From a7d435bbac92236646c04fa6f9551b56a2026a85 Mon Sep 17 00:00:00 2001
From: mkshing <mktshing4@gmail.com>
Date: Tue, 10 May 2022 18:11:56 +0900
Subject: [PATCH] Add model

---
 README.md         |   54 +-
 config.json       | 2163 +++++++++++++++++++++++++++++++++++++++++++++
 pytorch_model.bin |    3 +
 rinna.png         |  Bin 0 -> 60349 bytes
 4 files changed, 2219 insertions(+), 1 deletion(-)
 create mode 100644 config.json
 create mode 100644 pytorch_model.bin
 create mode 100644 rinna.png

diff --git a/README.md b/README.md
index 32897cd..99b760f 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,55 @@
 ---
-license: mit
+language: ja
+thumbnail: https://github.com/rinnakk/japanese-pretrained-models/blob/master/rinna.png
+tags:
+- ja
+- japanese
+- clip
+- vision
 ---
+
+# rinna/japanese-clip-vit-b-16
+
+![rinna-icon](./rinna.png)
+
+This repository provides a Japanese [CLIP (Contrastive Language-Image Pre-Training)](https://arxiv.org/abs/2103.00020) model. The model was trained by [rinna Co., Ltd.](https://corp.rinna.co.jp/)
+
+# How to use the model
+
+
+1. Install package
+```shell
+$ pip install git+https://github.com/rinnakk/japanese-clip.git
+```
+2. Run
+```python
+import io
+import requests
+from PIL import Image
+import torch
+import japanese_clip as ja_clip
+
+device = "cuda" if torch.cuda.is_available() else "cpu"
+
+
+model, preprocess = ja_clip.load("rinna/japanese-clip-vit-b-16", cache_dir="/tmp/japanese_clip", device=device)
+tokenizer = ja_clip.load_tokenizer()
+
+img = Image.open(io.BytesIO(requests.get('https://images.pexels.com/photos/2253275/pexels-photo-2253275.jpeg?auto=compress&cs=tinysrgb&dpr=3&h=750&w=1260').content))
+image = preprocess(img).unsqueeze(0).to(device)
+encodings = ja_clip.tokenize(
+    texts=["犬", "猫", "象"],
+    max_seq_len=77,
+    device=device,
+    tokenizer=tokenizer, # this is optional. if you don't pass, load tokenizer each time
+)
+
+with torch.no_grad():
+    image_features = model.get_image_features(image)
+    text_features = model.get_text_features(**encodings)
+    
+    text_probs = (100.0 * image_features @ text_features.T).softmax(dim=-1)
+
+print("Label probs:", text_probs)  # prints: [[1.0, 0.0, 0.0]]
+```
+
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..9b8c148
--- /dev/null
+++ b/config.json
@@ -0,0 +1,2163 @@
+{
+  "architectures": [
+    "CLIPModel"
+  ],
+  "model_name": "rinna/japanese-clip-vit-b-16",
+  "cache_dir": null,
+  "logit_scale_init_value": 2.6592,
+  "model_type": "clip",
+  "projection_dim": 512,
+  "revision": "main",
+  "text_config": {
+    "_name_or_path": "rinna/japanese-roberta-base",
+    "add_cross_attention": false,
+    "architectures": [
+      "RobertaForMaskedLM"
+    ],
+    "attention_probs_dropout_prob": 0.1,
+    "bad_words_ids": null,
+    "bos_token_id": 1,
+    "chunk_size_feed_forward": 0,
+    "classifier_dropout": null,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": 2,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "gradient_checkpointing": false,
+    "hidden_act": "gelu",
+    "hidden_dropout_prob": 0.1,
+    "hidden_size": 768,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "initializer_range": 0.02,
+    "intermediate_size": 3072,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "layer_norm_eps": 1e-05,
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "max_position_embeddings": 514,
+    "min_length": 0,
+    "model_type": "roberta",
+    "no_repeat_ngram_size": 0,
+    "num_attention_heads": 12,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_hidden_layers": 12,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "pad_token_id": 3,
+    "position_embedding_type": "absolute",
+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": null,
+    "torchscript": false,
+    "transformers_version": "4.17.0",
+    "type_vocab_size": 2,
+    "typical_p": 1.0,
+    "use_bfloat16": false,
+    "use_cache": true,
+    "vocab_size": 32000
+  },
+  "torch_dtype": "float32",
+  "transformers_version": null,
+  "use_auth_token": null,
+  "vision_config": {
+    "_name_or_path": "google/vit-base-patch16-224",
+    "add_cross_attention": false,
+    "architectures": [
+      "ViTForImageClassification"
+    ],
+    "attention_probs_dropout_prob": 0.0,
+    "bad_words_ids": null,
+    "bos_token_id": null,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "encoder_stride": 16,
+    "eos_token_id": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_act": "gelu",
+    "hidden_dropout_prob": 0.0,
+    "hidden_size": 768,
+    "id2label": {
+      "0": "tench, Tinca tinca",
+      "1": "goldfish, Carassius auratus",
+      "2": "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias",
+      "3": "tiger shark, Galeocerdo cuvieri",
+      "4": "hammerhead, hammerhead shark",
+      "5": "electric ray, crampfish, numbfish, torpedo",
+      "6": "stingray",
+      "7": "cock",
+      "8": "hen",
+      "9": "ostrich, Struthio camelus",
+      "10": "brambling, Fringilla montifringilla",
+      "11": "goldfinch, Carduelis carduelis",
+      "12": "house finch, linnet, Carpodacus mexicanus",
+      "13": "junco, snowbird",
+      "14": "indigo bunting, indigo finch, indigo bird, Passerina cyanea",
+      "15": "robin, American robin, Turdus migratorius",
+      "16": "bulbul",
+      "17": "jay",
+      "18": "magpie",
+      "19": "chickadee",
+      "20": "water ouzel, dipper",
+      "21": "kite",
+      "22": "bald eagle, American eagle, Haliaeetus leucocephalus",
+      "23": "vulture",
+      "24": "great grey owl, great gray owl, Strix nebulosa",
+      "25": "European fire salamander, Salamandra salamandra",
+      "26": "common newt, Triturus vulgaris",
+      "27": "eft",
+      "28": "spotted salamander, Ambystoma maculatum",
+      "29": "axolotl, mud puppy, Ambystoma mexicanum",
+      "30": "bullfrog, Rana catesbeiana",
+      "31": "tree frog, tree-frog",
+      "32": "tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui",
+      "33": "loggerhead, loggerhead turtle, Caretta caretta",
+      "34": "leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea",
+      "35": "mud turtle",
+      "36": "terrapin",
+      "37": "box turtle, box tortoise",
+      "38": "banded gecko",
+      "39": "common iguana, iguana, Iguana iguana",
+      "40": "American chameleon, anole, Anolis carolinensis",
+      "41": "whiptail, whiptail lizard",
+      "42": "agama",
+      "43": "frilled lizard, Chlamydosaurus kingi",
+      "44": "alligator lizard",
+      "45": "Gila monster, Heloderma suspectum",
+      "46": "green lizard, Lacerta viridis",
+      "47": "African chameleon, Chamaeleo chamaeleon",
+      "48": "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis",
+      "49": "African crocodile, Nile crocodile, Crocodylus niloticus",
+      "50": "American alligator, Alligator mississipiensis",
+      "51": "triceratops",
+      "52": "thunder snake, worm snake, Carphophis amoenus",
+      "53": "ringneck snake, ring-necked snake, ring snake",
+      "54": "hognose snake, puff adder, sand viper",
+      "55": "green snake, grass snake",
+      "56": "king snake, kingsnake",
+      "57": "garter snake, grass snake",
+      "58": "water snake",
+      "59": "vine snake",
+      "60": "night snake, Hypsiglena torquata",
+      "61": "boa constrictor, Constrictor constrictor",
+      "62": "rock python, rock snake, Python sebae",
+      "63": "Indian cobra, Naja naja",
+      "64": "green mamba",
+      "65": "sea snake",
+      "66": "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus",
+      "67": "diamondback, diamondback rattlesnake, Crotalus adamanteus",
+      "68": "sidewinder, horned rattlesnake, Crotalus cerastes",
+      "69": "trilobite",
+      "70": "harvestman, daddy longlegs, Phalangium opilio",
+      "71": "scorpion",
+      "72": "black and gold garden spider, Argiope aurantia",
+      "73": "barn spider, Araneus cavaticus",
+      "74": "garden spider, Aranea diademata",
+      "75": "black widow, Latrodectus mactans",
+      "76": "tarantula",
+      "77": "wolf spider, hunting spider",
+      "78": "tick",
+      "79": "centipede",
+      "80": "black grouse",
+      "81": "ptarmigan",
+      "82": "ruffed grouse, partridge, Bonasa umbellus",
+      "83": "prairie chicken, prairie grouse, prairie fowl",
+      "84": "peacock",
+      "85": "quail",
+      "86": "partridge",
+      "87": "African grey, African gray, Psittacus erithacus",
+      "88": "macaw",
+      "89": "sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita",
+      "90": "lorikeet",
+      "91": "coucal",
+      "92": "bee eater",
+      "93": "hornbill",
+      "94": "hummingbird",
+      "95": "jacamar",
+      "96": "toucan",
+      "97": "drake",
+      "98": "red-breasted merganser, Mergus serrator",
+      "99": "goose",
+      "100": "black swan, Cygnus atratus",
+      "101": "tusker",
+      "102": "echidna, spiny anteater, anteater",
+      "103": "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus",
+      "104": "wallaby, brush kangaroo",
+      "105": "koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus",
+      "106": "wombat",
+      "107": "jellyfish",
+      "108": "sea anemone, anemone",
+      "109": "brain coral",
+      "110": "flatworm, platyhelminth",
+      "111": "nematode, nematode worm, roundworm",
+      "112": "conch",
+      "113": "snail",
+      "114": "slug",
+      "115": "sea slug, nudibranch",
+      "116": "chiton, coat-of-mail shell, sea cradle, polyplacophore",
+      "117": "chambered nautilus, pearly nautilus, nautilus",
+      "118": "Dungeness crab, Cancer magister",
+      "119": "rock crab, Cancer irroratus",
+      "120": "fiddler crab",
+      "121": "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica",
+      "122": "American lobster, Northern lobster, Maine lobster, Homarus americanus",
+      "123": "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish",
+      "124": "crayfish, crawfish, crawdad, crawdaddy",
+      "125": "hermit crab",
+      "126": "isopod",
+      "127": "white stork, Ciconia ciconia",
+      "128": "black stork, Ciconia nigra",
+      "129": "spoonbill",
+      "130": "flamingo",
+      "131": "little blue heron, Egretta caerulea",
+      "132": "American egret, great white heron, Egretta albus",
+      "133": "bittern",
+      "134": "crane",
+      "135": "limpkin, Aramus pictus",
+      "136": "European gallinule, Porphyrio porphyrio",
+      "137": "American coot, marsh hen, mud hen, water hen, Fulica americana",
+      "138": "bustard",
+      "139": "ruddy turnstone, Arenaria interpres",
+      "140": "red-backed sandpiper, dunlin, Erolia alpina",
+      "141": "redshank, Tringa totanus",
+      "142": "dowitcher",
+      "143": "oystercatcher, oyster catcher",
+      "144": "pelican",
+      "145": "king penguin, Aptenodytes patagonica",
+      "146": "albatross, mollymawk",
+      "147": "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus",
+      "148": "killer whale, killer, orca, grampus, sea wolf, Orcinus orca",
+      "149": "dugong, Dugong dugon",
+      "150": "sea lion",
+      "151": "Chihuahua",
+      "152": "Japanese spaniel",
+      "153": "Maltese dog, Maltese terrier, Maltese",
+      "154": "Pekinese, Pekingese, Peke",
+      "155": "Shih-Tzu",
+      "156": "Blenheim spaniel",
+      "157": "papillon",
+      "158": "toy terrier",
+      "159": "Rhodesian ridgeback",
+      "160": "Afghan hound, Afghan",
+      "161": "basset, basset hound",
+      "162": "beagle",
+      "163": "bloodhound, sleuthhound",
+      "164": "bluetick",
+      "165": "black-and-tan coonhound",
+      "166": "Walker hound, Walker foxhound",
+      "167": "English foxhound",
+      "168": "redbone",
+      "169": "borzoi, Russian wolfhound",
+      "170": "Irish wolfhound",
+      "171": "Italian greyhound",
+      "172": "whippet",
+      "173": "Ibizan hound, Ibizan Podenco",
+      "174": "Norwegian elkhound, elkhound",
+      "175": "otterhound, otter hound",
+      "176": "Saluki, gazelle hound",
+      "177": "Scottish deerhound, deerhound",
+      "178": "Weimaraner",
+      "179": "Staffordshire bullterrier, Staffordshire bull terrier",
+      "180": "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier",
+      "181": "Bedlington terrier",
+      "182": "Border terrier",
+      "183": "Kerry blue terrier",
+      "184": "Irish terrier",
+      "185": "Norfolk terrier",
+      "186": "Norwich terrier",
+      "187": "Yorkshire terrier",
+      "188": "wire-haired fox terrier",
+      "189": "Lakeland terrier",
+      "190": "Sealyham terrier, Sealyham",
+      "191": "Airedale, Airedale terrier",
+      "192": "cairn, cairn terrier",
+      "193": "Australian terrier",
+      "194": "Dandie Dinmont, Dandie Dinmont terrier",
+      "195": "Boston bull, Boston terrier",
+      "196": "miniature schnauzer",
+      "197": "giant schnauzer",
+      "198": "standard schnauzer",
+      "199": "Scotch terrier, Scottish terrier, Scottie",
+      "200": "Tibetan terrier, chrysanthemum dog",
+      "201": "silky terrier, Sydney silky",
+      "202": "soft-coated wheaten terrier",
+      "203": "West Highland white terrier",
+      "204": "Lhasa, Lhasa apso",
+      "205": "flat-coated retriever",
+      "206": "curly-coated retriever",
+      "207": "golden retriever",
+      "208": "Labrador retriever",
+      "209": "Chesapeake Bay retriever",
+      "210": "German short-haired pointer",
+      "211": "vizsla, Hungarian pointer",
+      "212": "English setter",
+      "213": "Irish setter, red setter",
+      "214": "Gordon setter",
+      "215": "Brittany spaniel",
+      "216": "clumber, clumber spaniel",
+      "217": "English springer, English springer spaniel",
+      "218": "Welsh springer spaniel",
+      "219": "cocker spaniel, English cocker spaniel, cocker",
+      "220": "Sussex spaniel",
+      "221": "Irish water spaniel",
+      "222": "kuvasz",
+      "223": "schipperke",
+      "224": "groenendael",
+      "225": "malinois",
+      "226": "briard",
+      "227": "kelpie",
+      "228": "komondor",
+      "229": "Old English sheepdog, bobtail",
+      "230": "Shetland sheepdog, Shetland sheep dog, Shetland",
+      "231": "collie",
+      "232": "Border collie",
+      "233": "Bouvier des Flandres, Bouviers des Flandres",
+      "234": "Rottweiler",
+      "235": "German shepherd, German shepherd dog, German police dog, alsatian",
+      "236": "Doberman, Doberman pinscher",
+      "237": "miniature pinscher",
+      "238": "Greater Swiss Mountain dog",
+      "239": "Bernese mountain dog",
+      "240": "Appenzeller",
+      "241": "EntleBucher",
+      "242": "boxer",
+      "243": "bull mastiff",
+      "244": "Tibetan mastiff",
+      "245": "French bulldog",
+      "246": "Great Dane",
+      "247": "Saint Bernard, St Bernard",
+      "248": "Eskimo dog, husky",
+      "249": "malamute, malemute, Alaskan malamute",
+      "250": "Siberian husky",
+      "251": "dalmatian, coach dog, carriage dog",
+      "252": "affenpinscher, monkey pinscher, monkey dog",
+      "253": "basenji",
+      "254": "pug, pug-dog",
+      "255": "Leonberg",
+      "256": "Newfoundland, Newfoundland dog",
+      "257": "Great Pyrenees",
+      "258": "Samoyed, Samoyede",
+      "259": "Pomeranian",
+      "260": "chow, chow chow",
+      "261": "keeshond",
+      "262": "Brabancon griffon",
+      "263": "Pembroke, Pembroke Welsh corgi",
+      "264": "Cardigan, Cardigan Welsh corgi",
+      "265": "toy poodle",
+      "266": "miniature poodle",
+      "267": "standard poodle",
+      "268": "Mexican hairless",
+      "269": "timber wolf, grey wolf, gray wolf, Canis lupus",
+      "270": "white wolf, Arctic wolf, Canis lupus tundrarum",
+      "271": "red wolf, maned wolf, Canis rufus, Canis niger",
+      "272": "coyote, prairie wolf, brush wolf, Canis latrans",
+      "273": "dingo, warrigal, warragal, Canis dingo",
+      "274": "dhole, Cuon alpinus",
+      "275": "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus",
+      "276": "hyena, hyaena",
+      "277": "red fox, Vulpes vulpes",
+      "278": "kit fox, Vulpes macrotis",
+      "279": "Arctic fox, white fox, Alopex lagopus",
+      "280": "grey fox, gray fox, Urocyon cinereoargenteus",
+      "281": "tabby, tabby cat",
+      "282": "tiger cat",
+      "283": "Persian cat",
+      "284": "Siamese cat, Siamese",
+      "285": "Egyptian cat",
+      "286": "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor",
+      "287": "lynx, catamount",
+      "288": "leopard, Panthera pardus",
+      "289": "snow leopard, ounce, Panthera uncia",
+      "290": "jaguar, panther, Panthera onca, Felis onca",
+      "291": "lion, king of beasts, Panthera leo",
+      "292": "tiger, Panthera tigris",
+      "293": "cheetah, chetah, Acinonyx jubatus",
+      "294": "brown bear, bruin, Ursus arctos",
+      "295": "American black bear, black bear, Ursus americanus, Euarctos americanus",
+      "296": "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus",
+      "297": "sloth bear, Melursus ursinus, Ursus ursinus",
+      "298": "mongoose",
+      "299": "meerkat, mierkat",
+      "300": "tiger beetle",
+      "301": "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle",
+      "302": "ground beetle, carabid beetle",
+      "303": "long-horned beetle, longicorn, longicorn beetle",
+      "304": "leaf beetle, chrysomelid",
+      "305": "dung beetle",
+      "306": "rhinoceros beetle",
+      "307": "weevil",
+      "308": "fly",
+      "309": "bee",
+      "310": "ant, emmet, pismire",
+      "311": "grasshopper, hopper",
+      "312": "cricket",
+      "313": "walking stick, walkingstick, stick insect",
+      "314": "cockroach, roach",
+      "315": "mantis, mantid",
+      "316": "cicada, cicala",
+      "317": "leafhopper",
+      "318": "lacewing, lacewing fly",
+      "319": "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk",
+      "320": "damselfly",
+      "321": "admiral",
+      "322": "ringlet, ringlet butterfly",
+      "323": "monarch, monarch butterfly, milkweed butterfly, Danaus plexippus",
+      "324": "cabbage butterfly",
+      "325": "sulphur butterfly, sulfur butterfly",
+      "326": "lycaenid, lycaenid butterfly",
+      "327": "starfish, sea star",
+      "328": "sea urchin",
+      "329": "sea cucumber, holothurian",
+      "330": "wood rabbit, cottontail, cottontail rabbit",
+      "331": "hare",
+      "332": "Angora, Angora rabbit",
+      "333": "hamster",
+      "334": "porcupine, hedgehog",
+      "335": "fox squirrel, eastern fox squirrel, Sciurus niger",
+      "336": "marmot",
+      "337": "beaver",
+      "338": "guinea pig, Cavia cobaya",
+      "339": "sorrel",
+      "340": "zebra",
+      "341": "hog, pig, grunter, squealer, Sus scrofa",
+      "342": "wild boar, boar, Sus scrofa",
+      "343": "warthog",
+      "344": "hippopotamus, hippo, river horse, Hippopotamus amphibius",
+      "345": "ox",
+      "346": "water buffalo, water ox, Asiatic buffalo, Bubalus bubalis",
+      "347": "bison",
+      "348": "ram, tup",
+      "349": "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis",
+      "350": "ibex, Capra ibex",
+      "351": "hartebeest",
+      "352": "impala, Aepyceros melampus",
+      "353": "gazelle",
+      "354": "Arabian camel, dromedary, Camelus dromedarius",
+      "355": "llama",
+      "356": "weasel",
+      "357": "mink",
+      "358": "polecat, fitch, foulmart, foumart, Mustela putorius",
+      "359": "black-footed ferret, ferret, Mustela nigripes",
+      "360": "otter",
+      "361": "skunk, polecat, wood pussy",
+      "362": "badger",
+      "363": "armadillo",
+      "364": "three-toed sloth, ai, Bradypus tridactylus",
+      "365": "orangutan, orang, orangutang, Pongo pygmaeus",
+      "366": "gorilla, Gorilla gorilla",
+      "367": "chimpanzee, chimp, Pan troglodytes",
+      "368": "gibbon, Hylobates lar",
+      "369": "siamang, Hylobates syndactylus, Symphalangus syndactylus",
+      "370": "guenon, guenon monkey",
+      "371": "patas, hussar monkey, Erythrocebus patas",
+      "372": "baboon",
+      "373": "macaque",
+      "374": "langur",
+      "375": "colobus, colobus monkey",
+      "376": "proboscis monkey, Nasalis larvatus",
+      "377": "marmoset",
+      "378": "capuchin, ringtail, Cebus capucinus",
+      "379": "howler monkey, howler",
+      "380": "titi, titi monkey",
+      "381": "spider monkey, Ateles geoffroyi",
+      "382": "squirrel monkey, Saimiri sciureus",
+      "383": "Madagascar cat, ring-tailed lemur, Lemur catta",
+      "384": "indri, indris, Indri indri, Indri brevicaudatus",
+      "385": "Indian elephant, Elephas maximus",
+      "386": "African elephant, Loxodonta africana",
+      "387": "lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens",
+      "388": "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca",
+      "389": "barracouta, snoek",
+      "390": "eel",
+      "391": "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch",
+      "392": "rock beauty, Holocanthus tricolor",
+      "393": "anemone fish",
+      "394": "sturgeon",
+      "395": "gar, garfish, garpike, billfish, Lepisosteus osseus",
+      "396": "lionfish",
+      "397": "puffer, pufferfish, blowfish, globefish",
+      "398": "abacus",
+      "399": "abaya",
+      "400": "academic gown, academic robe, judge's robe",
+      "401": "accordion, piano accordion, squeeze box",
+      "402": "acoustic guitar",
+      "403": "aircraft carrier, carrier, flattop, attack aircraft carrier",
+      "404": "airliner",
+      "405": "airship, dirigible",
+      "406": "altar",
+      "407": "ambulance",
+      "408": "amphibian, amphibious vehicle",
+      "409": "analog clock",
+      "410": "apiary, bee house",
+      "411": "apron",
+      "412": "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin",
+      "413": "assault rifle, assault gun",
+      "414": "backpack, back pack, knapsack, packsack, rucksack, haversack",
+      "415": "bakery, bakeshop, bakehouse",
+      "416": "balance beam, beam",
+      "417": "balloon",
+      "418": "ballpoint, ballpoint pen, ballpen, Biro",
+      "419": "Band Aid",
+      "420": "banjo",
+      "421": "bannister, banister, balustrade, balusters, handrail",
+      "422": "barbell",
+      "423": "barber chair",
+      "424": "barbershop",
+      "425": "barn",
+      "426": "barometer",
+      "427": "barrel, cask",
+      "428": "barrow, garden cart, lawn cart, wheelbarrow",
+      "429": "baseball",
+      "430": "basketball",
+      "431": "bassinet",
+      "432": "bassoon",
+      "433": "bathing cap, swimming cap",
+      "434": "bath towel",
+      "435": "bathtub, bathing tub, bath, tub",
+      "436": "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon",
+      "437": "beacon, lighthouse, beacon light, pharos",
+      "438": "beaker",
+      "439": "bearskin, busby, shako",
+      "440": "beer bottle",
+      "441": "beer glass",
+      "442": "bell cote, bell cot",
+      "443": "bib",
+      "444": "bicycle-built-for-two, tandem bicycle, tandem",
+      "445": "bikini, two-piece",
+      "446": "binder, ring-binder",
+      "447": "binoculars, field glasses, opera glasses",
+      "448": "birdhouse",
+      "449": "boathouse",
+      "450": "bobsled, bobsleigh, bob",
+      "451": "bolo tie, bolo, bola tie, bola",
+      "452": "bonnet, poke bonnet",
+      "453": "bookcase",
+      "454": "bookshop, bookstore, bookstall",
+      "455": "bottlecap",
+      "456": "bow",
+      "457": "bow tie, bow-tie, bowtie",
+      "458": "brass, memorial tablet, plaque",
+      "459": "brassiere, bra, bandeau",
+      "460": "breakwater, groin, groyne, mole, bulwark, seawall, jetty",
+      "461": "breastplate, aegis, egis",
+      "462": "broom",
+      "463": "bucket, pail",
+      "464": "buckle",
+      "465": "bulletproof vest",
+      "466": "bullet train, bullet",
+      "467": "butcher shop, meat market",
+      "468": "cab, hack, taxi, taxicab",
+      "469": "caldron, cauldron",
+      "470": "candle, taper, wax light",
+      "471": "cannon",
+      "472": "canoe",
+      "473": "can opener, tin opener",
+      "474": "cardigan",
+      "475": "car mirror",
+      "476": "carousel, carrousel, merry-go-round, roundabout, whirligig",
+      "477": "carpenter's kit, tool kit",
+      "478": "carton",
+      "479": "car wheel",
+      "480": "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM",
+      "481": "cassette",
+      "482": "cassette player",
+      "483": "castle",
+      "484": "catamaran",
+      "485": "CD player",
+      "486": "cello, violoncello",
+      "487": "cellular telephone, cellular phone, cellphone, cell, mobile phone",
+      "488": "chain",
+      "489": "chainlink fence",
+      "490": "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour",
+      "491": "chain saw, chainsaw",
+      "492": "chest",
+      "493": "chiffonier, commode",
+      "494": "chime, bell, gong",
+      "495": "china cabinet, china closet",
+      "496": "Christmas stocking",
+      "497": "church, church building",
+      "498": "cinema, movie theater, movie theatre, movie house, picture palace",
+      "499": "cleaver, meat cleaver, chopper",
+      "500": "cliff dwelling",
+      "501": "cloak",
+      "502": "clog, geta, patten, sabot",
+      "503": "cocktail shaker",
+      "504": "coffee mug",
+      "505": "coffeepot",
+      "506": "coil, spiral, volute, whorl, helix",
+      "507": "combination lock",
+      "508": "computer keyboard, keypad",
+      "509": "confectionery, confectionary, candy store",
+      "510": "container ship, containership, container vessel",
+      "511": "convertible",
+      "512": "corkscrew, bottle screw",
+      "513": "cornet, horn, trumpet, trump",
+      "514": "cowboy boot",
+      "515": "cowboy hat, ten-gallon hat",
+      "516": "cradle",
+      "517": "crane",
+      "518": "crash helmet",
+      "519": "crate",
+      "520": "crib, cot",
+      "521": "Crock Pot",
+      "522": "croquet ball",
+      "523": "crutch",
+      "524": "cuirass",
+      "525": "dam, dike, dyke",
+      "526": "desk",
+      "527": "desktop computer",
+      "528": "dial telephone, dial phone",
+      "529": "diaper, nappy, napkin",
+      "530": "digital clock",
+      "531": "digital watch",
+      "532": "dining table, board",
+      "533": "dishrag, dishcloth",
+      "534": "dishwasher, dish washer, dishwashing machine",
+      "535": "disk brake, disc brake",
+      "536": "dock, dockage, docking facility",
+      "537": "dogsled, dog sled, dog sleigh",
+      "538": "dome",
+      "539": "doormat, welcome mat",
+      "540": "drilling platform, offshore rig",
+      "541": "drum, membranophone, tympan",
+      "542": "drumstick",
+      "543": "dumbbell",
+      "544": "Dutch oven",
+      "545": "electric fan, blower",
+      "546": "electric guitar",
+      "547": "electric locomotive",
+      "548": "entertainment center",
+      "549": "envelope",
+      "550": "espresso maker",
+      "551": "face powder",
+      "552": "feather boa, boa",
+      "553": "file, file cabinet, filing cabinet",
+      "554": "fireboat",
+      "555": "fire engine, fire truck",
+      "556": "fire screen, fireguard",
+      "557": "flagpole, flagstaff",
+      "558": "flute, transverse flute",
+      "559": "folding chair",
+      "560": "football helmet",
+      "561": "forklift",
+      "562": "fountain",
+      "563": "fountain pen",
+      "564": "four-poster",
+      "565": "freight car",
+      "566": "French horn, horn",
+      "567": "frying pan, frypan, skillet",
+      "568": "fur coat",
+      "569": "garbage truck, dustcart",
+      "570": "gasmask, respirator, gas helmet",
+      "571": "gas pump, gasoline pump, petrol pump, island dispenser",
+      "572": "goblet",
+      "573": "go-kart",
+      "574": "golf ball",
+      "575": "golfcart, golf cart",
+      "576": "gondola",
+      "577": "gong, tam-tam",
+      "578": "gown",
+      "579": "grand piano, grand",
+      "580": "greenhouse, nursery, glasshouse",
+      "581": "grille, radiator grille",
+      "582": "grocery store, grocery, food market, market",
+      "583": "guillotine",
+      "584": "hair slide",
+      "585": "hair spray",
+      "586": "half track",
+      "587": "hammer",
+      "588": "hamper",
+      "589": "hand blower, blow dryer, blow drier, hair dryer, hair drier",
+      "590": "hand-held computer, hand-held microcomputer",
+      "591": "handkerchief, hankie, hanky, hankey",
+      "592": "hard disc, hard disk, fixed disk",
+      "593": "harmonica, mouth organ, harp, mouth harp",
+      "594": "harp",
+      "595": "harvester, reaper",
+      "596": "hatchet",
+      "597": "holster",
+      "598": "home theater, home theatre",
+      "599": "honeycomb",
+      "600": "hook, claw",
+      "601": "hoopskirt, crinoline",
+      "602": "horizontal bar, high bar",
+      "603": "horse cart, horse-cart",
+      "604": "hourglass",
+      "605": "iPod",
+      "606": "iron, smoothing iron",
+      "607": "jack-o'-lantern",
+      "608": "jean, blue jean, denim",
+      "609": "jeep, landrover",
+      "610": "jersey, T-shirt, tee shirt",
+      "611": "jigsaw puzzle",
+      "612": "jinrikisha, ricksha, rickshaw",
+      "613": "joystick",
+      "614": "kimono",
+      "615": "knee pad",
+      "616": "knot",
+      "617": "lab coat, laboratory coat",
+      "618": "ladle",
+      "619": "lampshade, lamp shade",
+      "620": "laptop, laptop computer",
+      "621": "lawn mower, mower",
+      "622": "lens cap, lens cover",
+      "623": "letter opener, paper knife, paperknife",
+      "624": "library",
+      "625": "lifeboat",
+      "626": "lighter, light, igniter, ignitor",
+      "627": "limousine, limo",
+      "628": "liner, ocean liner",
+      "629": "lipstick, lip rouge",
+      "630": "Loafer",
+      "631": "lotion",
+      "632": "loudspeaker, speaker, speaker unit, loudspeaker system, speaker system",
+      "633": "loupe, jeweler's loupe",
+      "634": "lumbermill, sawmill",
+      "635": "magnetic compass",
+      "636": "mailbag, postbag",
+      "637": "mailbox, letter box",
+      "638": "maillot",
+      "639": "maillot, tank suit",
+      "640": "manhole cover",
+      "641": "maraca",
+      "642": "marimba, xylophone",
+      "643": "mask",
+      "644": "matchstick",
+      "645": "maypole",
+      "646": "maze, labyrinth",
+      "647": "measuring cup",
+      "648": "medicine chest, medicine cabinet",
+      "649": "megalith, megalithic structure",
+      "650": "microphone, mike",
+      "651": "microwave, microwave oven",
+      "652": "military uniform",
+      "653": "milk can",
+      "654": "minibus",
+      "655": "miniskirt, mini",
+      "656": "minivan",
+      "657": "missile",
+      "658": "mitten",
+      "659": "mixing bowl",
+      "660": "mobile home, manufactured home",
+      "661": "Model T",
+      "662": "modem",
+      "663": "monastery",
+      "664": "monitor",
+      "665": "moped",
+      "666": "mortar",
+      "667": "mortarboard",
+      "668": "mosque",
+      "669": "mosquito net",
+      "670": "motor scooter, scooter",
+      "671": "mountain bike, all-terrain bike, off-roader",
+      "672": "mountain tent",
+      "673": "mouse, computer mouse",
+      "674": "mousetrap",
+      "675": "moving van",
+      "676": "muzzle",
+      "677": "nail",
+      "678": "neck brace",
+      "679": "necklace",
+      "680": "nipple",
+      "681": "notebook, notebook computer",
+      "682": "obelisk",
+      "683": "oboe, hautboy, hautbois",
+      "684": "ocarina, sweet potato",
+      "685": "odometer, hodometer, mileometer, milometer",
+      "686": "oil filter",
+      "687": "organ, pipe organ",
+      "688": "oscilloscope, scope, cathode-ray oscilloscope, CRO",
+      "689": "overskirt",
+      "690": "oxcart",
+      "691": "oxygen mask",
+      "692": "packet",
+      "693": "paddle, boat paddle",
+      "694": "paddlewheel, paddle wheel",
+      "695": "padlock",
+      "696": "paintbrush",
+      "697": "pajama, pyjama, pj's, jammies",
+      "698": "palace",
+      "699": "panpipe, pandean pipe, syrinx",
+      "700": "paper towel",
+      "701": "parachute, chute",
+      "702": "parallel bars, bars",
+      "703": "park bench",
+      "704": "parking meter",
+      "705": "passenger car, coach, carriage",
+      "706": "patio, terrace",
+      "707": "pay-phone, pay-station",
+      "708": "pedestal, plinth, footstall",
+      "709": "pencil box, pencil case",
+      "710": "pencil sharpener",
+      "711": "perfume, essence",
+      "712": "Petri dish",
+      "713": "photocopier",
+      "714": "pick, plectrum, plectron",
+      "715": "pickelhaube",
+      "716": "picket fence, paling",
+      "717": "pickup, pickup truck",
+      "718": "pier",
+      "719": "piggy bank, penny bank",
+      "720": "pill bottle",
+      "721": "pillow",
+      "722": "ping-pong ball",
+      "723": "pinwheel",
+      "724": "pirate, pirate ship",
+      "725": "pitcher, ewer",
+      "726": "plane, carpenter's plane, woodworking plane",
+      "727": "planetarium",
+      "728": "plastic bag",
+      "729": "plate rack",
+      "730": "plow, plough",
+      "731": "plunger, plumber's helper",
+      "732": "Polaroid camera, Polaroid Land camera",
+      "733": "pole",
+      "734": "police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria",
+      "735": "poncho",
+      "736": "pool table, billiard table, snooker table",
+      "737": "pop bottle, soda bottle",
+      "738": "pot, flowerpot",
+      "739": "potter's wheel",
+      "740": "power drill",
+      "741": "prayer rug, prayer mat",
+      "742": "printer",
+      "743": "prison, prison house",
+      "744": "projectile, missile",
+      "745": "projector",
+      "746": "puck, hockey puck",
+      "747": "punching bag, punch bag, punching ball, punchball",
+      "748": "purse",
+      "749": "quill, quill pen",
+      "750": "quilt, comforter, comfort, puff",
+      "751": "racer, race car, racing car",
+      "752": "racket, racquet",
+      "753": "radiator",
+      "754": "radio, wireless",
+      "755": "radio telescope, radio reflector",
+      "756": "rain barrel",
+      "757": "recreational vehicle, RV, R.V.",
+      "758": "reel",
+      "759": "reflex camera",
+      "760": "refrigerator, icebox",
+      "761": "remote control, remote",
+      "762": "restaurant, eating house, eating place, eatery",
+      "763": "revolver, six-gun, six-shooter",
+      "764": "rifle",
+      "765": "rocking chair, rocker",
+      "766": "rotisserie",
+      "767": "rubber eraser, rubber, pencil eraser",
+      "768": "rugby ball",
+      "769": "rule, ruler",
+      "770": "running shoe",
+      "771": "safe",
+      "772": "safety pin",
+      "773": "saltshaker, salt shaker",
+      "774": "sandal",
+      "775": "sarong",
+      "776": "sax, saxophone",
+      "777": "scabbard",
+      "778": "scale, weighing machine",
+      "779": "school bus",
+      "780": "schooner",
+      "781": "scoreboard",
+      "782": "screen, CRT screen",
+      "783": "screw",
+      "784": "screwdriver",
+      "785": "seat belt, seatbelt",
+      "786": "sewing machine",
+      "787": "shield, buckler",
+      "788": "shoe shop, shoe-shop, shoe store",
+      "789": "shoji",
+      "790": "shopping basket",
+      "791": "shopping cart",
+      "792": "shovel",
+      "793": "shower cap",
+      "794": "shower curtain",
+      "795": "ski",
+      "796": "ski mask",
+      "797": "sleeping bag",
+      "798": "slide rule, slipstick",
+      "799": "sliding door",
+      "800": "slot, one-armed bandit",
+      "801": "snorkel",
+      "802": "snowmobile",
+      "803": "snowplow, snowplough",
+      "804": "soap dispenser",
+      "805": "soccer ball",
+      "806": "sock",
+      "807": "solar dish, solar collector, solar furnace",
+      "808": "sombrero",
+      "809": "soup bowl",
+      "810": "space bar",
+      "811": "space heater",
+      "812": "space shuttle",
+      "813": "spatula",
+      "814": "speedboat",
+      "815": "spider web, spider's web",
+      "816": "spindle",
+      "817": "sports car, sport car",
+      "818": "spotlight, spot",
+      "819": "stage",
+      "820": "steam locomotive",
+      "821": "steel arch bridge",
+      "822": "steel drum",
+      "823": "stethoscope",
+      "824": "stole",
+      "825": "stone wall",
+      "826": "stopwatch, stop watch",
+      "827": "stove",
+      "828": "strainer",
+      "829": "streetcar, tram, tramcar, trolley, trolley car",
+      "830": "stretcher",
+      "831": "studio couch, day bed",
+      "832": "stupa, tope",
+      "833": "submarine, pigboat, sub, U-boat",
+      "834": "suit, suit of clothes",
+      "835": "sundial",
+      "836": "sunglass",
+      "837": "sunglasses, dark glasses, shades",
+      "838": "sunscreen, sunblock, sun blocker",
+      "839": "suspension bridge",
+      "840": "swab, swob, mop",
+      "841": "sweatshirt",
+      "842": "swimming trunks, bathing trunks",
+      "843": "swing",
+      "844": "switch, electric switch, electrical switch",
+      "845": "syringe",
+      "846": "table lamp",
+      "847": "tank, army tank, armored combat vehicle, armoured combat vehicle",
+      "848": "tape player",
+      "849": "teapot",
+      "850": "teddy, teddy bear",
+      "851": "television, television system",
+      "852": "tennis ball",
+      "853": "thatch, thatched roof",
+      "854": "theater curtain, theatre curtain",
+      "855": "thimble",
+      "856": "thresher, thrasher, threshing machine",
+      "857": "throne",
+      "858": "tile roof",
+      "859": "toaster",
+      "860": "tobacco shop, tobacconist shop, tobacconist",
+      "861": "toilet seat",
+      "862": "torch",
+      "863": "totem pole",
+      "864": "tow truck, tow car, wrecker",
+      "865": "toyshop",
+      "866": "tractor",
+      "867": "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi",
+      "868": "tray",
+      "869": "trench coat",
+      "870": "tricycle, trike, velocipede",
+      "871": "trimaran",
+      "872": "tripod",
+      "873": "triumphal arch",
+      "874": "trolleybus, trolley coach, trackless trolley",
+      "875": "trombone",
+      "876": "tub, vat",
+      "877": "turnstile",
+      "878": "typewriter keyboard",
+      "879": "umbrella",
+      "880": "unicycle, monocycle",
+      "881": "upright, upright piano",
+      "882": "vacuum, vacuum cleaner",
+      "883": "vase",
+      "884": "vault",
+      "885": "velvet",
+      "886": "vending machine",
+      "887": "vestment",
+      "888": "viaduct",
+      "889": "violin, fiddle",
+      "890": "volleyball",
+      "891": "waffle iron",
+      "892": "wall clock",
+      "893": "wallet, billfold, notecase, pocketbook",
+      "894": "wardrobe, closet, press",
+      "895": "warplane, military plane",
+      "896": "washbasin, handbasin, washbowl, lavabo, wash-hand basin",
+      "897": "washer, automatic washer, washing machine",
+      "898": "water bottle",
+      "899": "water jug",
+      "900": "water tower",
+      "901": "whiskey jug",
+      "902": "whistle",
+      "903": "wig",
+      "904": "window screen",
+      "905": "window shade",
+      "906": "Windsor tie",
+      "907": "wine bottle",
+      "908": "wing",
+      "909": "wok",
+      "910": "wooden spoon",
+      "911": "wool, woolen, woollen",
+      "912": "worm fence, snake fence, snake-rail fence, Virginia fence",
+      "913": "wreck",
+      "914": "yawl",
+      "915": "yurt",
+      "916": "web site, website, internet site, site",
+      "917": "comic book",
+      "918": "crossword puzzle, crossword",
+      "919": "street sign",
+      "920": "traffic light, traffic signal, stoplight",
+      "921": "book jacket, dust cover, dust jacket, dust wrapper",
+      "922": "menu",
+      "923": "plate",
+      "924": "guacamole",
+      "925": "consomme",
+      "926": "hot pot, hotpot",
+      "927": "trifle",
+      "928": "ice cream, icecream",
+      "929": "ice lolly, lolly, lollipop, popsicle",
+      "930": "French loaf",
+      "931": "bagel, beigel",
+      "932": "pretzel",
+      "933": "cheeseburger",
+      "934": "hotdog, hot dog, red hot",
+      "935": "mashed potato",
+      "936": "head cabbage",
+      "937": "broccoli",
+      "938": "cauliflower",
+      "939": "zucchini, courgette",
+      "940": "spaghetti squash",
+      "941": "acorn squash",
+      "942": "butternut squash",
+      "943": "cucumber, cuke",
+      "944": "artichoke, globe artichoke",
+      "945": "bell pepper",
+      "946": "cardoon",
+      "947": "mushroom",
+      "948": "Granny Smith",
+      "949": "strawberry",
+      "950": "orange",
+      "951": "lemon",
+      "952": "fig",
+      "953": "pineapple, ananas",
+      "954": "banana",
+      "955": "jackfruit, jak, jack",
+      "956": "custard apple",
+      "957": "pomegranate",
+      "958": "hay",
+      "959": "carbonara",
+      "960": "chocolate sauce, chocolate syrup",
+      "961": "dough",
+      "962": "meat loaf, meatloaf",
+      "963": "pizza, pizza pie",
+      "964": "potpie",
+      "965": "burrito",
+      "966": "red wine",
+      "967": "espresso",
+      "968": "cup",
+      "969": "eggnog",
+      "970": "alp",
+      "971": "bubble",
+      "972": "cliff, drop, drop-off",
+      "973": "coral reef",
+      "974": "geyser",
+      "975": "lakeside, lakeshore",
+      "976": "promontory, headland, head, foreland",
+      "977": "sandbar, sand bar",
+      "978": "seashore, coast, seacoast, sea-coast",
+      "979": "valley, vale",
+      "980": "volcano",
+      "981": "ballplayer, baseball player",
+      "982": "groom, bridegroom",
+      "983": "scuba diver",
+      "984": "rapeseed",
+      "985": "daisy",
+      "986": "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum",
+      "987": "corn",
+      "988": "acorn",
+      "989": "hip, rose hip, rosehip",
+      "990": "buckeye, horse chestnut, conker",
+      "991": "coral fungus",
+      "992": "agaric",
+      "993": "gyromitra",
+      "994": "stinkhorn, carrion fungus",
+      "995": "earthstar",
+      "996": "hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa",
+      "997": "bolete",
+      "998": "ear, spike, capitulum",
+      "999": "toilet tissue, toilet paper, bathroom tissue"
+    },
+    "image_size": 224,
+    "initializer_range": 0.02,
+    "intermediate_size": 3072,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "Afghan hound, Afghan": 160,
+      "African chameleon, Chamaeleo chamaeleon": 47,
+      "African crocodile, Nile crocodile, Crocodylus niloticus": 49,
+      "African elephant, Loxodonta africana": 386,
+      "African grey, African gray, Psittacus erithacus": 87,
+      "African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus": 275,
+      "Airedale, Airedale terrier": 191,
+      "American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier": 180,
+      "American alligator, Alligator mississipiensis": 50,
+      "American black bear, black bear, Ursus americanus, Euarctos americanus": 295,
+      "American chameleon, anole, Anolis carolinensis": 40,
+      "American coot, marsh hen, mud hen, water hen, Fulica americana": 137,
+      "American egret, great white heron, Egretta albus": 132,
+      "American lobster, Northern lobster, Maine lobster, Homarus americanus": 122,
+      "Angora, Angora rabbit": 332,
+      "Appenzeller": 240,
+      "Arabian camel, dromedary, Camelus dromedarius": 354,
+      "Arctic fox, white fox, Alopex lagopus": 279,
+      "Australian terrier": 193,
+      "Band Aid": 419,
+      "Bedlington terrier": 181,
+      "Bernese mountain dog": 239,
+      "Blenheim spaniel": 156,
+      "Border collie": 232,
+      "Border terrier": 182,
+      "Boston bull, Boston terrier": 195,
+      "Bouvier des Flandres, Bouviers des Flandres": 233,
+      "Brabancon griffon": 262,
+      "Brittany spaniel": 215,
+      "CD player": 485,
+      "Cardigan, Cardigan Welsh corgi": 264,
+      "Chesapeake Bay retriever": 209,
+      "Chihuahua": 151,
+      "Christmas stocking": 496,
+      "Crock Pot": 521,
+      "Dandie Dinmont, Dandie Dinmont terrier": 194,
+      "Doberman, Doberman pinscher": 236,
+      "Dungeness crab, Cancer magister": 118,
+      "Dutch oven": 544,
+      "Egyptian cat": 285,
+      "English foxhound": 167,
+      "English setter": 212,
+      "English springer, English springer spaniel": 217,
+      "EntleBucher": 241,
+      "Eskimo dog, husky": 248,
+      "European fire salamander, Salamandra salamandra": 25,
+      "European gallinule, Porphyrio porphyrio": 136,
+      "French bulldog": 245,
+      "French horn, horn": 566,
+      "French loaf": 930,
+      "German shepherd, German shepherd dog, German police dog, alsatian": 235,
+      "German short-haired pointer": 210,
+      "Gila monster, Heloderma suspectum": 45,
+      "Gordon setter": 214,
+      "Granny Smith": 948,
+      "Great Dane": 246,
+      "Great Pyrenees": 257,
+      "Greater Swiss Mountain dog": 238,
+      "Ibizan hound, Ibizan Podenco": 173,
+      "Indian cobra, Naja naja": 63,
+      "Indian elephant, Elephas maximus": 385,
+      "Irish setter, red setter": 213,
+      "Irish terrier": 184,
+      "Irish water spaniel": 221,
+      "Irish wolfhound": 170,
+      "Italian greyhound": 171,
+      "Japanese spaniel": 152,
+      "Kerry blue terrier": 183,
+      "Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis": 48,
+      "Labrador retriever": 208,
+      "Lakeland terrier": 189,
+      "Leonberg": 255,
+      "Lhasa, Lhasa apso": 204,
+      "Loafer": 630,
+      "Madagascar cat, ring-tailed lemur, Lemur catta": 383,
+      "Maltese dog, Maltese terrier, Maltese": 153,
+      "Mexican hairless": 268,
+      "Model T": 661,
+      "Newfoundland, Newfoundland dog": 256,
+      "Norfolk terrier": 185,
+      "Norwegian elkhound, elkhound": 174,
+      "Norwich terrier": 186,
+      "Old English sheepdog, bobtail": 229,
+      "Pekinese, Pekingese, Peke": 154,
+      "Pembroke, Pembroke Welsh corgi": 263,
+      "Persian cat": 283,
+      "Petri dish": 712,
+      "Polaroid camera, Polaroid Land camera": 732,
+      "Pomeranian": 259,
+      "Rhodesian ridgeback": 159,
+      "Rottweiler": 234,
+      "Saint Bernard, St Bernard": 247,
+      "Saluki, gazelle hound": 176,
+      "Samoyed, Samoyede": 258,
+      "Scotch terrier, Scottish terrier, Scottie": 199,
+      "Scottish deerhound, deerhound": 177,
+      "Sealyham terrier, Sealyham": 190,
+      "Shetland sheepdog, Shetland sheep dog, Shetland": 230,
+      "Shih-Tzu": 155,
+      "Siamese cat, Siamese": 284,
+      "Siberian husky": 250,
+      "Staffordshire bullterrier, Staffordshire bull terrier": 179,
+      "Sussex spaniel": 220,
+      "Tibetan mastiff": 244,
+      "Tibetan terrier, chrysanthemum dog": 200,
+      "Walker hound, Walker foxhound": 166,
+      "Weimaraner": 178,
+      "Welsh springer spaniel": 218,
+      "West Highland white terrier": 203,
+      "Windsor tie": 906,
+      "Yorkshire terrier": 187,
+      "abacus": 398,
+      "abaya": 399,
+      "academic gown, academic robe, judge's robe": 400,
+      "accordion, piano accordion, squeeze box": 401,
+      "acorn": 988,
+      "acorn squash": 941,
+      "acoustic guitar": 402,
+      "admiral": 321,
+      "affenpinscher, monkey pinscher, monkey dog": 252,
+      "agama": 42,
+      "agaric": 992,
+      "aircraft carrier, carrier, flattop, attack aircraft carrier": 403,
+      "airliner": 404,
+      "airship, dirigible": 405,
+      "albatross, mollymawk": 146,
+      "alligator lizard": 44,
+      "alp": 970,
+      "altar": 406,
+      "ambulance": 407,
+      "amphibian, amphibious vehicle": 408,
+      "analog clock": 409,
+      "anemone fish": 393,
+      "ant, emmet, pismire": 310,
+      "apiary, bee house": 410,
+      "apron": 411,
+      "armadillo": 363,
+      "artichoke, globe artichoke": 944,
+      "ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin": 412,
+      "assault rifle, assault gun": 413,
+      "axolotl, mud puppy, Ambystoma mexicanum": 29,
+      "baboon": 372,
+      "backpack, back pack, knapsack, packsack, rucksack, haversack": 414,
+      "badger": 362,
+      "bagel, beigel": 931,
+      "bakery, bakeshop, bakehouse": 415,
+      "balance beam, beam": 416,
+      "bald eagle, American eagle, Haliaeetus leucocephalus": 22,
+      "balloon": 417,
+      "ballplayer, baseball player": 981,
+      "ballpoint, ballpoint pen, ballpen, Biro": 418,
+      "banana": 954,
+      "banded gecko": 38,
+      "banjo": 420,
+      "bannister, banister, balustrade, balusters, handrail": 421,
+      "barbell": 422,
+      "barber chair": 423,
+      "barbershop": 424,
+      "barn": 425,
+      "barn spider, Araneus cavaticus": 73,
+      "barometer": 426,
+      "barracouta, snoek": 389,
+      "barrel, cask": 427,
+      "barrow, garden cart, lawn cart, wheelbarrow": 428,
+      "baseball": 429,
+      "basenji": 253,
+      "basketball": 430,
+      "basset, basset hound": 161,
+      "bassinet": 431,
+      "bassoon": 432,
+      "bath towel": 434,
+      "bathing cap, swimming cap": 433,
+      "bathtub, bathing tub, bath, tub": 435,
+      "beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon": 436,
+      "beacon, lighthouse, beacon light, pharos": 437,
+      "beagle": 162,
+      "beaker": 438,
+      "bearskin, busby, shako": 439,
+      "beaver": 337,
+      "bee": 309,
+      "bee eater": 92,
+      "beer bottle": 440,
+      "beer glass": 441,
+      "bell cote, bell cot": 442,
+      "bell pepper": 945,
+      "bib": 443,
+      "bicycle-built-for-two, tandem bicycle, tandem": 444,
+      "bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis": 349,
+      "bikini, two-piece": 445,
+      "binder, ring-binder": 446,
+      "binoculars, field glasses, opera glasses": 447,
+      "birdhouse": 448,
+      "bison": 347,
+      "bittern": 133,
+      "black and gold garden spider, Argiope aurantia": 72,
+      "black grouse": 80,
+      "black stork, Ciconia nigra": 128,
+      "black swan, Cygnus atratus": 100,
+      "black widow, Latrodectus mactans": 75,
+      "black-and-tan coonhound": 165,
+      "black-footed ferret, ferret, Mustela nigripes": 359,
+      "bloodhound, sleuthhound": 163,
+      "bluetick": 164,
+      "boa constrictor, Constrictor constrictor": 61,
+      "boathouse": 449,
+      "bobsled, bobsleigh, bob": 450,
+      "bolete": 997,
+      "bolo tie, bolo, bola tie, bola": 451,
+      "bonnet, poke bonnet": 452,
+      "book jacket, dust cover, dust jacket, dust wrapper": 921,
+      "bookcase": 453,
+      "bookshop, bookstore, bookstall": 454,
+      "borzoi, Russian wolfhound": 169,
+      "bottlecap": 455,
+      "bow": 456,
+      "bow tie, bow-tie, bowtie": 457,
+      "box turtle, box tortoise": 37,
+      "boxer": 242,
+      "brain coral": 109,
+      "brambling, Fringilla montifringilla": 10,
+      "brass, memorial tablet, plaque": 458,
+      "brassiere, bra, bandeau": 459,
+      "breakwater, groin, groyne, mole, bulwark, seawall, jetty": 460,
+      "breastplate, aegis, egis": 461,
+      "briard": 226,
+      "broccoli": 937,
+      "broom": 462,
+      "brown bear, bruin, Ursus arctos": 294,
+      "bubble": 971,
+      "bucket, pail": 463,
+      "buckeye, horse chestnut, conker": 990,
+      "buckle": 464,
+      "bulbul": 16,
+      "bull mastiff": 243,
+      "bullet train, bullet": 466,
+      "bulletproof vest": 465,
+      "bullfrog, Rana catesbeiana": 30,
+      "burrito": 965,
+      "bustard": 138,
+      "butcher shop, meat market": 467,
+      "butternut squash": 942,
+      "cab, hack, taxi, taxicab": 468,
+      "cabbage butterfly": 324,
+      "cairn, cairn terrier": 192,
+      "caldron, cauldron": 469,
+      "can opener, tin opener": 473,
+      "candle, taper, wax light": 470,
+      "cannon": 471,
+      "canoe": 472,
+      "capuchin, ringtail, Cebus capucinus": 378,
+      "car mirror": 475,
+      "car wheel": 479,
+      "carbonara": 959,
+      "cardigan": 474,
+      "cardoon": 946,
+      "carousel, carrousel, merry-go-round, roundabout, whirligig": 476,
+      "carpenter's kit, tool kit": 477,
+      "carton": 478,
+      "cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM": 480,
+      "cassette": 481,
+      "cassette player": 482,
+      "castle": 483,
+      "catamaran": 484,
+      "cauliflower": 938,
+      "cello, violoncello": 486,
+      "cellular telephone, cellular phone, cellphone, cell, mobile phone": 487,
+      "centipede": 79,
+      "chain": 488,
+      "chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour": 490,
+      "chain saw, chainsaw": 491,
+      "chainlink fence": 489,
+      "chambered nautilus, pearly nautilus, nautilus": 117,
+      "cheeseburger": 933,
+      "cheetah, chetah, Acinonyx jubatus": 293,
+      "chest": 492,
+      "chickadee": 19,
+      "chiffonier, commode": 493,
+      "chime, bell, gong": 494,
+      "chimpanzee, chimp, Pan troglodytes": 367,
+      "china cabinet, china closet": 495,
+      "chiton, coat-of-mail shell, sea cradle, polyplacophore": 116,
+      "chocolate sauce, chocolate syrup": 960,
+      "chow, chow chow": 260,
+      "church, church building": 497,
+      "cicada, cicala": 316,
+      "cinema, movie theater, movie theatre, movie house, picture palace": 498,
+      "cleaver, meat cleaver, chopper": 499,
+      "cliff dwelling": 500,
+      "cliff, drop, drop-off": 972,
+      "cloak": 501,
+      "clog, geta, patten, sabot": 502,
+      "clumber, clumber spaniel": 216,
+      "cock": 7,
+      "cocker spaniel, English cocker spaniel, cocker": 219,
+      "cockroach, roach": 314,
+      "cocktail shaker": 503,
+      "coffee mug": 504,
+      "coffeepot": 505,
+      "coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch": 391,
+      "coil, spiral, volute, whorl, helix": 506,
+      "collie": 231,
+      "colobus, colobus monkey": 375,
+      "combination lock": 507,
+      "comic book": 917,
+      "common iguana, iguana, Iguana iguana": 39,
+      "common newt, Triturus vulgaris": 26,
+      "computer keyboard, keypad": 508,
+      "conch": 112,
+      "confectionery, confectionary, candy store": 509,
+      "consomme": 925,
+      "container ship, containership, container vessel": 510,
+      "convertible": 511,
+      "coral fungus": 991,
+      "coral reef": 973,
+      "corkscrew, bottle screw": 512,
+      "corn": 987,
+      "cornet, horn, trumpet, trump": 513,
+      "coucal": 91,
+      "cougar, puma, catamount, mountain lion, painter, panther, Felis concolor": 286,
+      "cowboy boot": 514,
+      "cowboy hat, ten-gallon hat": 515,
+      "coyote, prairie wolf, brush wolf, Canis latrans": 272,
+      "cradle": 516,
+      "crane": 517,
+      "crash helmet": 518,
+      "crate": 519,
+      "crayfish, crawfish, crawdad, crawdaddy": 124,
+      "crib, cot": 520,
+      "cricket": 312,
+      "croquet ball": 522,
+      "crossword puzzle, crossword": 918,
+      "crutch": 523,
+      "cucumber, cuke": 943,
+      "cuirass": 524,
+      "cup": 968,
+      "curly-coated retriever": 206,
+      "custard apple": 956,
+      "daisy": 985,
+      "dalmatian, coach dog, carriage dog": 251,
+      "dam, dike, dyke": 525,
+      "damselfly": 320,
+      "desk": 526,
+      "desktop computer": 527,
+      "dhole, Cuon alpinus": 274,
+      "dial telephone, dial phone": 528,
+      "diamondback, diamondback rattlesnake, Crotalus adamanteus": 67,
+      "diaper, nappy, napkin": 529,
+      "digital clock": 530,
+      "digital watch": 531,
+      "dingo, warrigal, warragal, Canis dingo": 273,
+      "dining table, board": 532,
+      "dishrag, dishcloth": 533,
+      "dishwasher, dish washer, dishwashing machine": 534,
+      "disk brake, disc brake": 535,
+      "dock, dockage, docking facility": 536,
+      "dogsled, dog sled, dog sleigh": 537,
+      "dome": 538,
+      "doormat, welcome mat": 539,
+      "dough": 961,
+      "dowitcher": 142,
+      "dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk": 319,
+      "drake": 97,
+      "drilling platform, offshore rig": 540,
+      "drum, membranophone, tympan": 541,
+      "drumstick": 542,
+      "dugong, Dugong dugon": 149,
+      "dumbbell": 543,
+      "dung beetle": 305,
+      "ear, spike, capitulum": 998,
+      "earthstar": 995,
+      "echidna, spiny anteater, anteater": 102,
+      "eel": 390,
+      "eft": 27,
+      "eggnog": 969,
+      "electric fan, blower": 545,
+      "electric guitar": 546,
+      "electric locomotive": 547,
+      "electric ray, crampfish, numbfish, torpedo": 5,
+      "entertainment center": 548,
+      "envelope": 549,
+      "espresso": 967,
+      "espresso maker": 550,
+      "face powder": 551,
+      "feather boa, boa": 552,
+      "fiddler crab": 120,
+      "fig": 952,
+      "file, file cabinet, filing cabinet": 553,
+      "fire engine, fire truck": 555,
+      "fire screen, fireguard": 556,
+      "fireboat": 554,
+      "flagpole, flagstaff": 557,
+      "flamingo": 130,
+      "flat-coated retriever": 205,
+      "flatworm, platyhelminth": 110,
+      "flute, transverse flute": 558,
+      "fly": 308,
+      "folding chair": 559,
+      "football helmet": 560,
+      "forklift": 561,
+      "fountain": 562,
+      "fountain pen": 563,
+      "four-poster": 564,
+      "fox squirrel, eastern fox squirrel, Sciurus niger": 335,
+      "freight car": 565,
+      "frilled lizard, Chlamydosaurus kingi": 43,
+      "frying pan, frypan, skillet": 567,
+      "fur coat": 568,
+      "gar, garfish, garpike, billfish, Lepisosteus osseus": 395,
+      "garbage truck, dustcart": 569,
+      "garden spider, Aranea diademata": 74,
+      "garter snake, grass snake": 57,
+      "gas pump, gasoline pump, petrol pump, island dispenser": 571,
+      "gasmask, respirator, gas helmet": 570,
+      "gazelle": 353,
+      "geyser": 974,
+      "giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca": 388,
+      "giant schnauzer": 197,
+      "gibbon, Hylobates lar": 368,
+      "go-kart": 573,
+      "goblet": 572,
+      "golden retriever": 207,
+      "goldfinch, Carduelis carduelis": 11,
+      "goldfish, Carassius auratus": 1,
+      "golf ball": 574,
+      "golfcart, golf cart": 575,
+      "gondola": 576,
+      "gong, tam-tam": 577,
+      "goose": 99,
+      "gorilla, Gorilla gorilla": 366,
+      "gown": 578,
+      "grand piano, grand": 579,
+      "grasshopper, hopper": 311,
+      "great grey owl, great gray owl, Strix nebulosa": 24,
+      "great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias": 2,
+      "green lizard, Lacerta viridis": 46,
+      "green mamba": 64,
+      "green snake, grass snake": 55,
+      "greenhouse, nursery, glasshouse": 580,
+      "grey fox, gray fox, Urocyon cinereoargenteus": 280,
+      "grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus": 147,
+      "grille, radiator grille": 581,
+      "grocery store, grocery, food market, market": 582,
+      "groenendael": 224,
+      "groom, bridegroom": 982,
+      "ground beetle, carabid beetle": 302,
+      "guacamole": 924,
+      "guenon, guenon monkey": 370,
+      "guillotine": 583,
+      "guinea pig, Cavia cobaya": 338,
+      "gyromitra": 993,
+      "hair slide": 584,
+      "hair spray": 585,
+      "half track": 586,
+      "hammer": 587,
+      "hammerhead, hammerhead shark": 4,
+      "hamper": 588,
+      "hamster": 333,
+      "hand blower, blow dryer, blow drier, hair dryer, hair drier": 589,
+      "hand-held computer, hand-held microcomputer": 590,
+      "handkerchief, hankie, hanky, hankey": 591,
+      "hard disc, hard disk, fixed disk": 592,
+      "hare": 331,
+      "harmonica, mouth organ, harp, mouth harp": 593,
+      "harp": 594,
+      "hartebeest": 351,
+      "harvester, reaper": 595,
+      "harvestman, daddy longlegs, Phalangium opilio": 70,
+      "hatchet": 596,
+      "hay": 958,
+      "head cabbage": 936,
+      "hen": 8,
+      "hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa": 996,
+      "hermit crab": 125,
+      "hip, rose hip, rosehip": 989,
+      "hippopotamus, hippo, river horse, Hippopotamus amphibius": 344,
+      "hog, pig, grunter, squealer, Sus scrofa": 341,
+      "hognose snake, puff adder, sand viper": 54,
+      "holster": 597,
+      "home theater, home theatre": 598,
+      "honeycomb": 599,
+      "hook, claw": 600,
+      "hoopskirt, crinoline": 601,
+      "horizontal bar, high bar": 602,
+      "hornbill": 93,
+      "horned viper, cerastes, sand viper, horned asp, Cerastes cornutus": 66,
+      "horse cart, horse-cart": 603,
+      "hot pot, hotpot": 926,
+      "hotdog, hot dog, red hot": 934,
+      "hourglass": 604,
+      "house finch, linnet, Carpodacus mexicanus": 12,
+      "howler monkey, howler": 379,
+      "hummingbird": 94,
+      "hyena, hyaena": 276,
+      "iPod": 605,
+      "ibex, Capra ibex": 350,
+      "ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus": 296,
+      "ice cream, icecream": 928,
+      "ice lolly, lolly, lollipop, popsicle": 929,
+      "impala, Aepyceros melampus": 352,
+      "indigo bunting, indigo finch, indigo bird, Passerina cyanea": 14,
+      "indri, indris, Indri indri, Indri brevicaudatus": 384,
+      "iron, smoothing iron": 606,
+      "isopod": 126,
+      "jacamar": 95,
+      "jack-o'-lantern": 607,
+      "jackfruit, jak, jack": 955,
+      "jaguar, panther, Panthera onca, Felis onca": 290,
+      "jay": 17,
+      "jean, blue jean, denim": 608,
+      "jeep, landrover": 609,
+      "jellyfish": 107,
+      "jersey, T-shirt, tee shirt": 610,
+      "jigsaw puzzle": 611,
+      "jinrikisha, ricksha, rickshaw": 612,
+      "joystick": 613,
+      "junco, snowbird": 13,
+      "keeshond": 261,
+      "kelpie": 227,
+      "killer whale, killer, orca, grampus, sea wolf, Orcinus orca": 148,
+      "kimono": 614,
+      "king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica": 121,
+      "king penguin, Aptenodytes patagonica": 145,
+      "king snake, kingsnake": 56,
+      "kit fox, Vulpes macrotis": 278,
+      "kite": 21,
+      "knee pad": 615,
+      "knot": 616,
+      "koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus": 105,
+      "komondor": 228,
+      "kuvasz": 222,
+      "lab coat, laboratory coat": 617,
+      "lacewing, lacewing fly": 318,
+      "ladle": 618,
+      "ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle": 301,
+      "lakeside, lakeshore": 975,
+      "lampshade, lamp shade": 619,
+      "langur": 374,
+      "laptop, laptop computer": 620,
+      "lawn mower, mower": 621,
+      "leaf beetle, chrysomelid": 304,
+      "leafhopper": 317,
+      "leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea": 34,
+      "lemon": 951,
+      "lens cap, lens cover": 622,
+      "leopard, Panthera pardus": 288,
+      "lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens": 387,
+      "letter opener, paper knife, paperknife": 623,
+      "library": 624,
+      "lifeboat": 625,
+      "lighter, light, igniter, ignitor": 626,
+      "limousine, limo": 627,
+      "limpkin, Aramus pictus": 135,
+      "liner, ocean liner": 628,
+      "lion, king of beasts, Panthera leo": 291,
+      "lionfish": 396,
+      "lipstick, lip rouge": 629,
+      "little blue heron, Egretta caerulea": 131,
+      "llama": 355,
+      "loggerhead, loggerhead turtle, Caretta caretta": 33,
+      "long-horned beetle, longicorn, longicorn beetle": 303,
+      "lorikeet": 90,
+      "lotion": 631,
+      "loudspeaker, speaker, speaker unit, loudspeaker system, speaker system": 632,
+      "loupe, jeweler's loupe": 633,
+      "lumbermill, sawmill": 634,
+      "lycaenid, lycaenid butterfly": 326,
+      "lynx, catamount": 287,
+      "macaque": 373,
+      "macaw": 88,
+      "magnetic compass": 635,
+      "magpie": 18,
+      "mailbag, postbag": 636,
+      "mailbox, letter box": 637,
+      "maillot": 638,
+      "maillot, tank suit": 639,
+      "malamute, malemute, Alaskan malamute": 249,
+      "malinois": 225,
+      "manhole cover": 640,
+      "mantis, mantid": 315,
+      "maraca": 641,
+      "marimba, xylophone": 642,
+      "marmoset": 377,
+      "marmot": 336,
+      "mashed potato": 935,
+      "mask": 643,
+      "matchstick": 644,
+      "maypole": 645,
+      "maze, labyrinth": 646,
+      "measuring cup": 647,
+      "meat loaf, meatloaf": 962,
+      "medicine chest, medicine cabinet": 648,
+      "meerkat, mierkat": 299,
+      "megalith, megalithic structure": 649,
+      "menu": 922,
+      "microphone, mike": 650,
+      "microwave, microwave oven": 651,
+      "military uniform": 652,
+      "milk can": 653,
+      "miniature pinscher": 237,
+      "miniature poodle": 266,
+      "miniature schnauzer": 196,
+      "minibus": 654,
+      "miniskirt, mini": 655,
+      "minivan": 656,
+      "mink": 357,
+      "missile": 657,
+      "mitten": 658,
+      "mixing bowl": 659,
+      "mobile home, manufactured home": 660,
+      "modem": 662,
+      "monarch, monarch butterfly, milkweed butterfly, Danaus plexippus": 323,
+      "monastery": 663,
+      "mongoose": 298,
+      "monitor": 664,
+      "moped": 665,
+      "mortar": 666,
+      "mortarboard": 667,
+      "mosque": 668,
+      "mosquito net": 669,
+      "motor scooter, scooter": 670,
+      "mountain bike, all-terrain bike, off-roader": 671,
+      "mountain tent": 672,
+      "mouse, computer mouse": 673,
+      "mousetrap": 674,
+      "moving van": 675,
+      "mud turtle": 35,
+      "mushroom": 947,
+      "muzzle": 676,
+      "nail": 677,
+      "neck brace": 678,
+      "necklace": 679,
+      "nematode, nematode worm, roundworm": 111,
+      "night snake, Hypsiglena torquata": 60,
+      "nipple": 680,
+      "notebook, notebook computer": 681,
+      "obelisk": 682,
+      "oboe, hautboy, hautbois": 683,
+      "ocarina, sweet potato": 684,
+      "odometer, hodometer, mileometer, milometer": 685,
+      "oil filter": 686,
+      "orange": 950,
+      "orangutan, orang, orangutang, Pongo pygmaeus": 365,
+      "organ, pipe organ": 687,
+      "oscilloscope, scope, cathode-ray oscilloscope, CRO": 688,
+      "ostrich, Struthio camelus": 9,
+      "otter": 360,
+      "otterhound, otter hound": 175,
+      "overskirt": 689,
+      "ox": 345,
+      "oxcart": 690,
+      "oxygen mask": 691,
+      "oystercatcher, oyster catcher": 143,
+      "packet": 692,
+      "paddle, boat paddle": 693,
+      "paddlewheel, paddle wheel": 694,
+      "padlock": 695,
+      "paintbrush": 696,
+      "pajama, pyjama, pj's, jammies": 697,
+      "palace": 698,
+      "panpipe, pandean pipe, syrinx": 699,
+      "paper towel": 700,
+      "papillon": 157,
+      "parachute, chute": 701,
+      "parallel bars, bars": 702,
+      "park bench": 703,
+      "parking meter": 704,
+      "partridge": 86,
+      "passenger car, coach, carriage": 705,
+      "patas, hussar monkey, Erythrocebus patas": 371,
+      "patio, terrace": 706,
+      "pay-phone, pay-station": 707,
+      "peacock": 84,
+      "pedestal, plinth, footstall": 708,
+      "pelican": 144,
+      "pencil box, pencil case": 709,
+      "pencil sharpener": 710,
+      "perfume, essence": 711,
+      "photocopier": 713,
+      "pick, plectrum, plectron": 714,
+      "pickelhaube": 715,
+      "picket fence, paling": 716,
+      "pickup, pickup truck": 717,
+      "pier": 718,
+      "piggy bank, penny bank": 719,
+      "pill bottle": 720,
+      "pillow": 721,
+      "pineapple, ananas": 953,
+      "ping-pong ball": 722,
+      "pinwheel": 723,
+      "pirate, pirate ship": 724,
+      "pitcher, ewer": 725,
+      "pizza, pizza pie": 963,
+      "plane, carpenter's plane, woodworking plane": 726,
+      "planetarium": 727,
+      "plastic bag": 728,
+      "plate": 923,
+      "plate rack": 729,
+      "platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus": 103,
+      "plow, plough": 730,
+      "plunger, plumber's helper": 731,
+      "pole": 733,
+      "polecat, fitch, foulmart, foumart, Mustela putorius": 358,
+      "police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria": 734,
+      "pomegranate": 957,
+      "poncho": 735,
+      "pool table, billiard table, snooker table": 736,
+      "pop bottle, soda bottle": 737,
+      "porcupine, hedgehog": 334,
+      "pot, flowerpot": 738,
+      "potpie": 964,
+      "potter's wheel": 739,
+      "power drill": 740,
+      "prairie chicken, prairie grouse, prairie fowl": 83,
+      "prayer rug, prayer mat": 741,
+      "pretzel": 932,
+      "printer": 742,
+      "prison, prison house": 743,
+      "proboscis monkey, Nasalis larvatus": 376,
+      "projectile, missile": 744,
+      "projector": 745,
+      "promontory, headland, head, foreland": 976,
+      "ptarmigan": 81,
+      "puck, hockey puck": 746,
+      "puffer, pufferfish, blowfish, globefish": 397,
+      "pug, pug-dog": 254,
+      "punching bag, punch bag, punching ball, punchball": 747,
+      "purse": 748,
+      "quail": 85,
+      "quill, quill pen": 749,
+      "quilt, comforter, comfort, puff": 750,
+      "racer, race car, racing car": 751,
+      "racket, racquet": 752,
+      "radiator": 753,
+      "radio telescope, radio reflector": 755,
+      "radio, wireless": 754,
+      "rain barrel": 756,
+      "ram, tup": 348,
+      "rapeseed": 984,
+      "recreational vehicle, RV, R.V.": 757,
+      "red fox, Vulpes vulpes": 277,
+      "red wine": 966,
+      "red wolf, maned wolf, Canis rufus, Canis niger": 271,
+      "red-backed sandpiper, dunlin, Erolia alpina": 140,
+      "red-breasted merganser, Mergus serrator": 98,
+      "redbone": 168,
+      "redshank, Tringa totanus": 141,
+      "reel": 758,
+      "reflex camera": 759,
+      "refrigerator, icebox": 760,
+      "remote control, remote": 761,
+      "restaurant, eating house, eating place, eatery": 762,
+      "revolver, six-gun, six-shooter": 763,
+      "rhinoceros beetle": 306,
+      "rifle": 764,
+      "ringlet, ringlet butterfly": 322,
+      "ringneck snake, ring-necked snake, ring snake": 53,
+      "robin, American robin, Turdus migratorius": 15,
+      "rock beauty, Holocanthus tricolor": 392,
+      "rock crab, Cancer irroratus": 119,
+      "rock python, rock snake, Python sebae": 62,
+      "rocking chair, rocker": 765,
+      "rotisserie": 766,
+      "rubber eraser, rubber, pencil eraser": 767,
+      "ruddy turnstone, Arenaria interpres": 139,
+      "ruffed grouse, partridge, Bonasa umbellus": 82,
+      "rugby ball": 768,
+      "rule, ruler": 769,
+      "running shoe": 770,
+      "safe": 771,
+      "safety pin": 772,
+      "saltshaker, salt shaker": 773,
+      "sandal": 774,
+      "sandbar, sand bar": 977,
+      "sarong": 775,
+      "sax, saxophone": 776,
+      "scabbard": 777,
+      "scale, weighing machine": 778,
+      "schipperke": 223,
+      "school bus": 779,
+      "schooner": 780,
+      "scoreboard": 781,
+      "scorpion": 71,
+      "screen, CRT screen": 782,
+      "screw": 783,
+      "screwdriver": 784,
+      "scuba diver": 983,
+      "sea anemone, anemone": 108,
+      "sea cucumber, holothurian": 329,
+      "sea lion": 150,
+      "sea slug, nudibranch": 115,
+      "sea snake": 65,
+      "sea urchin": 328,
+      "seashore, coast, seacoast, sea-coast": 978,
+      "seat belt, seatbelt": 785,
+      "sewing machine": 786,
+      "shield, buckler": 787,
+      "shoe shop, shoe-shop, shoe store": 788,
+      "shoji": 789,
+      "shopping basket": 790,
+      "shopping cart": 791,
+      "shovel": 792,
+      "shower cap": 793,
+      "shower curtain": 794,
+      "siamang, Hylobates syndactylus, Symphalangus syndactylus": 369,
+      "sidewinder, horned rattlesnake, Crotalus cerastes": 68,
+      "silky terrier, Sydney silky": 201,
+      "ski": 795,
+      "ski mask": 796,
+      "skunk, polecat, wood pussy": 361,
+      "sleeping bag": 797,
+      "slide rule, slipstick": 798,
+      "sliding door": 799,
+      "slot, one-armed bandit": 800,
+      "sloth bear, Melursus ursinus, Ursus ursinus": 297,
+      "slug": 114,
+      "snail": 113,
+      "snorkel": 801,
+      "snow leopard, ounce, Panthera uncia": 289,
+      "snowmobile": 802,
+      "snowplow, snowplough": 803,
+      "soap dispenser": 804,
+      "soccer ball": 805,
+      "sock": 806,
+      "soft-coated wheaten terrier": 202,
+      "solar dish, solar collector, solar furnace": 807,
+      "sombrero": 808,
+      "sorrel": 339,
+      "soup bowl": 809,
+      "space bar": 810,
+      "space heater": 811,
+      "space shuttle": 812,
+      "spaghetti squash": 940,
+      "spatula": 813,
+      "speedboat": 814,
+      "spider monkey, Ateles geoffroyi": 381,
+      "spider web, spider's web": 815,
+      "spindle": 816,
+      "spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish": 123,
+      "spoonbill": 129,
+      "sports car, sport car": 817,
+      "spotlight, spot": 818,
+      "spotted salamander, Ambystoma maculatum": 28,
+      "squirrel monkey, Saimiri sciureus": 382,
+      "stage": 819,
+      "standard poodle": 267,
+      "standard schnauzer": 198,
+      "starfish, sea star": 327,
+      "steam locomotive": 820,
+      "steel arch bridge": 821,
+      "steel drum": 822,
+      "stethoscope": 823,
+      "stingray": 6,
+      "stinkhorn, carrion fungus": 994,
+      "stole": 824,
+      "stone wall": 825,
+      "stopwatch, stop watch": 826,
+      "stove": 827,
+      "strainer": 828,
+      "strawberry": 949,
+      "street sign": 919,
+      "streetcar, tram, tramcar, trolley, trolley car": 829,
+      "stretcher": 830,
+      "studio couch, day bed": 831,
+      "stupa, tope": 832,
+      "sturgeon": 394,
+      "submarine, pigboat, sub, U-boat": 833,
+      "suit, suit of clothes": 834,
+      "sulphur butterfly, sulfur butterfly": 325,
+      "sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita": 89,
+      "sundial": 835,
+      "sunglass": 836,
+      "sunglasses, dark glasses, shades": 837,
+      "sunscreen, sunblock, sun blocker": 838,
+      "suspension bridge": 839,
+      "swab, swob, mop": 840,
+      "sweatshirt": 841,
+      "swimming trunks, bathing trunks": 842,
+      "swing": 843,
+      "switch, electric switch, electrical switch": 844,
+      "syringe": 845,
+      "tabby, tabby cat": 281,
+      "table lamp": 846,
+      "tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui": 32,
+      "tank, army tank, armored combat vehicle, armoured combat vehicle": 847,
+      "tape player": 848,
+      "tarantula": 76,
+      "teapot": 849,
+      "teddy, teddy bear": 850,
+      "television, television system": 851,
+      "tench, Tinca tinca": 0,
+      "tennis ball": 852,
+      "terrapin": 36,
+      "thatch, thatched roof": 853,
+      "theater curtain, theatre curtain": 854,
+      "thimble": 855,
+      "three-toed sloth, ai, Bradypus tridactylus": 364,
+      "thresher, thrasher, threshing machine": 856,
+      "throne": 857,
+      "thunder snake, worm snake, Carphophis amoenus": 52,
+      "tick": 78,
+      "tiger beetle": 300,
+      "tiger cat": 282,
+      "tiger shark, Galeocerdo cuvieri": 3,
+      "tiger, Panthera tigris": 292,
+      "tile roof": 858,
+      "timber wolf, grey wolf, gray wolf, Canis lupus": 269,
+      "titi, titi monkey": 380,
+      "toaster": 859,
+      "tobacco shop, tobacconist shop, tobacconist": 860,
+      "toilet seat": 861,
+      "toilet tissue, toilet paper, bathroom tissue": 999,
+      "torch": 862,
+      "totem pole": 863,
+      "toucan": 96,
+      "tow truck, tow car, wrecker": 864,
+      "toy poodle": 265,
+      "toy terrier": 158,
+      "toyshop": 865,
+      "tractor": 866,
+      "traffic light, traffic signal, stoplight": 920,
+      "trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi": 867,
+      "tray": 868,
+      "tree frog, tree-frog": 31,
+      "trench coat": 869,
+      "triceratops": 51,
+      "tricycle, trike, velocipede": 870,
+      "trifle": 927,
+      "trilobite": 69,
+      "trimaran": 871,
+      "tripod": 872,
+      "triumphal arch": 873,
+      "trolleybus, trolley coach, trackless trolley": 874,
+      "trombone": 875,
+      "tub, vat": 876,
+      "turnstile": 877,
+      "tusker": 101,
+      "typewriter keyboard": 878,
+      "umbrella": 879,
+      "unicycle, monocycle": 880,
+      "upright, upright piano": 881,
+      "vacuum, vacuum cleaner": 882,
+      "valley, vale": 979,
+      "vase": 883,
+      "vault": 884,
+      "velvet": 885,
+      "vending machine": 886,
+      "vestment": 887,
+      "viaduct": 888,
+      "vine snake": 59,
+      "violin, fiddle": 889,
+      "vizsla, Hungarian pointer": 211,
+      "volcano": 980,
+      "volleyball": 890,
+      "vulture": 23,
+      "waffle iron": 891,
+      "walking stick, walkingstick, stick insect": 313,
+      "wall clock": 892,
+      "wallaby, brush kangaroo": 104,
+      "wallet, billfold, notecase, pocketbook": 893,
+      "wardrobe, closet, press": 894,
+      "warplane, military plane": 895,
+      "warthog": 343,
+      "washbasin, handbasin, washbowl, lavabo, wash-hand basin": 896,
+      "washer, automatic washer, washing machine": 897,
+      "water bottle": 898,
+      "water buffalo, water ox, Asiatic buffalo, Bubalus bubalis": 346,
+      "water jug": 899,
+      "water ouzel, dipper": 20,
+      "water snake": 58,
+      "water tower": 900,
+      "weasel": 356,
+      "web site, website, internet site, site": 916,
+      "weevil": 307,
+      "whippet": 172,
+      "whiptail, whiptail lizard": 41,
+      "whiskey jug": 901,
+      "whistle": 902,
+      "white stork, Ciconia ciconia": 127,
+      "white wolf, Arctic wolf, Canis lupus tundrarum": 270,
+      "wig": 903,
+      "wild boar, boar, Sus scrofa": 342,
+      "window screen": 904,
+      "window shade": 905,
+      "wine bottle": 907,
+      "wing": 908,
+      "wire-haired fox terrier": 188,
+      "wok": 909,
+      "wolf spider, hunting spider": 77,
+      "wombat": 106,
+      "wood rabbit, cottontail, cottontail rabbit": 330,
+      "wooden spoon": 910,
+      "wool, woolen, woollen": 911,
+      "worm fence, snake fence, snake-rail fence, Virginia fence": 912,
+      "wreck": 913,
+      "yawl": 914,
+      "yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum": 986,
+      "yurt": 915,
+      "zebra": 340,
+      "zucchini, courgette": 939
+    },
+    "layer_norm_eps": 1e-12,
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "min_length": 0,
+    "model_type": "vit",
+    "no_repeat_ngram_size": 0,
+    "num_attention_heads": 12,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_channels": 3,
+    "num_hidden_layers": 12,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "pad_token_id": null,
+    "patch_size": 16,
+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "qkv_bias": true,
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": null,
+    "torchscript": false,
+    "transformers_version": "4.17.0",
+    "typical_p": 1.0,
+    "use_bfloat16": false
+  }
+}
diff --git a/pytorch_model.bin b/pytorch_model.bin
new file mode 100644
index 0000000..48ce581
--- /dev/null
+++ b/pytorch_model.bin
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd64ced7aa6d861b7a47fe5c96140b41abf81db484759485fd91e949278dc139
+size 786624867
diff --git a/rinna.png b/rinna.png
new file mode 100644
index 0000000000000000000000000000000000000000..d0f007efdb690e637bbd955389e411a381839042
GIT binary patch
literal 60349
zcmeEs1yEeswkQ@XI0^3VbmQ(pg9b>@&@_!(8V~Mn!2<*c5Zv7zf(Lg9PVnFf0e&-?
z%*?%i?!WK9dcW$ws>iABKJ2~M+RJ616RM^nhlx&t4hIK^sUR<-0S5;kbN@j_hK=~N
z@eRR#;2kvNq~J<N$iBe-IflGYFjZEDV}aeH!lA(9!6Du+fn9L$BybOYyN81_h9~{w
z-V&ba_caKxH9$DnHykDG1BK`M?fwz${!Oq29MbQwA7H=tfAX*o4C~KdNfSF`2$h<-
zoui$Dxt%=~7m$OCis`w9t%;qB12Y^P7k~>O1P~Ac3Qz(0gt)kccmZ&5NHIu%?68;#
z|0kuH2)}lNkI6**^ZtI@Uzh;gR6uSaAg>U&0GyxXN;GT=&0b!|0S@jV{{06Y?rj<o
z92{Pzh2{&#7s^kCz;-qqpnEboTy5;{F~Nzr3c+q|AdVm^R~u_v2O(Ecn%`Ck!S3&e
zIccbVTjFRXO7lWljY`@M3ZdfT0B`_k#L%gzs6?P9ra~GrvcH4F{u8A!cXYHD;^cI3
zap7>`=CFgBaRLPe1vvp+oLpS&uodhMZnlmfS9V(m+Mh^%;gNwjfT0%ljuv*dRQGs6
z#&%AQqBJ!38~yS3lTH)xAN$xlL9Kt=#RSX=v4+?{Y#kjqfgC{2zk`Eu`v;({!|&37
z$%WGuWDf%Z{4J29h3TJc{R7nf%)bPKxLW)Ru=|;R2?irkS^57=q>atr(&^y%#2F^9
z-{t=gg#KdBLDS71!l?mquycZfAy1rP!lL~<IXO6LK>h{se~${b{BIH2|8j`Gr|XaD
zpW^t<rhckg!~`s4Y6rCeIf_}>fXpDAmi7=c5zaqH|FjAbn8<{rp%9Rx9aPiK&RXpM
z?296t|GfU6P$|O<-vs0ck^wnF#O}R~9U#CC6wv(Tx2ym`ApqbfntxdPPk4SK3GxqE
z0Nk3teD<$c{<89)a46fESeUx~1CD=1$)79#g5%yoh3@rj?R4)~TDBIBVq7Aee>eQk
zP^wT1n0bKi!Nh>SgZy>uFYE6OT1d^p6=JO;V*&F(hu>fT_d@#HsecBQwzIZ_KC=gb
zA@@7|2J)Aoe_s9DMlb&LMt_<53+QitB_wa*0J9RezZe?K+<uE<&mgb<arD=OwZ(7I
z$Q}fBfZV%}D9tbb`6GP&5uNT~ese=12Rl<o7Z4O8X$BMGzqQD}gZY#8KhXb<+r=DW
z`-frvjY<8)_S>p|jl{y%!4YH&hA7C0!9>GhVPPV~%?suc<T5p37vur~*ab{^fb7O5
zU@$w#Q~<=y%g@hk0tAV0{>1(l@PEAr2>hG%fbV@1V)6_0_tAd_6XCoM`qmczU9<o;
z2iclIOvE^U@%3xqpBekpDE?7#{F<;p!Ye4m1N;>W{<De`1Q~-N5HN(DkDK3w-B<vo
zIFN~nF*`2^Bp@gV^Fu*n-d|My-zd%j<orKsa}@dqwf#-_{m-fm00M%z0j3ak9xyNO
zy}yBBo(Iz+KLpGR5a0)cjDZ6Goz(Wr-R*3hA<%#C@PGOREVhDR<t7B`AZ7}+v!Mdn
z+gn?Je@i`_&bB7M*J*zg3sjDFRDUfBe#-wZNdDOa|6hcb-<dUmKrQ~gll(2K;9qj0
z`ftPZ|I4iQD}4TE<LQ5)W10W}#sXj-6Lx+<ZWDF@ga^QG%mw0O=K%ouL0rb%rX~Wg
z(&qm@5&q}n=}!y(#~S6g3RGG7Z)%$RiWoKltJcgcY(dsCc3`Lbz6h4;e|C2!c3@b#
z|HGezz$W}$rUDQ!yNLiFENeh`_}B%(f?VtnQ!p54YHVT(FoqS4{}Sn+?)Lk}GC!R{
z_THE8lls4}onVy>tc4J=`>&<=Un2dJ;-8**zxQ7f<FA6~KN_I_3H<M{!$kgHp@W|s
z{RP>dd;L<-UxfdcQtEfjDE#kL-+#>5e=7ek;D6cp=iI-wGA@WIkRQm;&Cbok&&SRU
z<`G~Q5CogD^YfVSm_m%X0LBpGKbZJaTz}c<PmBGvnIx=&y|3sU{=(|LO7E>s3S{<=
zqrWC#HRj*@0goV%*8~6*War`%fF)#}`-IHR4`$~vfe7&Nz^Y>b6Vrc}Oa29F6JrQ~
zTaeF`UBHBon;j$o3ogbyu+|bL6Fwjhw*c&$`|nZz9Q{XTL^%Irq7eCW*>4RMteu32
z!S?yP;lGu$g0!?6)Xvnx8X|Uo$VR2`M4AsM$j8Ud#R2Qo{zUVab-&~JN%mjPbbiyt
z&r#Tkkr+Bm)xS=k#L(wTNOR!eB;XWeBsE>(_tQ~)7N5-BWw1Yo_CFYxmY0`8ZF%_K
z$1&#xT*8MCD&r>|mv)jKTAKUsX);m6c8WrH)P>|xa?!`7l&D)Sp*AjeE2BdrOIuKg
z-4UL%!|CG9#mon>)70&hyrHKwjOD1fh`%n;Zi&j^Rq%0$@9!6Uu<u8SwO}0J&r1yt
znFf&=%?7B^E%Ea*q54W1LiF=uLPL!8jSr|LVm7Awd2z*DVaj0qyy633s1&92A|CyY
z42M|$2Qtm?mtv=c2^D=7yKLC+$U-pay#Anz9z?|z^X3x)?UUb;$spsk{i4zL4FHBp
z!8|<n7cv^e(3Rim>y}U;3c<*stL~Bi#bm5+x83jb8E4XA$RKOr%^T<ZVj0FR|NpT2
zKid8O#+b)(AKY860hlUj&<2MpR^IxUO)P|H$L`*)+iG0JOYDpgRu_p$gp4uBMQOc2
zx`8v)2RPB(M}qZOqtf-RQAGKg7<6aqb^^_Xlk?rsOLq(;De@3rR5#X8XC_syxex3k
zrd6fs%LCB!YixR&Ox1gT%E$yVoM;<S;cUmaP{(48qK{%?Vor~bkF#K!a1rY@KyynB
zTjr^DbLwoD8mHaI^=d2=l+%T#LIy=;#M4z42=uH$dNwr)Q<IakpR%NFKE_aM8yML5
zBV$$;7P1hQ*49q<pg~?VIhWLU6C|U7Xr$4S!?qPWBs4)<ic06FP^m>kd-4$WZ7FkW
zYsYR1S%BTLh+ea6MahebP6BpalZg+?RrE@U0u1Aei~H}yZ_XwT4L~HhhN|yG=A7p(
z7)ixE>cMR5ebM|_$-O_mogU;S8CJep@10v%zTjJcBpFz5e2m=#Cdb%;3>IcM146e$
ze4*_U@e%`BkBy0iy5Rz<V|1#qk*Z$QTBi)BaQB%GC9e|oo_(1(h~!_k*FZ#SBJz=^
zRiFY*&de;d`y!J2)7a%;(uGS&jX2Pu<Phf&4U{{688@!9#H{M0aGymHJBD9y7!|cy
zu&JxTrIoF3-rL>P?Xn*u$C`dfW=Dg}2ZTk}xo*_xIj3k}iOgpOnpQ@ryc!Q=+_#2O
zE*2d|=bovGLa;@SeMsl(klE^ej<HGkhJbL%(p0_FsF%vh%0WDMnhH7C;5Bj_O+#vx
z)f66PS{X`ae=8!aAqFz)(RLq!Y%FOZmVhOfm8FY$E6xSC?es`1x_BVCx1LA3UQPBS
z5(lV;b#Gc^y3~msAS#>%DTL77?H<CH)qRxSiyxk*tZAybtax6&CIX*DAxZwAdfaZ0
z;P9DbjWoIQbu9l0rjxJ5qb+Q(^Z?pZ6k!ZG_p2@bHj7}2*ZI%FvkuXphE&&MT^_9W
zT!;872f|VU-{TKpF>>R~n0yq!5SinXLC%Gn%N4sBL-!I;9urasv#fQ*$}B%X<+)J1
zngB8e(dUTc{8fbJn*+PL^=R>BETJ7L#`H{6L<Cy2RfOA4PZ2o`Yin3oudD!)O&sAM
zk}Htr=igqh+|4WVFPVtnd{Na~2hmFK23Vq5AovT+1j2n~Gm#BE8u->&1<iil)%4Ib
z%#*RbAn%<e<@Idez7HanJ;lpaHzS7FP^5_N(+};iRF#S_2#nUokl3Jh?r80BQhT=K
zx*q8~rS-g_yuR!GTR-)7098)lC*oChjAx-U2YZ2*9Ij3!I#s;{Y%e|+KA`<})hB)^
z(r8bO1t<1U%V*W?o@$JHs)6Ms6Z<%b2ce{vZ}se2rW8mWwnv;^$wpHgI9?AXak|K!
zV&U)RVS^a_QLvqB<8-P_1=*U9JddjIRRlWR91a@yN>y$i(^W7<o=spw@U?}xVw6Mn
zZ{KRUJ5BACwb{BXz6wrvS#~R7l2i_4N3=jP7ss>1oQ>v0f8|Gxnu=yS2oGq?@cRCR
z&tjbJGGDX{YjsV~IJ4|ND!c@7eVCv|Mh_(_WSZ2>xY;+;>pCp&!m_34=?r|hR3$|-
zN5W)S9PBGa7D+BV4a7@BLpW`@xmY-u1xGu*Dkpy6wE8-<J2k{t>|TnVKHbSOeMC%j
zhS6f*^F0r&UUHAX;h_u$v}@9wQ6ReJQYTO?!6zBME=YIVN{MP{?*<8x;nE;~$AeWG
zXY_nvT`a^v7S@Or@2f7#{r##@=OZIBdD8mNvODe=pBn-#ACmSHo27vW4PCSJR07k`
zb30l`1wYJE0%5#(Tc1b1*p{N{X?)gp)x){}KAfY{rgpB^O>^~$X1?EC$dfNF3WRG;
z*9UcVFl!uEczt*2eP?!k)YjG|2f98JM(RPo6ok3#7l-(ZQKW~W-t}G^v2yzhE4Q_&
z7$NEF!~84O24e&?1fX@JOj-shmA2dSvV-ag6$b}78vHqd`lILqS>$m_y_V=befgLe
zz%9%u=AXBoJWhH@AzAGA@EJ3mt*3rKvOXh`ktn<U=)B&nOboJ{_N-~TOk^}Ia$^rn
zhD-06kasW;aTu@|N`c{NftYRAOGk}PMYYSXt?CH0c;2`KwM5>D0IV+<J1)+4i^}HR
zSFR14zV8+-(G5#621mYpo7}Y(;#*(5y)|2ynyC_DM6CwEo_t2AZ|~c(Eqe572(iGQ
zei}p(5PCdq1h<7%-cC2<9~xA*<eYl5!6^QU`});UE;+3XMtqnrlW%-jgBMwu+RZCi
zjF<}+{{h<830zIw<TIiGoh?L<X(no!HMkNK{y4DnwlYh1N@N9t+!G;L;H&|H`|{Cd
zBHpY6p#oG8%UW9BIed_rlP^D;=Ram^La{mL9FOiqu=|9-++<9VuLdDT8-0OYF$#<Q
zYaS`gb;dFM*7o=?khXl)f54)p(=N`WR_^}CnMBLxc}*fz3_tpHonpMl>n)edR&r#o
z0-iy>iUovXm^`adglyvz%R}l`7+5`tvMQDLJ5VV1`J9dK?D*Ue5LV|*9)uAm1o(bZ
zc`AUha4dE@#9e#2>|WL<qo^n%yX$fvE?0QnMp?)(DsbMJWq3~Gl4zjfPa#O|>J$Rc
z^g?|<nXdOnI&e?xY+m*=W;mv5QA1AN(Mokoz+equEP?Vf+OXfCG$C*)J}7qq3<~1B
z_lkNSR^(;=EK!(P+^boS+9+D|!X6Q+dABn&YmJ5AVRJtahdxF*>SUlFFe~!T`_|3B
z9S)!2sXg-SM-i4ha$!~rb7}3fbW!)(he5#vh5er{(t9FDX_4<!+?vZLYGed>-|{rq
zwNMU>Hz>=(zQ>M4K(S&X3@Qt%SD$)|wUEmvsNbNCrkE2^8)vfKi}$hf_b*NDBFPgS
zmZkYc465(;6X`-(qK5afQEeh0^4Sc%JF`CPdBgMS{p!}#G-)<ptgkgjv9|qNkf!3}
z7eO~JZP)1)L^Rh=+eN4ZaQQefK7Ei+s0NPU@~?PQd9LAS*q^>OPPH?%S(>Q{<%?<U
zHGhzYa*B$vu^LS2eAu|tH`nIxDe6iHI_+!k4#i*6Zm@G-SlIu*SLULEFR3y2!-~>s
z79T?fEr)S-ey9t1tD{k2=o~ItXL)k+QA(fb@<rBbd9wYgD7wxcF`VAt25X_415BRC
zNIj>oVJb8cbv#>11$3qfyV&lLC`8E2nUS8$2Hg7k9+Mkg&ciB(G@(5hSa^{~wfA|n
zT_$5q1WWNdBP(u9(hy|#c<-;_FCCq+F$#COv-_q@=XaiHhI>xKa{QtpO<>g&hz=IG
z+9iJAegEcyGpU_PO*Bk<y0cCBr1d+ic5!)!KT1<m+uhC4ND03p_16WaZkV3XE5@+P
z{LeZFs!_-tV?aE8f%pq@JZ~?%u-_Xb?CtF>)wKtKW_!yc1MEH+d~#jDzPAal*`2Hb
zU!3xMic?WI+2pbHfvoo{cbTm+C4#Td%!42DWh1;tAIze@MMYFc2+i;{@cOptJR-PV
zPtVr5+lb4KiwKVhz_`G*u(poSke5&t5xy5`h8L<lC0saNr$}!E@%keFHM5X$jc^B?
z2I|Vd$5>i}kTzICJ|wfDPNyo)5RJmf$>0^3!VGel#NUr5f5*$iBa>th9C?KgXs<)S
zmmKaNXV}j0Ze76R_u!`17r9iuH!$&qrK#_wO@~nK$dn@>tlrC8hzdIO`XTA4;na#Y
z{RI5Q1x`<%D4_c&7eD7bu5S!^T$MyfGw!iAvBC(fLR-E$bZHvfNYt~n*ndUwo7qMX
z0XuE{m6G|FUAtyS1O$v7A9J=Yc-+frxXy+@pE&zTGD<tsn-)qcgjhFgpTet5M2zy_
z?@_{sJIjl&`pEBDBBv^(6b-|Z7q{F8=$fRUYtKFi!ltwhC*(Yodl8~_fQgKZMP_d8
z8?KBLElQ+#Rr)&4HbO6jC<IR)QmYrOMD95K6sLLXt(Cq9L*SFGF|g*v0xHo&MIZ(V
z&&SozNo_xJ9S$Nj<lAoO)<j}%$In3VSD&P@=ct3p)-<0#%TqbvoQgi*r^RSzyGoo*
zht5}9I1jSd&BDkd%#9K2w9BQ(r;kyzs=yl{&54E;#k1JnSJFucN{)yTEU>uzC>$Qf
zq>xVgsMiHIV-Irg8bxo0mp`od`mX#eb+vZTSC|1=Jz37NYhR91f>JvH{^PWsosG4~
z#pE;9bI<^=;J5ZXVN#bqJ^`0D!p~EbqvcE^Ns35Rc1s;W3j8P-ep*Q>Z{qMRyZ!Sr
zLvsG~-QX2jSe5iDyNk*%Y}XfsqMY%aYbV3g<j>B@3lT-+MYW*-A4Y<Q?6((nZ8gsg
z-5~gzBvs6eFf-6lDH-d7pkV}v4wu!hp(hC$zL1Pw>YMA?_)d)c0zFtc&j*%+#Ya?*
z%nnqY)<t55>&Flg8}5sYmLtzH8(3cA1NUOowRM^5AH1kh4)LXy4w|im4C+U@LMqr)
zt`7M?Kx1t?T;%siCj``9U^7x7ASrx@1RNbUT@36r#M2jkG8=&HT#iKHzF*NQ&-X!H
z@;=1-krXjL3G{`V$WyI*dG~#W&w3V6XJo889s+{p;!cUH-cAhxHakC{=<7?Tz?$Jb
z1DFJ!yVp)L5RC%U5ZRJLc<|oUAx9A6BDS={t>AO4VyNAoB(>G|2htHHD{;PwQfGyO
z<v>jd+VkoVNzcI7zABi2P@E9*1(>&<0g>;EUkwb)Vga=;V5B4qC@fuCbe(;8;j175
zOG(a0EtidGFY}3w^A0h!!HZD<oYtBetC_}`83UJe(&FQiCw6U7fLb@va14`E%Tev;
z10OyxG@VcD865bnia1_Ci=Zafo6|I+oY>)PT#NxJUpQe}9>os<vfS5OnkH3FhC6`W
zR6&Oi6}l`qvcc(nudP<%S;6jB6&gAX{Cs@6YTz4Kp>0e4vAedU*m>W=f)?=$bMJtN
z2hnibap%L*oCWKuNbYw@Ruyx4#ziHymIeg0@ojmVkUEizLO4a`>^!&L<2^830ijW#
zAwwBLtgir%b*(rok;p2CpLG=G!<tZMSYgrdwgM5P21?M=0#QWh&qb$mL06vnAy(xV
z7DC@i<g4%Q?!Hcwr8Y!3CFZq^uOffk8a`tHhRchr0Qb$qx`xBrW_rhVvl-y}g5rG<
zl`s!Ah`&Ccd098e*|ykl7^Kr_faI-Yn04smMrPj*Z>w-DdNJFz#9h_!BEPK6Wyo)n
zhofNwPk1!|Kdq5No~Gx+Ga@WxKG$O-y>cVp1%8T4Gb+4JDK;mM$U+`#zQ=S%$I}y%
zl6?hzd7B|H#~Y~7Qe?tUfAj^>2njWl1U;^K(Vy!(TEyB;c66<(_xB0sZd|$g@xbk#
zM>UO&^AEt!pCnqk-CeI79U_i#GDKd0LIyQ9DX-d5_BY~Gov-|<pU})wJR@I0aVN#I
ze{tTh9`p6fmd|~E6|BvckN9wL3D$ZZqT!<qVs^??Op*9RB3qdFX`>x7m*)r+GQiyk
zH*LWC#s)PncF}lQT3P84qWl<7YBeEz=~3}4G>b&Kg&@lvgQ_8tOmN(``KxSdmeUN4
z_40k*<hED=NO_$O^BZjU<VV<KEmFH4W=0`!r95Rt+$r6k6a>)hi-VLuz&e!%9t4#}
zCB|mP$QTM|I=-jhVdlSYNIMKK3Q^?H5dQ|xpHJ_P{&h@_(up@(V8KJ&2gX2LEoS-|
zEH#!D;X1<$Ik+0yPGNM5<_jYDei#B}zdsy!y5#2%hlgsB25VY4=8spqn!;N<+{aPf
zg6WN-L@!<tMtQ_oOEvI^kWp5zF%-W(o@u+C66E)J8&WrXiU_L!xy_#oF?K&nP$~CD
zGH`5gT2!N;!}OtV_r33nx%o(&3&Y?;UZW1uc(sFq$+t#2u*RPuqaz}|^ZIVFeH-!W
zZisuddalZ>sl;b#@M?k?xt*VnF8Ld6w8(hln5Oxq3T-dp<4~9~SSshHIURS>h~g+;
z?@(V>>PK#8ZTR{ER&l3rS@_|m)Q!-ot<AQj$|$wTkuR3r?OcMgVpQ5A-CuNLXPapP
z_?H~x)cLF_i6-GE^(3X3X$riE={^esY?Dz(-=EdGd12kV%0bvL;-vz{AkNIE(7}o@
zc_p|)nh-ubX{yN{E}XUCeyjbE;0d@?)AZN71$-`tixi{la4!Mxs4#)qB(t#I{vbvg
z>y-nk-`H|Xh<Lg&m3;esH|`M3U}VIRE*r+lf^{Db^y8cijWBj3?ClOjHuUb06%aps
z?IpFV7gZwqa$gL%JlI1+^tGsrzv7+IU!MdKZAJ?p3M8qhism8sg598>VP+oZupVgP
zu@9zn7-iBsK7nGdsRk3ZJ47l37KfkT_j5!HV#OZ!NnzE7Xc93$KuQiXXj1~`o+~Vn
zxDA6Cg8N}Zo-hi+QaVzPJCS;_@JX5X&0x=pUE2*AzUTSWbG;>xrEnTAdHnO0`d90V
z*0+oq9^*YiJDL7z?kuGRph|t*{__PY`D754kM83I4Nb6(SBA6+)#K$4z6zPhua7%W
z3~c<U>(h#myB=~>NorN^l{PiffXjQQadxM5L_4o@m695%_!sT{X>aj)@-|?7By`kI
z3HG?L+M8k=L%_rhstFzfe%pQCw(H0JjC?1mqe0^4ig8H#`)S6V_38GgOET)!L7(|t
zb73iRq*@0N4z+XcjC_iywF8Z<V8N?J-pfsokI(uNRPkg~_#Qrwb{G-t6P+N7ct5~F
zbJ*E$yE<}zD5NAep4>E(&(Fx9p{W~K|AqvRx7lwXa!{}~p2h_UYf7?YBRpY`m{{18
zNvV6Ty2pq{$Jo1P@4TJvB1AR->P%lB-SUMsaQV+QS$6QP$sd4~;L2H%x}Xg+;g9uz
zud587tF;}p-QAYX4xw`*x5N7|61FRr>mOAPa$I~H^<FkedJjbi?nrdpOn5FdGfD2U
zIMxd5c!ixXxOaRta&asM$jZMDO@oJfRe4B-mowxd&W;xC#PmDj!Wv{EA2(0W7T`>=
zT%p@&10RPzICumzGRLsD1Fn+6IoV=&KTb>A^8@|Dts7>1pvVYhi7)3oFP97|z6PNq
zH7CE$?CqQ#ejirc6>yt=Uf~m?^06rS43*n#ge;ZE;!PGw)AeDKL3Iqn(?ZR3u_44(
z{-+M)a#7l1Rm00^wtRca-iA2|pZY?@1sT@Afh(SHG}(iIs)>A{lsME>LRgbu@c9CR
zR?yU;%99;u5zLyai}P5v0LKesl8w^u5^J=}q}_N|gUN~7%}6an$f+=##PKWq%bpxL
zA|n0rvNXqWg$vlp7Af*~?h%2m7aWiuuAvz85*$h8Krnu-NyXfc2DIx>{TA0F*o6mu
z;$;<f9!>KX^Nbc%rf)HqX{h~0Y2-J<s9mdl^I)}7k8&@Pfv8O|o*G%UH48>QkXDlk
z+3!Yr9A$knZBk5dA5H&xCv|9h0{2dTjlXe}kmqI7iqojeEGU>_M*5w>UXLX9OBN2P
zZ*+6@JWP4|xej$JUQJC&ibXlqeYWd+o@W&Wi#C^&n;%AtM%iBg<@-J_{@6TkNXo+=
zFgPh9$xZ(_HOT<=ueKC*lDK|mX|O!tn&ny6cKdo};yrne6q*W3PZVCrYwcVqwSEAY
z#AsuL3oilTJB5LIN}He1&cl~iex!5UxHuB%XdI1)lKkSI5iKGFhOEsT3YO(f;-jJJ
zSah_B1|XfdRJ+!>1SDp<YDxYlR-U3>#+|04Lvu+ZWtB?a-0jOw@`{H;Lr~S7j|wCc
zTtBk$oxi8>Iv+&N+ZR#i%^e%2C&)dw(%tmJwa4Fo2CDHnZeARu9GnroKeeHdgAgOE
z$;!zL<Ly(fwz553RLGJ_q5cGS5fqBgIPcPWO1}MOkgmg+8bEh;$Y%92f0~6a@?w?B
zD<0P!m5;!*`R>rAjawVrv{L_Lm1lFO`x8Ps>(sAkb3#z(<)othX3i-~!_cjY;=%s<
zw77~DO2PEhx2}mb;AK6Vq?bDDng$C`^F_3@+m+R*2f~L-V&M2Xg-dBQIquDEvDSgU
zZ<dVV6R@Ck98L<s*OcNRcb|?JdFaOd36fR^hejCT<9bwl7WeQtHCZ}b2Jy;qPK+=p
zA)-81SIy+i5Wj<Sw>tCn{<c-O&(l+-*`{tKLb}a26Del13Q#DU`_U^c=aT}9KG#~}
zmrrds36W(V0$9nL;qPlM%^#}w5isCsW79$HLfU*#&m&e`Du&|pZdsXjSSP%N@wt8&
zd1kb((a<+ElLm1V5d99PBZBT>PE47hnoV|{F>=eKw#M@ZKK=Gc@?o(&{AM=c?D)>p
zd9!Xn&|c062@g|1ej2w;cy>4JP<u0{c7WN9&EmI{6k&{nZ`b8_D1{W74|<})1}k)D
zALaMmw=TjbA88}$Rq|DdYA$MrYy*z)6wC=_=16+!tUJ2{QvHFZdjS_xa_>Ly5TO&x
zt~&K)o#F)=M#XKETZhioaVRbry62@ENS~6Pk|7Sdb{1N_f%0F>#KRj(xp8aQ9W=TR
zjC?a5An1SS{IPswa7IV4^R)JRYQKOTtcRPeU3m54HmzKtF{9q5GYG?GFb`lTUo^{o
z5KICnuGL3NO?#|YM>JAwgz;!hotX$V8|3(-!;^m}C7jxNQ(sk6hp2;Eq$9AFbKoJa
zNx;i8E%_kK!8r}wGdBn7iNKhuulPjY7_AS<?l`(xF|_ubKH6QRcFWIJR9a{%Bujjk
zP=0_T`%HWPo0(ojLtLDTJhOK)N}*^RlBvqBz}75F)BZMlt?a@(&B6TTjXL(Pp^v_j
z?yB>DvJSB3WKFWV?Jw^9PG}gHX;!S16yjTU24Rkm3Hu0bp#sg3Ova&*+51?noFjCn
zhIPZr;m32<t)KE;I$J3{bB{Pt90U5zJaq_~Q<GOkU7|v%-aw@;LUIU{O{z1h+>D7_
zRtiErxT$gk7ohp5HK@W4yc>CHTt?SaZFk=+bx*0^xNUuo^QY=!5*&S(o{$6Kd!;de
zH-apMCK_{xCH&#wV|JYLk%5i^N)LBTy8utyq^#w&>+ao_<8E^KC3(iUOn(k0^i<iy
zt4Mp(di6)zlE<@NWm_add9%}PG$olm>Hv7<<L*vk_~Y}7i!urZV*eyum<usy_wHDz
zAGgmlVIU18FcRRf9+bsX0^Q$C)A-femdv3?8h@ogK*)mfL%zm+Ok&<f<*==ke|+7-
z4KefNvT0Ia=kbuyC}f*bxO0_efB7yhOW5jiX~H_`4zF}Il#w@Wd&h88c1@mu-D?4V
z;fS0$kI&Nf!or8fo&iIMd3{OlxnKc;sjp2pcs{s8$tqv-c`$hj0ip%ewxxTY!~-4Y
zhP_tCvR`nkVqFF8dWf*lCc|@Lo>#4~xiP>>FHhrH=^Wbv()NDZDfA-4?CnA2OP+-Z
zRns1sp+rulkJ`EVDZOi{EqgSNnlUku(Be8&UaaL%$u}2E+?Pwfkp!AAW|3zl&{0XR
z&T55xaVL#waeQO(<Jt8{@}CG?>oZvI$!$BBT|0y<EO6npF<Ll1;u9gwQonrv;9c_V
z@tURZtv{D>v`XU{_X!m5#u-qq@=inJz`D+J{6ZXHLn#0Rd*6cN3_KGY<!OrJYA1@n
zx}g#KhMUoRw%<h0xIK<l7!8mFea5=gdKYWn8oZC^Y8a?4TxK9DGdaOqsr59Th#Iv7
zXLpC<M7r@?60b(E1xbXBpv<YoR>wa6+XF)grAURYgRZ8xg5cY#IUzWoF`T8*C;fs+
z>oyFNA*<SG*pbd-b#HApv|B~o@>rnz1oKI_HCCXTMrA5wCaZfXOb<^utsWzHeu}VS
zUY2YL{4~dVIyW};WkRGz_-lOpB&C8<=njtsQsm)}>9%d_ULI9XIq4T?BhlmTdgzqm
z`ASqiI|mc*)3ZDx#w#%G0d|!Q7F{CL8eMX9x+#6<b(6EJa@ye`*KP#VK^u?8^mnOG
z3eNI@yQQ9&N=i2ImDwxV>R0r`7srUi?Cfg?DB%PIeKO?^#ZG!P;qduCN>vV$<(N?X
z(o!=HDFP(ogSfK9PGs!{8Z009o_=Y-`9>)!s~p_@al72w!sr&Q>F@(d!G59sQnJ}N
zbxeujW~D-(emw~1)#2TwWk+9*=T@<7$r3#_*WAlWOaD)@<R22ei8`s+5g!tA#9*2m
zcr}5xW?erdV^gR;4!UnfiaXH5Nh5~#-QW??UT<~+L>oR-*$K*!vatKN)9s^(msCn)
z6^)08W{p*3>mX-IdpdR0K`#d4BbFS@!f!TJBgU2S4~9rm--I18uEbIxkp=~<@-t(7
zPVt$^tE>LVt5rxl7N`B$v!ywU$}i#~iBsBX{Ci{9!{&nIXRCt;{uuF1Rv|76Ej7-c
zI!?SS&vxI_iB+m8q8KBqt&0eRhg|hH)(GY;3+^VfEPzMjmz><g)2{^uVCPV}edq-b
zrCq3EsJ&KG8b8AKOXj<;UUyo(^i%uL$!{~`Wx$rBJi1|&Ns-~TRQz^6?Q~K%KDu(S
zRDqO!YNBCVYoQ}pJ9O1F5OF@I{MP2nHERMqqSx)KY>eA4g#qc%!i>k>@9cdp3H(Dw
zTI;GcU7R!`EvDS_qWtIR;%-UZPC^MGdlrtTMs!CT4q3}&8zj(?wy?a)URdyiEQuHp
zMs0rb{k%Hvv~#$^wcU=t6tDy}i)`7;WWj|yTce4$j}n=jqURkSo{JLB-7lvt++Q~{
z+o!DKS;!TaTg|9Z*T7{@&PZ5ZPK)%NG8OeTSE9uU^VMa;;h#w$(OSQeAxr#zT$mBi
zvhB&d;Fc5+Nf4Kx&|*AniL0Ohmp?@WS@Dw7Ue<i482uQO$_TcTjX-O;TbvWTKE<pl
zl+(>N%&5EcVqueGBHb1V38H_pV4oEzA5E4}9&Kq6D|)FiS9e?2LD9@<r8}y)88BO;
z%1Za1|8?MumaLl@8KWe|*!3Ip92!M*g-`*r08=6q9}_<$ftQvn_+nzOk$W$y^<UlK
zG5hbv>Bi$RE8FBpw3K95ak&Q(jWc*2`zRy1kAyPL%qoqV9Tcuq3lQ$OIXoPso-xA2
zJ3h7~7$L|f7eOL(16Fv2Z`&L+5}sSSBp8Igl|_$=MatO_ELHFbSG%}BklRl+??T`@
zLHur95EUb2Ns0>h=rG#5phg<I$a%Mr09U+i3xxUwO_3;<#-Q2Y^@)MARc&_ET(8%U
zmTJ)-pLiBPd6w=@VU!g|)z8M4oy-*-;NNH$i6rCHIVwzlXpOCMKN<;RrYlw%f*;MB
z<5tF?E$Da9x~TPhraP@~C}qs0Wo$Aj%t|Y%_7W6xJI@cjSgay$+6`m4zRc#jP!!7K
z;5OUXPhBagbWyVL*JD$YC%TC%^;RGB{lWmO&5_-7KZt|bB#{xJM{dXM*Sg|;q#=$Y
z5zJ~nd8zsXKHk_jA%%90BeYK6WqWOa)X69~bg4ivDBcvGkzt=PX>wlpLRHv9{dwP2
z0zHP0yN(!>WZq}9b}*@=vH8QGZUiipDaQSwDywb@uK6x{MrPd97;Jw1Lhja#Iky?3
zv`1KiA{OrZ36*2U?dKYInB!;HZ{HG-3T)iedMp{T3}1Bay(qYJt}L8<rx9ygWTs_U
zs3ad2`81~lci@bLD~8J^**NU+*?=b~UZ$<hUUDSrT4G??$v%Nr%<#ONy8mmyEWV8F
zHF1G#VbO&1&Z<?-P@jN%-!fvi$R{POxy|SF`|U1T7Do?bkqe}#WQpv!Npeed;&}Jj
zu$Nbi#jk9uO47j>OO)DkuNXB+$B~xh1N>h!rYyclPGG0d0)*-kr`N?#@>n#*w>%3t
zRpq+yI_fmt_G*et{?wmmxf~cV8i~2Tq>dpgjD>hgwO*r9V8cyqv2trzqU;7LY2iTr
z=tc2x+g-mpdN>Vp(e>4XcY?IELCFNvD>xYk>rRf?Bio~=*{3#)Daxt4mw1u`eq)Bt
zkdlMSqOBMnNKY}khMLHVVR_leDFa5Kf@UOdC$aMzoap5I&u@9SDH#3Byjg8luAQq=
zeFP3Lt>S#*5Bf$`tf*pZ)1A=_ZQV>a)ab0@a-t&iC*JB&sCPK3(E%Cf^MuZMi%Nw0
zf%voJ<Hh28kFwbAA6Dz|DQyS(=^!mRsDU03_G=KK$slNjCy5P3xw_03iSRTYrR~(>
zzL&tMnq$#xd0lYOtfzsz;JJ@))@tdp*!0nP0sIg*BZBn7Gcl|Xah6!2NF%vO6$Re-
zT9@#h;)EqohUd68>y4nyifX<Utq%a(ho=*DaRJ^Wi72jmG~+odsmge(hi!KHT_g*!
z*E48jE=APqZy)LJ6f-!TuxfFMrd2tMYSyC?%_TjnjYT4=MQ_gwYto{{(kil-<Kl8Q
z<*sbH8}<-lkq_V`?`E>sKD@67M5|XS@$M2w9IU;Zo-b|6rR#_28%U=*rb8DNVo(b6
z<S6=Q51SY_YX<{lt#!WH8+#nv5e>nU;Cz17j@0!Pzgl7=A`Q$Y-dNvz;VCy?8-w{!
zAE1_rsUYrSA}^?~$!ZW<%5Y;S6&xp&s3U!fU0kq<VocLk(YTAvIz%<4of@?naHSR%
zqb8E{0QohLgEjo*vPlYwW{Sy*X)qj75|8--ahAiix>YBGs)~*Vl9&i5-!KvjiqqBB
zhg|1lP|?AcZIo~~s`M*Cg8U~`-*fip(3j%O{E42hu%E{yfAmE$cEF8I1d+dnU$v$;
zIzaDqz@iLtdS6)?o1E^bnBaNTH&uJosu8#oeb<U~lCy|HrnZ^L5c@3Ffh*HMh=uh$
zquGCsx6P{J`AgGVMBY8(7><Y&bK<i*SA$5;wP(z8$s2T3oJB>Y1+}8N47!Y3coCJ^
zT#iYkugo*Dq~lH+73bLbt$Ldn9?^VxtYLepjGD1dA9&DGCbDSa=k5?RmnE08&&iKf
zPMgcoP5zdChqR|&A+FjY+dh*((^kk{HO|}=PuM01>$tAU3-(a;gX-LF@58eawlNpD
zQwh9KwW#}NT!OWVxDex&XaGtMzq?_~<2|V?(>aJ)L)gF;oNutBBhu_Rxy~0VxTkb+
z1#vBFI&LOYVJRQsV$5F!%|?x%bgO_hl0#GDS2Yqjn)5VQ@P!jE+uir}RcGqCxI#zq
zi=&{N2PurTUeT~lF2%8{hWJ1;Bu}SPJA4Nrz;~AG+lVmERrBrDwdsN(_W(1Ps`OTQ
zyN#NC%WR*+4q%NgN1+9)R++)kqKn4CO2!!e=+UFK)lAaYW;S*+Z8Z9ElP{Z&3h19Q
z$aj7$IzX4kMJ_-v3rAc@sJ;_PaI!28_tLZyK8!%>rb6J&ecwc|Q%Jr_XN-k~%6OB~
zk_FBmpH&|Jm}|@+SXB0{^)OZ&wd)c$EA9Sm8NnJ^?14`0EZC#_<nS>)u#hF%qEQ{m
zc1kFzh3%*3H;9_5u81`uF;|Rx_-M)U9Q*=hw@juRF9e{BCFc{Y6!c=`eV-MpxgVtx
z7P4t7f_eGZ{2mq^RL7A(uE&yfm0~4KIx=4JJ*n!8mY*-kb1P%gbfAB(8c3@;URt0s
z50CPJCslv&U4AM1kgW^tbuEcRd+b&v@pf`CVb3aWcJ=J%Fi9lYtBcPkGnamO<i~+`
zv50~D<oOrPJVa~9PFJ)50q<$<8%CWV&ee3b`csg)8Cqzq{`vfqryE>K^v>nJyxSWq
zaeNlCOoaF4HV6Ay7wi=}pRsJYLD~<gp?IPSdY+Tf6rq!{82WWn*g?(*X?t6i_3Dmt
z7TF`aJKq>wYne}aoD#+L9WImR53aEJ7T9%#EsKec_jQU-tf1_C*OO+?E_yg;cHgBO
z;dlcLam^W5&oeV|Y>48-oAD7?*!8X5W+>(Y)^9A?hdb9|na8$2y;<Uu6yvaPMA}Gt
zQ)nH}kSKL^IX@_jd`yOn*S^V!9H5ISyLF&8=_^5u2}tb!P#H;qqhYls;4hd01t_L4
zF3b_>&HQjHQlZ?z*b^iMdHhg8&wGK(#|~>M=c=y`ooqV-`Jd7hmzEM#;MD9qXh(%>
z4tlX&NSm1|9b(&{@R~X{Th;4>w!u<#h%hbRUY<V>&D0xOqT#6I(!1M|=4@viKDmo9
zrjX9ipe&k+&JO33;36_aU!S!R^wU}AN>f{_btZ<T)t1NO9CVdSkVix)8k9C0$qyip
zIy)LtQzxPlg9OqlrrL|uydN9zJ}#`fz!<Gk{J~U$CE^q{`RYv}ARYx7mupS0U>xtf
z9;d2zc2^4;7Q^bGG^h)V@6b5H93x9fDfQ^@cHKnBUtN$Y$vx4H8vri0*jcwqW0>$S
zokkty8|0qTb?V(eC0-_JPKqz$pZq?;?cG|Ok8rV%1$$|QKCFmCcy&y4W?+ZJ)KYjV
zT<Av|CD==Lqyd5~wJ~v)ZH9`<QG#u$6Fo8V>8Z`IO7N=VN_xL~ymq$Yz+3rzs*xDQ
zr^_u`I45S^!ip%ReMHV*2yhBV+LMUM;055w7^F{b?uG>Ve0$#RT=lEw^3DOi=z~FT
z-(6i4monE!?n^#Qpy;(=(D*KL`o+=5^@RGVZWLPfhB4We-_;xEGgABZrVBJ@eZyAi
z={e&lCGEnY^MM>qCO(c1Y_Vk%Rk7HLyIV$9JvHs~{G_iLB8jtAqXt&)hw65N)B5xZ
zhnEAoRn(CR^btlLDNsS;8YJZuVfHxTXS-~jGE9sZ`31C^B*@2&=uOzjNy}J!Y7*GV
z&pY;QBO0HI_`5xwCGam;q4m#grQWJC>$e%F*OnLgfsfi{#C~%SfGYR$3DHCU2G;{`
zR5ex_ZaLc3uYBNLFW4)YtTM9$pnbm$S;03fD@8)4yShRd+B6>qIpB;VkNbo`ecmx+
z6^!rFy5>Pt6WrMEE|5Z!tC%_a<?j&QS&G@#?QndgkxzUOJ#X+vH++{o8SY?cOf-fM
zFWHQOx;c83zrogEx}=BKPG$OV+!CHsBm@8S<E)Bs6SlIUAqLH|g&szIH?roP)Xb@)
z`FKPek`uHY*#gYtvZ3zDiML1g=y|KhXV>|U_s{)kX<fl|qfBD^+)I$}@3DzIbYeb@
z;;5Lvd9JvNLi}=5MF{-XrOTuZT{ga*)GpKVIG{XIfQkA>8kJFjw<_1UNa-`P)+0!<
z`XoI|A23mcVpCH{&rW%=?k!IK4`Tvdo+sP6+ArPXwkSQGU&=fChVE28%tTjtLbuj>
zv=D3Dox{tIV3a6w*_tR?#Of;Nm(0&upb*9^{F$mvkJ{}U*4`;Jat*q7m1p&c8^MS;
zR{brK(2JmN@p{L&Q*kISqwQyIpU#u!WOxVVO@9I@2rJ+VdY^;~x!WqH8{FjSva2<W
zd}wA%67N`a;}%eOUqXl|_-v(D!C3a$ITC}^Tstv_S0-3vu2@zacK{1<6M(@coD*;5
z>xUkmyO5`vaTqo?MHXW@%p?m54Cml(UO5$GK>HqhQn{(CxWQ}cXI6bC-)nn^lFnx~
zDi&A4YgH8%Y%82^c&3;QA`nj-f^MT|THW?i0bwu6#io`X?UxEX5XZ?B%B`1|F@BFJ
z-?l)acblu=7rg+78~PNvPB}!TLSj}#Jr3B2I+m9jpn#3g*lsyaXi0EJp^+f+T;e#K
zl~m?Y*Oh<`!TGBLZs>W!&evf>ci#2s72^w0KL0fh2X%5#5GppQ(8mk!=h?|+$7vln
zoE9CmpCl=Y;u-WaocGYw@Fr!#QuTJ;`lx<s8=X|(vaTR^1_)nxLaQ`-eq2ubS8I)W
zJQSQF-irqMqyT^gw7H_{L#02o1~|T@B+k0*)iYOz#SKk``|g8>Q}z;whk*7K?egYs
z0~j&Vs^wp3dNLwmZ`x^)GJi|n?`?12ohmwjy?pGb;KGN3WR`?WGQ_TvR+aIic|h#6
zL3cQFnhm5tD_y<DAw1Ti7xbx0%)lz?wsGXp%id>!b8Vz))>WPbf7DDj96KvO2a`e{
zB787Ug=XGr9${)M{8){Ow4}pHlF@FG^YjtPrm{oAK0Uv=@v0G!#u}3z&sPjY5g(`O
zUCSES`@Ob#RTEf$w42gR%b4(JhL_B+TUw`Vuid}BO91vtcmKup3RcX3EIvvHIF%_c
zb<Kx<s;Fp25zk_X8(Z~^*-FZpggq-iz~29WSt6cziZya$!Fo{gav@yxCD<&jcG|WD
z62Ij%X-;E-Hk9pe>_eKvuo#`fD{kx2Ddtj2VXk(15?}Co<kFv2Hhh-q4HX<#*JU^V
z`(q(DM4=<4AGRSRS))KTea<hZ)?mMu4!DbG=4T)3Te^f7<ij4n*d7{bu+dY!Qme_`
zG>$Iw((W$Rc?WdeDIY?4CjxjxuzLN25M_4d4%ohBRc3#-Fe@@|PMJ=^S-7cdWvMsF
zlb&N$;<Y2>C2TvPD;V;aB|MkQueG?fEq6@<Ll^Op_v#KhE_3|IDw9~CGc_}5_EM~_
z*g8LrqiQHmhlmLobch}Yxa5rZk+2xrbc6NOH8mIQUD@EEc>;sE@ilb@9!oKk4llu2
z%l6yEbDS|%M%Bc|1A@&u|Bq})FEE!B?VaY>)e<{OF_E<m=q|kS$-S-&oxjqXdfzNa
zv9of&c)F~Ly3bcYgAj0$$X~`?9KFn9_59<;*UqZ&GjbXQ_0cEBZ(O#<0#+A!Ye(J$
zRCfbpSQ0*Q4P%AbC3ysJsN_7k4*1dONvOV7bPmALda;+4-E8N#WVGDuR+`xrgjq$*
zZMyMr7`n{{$UmeijJ^{mMNiMq6`gIYL38pu+dUiSgKiyxm;?(zFB*+kZr<oxDS-9e
zzzsK|B%bD|k|TvnA<(Ok*F}`&!6BqU$^)HdlXK?DB8BmJ=v$8SLJ0_^M2dszns~<$
zPWpmc0lI;1UW}%Q<FD;_c?Yq&@($$jPvgv2yF&-}qrHVzC_FQJu>^i_kn*jeDHs@6
zqNy?^*nj<8DEF=Y;{t-CmY!4Cqz%gK?!L~q>a>t-tKiHZRi!EcdWQ%+ki#*TS8bTH
zYsBn+0@?~};~INKS{X5R&%d0V8JL$L+e|_(7P&dC*h{8PI7qD{Q}SxYkGYL4g;~eu
zgp7!BF5nAq92=r3X@XKN+tK@XY`#d)z@1x1*V$7NdDpw(uBpP_7epS%qTYN>x=$I;
zIV(Pk5+F#mGbdNz&2G?*{Pfn}Y@N!;&+(L~`P-?T)b`gSYBf-Nh#BT!R2Ala7j|_>
zN=~=Ti&;R-UX3x8e@*2fD-Bl?tDUJ7Ey%G~Wd7t>?6&1g#5ZW!_Qg~y2X))Kv@Zz7
zgEG2+XuR=mzF1<5shXnw_-9ykajG6kCAPY3`l4B9)jYxAO3~sbKdXUEMgIWm4`r`|
zAEjZ^WkH2WX0+VU;D8)RowN-YNdt%5C7gI@CGBaXna+VafoZxgFXx`{Eim!!sOimJ
zrCm5!Ov=nUP0xBLi+PIaw$e`xvuEZjgt6EPeWOTF!b4pv2it!8OrM_LR`!ywP9Ed-
zNdqqDqjxpNRjr$jmX#+99Z8@T-|pTn1%)Z5IQfINQZ8m~Hd!+w^G{oNWz8pH?n|??
zYtGjTif;+|K)OvFpd%3~kQ^neULQfL#S#+d_oujUv7KGvo)oh=U!-i_@mQHo6Z?`Q
zI#|Rc*NO}eYvt)>?iu${ZO+3ZO2WT<LNl;R{X>njXM&DD?`U)=;o!YORrkvAS!oWB
zLTV)dAtU?LI+wn*RIXu>1-H>x<I8?rp8vtu49;lU?)*u$iJCG(jfWhS>rVTbU_ZZh
zk(kafD@Jp{bDL+cSS;%#<^>*n-s~Ocw9>5f?sr?YWAX3CWAxnETi5<F)r|9`K%wo~
zkp{Yw=={u+=rH8IR|Y%1iPtupjq5g$E|6~h*GGC2S0KG9d%uzwO+|-ooFBN9Ry+CC
z$yCBPdQBgd-^|nzYuTI@qwg6ir-}`0l{!mQ>3N5S`eX<)+E5DR&a+#MK)<l<U*3e1
zq{B}XweGk&28;-2dKbNX020j+H<)-2E-`SIj=VrtZK59(^^Dcbj;(oK@`?Ex?)#9y
zG797iPpFg>-tk9bsrBtqld8d-C>^Hs+cud;k`R}19l4ZPh9Wf1#Kv8Gnn_MQhl`iC
z^gbl)d$Gg3JFX0r6)mqL+}V?ChcaB3cpIFR$GG1GpG=s>>j;ei2ApZHj}4=nkl0n<
z&mFMkzDY2nFf{G)Rc$LEuE|R5(eY^FHK7<zLa!l#p!?7vNt5RCR@@d=rJ;ArH`6J5
z^(1OZk_QNd2lB2ko4#VpXqY#z#5y_gshes1VAoH(Pg%)(^JM&^NsD<nX=hJW-~E%j
z3;Obi>&^!|yUOlw+}F;6t*lJg%AlonLn2#5!W<T6UhfqhM4`29-?JvHglUwARD?ui
zWIO}owB=tNAA)N<E@d>CTnCYO(Z4EDM~Dq$dQ&5lrN>)!p{8D;K@bIK9~Xb!U}f~n
zb87qHp!(54&~#x`Gg+&Y4;sW^jO`;5!Y%bR$?D8AE%EEs2iY&GVJXeZPfb{H#Uo=J
zPW-q-NS&EbIX5NN+Iig?z!U`=wvCBP1Hjaar*xl%CY2?_5n3PE;UsZqG9;dqe6D#+
zQ)d`}BE;%Par$6&>9ThZPztIYcHRz8-fKu?t4M1uR~r;8el;$)7pBdwwUAqQmrJvQ
zjY=83(G}nk#w-r%h@EvCM0^A27Qw4|U0L()>4ZZLPkUa9{65FjH1`|DRvUkmAFww7
zjn@o-Zm}wNzEX)R-j)U(yatsfp`zb5)(a&|l6!UC_rJi;KPjIl9-XncMdpa}dZ^Wq
zsQCCiPn^$+{eAJG<P+n`!KOU~09r@~h3>ocla<NYveM!S(<c_&2@h6h1u`+nsh0%`
zE|m)-f~e^pc1KVP@Ul2$wZI`@5zA$iPMPqIzIWM?8b<1W)5sz?f~-ki=E$r5YKfnR
z<}RwVcaMF@U*AaJX_$T{_$}&*hRsLEhD52mz-7K&;!jQE^>k<W)~^P6%Z_phxm3n`
z^hV9r9MC}zN1F@qvURGNz}TW{5bRs`+*($O5{05{O+%mwUsiw8WRC+SDTII{{Z-4d
zHa{5)a(ms&kLCJ199|!Zr>B^L>;pBmgZEyCB=@PMo9&QeBwcJ6O?H26K3RP7bZ-<I
zMJ1kj+W77A=9Hf+2Hom1cQCOYkJ4#~slm|lE=aVHY{F=)(ZmZelVpr<(ebFQtmihD
ze2c<O%^jMb`z6YTwkL`;YB(T$XLj|dEAP2g9JLLE#bsq#b#YIi?Zg{>db;2i9MC+c
zk)39y)sKxDUG0z2q%tf;REFFSfrunMqM^^kYUd{KHW=azK;NpEuX!Fm`5aT3e<92%
zBgxClPj+1#_tk>-QLI!yKWB+NO@Sf>{fDpo?ARxbi4u3klZHw;D(>o83@mB8pJi8t
z&Ji;AX8UC=$37xrs|XU>*O{O{`SPgyyU9!N5)Z=*8seiC)pWk}agnTU-2~2ki*Yer
zd-bAqr@*n!utwdfW0iuW+agy$;Gw;eM~12NX-VyeFI9~hIoT?&V*QLLawO~RcQlT^
zj;t#@+rqsWuPxEnn88JW9V(zD=f|8b3OeX3jNZL2u@P1f?z4FLO6(S3=8yG`fVN@1
zmZ9l*Pg%E@4wRQMpWlEsU!i(~&}Fv$X*!h1f(xI#cOym4wXZ=OKEQ=^^#F7AT!vKB
zq4ZGwF+2_l9e$>yj7_Gd(%pE}>y_u>ncI{(*?HWD3gNa2KgQnrxJ8v%{>YT=Y}0;=
zn9%1c+UEw}DX(X4nxFVmfj(HN$023WBRXl>OSnac)$hh<8QxPB?%T+s$+N{AeL(>i
zjAjtAGct{^b;cV~yK$1G(m0l+wbShhDle+Z+4#<ytqJ*g#n}<#kxui81aw9ZVcCT#
zl!L+eVfKVc=bEl$vk`zd-Mgr@#_?Tpy)V1`{L=mpTH)LCw#(Kz@1OB>w)zWJCC&9y
z0*8^4fNJD;3&`oj{eJz{`GvMkHFILlmT?R8cBr+so>zn(PU*w1xvdZzAv89q)CN%l
z@ItOHouQ}^bl3%fg*_s>R-98#EwbnQTVH87spYyIp%N~ZYI<yw4Rs;X=&|oU_Og_b
z=dKZ#S%pwo1lxvdgpaw0cka`yDY~7+SWUP5F8~Qa_P(SPR}AXW+wz2j+s@rdvmqoo
zGaz9jtSyGf^}Jb6P+4wJB-##USFiePsg@LTcFoBTbr(KlC&^@gr33X{agdXJC5J<S
z1DFB0EfU;{z+sS3WSo8!EPRRmsLGXB)u4B7(ahbcQ)k)1he)uO2Ub?gU6@&!oB#ko
z07*naR0P$MC-w=u_3zF0krNx;0*dS-F@37W&l3{%@cmi)#`%plYnGVE06MgnMv5f@
zons9uumL6LJa~`ZpqJ(obyTF2nB)zC<iJooT1OaN_O@K)TkUX_OpMkje+%j0|1H8i
zThAx!Kn+sZg$U2wn4rGWZEqk){b3?Abj;TQA%pk@e3182<u_6U^&#o^_tZ%HZavfB
zLhFvTWN%Q*zyKkdy~PEo_6EG9(V|)I9y%%y&p5;o-3kU8?Z9YS%igT3;jZ@C+%lg`
z>%07IhbPS^fhl$Pu8W6?u)cKEMc97&ik=psLNL(S*d!z5JUe!h$QF~=ME$W@pq8qw
zP1qCvZn4u(X*5kx7m>@kndqptX3mf&)r5rId}E8P(7x5*|DpD<-YM<kv1nf#6A6T=
zScK3enfxU}=O%sy;!te-&cb;@tQx4(Lom@*Lp<A)0PY#F4$_+uVj-`o9E`^G$f<TH
zTOonxd4N#XLV_ILg){H8_Ech&W=mfx1Gd(s%4vRwo+f16?HJh7w=W2`a&hV*a_PLA
z>I=|&CPI!<doGZk|D!77*WKhi+SRFn65ydd?(}Gr1GW${1%n*{&#8~*hsX<yvLj=)
z0q<yUY6Eixh*KEGJ<R|3=gH(y*$3Y)hWe~RqE>_%V_WI09Qo)vA>noY4Yh^quUDP*
zuKtRTvaUDoxv6xsTVc1g<H$7^T{PZT_x}@vsy6!(y=55_I;*pJ==|mkznI;9cV%tA
zJsa%rH#cd6pR8;grB<2Fxk{t*eZ|bi%PmrFn66WI-zmG#k<YS0>1vXj><?UT*on!%
zNe82SnNzjaR!U5@CjB|pdv85sgsKtj21J5*Fb|j#whWImU33Dzo(Zj))!1^SM*8=w
zOmaJQL>mUv5fG<Hz_r>zI2Rdjy<p%=tMkgxpOflpUDJ8O2cAT-bSKdF_a^Q2GTH<;
zd_PPY)UK7TeN}e%N%6zh04yZAo4yU&pgW-6u%J4tO@G++hhSUs1D~$&;z?stgNKA%
zem!&*zPqw)p6??Asi1akXjo^nwIh@>Ub@c32+cDJ_V8G?48q7}KE6_|l7#}{wKD5X
zDR{Q>oeIPHQHQRz*I&!Xy)w^eI>iMYh>@7<$@z0WZ;j*<Qt$Y|GHLg=lM!E^Wv)qH
zMY~G(uO)?DT?_NqBR3KqrV=rlTr9WMU&&{Gstv0BmKe#l`I5q1kX#A@j;YmXwak1j
zhcSAT4qP{bM54<L07fBK)5JKPDG#=W_T|x|P9fl}g8(3o*OHui2eb$3F4}rq{Ysse
zLo%V9y=@aE(L><dbJbEj4Brf7TEEAl(h6l(<ZvklLZa!^agw}g2cY$(zwP9=CjBmX
zrrn_E%<7+|P+RK=gNIO3&Hw`wNh-RnP9LCa<?CuwTwV&?Z-B2WLYZSA*g)pbUtkYC
z_<%<JL(~bvsN8?_EZ<(M{Xh87onL;tI(c=Mgm-zEvaI&3H*>c8ZkkFZcin8p8{&N@
zDU8VYLIgM=W32XU@cMVpqzFrHS#`#g)(*<J)l!i{81=U&+ImzpP#^NFm%HY_l?y}=
zX@SmO*n!y>V=k;l#_h+{(f8LC<yj(DAOb-$ZV|)6I6SP^tA&<M9IWcp%2VlX&-~oV
z!U3nGR0zZ)C*i@JVJJN74t#sCOo*Q|LLEpa#B~_dJL%}PU8{EuhWnF#&q1xINT@c|
z$mGLE;StgE#7c?b&?NU-eIk5={yUU}EGpw_Do(=w>23AzDwBYt5FR4#)sq9N-mhzB
z>SvWMb?gfAZJ>|?sy-yi<v~p(JX{QIx^TXWBI4~vySu{cjJ;%-li;dSN9(&fM9(60
zhJnaHI>SsEJx6)~rcImXOXZBTc;oP~GxJ<mYRM5JeP_xC_hAcuojObRcxwTtYM#e%
z#c9B$a)W-DCq`MVkz^A@(-x^y;j<q)B#dN`p3N53h5)k11Pp}deF2y+kuD${e5Qp2
z#p8qDK{fX}<`IZVOZH6>uqRZW33`hfD^!g5FgI2P7E7x6o@RLODWmukatr;s>;{kP
z=@=c@HbNX-wgT~cLfFa0t50%n;^9!;gCC@X!uk*nfQZ3(JIb5)d2p)<6yhShC_J|>
zXLsQX<M!fOA0FEUAkoTPXLtNVOYN-A*>>8+5@y2sY};u=vd+HG4RZ!JNM>-I$@;#Y
z)$WBqR=d5;1@+&eyX^kQt>T=Nit}I%cwW||#4l=|%pLw~&W%->XcIAC4N6#lES(&y
zZ|h<)999G<hEa82gv~JoSc_007+AWL5wJ*&XiZ=$^Z@qssIE!c*lj%VVT~eyj@n*r
zz)HJsPB+_a_oOBvrnF`g0bOYQ6cQS(rzHJ(W7ArzP5n{Q4NE(GQ;cRig=2*4BI&F}
z1Z7zEMoCm%g=y%vS0FWlORq3Zt~H_;b4e!mwyN~5J_l4lT7WMj27<~2hGuSYKEj6h
zl3G;O>hz}^^B_!3)nSr!-YeJA#}#LY!eTS%hKMUf_duSka0{as2wfgyK?O!0gyE@H
z-F4wG3<tdGvJk?uDXoU}!k6W7&9_!9exK3$Shw8JWS==3rq~9P#60f&XPw*V3`wMo
zk%aaMVY%mEFoGI#lw%&%>62|>^~ZG&?)Y%qGfF+`5CZajy6NQhQg>c0ThX7KUCTLN
z<l~|KtV*A5bycT}(M(h+U>=>cNr!p$uZNL=lzDpx^%ccjxzg*n=V-^k-S^Pw))5o$
zXoysS_Z7fILhf<nrBidjD3Czd;&zc#|DXJ9+P0ECgo%P79UnXViXi7EX(OtsBDjqr
zxCiHH8~R}g9Ua(rNY6a_O7aN#bM7cjIx}h>ypH~(naLMur1*7p_DL>$CNo860OA#h
zw0n@hry4?nTkVzSESZiR$8&!B0!RmGXOY_C-6DGDi;-xn;HI<G7Blr618^X&K4&j!
zbyQ!<g?&TyE=u}P(r*FqjWKXps(obs`j<w#;LA-~s>CytCOLuC4oKMRuWGTC`B{B;
zDQyuTRV&m-jL|duLQ+H<=i4qPiBc-Zn)D~t&KD{yA31m`mU$?s1JVT7q|4Inqa=lX
zQ4=pulJuz#A)6bvuvBuGj&Ztng%j3^#}T0;3>3CnNAKgaGQj|hq!~-OV4ijwWPfru
zf}>9ect317or9%FWI{z_!kxbTlw5sbCWADfpY}%1CTKg`0}rlpOP@5$FTW$332Fm8
zVNy!6Id`7bCT>tC{-RVqKUe45N$;jAbtDctbH{{FFE%1z$R4Be{N7e%@0A_ob}_l#
zMGR)-`#Wln_8nid!u6;ndz%>QS;Ea0nm2KqBoOKZ!51NMghQuZ0r{d1@g-=|(i_$3
zedP&sj%JpBMNc7q;jJ#+b-p3FEd-c`!Y4Ez!VeV+Uv_sLm^}Hl$3=H>d-k61jPcBk
z*Ec)nF=?{7IY>cmisVZ@@4UTPJ2$4?gw|%hVYz{4Gn(kfYl;}qKzh1OrVg<I=}(K$
zzehOGu8jKDy0?3fSVusLfM+6{VHPQEL%bpIO%pCcR~U#4q$}){(L44d#|sNsya@MO
zd8msiWJM$BysR^{_0~x{{K%x;cQ1sa5JIo?&(8j2%EpdOx~**;6DkbadJWNmpzbKO
z&?_Q*H_Hh5J`vyFN@X@hc}`Ggo}>4Dt+rB<MFDkUp}k#HzLzwKZVww=iyZ^iRe(S+
zxaWF>euqeMc}2^EoGYgLx~`}DS8m=2`0XpA(WJb#RJ+_G26c}ZmDqr!5r;Q75pjU>
zTEAWNpbea~p<5?q!aO{ahU9k7NT@3e6m=P09LW`1!p39t)Fh#SN_Dlb6D5FoFgW47
zbdhG}NO<`Ew_79yH`;L@thV|=NWZmKH{dWa@NGyzf3i`@!z!JaDB?cREvKGL${pE3
zU#gR6XUf{v2Cfb+A4=a>-+@bTv;Bz-WRo>*_)z&c0XlQ|WW%!%X2Xvc2C{lJqi(aO
zp2%vRM^-Mm?9t)9u3#i}T7CDz@7CBk=lUg0m^YFWA!1Fdg$r`_np}48y(g!g2CJN|
z8sm9;=|h5yIyJda7TjB>>wdB(ru|5re6$U!{<FMTPFLw?sEdtNDC{zQ@fne6sJ|||
z1;TT@rt)no711;qM$ghcb_`&Z4wzsekiMiisX<z@_qgm5B2?aRj&w)(o|HksI|a%H
zci%##M33L(n2A%LIU7zl`8dWA5^oFJb`{=rbcR{5hx#n{(zhpVsS$_6nS0#L59Kc=
zH^Pys79P>0)V!9}8koB%2ogv}-{MO7C)C&H>}y|Yw7=anSla|FvbXPZntkDOKN927
z>bUxd6V8A~ISbn^lw-qw;W8=thqC+flZ01cw%wPUY(I+F7d^ipp{uu5r6cHY2GNc>
zga3FLVfrh5(xT`X%-Onj#R|N5OiUnSix=l?%+~I9y`SCp#3PDaLZ|a7(YX;|KKpql
z8j7iC>sk#M1tFX|kRrNGg5=iQ#^C78bM$T-Ng-dfMAfgPF1lV!<b0`%{-bh^(R)U?
zJ|A855WoY>R0PA}g^@GRRxW?v*)I~%Y~?;$<$1{k@|#`35IQOo&sd0$Np=ug90KSD
zJTEp+1uY6l4`~oXI-78zzt2-vT@?#K`tae4DI?O&VvXKUP_^pBT>q`AvHKr+gKLf=
zK!Xo*^ER@M!y_}m9BSl3K7U@$uD=ePCY&v#eGKeytHjs0(kJtzio~&UQH!1Z@h!zb
zSTNDIf{({tc+ycjwokn;?l)CFeNoo(NFy?kP0|jbGvt|uMwf2Bf_AQJ$<7gzU=In+
zGS^&ys?;u$3P$HkMLZ8{)~t~m?~MFii@ot$R{M0oT=I|HNhCrvB6K?++cP8FbZbOw
z2h^#<t0Q|!0|KEx1;j?eHnvMOgMF7>Q_hakmNuENy!e)KdHt+xA?N8{hG3VGCm4mL
z=-D;IjL%TRQ_cPG*C9<`gRavfOpTB4CIu3=BLjM2D!x9RT)`lV$tT1oF6{_oC>BB<
zlxw{PD>i{1grhFl3YN;l>?o%KYHk^CEx8x;t-YwW#<iI+UDug`OF9jEKt0ND$KhEr
zhd`*W9(lM)dxXeHK87uk^-Rxs-5z+i&G;6Z`KI0{=4#^W3c2`VgQD$%<UyVs5y}|@
zk%4UV)(JgGo-~>n+?07%hTn&rUObz7#CI_INj_LAxuaYNe_*xM$LgUL@^geLX=~T6
zwO3z#%`iqTT9C2l|C`Y^v!3vyCh){w9bReq5u@+?K4Cpn`Y;Y`C1mG~vRru}`)Z9M
zuehwyzI1-ImWod)&#apS<|G3qF3Rnd<uMvt*r<p!7*R9PFV7ft)pO8lvSJ>o<N+EO
z|4WROlE?#~N9#8chfg_Q7AMK@tSbm*?k-$NgBrs$7~P`|LK<wtpKiK<kVmoMyGW|r
zSLCroCEG%7s$bJtsv$90DUkFW{7{Eb9$j_-G(lBW!d59ti`1W6Y^gzqp0zK1o_DyV
zbDn-OV`qQNOMQzFxCDjFqdhZOE)^^=W5xmvdWZ+mChc=^FXB&`Vj%RQGA&-E7b|pB
zsh~0#dOs(((}QGC{f5N;M^w2nBEsX<WhUx8LB}L@)YoO;Jwf4qtPZ$N?>vuZ6Caoe
zF1Wz;*JYhCol#;N(91)foC~h?9LAE&pM4zvp3bd>ezi$Z!rpsa(!TmX4N{kh?9}>M
z>MpFCX(%rysX>@Ejc&hfr0-Mf`L8l%y(SeSo!HOnYOc@Ikj~Uk-Q@r-lvpbcx(i?I
z`+#FF>1cedY#_=3zs07rslriS+>=*JSv6JXmvzsFgL<&5GAo|cRw=oGvmDNi*EiXe
zDH-Ri(NQ$V6cpv(kG0t6K7j*5&UV}x=|bB!ZD$&UNU<na@hW|z*y38}E-55#&D_8C
z+N-kd!PtPV%H~7F-}1shlt4CGd#E$GA)36Mw7>GohJBnt5wD>{LIg6$jAxEOoERCh
z0_ku)8ts@2`(M|l&(w3z=aYGhH=T3p8(Et^Eh}I9uEzlFM}bPLQ(zavqmHR|uD;*?
z#yY#`hXb5$n}r&E)|8cUGMWWK+5KJ5e^IZoa2}*XS8}OLFlo#YyTN+ek**$fkjGW;
z^Dnl<Dq%u<q30H9eXirBX53HqAdT*Gb$Sj{2_xuY)7w<xC>s(J?F25{6KIcl|9vT}
zn~d2adt1_$EY8}Yho{8=^!>u;+ch=c6>GAsU7NE@FK)J%UP25ud*$WAJi;}MM3x}&
zFwaP&!qtGNuC7iSqODQ-FgBoFCjMdkEn^IHO?}F^;N@R5bsmk{v)cG(b%VT?)W4F+
zy;SU}I^NJbbiHGBsApl&bsZgpFb3&a>agRbg7}0am)CR;Fki##hy7xT>a4G1UAq2#
z$G<FbQmwtHL!6F7sW|Gp*{ok0{_M}xxXq|wBJ1R-<@XOMB<6JV_MN@(zA$WOIr3bE
z%TZtDoqJ98m0yU!Fj5|>113=jq))ndS8b_-u@7Mi^VRJ}0Srsh9jZxdtIpJN8XpzD
z#89*yt9KhNw!RysaNQ(I*}zjE<{>!uxIC*~T39g04E)3j;lEA{L|^16$;DD*R!dt~
zI0y-``Cd?o4jPoO^S@c+mMD4u`%?D(A6MHo*VfpzH`dw}SJ&9*&ZV9F8f?QywoPv3
zSr`yuZ;4Qu81SuInPo5YQhUPI&~m$smoJOp?4geMtjY|Nz(}q=m$i>|E69NCtrj#1
zL~^Kzs>ZfjP_VjcN8MvX5g`*`C<ms#uDK!79ALX3toNDm@50?(cWBvmx$qwQKCOE-
z9B(eY=|shYU4-`-)W7<*TKnmb8tlB!uCs4_Z-9*+Etg>_!u?3JeTS#6j3OacjCwJK
zqtfV(z*DD{N|U)6w>mw$C6GKA(HAlXu1Q<_ek9hZt~2#^vhHQ^ceo<Y_GQweUO~to
zWbdqUG8yn}F_5E`|4Ow6I{-edVtS_DtE@J8Wa`F&^M*h_c;uy$hv{2=T1<m>PG}2S
z&lr816L3RdU^H1vl-zPhoeh$A-yk(T_7ea%^5f+QcGf4ecHN(w?8o14am$!25wC)2
zRPmt++9VKn8-FSY15pCmD2+w8MDM#y2J>6;IlwG1zA}2Ar(?C7**!>l|GMfc6&j|&
zh!&Lt9SftiI+qv-J$%iYMw>t1&$(E&62ffu@B>*}zFgj0;yE1+;+TQ{;`3QM?{iHy
zcaC(~(rtGX&Lx)rK~;rD0gtWo|F_N#JF>;DxvJjQuGv~%Ijq@K7}^sG3Yu`z)OLD_
z3X1tE5Z3U%Fi!hx!Z7Pyc)=b5HIu%4eW1RYMlXU_SM_sEX#A;&_v^Z6^emO%1`J1!
zdJR+*D+haQ{8zX;Kuc--ubx$l$iCs2hqDEhwC8!R3)hPTgj*Uhr?t*B13M*^>VWEB
z$~F5grHLyo>d86<@q>k~m<R7*Ai&tM2^%c47)i6$GE0?US7Wm4r0tUSrLSs0a!Iu|
zM9XQ>PrfmIw|TKRG7yi$O8kuy$VP0nmdtdGs_zhCgwSCqWIN8e>a@c|jBb;0ac^~E
zm`aO`>Qm(1^mC2;U@#D1&m^+hr*yqi69>KBVZ?~xwsO@n>5t8(NZ-72WzM!9C#p}+
zEugy)0F0rNw}+5tY{*cl)1ZkRfQwoX7bZgIPo;Bq%0~t%?{y*s84(NCEh<ceGE#oo
zG4eb0Q3gh{r0G>rjNl6r=W!vp^eDg5aw;Lc+<<D47_0sAZiFT?eoQIW$PV#&;gi&n
z=$7k%@w$w4?k%wX)L^AOL+-HO(7H+Is$O`V37gq@P9E~}O=jvz7xi;7%IQb=aZA_F
z6eIqjy#3y<ddah{nHlq1oi;I1g+;AMor=dL_A`K{bH;Mlt_)am&LGc#<m3-m+jIZP
z*q{E;B3EB6l%u&w0Fz`RR3--0b0hRU27JfJq9UNbI(<FQq;uANZPmq6hrC1ga?{0d
zsrR_=dLSG`Ujg}NFOKz$v~uiKlzN<?6kx{myqbaAb^s$-wJK*v9;GR4!=&bF?~94M
zE2T@LN}{tPNszyOwHRY2lhsa#n*A|En>$r4*G%Dd8Aw`^B0>+BNQ$~tn>pR2<wPE_
zEeE_NL-W~64;9l^I#iMMfILV{RK*=I51s{RAD-u0#=-?bN=u8Ne@>(3f4UL0H0*i?
zLcnET0Tcf`B$M0fg84Gb^efM%?5up1AbgcZ{J^cGTR~&y0omF9rb(f{&_a*jqS*zg
z9%1_J+klCu0V9M9KsclofB1N`EzkWqm12I99E-O|*a;uxdy$+yAR|>7gAX=BTjtJ=
z@wlt_Qz;mT5=fu76dlKRG`}S$8H8u-YNu|Mo2yamYhoG`#UOl#$~p-p6o&8ulF=R<
zz|dhBmNf@t(PDMJT6JbRxfVy9D(R(#^@H54`+;fU-n&@pg5O`+Y{z{lr8vwOCdqu-
zx=L5&?1{&vmeTVB4@x_Oxij|XRb5`%P%Xqnl1X*;R_TL+QLafU-+wiV{gGU7&uJ@w
zt_D<nTqD}6bcJdTM&ZlrD+STTfXk*pb5)Wpb@;^x^{@jVKToKWxDX2%+18{F7asmB
z54SyaPd?aBI2Ry8cclT$2&r#~i0qjfq1UOs-ly_vFZs+<YDbtnjH@s5QZkziC@&K3
zaH-<1)t(sF3irNM*jL_5a_z~2A6B56LaI%QA@mGjK7PU~b4th!&%Wwva430ag?FTY
zfq2y!VIoul1}g3AuLPXt%cv2Vh@9^V{4yFt&4P>W1-5+c4kAo9y7$eQ7i25>e<Df{
zS_q&zXugj!35*Umc<^A`788RAX?1m49gu79Hp!+vsFQ;}n&&VoR@%+!0yP#41*2x`
zD32_3JoR|99dr0vdrA|*SdIcmFC>rF0_e)S@a7BT2sz9^hUF}_fg>e-oT+<aK;-?Z
zu}E08RhKFcysEHY@D4mcn5BQyQs?H>dHd)r^_Y9d`;Gu6t3AK<i)*t38T^4%a=eJs
zG0F#qM!Nnv?|KIiP3lZ}he{Q>R&DfGF~vVC2kbA@sV^lSCAUd{Iw4*8<y?|BQP&go
z4CVo2S)Y0Ejj%NU-`moqe&!3`R?mQV<m<mdz7#(=@d-5suaKT48bg->1|kF5sEvRg
z9q_+iHHEl7!Pz6$G=5mFt5-{Xa8aK4Z>@Kzeblk?B1KBxTM$M%aoqsk>y>(NU?6|{
zTh{sPJ9}h48#*}qe2f^8w7=dw!1jAb+TFKxd{k7D38cwbjD}2b*a2&`)OM3&Dz%zG
zNEsj=LAAxm&~h+1><wd7{ujhN-e&bRzY+mw*EZ&`Frp-`C*sv9F$YH@Lj8HpG8@ZO
zhmlf2-6~brQM!jYAYnD@Xb;4ZaaZ$ZQpsbK*Dx1AtS%o=+nkcG%cp(Z-rakmN7*%b
zQsqk|w$_<82<ozpkZJFVTx4u&M%iJyNKqW9t^!VVnFqcZBvho1VIxp?DsE`b5U7|l
zpO3;VSm+~TUkfTx)_IFinHbpci>b_dlu@YzQPEkO7WupIjLw7Jcb<q5BkA#CAZKZ=
z$Mw1&r~8>YkT~ef8sRE<Rq9w>;}z2^;tApMz)ay$qUEcWYdow~b{z!`*|;E5S*c&*
z&p&i1>t8YI<AoCSec0Uxrh-xPln*r6B|mGFT_xjG6*b!B5H)p`+&Wq8E|FZUa!gm9
zW=OiYzy{a-O-ux_2>Ai#;lV3BRHD}UBeC$Fa!So4gLyJ>sN!n>4jH6<c_1R|RUm)Q
zbH&lCbm~yW^QyeIu*eCbaQQkZa34Wof|QFoz}z`tbUZ5zquYvtP<Gm-t?fFh0wI}C
zRHdU7=D{EY33#>aad+MBnZ;U!oqTh<!AVCM$7f}afyh8MN)!3cnSv>}P69*7_ZCNV
zU?P%466n~s)iFkgoa3DfFJVVILY<QCs74#<c)*AZbMX*dB)Pl!#%8zl2>$o$IkYHC
z_Mmd>Uxn<6plb*L%wggr|Dt}dG~gr6F8WrJ9kSm#yYkl!_ShrM_Qva3n=_|MYZfiB
zhPB7rz*@O{4tQF|@(X3a9_NX-8@UF8L<Sy`n&08~c|eUtoq@dWO>-$)q`J$pg03q9
z^=?ndNYmSh2vU`Lhkm&#$V+o$a`t9EjX>BHq|bqTQSWeY-M@hErBFrM6Gj4q;M@Gy
zqb>I5KV;m%hgs=K-1P*JfmH6d6dA}yY`b)7Tdjur33U)gt*Blgo^%=rAcP2lhYkrw
z0`cTMQicr7iDnt5wacFK0HTvgYu$j#p$+EE(Yiwu5_a96GWL&Kw1JV5uF|aYz(kM)
zP*nvfBgEt$0>F8ojO##?)LDxbCfrJ@%T{FV{QuWv#~#sO`|P&HK6dgD+jB>==b!$F
z=3#u^s*`V13<x`thmY^;MM{8w#stA+V(&b;56q9Xw1_!d1Zk$;serBgp!Fi32I{HN
zdi}ca_(7{q?dDSVKR#?r_H{`yFDcw)J;uh=o(UC1>BVI}H>JP`8nqhI)TRV*T8N)b
zowxs9_-?|tlg)eXxo54#Df}Mz787zgPuMG3Q|qH2(?_N{AUziX%bG-}ObkQ@vQgSC
zboN?#Bb}0`r<$VcHanuT6cPgN2@f;bQg5_+s^(M-tp20c!D804?_7RA5bv!LMr`!E
z1=0Z3%RTa(Pd3?g*ETsuK!<fiI^Wsb>=?>NogM~*&4dYqFTUv0Z<JRI<(fBF>MGIt
zZ6;`P*fx43m@&<lcghrH1~>yY&-i=-!QjREkd#wEA~7akUC(el;e}}|QQej*c8DL&
zg=w&0p_g20t4>#1;79p7oRD{;HMHF52%5(qIP3yc_fo;zTrf0`)*(^NO=4uyr^lZz
zHZp)IsWsie!?#D@X9#|n>l5r>x&>!}QD~`~l=e7An&7WiP8UojPwO5RU%oS%$9)qz
z<BP$!IP*=@Hn;1nQ44f#tqF&0I>q-HAWSF>_wigg7+@G2VPj!Hov1o}u$!>8uIYSr
znn}uOhz=wYM#};HNFH0e`-Ikns;jwLo=qRoy&%Cz*Yo-IBQ-i94lH;{ZJ}g8b5^5G
z(V})IomyqvO-|Z?TI>VC^Tnm+eyXH8Anrf!ZL(kdv_<ngWR;mqkM?$wCZ#!ZhHmA0
zIZ!mKev8$%L`8n#g(uz0se`n+I!vsP2)Kk>e*$%=mEl{Wi-VxTqCQ+}FKoAC9?Eb4
zLLB0Sd#Unlilnd;gvWRBP(@VygvVP$)2;H1x=h4tqF!JKCf%-xtJ3Fnt2?r;y9FX>
zPjW@fIvZ76DP2;|dx=S+8%Of-#RD%$J}G?(^(qHaD>&$?u6kVpkQ3f|tXcpdL4Yq9
zM3vmWSsU%Xdz<a`S2LPlRBfZj=)H=;CS|yaqgr)%!RbQ`X6B5nUGUX)_Ro8=QkN#R
zPr5I27zB|AZoGWkVQnm)MW_r61PWFerLCw^isWddF7u&gPJdpVaIiIMGbT?aVHPkG
z4aFGoiK%ExpsrVGg4}glTH<6~0}AaX`}sTHrTsO(UX|cg0_c<3q41YKYj(%~d?juB
zADFg@6VuwyLD}b-Moz?Gm1eI${BW~<;nOfKKglbkN}8>p>ouZ{O^vt~n?3m8V_G_8
zxfak145WRDT4U;hnrgI~+Q}MRFqj~p8-x&Pge_j5P#qSF5!LD*#!?6{18;Dxt@@-0
zm~bRVf<%7aOhfZ+wz}y=g+UrX1z0LUrEreq<<B~`0?)n6F{>yKtish=>v6d`EX{I&
z_>M-|+LckOCwuqnuJF;CXlWNY&GvUQ^{J;HP?VNXSFzaW%+K{;i5v{yEKkBBo6G^3
zHZ^O1y{^eF{(-oJ;KKiHv18twbSkL>4@%lcK3XF?8nTI6PEGgni!Jt@3mfg9cV%qC
z#6&CeaFGjsU?9v!j|`*$DHU=V8OTO#D6jSq5z@AzgQ`DcHK})L4#?lNWXb=E7|zji
zpLs4f+er}vt8bTg6JA$<C%`Ol7yxqC9s<E%v&J)$k)mZQWS{@pk6U!8Q>Gg2@FQf5
zN83VCbb9%PoK2mU6~jqrnG*SYX-V#&wrHO|5t^GDv=HNP8PccQym|Aq?$Ou{f^GP~
zSI*7T(95h_qFv$)^ELE}@q9)eU7nf1Pzq~DoyDYN9Ir`zO*lDR_lhRw!6eMJO@G!h
zCSOr9*oz>hFt{QlfC5}9f(Np7F4HhDrG*;CNhrMF8Rb|c1~x&G<cCxSRFNLo-+Wag
zWh0)B9!WMKm152+iz_1x72Hr)SMdB<r(S{o){r)8#miAK{otYor{X;L(3F!Z*lF+=
z7n6TZQiqD8s|E9OcIR#2C}9uYm$8Q)$l9^*N!dW52ub7TKk?xi*vyztdDn*^g)G%J
zn5>7z;)-6f_216=q2paSVjwb*jovDB2H!!eQoCwIzKhjnj@Bf?Ycv!1ZV{y6G7ujk
z;`Cvu4R+0!#)t1|(O@PErO83HM5jgN@a7Edp?-J!(Y;T3?i}qlH$>xU(RF66cLa<l
zu{+e%$S@+9I(4e;yYIfrqqt6<k_{x4`nX1zSBuPUuauA$#4t3X_5@e@GO~8b@e|5{
z@=Y^9oEI95W3eViK5c88FBIOM(7W+^i~6fj6{y<{pfJr1Ugq;fQe+{)hJ2X{y9G>7
z@=fYM)tNB5$>Fe2qi5SXT<5gkcpDSyAdfzIl>a7jT6I8bO|2xQa=^4oO<eVGkzt51
z@RhPxv}oy@r2YPP4R+P9A^r)w=C_>NVC!)Sn=^~JVq<DTW|mWgf%V$b_Q8xh+)Mq`
zNTpRT^vz|gq(EV?6W#}vEK8X*X<`%mgG8t-3>5a1$|`w9m6j2zpP|hX7*(2pm#$?w
zaBWJYdq1~<Wj!F8bWVjY0YV4mOs53~sbkYGVG@iAPtdX^$Gj)){Q94HI%Ah#0&~%t
zvtwlkQJj#5i_Dw+gV5QhO`F!LukL=dh-5QR^*uz((qFAyM5t6>Pq;i0a{0KCJ7g$4
zqyE?xG}W!?N*T&;7Xx}m>Y{s`fWT7fIirH8;FM--JY6~<Ez~SXDAW%|!>1n7*JUdZ
zmUQanmOMsM(M(-4=L6V6^?$(;zv}c+x)<^0v6u&Y+OKW=rOwm_A}q1bwHtXr?8%pU
z6t<;{t!Jfx;;Joj2|ucL>28o54?-OauiNKGeFy81Q-T~esFZBuQc(@H-~V>GU2<{O
zdH3OE>s)Ph#&2QCVsp$Rj2&>sSRqvxuzY#ax#vo|=}JI&wh>sY1qV7}9xhV;2k9ex
zXNAw>b@^i;GLTKxMp8l0rSsiOok|8~Jd|1?xWpC`oYt2mT`)SV7o8X=ui#gwn0?~Y
zY3+AjtGzwQBPac}+3_E2v8#U7q%CqYVj|kC)iIGkgxazVOKv~++;h(8Ib;Yn39tHU
z3)TLLbhO@ZnjQQ^R<)y_wCZ{$m6Jz?dtY!<kN^x|OD!GpM^B3t-f#a4i=C=>Fd`1}
z2<0VF>V~`XFdYk(4QzRYu3<<WF%gJ8d(SV{G1RH5vQjU~-$>5~iGXe+hlX#<g?KOB
zD<{o}Z^}F;#`aU$aBf$b#CaX_Aa5ORSHEGp67zA=7R(C>Ooi)EUapG;#UTsFm^zBX
zOPCf1KprlFyYoLhLzg*GM~m9y4b|&NG5CY+mRlaO(@wcp&+FwWwaR9_DZG)TlE{xC
z^lrm@_t5=FNh#@9(>vCK_VL$ynZGGkn(ZiVeD>C2ATp3mj(<8e2c5YP`i^msDk>~g
zR4dT%I7ry3r&Y^-k<{KI5PprPHF)3eooRV&rEU8i8ttNQH#xh=yg7O)si2T>pke@S
zxZwu-!4H05Fp%zndWvi(Cu`xupNZ)HkMiA9Pc)Qu9#g!9um)TZKH!0CjOG}qF{r~(
za5|tI;j<+k2kJHAL996@=;?HMZ@pV1>m6isx>V0Fw)4)HNf!m+(_mM`gu*4=rdBLi
zS+CjG?^hY>mB#&2oxLVC+8tVe@KzT$k(j9SJRPAtl3b*cG}*K=n&$$J*>l6^N%@!n
z0VC_E40>ELkRJF!;*!UN1MZPlfWT}yGunUE6`?l$Z5uq`GqQP9+y7ntq6@k6E<^3*
zm&D-nQ1}h-sQrBi*V(z4@VN0tCej%O%lmow^2@uFn`P;GPDFwlsVj5@mtL>JO4=D`
zX*rUboTLnqIeFEvMi!lw#q3Zsu%yHgEp_s#b856<Rn~s{n~at}LH)3PE-ZLAa^y%`
zxNxD2=`(E7q)F=s*x-)(L6{j4r<_}IOXfaF6pY$;)-wnx?*Rx~7&)Up3PhGPAZCOM
zj3u1)$UR4TkSBnGcxiwo=3jUBNDj<3X=uJw?_hW^AXHwRftHMs!943WThgk#xf;tf
z{ZK^n>rQp%V!3><<-m;Q>VUaXK8Uq8pMr6v-Y2H{c1bEXDeiObtzPC~gwDh*tVeiP
z>KSICMw8P4i&qBBca$1TtvY>%Y)fZ|!M;O5YHaE9H|>e1u5-Z`E|48)6GLPkn;7AJ
zm|bKbeTdABom6*jjz|=PH2_^Az4Ny&s<z`!sCHY3Vs<#^To{PRTno&DQNKXM1Vd<p
zys&WfJ@f1uF_5*I>)|Do!qFoV$Ut;qf+<s`*x`q3DRptHuGLtOGMIyW{N3V-zt-Lp
z7dm?g={U+t5JCQ=M;K+d*Ao~ABldh*TO}1jLa+hsM$4oM#K5gBce4+=r>W!s%|W<9
zgz_C?9(TEC>t*J0BMm-(h%ae!z{E89(dEVSwMt(SkCtrluDc@o2?#7IF3N@E6Gr(H
z6?Tea3xjHYC<FV>D$f~WLd%u4!V2eWo32pZf1@xk8kiYOB-BNhJp#&$G)5V=RXe=w
z4E?p~FDS(|l9r|@X&9A2b|@wxrjirH+;$Ul+fMiz<mP+udfC#&wp=Eh5hF&))f}8h
zh!`ji1CfCgho`a#)zwH1FVEpxEtQ$%Klo{l_Mxtk=ahVPU>G7P<F*kg79HDQQz_Mq
zEpb_ym%XjOazR>qS2s%!E;2d0t=ce(AOZd7KmU=p&MK>~ukVI|g!nL;tO(dRt)cZx
zse?WwN#x%muAYddl4C{e4^r9Y*qY`Ol+UYqiD5XU(*dEB+6#`x5ZV!42(MH&BGBp7
zWX+%XqSDizA|jf&4wDy<lij5ah!dCvgr6M;kvgQjcZ`JY0AmPYYF!x5$Y5xcgES};
zfUSixYNyHEi_R6hzUFbqJa|jJQf{kX?(ir(QT6_fQW&PYg*qVq<W($$urRm(-`;t^
zTT)c{zY!1+MOIi*F+5xoNDhJwVL(7YB;ybT7eP=2T*<*9&L9~CBs0iJ&LDY+iX@i|
zibz&mTy@vKVO?GOf4=9<uc_B_^S#}-`%Rtq>DPU`E1Wu2bxzf(Q>PGi@3U(G%lk<a
z44asD<C87V5qk$v4hc8Pr84o2QkeH-r{x^UtFPL^m%)MyE?`!6A-(){{1++ElmfJ@
z2sNMpDy0ATk5Rpn7<q{HJB^njJXW3X7PGXPJDF$R)YVgSnHz4lHefL`lV60<vS)<L
zytZ?l&4)14xA;zEnB|-BKmWt%J4vp(>Z)Y&<jF2T-u&A7X_Q%+p@5Bs=bd{4yKv)f
z=CD2rM-5~!=SnssdeRo$zh{j0IAe@9EH)Tr`?mP*7F;kzF+<$KFJhzm3zGD&|7065
zw>CkvqJ4+)6Ynp!Q~geV9%c3+12%%03d*gh=J=>R!<5Mn6`Inw$BYT{3?`xpYYn9F
zx(g4~R`btuw2$y%-lH=q`)p7Au_*u6IX`Xq?Par~Q*73>ti65Rz9WQS_5gwj!NBjl
zii>>p9sz{#{;Azf49&fd?K9ff1Q<K_Lt~7YboEgD3(_zXU=2uq_A^@(F__DysEyi|
ze~kYk1sYHw3Xldwsp2a(TLCOy|0VB@&fd>6$}^L7H<;5@5q4gP@j=d95V-Jg#`xwt
zedEq|W*Hy+AWY0gr7zow;Km=>R3>1@@CQHm!Q_=!UP)eh>80dDANo+ngcPRvT}+w$
zxv)x`iL^(8ak6ury)s9dh0~Wz4fC?S!{y2EOsE`f`2E6uvltH31&G6X$-*WmPV{T;
zIX5;Yy``nGtfld|EqG5e99efjIMCe5dm;P(nmL9%!P5ROW9UcPJA*mqGn`mU09TlG
zo>s=xeecCz3>TRH>o($NW^uL&ugxtV7&~#8^^pdkCxoYMD4l0Ni~DQC^)k<9^c)oE
zKs*Gr*}?j{3XUWZL;z{nPIMPAoY^uuW0-5sm2Lmfe(p1k&8nlqBNRL#{-Qti3ygmI
z{qO%PnK5IAzhPE644~abs3!%Y0I5m6{pnAm`fSdT)-$M&GXBv!zu)`5x7a8ihlw`o
z6%XTsL+g&pEQB?b_02uSEw;m$y(6IjVFohaeDirqKl#Z|k~P*?!}2f%nK1y3W@l#9
z;wDCx$3=_{#?2<Z#r+yh=>HkR#ro+Nww8i<tgS1!`bXK=>3VZ~!hV>_?*Fd$%jsfo
z=16UihOb+Q805>E0E@{JP0%cD*Q%ygyUErpzGDJ~g=qVj1Et4nSoB<TZfX`<8=7_5
zM7J^<4Xzo&=&!N=iN#vb`%KkznhCA-txQ+gzLT4>{Jg&W+;uC7;lRvsCZE^M;xkj&
z+Vb7pcIi*BSqEw?KnHq_{u=$SGKcR*pH*kiKmYUO)?05)KJbALnA`qQ!8B{=V&BAB
zPqFkZGW94xilpuU(iUUJR}i3u>wMCz(*g@GjB3Ij;6Tm!hlkDoBg*{d6z`Kuj0%u>
zQPJlBUs%BRzW2RkyY0417FmQ5doR!oIT$S*oNMOI%xLGCn{|^b?Jb-3Sa(33hcNTP
z+WiH)%um%E|6+II{?Wde3TF-kFX}0P`+M!{&y4A>Gjp9}E}KEDZ`VYd@qFC`?<*!q
zUQGU;zF;I|L_SK`IZR-^#nv=1NoIXzE?Z|Awd^8YfclXT^cM~ONr)_LR%tug>|tZe
z>pu)1W>J)6eiL9OEdTF*n>{`3??>k{wpL@RIy@C{%{}MGEG+wJ04uB4HEDMaYDf3p
zd#^{5`bq<W&Qt0=q-GwdXVt!YPc6nA1_h!383xsR$WxuISyW~ZfV-A331V{s`<uyx
zM?baw4<EuR3)L0C`RI9I9p)n+`AG8k<BungKKf{~{`%|ZgACv|LSd$WnQ1XL-`t-!
zrh2HWo7_cwf}mi;4CAI5Bkfq^{<U2oj{YCUtThvRbQ4~iR#`dcnd{3onm5&!TS)P3
zUKb7sh*3b;;4);ChHtLb<OQE-+<;g!QyP1dfVBFt(-r5M^Ic;<+po9I^(hx#ZUII;
z&cP0N$`?v>^5wGhe8gan9ReeM1jw&{{p;l7i!b(AzxmDR;(5Dv)?pSM1=GxfL5Vi1
zb`&uNstg6X8@5yi?TCmdAod0G2hhonG8TQ|cjv%F=MQ%DC?KJfkNw9#j*gfwx#SXG
zk12N4N`a7$tRL)e=DFt@zx<W4&gbkMqwx3G#Y}{7Dl_3(Pe6F^j^7BH4;f>A%0}>8
z+UWnY_S?Yaf#MR53z*w3OnO-tA$^!Pft8-};$2>-*sGSH@JdVh>W<J@zy#dFcCo9S
za+1Hob0-b2Y`b>{n$==W$AxoD>QwK$ORe|NnsvPR;)~|(7vqHpb)!IUEwFB-90&L|
z8ySifF>?U^+Yap+4XZDs?>qU=Cd5D6F7;=h8D)-`_T~X5!^ri0?|YxCv6zVf8cpWI
z59YU-0UKk-f@}V_?wq`HzUPwp<~qiHV*&M|U2oWT7Ruji*FV_>vt?GInF$tC?3H-h
z*AV8PXR^iR9YRH2Kn$7Rls~*+?E0;6-P6|+$$`=$&+sBI2@~CUr|`Y!P1~RjS<hna
z1JLNdSsU{}1^kl$dHwa*GaL%YCMH=R1=M>A%pxW|2nsYC9ctzwEylCY{GaKQ8Nnh*
zI?EY$L|9Z-zcN$co38(dA2RjZ-_9CeOh)$`Zn(kq*SMq5yIEuP|7KK$1T!_UU}~nf
z&%1x}&Uv4)wToj+DA)|a{5s(n5bLT@^IEL6xHxMCbKR$WcJ_{We`GU|CG8z)HEaG*
zB)kZx-}YEIkXI;Blz;yjtB!vD^PeZ*`ObGd!C}lk$T%EyNSO3r!k9vt6lm6i%ETe&
zH2?~XT42tR9J24<lb=5GcRL}D&3jl#wPSo{ENWq}-1^_Y&XL@7BkKs9L}-TyF#{ob
z1Hhygi>xVArX){4{j`S&8A5|719+w8I#ZCCrPe#<-7k6P+nzA>)^uAt*wyw|u%^HQ
z_;XeYE-bg^G?mpMCUBm!FsnKqqXMZ(;Rb+d6_Y@Cu=WAmci(+}9~l`*{`}`Z8@)Ol
zZFsD~{o@P}p!l{kIGkfjZ&E-#^36B#sge|snnBhxc_cYGa1mP$_=o)+ap?afPe1v8
zemD>_6HXxn;1T(Ybq;18Z?)q`@1F6uWa<%rOBP!A%`+d212+Vi&U@dB$|y;$yz)wC
z07cJ2-b6&rc67rYt~utjBY+o}_XKke_>c*ed+hn<WPy2Zvin`8@_N?ZO*SF<Q7cZ9
z0==2|xP6k4KxK69x#xO0aZ#i9WfvTwp>t;945V!84<<kL#KEK%QyC})!j7$l>sCyf
z6XM?U-Z_$6ZvIEI^0I$PZoS!dlv@qY{npWuHo}C9clgC(@W<}+zuBbYx~u;;`NC$S
zQx49(?gV~oIxbEsJo3mR?Y#6SJxYjkCu#H-hUN>dtYx6vf4ix-{>3b;)-bc*_3heV
z=01&&*mu@Lv`gC_XG4%0^uY%obPKwVe)OZho;55|&{k;AK%9XLs}}mpHwuvc=vR1b
zb$V1r05gzQo$c4Jr?#1pkpD=&u<2iu%P#(3UsxyJTywp}U6lO&Z*$nW=yUk_4L`c?
zZ$4w$VG>p_sjYpCx<EnDv;%OGTleYHr~9dL&1OjL((3iQt@c>dQ6@AhOi*tjRKiQ|
zhS%I-mW;BgyK;r>C}qi$w#07p%PzajUoxw0)s{wM7WY32km6`tR>};^BGiBaa$f=y
zXvctF{}nFUM+^1UUH+PExY6H})z`$W`>2bP-`MfBzxw4rk|!Telc%2=T~B!TA}|*_
zSq_gM2B^9^0gkxErOENfAD?Ww<(A3HE3fSMN$_=&#$duo;^`iy+UQ;Qz1U|lZ;iH#
z&8>0j!U0dpmtK0Q*V)T2zuY)*NpBHe^KuBgfmF05WgW8_5Cx(D84w|hOoq<iPH5!w
z|Gl}+VivKeoiccnxh3Ih1e|fr8i|g;Z4{>2JA?#G;O~EDzeSQ<aKQ!1GRrLEOhF8*
zS==(-hcqi+pdo}u>y23%vybPVvqgM!MWeG+%A}EIhBw`GQ$~8_AJQrNSi%EsM?zI=
zAj7Dq5{f!*vl!l-e%z9@n1XfN$q^pJ`Q>YN-ua?Q@^Nz&#q}|}K5R<@@Bg5k|6o?G
zzq0QL56phM1u-CeDB)!Bth3Ha?z!h4Po`UZyUn|8cq=>1NEi6Pu*$$od674a`#=Bl
zKa-=6J~~-qi6wj&Kb!Y}GH@XuG3TeAdMY{m@WWm0sM$wZIDkhU$Q$|q)J=r?Q6LJC
z`qf!S7+c@W00Hr{pN?M7+5Ls*ljOBmlH@mbB!$B1o<-{LK@141EC5v&i|a6kp)v(y
z-nd<XQNlpQ%)yc0!kgcN0?M1u3#Pr>Zo9er`xRDL!LxepwburfW!rSXiBUcq2hTk7
zOb;)$QQOD`2M7g-gj~T{#^eV~fha%*Owgi|g8^0*zzw1C;SYZ}x#NyIl3Q-M#Zl#b
z5sbPO9VE0k<6^VTHcM7rb=Bm!<Bm%ndgviDCirg`BrsHPBdo%=O0(TJ%1Am0O{ruM
zT&JFTYO>T)OZoXJ&;}32C!BCX=0B|HIt4G~asBnzCuf{-MzYvqi@D{M-nT1Tk>5l7
z22l@1;u_O#Oo6xt(wHulds{Xm?uG!uO{T`%Z@;}WZkQD#OEJ}M((E@Z!s5q2{;?->
z;DHDF9q+-P``qV}RaRNW7m=kt;Uf$zWUAq_N6!6InR!iEF8nzmxKQJrc;bnEX39VR
z^FJpzDtzIE7ZNPhw%TedUk3@9XD;c1{Ui^{_{=lUB$Fmh@@K5DLfi+ISxjj5q<}T1
z2o<G(F|`ac8%4Wasxf81TWhW4-A3Au*H^##)zk!v<8MMFD@U0Rw%a;gef8C6q0`97
zNP6(W2d6euN`Ga(TN(kh2k-pF`><Y!`}^Pj-qYHB_uXg7i+VD(UTW5ASvF<RLwT4W
zO}E~9YsX7<Q<b)3s<hNB_#C&p?z+qAlc#M)wD?d-3NRXpP*Dnmo#~{LPV$acWdUNN
zaL3Wyz59LY)TyaiXgPJmvXn_~Tfk23#J$uOkJC?m>Qjza$Uv80e)-g93#pxpk=iUF
zwGnzp=usYXDw$q$%{8gHw4Wti@~~rnQycwf=@F+4I)r(c8qIP0*vCHRchylygJC^K
z0g^S1+CD@Tmi3-GfHv$Ia~S>tbrXVFFYqtVKmWY1hoCyb-N}wS?&vBWzN6|X3&?Mw
zg%(QIUVH6i;>3x`&O7g%Jn_U6$;~(4oH-JdOLK5S-NgAOCRCD-fBfTaHN`ss^%UwK
zJQ1UkLRB?w+O%v3z6YB5@0eqbaaGyki!Yw3?^JJLxT2m#XT0t1x#ymK+8`#xfa<8I
zyn9Wz%y!W$jxpY>6qv&r)M&4t^;>*X0Sbs2un4-zCYvOSF1l#)#v5-m+<3+5fNVJY
z!yo>TG3;R#0Ut*&Uo4Jpzy0=Popsj9))~rV7SN9?T<?HJ2)PFycp$m$w%gp7S0g$t
zz4X#9csQ-kR9znarI%i66x7!?s2?^`vd=?hEL(7pA8SqsO7`Rc?|kPw-GHDW;sv}U
ze=huNwF24*#{#@)=Yeo8JAz*Ay;Z#UtvVElGmz@kMN3Sy5DkN91awBsR)KfC;~hR)
zZWOMpcZ}HCU<lspuDh;})R$ax$<i0qVdPveCTPbqUWBoZ;$m@`y%CJiS!`xTa@AE=
zIhkO>T+M(5ahRT|#uEHWL3e@j3I&(G6?K>JfFWZr0I)yjl~-QLXi!w%VY&!h3DEF;
z{@K=PGQl1Xl*&`59>1disYg9E#S#Y1?q){Sr<`(%yH-E@?6cj;Asg6+1uziQJtHF{
z38VI%cG}5D`uv7*NFbJlANY``1PS@V+!t720asPA$&VQX$E%`(!fFarT<H3{-~G<_
zQ7pLNg2}ty^)8=Tq2l5sKjI5WTO;T)1qb;{cz`o1L-wCA6T;ODWe2Y^fPsvJ0qwHY
zECifIr&i(0z&qyA8wH{O>5Xoci3I~QD<H>*(KP2gAV6Sr2#_+FM@SSgQiKP-ve*Oh
zumAe5zHY#%IAk7SyrQ3>2bUmZth{HfiHmdJ1qeJY7-AlXud?RT&WA1Pw`hs5VCI3h
z-4PSiWeX3~QK<S3IN*SU*(T=PKqyo~8icfuzOX{d)aN;FB&<(eHN+Hk3}EJ}-cj=h
z^n{(XVFCrdByUETjEdP4Vy2qTR2bd!9>zCJ{3yDZK6e0oz$?T}v%E&%iAPx!-xDe6
zpKv9ARB#i`Pype<rbPrd@5`bu<$v4T-sUA|?FC!}YNPtCJGhB%2xvgR6(-)RO@Syt
zs$D;Av14=xjMa5*ZU6v407*naRM?2~?Qeg(o$+CZd>FtyfMIt?jgHaFn<=T!kXRGJ
zE39xVi^(}b+WdoF;1%Kqe!9Z%!=$Zf2A)6t=}(h2)>y+07ErB)0=i9c2lg3SNC+S>
zXp7(kbfT_Q+<_q!6DoxQQGk>}=HfCD6GOcMGm%bSI%P4M;xK5RGC~AYeRWWjZMgR?
zxpa4fbhtFq4X?DcH0TmiA}Jx=DV;7MT?#1DEGaDANSAbXp2u(In>puyW_ae=-TS_-
zUrJK3*3IIE*bIRi$d7(ObcG3>S6i{gqVrZR`dJd5W#HJz2F>H0tyztdFfr92>*eMP
zVb4}3@C!ipD)|lp2`EKb7Xmm2H=3o()QeW&Zix)6YH@8Vcycv1V}HjH07d>fQUleH
z8JhC{0(yJsltL}Y!XjA=^FNKM*0EgrRMwBbjHko7&0telx5B0F_%DPU4YPf-UdO3{
zjH(c1uavtR5Q9?G<ROSrC#gH?f<+jLPDe)a(n);sCqEY62`13NV-B3r`;r$8)33RI
z0sE8x`M^&O#Vo_bP)wZRf7O&OA9FrE-XveO{FSP13l4Cg7}Dk3!g0b&Xa}K$diFn(
zz)8TwdyD_+H-FLzoU9(8W{Dl93Jk)Hi4y8{+&AIxoU!;MWwp-2V#^aDW=QwJn7@-N
z-O4d);HC#cH}BeKnr(JbifZiAVft|vk$yi{Mo`NaA=`-q>iFqNh^{Jut$*fwmsQ2K
zR7YoUp!|Nfh^OG)hG7F$Bo`h`&S&&bm-}pu>%Wq?%;(uR*S%y@)Gn{X%J`nQ93$QU
z4S61h+}_U;%PwoFTsb;2{6V>uL8WGW;E<0ht%tz#R<yx74d}E`LM0sVWRGA`dO;K`
zcxN34;&)_Fsn)}$z0X<!r^!+AfU9<RSY9zW?c<w}^_`M0hk^+Nek-WXk?=E(NenLS
zs(AV52hN_=f6FILo_i~T$8n~(C{<YWGQNwnT#P3T@?=pmcw1-oU??2_MdIU|2iupM
zcF|j<YfubS-1=UxMkE6_f#lr3a9&UlOK8K1rVtNFyRwfxTc_yiB8RD;Xd4IcHiq_e
zaTV|6w)<B<&_%PuqDG3tD9mR?=??2gq<;hbnQujPzv4n!2gLKxqXtyyUYSec<^UDf
zhwoxEGWH8QU%Z{NX9N>tr+OY}zn>3_S*}p}_rua>(D;@FhoC|yMpgBk`*!Nb<sz&q
z9(kC8E8NLvjVU_Im|*3!{|%O!#HQB9ZR=bJ{6J{QgOvx)fQIs;UUZ1gbiFHPmo)Xj
zBA$(Ns_ocv6A|`eC@=L<M!;XvNR*-vuknP7^j<Kb$_4hn&m|w0dxcWO7poi^_C8o}
z3tkyx`L)M~8R(b(!jR+(RFySXe9XXG?RF<?kN4V5b}Lm+xhpM<fBCO9^KV+MNcSW5
zLMNo0N3u(Voq}yuB2~^SRq4RwXuXx5G;)}f+gyv7@|D`R*;0Hefw5ZDX&)i>aQV57
zJahB6KY=l;JKolV`x(A}K@PT-a5NuT%_|jxmS4}rpjK@_Z`)!rAJ~WhK>~fJ;K7mZ
zngYgrtDQY1dT8ZOqzso!2<Y>b;vlqTyeMV=d4;JDqa`McRd4u{j&2*MNsUeN$++ti
zlzIU1b*`UX`Xp*&T<y7rfss`h+6RNoS}t0a8yIdm*E5jJP<^S&ZsOv#L}s(^LM`fb
zoplwehq<|`!B^U$W4P2S23gSqD0U)@wCeIs47JSj;mvGW$f}Df9jO&_OvN%#7D}Jy
zvgp3R6M`+RN~z5TW7+qm<S$8b%n4at3%Y)1ahD}=pfJVS$%VlyuK(2zq2~Sl?<RoF
ztH#SbdaDq5OffuNt6bUk;2g7S<_7*?ZyFRe5WL4K5jVKo`ne_=L$Pca0i1k#C48@~
z3*yN=o9+d%j-6XPWK(k`q}yiUz2=Z%=~Zi$%YWUhd(R-0{45zY86IkD<oEo~#WKul
z^Xh=EJfGqHUR!8j6Bk;lgrDKXU)R78DB3eLlT_Ol+>hnvG9kUsu@mKV>*41`TCgBv
zhYFanevrLLmlNTUF-^x8@^I9nfUD+3xxz`A<=g3>_kM2pLd1049fPEm)@d7@l46cg
zb?ro+89eKCxFZd(8QCk>@PakFR8doNwt2wgmFn1-c?Dxo*La^x&3}`$#KFtB-)qls
zBb3gS3mcBjX8F~Wz84`aRa263XT7g_UdMQ#W)Sk}i0#o%ShNwPU4{OovO-M7mR;zE
zLj6y5rGS`K|J(C_qtSnDKv#Oxv85CyiDPI4f-Fc^W^;#?ui73i`nGT(5XRVAM6s@y
z{qG$%2MFvN?a5Ao?dp3g6=5xIrhQ)g&+_`XBj;WjOsj}thS>NStH@?p-wyUR1N+ka
z2%VLXx{)1w5Q>cgqZ&N1c-%=@G>l1;^2=YSe?VRD`_td-?B29XKnLSJA@8xm%6mwP
zt3$f2plSIny*PXT0RaV)6ZHbPH+BWv#Xw}d(i>S^ObOrIi0Zgdzd}^hrn`jqw_5dZ
zZ=<*G?SJ&1<wwx(&WQYRT<3e0X69*ZAtUGUOfH9ABcr%2D($AZZLivR?BApc*CeTh
zodIR$oii_tjxCV!*Kc_hY2?VNtFIDaI+l|S<js8&*olYsA}N$m>Vp_<%&<&*3}OKV
z{$I+Gr*UfbLfE=9Ui0cv)SLfG57U$B7E&%gtMQ%0eAmbl;xzWzOkI4>QgY4jYhxCb
ziGy=owXNcp!RoHU=$gcUh(>>uIBJ>Dh{K8)NHQi04i=_asAp95CSQ^AX@L->0wEE~
zEjVE@2-k?=Tk>+tF6hax`G3dH{6(_WjJm9lwdZb%@y1F}S45FHM8cJ@$RL5M3;0oN
z4^znHjY*YrUiR7rQOhA>@wWWu-lpGt4QAGc<H(~Gj|d_ng^X%#tthj0M9bOBhKxu@
zP`S9)3K3vT7;Sgzir8@nYVu~9316nThr=n*U3wdf6=Z1J|MSJb;Fc=mlg6f^k%A%P
zLSX69iMc<vBKXyVxEn4JBU3Wze4Kd6(heWn;J2TzXG1&loy#P&mGLKnbzJJll-tM=
zYcB%B$k~ON(K47iit@qDEmr0&5%iFh08pJZB_m3-JL~>$oOj#@W8n5huVpD?m)47%
zvhQbpEs(^-0HiD-<0!4R1a8+ck~$BK-HC?Lu~04vpq98)fRmrgkTs5|Kvy_xE5<nN
z+a%bdME9kodZs{+K3g)o)@70i%MOfAQoXKx1ZuCRnvyE;joiJD&a07uGl$<{5pw@N
zDtI?46YRjU)^Tn1=9QV8R<(gpkeq-U8y+R=NoK3%c1KnU8itR+S?9yRzpC;IJ}zEa
zv9krP=WR1!IM#U)PnLdv>`$u4dSKSM8F@6OvCa;QJF58a-?e1?9Pis_+0oqLX#Ct(
zCa8d19uraCm`E+qaNK;04#PQ98VZaquI}JLg(2h5S<{RVqEv1R+yQl$%bz|mtS$pZ
zuK|bRd^+-$lY{%<TUi+_jBSeX#G`^2CsuwCJQ!`(VyL_g5LxRH)QO=oX<u5~&G<Xw
zdV_U~YKv^mu*7x%#G9!zn#WNBYaAMgfKR{Jg&adJ3S}!BvL>m5Q9N)R!2E(4iImC8
z{_Y061Lf=GHa64P6UiNn@#E!KR4_T+P317MG@8{wZf`!GT6{o?Xy~%amP<mw;JeRn
z=u1>%(eeG=knoJU>v6xJJnAYfiU)e+5_ATbyOx&Aa32ecpX}b%>ja*L)+M;Ql8_UC
z3tV&pLsQB|K9DjBmvM)Jb`ya<X=dHGolt(2x95W#v~ZS)+;p#3{+)U|8}6oowbpiz
z1>sN6aKE{KR-)cqL*d{?=HSF|PcyhOAylc@;w^YhBjLM<f@mRCUEoWut;N4i*jhh2
z?B8u#;woo?2xXLnf3xG0lc%pt0DYwBt@<PAq%Md*&sC2GkJ)9lU~5pDE)pUfh=^+c
z|5G}ZCz2KlMxQ*{&ai$xPk^#Mfx#E&DBPs*q^UyoVTicqBxE2mn^3B&mX-4Ctx{mY
z<p3&+)fx$XIDK!(jT(rM;A1&H!acI<>%9j-*LLQ8(IxiT_*K)Q!tE%VFkCJ}RX_cC
zvRx#|Kw|iR|67(&`!Oo8hXFtLl6^PsnQp{Xzd^2Uaiz79A4MT+oH#1W$5d_}mBP~~
zK5P}rj7-X`rJqgQ&lg#Fs5fUg=&Jr>8a=%h!nP>!N?|wsV`m^emi@r*Q0T#B+dYM$
zn*_OlgJQ#bjAT(l<I8O0t~0D^6Tpo4aH`1j)7zm)liXR<>1zguV$IB-cI4!S!GT_@
zb%>3LX_rN^>WOAFX+bq9FY2GstMXanheg9{#(T6rElLu*e6e2$C_Wjc|GO!EI@1b@
zQ{l!n>ls<u>ar`Q6EM;mQGgMykJei<JK0vILx|ATihG`Ws?KQg))kswyf420RV0fM
zA0id?7;?KS94LoMI}#SJDLFw%MQW@!ZBfIMi{4cI+SPMd00}DRq!w7)MKy}xAE93S
zc9>74l*d$77;RrxM{JIpQNIh}!nu<Xsw-D`LFs`Cc`r2sK7xrcbJ(dNqvx(rMwbF^
z1}#KlK4T?{q1wMJ82A*q<jrlN<igw!lMNKc$3l<0&jYG-9Y4Gl1P3>v5l$!ta?m|#
zcYS(Ife35XbNArDD0CJPLGhqiEBL8b?u{YqU9US-c3?GB+!?pTIpkd<0_?WHv=iHj
zA5H)rPkRme@E_$U&}6=KM}5s#JRk_yEK91UBrjC<r@=FBf3lX`f3I`1tBt)2In$R#
zX~p;c*+s;Jz|Hh62`qETg(c*sz4L@npsU6?7-ugDC4)TBAk+FCF@Q|nE3@on|Fzm3
zyA@Lmg>s|^%p4*g=hh`qk;COhb`(3Vg7hP!bU~7UnWxGrYJbZ#jNHfm`tSI<Dfr)w
z5}Z1Y%UV_;6hc@y`2fJdSEZ$BAP?;)t0$oltI2Bg8*v;$7;V9C>mPSC{poWS2HRhD
zvGbWyvzPQCL$7o)7Y8l4zG3DVlQN>RZ9_kkko3%ujEqR%RThp_+As&!=Z*6qp#x)1
zd9f=Es@x=hohK*_ywSV__19}%sSVoRHguK~@P#Wq1)Rni7(Hm$6gBQzX7O%F1TVlo
zh@e*^-w%N|x^_fS6p?E7>3S)7bzrU41TE;KD=ihyg6~o5+!Dpm@W<iOl}Ij3K|=CJ
zu*mpt?(c0BvAvGTl1||`P0>H@t3OJVsiF5!sp2`jj7{!QmW8!^91#cMMt%4}Abq{E
zp(1me6wxK42N_qJ@TrfNFDVxfeEwF+@bM(!lVqn8)}EC2ijq-v+wHFYa|GqRo(s@(
zp4I;8cBkaQT@eG~7lU-d{q^w{OlRC*;;*39@Zn)AdpExX*ZNrrKqpL=GN~Sf)+vfB
z+3g^1F>uoqqCt6I=U<6o(T8d@4~6S9;n30F8$T;im${o8`TRD`nC->wc46{}-<F`W
z4>}8BNGbMG)p4S1H})Pd-nhwKA9oSlHIaIBJBFSrV$4KG54D#`$tv8Uv&#uI%J(#H
z7sRkZoG<Z+G_A5r$lL1+WJwvTN_D@vP-i0EQ1h!V394CriA02|tCFiht?3+#gt!eR
zap^+oavxbGTxi7}uh$o)Bpi4^tFJBu#0q|WDwkOpVmW`_v|aG#i~r?`HYFO=x2Uav
z@i$TR&`7P6rJmc(W;#1<0XYh4f=&DjHskj_WQBxSSQA~q;Vwn!WTeyWzWwYq!S8iu
zU5h0(Z&i=5cAh0BSttv7d9R;Bc+^+QMi$BKa}_!dz3&5D6=F-H@aSuaS9Fhse2p1q
z{%6_C>cGmBNc(X+KcJuh?b&V<Bv(fk5t4azzB7?*=Cvps6RF*Mn+V2w7X~?Gcs!2K
z{IFK$@|I{#L4`E(9V1;*8Fi3+{uti+3=%c{s4=jF#D2moRa}!pa+Wf37mV={m_zS=
zZRQ`t?-xhm)WTxqI0J*MR;o8ZCH&`&ZW66?H(k$ZKQ#Sv?p2}4W(@I%A|>j2ObqQx
zRAxz6t^wyyllr)dV*VsuIGWLDY#Lb`?reFxa0XgfUn8)a!>4=1#M*ts$P8R#8>nhY
z&KsUk!NCqO_$1hcn&TYexNk{W@+ba@P}{`f<v^ISy!E5<OTT+KqI*j!&pAae<bGLN
z8@=&gr&(47HhDf7P>e7`Xc_tJ6!`$6Cf4tkm!zHrZ~jF{T(YM4?*!3a@srJT3(pWD
z{G&C|1BjZ^JSE!-g}HbBgt>>dvQM8bJ@8PaBK)m%nZJC0(SQra$lkHMvenlJ>_9V0
zzd4SO*^kKuFj7l5p!k`sqPnSkhVU&s`D)Oy{Pki=%xPIQn`X|o{KoR*!Ln(__npL6
zzEOKgS)+uMW(GnHdY=s<nWl_n_DuUx6+$jZ!o`fm@{|GXT8}u>5qw7ulP+aN1z%hI
zVMU<1=b&Z_ChCCqs|D(Ru)M7dDz#yhJYUebXO7`jM)~k24x?^Ca71!~3j7Wg@ymiu
z_YD<BrpRVdJmIsWPfvILU;yZO?m30rt7$*v;x%56@(e+?BkM87$p2GtTK~uIog1Ud
zX>fBZl8;lxngWs`K1J;hV+k1t;C&VpMc*f)Cl5tnL=$J$6-F8BFa}{ZS<zEZg$pJ+
zuTkiKbPWVEN?OKOPMHGOQgu75lVmjrUV&1rGzQmcN=a`jUZPZT0SJ`e?N4{@>@<$G
zLD~Fu5fPbLl&*9;g-s>*i^$@$b7DL~^3prd^o`L~U;t#f>c>2n+yl;#5d&EJt-Z+O
zMzR(Rp}gY*zpmj0ZVh|2f?c%0GCNepk=$VNF=Ipc2YvMI%GmEj^rbb><^{*PAydoa
zDz3UBtFajIaD3B2-k&)p<oWA=kD)M!QU^-y<5p++q9jm0Z7br-<9P{E5WG`siEmks
zQ%YcWC3CKOhoFwR=wt@x5Zc{T^h*w^Hh<vL!w}(5_(7VuvK?-<@`DaD#!+^1?5EJi
zcQA}1UWABRK(`f`R+9mEd|oANWm@BAfKMg!Mh=tD4y6^!VR^Rt<BxN;B+%*YOd6zQ
z#<CSt9wV03kQU|D+`^IUnx<sgELPPv@k1C@&c8=?XX4AFJFJ?|DrnvTc>43Aj7@nK
zNpP*mD^hLE0k!2Ji;WktZDOV0mB9iWFVhn7<Fs<)Fy^p0Xm!11S$I8`G{?7DV^5VV
zSDfiDzz(QrR3i&F%6~J(-mg&}b)+O;tr!XAwWc^xzE>nUg%P0cDQ;gH6T$*Pf}}%Z
zM|DR*AAVCsbqU>6%~c@q3TdtK%1s8?w#h_cjH};<i~2M_RZ(&I--7dSL8k>8C~kKX
z?;i7155LSmw-<0#!29j^_wnvX>sYcwUfPPI-7ZP3;8bQ^88Kiumc2(8`)t#LJbVmi
z)b5+(u5duJ<POiS7z96{UFZXa4<!XGJde5&KtTN$QP1?nMGNKm$;QVaarKQbL-_vq
z9~-$)X9mG3fJU0hWUUs5N?M}D*FZ&B;xne`adF_%l$l+2|5a40SLi(0<l%=NWIYym
z7I}85qh*0oELK_lNQY6+PqgY;TmKEynUX$kZU9>t|6h`e3hjHv?_Ky3-iw5`+BXTm
zOFI~J0!dXD<k+fuStFveK2NMn8kuaCK*#Ya)^WdgVpD{oB5}eo92-}|e}CMo`nzP?
zNmG&T;=gC&oHwwY5ohMkSFIs3_iWC6Lc>30NIk4xo|cI19)G!k>&p9DdGUQGuKrPM
zBfm-O*|0=wWGPDK+imS{x|%O~cKUe;k`44ibxSlaY9WWq_gkWx3Joz<<MxCeoSo6f
zq^jQAKM!B+L>0H#lC!V)%ZP=Y%=JAh$($qz=egCSTk{EwVW9*-DXnYEGO8s+&C4s%
zGBegnW<Cv0Mv7++D?+^ni9pCUC0k{D+S3wOmFMzyMr`1mT>P=@OiLfV?=yf{cl3OO
z*jIk*rEW8NY(4US{^GE4-7kb<vmgYxPCNpLoUazWu7<CEYXyu`{Lv9D{jhmLE){9$
zr9IcEYd+A6ekLaiE$E@^^ZA?mS1HVyhgi*f!S8IS?MTku=uMJR&KBgoBqfVB{B6?5
zPn(PTn!mcwzrqSyTBi%qKwRcu<(h~aSMtv<G~KtdT~~iGKqfXac7R6gx;)xCncWC5
z<3nh&;y2nt7s<<6o8N|Qr({26i_Al9WxP|!XA<MIQL!l}ym*|><GWQ=l$Gy?Kd`5l
zwMj03F=-QD+o~l<o~k}MrAgBDxTHjQ=p_s;o)47`vEBb1a(?yUcT!gC1LeSLc8y<X
z#hU*)kr+BiMCk5KQqhaB{O5F;^uXrw2a=ZOion_dAe`N6ZoI{Og7ni-7yp`FGjD9K
zLm%i-OIfC92>@Z7QD*S~H)I)q(LUX>hS-}iClWJdf>xpAsY&u_srV{|x9@4DT#}Ar
z$7~OJ^c>^OXGKC?nwz)Z-buFbh@5F?z;DmK_0eZHh>m5Rt9RUbA$Y%a6F;ickaB1|
z9B$zcf#*5T1?4iczUIqJsK{q!F`g{LB-gzDl&rnK`@KxUabl4ZWE3|IuGF~hf7u5Y
z_-OTvWznTspg)#K*L)#N5Cui`r=hm#v85Aw$B_6PIVBnDG}ZlZDKtllFx?x;S4q;m
zJ0Nc6_OmJiAorF}00Qv~(L3g!3vMwMEjF<4z-`M04B3q}SgTp)g_?_4m>i$-ZqlBH
z?*xL}Vw^W<)}AfICf$moJ8;^$b)r)|Bal1}EQ~TC5ka&980;MWZWn=!q_J(T$3k>m
zX3qGGYIbDNZx>T<+2()hjvcN-Y^|2=PbsNpYk`wxi!iMhN`iFdy~x)GxcYP>*eWKB
zEt4JROjP8Su8h<kF%gJlX(5=@+oRU2%b8NEZ)sip9R8sn<@I}-NMm+a*c$}e{{h45
z5^(nlKY)}OXqW(rQp-%Zhl1F$9Q^Qt<9%3_|55dK#*C$Mpi9ehY@vV*QQSDrYXEcK
zd;`pJBjUU}<$@7Dqfx)MXH7%pR$RXs;|t^5`iK4oxY=yunb_Gib_1d1heNLiW{qhz
z=*$}}G~bunGmLMD#ND_29tU)<AruevlevDNMIQt6g|m(|5eFGGNskZ1FaE}U!$ovw
zUio3dMKSGHY2v=Cv2wCyjwrZWcI0;|a+sc7lRnVghpKRFe;i7`KnrwZhJcKXZW30$
zsQ->qkO0q81XHU|N6Q_@(@(|!cUIelul7&5aYY?y&wp^Mq-(J%f}YCfU|#u+E$f2m
zqWB~Hd2k2@_(psmlJpr>3H(Z+(|1TS4lBI%bb#9zHT6FicKh+NZPVD>e?hQ1l>YgK
zM`Rgv(3ib2JTYr-a+(o@T@I-tZ(sfDzV5&xs5j*)J!*e?oMS$=FUd_~Wyg8W+qQ>#
zLrn0lnutWq6hfYXMVE|UAxReD+rNF$tkVe9tovJQdLsmvQOC%~>FS8aUX8cxz=DHJ
z`S~n!gXK^VHUM4VHOQ@Nc7s%ZhuKZ^AfDe$>D7iDXpWWe{!Wh>nSYh_Ts_@GG|+vj
z`0Zx8mZ3b##JuF$^iRJW%}*8p)BhXzer?t{OlM{AzxruJ`5njHgYDf*w5EB8ATw6G
z<{6D=BZq9b8LHWqmd!+p1zyd>v+mg!aI9WM6_&UFDlA-`#`AIv!gW*%zVVPKfu=2M
z@b#X>)5p`~FZbPH>@4mc0Rst%vSJ-6+uf!p<MVcfaSPb7_!>9AW@F?dV7<)uU1A>(
zH}M5mf_sf5S8vD~Na}Dk`)mZ^m-HO|Xwbs<8BCiU?|39ez5Y0fTEuP|bE&U|))POZ
z7}QBzGu8)cPJI~~-~HPPql4Z!W5`?OIk1l!bLlOe&=A()uOA~TL+1VfS7JJzyLQmU
zOM(U;<P`t!uaXeFc}g!>f5z(&0v~wOTM+nI(<4HOd3hHN7;npd;2KhAQyb^)c)TLb
zs8)U#TGDlaz3X~SY%SDRT27IJxQ`k^Hzy{%FV;oe|8n(0*x|#F90?l6MlBmx*^G8N
zH*$6VWQaA;=hNm!A#zgPj?r^;6zW+?927U7Wn$9>96}+^rbv!P!E%*Ef$YE+@GE5y
z^n>hT24)62iq;;;&sGF;0)Su5{A%z~P_qikpYedq^lVpHx7HaXu2pia1hDPc#^vgR
zFu`7d4d8~q=7RZ}r3|2twRvDW|E^DHPu^Pos17!j!v7tk$^DTgX0TFy%vnd#{)tOD
zDU<O+H({mh<76Ajd<jPAsJvK=v=b4fTOjaJn}UIp1XG7)FU`k2+pzh#6n~qt)VjV`
zpfp@d-0HP;PD@DH#9Sj=7JcUMAmp>=plXT^1H~Rk>?IAD#R7%~fpb?k7U&Ru>f?c6
z%<R0@m1cq|L!>fvIT{<b2aymD+L%8OAzakaB;8)ZXF}dHYON#;^WUa}R~R3-AcPq%
zMk7|468^=G#QOz!!Ht;?vG?8mQEGI8>w9VR-TDEgVf>G>2c>7qlq)#^%+kiEYTTcG
z455RKgPhbhZL83<&2AE+p8&#ljVwha0l%b2&Lh|_<9mQ0g1B&^w5GIW=gqF2JCrXF
zKZ+XklgzXfM~Jy+JT`_3sNYB>3P_-IDv$@DIF(RAdj%6p>^l5IsLv@8el&M@hkCFd
z5iS$2yfB#q35?7Xk=_&<PEE>Tma4Nk{I|k&ajD@dgvdLfciQQ-J{Cb$_kGVO5n~lh
zB+ExT+;2g1P^oPaN6->ihH?~6|I8&6(^vM`7$fv%j9%C-f01z#4C@LUzhEGH0<fAM
zZjJ={++ZCUMkzOGb>ns-#@(V<6S&c14O}4^<%rPSWS3ENVN#0ROr6%iOi-Z)r4%wZ
z6PsKNiBI{WU`Z#!fc6mhbU@(V$`B8lP&7e0S6RHU+QiqDI<Ku>ScZlaeI5TiN_n}W
zu*snKqU^a|I8*KLSY<5KZj8FAv@JV~U}8$pK2W00wGst<ixL8cAvyqv=g33TJd_px
zc%9*C_77DZ*)8FL>)DW~mNIe$_5ZwhEo9P_zMY*rF32MhzE70m%J}JYn$=H{{V?|Y
zm*qZ${8AB$qEuTO4i?PsQtLm?%S5NkJqp#o(N5}sX8f|0#zmF0OOmcjHNY(+inn?Z
zdIvu&2qMpJxJ3B6Qjw45g_+cdF)mmkMlH%KUEhm;aaO&99v#16V1F`k0(~&O+<{tJ
zG6oY`PWw)1h_V_D62*T^CA5NnZ6H3L&Lc&G?74JR#`sZ5+|Z$`vg?&=Q&Rs@e$bc2
z>Ba8Ipp5(Pt1!<(H<~-aiQVK2tUhKo3Oesm**sGwX~{im_kgN#g=_m01BYy7A^X%`
zcv}>GeY!b%$#|l6ceKWlk(YcVDVP`oHw#%8V%r%@F3c{EHu0en13V@5b|VwD`Zxig
zz^A9`mHUwTtG-_&*tJjF$5w5AXZG$ll>~}o@V~8~Z`+gZ>Fl-)#docC2U5g4Hx~T4
zM!7#FVbf*f^d`2S^R`61KRqGUoK0fDWkMP*4>X041bz$BGlJa7fp-g>GaE9V33lG!
zYW?)KH)AJN-oNCthNAM8sRb_H^Mu!355<z%5L*H~hPyCV9n-*n*(k?8JycgnBO;*%
z@CWV<`{T-bpK4Tqq=|T)6;((n_cOPlpZVn{q<wJ6o0m#!Ia(&j+~K@`4?-eyPuDwk
z=SSalU*#F%uvy)F=%$Cky00@~B?M$>>G2lh(Y+3u^hHuXlb!GRT~czKk5vORfUq&X
zxxTq>y)Vw$7<@gK=X<zQXW*GBcn5!2e*vE2xGBh6*SxbVmiE7OA0eJ%50S0<qn;)7
zdqQu%bw#*ROeYXG=G1>fEo7f;a_3{*mjp}}`KJ*M?cx?|qnp~3D_73I0d!bGCKR{o
z%MW;C<<}K6s;%Fp)Tjg*W%GfEO||N)s%fs%_lV_}3_)O2Ov?^pHa8vO-kqz=b0Tcq
ztXU`gTB_8`gefv-53xdY!hmk@EJ61?W*z?JUH@m|cRb`1Sj$@Nm+IliHC~!RXm4!N
z3Q0$CLpcTTnrO7U4%sv-YN5<=j17r=Tccd&_Xg7FMQzmG)YQK0XgN~B_CnPLmRlL$
zzt^C{Tgm3=?LK`6g&MyjuN2{=J-af$4I1by)*C<~UO1W4faewl#Hqa*ai6(%L>1zI
zVDu1zX(zEm*~6u?>#0pIQbv!mGLROJKS<fap{4V0aYF2XHkErh%r0vbNwBL;Y`v=d
z%k%yEl^X|PydxDWDmB>^LNTmCWM@^1+^X{zIc;5xFCkBKe@xN~mP6(+NC-!jRA9Dg
zs2#?*7L~ri;b`pT@ar!yDhL70#3<0}d-GZ}_eatToSwdK%-Og)Crn})4InXwug|%i
z!fGa@uoK0nrqxXwB8O2txxoeDxFIDc1#OnM$jC@zBwYLlC9(7u(53{*qIU%dowBTJ
z8<g2}8JxCjP)C_jJWqV^dE!cJd-r@o>nby-GI?^EROZe8>W80V->SR7uLI{-L$OE%
z*cN%DR>$^zuk+k9b>P(xmp|JNzRd2Sp7ljX-ya8|s{)S5x<Uo~7v1ev7{f4yOB(*W
z4lK@5JU;q-`6mEj*M3{CphTy!RU8{AM2zhF+DSq$@gX$Aaq?g^>rF|nr<)l+%|Z%H
zI)J^M%rMQ!9akI+?vh(X(nYEQo<c<?Xe0+-2A(HZz;eAcwle)JvrOxM)dXBr1Z<%@
z5u~P(r-db)KOn=6wP)^}-&@O~ji#|uroVP5L%#ZE{Bb2SLOGVU<vi~Kn;en({y)lO
zj1q_M)z9)fB~lZ_8Ykrz!=OZqu6x5goa$e^JwiBScMWX9YbZf+-;7mOT4@_QXHVV?
z{+c!No81X8cfcwL_zxbYrffsZ_)tu>PLPIzE8^UGVW5>Vr&`0PT=S70K<l#3EwiW_
zkF#6x97`3vEgM2>o)2Y&p>pL14BOg<qe5|BSp*ut%hg6MqYmAxQ0d|Om(W@t-qeO#
z#r0|Wxv%zH#!Ak<A7+z3Sk-=wK&>;or6ad8G9`)-W*(Ncofe=6bj#G!1=OF~IxE0u
zx%ffO8A<Ggj1o%|G|--}ofD-ylcz7|38-p=Y)OAto9bZ)y6&?tQhK?Pj;iL$g{jy0
zYS2yLWv^HUSAszfz8{Mpt%{J^Vj9E*U1HUWLp^qMy(83EzMPgw2r<?d=lOVy=h149
zuWh!U(XD~=`)od0J#~CJs;r>(oV9wS?(D`z3vvbYz-$1yncL3(+zu{Q8l|%iKF5Q-
z?asFV*0buz_*$k#N!OuAV7jlvMl}<M(xvO<xQ_`bQuE8B*U9oYi&e!Zk=z>Sp=YhF
z7e*D@f~!id6X+kyChT-mc&tCFaw$_m(d`JV6X!n!4(R%_HVtVa@p}mzTQ8=Ey?Z3P
z&LL_`(EsLX4Ak}!;Z%Y&@(oHRR=nT}wn<IevvNt*Ix>!&VUc_%HE6*w3iWD_FJe<;
zcn7l}b!}JF`@?7U=07_wqo0!n=ScfwUj{RFQ`w+ghK_1c_1o(_?bnT53aE`H8s;+n
zd-3#fT67V%fxR)7`ALP}t-DnU`^3XtLUHuX8;Sm28&|&FNGM@=WoMJY<3HJX_n%-d
z9WJ_M_4mXO&hXgkY}!Z_sdq#Fc-Zsps_|sP&Pva0ryuV}8gOCSsQeOEymD;qNINl#
zoF5Zh8vY7|cDyM093<xad$6}GZF+XQG7!?T@KouO_Y%P+W}%GA9B$}cv3YVNK!AN@
zpCC#Ii8$ExbGkWx>g#t^4fhY;I{=2{?P2i55T_fbi3BB^YOE5`&u$f_WdZRXF0a>`
z#UrVIi3^qE8b{a-)Ib-t6>>G|Xed#Ae%PQaZV+`{Dubu+)YZ9o8X}fn(VA5%UyZz`
zu7k)Pd^gUj=XPC1IK*gp#IC$}p5p<=po7{48simLJCqEKZ%D~2YzE(St$-(WszAai
zFwT0Dc^NLD9(KOB<4fcL6C)X|a)aD8Edn1>O26xhton^9QLqBLxoofm*|gWBXzipt
zsNz$i^Fb#zef}D0Ek?Q<cne#+A^i8fbVK}_*B+?M1N+nC<5l~Y*S4p%fXrm&%lP+;
zq)CxaK9V%7H;dw-%m1}!4~nSxc%M0Ezb-jhs9Z<;)!X--lkxV?ws=D;mAOoBX><9E
zAC2}O!FNS@(JVQRc+Z5@c>8)_j5dcqsuP0+;m206kG3oilc5=X4IX6ee=@1d%K9a}
z+a4+w{~%c#1P7$<0m*s!y)7~$>Foz#>%a9Ha1o4~M2mk~vi;)!D!bKNY_*f%tJB{h
zZ?R+k3j>Ebo+qb}rb-^{?6(H%n9ArxT$*5EF+ofubpz#(okCp`$ki3#pe6YJIW$hf
zmr8QG`KI=?vB=iI*!b3`ckECUMO_{_Ntl;>3i%$F!1_w|TvSxBtc<7CSy<c7@Jn1<
zm+HmRH27n+4Zmk-cY517tJVaJIY0%J*q6eo`zqVYo8IAxId|Y~JgyWED#t2p&%bQw
z8TA@@u}!tAB;R>$W|Pd(&*cD4lojB&d$zn1)Y0IPFbSi09Ih;tbV`*I+i~uj`6w3p
z`L?v`sHj-@m=R&Ny7y0Ex+YwTfvGD(mMS{jLvDgRg5dLq0^9@_chuUO=UI}a3jFW#
z>!7c9Juu`Yl|K~O;Di~+53u+WF}y4coChQGKCTMvHSZfA%`Z-|A;r4Zv#w^_R3@xD
zii2Mon)|%fnjz15sP@Z12XRFJelb|u;VKa*D=6c&NOq8@gKzYpV~CqzU2Q|B<1xv2
za3@u}@Sc2aJ)&>g=KCCO2<OlxU;DjV0;Y7F>#JY8-oW!B8j5@A1wdE?lZLPtYk2or
z@2Y>l9MeG6zb&58aI#4*VNI2tO%nG{gWA*&mQrZbQw5*o3t^Y?E_koUng5JE)xbO&
z$(=3>RViij2MDTGTw;_~a#g1;q_1F3zltErpX03g`4IM+@5c%wTNVTBOlYKi>bAC6
zN6%r8x_MAvL9vtTAKQms7<Ldm69(jM8ceYiu4lek<9=as%_t^BQ=&DS6_2UE6fH^*
zNJ#bS$)`9nd;frimpZ00GO7Or=d}yc+*P7QC%0~|$mJr)g`}h?V|e?ogh=uyR3m5e
z2uE5ea>QjNFzgk;W4V`tKBsSLOyc$>$mp>nZZV1nT+ZGkZdOWur!bQyv{0W~Nb<gg
z0Y1249#n0yP5U&<oh9F+1FKAZ`#5<A(=eCN&*QaH9P}1~xT)z94%`=_XU3`D%_-ON
z-BS~cZNF}1bx$aeRk~$hnxhY)SzKDvN&=JZ*h@VYQ5qkY6rhWFZ^}JalU-Y3`pEe(
z`rR~3UOGA1*DE{;gXX^{ZFaMGW)V~d2kfR#gu3qxBW{jff2n;SG)_thxGd<yY><L=
z{^%V3!%%JvV_vZ;MwA^;oJ?X>98)@|=ZKAULE!>|R-a&uXdF3D{SPFENay-Qm*!1f
z*cGzF{^^xWroK^HJBEps+si?oI>}E}nQ(H{C(UE5iHbh}3rbeWFC0L=Kbg71sQyiu
z7<Wc;GSZhfdQEUZz{Gz<7pcsJyE=AQ-J=d;el4bV+qy=v?x6)9TUZ$M_Ah9%hRsz!
zo-PYBUT=xEXYx8!_<JVkuTxqhe<Y2bkesEhh_8l{d>?BjpYEcno903$*}%Z1r=r6r
z8sLzg>BHuur9{3Tb0Q6NS9yws0(-eW7OF#vGZXM-JKoXD=r`V?U4@57fKR{(uN-J}
z0Q^j?I^}XNz3uo3Cdt~CtxE;r%i&S8TZp`>??NHJfKGe5D!J8J7b@G5>w=qHuca5o
zc$?^o70a&;jeHLpbpPC~Zs<x-J>w1I4h~gvb+s1hp#Gvh<#ZHj%L#S^fOTIn7#H<E
zBShN?{Bq)x&`rtr42znSOzCp#KY`iw?xS*?Tt@ygQeR@1vXfu-p||LKom2krDNcz3
z?s{{*z6y-WWEDzry>GNM*{#KSa8d!*le4R_G`tL;mI6)qGnJR$7{nenjxpOA1YT=X
zqIb&<5o8GpVqGX-q<-qFOcn-V5&j|l>s{_d9#lVniu1fBk>3V`KMQQnE4TT%jMquy
zEzX^Ci5Qm!LRT71+i3XMS6X8g(L^ZpChk9FzO7|$B`6p>Jwb*(pf7jZ;7lL<PCL^i
zG=lzP{}^J2shY~wEO-y{!lh0*GmMV(u?WjmH8F0Bn8f<9P<4mKX3S<#;*j1oA^17t
zJq9?1SKfzI+idlmknrK6jf!o*n2o0yIk)MAbNu@ychyGcjR7f#g-yqA)^yXgxzWp$
zZ1fecfzX&ELQ#w(dJ69Z7p~O*Bu4cO+J2&*eqH>qx{E2wy>O!;J~V(7J?-KC#=GDv
zlJC;=&ojg;h4Qnjf^RwI9g#=AY}m10VfRB&d`I_DVimVo+Vyz8?pR~C@P0tFLYBzd
zX?Vh*ef%Gx)U@VxHnY_kE&>l&&IGvF;aI|+L`MFElrY!I84yswZTkh`E{`l%2~CAg
zbEV4!FA?v~{!tb#?^+BOw+is~OI%F={&ev|LVD5lAqa{JNGTlJS@if?j^#gzq#A5>
z4NNcIoBe#U%XavZzp`D_A{No@fhFs0l6}&d9AExbrp$D4O+V(?pb<g_4-{U&#X0zl
zSJFM(o&Cq1fFyi~8Shwb!jrtS{W$FT^*ODs%HEqtN4lP)>5lBBh6*}55eF<rJv>~(
z#SFc8lyVu7FRxTytJvvV+_EJbOd4)qg1@E@!d7JLXB_@`mgld>zvNhG4*pd+EmNyL
z*#y6t9jN@8(%V6VORPsfk4Hc+!1{=^l}^rbsUl71L<yTYI&n)7B;0$Uk3u`hzl%yK
zJka^)-zHo=Q^iCsP5eekS^9_A&R^5)CkBS3*X-}v-ThoJb8ry-L}b|JL0~=9>G$(W
zam#mb(7FD@3O!xz!;1hHp#uEn%&Fv=x&vIT|Ht{02YSNKC6iE|f@0?T0LxR(>{=^B
zN4KK^z32O?ctHgaX2i#Kz|(a5f(5-`25Mgh=_F!L78A+^5+o!{HlUnC9h@}vv|dp2
zXI6`YR&j$du3MS5xBWOI%9(=n9+NtA9NMb`95papw*FTpBd#r#sAA^x(0-Ra+BwmH
zz3~9DfOq7trtN;<-s<rajHM?vl?Au()tAU$Afze<MZP+01(8kG=315Gt}bD_PRGB`
z%Urdd=KG{eAah@97_mlfCb}E3^=-!9v4j`)AY8=Tm<KQd#!tLB?FEB1=SkN@;p$*v
zE)$LsS{Cb|U{Nh<xH@Ie=%AuuV-h=CTmFzFxxhXOhDx<x-)e59U44i#T@6wIsp(VJ
zwtxM)hD1-t0m#@aXqy$oJX_DswMzP)PoOQ{1<yTI4#PG#ePzQ0Eux=d#JFOO)>Xb^
zCfLMm{pSqA)k5Qk^_1dKp$*6*<J*Q*jWOblVdyfz)dCIr!>R>T6e6&ga>L@8dSjb0
zc3zQHn`MPO(yysT1ijG6`GrI2XIznV#Ngq**btH@#Y-I6#nlJjdDU>PXt<56OchTw
z<{ZfnjQAY|KEv~3M+$+bCZK~Q-*evgQkmobvXV>8csX>%86=9R$-KK{KBh1);$^bN
z+2MRAl0Vn14$l;hL%Ium9Fe*bduc_jv|<Fy0&G109bovB)w%r$%BA1V4J-R4E{deq
zwsA^Sw6Bq;6&ne9V9sAjT(Oyvq@$aPgfXhGqpz2tmZ|GERs^_OSR2UBS)wTqDw%c8
z%BPak{5=-^Di=LY>FE=yB8D>-|6zc+v(!^5o2$u;)BjTBw`kgu+;dm-FBj7$BRg^A
zVAHPyZ%3zgbCRtlTGH<eK|5g%sIi6dZU9E-W7G9n!9Y+*Y^Sg*T)bnySrgkYOfczS
z|AMsQo9lTPNKqJ3I<~*sYAPOB%C))Ov?3e{|Cscau+U;5y;hJqyn=2VDl9mldeAuS
zI4yTV+Rmk<Z!)GVRTlEbr^m{!kqAusgJVI7M$%@zZt(Kuudie`{1Du;zmmlEB=u!!
zkD$e!zk%at48o5T=>3G;T7ZS>i&M%eMla%*ABZ1;N$MO~8vmQx@02d^1D(<NBvynw
zx!Hb!Xm)^Bp~G7$-P-r3U6-n22TlwTBOu||CDQ*~1~Nkby`v+|6fd)GEsYD}W(Nn$
z#2Tspstg$n#dPumR6YIk!n<$n2`AYVRn}acvBg4aU|JD$o<_>=!m2*hWe;LgTB(xO
zhOe{zg5_`6W@OJ}2IU<r<w30wiO_esRXgK?y4I;+5)04Tx*&&|*2`18NXOGPT6@pY
zZ2H+j<poHOwya0zp<_q9%&>sK40TlQ&F73PAzu}5_^t;6_S&-tHRE91!f{pn?6dZ>
z$KH*_SSniN3v27T<~M+cPy?D|9&od{C`8wSkhYTV5tVg2l%R3b$ao_pGF9_sQ<E-9
zr1-!i9AFOgeBI6GW|rUg(Zz?wRSTHBrzv|T;>JMinQL1ytY*7HCE@*Na?>y)Iz#`O
zPntpjOgRJmZTiY9jC5*<S4M6NYH78eSC1usqu%?7u15mhquV8pS3f*3Y{!YStnR4w
zex-=qe7o8JG%uR7EFs4oQwh0(BPGTd%DXd&kRZ|!g+PC^eG9-{^EMjc8<_PFgYu@I
z3}#Dr4U-zROzE;iuU)L1>y;2ze1figawqm^3!whKhR6Xu7~I}US)SXtfzj>QN3(Ur
z+X^YM-igRVvErL1!;Xd0&&^*hT>oR!qpE(g!WRD?O?saBhhE)y(dWl}DgxvGV3E05
zqiEko6*uk5_@-+8x5SplH_TSr9t|__*mA4WaUnk8GN2VOoq99;6fUoPx`=U+ei8`y
zx%|o$gS^g)-r@RsxYK?$vdkM)yz3dMAtGfc_9V9QY4?pgs9J7=toZABmPaj^f}PEl
zG?6f93qr6fOL4S|D4O(i)xHKoR(u!B>GH!vPEbM%)qiMy&d7AM_AS1bIugn_p)h-7
zF*{X&^dF^B{q*MgQF`={+L`C-kkWEsd@_TWnii)kv7abr1-AXnijNk4CrW+o7Jf9F
z7QM|JvIB6p5Xs47r2dajn?I=~-(kfv3tKx9wjLSodOv%^){TWvi}~ABRn2g@zZb2k
z0OVd0px@_FjX5cW`yCXwZME^^#rSd=!`w;zZ$SB;3<wl^Rc@>g7xES86~7$k5p=mo
zXh~-Zyp65^InDUEA^H2RsUgcLq9aVQE|%RGVU<&i&j>#v;UKgaV-B_-zee?2J$V{N
z$Q9^Uz<b9d5X$^F*hYnyv_nU!UoNZ;o_+Wo7}q8&_Ehbv1h+-}PHwoM_({mW=zI$}
z5w9iuxtW(Uwyq06PGO$n+aiVMfD^d^$(3YdyTiSoA!_xRXdK2l_rCGR^tzRpOt&7w
zm~wm~wbk)hmeSZ@l`8n&{hNJKE4^%U8|VGpasyzAhuPP%E0%a#=a$xUlH7TT|Mv$~
ze}iHCg?tpLb{DgnI+wldKK3+>h59qKE2U>52bbABt9=)<_x5O>+!omcbvvoH#4D_`
z_KUXk=5gyUNg0**9$^Q1{ypSB>Ri=$8&YJ}XJX{2QP>C^G2ZAhP{d}p(!7kR&A_)Q
zR$C%|>DY)ik3~T6=1C8u#SX}58semH&?nE_Wl`7T8@7Euxc<X+|B4=6wViZdppAMt
zMr1Hii^0=5CTS#tze`uIkuUj(qj9{qj~tKMaCTv6yl1^))hopaSIFd*tW&6zI?{BG
z1-$LwuBaov&rsmBHYa<iJ}mQe&*OvO<hheac29T3$dO#Fgb-+2_-vA0aoXB?6~Xei
z?owTw+knZV$s}*&)8iTE-?r?50b5aVY;Pbi;_STb{Oj|#*?g%M;fgVs7sA0STo`gC
zxx2+{1ClRPxAi@a4C|Pc!Q-(4=&gq9f)sz3pk29tbEK;5D*=m9ICX<3&%1QTIeLv4
z4ioh{No=TfdJUH#9sRZstwW*Mu_C0FNQ;J9p)Y5b9a0Op<+-zkq2JSGUSKgE#_@&f
zUN2n^UTdBm=ZYY(Yn)4Q;}OZ;FrUnTJ0L*jv|Ax?VXzWVl5%E&;pr`s)=^Ju%uNlS
zzjy3TQKVI^v-Va>nK*X7t+Hww4@H*`<EDO2J`CnD0>$UY5ps^kqx9lRL4clHzJTET
zGCSe}TL+5v?4#oGla(C%U?uXz<q-r{SWbT3^y_!5TbVN>-|{WKjSgpu{P0{eFxkRp
z<!9Qk4}IEB0B!vUl{%=O_za*F16oQOQY!oNvBiG_I9V`mh3f@98nVIJCM2J|-~`|M
z<8|<0T^>P=1V!ChpDitq`h;gp*I!J)-R(%TTR~xG3_!5XMdUDdpZjd_DPK#!rol7x
zH+0Fgn55cw9qJi){y!Hzv(vGe5RVv?e(g?1K9)=nMqGFAWDM~Q@aUI+*_@wxUk#Ek
zJ-m1tnU?S)==<lAk{?;X@G()D&G?{5K`L{<N<e~!cO!F#6pYI4&-^F-$|JogJKC5y
z+z_>Qn?oY5f@@dLB3a^99Tx?u_+xmDGc%ipl38j3c4o26A3~#0iWqi1s0?%0=4`)c
z?DwlJXLL(Y-z(ENZNz0iBdZ?Vkid@bD6n#yXM#nc47c~Xi^&(sN?@1zkDI&x3;}h%
z3x0uAN5<XDqD8s}?x1dz1*OfG9oH&tcTeLJpM~!EL%_Xu^f~IOn+Qy0WB@MGmPi(9
zcZ#qCmLvC{68kf7EdiQuHV|Tyit|hb=@!@hOZr3EpTgt`!}}_NJTOlPNhX(9c0lH8
zA&4_-p87xNZ3h_&;UO{XRzraohq7TcFUYI`mX(o_-1y3~EnUAYL+cwUT&fEKWS`iN
z^t)e2Wwtimky3iKGp+`Dg%i4_vXGHmb)YIY1KPT4M)h*;rOp%+@O$tf1XBpKg*%DP
zbTqeLLU)9SxMG4b>fXbw5XT=4j7~tS2(M7gooVoE-9~)YQmXiC_VHnZ;vrbjCM*1;
zT%q(mnX%BY3rvySBhbA|XhY!i`FBVDgHw*cU39|2^nu?N_$yziQoXsXYa98KK&uL~
zwuIJ9geoV9tM0KL->`2z`;{`sd5@irivB5HOoY#KQjeSew2=(glBQFop{Zq9kbPNa
z{`k8gxEZ}AYE3K&!*;7hTK`8#IxUIt7V{`JO^fH1fP>K9bFW52#XSBY081b*qxzbi
z`k6v+kJLK+Ati6FDfepiKRd<YK=zt>rswk_R_-U+SJ3NwvNdIItRO(0KSMF9^A-%@
z#!7(VFGu!COcNZKlJzAoFJ4+u)g~6NeYTaBX)`1$0CDCUOwLl~YUGMfedu;mWZ{(b
zUE?R?C|rfV!{e1YhL(?+P~G^-t+&6I1M9uyDVpd7=U@QJQ{4o+r*746@zz!NqY`MU
zEK{U6VZjB-p0wBm<g4#3U&_b|g8sobM+1L8&B_3|RT#l3{tZ(GXAQ)z2lWe~3bLOu
z0_R`e$m+_rKd2}@0UUySPbvQg=@9Y}`%ni-9yltokWzjT#_xLLJ?KUlJ<THja@ac^
zv2OQ1O!P@j?K?ZBjL%l#<;EfNCN-@1=#k?cUnR_)z^ibV#RXPL?bckMt<2xRy0(vV
zSTs^edv(H7@E2U10IK^ix;R1>ue~GlLqgh0d)Bb9015(8r2VHTr-v2EcYX7@#0tYB
zE6#EYXEI*~I7$DDyCPDK3&d~(yx=}Bg=i}k0{?kRGo3!l&>=|nju~*a)thx>KrDh6
zvktR#Y$PE=Tcp~)-#$#|5__JSTj!AqyyNsgN>zvYghJqLRy5dm<_w9)mOtG8<*m%o
zmsVuxLp!>DuNs&*ZQhhWxv|ru@=m({n`7O2$P628lq5km(J{yN7~K?7?kb~edGzoc
z-2GZ&-FC+`gVd!yrSsr-A-(eJw(iyvZ>2<wD<DLcal+Hb&D0G~9NS;S^KURuX(|0P
zal+7iuOUe&i@^P45}Pc7tJ|%OwkO^2(|JPQJHsJBqzgrGhs!1G;CvWYUcST6?AKp&
zd|5#+o;<YdyV)<`QmyD!7R!wHgaCV&(I%L@>^8_tB4M+Hp1tOca+%O*+C79?j41t_
z`JRJ7&l>U{+~RigjC<{>@+%i}dPZ@x`d?Gj^K2s{_;a&Q4;LhHOVQ3eLfWVBpgKA1
z4g{;|Q{)sW=O_;Pagk-7gCJS_wA{!4V#KVAk@H{43l>ps(A_`Ht;&qcdP7nBhQuQz
ztlHv_EzcOQT8<g<AHs1iXmR!-1ezZeS>t}6VzK9}EIotJU}J}pbx3$l+T28H>sh3)
zg1Pvs_FPT*9ON!$@MA>kE&qveZ)=I{CPyGI)99csycuOWWRdYeLbRr{o_EmW>+8_C
zb~{Py+w}+(#{rxfoDJp(5niiNHG8WcFV#>K_ZSw7F$GKf3j^l=363V1Y~5XZU-;I}
z;zmKi7JLXUe4orC@h|U>)xY>`=SO_j5M31FCuo%pAqc}fxrwU{#xRm}lYdsuSx?wv
z(;6ZK8i@J@4P?Z)&Ch1n9&ay2aAk}Nky97^Pe<qBPxbf5@p~_>y{|o^Y}q68S{K<P
zt{IAZT{}DBUVB`lFLDvtu1JJZii;#d2t{OOrL0@Y{C)iHKXC5je#SlLHJ)$8DPCDQ
zLw{!|h?jn82;?L1*)7uTIWG4;7fS?IaW^e`@(~2niYFMn(XM@h`E)9;&)x7cG*Vwu
z;Af8YQK_}fFuz!UCBytrTD-H;m6K>s2P^f0bTTXGbtj-JvNJ{B%1UiF(^9|adZb71
zj4;K0S~NRN3)}D;c2M`UFSlc?U`_R)W$`CYysxqZKmxe-8iXZ~Gi8Mn&}}V9ih)3*
z3Q^Z;Hfv)B%{ZIrfv^EJDi+}-4c=F=)1L`NWC}6|R*w_Uv!QCC5Y||`eNwvm<yKC(
zE)q>S$$YJ!#TrRVAyYl7{nypeMq#Xyx#fM_v=izd&t^U!KdbV+6_Kkxq(iDc_!=Oq
zMznM7sgLA3F_D(9#oqrdTK`mD^g&1#Wf67LZnp%Su905_;v*#Ue0&gnTSjr&0L^k$
zNW<u62ilODX~U)6<Fl`Zf@?M01U#!0Ank8V^uG)zYvVs{w*JAE|M6CZpm*#$mERZA
zr!eUtU6x3&JQrwK2cy3BJB{jLpZ@ozd<D}e-D9VZDKi<$G)VUrG?U4qNgABmhchC#
zz~v6>ySdimS=x{4A(SlgXfS9u&pDg%4ch}YFF|52;GRno?@WfEZ_kESr0740k}cr-
zn_$hICzHkZkXrx}W*O1#XDAL<60<#Fl^jcewDHWUMbffxYhn22u;i~@PTNp|?5&qX
zR6KewCxVHTRAhvXg+}T{Y~;sNsM!xbG!9(PJRHVaWaOvLP&{w|Wv&eig4$^0qp`sd
zAK_u2jrFL{-qRJYkx{4|T1zn%GXtuW17n$~MOvg+g^0lyQ217+4VK6O3#$_yPXi%r
z@WY^prxT<r=o4?f^L%Ot**hE-4#Y7+3Pm`kEj#$cQIZY~%gKJ!L(6I0C{3Pdf~9s*
zkjlR+Wz3jJTf2xeC^3)Hf~^HwJOah(|L-WvVOkMA*MtDzXGtpUxs4#yk%k%XwtI5`
zn@MIBB)cu8YYa0@?~f!^_lRgF(BVkVw6oBqEUBN9c2>U|Sp+q9E*eoh9iJDPwUV{@
z^h98Au;1;n$JwiGbmm!}O3K$q;<Pj&leOJct2(NtOI{kEClS{5;U)uBfdi;)*&8P}
zsOX5N#U*8vgfNW8y&#ten!KvI=bssyGWrG+$%Xgtvvz+quk`M=(HhmP3t%raGgh@K
zQoPdMk1_6_bef4|=d6EX6xF>*@MVY9E1XQub;odPioRVTHcDmwYcUJRx~wAoPDW@s
zuTFrea5g)FYGl;Kv5WtspAs8$Cy>mqTVz;0c+W=MFaUzo0bF2*1s(nI_vxEbJD|p=
zLt*n*U7N|xt!49Tr8ai+GCCQ=I>MTV1U$wk7H6YFDpDhsTC>-mhL_|`It;@>oDXZD
z(;GK^Q=(k~!C}x+^XF<S{iN;oj)xnhL2}YFsh^T-J$+kaz#xgqv2VDPeuZuF%|jLa
z8GOsJIn6`lI!RJWJdI9nROpgWZ=To>apHkFF*+_ES5!2uLx@I?P_=W{l0A9sn;tI!
zJ2+y>Bxy?CK>I4EK%cdMX`Rem^^2=%lnOI5SO~_97-Kz8(gJfgmdgI3*8F`P>SUT6
z-R9zo_?i421~N#gUm+>aNj8xkZpQw;T~pw2C)5S%C?EC5yG6IphpJ0Fu|L%Q!p|t|
z<k2IVmuby>5|_bfxE7T^TiKQTLwK(s)k|^jB?U1D7{;*H3jvGNWo;XSX~aD@<uJPd
z4kAG+9WjLd4wR6{{2L4ylf%x6iZRj$P&hZO(y!qJZWW_6*hVU(O;+K$Ko_N*5!U1T
zWB?z%@scxz&GC0by{y@iC3Eg+b@gJ-*GQHD?KJLa3GCr0JiCao5cI=D^(3TM<dkv=
zOWOppbAjIMP|=H8RLcZ9H|*kfyT#msnGQsn_{E=LpSD~3Tz~e?{#t>R0ATaMtj)Hp
zm0w>pF+x4sDyWnwY2c_qHN|szQv6n~%;JY*xxrSFV=Zq0)+odDMn2@Zg920u@nhCW
zd(D7acf){9m@d1x&M6-E@3C%$vzMJ9-d(-kN=o)ub^kHTVHQiTHZ2tFyer1Ar4CId
zfI~gq`eo=JA@?ON-6))}@7mTH&|qA2;-&G?Bfd)NT%P(49B#oXHTNmI?tsYk>Q>bu
zA!ISpwr4;+nTO?-3%JVYrTlnjRL;eZ^{}R=R?F$A{!P7ZSe|OE(XSB>A+dQ3ROFI=
zCjtv<i!U!)9PD0K3u*54nr`{GR&p%J;=`Mtslt8Y(Xz?hAj8<3);DENmArZNfiuk&
z%Bs<Y@pt-^7Ofrb*o-qkY$9<~u~L7EjHraj47Cta%fkB@)yU&?S+WaJ)c7I7>e!B=
z$Zc6@sC(`9&`p6b^Q1#j+j0Zo876foWcK??2n)og4&rGMx)Z!<vy#J(5X0!~^xL|Z
z4ar?j>ajs#j=cG(i+n~VSQsNt&=Pxjy)cep*JUTaHVT}O`$i1Z%6BBp7p)-qKvmz{
ze(u#=l~R8KCS!(rS^#-d;pY?)Kfi$Gb=L!$qB4*qMzcEw<pOWKR}|>I_WC<2KzN0=
zZ3ArB*Djdg+6OrG*!zd=iI&_?2+?H~kp}4H1p27p0Tb*A56!;CPJv@X+e}V^6yAyY
z7_NMPdXf@m+AZYj^4*R60-y()c=AFR`EemHej=z2pIC+i4m7IMMst&<jD$T?C|;>n
z2}ke-CYj*$Y(ZiY^E#WAkMGm79U;`<QT-gDQ$GEHpSHvn<YoR%SiKaL537Gf|5QG^
zj3Z@X|5c_QxRvWGfD1b%_HHo&8Ng=fRP*?0836bxQ!E8>a5e+F!%=ApQdORU7I)wN
zVi9XNKEKCQ0&YEn;T#XpAzz_o`7J$C_Pg_|@-c0W@OaIB#D8T0&E}T6r(w()@F|@K
zBdTAAr=0R@O2`_6t;6!bGP$!D8Y`WD)%1+yo-helF%L%_#ZT9bmY{_2Pu2N__UH*|
zGb}@ulB$tv98m?>HYl3b#I|sXeCP}O%F}BQqO!<#@Pz&TmkxS?FULkj>V|YT9&vu`
ztTCG!5~O;M#Tbgxa(>-C0vK#HioKXB|Jb_V<<TQ*EWK~U5=MDlZl&7<rz0sW_OYCn
zWRjTp;euFIX3K>76@Kg4SOSjE8}(Nc>!5$u94xJi@40QoF)n5c6Aqx6{E0$vUm&cW
z#-NvqmG^y;=WD;3MTKi2?%Xl9&>%Puomea7yHDhVh)@}V+eI5Q2(hn~4}>L(o>iUM
z#MnP{h$P7SrH51O);2E2&HC2;+j~jaGZ6aY8Iq*3B@MFk9)A+}9oA)oO=FAwHpLR=
zD&t^Td?)m5U*4FXIEI}3>?6MYSs``1*5I#c8F#E|1t?G}__#tvP4(lTkgM8HMubeb
z^hfLw@`fqTgB{?sL+)#^cJtK9Sp=!Gvf}iMs!NHOXpJ6ex?D@*q!^x;X-k^F4Xouy
z*&k>Z(K3Nf8K-3tZp3+{&}_Iub_Jn2*@h=-O%ia;O6?w4coP+$&owhwoiDE><ztQ4
zEBs`Wv|(_LuQJ~2UVm_z?5e^LZZ?nP^kd;a*jNDV`}gn4_nSZ?ooLF-ge}@O;&NLR
zjYW7MJwW@ctGd@u>auII-{<peOzYaDOAIt(%)!4Y{^)=iDnYJCVf2kS`CTwl*CWK;
zk7mC1MpzUh15mxp5C>YlPKrO^hkJsH&5}d#s5b}97dC^*qXOeP)~a_nez<7Q1caoC
z+8~bHe6TC`)+_-(|Fom%0berP7?7DvfqA^mqA-}{6BhE9x1cSGxb4}T2)f@ctS_m|
z8pzd+-^srMgA&t2y52KT-ebLY2w92yGlN1sa9lBpg0D!xkNkbTCXufEk#iws&K+N2
zKcpkd*aEp3Q?n(^xDny_)i%xv)c7s32~Ghv2G0P)u8vVLG_G>D*nuIppvo+M>(pk^
z1>tr4Tc6Y&s&}3Oq_i?^DX*hBTQk}3Vz1RB=YXQ$Y01zH&N8EQcHoAVz_%(Robg&L
zFlAxhiDuVAB67o{#fU4(5;nE;TlSkM)lmiLCoMD`2NlGCnUF^pc_}Aw#O&H-^y)EP
zRlbyrMq*)O-Nt%{WRKof-0{!#L?xfUjcT@me-ba*X9H021!eA0hog$nf@R={YaD>4
z><x4|aR-O7$U4LWb?0DQ@9_npxez)^6AXwvtEguu`yY-=-_7}={?P2*tcG*J7IQBr
zrA;pg0wj_gi;}!xbiqT!mZBO;Sx(6I$uh@3i&&^$3d>R>D`mgzi@D_=4;yjM4nMkc
zkDig{HBt3dy@ENt6wb!L@|kwV9?yH$gh3xmh#8=)-btPl@4@r1G#Gu+cHGb3_fq~F
z&z_lj2qCt73A$|OdZIfh)pBEevd&`+d&J~BNWRBSAw&y;W?E_gw!brJWBl?4hx*m$
zU%a|(3N<s=$S(oN*n$<pP_&{WNg#-2{^eg}RdFoKDKOFiSJx{h)%dje_-t-nXI+$4
zhoPzmaIZiu{g325^`BG3B9%nM?N8JKCCeiQ1SRI4exT$sPO~*`mwLTib*8;hp7`Gd
zcUp6%KDKS%6LjhtD-e2nl%_{giZl!Xrw30iU)x!tK75n6c^37{&jxF~q7BN*c$Zyg
zp=ufO_DW|^I1)DCdcB~=a@;^w+lV!AI0Zci8K!F}H|EsY(>arXyVRYIkM5o$_zW4_
zfhKTFyv<jChdTsW&o2i!P|syf&jb~R&W@3Z?cdr;)I$`O9gw5h&s}SEbc&xA{aJi|
zcTiS-ycM0CDXdC2<R7o~QA@GdxyEqgKghJaR*KVuYQBIr))KfayKvl|f2Wn5i^+k!
zD#woE@3TZ{E5F71O|+d-Ll}QRPKNl^ljDz)wSZ7t45{5Wof7Qyjm)T;<Zz69Bex~E
zc5A&M=DZ@PBzPCa&j0OW^g#G_%RsG9^YR8ZhPzvWzacl!m7-;KhqG~6YY5My#OBJm
z*o57DvORf?T3}v$X{anV$=g#lrC+PmxH8MF@2%upIh~v!I&SuG6(-TBGR=TUGGBdc
z8a2y{#<S{s<}8;1il^zbSxmz<CebwuK6+`NeZsFZz)A|1mVRxu4GcN!>dsJK{O0SV
zy~KN-Db;vYItOY&v4m%iD5YqW8zVONk{$*DoxHz)J&kv{uAJJf7(Ge3%ZP)bF;AFm
z*)$YNX7V9q_E}zG+*mdYQ^F9@e8)?V*RQsp>*ie5R!nEu-P0yAE2X-@1rUS%B*qg2
zvb=}7wFqSRiwS>vKKmelfEO8COEbREuvO60$!k;j2PIp%Sp-)<S0@yozBs>l&75{-
zot^45#!nNp{anVZ>MTo(i!=XCYT&v*z3^P(JjjBf4ROtG7oPpMM|in9RSJ_4?zdIM
zbCryR9nF0%CbhZX#PuMtm-R)=b>z_CrB^__+}4F+@EL`8{|EO`G3F4cmu#h7Gh$g(
za`f(V=&y0^pSQAlwpVfum`r!W=ow-zS4!%3EHNTIe%^gv<lZp6=gv$=445cvOU)>v
ze~_g}ef8PpRjW9{<}x{Veg~=W%=&5&)8B>obMAwCM^1IE4I&{z4znSQ)$~IR6~P{`
zS2n{DdrDV;LeN<>V$2?V*^rbxTEXN@H7CM!9}-PRjQ5;L`zKf1O~d|2ZcyAoXS6)d
zEXu>}N`ahTs=vEo)FPIgE?ySAq=#e_oBB(gY&<^!NZftAdDbLX<^@&%{7TQ3AFu;A
zRi+jfPNHoUU9w5R?pE%$!WVyiFhP-IZjfrdDNu6r+6cSED@NVJ#l$XfZqKD+D8IfU
zdrt|)smnch@96#FEI@ah(EIKe*4sM^5G}N!^eFYapKMzEBPQNeRPserOXSc(bZ+$d
zG9>I7SCh=?<f~A7yd-NXk6grYjS%N}cEQzFW}bJ==xpyR39C42!Cj+!Nygh|?pJ02
z9YWDo8Nh6&tzc%-AB$>w$KtGe#It$54)T`^O>ibS2N=nmbB%Fj`kDw*9kP}BWclyD
z#bz-WFJzqcyHZPC{u2#~&xoekJ-F%mLkaloBxRNvqltUK9)r}SXFw9O<C@SQz==#D
z?1fgt+3C_0szjjj`kn}^OB91%MnZFZXc;y314qQzt*%TZ+fu(}p_Oh0fIV}Y;hN8B
z#W?NRlTq~*24+&UkcN9G;9&AZ*5OC4Cm)L0maEedb9&mow{wLnGz0Pw>g?;~+tBp%
z{k7f4E<tam@({t743iR}xrxJ(ud6wzOfriZjKzV!$JFCao|bu{vP|vl;TbdYsPBFI
z6PP6M%1DBEEeE~cLtND2?@GM>2HA$B7Wtj_++^B)wEqq@cR}b$)T89d{D<ZRX<05#
zf%PhPDGV#7O@S*^c{GWXzw)+)kJS4Oz&*#szpH62TaoBDWji;bBb$R8d09osl1Ka)
znQ6{U$`Q<aX3{I$7|Z5fNH&0|-$uIcQJ%A$_aDHW+rhNS0RDRZZ_F5hCw&8-#i;s)
zRP~|l=?&*Smuh%5sS$>~l$pNrf|10b)x4C#_sT2^*gCK4fukF8Zk<vIw^hIDT_{k6
zw&GZ<qX38n@a-BI(bYJ~1>lC==o!l!QdlZNm2FZF?p{)T>|>AL5v7{711*tW^#O(C
zZQRr&PNf%{cdTc13ceZ0gA9=%a!jLi$R%bpry{^;PC8>wQ#;I=Ik{=?+3pKk8@kr>
z+Uohn_AwG5Xv|N6ZC19c7{M#+COA$QzzTu}e~Vs^HksA}S&|L0q~=TlE=ufA4!M0z
zKW^>8{AYD1ik=XW*hg7OY{3~^JE~FHhJ*r$GKN>CicR3ght`O`UqB1|SL}<86m4mr
zJ&S76VI`K50wGCE)g@Ojd&kwOJH9a)GfyxItp~<A1^{}^uYO)3R}e6gpo))0d9ktM
z%v1GZFP1puSk(pK>+W$$WfdcmKCt~?fsTO*Tc#Y!*_Mmbjm1|tdF5TjdW*(2N6dJ0
z>DtxRC3WJHiZf2dqy7V3fY6ilMCiA$lr%mk!zMtR@*%_EIklKh2M77S=?Mt<m>O9c
JHtBmL{15neL>B-6

literal 0
HcmV?d00001