgiqDOsf5CVRItDIEfDaoVR5AEx6ACVDNChaw0vGKez6Q3YIt3QAA35Rt9WhWY5xNOABquL43ByELaKAyuABmyBZZbBWbKZIlhHZ2w/uKhmvR4/LhCVkSsAmPKkYippstL5ccb6a0pHIFExUd56JomEYEhgVww64tNRxctsN//+o9w/Td/jJcO1aJGiBl9gAqFoIUy+L/6/ov4wN88gb995GVpm066QAMCcXP8vlCA9D4ahXFsXOEWEEpUQahoDrRWZIH50wUIkCMrQEC0UHtOQxqTYWgEb9p1A94y/h385Af3AojmfTGIFphNK5GsNgSooUcLq1Uqw6VkzBd6DKXN2UojN02U+bkC+SFgVpFE3O4tMEs4hzJJIUDCMVnJvmYPoDy8DAAwrUUKAhFITBa8FAVIN61o30Ae7qob3Q3QLA2F2aylJOz+7REdlqB2aWkEyBMJkKAAiQSoYBVYv0P79U9j5+s/itPOf/t8n0pPYAgLbJpVUkrpA+T4kQLUcgNpEGoWWE5muuVJ5CE8bjwE3XkfoNcdF15L0gLQQFhdBoTVQlEVmJ6wwIBwaOkUJQZZk+IdgfTFVQ9TGIZqG7o0zJZZX2ll8OznqaaXXgUmhqALlMGXhGGoTBk7MCVfR6IS+GJfAtnk+3rLS/RBAha3AtR/jTuOcYhluWbjEP9Zqx9O21wCIxmeMHOJWTWe0+IdhRlYHqSx/+fhY2QQIBIEKGnFFKCWMcDnYll2GdP0I+R2aIEBQEsrA0Tcpr0ChBkQIE3X4RADtubD1pILhyYoQK5mAyQcffG6N52PnTsvh33Ceqyi93MVJy1MzY6RZoFJCpA7o+GuDJWhUAFiz6kFW/rDZs+LvccAQDyXh+bFBpSyBTZ7E83nEm84923AuW+b79PoGUyJAKUpQEnCEVeAHGEOWBaYlca2HSqbWDFEe2lJCpCeIEBZCpC42K4eLqNiGbwEvpylAAWR0mWbOpYPlrBquMwVhINTLVkBqqc3SGwJx4gv+mEZfHhbyZSrq+IESAxZsyCv4/vCKIz0DFCnIWimZMV7OHXSBBGQFSD2GoxULE7e5joEzT6//dAJWhGgOUa5EikolVZEgMxGEQIULqiu0HHX4wSoEY7JSPuScfQlAGkEKPxDcpwmmF5g5WSAAMA1BwEnVCxM0wrnPxFZATJSAsZpFV4tvQKRs+WV4DMCpFEbL+iy67AHE3ZaDyBAqobyOAEagKbr2PSBP5M25QQsLwTtJlUm3TRB2CiMwJvRcFeGKlWoGJpaCWLaJU1ZIqIFpmdYYF2QTIXZh9GOAKX0AUpkgLxIUclCXJE5+4QRnhfStND28gKS0QhRyABl5GB0XcPJywfwzGuhEl6NPZ449T4KMIfk5b4P/QJAgCv/+oc4ONXCZMPjxOBoBgESbbS4BWZo0XMoWbqkYDHiM5BSBs+sQccjkQKUUQUWf8w0iNPgJ+qMAMnvcTQGo2AGiClAQgZotGrx6rs5t8BYtqsP6uCPDY17AUE3DDRIuNQNelHvH9tJDi+Ngy2oYgCYkSHPafKOzHUiE4nSdDgvjA08ZWA9bFrNyBopldsQICskcC5MaLrOxx+Ii31al2UzpcLJ1WW1KS8EzAmQRzNAenfc3c3LDglZmIZJR3UMLU/dlJOYPAssJQNkCgoQ/JkNd2UYGpXP0YlRqbT+SsR3+fukZ1lg6vLQl5AUoJR+MVmzwEQFqMkHobbPADGcdfyofB504UwfhaGn/hxXQV53XETVExkgodxfVG+AcDjpiuEyhqgNdGCqyQnI0VqbDJChJ5r/GYIFVjINSRnLs8B8rgAF6X2AOlaAogaN4w2qDmcoQJ2GoGutSPljw2iBuW+EyJS9flCA1BVuHtCk4d/RICJAVbc4ARJnLrEBlL7T4h2Fx3W5Y/NoMywLjRMgVgbdqodhbJ9oKLVRgAIrtPBY+NoHI0DRsdPmbKXZW25sOneeBcYWZp0SINIlYXAhXzTYfDIAUgZIf/tN2Hni/8DpF7wj9Th8gGhOI8RUC8yyhQxQpAB1M9qDwS6VJdLrxDoypw1ZJZ4TZbWO8QzQsYY0BUjkH2nT4IEovEtItIjnWWCGrkn21TknxDrB04VTzM8wiCSslBLKZjjluMHUfdjjA6HN5PrpihULK796NPoSx6ywW773HL6w43l+OyOLoQUWC0HrUQg6VICKWWDM9nK9qCLPkgiQPDKkHZh96fgBjtRkBYgQAiLMRStaBl8VFSDBAuPnOMejMBjfUhmgRYoWSgCmMIKoL8ugP9F2v4ArQAIB0i0gALzmFA8TTxujgHcAdVJCVWthhT8GEgSJbA7LADUpAaqjjKE23wZY12FGwtjjB150ATKQJAVpYx7EKetAsSowNkS2myowQA6QAywvEx5TrFQ77bxfAc77lczjkAJl8IywTmCAv9fhLDB6oQ983ghxJgQICAPaVVrZ5moxApSmrAUujCA5gkR8XYn6ftSXEO0nPt3cMlBzklkaMd8h9q9hi2i7TsJV2+CL5llxAmTqQKu9ApTVCBGIKUCZZfDyLDARTAF6RSBA0y0Pr0008GcPvgAA+O//4WRUbTNWBZYSgtYjBUh8DQcSChBtJhoQPpLC9YNUC0yugGv/9yQ2sTxco3/P9EGu+srj2HOkzq24rhQgnxGg6Fo718NQ2eujCNAiRUsvAzHrfpRMgAQBL7NOAxtm6ukpClAz6vtTt5cBHrB76Wacd+R+DGhNHDn0GleAWO8gNguqVQs9+KZWhjA5KRVaOSRArPzd5xaYOFk+JQSdQm782HTuvDLwQDPCTA59DqRLC4xllhhamo0BSoDQwTEJU0dyFCBOgPRRPHvG74G4Tbx1yXK+b+B7CPzeEKC6PgBQRdEtoADBc/noFNECIxl5IIX+gkEJEEO1ZHICJM3eEha3qWYaAcp/jyuWgXG4WDpg4/hR+e9VLInPzQDlWGCiAlTNUIBcP+BEI64AMRLwSqz3z7OvRS1GjtbdkAAJw18TCpAWNUJMhqAN6X+mpIll3FkWmESGCk2Dj7Znh2cB8AefPSBtWzQEzTJAk02Xkw7JApvzKrDwf1UGv0gR/4YOAGXNRb02mbJ1BDbMVAwA+5QM+UJPIe289+EZ+yys3PJ7OKSFFUKHXnmeE5MmzYgwBcil5Kmp5dtfQESAePaHKgZil+l4NRqQToCCGAHKU4BYRZLpMwusWwIkXzRaEMrF9eILPnv8vDJ4Zgv6sLDxP2/DW99zrbQviA+fvqcznaTeNCLq6sWyVakZoEAkQNHrLlqLSgHqX8QJhxggLlvplpOYXWEB27iiEgdTZc46fiTRMJEdO60KTCQq0myyLhQgsRFglgIkWmAAeLAaiKrCRAIU78ps6JE6FRKgZBk8q6ZiFpioYDiSBZaueBVRgExDT7y3rh+ApJCFTvsAiQR4lO6ra0i8d7MN3geoDxQgdYWbBzh6OtGYOJQ/DoNbYHq0YLGfidBV+qyLLsUZ1/4bTjrtXByy1gAAJl+LCBAbDcDUC5daYI6eXwIPAEY1lMF5/x/6+IFUBZYkBVYKuSGx6dy5FhhdmM0gfJxuFSA/RoCkvExHChC9QKYEvhmYLSgqdkA0coP4HidQM1WAWmb0TdozYuHyNAXId/j7JFpgRFWBLQjEFy0xQCw2QgztqfDn6VQFqA0Bosc9O2Z/AdHiHu8DZJs6r/Rhv/OfYySgaptYM0LH48QUIEZSGkLQO65WMAL02kRMARqLrofjlOyJFphtyq+fIZbBW4b0ukSNEOUQtLiAu36UUxIJjJVD/rIQfx3cgCRK4YEO+gDZye2YejTX6g+gZoEtesQXqGkSEqLpo/kEiI2uCMTp3WwBb4Uqjkd0qey5Vj0eAOAeehEmnffVihEgj+6bRcxElGhVlEOPwc5FHKuRRoDMNAIUG05p220sMIA/h+4JkLyfqMalWkUZ4I+fowClZbYAgWQEnqAAzYxsuNZw9LiG/DpqKWXwmu/C4FVgou0l/qwuD/2KuJogKkDxYDPbVuxgzEhBOwts9Uh4Tdh48rLEfZECJBOgOKkydY2HtNMWXNYQMVkFFv4vLv5x64pZYPG19LmxSAE6GlOAxFEY0WNFtliZEjhG1uIh6KYb2l2epAD5vFpLfI5SC4CC1Vbl2PvnekGiFB4orgDFlTVx3/kkQGljXOYac/Lsb7/9dqxbtw7lchkbN27EY489lrv9Pffcg9NOOw3lchlnnXUW7r//ful+Qgiuv/56rF69GpVKBZs3b8bzz0dp/5deeglXXXUVTj75ZFQqFZxyyim44YYb4Djp/SHmGl6s+mm/GbbXa4wfSNucg9lMgaAA8Z8dSoBiSoI3chIAwBh/mQ8AjRMglh+KV2Wl4bS3/hoePe4/o37h/xvuS8lc0IoC3WZqCDr5x6rZcgg6jSQxMAvM4gpQd32A4mTEExWgTggQzwDlhKA5uckgQMSPFKAZWmC+HREgP1Fdlx6C1sEIkGCBCTZgt5V2CrOPuAI0IHT2jSsIrAPxVCtFAcqpAgOAP37XWfjKfzsfv/D6JAFixCquAMUfX9M0TorSVJAL6LFPXy0nEOPzxeyUuWVDGUHgnx2MrkeM7LVy+wBFrykLIrNzHuAWWPS86q6fUIBYRVhWGXxRBShOSsVZaCKKhqBtU5eImG3qnBTNdQ8gQFCAFkMG6O6778a2bdtwww03YNeuXTjnnHOwZcsWHDiQvtg//PDDeM973oOrrroKTz75JLZu3YqtW7di9+7dfJtPf/rT+MIXvoA77rgDjz76KAYGBrBlyxY0m2E+5Nlnn0UQBPjiF7+IH//4x/jTP/1T3HHHHbj22mtn++kWQiAoQHVSQs0KLwDOZD4BgsfUD8GyoIuX7lISE8u1m0vXAQCq9Ve4MsOVHkqAGHmJV2WlwbLL2Pi7f4Vzfum/hPvQsnjSjL5xmbEMkEf01HC3Zg9Kv6daNRRMAbLYCItuFSA9ToCixV/rgIQwBYjkWGAkxbIE5DEabBbYTLsuB6XIoiBmPAOUfF5a4PHPgyFZYKoKbCEgPlZBtsDaK0BFLbDlgyVc9IbjUgem2kIfIDNHAQq3DW9LUxx+56JT8MR1m/H2N62Sbjdij5nWtHEowwYSyQnLAIkEKH4sXZdD0EBEDtkw1DA7FJ5TreVxwgOE9lp6I8R0MpSHuALk+CQxxLRiGW3zWyJYKTwAlAydB87nugs0IHb4XgQE6HOf+xze//7348orr8QZZ5yBO+64A9VqFV/60pdSt//85z+Piy++GB/72Mdw+umn45Of/CTOPfdc3HbbbQBC9efWW2/Fddddh3e+8504++yz8dWvfhX79u3DvffeCwC4+OKL8eUvfxlvf/vb8brXvQ6/8Ru/gd/7vd/DN77xjdl+uoUgVj/VtQocezS8vc08MG6BCd/Ymd1huJTExNSGwdWvBwAsdV7jA09dSsA0ql4QaoHFq7KKgNghARLnmsXL4OOqFINeiiwwh5i5FXCMNNgkSQI7gRQgJ5qkzsQHtuZCsLGywELrcdLFO04LClC3Zf38dCoCAYpZYGn9lTQhA6SLyptSgBYEjNg396wQNBAtwuJ6wwhQJ4toHLICFB0n/vjh42QrDpqmYdlg0v6OP8e0c80iQCLYbLDIAjMSC7+haVi7JLz+nbg0/CL4tjeuwAlLKnjDyiF+nkwNqrU8CPwnDEHzbtVZjRC7VIAEcgUASwdsrF87WuhYDGIOyDZ1rBgO14BlA932n+8ei2YWmOM4eOKJJ3DNNdfw23Rdx+bNm7Fz587UfXbu3Ilt27ZJt23ZsoWTmxdffBFjY2PYvHkzv39kZAQbN27Ezp078e53vzv1uBMTE1i6dGnmubZaLbRaUZB3cjK/ImsmIFaktDS0KrzyMmASILVDOXsBYDmbFAXI9CgBipGN5Se8AQCwIjiIKTrMk1lwGg1FEzccuhevyir0XGhVmO4IChDxpZEc8d47fLvygLBN/igIpgDZoK9BJ2RFgEhGfBhSnqqjDFAhApRu1xGhD1DASO0MyYZeGY1+sWQlL1MBQrITtFQFpjJAfYt4hqUiLHDJDE7yfSxaBp8HiytAOkQ+kaYAsds6yZzEq6HSCETcAls1XMbYpNyAdDxOgFIsMNPQ8K5zT8Bpq4ZxGrXiPnvpOSCESOrXgG1gouGi1vIlouf6Ae/XY8bspuj5dJkB8gNeCj9YMvHQx94mBd2LYEBQgGxTx8nLB/CXl5+Hk5a1V/17jX4iQLN6hTt06BB838fKlSul21euXImxsfTA79jYWO727P9OjvnCCy/gz/7sz/A//sf/yDzXm2++GSMjI/zf2rVr85/cDEAEotHUq0A1DBYbjSNZu4SgiyURMxv0Z8unFUcxsrFs1YloEBumFmAJaMdnQ7bANCckT/GqrCLQy6HyYLpR1YUVV4AyFnezLJRut1FAGEEoEUYCuyNAYnjagyFZPp2UwaNAJ+i00Hr4QHSsR9A7BcisjkaPa8kWWGr+KnB5VkuqvlN9gBYE4hkgpgCZgpXDYJlJ4sA7Qc9AAbK4rdVeAeqGAMWbK6YpQPFKqBNTFnReBu+z8R8pFpimQdc1nHXCiHSOcetPVIDkDJCgAOkzywDFXz9PqDCzDA3DZatj5a4aU4AA4FfPWMnVrbkEL4NfDBmg+carr76Kiy++GJdeeine//73Z253zTXXYGJigv/bu3fv7J2UEP51jCr0oeMAAOVmvgWmpRAg0LxHKQhVnLgFphsGXjPWSLf5Zvj4Gs2vaF64b7wqqwh0qgBZNINEggBWbNJ6lgJklaMMUDy7FAcjLmU60Vzr1gIT8jieZkiEqLMqsIjEZG6TEloX9yWBxwfSzpRs2IORuqnFFaAUAqQTl2e1pAyQ8HooC6x/kdUHKI185FUfzYQAsXOIZ4DiCgYQLbqdhG7jzzE9AyR/ttelEaBGigIUO3bRXjicADm+VMXUdKNmjWaG7VU8AyS/h44vD4PtBpICNA+5HxFRGfy8ngaAWSZAy5cvh2EY2L9/v3T7/v37sWrVqtR9Vq1albs9+7/IMfft24df+qVfwgUXXIA777wz91xLpRKGh4elf7MFcYFyzEEMrjkNAHBc86X8/ZgFJkxW12jeoxyEKk5aOfV49UTp94A9Pl28DWqBaV0QIJP2BSr5tArNS3aBzupxY1UG227DkFiMu7TARDISWmCCAtTJMdl+sRD0iz9+FGM3noIf/sMXotC6ETP3hCow1gm62+GuDKUhkQDFqsDSyuADD2ZKCFqchwZlgfUtEn2AOAFKvmd5ykMphTAVhSVkgES1Js1Wu/D1y7GkauGM1cl+QlnQExZY8rmVLZnMnLQseQ2Ll8GXzGTjxrjalIUBoRu0qADVhWaN4ustlcF3GYIOFaBkiX0nSFOA5gvs/TrmFSDbtrFhwwbs2LGD3xYEAXbs2IFNmzal7rNp0yZpewB44IEH+PYnn3wyVq1aJW0zOTmJRx99VDrmq6++ire97W3YsGEDvvzlL0Of44m3eRDDv75ZxZpT3wwAWI2DqE2NZ+7HCZDY2ZcGXMsk9L3jJdcA0Bp5nfQ7s+DYbDDD654A2QNhp2muQAlDURmySrztanELLEmAulOAiCFngEQLLK1jchY0bmPJFtj+Xf+IVTgE8/nvpFqW4QOZdF+f9xGaqQVWHY4IkG63L4PXAxcGnccihqSVArQwkOgDxEu3k+9ZXvakFxaYocuZmjQSdt07zsDj1/0qVo20b7bKEFdp0s5V0zQpCM0CzACwcjj8cphWBq9pmqTOFFaA7KgZojilXRyQaunppKewBRZ7D8M5Y+mz0IpiQAjJzzcB0oUMUFqH6zk9l9l+gG3btuEv//Iv8ZWvfAU/+clP8Du/8zuo1Wq48sorAQCXX365FJL+8Ic/jO3bt+OWW27Bs88+ixtvvBGPP/44rr76agDhB/4jH/kIPvWpT+G+++7Dj370I1x++eVYs2YNtm7dCiAiPyeeeCI++9nP4uDBgxgbG8vMCM01dMEC861BjC5fhcMIvxnte+Hfs/ejhEUTFSCa96iSMAOURjbM494g/c7Kz5kFZtL8kFGWy9KLoDQ4Gj4+VaAcJwqS+4R+0DPUnUpV6F3TxgKLEwStW8UkFoKWLLBORmFwBSim406HrQwsv55uWULotSNYYN2O9mAYGI76tBilWH+lFAJkkCgDJA6q1SQC1D9fGhRkiOTA0DWu5KSRjzzbaWYEKJoF1k4BYufZCRLjNTLOVbTBxFDv6avD68t43UEgDlRNKckvOhB0UJgIL/axyVKAxE7QRRshxlU5RwhBd9u3pyr0iZp3C0z4rMx3DnrWh6FedtllOHjwIK6//nqMjY1h/fr12L59Ow8x79mzR1JnLrjgAtx111247rrrcO211+LUU0/FvffeizPPPJNv8/GPfxy1Wg0f+MAHMD4+jgsvvBDbt29HuRySgQceeAAvvPACXnjhBZxwwgnS+cw34wQAQ1CAAkpGxux1WOY8jfGX/x148y+m7scGgWrCgsrIUEXLnik1dMJpwFPCDTbLAIULIAtQ66XOCVCFWi8DJFSAfGEkRk2rYBj1TAWoNBApQO0aAZI4OelWARIJkGZIod9OLDCNqziyAmQ2wko+y28Kil2GAkR8ELp/4vl1iMGRSAEyYg0m0/orGYELQwv/FsQQtFKAFgaMGAGyeQ+bFAUoZ8GbUQZI6ATdLgPUDeIEKMv+ERWgk5ZG19Y3rhrCQ88dREDCJpBOTEURzzlut2VBnAjvBekKkHhc6efCZfBJC2zGGaA+VICAUAWa61lkIuZkGvzVV1/NFZw4HnroocRtl156KS699NLM42mahptuugk33XRT6v3ve9/78L73va+bU50TiOXfKIUkYHr4FODQ0/D2/yRzPy1NATLl/hlBigW2+uSIPAZE46oRW7ztICRAVrlzC2xgOLTAqloLrtOCTzNAHtHR1Mq5BKg6IChAbS0w+f5O7CrpOIaYATIlQpQWFs48DgtBxzJAthNW8llBE1qQQYDEOWI9UoBMy0aNlDGgNWGUZAtM03V4RIepRWqVFUSlwiIB0hQBWhCIL7JsUUvNAOUsMDMrgxf7ALVXgDpFohFixsLNOiJXbQPDFRO2ocPxA5y0dAAVy0DD9TFedyQLTDz/tMfKQlXKAEV/T0wBCsd+zKwPUGIWmNAHqBcZoJmQ3l5A/DzOdzdopXHPAyxBAdIoAcKK0wEA1fHn03YBAD7MVBMsCz0WePVTrKGRZStxFOHjuDA5edDp4l2i9plV6bwkkhEgAKhNHoVHFSAPBhwtPM8scmOYJprEyt2Go0cKkEhGgpgC1FEGSGhmKGLADQmQTSIFKE5SNSEDRFgzyhmGoAFgQg9t1PLgksR9cRvSJhEBkgbVimrRDFUphdlDXAE6b90SvO64AVxy9prEtnnf+GeyGJ55fPgF5vTVwzIB6pECpAszxID2CtBw2YKmaRiphn/Hq0ZKWEJ/Hq+7QgiaNWWMjldUAWIdt5uuL2WA2MT6xIgNgRx2HYJOse86xaBogc0zARI/K/M9D2xOFCAFGWL1EysjHzzhTOCZ/EownXZy1qxoQTWs9goQAOw3T8AS7ydwYEoWDACU6HiJbgiQZZdQJyVUtRZqk0cRsAGrMMNBoyR/zENDK6MMt4ACFJsv1GUVmGgfBjCkULSeUi2VCTHILGDEPwogDKWzzFZcAZLUI5YT6gEBOnDhTXj5pR/irWddkLjPj33XsYPIqpRC0koBWhCIK0CrRyp48P95W9tt45gJWfntjSfhHWevwUjFwvP7oz5gvVKAgPDcmfrRLgPEJpz/h9cvxz8/dwBnnzCKkaqNfRNNHK07Uhk8IJOVohkgRmI8n0hVYDVqgaXlfCxDgx+QDhoh0uuDBjCBhFls3ZKXah+VwYt5sfluhqgI0DzArkQKkElJx5pT3wx8D1gVHEB9egLVwWS5qEEtFUNSgGQClLWQTg6sAyZ+AlezoJlMAQr/qCqkCWhAeaC7plg1rYoqWmhMHYFlh/aaq5lw9RIQ5Jd4t1AGMNW2CireTblbCwxmPAMkEqDOFSD2GgJA4PsYJZOAFpJKntlKKECCesQVoC6fj4D1v/JuAOmd0OMEqIwMBUh8r1QIum8h5nriQ0Pzto3D7oT0p4CRDmMWMkAAWyzDRbLUTgGqhP/f8l/OgRcQWIbOFaCJhhtlgFJC0EVzKOIkcy+lDD4t52MbOppuUNwCoyRnadXG4Vp4DWm4Pj3n7vIy8VEY8wnxtQ7mmQCpK9w8oCRUP1m0j86S41bjCIahawSvZlSCRbObBAUoVvKc6DpM4S8NS+FdWLyJoE58/P/tnXuUVPWV77/nVa/uri6ahn7wRlFAEBW07cSY5NIChrgksowaEh9hYGngjopjEr0GR2fmkmtGJ2OGFZdr1sTkLpGEe43eMEQvAyJXbVE7GCMqV7wkqNAgYL8f9Ti/+8ep36nfOV1VXY9TVaeq9metXtBVp07/6lfddb6193fvzXQdfozG15WbABqSDUE3OtBj9gGKQTEnradr8jcix6fJj5sCs1WBOZUCEyJJ6YaxplqP6AHqPXvS9Nn4kRBAsn0WFxdPehTg40gKHG2x94fyxaN+9kG1YmSNIkDuJZXRNhlpq8AKYFh2OgLESZVC4t2guRgzStyNYycEjL+9zwfDGI0af6tJTdAZeoBUUwDplj42iRTY2DWuuXwGrjxvEmY1Zuax5BGgRmE+2uAoF0C5eoBcZIIWxySRAKo+vEIKzBNIRHpOeGYCAHr+8qekj1PNC6oogGwpsBQCyNtklMJHJdW8yMkshpHhQcjxaiB/TW7NH0fiAig8+Dn0ePO/KFRBAKUWK3wyfap1c+xVUrKaYwpM2LuYpFo6SmfTCdoUCkIZfO/p4+b/VUk3q+vGRIDi30t6JDFKw4EUWDrsHiDeUds+O87SXoA8QK7F7gFKR6H6AKVaj5MRIPG8qS7czfX++L9jewxxP9DnFg9QsghQZuuxpMAEDxC/kGtJXosfrJiLX333sownr4fioq01lHg+wzzFlmsfIEsZfGn/riUp4YsqtQmaUmAlwC+kmnw1CQE0UDcbOPMOoqf+b9LHKebspsQfhmqb+5SqmmjGxR04/XoIn0xog1dIgQ0N9ILHkPw5RoBG1VogCkSHes0y+JikIMYFUJqLeyTHCJBsr6zKENFAbo8AZSWqZC4iEymwgTPHLYf4o33GMbY0JRewih42K/GcSIGlI1UvpjFjSkQRSBEg15JNebV4vyxZe684VrFVoAhQJgLoGxdPgapI+Or5k8fcZ0mBjakCE0VkZsJCESJAyaIXmYqcdHx17iTc/7W5+Mr5k/HKkdOIxBgG4xGmXP07booAAUbVXQyMPEDViKZ5TONwzYTEH60enAqcAdSB48kfFzdBy4Jng3tuOGO6DseZ2DQVsQc+Qpuq4p2X/odxHhbD6JAxwmKYeeDP8ZNBVDUiWrHh3kQZvKQhpowvbiKK0bNmXBOwPQWWRcm65TTiIFmbB0jNwQMkpsBGeqyNNmt0wxgqp4gAyYIAynW0R6akMqLbB9VayuApAuRaxAv2eBEg0Zhb79fw+VBiXI37I0Djj5LwexR8c0ny4dVmCkw0QfPyfUsZfGbr4aLJboLmZNrrJx1eVcH6K8+J/zwZkVjM9Bjl7AFyURUYAMgygBiZoKsSSZZx+As/QaT/DC5rTvzhahOmAUeBwHDyjtVqXACJUR/V1vU3XSRBiUc4uH9GYTGMDvUCMKqx/CkfmZ6oZkSO2Egv9LgA0qFCj88pSyduYmpmKTC7AFLsvpoMEdNRuqRZvETZRIDENCIn2medT1fLBgEpSQQoLlpVPVy8FJgkAwwIMwUeYVitPQIkUQSoLMjGAyRelEMBj0UAOXUxFNNs9lEO+SBqnlzWyn1BPUMJEzT3PeUyCoM/z4jOEE0yzTPTbs+Zwl9bXgXmhAeo1H2AAL6POgmgauXi5beMuS0waQYAoD5yKuljND66QPD9aF5b3juDCyn3usiIYXjYiACNSJnP6LGjewwBJI32Q4/xjtQKWHxSfbomfzHFEEDjpoBs0Yhcy+DFZoe6pFgEUDYmaO4dsjRCHLC+bgHJSAeKETvje2NfFBZJNLcscAqMR4AGpRp40Cfcbn0ztKyDIkCuRckifSNeNLkg4DgWARJHYTgYARKFVS5r5RGgs4PhRDl9kiqwTPsAcTEZ0/Wk/hUnIkAiXPTla4K2VIGVuAweSBihSz0QtfQ7QZiEmmcBABr102BJPl0kiwBlmgITUdREFVgkngIblXKN/wDMZ/iY5HAfdNMDpJpDV9NFd5iWWQrMPvsr1wiQGI1hNgGUTSdoOf4mIkaA5KHTSY+1+7R47yZVDyf6CBVYbPAqsEHJWoliH0JLEaDyQMuxCiwUEAS/LDniWQGsgszeyTgfRG2XS/qnsc74W/u0Z9i8LVkVWKadoM0IUIxZGiGa9zssLvjPG47k1wfIbSkw0wRNVWAEZ2KrEQHySRF8fvrEmPs9SSJAHp9NuGTgY+EXOQVRREcMn0pYzj0CxLtZK5EBc7hnTNLA4tPl04kyHj1iijflMQAcS4HZJ5+LXqJkQ0NTkWglkBCq3tEzyX+mTaTy1gUaC5vz2HLubJ0hLB4BGpatAsg+hNZSCedwOJ9wjmw8QOJFOSREgJxMhVgiQA6eV4wA5RK5aIlXhp2N99MBxEaI2fcBUk0PUPL0TbIqsHzQVON8iQhQbuf3qLL5WHcIIGMNFAEiTLxeP04jBAA4e+Ko5T6m60lTYB5v9gKIRzoUFkNs1JjiHlFyjwDJfiMCpEUGoMcFkC6rmHLFGrztvxwTvnhbyse2XvEdvO1vR8MXbx1v0ZZvs+rZI55GEz1AqqX5YTadoCUhjcgJxMdg2FFtKTCVe4BYJGGCLrgHyHhuo2pt0ts5FAEqD7LpYixelHmJNeCwAJILEwESz5tLCXhjrXfM/nAh5clFAMk8BcZSVIE5LIDiaxwO55cCAxLzwNyQAuNLSBZFKybkAXIZn6uT0BjtQf/JPwO4wrw9Go1Ai/fr0YTmh6qqQWeS2ctHyigFZhyjIIbYiJEC49VYuaAGQgAAT3QAo9wELamYft5FmP6DF9M+dsa8xZgx74Vxf4bd82P31WSKNQJkTYGpWUSV5CQm6LqoMQajDwEEMZQ4rz0CFE+JaYiYZfQ5N3bMEN6MMqzWAYkpGGNGkIgRIIk8QK4lqz5AwgWvxqtAlSVEdeZoJECVCxMBEiNLuVy4FVlCU9BnpsA8imwOK1VzMUEriRRY0giQw+KCm6oH8zRBA8ZE+N7hiDsiQJI7+gCVficICwPeJgBA+PNPLLdHwsLoAo84vVvGKISLZwYXUsVMgelgYSMCFMsjAuSJ9zLy6YkU2Lh9fbLEKQ+QKEaYpFoqv+QsUj6JURjxURa6jgbWAwA4pbRY12rzAHHjugcR00Sdq6k7U7gJmlfsmben8wAVOCpF5E6ufYC8qmIO9HSyX48sDP30ewoTAcr1wi02SBTPIabXMu0EzaNpqfoAOS6A4imw4Tz7AAFAIO4DcoMAkoVIWknXUdKfToxhNGBcPPWeTy23R0YTAsie9ooInZYziQDxi76CqCmAdC33CJA3Pn08oA+CxavAxi1rzxabQLCnlTJFFU3Qsmr2BYowxTISYjx4xEaG4QHq7/scHsn4lNbns07k9tgiQKrpAYoY4zBQvAgQ0wKIMWEY4RgPEFWBlQPWCNA4VWBiibomw2sKIGff/u9aOge3fmEmJtfl7ie0YxFAOV78Uwkgj5r9MFRxFlgyA2+m58kUdUwEKPfzT5tgvO+01uf+Ydcp+D6VOgJEH/HcRv0U4DNAG7Q2Q4zEq6t0Jo3xv4QhCqAMPEDxi77KYkDYSNXoau4CyB8XQDVsyIwAOTHdXMQeAcpmbIWIIvbkEUzQ9nLwcc9jS4H1fvYJggAGmB9RbwgYTBxrb1XABZEHEcjxyr5CCyA+10tXA4hChQIeqbOPGBF+l0gAuRYx0pBNFZhXVeD3GI91slwdAP7z0jmOng9wJgLUKgggb6oIUJYpsGgsuQfI6QgQF30jEeODVq6jMADg0W9ehP/32QAWTh07aLvY8P0mDxBhQZtgNEa0N0OMjBo57DBU+Gyf+CKiAMogNaRocRM0dMgRwwPEK7ZyIRCMCyBpBIgYkap0vX9ywZ4i0nKNAHmsESCeSrNPSx+XuGFaiZugBz83egD1ysExYlK1zWvjgkiRGBQ+Mb7QKTAudDQ/IlDhRcKsLqKIQoxM0K4lVw+QT5PNRoVOpsAKhepICiwR8bCkwEQPUKYpMEsVWJJWJQ6boO3ny0dgNdR40FDTkO+SHIHvN1WBERZq4s0QQ1FrU71oxLhQRpJo1qiUnQDiIx8UxCBH4/0x8kiB1dZPNP/Pho1KKKdTYPZGgYoDAgiSYqZ87CMhxoMLBV4GHx6Md9SWa83eRhx7ytLjS9zv0eMDU3OcbZYpPAIkefyW52r3AJEJujzIdRq8EQEyXlc3VAONhxiZyfXi3yKmwIRz5FIFJqbAklaBOdw6wv6cy+E1y4REH6DSrqMydrOCCLXwZohnoMeEkQVxE3QkyWT1qJS4eMoZlcEbFzlV0qFEjFyN7K1N95C0eLw+jLC4qIoLIOZwSsceIcmmZ4+IZvEAaaaQyjYFJtvK4CPDhgAaVQKAxxYBsq1VFETeuADKNaWXKTwCJGkBy/iLMQKIUmBlQa7T4C0RIIdTYIXAiQhQSyoTdA5VYOY0eD1VFZjTZfDORYDcBN9vigARFhqbpyPGJHikGM6eTFSC8SnrY6Z3A4jIggBSx2koCKsPRosajRAlb+4pMAAYiHcY9oSNUnA4nAKzC4ScTdBiBEhR4a8z0nfDWU5Ck20psNiwMV4iotZCEiJAo0wbY65WVBVRZtzmYyPx8xXWAzTS2oZh5kHDee2W3yG7V8tqgqYMuVvJdRaYV1Xg8xTGBF0InDBBt6RKgWXRTDLxGOO4SIpGiIXqA5T43tnzlwpTAJU4BOT+v4AqQ9U8OC0Zedqz3YlmiOkiQDHhNjmTFJhQ+u2LGR4gJU8BNBTvMOwL9wAofAQo10aIltEhsoopsy/AgXn34bOv/iSr88hCGhEA9BFDAEXVGsjCXoZT2Oy4cd0fF0CFNkFf/p2Hof6XTzDn4ist4y/sESCFUmBlgbUTdOazwLyaDF9cBJSDB8gJE/SkOq95HlFEiWIi0zJ4LppiKSJATqfA7KM18jFBuwm+37ESp8DoI54L6VMb0BQ9g6HPE0boWNwDFE0mgGRRAGXQB0g4xhczUmCqry7V4RkxLNcBOlAXi6fAHI4eiBGgMFPgyfGNxmKejl/g2274Yfbr4fPU4mXwLD5SJKbVWsRkstcLAMKShgBGDeM4Mnvd8kWLR79ikgrE37vHRIDEdWTRGZsoLllFgOTkHqByiACpDkSAFFlCU50Xx3tHLCJKy8EDlBiFkaoKrLApsErzAFEfIGIMEcm4UOnhxAA/PV5dlVwAJdI64qiHVIielFpmRIA0f34CaFQ1Hh/SDS8MHDb1ihGgGHK/MEuyjDBT4//PXXRwE7TKGxmGDQGke4IWAZTMtG7cbjN1F9gDJCL2/rFX6ylCdFByOI1JOIfFvzLORVeMGogeIDc0xBsPMTKTT/SD9wISo17WWWCZnYfve0RPlQIrTBk8p+I8QCSACDuxuKeHT1YHgFjUiADFkgog0QOUeSdoAJgAI3UTCE3KbbFxwloQAMyIBhyuAhO9KdE8BBAgiJI8REfCA2REgOQw91LVQRUM5akiQBHJKhBzHe2RC+L4C3sESIwOyhXyZluJKNlUgQnRUmsEyP0RPlHo5RP94D4gr5o8BTZeGtFcT/w4xoBwkvyN08NQx5bBV4gHiMrgiVTE4pPRedRH/H8yAaQLAkjNIAIkyTIizPrmVzuhKae1cmJeW3MthyMaYgosmmdkIsIfn0eaTrGlwNR4PyXJVwfNL0SAUgog6+2FrgITEX+Hxggg6gNUFmRj4BUvoj5NxvxW48MK/9fNiBGgfCJWPAKUMgWWqQdI2MvRSLI+QIUtg6+0CFCybtrFhGLcLoT30GFRQQDxCFCSyIquJESPkoEAAozGf5owyTw0MT8BpHutb6ZOm3rFCFA+KTAgUUmXzxq5YNGkGJiuQ43G2wn4gvAI6UT7qAlzDTYBpBTBA8QRmx8y2++TGEEU56QR7iKrCJCtCuybS6bhqnlNmFBTvKhjrjjhAQKAi6aFAACzGxMfTsRzZ2opFKNpI9HYmPsLXQVWDmnLTHDLLDB6h3MhetzTw6KJFBj/f7IIEBP8NpleSA0RYHQD7kEtQnmmYCR/yHqDwx4g2SEPEABE4/4b+3iNbBDTiLquwxMXQGqgHh6fYIKWk+9D1J4CK3AVmIhlArxtD1TyAJUFqpx5+sbeBwhAWYgfwNoIMZ+L/9cvbMHCKfWY3pBoUZGLCVo8LlkESHO8EWJl9gFSXSKAKmM3KwydiwfBA6SPGCmWZB2WRQGkapkNIoxJiZe+T85/Nozsn2D53ukIkGjOjeV5YTZTaPl4gAShGYtF4dMNAaQFgvAFhAhQihRYzCaMcp1unwti6bu9XYEooCWqAnMtovE52z5A5QR/boowbT4XJEnCzMYai6BSs9hDjihIRosQAbKX1VeKB0gmDxCRCsZTWkIKzPPx/wEAjDbMS3J8QvTY506lQoyiDCqhHFZpRa2xnsPVKbC4AMgn6iJGSmLRCHy6MVTWWxOCt0YQQCnM4HZhxOezFQOLiB4TAaJO0OWAloUHiEcNZKn8LqA8ulWIdYvRlEz7AElSQoiNRJIJIIerwGxRr8opgzf+pQgQMQYugFjMiAAND/Zj7sCbAIDGS1ePfYCafQpMFBEjnglpjswMT611yJ7Ts63ECEksT3OuKT7yiACJ+xyNRhCAIYB8tfXwBxJVYCkjQIpVqBYzAmQxPttnrFkaIVIKzK1k4wHilU9+TYGU4YXeLfALZSEu/FoOozCAxH6PRotQBSZXagrMeB56iSNA9A7nQlh8nIUU9/188OrzuFgK4wQm4ZyF7WOOl4SLqerJMAUmvPRhb/4Tgn11NgHksKnXknLKMwUWcyACJAqFWCSMIBsGJMBfNwGq5kGYqfBI0ZRDYe23F9cELYgtmwiUZBlRJkOVdLPUn3Af2fQBmt4QwHUXT8E5k3Of91cq+IXSU4DUnZheyjQCZDxOwihKVAVWYSboaIwEEGFHNUSMFI8ARQ/9LwDAXyb/J7QkM9mJs70yTKXEJNnsBqz7J6Y/OAMCwUbL906bekUPkH18Q7Z8Xj8PkdMfoWHGgtzXIwiHwb7PEZKMzazhs8UkLzyIWsWGgP32XIe75oLY/DBZqjIKBSp0igC5mGwiQJIk4bEbLirwigoDFyaeAqfAsvHuGCInZlaBeRTZ7AnkeCdotTI9QPxpUASIGIMUjwDJsTAi4VGc1/sKAKDuolVpjwdss67SoAspMKmmMc2RmVETsp7DeRO06AHK79f20u/9Av09pzEzj9J/MVIy1PsZACDKZPjiPYBG4EM9BhOGdhu6PQVWxEaIFuNzkgiVkR6NFLU3EZEd2VSBlTNcmBSi/NuSAssiAsQfxz1APi0hgJyeBWZPqTldZVYq3FIGXxm7WWlwAaSP4tgHXajHIPpQg/Mv7Uh6uCiAMo0kiGkktS6/LtAAUBecAJ0JfTUy7EeUKWKDPj1PD5CsKKjPs+8RAOjxP5+RvtMAgEHJb05+H5UNIWrvs8NhNgFU1AiQsKZkQpV7rCgF5l6yiQCVM/x5FsL7Iqar5Cz2ULF5gHhnbeOchesDpMpSVut0M2YZPFWBEXakeApMjo1idNCYrdUr1UNNESXgAijMFPMCPB6ikdgbzF8AyYqCASkgfO9wHyBBIOguSc3wkRzhAWMA7BASzz8sxQWQklwIMtv+pHptC8G4Aij+vCgF5l5y6WFTjvDIjJsiQDzKwyNAAU/i78TpFJUoqCrFAA0Is8BK7AEqyo5u3boVM2fOhM/nQ1tbG9544420x+/YsQNz586Fz+fDwoULsWvXLsv9jDFs3rwZLS0t8Pv96OjowIcffmg55uzZs1izZg2CwSBCoRDWrl2LgYEBx59bIZDjvXwUPYLoqFFdFJZTp7ZkzZhzE80iNSSmwPyh/KMhADAgJUyWTk83Vx30ADlFLP7nEx00BNCILIzAyDICVMxhqJbS9yQ/97hnBoaYF41TzinemoisqLYIUGEEUG4RIC5yeARInC/mdApMrH6rFP8PUEV9gH79619j06ZNePDBB/GHP/wBixYtwvLly3Hq1Kmkx7/22mu46aabsHbtWhw8eBCrVq3CqlWr8O6775rHPPLII3j88cfxxBNP4MCBA6ipqcHy5csxMpLom7NmzRocOnQIu3fvxs6dO7F//36sX7++0E/XEXj6SNFHTQEUSSOA+PiLbGZkiWmkuonNuSxzDENyQgA5XdUkno+5ZEaVHm8mqQ/FBZCSiABFFEOUpooAQUhbRrKI3DmBGH1KZlY/d9P/RuSv/4T6hvwjg0RhsHqAKufCaKegKbAcRSRfE792FzIFJqbpKmUMBuCeWWAF39HHHnsM69atw2233Yb58+fjiSeeQCAQwL/9278lPf6f//mfsWLFCtx7772YN28e/u7v/g6XXHIJ/uVf/gWAEf356U9/igceeADXXnstLrzwQvzqV7/C8ePH8dxzzwEA3n//fbzwwgv413/9V7S1teGKK67Az372M2zfvh3Hjx8v9FPOGx4BUvUw9FGjw3CqkQrG8cbFNJJNBEgQS6HGllyWOYYRNdEAMNOZZJkiemTcEwGKp4qGewAAYSURAYrx5pSp+vsIIiRW7Ey0kj4F5vUFHPFIEYXDEgGqoMiAHf48vQWOAGUjIu1iLCAIIKeFmlbpKbBKjgCFw2F0dXWhoyNh3pVlGR0dHejs7Ez6mM7OTsvxALB8+XLz+KNHj6K7u9tyTH19Pdra2sxjOjs7EQqFsGTJEvOYjo4OyLKMAwcOJP25o6Oj6Ovrs3yVCsVjRA8UFoEeGQYAROMRhXTHZ5UCi0dRBpgfXl9gnKMzI6wmBqLKDjf2E1NE9gnmpYILIHnU8GlFNaEBIn+9UlTDScLIkmxeN0cQ1uR0qpIoDtZp8JVzYbTDIzOFaYSYYx8gm+D0a0IEyOFonGZJgVXO68w9V9FKjgCdPn0asVgMTU3WT5NNTU3o7u5O+pju7u60x/N/xztm8uTJlvtVVUVDQ0PKn7tlyxbU19ebX9OmTcvwWTqPEr84aiwMPWykwGJK6hRYzQTjuQ7KdSmPscMFUK8cHOfIzIl6Ej/f6aomXnYOJJ+HVgq4ANLCPcb3ggBSLrgGn0jNmHjh1UkfK1buiXPZioFkiQCVx1BMwkq1eYAKcfHng2GznTNmF5x+iwm6cI0QK8kD5JYUmDs+SruA++67D5s2bTK/7+vrK5kIUrwJAcQihq9JTyOAZs5bgjcv+q8Izbww45/B00gDDswBM8/pTZxLLkBVUyzeoM9VHiAGeCNGtFAXBNDFy28Blt+S8rGyIICKHwFK7wEi3E+1eIAaa42/k6agsyl1AAgFPPjrpXNQ51WzS4HJ9ghQbg0VM6FSq8ASfYBKu46CvvM2NjZCURScPHnScvvJkyfR3JzceNvc3Jz2eP7vyZMn0dLSYjnmoosuMo+xm6yj0SjOnj2b8ud6vV54vc7/keWCFk9pqSwCRIwIkK6mToEBwKWrNmT1M3gaaVjLfw6YiS9k/rcQZd3cK+OWFBivpPPH+gEAzFef8WPFFFi+w12zRRrHA0S4n1wmmZcjKy9sQcCjoG1W/t3qk7HpqvOyfkz6FFjhqsAqyQRt9gHSS6uACrqjHo8Hixcvxp49e8zbdF3Hnj170N4+dqYVALS3t1uOB4Ddu3ebx8+aNQvNzc2WY/r6+nDgwAHzmPb2dvT09KCrq8s8Zu/evdB1HW1tbY49v0LB53l5EIYU9wClrCbKER5FcWIOGEfyJwSA6rAJGgCi8TWnKi0vNryXUo1uCCDJm3kKUmwUWXwBJESAyANUlqhZTIMvZzRFxrILmlEfcM/vqV3k+CwmaPIAZYJbyuAL/lF606ZNuOWWW7BkyRJcdtll+OlPf4rBwUHcdtttAICbb74ZU6ZMwZYtWwAAd955J7785S/j0UcfxcqVK7F9+3a89dZbePLJJwEYc23uuusu/P3f/z3mzJmDWbNm4Uc/+hFaW1uxatUqAMC8efOwYsUKrFu3Dk888QQikQg2btyIG2+8Ea2trYV+ynmjeQ1TsodFIEWH4zc6Y1TmcAEU8zsngJSaRDSpEMM9TaHgkhQYi39+CLJ+QAJkf+Z+KlmMABW5qk2M+hRzCCvhHFYPUOVcGMuBtBEgh0WKNQVWOUJXqYYUGADccMMN+Oyzz7B582Z0d3fjoosuwgsvvGCamI8dOwZZ+AP+whe+gG3btuGBBx7A/fffjzlz5uC5557DggWJwZXf//73MTg4iPXr16OnpwdXXHEFXnjhBfh8iYvK008/jY0bN2Lp0qWQZRmrV6/G448/Xuin6wger5Hu8iACKWp4gJiWPgWWLTHVEFRSnTM9gADAU5MQU06XwQMJAcRckrbhESCfFAEAqFkIIEV4PWNFFnSSJkaAyARdjlSLB8iN2AWnKIDs/qB88VRoBKiqTNAbN27Exo0bk963b9++Mbddf/31uP7661OeT5IkPPzww3j44YdTHtPQ0IBt27ZlvVY3oMVN0KqkQ40Y3aslhwXQxI67ceDlGpzX8V3HzumpS0SAPB7nBZDuMg9Qn7cFGDpqfq8FMvcAKcL+6EU2QcsUASp7ZFmCJBnN+Cq5D5AbsXuuAp7iRIAK0QqgVHABVOoyeHdcSQgLHqEvjydqVBjJHmdTYLMXtGH2Amf9UIFgwqhYGBN0/I3GJR4grf12YM9r5veeLAQQ93kBxY8AiRVoxZxCTziLKkuIxBhFgIqMXXB6LSkw8gBlAu8DpFdyI0QiN3gKDAB8UcNg67QAKgT1k6YiwhQMMH9BppubQsElEaALvngNjiiJeVm+2lDGj1UED1C+0+2zhSJAlQFPxVRyFZgbsQsRawrM4T5Awvm0CqoCS5TBkwAibCiqiggz/qgC8QojxetsCqwQ1E9oxHtf2oo/X/VkQWZbmUKhmIND0yDJMnouucP83l+XeUsBnuYEij/aQ+zRJFMjxLKFCx+KABUX+34HCjgLTFMr0wRtlsFXehUYkRthaNAQQ51uVBgpnprxH+QCFnXcVLBz8747kktSYABw0bJbcOiP/x0yi+K8pswbZ6qe0pmgReOzorlnL4ns4BdbqgIrLnYhUshRGOJrW0keIDMCFCMBRCQhLHlQgxHUSUYZvOJ1fwqs0JhCwSVVYIDhdbrg/v1ZP84jeICK3dlaEQRQIbxaRHH4Vtt0/OnTPpwzqTw+HFUKdsEZ8BqXUY8iQ8piplgmVOww1GrpA0Tkhn2yu+ajNzkd7vIA5YMmGN11qbiCTjQ+q1QGX7bcu3xuqZdQldhTYNMm+HH94qloDTlvU5AkCZpimN0rSgDFn0pVlMET2ROWPIDwu+HxkwDiHqBKGN/g8ZbOBC32aKIqMILIDnsKTJVl/OT6RQX7eaosIxKLWfxA5Q4fKFvqCFDlSMoKI2qLCmheEkCVJYASnxaL3ddIrPzSSAARRFbYe/0oBTYnc8FVSR4g/lSoCoxISlSyXpi8ARJACQFU/oFLsdKv2B4gVSjBJw8QQWSH3ehc6DYEPPVVSSkwcxYYCSAiGVHZ2knZ668t0UrcQ1g1Rk1otYWZDF1suM9LL3JVm1j5pVSAmCSIYmI3QRe6DUElCiDFJX2A6N3PpcRsKTAfeYDQeN1/w4Guf8fFX/pGqZfiCGFJQwCjYEXuA9QweSr+Ik/FgDoBF1AJNUFkhb3Xj+Jw5Veqn1eJfYBK3QmaBJBLicqJ1ESEKdAKMFur3Jh27kJMO3dhqZfhGGEYrzGTi5sC0zxeTL3/j5YhxARBZIaY8pKlRE+bQsG9P55K6gQtuWMWWOXsaIWhKwnBMwLyaVQi3OjOStDYUVHVgnTrJohKRzRBF6MLdyICVDl/r26ZBl85O1ph6EIEaFSi6E8lEuFpziKboAmCyB0xFVUMAVSJHiDZJaMwKmdHKwwxAhQmAVSR8Eo/VgFl/QRRLYiipxhjSFRTAFWeByha4lEYJIBcilUAUQqsEolSBIggyg5xQnsxIkBBn2HVDfor54MSN46TCZpIChOmdEdkX5ojiXIlJlMEiCDKDbEKrNA9gADg/q/NwysfnsYV5zYW/GcVC5nK4Il0MCUhekgAVSZmpV8FzDYjiGqh2CboeS1BzGsJFvznFJNEGXxp10EpMLeiJlJg9qaIRGWgkwAiiLJDjPoUQwBVIjwCFNX10q6jpD+dSI0wpTumUASoEjE7QJMAIoiygQRQ/pgeoNLqHxJAbkVSE6KHBFBlEvXUAwBkX2WFtwmikhHL0YvhAapEaBQGkRZJGFipkwCqSKZ8/b+gc/9UzF+2ttRLIQgiQxSKAOWN4pI+QCSAXIoseIB01V/ClRCFYsrseZgy+8elXgZBEFlgrQKjJEouuCUCRK+eSxEjQIwEEEEQhCsQU2CFngNWqfBZYCSAiKQoHiHtpZEAIgiCcAPWTtAkgHKBZoERaZG1RApM8pAAIgiCcAPF7gRdiagu8QCRAHIpihD1kSgCRBAE4QqK3Qm6Ekn0ASIBRCRBFaI+kidQwpUQBEEQHOoDlD+JPkAkgIgkiB4ghQQQQRCEKxBHYagVNKG9mPAsIqXAiKSo3kQEiAQQQRCEOxAjQLyaicgO3j6AsdJGgUgAuRRVjAB5a0q4EoIgCIJDHqD8UQThWMooEAkgl6IJESDNRxEggiAIN6BaqsDoEpoL4raVshcQvXouxSMIINVLAoggCMINaBQByhvRPK5TBIiwI0aAPH5KgREEQbgByywwMkHnhLiHpSyFJwHkUrxC2svjIwFEEAThBmgafP6IHqCKNEGfPXsWa9asQTAYRCgUwtq1azEwMJD2MSMjI9iwYQMmTpyI2tparF69GidPnrQcc+zYMaxcuRKBQACTJ0/Gvffei2g0at7/7LPP4qqrrsKkSZMQDAbR3t6OF198sSDPsZBomgen0IAB5kf9xOZSL4cgCIKArQ8QVYHlhBgBqkgP0Jo1a3Do0CHs3r0bO3fuxP79+7F+/fq0j7n77rvxu9/9Djt27MDLL7+M48eP47rrrjPvj8ViWLlyJcLhMF577TX88pe/xFNPPYXNmzebx+zfvx9XXXUVdu3aha6uLnz1q1/FNddcg4MHDxbqqRYESZahr92Nnu/shr+mrtTLIQiCIGBLgVEEKCckSQLfupL2AmIF4L333mMA2Jtvvmne9vvf/55JksQ+/fTTpI/p6elhmqaxHTt2mLe9//77DADr7OxkjDG2a9cuJssy6+7uNo/5+c9/zoLBIBsdHU25nvnz57OHHnooq+fQ29vLALDe3t6sHkcQBEFUNufc9+9sxg92sh/+zz+Weilly7n3G3t4vGfI8XNnev0uSASos7MToVAIS5YsMW/r6OiALMs4cOBA0sd0dXUhEomgo6PDvG3u3LmYPn06Ojs7zfMuXLgQTU1N5jHLly9HX18fDh06lPS8uq6jv78fDQ0Nadc8OjqKvr4+yxdBEARB2OG9gCgClDu8iWTFpcC6u7sxefJky22qqqKhoQHd3d0pH+PxeBAKhSy3NzU1mY/p7u62iB9+P78vGf/4j/+IgYEBfPOb30y75i1btqC+vt78mjZtWtrjCYIgiOqE9wJSqQ9QznDxqOulW0NWr94Pf/hDSJKU9uuDDz4o1FqzZtu2bXjooYfwm9/8Zowgs3Pfffeht7fX/Pr444+LtEqCIAiinKAIUP7wvSulB0jN5uB77rkHt956a9pjZs+ejebmZpw6dcpyezQaxdmzZ9HcnLyiqbm5GeFwGD09PZYo0MmTJ83HNDc344033rA8jleJ2c+7fft2/NVf/RV27NhhSaulwuv1wuv1jnscQRAEUd3wyA8JoNwxBVAJQ0BZCaBJkyZh0qRJ4x7X3t6Onp4edHV1YfHixQCAvXv3Qtd1tLW1JX3M4sWLoWka9uzZg9WrVwMADh8+jGPHjqG9vd087z/8wz/g1KlTZkRn9+7dCAaDmD9/vnmuZ555Bt/97nexfft2rFy5MpunSBAEQRBp4aXwJIByRzE9QKVbQ0ESmPPmzcOKFSuwbt06vPHGG3j11VexceNG3HjjjWhtbQUAfPrpp5g7d64Z0amvr8fatWuxadMmvPTSS+jq6sJtt92G9vZ2XH755QCAZcuWYf78+fjOd76DP/7xj3jxxRfxwAMPYMOGDWb0Ztu2bbj55pvx6KOPoq2tDd3d3eju7kZvb28hnipBEARRZfAUGDVCzB1ZrlATNAA8/fTTmDt3LpYuXYqvfe1ruOKKK/Dkk0+a90ciERw+fBhDQ0Pmbf/0T/+Er3/961i9ejWuvPJKNDc349lnnzXvVxQFO3fuhKIoaG9vx7e//W3cfPPNePjhh81jnnzySUSjUWzYsAEtLS3m15133lmop0oQBEFUEbwbNEWAcoeLx1LOAssqBZYNDQ0N2LZtW8r7Z86cCWZ74j6fD1u3bsXWrVtTPm7GjBnYtWtXyvv37duX9VoJgiAIIlO48KEIUO7wMniaBUYQBEEQZQIXPjIJoJxRXJACK1gEiCAIgiAqEZ4CowhQ7jz7vS8AAOr9WsnWQAKIIAiCILJAMavAKImSK421pW87Q68eQRAEQWSBRlVgFQEJIIIgCILIAmqEWBmQACIIgiCILKA+QJUBCSCCIAiCyAJu3A2W0MBL5A+ZoAmCIAgiC76/fC4unz0RS+elH7JNuBsSQARBEASRBdMnBvDtiTNKvQwiTygFRhAEQRBE1UECiCAIgiCIqoMEEEEQBEEQVQcJIIIgCIIgqg4SQARBEARBVB0kgAiCIAiCqDpIABEEQRAEUXWQACIIgiAIouogAUQQBEEQRNVBAoggCIIgiKqDBBBBEARBEFUHCSCCIAiCIKoOEkAEQRAEQVQdNA0+BYwxAEBfX1+JV0IQBEEQRKbw6za/jqeCBFAK+vv7AQDTpk0r8UoIgiAIgsiW/v5+1NfXp7xfYuNJpCpF13UcP34cdXV1kCTJsfP29fVh2rRp+PjjjxEMBh07L2GF9rk40D4XB9rn4kD7XHiKsceMMfT396O1tRWynNrpQxGgFMiyjKlTpxbs/MFgkP7AigDtc3GgfS4OtM/Fgfa58BR6j9NFfjhkgiYIgiAIouogAUQQBEEQRNVBAqjIeL1ePPjgg/B6vaVeSkVD+1wcaJ+LA+1zcaB9Ljxu2mMyQRMEQRAEUXVQBIggCIIgiKqDBBBBEARBEFUHCSCCIAiCIKoOEkAEQRAEQVQdJICKzNatWzFz5kz4fD60tbXhjTfeKPWSypa//du/hSRJlq+5c+ea94+MjGDDhg2YOHEiamtrsXr1apw8ebKEKy4P9u/fj2uuuQatra2QJAnPPfec5X7GGDZv3oyWlhb4/X50dHTgww8/tBxz9uxZrFmzBsFgEKFQCGvXrsXAwEARn4X7GW+fb7311jG/3ytWrLAcQ/ucni1btuDSSy9FXV0dJk+ejFWrVuHw4cOWYzJ5nzh27BhWrlyJQCCAyZMn495770U0Gi3mU3E1mezzV77ylTG/z7fffrvlmGLvMwmgIvLrX/8amzZtwoMPPog//OEPWLRoEZYvX45Tp06VemllywUXXIATJ06YX6+88op53913343f/e532LFjB15++WUcP34c1113XQlXWx4MDg5i0aJF2Lp1a9L7H3nkETz++ON44okncODAAdTU1GD58uUYGRkxj1mzZg0OHTqE3bt3Y+fOndi/fz/Wr19frKdQFoy3zwCwYsUKy+/3M888Y7mf9jk9L7/8MjZs2IDXX38du3fvRiQSwbJlyzA4OGgeM977RCwWw8qVKxEOh/Haa6/hl7/8JZ566ils3ry5FE/JlWSyzwCwbt06y+/zI488Yt5Xkn1mRNG47LLL2IYNG8zvY7EYa21tZVu2bCnhqsqXBx98kC1atCjpfT09PUzTNLZjxw7ztvfff58BYJ2dnUVaYfkDgP32t781v9d1nTU3N7Of/OQn5m09PT3M6/WyZ555hjHG2HvvvccAsDfffNM85ve//z2TJIl9+umnRVt7OWHfZ8YYu+WWW9i1116b8jG0z9lz6tQpBoC9/PLLjLHM3id27drFZFlm3d3d5jE///nPWTAYZKOjo8V9AmWCfZ8ZY+zLX/4yu/POO1M+phT7TBGgIhEOh9HV1YWOjg7zNlmW0dHRgc7OzhKurLz58MMP0draitmzZ2PNmjU4duwYAKCrqwuRSMSy33PnzsX06dNpv/Pg6NGj6O7utuxrfX092trazH3t7OxEKBTCkiVLzGM6OjogyzIOHDhQ9DWXM/v27cPkyZNx/vnn44477sCZM2fM+2ifs6e3txcA0NDQACCz94nOzk4sXLgQTU1N5jHLly9HX18fDh06VMTVlw/2feY8/fTTaGxsxIIFC3DfffdhaGjIvK8U+0zDUIvE6dOnEYvFLC8uADQ1NeGDDz4o0arKm7a2Njz11FM4//zzceLECTz00EP40pe+hHfffRfd3d3weDwIhUKWxzQ1NaG7u7s0C64A+N4l+z3m93V3d2Py5MmW+1VVRUNDA+19FqxYsQLXXXcdZs2ahY8++gj3338/rr76anR2dkJRFNrnLNF1HXfddRe++MUvYsGCBQCQ0ftEd3d30t93fh9hJdk+A8C3vvUtzJgxA62trXjnnXfwgx/8AIcPH8azzz4LoDT7TAKIKFuuvvpq8/8XXngh2traMGPGDPzmN7+B3+8v4coIIn9uvPFG8/8LFy7EhRdeiHPOOQf79u3D0qVLS7iy8mTDhg149913LT5BwnlS7bPoTVu4cCFaWlqwdOlSfPTRRzjnnHOKvUwAZIIuGo2NjVAUZUx1wcmTJ9Hc3FyiVVUWoVAI5513Ho4cOYLm5maEw2H09PRYjqH9zg++d+l+j5ubm8cY+6PRKM6ePUt7nwezZ89GY2Mjjhw5AoD2ORs2btyInTt34qWXXsLUqVPN2zN5n2hubk76+87vIxKk2udktLW1AYDl97nY+0wCqEh4PB4sXrwYe/bsMW/TdR179uxBe3t7CVdWOQwMDOCjjz5CS0sLFi9eDE3TLPt9+PBhHDt2jPY7D2bNmoXm5mbLvvb19eHAgQPmvra3t6OnpwddXV3mMXv37oWu6+abHpE9n3zyCc6cOYOWlhYAtM+ZwBjDxo0b8dvf/hZ79+7FrFmzLPdn8j7R3t6OP/3pTxaxuXv3bgSDQcyfP784T8TljLfPyXj77bcBwPL7XPR9Loi1mkjK9u3bmdfrZU899RR777332Pr161koFLK43onMueeee9i+ffvY0aNH2auvvso6OjpYY2MjO3XqFGOMsdtvv51Nnz6d7d27l7311lusvb2dtbe3l3jV7qe/v58dPHiQHTx4kAFgjz32GDt48CD7y1/+whhj7Mc//jELhULs+eefZ++88w679tpr2axZs9jw8LB5jhUrVrCLL76YHThwgL3yyitszpw57KabbirVU3Il6fa5v7+f/c3f/A3r7OxkR48eZf/xH//BLrnkEjZnzhw2MjJinoP2OT133HEHq6+vZ/v27WMnTpwwv4aGhsxjxnufiEajbMGCBWzZsmXs7bffZi+88AKbNGkSu++++0rxlFzJePt85MgR9vDDD7O33nqLHT16lD3//PNs9uzZ7MorrzTPUYp9JgFUZH72s5+x6dOnM4/Hwy677DL2+uuvl3pJZcsNN9zAWlpamMfjYVOmTGE33HADO3LkiHn/8PAw+973vscmTJjAAoEA+8Y3vsFOnDhRwhWXBy+99BIDMObrlltuYYwZpfA/+tGPWFNTE/N6vWzp0qXs8OHDlnOcOXOG3XTTTay2tpYFg0F22223sf7+/hI8G/eSbp+HhobYsmXL2KRJk5imaWzGjBls3bp1Yz4s0T6nJ9n+AmC/+MUvzGMyeZ/485//zK6++mrm9/tZY2Mju+eee1gkEinys3Ev4+3zsWPH2JVXXskaGhqY1+tl5557Lrv33ntZb2+v5TzF3mcpvniCIAiCIIiqgTxABEEQBEFUHSSACIIgCIKoOkgAEQRBEARRdZAAIgiCIAii6iABRBAEQRBE1UECiCAIgiCIqoMEEEEQBEEQVQcJIIIgCIIgqg4SQARBEARBVB0kgAiCIAiCqDpIABEEQRAEUXWQACIIgiAIour4/wHhWSgUwv1KAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(out.mean(-1))\n",
    "plt.plot(out2.mean(-1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "210babd2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-09-18T14:41:56.544707Z",
     "start_time": "2023-09-18T14:41:56.414303Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(out.mean(-1)[25:25 + 125])\n",
    "plt.plot(out3.mean(-1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffbd75cc",
   "metadata": {},
   "source": [
    "# FSQ clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "62b76c27",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-26T13:34:08.220517Z",
     "start_time": "2023-10-26T13:34:04.497065Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.insert(\n",
    "    0, \"/home/tony/Work/glockenspiel/mert_training/mert_fairseq/models/mert\"\n",
    ")\n",
    "\n",
    "from s3prl.upstream.utils import load_fairseq_ckpt, merge_with_parent\n",
    "from mert_model import MERTModel, MERTConfig, HubertPretrainingConfig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "beb7c626",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-26T13:36:58.732575Z",
     "start_time": "2023-10-26T13:36:56.348736Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of the original model parameters: 145.349036 M\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/torch/nn/utils/weight_norm.py:30: UserWarning: torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\n",
      "  warnings.warn(\"torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CQT kernels created, time used = 0.2435 seconds\n",
      "Number of parameters: 100.717972 M\n"
     ]
    }
   ],
   "source": [
    "# from_fp = \"/app/suno/checkpoints/mert_encode_fsq_mid_1x/checkpoint_last.pt\"\n",
    "from_fp = \"/home/tony/Data/MERT/mert_music_speech_fsq.pt\"\n",
    "fair_state, fair_cfg = load_fairseq_ckpt(from_fp)\n",
    "output_state = {\n",
    "    \"task_cfg\": fair_cfg[\"task\"],\n",
    "    \"model_cfg\": fair_cfg[\"model\"],\n",
    "    \"model_weight\": fair_state[\"model\"],\n",
    "}\n",
    "print(\n",
    "    f\"Number of the original model parameters: {sum(p.numel() for p in fair_state['model'].values()) / 1E6} M\"\n",
    ")\n",
    "\n",
    "task_cfg = merge_with_parent(HubertPretrainingConfig, output_state[\"task_cfg\"])\n",
    "model_cfg = merge_with_parent(MERTConfig, output_state[\"model_cfg\"])\n",
    "fair_model = MERTModel(model_cfg, task_cfg, [None])\n",
    "total_params = sum(p.numel() for p in fair_model.parameters())\n",
    "print(f\"Number of parameters: {total_params / 1E6} M\")\n",
    "for k in [\n",
    "    \"label_embs_concat\",  # \"final_proj.weight\", \"final_proj.bias\",\n",
    "]:\n",
    "    if k in output_state[\"model_weight\"]:\n",
    "        del output_state[\"model_weight\"][k]\n",
    "fair_model.remove_pretraining_modules()\n",
    "fair_model.load_state_dict(output_state[\"model_weight\"])\n",
    "# fucking dropout\n",
    "_ = fair_model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "be0315a1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-26T13:36:59.662483Z",
     "start_time": "2023-10-26T13:36:59.658993Z"
    }
   },
   "outputs": [],
   "source": [
    "from transformers import Wav2Vec2FeatureExtractor\n",
    "import json\n",
    "\n",
    "with open(\n",
    "    \"/home/tony/Work/glockenspiel/suno_utils/suno_utils/models/mert/preprocessor_config.json.py\"\n",
    ") as f:\n",
    "    processor_false = Wav2Vec2FeatureExtractor(**json.load(f))\n",
    "processor_false.do_normalize = False\n",
    "\n",
    "from suno_utils.audio import Audio\n",
    "import matplotlib.pyplot as plt\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bdca5809",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-26T13:37:01.189992Z",
     "start_time": "2023-10-26T13:37:00.489084Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GwVBIsX3PGK5/aAv+7of34s0vPgD/8ZbjOh5XapyiDtHUmaoP3m8uHt8dhczcTSxkeMd/And8HTyHsLZ175r4ewlTqeL1GlSFKMujN97oHiFKFGYs+CPw0F4zdebeZ3ehz7Za9vmo231o0x7MH7DxV99aAy9IjrHhlYSoXZQKUYkUEoRocCkAYNQ0MAfbmlaLDRiR8Tv0+niCEMVp9i4h3QuZISZEQ+62jrYJxIQo7+lMeIhIgH3CEAu8KAz41v0X49a+PuweHcd1Dz8Ca2gt7t/6YMdjyhvnVEy2JgvEfuDMw/G5v3o5AKBCmediQim6V987pRB6EWXafQx+PVnMF6MSJA6VKHVSUDGQQ2YFt+OxceZd/8MTLs6+bA1e9/Xfa4nWMzvGcf1DW7S/Oyc93B40WvcxPOGlyBCQ9l2VKI6SEJVIwZdqAA1V5mLQGgAABPYEtu8azl+XERmvU4WIRtupSCKmSwhIl0zVHruxeARYEORXwC0Cv0jIjI3dZtlWb9/Zh7nmIJ61bXxg0b4I6DhuffYu9B1wNXY413Q8JhXyTXgqwjEm81AZpoXBwUEAgMN+Zyh1p0h9eG8OracQTiFp7TXw62mgEt0HsghRykPUiULURh2iBlvJD2kmiRqtx6Rtm8ZreOpXbsXf/fDehB+Igx+HuX3RA2LNC1Dzon0erFg475QX4pOvOyIaizd7/XedoiREJVJwpR5Tjl3FooHIWL3VNLFz8zO56/o0uui9DhMdOLGyiAWL+Yi6qRDx8fkgmENqGN3TWfp3KBSi7JuRUIgYMTiuRvEfSz+I+UGAkBBQZxg1ujMaX2MuRupeR2NSkezR1NVNF4LBTeWmhUo1Mss78KInYnbO7UFUgM5q7J3K3b2IsrlrDK6ADDhm4rUKVSHq5PwO2nhw8KQHoSKm5o3DE4nXW0fiB4Lnd6d9SJwIDsmEyI3uNXP7bPzzaw/HKw7dN/r+UiFqGyUhKpGCJxEi03KwaGARAGCLZWFs2zO568aEqLObecC2Y8GCYzgAmELUsak6+p/vIa+AvWvT+o6269SfwuoF/4lKI9v7IjxELHTkUA9OQLG/H+1raI+CsJYpoT8Pm4e7m8Ir3+j3ejgmDGOFyLLhVKsAAIuEaLgewLIKd5D5AADbHd674+shyP3mZnvYTFWIgpBqw02qh6izkFnrhRllEpJFiOTtqqTnD0/GKnXVTk/LDVUhcmOFiC9fsSLSWHqI2kdJiEqkwAmRQSlsy8FirhBZJrxdG3LX5UTGR2cSkccJkWHDMTkhAjquQ0QpAMq2FVfAHtnWWXFGt/Zd/O/CjXCCH2YuI0Jm4n8PoVfHEqYqBdYYDHs4Wtab1/WMlZC2/uTbNdBYOTNNC5VKv3jdaNQAVpl8OyJCVPEmv0hlryJMENcpHEgPwGXlF/orcejc0+TUT3Qxy6ydbvcyCcpSieXtqoTodokQ6XxInHANVSNCVJdCZn1MPePVrBulQtQ2SkJUIgVeJdoAYBgEi/ojhWiraYLu2Zi7LidEbochswCMEBG7ywoRBRCKsgIuYTeRPVtTy+4Z24XLfvYxPLe5eXadS6JjVicTmctwhYj7oBzqInDrWMwUIs8eA2GEKPTmYdOe7hKiZCigq5tujjCeJAzThl2pitdubUIQom10HgCg6s9iQkTlv2c3I/L8ZMgM0IfNxrpYh6itkFkgE6IiClF8n6CU4vYn8glRHDKLiGHNC1BnIbM+Ozo2DiNErh/OemWxXZSEqEQKvhd5V0xKYRCJEFkW7LFmhCi6SF2DdHRRBjy8lFCIuuAhCikIiUOCPGQWemmT43d+/Ul8c/Q6/Me15zfdLic7IbJbd/Bl+EXnwIfXmBAKkWdNSArR/O4rRFPZtDKMj4tlWSCmjYAyUurWAZbZuDWcBwDoDye/SGWvIhHanMJx9AK42jEgK0QawpAKmXVkqqbav/OQVIj09yg/SCpENTfAN299Etfc83zCZK1ViHJDZkmFKG8MJfJR1iEqkYLHaglZAAxCsGQgKs64wbYwsDu/Zk+A+EnN8104dqWtMfhcITKcBCHiPpR2EVIK24gJkc97xgbpQoh7GtFT23jYvIcbr0Id5BAiThANdl90iAevUccSphCNV0ZAzEhpepE/gk3d9hDRKQzFSITIMLlJ3kEfGnDrNZFltjkcAgxgMByNBklmXxuCKQ1t9hg4+anaJgwSqWe6TLO0qbo7hKiokipXki7iIdq4u4bv/P5pfPXGx1PL6dbn7/GQmZxlpipE0XhCQZR6Det3jOPn92/Eu192COb2281X2IsoFaISKQQe9xBFfXFWLFgBAHjWtmEE+TV7fIkQjTXG2h8DIxiW6SgKUYdm7ZDCIbHywm+j1E8rRCGTVGgBEsYJkbz/WcvwKb4CD4HkIRqvRMdrbhDgw+YvEg0bu4F2QgFdgxQys+zoJuiyGlOeG3uItoSRh8iBB3iTU/W31xFOJXHtMXDvjG0S2GY0XXkalpLyEHUQE04Q0jYUoqwsL7klyPPDNax5eqd2OdWDFIZUlPXgWWZ1KcuMEx/HlBSiHjZWX37rU/j6zU/gl3/KjzZMBUpCVCIFrhCZiAqBzavOwzJWsXqTM4Igx7QXSCGtiXr7PhDejd42na56iEJKYZGY/ISE9W3z0woRJzBhgcCFUIhI87R7OWQWuDUsDpI38yV+gDmoYXOXPUS9YKoOKYFpRjdwnzBC1KiJkNluzIFH2ZNtbXYWZ2ynDs5MBScaFcsQE74+ZKbWIWr/O/1OPUQZdYDkBxLXD3HX+qjUx2VvOx5fe8tx+OuXHMjWT+6fTLDkOkR1RSEihMQ+oh42Vo82IkvGSD1bTZ8qlISoRAq8H5lBo4sMAE5YfCIA4NEqwc6d2SqRHDKbqDUPNWVvhxEioxIrRAA6dVUEIYVNkuTHJ/qQWcgmcdoCIfJzCBEPmXFTdQUuAreBfYIQtnTjXez7cIiHLXvqHaUPq5hKU3Xo8wrmBiyDTWxMIfLdhgiZNaiNYUSFQGmts9pQ0xWUTt3v1GvgRMMxDVhmdrXqblaqllWhol6kIgqROqYgpJhTtbDqyMU468UHoM+2tOvLr4c0HqI+yXAuMs16uDgjP1a92IS2JEQlUggDZqqW3nsxI0RrqxXs2pRdayeQwku1RvvGWEGILIkQGd2pQ2QZyfCYByJCNjJio3TzmyIVHqLmrTt4iSaTUBjeOAxAZJoBkULkwIcXUOwYS4+rXSTrEHVts8W+m51TIQyYrP+Az5Q/v1ETCl0DNkZoRIgao/qQwkzHlIY2ewx80rRNQ4TMdISjm73MEgpR0dYdCYWoGCECgBMOmg+DXQ8Vm5OZ5PqyIjZU5VlmIWpu7K/i4LWIelkh4n6rrKrjU4mSEJVIwWNP84Z0/b544YsBAA86FQxvfTJz3UAqyDjeaF8hikNm1ThkBgLSDVM1UQgRISAahYiTnGIKEa+ATTOz6/h25IvOYvV2lki+gSWBj34zet1NH1HSm7J3J9qQ1ZPxYYq+VDxkFnh1UZjRhY1hRG096iOzUyFKmN97b87Yq+DZUo4VEyJfk3Y/7nazdUfrCl2jkIcovbETD5ov/hbqjuIhkn1UPNuurjFVJ7bRwx4il+1fqRCVmBbw2dO8fHIcNHQQ5oQGXIPgqZ0PZK8rEZaG276p2mfEyrEqsE1mwiUEpAumaksJmXmECA+LDKEQFfhOToh8g2a2FxBZZtJ7th+RRlUh6jOim0Y3U++nUnnwGckOJIUo4AqRWxcKnQsLwzQiRO7Y7FSI5J9mtitEImRmGcIfo1MWuELEqzZ3FDKTjnnh5q6JOkTNPUQcJx68j/hbriOU2DarxWSbhiA/NVfyEDnxHSUmVb1HNji8UiEqMZ0QsBRpU7p+CSF4YTgEAHhyIrtQYSJk5naiEDFCZPehYkap+1FV6c57mRkpQgSQMMdUXaANCRUeIpr5hKgWZgSAahCRRlkhWuz7qJDoN+hm+45wCr0pISN8CUJEIkIUejEhkj1E/iwlRGXILIYcMuPKou76mnB5o9Po4amTw9aOqTrhIcqqQ6RcdLZJcOzSeeK1aL2hrM+rdTuWIcJjdT9tqubL5I2hFyA8RCUhKjEd4HNTtdJ+4yArauGxOcyeqOSQWb2DtGleH8ixqom0+46zzEIKy1BM1SAgQbqRKqWth8xckm1o5ARLDkX2sRpHcqbZEj+AwwjRjvFueoikseztkFnICZEJkxn1A/a7hm4NYM18XdjYwxSicGJ2ZplNJXHtNXAVoSKFzHQKLE9p5wpJt0zVhQlRoV5m0ftzqhYMArxs+b56Q7SiMDUkUsiX1xVmzNtGL4Efn15UscrCjCVS4J3mDeVe0Gf2A0HcZ0wH+TJsuNltLJqOgVAABBW7D7Yhhcy6kGVmkCT58QiBoVGIgpbS7rmHKPvJRxcy66fjAIkVIgsE+wYBXDbGICP81g6m1FQtssxMYSKlLGRG3Nh8L4fM6CxNu59Kr1evIfbPGLAt7iFKX1+cxPBMtO5Vqi62TrHWHdH/K5YM4QtvOhr7zUkWrc0Kd3EC6Eghs4YfYqKhyzJjpuoeJBsc/FhlWQumEiUhKpFCEKY9RABgmxUgyC8+yIkMADS89sM9QiGy+6U6ROhCHSLA1ITMDJ2puoUsMx5Wc0n2zSgOmcWYg4g0Huq6sEBwuDkIE4DJfoNObuzp75+6UEwoZZmJ91go1JAIUQOOCJmR2vDeG2APIdliZerG0QtwJVO1k5N2z48TV5E6ahvUYcgss3VHyIvNEixfOJj6PCvcJddiksNjuyeie5YuZNaL6gtHQ6Td956KVRKiEin4LHxj0GTIzGETmJ/j44m8P4wQ+R2EzNj/fc4AnFAKmXWh271haBQimg6ZcSJUhBAFbJkGIai76W1F20kWZgRiQrRfEOLXQy/BUEgBPASTRje7TirupsY4hXWIAj8OmXFQFjIzvdh878HEHpZ2bzSG994AewiJLLNZ3s3MldQRXr/K1SgL/NzmPqNO7CmJbvdFK1VLY2rW3NU09E6VTA+RFDKT+5XpCFFlOniIelghKj1EJVKIFaIkIbKtqEO5T3IIkbSKF7Tvf3GZz6Ra6Remaq9L3e5TITPoQ2acwCi8UAs+cVFCUK/rs+tEYUbphluVxnIALMxhT5EmDUAQalN120UwpQpRbKrmiAlRpBBFWWcEe1jave0O79Ux9grCKSSuvQauIthWHDLTVarm5zNXiLqVdl+8MGMg/Z1vquakTYWoQ6QoJ3KmnWEQkUm3eyK6d1QdnULUe+oLB9+fXiRtJSEqkYJQiJT3K1Zf9HmeQiRd6x0pRGw71cqASLtvdEkhIiTpgfJIHKKSwQlMIYVI2u+J2p6M704rRMmNeIn0fwd+V4lLmPAQTQ0hCom092ZEsG2mEAVGRHy5h8hx22/9Mp3RTi+tmQoRMjPjkJncE4wjJkQk8bodJJTUwmn3skKUn3ZvZDQsrph6dUeuxQTEJmq+PW0doh4kGxxlpeoS0wo87T4VMuOEaJIVIt9rIGA3jT5nQOll1tmTTxBSEI2pWkeIWutlFi8zXh/WLqMzVScH5yYqZtvwJ691x16+FwlCJNc/t6Lf1fYjQhQy8zz3EFV8PbGc6ZAjCbPcUy2IhpxllhsyMzvPMmur232BtHs1rKciVoj0rTs42etTuthPNw+RUIjKtPsS0wEh5QpR8sKt2BEh8nIIgi+t42qMykUwIYWc+qtzRNq916UsM2KoChGBRXWVqrlC1Bwyd2xkNLVVu92nF/BTCtFMCZkFPGRG4ps3sSJFqBJEpQd4oUauEFXDiUg1m2WgU/g79RoSdYhymrvGpmqSeN0O2gmZFcsyYx4iM4MQcQ9RRusOh32eIkSaLLNeJURhGBeuLRWiEtMCfqgnRFWbFczL8dR4skIUtqcQ1aSWH/3VwURhxm50u0+FzACYmlICXPUpcksMpKWyClKKkFnWTTZwFULkdTVkMpXZS5QRG5pQiDghigiwzwo1jjCFCABQn30qUVmYMYbsn7Ezsszka0R4iDpRiNoxVbdQmDFLIcrqVM9f85BhVSFEVWv6mKrlfSsrVZeYFuAhM6KEzKqVaKLyMio3e24DoRQf97qhEPUNSh4idEUhokpH+kghyskyK1CpWr60G1IauYzmIbOkh8gmPrqZiJHIXpoqU7WkEBl25CGqMoXIZyGzim1jhPZHC83CWkRTmQ3Ya5D9Mw7vZaZ2jZfOZZ6J1r1eZkWzzIoXZjSzQmYZnepdxUMkK0IAUJVad/S6qVomQWXIrMS0QJARMusThEi/Xk3pXeZrSEYR1BvRdixKYVtW0kPUcesOpBQinxDYmrFS4SFqDpk0uU0UokyBLfBE13eAmaq7qhBNnfJAw+gGLXuIDKYQ8WrdHlOI9hlwUEf0t+ypmi2Qf5qyMGPsn+FFF1XCESQUoqkpzJisQ6QnI02zzDLCXUIlY4RQDpkZJH5f3kbPKkQFlLSpREmISqQQsMkrTYgib0cmIaonK1N7GqNyEYyzkJlNeQ0S5iECyQ43FUSoVYgAC3l1iJpDzjJreBmESFOHKLmAJ7q+A9xD1L2bRqJSdde2Wgy8l1koK0QOI0Q0Om88RArRgkEHPj9KYXZV9JmKpNdrCgfSA9C37kheE/ItwRKFGdv/zo4VogwWxavOZylEXN3xQ5oYg9y6A0iGzPpsE0RS5XvdVC1n45UhsxLTAllZZv2VOQDiGkEqao2kQpTX4iMPDZcTouh1opdZpwqRjhCBwM4jRAXqEMmj8nx9yxIRMmvBQ9TNe8ZUTrSUhcyolHZvMJO+KRrjRoRonwEnrmgd9qb0P5mYyorivQbZVO1kECL5vBYKUZe63Rc9/rLRWzVFc/BxNguZAUn1RPZRAcmQmRo+6/W0+yIVvacSJSEqkULAUtuJohD19w0BiEJMnpf2B9UbSWWk7ZAZ64FmcULEQmbdqkOk8xDZOabqoMl3hiFNKERuoK+/JIfMxlFNLxD46ZDZTKlDxNRCWSGynGQvJxdxyMynbLlZqBBNZWiz1yD7Z7KauyZCZkbnafd+ImTWRYVIhMyyKlXH7zc0hR4FIbLj5VSDddz+ozcfJNwgHlepEJWYFghDToiSp8dA3xzx91gtnVpeV5q5+u0qRKwHGu8rk0y774ZCpMToCYGN9FiLpt0HlCa6u2UpRHJhxgkyoFkgGTKzSZfrEE2h8kCDtIfItJOk0GW/+L6DFVHR2p+FafdJ8/sUDmSKEYZUkBPHNISHKB0yk0zVbJlOCH+rhJRSmizMmKEQ8X3JUogs0wD/qKHx2ug8RGoKfu8rRJLXsgfHWBKiEilkmaoH++eJv8cmihCi9p5SGh5XiKLvj0NmybYX7SCgFCEjRH0kmoA9AtgkQBgkx8uN0s1CZoGiEGUVpOQEywBQMzSEKHATdXeikNnMKMxIQx4ykxSiSl9iGZd5iOb3O4IQ1evtZSpOZyTLI8xeRiQrLXaOhyhpqmYKUdcqVbc2Tt1rdbtZpmpAb4pWQ2bVvJCZ3eOmaunYhBTwe0wlKglRiRTikFny9KjaVeF/qWkUooabDBV5aJMQse2kCVHnClEYUgRGtI1+lubtMU+U69YTy/LbYlOFKKSJZYKwrl1OhMwoRV1LiPxEVlWly5Wqp9KbEnuIJEKkKEQNRogGK6YIrdUasy/LLCwVIgBJ4uMkPET6tHtCYvWlk8smETIr8AOo48msQ8SWM/IIkaafWZxpl1aIUiEzs9cVIjWDrrdO8JIQlUghzMgyM0xTGJ3HGulaO2rvMr9NQuQFSshMSrs3Oq1DJClEA2y7vLq220gSmaJZZn5IRasRILsgpRwya1iDmsElTdU2/I6edFObl3Zkb0+0/JySPUR2RSFElNUhskxQpt413FmoEJWmagDJydMxswsz8kNkEiJCTp2Uq2i1l1y691hWL7NouTyFiBOauhR2U3uZ5YbM7N4uzKj+dr02zpIQlUghEOZfM/WZw24W9Ua6o7vrJQlFXhPYPPDtmDQ6PRMKUaeVqsM4FDbAKmDzMgJeI0noimaZhWHSQ+RnECK5MKOrI0ReDXJCfLdDZlNp1iU8ZGbIhKg/sQz3EDmWIYiT680+U3VZmDECV0Ysg8AwSNy6IyNkZhAi1Jfu9TIrohCphKi9LDNAIjSJis6xjwpQssxUQmSmFaZegkqAeq04Y0mISqQQQu8hAuJUeLmaNEfD645C5DIPjsW+nytEASGFGq3mIfL7sJAZI0QNRvx8L0lk+DcF2aUUo/H6XqJCd1Z2ndzLLLAHpffZukphS5sEM8dUrfEQOYpCVKMxIQJLz/f92Weqln/y2VyY0WMGXK6MZIbMOCEy4k7y3etl1nz5rO70Wdst4iGSjdk8Y8xWut0DOg9Rj4fMCvqtpgolISqRQiBUmPTpwQmRrvigp1QV9tskLz4PmSkKEQBBZtpFQCl8oRBFE3KDT76Kh6ioqdr3k2EdX9MoFpDrEAGBHWfs1cDNxcnj5cDrKnGZSuVBR4hsRwmZhREhqlgGQiP629eUd5jpSIbMpnAgUwyeos0JkW1l9DLjygshMAUh6papuvl2Ut3p/VBLZH1RmDF72nU0Cg8nXJVCHqIeN1VrjlUvoSREJVLgpmpDR4iYmlFr6AiREjJrk7y4jGCYSBOirD5qRRGGEiGyIiIiCFHKQ5T8PwsNdb+zFCLhIaIIK0Pi/ZrRp12+6yGzKexlpjNV8273HLJCxJfz/dkeMpu9jEit0JyVZcYPlxwy25u9zORq2hw65aOQQqRReETIrAUPUc8qRBltSXoFJSEqkUI8cac9RDzzy9XU2uEKkcVuIl67ClHIQ2bR91uGJcJ3foGq0XmIFKLo7wEr8rC4nBApITNRmDGjMjeH5ybXCzQ1jQCll5lMiEi/dnkHXQ6ZTaU3hVecNqz4PUsJmYWRqdoxDbHcbAyZyXPwbCZEqneGFzTMDpnFpuqOPETSMS+yHT7Jz6laqfdk+NI4s6DrVu8qxDAZMktO4b3e7X7Gm6qDIMDatWuxe/fuboynRA8gNlXrPETRe3U3XY2Z198ZYNkU7ao5XsgUIqnNg8VS5P0OFaJAVohY6wg3I2Qmdy7h3dp18BWFyMsgRJQTTQqQvpgQNYwsQjSJdYj2eppZupcZVIWIh8xsE2DLBbOQECV6zs1ePhSHiriHqFnIzJiEkFkLCtFAJSZEOoWGE61CHiKZEKVad0iVqi19peqeNVXPNA/RBz/4QVxxxRUAIjJ0yimn4Pjjj8eBBx6IW2+9tdvjKzEFCJkZmpC0QsTDWJ6fJkSuIETRhd+umuOzNg+mpFDZLA27U0IUhcyivwesqBaQxwhRkFKIYgRhtpdF9U4FGWZyOe3e7Jsr3ndNPSGySXfT7qfSm0J1CpEUCgWAGmvXESlEPGQ2CwlRmXYPICYaashMVRX4MTJIrL50Uni0VSVVriTtZIwRaN7cFdATmlghitbLNVUzguQFtKPSA5OFGech+slPfoJjjz0WAPCrX/0K69evx6OPPooLLrgAn/zkJ1va1mWXXYZjjjkGQ0NDGBoawsqVK/Gb3/xGfH7qqaeCEJL4d9555yW2sWHDBqxevRr9/f1YuHAhPvKRj6R8B7feeiuOP/54VCoVLF++HFdeeWWruz2rEIiJW2eq5hdsmhDxNgv97EJ02yQvPqvFY0mEyBFFFDutQxTAZ0+R/TYnRCxVVzHwyj3MAj+7QKCbMpPrL/I4ZEZh9s2L188gRA78rt7UknWIpkYhgqT6qSGz8UDyEDHiFMxCDxEtTdUA0j28eMjMVw5KIu2eX8tdUogKhcwkBScvZOUX8RDpQmaqQpRnqm7iY5pqpBSi6U6IduzYgcWLFwMArrvuOvzlX/4lDj30UJx77rlYt25dS9taunQpvvSlL+Hee+/FPffcg9NOOw1vfOMb8dBDD4ll3vve92Lz5s3i35e//GXxWRAEWL16NVzXxR133IHvf//7uPLKK/HpT39aLLN+/XqsXr0ar3rVq7B27Vp88IMfxHve8x5cf/31re76rEGYU4dIKESa9hTc+1Oh3O9D2pp4eQ80U85I4iGzlreWRCi1ExlwotR3TohCheSFiZBZtlKhZpl5RK8QUWFWB+z+OMssMKsiRCTDgZe6+XeCqayAHNchkhUiS7ToAICJMDoGFcsAEYRoFipEpakagGyqZuU3skJm7KVpEDCBpqPj1mphTNnj4+T0EuOFGXPrEGlCZqppO7cOkdwgNqOn2lSi103VVvNFkli0aBEefvhhLFmyBL/97W9x2WWXAQAmJiZgmumbeh5e//rXJ15/4QtfwGWXXYY777wTRx55JACgv79fEDAVN9xwAx5++GHcdNNNWLRoEY477jhceOGF+NjHPobPfvazcBwHl19+OQ455BB89atfBQAcccQRuP3223HxxRdj1apV2u02Gg00pJYBIyPpNhUzGbxejj7LjEuyOkIUTV5VGq/nhV4iS6wIOCGyiB1/r/AQtbSpFELEE+yAnSREgecpy8YIwuyJ2QuUtPsMMzknmh61UKnGrTtCowKYNqDE/buvEE1lHSIeMkveI3zYMBGdSxOBTIiiv/O8WzMVZR2iCGoPL5FllhkyixWiTq4bv2UPUZwFVkghMguEzBJ1iLJbd6ghM8sgICR64GkEAQAbvYQZZ6p+17vehb/6q7/CUUcdBUIITj/9dADAXXfdhcMPP7ztgQRBgKuvvhrj4+NYuXKleP9HP/oR9t13Xxx11FH4+Mc/jomJOLtpzZo1OProo7Fo0SLx3qpVqzAyMiJUpjVr1ogxysusWbMmcywXXXQR5s6dK/4deOCBbe/XdIQwVes8RLyCsKYas8dIQyWM12tkNDrNA09bN0nM150umaplQtSfUoj0afcAEOYQorRClB8yC6iFvr441T40K4CRvnE5XfYQTSUhIlyZU84pj8Rkuc5adzhWnGU2GxWisDRVA5BDZtE5IzxEGb3M5MKMnbTISobMCoyT10tKKERplVgO7WVBEKog7SFydIUZFYWIEBJ3vJ8GClGvhfVaVog++9nP4qijjsJzzz2Hv/zLv0SlEmWKmKaJf/7nf255AOvWrcPKlStRr9cxODiIn//851ixYgUA4K1vfSsOOugg7L///njggQfwsY99DI899hh+9rOfAQC2bNmSIEMAxOstW7bkLjMyMoJarZaYmDg+/vGP40Mf+pB4PTIyMqtIEffOGBpCZLNTxg/SJmOuojgwwYNbrma5pt/PJk9LIglxP7OWNydAKQVvsmFTCtuOvDvcU0RVU7X0XUGYl2WmKEQZpE0oRLDQ1xcrRNR0IoVIQZRllvm1LWNKm4bqQmYAfMMG96DzbvcVywQxo+Vmo0IUlB4iAJJ3hikqPHTmK45pTiATvcy6FTIr8APIFbV13eo54jpE2TqEqCMkK0TiOESfVSxDqECqhyj63ETdC3uObADFG+FOFVomRD/4wQ/wlre8RRAhjr/+67/G1Vdf3fIADjvsMKxduxZ79uzBT37yE5xzzjm47bbbsGLFCvzt3/6tWO7oo4/GkiVL8OpXvxpPPfUUXvjCF7b8XUVRqVRS+zebELeY0NQhYqqNp6nGHIQeYAAmbNjUg0eIUI1aQRwyi0/PboTMgpACRjRuh1LYrDAj3yZViE1CIcrxEKnhQy9jjJwQ+bDQ1y8RcauiJUQ2fOE76Aam1JtCNVlmAAIpLNqQFCJjVofMSg8RUDxkJtchEt3uOwmZBa0d/4bIhiNNPETNs8wqmm71asiMEII+28SEG6RCZoA+7NYrSFX17jHS1lbIbM+ePan3R0dH8a53vavlATiOg+XLl+OEE07ARRddhGOPPRaXXHKJdtk/+7M/AwA8+eSTAIDFixdj69atiWX4a+47ylpmaGhIqw6VkEzVGoWIkxRfQ3Q4kTGIjQq7kbQTMuNp6wmFiPmQ2i32CERP3jaJSE9FS4jyFKJsQhQoKliWiiVCZjBRkRubWtVUCjoQeYgmr5dZ1zZbDFkeIiN+8HBhM2MsAWEEcVYSoqnMBuwhyOnsgFypOnlMul2pWl63SMhaDu3lEaJCWWY2N1VH1wulVJAG2TA9v99h/6cfpOKwW2+RDUBjqu4xhahlQkQpBdHEQJ9//nnMnTtXs0ZrCMMwYWiWsXbtWgDAkiVLAAArV67EunXrsG3bNrHMjTfeiKGhIRF2W7lyJW6++ebEdm688caET2mqsG3XJnz+B2/F537w113ZHqUUn/j5OvzHDY91tB0eMtMrRCz9XdOeghMiYthw2I2k1khXtG76/SJkFk+W3VCIwhCwSXRuRSEzRojY5ylCJP+dl2WmfOYS/RMqn9x86sCWGptSq5pSToBIIeomcemFbvdEIUShRHobsMTN3JjFIbOyl1kEN6sOURAqpQnkkBnvdt/+9yZM1UVCZpJCVCngITJzTNWqKTsIqQhv8/0HgK/+1bH48tnH4KAFA6ltxApR7xVnTJmqe4y0FQ6ZvfjFLxa1gF796lfDsuJVgyDA+vXr8ZrXvKalL//4xz+O1772tVi2bBlGR0dx1VVX4dZbb8X111+Pp556CldddRVe97rXYcGCBXjggQdwwQUX4JWvfCWOOeYYAMCZZ56JFStW4B3veAe+/OUvY8uWLfjUpz6F888/X4S8zjvvPHzjG9/ARz/6UZx77rm45ZZb8OMf/xjXXnttS2OdDOwe2YZr6DoYlOIzXdje9rEGrrprA0yD4ENnHtb2dmieh4h5eTj5kRGIdPkKbHYVTzTGUss1A6/jY2s8RFnhqCIIKIVFGggRhcws4SGKPqeS0kMpjbvQo5hCZFKKgBC4hMD1A1Sd5OXFQ5EBsUBMByElMAgFsRytQlQhXsov0QmSdYi6ttlCIBkhs9CI97sBW9zMuYeIzkJCVBZmjKCaiW1Tvh6pyNZKhMy6UKk6+eBQfJwVKzZV52WZmTmmalVhkgmDXGPo5BcswMkvWKDdhi51v1eQTrvvrfO7MCE666yzAEQqzapVqzA4OCg+cxwHBx98MM4+++yWvnzbtm145zvfic2bN2Pu3Lk45phjcP311+OMM87Ac889h5tuuglf+9rXMD4+jgMPPBBnn302PvWpT4n1TdPEr3/9a7zvfe/DypUrMTAwgHPOOQef//znxTKHHHIIrr32WlxwwQW45JJLsHTpUnznO9/JTLnfmzD5UzAhCGkIg7Qs2CXAT67oqUKv5BVBwNPudSGzIoTIdETIbLzeOiEKWB0fy4wVIhEyMwhoGILkGBMztxtSWMSFC8ChgM1aRwgTtOQhCikQyHWI8kzVTCHqC4ExE3ANgnpjHFUnqZjym3QACyAELixU4cGwq0kPkdUH+DWWdt/ybmZiSr0pLGSWUogkIuhSW4RHuEJEc477TASlVOllNnVjmWqkCZFUziOg4F0r5ErVpAum6lZ7mXmS6TkvXBUWCZkphIgbtoEkIcpDL/czk8N/DT/sOdJWmBB95jORhnHwwQfjLW95C6rVapM1moO3ANHhwAMPxG233dZ0GwcddBCuu+663GVOPfVU3H///S2Pb7Ihm4b9wIVjdXZMgyD5ZJOjzOZvh4fMshSiUE+IfKYCmEYFjs9DZh0oRNJkyQmRS1jYtuWtRjcky2hEhAixAiUqUkt+Jz8MlTpEOYSIfValAN/b8fERzJuTJERceQvB98VBFR6ISogqcwC/FpmqZ1rafUohkj1EFgZZlo1pzU6FSJ1/Z7OHyFOyq2RC5AYh+lhIP9HLzEiqRu2gVVN1sjAjU2c0hma/hcKMfJsNKf0+j0jJyPMxTTX4bzpYsdDw3Z4jbS1nmZ1zzjkAANd1sW3bNoTKI+yyZcu6M7JZAEtqbukHPpyWf40kPOm3CEKae+HlIRSESONrMSsRIdL06+LKkmU6sFiEqe5FHqKN625FfccGvPBV72z6/ZygOAmFKPrbJQRhGMBosQgowENmLMsMRKp+zfZX8gIFfohQUtiCHA8R/6xP6gY7Xt8DIFmqQZiqeaYeSzM3rGqyDlFlEBjfJpq7dqL2JcY5hd4UQ/jLkucUNeWQmYN9hEIUHQ9R0HGWQJ3Iy5CZPmQme1H4nwaJCVEnh63lStW61h0ahUik3RcpzMg8SPIxKHoP0NUy6hVwkjZYtbBz3J3+laqfeOIJnHvuubjjjjsS7/ObdtCDP0KvwpJUAd9rRBNhB+iWAhDmeYjMCuDp+3WJ7DBiw2bkoNaYAA18bPvlOfDMGqwDjsVBhx6b+/1CIbLiLMBYISIIAh+W3Vr1ayBSiEwNIQpIpN0QSSFylew4tV+ZjIAZzC1KYNIQASEYnxhOLccVooBwP5QNUMBwlCwzVjDSZnbvTtQ+GcmCf3s77Z7PWsotx0wqRPwJ27Q4IZptCpFCiHprvtirUE3VhBBYBoEfUq2KYxpEkIZOFKKWCzPqWncwhej6h7bgf+5+Dv/+F8fEHqK8OkRqyIztZ8UsbhHo5cKMnAANsKf/aa8Q/c3f/A0sy8Kvf/1rLFmypCtPrrMVMiHychSIomhV6s1CHDLTFAsUqeoahUgqqGixr294E3jusXvx0cX92GrOwUfW3Yh3NCNEhBc6iydLi1cuRuQhagcBpTAJLx5pwJYJKQAiGac9V2n0mjMxC1M1Im9SjQC1errdC/9FQp6pxxQi064CpnQpVqI+Zw7x2Xe3r/YlxtmiWbSbMNi5QVRlj/3GISXwYYqbuWgDNNsJ0axWiPh9ICYDtmnAD4OEssCJvkHQFVN1qw+WnlYhis73H6x5Bn94ciduf3KHVJixeMhMkK2C/iF5G9+5fT2uezAqUPziA+fhgjMOLbyNyQLfn8EKU8mnu0K0du1a3HvvvR216SgRwbJkQtR6RWcVrXZpzkKeQsRJilYhYi0rLMOBxRSiulfDn9b9AluYJ+SPO/+IdzT5/oiQEUG+om2a7DuAsM0wShDGhMgmJJHF5hECIv0Gqf5kOS0kuIfIAIkIEYC6m/ZO8eNK2feOVhYD9U1YsP8LgE1phchhbUa6NSlOZfZSnHafvOUYTuSba8BG9JtzDxH7bWZZyCztIZqacfQC1ArNQBQ2q3nJkJRo3dGlStWtXidyvSRVIaqL/wOhEOW17khlmfnpY9AMS+ZG19ST28bw5LboPvS/j2/HG4/bHy/Yr7MoRKdwpZCZ/LpX0DIhWrFiBXbs2DEZY5l1MKUJWa1l0w5kD1EnUjufggxNf62KxVLVNQUSZQ8RD5k1vAk8seMugF2HT9ANCEMqCqjpwFPrK3ZsMjfZRBoCKd9aUYQhYBgsvAVDIUSAEcYkSP098hQi3ufMpAQ2Oyy1xmhiGTlERVj5rxf83VXYtvFRHHDYCcB9iqkaUWHG6Lu7MytOZY8swqufm8lbzj5D0YnhsltRRSVEGvP+TEbpIYrhadSRuDhj0i8JRCEzowumavn2UizLLFayKmbSQ8TH6fphnGVWoA4RryEk+5OK4oIzDsVxy+YJUvbt/30aj20dxT3P7J5yQiRCZkwhakxHhUju9v5v//Zv+OhHP4ovfvGLOProo2HbyUlzaGiouyOcwTBNCxal8AnRVn5uFXvDQ1ThxQw1/bo4SbItBxbLA3P9BjZiI3jX5c2Vcdz73CacdNABmd8fkEgh4t8FACZXiEDaJkQBpTDB24KYolEtAHggMKTfQO1Plk+IYoWIE8G6O55chsZj5tl71flLUJ0fFRlNZplxhSjart8lQiSX/NjbE22WqXqgPyosF/cxi278vM4ZmW0KkfJbz146JKVom2lCJNsD+KlsELkOUfvf6yceLJtvqCF5iHilaTXk5QZU8hDlVarWK0R2CybCgYqFPz9mf/H6ye1jESF6dhf+6qSp7ckZh8yi49RrlaoLEaJ58+YlvEKUUrz61a9OLFOaqluHYZgworm/6x6irHTtemMCVblthAb8F9R5iKp2NIHpCFEgCipWYdLowp7YswkPV6Jzh5O/nzxyC046KDtwJhQiJx6nUIgI2vcQhRSE+XJsEmVt2IYNL/TgE5JQiDy1YWteYcYUIaJoqIRICjEamqrUCUKkhsxmgELEPUSGohARFoJtQOp0jzicTGjQVFGcLtg17mKgYgqPhw6lhyiGmmUGALbFHrQ0CpFhEHC/cmceovjvQoUZJRXHMfWExvXDQh4ivn5MpPi2W8+q5Tjp4Pm4DMA9z+xuexvdgsvmKGGqno4K0e9+97vJHsesBDEMmMwvo+se3yoSCpHmSn7/f52Ge8yt+N6r/huHHfLi7O0wsqM+zQMxSXF1hIjICpEBIMSOkcexsWrBoBRvHB3HT4cGcffWO4AcJxHXYqoJQsRqjqD9VOyQUhjMQ2QxlYYTIo8QmHkhs5x6OLwgpQECGxEhqvvJliVyyMzQZZnIWWaVSGU1CYWBsGu1iHqhDlHqnOKEiDd2NZOEyERUvE3XxHI6Yfe4i5d+6WYcu3Qe/ufvstsGqb/1rC7MqGSZyX/LygI/ZiaJ/TmdEaL0tvPgSSoOV3hUQuP6YbE6RKKXGS/MyD1E7T8QHL9sPgDg6R3j2DnWwILBqWtc7rJyAgPT2VR9yimnTPY4ZiUIMUQ2VuB37pVIeIg01/GT2IZR08C9j9+US4j4VkxNHaK+CleI0uvFIbMKTGoCCPGQNQzAwLKwD68Z34afDg1iu/+n/P1gN7WKVIYgVoiI1lRdpFZPEFIYvAo2I1i2aQM+9xDFv0ErITP+mQkDFo2IoOvVEsskQmaaHnGJdHRpv3ktolZBKcUVt6/H8oWDOPWwhdE4p9BUbfCGwRlZZtxDZHFCZHNCFKDh67t6TydsHK6h7oV4ZHM6+1CG+rPM5sKMWoXISDd45cfI6FIvs2YPlqlxStWXY4UoWUfIDQJJIWqedu8GkeeoHQ+Rinn9Dg5dNIjHt47hnmd3Y9WRi9veVqfg+zNnppiqH3jgAe37hBBUq1UsW7ZM9BErkQ+DgClE+SGZogiahMx43cBmWVohU610oZ0qm6x1Hd19EmeHLQwsAB62sgt5+eCRWL7luWhBazS9sgQeMuvXKEQB0qbqZ7asxz/94iwcUTkGF/7NDzO3mwyZxQpR9J0ElqQQuYpClBsy4/4YENgwAfhoBNmESO34Hu1gOssMaL/j/VPbRtF3/T/hrv7DcOonLorG0BNp9/o6RDxk9uzOKNTI29pYCEWmznQG/w3HGn4ueU+ZqmexRJQXMksWoY3+N6RK1Z0cN3nVVtLuIw+RvheZJ3mI8roOyR3t3SAUxKoTQgQAJxy0Dx7fOoZ7p5gQcSLLFaJpT4iOO+643Cdx27bxlre8Bd/61re60t5jJsMgJPIQoTuEqFmX5lB8lk+IeA8vQ+Mh6mcZUJ6meQbfqm1VcUZtDg7yN+KS+XMxYpo4bcUbgS1/Ag+I+UEAS1Ntut6oiQrRfX2SQkTikJmaQvf/7v4vPFYN8RjW4vM5k01IKQhXiJj6JQgRCPqoVKk6FTLLPmb8eBogLFQIeEohRyrZY5t7iOIO1u0SIm/zg3ibdTO2uvcDiAiRTJL3tvJgsLMjlbkoFKLo/ce3snIF7BhxhWi6gx/7kEap2FmKVzrLbNKH1rOIQ2bx9ZwfMiNdCZn5itLeTH2WiZtj6kNeDS8Q6l+eQiQTn+EJD1fdtQEAcOD8fN9nM5x08Hz83z9uwN3P7OpoO50gCKk4vwUh6rHmri3Tzp///Od40YtehG9/+9tYu3Yt1q5di29/+9s47LDDcNVVV+GKK67ALbfckmjCWkIPQiCCJ34XejY1q0PE3/GbFLvLS7vvr0aEyDUIQoUkiIKKdhXUcPBXo2O47vnN+PfNIf78yLNA5sSZD14GKRsZiY1/g4NxN2fe+JY3wpXRJ/H6p3Y9mb1fIQUYIbINVSECLCnFW/V0BTnp3yGVQmbsF/XC5PoJD5Guia9MiExHKEYOvLZu7kEjUlqqNCZmU1mYkWQVZmT7ecCCuQCAT60+InpfEKKZoRDJDyijjeyHH/WnLk3VSJjQ47T7NLk3jbgOUSe+OzVno9m1ItdLUrvd888m3Ph+l+chckwDBy+IyM9Zl/4Bdz+zG/2Oife/+kUt7YOKY5ZG19cT/IFjCiCrQTzLzO2xh52WFaIvfOELuOSSSxLd4o8++mgsXboU//Iv/4I//vGPGBgYwIc//GF85Stf6epgZxoIITCFQtS5qTr5ZKNTiKKQVkibKETsfx0hGuiLyyqM10cxZ2Be/P2iflCfKD44NwwxrxqpimToAGAseuLxggB96c1jfCx+gumrxk9FnEREIbPk+IlEzP73iZuwfIH+5hHSmBCpCpFPCCwqmapb8RDRACDRGHlBSi9MKkRylpmuaW6il5lViUJJgQub+G2l3QduFLKzEY97Kk3VJleITOVHX3w0QEzsf8RK3PPu07EvN3zOMIVI/gnHGwEwR7+cOpHPYj4kEaJkYUZAX4eIEHSll1na2E5h5rSTlqtJy603wpAK4jbhFWvSSgjBZW8/AW/51hpsGakDAD50xqHYf15f5jpFsHhutP5Yw8d4wxcKzd6EnFHGs8y86a4QrVu3DgcddFDq/YMOOgjr1q0DEIXVNm/e3PnoZgH4DxB2QSFq1roj5B6iJin+fDmiIUSD/TEhGp3Yk/x+9n/F7kcorUuW/RkAwByKa2BkqVQTUg8wuXCiUIiQzjLzpHDjvZvv0m4XiLwGvEAgN1XzliAeIbClkJmaZZan4IUiy8wQREtdP1GYURsyc5J/W1wh8tvyQwRuRMhsaX2ZEFG6d8Nm3FStpt3jgOOBj60HOeNzMRkCAPZ7W2RmKETysR+r551LZdo9h85Q3KwwY6e9zCilqXWbbcvTKkRBwudUK6gQAcARS4bwvXedhHn9Nk5+wT74m5ce3MouaDFYsTDAwrRbGdHa25AVol71ELVMiA4//HB86Utfgiv1evI8D1/60pdEO4+NGzdi0aJF3RvlDAZXiLpRh6hZU0L+VlBQITJ1ClE1frSdqCXN0Vwhqlb6E81IFx/9KgCAMS8mRFmdmCfGY5JlSuZj4SEiBFS9YUnhrUfGntBuF4iODxUhM9VDBFiSmqIStry0ex7CMyVC5FFXuwwQZRemIBOFRMjMb0v+D1iWm00CuD5vEjt16oPwEKmECACqc6PH+8QKM00hkghRI6/IZ+kh4uDVmh1d2r2uuavU7b5dQqRbrdl1InuI5CwxebKXCVGeQsRxwkH74K5PvBpXvedkkXnZKRYNRZ7erSPZjaonE3LPN0c6Tr2ElnWzSy+9FG94wxuwdOlSHHPMMQAi1SgIAvz6178GADz99NP4+7//++6OdIbC4B3Qu9DE0m8SEuHKT5BjqqaUImCTky5kZpgmnJDCNQgmlAamIl3e7sN+jfXi/WUvPBIAYM5dJo1VfyHUahEhMihNeG3kkBlVCJ1sSN8ejmDbxDYs7F+Y2nYUMuMKESNEZpxlJitEqoqWF2bk4zGIAZMZ0dUQaIIQNVOIrErCQ9TOzT304pue59ZRdWxtWwgjJxTQTZj8GFkFbzkzzEOUUIhyCJEuXDNbIdLZ7fg+4GgUIn5oiVSpul31U3etNXsgkfuNeVIvswQh8oorRBx5BTzbwaKhKp7eMY5to1OrEDmmoTXH9wJaJkQvfelLsX79evzoRz/C448/DgD4y7/8S7z1rW/FnDmRevCOdzRr31mCI/YQdSPLLC0jyxBZZjmTuzxxm6rfg8EGhQuCiUZs0KNBAJ/djKqVfszxY3M0YVkV9nyJEGUoLi5TndSYvRwyU9Pu1WN337b78JqDX6PZN4kQKR6iBiGwIXW7V8aXZ6oOuPoBAxb3JCG5PM8yMygV4aDkDiqmapZ91W6WGfXim57XqAODc6CG6/em+mCys8/UKUQ6MHUwIkTTXyGSJ9XxXIUo+Xq21iGS/TeyQmTleIhMIxYa2zVVawlR05BZ9LltGaiEzCwchAn1gytEBkHTemmThUVD0T1ly54pIkQahWha9jJTMWfOHJx33nndHsusBJ/480IyRdHUQyQ+y55g5HCaYTjaZRwKjAOo1eOQmevGlZn7KoN44iUXYvkf/glPvOwrOJ69b0oFB7OyzNxGpDoZyvCTIbPkuqGirt2/9X4tIQpCipDw9iIRAVkyEPUSW2/bcFADDUMQw0gpRLm9zIRCZMIm0THzFQLFiaYBADpTdUaWmU3aI0ShlPbvu9ENMB2Oydjugz8Dbv488JdXAvsf1/J362BkmaozV2AeLwQihXk6I5llVtxDNEv5UIJM6D1E6RIjplyHqM3jpq3flvMjUEoT5QFCSSHy/Hi9CY/1UMwrQjTJmOqQmawQyUpfkaK6ewuFCNEvf/lLvPa1r4Vt2/jlL3+Zu+wb3vCGrgxstiCuQ5S+Sf78d5fjpieuBgXF8rlH4UNvuTR3W83S7oWpOocQyePQeYgAiOradYkETXixWlR1+vHiM98Oevpbcbx0AzBMGwalCAlJmY45XDfaTpZCFCDdy0w9dg/ueFC7bTnLjIfKjtr3KPziqV/gwYoDg1B4vgfbqaQUobwwoyBEILBNBwizCREBMgozyllmnafdJxQiZrBWz4nMzf7kXdH/V64G/efn8Kev/DlsfxRHfOxWbFz/MMwfnY0NLzoHJ7/1k4XH07pCFC1nzBSFKCyoEJWtOwAgQYKbmarlkJmoQ9TmgWtVIZI/c0xD1DaJFKL4vOUKUdFw2WRAEKKpCplx4mgRQYgojawerTSvnUwUujudddZZ2LJlCxYuXIizzjorc7myuWvr4Je6zuj8/Se/iacq0RV2e+02/J/tz2L//dIZfhxJD1H68yKFGeVxEFOvEOk6uk/UJYWoGilBRH0aMgzW4SzdPJXDZ/VzTMXvH9chAqhShyhg3p/j6g2srVbw6K5H4QWeID1iuTAOXfHQ1tH7Hg0AeLDigCLy29hOJRXSyw0z8smemLCNSkSIkFxetBegtHmlalkhgt9eGwJfJkQ1tg8KIWrWS90dw+jGR3DcxB8AADu2Poe1v78Wr6dbUXv0hwBaIUQ5pmodjLhS9YxQiAqGzHQ+r9kI2X+TNFVrQmYJU3XyvVbRqodIvueaBhHkLQgpam46ZFbEUD1Z4IRo2xRlmXmyQiRX5PbDRL+6qUShUYRhiIULF4q/s/6VZKh15HmIaiS+oCghGJVq9OjgJ56adCEzLicX8xBZGSEzTogaXkyC6vVI2SGUoupkVCgnJkw2Li+jma3PFCLV7BtXqk6HzLiac7DnYSgI4IYunhhOZ5slQ2bRhHvo/ENhGzb2mCaet6zIb4N0GC5PIQrkkBlrRaESIk6aMkNmstHarIi0+wr8TAN6LiTC6bOM0MJVkA84Qfw5/qf/J/52G3XMdaKxvNDYjOef31B4ONxUbVoFQ2aEe4iCGaIQxX+PtpB2P1s9RLLfRA6n8IlTDqnJITPSJYWoaE0jmRBZRnKilwtwclO1MaWEiHmIpirtXmpxIitCvdTgtSNaVq9PzYGdSeCnhc6j4ikd5bNIBIffJGQWFAmZSROprg4RAFjQECIWPrMpstNEjVj3CTx9yCz0uUKUJA1JU7VaJ4T1J6MUR7LJXxc2CykF5aZqrsCYNg6bf1i0TsURhEglqIUVIkGIkhd5ImSmTbuXs8wc0ePLIV7KaFsIkkIUsPBZ4Qymwbhkxj7rviP+9urjcKTK10/fd3OxsVAKk53LrStEM8RDVNRUPYXG916CKMqo3Es4IdL5JQ0py6xtD1EoqU0FahrJ/SMtkyTULLneFN9ELyhEW0caU0K05UKblmmIquK9VIuoZUIUBAEuvPBCHHDAARgcHMTTTz8NAPiXf/kXXHHFFV0f4EwH98rowljqbTPLd8PRrBJxIVM1I10mpZkp0rwac8OPG5jWGCGy8sIwJKY5WVl1IdumSfQhs4CkCzNyhcaiwFGNaPwP7Xwote1IIWIZIZL6dfR+UdhsXcWB57WuEFGu/hATjhXddFRCJEJmAEgzD5EaMmvj5kUCWSHSm6pp1n1I2tdKI1YlPbeW8Ca5T68pNhhpe6bdWpaZQaioR9OLuOOpHVj73HDT5YrWISpDZhGympo6OSEzQ1J12j1uIvxmkDhjLYcQyeqtSQgs0xBj0P3OU+khWsgUItcPsafWeVZzq/CUQpu9WIuoZUL0hS98AVdeeSW+/OUvw3HiSeWoo47Cd77znZw1S+iQZ6r2lWtHbRiaWj7R3DX5WRgEommq2gtMRhByQoRkGEeCzU4bV54ceauIvPuQYUYeGuSQu4AToiRpSITMUh4iFo4BxZGNfIWIEyJLUmRkHxEnDyoBKhJmjAhRVCLfIxkKEUWGQiQTojhkFqXdt37DIEF8roRM9SusEGVk1Pn1iYTytN/wfcVCEwWM+ilMA4VotO7hnO/+Ee/63h+bLlu0DlFpqo6ga9sBxOqzlxkyi97LIzFeEGaGaXQZa3ncin+PQeJwGB+z7neeSoWoYpmY3x9df1MRNuPXMVf5RPizh67vlgnRD37wA3z729/G2972NphSo8Zjjz0Wjz76aFcHNxvAfwA1KwkAXCUVsZlC5GuemuLPZPk2hxBxhQgUhqYbPQCYlNfaiC+qen0P+yxngJJClNU+hLJtmiRJxpKtO1RCxENmsUL01PBT2D0xhg0747BeEFLWzy1JiI7cNyoc+YjjCC9UoChYQc4xk0NmFTvqvxYoSlnsIcowVXOiYFiAYcQhM3htmaplhSgQCpEy7qw7fQb5890aiETKj6BP45HntjUdi9yWJuucSsHofQ/RSN2HF1DsnmhePLMwISrrEAFIVn+WEU+isj0g+t9IpN3rjxulFG/65h9w2ldv1Z5Xvi5klvMbeCFP0pCKR7Ix67xi5hRnU01l6r2oK8WOT2UmKEQbN27E8uXLU++HYQgvwxdSIhsGzQ6Zecq1ozYcVZFUiBT/kbRukZCZRTMqKgOweUd3pkI8tmUU1/4h6iGmen8SMAxJEcs4V5hHxVS+m7fxCDUhM74/lBpYFASYF5oIaIBzfnwpVv/Hj7F+R+RLSoTMJEJ08NDB6Asp6oaBDcNPs2XVkFnOJMaLLhILFRYyU/1fzUNmjvJ/RJDsNgszGpJCFPj6tPuszW7cpe+IHRGiOEzqkADr/nhL07EEEvm1LL1RP4VpkGUmV9ltZgwtnGVWVqoGkEeIopuirpG1QRCn3WcctoYf4sGNI3huV00b6hQeIrOY2sQ9RHIorJJDiKayDhEgE6K9rxC5GQqRXK9pqtHyr7NixQr8/ve/T73/k5/8BC9+8Yu7MqjZBJ5NpU649caECHFZzcJMDHkeIk8OoeQqRB4bF80kRBYLX9X9cbh+iLdfcReqtecAAFUrI8OMQShiGftCwuhCtZTvJvw46UJmIqMrWucFXjTprif/DWf5V/DQU5HXJaQUgQiZxY1EDWJgLnOc7xmPFA/198g7ZkIhMkxUnQEAaUIkm6pT5QiAOGTGCRGrVF0hfluToiG1DuFtPNKd1PXbfZ4RogfDg3FfuByPhwdE23FrCeUJAJ5/4DY8tV1PoDgCXwqZ2a2FzHq5UrU8KftNFaL479aau7Y3tumOhgiZJR8eOEHyNBm1plSHKIvETEg9xf64Pp21q+uLlqfS8XPAkpQfR4TM0ve4KYyYAYgzzbZOUrXqMKTYORbPNaN1Dw9vGsHDm0bw3O5IrVc9RI9vHcVIvTfElJYrVX/605/GOeecg40bNyIMQ/zsZz/DY489hh/84Aeil1mJ4hBZV8oEPF6L+4RVQ4oxk2TW7uHIyzKTn9LVXmDJbcQeIkOnZADYz1kCYBQbJ57G/Rt2Y/toA0vn7QAA9FX6c8co9jejMjfh3694TWIPEVJxBR7Ooux0ftPYIOYuPxl3PHsLGgbBzp33AjgdQRgXp7StSmIbfdQEEGCsHt0kVRUtnxDxp0QTFUaIVP+X8BlRgBLNZceJpN3HdjguzNhsstXBDCUCzAhR0cahFSbj/af/JlwfnoQf2BfhUGxE4NZgspBmQCyY1McQHcE///QB/M/frsxMKU4oREVDZixEavawh0gO23h+CFSylw0KmqoLVxOf4WhkKERcYUmGzJhCJIXMAGgrIE+48bG/+5k0IeLZa4ZBwJ9p8kJmgQiZSYSIKR864jvVCtFiphA9umUUT24bwwv3G+hqlejP//phfH/NM/jF+S/DYYvn4FVfuQ07xpLhOZ45yJW0D1/zJyy4zsH/fvRVGKi01Tyja2j513njG9+IX/3qV7jpppswMDCAT3/603jkkUfwq1/9CmecccZkjHFGg4fMfGUCljvJV/iF2aQBbF4dIjmcmTu5s8nLBJCVPf/iF5wJAFhvjeK2xzYDAA6wdwIAHHsgd4w8ZBZkKEQGIkJkK0UhDSPOMlPHH6oKkQt8/bSv42A3+jLPj9POhUKk1Fiq0mjdscZwtM2MTDYdYg+Rhf5KtP+uco8RvcxA9d3uF64AXvwO4JSPRq/Z/lsI2qqpYkoKEW3RVD3H4Woca0OAaCzUq8NghMizor6F/WaAu5/Zjd8/uSNzLAFrW+BTA2bRAmxSyGw6KERNQ2aKhyhLdVB/6lnKh+I6RKm0+3SWGT9mBiEJBUanEskK0b3P7k7cM6NtxQSHFEi7F54jiehwVavXsswAYCEjRNeu24zT/+M2/Pie57q6/Yc3jYBS4PGtY9gx5goytHBOBQvnVLBsn368/rj9AQBvOWkZFg9V4ZgGdo67+P0T27s6lnbQFh17xStegRtvvLHbY5mVyKpUPcHMvQalohBiszpEyZBZ8jPflwgR8kJmcdp91pPDqpP+D77w9H9ii23innt+iQqOQDUYBrAATmUod4zNQmYGPAB2ihAlCzOqITP+moVZmD/JRgjAgM/2KQxpTJ2U0F4VDoAGJtw9bFm1uWseIYo9RH2ViCio/q9EyEynkhgG8MZvxK8Tlao7JURZHiL9dnmbDZ/9WnVEal3o1cR2fXsQ8HZjyaAJNIBd49kmTU5+A5iwiz6NSq07elUhkidlr2nILHlt1r0QfU76PCjT7iNkeYh0pmk5M0xWKXU/iezfmnADPLRpBMceOE+8F2eNEfAoWJEss4RClOchmmJT9auPWIhr7pmLp7ePY7Th44mt+eHuVsHLJbh+KH7DORULf/zk6all3/3yQ/Dulx+CC3/9MK64fT1ufHgbXnPUkq6Op1W0rBB9+tOfxu9+97uyKGOXkGWqHmed5G0a/0hhkwaweSEzT/aU5ChEPGRmACLLQsVQ31ws9aP4wCL7LryAbBaeGbuZQiTGl0eI0uZb7iEKkQ75if1hqo8gRKIqdkwIuEKkhswqLN4x4bMsM+U7VN9S4vvBfQQW+qsRIXIJSdxJZVO1NstMhSml3bcxKVo0TYhSdYgyNmuwrL1QUYjg1WGxUFxgR+1ZbFYtSy6UpyJgZNyHUbxSLyNENglQd/PP+6lCKmSWA5XYZIXNyuauEfjEqqbdc0KU6NsoFWY0iEyI8hUiIO0j8iVypfsuFZwU60zVvagQLZnbh1/8w8vxNy87GED3q0TXvWh7DT/IrCWl4vQjokKwtzy6ta2Hv26iZUK0Zs0avP71r8e8efPwile8Ap/61Kdw0003oVarNV+5RArCVK1MwHVGiBxKxY/kdWKqlhQimqMQcWJmUoK8cPfyvhdGy/U/i1fM2yFKBDgZ/c844pBZ+mYR+D4MEr1fsZMKjpxllvIQsf0hrNO8yXqbOUqbkJBS4e1RFaKKEXl36sEEW1YNmWUfMyo8RDYGWB83jxD4XpqEGhQgutYdKlhF53YVIksinDRoLWRGhELEzPNMIaK+RIicITG+vG0BEC19wlZuNxJp9PzeJEQthczaJESlQqQWaE2TFGGENpIPcc1CZgBwl0KIkiEztp0CHiJba6rurTpEMuIWKN09v+oahUgltSpOPHg+5vbZ2D3h4b4Nu7s6nlbRMiG68cYbMTw8jJtvvhmve93rcM899+DNb34z5s2bh5e//OWTMcYZjTjLTCVEUaq4RWMVKUtV4UhUb80xVecqREGsEBk54Y2TD30tAOD5ag2nDz4LryghEuNL3ywmxkcQ8O0ohCjudq/LMmOEiClEFvVAKYXDluOqlx+EYvtylhkAVI1I2arRiNinVKg8EskJEbHQ3zdHvD82MZxan4Dq0+5V8JAZaZMQSQoRhEKkjDtTIUoSGIcb5f06bHYsaSUifhYLQubxgVAKmRWGTIh6tJxHImTWZGJRj09W6n3hfnMzHO2EzAySfIjTK0TRcR9g4cqHN+1JfC6bqotlmenS7qNt60JmeffUvQlbU+CyGXaPu3hw457cZRpCIQozjfG6sbzqsP0AADc9srXweCYDbVneLcvCy172Mpx99tl405vehFWrViEMw7IwYxsQITOlGajoDQaIaaQZIcrzEMnqUq6HiH2HSfMv3tOOXA0AeMKxcfjOX6DBiUxGQ1gOEf7TEKL6+Ijw3jhKSEt4iAhAA5Ws8JtYtI5FPXh+iCpXOhjJ82h8DGzVQ8RMwjXKU9SLZ5nxMJxpmhjsmyveH5eM8U3rEKmQPETtqAS2tK/ghKRg2r3B9vX4g/fFW048EAfstw8AgPh1QbSoM4eNj207p5o2T7tvjRDF9sZeVYhkEtSqQpTV4FX9SWZ7YUZVXdApRPxnSIXMND/JeCO6rvedE90rVH9aIu1efFf2OGMPkWyqzskym2IPEYfOnN4M77/6fvz5f96OJ7aOZi6jV4iaX/enr4jCZjc9PM0I0be//W289a1vxQEHHICXvvSl+O1vf4uXv/zluOeee7B9+9S7xKcbSIZCxBunWpTkNoCVkVeY0U+k3TevQ0SQH+9e2L8QC+15CAnB444hsqpsM7/ODOFZdVpCtAcB21u1DlGiUrWqELE2GTIhcr1GXL9JKETxd9qsxQZH1Y5CQDU2wacy2Qqk3VuGjT4n3q5cOiERMitEiKLj6CBoSyGyISlEQWuFGQ1Gzl9+6CL8218cA5OpdSRoxM1dmXncYiGzvDFy8hvosuuyIP3+zQqSThWSClH+xKIen+IK0ewkRFl1iISvRzosiXYbTT1E0XEfqkbXl1rSIpC2VayXmU4hyq7AbE5x2j1HRVPPqRme2hbZOHg9IR14RqgbhJkqnw6vPHQ/9Dsmlsztyy1cOtloOcvsvPPOw3777YcPf/jD+Pu//3sMDg5OxrhmDeLWHdmEyKQEAE1M6DrojIbitZShluch4qQr8rrkj32/oQOwbecwJgiByya7oiEznULUmBiNPT4tECKhEDHVx4YHt1EXpmqfqSWeRDpVhWjAmQe4QI17YloqzMjGTGwYhgEnpHANIjIF5fUzs8xUiLT79kJmDvXAmTTxXW3qfrZCFB0nUZiTESLDr8NhhJFUIyXMZgbsvIhRyPxrYSsKkeSzCnpWIWolZNauh6jNwU1ziLT7lEIU/S+fu3KlavmepfP+cA/RUF90bqesBdpeZjmEKMguzKhDz3mIWqgSvWsimkO4cVoFpVQQ2YZX3FQNRAT1vn85A1W7hXvEJKBluvqzn/0Mb3vb23D11Vdjv/32w0tf+lJ84hOfwA033ICJiWzmWEIP7iFSTbwNL/KyWJAyrDT9zmToqrdy+K2GzECaxrsrzIfTeOk/wDv8dQBaCZml09jdiVH4TRSigBCNqZrdxKzI62LBh+/WRKNZTvI8KeRoKQpRf3UBAGDCCNk2FVN1nodIhMx4u40IE25MiJJ1iFoLmbVFiCCFzEIvMTlwuTxrs9xUbTBjN2HFIo2ggQpvrVKNFLVYISoSMmvPVE2bJBNMFToJmZWm6nwIdUGpQ2TossykwoxEqkWkewgYTylEyr1ETuEv0MvMFyGzYoRoqrPMOFr1ENW9QBChmpu+dwMRieWHyg1CSeUrdt1PNRkC2lCIzjrrLJx11lkAgD179uD3v/89rrnmGvz5n/85DMMo0/FbBKFM+VAUiAYrJmhRA2ZGew8VQU7ILJB8N7kZQYw0ENr84hWE6IAXw93ZB2z9QwGFKNsg7tVGEXCFSKnmLFeqTpuq2U2JqT4O9TDRqMNm7wdMIfKFP4qCKGn9c/r2BQBM8CfQMEw8LhRRiAQhohQAEcZ4eX2CuMhkLvi2SNBy2n0YhKhIhIgEbuLcsAwDXhBk1yESClF0zAlTiMywIYiW0T+XLcsJUfZ4KDtvwyJEUAyagBIThAYgNNRWHZ5qdBIyyyJE6mZmKR/KNOSaeVlm7DPTIAgDqiX8E8xDJAiRouzxay1BiPJ6meV4iHToGYWoxZDZ7ok4wlDLKJQqK0cNr7ipupfQVmHGnTt34rbbbsOtt96KW2+9FQ899BDmz5+PV7ziFd0e34xHVmFGj1UEtqRZuRUPUVoKLpZ274teZs377ghC5DfgMp9OM0LEy+HrFCK/Piqy1UzFZyNnmand2EX1adY2w4IPz2vEIbOQV0qO/rcpjbvLMwwORqa+UQNAGKZM7rmqGiICZAtCFO1DzY3Nh7KHCBk94hKQ6xC1mBrrei6qUi81I3QT5McyCeBlE2ODZ8QxhchgCpHtj8Nifi1LUYjySDavn9WSQgREKlEQwEKIIKQ9Y0jl8BMKUZOQmXJ8snwSpUIUoVkdokSWmWSqBsCIM9U+SAiFiIXM/JAmyLZQiBK9zLLHqfMQ5RGAwnW4JhlOi6bq3ePx/JFVOZ7/ZgDQCIqn3fcSWiZERx99NB555BHMnz8fr3zlK/He974Xp5xyCo455pjJGN+Mh8EmCV9RIDxJIQrZJNScEKXL2XPIdX+450YHHrozaPOQGSc/jaABl3mUmofMstWusD4WV5JWu90zdYESaCpVR4SEtw1xSACvXhOEKOAqBjMXW0DcRJVh3pyonHzdMODVh9M+pbwJn6taPMzFFm24cW0uOcvMKOIhMqRu9y1Oio36BGSHlBEmFSIul2cXZmS1qDghcqKtVYOY4FmKQpRXmJETolDXwy0PhgUELkymkk1tl6M0WlGI1GOdlWVWeogitFKHSA6ZAbFSpAuZ8XAPV4iA6Bhzrp0ImRUozBhomrvmZVX1jEIkPETFCNGwpBBlEqJMhWjqQ2FF0Zap+pRTTsFRRx01GeOZdRAeIkWRcNnkbcIA5y/Ne5mlZeT4s9Y8REYBDxHvbN8IGsKf01Qh4t+j8UMFjTH4vE6QMnmKJzjossyi/22psaw7sQcWOwQ+r5XDVTdKReFDjnmD+4q/x8Y2a/qlNcsyIzC5EZopRNwYL69P0FqWmQ2/5V5mXiMZtjZCL2G7sjRP2YnlRV0n1grFiY7rQBB7oux+lmVG9Sn9MgQhakchQtRKJMeiNGVw2wiZ8QLmmQpRmWUGoEgdovg9uTAjECvbumM3LkzVMSHywzAu/JoImUWf553bXBksqhD1moeoaGHG3RPx/JEdMovfd2eLQnT++edPxjhmLbI8RLy6sgVTGHLz+mkB+qem+LWcdp+XNeGzcTW/eLUKUSEPEdWGzNAYzzRV53mI+CvHiTMe3YkR4SHiZnTKwnq6kNlQXx/6QoqaQTA2vlXT7T7nKVEoRNE2LbaPCULEQ2atFmZsQyHyGsnkBiNlqubnXMZXMwJpWJwQRcR3kI4BBGhQGxVmSrd4m48c0kaDNjxE0QCi70DrPqoUbv48sPFe4G0/EWSzU8gPIHkKGRBfj3MqFkbqvgjdpJZTNjNb6xA1MkzV/KXOQ8Qf4PKUnYlGMmSmLpcozEiaZ5lNWw9Ri6bqXbKHyNWvk/QQtZZl1iuYPiOdoYhbdyRPMp+1SLCIGWeZtWCqVicQOWWf5oTMRNo9SNO0e+4hcgNXECLbyJ9sjJyMOeqOxeSilSwz5pepVmNC5NVGYg8Rm+BpmB0y66+Y6GebHRnfJnxWhG0jXyFiY7a4h4jL0bFSI0JmFDBa6WVG/FStlGbw3KRCZCohM37vLqoQWUx5GyRRCLBBbEEqTGFYL6IQtUiISKwQddrjaGLNFcDTt8Lb8nBH25EhTya6mjMy+LGew0I1Yw39w03RfnPTFVf/cQNe87X/xabh/FZPQl2wVS9hWt2UG7ICehWJY1wTMpP9X/y+aSVCZtnjLJJlJr/ulTpEjtWah2h4vLmpWvYQTVeFaPqMdIaCe4hU9YcbgS2YcZZZE4XIk4iCeiOVyVS+h4grRKRwllk9qBc3VQtyl94X4o2LkJmpqAmyQgSVPLL/HacPHo2WC2qjwsvD1ZmQhcwihSi5/X7HQh8zA+0e3yHWEdvII5GiKCUrDMmbogbxTT9Rh6iQqbqTkFlysjGop4QC8p98ebd77iGynGSJAheOIGzcQ5SnoFGmTtJWCjMCCYWo1WOgImDtSzbuGO5oOzJaSbvnk3Y/axnh+hmEaIabqn/1wCY8umUUdz69M3c5UYdITbvX+IP4bY/fr3SkiaMmTNUxIdJl5xqkWMgs4M1dczxEg5X4ejd7ZMYVClFBD5EcMmvM4Cyz6TPSGYq4xpAyybMWCRaxQMBNsE0UoiD91CS2F8oKUU6WmaQQFa1DJCtETU3VvFWJhtwZ3oQgN6pCxD1EISFpUzUbpmNV4bEocFhPK0QhV4goUlUn+2wTlSA6zrvHd8Qd7EW4MuemyP63hYeI32waYhm+vah1R5G0e16YMch9QtWOR1GIrNBLZM/EE4ZmZUoFIeIhM7s6kFjEJY6kEBWoVM2bu7YZMjMQdhQyC0MqCkiGXqPJ0sUhk6BmITM+OfcxQqS2jOBIN+DtZIS9B36cmpl5s9SFuFJ1WtURIbMcQsQVogHHErcAORklzhpDscKMBRSigUp83ls9ohC16iEaLpR2n6EQ9QoLLIDpM9IZCqEQKSRF1MwhllSHKF8hyk27L5hlxkNmpN0ss2YeIpK9L6YfK0RZHiLdury6dcWuwmNmbNoYi+sQsWNLGck0kd4v0yBwaLTunondwqfEFaLcMCMP89lMIWJj9YN48o2zzKgoeJgLWSFqkQz4KiGirpSJE3NBreoiHVuuENmVpELkkUoqZJZHiOI6RK1ZFrnXykLYkUI04QWiCS3tYhuQVkJm/PhULa4QZVX7VV/PLEbEz+UsQsiR5T+J7x/pbXJOIpSdHA/RQMUUJEbnR7IMo1AdIm3avUIABiuxGtVrpupu1iGSf9NEL7MeKLhYFG0Rot///vd4+9vfjpUrV2Ljxo0AgB/+8Ie4/fbbuzq42YBshYiFzIgNwttWtGCqVm+ksrpUxENEaPM6RFWTZZm1UodIjCe9L7afrRAZUrhFXVf0P7Mq8Hid6EYcMuOEKJQ9RBo4YbTuSGNPrBCJbeQpRNH3O0LVYZOeRIhEyIwCpMgTk1SHSK2m2wyBmwyZmTQmVc0VovjYcuLmVPsTi3gkDpkZGYTo2UfuxdjIbrbJdk3V3EPUmal6tOaK+knU717h2NZCZtH/VSefEPHj2Kya+HQF359OFSJdt3v+mVgmVeSSYoJN5v2OJdQanTneaLEwoy2bqm2VEMkKUW8QolZ7mckhs6y0e/n9hi+ZqmeyQvTTn/4Uq1atQl9fH+6//340GtFNf8+ePfjiF7/Y9QHOdBhs8kwpRGyisQxbMl438RBJJ3eql5m0bq5CxKsUw2gry6y5qTqb3NnBRGSaRnal6mjdZOgwEApRH3xGiIg3Htch4goRI208LT71/YgUnjF3NEWIskzVlNLYQ8QVIka5vDB+qpJDZkaLHqKWQ2ZectK3qQe5VouuH1Q80PjYkgxC5BsVyUMUgCghrWcfuRcH/c9pePLyv46+h6uTbXuIOjNVj01IBNGf2pBZv83Jcj4h0k38MwF8/xoZHiqO7LT75HYAKWTWxENU9+LWEv1OrBD5GoXIJChWmJGn3cseopRCJHuIeoMQdaYQZWSZyaZqPxTnuEoQexktj/Rf//Vfcfnll+O//uu/YNvx5Peyl70M9913X1cHNxvQTCGyDVsiEcXbA6jn+WSEzNqpQ5TnIXLCmlCIsipVR2OUClAGgQizRSEzFspxR2NCxLLQKCeZmpAZAFg02p9Rf1yEzEyaPzEFIU15iEySJkSJwowtZJmZhMaEoiBCFjJzwQmFpBDJpmpE3oBETRwpZGYxQlTtS3qIfCP2EAGAjSDhXxve/BQAYKi+Ofqedlp3ALGHiHRWh2i8JhXI7CIh8luoQ5TyEOU0yARixWHmKUQFPUSZzV1zTNUi7T56naoOLpU66LNNQWLk+0lMSKWQWW7aPXtwkrvdKwRgQCJEvaIQ2aJSNS0Ult0tZZnVM3qZJQoz+qF4PaMVosceewyvfOUrU+/PnTsXw8PD3RjTrAIRHiLFBM2mWctwclWVxDqaJx2OICwYMhMKEWlaZr6dStXCHK3zEFEv00OUFTKrS2qIU+lHwMiI5Y+nQ2bcqJ4xNptESsi4XxOkMVaI9MfMCzxQNmbbZrWD2Bi4yhd9N88yo0J5yYVEOFptbhow4/A4ov2x4QmCbBIifoOaG+BVX7kVr/+GFOrWhMxs20EoqWqBpBBF20/WSqLstzW4b4eZqmmrlaoJ9xB1FjIbr0mKWdBND1E8psIeomYKEfewmM0NvdMRsULUxEOUMZnqW3ckTdVZ9YN4H7N+x4RhEK1CJJuq87xI6eVlD1GS+M+pxud9r7TusCWi2aztjB+EGJEqq2eaqmejQrR48WI8+eSTqfdvv/12vOAFL2hpW5dddhmOOeYYDA0NYWhoCCtXrsRvfvMb8Xm9Xsf555+PBQsWYHBwEGeffTa2bt2a2MaGDRuwevVq9Pf3Y+HChfjIRz4C308+Ud966604/vjjUalUsHz5clx55ZUtjXMyYRC9+sO7rduGEy+Tkx0G6NNHxWs5ZJZzTXLDcqQQ5Y+9YmiyzIqm3Wv2hdBQGKTzTNXyvjSkIoR9lSp8phDZwUScIcb+5+nfZsZpb5GojtE4bYhMPKEQZREiL55gHaaYWWwMOkJk0LT6pYV0HA1JaXrkscfw9IYNuatSRhInDEaIMkJmu8Zd7J7w8PT28XjykE3VLMuMGAbqiMcTmJVEYUs1LZ7XHeItQLhC1HraveQh6sRUPSHVg+qiQuS2EzJr4iHiu2kKhWiWEiIxmerrECWyzKSEgcQyyldwhajfYQVHOSEK0vdN0zAKZZnFhRlzFCKn9xQimWg2Uzf31JIPZNkeomS23oTLPUQz2FT93ve+Fx/4wAdw1113gRCCTZs24Uc/+hH+6Z/+Ce973/ta2tbSpUvxpS99Cffeey/uuecenHbaaXjjG9+Ihx56CABwwQUX4Fe/+hWuueYa3Hbbbdi0aRPe/OY3i/WDIMDq1avhui7uuOMOfP/738eVV16JT3/602KZ9evXY/Xq1XjVq16FtWvX4oMf/CDe85734Prrr2911ycFhE24KQ8Re22blcxaRTIopckssxyFqIiHCDDEk1YWKlbrdYjiwow6hSiIK1WTbIVIXrfmxoSoYvcjYGTECWIPESdZYZOQmW1G7SjGQ1cQGFMQOD0akkJls+NhGZwQpVU5AsAoIiFLhIMwhWhsbAQHXHUqKt99de6qIZv0G0YU6pIz1WRTtTyhi1OHEaKQEpjSjcwlUu8no8LICjOTqwoRI0S84jXfZssKEW8dgrAjYjBRkyp3d9FU3UrIjE+cfXYTQqSaqjsIFfYiimSZUUpjD5Fah0hjmFa73WdVquYTNCel3FSt8yOZRn7Faw6urljSOFNZZlXZQ9QbaondAiGSDdVAscKMADDGVKXpVJix5dYd//zP/4wwDPHqV78aExMTeOUrX4lKpYJ/+qd/wj/+4z+2tK3Xv/71iddf+MIXcNlll+HOO+/E0qVLccUVV+Cqq67CaaedBgD43ve+hyOOOAJ33nknTj75ZNxwww14+OGHcdNNN2HRokU47rjjcOGFF+JjH/sYPvvZz8JxHFx++eU45JBD8NWvfhUAcMQRR+D222/HxRdfjFWrVmnH1Wg0hFkcAEZGRlrar1ZgiIKDKiFiCpFZEVlmuswsDvWiTSlE0pN/UQ8RaUaIpDpEXlC0l1l2+I8gbFqpGkgSQ7mBatXug8+IRDWcwATbTV94iHjavf4Cdax5AIAJ+OhjxyjyPNEchSg+TyrMVG2zsKFMiMJQrkNU4LIzDITEgkF9gJHNkR2bsT+ZwBAmQMMws54RV4ga5gDgAw48QX7kHk0JUzDr50RDDwRAoJjqXUkhCq1qlLtvOkDQgI1kNW2uxKUUoiLKWOIYdMdUXZOuZdLVtPtWQmbR/9xD5AZRKQE1hDLTTdVFsszk45oyVWsUItHtXmnumgqZCYWIESKTh8w0HiLpwSFP/NN5iNQxD/agh4jfB0La3M/FaxBVLAMNPyzU3BUARutsTphGhKjlkRJC8MlPfhK7du3Cgw8+iDvvvBPbt2/HhRde2NFAgiDA1VdfjfHxcaxcuRL33nsvPM/D6aefLpY5/PDDsWzZMqxZswYAsGbNGhx99NFYtGiRWGbVqlUYGRkRKtOaNWsS2+DL8G3ocNFFF2Hu3Lni34EHHtjRvuWB9zJLtdoAf0KqwgRvPJhXUFENkSU/b5ahxuGFkkLUTqXqgt3udftiIFaI1ErVhBAwXpMghh6b/AmlsJ0KQqZk9IUTUpYZJ0S8lIH+tLft+QCAMRLGWWH898kgRHJ7Dof1/LJZKDGhEFHuq0FCeclDyAgBYYqL3KMsCHLUQpbu71lRCNAkFHVGCqI6RNxQmZ4IAhZuDhSF0CXx70rZ7y76rZFkNe1YIWLbFyGzDtLuOwmZ1WUP0eRkmTXzYXBiU5VCQDoSxXeTP8HPMD4kzpM8AikrDaq6IAzTum737Hzlp23KVM08RNzkrAuZyaZqnjhWpDCjfK9UxzzQg1lmgFycMZ8Q7WKG6iVzo/ubF9CEOsqhEqXRaagQtTzSc889F6Ojo3AcBytWrMBLXvISDA4OYnx8HOeee27LA1i3bh0GBwdRqVRw3nnn4ec//zlWrFiBLVu2wHEczJs3L7H8okWLsGXLFgDAli1bEmSIf84/y1tmZGQEtVqyXgvHxz/+cezZs0f8e+6551rer6LI8gfxCdi2qoU8RKlCjB2GzAp5iNjEOOFNCILTPGSWrRCZNMw0VUfrsvFLZIqbqvnSASNkfbQmCjPykBkFD5npT/tqZQEAYJxQEeKKPUR6uFLIzGLHg2eb+ZBUOaG8FTRVA4LcEUY25ZYcvp9jtGZj8q04O8xtRO+ZRFaI0mZSno0YwEikEnukEo+LeaWSpQFkhYhXO+cKEQ+ZtUeIrA5DZo36ZJmqZQ9RayEzIIsQJT0pM00h4vcltf3DPc/swo6xiKzKikXKVC2RdE6uVFUtq5dZzVMUIk1IrNWQmc5DJCsiBkn+5pbZO4TIEan3+efYMAuZLZkbF2ita1QlNQw6yrJXZ7RC9P3vf19LJGq1Gn7wgx+0PIDDDjsMa9euxV133YX3ve99OOecc/Dww91rwNgOKpWKMHrzf5MFQRDULDPCC5P1ScbrbFVANXWmm0RKfpE8UzX/Dto8y4wTojFvTLzXrA4RVyd07UMMBJmmakAuUSBlM7AUc4s3YWXfP4BapocoK2RWrS4EAIwbRPwe4vch+puGx0IwBo0rUDtcIZL2MUwoRAUJEdsXg4WgfFkhyiFEhKkggTNHvMdJgWHEoVB54uFp8zwjLICZmHx8WfkThIgpRKqCwwiQyTPrRMisPQ+R0WHIrC4RIjJFhRk5sZGflnWhCrk8AoCcR5fpiUCjED24cQ/+4vI1+NCP/5T4zDbT9yBZYeHkRZS0YB/pUvOBWCHihIj7eRLeS11hxkIKkVSYUepl5liGQpB6hxDZBYsz8hpEi+dWhfpW06TeZ4XSphMhKnyHGhkZAaVRzYLR0VFUq1XxWRAEuO6667Bw4cKWB+A4DpYvXw4AOOGEE3D33XfjkksuwVve8ha4rovh4eGESrR161YsXrwYQJTx9sc//jGxPZ6FJi+jZqZt3boVQ0ND6OtLtiSYCmSl3XugAAhsqyIpRHkXpqIw5WWZ5W4nDpkVbd0hKzbFFaLkeCmlMBDGpuo8hUjyQ7l+RM5FerwR1+/hafeeUIjYRJ0RMqv2zQOGgYAQBIQRGMqPvR7cQyRrH7ZVBRpJhShWTQqaqhETIiIIkaQQ5dUmYiQtsPoRUgKDUHiuTiFKZoUAQMC8YAEMOIZeIYJOIcoxVfN9b7swIwk6U4hcyUM0SQpRs55QQkkwCRzTgBuEWmOxvBww8xQiTlJkv8lzuyKiv2VPdH5nGaqBZNo6PzapXmaZpmrWtoNlfeUpRJZBJC9S9v5wZVBWiGxJBXJMI7EfveIhAuJxNvMQcVP1vH4bVctEzQu05CeLEKnNbnsZhe9Q8+bNwz777ANCCA499FDMnz9f/Nt3331x7rnn4vzzz+94QGEYotFo4IQTToBt27j55pvFZ4899hg2bNiAlStXAgBWrlyJdevWYdu2bWKZG2+8EUNDQ1ixYoVYRt4GX4ZvY6pBskzV7Lqp2v0weMPSFkJm6gO1TCLybrGxQtQ8y4y37uAwiKElMsll+E0muS9eQCPzbI5CJPxHEtHgISt+yVFJoYqbu/Lv5CEz/QU6UJ0bbxdc0eG/jx5BwBWi+D2efs9VPiA2VRMUrFSNeF84IQqkjLowTyEKmQpiVkSzWxEykxQinYeIN2L1FQ9ZIClExM4PmXHPECdEhJ97rSpEhHuIwpardctoNGISNFmEqFnITK6Vw1WifIVophZmjP6XFaIxFlrhxyOvS3oyZBb9L2psiUrV/LsyFKJK0lStuw5MQgqFzHyFwAKRCs5/Y8cyEjV/etFD1Ewh4qbq+f2OSArQZZplZQ5OJw9R4TvU7373O1BKcdppp+GnP/0p9tlnH/GZ4zg46KCDsP/++7f05R//+Mfx2te+FsuWLcPo6Ciuuuoq3Hrrrbj++usxd+5cvPvd78aHPvQh7LPPPhgaGsI//uM/YuXKlTj55JMBAGeeeSZWrFiBd7zjHfjyl7+MLVu24FOf+hTOP/98VCrRE+15552Hb3zjG/joRz+Kc889F7fccgt+/OMf49prr21prJOFOKVeDZlFClHF6c+sVZRYPkWIVE+RrBBlI+DfQQ21IXwKqhrUzFANyFlmKiEKEwqRaqqO1mVDk/aNh6xMrhAlCgZGb3oECIJQECkrw8vS3zcXhFJQQtAwVIUoy1TNM9fkzBhGiKT3uIfLoLTtkJncxd7PyZYSmVRWFS6xUYEHn2XjGZkeouj34KG4UDFV+xL5JTZTVnm/NaL3EPHsMNp22r1UmLEDZuBJx42E3SNE8jXXNGQmTdqOZQCNDELE3rIL1MCZjhAeIsk4zQkRPx/jPmbp61RWrdWQmfAQZbTu4JN4rkKkqdfVqocIiIhQww/TCtE09BDx32ewYgk/VGsK0QwkRKeccgqAqK7PgQceCKML9RS2bduGd77zndi8eTPmzp2LY445Btdffz3OOOMMAMDFF18MwzBw9tlno9FoYNWqVfjmN78p1jdNE7/+9a/xvve9DytXrsTAwADOOeccfP7znxfLHHLIIbj22mtxwQUX4JJLLsHSpUvxne98JzPlfm8jVoiUkBlXiJx+QQ7yFCLVQ5QbMsvwwwDxxEhACmeZcdhmvn8IiMsMUCQvHi8IUUF2YUaApcATxUPkKyErmRCx3aSEoO7WxXdmEaLBqo0KBeoEcEkIgMQZfhn74yuEDIjqIQGAR+QbbeseIioIUfQdoVRiIMwJmZmsiS2xHPjsEvdZ2Ehu3SFP4nwi5uZvH2YyPCH91oZGIWpkKER+GILwbLtWC7RJHqJOQkfuZIXM5O7ezUJmkkLElQ9dPy+1UvVMDZnJZJC3juGqUZ5CJE87IjNS9RBlmKr59/QJDxFPu48XlE3tRQoz6jxEQETmRuGnPES9UocIiI9vMzLPP3csQxSd1HuI9NuZkR4ijoMOOggAMDExgQ0bNsB1kzeYY445pvC2rrjiitzPq9UqLr30Ulx66aW547nuuutyt3Pqqafi/vvvLzyuvQkjy0PECVFlIKpDRJsQIsVDpN5Iw8IKEXuap809RKZhwjIs+GwCLKYQ6dPu3SBEP4ImWWbpdT1mkuXZYHLIzJKOQc0dF2n3OvUJAPorFiqUog6COlPoCG++m3EovCDtIeKEyJcIkez5KeohEoSIhfpCKaMt8PJM1eya5L3dKFdJ7IRZVK1DBMQhs1CJpoeGRIicpEJkw0dN4yGyCPPJ8JBZ21lmnSpE8T3K6GLavZvokl4sy0woRMgPmfGigTOtMGOsEMU7NqqEzLIauwL5WWbCQ5Sh7PDCjLFClC7MqO1232KlaiBWRWzTSCgkzWwIexNF0+5lTxdXiPQhs+nvIWqZEG3fvh3vete7Ei02ZOTVRymRBkGGQsQm/77KYDSB02YFFfNDZq0SIgKjado9EKlEghA1MVQDcZkBtZ+aF1CYCEVzV7VSNaCvci1CZuw1teKJ25aOQb02hpAZpc0ML0u/YwpVqcafNoV/S3/sefp7QiFyonR3T1qHinIGxX0EPPzHPUTUK6oQMV+TVREKUeC5AGyYJK7T4mnqr4TCVJ28iYlUewCm08//ABARlkTIVvp9fD8QilHLHiKpUnUnvcx8ryHckkZXQ2bFK1XH3iDke4hmuKk6yFGIPKEQ8ZYPGkKkzTJLfpZV1JJ/D/cQ6RQikXYvF2bM+Wn5mNVr2pE9RKasEPUSIWIPRk1M1fw+4VhGk5AZD3UaCcI7nRSilkf6wQ9+EMPDw7jrrrvQ19eH3/72t/j+97+PF73oRfjlL385GWOc0dCFzMIggMsunP7qoDDh6lLVOVQPUX7ILHs8vIUIpWbTStVAMmymhtB0iE3KiofIC2ASiqBAHSLIChFXaHjzUYmUyVuoueNNQ2b9jgmHHZyaMGhyQqQH/375QurjhEg6fKJHHEjx1FsRMmPd4mWFKMdUzQkRsePeboEXm6p1rTt8QYj0ChGVfluTFaDkhMVBsjCj3A/N810Qfu61WanaRJhKoS4KPwgTBnRjkkJmzXwYsoohQmaamZZvxhLhmvwx1L0A3719PZ7ePpa/YI9AZJlJx463eFAVIl1TUEKIIPTZClG+h4in3XNC4CdCx7GSx3lMoV5mijdINlXLhKC3ssyKeYhkxY6HG3XhMU5kh/okld5obr3oJbSsEN1yyy34xS9+gRNPPBGGYeCggw7CGWecgaGhIVx00UVYvXr1ZIxzxkIXMqslGpYOSR6inFh2ykOU/FwOM+Wd/j67+ElBriyToGIeIl6BVyFEbNISClFOHSK575uvhqzkpqiIwmY+Iai5E0L90qlPQNT00ea95XjnbB4yy9gfnqZuSt3g+yrZhAgoXouEsuNp8iaxUg2dQgqRTIiYj0Y2VfvaLDO9QkQlhciqJBUiNe0eUhHQwPdEHaLWCVHnlarHGwEsSOHKLipEXgum6kTIjE1EaqsDQBMya8KIfvfoNnz+1w/jj+sX4/J3nFB88FMEXesObtr1Q4owpIKo6xQiIFJvfErFtoSHyEgSolRzV64Qqc1dtd3uW8wyU7xBjhQyS3iIeslUXdBD1JB+Dx7+0obM2Pk8VLWwfbSR+I7pgpZHOz4+LuoNzZ8/H9u3bwcAHH300bjvvvu6O7pZAENDdsZqI+Lvwb45kkrR3AzNoT7VyISoSMis6KkhE6IiHqKsqtuCEHEios0yS4fMuDeHExJiJcfAw2YNtwZKuLytJ24DjgmLJm9YBmtZkaWqeTztXnqvrxK1zHATfodYISr6xCTS7jn5kRWiIFY9wiDA808+CMr7KvGebXZVNLvlDV+Tpur0RMAzwkK1ZpBMiFQPEQmShFwiRL7vxYpek6KdKZDOK1WP1D04pPuEiFKqtO4onnYvPES6StUthsx4J3K1I3mvgpMXHSEComOS5yECpDpDvBirlCoPZIfMijR3lU3VrXiI1GuaK0QVq5frEBXzEHEl1JYUIq2pWqMQzXhCdNhhh+Gxxx4DABx77LH41re+hY0bN+Lyyy/HkiVLuj7AmQ4eMpMVonpjXPw90DcE0+C9zIp7iNSLuHilar5eG4SogIdIpN2rHiI/OgL5ITMeRpAJUSPxGbGSYTtesLHemBAhRzvDyzJYtWCGSu+kpnWIWCNT6b3+vqhCtEfiEJRQiCgKebMAiCwuiylEJIgJEZUUoj9+7yNY+t8vw90/+1q0PFeInCoCRkJCLyZE+jpE3FTNqkorv7+oPQTArnKFKM4yk89NIqlhgRcrRFnNaDPBQ2YkaLsO0VjDhyXpe2aXCFEQ0kQ4q5WQGX/KzjdVFwuZ8d9QfSDqVci9zPjfMiHypIKVWWZcUWeIq5qpStXJz+VtAzER0HqIpLT7QoUZc9LuAVaYsWfrELHQeRMPkazY9bEwZl0xUAchFdfAUDUmRNMp5R5ogxB94AMfwObNmwEAn/nMZ/Cb3/wGy5Ytw9e//nV88Ytf7PoAZzri1h0xJuqjAACTUjhOJVaIctPlm3mIpMkvZzxxHaJi4Y2WFSJG7tSQme97kINA+YUZpVBFmGzHQRRSxmsRuf6EqD6dpRD12SYsqhAitk8h9DeyIEyHzAYqQ9E6hKDOjNCyQlTEmxV9efTdPMtMbjsh+2JOfj7K1nzJg58DANhMIbLsqqhlRHmLESlkJt8IucLDCVGgKnSSQmRXlDpEGYUZAUS90bihvEBINYEumKpH65NDiNTrrZlCJBt/87LM+GYss1jIjGe6NUv77xXIvyOfaHnBRCA6JnEdouyQGcBJaRw6U0NmaqSL/2acCMR1iNovzMjXVUNhnMw5ikLUi1lmzc5dWbHjzYnrikIkZ5hNZ4WoZQ/R29/+dvH3CSecgGeffRaPPvooli1bhn333berg5sNIOwnoCQiLQYxUKtHBkme8WQZrXuI1Pto4Swz8DpExQiRrAoV8hBBn2Xmu55Qh4BmCpF0Awt4HSC9QhSHzOoiTJfVb40QwqpYSyZc7sHJuI/5UksOjsG+IfH32MQw+quD4vi3cjuMPUTsO6SUcVkh2kQWYX8ataepT4wJRcms9KHBQn40SIfMdE/GfLuqqVqk2gNwqqxprMgyUwhRIsvME1lypNWQmdzctU0P0VjDgy0Rom6FzNQwQ1MPkZRllleHiCoKUbPd5j6wZplCvYCo9VP8uuGHqNqm6IoOREpbKyEz+fiYiqk6Vew2SPp94krV6evAlAsz5tUhYuvaqofI1HuIerMwY8E6RDlp97LJeqga37unU8o90IZC9PnPfx4TE7Hpt7+/H8cffzwGBgYSBRFLFIMhPYnzsMqEG4XM+GTOs8xaqUOkPtXIGWp5ITOfk42CNWMqVqseIj2584PmChEftqx2+SEPWTGFyNZ7iFyvJo6BlTMxq209OCHKLMwoPESSQtQfE6LxWqT2xSGzFm6IjHCYImQWE6JAIkTbK8vE34/deR1sRugspxq33PAlUzW76nW9zELhIVKOgxQyc4RCFP1GNoLEpEESpmpfhNAMqz1C1ImperTuw5bOLDPsjtdGfQBpKWRm5ihEqeau+dudTiEz9Sfk+z+uhMyamqo5WQxpQkHjREn+XAY/VpyUmBoPEf8ZzUTIrLkyn5d2b0qZVr1UmLGdLLNqJiGKSyVw0sRfTye0PNrPfe5zGBtLp3hOTEzgc5/7XFcGNZtgSJk3PlMCuIeIK0Qm4Wn32WjmIZLJVL5CxLPMChIio0UPkahDpIbM4qKMgN5UHatLaUJkMkJiWMn+atxD5Po1BIQ/IeYRouRnJlNYggypm7fkkENmju3AZMd/ohZdK3LIrDAEIWLfkfAQxRO7yEIDUH/oWjgSIeLGbMqVNAP6bvctKESVvqRC5BA/UUCQSApR4Hsw2PhJwQrd8ZeyAnoK4WoFasjMCrtTmFF9qg5YhlQW5HRunk6uD5nxsE6xwow8VNZsUusFqPeohh/AD8LE5NrwQzTYa13aPSCFzChNbDNdqVp56FKOraX1EMV1hYqFzJImeA457R6IiUFPmaqtgh6iAmn3DSnMKStiWb9hr6Ll0VJKtR6IP/3pT4n+ZiWKgUhRS658NLwkITJY6EStZi0j1cssz0NESKZT0Odkox0PUQFClFVCQPUQabPMNI1heasJnr1m2gqhYQTE9eKQmZUzTpsk1zckwqdLdQ+EQqU8IXJCVB9hy/FQZCuEiJmqOemTwj3yWAxJkTlo5+2ocA+R0xcXdxSEKB6BrqmlIETK8Re1hyArRHHafUKhkE3VQWyqNtr0EBkdhcx82FKWmUweO4FuEvFy2EuidUdOdo9aZLBZLzMeMms2qfUCVILi+mHCPwQwU3UThUgmKvI21eauKpFRiyiaeR4iKbScd+r5YXKbHCoRsk2iXW4qUdhDJMzoBFW2X1kKUcU2E2Gy6aYQFX5kmz9/PiuKFXW7l0lREAQYGxvDeeedNymDnMmQQ2bcj1JnXc0tNnVZov9XcQ9RulK1ohCFgQh5yAgoBQhACjbilENmWd4cGVmVqgPfi9t2EEtLumNTtawQ8b5Z0XYNqy+5DjNJ+0FDUoiKEyJTWjYIXRjKMRNNW1OECKgBmGhEhCgUpKV1hchgVFFWN6gU+uFp9gCwGDvEVziSQgSeDUeapd3zLDOVEEWZZQ1qo8J7kiW63cfLit5liH5Xi3ZGiKyOTNUe+iWqbVEvYh0dmlv58XJMQ0wYXkBRybhs5I7ssYcoWyGK0+7zx+GJ7+59QpRWiEKMucmHDNlUneUhkrO/5E3y8zorO0yob0aeQhSbqvlcnkfGA+FLSp5PPLTElaLlCwfx8OYRLJmbVLCnEkU8RJRKdaFkhcjVE6KqrSpE08tDVJgQfe1rXwOlFOeeey4+97nPYe7cueIzx3Fw8MEHY+XKlZMyyJkMInuIWKihwTKTeE0cPpEUacoabyv5uUwiIoUogO7njzu0T45CZGQ0qvV8XxiXdf4hQKpDJO8LTXqITCdpqjYZIfL8hlClbCuHEBnK+mZFxCoDvwGb9SkT3x/oFaK+0MAeE9ix49lozJQrRMVBRNp9mhCFvqx6RH8/Yb0I+3vPgYDiyb6jcPTiA7Gek6qwoEKU4SHitYcaxIY4QpJClJl2HwRw2Hlt2C0SIq76IUgUQWwFY3UfQ2peZeACVvOq6nngx67PMeHWmI8nZ2KR6xC1knbfLMuMk1pVIe5FqKTW9UNRpZpDTrvPJESSQpQMmbHEimamap5lZhqJ9/k2ARTuZcbPS7Uw4xuP2x+PbhnB64/dHwDwo/ecjLGGj3n9ze+RewtxYcb8yAPf/YppZnqI5JCZnB04YxWic845B0DUPf5lL3sZLKvlBLUSGhiGCYNShISISdP1FYXIzG8fAWjS7FVTtZLmHgQuTM2k0KqHSCZBLaXdKwpR6Pvw+f5mECJtlhn317DxmgrZMYkBIIQbNAShVEmPDNtIPsGZRkXUKQiDdLhFZJkpZukBagPwsHP4mWhd4aspTomIYqq2pZAZDRXVA4D7qs9h4GVRpfhj+HKMsPJwm5z2q2vuygkRVQozVufMBwBMoB/CMi4IUdL0bEgKURjEHiKzg7T7ekemaoUQ+Y2uEaKKZYBHoPMK3MWhGOQqROlK1cXGMR2yzNR7UsMPU0QumXavvwfxUzigSd9WHApjn6shM164NJV2nzZVWwVDZlkeomOWzsOP3nOyeN3nmEJd6RUUKcwo3yNsi2T2MosVInN2eYjmzJmDRx55RLz+xS9+gbPOOguf+MQnUp3vSzQHJYb4Efjk6rJ6M1wh4nVz8uoHqQXC1CfLVJp7Ri8sXxCiYoS3akrekiIeIpExpz69+fAJXyajIJumDpEwNbMJ3HKShMZgXig/cOOQWY5CVDEVU7b0OtBkKAXM6GwoBKKfRIrKnrFNbF2mELWSZcbGKRQiKTQmp91zwmTamv2SwlpA9ORbyFStKEQHHXY81hz4Xmxe+en4TYNnmalp91J41veEybr1LDNemDFMKZ5FMdpIZpkBEBl3nYA/VdumUShbh0/ciUrVuabqYh4iPmE1qzbcC9BlmclFGYFilarlLDJZvTFI8nP52MmFNHnILC7MKF8H0d+GlBmWFzLzFV/SdII4b3PItHyOOqacZZZch5usq7aZUIgq00whanm0f/d3f4fHH38cAPD000/jLW95C/r7+3HNNdfgox/9aNcHONNBiQmLXak8ZOayG7bFw0C8uWteyEzqSAxoFKOMVhkquEJEUUzaTShERUJm0CtEgawQZfiXdH3Q+DHjtNKy4yd/nxrCW+SHrtg3J6cJbcVOepBMadlQR4hEOntyzINWFFKecHdE63KFqAXvCleIuALkUH0dIpsTIkfjT2Djd8CJY1xfJa91B1UIETEMrHz3V/DiVedI2+atO5KESM4yCwM/zpJrM+3eQtC2qXrCTWaZAQCCbhCieNK2+cRaIGSW6GWmqUPEd9Ms2MtsWoXMVDUoCBIp90C0P7IfRQe5MCM/PoTEoTIRMpN+DlnpMPMUIu71KlyYUe8hmg4Q3e5zzltOiAwShRjjLDN9YUY1y2y6FWZsebSPP/44jjvuOADANddcg1NOOQVXXXUVrrzySvz0pz/t9vhmPAgxRHCK16qJFSKWoVBAIeJPNiJdN6d1BwD4vl7N4woRLWqqbtVDZOjDf0HgFVaIZDLFCREvTWBVYlLgwhak0gvd2KOUEy6pKqZsy5IVonSWGW8dQhQCMdS3AABQDyJTNW1DISKMQPDmpI5UMDIRMuOma41CxLchK0RxYca8tPsC8n5Gc1dDMVUb7MxVw5lNIUJm7afd+wGFTTQhsw7hSZk3doEmmXKWWV7aPb9u7RZN1aqfpheh3pMaXtpD5Poh6uy4VLNad8iFGSUCw2GKUFfaGwRICpHodh9/FkoER7QAaaMO0XRAEQ9RnGEWLSsKM6qVqhMKUfy7zfjWHZRShOwsvOmmm/C6170OAHDggQdix44d3R3dbAAhomYNn9zjDu4sc6qAh0hkvVh674EaonIDPSESChEpNnm129w1rRAFotZPZiVpramaKx/MQyQpRB6xhIk7CpmxcdrZmR59zkDitZVIu08rRCH/rRQCuc9g1NevQSI/WMBIQSvJTYQdW054KlkKkVR3KAWuEBGmIhmQCjNqFCKq9xBpwcJxausOWSGigQ+Lk9ZWfYeiMGP7k31IaaLbPYDIVN0hPKnqsfBi+Hkhs+h/WSHSNndVCjM2V4hC7d+9iLRCFGI0pRAVr0MUhhLRlAiJjsjIpEf1ECW73UshMw2xUqHWNppOKOIhUsOX1YxeZvx11VZM1TOdEJ144on413/9V/zwhz/EbbfdhtWrIxPn+vXrsWjRoq4PcKaDEjOlEHnMAMurJtsm77jeXLrlJ2OqDpFaCDFjUuC3J4pi4Y2W6xDx8J9qqg6KmKrTIbNQKETsWEmkwIMtjmFAPUH27JyQWV8lSYhM04pDmpqQGQ+jqSGzxfscDACoEQ+h7wuFCLT4JScUIpqvENmcFOqIHlPDKlLITFfSIOA3RZ52X6RSuWjdoZqqpZBZ6McKkc7jlAdJIWo3ZBaEdFI8RDw8Zku9qvKqRcsVqIWp2ksvr/Yya97clUp/Ty9C1PDCVMisFYUolEzVskKkC3XJNaI4EeLGdZkQ8T+tAoUZqVQYcjoqRDGRzyFEUvIAEJcTUBUiUYfIUjxEM711x9e+9jXcd999+Id/+Ad88pOfxPLlywEAP/nJT/DSl7606wOc8SAGTHa9CYUo5KoDe0LmHctzNuOpHqI2TdUiF6qgQpToZVakDhEPmRGVEEkhs4zJWGR9SOty5YUTElkl8YktVDZP2r6thMVkDFaGEq8t04ZB4zGqCEU6e3LfD1wcXRcjJsGurc+JprmtFGYkVhySchsNWEQufhhPJJwoORqFiHuqkiGz9HelPEQZYcsEpJAZIBmHMzxEeeUOtCCxh6jdkFlEiCYxZGYQqSdW8yyzKO0+RyFqkhyRNQ4gXYus16DuSiPQm6obUsaSDiKLjFKone4BOWQWv+dL9YL4AwH/3XSFGeXQchYXl4nSTPUQeX5SAeMhs4afLJYah8ymt4eo5dz5Y445BuvWrUu9/+///u8wzenFBnsChgmTkRXeusMLPMAALPbz2DZvH5G9GX5R86fVtKlaJUT5ClFQUCGqWq1lmRkZjWqDIGhLIeJEg5OoSiWpEPH3PeohZDctOydkNtg3J/Hasmzx1KBTiHiBRJUQ7TuwHwBgt2lg5+anRCiqlbR7XhbBIT4mJsYTNnceMgt8HybPnnPSytfyA/YDHgBONdbiC9YVeKr+YRjO3NRyYuINWlGILDE+ICJVjkFSITOzYw9R+5WqA0onxVTtarLMskJmamp4kTpEcaZU/jimVcgs5SEK0oTID6WqxxmVqkXIjCYIjPhcQybVPmaAlGWma+4qF2bMquqvSfmfTihSmNENWI8yRmzk0gF1P0C/Y4m/gUgRSqTdTzNC1LXRVqtV2K0WXiuRUIi4N8tnWUO8QrVVQCFSPUTpbvdKlplO7aCh6D1KCviBgPZbd6i3mFBKu88uzJj2H4V8smUKka0qROz9hlTDx7GyCdHcgXmJ17bpwGDfF2pM1SHP8FL2fV4l2s6wYWJs2zNSYcZWssy4qTpAvab0D+QlGhq1eKyV9H7NOfI1mFj8ElSIj7dZN+O0PT8XE4oMcXPPyDLTQlWI+NO6ohBxQtJy7TLhIWq/UnUQQhMy69xDJIfM7CYhMzU1PDftPmWqLpZlBvR+6r3OQ5RXmDEzZJbIMoveMxMeonS6fFyWJJ7y9FlmMSGVv6fZ/qiFGacDYg9R9jkmimSyZauWKXyQe2rxHLJrPLqmBitWsnXHbCVEJdqFIRSiOGTGCRGbEHkvs1yFiBGiDIVITdnX9eXypQl/skzVpqmvQxQGnjBVZ6fda0zV4HVAmJpgWfB5uw5DIkSS/ybPVD3Un1RPDNMRITNdlhm4f0dRiOZXokKGo6aB2vb1QtVqiRDZMeGo1yaSX8szEt1Y7bB1purB/dD/dzdg54pzAABHL9Abu3kLAr4/7RCiQBMy81xXhKwspz2FyCIB2p3rgzBMZ5l1Me3eNkjT0EPCX5Vo3ZHOG+X8h0+wzXigP41CZrosM+4h4oRGVogy0+5lD5GUvcchepklssx0ClHaQ+RrCFGmQqQxak8niOzIHA+RXG8LiM7f5fsNAgAe3jQilrt/wzAA4KgD5ioK0fSKGpWEaKohKUSckMQKEZsQWKihIw9Rqox9+ik5SYiK9dyRCZFdoBIxJyjptPtAPMdnhsxY5pNMprjyInewd8FbndjiGLpSKrijtN+QMY9VZBbjNSxhetd6iHiGl5LKP8eZA85Bx8dihaiVNDODd5OHj5pCiMBIsycrRFmmZUKwYL8o622uHeYqRFl1iLQQRR85kWeTkxSi8n1PhMzyyh1oISlEzZSSLAShJmTGylp0gpZCZnIDUrm5a14vs4IeIncam6rlLLP5/dG55AWhKPKXNZnGdYiS3izxuaagopwVyMGJrKzsySHLeDv6/ZHXM1tJH+0RtFKHSCY5xyydBwD40/N7AERK0WNbRwEAJxw0f3ZlmZXoMgwDFg/JsEnT53VlmOLCzahBjrogPEQiZJbvIfJ0ChGVCVGx8GfrrTv0RSZpEIjmrk3rEMlPfryDvaQq+exvOWTmSmGTPA/RnP4kITIkU7UfakItTA2xlcneNEwMkOg9t7ElDpm1kGVmSIboRm08+SEjLr4XqR0utUDyZHtOVoOG9iwKlJAZOjBVm7JC5EshM7vVkFnsIWo/7X5vhMzSE6s6Bg7TkOoQaSaiuBVE0cKM8TamW8hMrkM0n/X4agShUM6yFCJ+mgeJLC/p8xxTtV3UQ1Sgl1lMxpIepumCSoH6WTpCdOyBkYr+wPPDAID7N+wGpcBBC/qx35zKtDZVT6/RzkQQM55wKVeI2ARi8JBZc1O13yxkppqYdVWXpaacKOgharV1h2VyU3USYeDFClFWyIx7iEiaEJkahSgwHHEMG5xkUpqoVaSiWkmGzEwjNlXrPEQ8L8/W+JKGrMigHfg7YiN4C0+SppRlJitB0WDYudKI1A63mQmeE7bA0968Yw9RByEzHr6QFSLPE4Soo8KMbRIiPwyFglWnMSnsFMmQWf7EojYgjStVp5fnZD9WiPLH4SdM1b0dMlN5hRsEGGfd7ucPROdGzQ3EPmd1Spdbc/BtJkNmaSKj9jEDmniISPPCjDpf0nRCkZYzoiK7xDiPPoAToj2glOK+Z3cDiNQhAEra/fQ6Ni1nmQVBgCuvvBI333wztm3bJozAHLfcckvXBjcroKlUzYmRrSpEOZOp8BBltu5QCJGf7SEyKAUlxcIbrbbuMIneIC4rRJmmapJ+aub7ZUrr+Oy0Dg07IkQh4HLiQmnuxOw4c0AoBWVjMYgtFBUdIaLwAdgphQgA5lX3waaxHQD2SKbqVuoQxa0x3LoaMmMkhClEXrPK4jy06Tf0HiJRJyn6v1DaPe9lxjw6sYdICkH4rsiCI602d+X96ToImYVhXNhyHFVU4XVFIdL2MiuYZZbX3JVP4vLETSnV1o6SxwHktw7pBaSzzGSFKDo3RiSjbtZkKpudA42HiM/dspLsa0JmOg+RrBA162U2nWsQAe0VZgSAI5YMwTIIdo27eH53DfcohGhWKUQf+MAH8IEPfABBEOCoo47Csccem/hXokUQI9XLzGeTd8WM6uXIzUh9DZEB0h6iZpWqdQqRzzwyFgXCIhMiOmjdQdTx+EIBywyZ8SrXUj2egKQVIp+TLsMRtZEabNK2KGDkECJiGHCkoRmWnWuq5mPR1QBa0L9v9N2m11aWmazAeI0kISK8iKcbKUReM4VIhMy8JllmbB+LtG6RPE6ARIgkhYh6krKVQXQz0QWFSC7MOEHZb9RFhcgyJVN1G1lmqdC2YqqW39PBnaSQ2d3P7MLr//N23Pvsrq5tU5tlxjxE+zCFaJQRJEKyCZEpKTs6UkI02WGcLMr1gvTd7qWQmZFWmmQIhWgaGqoBNFU2gSiECSQVoqpt4vAlkfp934bdWPvcMADgxIP2SS074xWiq6++Gj/+8Y9Fy44SHcKQKlUzQuSB136ICFFFCse4fkObvsyf8EWlatVUrRAQX2MQ9pnZ1AQFLVBkMfq+1rLMLJNXqk6ChnEdoqwCj3Edovi9UFN92icWQCNCxImSywiRDRqTgwxUKUVD1ERymoTMOCFKG7XnVaMnpt2mISpqt0OIHPgIUiEzpsowhchvRmBEyKyhLcyY8hAVat2hzzKTPUQJA3PbhKh9hcgP415mY6imx9Qm4l5mhvD7ZGXrxJ3uo8laNgt7AYVjkdSy8iQbUgoz47yZrJDZbx/cgnUb9+AXazfhBDbRdQr1NxxvBEIl4x4iTogqlpGpisnZX5SmCZGpCTfG5EVKu9eYinUeokxTtYZkTSc4Tc5b+TNbITbHLJ2HBzeO4IdrnsWEG2BO1cKLFkbZZ4REKqjrh9OOELU8WsdxRHXqEp2DEEPUuRHNXQkvTBa1kZBDPK6nv5k38xClCjPqTNV+NOlaFMUJUcsKUVbIzI9N1ZmVqhnZkxUi8BudrBCxrDzDFsb0USNapz8MgSb7llCITAsG5U+SyWMWBCHAxlKx09Wv9+mLJpLdhimytwoRDfHlLCSFAL6rhMxoMmTmNzPB89/Gb+QqRLyoIi1CXkSWmUKIJIWIyGpMqyGzAgpRs8yqUCrMOA72G3XFVB0rsk4TL0agTNryJKGqOoHiIQLyjdWJ1h05E1ur4KGSLXs6J48c6m+4azw+N7hCNFKPHtTy0rUNTZaZfErHvc4khUg0v04TJ52HyCDNe5nFKfrTa9LnsC1OCLPPL1ejEAHAsUsjHxEPl718+b4JbyI/x2d82v2HP/xhXHLJJSmpt0SbIAYsHpLhChHhZdAj1aEimYBdL6Mpa6q5q2qqVpfXmKrZ5GWBIixIiBzDwZKBJRhyhjBXMSTrwKuZh8qcTMNATKPN0u4TWWYkTYgCppZQ0xF94GrsTF/kB00nZkd6GjcMJ9NDVKuNizH3VdIK0YL+qOP9btMQ67biIYp7hfkI3KRCRISHKDofmlYW54Qo8DJ6mSkKUQtZZhb3EPGJX6K7RG6T0bJCxFt3hNo6RJ/6f+twwoU3YttI9qQtp91P0Fgl6xSupA40DZmJSTtaTp5ceJsKjrh1R7xM3q1WJlR5vdRaBd/W1tHOjxWHek/aOByd03OqlqiAzBWirAwzINm6Q5xz0jnN/0yYqoM00eTHmP8+MoGKepkh8bkKtUTCdIPsIcqaz3UeIgD4s0MWiP1+43H74/NvPCrx+ZK5VRgE2G9Oi6U2phgth8xuv/12/O53v8NvfvMbHHnkkanq1D/72c+6NrhZASMuzMhNzR573edEEqTcA8rLuJn7LXuIdAoRI0SUFssyQnST/58//x/4oZ9Qi7LAyY5OIfJEF+p8U3UyyywdMguYKkRNB5YypoV+0HSyr1ADAAWhFKZpSq07ksesPjEmjO4VJ60QcQ/RsGlErTtIe4TIIQGoqw+ZhUzV85sR2GYhM8oVIraPLaXdByBSew2dQhSCiLYthcHrEJFA+5R+59O7MFL38djWUSwc0pdSCEMqPE7jImTWPYUoGTLLMlVH//NJ2zAILIPAD2lKIRIeIrOYQuQnPETde0jlNZW2dlEhUvna1pHo3DhgXp+YnEeZQpTVxwxI1hnih6ZpyIwTIomMirT7kCb+B9ReZs0UoulNiIB06DZ+nytEyc8O3ncAP//7l6HPMbB84ZzUet9550nYPlbHoozrslfRMiGaN28e3vSmN03GWGYlCDHj1h3MeOsRCoCgrxKdaBW5g3uGQuSLXmasu3uzLDMNIQqYt8JAazLw/Or85gsxmFlFJmVTdQYZMzWFGSNCRBKm6qRClCRE+xWYNCLXUAATrMYI5Tdgpe9SbSwuFaBJ5Z9fjUJmw4aJvjBAZBZrxUMU7xNxk607eGgr8KIJJCgcMnO1IbPYQ8TLAxTvZQawsJ7sIeK/ZRCdUwHM1uXoJnWI+M3az3iC559ZhhIy62bavUma9oRSQ2ZAFFLw3SBVnDHUhsz0Y5BbVwDdDZnxfdk+1kAQ0q5M+lnm5P3n9YkQCy/UmOc9kYmKqr4lPteEzPJM1YkCmnKWWebxT4fhphOcBCEKtRlhWQoRABy9NDsisGxBP5YtyC6A26tomRB973vfm4xxzFpQjanaZYSonxEiORzkZXTqVkNmQHRD4HHddMgsTYi4+mRRZBoaOwXfl3TILCze3FV6j5MoRyIkIVOIiOnAUdLh922FENHoSZEPNaDJ8EajNh6XCtCYmudLpuoqN1W34iGSPFmmpxIiVgyRkdjChChwc7vdt6MQAZGPKM4ykyr4hg2ARISo5U6HMiHSTKacAAQ5v2nU3DXapzGeZdaFbveuZKpuFjLTdWR3LAPjGkKky5rKCmeoBKybITO+7SCk2DnWyFTgWkFW+vr+86pCreC7WkQhktPuE4UZNVW+dQqRaqpWu9c362XGw3DTVyGKx51F5hs5hGgmoq299H0fN910E771rW9hdDQq2b1p0yaMjY01WbNEGgZMmgyZNdh5OtA3BCBKBeep+V5Wl/qQS/jxSS5PIqk0d42pmnuIDJq8wXQTZpapmjZv7hq37pDq3LD/s0JmjqIQLdBXLUigwtQRAxQGISLtXlWIvNpYru+JN3jdbRii2307ITMAsLzRxEc87Z5yD1ELITOth0ipQ9RK2j0QESLR9kAKmVlhdE4FBUOwCfDmxgi0kykPEeUpRGEYwmEepwl0jxC1FjJLT5xZtYj4MZTDGVm7p05i3QyZyUbbLTkerVaQRSz2n9eXMu1mNXYFkDA7i2Mr1yHSpd1zNSfHQ5QImRUozBh7iKYnWTANIvxWWSUb4pDZ9DJHt4uWFaJnn30Wr3nNa7BhwwY0Gg2cccYZmDNnDv7t3/4NjUYDl19++WSMc8aCGCTulcUmowa7Egf7YknSiEQjbbo8EN+g5equ8oWcUoi0WWbRRGGCaMMq3YBt6RUihL5oTZLd3DXat6RCFB0YuYM9z5AjVgWWkv21wG++XxViA6jDAEuVBgFAU6qaWx8XHiJdmK+fmeIbhoHQb0MhMszIewMKx48eNiZoBf2kIZQcyn6zoFnJA64yZoTM+PnDt0sKFWY0o6w5GiYUIksirBXW6y1o/VYjVCqjScgst0aR9JuNTUIdItssUKlaEzLLJkRILZutECXfn4yQGRBlmh2ztPNtysdB/s32n9uXSuuu5JiqiZRlxjeTDJlF/4c6U7WudUeGqbpZYcbp7iEiJDp3XT/MzDRzRdr99NzHVtFWYcYTTzwRu3fvRl9fPNm86U1vws0339zVwc0GEMMUClFAA7huAx67uAelvlrceJ2tELH0b/nJUro/prrLq/2dAASs4atBJ683jwiZKe/TMIBXUCGi0tp8L+RK0fRFZ2I75mOfI1+dqOEEADZt7neqsu83aPSkyMU1lRD5jXExZl0xSbmeki9UkxYuOULgMSJRCSJCVGNNd4VCxH6zpmnyXCnLCJkJL0bIK1UXJDCSsToIKcIggCGpkZwQhe0oRLzbfUYdothDlF3/R27sOtFFU7Vcqdpp0stM14CUpyNnhcySpuqsMYS5rzuBvK1uZZpxYtenhMP2n9eX8uHkpWvzW5zsIZJJiaHx/oiaQXLITPEQZZmqs3uZpduBTDc0q0WUlXY/U9HyY9vvf/973HHHHXCc5BPpwQcfjI0bN3ZtYLMGkofID32MTuwWH80djCdvfjrqutQDeg9RImSmLh8oHcAB+OzJ2aSTpxCZjBCl2pCEoVCImlWqlvcl9hDFxOfEN7wPeMP7sB+A9Wvic9KiFOHg4U3HOFSpAm7kgSaEN5VNK0R+YyJWtTQEQq7L5LFRt+rNiqzdHipBVIeoRvoAugcGrxfEFKKwmUJkyR4ijUKk1CEqpBABESHy67BJpBD5vgd5JBXCTd/tK0RZdYiaKUQBjTPMADnLrHuFGS0pZJbZ7Z5nmckKkehnJlX1prJCIYfMinqIuhkykwhRlzLN+Cb7HFNUqAYiD9FWJSyXn3YfExkRptX1MkuEzNJm9VghigYWKkqerkmsDF+Tyj/d4FgG0Mgm0/z96VZgsV20vJdhGGon0+effx5z5qTT70o0g5FQiEbGZUK0QPzNM9GyTNWxh0h/I1VDVAHVhMy4QgRgsh56LFk1kc4jEhbxEPHGsNKNjq1jZ7TjqEohs4V+ALLo6KZj7GNqiomoOBvhWWaKqTpojAtCpgvzye/x2lIteYgA+MyKXKURIWoY0f7EIbPoN2tKiKTCjPpeZklChKKeAVE80o/qwvjJkG4VbHxtKUS88GOaEFFKhUqTVydGVojGRcisGwpR6yEzmYjK7Tvk8XIYRB/6SY4h+b6qNnUCedsqWWkXgUYhMgiwaKiauG8BRQszxoRItvHIChJHXIcobar2lfOIE6KiIbPp6iECYs9plodIhMxmiULU8l6eeeaZ+NrXviZeE0IwNjaGz3zmM2U7jzZADFPIdCENMcoIkU0pLCsmD6IWjsb7A0geIiXLTPytLB+G2QqRMYkKkWVLqgmvpRNSgIYiYyurdYcpQmYxuELjaCpFA8mWGosCH0OHHN90jBVGHkwoWWbKMQvdCZEZp1O1TMMUhuxYIWrtkuNNW/vDiBC5RrQ/XCHikzttViWch8xCT5v4z5+ShUJUVNGR24uENHV+xiGzNhQipvoZhIIohUTlCbsIIaLERIPnuXXRVO1IIbNm3e7leZNfp/JEJO+GHLLJKkO0t0Jm3TJV8/uRTIg4GVKzmIooRFQKmem63cuESJcib0nNXeVtcbVJLgCpw3T3EAHNO97Ptiyzlu9SX/3qV7Fq1SqsWLEC9Xodb33rW/HEE09g3333xf/9v/93MsY4o0GIAUPKMhur7QEAVJWbPFeI3CZZZomQWYIQReZj3sldpxAJDxHIpHmIbLmEQBCgz47SlU2E4lm+WeuORGFGNkxd6wwgWTBxkR9g6eEnNR1jlZEHYaoWClHymNHGRFNVy6KAS3htqajuVCvgfdkGMA4A8Mx+wNMQoqZZZlLGGjRVylWFqJWQGeK0+0BpPuyw7ypa6DMBOyazVpCclOUJOytUFNC4sSsMGy4jRDRotFINSgtXCpk1m1R0YR2dQiRP4FGWUxSqnfKQWZezzKpOfC7sPy+6PlUFIi/tXvb2qGGuxOfS8dCZqtVaT6pCxMPb2d3uZ5CHqFmWWUmI9Fi6dCn+9Kc/4eqrr8YDDzyAsbExvPvd78bb3va2hMm6REEodYjG6yMAkv20gFghCjUtNwD9xRloQmYWBTwChFoPUbTtSCFqcT8KwpRbbDA1wQsoTBIIM3nRkFkYBEJVqtj6OilVZ0D83R9UMWdu80aVFTPalgkCQohoyKqqatSLPURZJM4G4CIuttlSc1fE2VmDYBWprYgkCCWHqx1NFSKJEOnCpaqHyCyqEEW/p4WomrQaMuMeorYUItNGSCwY1IcVZhOiTIUooLAJCy2aNlwaZ9p1Crk3ltUsZCYUItlUnc4yk/fDJHFKdLapem+FzLpjqubkpV8iO0vmRteaatrN86zEHqLYnyUrRPrmrrwwo1SpWrpX+mGYygY0C3qIZoRClGWqnmUhszbuUoBlWXj729/e7bHMThhSL7MwwEQjqjfj0ORFJhSirLR7KZ7N01rlB0v+pw3AQ9oPE20j2jahZNIuctnrw/fF84sqRMm0+7rU6FbXbR4A+qT3q8YC7TIqeGZapBDFJEYtzAivFnuIMhWi6CnfZcu1GjLjTVt5LZ3AiggeV4h4KKlwyAyATdOEQHRkZ9st3GZDtBfx4QcUoaIQcQ8RbbVtB0NgVmH4Y7AVhcgtqBAJD5FpSyGzLpiq/dizZzcJmbWlEBn6isuJMeylkNmemoe6F+SqNkXA908Ohx3AFKJ0yKxA6w6pl5l8uxLeK9lULbIC9QpREKYz1nTNX2VM9zpEQJxOn+khKhWiNH75y18W3uAb3vCGtgczG0FI3MssoAHqjUghshVCJFSKJnWITCMyAgegSsgsQky+dKbq6EmQUDJplaoTfdnYk7oXRITIb6IQmYpC1GjEHeCrlQyFqBorRHOqxYqp9LFQTVSPCSLtPuW78mrwHTbmDAXEhEqI2giZSQhsRoiQDJnBatJHzjAiA3Tow6TpcyhWiPgjd2sKES/MqNbJ6shDBCC0+gB/DBZVFaK0PyS1bkhhg2fN2XD57a4raffxkzNXN/yskJkmy0yXdi/vhlwYcKo9REBUi+jgfQcyli4GvkmLkUgvoCJklirMmFuHiG+Paote6jxEcVXpdC8z/rnqR4oVumam6hmgEGWcu5z4V0qFKMZZZ52VeE0ISRULE8WyNKGYEtmI6hBFfwdhgBpr4mkroZU4NT8/7d42WZfmQPEQSSEzQK8QBaIjO0k8zXYTsofIZxOTqxCiLFM1Vy24h6jmxoRI7vcmo68S38T32+ewQmOsWJwQ8ZujXiEifg0+4yFZpQIsRmw9cZNt7caituSgTlIhMngItZlCxJcJfW3ILFAUolZDZpGHCJkKUcud7hlCpmypCpEs8RfyEMkKUTcKM2pCZllP2dosM806iV5aJH4oKZpllkXI2gHfNiERIbvyjmfwqsMX4pRD92t7m3Jn+oplwgv82EOkFmYsUKlabt2hM1XLh0NnqrYlciQrRJaaZZZFiNhvZ05jD5HoeN+kDpH6+8xUFNrLMAzFvxtuuAHHHXccfvOb32B4eBjDw8P4zW9+g+OPPx6//e1vJ3u8Mw6qQlTzokneocmfhmcrqYRzdM8u3PPrb+Nl4X/jFft+E7+78x9xaPUOAMknS366m1xpygmZGdSYNA+RnDnnMXXDD2gyZFagDtHNd/8Ul/76w+KzPlv/9DpQnSNM68tf9MpCY6wyhYgbW7PS7g2/1tRDZCnE1mhVIVKfWZzB6Ps4cWHHkGSUHUiAkSZLEzITCpFQVFo1VQeRD0PJMrNZqC9skxAFFpswUwqR5L3JIAJ+kAyZCYXIm8CDP/s3PP/UQ9r17tuwG3c8uSN3XC2FzHJad9zx1A785N7n4QfJfm2ExApFFs1RfR9ZhIwjCCl+9+g2/PDOZ/Hju59D3ct+eOXb3n9udPyvvOMZnPPdP2LTcC33O/IgwrIGMFiJfosD9+Gm6uR1UiTLLKRxc1udh2j7SB0/XPMMdo414GnCW4bUusIPw3TIjH2YRbhngkI0VI3ux+t3RIVfH9q0B/9z9wZ89/b1eGbHeNzctVSI9PjgBz+Iyy+/HC9/+cvFe6tWrUJ/fz/+9m//Fo888khXBzjjoShEDS/KJrJpckIywGtmJCezx654L04cuQmfXboEz9o21o5vwNCS+4DRk7WFGUXITKcQ8XAHnbwsM8O0YVCKkBBhwPWCEIYcMssKP4mQGfDvf/oMNtpseUphO/qQkW07OKv6Ekz4Ezjh6NMKjXGoP3oK7oMJw4jDlb4SMjODelwHKatUgPrM0aJCpNYXMgciHxQPmXGFiBRRiFhYzdKEzFIKUWFCxDxOLGQWZpSFKNQbTYPQZBOmourI6kjWhBXSOGQG00aN1SEigYujHvgiHnz0Wiz9xP8m1wkpzvnuH9HwQtz36TPExK3Cl5IYdH4gGTpT9VBftN0/PLkTf3hyJxYMODhy/6h3oUEixV0X+tGNgaNZyOz/3b8RH77mT/EbBPirEw/ULssVsE+87gjc/OhW/GbdFtS8ADvHXKHqtIpQUnM+98Yj8dT2MRy2KKpdlw6ZNc8yS/Qy05DNTXvq+JdfPISnd4xLlaqT9zXLICJcJtQmNhSuUlEaqUGWMkZdlezphjOPXISbHtmKn923EX9+zP5406V3CGL924e2lB6iZnjqqacwb9681Ptz587FM88804UhzTIYskLkw/V5yEwlRBFU709ffSsAYJsUihoxDZhwtSEzk5l8qaYOkccnVxiTVocIJKIIIQAvVEJmbJFMhcjgdYgohs1opCsaJk4aenHuV37u/3y3pSEef/Q78PfP3oI/O2QVU4ii8XhKuNIKanEvs6yQWUohau3GYr7kXXj2rlGMWQswuvjPMPfAI4EH5ZAZV4iaeIgAoeboPUTRjc9gHqLiIbPoex3iRSGzDI9b4VYg6npMIXLayTIL4ywzYjrYRebiEv/NeNuCx7Hvngcxx9+VWscNQozWo3VG614OIYoVB11NocQ4NMbft598EMbqPm54eCs276lj+1gjVfMl9hDp909t5prlA+FQ6wltz2nJwbd10sHzsfqYJbjnmd9hw64JuB1YImQCserIxYnPor5aRHxvfuuOOMtMRzZPPHg+/urEpbh/wzCe2DaG7aMNQbhUJcpkhMgPaMokLfdTq/shBhVCNBMUotcdvQSfYaTx/KvugxuE2HfQwY4xFxt2Tsy6LLOW9/Kkk07Chz70IWzdulW8t3XrVnzkIx/BS17ykq4ObjaAECNWiAIPjSAiRJZKiCi/CfjK+9ENylcmZIfUk4XJeGhHhMzSN2/hIaLG5D31SL3bfI8rRFFoo6mpmr1PAfDygp889Zv4p//zva4O0bQcvO+sH+H4Y98ZPa2HjBAp6pwZ1ptmxlmK0ocWQ2aHv/ocHPSJe3HkR2/Aye+8EAYjvryjvMHITUshM03pBh52IryAZFGFiBGxqDBjiNDXE6K2PUQs48+mqkJUwEMUUliiDpEFyzBwsf8XuONF/xQNXRM6lNPg89LYAymJgXcCz1pe15F9ydw+fO6NR+HYpfPEumrfqGatI9SQWTOFSCWOeYpW7Elk5CCjGW0r0GXbyZBVorzmrnIF6Xib8ecVy8SX/+JYvOtlh4gxe4KMJbcrF2eMTdXp8TQ04cW479z0JQuDFQuvPSoipw9tihJ6/vWsqJr/zvGGaC1Ttu7IwHe/+11s3rwZy5Ytw/Lly7F8+XIsW7YMGzduxBVXXDEZY5zRIIYpFCKf+nBZaMBRzLSil5lCiEzqM4KQvGAdo6Zt3VHEQwRqaNs7dAWESH3ZeB0iHjKL3s80VTMyERAKl921+qtDkzRQPtxYIWoohMgO6k1rJ5mKItSqQqTCYB4sToRNphAZdgGFiIfMNIUZRdVdrjyZTQo9KtuswGUKUUbIrFnhyAxQVnDTodlp91lZZoESMuMT6XjA2o1olDK5t1je5C+rA3zyzlo+DsWkLyq5633DY32jWLiomam61ZCZr3yeNV55OzzE5HSBEPHNZoXjZeNutUjrDqkwo07R5j6kuheIfVcVIr5/QRgK4spJkmHE4dC6Zr9FGG4aK0QAcPYJcfbtqiMX4dTDIsuAF1DUvTJklovly5fjgQcewI033ohHH30UAHDEEUfg9NNPn7RU7ZkMQ6pDFIYBwrABmICVIkRRqCvUKES6Z3KHNLRp9yaNUtDCVDMPqTUFNSYtywyIM+aCUK1DlG9Q5iEzT6pUPdA3uf3zTEIARohcRVlxaEPQ0Mw6RMozR6tp9ypUhchk54NRKGTG1qUegKQPRFSqbtlULSlElMY+tIzvbhVUmKpb9xAlepmZjpi4xvxo32zNleMWVYiorBAV8xDprqmK5D9KK0TRMhl8T4TMeCZYs5CZepyyxisvxxWiZj6pImhFIcozVct1hvJIFg+7NbwQVVtfM4ifE35IxX6rBTRdP9QqRDOhdQcArHzBArxwvwE8t7uGD51xGKq2icGKlWjAW4bMckAIwZlnnon3v//9eP/7348zzjijLTJ00UUX4aSTTsKcOXOwcOFCnHXWWXjssccSy5x66qnRU7r077zzzksss2HDBqxevRr9/f1YuHAhPvKRj8BX0n9vvfVWHH/88ahUKli+fDmuvPLKlsc7GaDETKg/XsgVomQIhJuqA2VSNmmAhnTsLXbTsY1afCOlVMoyY5laeQrRZHqIENf14ZOnG4QwSYgJdmOpmPrJnRMlVxraYP/cSRsnwJ48qcXGqXiIaAOU5JM4S3nm6JQQmVa0PU6IeNinkELEm9ZqQmYphcgq+KwkFCIPQRCCZnlM2izMGHuIFEKUUeFZRhDKrTssMdGNB9FYKk1CZrJapNs2EE2ozcgCF3h0E2esvARi0uWKUzNTNT8GvPKzqgBljZkja//kY6uGzDohRLqebjLkSbeQh4jqu91zVO342GaZqkXH+4BKJDf+XJAqzX6rafrTFYZBcM15L8XNHzoFhy2OHjAXDCbnn1IhkvD1r3+98Abf//73F172tttuw/nnn4+TTjoJvu/jE5/4BM4880w8/PDDGBiI06jf+9734vOf/7x43d8fVx8OggCrV6/G4sWLcccdd2Dz5s145zvfCdu28cUvfhEAsH79eqxevRrnnXcefvSjH+Hmm2/Ge97zHixZsgSrVq0qPN7JADHkbvc+PCbj20rWkPAQqanf8OFKN4MBCuwhgE1ccbMIAz+euAUh0kjAXH2i5qRlmUVjZt8XxB4iAwG2MCPv4oHF2vW4h6hhSApRdXIVoujpmxEiJcQSFQtkrSuaFJPkMDqsamuYSUJksppCZhEPESMvOlO1mKyEh6g1QuQQDwHNCZm1qxCxkFmlTQ+RHDLjE9eoUIjSY3UThCiL4NCEmbfCtusGUdhFvXZ0xl8Op4BClFWYkYfM+isWxt0gZbJOL19MIeLH1iAxYXByiEFR5IW3gKRPJV8hiusQhTkki5OZuheKfU+FzNiKySKP6XHoShT4muWnK/YZcLDPQHwPWTDg4NmdcZ23Mu1ewsUXX5x4vX37dkxMTIhss+HhYaHOtEKI1LpFV155JRYuXIh7770Xr3xlXDOmv78fixfrJ8kbbrgBDz/8MG666SYsWrQIxx13HC688EJ87GMfw2c/+1k4joPLL78chxxyCL761a8CiEJ8t99+Oy6++OIpJ0QGibvdB6EvJl3bSD7xC4UoUD1EgfDTOIaDivAgNcQTjyt1985ViGgcMpvMh55YEYvT7uumD5d1ll/Uv0i7Hs/kqrMbohNSGGZnikvTsRoENGRETPVvIVYYMhUi5X2CThUiHvZiT7zsfDEzClMmV2br6kzVghBxD1HrClEYUlAN2QJaIFgKKCuSWcnzEOU0VbUIb1Ybe4gEISIBAt8XqhtQzFQtKy2WkWxz4wYhqooaFmiMvxxyxWr+fZwYFC3M2O9w038xD1G/Y2LCDTLJjSjGJ02CzcKCRaBLkZdhJ0JmzRUiSvVFL+NtxAqRJ/w+yYldKERhTJqSBu1s71SQQbJmAhYMJuefmbiPOhSifevXrxf/vvCFL+C4447DI488gl27dmHXrl145JFHcPzxx+PCCy/saDB79uwBAOyzzz6J93/0ox9h3333xVFHHYWPf/zjmJiImeuaNWtw9NFHY9GieBJdtWoVRkZG8NBDD4llTj/99MQ2V61ahTVr1mjH0Wg0MDIykvg3WSBmnHUVhCE89tRaMZIeD0GIaNpUzRUix3REhWuLNMQNyJNaFeQpRDzLjMKcVA9RXGQyJkQjVvT3ftZAopp1Yj3CCRFLoc0sWdc9GASgrCmoJxGiSH2Ij2u2QqSEzNoMHYnxmGrIjBGilkJm6VBRXIeIqQMte4g8+GF2HSLSpkIEYapOjrmIh8gPkpWq+eQ34sW3vf/f3puHSVFe7f/3U9XV2+wzMBvLsA3IvkMmoGBAWQQFhBeRr8irUREMCkbFoGxG5YcYgTdqjCaDURQ3jAYJIjgQJYgKDCIgshmiMiLrMGt3Vz2/P2rpqurqbaZ71udzXX3BdFdXVVd3V52+z33O8VQbGw1GohDp+3vxupQZYF16HyoQMJiqtYBIPvbqtTtYQKTuq0uIMCCS1ADKZnh+wHLKsbWq+vKESCOGI1TwAvjnagGhq5pUpS3Y6A7/OnQKkTrt3rScmkLzidbrUgMzq8+Cerwbu4fIiha6lJmd55qNPzjqn22PPvoo3n77bXTp4h+D0KVLFzzzzDOYPHkypk+fXqMdkSQJ9913H4YMGYIePXpo9998883Iy8tDbm4uvvrqKzz00EM4cuQINmzYAAAoKSkxBEMAtL9LSkpCLlNaWorKykq4XMbg48knn8TSpUtr9DqihRDO32OI+uBVAh67zfiL3z9x3axSiIaAyKGYr3ni0cp1fbpSaF5RKCxTZnqFqA5SZqra5fFJKLXJ/88WgleNcUrQUakqYvGPh8ATAkkJiKp1qlpVdTV4TtQtF2TavSkgqm2VmZoaUwMi1RjMC5ErRFyIPkTqeiMOYHQKURkNoRBFqjiZUVNmCNWHKFSVWbiAqAquBH/aNRJTtVEh4kzl2RJgeitCBQIGU3VAH6LQZffqe5ag9EoKN7pD3e8EB4+zZcH7Jmlz2nRBiTrLKhZVZsECCHukCpGhyky+L6xCFKRE3qYLrszT7gH/+2OVMmsqHiIrMhL8P7Cai38IqEFAdPr06QDDMiB7efS9iaJlzpw5+Prrr/Hpp58a7r/zzju1//fs2RM5OTkYMWIEjh8/jo4dO9Z4e6F4+OGHMX/+fO3v0tJStGlj3dG1thCiU0wkH3xQ+z4Yg7Rg5fLmgMhO5IDIxvmrzDz6gIiECIiUKjNK+biaqtXXq/cQXVICohx78IBIlbvVlJmtDgIioguIPPqAqLIc6vxdAhK8MSOxGWYvRDu6w4yqENkUr4/aZ8cmROEhskiZSVRWMlQPER9pKlLzEPnkX+xxUoicNfAQSRL8VWac30NU5gVESsATCm9VheE5kZTd67fHcfJnxK5UI4VSiEIFRNU+MaDni7p8sMaM5pRZuNEdZoUomKnaY1FOHssqs2Dxg9FUHaoPkbK+ILPMVNSgqsoraUFzoKk6sA+R1RBeq89CU/IQmdGbqptLugyoQZXZiBEjcNddd2Hv3r3afXv27MHdd98dkJaKlHvuuQcbN25EUVERWrcOPZF88ODBAIBjx44BALKzswMCMfVv1XcUbJnk5OQAdQgAHA4HkpOTDbd4oZ+VJVIRXqJWmrgNy6nde0RTh2kbfFrVlYN3wK4oQDzxaicg/bgPVSGiCO4hkgOiWr2skPgVIn/K7JIgbztHCF41pqaf1O7QAo3/F5UjgCTJJweDQlRRBp/aJiBEeslm6r/D1dBLo61P7UNEKCRRhF1RZGz2CMYphEiZAfIvbl41VUesEMlyiEPpjE6lYAFRzV43EVQPkXGf9RfmoFVmJoVIqzLziPAoZniPx+RNikAhkkwKEeBXUKyeE2rEg77LtVkhUpcOphCpy9fEQxRsX+X1GJsymvezpvgN0EEUImUbNo6EbHZo6EOkHdvA5fTBpqqeCUHK7vXNKPXBlaYyNTOFSG+wbk4KUY0aM2ZnZ2PAgAFwOBxwOBwYNGgQsrKy8NJLL0W1Lkop7rnnHrz77rv4+OOP0b59+7DPKS4uBgDk5OQAAAoKCnDgwAGcOXNGW+ajjz5CcnIyunXrpi2zbds2w3o++ugjFBQURLW/8YAjRFN/REmEh6i+gETjcsEUIippZfcCJ8CupGR4zj+6w6f3EClBhdWvTrWCjYKPa15cC4gkf2PGCzZ529mOtKDP403BRd0ERASi6iHSqWrVlWUQlc0Hm70mP2YOiGqpEOkMwD6f168Q2SPpVK3vQ6SsT3cIRWWECgDwEY/ukLcrd6r2j4TxwFQlWVuFCDXpQyRZVplVekSok++9Jg9RJGX3BoVI/TGiS88E7Iea1gnlIfLqPUSqqVpeJphCpFWZ2SNLmfkVotAVY2rgpL8QxqQxY4R9iEKlywBTlVmIppdqg0uJApVKQBOs7N4rSpYBjuZDCqEQmdfZFGiRyFJmEdGyZUts2rQJ3377rdaY8YorrkDnzp2j3vicOXPw2muv4b333kNSUpLm+UlJSYHL5cLx48fx2muvYezYscjIyMBXX32FefPm4aqrrkKvXr0AANdeey26deuGW265BStWrEBJSQkeeeQRzJkzBw6H/KbOmjULf/zjH/Hggw/itttuw8cff4w333wTH3zwQdT7HGvkDJdOIQIFQOC0mwIiJdAxm6plhUjpq8I74FD+z+nK7r2iRcrMUiGSv/QS5eNqotOnCAH5V+cFm7ztHEdq8OeZf92hrgIi+XPk0QdEFWVaIBvMUA0ANl6Avrq7tn2IbLqAyOupQoKiKAqRVJkp6S1OlzJz2HjtYuHTpbsirzJTFSIvREpB1e7jxG4wQtc0ICJ21UMUPGUWvA8RTFVm8uenwutXiHw1UIj0ig/R0tXBFSL/6I7AdWlVZqI/IIrUQ+T1yQ+4IkyZaR6iMKZqf5VZjFNmYarM1G2EKrnXP1+iusaMIdKRAFCmzKcLMFVbKESGlFkIhaipdKq2wpgyYwFRWDp37lyjIEjP888/D0BuvqinsLAQM2fOhN1ux9atW7Fq1SqUl5ejTZs2uPHGG/HII49oy/I8j40bN+Luu+9GQUEBEhIScOuttxr6FrVv3x4ffPAB5s2bh9WrV6N169Z46aWX6r3kHlA8RMr/RckHD5EDIpfDFBBRa4XIBhEeRaGw83YIhAcowHH+lJmkzSijWurNqnJFVC74lNosT96xQn29ktapmuoColAKkfHjaqsDhYhwgCgppmpdd2/f5Z81hShUysw8hqS2HiK17B4AqivLoXbrskVUdq8YsnUpM4fAaQGR6PUHRBErRIrJ20GUsntdQKT3ThFbTQMiOWXmhLnKLNI+RHpTtfzfCo+Iak4ACOCrDu4hCtfJ2WrCumVAFMnoDm/wgCi4h0gxVetSZpTSoD9mNIXIEVoh8moVWYGNEmOhEAWtMtOaQIZRiPRVZiFUJ0NApHRdDjBVq1VmQfxIzubqIdKbqllAZGT+/Pl47LHHkJCQYDAbW/GHP/wh4o0H+6KrtGnTBjt27Ai7nry8PGzatCnkMsOHD8e+ffsi3re6wughkjQ/UIJpRhchgf2DqCTBRiS/qZqzw8HZABEgyvRxAPAqpmoOfqXJanSHV1m3FPfGjP4UIQBU+apQqnwSc5wZQZ9nNvqax2LEA54QeBWFyKu7wkulP/o9RCGCHJu5n1RNq63U9ekaMFZVlGn/tzsiD4j0VWb6k51PpyRyYS5K/h2St2uHT75AqGlQzg79R6zGCpGgBkRGhSiiWWaSeZaZrqJLUUlEr3G9xpRZaA+RVWrFsl9NiIu2evyrRX0fInWWmbK9YAqRySRNqTKuJMivmYg9ROqEc8uUWW2m3cv/hlOIQg12BfzHUaKhg01CCBw2ztDSIFAh8jdmFC1SYKEUoqbsIUpzC9pImOYy2BWIMCDat28fvMpk8lBBRXPpVRBLOEK0aqkqsRrVymfP7TIGRFb9g0SfFzZA8xDJVWY2Zb1+hUhUTNU89QdW1KoPEfwps7iO7lC3p1w8L3nPAgBckoQUk3dKj9mgHDBJPg5whMCnBET6Sycp/dHvIQqRMrObOo7Xug+R7vneSl1AFEXKjNeZ7AWeA88R+de2rno0YvO38voc8BqqzHym0TN8DBQivfqhpouA4N4Zkeqn3QuGC5eaMhM9wT1EwVJQUStEoUzVgi5IC5oyC6IQmUzV6r4Fi2V9ppRZ0NEdWsds3euLYWPGcFVmoQa7AqYqszDrdAq84T01p3/8jRmDmaojUYia3nXPxnNIc9txvtzDPERmioqKLP/PqD2EAC2UE/qPlT9r09OT3MbUEbFozOhTAiKvPiBSL2RE1E5AqjeEgy6wsmhq6KMSQAAJtjiX3SsnekUhuuSVDfHZPjFkR2OzIbkuFCJCAC+Vgw39DDWh/LSmEIUyVZtHsIRSkyLaH46Dj3KwEQnVSkDkpTyESMrkVYVIlzLjOQKeEIigBg8RH2WVmR1KAC6pAZEpVVjDgIhTFCIXqiFRvw8nEg+RZFCI7IYLl2qqNitEhsaMFqqAvL3AhnyhTMehBpBqCpFV2X2YxoxeMTAg8ohSUFOyaFKUgqbMtA7MVo0ZY1B2HySAcESoEFlNuw9m1DarG2b1TBvuGtRUHaoPkXUpf1MhI0EOiJqTh6j5vNIGCkeATOU6VClWwacGRK5U03JKubzu5KhWjxn6ECkqCiFeTapXl+NANVOv5bR7ZXlKbZZlrLHCrBBd9v0MAMjx+YAQAZHZq2Or5RiMSNArRHoXi72iJDIPkWlQbW2rzABAVF63t6pc/jdSK6AWEOlM9rrRE5KvJikzf2NGn67KTDSpeTVWiBxqQOSBqAuCIvEQ+QweIpvhoqkGRJI3+EiQcAqR1YXTusosuIqhVkKFUoiCOQvUwMVl1xntQwQskVaZqevQ+23ssWjMGCZ4UU3c4RUi9QeVcaacFebg0Fx2b6kQWb6vFgqRhdeqKaEaq5lCFILy8nIsX74c27Ztw5kzZyCZ8vcnTpyI2c41BwghsFEOLX0+/KyrIEpKNCpEmu9GVx0meuVLdLXy/bVz/oAIRPSX3SuBB0f9lVrUIiDyKfeJ8a4yU7ppqwFRmU9OmeWIovWURoWAlFkIZSZWcATwiH6FiEoSCMfBXfUTLqgNIkOlzEwdx2vbhwgAROV3jE8NiCI9DjbrgEi9sEui6iEjsEVbdq+Yqv0Kkdk7VUOFSEmZcYRC8lUBgmwj90SqEOmqzPS/5KupdUBU7ZUs/6/HqhopopRZKA+RxeiOsLPMdAGUjSPwSTRocAjoPEQOfxBmZcK2TJnVQZWZljKLSiEy3mfGrBDxJjVH3aahUzVLmQHwzzNjpuoQ/PrXv8aOHTtwyy23ICcnh/mGaglHCCQQ5PpEQ0CUbEqZcVqHaX9ApPq6VIXIwTv8nhXi035Zqh4iTl0PtT7J+lTPEWzxnWWm/KtWv5VLckCU5fMBoQzKpot03QREBNWKQkQJgc9bCcGRgMTqM/Apmw+VBrPbzApR7ffZp2xP9KgKUYTBBq+W3etnsBHtIqGaqn3gQsWlRvRl97qASORMqUKhZgERb/c3KBWrKwCXHBBF1IeIUrgNpmq9h0h+HyRzykzUdaoOohD5UyuBCoqVqiSGSBWF9hDJywQ1VesCFxsvB0ShAhZz2b28Dgq7zTogMjZmjKy0PxRimOBFM1VHXGWGkI0ZASuFyLhtvUKkmeX1puoQKTMrpbAp0UJpzigwhSg4//znP/HBBx9gyJAh8difZgeB/Is/1+fDfijpB4mCN50UOM374z8hqSmOSiWFYuftWkBEOQuFCIqpmgLUykMEtUxfiPyCWAOIqhApwV21KF/YU0UJCJFSMgcTdRIQcQRe6tRCDo/3MgSbHQm+8xCVgaohFSIhHgqRfIxUhcgXcUBk7SHSfBSKqVoCF3kawGZuzKgoRKbquog9SSY4mw0eysNOREgef4m8PjUUrMrMmDITLFNm1BdcIQpXdq8/RGrqy0pVikwh0nmI+AhN1brATOA5VHmlkN2qzSkzdbvmlEioTtW1qTKL2FQdaZVZmNEdVusKPsvMP+1ev65g1YM/lVah0iN/tsyqU1NBVYiaU5VZ1K80LS0tYBo9o+ZwhICCoLWuwsdhcQLkLKrDfFrKTH5M4AU4eFXNEP0eIuWXP0cBDiE8RNApRHGMiPymaqVEm8oXJRelIT1EZoVIIDW7yEaLD/6xGNWecuByCThQVFH5GIUKzBymlFksjqsaEKkBgi/KlBkxK0RqQORVFSI+coVQP7qDUkDzEJmrzCLopG0BTwiqlB8KVB8QRZgy088yMypEakAUvJw/fNl9hApRJKM7dHPQVNVIXTxoHyJdeby6fW+IbtXqfrj0JuwQU9xtsU6ZWQxP1TO0Uwu0SnVhZLcsy8dV9GZz9a0Ptk6z2hS8U7X1tHv1vdArRC99cgKDn9iGb3+SixqaqkI0tmcOBrVLx6S+ocdpNSWiPjs/9thjWLRoESoqKsIvzAgLIbJnI1cXEFlNcVdTZqIuIJKUQKdKCYj0KTOJiNqJVPWGcLr1hFKIRCpozd7igeaHUhQiryRflFySFF3KjKubgAhEgE05lh7PZaD0RwDAWchT0kOZqu2CaUhvDPZZUr+2SsrMXNEVFDVlJpo9RMrFVAmIJHCR/+pVmz0SpSmjEuRKpoCoprPMeI6gUhkDIimvF4jMQ2RuzGjlIYK5D5FBIQo9uiPyxozyv5YpM5t/vESFR96eGtwQbVyP5W7oUltEe22hFCJ9KiyUSdqfigtUiGoTEIUzQPduk4qdC36Fcb1yQ67HMO3eQtXRY1aIAmaZ8apCFGzafaBCtPfUBQDy8emclYherVJD7m9jpVNmIt6cVYCh+S3qe1fqjIjOUn379jV4hY4dO4asrCy0a9cOgskboB/6yggPR4icMtP9ArFbdGD2D2XV9yFSFCLlS27n7LDz8i92SiSt3FfUUmZE15gx8Cyr7oFIbYZfkbFGO9GragL0ClEIU7Up7SJwNVMdooUjBHZK4SMEHm85UCoPCj5HkgB4QnqIzEN6Y5kyo165h07kAVFgyszGcf5fyT6/h8gVpUIEAJxYrSlEkjlFVsNAkBCCSkUhkrz+nkERTbuneoXI2EpCU4jE6BUi0SIFFiqlFKo0XJ+uuqyMl1BVCf8sM8vd0F63wHNauilUQKQvK7fbOMNAWT0ei5RZLGaZhSuRj5RoqszMCpFZSbLppt37LN5Xp8WMuvJq+f9PTOqJyf2bj3rSHIjo7DxhwoQ470bzhRD5F7k+ZWY1tFRtqCgaAiL5OYbGjIqJVySS9otH1FWZ+cvuA8+y6hw1HxW0XiXxQDNVKwqRSBWFKFzKzOwhqqOAiBBAUA6Xx1OuKUTnkQDAE9JD5DQ1TOQi6RcUBlExxkNJIYmRBkRqyky09hCpCpEYlana7xUiuoBINHmIQr2v4aiidtls59EHRP7PbzCFyCdR8ERtAsQbUhuqh4iYU2YRzDKzUohCKSihLtrGgEg+/nZenUcY2kOkbkuv+IRKmfmHkXLydquDlZMHmqpjkTILF7xEimaqjqQPkVkhCpIyEyXJOmWmDnfVKYeVipLnjuOPRkb9ENFZavHixfHej2aLXGXGIdvnU6zGQRQiTu1DpDdVq32IFIWIt8Nhk1M0EvHLyaLkH92hrSeUQgRbXFNmZoVIIvLrcEs0TMrMeOG3my+6cYLniD8g8lYAl08DUAOiCyEDIocpZVbb0R0AIKnz6nxKQBSp+qKkzIiu7N7G+z1Eok8NiPjITdUcD4nYwFEfeMmjrVs09V9CLV53lVLCT6NUiESJgld/QHBGX5xaZQbRPLpDV2UWzkMUoccmVP8dNSD1STRAIYq0MaPAk6gVolABnH69KlqVWa36EMn/1loh0kzVumaPQVapV4j0w3hVtIICvUJkNdxVrxApZmoWEDU9mo99vIHCEUACgR1AuuKVECwaDqpVZqIukBFNjRkdvAOCksIQOUk7WahVZgShFSJVoxIlIa4pM9VDJCkhGIWqEIWuMjMPdzU3PYwX+vEqcsrsBwDABWW0aqiUmXlIr/k11ARJ+XwQb5QKkRJQBnSqNlWZieCCXmAs90dtBip6AEX1o5wACbqV1EYhsjBVewxVZsFN1VpARHhDabaH6vZZR00VolCenHDVVWpwYvYQhWvMqE+ZReYh8u93qNlkVlVmMUmZWVTn1QStD1FEjRn9G7MyP6teOTGIqVob7mqpEMW/ypVRt7CAqJ4hSh8iAMiS5C+YQAPfFtV7ovcQqZPF1ZSZwAmwKwqRj/hPFpKWMiPaxdvSQ6ScB7xUMPQqiTVE+dipXY2pXiEKWWVmUoj4COZ3xQBCAJui2nl8laCX5JTZRaX6LJSp2uUweohiERCJynvIi7L3SopUIVLSW/ogQF9l5tUCougac4paf6NqEEmdHWbTAjf575qbyauVgAhBqsx8QYIAn0TB6zxEeoVITZlxAQpR+IBIG91BApWEaFNmQGAnYPXvSBszGj1EoarMlOqxMAqRxyplpquiCzeUOxhSmBL5SFHfRpHSsKqTXiGyGkGhV4isSvitqsyYQtR0YQFRPaN6iAAgS1LK5y0ymVaBjJri0I/uUE28IvHn19Wp8hz8oyMCUmaS6FeIUEcKERVR5fWAcPL+uSgFSChTtfG4mLtAxwtZIZL3udpbAaooRJcgH2shxMXe5Ugw/F3Tfjx61ECDF+UUUsQBkZoyC6gyM6bMpChPC2pFGS/5FSJCeFD9e1kbhUgZFEt90XmIJKpPmXGWw11DKUTBeu6EVIhCNGaMtDTcEWFjRo8utWWPIGUW4CEKsr+ah8gWGBjotxstodoPRIP6fEqpFpwFU50MCpFF5aTfVB16lpk+UK5QTNUJDqYQNTVYQFTPcDqFKFuJSASLFIy/U7VeIbLoVK0pRP4TqahLmXHBFCLRq81Rk2CPazMuoiu7P6+b2O6SwjRmNAVLdlMFV7zg9AqRtwKkrAQAUMYpClGIlJnbFBDFospMUrZn0wKiCM3lSjBGJL8qYpUyizog0nXANihE+uNSCw9RWIUoYg9RoKmal2qiEFl5iGrWmFF+rrVCFM5Ubagys4VPmRk9RMH3V0uZWfRZAmqeNotZlZkuZab1TAoSEemDTauUmb8xo3X6TT+6Qw3AKrzMVN1Uifqqt2zZMsseRJWVlVi2bFlMdqo5wRH/bKqrqwh6VFdjkCcjcDnOQiFSAiJt2j1nh12Z9eTVp8xEfdm9LWA9AEBFjxYQCYIrvrPMtCaTIi5Uyr1leErlS1SoafemgMgh1J1CxCnqnafqonbRF5UUVMg+RKbRHTUdcqpHDTSEGKTMeM7flVpvqo4GqipEokd2ugKK2To2KTOPOhfNZ22qDtWHyOgh0itE8udM76cCjBf7sGX3uouwloKyVIjkfyNNmakX8VCNGfUXcIH3v4chq8z0HqIQjSQ9FqZqfUBUU2N1zKvMJKpVf5lHdKgYPUSBlzv/2BqqtSmxUogA/7w59XWwgKjpEXVAtHTpUpSVlQXcX1FRgaVLl8Zkp5oTcqdq+W3I93jw+o8/oRttGbAcTyw8RFrKTP7bzts11cRL/L9MReovu/dXmRmRdF4KIc6pKK1TNZVwsUr+LLkolXWjEGpLQEBkqyOFiCPgVYWo6iIAwEt5cMpJOFSnanM6zdwYriaogYZbLJX/FhJDLe5H6UNEqAQOfj9JgEIUIm1puT+KQsRLHnDUP11e0h+XWihj1UpApJrIAeNF2SfRoEGD3kNkKLunujSfflu6NJl+Aroef78a/33+KrNQfYgsXhwCRyMEeogCn6MPCCOtMvPpPURq9ZTFjC59B2wVTh9E1TQgUgPDWFWZUegG4lp/ZvWBknXKTK8QKd4wC4UIkLelGqoBZqpuikR9draajgwA+/fvZyM9agBRqswAv0k2oGQZuk7VxH92pJpCJP9t5+1w2BO0+1TvglreTkB05mzjWdanm/rtsMc3IPKf6EVcVOZxuXTKQjDMqSmnKR0VLzgCcIrRvbr6EgCgDC6o58NQZffmx7gY9E6iynFIpJcBAJIjObIn8v5t2yF/dnjO3+XY7yGKUiFSu1VTDwj1ByDGlFkMFCLdZ9SshFgFDaLBQ8SbUmby+2IOiMwX+5DT6/UppUim3UesEJk9RMGDMkDpQxQmZSZJ/jEXNl3fIiuFSEvFcdaBWk1TZlTzUtXo6Rq8LohRA9hgCpE+ULIyVavvoVeilgGbjSPa+1DtFTVDtcPG1doLxWh4RBzipqWlgRC5j0Pnzp0NQZEoiigrK8OsWbPispNNGaJ0qgYAQfGEmOdAAf7qJH0gI5kCIgfvgCDIJysPIX4PEVVN1URTmiTTd1kU/RcblxDfcnZtUC2VUKoGROpJPwqFyGmvq4CIaAGRt1pWZcqoC3ab+ss/9D7blC7XQKxSZvJ7mEzLAAIQZ4QBkS59Z4cPVXAYFCJRrJ2HiJc8IIo1n3A2LXADEDLQDUc1kQN04vMrRD7TQFefJAWkLkVTY0YrD5GN+gMiSmlAgODxSQEFBlZTzq3Mt/r9AEJ1UzYFHgHDXQOfox9uG0mVmagLqgxl95YeokBTNQCtmWOtU2a1VIjUp4uUavsfkUIU0kMkad5GvZJEiOy3qvSKskLkZYbqpkzE7+qqVatAKcVtt92GpUuXIiUlRXvMbrejXbt2KCgoiMtONmU4AijJIgiSGhAFKjSW3h/lAqYGRAIvwKHIFj5C/L/41cofAJzyi8jsIfLqfn0n2OPbAdo/o0lCabWqEKk/z0L1ITI+Zu7xEy/kgEgxV3pkVeYy3BAiUIgAwEZlk3sky0aCGmjwiloYcUCk27ZdCVz0VWaSWnYfIsCz3B9FIbJJHhAlRUU43hQQ1V4hIspkekppwIXfKrUV2kOkBES6JpVekQb0/KkWRQDGfdc8RBE2ZgxnJrYbSsOJFjj5+xAFvjY1aOGIaR5dsBYEuuOlN1Vbeoh05fx6ajvPLNZVZpJOITJ3pFbRB0pW27XpPESEWAdsToFTAiJR6xXlCqJIMRo3EZ+db731VgBA+/btMWTIENhsLEKOBRwhkKiqECkmWVugQqOWnEsWCpFaLi/PMvO/L5IkBxv+snt/ysx8ShN9/oDI7YhvQOSfpyaitFr+1a8pRKGqzEzKRV0FRIQARAmIPMqA0ctwwcZTQAptqgagNXUEAF6InalaW6c7JciSJgiRS+/Fai1lZqUQ0SgVIqooRDbq1QVEZoWo5ucLj/IDgSidqq1UEKtKM/MsM71C4FVOfTbqD4j0wQEhckNEKwXFauZVSFN1GGVEf9E2lOCrKTOL1+bVldAD8KfMgjaT9N8fsUJkCohCNXOMhFhXmUlUZ6q2WX8H9QpRqD5EouS3gpgDJ/k98aLKK6GiWv6OJDhYQNQUiTqbm5SUhMOHD2t/v/fee5gwYQJ+97vfwePxhHgmwwpCAFE583HKyVuyGElh2VBRK7uX73PwDth1fhJJSTHoPURWqTcA8CnBGEcpEoT4BruqQkSphHKvGhD5f8kHw5wyS3AlxWcHA7ZLADUgUvb3MnVB4JWLUghTNeCfgwYAQkwUIlPHbndq5E9Wgm2BqAqRv0JJDbCjVYigpcyq/R4i3hQQ1cpDpJjBfWpAZBF0WAVJItXM4+B4Q8qKs8stEwRdykxvME5UlFarAEeyTJkFL2OPpspM/39NIbJ4jhr4qOk1LWUWouJOReA5XQAXGNz4y/lNKbPamqpjXGUmUX/DxEgUIitTtd5DpAVs5oBIN75DU4iYobpJEnVAdNddd+Hbb78FAJw4cQJTp06F2+3GW2+9hQcffDDmO9jUISABng3JogOz2tBPfyqSJB98ANTRZ3beDhvvBFG+2FSUK7gkqiu754J4iJQhlzwF3HH+9aMqPRQSypTeMv6UWeRl965IU0W1hOeIXyFSLsplcIFXA6JwKTPdCAsuBo0ZqUmRciSkRv5kZftqysymS9GIoto5PEqFSBkaa6NecNSvEBl6D9XCQ+RVFCIuREBkpRCJIRQiuxoQIVAhEngCpz14gGPZmDGEQuQ3VVu+PDh4vUKkD4iU54eoMlODFiFMsKI/PhzReZ4sXl/QlJkaGNSwMaP2FY+RQgT4X1dECpFFhae+OtBK+dOvu8oraabqeM56ZNQfUQdE3377Lfr06QMAeOuttzBs2DC89tprWLt2Ld55551Y71+TR55lZg6IrBQiNZAxKkQe3ZfXzttBOA52ZRFJuYCI1K8Q2bjAwAoAfEpAZEP8+2sQNWVGJVQoaZBIUmaEEHA6P0WSu24CIkIAKGNVVD2hjCopM0SeMuMoBR+DVDM1V9slpUX+ZOWzZagyU39xa6bqaBUiOWARqMcfEPE2JLt1g21rM7qDqAGRHDx7dP4ZNSCw8hBJEgWn6iuEM1SFCQ553+wGhcivuoSqwrIqzw6lnoRNmQlhFCILD1G1KWgJV3aveohsyoDTUCm+oCkzPngQFQlSjKrMrBSmmipE+vctWDWglULESu6bJjUqu5eUE8LWrVsxduxYAECbNm1w9uzZ2O5dM0DfqVqFWpXdc9amakNApFSn2ZVlqGLSVmeGcTR4Y0af0rGXo/H/suurzCp8qkKkpsxCfyT1jya6IvTO1BKOEFCqBETKyfIy3OC58FVmAMBrKdHYdKo2p8yciamRP9mmfkYUhUjnIdIComhTZqpCJHm1lBnhbeANClHNX3c5Lwe+tuqLAIzDR7UeSpJ1qkqvEBn6BjnkIMuuOfD8wYFD4HUKSvCUUrip6P79CFN2H0QhIppCFBgQlVbKAW2KS1H8wgx39ZmCuFAmcKvhrobn1HJ0R60VIquAKAKFyGYRiekDQ/Mx0tahS4f6AyKmEDVFog6IBgwYgN///vd45ZVXsGPHDlx33XUAgJMnTyIrKyvmO9jUsQqIrE3V8kVHfyqiok8b7GojNk2pUD0rVFKmoevL7nnrlJlPMVXziP+X3W+qllDp0ylEhPdfBYKgCmQ2SmGLQQl7JHAEgBoQKe/VZeoCz6mN7sJVmcnPIQC42v48RmDKLCE5iv5fvDEg4ohOIZJqFhBRpZGnTa8QcTZjEFSrgEgOfIXqCwCM/hmty7ZllZlk8BDx+mGlTlkhchAvqHIhNChEEaTAbBYKkVc3NV2FhjETO3QXbSuFyCpldr5CVrbSEuyG54UbNyJoJuzgbQJ8Fp2qAX/QUVMPUbh+TJFiPo4CT4Ku06AQWSyjP25qTB1MIaryicxU3cSJ+uy8atUq7N27F/fccw8WLlyITp06AQDefvtt/PKXv4z5DjZ5LFJmsPAQaaM79N9Vyat1qRZ03hS72glaUsuUJWVTflN1QJWZYqjlKamDgIjX9qtKDYgkGpHPRF3CXsOJ2zVBVojk41utHO/LcIOL0FSteog4SrX3sTZQXXAhUYKExCiUMjVlRgKrzKhaZRalh4ioZffwaoUBHG/zv5+EQ9DpmxFQxskKES9WAZ4K//wq3YXQ0kMkBfcQOZ3+Lucej/w9UQ3GDoELWWLuV4isU13mICrstHuLqfJA6MaMF8qVgMgtfy6FECk+4z7LKw0V3HjCKEQ1rTKzmiZfE8xPD6YOAcZg0yog0vePCrZ/er+VOsfMFefCE0b9EPW72qtXLxw4cCDg/qeeego8z6LmaLHyEFELhUjQFCJrD5FDl2YT1CouRSGSrBQi0/p9Yt2lzLQ+RKCoVqrbNIUoDOqREuouHlJaI8gXHvV4l1EXOCIHc+E8RDzloE6si4WHSH+cyogLydF875T0lqD2IeL9ChFVTdXReogE1UPkNXiINFWoFv4hAPDyblRTGxzEB1Scg0eUAySB57Rgw1IhEqnWq0ke7uo3UDtduoCoqhIOp1tTS+w8568aC+EJ0scL+otytU8ypGrUKrOgClGQsnu/hyjwORcq5NeSHqFCpPcQ6Ze3Cm7Cld3XvMpM/jfWKTNnEP+Q+TGrsnv9a7JquAn4g6pqHyu7b+rUXr9XcDqdEGLQY6W5wRGild2rUItZYpaBDPV7iOy67taCphDJQY6kKkSEg01RkqjpnKQFRKg7hUiCBI+kBkRSRGkVxbZTtwERB0iqqVoNiOACp6TMwnmIbMrXjCBGHiLdOioQZbdu3spDpFT9SapCVLOye4OpmhP8ClEtXzPPcbgApcVCxTlrD5FF2b36epQdMgQkLpff8O2plgNbLSCycSEv/lbDXfXpJfNzJE0hsn59wcrutRE3FsHeeU0hUgLccKZqkz8mVGdtdR12c5VZLQMiGsZLFSnmwDKUQmTnOU1RsjRVG1JmQUzVyjJVXhHlzFTdpIk6IBJFEStXrsSgQYOQnZ2N9PR0w40RHfrhrhqhPESGlJk/INKnzFSFSE2ZSboqs2ApM59PPsHKClHdeIgopVpA5JZoRGkV9eUL5ogujsgKkfyeqMf7MtwgJEIPkfL+ckBsVFRdwFLJRTngVvlsOZV6OZ7jtAuFPyCKMmWm9jai5pSZclz42l08OA64QJWAqPK8/4Jt4wyN9cxQqlM/OJvhgugUbPAovjCvmjLTDQp1hFBQrJQEQkhQ31E4M7HdoBBFVnZ/QfEQRaoQRechUps+Bkkd1Xi4a3yqzIJVmAEwVNRZTbvXV5kF66StVwsrmam6SRP1R3Pp0qX4wx/+gKlTp+LSpUuYP38+Jk2aBI7jsGTJkjjsYtNGP9xVw+YKWE5VgM7xwN8O/k3uPq2rMjOmzNRf/EaFSE6ZyYGTCOBMxRlUKI0GRWWEAUdJ/FNmOoXIS2uWMrPVoUJECIFoSpldpi6t1X+4gIhXAgxCa9+UDgCoLgVVxUepECW0BAC0JBcBGD1ERGvMGN37T5TZdwI84NX0rE2fMqutQkRwgSpdySvO+6ex80Qbn2FVZUZEnUJkmmVmt3HaPDNvjRWiYF4TYxAVrOGf/3nhTNXhFSK9qRsAvv7hEj469JO2fKQeIv08t2Bl9/U9ywwwVfiFUIj0j1t6iNR0mBg8IFLTblW64a4sIGqaRB0QrVu3Di+++CLuv/9+2Gw2TJs2DS+99BIWLVqEzz77LB772KSRO1WHV4g6pLTF0IpKiITgqS+fwjN7ngGnT5npJpkLWlm7ohCp4xTAaQrRORuPMe+MwZ0f3QmgjlNmusaMIpW365KiTJmZg8g4whFAlOTjq0+ZgcjHNXzZvfw4BxiGItd8h/zb89iiHF+SlAMAyCJyxZa+D1GadB4AcNkWpdKrpHjtOoUolh4ijhCc16XM9BfsUFVmkj5lxtkCRm14ibxfvgCFiA+toIQJiIIpRMFnmQXrQyT/a9WHKJxCdM9re3HH377EDxflYC+4h8i4r3pzekDKTAg+/ywSYlVlBhiPZSgPkf7xcH2I1KA60FSt8xCxlFmTJuqAqKSkBD179gQAJCYm4tKlSwCAcePG4YMPPojt3jUDrMruIQQqRHkde+H/Ss7i9ovy8f7m/DeA6NXK7vUBkU1TYJThrpJfIbLplvNIHhw8dxCiJGpVZqQOFCItZQbqD4hoZFVmfoUoZva38NskBCKVj5t6vEUhKYqUmfy6iOUQhprskH97XluU40uScwEA2UpApFeIWtBzAICLthbR7Y7gb/bIK2okz9v8PaViohCF8RBZ5ZX0qpFpuKvDxsED+T31aQqRfLGzG1JmoTpPG7+3wRQUrXopgtJwvdqheYisUmbl8vdVLbs3V5mdK5MDpvPKv8E8RB5TSlDvQQqYdq81ZqzfKjPAmF0PNune/7jSjiSEqRqANhcteKpQRIWqEDFTdZMk6qtK69atcfr0aQBAx44dsWXLFgDAF198AYcjUNlghMbKQ0QsFCLemYT/2juid7V8gqsUK0GoaG2qVi7AVJKX9VeZccZmeQB8kg9nK8/Ca0iZ1ZWpmkJUvCwuKcoqs9jVA4SFJwQ+yeghSkpJ1/o7ha0yUwOiWKX5dNsT7VEGREnZAIAsIqtBPEe0X9tZWkCUGdUqiaIQCQFl97HxEPEmhUhv+lX33UohAjWmzGym6fQ+RSESLTxEoVJmkVQj6QmnjATzEKlxg3nuIKBPmQmGdaj7q47XUFsJqMfHZvIQmdUer8+/LbPnpraNGdX4NBZpY86g9oX+/mkKUYiye8A/Fy1w2r1/dIemELFp902SqK8qEydOxLZt2wAAv/nNb/Doo48iPz8fM2bMwG233RbzHWzqEACiTu3wUQ7EZj1t/nx6HziVs0qVrwpECuIh0gIOxUMEvxTMW8zSOl1+WkuZEXB1aKqWQIleIYrcVM3XoUJECODTTNVANRXQMi0ZPiUlE7YPEfGnzGKyP7qASLJHmzJTFCIoCpHOh5NNlIBIiC4gUhUiB7xaI0RDQFRLhYjjCC7qPURqyswWug8R1c9mIyTgIupVhsb6PIEeotBl99YdjYMpROFmeDmCBETBGjNWeUVUKhdvv0IkL+sVJdkHpAZGiuphDuKCjeHw6lS1wMaMtTNVx2ravXkd4VJmmofISiHS3acGO0G9YT4JFdXyMgkOljJrikT9ri5fvlz7/9SpU9G2bVvs2rUL+fn5GD9+fEx3rjlgNlVXQ7D8JQMAQt5g8PvfB6AERNRh2ZjRpo3nUGdTqY0ZOdgsgq2S8hJ4fbqUWZy/7EQ3PoQSLwiiKbuXX7CtDhUijhB4dFVml+FCbooT/1VGooQ3VcuPk1j5nnTbI44ox5ckyx6iTHIBAFWm3RPY4ENLyOnYUqFlVKskgjoGwyubqgnkIbYx8hDxhOC8LmWmHz5q02aZWVykJTUgkoen2EyNFDWFyCsH5VYeotCNGU0BUZDnBDPrmp9n/n+wxoyqf8jGESQp31W9f0mv4KhKkSga90ENIgIUIl2XarPfLZSvKhL8qcMaPd0AxxmD21CEUog4jkDgCbwi1YJM83KqQlTNTNVNnlpf+QoKClBQUBCLfWmWEEIg6cqcqyEEPXHm9hqGs8XySaXCWw4i8ahWf/HpUmY25W2V1MGV1K8QCXxgQHS6/DSSdAGRK85ysJpiEgkFUZrlRZsyC6fKxBKOA7zUb6ouoy7kprpwslJpbhiuD5Gyr1wcPETElRzdcxPllJmD+JCOy1ofokxcBEcoPJRHpZAW5e7IAZEDXvBqyswmxEwh4jmi60N03tJDZJnFMfVVMnuIfJwdEAHJG13ZvRqgBKTMgjwnnDKiv6BbKURmT7WWLkuwa0GL1ofIJxkCFr9CpPrdVIWINzyuoqbMwjUxjBZKqfY6YqIQcTVRiIIEpDwHr+h/z4J1qq4ylN0zhagpEtG7+v7770e8wuuvv77GO9NcoQaFyB70hNGiVWf8V5IvDBWecnCSC17VJKlPmWkT7RWFiKonMA68xfyvH8t+RDufWmXGxaQKJBRqyqwK/pNQ1KbqaLsp1wKOEHgl2ejuIQSvpDrxfdVrWsos7LR75f2Ih0LERzvg1maXS+/Lf0Y2Oa/NMstR0mUlNB1clL2SOFUhIj4tIOJ5XWPGWvchMipEeg+Rvw+RRdk9VRUieftmD5Go/IgQlYBIDWTCeog0tcXaY2NWUFSFKFgc4AiiEAVrzKgaqtPd9oDneUTJsM+qAqSlzJRj4AiiEKl/W/ttaj7LTO/xisX5pSYeIqsgD5CPndpw0Wr/1GN1ucqrHUdmqm6aRHSmmjBhQkQrI4RAFAN/UTFCozdVV1FB83QEQAjOu7oA+AHVUrXRVG2oMhMACohqlZnmIeIgcNYps1ZKlRkXbZfiGqBuo1Kp0gIFnJRGVXZvq724GTFElzITCcGbGRQ4+zaS7coIiTApIS1lFiOBiOgCDJs7NfoVJOUA5T8jk1zQqsxyFJP1aWREfcHye4g8sEGtMuNj16maABf1pmolcBHCzDLTOlUrgYv+ImrnOYhKykwypczsNs7vsYlwdIf6PP16VML1ITKkzCxnmRmX9w921TVj1fmX9Pus7otmqlaOhbodUaLwiZLmr1GVJP0+mfezJrPMRJ3MFYvWE/pjH1YhEoL3IQICX2uwafcXK/yjX5ipumkSUTZXkqSIbiwYqhn6WWbVsAf94gIAMvsBAERQSNS67F5TiJRfyOoJmQMHm8V4ldPlp+H1lAMASB0oL2qKqUoJiDiqjD+NoEOyqrLUZcqMJ4BXChynUuopVR4PfcwETSGKDUQXYAjuKBUiQOtFlE0uaLPMspWAqISmG+ZwRQKveYh0CpEtdh4ig0IkVkNSmomG60MUoBDpU2YCD0lRVammEOlSZkJwNcTfcdnUpyeMQhTJRHb9MNJgjRnVwa5qDyJAZ+g2KURq8OIzeYj03Z31KlHIlFktGjPqX0Ks+xCFU4i65cg/XDpnW1dkmp9v3r8UpZLvhwuy+d5u4ywN2ozGD0uENgCo7ssdykMEAAlpbQE5uwEffPBalN3blOoZkSgeCp1CpDcA2yUKD0fwQ+n34C97ADdQyUVZxl0D1HlelYrcw1P1whlF2T2pu7l5HCGopi4EG5IRNmVGYhsQ6VNQzsTU6J+frAZE5zWFKFdJmZ2m6ejTJrogS19lZlODXEOVWe2CbJ4QVMABH7HDRj2wVcoVcoIt9CwzqKM7lMDF0Kma51CpfGeoL1AhcoSYHi8GKbu3B0kpRTO6w0ohMjdmVD1EqRYpM69IjSkzXzAPke5HmFeCuqpgXaqB4Gm2SDCkzGLSh8joBwvF7OEdMW1QW0MAqSdAITLtX4/cFNg4or3uBGaobrKwMLcBIOlUmaoQHiIAcDiSwSknSC981gqR8n9R+bVuSJnpLqbtquW3v0wsR0X1Wfn/XEatX0841LLxSiWHJNDIUyucqhDVUnWIBkIIRNi1424mbGNG5cIbD4XIlZQe/QqU0vssXJA7VfN+heg0zcCAdtGtU+tDRHQ+DJveQ1TLKjOOACCoElLl7VTL+2r0EIUqu7fp1iPjEDiInKIQKQGRYdq9EDw9ZFZbVOxBgih11yIZ3aFXboI1ZtS6VLsDFSJRolrzQP1rMnuIbDpDukEhUj1EFml7NUg0G7EjQZ8yi0mVmaHsPnSAQggJGgwBgR25zZYFl51H91b+HwnMUN10YQFRA8CgEFEhaDUEAAjOBNlvAzkgUsvujR4ixe8CY8qMgIdN92vd5klHsnLR+EFQm+hFOSy0BnDKBcqrfPoEVSGKpMpM9RDVYUCkXsfsQTxA4dJ3akuEWJmq9R6ihOToKsIAmBQiDjzHaR6ickcmOrSIcj6aRSNRLsYpMwCo1AIiRSEK4yHi1MaMXKCHxM5zoGoLClNA5BD4kOmhoLPMBOuAIarRHQaFyDplpq8yUxF06yiv9gdxwTxE+m3p91cN9sxBgn4/a6IQSTFWiMzBbW0IpxABwMA8//eMldw3XVhA1ACgBg+REOBN0GNzJsgl6gC8JIipWlWIlPSFmjLjwUHQVRBd9OQiR/kF/F+bfPESalkRFAnm1ycg8tSKeqqyMofHC/XCJARRiMJ7iOSAIWamal2A4U5KjX4FSf7xHWqnalUhSs9pF73p1SIgssWy7F7Zn0qb7AWxe9SAKFwfIuU+q7J7gQNV3hf4jFVmRoUolIcomEJkXXYf7Gsd3EOkPt+4vGruTdeZqvUBTFm13/yrpcwsVC1/gOPfX2+olFmDqjLz/98ZxkMUDnPKzep9GtCOBUTNARYQNQCMfYhCp8wEZ6JOIRKtO1XzcgrDp6XMFIWI4yDoLk5V9iuQrQZEgmo8jX9AxJkUFXtUAZEaANbdmBj1BB5MIQrrIVL2NWYpMyVoraAOCPYaHIdkdcDreaUpo4hMpXN1XvvO0a+Ps0GkxldnMFXXdnSHcvwrbKkAALv3IgC1D5FaHWVlqjYqRIaAiOc1hYiIsuKi9SESOK1PT1SjO2pYZWbjiFaSb1CIOLUPURCFyK1Pk/vXfblKnzJTTNUmD5F+f6styvTNXaqB2jVmjH2VWfwUIvPIEgDon+dPI7OUWdOlRu+sJEk4duwYzpw5ow0OVbnqqqtismPNi8gaMwKA3ZUod3WGrBCpHiJ96begXIB9hAKXfoBDvCxvhfCG6ojuuV2QUJIAQMJ55QJgr6XfIxJ4U9DlIFGkzDQPUd0FROr526ac0wXw8Op6KIULIgX1whujkIhTAoxy4g5q9A6JUmWWTspwWqqCs/pn8ITCS3n06Nwp+vURAg8R4FLm0gGAjbf538/aju4gakAk+zgcnosAlGqfEB4iv6k60ENkt3GA8sOBKGNrPLr+RqH6EKlqlHkmV9gqsyCBACEEdp5DtU+yLHcP1qla74tR1+ERJZRV+wMiTxAPEWAd4Pg9RLFuzCj/G6seZ9H0IQqHWSGyep9aJjnQvkUCTp4tRwLrQdRkifpM9dlnn+Hmm2/Gf/7zn4BfLqwPUc0wNGYM4yFyuPQKkWSpENl4uYngEYeIvu+OgugCAIIqewbsnA2UEhBCMax9X3xzoTWAU9pzhSib8tUEs6KS41PK5qKpMqtDhUg9+doUFaSrox2+qj6uPR7OQ6SqWbGSYzWFiIvS66PiSkM1BDjgRffCLpCUwOUnpKF7q9QardIDY0DEGfoQ1dZULf97otyJfgBGnPkbvnW8Cv5fBOeFLHyMxdoF/7/fHceZv81AWa+ZWtm9GpiZR3eoQ5RPnbmA+cs/xk+lcurMIfDaRfLkuXJ0eeSfkChFgsOGZ2/up6WfAqvM5Oe8/vkpvPnlf5HoEOCwcVrKK5Qy4rDJAZFVp+q39nyPd/f9oN2vdurWK0SArOp4RKCsKtBULVo0k1S3NeVPu7QUlBq8WXmI1OXLqn3IX7gJbrsNyS4bbByHFJeAZ6b2QXvFf+YTJcxetxd926bh7uEdwwaF0RJXD1GQ82//vDScPFsOF1OImixRf5JmzZqFAQMG4Ouvv8b58+dx4cIF7Xb+/Pl47GOTR9IpI1WwBy3PBZSASDm5iMSLKjUg0vk4+nYeCbfyK9ZHiGzapgRX5N8AG88h8afHUPbtQozu1h5dO4w1rL97ixooBFFyRZtBILpgeljZj/J/IlCIerp7IcsrYWj3SfHavQA6tJRP8i0qk+GWJIzLn2h4PFzKrG/nEXBLEtoiNhV8WZ36opw6UZLar2YrIAQH0kdpf3JK4PB92uAa91f5ztVT+/9xZzdZVsvtKwdDrQfUbD/V/VMufn8/3xY+yoEjFHYigqc+tPT8gL7cMe2Ce3rvRvSXvkba4de1WWaqQpTqFpDqFtC+RQJ4jiArXfYk8dSLHy5WwidRJDps6JyViDbpbthtHCiVgwqvSHGxwouib84ETYF1ypRbVnhFiiqvhLNl1fjhoty7pl2GW5tMb0XHzEQ4bBxapbq0+3q1lsu9KZXXqd7U9WWnGHtj2XUBi0qAQqTb54FKNaEo+detBm/9dCZilZZJDuRluLXXeKnSi/+er8TJs+Uo/u9FbD30k7bsNyWXseXQT/jLpye1bQCxqTADAsew1IaAPkRBzr/jeuWA5wj6t02t1fYYDZeoQ92jR4/i7bffRqdO8b9wNhsIgTrmKtRwVwBwJvirzCjx4DInnxSTBf9Mq175v8Cmlttw+ux/AE6A5EpDi4QU5CbLJ8APfzMWIqVIcQn4nxFz0OZQD/xEJeSmtsTA3O5xepF+BvUciddcf0HpoXeRv/8FtFSrViJIrSz8fy9jYZz3z8zcX+VjVPds2MhmZLi9KCcVwNcrtcfDpcx65f8CW3I+QVK0YzaCkN2mE6oWnMAghyv8wkEYMHcdIHqBqkuArxpVIsXg1Nwar6/XA//EhTOnkGDn0VFdT8ergYe/B4TAppbRoF6gPpV6ol/1C7jrF1mYfXVHkDdvBX74Ei5Ua6qN2mSRk7x+hUi5CjsFHh/fP1zzx7S/9m5cHHQTelYLeJe4keQUkJPi1CaZf/rQ1fj5cjWSnQL+uvMkCnd+B48o6YIL44V4dI9sfHz/MPgkCpfA43KVDx5RQopLQG6qM2Swue7Xg1FW7TNUjg3p1AJ7Hr3GUEav0iLREWB8Vv++XG1Vdq8UVujOLU9O6ol513QOSMnZOA4tkwIVWIHn8NG8YThXXg1KgQqPD5cqfXh++zFsPXwGVV5/dkCdHF/tNVa6xkoh0qtt0TYSNWNWw4IFbcO7ZOLg0lG13h6j4RJ1QDR48GAcO3aMBUQxRN+HKKyHSHBoCpFEfChTvr2J9kTDchmp2chIzbZcR4rpl2pBt2E12u/a0KPTYID3AHuf998Zq5+PMYbjCLrm+ANOp9cYiISrMgOAlMQa9AsKgdNVw3SZHl4AElrI66vlqgjHIS27XeADtQyGAONFvBQJcLVoC5LSGnDJKkYCqdJ8PZJXVmSI5NOUL32gbehH40xBanYKUoNsNzPJicwkef8zlOd5fFLQ0R0A0KFlYuCdEeC22yzNuikuASmuyFKOmkJkkTJTgzi9WZoQgqzkn3J4SQAAUJlJREFU6N4fu41DTorx86+qWvpyfHVyfJVi6g7XnDJa9Fmt2ipEkZiqVVgw1LSJ+pP0m9/8Bvfffz/Wrl2LPXv24KuvvjLcouHJJ5/EwIEDkZSUhMzMTEyYMAFHjhwxLFNVVYU5c+YgIyMDiYmJuPHGG/HTTz8Zljl16hSuu+46uN1uZGZm4oEHHoDPZ/xVtX37dvTr1w8OhwOdOnXC2rVro33pcUPfh6iK2kMGRITjIFD5baviCC4HCYgaBYlZxr/rYI5aLHDZXHDy/gtJXVTmNWfMF9GMRCWosctBoRtV/iozRSEi1KdTiGr/udIbkP0BUcMK4FWlw5AyE4N7iGK2XQtztjoV3itSiJI/FWc2otcU47T7WipE5rL7WJWDMhodUZ/Jb7zxRgDAbbfdpt1HCAGlNGpT9Y4dOzBnzhwMHDgQPp8Pv/vd73Dttdfi0KFDSEiQT3bz5s3DBx98gLfeegspKSm45557MGnSJOzcuRMAIIoirrvuOmRnZ+Pf//43Tp8+jRkzZkAQBDzxxBMAgJMnT+K6667DrFmzsG7dOmzbtg2//vWvkZOTg1GjRgXdv7rC3Ico5CwzQAuIKgiHcmXZJCH+IzdiTmJL49+NJLAghCDNmYbT5acBsIAo3ph/IGgqj/IjIAHV/iozpacQR30gSjUmicH7o2/UGGx0R31jqRB51bL7+O2zVX8iffqs2ieGbT0QLcYqs9gpRByJTVsARuMk6jPFyZMnY7bxzZs3G/5eu3YtMjMzsWfPHlx11VW4dOkS/vKXv+C1117Dr371KwBAYWEhunbtis8++wy/+MUvsGXLFhw6dAhbt25FVlYW+vTpg8ceewwPPfQQlixZArvdjj/96U9o3749nn76aQBA165d8emnn+KZZ55pgAFRaIUIAGxKQHSe5yApX94keyMMiJypAG8HlD4wsfglX1ekO9O1gCiSlBmj5gQPiBSFiFThojkgknywIXYKkdowsdrn9xDF6uIeK6w8RKpCZOUhihV+hcgfBBkCIq8U+5RZDBUifUAVKl3GaPpE/e7n5eWFvNWGS5cuAQDS02W/xZ49e+D1ejFy5EhtmSuuuAJt27bFrl27AAC7du1Cz549kZXlT7+MGjUKpaWlOHjwoLaMfh3qMuo6zFRXV6O0tNRwiydU15ixigphv5Q2ZdTFz0qJvI3YDGX3jQZCgASdStSIAot0p98TxAKi+BKQMktQPut2ueIpAVXaBZeIfoWIQ+wVomqfGHZ6fX3hrzLzd6pWx3LEU9WyTJnpAqIqwzGLzTZjWWVmUIhYPNSsqfGZ4tChQzh16hQ8Ho/h/uuvv75G65MkCffddx+GDBmCHj16AABKSkpgt9uRmppqWDYrKwslJSXaMvpgSH1cfSzUMqWlpaisrITLZTQJPvnkk1i6dGmNXkdNoKZO1eG+lPKoCx/OKgFRgs3deGXehJZAqdJjpZEpRIAcjDbaY99IMF9E09SRFYpC5EK1poBwylwyG0TYtIAoFgpRYMqsoQVEqmFanzLTFCK1d1KsIhIdVh26K00KUayrzGLZmFFfZRar/WM0TqIOiE6cOIGJEyfiwIEDmncI8Odda9qYcc6cOfj666/x6aef1uj5seThhx/G/Pnztb9LS0vRpk2buG0v0EMURiGCAMCHM8qJIFFohIZqlcRM//8bU0DkkgOicD2IGLVHf/FLdNj8F0DVQ0T8ChGndJ22EREcibydQzj8ClFD9hDJx8WqD1FdK0RVHr2HSIqoOWU0qMEoR6zHjESDXmFqaEEuo26J+ufCvffei/bt2+PMmTNwu904ePAg/vWvf2HAgAHYvn17jXbinnvuwcaNG1FUVITWrVtr92dnZ8Pj8eDixYuG5X/66SdkZ2dry5irztS/wy2TnJwcoA4BgMPhQHJysuEWTwxVZpF4iCB7KM7xTSAgStAFRI0o9ZThlJsssnRZ/NF/Hwxl8/oqM9EYEAnwe4hioxD5jcOaGtXA1AS7EhiozRsBv6/HG0dVy8pUbUiZeWOfZlRX47DxtQ6y9AoTC4iaN1EHRLt27cKyZcvQokULcBwHjuMwdOhQPPnkk5g7d25U66KU4p577sG7776Ljz/+GO3btzc83r9/fwiCgG3btmn3HTlyBKdOnUJBQQEAoKCgAAcOHMCZM2e0ZT766CMkJyejW7du2jL6dajLqOuob6juolpNQ/chAgAbkS8KPuVEkNgYDdUq+kqzRlStpaXMGtE+N1bCBUT6KjNe8qfMeDVlVsvhsoC1hyjUiJ36wGoOml8hUmeU1Y2p2pAy80lxqzJz1nJsB2A8biwgat5E/WkSRRFJSfIFuEWLFvjxR3nsQl5eXkAPoXDMmTMHr776Kl577TUkJSWhpKQEJSUlqKyUm6ulpKTg9ttvx/z581FUVIQ9e/bgf//3f1FQUIBf/OIXAIBrr70W3bp1wy233IL9+/fjww8/xCOPPII5c+bA4ZDNl7NmzcKJEyfw4IMP4ptvvsFzzz2HN998E/PmzYv25ccJ3SwzCGH7YJgHmzbKCjOVhEaaMmMBUZ2hV2IyDAGRrIy6ib8PkU1SFSJdQBRLD5HYkD1EgadzrTGjNn+tjjxEHmMJvr/KLDbbVI99bf1DAAuIGH6iPpv36NED+/fvR/v27TF48GCsWLECdrsdf/7zn9GhQ4eo1vX883KX4uHDhxvuLywsxMyZMwEAzzzzDDiOw4033ojq6mqMGjUKzz33nLYsz/PYuHEj7r77bhQUFCAhIQG33norli1bpi3Tvn17fPDBB5g3bx5Wr16N1q1b46WXXmoQJfeA0VTt5RxhJWA7Z+wum+KIzUiIekHvISKxP1nHi5wEeWJ8o05XNhLCK0R+D5HNQiGKpYeoyuv3wzS0Em2rgaz15iEyKUTqdmOmEHExVIiYqZqhEPWZ4pFHHkF5eTkAYNmyZRg3bhyuvPJKZGRk4I033ohqXdQ0Q8cKp9OJZ599Fs8++2zQZfLy8rBp06aQ6xk+fDj27dsX1f7VFYaAiNhDLCkj8EbfU5KjMStEjTNl1iG1A5YULEFecu1aTTDCo79IpSdaeIhIlebrEbSAyAde7UMUA5+XeuHVm4Ub2sVTsEiZ+SS5U3R8PUSBClGVyUOkHr/Yje6InULk0AVVwSbdM5oHUV+B9KpKp06d8M033+D8+fNIS0tj5cc1RRcQiVwkAZHb8HejTpk10iozALix8431vQvNAv24B6uUmUEhonIbEDvxl93HRiGSP5sVugt9Q7t4WilEgNoqIH4eIkeYPkT6KrNYN2Z0MIWIEUNq/Gk6duwYPvzwQ1RWVmqNFBk1Q9L9gvVFEBDZBeNgz0YdEOk9RFQKvhyj2aK/zqe5dd8PQf5hIPchkq+4durviyZAKT+PQWpLTQtpI0LQEMvugwdE8fUQha8yk2JeZaakzGLsIYrVrDVG4yTqb8e5c+cwYsQIdO7cGWPHjsXp0/L4gttvvx33339/zHewOUB1pmovCd9x2m4zBkSN2seiTCwHAFReqL/9YDRYDKZqi5SZnYja+Bc7/AGRk6gjYWqvEFl1Q25oBtxgClG8u2tbVpmZ+hBppupYl93HuMqsoQW5jLol6k/TvHnzIAgCTp06Bbfbn7qZOnVqwGwyRoToUmY0AoXIZTf2RWrUCpH+F2vFufrbD0aDxWiq1v1gsPt/GNh8FQAAh04hckAZYREDD5GV+tLQ0itWVWaAHJB442mq5sN7iEStU3VsthnLKjOHYbhrw3pPGXVL1D+dtmzZgg8//NDQQBEA8vPz8Z///CdmO9acUPsQeSkPRNAzxWlPAir8fyfaG7FCpKeCKUSMQPhgZfe8AJGzg5c8EES5VYcd/jleTsRPISKk4aVXgqXMqnUeonj4nvQtCVQCPESxTpnF0EPEGjMyVKL+NJWXlxuUIZXz589rfX8YUaIoRFWwR5TjdziSQXQVeo1aIdLDFCKGBXqzrqHsHoBok89FdqkCPq8HAvFfiP0ps9qrCDaeM/TQaYiplWAjLPQeIiEOHiJVIfKKVAt8DCkzrxj70R1x8hA1xPeVUXdE/e248sor8be//U37mxACSZKwYsUKXH311THdueaCpLwN1RAi8n/aXIlw6gMioZEHRHlD5X9731S/+8FokFys8KfB3HbjBVBU/HSCWImqqgrDY1rKLEbVi3oloSGmVoJNfY93M0l1rIm6LUDu16RS7ZN0KbOGXWXW0FQ/Rt0StZa8YsUKjBgxAl9++SU8Hg8efPBBHDx4EOfPn8fOnTvjsY9NH+UkEclgVwCwORLgohSVyt+NPmV283rg+y+BdlfW954wGiAXK/1pMLPCIAl+hchTWW54zKGmzGI0b85u47RUUENUEsweokSHDWXVPlR7RX8n73iM7tBtt9orQeA5Q/osnlVmwYLAaDB0qm6AgS6j7oj609SjRw98++23GDp0KG644QaUl5dj0qRJ2LdvHzp27BiPfWz6qCkzGn6wKwAIzgS4pCakEDmSgI5XR+SfYjQ/erUO3oldVYjsYiU81ZWGx/wKUWw+Vw19KrrZQ5TklF+3R/QPpI3Hfgs8UX/ToVoUDYZqID5VZrmpcrf+NmmB9o1oaejvK6PuqNGZIiUlBQsXLoz1vjRbJCIAUCbdR/ALxe5KhFPp2WOXAIEX4rp/DEZ9cnWXTLxwS390y0kOeIwKctd2u1QJb5VRIYqlhwgweU2CVHTVJ2aFKMlpw+lLsmojxtFDRAiBnedQ7ZNQ7ZXAEWNAFI8qs1t/2Q798tLQs1Xtxxap/jCJsoCouVOjgKiqqgpfffUVzpw5A0kyNtO7/vrrY7JjzYkjjm74h/gLbBEHRPSFdDgTNA+RO/z0EwajUUMIwaju2ZaPSUqTUodUBU9VleGxWHuI7A28PNusECU69ApRfAfSOmxyQOQRJehaQQEwVpnF6rgJPId+bdPCLxghdhuHKq/EAqJmTtQB0ebNmzFjxgycPXs24DFCCERRtHgWIxQ+zonfeOcCAHpF8BPK7k6CUznBJEjsC8xovlAlILJLlfBVmxSiGHuI9KbqhughMoyg4AjcdiUg8klx9RABgN3GA/Ch2usPflSqdFVmDdW0bOdZQMSogYfoN7/5DaZMmYLTp09DkiTDjQVDNUP/qymSX1BOt7/KzCU1POmewagrqNKc0Ukr4fMEU4hi4yGyN3CviX7/HDZON2NMhE+Mn4dI3R4gq1GVVh6iGFeZxRq1Uq6h7h+jboj6TPHTTz9h/vz5yMrKisf+NEv0QVAkvzydDqdmqnZR9gVmNF+oljKrhFhtKrsnsS6713uIGt73Tu8hsts4LUDy6EzN8fAQAcaJ95RaKERxTtnVFlVda6j7x6gbov52TJ48Gdu3b4/DrjRf9D9KIvlC2mw8bEog5KKNa0I8gxFTQipEsetUDZiqkRqgkqBXiOw8p5sxpvMQxS1l5lejLBWiGFeZxRr1vWUBUfMm6jPFH//4R0yZMgWffPIJevbsCUEwVjjNnTs3ZjvXXND3Von0CylQ+QvsZgERozmj9OBy0SpIXqNC5NRmmcVGFWno5dn6TtUOQZ8y03mI4p0y80nwKuk5G0fgk6jiIYptlVmsUQO6hhqwMeqGqAOi119/HVu2bIHT6cT27dsNF3NCCAuIagAXpUIEAG5JDoSSJNa7h9F8ITqFSDIpRLGcZQY0fA+RI4RCFM9O1QAM21KHvKa6BZwt88hVZjS2VWaxRt3/hmiWZ9QdUZ8pFi5ciKVLl2LBggXg4pSPbm5E6yECgGsu25CES+jmaxuv3WIwGj52uTGfC1WgXmNjRo6opU1xqDJrgFKH3kPksPHa/lZ6fP5l4uYhkrfl8flN1SkuOSCq8opQG1c3VAVGS5k10ICNUTdE/e3weDyYOnUqC4ZiiP4ryEd4XFOpA/deuIRUsIG6jOYL51BTZtWg3qogC8VIIeIbkYdIZ6qu0A1arRMPkbK9VLdduU/Spcwa3nEDWMqMIRN1VHPrrbfijTfeiMe+NFuMHqLInuPl5Nb1lLCUGaP5QtSACFWgvsogC8VIIRIadsrMqBD5PUT6gKguPESqQpTqErT7fGLDNlWrwS5LmTVvor6aiqKIFStW4MMPP0SvXr0CTNV/+MMfYrZzzQX9dzCS4a6APyCSODa2g9F8URUiN6pwKahCFKNO1bqAI9LvaV0STCEqr/anzOrCQ6TOMlMVIgCo8PqU7cdl87WGKUQMoAYB0YEDB9C3b18AwNdff214zDyJmhEZXA2qzETeqTyZVZkxmi+qQpRAqkKkzOIwuqMBXtjtJoVI/bsuFaJqn6RLmfl/rKn3NdSUmeqBaqj7x6gbog6IioqK4rEfTQJRFOH1eqN+XqoDaJUkfyHTHPKsuLDbSspFFdcG1N0youUZjKaIj3OhKrENeGoHsTlRldjGYiknEIPvSKrd/z1t6eIM3ztBEMDz9fvjJMBUrXRfrvCo6gyJ249Wu0XKLNFh04amqkFZQ/3RbGd9iBio4XBXhhFKKUpKSnDx4sUaPX98BxtGtM4EACTYOZw8eTLscxz9bsFJ6Ua4+ISIlmcwmiJUEkGGPA0AcHEunJTGBC4ktgRi8B3pk+ZF+6vl76lTCPyepqamIjs7u94u+jxHwHMEokRht3FwmBSieF7s7UowWK0LiNx2Hk6BR4XHb7RuqAEHC4gYAAuIYoIaDGVmZsLtdkd9QnRcqMBlJc+f4hKQneIK+5yycw4kihdRbktDQnpOjfabwWjsSJII7qzcb6gSLrhgYaxOaQM4kmq9rQvlHjguy6pQosOGVmlyyT+lFBUVFThz5gwAICen/r6Pdp5DpSTKpmrFBF6uKETxNAyr2/L4JFR75Rp7l52Hw8ahwiMaVKqGCBvdwQBYQFRrRFHUgqGMjIwarcNml0BEj/J/O5xOZ9jnlCVm4UIZDyGxRUTLMxhNEUopKE+UwgQKJywuaA4HEIPviN1HQCqVIamCYPjeuVzyj5gzZ84gMzOz3tJnAk9Q6VVM1cpFXlVn4hkQqdvSj+5wCrJCBHhxvkK2EjhtDdB8BeCXHTPwzt7vMbh9en3vCqMeYQFRLVE9Q263u+Yr0Z2nIlWX0pLcKLPnIsnB3kJG84UQAi+xwQ4fBOoFCEDBgUDSLxSzbYVapXoO8Hq99RYQ2W08AJ9RIapWAqI4lnjpFSI1AHMKvGa2PvlzGQBEpH7XB9d2z8b+rlmsyqyZ0zDD9UZIbXwDJMj/Q8FzBCkugX2BGc0ekcjVTDyRgyAao9llZvRfNatvXUMwDNuVxouyQqR0qvbWhYdIV2WmbM+lKURAaZWcMstNbbhqNjuXMlhAxGAwGjXmXlyBAVHsFaJYqU6xRjUH23ne0CYAiLeHyD+6o0oXEDlM+5Cb2jAVIgYDYAFRg6Muz7PDhw/HfffdV2fb++6770AIQXFxcZ1tk9H0oZzdeIc5IIpVyizI/xsSaum9ftq9SjznrzksPEQuO6cFSio5KQ1XIWIwWEDUAGgMJ9q6Yvjw4SCEYPny5QGPXXfddSCEYMmSJQHLm2+zZs3SltHfn5ycjIEDB+K9994L+Xz1Nnz48Hi/ZEYtIbxgviMu2wmXMmsI+BUizkIhqgMPkWjtIQKAJKcNSU7WWZ/RcGEBUUOjgUrxdUmbNm2wdu1aw30//PADtm3bZlnSfMcdd+D06dOG24oVKwzLFBYW4vTp0/jyyy8xZMgQTJ48GQcOHMCGDRu053z++ecAgK1bt2r3bdiwIW6vM1bUpBloQ4ZSCp/PF35BBSIYBxzTgM7Uob9THo8nsu2Qhh8RhVKI6sRD5LX2EAFAbgM1VDMYKiwgigOUUlR4fBHfKr0iqtSb0rOjpjeqTJWuCRcuXMCMGTOQlpYGt9uNMWPG4OjRo4Zldu7cieHDh8PtdiMtLQ2jRo3ChQsXAACbN2/G0KFDkZqaioyMDIwbNw7Hjx+Pej/GjRuHs2fPYufOndp9L7/8Mq699lpkZmYGLO92u5GdnW24JScnG5ZRm+Z17twZjz32GHw+H4qKipCenq49p2XLlgCAjIwM7b70dOsy3JkzZ2LChAlYuXIlcnJykJGRgTlz5hiCk0iOpxlCCJ5//nmMGTMGLpcLHTp0wNtvv609rqYd33jjDQwbNgxOpxPr1q2DJElYtmwZWrduDYfDgT59+mDz5s2GdX///feYNm0a0tPTkZCQgAEDBmD37t3a4++99x769esHp9OJDh06YOnSpVpgQinFkiVL0LZtWzgcDuTm5mLu3Lnac5977jnk5+fD6XQiKysLkydP1h6rrq7G3LlzkZmZCafTiaFDh+KLL77QHt++fTsIIfjnP/+J/v37w+Fw4NNPPw04Nupr37BhA66++mq43W707t0bX+zZZ1ju3Y0fovvVk+FoPxjtBl+Hp1etMTzerl07PPbYY5gxYwaSk5Nx5513Yu3atUhNTcXGjRvRpUsXuN1uTJ48GRUVFXj55ZfRrl07tM5uieWLHoIoig01HgqjEMUxILL5FSJzHyKVnAZsqGYwAFZ2HxcqvSK6LfqwXrZ9aNkouO01e1tnzpyJo0eP4v3330dycjIeeughjB07FocOHYIgCCguLsaIESNw2223YfXq1bDZbCgqKoIoyr8Iy8vLMX/+fPTq1QtlZWVYtGgRJk6ciOLiYnBRyPV2ux3Tp09HYWEhhgwZAgBYu3YtVqxYYUiX1QSfz4e//OUv2nZqQ1FREXJyclBUVIRjx45h6tSp6NOnD+644w4A4Y9nMB599FEsX74cq1evxiuvvIKbbroJBw4cQNeuXbVlFixYgKeffhp9+/aF0+nE6tWr8fTTT+OFF15A37598de//hXXX389Dh48iPz8fJSVlWHYsGFo1aoV3n//fWRnZ2Pv3r2QJPni9cknn2DGjBlYs2YNrrzyShw/fhx33nknAGDx4sV455138Mwzz2D9+vXo3r07SkpKsH//fgDAl19+iblz5+KVV17BL3/5S5w/fx6ffPKJtq8PPvgg3nnnHbz88svIy8vDihUrMGrUKBw7dswQcC5YsAArV65Ehw4dkJaWFvT4LFy4ECtXrkR+fj4WLlyIW2fehmP/egs2mw17vjqEm27/DZbMvwtTr78W//5yP2YvXIaMzGzMnDlTW8fKlSuxaNEiLF68WHv9FRUVWLNmDdavX4/Lly9j0qRJmDhxIlJTU7Fp0yZ88+1R3DT1f9BnwGD8v5unRfoxqVNap7rwOYBWaS6kJ9jhtvNap+oOLRPitl11FtilSi88ovyZSnDYjAoRM1QzGjqUEZZLly5RAPTSpUsBj1VWVtJDhw7RyspK7b7yai/Ne2hjvdzKq70Rv65hw4bRe++9l1JK6bfffksB0J07d2qPnz17lrpcLvrmm29SSimdNm0aHTJkSMTr//nnnykAeuDAAUoppSdPnqQA6L59+8LuU3FxMU1KSqJlZWV0x44dNDMzk3q9Xtq7d2+6ePFiw/KCINCEhATD7dVXX9WWAUCdTidNSEigHMdRALRdu3b03Llzhm1Hsn8qt956K83Ly6M+n0+7b8qUKXTq1KmU0siOpxUA6KxZswz3DR48mN59992GfVy1apVhmdzcXPr4448b7hs4cCCdPXs2pZTSF154gSYlJQW8ZpURI0bQJ554wnDfK6+8QnNyciillD799NO0c+fO1OPxBDz3nXfeocnJybS0tDTgsbKyMioIAl23bp12n8fjobm5uXTFihWUUkqLioooAPr3v//dct9U1Nf+0ksvafcdPHhQ/ozteJfSH/bSmyeOoSOvvorSH/Zqtwfmz6PdunXTnpOXl0cnTJhgWHdhYSEFQI8dO6bdd9ddd1G3200vX75MKaW0yuOjvxw2gk7+fzPpDxcqAvbP6lxQ15RWeuiX352jkiRRSik9+tNl+uHXp+nuE+dotVeM23Z3nzhH8x7aSDs8/AHNe2gj7b5oM5Ukif5uw1fauen/tn0bt+0zGMEIdf02wxSiOOASeBxaNiri5X+8UIXzFdUAgOxkF1ok1Vy5cAk1M5QePnwYNpsNgwcP1u7LyMhAly5dcPjwYQBAcXExpkyZEnQdR48exaJFi7B7926cPXtWUx9OnTqFHj16RLU/vXv3Rn5+Pt5++20UFRXhlltugc1m/XGdPn06Fi5caLgvKyvL8PczzzyDkSNH4sSJE5g3bx7WrFkTNB0WKd27dzc04MvJycGBAwcARHY8g1FQUBDwt7kyb8CAAdr/S0tL8eOPP2pqmsqQIUM0Fae4uBh9+/YN+pr379+PnTt34vHHH9fuE0URVVVVqKiowJQpU7Bq1Sp06NABo0ePxtixYzF+/HjYbDZcc801yMvL0x4bPXo0Jk6cCLfbjePHj8Pr9Rr2TRAEDBo0KOA46F9TKHr16qX9X/WUlZwtRY9OwOGjJ3H9+OtMx6EAq/7vjxBFUXu/rLbldrvRsWNH7e+srCy0a9cOiYmJAOR0ZkbLljh/9myDtfolOQX0z/O/x50yE9EpMzHu21VTY6Ikp+xzU50ghBgUohzmIWI0cFhAFAcIIVGlrVwOHk6vfOJw2/kap7zijTqeIBjjx49HXl4eXnzxReTm5kKSJPTo0SNi06qZ2267Dc8++ywOHTqkGZ6tSElJQadOnUKuKzs7G506dUKnTp1QWFiopa6sPEmRYk57EUK0IDDeJCREl/4I996VlZVh6dKlmDRpUsBjTqcTbdq0wZEjR7B161Z89NFHmD17Np566ins2LEDSUlJ2Lt3L7Zv344tW7Zg0aJFWLJkicEnFMvXpD/uqtHZZ2j3Hr4PkdW2rN5P47YAAgJaR+9xY8LsV2qlpMf0HiKWMmM0dJipugFAgv5Rd3Tt2hU+n89gsj137hyOHDmCbt26AZB/mW/bts3y+eqyjzzyCEaMGIGuXbtqZuuacvPNN+PAgQPo0aOHtg+xYNCgQejfv79BDYk1kRzPYHz22WcBf+v9Q2aSk5ORm5trMKEDsgFe/94VFxfj/Pnzluvo168fjhw5ogWN+pvq/3K5XBg/fjzWrFmD7du3Y9euXZoiZrPZMHLkSKxYsQJfffUVvvvuO3z88cfo2LEj7Ha7Yd+8Xi+++OKLmL6nVOlW3TW/Pf79mTEQ2/nvXejcuXOtx2kYy+4bqERUTwRrwKh6i+T7mKma0bBpmFJEM6a+TrP5+fm44YYbcMcdd+CFF15AUlISFixYgFatWuGGG24AADz88MPo2bMnZs+ejVmzZsFut6OoqAhTpkxBeno6MjIy8Oc//xk5OTk4deoUFixYUKt9SktLw+nTp0MakAGgoqICJSUlhvscDkdIY+59992HiRMn4sEHH0SrVq1qtZ9WRHI8g/HWW29hwIABGDp0KNatW4fPP/9cM4IH44EHHsDixYvRsWNH9OnTB4WFhSguLsa6desAANOmTcMTTzyBCRMm4Mknn0ROTg727duH3NxcFBQUYNGiRRg3bhzatm2LyZMng+M47N+/H19//TV+//vfY+3atRBFEYMHD4bb7carr74Kl8uFvLw8bNy4ESdOnMBVV12FtLQ0bNq0CZIkoUuXLkhISMDdd9+NBx54AOnp6Wjbti1WrFiBiooK3H777TE73lBK7efdeQsGX/f/8NgzL2Lq9ddi156v8Mfnnsdzzz1X602Em2XWnDErRGpA5BT892ezpoyMBg5TiBoY9XmiLSwsRP/+/TFu3DgUFBSAUopNmzZpAUnnzp2xZcsW7N+/H4MGDUJBQQHee+892Gw2cByH9evXY8+ePejRowfmzZuHp556qtb7lJqaGjaV8uKLLyInJ8dwmzYtdBXQ6NGj0b59+7iqROGOZzCWLl2K9evXo1evXvjb3/6G119/PayaMnfuXMyfPx/3338/evbsic2bN+P9999Hfn4+ALmibsuWLcjMzMTYsWPRs2dPLF++XFNNRo0ahY0bN2LLli0YOHAgfvGLX+CZZ55BXl4eAPl9ePHFFzFkyBD06tULW7duxT/+8Q9kZGQgNTUVGzZswK9+9St07doVf/rTn/D666+je/fuAIDly5fjxhtvxC233IJ+/frh2LFj+PDDD0MGrFGjNGfs27Mb3nz1r1j//ofoMWIKFq18HsuWLDZUmNUU1kA1OHolCABapxlTZi0S7QHLMBgNDUJpLRrXNBNKS0uRkpKCS5cuBfS3qaqqwsmTJ9G+fXs4nTX7BXT6YiV+LpNN1a3T3EhPqF05OKPxQgjBu+++iwkTJtT3rjQqKstL4bp0HF7wENLaAhdO+h/M6gnwsRHDD/xwCZRSZKc4kZlk/L7H4lzQWLlU6UXvpVu0v9+aVYCB7dKx/vNTWLDhAHq1TsH79wytxz1kNFdCXb/NsJRZQ6DhN8BlMBo0TncSysuSQQU3BLPMGsMvFQdAjO0qmwTBPERdc5LBcwSD29euopPBqAtYQNTAYN4EBiN6CCFIyFJK5qtKzY/GdDugNKbrbAqoozsAeURIVpI8TqV3m1TsW3QNkhzsUsNo+LBPKYPRgGAZ7BgQ8KsilgFRkE00cziOQOAJvCJFdrITNl2AlMwGujIaCcxU3QAwmDXZmZbBqCXmlFnsvlOcsi72LQ1ENU2z8npGY4UFRA0CYvE/BoNRI+L4o0JbNfuiBqCW3rMGjIzGCguIGgLs5MpgxJD4KURayox9aQNQjdWtWEDEaKSwgKgBYEyZ1dtuMBhNA8OXKLZfKA4sZRYMphAxGjssIGpgsBMtg1Fb4hcQ8cr8Do5j31Qz6gxGtSkjg9HYYFVmDQ0mETEYtUP/HYrx1ykr2Qm3nWdl5BbcNzIf//r2Zwzp1KK+d4XBqBH1qhD961//wvjx45GbmwtCCP7+978bHp85cyYIIYbb6NGjDcucP38e06dPR3JyMlJTU3H77bejrKzMsMxXX32FK6+8UpvavWLFini/tKior5EAw4cPx3333Vdn2/vuu+9ACEFxcXGdbZPRHInfN8pl55GZ7GQKkQWjumfj8Yk9IfAs8cBonNTrJ7e8vBy9e/fGs88+G3SZ0aNH4/Tp09rt9ddfNzw+ffp0HDx4EB999BE2btyIf/3rX7jzzju1x0tLS3HttdciLy8Pe/bswVNPPYUlS5bgz3/+c9xeF6PmDB8+HIQQLF++POCx6667DoQQLFmyJGB5823WrFnaMvr7k5OTMXDgQLz33nshn6/ehg8fHu+XzIg1TGVlMBg1oF513zFjxmDMmDEhl3E4HMjOzrZ87PDhw9i8eTO++OILDBgwAADwf//3fxg7dixWrlyJ3NxcrFu3Dh6PB3/9619ht9vRvXt3FBcX4w9/+IMhcKpX9Ao/O5ejTZs2WLt2LRYsWKDd98MPP2Dbtm3IyckJWP6OO+7AsmXLDPe53W7D34WFhRg9ejRKS0vx3HPPYfLkydi7dy82bNgAj8cDAPjvf/+LQYMGYevWrdpgUru94c+V83q9YQfGNiYopRBFETZbTU9P0X2hPB5Po3ifGQxGfGnw2ub27duRmZmJLl264O6778a5c+e0x3bt2oXU1FQtGAKAkSNHguM47N69W1vmqquuMpzwRo0ahSNHjuDChQuW26yurkZpaanhFhWUAp7yiG/EWw7irZBvUTzP8laLTscXLlzAjBkzkJaWBrfbjTFjxuDo0aOGZXbu3Inhw4fD7XYjLS0No0aN0o7j5s2bMXToUKSmpiIjIwPjxo3D8ePHo96PcePG4ezZs9i5c6d238svv4xrr70WmZmZAcu73W5kZ2cbbuYhfqmpqcjOzkbnzp3x2GOPwefzoaioCOnp6dpzWrZsCQDIyMjQ7ktPt57BNHPmTEyYMAErV65ETk4OMjIyMGfOHHi93qiOpxlCCJ5//nmMGTMGLpcLHTp0wNtvv609rqYd33jjDQwbNgxOpxPr1q2DJElYtmwZWrduDYfDgT59+mDz5s2GdX///feYNm0a0tPTkZCQgAEDBmjfEwB477330K9fPzidTnTo0AFLly6Fz+cDIAcpS5YsQdu2beFwOJCbm4u5c+dqz33uueeQn58Pp9OJrKwsTJ48WXusuroac+fORWZmJpxOJ4YOHYovvvhCe3z79u0ghOCf//wn+vfvD4fDgU8//TTg2KivfcOGDbj66qvhdrvRu3dv7Nq1y7DcOxs2oPvVk+FoPxjtBo7G008/bXi8Xbt2eOyxxzBjxgwkJyfjzjvvxNq1a5GamoqNGzeiS5cucLvdmDx5MioqKvDyyy+jXbt2SEtLw9y5cyGKYsj3kMFgNE4atDNw9OjRmDRpEtq3b4/jx4/jd7/7HcaMGYNdu3aB53mUlJQEXCBtNhvS09NRUlICACgpKUH79u0Ny2RlZWmPpaWlBWz3ySefxNKlS2u+494K4InciBdvqdxiwu9+BOwJNXrqzJkzcfToUbz//vtITk7GQw89hLFjx+LQoUMQBAHFxcUYMWIEbrvtNqxevRo2mw1FRUXaBaK8vBzz589Hr169UFZWhkWLFmHixIkoLi4Gx0Uee9vtdkyfPh2FhYUYMmQIAGDt2rVYsWKFIV1WE3w+H/7yl79o26kNRUVFyMnJQVFREY4dO4apU6eiT58+uOOOOwCEP57BePTRR7F8+XKsXr0ar7zyCm666SYcOHAAXbt21ZZZsGABnn76afTt2xdOpxOrV6/G008/jRdeeAF9+/bFX//6V1x//fU4ePAg8vPzUVZWhmHDhqFVq1Z4//33kZ2djb1790KSJADAJ598ghkzZmDNmjW48sorcfz4cU1BXbx4Md555x0888wzWL9+Pbp3746SkhLs378fAPDll19i7ty5eOWVV/DLX/4S58+fxyeffKLt64MPPoh33nkHL7/8MvLy8rBixQqMGjUKx44dMwScCxYswMqVK9GhQwfL76XKwoULsXLlSuTn52PhwoWYNm0ajh07BpvNhj179uB/bpqGJfPvwtTrr8W/9x7E7IcfRUZGBmbOnKmtY+XKlVi0aBEWL16svf6KigqsWbMG69evx+XLlzFp0iRMnDgRqamp2LRpE06cOIEbb7wRQ4YMwdSpUyP9mDAYjMYCbSAAoO+++27IZY4fP04B0K1bt1JKKX388cdp586dA5Zr2bIlfe655yillF5zzTX0zjvvNDx+8OBBCoAeOnTIcjtVVVX00qVL2u2///0vBUAvXboUsGxlZSU9dOgQrays9N9ZXUbp4uT6uVWXhTyGeoYNG0bvvfdeSiml3377LQVAd+7cqT1+9uxZ6nK56JtvvkkppXTatGl0yJAhEa//559/pgDogQMHKKWUnjx5kgKg+/btC7tPxcXFNCkpiZaVldEdO3bQzMxM6vV6ae/evenixYsNywuCQBMSEgy3V199VVsGAHU6nTQhIYFyHEcB0Hbt2tFz584Zth3J/qnceuutNC8vj/p8Pu2+KVOm0KlTp1JKIzueVgCgs2bNMtw3ePBgevfddxv2cdWqVYZlcnNz6eOPP264b+DAgXT27NmUUkpfeOEFmpSUFPCaVUaMGEGfeOIJw32vvPIKzcnJoZRS+vTTT9POnTtTj8cT8Nx33nmHJicn09LS0oDHysrKqCAIdN26ddp9Ho+H5ubm0hUrVlBKKS0qKqIA6N///nfLfVNRX/tLL72k3ad+lw8fPkwppfTmm2+m11wzktIf9sq3kq/pAw88QLt166Y9Jy8vj06YMMGw7sLCQgqAHjt2TLvvrrvuom63m16+fFm7b9SoUfSuu+6y3D/LcwGDwahXLl26FPT6baZBK0RmOnTogBYtWuDYsWMYMWIEsrOzcebMGcMyPp8P58+f13xH2dnZ+OmnnwzLqH8H8yY5HA44HI6a76jglpWaCPm5rBoll6oAAJ0zE+EQ+NptuwYcPnwYNpsNgwcP1u7LyMhAly5dcPjwYQBAcXExpkyZEnQdR48exaJFi7B7926cPXtWUx9OnTqFHj16RLU/vXv3Rn5+Pt5++20UFRXhlltuCeopmT59OhYuXGi4T1UBVZ555hmMHDkSJ06cwLx587BmzZqg6bBI6d69O3je/17l5OTgwIEDACI7nsEoKCgI+NtcmadPE5eWluLHH3/U1DSVIUOGaCpOcXEx+vbtG/Q179+/Hzt37sTjjz+u3SeKIqqqqlBRUYEpU6Zg1apV6NChA0aPHo2xY8di/PjxsNlsuOaaa5CXl6c9Nnr0aEycOBFutxvHjx+H1+s17JsgCBg0aFDAcdC/plD06tVL+7/qKTtz5gyuuOIKHD58GDdcf71uaYIhQ4Zg1apVEEVRe7+stuV2u9GxY0ft76ysLLRr1w6JiYmG+8znHAaD0TRoVAHR999/j3PnzmknwYKCAly8eBF79uxB//79AQAff/wxJEnSLkQFBQVYuHChwXj60UcfoUuXLiFl+VpBSFRpK2K3gQpySok4EgBbLQKiOOJyhW64Nn78eOTl5eHFF19Ebm4uJElCjx49NNNytNx222149tlncejQIXz++edBl0tJSUGnTp1Cris7OxudOnVCp06dUFhYqKWurDxJkWJOexFCtCAw3iQkRJcWDffelZWVYenSpZg0aVLAY2q7iiNHjmDr1q346KOPMHv2bDz11FPYsWMHkpKSsHfvXmzfvh1btmzBokWLsGTJEoNPKJavSX/c1WHIhuMeQR8iq21ZvZ/1+R4zGIy6pV5N1WVlZSguLtZ+/Z48eRLFxcU4deoUysrK8MADD+Czzz7Dd999h23btuGGG25Ap06dMGrUKABA165dMXr0aNxxxx34/PPPsXPnTtxzzz246aabkJsre3huvvlm2O123H777Th48CDeeOMNrF69GvPnz6+vlx2G+ikz69q1K3w+n8Fke+7cORw5cgTdunUDIP8y37Ztm+Xz1WUfeeQRjBgxAl27dg1qWo+Um2++GQcOHECPHj20fYgFgwYNQv/+/Q1qSKyJ5HgG47PPPgv4W+8fMpOcnIzc3FyDCR2QDfD69664uBjnz5+3XEe/fv1w5MgRLWjU31T/l8vlwvjx47FmzRps374du3bt0hQxm82GkSNHYsWKFfjqq6/w3Xff4eOPP0bHjh1ht9sN++b1evHFF1/E9D1V6dq1q7It/xTWnTt3onPnzgY1j8FgMMzUq0L05Zdf4uqrr9b+VoOUW2+9Fc8//zy++uorvPzyy7h48SJyc3Nx7bXX4rHHHjOks9atW4d77rkHI0aMAMdxuPHGG7FmzRrt8ZSUFGzZsgVz5sxB//790aJFCyxatKjhlNybqK+y+/z8fNxwww2444478MILLyApKQkLFixAq1atcMMNNwAAHn74YfTs2ROzZ8/GrFmzYLfbUVRUhClTpiA9PR0ZGRn485//jJycHJw6dcpQNl8T0tLScPr06bAl5RUVFZqJXsXhcIRUAO+77z5MnDgRDz74IFq1alWr/bQikuMZjLfeegsDBgzA0KFDsW7dOnz++eeaETwYDzzwABYvXoyOHTuiT58+KCwsRHFxMdatWwcAmDZtGp544glMmDABTz75JHJycrBv3z7k5uaioKAAixYtwrhx49C2bVtMnjwZHMdh//79+Prrr/H73/8ea9euhSiKGDx4MNxuN1599VW4XC7k5eVh48aNOHHiBK666iqkpaVh06ZNkCQJXbp0QUJCAu6++2488MADSE9PR9u2bbFixQpUVFTg9ttvj9nxVrn//vsxcOBAPLbqRUwdfw12FX+DP/7xj3juuedivi0Gg9G0qNeAaPjw4aAhysQ//PDDsOtIT0/Ha6+9FnKZXr16GapeGhoNpfVQYWEh7r33XowbNw4ejwdXXXUVNm3apAUknTt3xpYtW/C73/0OgwYNgsvlwuDBgzFt2jRwHIf169dj7ty56NGjB7p06YI1a9bUurFhampq2GVefPFFvPjii4b7Ro0aFVB2rmf06NFo3749Hn/88bhdLMMdz2AsXboU69evx+zZs5GTk4PXX389rJoyd+5cXLp0Cffffz/OnDmDbt264f3330d+fj4AuaJuy5YtuP/++zF27Fj4fD5069ZNa4o6atQobNy4EcuWLcP/9//9fxAEAVdccQV+/etfA5Dfh+XLl2P+/PkQRRE9e/bEP/7xD2RkZCA1NRUbNmzAkiVLUFVVhfz8fLz++utaL6fly5dDkiTccsstuHz5MgYMGIAPP/wwLinrfv364c0338Si3z2Ix1b9GTlZLbFs2TJDhRmDwWBYQWioiIQBQDatpqSk4NKlSwH9baqqqnDy5Em0b98eTqezRus/V1aNHy5WAgC65STDxlrfN1sIIXj33XcxYcKE+t6Vxk3JAUDyyUUGLbvUySZjcS5gMBixJdT12wy78jYEWKdqBiPGENO/DAaDERoWEDUASIi/GAxGDVB/WbBfGAwGI0IaVdl904VY/I/RHGEZ7FjBvkkMBiM6mELUwGA/aBmMGEBYyozBYEQHC4gaAOyUzWDEGmL4h8FgMMLBAqKGgO7cTZhExGDUHqYQMRiMKGEBUUOCBUMMRoxgARGDwYgOFhA1ANipm8GIMYSlzBgMRnSwgKgBwc7dDEasYD8zGAxGdLCAqCFRx+fu4cOH47777quz7X333XcghGjDfBmMuMH6EDEYjChhAVEDwP9blp28hw8fDkIIli9fHvDYddddB0IIlixZErC8+TZr1ixtGf39ycnJGDhwIN57772Qz1dvtZ3FxqgvmELEYDCigwVEDQH2Y9ZAmzZtsHbtWsN9P/zwA7Zt24acnJyA5e+44w6cPn3acFuxYoVhmcLCQpw+fRpffvklhgwZgsmTJ+PAgQPYsGGD9pzPP/8cALB161btvg0bNsTtdcYKr9db37sQUyil8Pl8tVtJFN8lj8dTu20xGIwmAQuI4gClFBXeiohvlb4qVImVqPJVRvU8q1ttOh1fuHABM2bMQFpaGtxuN8aMGYOjR48altm5cyeGDx8Ot9uNtLQ0jBo1ChcuXAAAbN68GUOHDkVqaioyMjIwbtw4HD9+POr9GDduHM6ePYudO3dq97388su49tprkZmZGbC82+1Gdna24WYe4peamors7Gx07twZjz32GHw+H4qKipCenq49p2XLlgCAjIwM7b709HTLfZw5cyYmTJiAlStXIicnBxkZGZgzZ44hOInkeJohhOD555/HmDFj4HK50KFDB7z99tva42ra8Y033sCwYcPgdDqxbt06SJKEZcuWoXXr1nA4HOjTpw82b95sWPf333+PadOmIT09HQkJCRgwYAB2796tPf7ee++hX79+cDqd6NChA5YuXaoFJpRSLFmyBG3btoXD4UBubi7mzp2rPfe5555Dfn4+nE4nsrKyMHnyZO2x6upqzJ07F5mZmXA6nRg6dCi++OIL7fHt27eDEIJ//vOf6N+/PxwOBz799NOAY6O+9g0bNuDqq6+G2+1G7969sWvXLsNy77zzDrr/cjQc7QejXe+hePrppw2Pt2vXDo899hhmzJiB5ORk3HnnnVi7di1SU1OxceNGdOnSBW63G5MnT0ZFRQVefvlltGvXDmlpaZg7dy5EUQz5HjIYjMYJG90RByp9lRj82uB62fbum3fDLbhr9NyZM2fi6NGjeP/995GcnIyHHnoIY8eOxaFDhyAIAoqLizFixAjcdtttWL16NWw2G4qKirQLRHl5OebPn49evXqhrKwMixYtwsSJE1FcXAyOizz2ttvtmD59OgoLCzFkyBAAwNq1a7FixQpDuqwm+Hw+/OUvf9G2UxuKioqQk5ODoqIiHDt2DFOnTkWfPn1wxx13AAh/PIPx6KOPYvny5Vi9ejVeeeUV3HTTTThw4AC6du2qLbNgwQI8/fTT6Nu3L5xOJ1avXo2nn34aL7zwAvr27Yu//vWvuP7663Hw4EHk5+ejrKwMw4YNQ6tWrfD+++8jOzsbe/fuhSRJAIBPPvkEM2bMwJo1a3DllVfi+PHjuPPOOwEAixcvxjvvvINnnnkG69evR/fu3VFSUoL9+/cDAL788kvMnTsXr7zyCn75y1/i/Pnz+OSTT7R9ffDBB/HOO+/g5ZdfRl5eHlasWIFRo0bh2LFjhoBzwYIFWLlyJTp06IC0tLSgx2fhwoVYuXIl8vPzsXDhQkybNg3Hjh2DzWbDnj178D//8z9Y8tB9mDrmSvz7wAnM/u0jyMjIwMyZM7V1rFy5EosWLcLixYu1119RUYE1a9Zg/fr1uHz5MiZNmoSJEyciNTUVmzZtwokTJ3DjjTdiyJAhmDp1aqQfEwaD0VigjLBcunSJAqCXLl0KeKyyspIeOnSIVlZWaveVe8ppj7U96uVW7imP+HUNGzaM3nvvvZRSSr/99lsKgO7cuVN7/OzZs9TlctE333yTUkrptGnT6JAhQyJe/88//0wB0AMHDlBKKT158iQFQPft2xd2n4qLi2lSUhItKyujO3bsoJmZmdTr9dLevXvTxYsXG5YXBIEmJCQYbq+++qq2DADqdDppQkIC5TiOAqDt2rWj586dM2w7kv1TufXWW2leXh71+XzafVOmTKFTp06llEZ2PK0AQGfNmmW4b/DgwfTuu+827OOqVasMy+Tm5tLHH3/ccN/AgQPp7NmzKaWUvvDCCzQpKSngNauMGDGCPvHEE4b7XnnlFZqTk0MppfTpp5+mnTt3ph6PJ+C577zzDk1OTqalpaUBj5WVlVFBEOi6deu0+zweD83NzaUrVqyglFJaVFREAdC///3vlvumor72l156Sbvv4MGDFAA9fPgwpZTSm2++mV5zzTWUXviO0h/2UnrhFH3ggQdot27dtOfk5eXRCRMmGNZdWFhIAdBjx45p9911113U7XbTy5cva/eNGjWK3nXXXZb7Z3UuYDAY9Uuo67cZphDFAZfNhd037w6/oMLlKh/+c74cDp5HflZirbddEw4fPgybzYbBg/3KVkZGBrp06YLDhw8DAIqLizFlypSg6zh69CgWLVqE3bt34+zZs5r6cOrUKfTo0SOq/enduzfy8/Px9ttvo6ioCLfccgtsNuuP6/Tp07Fw4ULDfVlZWYa/n3nmGYwcORInTpzAvHnzsGbNmqDpsEjp3r07eJ7X/s7JycGBAwcARHY8g1FQUBDwt7kyb8CAAdr/S0tL8eOPP2pqmsqQIUM0Fae4uBh9+/YN+pr379+PnTt34vHHH9fuE0URVVVVqKiowJQpU7Bq1Sp06NABo0ePxtixYzF+/HjYbDZcc801yMvL0x4bPXo0Jk6cCLfbjePHj8Pr9Rr2TRAEDBo0KOA46F9TKHr16qX9X/WUnTlzBldccQUOHz6MG264AXpj3pAhQ7Bq1SqIoqi9X1bbcrvd6Nixo/Z3VlYW2rVrh8TERMN9Z86ciWg/GQxG44IFRHGAEBJV2soneuHkJTgFvsbprrrA5QodbI0fPx55eXl48cUXkZubC0mS0KNHjxqbVm+77TY8++yzOHTokGZ4tiIlJQWdOnUKua7s7Gx06tQJnTp1QmFhoZa6svIkRYo57UUI0YLAeJOQkBDV8uHeu7KyMixduhSTJk0KeMzpdKJNmzY4cuQItm7dio8++gizZ8/GU089hR07diApKQl79+7F9u3bsWXLFixatAhLliwx+IRi+Zr0x10ddRNw3MOM7rDaltX7WZ/vMYPBqFuYqboB0BCKy7p27Qqfz2cw2Z47dw5HjhxBt27dAMi/zLdt22b5fHXZRx55BCNGjEDXrl01s3VNufnmm3HgwAH06NFD24dYMGjQIPTv39+ghsSaSI5nMD777LOAv/X+ITPJycnIzc01mNAB2QCvf++Ki4tx/vx5y3X069cPR44c0YJG/U31f7lcLowfPx5r1qzB9u3bsWvXLk0Rs9lsGDlyJFasWIGvvvoK3333HT7++GN07NgRdrvdsG9erxdffPFFTN9Tla5du8rbIsqpjRDs3LkTnTt3Nqh5DAaDYYYpRA0Al8DDaeOR6gputI03+fn5uOGGG3DHHXfghRdeQFJSEhYsWIBWrVopKQjg4YcfRs+ePTF79mzMmjULdrsdRUVFmDJlCtLT05GRkYE///nPyMnJwalTp7BgwYJa7VNaWhpOnz4d0oAMABUVFSgpKTHc53A4Qhpz77vvPkycOBEPPvggWrVqVav9tCKS4xmMt956CwMGDMDQoUOxbt06fP7555oRPBgPPPAAFi9ejI4dO6JPnz4oLCxEcXEx1q1bBwCYNm0annjiCUyYMAFPPvkkcnJysG/fPuTm5qKgoACLFi3CuHHj0LZtW0yePBkcx2H//v34+uuv8fvf/x5r166FKIoYPHgw3G43Xn31VbhcLuTl5WHjxo04ceIErrrqKqSlpWHTpk2QJAldunRBQkIC7r77bjzwwANIT09H27ZtsWLFClRUVOD222+P2fFWuf/++zFw4EA89oc/Y+p1w7HrwB788Y9/xHPPPRfzbTEYjKYFU4gaADaeQ+fsJGQmO+t1PwoLC9G/f3+MGzcOBQUFoJRi06ZNWkDSuXNnbNmyBfv378egQYNQUFCA9957DzabDRzHYf369dizZw969OiBefPm4amnnqr1PqWmpoZNpbz44ovIyckx3KZNmxbyOaNHj0b79u3jqhKFO57BWLp0KdavX49evXrhb3/7G15//fWwasrcuXMxf/583H///ejZsyc2b96M999/H/n5+QDkirotW7YgMzMTY8eORc+ePbF8+XJNNRk1ahQ2btyILVu2YODAgfjFL36BZ555Bnl5eQDk9+HFF1/EkCFD0KtXL2zduhX/+Mc/kJGRgdTUVGzYsAG/+tWv0LVrV/zpT3/C66+/ju7duwMAli9fjhtvvBG33HIL+vXrh2PHjuHDDz8MGbDWlH79+uHNN9/E+rfeRo8ho7Bo6WNYtmyZocKMwWAwrCCU1qJxTTOhtLQUKSkpuHTpUkB/m6qqKpw8eRLt27eH01m/AQ2j8UMIwbvvvosJEybU964wooSdCxiMhkeo67cZphAxGAwGg8Fo9rCAiMFgMBgMRrOHmaoZjAYEy2AzGAxG/cAUIgaDwWAwGM0eFhDFCPbLnsFo3rBzAIPRuGEBUS1RS6grKirqeU8YDEZ9op4DwrVVYDAYDRPmIaolPM8jNTVVm2/kdru1cQIMBqPpQylFRUUFzpw5g9TUVNYRm8FopLCAKAZkZ2cDABv6yGA0Y1JTU7VzAYPBaHywgCgGEEKQk5ODzMxMeL3e+t4dBoNRxwiCwJQhBqORwwKiGMLzPDspMhgMBoPRCGGmagaDwWAwGM0eFhAxGAwGg8Fo9rCAiMFgMBgMRrOHeYgiQG24VlpaWs97wmAwGAwGI1LU63YkjVNZQBQBly9fBgC0adOmnveEwWAwGAxGtFy+fBkpKSkhlyGU9ZsPiyRJ+PHHH5GUlBTzpoulpaVo06YN/vvf/yI5OTmm62YYYce67mDHuu5gx7ruYMe6bojlcaaU4vLly8jNzQXHhXYJMYUoAjiOQ+vWreO6jeTkZPYFqyPYsa472LGuO9ixrjvYsa4bYnWcwylDKsxUzWAwGAwGo9nDAiIGg8FgMBjNHhYQ1TMOhwOLFy+Gw+Go711p8rBjXXewY113sGNdd7BjXTfU13FmpmoGg8FgMBjNHqYQMRgMBoPBaPawgIjBYDAYDEazhwVEDAaDwWAwmj0sIGIwGAwGg9HsYQFRPfLss8+iXbt2cDqdGDx4MD7//PP63qVGz5IlS0AIMdyuuOIK7fGqqirMmTMHGRkZSExMxI033oiffvqpHve48fCvf/0L48ePR25uLggh+Pvf/254nFKKRYsWIScnBy6XCyNHjsTRo0cNy5w/fx7Tp09HcnIyUlNTcfvtt6OsrKwOX0XjINyxnjlzZsDnfPTo0YZl2LEOz5NPPomBAwciKSkJmZmZmDBhAo4cOWJYJpJzxqlTp3DdddfB7XYjMzMTDzzwAHw+X12+lAZPJMd6+PDhAZ/rWbNmGZaJ57FmAVE98cYbb2D+/PlYvHgx9u7di969e2PUqFE4c+ZMfe9ao6d79+44ffq0dvv000+1x+bNm4d//OMfeOutt7Bjxw78+OOPmDRpUj3ubeOhvLwcvXv3xrPPPmv5+IoVK7BmzRr86U9/wu7du5GQkIBRo0ahqqpKW2b69Ok4ePAgPvroI2zcuBH/+te/cOedd9bVS2g0hDvWADB69GjD5/z11183PM6OdXh27NiBOXPm4LPPPsNHH30Er9eLa6+9FuXl5doy4c4Zoijiuuuug8fjwb///W+8/PLLWLt2LRYtWlQfL6nBEsmxBoA77rjD8LlesWKF9ljcjzVl1AuDBg2ic+bM0f4WRZHm5ubSJ598sh73qvGzePFi2rt3b8vHLl68SAVBoG+99ZZ23+HDhykAumvXrjraw6YBAPruu+9qf0uSRLOzs+lTTz2l3Xfx4kXqcDjo66+/Timl9NChQxQA/eKLL7Rl/vnPf1JCCP3hhx/qbN8bG+ZjTSmlt956K73hhhuCPocd65px5swZCoDu2LGDUhrZOWPTpk2U4zhaUlKiLfP888/T5ORkWl1dXbcvoBFhPtaUUjps2DB67733Bn1OvI81U4jqAY/Hgz179mDkyJHafRzHYeTIkdi1a1c97lnT4OjRo8jNzUWHDh0wffp0nDp1CgCwZ88eeL1ew3G/4oor0LZtW3bca8nJkydRUlJiOLYpKSkYPHiwdmx37dqF1NRUDBgwQFtm5MiR4DgOu3fvrvN9buxs374dmZmZ6NKlC+6++26cO3dOe4wd65px6dIlAEB6ejqAyM4Zu3btQs+ePZGVlaUtM2rUKJSWluLgwYN1uPeNC/OxVlm3bh1atGiBHj164OGHH0ZFRYX2WLyPNRvuWg+cPXsWoiga3lQAyMrKwjfffFNPe9U0GDx4MNauXYsuXbrg9OnTWLp0Ka688kp8/fXXKCkpgd1uR2pqquE5WVlZKCkpqZ8dbiKox8/qM60+VlJSgszMTMPjNpsN6enp7PhHyejRozFp0iS0b98ex48fx+9+9zuMGTMGu3btAs/z7FjXAEmScN9992HIkCHo0aMHAER0zigpKbH83KuPMQKxOtYAcPPNNyMvLw+5ubn46quv8NBDD+HIkSPYsGEDgPgfaxYQMZoUY8aM0f7fq1cvDB48GHl5eXjzzTfhcrnqcc8YjNhx0003af/v2bMnevXqhY4dO2L79u0YMWJEPe5Z42XOnDn4+uuvDZ5DRnwIdqz1HreePXsiJycHI0aMwPHjx9GxY8e47xdLmdUDLVq0AM/zAZUKP/30E7Kzs+tpr5omqamp6Ny5M44dO4bs7Gx4PB5cvHjRsAw77rVHPX6hPtPZ2dkBRQM+nw/nz59nx7+WdOjQAS1atMCxY8cAsGMdLffccw82btyIoqIitG7dWrs/knNGdna25edefYxhJNixtmLw4MEAYPhcx/NYs4CoHrDb7ejfvz+2bdum3SdJErZt24aCgoJ63LOmR1lZGY4fP46cnBz0798fgiAYjvuRI0dw6tQpdtxrSfv27ZGdnW04tqWlpdi9e7d2bAsKCnDx4kXs2bNHW+bjjz+GJEnaiY9RM77//nucO3cOOTk5ANixjhRKKe655x68++67+Pjjj9G+fXvD45GcMwoKCnDgwAFDAPrRRx8hOTkZ3bp1q5sX0ggId6ytKC4uBgDD5zqux7rWtmxGjVi/fj11OBx07dq19NChQ/TOO++kqampBvc8I3ruv/9+un37dnry5Em6c+dOOnLkSNqiRQt65swZSimls2bNom3btqUff/wx/fLLL2lBQQEtKCio571uHFy+fJnu27eP7tu3jwKgf/jDH+i+ffvof/7zH0oppcuXL6epqan0vffeo1999RW94YYbaPv27WllZaW2jtGjR9O+ffvS3bt3008//ZTm5+fTadOm1ddLarCEOtaXL1+mv/3tb+muXbvoyZMn6datW2m/fv1ofn4+raqq0tbBjnV47r77bpqSkkK3b99OT58+rd0qKiq0ZcKdM3w+H+3Rowe99tpraXFxMd28eTNt2bIlffjhh+vjJTVYwh3rY8eO0WXLltEvv/ySnjx5kr733nu0Q4cO9KqrrtLWEe9jzQKieuT//u//aNu2bandbqeDBg2in332WX3vUqNn6tSpNCcnh9rtdtqqVSs6depUeuzYMe3xyspKOnv2bJqWlkbdbjedOHEiPX36dD3uceOhqKiIAgi43XrrrZRSufT+0UcfpVlZWdThcNARI0bQI0eOGNZx7tw5Om3aNJqYmEiTk5Pp//7v/9LLly/Xw6tp2IQ61hUVFfTaa6+lLVu2pIIg0Ly8PHrHHXcE/Jhixzo8VscYAC0sLNSWieSc8d1339ExY8ZQl8tFW7RoQe+//37q9Xrr+NU0bMId61OnTtGrrrqKpqenU4fDQTt16kQfeOABeunSJcN64nmsibKjDAaDwWAwGM0W5iFiMBgMBoPR7GEBEYPBYDAYjGYPC4gYDAaDwWA0e1hAxGAwGAwGo9nDAiIGg8FgMBjNHhYQMRgMBoPBaPawgIjBYDAYDEazhwVEDAaDwWAwmj0sIGIwGE2W7du3gxASMJyTwWAwzLBO1QwGo8kwfPhw9OnTB6tWrQIAeDwenD9/HllZWSCE1O/OMRiMBo2tvneAwWAw4oXdbkd2dnZ97waDwWgEsJQZg8FoEsycORM7duzA6tWrQQgBIQRr1641pMzWrl2L1NRUbNy4EV26dIHb7cbkyZNRUVGBl19+Ge3atUNaWhrmzp0LURS1dVdXV+O3v/0tWrVqhYSEBAwePBjbt2+vnxfKYDDiAlOIGAxGk2D16tX49ttv0aNHDyxbtgwAcPDgwYDlKioqsGbNGqxfvx6XL1/GpEmTMHHiRKSmpmLTpk04ceIEbrzxRgwZMgRTp04FANxzzz04dOgQ1q9fj9zcXLz77rsYPXo0Dhw4gPz8/Dp9nQwGIz6wgIjBYDQJUlJSYLfb4Xa7tTTZN998E7Cc1+vF888/j44dOwIAJk+ejFdeeQU//fQTEhMT0a1bN1x99dUoKirC1KlTcerUKRQWFuLUqVPIzc0FAPz2t7/F5s2bUVhYiCeeeKLuXiSDwYgbLCBiMBjNCrfbrQVDAJCVlYV27dohMTHRcN+ZM2cAAAcOHIAoiujcubNhPdXV1cjIyKibnWYwGHGHBUQMBqNZIQiC4W9CiOV9kiQBAMrKysDzPPbs2QOe5w3L6YMoBoPRuGEBEYPBaDLY7XaDGToW9O3bF6Io4syZM7jyyitjum4Gg9FwYFVmDAajydCuXTvs3r0b3333Hc6ePaupPLWhc+fOmD59OmbMmIENGzbg5MmT+Pzzz/Hkk0/igw8+iMFeMxiMhgALiBgMRpPht7/9LXieR7du3dCyZUucOnUqJustLCzEjBkzcP/996NLly6YMGECvvjiC7Rt2zYm62cwGPUP61TNYDAYDAaj2cMUIgaDwWAwGM0eFhAxGAwGg8Fo9rCAiMFgMBgMRrOHBUQMBoPBYDCaPSwgYjAYDAaD0exhARGDwWAwGIxmDwuIGAwGg8FgNHtYQMRgMBgMBqPZwwIiBoPBYDAYzR4WEDEYDAaDwWj2sICIwWAwGAxGs+f/B9DJtxt93tI9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()\n",
    "for time_slice in [10, 5, 3]:\n",
    "    audio_arr = (\n",
    "        Audio.from_file(\"../audios/kitchen_sink_temperature_semantic_0.85_0.wav\")\n",
    "        .convert(24_000, 2, 1)\n",
    "        .get_segment(to_s=time_slice)\n",
    "        .array_float\n",
    "    )\n",
    "    inputs_false = processor_false(audio_arr, sampling_rate=24_000, return_tensors=\"pt\")\n",
    "    with torch.no_grad():\n",
    "        local_outputs_no_norm = fair_model.forward(\n",
    "            inputs_false[\"input_values\"], features_only=True, mask=False\n",
    "        )\n",
    "    #     plt.plot(\n",
    "    #         local_outputs_no_norm[\"x\"][0].mean(-1), label=\"local MERT no processor norm\"\n",
    "    #     )\n",
    "    plt.plot(\n",
    "        local_outputs_no_norm[\"cluster_indices\"][0],\n",
    "        label=\"local MERT no processor norm\",\n",
    "    )\n",
    "plt.xlabel(\"time\")\n",
    "plt.ylabel(\"mean last hidden state weights\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f598981e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-26T13:37:04.513894Z",
     "start_time": "2023-10-26T13:37:04.503768Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[[-1.4108e-01, -1.8791e-02,  3.8325e-02,  ..., -2.8734e-01,\n",
       "            3.2694e-02, -1.7156e-01],\n",
       "          [-4.8384e-02, -1.9967e-02,  5.0791e-02,  ..., -1.5616e-01,\n",
       "           -1.4281e-02, -9.4381e-02],\n",
       "          [ 1.2768e-01,  1.0549e-04,  4.9258e-02,  ..., -5.3812e-02,\n",
       "            9.8268e-02, -3.5333e-01],\n",
       "          ...,\n",
       "          [-6.7452e-02,  5.2580e-02,  1.6275e-02,  ..., -1.1430e-01,\n",
       "           -1.4704e-01, -1.9074e-02],\n",
       "          [-1.2503e-01, -3.7121e-02, -3.0733e-04,  ...,  3.1854e-02,\n",
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       "           -1.1683e-03, -5.8176e-03]]]),\n",
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       "          [ 0.0707,  0.2072, -0.0519,  ..., -0.0605,  0.2325,  0.0279],\n",
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       "          [-0.0554,  0.2987, -0.2940,  ...,  0.2375,  0.6325, -0.0065],\n",
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       "          [-0.0385,  0.1352,  0.0784,  ..., -0.0592, -0.5283,  0.1013]]]),\n",
       " tensor([[[-4.1764e-02,  2.7668e-01,  5.3414e-02,  ...,  3.5490e-02,\n",
       "            5.5869e-02, -7.0021e-02],\n",
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       "           -4.3950e-01, -1.2957e-02],\n",
       "          [ 2.7834e-01, -1.0981e-01, -1.3889e-01,  ...,  3.1602e-01,\n",
       "           -9.8664e-01, -3.4271e-02],\n",
       "          [ 2.7912e-01, -4.5722e-03, -1.3508e-02,  ..., -7.2912e-02,\n",
       "           -6.7820e-01,  2.8259e-01]]]),\n",
       " tensor([[[-0.1779,  0.0114, -0.0022,  ..., -0.0398, -0.3587,  0.1124],\n",
       "          [-0.2333,  0.3521, -0.0685,  ..., -0.0433,  0.2836,  0.2718],\n",
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       "          [-0.0852, -0.1235, -0.2987,  ...,  0.0919, -0.6420,  0.3230],\n",
       "          [ 0.0944, -0.3245, -0.1160,  ...,  0.1448, -0.4541,  0.4007]]]),\n",
       " tensor([[[-0.2435, -0.0371,  0.0947,  ...,  0.0658, -0.3273,  0.1304],\n",
       "          [-0.0467,  0.1367,  0.0142,  ...,  0.0662,  0.0584,  0.1176],\n",
       "          [ 0.1927, -0.1878,  0.2204,  ..., -0.0903, -0.5810, -0.0014],\n",
       "          ...,\n",
       "          [-0.2791, -0.3218, -0.0817,  ...,  0.0805, -0.2223,  0.2906],\n",
       "          [-0.2335, -0.3114, -0.1024,  ...,  0.0644, -0.1992,  0.2686],\n",
       "          [-0.3285, -0.4110, -0.0206,  ...,  0.0346, -0.3008,  0.2925]]]),\n",
       " tensor([[[-0.0698,  0.0307,  0.2131,  ...,  0.1098, -0.0138, -0.1084],\n",
       "          [-0.0429,  0.1611,  0.1874,  ...,  0.0974,  0.1143, -0.1447],\n",
       "          [ 0.0440, -0.0258,  0.1073,  ..., -0.0258, -0.0829, -0.1279],\n",
       "          ...,\n",
       "          [-0.1002, -0.2074,  0.1508,  ...,  0.1082, -0.0004, -0.0774],\n",
       "          [-0.1192, -0.2244,  0.1721,  ...,  0.0800,  0.0106, -0.0806],\n",
       "          [-0.0992, -0.2919,  0.1559,  ...,  0.1041, -0.0517, -0.1115]]])]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[local_outputs_no_norm[\"layer_results\"][i][0].swapaxes(0, 1) for i in range(12)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c5d228d0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-28T20:37:09.930145Z",
     "start_time": "2023-10-28T20:37:09.928668Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9be0a676",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-28T20:37:10.670651Z",
     "start_time": "2023-10-28T20:37:10.668777Z"
    }
   },
   "outputs": [],
   "source": [
    "test_arr = np.load(\"/home/tony/test.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a4057b02",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-28T20:37:11.394991Z",
     "start_time": "2023-10-28T20:37:11.392813Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3377837116154873"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_arr[0].sum() / test_arr.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "66720084",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-28T13:57:26.661366Z",
     "start_time": "2023-10-28T13:57:26.657273Z"
    }
   },
   "outputs": [],
   "source": [
    "test_arr_2 = np.load(\"/home/tony/test.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ae7c5225",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-10-28T13:57:27.333853Z",
     "start_time": "2023-10-28T13:57:27.331665Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3377837116154873"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_arr_2[0].sum() / test_arr_2.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "517c81a0",
   "metadata": {},
   "outputs": [],
   "source": []
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