{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n# for dirname, _, filenames in os.walk('/kaggle/input'):\n# for filename in filenames:\n# print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-05-22T09:46:20.813431Z","iopub.execute_input":"2023-05-22T09:46:20.814486Z","iopub.status.idle":"2023-05-22T09:46:20.826351Z","shell.execute_reply.started":"2023-05-22T09:46:20.814441Z","shell.execute_reply":"2023-05-22T09:46:20.825032Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":" !pip install git+https://github.com/huggingface/transformers","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install -q datasets","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nimport io\nimport torch\nfrom transformers import Pix2StructForConditionalGeneration, Pix2StructProcessor\nimport requests\nfrom PIL import Image\nimport re","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:24.069208Z","iopub.execute_input":"2023-05-22T09:46:24.069849Z","iopub.status.idle":"2023-05-22T09:46:27.418399Z","shell.execute_reply.started":"2023-05-22T09:46:24.069808Z","shell.execute_reply":"2023-05-22T09:46:27.417162Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"from transformers import AutoProcessor, Pix2StructForConditionalGeneration\nprocessor = AutoProcessor.from_pretrained(\"ybelkada/pix2struct-base\")\nmodel = Pix2StructForConditionalGeneration.from_pretrained(\"ybelkada/pix2struct-base\")","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:28.928653Z","iopub.execute_input":"2023-05-22T09:46:28.92945Z","iopub.status.idle":"2023-05-22T09:46:45.375982Z","shell.execute_reply.started":"2023-05-22T09:46:28.929402Z","shell.execute_reply":"2023-05-22T09:46:45.374651Z"},"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":"Downloading (…)rocessor_config.json: 0%| | 0.00/231 [00:00\"\nX_START = \"\"\nX_END = \"\"\nY_START = \"\"\nY_END = \"\"\nSEPARATOR_TOKENS = [\n PROMPT_TOKEN,\n X_START,\n X_END,\n Y_START,\n Y_END,\n]\nLINE_TOKEN = \"\" \nVERTICAL_BAR_TOKEN = \"\"\nHORIZONTAL_BAR_TOKEN = \"\"\nSCATTER_TOKEN = \"\"\nDOT_TOKEN = \"\"\nCHART_TYPE_TOKENS = [\n LINE_TOKEN,\n VERTICAL_BAR_TOKEN,\n HORIZONTAL_BAR_TOKEN,\n SCATTER_TOKEN,\n DOT_TOKEN,\n]\n\nnew_tokens = SEPARATOR_TOKENS + CHART_TYPE_TOKENS","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:45.378499Z","iopub.execute_input":"2023-05-22T09:46:45.381308Z","iopub.status.idle":"2023-05-22T09:46:45.390393Z","shell.execute_reply.started":"2023-05-22T09:46:45.381264Z","shell.execute_reply":"2023-05-22T09:46:45.389413Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"# processor.tokenizer.add_tokens('')\n# processor.tokenizer.add_tokens('')\n# processor.tokenizer.add_tokens('')\n# processor.tokenizer.add_tokens('')\n# processor.tokenizer.add_tokens('')\n# processor.tokenizer.add_tokens('')\n# processor.tokenizer.add_tokens('')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def collator(batch):\n new_batch = {\"flattened_patches\":[], \"attention_mask\":[]}\n texts = [item[\"text\"] for item in batch]\n \n text_inputs = processor(text=texts, padding=\"max_length\", return_tensors=\"pt\", add_special_tokens=True, max_length=1024)\n \n new_batch[\"labels\"] = text_inputs.input_ids\n \n for item in batch:\n new_batch[\"flattened_patches\"].append(item[\"flattened_patches\"])\n new_batch[\"attention_mask\"].append(item[\"attention_mask\"])\n \n new_batch[\"flattened_patches\"] = torch.stack(new_batch[\"flattened_patches\"])\n new_batch[\"attention_mask\"] = torch.stack(new_batch[\"attention_mask\"])\n\n return new_batch\n ","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:45.391955Z","iopub.execute_input":"2023-05-22T09:46:45.39273Z","iopub.status.idle":"2023-05-22T09:46:45.508358Z","shell.execute_reply.started":"2023-05-22T09:46:45.392689Z","shell.execute_reply":"2023-05-22T09:46:45.507147Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"from typing import List, Dict, Union, Tuple, Any\ndef round_float(value: Union[int, float, str]) -> Union[str, float]:\n \"\"\"\n Convert a float value to a string with the specified number of decimal places. \n If there is more than 1 digit in the integer, then we will truncate to 1 decimal.\n Otherwise, will truncate to 4 decimals.\n\n Args:\n value (int, float, str): The float value to convert\n\n Returns:\n str: The rounded float value as a string\n \"\"\"\n if isinstance(value, float):\n value = str(value)\n\n if \".\" in value:\n integer, decimal = value.split(\".\")\n if abs(float(integer)) > 1:\n decimal = decimal[:1]\n else:\n decimal = decimal[:4]\n\n value = integer + \".\" + decimal\n return value\n\n\ndef is_nan(value: Union[int, float, str]) -> bool:\n \"\"\"\n Check if a value is NaN (not a number).\n\n Args:\n value (int, float, str): The value to check\n\n Returns:\n bool: True if the value is NaN, False otherwise\n \"\"\"\n return isinstance(value, float) and str(value) == \"nan\"","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:52.046934Z","iopub.execute_input":"2023-05-22T09:46:52.047465Z","iopub.status.idle":"2023-05-22T09:46:52.067759Z","shell.execute_reply.started":"2023-05-22T09:46:52.047419Z","shell.execute_reply":"2023-05-22T09:46:52.066655Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"import json\nimport numpy as np\n\ndef createLabel(json_file):\n with open(json_file, 'r') as f:\n annotation = json.load(f)\n data = annotation['data-series']\n typeData = annotation['chart-type']\n all_x, all_y = [], []\n for d in data:\n x = d[\"x\"]\n y = d[\"y\"]\n\n x = round_float(x)\n y = round_float(y)\n\n # Ignore nan values\n if is_nan(x) or is_nan(y):\n continue\n\n all_x.append(x)\n all_y.append(y)\n x_str = X_START + \";\".join(list(map(str, all_x))) + X_END\n y_str = Y_START + \";\".join(list(map(str, all_y))) + Y_END\n gt_string = '<'+typeData+'>' + x_str + y_str\n return gt_string\n # return textX + textY ","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:52.978759Z","iopub.execute_input":"2023-05-22T09:46:52.979286Z","iopub.status.idle":"2023-05-22T09:46:54.742731Z","shell.execute_reply.started":"2023-05-22T09:46:52.979237Z","shell.execute_reply":"2023-05-22T09:46:54.74107Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"from PIL import Image\nimport io\ndef read_image(path):\n with open(path, \"rb\") as f:\n image_data = f.read()\n img = Image.open(io.BytesIO(image_data))\n output = io.BytesIO()\n img.save(output, format='JPEG')\n output.seek(0)\n jpeg_image = Image.open(output)\n return jpeg_image","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:54.746357Z","iopub.execute_input":"2023-05-22T09:46:54.747189Z","iopub.status.idle":"2023-05-22T09:46:54.761627Z","shell.execute_reply.started":"2023-05-22T09:46:54.747143Z","shell.execute_reply":"2023-05-22T09:46:54.760567Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"import os \nfrom tqdm import tqdm\ndatasets = {'text':[],'image':[]}\nfor filename in tqdm(os.listdir('/kaggle/input/benetech-making-graphs-accessible/train/annotations')):\n filename = filename.split('.')[0]\n image = read_image('/kaggle/input/benetech-making-graphs-accessible/train/images/'+filename+'.jpg')\n text = createLabel('/kaggle/input/benetech-making-graphs-accessible/train/annotations/'+filename+'.json')\n datasets['text'].append(text)\n datasets['image'].append(image)","metadata":{"execution":{"iopub.status.busy":"2023-05-22T09:46:56.632882Z","iopub.execute_input":"2023-05-22T09:46:56.633936Z","iopub.status.idle":"2023-05-22T10:08:45.912412Z","shell.execute_reply.started":"2023-05-22T09:46:56.633893Z","shell.execute_reply":"2023-05-22T10:08:45.911149Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stderr","text":"100%|██████████| 60578/60578 [21:48<00:00, 46.29it/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"from torch.utils.data import Dataset, DataLoader\n\nMAX_PATCHES = 1024\n\nclass ImageCaptioningDataset(Dataset):\n def __init__(self, dataset, processor):\n self.dataset = dataset\n self.processor = processor\n\n def __len__(self):\n return len(self.dataset)\n\n def __getitem__(self, idx):\n # item = self.dataset[idx]\n encoding = self.processor(images=self.dataset[\"image\"][idx], return_tensors=\"pt\", add_special_tokens=True, max_patches=MAX_PATCHES)\n \n encoding = {k:v.squeeze() for k,v in encoding.items()}\n encoding[\"text\"] = self.dataset[\"text\"][idx]\n return encoding","metadata":{"execution":{"iopub.status.busy":"2023-05-22T10:56:09.134535Z","iopub.execute_input":"2023-05-22T10:56:09.135571Z","iopub.status.idle":"2023-05-22T10:56:09.144729Z","shell.execute_reply.started":"2023-05-22T10:56:09.135526Z","shell.execute_reply":"2023-05-22T10:56:09.143153Z"},"trusted":true},"execution_count":42,"outputs":[]},{"cell_type":"code","source":"from torch.utils.data import Dataset, DataLoader\n\nMAX_PATCHES = 1024\n\nclass ImageCaptioningDataset(Dataset):\n def __init__(self, dataset, processor):\n self.dataset = dataset\n self.processor = processor\n\n def __len__(self):\n return len(self.dataset)\n\n def __getitem__(self, idx):\n item = self.dataset[idx]\n encoding = self.processor(images=item[\"image\"], return_tensors=\"pt\", add_special_tokens=True, max_patches=MAX_PATCHES)\n \n encoding = {k:v.squeeze() for k,v in encoding.items()}\n encoding[\"text\"] = item[\"text\"]\n return encoding\n ","metadata":{"execution":{"iopub.status.busy":"2023-05-22T10:47:27.770619Z","iopub.execute_input":"2023-05-22T10:47:27.771215Z","iopub.status.idle":"2023-05-22T10:47:27.784253Z","shell.execute_reply.started":"2023-05-22T10:47:27.771166Z","shell.execute_reply":"2023-05-22T10:47:27.783037Z"},"trusted":true},"execution_count":36,"outputs":[]},{"cell_type":"code","source":"train_dataset.dataset[]","metadata":{"execution":{"iopub.status.busy":"2023-05-22T10:50:53.984928Z","iopub.execute_input":"2023-05-22T10:50:53.985517Z","iopub.status.idle":"2023-05-22T10:50:54.058871Z","shell.execute_reply.started":"2023-05-22T10:50:53.98547Z","shell.execute_reply":"2023-05-22T10:50:54.057823Z"},"scrolled":true,"trusted":true},"execution_count":41,"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"{'text': ['10%;20%;30%;40%;50%;60%;70%1.5481;11.5;14.0;12.2;7.9;1.7140;5.7',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201590.0;88.1;65.1;67.8;70.2;82.2;76.0;79.7;82.2;67.9;72.1;96.6;84.4',\n '1990.1;1991.0;1991.9;1992.9;1993.9;1994.9;1996.0;1996.9;1997.9;1999.0;1999.9;2000.9;2001.9;2002.8;2003.9;2004.9;2005.8;2006.9;2008.1;2008.9;2009.9;2011.0;2011.8;2012.8;2013.9;2014.9;2015.9;2016.9;2017.9;2019.0244.2;201.9;186.1;214.1;194.7;176.8;174.6;206.2;158.1;163.1;385.5;244.9;251.4;363.3;301.6;201.9;352.5;196.1;221.2;272.9;156.0;153.8;65.6;47.6;63.4;70.6;45.5;71.3;33.3;28.2',\n '1989.8;1991.9;1993.9;1995.9;1997.8;1999.8;2001.9;2003.9;2005.8;2007.8;2009.8;2011.8;2013.8;2015.8;2016.91996.1;2085.8;2265.2;2457.3;2636.7;2893.0;3136.4;3456.7;3841.1;4289.5;4840.4;5519.5;6172.9;6890.4;7262.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec26.4;25.4;25.9;26.3;26.8;26.9;27.1;27.7;27.6;26.6;26.1;25.4',\n 'PAKISTAN;PALESTINE;PANAMA;PAPUA NEW GUINEA;PARAGUAY;PERU;PHILLPPINES;POLAND;PORTUGAL;PUERTO RICO60696530.3;53678533.2;43277039.8;46878170.2;56164477.2;27361611.2;46398936.6;38757347.6;51395047.5;33871531.5',\n '1985;1992;1994;1996;1998;20017;5;9;10;2;3',\n '1989.9;1990.9;1991.9;1992.9;1994.0;1994.9;1995.9;1996.9;1997.9;1998.8;1999.9;2001.0;2001.9;2003.0;2004.0;2004.9;2006.0;2006.9;2008.0;2009.0;2010.0;2010.9;2012.0;2013.0;2013.9;2014.925.7;25.9;26.0;26.0;25.9;25.7;25.4;25.1;24.8;24.4;24.0;23.6;23.2;22.9;22.7;22.6;22.5;22.5;22.5;22.7;22.8;23.0;23.1;23.3;23.5;23.6',\n '1949.9;1954.9;1959.9;1964.7;1969.7;1974.7;1979.8;1984.8;1989.6;1994.8;1999.7;2004.6;2009.6;2014.699.9;100.0;98.9;92.8;100.0;102.5;102.3;104.2;102.7;101.6;100.3;98.7;100.3;104.3',\n 'Peru;Philippines;Poland;Polynesia;Portugal;Puerto Rico;Qatar;Reunion;Romania;Russia11.4;37.4;30.5;48.6;23.3;12.7;11.6;11.3;30.6;18.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec14.4;15.7;15.5;15.4;14.5;15.5;16.7;16.3;15.9;17.8;19.1;18.7',\n '0;2;4;6;825.1;27.0;27.5;24.4;22.8',\n '1950.0;1953.9;1958.0;1961.8;1965.8;1970.1;1973.9;1978.0;1981.6;1986.0;1989.9;1993.9;1997.8;2001.8;2005.9;2009.7;2013.897.8;94.7;98.3;103.3;103.8;103.9;106.3;106.8;104.3;103.6;102.4;101.2;104.5;105.3;105.2;105.1;105.0',\n 'Guest 1561;Guest 1562;Guest 1563;Guest 1564;Guest 1565;Guest 15663;5;6;4;5;4',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015107.4;106.6;105.7;104.2;104.6;104.2;104.1;104.4;107.3;104.4;104.4;104.4;104.3',\n 'Rwanda;Saint Helena;Saint Kitts and Nevis;Saint Lucia;Saint Pierre and...;Saint Vincent and...;Samoa;San Marino;Sao Tome and...;Saudi Arabia13.9;46.6;36.2;26.3;87.6;32.4;21.8;64.6;31.4;53.1',\n 'Alabama;Tennessee;Oregon;South Dakota;Connecticut;Iowa;New Mexico;Illinois;New Jersey;Wisconsin75.3;73.4;77.9;78.1;79.0;76.7;78.6;76.8;80.7;78.1',\n '1900;2000;2010;2015;2020;20227;8;8;7;3;7',\n '1799.2;1849.3;1899.2;1949.3;1999.2;2009.3;2020.44.6;5.2;7.8;14.0;49.8;64.4;84.9',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1520.0;15.9;22.1;19.0;15.9;24.1;15.0;24.1;25.9;17.0;25.1;37.1;20.0;29.2;16.9',\n 'Bernalillo;Portage;Benewah;Sacramento;Westmoreland;Sarpy;Emmet;Lea;Edgefield;Placer;Sanders;Roane;Addison;Montgomery;Potter55.4;84.4;15.5;47.3;26.1;63.4;52.2;63.4;22.0;57.8;32.4;15.7;60.2;20.4;58.9',\n 'Latvia;Least developed...;Lebanon;Lesotho;Less developed regions;Less developed regions,...;Less developed regions,...;Liberia;Libya;Lithuania18.1;65.3;22.5;27.3;35.6;34.2;33.9;3.3;38.1;12.7',\n '1.0448;1.8962;3.0;3.9;4.9;6.0;7.0;8.0;9.0;10.0;10.9;12.0;12.9;14.0;15.0;16.0;16.9;17.9;19.1;19.8;21.0;22.0;22.9;24.0;25.112.3;32.4;22.1;1.5569;13.2;17.0;8.8;5.0;11.2;7.1;13.2;8.2;2.8;3.3;4.2;4.0;3.1;24.6;5.8;3.9;6.2;5.5;9.0;10.9;22.3',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;15;16;17;18322.3;316.0;381.2;326.5;316.0;332.8;322.3;284.4;284.4;273.9;254.9;250.7;278.1;286.5;292.8;326.5;301.2;254.9',\n '1-10;11-20;21-30;31-40;41-50;51-522;7;5;4;6;4',\n '1.0240;2.0;3.0;3.9;5.0;5.9;6.9;7.9;8.9;9.9;10.9;11.9;12.9;13.9;15.0;15.9;17.0;18.0;18.9;19.9;20.9;21.9;22.9;23.923.8;38.9;51.4;66.8;28.3;88.7;59.5;99.8;27.3;90.7;63.5;43.8;14.6;55.3;85.3;57.9;13.6;82.1;88.7;55.9;32.3;74.2;97.4;45.8',\n '1958;1959;1960;1961;1962;1963;1964;1965;1966;1967;1968;1969;197092.7;92.8;93.1;93.3;93.6;93.7;93.7;93.8;93.8;93.6;93.2;93.5;93.8',\n 'Iraq;Ireland;Israel;Italy;Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati728615.1;281628.3;265664.5;505121.7;624850.3;928162.8;904217.1;912199.0;808434.2;744578.9',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1573.4;69.1;60.7;79.0;71.7;67.2;56.7;76.5;66.5;75.2;54.8;61.6;78.4;75.0;76.6',\n '1.0054;1.9459;2.9;3.9;5.0;6.0;7.0;8.0;8.9;10.0;10.9;12.0;12.9;14.0;16.9;15.0;16.0;18.0;19.0;21.0;20.0;21.9;23.0;24.0;26.0;26.9;25.0;28.0;29.0;29.98.8;5.2;19.9;15.0;20.0;8.8;26.1;22.1;19.3;12.2;29.8;17.1;28.8;17.7;31.8;7.6;14.2;6.9;14.8;22.7;11.5;7.0;10.2;4.9;8.5;9.9;18.0;23.9;26.4;19.1',\n 'Paraguay;Peru;Philippines;Poland;Polynesia;Portugal;Puerto Rico;Qatar;Romania;Russia43.6;51.7;66.3;75.7;96.1;87.6;100.4;62.2;94.7;107.1',\n '831;832;833;834;835;836;837;838;839;8407;2;7;4;10;10;4;5;4;4',\n 'Afghanistan;Africa;Albania;Algeria;Angola;Antigua and Barbuda;Argentina;Armenia;Aruba;Asia106.2;101.6;102.9;104.2;96.4;90.5;102.9;100.6;96.7;106.8',\n '0;1;2;3;4;5;6;714.9;15.1;15.0;9.5;10.2;10.4;10.3;10.4',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1514.1;19.9;26.0;20.2;22.0;22.1;19.1;20.2;20.0;19.0;29.1;22.1;15.5;26.7;27.9',\n 'Cook;Steele;San Luis Obispo;Bowie;Oxford;Ozaukee;Snohomish;Muscogee;Jefferson;Dakota;Otter Tail;Portage;Lucas;Cabell;Brazoria5415244.4;3463490.2;7298245.6;3568990.4;5309744.2;1142485.2;6941551.7;1775486.5;5626244.8;1327110.6;2751363.6;1089735.1;5467994.5;5678995.0;4782243.0',\n 'Low-income countries;Lower-middle-...;Luxembourg;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta90.3;103.3;90.3;94.0;120.1;80.9;101.5;144.4;99.6;101.5',\n '1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;200799.4;78.6;100.7;85.0;100.2;89.9;101.3;101.2;85.5;101.0;71.9;86.9;101.9;92.2',\n '1900;2000;2010;2015;2020;20224;3;2;5;2;8',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002100.0;100.0;100.0;100.0;100.1;100.1;100.1;100.1;100.1;99.1;100.2;100.3;100.3',\n 'Afghanistan;Africa;Albania;Algeria;Angola;Antigua and Barbuda;Argentina;Armenia;Aruba;Asia97.6;100.9;105.9;104.4;97.6;100.6;103.2;99.1;93.1;104.4',\n 'Finland;France;French Guiana;French Polynesia;Gabon;Gambia;Georgia;Germany;Ghana;Greece29.0;33.1;58.5;35.2;61.2;70.8;33.8;29.7;64.6;56.4',\n 'Peru;Philippines;Poland;Polynesia;Portugal;Puerto Rico;Qatar;Reunion;Romania;Russia63.8;38.3;57.6;40.2;45.0;68.0;87.1;51.9;47.7;69.3',\n 'Timor;Togo;Tonga;Trinidad and Tobago;Tunisia;Turkey;Turkmenistan;Uganda;Ukraine;United Arab Emirates54467.7;45531.0;34466.5;30211.0;42552.1;34466.5;30211.0;32764.3;29359.8;42126.6',\n 'Poland;Portugal;Puerto Rico;Qatar;Romania;Russia;Rwanda;Saint Lucia;Saint Vincent and the...;Samoa23.0;22.5;18.3;9.4;15.0;49.8;30.1;14.1;11.3;23.0',\n 'Rock;Roseau;St. Louis;Scott;Sherburne;Sibley;Stearns;Steele;Stevens;Swift;Todd;Traverse;Wabasha;Wadena;Waseca34.5;28.6;50.2;46.3;25.5;85.2;36.5;61.6;24.3;57.7;48.3;69.5;58.5;67.1;48.3',\n '1981;1982;1983;1984;1985;1986;1987;1988;1989;1990;1991;1992;199398.7;96.7;97.3;97.9;98.5;104.7;101.1;102.3;103.2;103.4;104.3;105.3;106.0',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201949.5;39.7;22.1;50.5;40.9;30.8;21.6;49.6;40.4;60.3;40.2;30.2;21.1;41.0;61.3',\n 'Grenada;Guadeloupe...;Guam;Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;High-income...;Honduras86.6;91.4;198.7;105.5;99.1;100.6;101.7;99.6;104.8;106.8',\n '11.8;14.2;15.2;16.4;17.2;18.1;18.5;19.3;22.0;22.6;23.4;25.1186;218;331;326;411;421;407;414;525;444;545;614',\n '1988.8;1989.8;1991.0;1992.0;1993.1;1994.2;1995.2;1996.3;1997.4;2000.6;2003.8;1999.6;1998.5;2001.7;2002.8;2004.9;2006.0;2007.0;2008.2;2009.3;2010.3;2011.4;2013.5;2012.5;2014.7;2016.8;2015.7;2017.98.9;10.0;15.1;17.5;7.5;4.8;12.0;16.8;26.7;21.9;28.0;9.0;4.3;7.3;5.8;4.3;9.1;12.0;17.7;9.3;8.3;5.7;16.0;19.5;33.9;20.0;8.3;19.5',\n 'New Zealand;Nicaragua;Niger;Nigeria;Niue;North Korea;North macedonia;Northern Africa;Northern America;Northern Europe76.4;39.9;16.3;16.3;22.0;40.6;34.2;32.0;69.9;72.1',\n 'Africa;Albania;Algeria;Argentina;Asia;Asia (excl. China &...;Australia;Austria;Bahamas;Bangladesh;Belarus;Belgium;Bhutan;Bosnia and...;Botswana32057.0;20420.0;18224.2;10041.7;33847.7;23315.2;10702.6;12175.8;10539.2;10724.4;12590.2;13214.5;14428.8;13261.0;28266.3',\n '3.9;4.9;5.9;6.6;8.3;9.0;9.6;9.9;10.4;10.8;10.8;11.0;11.5;15.3;17.7;17.9;18.6;20.4;21.9;23.9;23.7;26.8;32.0;34.9;45.32135.7;3031.5;1508.6;2816.5;1222.0;9319.9;6811.7;1007.0;5055.9;4231.8;2422.3;3640.6;1257.8;3945.2;6345.9;5772.6;2117.7;3963.1;1705.7;2171.5;3622.7;2637.3;3604.8;3730.2;1643.7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;201240.8;36.2;32.5;28.6;26.4;26.1;27.0;28.9;28.2;27.1;26.0;26.6;26.1;25.1;26.4;25.4;27.1;27.9',\n '2004;2007;2010;2012;2014;201610;2;6;4;7;3',\n 'Greece;Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;High income;Honduras;Horn of Africa;Hungary200.2;56.6;58.3;53.2;203.6;78.9;200.2;63.5;44.7;248.1',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20101197.4;4037.8;2640.1;1049.3;2034.3;1493.5;4131.0;2873.0;3245.8;1394.8;3292.3;5437.9;2593.5;1320.8;8093.0;1666.2',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;2001;2004;2007;2010;2013;2016;2019255.1;214.0;273.8;330.7;499.3;612.6;537.2;632.1;564.1;486.5;375.7;295.2;476.3;508.5;372.1;272.4;346.5;277.9;637.7;768.7;897.6;529.9;858.9',\n '0;1;2;3;4;5;6;710.3;10.3;10.3;10.3;10.3;10.3;10.3;10.2',\n 'Sub-Saharan Africa;Sudan;Suriname;Sweden;Switzerland;Syria;Taiwan;Tajikistan;Tanzania;Thailand54848.1;45893.0;52597.0;59702.3;47290.8;35511.7;30569.8;32275.0;45045.9;35200.8',\n 'Finland;France;French Guiana;French Polynesia;Gabon;Gambia;Georgia;Germany;Ghana;Greece101.8;103.8;94.9;98.8;98.8;88.9;86.9;102.8;103.8;106.7',\n 'Nueces;Ochiltree;Oldham;Orange;Palo Pinto;Panola;Parker;Parmer;Pecos;Polk;Potter;Presidio;Rains;Randall;Reagon54.1;28.0;56.8;49.1;57.3;48.1;61.9;34.0;17.9;48.1;65.1;81.6;76.5;64.2;47.2',\n 'Rasipuram;Ramnagar;Athni;Chirkunda;Tumsar;Manglaur;Punch;Pilani8;4;7;3;10;9;8;5',\n 'Armenia;Aruba;Asia;Australia;Australia/New Zealand;Austria;Azerbaijan;Bahamas;Bahrain;Bangladesh43.6;53.4;20.4;78.8;77.5;64.7;49.2;54.3;69.1;16.3',\n 'Adair;Alfalfa;Atoka;Beaver;Beckham;Blaine;Bryan;Caddo;Canadian;Carter;Cherokee;Choctaw;Cimarron;Cleveland;Coal24.6;15.6;48.0;96.6;35.4;74.1;21.9;56.1;48.0;29.1;51.6;63.3;10.8;38.1;45.3',\n '0.9437;1.9284;2.9;3.8;4.8;5.7;6.7;7.6;8.6;9.6;11.1;12.4;13.4;14.4;15.3;16.3;17.2;18.1;19.2;20.1;21.1;22.1;23.0;24.0;25.0;25.888.0;101.2;80.5;103.5;113.3;85.1;104.1;134.1;86.3;75.3;43.1;80.5;80.0;89.2;124.3;89.2;114.5;155.9;41.4;107.6;89.2;100.1;87.4;97.8;152.5;119.7',\n 'Afghanistan;African Region (WHO);Albania;Algeria;American Samoa;Andorra;Angola;Antigua and Barbuda;Argentina;Armenia113.1;805.8;18.9;18.9;18.9;18.9;704.9;18.9;18.9;18.9',\n '571;572;573;574;575;576;577;578;579;5808;4;3;5;7;1;1;9;5;6',\n '1950.2;1954.2;1957.9;1961.7;1965.9;1970.0;1973.9;1978.6;1983.7;1988.6;1993.7;1998.8;2003.7;2007.7;2011.6;2014.7174.0;174.0;176.2;157.5;126.9;100.1;99.0;91.8;91.8;89.1;95.1;106.1;102.8;101.7;100.6;100.1',\n '0;2;4;6;8;1011.3;11.1;11.3;11.3;11.0;11.4',\n 'Cuba;Cyprus;Czechia;Denmark;Djibouti;Dominica;Dominican Republic;Eastern Africa;Eastern Asia;Eastern Europe;Ecuador;Egypt;El Salvador;Estonia;Eswatini59.5;54.3;44.4;49.6;61.2;57.2;58.3;43.8;49.6;59.5;46.7;48.5;50.8;66.4;60.6',\n '1.0327;2.0;4.0;3.0;4.8;6.0;7.1;7.9;8.9;10.0;10.9;11.7;13.0;13.9;14.7;15.7;16.8;18.7;19.8;17.8;21.7;23.5;25.6;24.8;22.8;20.764.9;29.4;41.5;79.0;85.0;118.5;41.5;75.6;93.1;26.1;93.1;117.8;105.8;56.2;95.7;64.9;25.6;54.2;84.6;100.7;106.5;99.8;94.0;57.8;50.6;27.0',\n 'Burundi;Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African...;Central America;Central Asia;Chad76.4;74.2;79.6;104.6;73.2;98.2;83.1;90.6;93.0;82.8',\n '1966;1967;1968;1969;1970;1971;1972;1973;1974;1975;1976;1977;1978111.0;114.4;115.0;113.0;112.4;110.4;108.7;108.8;110.3;111.6;112.1;112.0;110.5',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201530.9;34.9;35.9;28.9;26.9;27.9;24.5;29.8;34.7;33.8;27.9;28.9;25.6',\n '1961.0;1965.1;1969.0;1971.8;1974.9;1978.8;1982.9;1986.8;1990.7;1994.8;1998.9;2001.7;2005.8;2009.8;2013.6;2016.7;2018.749.5;53.2;56.1;56.1;45.2;44.6;47.7;46.2;44.8;54.7;60.0;57.2;70.3;89.5;96.1;101.7;95.5',\n 'Montgomery;Bay;Bristol;Wright;Chaves;McKenzie;Wayne;Providence;Yakima;Luzerne;McCracken;Northampton;Hamilton;Wilkinson;Henrico14.6;18.9;14.0;12.9;16.4;14.9;16.9;12.3;11.0;12.3;11.8;13.6;15.6;15.5;13.6',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec31.4;30.0;35.1;33.3;39.3;40.1;43.5;52.2;48.2;50.2;62.3;65.9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;199928.9;22.7;30.2;23.0;21.9;16.8;13.6;12.5;11.5;11.1',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200299.4;99.4;99.4;98.8;96.7;99.8;98.5;98.6;99.3;98.6;97.6;99.4;100.5',\n '1949.9;1955.0;1959.9;1964.9;1970.0;1975.1;1979.8;1984.7;1989.8;1994.6;1999.5;2004.8;2009.7;2014.7;2019.6;2024.5;2029.4;2034.4573414.4;573414.4;834057.3;1355343.1;1485664.6;2137271.9;2788879.2;3701129.4;5004344.0;6437880.1;7350130.3;8783666.3;10608166.8;12302345.7;14517810.5;17254561.2;20642919.2;24552562.9',\n 'Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and the Grenadines;Samoa;San Marino;Sao Tome and Principe;Saudi Arabia109.0;453.6;480.6;74.1;62.4;62.5;77.1;65.9;73.5;264.9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200421.8;16.0;15.0;16.3;21.0;19.0;13.9;17.9;14.0;12.9;15.0;13.9;14.1;12.0;12.0',\n 'Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Bulgaria;Burundi;Cambodia;Canada;Chile;China;Colombia;Croatia;Cuba;Cyprus58479.6;20000.0;52283.4;48300.0;96100.0;62463.0;39436.4;60250.0;85477.8;72200.0;107607.4;71314.8;58037.0;44316.7;60250.0',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015102.3;81.4;79.0;101.8;83.2;90.4;94.6;90.4;76.0;83.2;80.2;100.6;100.6',\n 'Palestine;Panama;Papua New Guinea;Paraguay;Peru;Philippines;Poland;Portugal;Puerto Rico;Qatar109.4;104.6;93.4;157.3;221.2;103.0;141.3;138.1;218.0;179.7',\n '0;2;4;6;812.4;12.7;13.3;12.5;12.6',\n '1949.8;1954.1;1958.0;1962.0;1965.8;1969.7;1973.9;1977.8;1981.9;1985.9;1989.9;1993.9;1997.8;2001.5;2005.8;2009.6;2014.7102.5;103.7;102.6;102.9;100.9;100.2;100.7;100.5;100.6;100.9;100.4;99.7;100.1;99.7;99.9;100.2;100.1',\n '89.7;90.2;90.1;91.4;82.7;70.8;63.0;61.6;56.3;40.7;45.1;40.9;44.6;41.3;45.11958.1;2046.3;2222.7;2399.1;2575.5;2840.1;3104.7;3369.3;3810.3;4251.3;4824.6;5486.2;6147.7;6853.3;7250.2',\n '0;2;4;6;8;103.5;3.0;3.0;3.0;3.1;2.9',\n '1949.8;1954.0;1958.0;1962.0;1965.9;1970.0;1974.1;1978.1;1982.1;1987.9;1993.0;1997.0;2001.1;2005.0;2009.1;2012.1;2015.180.7;79.7;79.7;80.8;80.0;81.1;82.7;83.4;83.8;84.8;84.8;84.1;84.6;84.1;83.6;83.6;83.3',\n '2023.9;2025.9;2027.9;2029.9;2031.9;2033.9;2035.9;2037.9;2039.9;2041.8;2043.8;2046.0;2047.9;2049.911018739.3;10896081.7;10691652.4;10528109.0;10405451.4;10241908.0;10078364.5;9873935.2;9751277.6;9546848.3;9424190.8;9178875.6;9056218.0;8810902.8',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201655.4;43.6;32.2;24.9;21.5;19.9;22.3;24.5;24.2;20.4;16.7;17.2;16.2;15.0;15.3;15.5;17.9;19.1;18.4;18.6',\n 'Papua New Guinea;Zambia;Cambodia;El Salvador;Nicaragua3;7;7;3;1',\n 'Washington;Wayne;Westchester;Wyoming;Yates;Alamance;Alexander;Alleghany;Anson;Ashe;Avery;Beaufort;Bertie;Bladen;Brunswick44.6;61.1;77.5;37.9;16.5;52.0;41.8;31.0;49.7;76.3;11.7;11.2;24.4;45.4;52.3',\n '1981.9;1983.9;1985.9;1987.9;1989.9;1991.9;1993.9;1995.9;1997.9;2000.0;2001.9;2004.0;2005.9;2007.9;2009.9;2011.9;2013.958.5;73.3;33.1;58.8;58.0;37.1;92.9;61.1;56.5;55.2;51.4;59.4;59.6;58.2;56.1;50.9;50.5',\n '0;2;4;6;8;10;120.4811;0.5111;0.5210;0.5465;0.5454;0.5598;0.5398',\n '1960.8;1964.1;1967.2;1969.9;1972.8;1976.0;1978.8;1981.8;1984.6;1987.9;1990.8;1993.7;1996.6;1999.6;2002.5;2005.9;2008.9;2011.5;2014.7;2017.945.6;48.0;50.4;50.9;52.9;52.9;52.9;55.3;57.2;60.6;62.1;66.9;73.2;82.9;85.9;98.5;95.1;98.5;100.9;121.3',\n '2005;2006;2007;2008106;299;302;404',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;1962107.1;106.5;103.8;105.6;101.4;102.7;106.2;106.3;103.8;106.3;105.6;106.2;104.7',\n '0.9534;1.9704;2.9;4.0;4.9;5.9;6.9;8.0;8.9;9.9;10.9;11.9;12.9;13.9;14.9;15.9;17.0;17.9;18.9;19.8;20.9;21.9;22.9;23.9;24.9;25.947.1;77.9;85.9;44.1;186.9;107.5;25.0;140.7;82.8;170.9;153.0;188.1;49.6;64.4;29.3;93.9;174.5;42.8;155.5;40.4;42.2;37.3;207.2;70.5;151.8;48.6',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20107023.5;9772.0;3775.3;4899.7;6836.1;1526.6;2900.8;2963.3;2838.4;1089.3;1963.9;4524.9;5899.2;8710.1;4774.8;1838.9',\n '1989.9;1990.9;1991.9;1992.9;1993.9;1994.8;1995.8;1996.8;1997.8;1998.8;1999.8;2000.8;2001.9;2002.8;2003.8;2004.8;2005.8;2006.8;2007.9;2008.8;2009.8;2010.8;2011.8;2012.7;2013.8;2014.860.3;59.9;59.0;58.0;57.3;56.9;57.6;58.0;57.9;57.7;57.4;57.9;57.9;57.5;57.2;56.9;56.9;56.6;56.4;56.4;56.7;57.3;57.9;57.9;57.3;56.5',\n '1961.0;1964.0;1967.0;1969.9;1972.9;1975.8;1979.0;1981.7;1984.9;1987.8;1990.8;1993.9;1996.9;1999.8;2002.7;2005.8;2008.7;2011.8;2014.7;2017.839.5;41.8;44.6;48.0;51.9;53.6;55.1;57.4;61.8;67.4;73.1;78.1;81.3;85.0;88.0;92.2;95.2;98.1;99.3;100.5',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201542.6;37.5;37.5;37.5;33.4;44.3;40.0;40.0;40.0;40.0;40.0;36.3;36.3',\n '1900;2000;2010;2015;2020;20229;7;3;6;8;6',\n '1990.0;1991.9;1994.0;1996.0;1997.9;1999.9;2001.8;2003.9;2005.9;2007.9;2009.8;2011.8;2013.9;2015.9;2017.810177.6;9902.9;9206.9;9206.9;8932.2;5489.0;7228.9;6954.2;6862.6;6935.8;7027.4;5159.3;7467.0;6276.5;6551.2',\n '1.0684;2.0;3.0;4.0;5.0;5.9;7.0;7.8;9.0;9.9;10.9;12.0;12.9;13.9;14.9;15.8;16.7;17.9;18.9;19.8;20.9;21.8;22.9;23.8;24.93690396.5;5257525.0;5869087.4;2658385.0;12634495.9;4493072.1;1702818.9;2887720.9;212135.6;1817486.8;4607740.0;4798853.3;2581939.7;3575728.6;2008600.0;2085045.3;5066411.8;3805064.5;517916.8;1473483.0;9767797.4;2085045.3;365026.2;9423793.5;479694.2',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;15;16;17;18502.0;515.1;491.5;554.4;509.9;473.2;460.1;465.4;410.4;389.4;360.6;344.9;347.5;337.1;352.8;308.3;287.3;305.6',\n 'Jakarta;Karachi;Kinshasa;Kolkata;Lagos;Lahore;Los Angeles;Manila;Mexico City;Moscow7007020.3;5988400.0;3191752.8;9851904.7;3697420.1;3806489.7;9918211.7;7327119.3;13931526.0;8409606.5',\n 'Ireland;Israel;Italy;Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kuwait;Kyrgyzstan99.9;109.9;102.3;99.9;97.7;95.4;100.1;108.1;101.4;100.1',\n '1990.0;1991.9;1994.0;1996.0;1997.9;2000.0;2001.9;2003.9;2006.0;2008.0;2010.0;2011.9;2013.8;2015.9;2018.0240.6;239.3;235.8;236.4;231.7;229.0;224.6;221.9;218.8;217.2;217.3;219.6;221.9;221.9;224.4',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200420.9;15.0;17.9;22.8;11.0;15.0;11.9;13.1;20.9;27.8;25.9;24.9;15.0;11.0;15.9',\n 'Europe;Europe and...;Europe, Western;Fiji;Finland;France;French Guiana;French Polynesia;Gabon;Gambia752409.9;989686.5;671520.1;558274.4;552881.8;466599.3;542096.5;682305.4;865655.6;930367.4',\n 'Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Europe;Fiji101.2;103.7;94.4;97.7;99.9;91.4;95.7;101.7;97.2;104.7',\n 'Herford;Hoke;Hyde;Iredell;Jackson;Johnston;Jones;Lee;Lenior;Lincoln;McDowell;Macon;Madison;Martin;Mecklenburg27.5;48.6;58.8;80.1;64.4;72.3;49.4;58.6;67.7;19.2;39.5;48.6;57.3;62.3;55.3',\n '0;2;4;6;8;10;125.4;5.4;5.2;4.8;4.7;4.5;4.4',\n 'Pre-demographic dividend;Rwanda;Senegal;South Africa;South Asia;South Asia (IDA & IBRD);Sri Lanka;Sub-Saharan Africa;Sub-Saharan Africa (IDA...;Sub-Saharan Africa...1287.2;844.4;1114.8;1188.6;1704.6;1686.0;933.8;1502.3;1514.0;1390.8',\n '1985;1992;1994;1996;1998;20014;8;7;9;2;6',\n '1.0372;2.0;2.9;4.0;4.9;6.0;7.0;8.0;9.0;10.0;10.9;11.9;13.0;14.0;15.0;15.9;16.9;18.0;19.0;20.0;21.1;22.0;23.0;24.01359.4;8487.4;3159.8;3343.5;3380.2;9112.0;2829.1;2645.4;2020.8;2755.6;1469.6;1249.2;6319.6;5878.7;4004.8;4739.7;3343.5;1690.1;2682.1;1690.1;9773.4;3086.3;3747.7;1396.2',\n 'Qatar;Reunion;Romania;Russia;Rwanda;Saint Lucia;Saint Vincent and the...;Samoa;Sao Tome and Principe;Saudi Arabia45010.6;54256.4;35344.6;24417.7;42068.8;26519.0;35344.6;25678.5;29460.9;23156.9',\n 'Afghanistan;Africa;Albania;Algeria;American Samoa;Andorra;Angola;Anguilla;Antigua and Barbuda;Argentina74.5;56.2;35.6;25.7;13.9;12.6;27.3;14.6;71.0;12.6',\n 'Edwards;Effngham;Fayette;Ford;Franklin;Fulton;Gallatin;Greene;Grundy;Hamilton;Jersey;Hancock;Hardin;Henderson;Henry59.0;32.0;53.2;70.0;83.9;94.8;31.2;33.4;61.2;50.3;39.3;19.5;50.3;56.1;83.2',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200224.9;25.1;20.3;23.7;28.6;19.4;33.1;23.4;23.9;23.0;28.9;34.8;30.0',\n 'Will;El Paso;Comanche;DeSoto;Jefferson;Twin Falls;Allegheny;Pasquotank;Cass;Caswell;Story;Duval;Washington;Androscoggin;Jefferson2765881.5;1518150.4;1383435.1;8035913.7;6001039.7;2969180.9;3610268.5;5095358.2;2410104.2;2081310.2;1418294.5;4637285.8;4132035.7;7383731.5;5266511.2',\n 'Libya;Lithuania;Luxembourg;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta;Marshall Islands8.2;8.2;8.2;491.0;862.9;8.2;8.2;634.6;8.2;8.2',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;1962104.5;102.7;101.6;103.4;100.9;103.9;103.6;101.3;101.3;103.1;100.2;103.5;102.4',\n 'Lebanon;Lesotho;Liberia;Libya;Lithuania;Low & middle income;Low income;Lower middle income;Luxembourg;Madagascar10179.6;6935.1;7746.2;5853.6;8962.9;57630.3;16668.6;34918.8;9774.0;8557.3',\n 'Finland;France;French Guiana;French Polynesia;Gabon;Gambia;Georgia;Germany;Ghana;Greece53.6;62.6;79.8;73.9;70.6;100.5;51.8;53.0;75.8;75.8',\n 'China;Colombia;Costa Rica;Croatia;Cyprus;Czechia;Denmark;Ecuador;Estonia;Finland2189.0;2011.6;2143.0;1849.1;1788.9;1752.5;1444.0;1686.0;1842.5;1653.1',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200228.8;24.9;34.9;29.8;28.8;36.6;24.0;25.7;20.8;30.6;20.1;34.9;26.7',\n 'Haiti;High-...;Honduras;Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq69.8;86.1;68.3;99.5;78.0;94.3;45.4;66.9;83.2;75.7',\n 'Sonoma;Stanislaus;Sutter;Tehama;Trinity;Tulare;Tuolumne;Ventura;Yolo;Yuba;Adams;Alamosa;Arapahoe;Archuleta;Baca939480.6;370271.9;218155.7;870783.0;885503.9;532202.0;738294.8;517481.0;576364.7;885503.9;478225.3;198527.9;237783.6;806992.4;576364.7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201610.1;10.8;11.8;13.1;16.4;21.7;16.3;14.7;14.4;15.9;14.3;13.9;10.9;16.9;11.0;9.4;16.2;16.2;10.1;9.8',\n 'Lawrence;Madison;Mobile;Montgomery;Shelby;Sumter;Denali;Cochise;Coconino;Gila;Maricopa;Pima;Yavapai;Yuma;Crittenden917925.2;536094.4;738991.9;364299.1;297333.4;59796.1;63773.1;180596.4;576707.9;521151.3;455519.1;584423.9;203306.9;905712.9;478688.9',\n 'Low-income countries;Lower-middle-income...;Luxembourg;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta57.2;62.7;32.9;43.7;100.9;55.6;76.4;88.0;92.9;57.1',\n '31;32;33;34;35;36;37;38;39;40;41;42;43;44;4536.1;30.2;33.3;35.0;42.2;36.1;40.4;33.3;44.2;29.2;39.4;31.2;36.1;33.3;28.1',\n 'Belgium;Belize;Benin;Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Brunei;Bulgaria31533746.5;8302666.2;31218773.6;16001274.0;32747806.2;21907157.0;21263713.5;52028744.9;11585530.4;9742778.3',\n 'Martinique;Mauritania;Mauritius;Mayotte;Melanesia;Mexico;Micronesia...;Micronesia...;Middle Africa;Middle Africa100.9;102.3;101.5;101.1;104.7;100.2;104.3;101.1;99.7;104.3',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200410.9;10.9;9.8;18.9;14.0;12.0;16.9;14.9;16.0;14.0;10.9;12.9;18.0;12.0;10.9',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20104235.5;1628.6;4238.4;5843.1;1733.4;1592.8;1136.3;2388.7;2106.3;5039.9;2681.0;7902.1;1652.1;4709.1;3523.4;1254.7',\n 'Rwanda;Saint Helena;Saint Kitts and Nevis;Saint Lucia;Saint Pierre and Miquelon;Saint Vincent and the ...;Samoa;San Marino;Sao Tome and Principe;Saudi Arabia80.6;57.8;68.0;80.0;26.4;43.4;83.0;21.2;35.6;31.4',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201919.9;20.0;21.8;20.1;21.6;19.5;15.2;16.9;16.1;12.6;13.8;17.6;14.7;18.2;11.4',\n '00-3;3-6;6-9;9-12;12-15;15-186;5;2;4;1;7',\n 'Guest 1105;Guest 1106;Guest 1107;Guest 1108;Guest 1109;Guest 11104;4;3;3;3;7',\n '1.0569;2.0;3.0;5.0;4.0;6.0;7.0;7.9;9.0;10.0;10.9;12.0;13.0;13.9;15.0;16.0;16.9;18.9;18.0;20.0;21.0;22.0;22.9;24.0;24.9292.9;229.8;762.3;497.1;320.3;231.9;292.9;617.1;379.2;267.7;166.6;372.9;644.4;711.8;160.3;284.5;495.0;383.4;244.5;183.5;162.4;229.8;217.2;318.2;191.9',\n 'Kern;Kings;Lake;Lassen;Los Angeles;Madera;Marin;Mariposa;Mendocino;Merced;Modoc;Mono;Monterey;Napa;Nevada133.0;25.9;51.4;86.2;25.9;95.8;32.2;12.5;56.2;77.8;13.9;13.9;10.1;44.7;40.6',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec28.8;28.7;29.0;27.9;27.5;29.5;29.8;29.7;30.8;32.7;31.9;30.4',\n 'Less...;Less...;Liberia;Libya;Lithuania;Low-income...;Lower-middle...;Luxembourg;Macao;Madagascar947533100.5;1082856125.6;290969164.7;505466089.4;431807605.0;958322470.1;622072635.0;202368069.8;161188460.1;681102636.6',\n 'Suriname;Sweden;Switzerland;Syria;Taiwan;Tajikistan;Tanzania;Thailand;Timor;Togo14.4;14.4;14.4;14.4;14.4;14.4;727.1;14.4;14.4;266.2',\n '1982;1983;1984;1985;1986;1987;1988;1989;1990;1991;1992;1993;1994102.6;102.8;102.9;100.7;101.5;100.3;99.3;99.0;93.1;98.1;96.9;95.7;94.9',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201610.9;16.4;17.1;19.4;18.7;34.2;20.5;23.5;25.1;22.0;22.1;26.8;38.1;27.9;32.7;30.8;47.2;35.9;42.8;44.4',\n 'Senegal;Serbia;Seychelles;Sierra Leone;Singapore;Sint Maarten (Dutch part);Slovakia;Slovenia;Solomon Islands;Somalia38.4;33.7;32.0;42.7;26.8;20.1;35.6;33.5;64.3;40.5',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;20169.9;14.9;12.9;9.9;11.0;9.9;16.0;9.9;11.5;12.6;11.6;11.0;14.3;15.7;15.4;16.5;14.6;14.5;15.3;11.8',\n 'Ireland;Isle of Man;Israel;Italy;Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati55.7;51.6;88.1;67.4;47.6;74.8;65.7;54.6;16.0;34.9',\n 'id. 3298;id. 5314;id. 2044;id. 1302;id. 1801;id. 17774;2;5;4;2;5',\n 'Norway;Oceania;Oman;Pakistan;Palestine;Panama;Papua New Guinea;Paraguay;Peru;Philippines106.2;106.8;99.4;106.1;104.1;103.4;105.9;103.9;104.8;104.4',\n 'Lewis;Livingston;Madison;Monroe;Montgomery;Nassau;New York;Niagara;Oneida;Onondaga;Ontario;Orange;Orleans;Oswego;Otsego33.8;46.4;84.7;95.4;52.1;30.7;26.3;53.3;24.4;57.1;67.8;93.5;52.1;35.7;48.9',\n '72.0;48.9;7.7;2.5;1.4767;0.5369United States;China;India;Israel;Canada;Japan',\n 'G20;Gabon;Gambia;Georgia;Germany;Ghana;Greece;Greenland;Grenada;Guam224.4;122.5;69.5;120.5;208.8;83.3;122.5;308.8;104.8;138.2',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;1989105.6;70.4;85.0;75.5;78.0;78.4;104.9;88.1;105.1;105.3;91.4;103.5;104.4;104.4',\n 'Micromax;Onida;Spice Digital;Videocon;Xolo1;2;5;7;6',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1546.0;24.5;39.1;36.2;41.0;45.2;41.1;34.4;45.9;37.1;37.4;39.2;37.1;32.3;40.3',\n 'Region of the Americas...;Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and the...;Samoa;San Marino;Sao Tome and Principe606.3;68.3;8.5;462.0;41.1;19.4;16.6;16.6;16.6;16.6',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201936.9;43.9;48.1;53.9;40.1;50.0;38.2;35.0;27.9;22.2;17.0;24.1;19.3;22.2;25.0',\n '0.9867;1.9613;2.9;3.8;4.8;5.7;7.6;8.5;9.5;10.4;11.4;12.4;13.3;14.2;15.2;16.2;17.1;18.0;19.0;19.9;20.9;21.9;22.8;23.75986980.0;2610449.3;2131885.9;5189374.3;3886618.4;19174060.3;4498116.1;4019552.7;8007581.0;6651651.4;3142186.5;9921834.6;3913205.3;1148172.3;2424341.4;2131885.9;14521360.6;1121585.4;270806.1;350566.6;403740.3;377153.5;270806.1;377153.5',\n 'Afghani...;Africa;Albania;Algeria;Angola;Antigua...;Argentina;Armenia;Aruba;Asia572368230.8;997705462.8;625365019.6;813278077.1;567130805.9;417513535.6;713174782.3;464352501.5;386391299.1;1124216027.6',\n 'Armenia;Aruba;Asia;Australia;Australia/New...;Austria;Azerbaijan;Bahamas;Bahrain;Bangladesh63.9;44.0;44.0;85.3;85.3;58.7;53.6;82.4;89.0;29.2',\n 'Mauritania;Mauritius;Mayotte;Micronesia (country);Moldova;Monaco;Mongolia;Montenegro;Montserrat;Morocco2.6;1.8840;0.1483;0.6100;9.3;0.4515;6.3;1.7666;1.5192;28.8',\n '1963;1964;1965;1966;1967;1968;1969;1970;1971;1972;1973;1974;1975106.6;71.1;102.7;78.0;68.9;85.2;100.9;94.5;102.2;71.5;102.3;91.3;103.0',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201942.3;68.4;41.3;36.4;76.7;83.5;77.7;69.4;62.6;55.4;43.7;52.4;45.7;33.5;45.7',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;1962102.2;102.8;103.3;102.7;103.7;100.7;102.4;101.6;101.3;101.8;102.9;103.6;104.0',\n '1987.1;1991.1;1995.0;1999.0;2003.0;2008.0;2011.9;2016.0;2019.01461.5;1128.4;817.5;584.3;469.5;414.0;377.0;354.8;328.9',\n '40;50;60;70;80;90+6;6;1;6;8;3',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201623.1;25.7;31.5;28.5;27.9;33.4;28.3;28.1;26.1;31.3;30.3;26.7;32.7;26.1;25.3;26.3;27.1;28.9;24.3;25.1',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201963625.2;66931.7;67404.0;71655.1;69765.7;69293.4;66459.3;59374.1;53705.9;53705.9;56540.0;53705.9;54650.6;59374.1;62208.2',\n 'Lincoln;Livingston;Madison;Morehouse;Natchitoches;Orleans;Ouachita;Plaquemines;Pointe Coupee;Rapides;Red River;Richland;Sabine;St. Bernard;St. Charles77.2;51.8;26.0;48.4;53.8;68.9;42.6;52.2;47.1;35.9;21.2;79.6;28.2;14.0;67.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec8.2;8.8;8.1;11.3;8.7;4.1;4.9;4.4;3.6;3.6;4.4;4.1',\n 'McLean;Madison;Magoffin;Marion;Marshall;Martin;Mason;Meade;Menifee;Mercer;Metcalfe;Monroe;Montgomery;Morgan;Muhlenberg61.0;47.2;85.0;62.0;54.9;24.2;61.0;33.9;48.2;56.9;78.9;68.2;46.2;64.1;51.3',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;30211.6;188.7;186.8;158.2;166.3;176.8;171.3;160.1;153.9;158.4;170.3;160.5;171.9;137.8;145.2',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;15;16;17;181385.3;1427.8;1393.4;1419.9;1381.6;1367.5;1386.6;1417.5;1422.3;1330.0;1296.1;1235.7;1318.9;1242.1;1237.6;1249.1;1225.3;1251.2',\n 'Cumberland;DeKalb;De Witt;Douglas;DuPage;Edgar;Edwards;Effingham;Fayette;Ford;Franklin;Fulton;Gallatin;Greene;Grundy29657.5;390451.4;38064.3;46471.2;316891.5;24052.9;59081.5;39465.5;155760.2;32459.8;64686.0;43668.9;306382.9;92708.9;127737.4',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200274.0;69.1;68.5;58.3;58.9;61.2;69.8;53.2;70.2;83.5;62.4;65.3;75.8',\n 'Austria;Azerbaijan;Bulgaria;Bahrain;Bosnia and Herzegovina;Belarus;Brazil;Canada;Chile;China59792.4;10853.8;22436.9;12880.9;24608.7;34599.1;13749.6;11433.0;48933.2;27649.3',\n '1990.1;1991.0;1991.8;1992.9;1993.8;1995.0;1995.8;1996.9;1997.8;1998.8;1999.9;2000.8;2001.9;2002.7;2003.7;2004.7;2005.8;2006.8;2007.8;2008.7;2009.8;2010.7;2011.9;2012.7;2013.8;2014.9;2015.6;2016.86.7;10.7;37.5;18.9;29.5;18.5;34.6;16.8;27.2;41.4;23.1;15.0;13.1;16.1;29.1;20.2;3.8;4.5;19.0;13.4;12.0;28.0;8.7;18.9;8.2;14.1;16.4;29.0',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201651.9;54.3;63.1;57.9;55.5;55.1;54.7;52.3;55.5;60.3;64.1;61.1;64.5;64.3;63.5;61.1;61.1;53.1;63.3;60.9',\n 'Fisher;Floyd;Foard;Fort Bend;Franklin;Freestone;Frio;Gaines;Galveston;Garza;Gillespie;Glasscock;Goliad;Gonzales;Grayson60.9;23.1;20.2;49.6;47.9;81.0;95.4;58.4;62.5;39.2;48.3;55.8;86.3;49.6;29.4',\n 'id. 4854;id. 9966;id. 7831;id. 1688;id. 7220;id. 83271;4;9;3;2;6',\n 'Kuwait;Kyrgyzstan;Latin America and the Caribbean;Laos;Latvia;Least developed countries;Lebanon;Lesotho;Less developed regions;Less developed regions,...66129166.5;52667763.2;59398464.9;685353715.7;45937061.6;106513376.2;59398464.9;39206360.0;557470384.9;443048457.3',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201917.4;14.5;13.1;15.5;10.8;16.1;13.4;13.0;14.8;14.2;13.1;12.0;13.0;13.0;13.1',\n '0;2;4;6;8;10;1272.1;73.7;72.7;72.4;72.5;74.2;72.3',\n 'Sawyer;Shawano;Sheboygan;Taylor;Trempealeau;Vernon;Vilas;Walworth;Washburn;Washington;Waukesha;Waupaca;Waushara;Winnebago;Wood36.5;42.2;15.6;85.4;42.2;44.4;63.8;16.4;50.2;75.3;16.4;55.2;28.6;75.3;19.9',\n '0;2;4;6;839.0;38.1;38.9;38.2;36.3',\n 'Northern...;Norway;Oceania;Oman;Pakistan;Palau;Palestine;Panama;Papua New...;Paraguay86.4;71.1;72.0;46.0;29.4;62.8;62.1;50.9;15.6;43.3',\n '1.0357;2.0;3.0;4.0;4.9;6.0;7.0;7.9;8.9;10.1;11.0;11.9;13.0;13.9;15.0;15.9;17.0;18.0;19.1;20.0;21.0;21.9;23.0;23.9100.4;53.8;55.8;87.5;75.9;52.2;92.5;47.6;66.4;42.9;70.0;68.6;87.9;21.5;78.5;51.4;59.4;95.6;100.6;58.6;32.5;88.9;53.8;63.8',\n '1990.0;1992.0;1994.1;1996.0;1998.0;2000.0;2002.0;2004.0;2006.0;2008.0;2009.9;2012.0;2013.9;2016.0;2016.999.9;100.0;100.0;99.9;100.0;99.8;100.0;100.0;99.9;91.4;88.6;86.4;99.9;99.9;90.5',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201546.8;41.6;40.6;38.4;46.2;36.6;37.3;41.7;49.4;39.3;40.3;41.4;47.3',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201535.0;29.8;29.1;27.5;36.2;33.0;36.2;30.3;29.2;31.1;29.3;28.2;39.0',\n 'Monroe;Montgomery;Nassau;New York;Niagara;Oneida;Onondaga;Ontario;Orange;Orleans;Oswego;Otsego;Putnam;Queens;Rensselaer57.7;74.6;10.4;56.5;55.2;72.7;31.0;49.0;66.5;34.7;41.5;20.4;52.1;33.5;61.5',\n 'Norway;Oceania;Oman;Pakistan;Palestine;Panama;Papua New Guinea;Paraguay;Peru;Philippines104.5;105.0;104.0;105.9;103.0;103.7;105.2;102.9;102.4;104.2',\n 'Guest 445;Guest 446;Guest 447;Guest 448;Guest 449;Guest 4502;8;2;7;7;2',\n 'Martin;Mason;Meade;Menifee;Mercer;Metcalfe;Monroe;Montgomery;Morgan;Muhlenberg;Nelson;Nicholas;Ohio;Oldham;Owen45608.2;31204.4;82202.0;28879.2;37704.0;48096.8;55472.1;114990.7;123418.0;67435.6;81090.8;90166.9;54110.2;195866.6;95713.2',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200424.5;34.8;36.8;30.4;35.1;37.6;28.0;29.2;31.7;22.8;19.1;15.9;12.3;12.1;10.1',\n 'Imperial;Inyo;Kern;Kings;Los Angeles;Madera;Marin;Mariposa;Merced;Monterey;Napa;Nevada;Orange;Placer;Plumas34.0;12.4;130.2;68.8;42.3;29.8;16.5;67.4;78.6;18.6;21.4;70.2;17.2;27.0;15.8',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;1989106.8;107.2;108.0;108.9;110.0;110.4;111.3;112.0;112.0;111.4;105.4;107.8;106.9;106.4',\n 'Mason;Pierce;Skagit;Spokane;Thurston;Whatcom;Berkeley;Cabell;Greenbrier;Hancock;Kanawha;Monongalia;Ohio;Wood;Brown17.6;31.8;52.6;65.0;30.8;54.3;80.5;61.9;18.3;42.9;75.0;50.5;31.5;48.1;41.2',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;2001;2004;2007;2010;2013;2016;20195397.1;5794.6;6324.6;6722.1;7782.1;8245.8;7980.8;9107.1;8179.6;7252.1;6722.1;5529.6;6059.6;7848.3;6987.1;5662.1;9372.1;6059.6;9835.8;9040.8;8908.3;9835.8;7583.3',\n 'Turkmenistan;Uganda;Ukraine;United Arab Emirates;United Kingdom;United States;United States Virgin...;Upper-middle...;Urugway;Uzbekistan40.7;27.4;14.3;4.3;15.9;23.2;4.3;28.7;35.5;48.2',\n '1989.9;1992.0;1993.9;1995.0;1996.0;1997.9;1999.0;1999.9;2002.0;2002.9;2004.9;2005.9;2006.9;2008.9;2009.9;2010.9;2011.9;2013.0;2014.938.5;39.4;40.1;37.5;38.8;40.0;40.3;40.0;42.6;42.3;39.0;39.3;40.7;40.2;36.9;37.3;37.3;37.4;35.3',\n '5;10;15;20;25;29;35;40;45;501;2;3;2;4;4;5;4;6;7',\n '1.0368;2.0;3.0;4.0;5.0;6.0;6.9;7.9;9.0;10.0;11.0;11.9;12.9;14.0;15.0;16.0;16.9;18.0;18.9;20.0;20.9;21.9;22.9;23.9;24.9;25.8108.7;66.5;69.4;100.9;95.5;93.8;94.3;94.3;161.3;135.6;161.7;114.5;57.0;117.9;71.5;111.6;87.2;121.6;115.0;98.4;97.5;115.9;118.4;155.3;198.7;42.3',\n '70.3;69.3;67.2;63.5;64.9;62.7;61.1;60.7;59.2;56.3;53.4;48.4;52.0;47.2;48.1129.7;129.7;2165.1;2607.6;3050.1;3492.6;4023.5;4820.0;5970.5;7386.4;8890.8;10395.2;11988.2;13404.1;14289.0',\n '1989.9;1992.0;1993.9;1995.0;1996.0;1997.9;1999.0;2000.0;2002.0;2003.0;2005.0;2006.0;2007.0;2009.0;2010.0;2011.0;2012.0;2013.0;2015.082.6;91.6;95.9;92.4;99.7;105.1;106.6;107.9;107.7;107.1;110.8;112.6;112.6;107.5;105.8;102.7;100.1;96.8;86.9',\n '1994.9;1995.9;1996.9;1997.9;1998.9;1999.9;2000.9;2001.9;2002.8;2003.9;2004.8;2005.9;2006.9;2007.9;2008.9;2009.977.4;76.5;76.9;77.1;77.3;76.8;76.9;76.8;78.0;79.2;79.4;79.9;80.2;81.6;82.0;82.6',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;1989104.5;73.7;85.7;68.8;82.7;70.7;82.7;90.6;73.1;82.1;91.8;90.0;104.5;104.5',\n '1949.7;1954.0;1957.9;1961.7;1965.9;1969.9;1973.7;1977.8;1981.8;1985.7;1989.9;1993.7;1997.7;2002.7;2006.8;2010.7;2014.7101.1;99.5;92.7;89.3;86.9;88.9;90.3;87.2;87.6;86.6;86.6;88.3;88.9;84.2;79.1;71.6;63.5',\n 'Oregon;District of...;Illinois;Alaska;New York;California;Virginia;Rhode...;Kentucky;lowa17.0;17.1;20.5;22.2;19.0;14.5;18.3;17.2;28.1;19.8',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso98.1;94.8;113.5;98.1;99.2;91.5;93.7;104.7;101.4;89.3',\n \"China;Colombia;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba;Cyprus;Czechia;Denmark;Djibouti;Dominica;Dominican Republic;Ecuador;Egypt59.9;44.2;49.7;51.7;48.3;78.2;59.9;72.8;66.6;51.7;40.2;53.7;50.4;48.3;66.0\",\n 'South Africa;South America;South Korea;South Sudan;South-...;South-...;Southern...;Southern Asia;Southern...;Spain72.6;87.2;82.8;26.7;43.6;57.6;70.7;44.1;76.4;84.9',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec24.7;31.4;33.0;36.4;42.2;38.4;43.3;44.1;46.1;39.8;37.6;42.2',\n 'Mumbai;New York;Osaka;Paris;Rio de Janeiro;Sao Paulo;Shanghai;Shenzhen;Tianjin;Tokyo5233856.0;14977729.8;13028955.0;7739423.5;5512252.4;5233856.0;6347441.6;-55675.4;3006684.8;20267261.3',\n 'Moldova;Mongolia;Montenegro;More developed regions;Morocco;Mozambique;Myanmar;Namibia;Nepal;Netherlands33.7;44.8;33.3;36.4;51.5;49.3;50.6;44.0;50.6;32.4',\n 'Day 351;Day 352;Day 353;Day 354;Day 3554;4;5;2;2',\n '0.9780;1.9933;2.8;3.9;4.8;5.9;6.7;7.9;9.0;9.8;11.0;11.9;12.9;13.9;15.0;16.0;17.0;18.0;19.0;20.0;20.9;22.1;23.0;24.0;25.0;26.0103.3;31.0;97.7;50.2;89.0;81.7;89.3;124.3;34.2;170.0;86.5;102.6;48.5;69.4;90.0;98.8;118.0;133.0;46.0;112.7;123.6;111.3;63.5;108.9;44.6;109.9',\n 'Mexico;Micronesia (country);Middle Africa;Middle-income...;Moldova;Mongolia;Montenegro;More Developed...;Morocco;Mozambique7899284.7;7326912.8;4441708.1;8643920.4;4230431.8;3175263.4;5755329.1;6641777.3;4922344.2;2973367.7',\n '0;1;2;3;4;5;6;75.6;5.6;5.3;4.9;5.2;5.4;5.2;5.1',\n 'Laos;Latvia;Lesotho;Liberia;Lithuania;Maldives;Malaysia;Malawi12;7;8;11;7;10;8;12',\n 'Northern Mariana...;Norway;Oceania;Oman;Pakistan;Palau;Palestine;Panama;Papua New Guinea;Paraguay43.3;50.6;63.0;20.0;18.6;54.3;39.0;36.8;12.0;34.6',\n '2024.0;2025.9;2027.9;2029.9;2032.0;2034.0;2036.0;2037.9;2039.9;2041.9;2043.9;2045.9;2047.7;2049.9351576442.5;363049205.4;371972465.3;387269482.4;396192742.4;406390753.8;417863516.6;428061528.0;435710036.5;442083793.6;451007053.6;457380810.7;465029319.2;468853573.5',\n 'Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and...96.5;106.1;113.7;102.2;98.4;98.4;172.9;104.1;98.4;102.2',\n '1.0202;1.9970;3.0;3.9;4.9;5.9;6.9;7.9;8.9;9.9;10.9;11.9;12.9;13.9;14.9;15.9;16.9;17.9;18.9;19.9;20.9;21.9;22.9;23.9;24.9;25.949.4;208.5;167.6;91.3;100.6;77.5;80.0;156.3;197.7;240.5;131.7;214.9;50.9;170.6;31.2;45.5;84.9;66.7;97.7;188.8;96.7;75.0;81.9;59.8;107.0;201.6',\n 'Pakistan;Palestine;Panama;Papua...;Paraguay;Peru;Counthilippines;Poland;Portugal;Puerto Rico16274473.0;7733088.4;7462305.8;2181713.0;2298142.5;5269324.1;13289420.6;9853171.6;7668672.5;7138789.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec38.1;44.4;37.9;34.8;33.8;35.9;37.7;35.5;30.4;10.6;17.3;7.0',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;20042914.2;3647.1;3525.0;2995.7;2832.8;2995.7;2303.5;1916.7;2873.5;2283.2;2364.6;1815.0;1550.3;1285.7;1021.0',\n 'Turkmenistan;Uganda;Ukraine;United Arab Emirates;United Kingdom;United States;United States Virgin...;Upper-middle-...;Uruguay;Uzbekistan99.3;97.4;97.3;303.5;108.8;100.8;98.9;108.1;98.9;100.8',\n 'Mexico;Micronesia, Fed...;Moldova;Monaco;Mongolia;Morocco;Mozambique;Myanmar;Namibia;Nepal57.9;40.8;52.3;41.3;61.9;40.8;50.8;73.9;47.3;47.3',\n '1989.9;1994.9;2000.0;2004.9;2006.9;2008.0;2008.9;2010.9;2013.9;2015.914064272.2;16805293.0;19829867.6;22665406.4;23799621.9;359168.2;25122873.3;75614.3;27769376.1;10283553.8',\n 'Malta;Mauritania;Mauritius;Mexico;Micronesia;Moldova;Mongolia;Morocco;Mozambique;Myanmar140.7;71.1;208.8;81.1;113.7;235.8;83.9;75.4;58.4;76.8',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec14.5;16.2;18.0;18.0;19.3;20.7;21.7;22.5;22.0;21.6;21.3;20.7',\n 'Thailand;Turkey;USSR;Uganda;Vietnam;Western Africa;Western Asia;World;Zambia;Zimbabwe81379.1;137464.1;120102.1;110555.4;232845.6;133127.4;137276.2;253416.1;280621.8;117896.3',\n 'Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy99.3;103.9;104.8;107.9;101.9;101.3;105.0;103.7;103.7;105.2',\n 'Barbados;Belarus;Belgium;Belize;Benin;Bermuda;Bhutan;Bolivia;Bosnia and...;Botswana34.5;55.4;88.7;53.9;40.8;96.1;34.8;57.3;48.1;55.8',\n 'G20;Gabon;Gambia;Georgia;Germany;Ghana;Greece;Greenland;Grenada;Guam896.2;42.1;106.0;10.2;10.2;800.4;10.2;10.2;10.2;10.2',\n 'Less than 350;380-510;510-710;710-890;890-1000;1000-33007.5;30.4;20.9;12.7;10.1;16.0',\n '1949.9;1955.1;1959.9;1964.9;1969.9;1974.9;1979.9;1984.8;1989.9;1994.7;1999.9;2004.9;2009.8;2014.7101.2;100.5;103.2;100.4;97.7;101.0;102.8;100.7;97.3;95.0;110.1;102.9;96.1;101.4',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;201213.0;12.6;13.0;12.9;12.3;12.1;11.7;11.7;12.0;12.1;12.1;14.6;17.6;18.6;14.9;10.8;11.9;11.9',\n '1989.9;1991.9;1993.9;1995.9;1997.9;1999.9;2001.9;2003.8;2005.9;2007.8;2009.9;2011.8;2013.8;2015.8;2017.853.4;67.1;78.4;89.6;87.9;88.6;89.8;87.4;79.3;93.0;94.0;108.2;115.0;116.2;115.7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201610.3;10.1;12.6;10.9;10.7;11.0;15.2;12.0;10.2;12.9;12.8;13.3;10.7;12.2;13.3;14.4;12.7;12.9;13.0;16.3',\n 'Poland;Polynesia;Portugal;Puerto Rico;Qatar;Reunion;Romania;Russia;Rwanda;Saint Lucia32.3;1.7550;21.6;62.8;23.6;12.6;61.4;11.4;28.7;13.1',\n '0;2;4;6;8;1014.3;14.0;14.0;13.2;12.6;12.2',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec6.4;6.9;7.3;7.1;7.6;8.4;8.5;9.1;9.2;9.4;10.7;11.2',\n '1994.9;1992.0;1993.8;1995.8;1997.9;2000.9;2003.8;2006.8;2009.8;2011.9;2013.8;2015.7;2017.80.0779;0.1964;0.1948;0.1964;0.1844;0.2052;0.1964;0.1956;0.2076;0.2076;0.2076;0.2076;0.1732',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200410.9;10.0;10.0;12.0;10.0;16.9;14.0;10.9;10.0;11.9;12.9;14.0;13.0;12.0;11.0',\n 'Linn;Pinellas;Warren;Alachua;Jefferson;Butler;Brevard;Philadelphia;Pueblo;Madison;Virginia Beach;Cumberland;Burke;Monroe;Grant528224.8;696129.9;738106.2;696129.9;5733281.7;2081346.6;3214705.8;7433320.4;234391.0;318343.5;947987.5;192414.7;906011.2;1010951.9;360319.8',\n '1961;1971;1981;1991;2001;2011371;420;578;1006;1186;1248',\n 'Curacao;Cyprus;Czechia;Democratic ...;Denmark;Djibouti;Dominican ...;Eastern Africa;Eastern Asia;Eastern Europe94.4;92.9;88.7;73.0;91.5;90.1;115.7;91.5;88.7;63.0',\n \"Channel Islands;Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba78.0;73.0;90.5;81.7;79.2;89.2;92.9;109.1;63.0;92.9\",\n '94.8;95.0;95.1;95.3;90.6;90.1;89.2;87.9;86.2;89.8;90.3;88.2;86.8;82.8;85.24517.6;4185.8;3953.5;4252.2;4351.7;4086.2;3853.9;3688.0;3654.8;3621.6;3688.0;3688.0;4152.6;4617.2;4816.3',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;3049.1;57.0;55.9;59.2;46.7;51.5;42.5;55.9;54.0;47.9;42.7;45.6;48.0;51.6;47.8',\n '38;39;40;41;42;43;44;45;46;47;48;49;50;51;52319.6;308.2;313.6;346.8;313.6;333.0;324.0;332.4;319.3;293.8;304.6;344.9;316.3;317.2;330.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec9.7;9.9;10.0;9.8;10.0;9.8;9.9;10.0;10.1;10.0;10.3;10.1',\n 'Denmark;Djibouti;Dominica;Dominican Republic;East Asia & Pacific;Eastern...;Ecuador;Egypt;EI Salvador;England31.7;31.7;32.3;32.4;862.9;399.9;38.8;32.4;32.4;32.4',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso92.0;84.5;105.4;94.7;63.0;75.3;99.9;110.9;98.4;94.2',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;30194.0;205.2;221.3;208.7;214.7;191.4;213.8;230.0;208.6;213.3;199.9;232.3;193.5;217.8;245.1',\n 'Uzbekistan;Vanuatu;Vatican;Venezuela;Vietnam;Wallis and ...;Western ...;Yemen;Zambia;Zimbabwe276.5;27.1;27.1;259.9;800.4;27.1;27.1;185.1;126.9;126.9',\n '0.-01-2016;02-01-20164.9;9.7',\n '1960.1;1963.1;1966.2;1969.2;1972.1;1975.1;1978.1;1981.2;1984.1;1987.2;1990.1;1993.2;1996.1;1999.1;2002.2;2005.3;2009.1;2012.1;2016.1;2020.250.6;50.9;51.1;51.0;51.0;51.1;51.3;51.3;51.2;51.3;51.6;51.7;51.8;51.9;51.9;52.0;51.9;52.0;52.2;52.6',\n '4;7;12;13;17;21;24;26;3176;90;158;219;268;272;343;393;415',\n 'Grenada;Guadeloupe...;Guam;Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;High-income...;Honduras100.4;123.8;101.7;98.0;101.0;92.6;102.1;98.8;105.0;102.0',\n 'Outagamie;Ozaukee;Racine;Rock;St. Croix;Sauk;Sheboygan;Vernon;Vilas;Walworth;Washington;Waukesha;Campbell;Teton;Baldwin131.2;198.2;161.1;189.9;428.0;158.4;214.0;120.3;207.6;178.7;185.5;111.8;249.1;93.2;510.8',\n 'Hawaiian Airlines;Helvetic Airways;HK Express;Hong Kong Airlines;Iberia2;4;9;2;5',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;30119.7;90.1;95.0;106.7;80.7;82.2;102.1;91.1;95.2;106.0;94.4;109.0;105.0;104.8;74.5',\n 'id. 9443;id. 9147;id.7113;id.1324;id. 6199;id. 40556;9;8;2;3;7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201623.5;29.1;16.9;15.1;26.4;40.4;51.5;60.5;57.0;59.7;55.4;52.8;51.0;59.7;55.2;52.0;42.2;52.8;54.4;55.7',\n '0;2;4;6;814.9;15.0;14.9;15.1;15.2',\n '1950.0;1954.9;1960.2;1964.9;1970.2;1975.0;1979.9;1984.9;1989.9;1995.2;2000.0;2005.0;2010.1;2015.095.8;102.0;104.7;106.3;104.0;101.9;101.8;100.6;98.9;99.5;101.3;102.6;103.4;105.1',\n '0;1;2;3;4;5;6;716.8;16.8;16.6;16.3;16.4;16.2;16.4;16.5',\n '2024.1;2026.1;2028.0;2030.0;2032.0;2034.0;2035.9;2038.0;2039.9;2041.8;2043.9;2045.8;2047.9;2049.712905333.9;13337818.3;13770302.7;14145122.5;14577606.9;14865929.8;15125420.4;15384911.1;15500240.2;15673234.0;15875060.0;15932724.6;16019221.5;16048053.8',\n '1960.1;1963.2;1966.2;1969.2;1975.3;1979.1;1983.3;1987.1;1991.1;1995.0;1999.2;2003.2;2008.0;2012.3;2016.2;2019.22928.1;2252.1;1817.5;1439.3;771.4;610.5;530.0;473.7;385.1;288.6;272.5;240.3;232.2;208.1;184.0;192.0',\n 'Niue;North America (WB);North Korea;North Macedonia;Northern Ireland;Northern Mariana...;Norway;OECD Countries;Oman;Pakistan33.3;33.3;33.3;33.3;33.3;33.3;33.3;33.3;33.3;1825.1',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso100.4;102.2;102.2;103.0;105.9;101.0;103.7;106.1;105.8;103.4',\n 'Switzerland;Turkey;Ukraine;United States;Western Africa;Western Europe;World97.3;94.8;99.2;94.7;98.7;79.7;94.9',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;20192191.3;2264.3;2237.9;2463.4;2456.4;2291.1;2214.0;2162.8;2089.8;1914.3;2100.7;2056.8;2012.1;1959.1;1995.7',\n 'Afghanistan;Africa;Albania;Algeria;Angola;Antigua and Barbuda;Argentina;Armenia;Aruba;Asia106.5;96.1;102.1;102.1;91.7;91.7;94.6;81.2;88.7;103.6',\n '00-3;3-6;6-9;9-12;12-15;15-189;1;4;8;10;7',\n 'Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Europe;Faeroe Islands;Falkland Islands56.4;57.6;74.0;83.4;38.1;85.4;84.9;39.7;66.1;40.6',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec21.6;24.3;25.4;25.4;25.8;22.0;23.3;21.7;19.9;20.1;20.4;19.8',\n '0.9906;1.9997;3.0;3.9;5.0;6.0;7.0;8.0;8.9;10.0;11.0;12.0;13.01483.7;2893.7;2174.8;1290.1;6791.9;4718.4;6211.3;1704.8;2257.8;7344.8;7925.4;1677.2;3419.0',\n 'Chittenden;Essex;Franklin;Grand Isle;Lamoille;Orange;Orleans;Rutland;Washington;Windham;Windsor;Accomack;Albemarle;Alleghany;Amelia301610.1;28641.9;54697.9;167607.5;26160.3;88198.6;103087.7;251979.5;177533.6;132866.1;229645.8;289202.5;90680.1;58420.2;37327.2',\n 'Southern Asia;Southern Europe;Spain;Sri Lanka;Sub-Saharan Africa;Sudan;Suriname;Sweden;Switzerland;Syria96.0;85.2;86.9;79.9;83.0;89.2;78.3;96.2;89.1;89.6',\n 'Moldova;Mongolia;Montenegro;More developed...;Morocco;Mozambique;Myanmar;Namibia;Nepal;Netherlands60.2;75.7;82.2;71.5;93.8;78.3;76.8;73.0;83.3;92.3',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;1989105.6;105.5;105.5;105.5;105.2;103.9;105.2;105.1;105.0;104.9;104.8;104.8;104.6;103.3',\n '0;2;4;6;810.8;10.6;10.6;10.6;10.4',\n '1990.0;1990.9;1991.9;1993.0;1993.9;1994.9;1995.9;1996.9;1997.8;1998.9;1999.9;2000.9;2001.9;2002.9;2003.9;2004.9;2005.9;2006.9;2007.9;2008.8;2009.9;2010.9;2011.9;2012.8;2013.9;2014.955.5;53.6;54.7;52.8;52.6;51.1;51.1;50.1;48.4;48.2;47.6;46.9;46.9;45.7;46.3;46.3;46.7;47.1;47.4;48.4;48.6;49.2;49.0;48.6;48.8;48.4',\n 'Scott;Sherburne;Sibley;Stearns;Steele;Stevens;Swift;Todd;Traverse;Wabasha;Wadena;Waseca;Washington;Watonwant;Wilkin68.2;54.1;12.5;33.2;46.9;61.3;23.9;55.4;65.9;23.3;41.6;31.9;24.0;48.0;51.0',\n 'Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;Western Europe;Western Sahara;World;Yemen;Zambia;Zimbabwe126.4;89.2;72.9;88.0;85.7;72.9;110.1;84.5;107.8;81.0;85.7',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015103.9;104.0;104.1;104.2;104.2;104.2;104.2;104.3;104.3;104.3;104.4;104.5;104.7',\n '0;Slovenia;Solomon Islands;Somalia;South Africa;South America;South Korea;South Sudan;South-Central Asia;South-Eastern Asia;Southern Africa27.8;2.4;21.3;22.7;30.0;21.9;5.7;9.8;27.6;21.9;21.9',\n 'Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy106.1;105.0;103.6;105.4;102.5;104.5;100.1;104.1;105.9;103.9',\n 'Franklin;Fulton;Genesee;Greene;Hamilton;Herkimer;Jefferson;Kings;Lewis;Livingston;Madison;Monroe;Montgomery;Nassau;New York67026.4;21457.2;43270.0;76960.9;57064.9;76960.9;48237.2;51044.8;85167.7;59224.6;27936.3;68754.1;69213.1;41407.2;38707.6',\n 'Latvia;Least developed...;Lebanon;Lesotho;Less developed...;Less developed...;Less developed...;Liberia;Libya;Lithuania53.8;93.2;100.6;63.6;98.1;98.1;100.6;106.7;120.3;80.9',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec2.2;2.5;2.4;2.0;1.8241;1.7428;1.7795;1.6975;1.6576;1.7396;1.6982;1.5463',\n 'Lao PDR;Lesotho;Liberia;Liechtenstein;Luxembourg;Macao SAR....;Madagascar;Malawi;Malaysia;Mali108.1;61.9;42.7;42.2;42.9;43.2;49.2;48.6;38.4;36.0',\n '60.3;55.3;52.5;44.3;49.3;47.0;47.2;49.9;55.9;53.0;53.6;51.5;59.6;56.3;55.97601.4;12020.1;12986.7;14505.6;14919.9;14367.5;14229.4;14367.5;14367.5;17129.2;19614.7;18095.8;17129.2;16162.6;16024.5',\n '2023.8;2025.9;2027.8;2029.8;2031.8;2033.8;2035.7;2037.7;2039.8;2041.7;2043.7;2045.7;2047.8;2049.758409678.3;59333516.6;60103381.9;60965631.0;61735496.2;62505361.5;63244432.2;63983502.8;64660984.3;65338465.7;66046741.8;66724223.2;67370910.0;67925213.0',\n 'Southern Asia;Southern...;Spain;Sri Lanka;Sub-Saharan...;Sudan;Suriname;Sweden;Switzerland;Syria104.5;102.0;102.8;103.7;99.8;100.6;93.2;105.0;102.0;107.9',\n '2500;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;20193478.7;3195.9;3055.8;3152.6;3067.6;2915.2;2594.8;2060.5;1580.7;1308.4;1553.7;1894.2;2211.6;1899.7;1958.4',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200411.0;14.0;15.0;16.0;18.0;12.1;14.0;13.1;16.9;15.0;12.1;16.0;13.1;11.0;10.1',\n '1984.9;1991.8;1994.0;1995.9;1997.9;2000.8;2003.7;2006.7;2009.9;2011.5;2013.7;2015.6;2017.7304.8;242.6;236.7;334.4;337.4;324.1;290.0;319.6;355.1;335.9;273.7;273.7;290.0',\n 'Malta;Marshsall Islands;Mauritania;Mauritius;Mexico;Micronesia (country);Moldova;Monaco;Mongolia;Montenegro487.5;109.6;57.5;50.9;24.4;48.5;27.1;3758.5;212.4;50.9',\n 'Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Europe & Central Asia (WB);European Region (WHO);Fiji;Finland;France109.3;599.3;8.6;19.8;532.1;42.1;46.6;8.6;8.6;8.6',\n '0;1;2;3;4;5;6;7;84.9;4.8;4.9;5.0;5.0;5.1;5.1;5.1;5.0',\n '1990.0;1990.9;1991.9;1992.9;1993.9;1994.9;1995.9;1996.9;1997.9;1999.0;1999.9;2000.9;2002.0;2002.9;2004.0;2004.9;2005.9;2006.9;2007.9;2008.9;2009.8;2010.9;2011.9;2012.9;2013.9;2015.038.7;38.6;38.7;38.6;36.7;36.6;36.6;33.2;32.3;31.0;30.5;28.5;30.0;28.1;29.4;28.0;27.2;26.7;24.1;22.9;22.6;21.7;22.7;23.7;24.8;24.2',\n 'Coffey;Comanche;Cowley;Crawford;Decatur;Dickinson;Doniphan;Douglas;Edwards;Elk;Ellis;Ellsworth;Finney;Ford;Franklin50.6;24.2;77.6;94.5;64.7;51.8;36.0;76.5;53.5;19.2;51.8;29.8;53.5;70.3;47.8',\n 'Burundi;Cambodia;Cameroon;Canada;Cape Verde;Central African...;Chad;Chile;China;Colombia368.0;42.6;942.2;96.0;21.5;317.2;331.2;38.5;32.9;27.2',\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Korea;North Macedonia;Northern Africa;Northern America;Northern Europe117.2;105.8;97.2;90.1;100.1;81.5;100.1;97.2;97.2;100.1',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec24.3;24.2;23.5;23.7;24.6;24.5;25.4;25.7;25.7;25.7;25.3;25.3',\n '00-3;3-6;6-9;9-12;12-15;15-183;5;9;4;2;1',\n '0.9416;1.9521;2.9;4.0;4.9;6.0;6.9;8.0;9.0;9.9;11.0;12.0;12.9;13.9;14.9;15.9;16.9;18.0;18.9;20.0;20.9;21.9;22.9;24.0;25.03.1;4.0;6.5;2.3;10.6;16.3;15.6;8.7;6.7;19.0;30.0;17.4;3.0;2.9;35.1;6.2;28.6;39.4;3.4;9.2;20.7;9.9;12.0;20.3;27.6',\n '0.9554;1.9872;2.9;3.9;5.0;6.0;6.9;7.9;8.9;10.0;11.0;11.9;12.9;14.0;15.0;16.0;17.0;17.9;20.0;19.0;21.0;22.0;22.9;24.0;25.0;26.0;26.9;28.0;29.0;30.011.2;21.0;14.9;17.4;28.0;11.4;7.6;15.4;29.5;8.4;20.0;9.7;21.4;26.7;11.3;21.2;37.2;17.0;17.9;9.8;6.5;13.0;9.5;19.2;25.6;19.1;9.5;19.8;10.3;16.9',\n 'Colombia;Congo;Costa Rica;Croatia;Cuba;Cyprus;Democratic Republic of Congo;Czechia;Denmark;Djibouti24.6;1.6917;1.8265;10.3;8.8;1.2873;6.6;9.2;2.3;1.4221',\n '1975.1;1979.1;1983.0;1987.1;1991.1;1994.8;1998.9;2003.0;2008.0;2012.1;2016.0;2019.0228237.7;242334.1;249852.3;267707.8;287442.9;315635.9;328792.6;327852.8;321274.5;315635.9;305298.4;294021.3',\n '0.9924;2.0;2.9;4.0;5.0;5.9;6.9;7.9;8.9;10.0;11.0;12.0;13.0;15.0;14.0;15.9;16.9;17.9;19.0;19.9;20.9;21.9;22.9;23.93058.3;3788.0;4233.8;3281.3;4760.8;1599.1;1193.7;7192.9;6118.7;2227.4;3038.1;4841.9;8591.4;6949.7;970.8;1031.6;1031.6;1029.5;1783.5;2610.4;1941.6;877.5;1191.7;1961.8',\n '531;532;533;534;535;536;537;538;539;5403;6;4;6;2;8;4;9;4;4',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec5.6;5.8;5.6;5.9;5.9;5.9;6.0;6.1;6.1;5.9;5.8;5.4',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20101837.7;5514.9;2915.0;1121.2;2368.5;1293.4;2344.9;3370.1;2066.0;1336.0;5972.0;4386.7;5632.9;1431.5;2431.6;6012.3',\n '1989.9;1992.0;1994.0;1996.0;1998.0;1999.9;2002.0;2003.9;2005.9;2007.9;2009.9;2012.0;2013.9;2015.9;2017.9146.4;148.9;146.9;149.0;149.5;151.1;153.2;158.9;170.3;181.7;176.2;186.7;191.9;197.1;199.8',\n 'Malawi;Malaysia;Maldives;Mali;Malta;Martinique;Mauritania;Mauritius;Mayotte;Melanesia800121.4;946699.0;427014.8;733495.2;684636.0;640218.6;657985.6;897839.8;560267.2;826771.9',\n '1947.4;1950.9;1954.2;1957.7;1961.3;1964.9;1968.4;1971.4;1975.2;1978.5;1981.9;1992.4;1985.2;1989.0;1995.9;2006.1;2009.5;2012.9;2016.3;2019.7;2023.42455.5;2004.9;3498.3;2957.6;1914.8;1811.8;1876.2;2159.4;2764.5;3034.9;2017.8;2043.5;3434.0;4090.5;3730.1;3459.7;3253.7;4180.7;3472.6;1850.4;2262.4',\n 'Marlboro;Newberry;Oconee;Orangeburg;Pickens;Richland;Saluda;Spartanburg;Sumter;Union;Williamsburg;York;Aurora;Beadle;Bennett53.2;11.8;32.8;50.3;23.4;14.0;45.2;12.9;33.6;80.0;46.6;40.8;32.1;17.6;19.8',\n 'Liberia;Lithuania;Low Income Food Deficit...;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta;Mauritania;Mauritius;Melanesia;Mexico;Micronesia (region)59.9;50.1;54.8;48.6;61.8;50.1;44.9;65.1;44.9;51.9;61.8;52.9;43.0;43.9;48.6',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;1962102.9;102.9;78.4;102.3;80.3;102.9;85.9;104.2;79.0;104.8;80.3;104.2;104.2',\n '1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;2010120.5;120.5;119.7;129.2;137.8;144.7;149.0;149.9;153.3;150.7;145.6;140.4;132.6',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;301243.8;1219.8;1250.9;1231.1;1195.7;1157.5;1157.5;1125.0;1158.9;1144.8;1091.0;1149.0;1098.1;1157.5;1130.6',\n 'South Africa;South America;South Eastern Asia;South Korea;South Sudan;Southern Africa;Southern Asia;Southern Europe;Spain;Sri Lanka8738419.0;7400299.0;6097392.6;5049484.7;6337036.0;7638250.2;9300097.2;7513135.3;8862604.1;5049806.8',\n '00-3;3-6;6-9;9-12;12-15;15-188;6;2;7;10;5',\n 'Haiti;Honduras;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel969.3;969.3;913.6;635.0;9604.4;5871.8;1749.3;913.6;690.8;690.8',\n 'Hyde;Jackson;Jerauld;Jones;Kingsbury;Lake;Lawrence;Lincoln;Lyman;McCook;McPherson;Marshall;Meade;Mellette;Miner48.3;52.1;41.4;36.0;88.7;48.3;84.2;32.2;65.8;21.5;20.0;12.9;52.8;48.3;59.0',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;196298.7;104.5;80.5;103.0;74.6;104.1;85.4;104.8;92.5;105.3;93.6;104.7;91.6',\n '1992.1;1994.0;1996.0;1997.9;2000.9;2003.8;2006.8;2009.8;2011.9;2013.9;2015.8;2017.80.5004;0.5707;1.2087;0.8517;0.9921;0.4829;1.6887;0.4595;0.5180;0.5239;0.5239;0.6819',\n 'Malawi;Malaysia;Maldives;Mali;Malta;Martinique;Mauritania;Mauritius;Mayotte;Melanesia200918.4;268054.6;333425.5;223289.8;326558.7;241570.3;426241.2;406439.9;435137.2;381455.2',\n '38;39;40;41;42;43;44;45;46;47;48;49;50;51;52705.3;730.0;710.1;679.7;683.5;673.1;675.0;695.9;747.1;726.2;685.4;772.7;786.0;724.3;742.4',\n 'Luxembourg;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta;Mauritania;Mauritius;Mexico0.1638;3.0;0.6842;11.6;0.7788;1.7249;0.1638;2.1;0.1638;20.8',\n 'South Africa;South America;South Korea;South Sudan;South-Central Asia;South-Eastern Asia;Southern Africa;Southern Asia;Southern Europe;Spain33901007.3;375283092.0;33901007.3;14935335.9;802010697.9;346834584.9;33901007.3;764079355.1;100280857.1;24418171.6',\n 'Sudan;Suriname;Sweden;Switzerland;Syria;Tajikistan;Tanzania;Thailand;Timor;Togo1004.6;686.4;169.9;135.8;289.3;402.4;987.4;146.9;94.4;231.1',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20107006.6;1282.4;3598.2;1126.0;1361.0;3224.9;5055.0;4115.5;4956.2;1200.2;5296.1;5670.3;1801.0;5979.5;3544.8;4149.1',\n '0;1;2;3;4;5;6;717.2;17.1;17.2;17.2;17.1;17.0;16.9;16.9',\n 'Stearns;Santa Barbara;Hancock;Richmond City;Bristol;Clayton;Fremont;Martin;Douglas;Durham;Shelby;Merced;San Luis Obispo;Meade;Brooke930089.3;364569.7;779284.1;779284.1;1778368.8;4323207.1;666180.2;326868.4;1043193.2;666180.2;1608712.9;5737006.1;326868.4;515374.9;930089.3',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;1962100.2;98.9;98.9;101.1;99.5;98.2;98.6;99.3;100.2;101.0;101.4;101.9;102.6',\n '1949.8;1954.1;1958.1;1961.9;1966.2;1969.9;1973.8;1979.1;1983.9;1988.9;1993.7;1998.7;2003.6;2007.6;2011.7;2014.791.1;91.7;89.7;90.5;93.8;97.4;100.4;104.0;104.6;102.7;103.0;101.6;102.4;103.9;103.7;103.6',\n 'Caribbean;Caribbean...;Cayman Islands;Central African...;Central America;Central Asia;Chad;Channel Islands;Chile;China39.7;74.4;100.2;23.6;46.0;39.7;17.3;39.4;69.2;15.7',\n '00-3;3-6;6-9;9-12;12-15;15-189;6;5;8;2;7',\n 'El Salvador;Estonia;Eswatini;Europe;Europe (excl. EU-27);Europe (excl. EU-28);European Union (27);European Union (27);Finland;France;Georgia;Germany;Greece;Guadeloupe;Guatemala38810.1;81059.5;70888.3;130350.4;96707.4;82624.3;103749.0;128003.2;43504.5;56022.8;68541.1;77929.9;65411.6;48198.9;38810.1',\n 'China;Colombia;Cuba;Cyprus;Czechia;Germany;Denmark;Ecuador;Spain;Estonia87272.4;21575.9;27752.5;16522.3;16522.3;50212.9;32806.1;33929.1;82780.4;13153.3',\n '1989.9;1990.8;1991.7;1992.9;1993.8;1995.0;1995.8;1997.8;1999.9;1996.9;1998.8;2001.0;2002.0;2002.9;2003.9;2005.0;2005.9;2007.0;2008.0;2008.9;2010.0;2010.8;2012.0;2012.8;2014.0;2015.1;2015.9;2016.910.0;4.7;6.1;24.6;18.1;18.3;15.2;20.6;23.9;7.0;4.3;14.8;10.3;7.1;7.5;15.8;16.5;3.2;23.9;8.4;17.1;15.9;11.5;17.0;28.8;16.5;27.6;17.3',\n '2024.0;2026.1;2027.9;2030.0;2032.0;2034.0;2036.0;2038.0;2040.0;2042.0;2044.0;2045.9;2048.0;2049.9221994600.6;227552802.9;233666825.4;238669207.5;245339050.3;249785612.1;257011275.2;262013657.2;268127679.8;274797522.6;278688264.2;283690646.3;288693028.4;291472129.5',\n 'Shahdol;Medininagar;Arakkonam;Washim;Sangrur;Bodhan;Fazilka7;3;8;5;9;6;4',\n '31;32;33;34;35;36;37;38;39;40;41;42;43;44;45192.5;205.0;217.1;202.5;206.3;214.4;224.9;204.7;217.6;215.7;227.1;221.5;219.3;202.4;227.3',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200413.9;13.8;17.4;12.7;18.1;21.7;18.2;10.9;20.5;33.5;15.6;10.5;10.8;10.9;13.5',\n 'Latin America &...;Latvia;Lebanon;Lesotho;Liberia;Libya;Lithuania;Low SDI;Low income;Low-middle SDI13.2;44.6;8.5;31.7;13.7;8.9;14.9;16.2;19.3;18.0',\n 'Turkmenistan;Uganda;Ukraine;United Arab...;United Kingdom;United States;United States...;Upper-middle-...;Uruguay;Uzbekistan67.6;92.9;59.9;157.0;90.6;89.1;97.0;86.5;97.5;63.8',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201697.8;92.3;90.9;91.6;73.9;66.4;58.2;53.4;54.8;47.9;51.3;49.3;45.9;49.3;47.9;45.9;46.6;45.2;50.0;49.3',\n 'Sub-Saharan Africa;Sudan;Suriname;Sweden;Switzerland;Syria;Taiwan;Tajikistan;Tanzania;Thailand30010.2;50451.0;51953.5;48631.6;34799.3;20000.0;26685.6;43703.9;53268.1;62672.9',\n 'Malawi;Malaysia;Maldives;Mali;Malta;Marshall Islands;Martinique;Mauritania;Mauritius;Mayotte101.2;106.4;106.4;103.2;106.6;106.4;102.9;103.1;103.6;103.0',\n 'Latin America...;Latvia;Least developed...;Lebanon;Lesotho;Liberia;Libya;Lithuania;Low income;Lower-middle...86.2;88.7;86.8;113.8;144.6;48.3;115.7;130.1;73.3;85.5',\n 'Ireland;Isle of Man;Israel;Italy;Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati39.0;48.0;15.5;32.0;46.5;20.9;25.4;43.5;76.7;52.6',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec10.4;10.0;9.9;10.0;9.1;9.6;7.7;7.5;10.2;9.0;9.6;10.8',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso90.7;80.1;93.9;82.2;80.1;56.8;79.0;89.6;83.3;105.5',\n '2004;2007;2010;2012;2014;20168;6;4;9;10;2',\n 'Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;Honduras;Hungary;Iceland;India;Indonesia-5.1;258.1;48.0;19.4;53.5;23.7;21.1;18.6;804.0;95.1',\n 'Arapahoe;Archuleta;Baca;Bent;Boulder;Broomfield;Chaffee;Cheyenne;Clear Creek;Conejos;Costilla;Crowley;Custer;Delta;Denver53.4;30.1;36.3;65.6;50.2;49.4;27.9;19.0;64.9;28.2;63.7;50.7;50.0;64.3;47.5',\n 'Region of the...;Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and...;Samoa;San Marino;Sao Tome and...725.2;26.6;26.6;1074.6;17.6;17.6;26.6;8.7;8.7;17.6',\n 'Burundi;Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African...;Central America;Central Asia;Chad92.4;103.4;97.9;102.3;78.1;94.6;97.9;97.9;102.3;97.9',\n '0;2;4;6;86.5;6.4;6.5;6.4;6.3',\n 'Hillsborough;Merrimack;Rockingham;Strafford;Sullivan;Atlantic;Bergen;Burlington;Camden;Cape May;Cumberland;Essex;Gloucester;Hudson;Hunterdon22026.0;50063.1;47457.0;60805.1;76803.7;50334.4;61223.6;66518.8;66173.6;46140.2;94046.0;84797.4;25378.3;58642.4;81967.9',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;198993.3;79.9;84.0;101.2;96.1;100.2;87.3;100.2;86.0;98.8;75.8;99.4;87.0;103.4',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;20041594.7;1070.2;1123.6;1197.5;1269.5;1339.1;1413.9;1499.1;1590.1;1660.2;1442.4;1851.8;1680.9;1712.3;1741.2',\n 'Day 166;Day 167;Day 168;Day 169;Day 1708;3;3;2;10',\n '1950.1;1960.2;1969.9;1979.9;1989.8;1999.6;2009.9;2019.8;2029.6;2039.4;2049.528.0;44.0;61.8;65.1;66.6;71.4;74.7;78.1;81.0;83.4;84.8',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200492271.8;88583.4;81206.6;74356.7;69087.5;66452.9;63818.3;61183.8;54333.8;42741.7;33257.2;34311.0;38526.3;37472.5;35364.8',\n '1994.9;1995.9;1996.9;1997.9;1998.9;1999.9;2000.8;2001.8;2002.9;2003.8;2004.9;2005.8;2006.9;2007.9;2008.8;2009.875.3;77.6;75.8;77.5;77.8;76.7;76.2;77.7;77.6;78.9;80.1;80.7;83.1;82.6;85.1;84.3',\n \"Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African Republic;Central America;Chad;Chile;China;Colombia;Congo;Costa Rica;Cote d'Ivoire;Croatia89.9;77.9;79.0;89.8;84.4;97.4;85.8;95.7;78.1;72.0;77.8;93.4;85.4;88.9;75.7\",\n '1950.1;1951.1;1952.0;1953.1;1954.0;1955.0;1956.1;1957.1;1957.8;1959.0;1960.1;1960.9;1962.0;1963.0;1963.9;1965.0;1966.1;1966.9;1967.9;1969.0;1970.0;1970.9;1971.8;1973.2;1973.7;1975.0;1976.0;1977.1;1977.1;1978.0;1978.0;1978.7;1978.9;1979.6;1980.3;1981.1;1981.9;1982.0;1982.9;1983.9;1982.9;1984.1;1984.8;1985.7;1985.0;1986.1;1986.9;1987.0;1987.8;1988.1;1988.7;1988.9;1989.9;1990.8;1991.8;1992.8;1993.9;1994.9;1995.7;1996.8;1997.8;1998.5;2000.097.4;96.3;94.4;92.4;90.6;89.5;88.4;87.5;87.3;87.8;89.6;92.4;94.8;96.0;96.1;95.9;94.5;93.3;92.5;92.4;93.7;94.4;94.7;95.0;96.1;98.1;99.3;99.0;102.0;104.2;99.2;99.2;103.8;102.2;99.4;99.4;99.7;97.5;99.8;99.6;96.5;96.3;97.0;98.1;100.0;100.0;99.6;100.3;101.2;100.1;100.2;101.4;100.7;99.5;98.3;97.3;97.0;97.3;97.3;97.4;97.6;97.7;98.0',\n '0.9402;1.9850;2.9;3.9;4.9;5.9;6.9;7.9;8.9;9.9;10.9;13.0;11.93056.3;1531.1;2966.6;3774.0;2114.3;2787.1;3534.8;1576.0;1546.1;3534.8;4177.7;2084.3;469.5',\n '0;2;4;6;8;109.3;9.8;9.7;9.8;9.4;9.9',\n '1952.9;1956.0;1959.0;1962.0;1965.0;1967.8;1970.8;1973.9;1976.9;1979.8;1982.9;1985.8;1988.9;1991.8;1994.8;1997.7;2000.8;2003.8;2006.9;2009.8;2012.8;2015.7;2018.8306099.6;333317.1;302211.4;323596.5;339149.4;335261.2;325540.7;325540.7;343037.6;378031.5;385808.0;409137.3;436354.7;420801.9;420801.9;432466.5;444131.2;465516.4;475236.9;440243.0;418857.8;362478.7;298323.2',\n '1900;2000;2010;2015;2020;20229;5;8;4;3;5',\n 'Pocahontas;Preston;Putnam;Raleigh;Randolph;Ritchie;Roane;Summers;Bibb;Taylor;Tucker;Tyler;Upshur;Wayne;Webster20957.0;10522.2;49068.4;45221.0;13371.5;19148.9;19551.4;10094.8;33770.5;14039.4;15575.4;13947.5;10162.9;32010.8;48876.6',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;309499.9;9281.5;9417.2;9315.1;9059.0;9229.2;8961.9;9157.8;8979.6;9095.5;8999.4;9043.9;9129.3;8929.4;8918.3',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1534.1;43.9;52.9;40.0;32.0;49.8;47.7;48.8;65.2;42.1;54.0;36.9;40.0;44.9;47.0',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200296.4;99.2;102.1;104.3;105.2;105.5;105.4;105.2;105.0;105.2;105.9;102.9;99.8',\n 'Lewis;Lincoln;Loudon;McMinn;McNairy;Macon;Madison;Marion;Marshall;Maury;Meigs;Monroe;Montgomery;Moore;Morgan86.0;48.4;67.2;49.4;24.4;63.1;74.3;94.2;61.6;30.5;53.5;74.3;84.0;68.2;47.3',\n 'Lithuania;Luxembourg;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta;Marshall Islands;Mauritania12.6;5.4;354.5;592.4;59.3;13.4;678.6;41.4;10.7;115.4',\n 'Taiwan;Tajikistan;Tanzania;Thailand;Timor;Togo;Tonga;Trinidad and Tobago;Tunisia;Turkey87.2;78.9;80.3;83.1;70.5;80.3;95.6;92.8;94.2;80.3',\n 'Caribbean;Caribbean Netherlands;Cayman Islands;Central African Republic;Central America;Central Asia;Chad;Channel Islands;Chile;China40.6;23.4;21.8;63.9;36.1;55.3;79.4;68.8;26.7;74.1',\n 'Czechia;Democratic Republic of...;Denmark;Djibouti;Dominica;Dominican Republic;Eastern Africa;Eastern Asia;Eastern Europe;Ecuador26.0;71.8;21.7;26.2;45.8;47.2;85.9;69.3;35.4;50.4',\n 'Africa;Americas;Argentina;Asia;Bangladesh;Bolivia;Brazil;Cameroon;Democratic Republic of Congo;China39903.2;23986.6;19163.4;50514.3;28809.8;6623.0;9517.0;8070.0;31221.4;10481.6',\n '1.0571;2.0;2.9;4.0;4.9;6.0;6.9;8.0;8.9;10.0;10.9;12.0;12.9;13.9;14.9;15.9;16.9;17.9;18.9;19.9;20.9;21.9;22.8;24.8;23.8509.8;286.0;169.5;463.8;390.2;304.4;258.4;745.9;433.2;1303.9;350.4;230.8;298.3;197.1;460.8;313.6;233.9;365.7;574.2;644.7;157.2;160.3;258.4;292.1;1524.6',\n '0;2;4;6;8;109.5;9.6;9.7;9.9;10.0;10.0',\n '00-3;3-6;6-9;9-12;12-15;15-186;8;3;7;1;5',\n 'Australia;Austria;Azerbaijan;Bahamas;Bahrain;Bangladesh;Barbados;Belarus;Belgium;Belize5.5;37.6;13.2;10.0;48.4;132.5;190.4;24.8;81.4;10.0',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201996897.7;100545.4;99937.5;103585.2;101761.3;100545.4;96897.7;92034.1;88386.3;82306.8;84738.6;83522.7;84738.6;88386.3;92642.0',\n '1994.9;1997.9;2000.9;2003.9;2006.9;2009.9;2012.8;2015.9;2018.8461.0;527.8;535.7;573.0;633.0;580.9;565.1;623.9;647.7',\n 'Estonia;Ethiopia;Euro area;Europe & Central Asia;Europe & Central Asia (IDA...;Europe & Central Asia...;European Union;Fiji;Finland;Fragile and conflict affected5.3;40.4;188.9;641.2;415.4;377.0;282.8;8.4;12.0;329.2',\n 'Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and the...89.0;71.2;93.5;48.2;97.7;78.8;151.8;54.2;77.9;82.7',\n '38;39;40;41;42;43;44;45;46;47;48;49;50;51;52127.5;134.7;127.5;128.7;119.1;132.3;143.0;134.7;157.4;155.0;200.5;193.3;216.0;182.5;202.9',\n '1968;1969;1970;1971;1972;1973;1974;1975;1976;1977;1978;1979;1980100.6;100.5;105.4;99.3;100.0;102.8;99.8;100.1;100.5;102.3;101.9;102.9;110.6',\n 'Argentina;Armenia;Australia;Austria;Azerbaijan;Bahamas, The;Bahrain;Bangladesh;Barbados;Belarus172.8;118.8;45.8;47.4;122.2;43.2;39.7;44.8;47.5;150.5',\n 'Denmark;Djibouti;Dominica;Dominican...;East Asia &...;Eastern...;Ecuador;Egypt;El Salvador;England107.2;107.2;107.2;107.2;710.4;4329.7;107.2;107.2;107.2;107.2',\n 'Thailand;Timor;Togo;Tokelau;Tonga;Trinidad and Tobago;Tunisia;Turkey;Turkmenistan;Turks and Caicos Islands82.0;91.0;91.0;101.0;83.8;67.5;63.9;70.3;53.1;51.3',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;20042966.8;2747.0;2984.9;2977.7;2803.8;2842.7;2865.7;3180.0;3248.0;3407.9;3534.0;3699.8;3610.5;3353.7;3108.8',\n '1963;1964;1965;1966;1967;1968;1969;1970;1971;1972;1973;1974;1975104.3;94.3;103.7;94.9;103.1;97.2;78.9;78.4;103.1;103.1;94.3;103.7;94.9',\n '1982.9;1990.8;1993.1;1995.3;1997.6;2001.1;2004.5;2008.0;2011.4;2013.6;2015.9;2018.1;2020.50.2085;0.1942;0.1958;0.6881;0.7407;0.2691;0.1974;0.3981;0.4045;0.4029;0.4029;0.4045;0.4045',\n '2024.0;2026.0;2028.1;2030.0;2032.0;2034.0;2036.0;2037.9;2040.0;2042.0;2044.0;2046.0;2048.0;2050.04081722.7;14502439.2;27172888.9;29706978.9;24638799.0;11968349.2;4085110.5;4052926.2;4020741.9;3978394.1;3936046.4;3885229.1;3829330.0;3768349.2',\n 'Australia;Australia/New Zealand;Austria;Azerbaijan;Bahamas;Bahrain;Bangladesh;Barbados;Belarus;Belgium86.8;88.3;73.8;75.3;73.8;92.6;111.3;32.1;60.9;83.9',\n '1992;1994;1996;1998;2001;20044;9;3;6;8;2',\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Korea;North Macedonia;Northern America;Northern Europe;Northern Africa102.5;102.4;101.9;95.6;102.8;104.0;104.6;103.6;104.9;104.7',\n 'Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Europe;Fiji98.3;100.0;81.2;119.8;98.5;96.2;80.4;92.6;98.7;101.1',\n 'Burundi;Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African...;Central America;Central Asia;Chad93.7;101.4;98.1;103.7;83.7;98.1;98.1;103.7;103.7;100.3',\n \"Sakti;Sadalagi;Silao;Mandalgarh;Loha;Pukhrayan;Pad'puram5;2;1;1;6;4;3\",\n '1953.0;1956.0;1959.0;1962.0;1965.0;1967.9;1971.0;1973.9;1976.9;1980.0;1983.0;1986.0;1989.0;1992.0;1995.0;1998.0;2001.0;2004.0;2007.0;2009.9;2012.9;2015.9;2019.073.9;64.9;45.1;35.1;30.1;63.2;39.4;69.0;63.7;58.6;55.9;68.0;85.2;79.0;71.8;81.8;55.3;44.1;48.1;38.3;27.0;59.9;70.0',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;196299.0;98.9;98.8;98.7;98.7;98.8;98.7;98.8;98.8;98.9;98.9;99.0;99.0',\n 'Isle of Man;Israel;Italy;Jamaica;Japan;Jordan;Kenya;Kiribati;Korea Rep.;Kuwait88.3;295.6;91.8;106.1;84.7;83.2;90.8;85.7;86.7;87.6',\n 'Burundi;Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African...;Central America;Central Asia;Chad85.9;96.3;92.9;109.0;97.5;106.7;95.2;96.3;72.1;92.9',\n '1.0392;2.0;3.0;4.0;5.0;6.0;7.0;9.0;8.0;10.0;11.0;12.0;13.0;14.0;14.9;16.0;17.0;18.0;18.9;19.9;20.9;21.9;23.0;24.0;25.0226.3;198.5;297.7;144.9;174.6;522.0;240.1;1020.3;190.5;319.6;530.0;857.5;619.3;381.1;470.4;218.3;335.4;267.9;573.6;399.0;444.6;563.7;264.0;321.5;539.9',\n '1950.1;1955.2;1960.1;1964.9;1970.1;1975.1;1979.8;1984.9;1990.1;1995.1;1999.9;2004.9;2009.8;2015.177.2;83.7;89.8;93.6;93.6;90.5;88.6;82.9;82.9;81.4;81.0;84.1;88.6;89.4',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200298.0;98.0;97.9;97.9;97.9;97.9;98.0;97.9;97.9;97.9;97.9;97.9;97.8',\n 'Dominican Republic;Eastern Africa;Eastern Asia;Eastern Europe;Ecuador;Egypt;El Salvador;Eswatini;Ethiopia PDR;Europe;Europe, Western;European Union;Fiji;Finland;France50.2;49.4;57.5;67.3;70.2;74.6;66.6;49.8;56.8;67.8;60.6;69.6;63.3;53.5;45.0',\n '31;32;33;34;35;36;37;38;39;40;41;42;43;44;4583.6;91.2;70.6;76.8;87.3;85.1;94.0;63.4;70.6;81.2;82.8;82.0;94.6;76.0;88.4',\n 'Region of the...;Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and...;Samoa;San Marino;Sao Tome and Principe77.5;3.3;3.3;174.0;3.3;3.3;3.3;3.3;3.3;3.3',\n 'Poland;Portugal;Rest of northern Europe;Scandinavia;Scotland;Spain;Switzerland;United States91.5;87.1;89.3;94.5;68.9;83.5;93.0;85.0',\n 'Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy13.7;26.0;33.7;32.1;46.8;112.7;35.8;19.2;57.4;20.6',\n '1950.0;1959.9;1969.6;1979.5;1989.5;1999.3;2009.4;2018.8;2029.1;2039.5;2049.913.8;17.4;21.7;27.9;33.9;39.2;44.9;50.9;56.0;61.4;66.9',\n 'DuPage Effingham;DuPage Effingham;Hamilton;Jersey;Kane;Lake;McHenry;McLean;Macon;Macoupin;Madison;Peoria;Randolph;Rock Island;St. Clair652175.6;268749.1;549305.1;787777.6;357591.8;413703.0;507221.7;787777.6;647499.6;853240.6;544629.1;652175.6;376295.6;259397.3;278101.0',\n 'Timor;Togo;Tonga;Trinidad and Tobago;Tunisia;Turkey;Turkmenistan;Uganda;Ukraine;United Arab Emirates64303.9;30971.5;26752.2;36034.6;59451.7;42574.5;30127.6;36034.6;29283.7;32237.2',\n '1994.9;1996.0;1996.9;1997.9;1998.9;2000.0;2001.0;2001.9;2002.9;2003.9;2004.9;2005.8;2006.9;2008.0;2008.8;2010.077.9;75.9;76.6;77.6;78.3;78.5;77.6;78.8;80.4;80.0;80.7;82.1;82.5;83.2;83.0;84.6',\n 'Clay;Codington;Corson;Custer;Davison;Day;Deuel;Dewey;Douglas;Edmunds;Fall River;Faulk;Grant;Gregory;Haakon71.8;35.2;67.9;42.3;18.8;20.0;35.2;63.8;57.2;89.0;52.0;62.1;34.2;14.9;57.2',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;sep;Oct;Nov;Dec27.8;27.6;26.5;27.1;27.4;28.2;28.9;29.5;31.3;33.6;35.9;36.9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200230.1;28.2;24.8;22.2;23.1;24.2;26.2;27.4;28.1;25.1;23.7;29.3;29.3',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20104897.7;4733.8;1643.3;3296.4;4337.0;4582.6;2497.8;4808.8;5805.3;3073.1;2256.3;7811.7;1449.4;1502.3;1979.2;6446.4',\n 'California;lowa;Wisconsin;North Dakota;Missouri;Minnesota;South Dakota;Georgia;Florida;Arizona80.5;76.5;76.5;79.8;73.6;81.7;72.6;76.3;77.8;78.0',\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Korea;North Macedonia;Northern Africa;Northern America;Northern Europe125.0;102.3;99.8;70.7;94.6;82.4;101.5;99.1;99.7;89.7',\n 'Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;Western Europe;Western Sahara;World;Yemen;Zambia;Zimbabwe138.1;97.9;85.1;88.3;88.3;75.4;157.4;89.9;83.5;91.5;93.1',\n 'Saudi Arabia;Scotland;Senegal;Serbia;Seychelles;Sierra Leone;Singapore;Slovakia;Slovenia;Solomon...371.2;371.2;2622.7;371.2;371.2;7988.0;371.2;371.2;371.2;371.2',\n 'Suriname;Sweden;Switzerland;Syria;Taiwan;Tajikistan;Tanzania;Thailand;Timor;Togo17.4;20.9;24.2;27.5;30.9;34.1;2367.1;88.1;18.5;681.4',\n '1989.8;1991.8;1993.8;1994.8;1995.8;1997.8;1998.8;1999.8;2001.9;2002.8;2004.8;2005.8;2006.7;2008.8;2009.8;2010.8;2011.7;2012.8;2014.864.0;71.2;61.3;50.5;48.7;51.1;53.1;54.6;67.4;63.1;44.2;43.5;43.3;42.0;38.3;41.8;43.7;44.4;38.3',\n '1990.0;1990.9;1992.0;1992.9;1994.0;1994.9;1995.9;1997.0;1998.0;1998.9;1999.9;2000.9;2001.9;2002.9;2003.9;2004.9;2005.9;2006.9;2007.9;2008.9;2009.8;2010.9;2011.9;2012.9;2013.8;2014.977.6;80.0;83.8;84.0;84.1;84.4;83.5;82.7;83.1;82.7;81.7;81.6;81.3;80.9;80.3;78.8;78.5;77.1;78.2;79.3;82.0;83.8;83.9;84.7;85.8;86.9',\n 'Turkey;Turkmenistan;Uganda;Ukraine;United Arab...;United...;United States;Upper....;Uruguay;Uzbekistan91.6;42.7;41.9;205.2;38.8;195.9;147.3;128.6;111.2;56.0',\n '1990;1991;1992;1993;1994;1995434823;454383;469597;486984;505820;524656',\n '1990.0;1991.9;1994.0;1995.9;1998.0;1999.9;2002.0;2003.9;2005.8;2007.9;2009.9;2011.9;2013.9;2015.9;2016.913727.9;12220.3;10712.7;8262.8;6001.4;3363.1;2063.5;2186.7;2425.9;2679.6;2882.5;3208.7;3513.1;3904.5;4165.4',\n '1990.0;1991.0;1991.9;1993.0;1994.0;1995.0;1996.0;1997.0;1997.9;1999.0;2000.0;2000.9;2001.9;2003.0;2004.0;2005.0;2006.1;2006.9;2007.9;2009.0;2010.0;2010.9;2012.0;2013.0;2014.1;2014.9;2016.0;2016.9;2017.9;2019.063.0;50.8;51.4;31.4;25.5;13.4;12.4;8.8;5.5;5.3;10.6;2.9;2.5;1.7508;1.4204;1.4204;2.5;2.5;1.5856;1.4204;2.7;1.5856;1.9159;1.4204;0.7597;0.5946;0.7597;0.7597;0.7597;0.9249',\n '1960.9;1962.8;1964.8;1967.0;1968.9;1970.8;1972.8;1974.9;1976.9;1979.0;1980.8;1982.7;1984.8;1986.9;1988.9;1990.9;1992.8;1994.6;1996.6;1998.9;2001.0;2002.7;2004.6;2006.8;2008.9;2010.6;2012.8;2014.744.5;42.6;42.8;42.9;43.1;37.8;45.9;46.4;52.3;51.6;47.4;47.6;46.1;43.3;47.6;66.3;53.8;65.4;62.3;51.6;48.6;46.1;48.1;46.7;48.1;47.8;41.4;47.1',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201998.5;94.6;106.5;86.0;78.1;82.0;61.0;42.2;47.9;38.3;43.9;43.9;38.3;50.8;50.8',\n 'Low income;Lower middle income;Luxembourg;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta50.4;49.3;50.9;48.8;49.9;50.1;49.2;48.0;50.2;51.4',\n 'id. 4785;id. 3249;id. 8317;id. 8023;id. 8069;id. 85494;1;6;3;9;2',\n '1948.1;1951.6;1955.0;1958.4;1962.0;1965.6;1968.6;1972.3;1976.0;1979.2;1982.9;1986.4;1989.8;1993.2;1996.7;2000.4;2003.5;2007.1;2010.7;2013.8;2017.4;2021.1;2024.62209.9;1618.8;1873.6;2016.3;2943.6;3962.6;2495.2;2913.0;2209.9;3718.0;2913.0;2831.5;2372.9;2383.1;2627.7;2648.0;2556.3;2383.1;2423.9;2189.5;1985.7;2023.0;1982.3',\n \"Chad;Channel Islands;Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia340482.6;263270.8;490616.6;396246.6;404825.7;263270.8;439142.1;413404.8;263270.8;241823.1\",\n 'Sub-Saharan Africa;Sudan;Suriname;Sweden;Switzerland;Syria;Taiwan;Tajikistan;Tanzania;Thailand341530.9;297846.0;246880.3;534472.6;410698.7;374294.6;512630.1;297846.0;494428.1;403417.9',\n '1985;1986;1987;1988;1989;1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000169;179;198;240;280;277;268;281;313;425;521;549;529;488;434;413',\n '1900;2000;2010;2015;2020;20222;10;5;8;7;9',\n '1989.9;1994.9;2000.0;2004.9;2007.0;2008.0;2009.0;2010.9;2014.1;2015.912500.0;1275000.0;12500.0;1262500.0;3837500.0;2550000.0;1812500.0;1500000.0;1312500.0;1600000.0',\n 'Burkina Faso;Burundi;Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African Republic;Central America;Central and Southern Asia253160.2;515151.0;342740.2;343662.5;209537.8;255145.9;437895.4;548227.2;304788.1;248326.9',\n 'Nicaragua;Niger;Nigeria;North Korea;Northern Africa;Northern America;Northern Europe;Norway;Oceania;Pakistan;Panama;Paraguay;Peru;Philippines;Poland86.6;85.2;81.4;68.1;87.1;72.8;78.7;80.5;63.5;93.1;83.4;82.4;72.3;76.4;53.8',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec8.5;8.8;9.0;9.2;9.2;9.3;9.3;9.6;9.0;8.7;9.6;9.5',\n '0;2;4;6;8;10;1240.8;41.7;42.4;41.1;41.4;41.7;41.7',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec7.1;7.4;6.7;7.1;7.0;7.0;7.8;7.7;7.6;7.6;8.3;8.1',\n 'id. 6299;id. 406;id. 1725;id. 3572;id. 8120;id. 241;3;9;8;4;7',\n 'High;Honduras;Hungary;IBRD only;Iceland;IDA & IBRD;IDA blend;IDA only12;10;7;8;9;4;10;5',\n 'Egyptair;Turkish Airlines;China Airlines;Royal Jordanian;TAP Portugal8;3;2;6;6',\n 'Marshall Islands;Martinique;Mauritania;Mauritius;Mayotte;Micronesia(country);Moldova;Monaco;Mongolia;Montenegro0.9506;4.4;35.3;12.5;2.4;1.3661;41.2;0.4311;27.5;6.3',\n '31;32;33;34;35;36;37;38;39;40;41;42;43;44;45167.9;160.8;138.5;198.5;184.4;172.6;183.2;178.5;159.7;183.2;197.3;189.1;184.4;178.5;183.2',\n '1990.0;1992.0;1994.0;1995.9;1998.0;1999.9;2001.9;2004.0;2005.9;2007.9;2009.9;2011.9;2013.8;2015.9;2016.812158.6;10431.0;10595.5;11623.8;10554.4;10184.2;11706.1;13310.2;15490.2;17793.6;17505.7;18246.1;18863.1;20590.6;21536.6',\n 'Mercer;Monroe;Montgomery;Morgan;Moultrie;Ogle;Peoria;Perry;Piatt;Pike;Pope;Pulaski;Putnam;Randolph;Richland22.2;50.7;35.8;18.0;58.7;38.3;75.1;27.1;22.9;34.6;21.4;50.1;38.8;26.9;40.7',\n 'Montgomery;Morgan;Muhlenberg;Nelson;Nicholas;Ohio;Oldham;Owen;Owsley;Pendleton;Perry;Pike;Powell;Pulaski;Robertson38630.6;24842.1;31003.9;34984.5;60722.6;92702.3;14084.0;11308.2;23042.9;11308.2;23706.3;22379.4;22586.4;23706.3;28812.0',\n 'Gwinnett;Henry;Murray;Muscogee;Paulding;Richmond;Rockdale;Sumter;Honolulu;Ada;Butte;Canyon;Elmore;Adams;Champaign11.1;69.1;60.6;22.0;31.0;27.4;13.5;50.4;58.2;41.9;73.9;25.6;13.5;18.4;38.3',\n '0;1;2;3;4;5;6;710.4;11.1;10.9;10.9;10.5;10.8;10.9;10.5',\n 'Pamlico;Pasquotank;Pender;Perquimans;Person;Pitt;Polk;Randolph;Richmond;Robeson;Rockingham;Rowan;Rutherford;Sampson;Scotland9.8;10.8;11.6;11.0;13.1;12.1;13.2;14.7;13.6;13.2;14.0;14.8;14.3;13.4;13.1',\n '0;1;2;3;4;5;6;7;838.5;39.5;40.7;40.5;39.8;39.5;39.5;38.5;38.1',\n 'Lee;Leon;Levy;Liberty;Madison;Manatee;Marion;Martin;Miami-Dade;Monroe;Nassau;Okaloosa;Okeechobee;Orange;Osceola300267.1;290256.8;627705.6;696069.0;744371.7;359419.9;288116.7;354232.1;403113.5;645415.2;381566.2;495239.8;767019.0;644830.9;429865.8',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002102.1;101.7;98.9;101.7;101.5;101.8;101.3;100.0;101.5;102.0;100.9;101.2;100.7',\n 'South Africa;South America;South Korea;South Sudan;South-Central Asia;South-Eastern Asia;Southern Africa;Southern Asia;Southern Europe;Spain47.1;56.4;32.8;17.9;19.3;20.0;42.8;17.9;55.0;61.4',\n '1990.0;1991.0;1992.0;1993.0;1994.1;1995.1;1996.0;1996.9;1998.0;1999.0;2000.0;2001.0;2001.9;2003.0;2004.0;2005.0;2006.0;2006.9;2008.0;2009.0;2009.9;2011.0;2011.9;2013.0;2014.1;2015.0;2016.0;2017.0;2018.1;2019.13.0;3.0;0.0060;0.0360;0.0510;0.0210;0.0210;0.0210;0.0060;3.0;3.0;2.0;2.0;2.0;2.0;2.0;2.0;2.0;2.0;0.0360;0.0210;0.0510;0.0060;0.0360;0.0360;0.0210;0.0360;0.0210;0.0060;0.0060',\n 'California;Florida;North...;South...;Arizona;Washington;New Mexico;Georgia;Louisiana;Hawaii11.5;17.1;19.9;21.0;14.4;15.2;18.4;17.6;21.8;14.4',\n '0.9775;1.9931;3.0;4.0;4.9;6.0;6.9;7.9;8.9;9.9;11.0;11.9;12.9;13.9;14.9;15.9;17.0;17.9;18.9;19.9;21.0;21.9;22.9;23.9;24.9;26.049.2;62.4;138.2;81.6;240.6;84.6;45.9;207.5;204.0;99.1;50.0;51.0;30.4;144.3;144.8;132.7;188.9;64.5;49.5;132.2;82.1;48.5;117.7;103.1;89.1;51.0',\n '1.0291;2.0;3.0;4.0;5.0;6.0;7.0;8.0;9.0;9.9;10.9;11.9;13.0;13.9;14.9;15.9;17.0;17.9;18.9;19.9;20.9;21.9;22.9;23.9;24.91.6606;7.6;8.2;13.8;12.9;5.7;5.9;16.1;26.6;10.3;2.4;1.9614;16.0;31.5;4.7;21.3;35.2;2.5;7.2;18.9;7.5;9.3;6.1;17.1;27.4',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201510.1;18.2;16.9;15.6;19.1;20.1;20.9;16.2;19.9;16.7;16.6;14.3;12.5',\n '0;2;4;6;8;10;121.6556;1.5901;1.5685;1.5811;1.5696;1.5201;1.5532',\n 'Africa;Americas;Argentina;Asia;Azerbaijan;Bangladesh;Bolivia;Brazil;Burundi;Cameroon31337.1;31780.1;36350.2;43991.2;11043.5;31591.0;21588.9;32561.8;32419.2;15587.3',\n '0;2;4;6;8;10;1227.4;27.3;26.8;27.3;26.4;26.1;25.7',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec7.3;8.0;8.3;8.4;8.5;8.1;8.1;9.2;9.1;9.5;10.0;9.4',\n 'Saudi Arabia;Scotland;Senegal;Serbia;Seychelles;Sierra Leone;Singapore;Slovakia;Slovenia;Solomon Islands10.5;10.5;280.8;10.5;10.5;534.2;10.5;10.5;10.5;10.5',\n 'Brown;Burleson;Burnet;Caldwell;Calhoun;Callahan;Cameron;Camp;Carson;Cass;Castro;Chambers;Cherokee;Childress;Clay12158.3;50864.1;37998.7;23339.3;17347.3;11848.2;33287.0;52718.5;14280.0;60151.2;11422.5;57644.9;28602.3;34041.3;17389.1',\n '0;1;2;3;4;5;6;7;822.2;23.0;23.5;22.1;22.2;22.2;23.5;22.7;22.5',\n 'South Africa;South America;South Korea;South Sudan;South-Central Asia;South-Eastern Asia;Southern Africa;Southern Asia;Southern Europe;Spain37.5;17.6;18.0;81.0;67.4;56.5;41.7;65.9;32.6;23.4',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso0.5418;6.6;4.0;8.9;8.6;1.7046;24.9;0.5418;22.3;16.5',\n 'Guest 1273;Guest 1274;Guest 1275;Guest 1276;Guest 1277;Guest 12783;1;7;7;7;1',\n 'Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy74.5;91.1;99.9;109.2;100.2;97.4;90.7;104.3;115.2;88.4',\n '1990.0;1991.0;1992.0;1993.0;1994.0;1995.0;1996.0;1997.0;1998.0;1999.0;2000.0;2001.0;2002.0;2003.0;2004.0;2005.0;2005.9;2007.0;2007.9;2009.0;2009.9;2011.0;2012.0;2013.0;2014.0;2014.9;2015.9;2016.9;2017.9;2018.914.0;12.9;11.8;10.8;9.9;8.9;9.8;8.9;5.9;6.9;4.0;4.0;2.9;2.9;2.9;2.0;1.9476;2.0;2.0;2.0;1.9825;1.9825;1.9825;1.0750;0.9703;1.0750;1.0750;1.1099;1.0401;1.0401',\n '1963;1964;1965;1966;1967;1968;1969;1970;1971;1972;1973;1974;1975106.3;82.1;106.3;105.6;86.8;105.0;80.1;105.0;80.8;105.6;90.9;105.6;105.6',\n '0;1;2;3;4;5;6;7;8;930.9;29.9;29.5;30.4;30.1;30.0;29.9;29.8;29.6;28.8',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;2019101550.0;106698.8;106055.2;111204.0;108629.6;109916.8;106698.8;98975.5;92539.5;89321.5;92539.5;88034.3;88677.9;93183.1;97688.3',\n '1949.5;1953.8;1957.6;1961.9;1965.7;1969.8;1973.6;1977.7;1981.5;1985.4;1989.4;1993.4;1997.4;2002.4;2006.2;2010.2;2014.3106.8;109.2;110.6;108.4;113.4;114.6;112.7;114.9;113.3;107.6;105.0;105.2;105.4;105.3;103.2;104.2;105.3',\n 'Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and...59.0;39.2;80.2;21.5;73.8;40.6;85.1;30.0;51.2;52.6',\n '3.9;5.7;6.6;7.3;9.1;7.8;9.3;10.6;10.2;9.4;11.5;11.9;13.6;14.9;14.6;17.6;17.1;20.8;22.0;21.1;24.7;28.4;32.0;32.2;36.41644.9;2696.0;5586.5;1407.1;2020.3;3909.8;3509.3;3934.8;5561.5;1169.4;1232.0;2783.6;6011.9;1106.8;1770.0;2383.2;3722.1;1144.4;4260.1;5198.6;2045.3;806.5;994.2;1532.3;3071.4',\n 'Eastern Europe;Eastern and South-...;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia631320.6;546434.6;480424.4;611316.9;444764.8;729471.7;729906.9;543194.7;651667.9;779094.4',\n 'South Sudan;Spain;Sri Lanka;Sub-Saharan Africa;Sub-Saharan Africa (IDA &...;Sub-Saharan Africa...;Sudan;Suriname;Sweden;Switzerland150.8;127.4;140.0;186.7;190.8;188.8;123.2;51.0;102.4;32.6',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec12.4;16.2;18.3;17.0;14.7;14.6;14.7;13.1;14.7;16.2;15.4;21.3',\n '1985;1992;1994;1996;1998;20019;6;3;7;4;5',\n 'Guest 1243;Guest 1244;Guest 1245;Guest 1246;Guest 1247;Guest 12481;8;1;9;3;4',\n 'Macao;Madagascar;Malawi;Malaysia;Mauritania;Mauritius;Mexico;Moldova;Mongolia;Montenegro;Morocco;Mozambique;Myanmar;Nepal;Netherlands1344.2;1479.5;1818.7;2713.4;2215.7;2094.1;3814.7;3276.6;2237.6;1773.6;1952.1;2152.1;1423.7;1517.1;3106.2',\n '2004;2007;2010;2012;2014;20165;6;4;7;2;3',\n '1950;1980;2013;2050;2100169491;255352;364773;439773;537209',\n 'Kingfisher;Kiowa;Latimer;Le Flore;Lincoln;Logan;Love;McClain;McCurtain;McIntosh;Major;Marshall;Mayes;Murray;Muskogee35.1;61.8;20.3;50.6;40.3;27.9;53.8;45.9;50.6;35.1;29.1;47.1;57.8;68.6;47.9',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201533.9;36.9;35.0;35.9;39.9;29.9;36.9;30.9;29.9;27.9;28.8;23.9;26.0',\n 'Gabon;Gambia;Georgia;Germany;Ghana;Greece;Guatemala;Guinea;Guinea-Bissau;Guyana93.8;89.5;101.8;100.4;98.9;106.9;104.0;80.1;86.6;97.5',\n '39.1;29.0;29.3;28.1;30.0;38.5;30.6;29.1;25.5;24.0;26.9;27.811405.0;13384.6;13824.5;16024.1;19323.6;22843.0;26582.3;23942.8;27242.2;29881.7;31861.4;33621.1',\n '6.9;6.4;9.8;8.5;11.1;11.6;13.1;12.8;10.5;10.9;8.5;10.7;11.3;13.8;15.3;14.0;13.4;18.7;18.2;26.3;26.5;29.3;29.3;31.1;37.89582.8;4544.8;3071.0;1275.5;739.6;2535.0;1570.3;3472.9;4223.3;4973.6;9154.0;9261.2;8510.9;7760.6;7867.7;6072.3;5027.2;3767.7;3017.4;1382.7;739.6;846.8;2803.0;1650.7;1034.3',\n '1990.0;1991.9;1993.9;1995.9;1997.9;1999.9;2001.9;2003.9;2005.9;2007.9;2009.9;2011.9;2013.9;2016.05.5;5.7;5.4;5.8;6.6;6.8;7.3;7.7;7.5;7.4;7.3;7.3;7.4;7.4',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201668.9;69.5;72.5;75.6;75.8;75.4;72.6;68.6;70.6;71.6;73.0;72.8;70.4;71.9;71.7;72.9;70.2;70.9;71.2;70.1',\n 'Students who intend to transfer to a 4-year educational institution;Students studying non-technical subjects;Students studying technical subjects;All students61.0;49.2;41.1;100.1',\n 'Lewis;Lincoln;Linn;Livingston;McDonald;Macon;Madison;Maries;Marion;Mercer;Miller;Mississippi;Moniteau;Monroe;Montgomery11.0;11.8;10.3;10.3;10.6;10.3;10.8;17.0;11.2;19.9;10.3;13.5;10.5;10.1;10.5',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20102417.8;7712.2;2513.2;6282.1;1139.2;1106.9;1114.8;1253.1;2635.7;2174.6;1084.7;1487.9;3021.7;7985.0;3120.8;4570.9',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;2019937.7;834.6;979.5;827.9;808.0;829.9;875.9;955.5;750.2;834.5;847.2;735.3;573.6;637.8;715.5',\n 'Northern Mariana Islands;Norway;Oceania;Oman;Pakistan;Palau;Palestine;Panama;Papua New Guinea;Paraguay1938456.4;6571660.4;37913923.2;6844201.8;42002044.4;1120832.1;6844201.8;4663870.5;3028622.0;6299119.0',\n 'id. 6095;id. 3341;id. 2172;id. 7437;id. 3446;id. 30837;9;8;3;5;1',\n 'Terry;Throckmorton;Titus;Tom Green;Travis;Trinity;Tyler;Upshur;Upton;Uvalde;Val Verde;Van Zandt;Victoria;Walker;Waller60.4;52.2;38.6;74.5;54.0;26.3;66.3;20.4;54.0;67.2;48.6;52.2;18.5;47.2;56.3',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1525.1;27.1;32.0;33.8;30.1;37.8;37.8;36.8;30.1;25.1;36.8;35.8;28.1;30.1;45.0',\n '1990.0;1992.0;1993.9;1996.0;1997.9;1999.9;2001.9;2004.0;2005.9;2008.0;2009.9;2012.0;2013.9;2015.9;2016.978.8;75.4;73.8;76.8;76.2;72.1;60.8;71.1;64.6;42.7;50.4;35.7;41.7;39.1;36.0',\n '1991.9;1994.9;1997.9;2001.0;2004.0;2006.9;2009.9;2012.9;2016.0;2019.056.6;60.7;59.4;58.7;60.3;63.9;62.8;72.4;80.4;87.3',\n 'Siskiyou;Solano;Sonoma;Stainslaus;Sutter;Tehama;Trinity;Tulare;Tuolumne;Ventura;Yolo;Yuba;Adams;Alamosa;Arapahoe28465.5;517716.8;157450.0;379836.9;424314.3;121868.0;48480.4;473239.4;61823.6;544403.2;241957.0;130763.5;393180.1;130763.5;61823.6',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;198999.5;99.5;99.4;99.5;99.6;99.6;99.6;99.6;99.7;99.8;99.8;99.8;99.8;99.9',\n '0;Ethiopia;Ghana;Guatemala;Guinea;Haiti;Heavily indebted...;IBRD only;IDA & IBRD total;IDA blend;IDA total802.4;1181.5;1129.1;962.5;774.8;1034.4;1441.7;1630.2;1618.6;1408.7;1517.7',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec8.1;6.5;8.5;9.7;9.8;8.6;8.4;7.9;9.1;8.8;10.3;11.6',\n '0;2;4;6;8;10;1221.3;21.6;20.5;20.8;21.6;22.7;22.1',\n 'Latvia;Least...;Lebanon;Lesotho;Less...;Less...;Less...;Liberia;Libya;Lithuania102.9;100.1;100.1;83.0;104.3;101.5;104.3;102.9;111.4;100.1',\n \"Colombia;Comoros;Congo;Cook Islands;Costa Rica;Cote d'Ivore;Croatia;Cuba;Curacao;Cyprus58.0;87.3;68.3;57.0;67.1;82.5;69.9;42.2;28.5;68.4\",\n '1.0227;2.0;3.0;4.0;5.0;5.9;7.0;8.0;9.0;10.0;10.9;12.0;13.0;14.0;15.0;17.0;16.0;18.0;19.0;20.0;21.0;23.0;22.0;24.0;25.02459918.6;5254845.6;2153625.2;124431.6;2766212.0;1856903.5;4536970.5;6020579.0;1761186.8;16357980.3;6020579.0;2526920.3;2287628.6;5111270.6;3340512.0;134003.3;18415888.9;4297678.8;3819095.4;7504187.6;6355587.4;9562096.1;3101220.3;3962670.4;1186886.8',\n '7102;7704;84021.1549;0.4943;1.0737',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec61.4;61.2;60.9;63.7;64.2;65.3;67.5;67.2;68.9;68.2;68.8;70.2',\n '1982.9;1990.6;1992.8;1995.0;1997.3;2000.8;2004.1;2007.5;2010.9;2013.2;2015.5;2017.7;2019.94.2;5.4;5.9;6.4;6.5;6.5;4.9;5.0;5.0;5.0;6.2;6.2;6.2',\n '1990.0;1990.9;1992.0;1992.9;1993.9;1994.9;1996.0;1996.9;1997.9;1998.9;1999.9;2000.9;2001.9;2003.0;2003.9;2004.9;2005.8;2006.9;2007.9;2008.9;2009.8;2010.8;2011.9;2012.9;2013.8;2014.9;2015.9;2016.9;2017.9;2018.8182.0;245.1;200.5;218.4;135.8;91.2;75.9;51.5;42.8;31.3;31.3;16.6;19.4;11.8;10.1;5.8;2.5;2.5;2.5;2.0;1.4685;-0.1631;0.9246;2.5;2.0;3.1;3.1;2.5;1.4685;1.4685',\n '38;39;40;41;42;43;44;45;46;47;48;49;50;51;52105.6;119.8;122.8;108.6;123.5;139.2;113.1;123.5;122.8;119.8;135.5;122.8;120.5;130.3;101.8',\n 'Menominee;Midland;Missaukee;Monroe;Montcalm;Montmorency;Muskegon;Newaygo;Oakland;Oceana;Ogemaw;Ontonagon;Osceola;Oscoda;Otsego361746.6;493378.9;286835.0;216869.7;585861.9;612737.8;352937.2;122615.9;224982.5;280604.5;687393.2;336704.5;330042.9;738433.4;893716.5',\n '1950.0;1955.0;1960.2;1965.2;1970.0;1975.0;1980.0;1985.3;1990.1;1995.1;1999.9;2004.9;2010.1;2014.9;2020.1;2025.1;2029.9;2035.1;2040.0;2044.8;2050.028.8;27.2;25.4;24.0;22.5;21.6;20.9;21.5;22.4;23.6;24.9;25.2;25.2;25.2;25.1;24.3;23.3;22.3;20.7;19.6;18.4',\n '1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201662.0;56.6;59.8;71.1;69.5;71.3;69.5;59.5;65.2;63.2;64.3;61.6;60.2',\n 'MEXICO;MICRONESIA;MOLDOVA;MONACO;MONGOLIA;MONTENEGRO;MOROCCO;MOZAMBIQUE;MYANMAR;NAMIBIA103.8;106.8;106.3;104.4;105.3;107.3;107.0;102.0;106.6;101.1',\n 'Curry;Deschutes;Douglas;Gilliam;Grant;Harney;Hood River;Jackson;Jefferson;Josephine;Klamath;Lake;Lane;Lincoln;Linn60.0;51.8;23.0;45.0;19.6;55.9;82.6;33.3;48.4;84.0;55.2;29.9;10.7;15.5;67.6',\n '0;1;2;3;4;5;6;720.3;20.0;20.3;19.8;19.5;19.7;19.9;20.3',\n 'Macon;Macoupin;Madison;Marion;Marshall;Mason;Massac;Menard;Mercer;Monroe;Montgomery;Morgan;Moultrie;Ogle;Peoria85.1;62.2;24.4;51.0;62.2;30.5;53.8;73.9;19.3;85.1;62.2;34.2;41.2;47.3;48.2',\n '1-10;11-20;21-30;31-40;41-50;51-526;3;7;8;1;9',\n 'Anderson;Blount;Coffee;Davidson;Hamilton;Jefferson;Knox;Lawrence;Loudon;Meigs;Rutherford;Sevier;Shelby;Sullivan;Sumner166279.8;1354222.5;182008.5;2318347.6;1898208.1;408225.2;2365607.1;298627.2;286163.9;62545.4;240928.2;514640.4;2714683.1;644758.7;888069.4',\n '1990.1;1990.9;1991.9;1993.8;1992.8;1994.8;1996.0;1996.8;1997.9;1999.2;1999.9;2000.9;2001.8;2003.1;2004.8;2003.9;2006.0;2007.1;2009.0;2008.1;2009.9;2011.8;2010.9;2012.8;2014.0;2017.0;2014.9;2016.111.1;17.9;29.6;27.2;17.3;18.3;18.3;13.2;5.7;1.6232;16.6;19.2;5.5;5.1;7.5;20.2;21.0;10.9;15.0;22.8;6.5;5.3;19.9;23.5;18.3;19.0;9.5;7.8',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec5.6;4.4;5.3;4.5;4.2;4.0;4.1;3.9;4.2;5.1;5.3;4.3',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1542.3;29.0;32.9;30.8;47.5;37.3;40.5;35.7;39.3;34.6;42.8;43.9;42.3;40.2;35.6',\n 'Rains;Randall;Reagan;Real;Red River;Reeves;Refugio;Roberts;Robertson;Rockwall;Runnels;Rusk;Sabine;San Augustine;San Jacinto54.8;21.8;73.3;52.7;63.4;48.8;64.1;77.5;53.0;22.5;40.8;34.6;67.4;85.0;42.0',\n '1.1169;2.0;3.0;4.1;5.1;6.1;7.0;8.0;9.0;10.1;11.0;12.0;13.0;14.0;14.9;15.9;17.0;17.9;19.0;19.9;20.9;21.9;22.9;23.9;24.9;25.961.7;96.9;103.9;88.9;127.9;75.5;72.6;117.3;111.9;84.6;62.7;67.5;86.4;109.7;102.8;88.9;111.1;100.6;40.6;93.3;77.7;52.9;151.9;91.8;107.2;79.6',\n '1988.9;1991.0;1992.1;1990.1;1993.2;1994.2;1995.3;1996.4;1997.4;1998.5;2000.7;2001.7;1999.6;2002.8;2005.0;2004.0;2006.1;2007.2;2008.3;2009.2;2010.4;2011.4;2012.6;2013.6;2015.7;2014.7;2016.7;2017.93.1;4.6;5.5;1.3130;4.7;4.1;2.0;5.1;6.2;6.0;9.1;4.1;1.9178;2.2;4.1;8.4;8.4;5.2;4.8;5.9;7.6;5.6;5.4;9.1;7.1;2.8;5.8;4.7',\n '1949.9;1954.8;1959.9;1964.9;1969.8;1974.8;1979.6;1984.6;1989.6;1994.4;1999.5;2004.6;2009.4;2014.6111.9;110.6;109.5;107.5;106.2;105.5;104.9;103.8;101.6;99.1;98.0;97.2;95.8;95.2',\n 'Thailand;Tunisia;Turkey;Ukraine;United Kingdom;United States;Upper-middle...;Uruguay;Uzbekistan;Venezuela;Vietnam;World;Zambia;Zimbabwe13098.2;6876.6;16101.3;14537.4;15623.8;19535.2;18462.6;6909.8;9613.9;8755.7;12720.9;16249.6;7865.8;11046.9',\n 'Rhode Island;Nebraska;Arkansas;Michigan;Virginia;West Virginia;Mississippi;Kansas;Indiana;Alaska;Nationwide...;Nationwide...;Puerto Rico77.4;77.6;74.7;74.7;75.4;73.2;76.9;77.6;71.8;72.3;76.8;76.9;86.1',\n '0;2;4;6;847.8;46.3;45.9;47.7;48.6',\n 'Eastern Europe;Eastern and...;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia279906929.5;545681011.9;136915041.9;328879981.4;121932998.0;83491852.1;153784233.1;90806137.0;110259246.5;228855262.8',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;2016100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;100.0;99.1;99.0;97.9;99.0',\n 'Australia;Australia...;Austria;Azerbaijan;Bahamas;Bahrain;Banglade...;Barbados;Belarus;Belgium103.7;104.8;106.3;101.9;107.5;131.8;104.5;96.2;109.0;103.9',\n 'St. Lucia;St. Vincent and...;Sudan;Suriname;Swaziland;Sweden;Switzerland;Syrian Arab...;Thailand;Togo41.9;41.9;85.7;43.1;46.3;46.3;42.5;44.4;41.9;43.1',\n 'United Kingdom;United States;United States Virgin...;Uruguay;Uzbekistan;Vanuatu;Venezuela;Vietnam;Wales;Western Pacific...1.1126;1.1126;1.1126;1.1126;1.1126;1.1126;37.9;7.6;1.1126;57.0',\n 'Georgia;Germany;Ghana;Greece;Grenada;Guadeloupe;Guam;Guatemala;Guinea;Guinea-Bissau473453.4;616293.0;562427.3;767025.6;414998.0;356122.8;227762.2;628985.5;587728.6;426426.8',\n 'Europe & Central Asia...;European Union;Fiji;Finland;Fragila and conflict affected...;France;Gabon;Gambia;Georgia;Germany1752.6;1542.8;1962.3;1228.2;18426.9;1438.0;1438.0;1857.5;1542.8;1542.8',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;2007;2010;2013;2016;20192035.5;1224.1;1375.0;1400.8;1554.8;1724.2;2032.2;2387.1;2567.7;2745.4;2614.7;2714.3;2264.3;3004.2;2084.1;2074.7;1131.2;1619.1;1173.4;1203.7;1179.6',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201695.3;95.7;95.6;95.0;95.5;94.7;94.9;95.2;95.2;95.6;91.7;90.5;89.6;88.4;86.7;89.4;90.4;88.6;87.1;83.6',\n '1800.2;1849.8;1900.0;1950.2;2000.2;2010.3;2020.88.2;8.2;10.7;20.4;58.9;73.4;91.4',\n '44.8;67.9;50.9;72.8Fog;Drought;Erratic rain fall;Temperature rise',\n 'Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and...91.8;84.8;102.0;66.6;104.0;83.6;181.2;68.6;91.4;92.3',\n 'DuPage;Effingham;Hamilton;Jersey;Kane;Lake;McHenry;McLean;Macon;Macoupin;Madison;Peoria;Randolph;Rock Island;St. Clair630412.4;257735.9;576809.9;749274.5;367732.7;417293.2;528208.1;771625.4;665093.3;832037.8;550099.6;607805.9;369186.1;256702.8;278222.5',\n '1990.2;1991.2;1992.1;1993.1;1994.0;1995.0;1996.1;1997.0;1998.0;1998.9;1999.8;2000.9;2001.9;2002.8;2003.8;2004.7;2005.7;2006.8;2007.7;2008.7;2009.7;2010.7;2011.7;2012.6;2013.5;2014.6;2015.5;2016.55.1;7.5;7.1;7.9;13.7;11.7;10.7;8.0;14.0;3.8;8.9;14.4;3.1;13.9;3.4;9.8;6.9;2.0;8.1;6.2;10.4;4.0;9.4;0.6187;3.4;4.3;4.5;7.6',\n 'Calumet;Chippewa;Clark;Columbia;Crawford;Dane;Dodge;Door;Douglas;Dunn;Eau Claire;Florence;Fond du Lac;Forest;Grant30.4;42.7;26.0;57.9;43.1;67.8;47.1;23.3;64.9;26.1;46.0;10.9;26.2;57.2;59.6',\n '1949.8;1953.9;1957.9;1961.8;1966.9;1970.7;1974.7;1978.8;1982.7;1986.7;1989.7;1993.5;1997.6;2002.5;2006.5;2010.6;2014.5100.1;99.8;99.0;98.7;97.4;98.2;98.3;97.1;94.1;98.7;101.6;103.7;102.3;101.5;98.0;96.9;97.9',\n 'Hawaii;Alaska;North Carolina;Rhode Island;Washington;South Carolina;Kentucky;Idaho;Illinois;Iowa80.2;74.9;73.6;76.5;79.2;75.2;69.3;77.6;77.6;76.8',\n '0.9811;1.9874;3.0;4.0;4.9;6.0;7.0;8.0;8.9;10.0;10.9;12.0;12.9;13.9;14.9;15.9;17.0;17.9;18.9;20.0;20.9;21.9;22.8;24.0;24.92.1;4.1;5.7;6.6;5.9;6.5;0.9874;2.4;0.3071;8.0;0.7984;1.0252;1.3087;0.3827;0.4016;2.3;1.3654;0.7984;3.3;1.4221;0.3827;0.4016;1.3654;9.5;3.1',\n 'Bahamas;Bangladesh;Barbados;Belarus;Belgium-Luxembourg;Belize;Benin;Bermuda;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso76.7;97.3;92.4;86.8;77.5;80.3;70.6;82.9;83.5;82.6;95.6;81.6;87.8;90.9;96.0',\n '0;2;4;6;8;1055.7;53.6;56.4;53.8;52.2;52.4',\n 'Less Developed...;Less Developed...;Liberia;Libya;Lithuania;Low-income countries;Lower-middle...;Luxembourg;Macao;Madagascar1090721669.5;1223269525.4;516347627.4;628276927.9;516347627.4;746097244.2;887481623.8;316053089.6;422091374.3;666568530.7',\n '1990.0;1992.0;1993.9;1996.0;1998.0;1999.9;2001.9;2004.0;2006.0;2007.9;2009.9;2011.9;2013.9;2015.910.4;10.3;10.3;10.3;10.1;10.0;9.9;9.9;9.9;10.0;10.2;10.1;10.1;10.2',\n '1950;1951;1952;1953;1954;1955;1956;1957;1958;1959;1960;1961;1962100.8;84.4;79.6;101.4;90.5;91.1;85.6;75.9;83.2;91.1;94.1;73.5;100.8',\n 'Washington;Clark;Cameron;Linn;Oklahoma;Clark;Lee;Roane;Lawrence;Larimer;Talladega;New London;Wilkinson;Gwinnett;Greene951340.9;700481.3;957942.5;581653.1;977747.2;225168.4;192160.6;667473.5;218566.9;264777.8;185559.0;145949.6;277981.0;469426.4;581653.1',\n 'Afghanistan;Africa;Albania;Algeria;Americas;Angola;Antigua and Barbuda;Argentina;Armenia;Asia;Asia, Central;Australia;Australia & New Zealand;Austria;Azerbaijan62.4;46.3;52.1;50.8;40.7;48.8;52.1;41.6;47.7;61.2;69.3;78.1;77.9;77.1;63.6',\n 'Western Asia;Western Sahara;World;Yemen;Zambia;Zimbabwe1037352245.8;403782505.9;1349408983.4;706382978.7;602364066.1;649645390.0',\n 'Latin America...;Latin America...;Latin America...;Least...;Low & middle...;Low income;Lower middle...;Middle East &...;Middle East &...;Middle East &...37.2;43.1;41.4;32.5;33.1;30.7;33.7;27.3;31.8;31.9',\n 'Robeson;Rockingham;Rowan;Rutherford;Sampson;Scotland;Stanly;Stokes;Surry;Swain;Transylvania;Tyrrell;Union;Vance;Wake65.4;79.0;84.6;45.2;20.5;65.4;38.6;74.5;51.2;42.2;68.4;69.4;59.3;84.6;72.4',\n '1950.0;1953.9;1958.0;1961.9;1965.8;1969.8;1973.9;1978.0;1981.9;1987.9;1992.9;1996.9;2001.0;2005.0;2009.0;2012.1;2015.192.0;89.0;86.8;85.0;82.0;80.4;80.2;80.8;81.7;82.1;81.6;84.6;86.6;89.1;91.6;93.0;95.3',\n '0;2;4;6;8;1035.4;34.8;34.9;35.3;34.8;35.2',\n '0.9863;2.0;2.9;3.9;4.9;7.9;6.0;6.9;9.0;12.0;9.9;10.8;12.9;13.9;14.8;15.9;16.9;17.9;20.0;18.9;20.9;22.0;22.9;25.0;23.92222478.5;1334294.5;284622.5;1415038.5;8520510.4;8641626.4;1374666.5;970946.5;6865258.4;10619854.3;1253550.5;446110.5;1697642.5;6784514.4;2626198.5;3958474.5;6178934.4;5734842.4;12719198.3;2787686.5;5371494.4;1697642.5;3393266.5;2222478.5;324994.5',\n 'Gabon;Gambia;Georgia;Germany;Ghana;Gibraltar;Greece;Greenland;Grenada;Guam-9.1;383.7;97.9;276.5;223.0;3383.8;115.8;8.7;383.7;383.7',\n 'Somalia;South Africa;South Asia;South Asia (IDA & IBRD);South Korea;South Sudan;Spain.;Sri Lanka;Sub-Saharan Africa;Sub-Saharan Africa (IDA...50.5;50.2;48.1;48.1;49.8;50.1;51.2;48.5;50.3;50.3',\n '6.2;10.7;12.0;13.7;13.4;12.0;10.3;10.6;9.3;9.7;10.1;10.1;11.2;11.0;12.7;13.3;13.3;15.0;13.0;18.4;22.6;24.5;24.0;25.8;27.14768.4;1834.0;1148.5;1148.5;1919.6;3761.7;4018.7;4597.0;4939.7;7681.3;6182.0;6867.4;6460.5;8559.5;7617.1;6781.7;5389.5;6053.5;9994.6;3654.6;1962.5;2412.3;3997.3;5560.9;1362.7',\n 'Norway;Oceania;Oman;Pakistan;Palestine;Panama;Papua New Guinea;Paraguay;Peru;Philipines100.1;98.1;166.9;104.0;102.1;100.1;104.0;102.1;102.1;100.1',\n '1990.0;1991.9;1993.9;1995.9;1997.9;1999.9;2001.9;2003.9;2005.9;2007.9;2009.9;2011.8;2013.8;2015.8;2017.8274.1;276.4;276.4;274.5;271.9;261.5;244.9;234.5;227.1;220.4;215.6;208.6;206.0;204.5;204.5',\n 'Linn;Logan;Lyon;McPherson;Marion;Marshall;Meade;Miami;Mitchell;Montgomery;Morris;Morton;Nemaha;Neosho;Ness19.0;52.5;73.7;63.2;35.3;45.6;58.5;81.4;69.1;48.2;69.6;51.8;35.0;25.0;32.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec9.4;9.7;9.7;9.7;10.0;10.0;10.0;9.8;8.9;8.5;8.9;8.4',\n 'East Africa;Eastern Europe;Ecuador;Egypt;El Salvador;Equatorial...;Estonia;Eswatini;Ethiopia;Europe66.2;156.8;58.3;78.0;83.9;44.5;290.8;109.6;66.2;257.3',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;20043.1;4.9;3.8;2.0;2.1;3.8;2.0;2.0;2.0;2.0;1.9627;1.2249;3.8;2.9;1.9399',\n '1958;1959;1960;1961;1962;1963;1964;1965;1966;1967;1968;1969;1970107.5;107.0;106.6;106.7;106.8;107.6;108.9;109.5;109.1;108.8;108.6;107.6;106.5',\n '1992.0;1994.0;1996.0;1998.0;1999.9;2002.0;2003.9;2005.9;2007.9;2009.9;2011.9;2013.9;2015.9;2016.952.3;44.7;48.9;40.4;45.2;41.9;39.1;47.5;37.1;44.8;45.9;39.3;37.5;41.8',\n '1950.2;1954.2;1958.1;1962.1;1966.2;1970.2;1974.2;1978.2;1982.0;1986.0;1990.1;1993.8;1998.0;2001.7;2005.9;2009.9;2014.961.0;73.0;74.0;68.5;68.9;64.4;61.0;78.8;87.0;86.7;86.0;85.0;83.3;84.6;86.0;87.7;89.1',\n \"Channel Islands;Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba101.1;101.1;106.6;101.1;103.8;101.1;103.8;124.3;107.9;103.8\",\n 'Haiti;High-income countries;Honduras;Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq79.2;28.5;65.2;8.8;36.1;24.7;76.6;77.9;50.6;34.8',\n 'South Korea;Southeast Asia;Southern Africa;Southern...;Spain;Sri Lanka;Sub-Saharan...;Sudan;Suriname;Sweden262.3;92.3;50.6;221.6;223.9;97.2;48.7;48.6;37.5;140.3',\n 'Sedgwick;Summit;Teller;Washington;Weld;Yuma;Fairfield;Hartford;Litchfield;Middlesex;New Haven;New London;Tolland;Windham;Kent21.5;58.4;73.5;60.4;31.3;53.7;20.5;73.7;52.7;48.6;57.3;36.6;26.0;83.1;75.1',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;151067.3;1080.7;1087.9;1104.9;1065.0;1066.8;1051.1;1075.7;1066.4;1070.7;1054.6;1078.3;1057.3;1090.5;1160.7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;2016100.6;100.9;92.1;89.7;76.2;70.9;73.4;58.7;43.8;41.6;67.7;59.1;48.4;53.2;58.1;36.9;30.2;32.3;48.8;50.6',\n '86.5;85.1;84.0;65.7;65.7;57.2;53.9;52.9;51.1;39.6;34.6;32.8;13.2;11.4Sending/receiving emails;Reading or downloading online news, newspapers or news magazines;Finding information about goods and services;Social networking, for example Facebook or Twitter;Playing or downloading games, images, films or music;Buying goods or services over the the internet;Telephoning or making video calls over the internet (e.g. Skype);Using services related to travel or travel-related accommodation;Submit tax declaration or use other online government services;Internet banking;Posting messages to chat sites, blogs, forums or instant messaging;Uploading self-created content for example text, phots, music, videos, etc.;Creating websites or blogs;Selling goods or services, for example eBay',\n '0;2;4;6;87.1;7.2;7.1;7.1;7.1',\n 'Nicaragua;Niger;Nigeria;North Korea;Northern Africa;Northern America;Northern Europe;Norway;Oceania;Pakistan;Panama;Paraguay;Peru;Philippines;Poland82.7;84.6;79.3;68.6;80.9;75.3;67.6;61.8;76.2;94.0;86.3;75.8;62.5;72.0;63.5',\n '0;2;4;6;8;100.2945;0.2845;0.2957;0.3427;0.3349;0.3306',\n 'Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;Western Europe;Western Sahara;World;Yemen;Zambia;Zimbabwe109.0;101.4;92.5;101.4;110.2;106.4;124.1;103.9;84.9;98.8;97.6',\n 'Myanmar;Namibia;Nepal;Netherlands;New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;No income group...846245.2;295965.2;506366.4;635844.1;441627.6;878614.7;700582.9;668213.5;935261.1;749137.0',\n '1.0392;2.0;3.0;4.0;5.0;6.0;7.0;7.9;9.0;10.0;11.0;11.9;12.9;13.9;15.0;15.9;16.9;17.9;18.9;19.9;20.8;21.8;22.9;23.8;24.866748.0;2271.2;13815.1;16349.1;18883.1;22824.9;3679.0;3960.5;3397.4;8465.5;2834.3;3679.0;1989.6;37465.9;83078.3;85612.3;26485.2;83641.4;8747.0;99690.2;97156.2;8559.3;5556.0;3679.0;2552.7',\n '00-3;3-6;6-9;9-12;12-15;15-185;4;3;6;9;8',\n '1990.1;1992.1;1994.0;1995.9;1997.9;1999.9;2001.9;2003.8;2005.9;2007.9;2009.9;2011.9;2013.8;2015.8;2017.9867.7;1119.4;918.8;732.7;900.6;743.7;492.0;313.2;411.7;320.5;466.4;276.7;170.9;218.4;240.2',\n '1961.2;1965.1;1969.1;1974.1;1978.0;1982.0;1987.0;1991.9;1996.0;2001.1;2004.8;2008.9;2012.8;2017.91137.8;1049.3;1204.2;1204.2;1699.6;1646.6;1314.8;1575.8;2226.1;1323.6;1841.2;1876.6;1407.7;1159.9',\n 'Less developed regions...;Liberia;Libya;Liechtenstein;Lithuania;Low-income countries;Lower-middle-income...;Luxembourg;Macao;Madagascar68.1;64.8;29.1;81.4;38.4;80.7;72.8;24.5;19.9;81.4',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015103.9;103.9;103.8;103.1;102.6;102.1;101.9;102.0;102.3;102.8;103.3;103.6;103.9',\n '1991.0;1995.1;1998.9;2003.1;2007.9;2011.9;2015.8;2018.857831.7;43983.1;33458.1;28103.4;24041.1;20902.1;18501.7;16839.8',\n 'Sarasota;Seminole;Volusia;Bibb;Chatham;Dawson;DeKalb;Douglas;Fannin;Fayette;Fulton;Glynn;Gwinnett;Muscogee;Paulding932872.2;603336.0;877949.5;859641.9;548413.3;438567.9;804719.2;456875.5;176159.4;731489.0;365337.6;340927.5;542310.8;829129.3;438567.9',\n 'Lamar;Lauderdale;Lawrence;Leake;Lee;Leflore;Lincoln;Lowndes;Madison;Marion;Marshall;Monroe;Montgomery;Neshoba;Newton44842.2;78178.6;21081.2;22854.4;56190.8;32075.1;25691.6;20017.3;12215.2;25691.6;36685.5;37749.4;32784.4;29238.0;22145.1',\n 'Mumbai;New York;Osaka;Paris;Rio de Janeiro;Sao Paulo;Shanghai;Shenzhen;Tianjin;Tokyo3164223.3;12377877.7;7057316.7;6278698.0;3164223.3;2385604.6;4332151.3;179518.4;2515374.4;11339719.5',\n 'Saint Vincent and...;Samoa;Sao Tome and Principe;Saudi Arabia;Senegal;Serbia (including...;Seychelles;Sierra Leone;Singapore;Slovakia94.7;106.0;94.0;91.8;84.7;75.1;86.1;97.7;90.0;75.9',\n 'Cuba;Curacao;Cyprus;Czechia;Democratic Republic of...;Denmark;Djibouti;Dominican Republic;Eastern Africa;Eastern Asia5619.7;4917.2;2739.0;3951.6;4730.3;5027.7;3441.3;2975.8;2751.2;3929.7',\n '0;2;4;6;8;1013.5;13.5;13.6;13.4;13.5;13.5',\n 'Africa;Asia;High-income countries;Latin America and the Caribbean;Least developed countries;United States14.0;10.1;24.1;17.0;19.2;28.8',\n 'Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;Western Europe;Western Sahara;World;Yemen;Zambia;Zimbabwe97.7;100.4;76.4;86.6;78.2;68.4;121.8;77.6;81.4;86.4;86.0',\n '0;2;4;6;8;102.9;3.0;2.9;3.2;3.0;3.0',\n 'Philippines;Poland;Polynesia;Portugal;Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and the...;Samoa;Sao Tome and Principe;Saudi Arabia;Senegal;Serbia51.1;46.3;51.3;63.6;68.0;59.6;48.4;59.6;52.0;49.4;53.1;45.7;64.2;54.4;76.1',\n '18.9;19.8;20.9;21.9;22.8;23.8;24.8;25.8;26.8;27.8;28.8;29.8;30.8;31.8;32.8;33.8;34.8;35.8112.7;97.8;109.7;104.2;112.2;121.9;115.0;118.6;123.6;100.0;88.3;100.8;108.3;101.9;111.1;116.9;108.3;122.7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201617.8;20.5;24.8;24.8;22.1;18.8;14.0;12.6;12.8;14.9;20.0;18.7;18.0;15.9;15.6;15.0;16.2;16.1;16.6;18.3',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20102456.9;1716.9;2248.7;1633.0;1725.8;6091.1;3667.4;4697.3;2927.6;1558.8;2410.6;1879.3;7427.2;4541.1;2726.4;3489.9',\n 'Missouri;North...;Illinois;lowa;Colorado;Alabama;North...;Idaho;Arizona;Connecticut22.9;18.4;18.8;17.3;16.9;22.3;20.1;16.5;15.9;15.6',\n '1.0722;5.0;3.0;2.0;4.0;6.0;7.0;8.0;9.0;10.0;11.0;12.0;13.0;14.0;15.0;16.0;17.0;18.0;19.0;19.9;21.0;21.9;23.0;24.0;25.06.2;7.7;2.4;0.9714;0.3266;0.7169;1.0223;1.2429;0.3775;0.3605;2.1;1.2938;0.7339;3.2;1.3108;0.3775;0.3605;1.3108;4.2;2.9;2.7;0.6490;4.3;1.4805;1.1411',\n '1987.0;1991.0;1995.1;1999.0;2002.9;2007.9;2012.1;2016.0;2019.0967.8;657.5;503.9;417.5;324.8;267.2;228.8;209.6;184.0',\n 'Eddy;Emmons;Foster;Golden Valley;Grand Forks;Grant;Griggs;Hettinger;Kidder;LaMoure;Logan;McHenry;McIntosh;McKenzie;McLean17.7;16.1;15.6;16.6;18.6;16.9;17.8;16.9;17.2;18.0;15.3;17.5;16.2;15.9;17.5',\n 'Italy;Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Land-locked Developing...;Laos;Least Developed Countries;Latvia;Lebanon;Lesotho49.2;58.6;59.5;79.1;84.2;95.2;87.6;73.9;63.7;84.2;90.1;85.0;90.1;79.1;96.9',\n 'European Union;Gabon;India;Indonesia;Iran;Iraq;Italy;Kazakhstan;Kuwait;Libya38.5;23.1;55.7;50.3;100.0;112.7;34.0;53.0;97.3;35.8',\n 'Eastern Europe;Eastern and South-...;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia674777.0;936897.0;856804.8;412657.1;434500.4;660214.8;543717.0;813118.1;478187.1;842242.6',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;20042544.1;2355.4;2167.1;2118.0;2010.9;1955.7;1979.2;2132.2;1879.5;2249.9;1761.0;1899.3;2185.5;2471.6;2746.9',\n 'Montserrat;More developed regions;Morocco;Mozambique;Myanmar;Namibia;Nauru;Nepal;Netherlands;New Caledonia86.2;27.5;49.5;72.7;74.4;70.1;23.7;87.6;28.8;40.3',\n 'IDA total;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy;Jamaica49.6;49.5;48.4;50.3;48.7;49.7;49.7;49.2;51.4;51.8',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec17.0;19.9;30.4;26.9;22.1;17.8;18.0;15.9;15.7;13.5;12.2;11.7',\n '00-3;3-6;6-9;9-12;12-15;15-185;6;8;3;2;9',\n 'Iraq;Ireland;Israel;Italy;Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati3913887.6;3913887.6;3816859.1;3525773.7;2870831.5;4932686.7;3719830.7;3040631.3;2992117.1;3574287.9',\n '1984.8;1991.8;1995.9;1997.9;2000.8;2009.9;2011.8;2013.7;2015.8;2017.80.6907;0.8011;0.7042;0.5285;0.8327;0.0058;0.0103;0.0103;0.0216;0.0531',\n \"Channel Islands;chile;china;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;cuba94.7;100.5;104.1;96.9;101.2;100.0;99.3;107.4;100.5;102.4\",\n '1990.0;1992.0;1993.9;1995.0;1995.9;1997.9;1998.9;2000.0;2002.0;2002.9;2005.0;2006.0;2006.9;2008.9;2009.9;2011.0;2012.0;2012.9;2014.9106.0;102.8;121.9;99.9;83.8;82.6;82.6;72.3;63.5;66.4;72.5;78.9;79.6;91.8;99.7;133.4;143.6;118.7;103.1',\n '1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;2010;2011;2012115.2;113.3;113.6;113.9;114.7;115.5;115.1;117.0;119.5;121.8;123.0;122.0;123.2;124.4',\n 'Clay;Butte;Weld;Sumner;Lowndes;Norfolk;Harney;Colbert;Clark;Kalamazoo;Orange;Davidson;Hamilton;Baldwin;Colbert541.9;429.1;947.9;498.3;870.2;364.3;823.2;492.5;331.6;737.3;187.2;351.9;431.9;937.8;502.5',\n '1990.0;1991.9;1993.9;1996.0;1997.9;2000.0;2001.9;2004.0;2005.9;2007.9;2010.1;2011.9;2013.9;2015.9;2017.9144.1;145.7;152.9;164.9;183.6;186.9;174.8;155.6;144.7;147.4;146.8;141.4;133.7;132.0;130.4',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec29.2;23.2;23.3;22.6;22.4;20.9;19.2;21.9;23.3;24.1;26.5;28.1',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec22.4;22.7;22.7;22.8;23.2;22.7;22.8;23.7;23.0;24.2;24.3;24.8',\n 'Gibraltar;Greece;Greenland;Grenada;Guadeloupe;Guam;Guatemala;Guinea;Guinea-Bissau;Guyana524655.2;8781804.7;681560.7;603108.0;563881.6;485428.9;16038681.8;14371561.4;2113322.9;446202.5',\n '1000-5000;6000-10000;11000-15000;16000-20000;21000-250005;9;3;6;8',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;30236.2;277.4;236.7;239.9;245.4;226.0;216.4;185.9;212.6;242.4;233.7;226.4;260.8;236.0;214.3',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec11.0;11.8;12.5;12.1;13.0;14.2;13.9;13.6;14.4;13.8;14.0;14.9',\n 'Firozpur Cantt.;Mathura;Titlagarh;Karjat;Mahidpur;Warud4;7;5;3;6;1',\n '0;2;4;6;8;1014.7;15.0;15.8;15.6;15.4;15.1',\n 'Albany;Big Horn;Campbell;Carbon;Converse;Crook;Fremont;Goshen;Hot Springs;Johnson;Laramie;Lincoln;Natrona;Niobrara;Park19.2;54.1;72.2;35.4;62.3;54.1;19.0;20.9;54.1;78.0;1.0790;64.0;85.0;52.4;62.9',\n 'Malawi;Malaysia;Maldives;Mali;Malta;Marshall Islands;Martinique;Mauritania;Mauritius;Mayotte15.3;23.9;12.0;20.6;89.3;29.6;32.6;16.8;32.3;12.3',\n 'Low-income countries;Lower-middle...;Luxembourg;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta93.7;102.1;93.7;96.5;96.5;90.8;130.4;195.3;105.0;102.1',\n 'Note8;Note9;Vivo A1018s;Vivo A2618;Vivo A2628 MaxPro4;3;2;5;6',\n '40;80;120;160;200;240;280;320;360;4003.8;4.6;4.7;4.7;4.7;4.6;4.6;4.6;4.5;4.5',\n 'Kuwait;Kyrgyzstan;Laos;Latin America and...;Latvia;Least developed...;Lebanon;Lesotho;Less developed regions;Less developed...69.2;30.9;18.6;45.3;50.0;19.0;36.6;12.1;19.8;22.7',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;2019490.1;323.6;323.3;225.9;174.2;130.1;148.1;146.4;154.1;161.5;182.8;296.2;364.0;421.3;449.0',\n '0.9948;1.9261;2.8;3.8;4.7;5.6;6.6;7.6;8.5;9.5;10.9;12.4;13.4;14.3;15.2;16.3;17.2;18.2;19.1;20.1;21.0;22.0;22.9;23.8;24.7;25.7116.1;108.8;118.7;45.5;103.5;95.2;98.3;89.9;103.0;121.3;78.9;110.3;146.5;96.7;107.7;80.5;101.5;49.6;103.0;106.2;123.4;27.1;91.5;129.2;118.7;126.6',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;198998.4;99.3;99.3;98.6;98.8;98.1;98.4;98.5;99.1;99.8;100.1;100.2;100.0;99.7',\n 'Barry;Barton;Bates;Benton;Bollinger;Boone;Buchanan;Butler;Caldwell;Callaway;Camden;Cape Girardeau;Carroll;Carter;Cass90.6;58.0;34.1;50.4;23.8;57.3;50.0;67.8;78.1;34.2;62.0;51.4;52.1;84.5;61.1',\n 'Indiana;Nationwide...;Nationwide...;Puerto Rico;Virgin Islands;Virgin Islands77.0;80.6;80.6;88.7;92.3;91.4',\n '1985;1992;1994;1996;1998;200110;6;2;7;8;6',\n '1;2;3;4;5;650;41;69;60;60;50',\n '0;1;2;3;4;5103;80;248;292;425;485',\n 'Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy74.5;89.2;101.3;109.8;92.5;105.6;93.4;102.0;108.6;89.9',\n 'Iceland;India;Indonesia;Iran;Iraq;Ireland;Isreal;Italy;Jamaica;Japan;Jordan;Kenya;Kiribati;Kuwait;Land Locked...50.0;59.3;51.1;55.4;36.9;64.0;55.7;41.2;59.9;54.8;43.3;32.2;47.7;40.3;52.3',\n '1950.0;1954.0;1958.0;1962.0;1970.0;1974.0;1977.9;1981.9;1985.9;1989.8;1993.8;1997.7;1966.0;2001.8;2005.9;2009.6;2014.783.5;87.3;90.6;86.2;83.6;86.2;91.1;93.1;93.7;93.4;94.1;94.9;82.9;95.3;96.6;97.3;98.0',\n '1949.8;1953.9;1957.9;1961.7;1965.7;1969.9;1973.7;1977.8;1981.7;1985.7;1989.7;1993.6;1997.6;2002.7;2006.9;2011.1;2014.989.0;95.0;77.6;66.9;63.1;67.2;78.4;92.6;95.3;95.6;93.9;95.3;99.6;99.1;100.5;101.6;102.1',\n 'Saint Vincent...;Samoa;Sao Tome and...;Saudi Arabia;Senegal;Serbia...;Seychelles;Sierra Leone;Singapore;Slovakia100.7;114.1;99.2;111.6;100.7;103.8;102.3;94.5;105.4;105.4',\n 'Pre-demographic dividend;Puerto Rico;Qatar;Romania;Russia;Rwanda;Saint Lucia;Saint Vincent and the...;Samoa;Sao Tome and Principe50.1;50.4;43.3;51.0;55.2;50.3;51.5;53.3;48.5;44.1',\n 'Alameda;Alpine;Amador;Butte;Calaveras;Colusa;Contra Costa;Del Norte;El Dorado;Fresno;Glenn;Humboldt;Imperial;Inyo;Kern46.9;75.0;69.1;83.1;26.9;65.7;34.6;75.0;49.7;58.0;62.4;38.4;20.8;50.0;30.0',\n 'id. 8564;id. 3911;id. 4183;id. 3896;id. 8882;id. 70815;3;8;4;2;6',\n 'Pottawattamie;Poweshiek;Ringgold;Sac;Scott;Shelby;Sioux;Story;Tama;Taylor;Union;Van Buren;Wapello;Warren;Washington57.4;66.4;47.4;68.4;34.9;23.9;39.4;28.4;30.4;23.9;74.4;61.4;34.9;79.4;51.4',\n 'CANADA;SWITZERLAND;CHILE;CHINA;COLOMBIA;COSTARICA;CUBA;CYPRUS;CZECHIA;GERMANY10014.9;68895.4;45848.5;12987.3;28027.4;69886.4;22295.0;20343.4;17390.7;53849.9',\n 'Burundi;Cambodia;Cameroon;Canada;Capr Verde;Caaribbean;Central African ...;Central America;Central Asia;Chad81.3;87.6;87.6;101.3;85.1;102.5;88.8;92.5;66.4;86.3',\n 'Denmark;Djibouti;Dominica;Dominican Republic;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia105.4;103.8;102.9;104.6;104.6;105.2;106.8;103.0;103.1;105.6',\n '1990.0;1992.0;1993.9;1995.9;1997.8;1999.9;2001.9;2003.8;2006.0;2007.9;2009.8;2011.8;2013.8;2015.9;2017.9263.4;290.7;327.9;370.1;417.3;462.0;499.2;534.0;588.6;705.3;757.4;767.3;777.2;767.3;749.9',\n '0;2;4;6;8;101.4498;1.3112;1.3915;1.5215;1.5008;1.4916',\n '1950.1;1954.9;1959.9;1964.9;1969.9;1974.8;1979.8;1984.9;1990.1;1994.8;1999.7;2004.8;2009.7;2014.8104.2;103.0;104.0;107.5;105.4;104.8;104.4;103.7;103.9;103.7;104.8;104.4;104.5;104.6',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;30275.6;265.0;287.4;283.0;284.3;269.4;231.7;279.3;255.1;266.2;260.7;292.0;261.2;274.0;248.0',\n '1;2;6;12;21;46;80;1800.0599;0.2255;0.4775;0.7222;0.9742;1.4781;2.4;3.4',\n '0;2;4;6;8;106.1;6.1;6.1;6.2;6.2;6.2',\n 'Belgium;Belize;Benin;Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Brunei;Bulgaria698499.9;610076.5;474648.4;442378.5;481471.2;615285.7;628115.9;787824.0;583221.3;586498.6',\n 'Darjiling;Madhubani;Supaul;Athni;Sundargarh;Nahan7;6;5;3;4;2',\n 'Henrico;Henry;Highland;Isle of Wight;James City;King and Queen;King George;King William;Lancaster;Lee;Loudoun;Louisa;Lunenburg;Madison;Mathews250982.7;78599.8;92223.4;37062.8;60963.0;69210.0;62205.6;79558.7;128081.5;89843.4;321803.0;92422.5;233868.4;317863.3;5905.9',\n '1.0806;1.9756;3.0;4.0;5.0;6.0;6.9;8.0;8.9;10.0;11.0;12.0;13.0;14.0;15.0;15.9;17.0;18.9;19.9;21.0;22.0;17.9;23.0;24.0;25.0490.3;352.2;901.4;898.2;169.1;875.7;503.1;535.2;349.0;175.5;371.4;689.4;204.4;422.8;1370.3;381.1;249.4;146.6;185.2;410.0;413.2;1521.3;556.9;689.4;544.9',\n 'Liberia;Lithuania;Low Income Food Deficit...;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta;Mauritania;Mauritius;Melanesia;Mexico;Micronesia (region)60.0;64.7;69.8;74.5;45.0;47.8;59.1;60.0;61.9;45.0;58.1;47.4;49.2;43.6;52.0',\n 'Burundi;Cambodia;Cameroon;Canada;Cape Verde;Caribbean;Central African...;Central America;Central Asia;Chad78.1;68.6;81.9;84.2;78.1;95.9;80.8;85.9;58.1;78.2',\n 'Panama;Paraguay;Peru;Philippines;Poland;Portugal;Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and the...;Samoa;Sao Tome and Principe;Saudi Arabia61.9;54.6;49.7;39.4;41.8;67.4;45.5;53.4;59.5;46.7;50.4;43.1;47.9;67.4;51.6',\n 'Adams;Asotin;Benton;Chelan;Clallam;Clark;Columbia;Cowlitz;Douglas;Ferry;Franklin;Garfield;Grant;Grays Harbor;Island49896.1;31941.8;63067.4;49210.9;68423.3;51774.4;65847.8;47916.3;34976.7;81602.5;92141.4;71860.2;53240.1;76056.1;81426.3',\n 'Cyprus;Czechia;Democratic Republic of...;Denmark;Djibouti;Dominica;Dominican Republic;Ecuador;Egypt;El Salvador132.4;141.2;48.7;143.7;50.6;96.3;220.5;89.2;105.4;307.7',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;201536.4;28.3;37.1;39.9;44.3;31.9;29.9;26.8;29.0;32.9;36.8;39.5;33.6',\n 'Texas;Nationwid...;Nationwid...;Guam;Puerto Rico;Virgin...19.6;20.4;20.5;31.7;12.9;9.9',\n 'Uruguay;Uzbekistan;Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;World;Yeman;Zambia;Zimbabwe89.7;86.8;82.9;75.8;86.8;83.4;93.6;79.2;92.8;96.2;91.1',\n '1950.1;1955.1;1960.5;1964.9;1970.1;1974.9;1980.0;1984.9;1989.9;1995.0;1999.9;2004.8;2010.0;2014.8;2019.8;2024.9;2029.8;2034.8;2039.9;2044.9;2049.773.8;70.2;65.8;61.4;57.0;52.4;48.1;46.5;45.8;44.9;44.6;45.3;46.2;46.8;47.2;46.7;45.3;43.7;41.5;39.4;37.5',\n 'guest 31;guest 32;guest 33;guest 34;guest 35;guest 366;2;1;4;2;7',\n '0;1;2;3;4;5;6;710.0;11.0;11.5;11.5;11.3;11.7;11.2;11.4',\n 'Afghanistan;Africa;Albania;Algeria;Angola;Antigua and Barbuda;Argentina;Armenia;Aruba;Asia112.9;101.3;121.7;98.1;92.9;84.6;104.4;102.9;86.9;110.2',\n 'New Caledonia;New Zealand;Nigeria;North America;North America...;North Korea;North Macedonia;Norway;Oceania;Pakistan;Peru;Philippines;Poland;Portugal;Romania4246.5;4246.5;9931.1;21029.7;19405.5;8442.3;7494.9;12502.8;19540.9;11149.3;11961.4;13450.2;15074.4;11961.4;15209.7',\n '1959.8;1962.8;1965.7;1968.7;1971.9;1974.8;1977.9;1980.8;1983.8;1986.8;1989.7;1992.7;1995.7;1998.6;2001.7;2004.4;2008.750.3;50.2;50.1;50.1;50.1;50.1;50.0;50.0;50.0;49.9;49.9;50.1;50.2;50.2;50.1;50.1;50.0',\n '36.8;38.0;39.0;40.0;40.9;42.1;42.9;44.0;45.1;46.0;47.0;47.9;49.0;50.0;50.9;52.0431.2;435.0;451.5;471.9;469.9;475.7;494.1;499.0;440.8;488.3;522.2;475.7;514.5;448.6;487.4;500.0',\n 'Aeromexico;Qantas;Lion Airlines;EVA Air;Aerolineas Argentinas8;4;3;3;5',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;2001;2004;2007;2010;2013;2016;2019886.6;906.2;437.6;527.8;530.9;508.8;365.9;334.1;337.9;334.3;388.4;609.5;682.7;823.0;590.8;596.4;781.9;703.6;669.1;480.3;507.4;566.7;501.0',\n 'Afghanistan;Africa;Albania;Algeria;American Samoa;Andorra;Angola;Anguilla;Antigua and Barbuda;Argentina88.4;78.6;68.8;61.2;29.7;20.3;85.5;25.2;66.1;23.0',\n 'Germany;Greece;Guadeloupe;Guatemala;High income countries;Honduras;Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Ireland;Israel;Italy95812.6;64824.0;29531.5;31253.0;123357.9;28670.7;53633.7;41582.6;40721.8;102698.9;86343.8;32974.6;31253.0;44164.9;76875.1',\n 'Guest 91;Guest 92;Guest 93;Guest 94;Guest 95;Guest 964;2;4;2;7;7',\n 'Timor;Trinidad and Tobago;Togo;Tunisia;Turkey;USSR;United Arab Emirates;Uganda;United Kingdom;United States;Uruguay;Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;World;Yemen;Yugoslavia;Zambia;Zimbabwe60.4;67.7;73.8;50.1;65.3;58.0;59.2;50.1;60.4;84.8;75.0;62.3;79.9;73.2;69.0;56.2;70.2;69.0;53.7;81.1;72.0',\n 'Tuvalu;Uganda;Ukraine;United Arab Emirates;United Kingdom;United States;United States Virgin...;Upper-middle-...;Uruguay;Uzbekistan33.3;19.2;63.9;79.8;78.5;74.9;83.4;39.4;87.1;40.6',\n 'Pakistan;Palestine;Panama;Papua New Guinea;Paraguay;Peru;Philippines;Poland;Portugal;Puerto Rico8324693.9;7153719.9;6703776.8;4424383.7;5222862.6;6032160.4;5451010.0;2478714.9;5400537.0;7349988.8',\n 'IRAN;IRAQ;IRELAND;ISRAEL;ITALY;JAMAICA;JAPAN;JORDAN;KAZAKHSTAN;KUWAIT59.6;50.6;4.8;18.1;42.8;2.7;24.2;11.8;9.0;2.6',\n '1950.2;1954.1;1958.1;1962.1;1966.1;1970.0;1974.0;1979.1;1984.0;1988.9;1993.9;1998.9;2003.9;2007.8;2011.7;2014.795.1;94.6;93.8;93.5;93.5;93.8;94.2;94.2;91.8;81.7;84.1;78.0;84.1;90.3;92.7;94.4',\n 'Togo;Tonga;Trinidad and Tobago;Tunisia;Turkey;Turkmenistan;Tuvalu;Uganda;Ukraine;United Arab Emirates102.5;107.9;104.2;108.4;106.4;106.2;106.8;102.2;106.9;104.6',\n 'Saudi Arabia;Senegal;Serbia;Seychelles;Sierra Leone;Singapore;Slovakia;Slovenia;Small states;Solomon Islands49.7;50.2;50.8;51.1;51.0;47.3;50.6;52.0;51.3;46.3',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec59.7;54.2;60.3;64.8;64.5;56.5;63.4;70.8;74.2;66.2;50.4;46.9',\n 'BURKINA FASO;BURUNDI;CAMBODIA;CAMEROON;CANADA;CAPE VERDE;CARIBBEAN;CENTRAL AFRICAN...;CENTRAL AMERICA;CENTRAL AND...3139856.1;6192365.5;6319693.3;7746769.9;3427406.1;5314595.6;4170920.1;4136619.6;5870879.2;7199470.6',\n 'Denmark;Djibouti;Dominica;Dominican Republic;East Asia & Pacific (WB);Eastern Mediterranean...;Ecuador;Egypt;El Salvador;England12.4;41.6;12.4;12.4;799.4;903.2;331.6;12.4;12.4;12.4',\n 'Livingston;McCracken;McLean;Oldham;Perry;Pike;Pulaski;Scott;Simpson;Trigg;Warren;Ascension;Beauregard;Bossier;Caddo32864.1;88394.6;47679.8;205989.7;58062.8;50777.8;171749.9;504188.8;38542.2;21983.7;55967.3;495768.8;71879.3;132785.9;519261.7',\n 'Cross;Dallas;Desha;Drew;Faulkner;Franklin;Fulton;Garland;Grant;Greene;Hempstead;Hot Spring;Howard;Independence;Izard38.2;53.7;62.1;51.1;76.3;84.7;63.4;39.5;35.0;49.8;63.4;97.6;67.2;57.6;51.8',\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Africa;North America;North Korea;North Macedonia;Northeast Asia100.0;101.2;100.0;105.3;106.0;101.4;100.6;100.0;101.0;101.4',\n '38;39;40;41;42;43;44;45;46;47;48;49;50;51;5227.7;22.0;20.4;28.1;37.0;28.3;27.1;28.1;29.2;31.4;31.2;29.3;24.0;21.3;32.2',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200229.0;32.0;31.1;28.1;34.0;31.1;30.1;25.2;29.0;24.1;27.0;28.1;20.2',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;3044.2;41.2;38.3;39.3;38.1;32.8;38.0;38.4;42.9;45.9;45.9;50.8;50.4;42.4;40.3',\n 'Hudson;Kings;Placer;San Joaquin;Shoshone;Nassau;Edgefield;Androscoggin;Douglas;Bristol;Middlesex;Catawba;Steuben;Hamey;DeKalb215879.0;106034.1;955651.0;821147.0;942200.6;700093.4;310031.8;137418.4;397459.4;572314.6;478161.8;996002.2;182253.0;498337.4;289856.2',\n 'Caribbean;Caribbean Netherlands;Cayman Islands;Central African Rupublic;Central America;Central Asia;Chad;Channel Islands;Chile;China38.8;23.4;10.7;63.1;32.7;54.8;79.1;69.7;15.6;69.2',\n 'Sub-Saharan Africa;Sudan;Suriname;Sweden;Switzerland;Syria;Taiwan;Tajikistan;Tanzania;Thailand915837.7;537273.3;720558.7;597229.4;626625.8;552250.2;788243.1;857485.3;672532.5;423871.4',\n \"Channel Islands;Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba100.3;100.9;106.3;98.7;101.3;100.2;102.2;115.6;101.6;102.4\",\n '0;1;2;3;4;5;6;73.7;3.7;3.8;3.7;3.6;3.4;3.5;3.4',\n '1971.9;1974.0;1976.0;1978.0;1980.0;1982.1;1983.9;1986.0;1988.0;1989.9;1991.9;1993.9;1995.9;1997.8;1999.9;2001.9;2004.0;2005.9;2007.9;2009.8;2011.8;2013.8;2015.739.1;41.7;40.7;41.2;42.7;43.8;42.7;47.8;39.6;63.1;251.6;182.3;84.0;48.3;44.5;46.1;48.3;47.3;50.4;50.4;42.4;46.0;46.7',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;20013292.8;3269.5;3139.8;3322.8;5374.5;5884.6;5791.1;7400.9;7909.2;8363.0;5639.5;5263.4;5332.7;5708.0;5522.0;5716.1;5893.7',\n '2024.0;2026.1;2028.0;2030.0;2032.0;2034.0;2036.1;2038.0;2040.0;2042.0;2044.0;2046.0;2048.0;2050.0394722.5;411422.3;428122.1;446340.1;463039.9;478221.5;490366.8;505548.5;516175.6;528320.9;540466.2;551093.4;564756.9;573865.8',\n '1990.1;1992.1;1994.1;1996.0;1998.1;2000.0;2002.1;2004.1;2006.0;2008.0;2010.0;2012.0;2014.0;2016.06.5;6.7;7.0;7.2;7.3;7.5;7.4;7.2;7.0;6.7;6.5;6.3;6.2;6.0',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and...;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso70.3;70.3;70.3;70.3;70.3;70.3;70.3;70.3;70.3;70.3',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201914.8;16.7;17.1;14.3;14.1;14.2;10.0;10.9;11.0;10.1;10.9;9.9;10.0;10.0;10.1',\n 'id. 1808;id. 2777;id. 9210;id. 9459;id. 2908;id. 46181;9;8;5;2;7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;201294.5;93.9;92.2;92.0;88.1;84.5;82.3;83.3;84.9;84.1;84.8;88.0;86.7;85.7;84.4;83.1;81.0;80.3',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;201933.3;32.0;44.3;48.2;45.2;42.3;38.1;31.3;26.1;20.0;17.1;27.1;25.2;16.1;15.1',\n 'Vanuatu;Venezuela;Vietnam;Western Africa;Western Asia;Western...;Western...;World;Yemen;Zambia;Zimbabwe104.1;102.7;102.3;101.2;103.2;104.3;105.3;104.1;105.3;100.1;99.2',\n 'Afghanistan;Africa;Albania;Algeria;Angola;Antigua and Barbuda;Argentina;Armenia;Aruba;Asia40.9;35.7;26.4;101.9;22.2;20.1;17.0;28.4;1.5616;29.5',\n 'Singapore;Slovakia;Slovenia;Olomon Islands;Somalia;South Africa;South Korea;South Sudan;Spain;Sri Lanka106.8;105.1;105.8;106.7;104.5;103.1;106.4;103.4;106.7;104.3',\n '86.5;79.2;78.2;85.2;85.4;88.1;91.2;90.6;90.5;91.3;89.2;88.4;90.2;90.7;90.818042.5;17507.3;17908.7;18577.7;19246.7;16436.9;15901.7;15634.1;14697.6;14296.2;14296.2;14965.2;15366.6;15232.8;14831.4',\n '1989.9;1991.9;1993.9;1995.9;1997.9;1999.9;2001.9;2003.9;2006.0;2007.9;2009.9;2011.8;2013.9;2015.9;2017.9199.2;198.6;197.4;194.2;190.0;185.7;180.7;178.3;177.7;178.8;182.1;185.2;185.4;187.2;189.0',\n 'South Africa;South America;South Korea;South Sudan;South-Central Asia;South-Eastern Asia;Southern Africa;Southern Asia;Southern Europe;Spain24.4;12.3;17.0;70.7;52.5;39.7;27.2;52.4;22.1;15.3',\n 'Montserrat;More...;Morocco;Mozambique;Myanmar;Namibia;Nauru;Nepal;Netherlands;New...19.8;78.9;61.0;34.5;30.3;46.2;100.6;19.0;89.8;69.9',\n 'Mauritius;Mexico;Micronesia (country);Middle East & North Africa...;Moldova;Monaco;Mongolia;Montenegro;Morocco;Mozambique1.0946;2.9;1.0946;49.5;1.0946;1.0946;1.0946;1.0946;1.0946;80.3',\n 'New Caledonia;New Zealand;Nigeria;North America;North America...;North Korea;North Macedonia;Norway;Oceania;Pakistan;Peru;Philippines;Poland;Portugal;Romania4202.6;4202.6;9264.6;20653.4;19513.1;9626.0;7501.7;12718.7;19212.4;12182.5;12076.5;13449.7;14960.9;12518.8;15318.4',\n '0;1;2;3;4;5;6;70.1675;0.1399;0.1401;0.1400;0.1401;0.1403;0.1511;0.1601',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec8.0;7.6;7.5;6.6;4.3;4.3;4.1;4.5;4.4;5.8;5.2;5.2',\n 'Gosper;Grant;Greeley;Hall;Hamilton;Harlan;Hayes;Hitchcock;Holt;Hooker;Howard;Jefferson;Johnson;Kearney;Keith36.3;29.1;88.1;57.1;42.0;75.1;49.2;13.2;55.0;63.6;50.7;49.2;53.5;88.1;42.7',\n 'Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and...99.0;99.9;113.7;87.1;95.3;87.1;168.9;89.8;95.3;95.3',\n '1950.0;1953.9;1957.9;1961.9;1965.8;1969.9;1973.9;1977.9;1981.9;1986.0;1989.9;1994.0;1997.9;2002.0;2006.0;2009.9;2014.7116.1;109.2;111.8;110.1;108.5;107.2;107.2;108.9;106.8;105.9;104.6;102.4;100.1;99.2;100.1;101.1;101.0',\n 'Newaygo;Oakland;Oceana;Ogemaw;Ontonagon;Osceola;Oscoda;Otsego;Ottawa;Presque Isle;Roscommon;Saginaw;St. Clair;St. Joseph;Sanilac47.1;63.1;48.7;26.0;38.7;70.5;92.6;75.9;59.3;61.5;23.8;20.5;56.6;48.8;63.7',\n '1799.7;1849.8;1898.9;1948.7;1998.8;2008.9;2019.31.3977;1.6072;2.1;3.1;3.9;4.1;4.4',\n '24497;34675;35858;35740;37515;38462;38462;39763;40376;42632;46141;46016;52157;52408;59552;943590.1366;0.1783;0.1737;0.1894;0.1792;0.1866;0.2005;0.1487;0.2666;0.2515;0.3144;0.432;0.2704;0.3542;0.3209;0.3478',\n 'Middle East &...;Middle income;North America;OECD members;Other small states;Pacific island...;Post-...;Pre-...;Small states;South Asia24.7;25.4;22.8;22.7;24.0;22.4;22.0;26.2;22.6;24.1',\n 'Nevada;Newton;Ouachita;Perry;Phillips;Pike;Poinsett;Polk;Pope;Prairie;Pulaski;Randolph;St. Francis;Saline;Scott19.3;20.2;17.2;14.3;13.4;20.2;28.2;34.1;30.3;17.2;19.3;20.2;11.3;34.1;25.2',\n '0;1;2;3;4;5;6;76.5;6.6;6.4;6.4;6.7;6.3;6.5;6.5',\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Korea;North Macedonia;Northern Africa;Northern America;Northern Europe128.3;96.3;86.1;78.6;87.6;74.7;106.8;91.6;91.0;87.2',\n '4.9;7.8;7.5;8.5;9.0;9.1;11.1;11.9;9.7;9.1;14.5;11.7;11.3;10.9;13.8;15.2;17.5;17.9;15.1;20.1;19.0;24.9;24.8;29.6;33.91278.3;1243.0;2622.3;2162.5;3630.2;4426.0;4815.0;5646.1;5876.0;8528.5;6265.1;3647.9;2781.4;1543.6;2869.8;3948.5;4638.2;3294.2;2392.4;3771.7;1543.6;2463.1;1808.8;4638.2;2109.4',\n 'Latvia;Least developed...;Lebanon;Lesotho;Less developed...;Less developed...;Less developed...;Liberia;Libya;Lithuania60.6;92.8;105.9;88.5;101.6;98.5;103.0;95.7;114.8;67.2',\n '1986.9;1990.8;1994.9;1998.8;2002.8;2007.8;2011.8;2015.7;2018.82645.9;2169.4;1763.0;1279.5;922.1;690.9;564.7;459.6;389.5',\n '0;2;4;6;8;104.2;4.3;4.4;4.4;4.5;4.6',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002103.8;104.2;104.7;105.2;105.6;105.6;105.2;104.8;104.5;104.3;104.1;104.0;104.0',\n '1992;1994;1996;1998;2001;20049;7;10;6;4;8',\n 'Madagascar;Malawi;Mali;Mexico;Middle income;Mongolia;Morocco;Mozambique;Namibia;Nepal1323.6;943.0;1199.1;1603.2;1708.3;920.7;1482.1;1414.8;663.4;1081.8',\n 'Qater;Reunion;Romania;Russia;Rwanda;Saint Lucia;Saint Vincent and...;Samoa;Sao Tome and Principe;Saudi Arabia15102091.0;15325663.0;25609975.5;32764279.8;23374255.4;7724214.6;6159210.5;10183506.7;10183506.7;25833547.5',\n '0;2;4;6;8;105.8;5.7;5.6;5.6;5.7;5.6',\n 'Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Euro area;Europe & Central Asia50.2;49.3;50.9;51.0;50.4;55.9;51.7;50.4;52.2;52.7',\n '0;2;4;6;8;10;1225.7;25.7;25.5;25.6;25.6;25.6;25.9',\n '0.9913;1.9327;3.0;3.9;4.9;6.0;7.0;7.9;9.0;9.9;11.0;11.9;12.8;14.0;14.9;15.9;16.9;17.9;18.8;20.0;21.1;22.0;22.9;24.0;24.916.7;19.3;6.7;2.2;2.5;32.9;20.3;4.0;7.0;19.8;33.3;7.9;26.5;17.8;4.7;2.2;22.8;19.8;14.6;3.2;3.2;4.1;6.9;2.6;11.9',\n '0;2;4;6;811.7;11.8;11.8;11.7;11.8',\n '1;2;3;4;5;6;7;8;9;10;11;12;13;14;1529.8;32.8;34.8;29.8;18.0;23.0;30.7;26.9;24.8;30.7;27.8;23.0;28.7;25.8;18.0',\n 'Kuwait;Kyrgyzstan;Land-...;Laos;Latin...;Latvia;Least...;Lebanon;Lesotho;Less...77009776.2;200485316.0;347814085.2;200485316.0;381489232.4;77009776.2;389908019.2;200485316.0;74203513.9;600377689.4',\n 'Live Oak;Llano;Loving;Lubbock;Lynn;McCulloch;McLennan;McMullen;Madison;Marion;Martin;Mason;Matagorda;Maverick;Medina73.5;44.8;23.0;52.3;12.1;44.2;62.9;75.4;33.0;64.8;46.7;50.4;26.8;68.5;44.8',\n 'Denmark;Djibouti;Dominica;Dominican Republic;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia105.2;103.7;102.8;104.1;104.3;106.1;103.6;103.0;103.0;105.6',\n \"CHILE;CHINA;COLOMBIA;COMOROS;CONGO;COSTA RICA;COTE D'IVOIRE;CROATIA;CUBA;CURACAO50.7;48.8;50.7;49.9;50.8;49.5;48.0;51.5;50.0;52.0\",\n 'Region of the Americas (WHO);Romania;Russia;Rwanda;Saint Kitts and Nevis;Saint Lucia;Saint Vincent and the...;Samoa;San Marino;Sao Tome and Principe81.8;4.7;1.4685;46.7;4.3;1.5907;1.1238;1.0155;1.0155;20.8',\n '1949.9;1953.9;1957.8;1962.0;1966.0;1970.0;1974.0;1978.0;1981.9;1985.7;1989.9;1993.9;1997.8;2001.7;2005.9;2009.8;2015.0129.1;112.9;123.2;123.7;116.5;136.7;112.9;103.9;96.3;90.9;88.6;101.2;109.7;106.1;99.4;119.6;156.9',\n 'Belgium;Belize;Benin;Bhutan;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria340631.3;228560.9;261289.0;297878.3;343355.0;365997.4;629312.8;422603.4;242679.5;303830.1',\n '231;232;233;234;235;236;237;238;239;2402;10;9;2;9;2;6;8;10;9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200284.3;89.0;104.6;91.4;94.4;105.2;80.7;105.2;78.3;105.2;82.5;104.6;90.2',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;2019800.6;827.2;826.7;803.2;770.2;752.4;744.5;745.9;774.7;791.0;825.9;824.5;835.1;846.3;834.9',\n 'Jamaica;Japan;Jorden;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and...39.2;29.6;50.1;19.3;27.7;0.6239;0.6239;37.4;33.2;51.9',\n 'Honduras;Hungary;IBRD only;IDA & IBRD total;IDA blend;IDA only;IDA total;Iceland;India;Indonesia6589.2;5667.7;56337.9;88754.1;20931.7;36858.2;54861.8;6919.6;30887.7;5929.6',\n 'Cuba;Nepal;Singapore;Democratic Republic of the Congo;Dominican Republic9;8;3;3;1',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec21.5;23.3;22.5;23.9;22.5;22.8;24.1;25.6;25.6;24.4;23.9;23.0',\n '1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201622.5;34.5;40.8;46.6;42.1;41.2;36.9;41.3;31.7;55.1;53.4;40.7;37.3',\n '1949.8;1950.8;1951.9;1952.8;1953.8;1954.8;1955.8;1957.0;1958.0;1958.9;1959.8;1960.8;1961.9;1962.9;1963.9;1964.8;1966.0;1966.9;1968.0;1968.9;1969.9;1970.8;1971.9;1973.0;1974.0;1974.9;1975.8;1976.7;1977.9;1979.0;1991.0;1991.9;1992.9;1993.9;1994.9;1995.7;1996.8;1997.8;1998.9;2000.0;2000.9;2001.9;2002.8;2003.8;2004.8;2005.9;2007.0;2007.8;2008.9;2010.0;2010.8;2011.8;2012.9;2013.8;2014.9106.9;107.1;107.3;107.4;107.4;107.3;107.1;107.1;106.9;106.4;105.7;105.2;104.6;104.2;104.3;104.8;105.1;105.4;105.6;105.7;105.6;105.6;105.5;105.4;105.4;105.5;105.5;105.6;105.6;105.4;105.7;105.6;105.6;105.5;105.6;105.6;105.7;105.8;105.8;105.9;105.9;106.0;106.2;106.5;107.0;107.4;107.9;108.3;108.5;108.7;108.9;109.1;109.2;109.4;109.6',\n '1949.9;1954.0;1957.9;1961.9;1966.1;1970.0;1974.1;1977.9;1982.0;1986.0;1989.9;1994.0;1997.9;2001.8;2006.0;2009.7;2015.094.0;95.7;97.0;97.4;97.7;97.3;96.5;97.5;98.0;99.5;101.6;102.8;102.2;102.4;102.4;102.2;102.0',\n '37;38;39;40;41;42;43;44;45;46;47;48;49;50;51;52606.4;695.4;653.5;679.7;679.7;732.0;679.7;716.3;679.7;658.7;716.3;684.9;747.7;742.4;637.8;679.7',\n '38;39;40;41;42;43;44;45;46;47;48;49;50;51;5234.2;40.1;44.1;31.3;39.2;35.3;34.4;47.2;39.2;36.4;34.4;56.4;51.2;53.1;52.0',\n 'Brazil;British Virgin Islands;Brunei;Bulgaria;Burkina Faso;Burundi;Cambodia;Cameroon;Canada;Cape Verde51.6;15.0;54.9;46.5;15.4;12.1;10.7;17.3;72.5;18.2',\n \"Morvi;Ranaghat;Tiru'malai;Firozpur;Kohima;Jhargram7;6;8;5;4;1\",\n '2023.0;2025.9;2027.9;2030.0;2031.9;2033.9;2036.0;2038.0;2040.0;2042.0;2043.9;2046.0;2047.9;2050.0177776.7;195314.0;206356.1;216748.6;229089.7;237533.6;248575.6;257669.1;271958.8;281701.7;292743.8;303785.8;316126.9;326519.4',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec15.1;15.4;14.5;13.3;14.4;13.7;9.2;6.6;5.7;7.8;6.3;4.9',\n '1000-5000;6000-10000;11000-15000;16000-20000;21000-250008;1;1;4;2',\n '1994.1;1996.0;1998.0;2000.0;2002.0;2004.0;2005.9;2008.0;2009.9;2012.0;2013.9;2015.9;2016.926.6;25.2;27.0;35.0;31.0;32.4;35.6;37.5;29.0;36.9;32.9;29.5;34.7',\n 'Orleans;Oswego;Otsego;Putnam;Queens;Rensselaer;Richmond;Rockland;St. Lawrence;Saratoga;Schenectady;Schoharie;Schuyler;Seneca;Steuben312853.8;491606.4;345354.2;524106.9;3579152.8;914112.8;4099160.6;1499121.6;231602.5;1044114.7;475356.2;182851.8;654108.9;849111.8;979113.8',\n 'Egypt;El Salvador;Equatorial..;Eritrea;Estonia;Eswatini;Ethiopia;Europe;Faeroe Islands;Falkland...6897678.4;1081956.9;1585330.8;3877428.2;1362052.7;1546098.9;11372302.9;9112281.7;1597133.5;1060975.5',\n '1995;1996;1997;1998;1999;2000;2001;2002;2003;2004;2005;2006;2007;2008;2009;20104461.0;1084.7;3850.8;1247.4;1979.6;3484.7;2020.3;6983.0;7227.1;4135.5;4298.2;1491.5;2508.4;1735.5;2305.0;1464.3',\n 'Ethiopia PDR;Europe;Europe, Western;European Union;Fiji;Finland;France;French Polynesia;Gabon;Gambia;Georgia;Germany;Ghana;Greece;Grenada100.9;91.3;89.8;73.5;84.2;77.8;59.7;69.9;79.4;90.0;75.9;69.6;72.2;83.5;90.6',\n '0;2;4;6;8;1022.3;22.1;22.3;22.7;22.6;22.1',\n 'Gabon;Gambia;Georgia;Germany;Ghana;Greece;Guatemala;Guinea;Guinea-Bissau;Guyana83.7;86.7;103.9;115.4;130.8;112.8;88.1;90.4;85.9;114.3',\n '1989.9;1991.9;1993.9;1995.9;1998.0;2000.0;2001.9;2004.0;2005.9;2008.0;2010.0;2011.9;2013.9;2015.9;2016.928006.2;26515.5;28913.0;30565.2;30556.9;32855.0;34614.9;36498.9;37875.7;37813.6;37575.5;38734.9;40391.3;41643.8;42171.8',\n 'Poland;Polynesia;Portugal;Puerto Rico;Qatar;Reunion;Romania;Russia;Rwanda;Saint Lucia32.5;43.0;37.4;69.7;76.0;30.4;62.0;25.5;36.7;54.3',\n 'North Korea;North Macedonia;Northern Africa;Northern Africa and Western...;Northern America;Northern Europe;Norway;Oceania;Oceania (excluding Australia...;Oman54988.2;41434.5;26828.8;32105.1;41209.6;32192.6;47327.6;50122.0;48861.5;38343.8',\n '1989.9;1992.0;1994.0;1996.0;1998.0;2000.0;2001.9;2004.0;2005.9;2007.9;2009.9;2012.0;2013.9;2016.0;2017.04637.1;4550.5;4420.5;4925.8;4593.8;4348.4;4131.8;4391.7;5301.2;4911.4;4738.2;4882.5;4998.0;5026.9;5070.2',\n '1952.5;1955.7;1959.1;1961.6;1965.0;1967.8;1970.7;1973.6;1976.8;1979.6;1983.5;1986.0;1988.7;1991.8;1995.0;1998.0;2001.0;2003.9;2006.4;2009.5;2013.0;2016.1;2018.6201.0;147.1;141.3;132.6;166.1;206.8;193.7;187.9;161.7;155.9;157.3;169.0;155.9;125.3;125.3;163.2;166.1;167.5;157.3;170.4;199.6;211.2;269.4',\n 'Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Europe;Fiji76.6;18.6;33.0;50.8;33.7;13.3;49.9;60.5;21.8;40.1',\n '0;1;2;3;4;5;6;79.3;8.6;9.1;9.0;8.9;9.0;9.9;9.9',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec40.7;42.8;43.4;44.2;45.1;45.4;46.8;47.9;47.7;49.9;49.6;50.8',\n 'Poland;Portugal;Palestine;Romania;Russian Federation;Singapore;El Salvador;Serbia;Slovakia;Slovenia12555.1;14104.8;81954.0;40866.4;76549.7;42283.1;68421.6;49261.6;19319.6;46147.2',\n 'Grenada;Guadeloupe (including...;Guam;Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;High-income countries;Honduras45.4;48.3;50.6;66.5;70.6;55.3;61.8;64.7;38.3;58.8',\n 'Low-income...;Lower-middle-...;Luxembourg;Macao;Madagascar;malawi;Malaysia;maldives;mali;Malta94.8;101.4;104.1;121.3;94.8;89.5;108.1;112.0;85.5;92.1',\n 'Westchester;Mercer;Santa Fe;Cedar;Champaign;Benewah;Ventura;Warren;Lewis and Clark;Rapides;Randolph;Caddo;Clay;Fairbanks North Star;Oconee525000.0;7500.1;367500.0;570000.0;271875.1;654375.0;570000.0;7500.1;7500.1;750000.0;7500.1;547500.0;463125.0;592500.0;800625.0',\n 'jan;feb;mar;apr;may;jun;jul;aug;sep;oct;nov;dec8.8;10.1;8.6;10.5;10.5;9.8;11.6;13.2;13.2;12.2;10.5;10.8',\n 'Somalia;South Africa;South Asia;South Asia (IDA & IBRD);Sub-Saharan Africa;Sub-Saharan Africa (IDA...;Sub-Saharan Africa ...;Syria;Tanzania;Thailand1126.3;1216.2;1703.6;1735.3;1607.5;1592.8;1464.5;946.8;1385.1;1326.8',\n 'Talbot;Washington;Wicomico;Worcester;Baltimore City;Barnstable;Berkshire;Bristol;Dukes;Essex;Franklin;Hampden;Hampshire;Middlesex;Nantucket85956.7;402878.3;182914.1;171843.0;538952.2;446338.7;149534.0;538923.0;379558.5;708879.5;93296.0;746747.9;244334.0;445461.4;216649.2',\n '6.1;6.9;7.8;7.2;9.0;13.5;10.0;10.0;14.0;10.0;9.4;10.9;11.3;12.9;12.7;11.4;13.3;14.5;16.2;20.2;22.4;25.4;24.8;30.3;38.82227.0;3970.3;5393.4;9342.4;9342.4;9627.0;7528.0;6389.5;6852.0;4966.4;3472.2;3258.8;1444.4;1586.7;2547.2;4326.1;4966.4;5642.4;4753.0;3045.3;3899.1;4468.4;1479.9;2654.0;1088.6',\n '2023.9;2025.8;2027.9;2029.8;2031.8;2033.8;2035.7;2037.8;2039.8;2041.8;2043.7;2045.8;2047.7;2049.81175237.0;1188391.3;1200230.2;1214261.4;1226538.7;1238816.1;1251531.9;1264686.2;1280032.8;1291871.7;1304149.0;1316864.8;1326072.8;1337034.8',\n 'Eastern Europe;Eastern and...;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia418310.1;693975.0;693975.0;466021.3;561443.8;428912.6;619757.5;715180.0;566745.0;471322.6',\n 'Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Europe & Central Asia (WB);European Region (WHO);Fiji;Finland;France77.7;47.4;304.6;150.0;49.1;222.8;230.8;101.5;276.0;145.2',\n '0;1;2;3;4;5;6;7;850.5;50.4;50.4;50.5;50.5;50.5;50.5;50.5;50.8',\n 'Guest 103;Guest 104;Guest 105;Guest 106;Guest 107;Guest 1086;2;9;2;7;9',\n '1950.5;1960.0;1970.4;1980.0;1989.9;2000.3;2009.7;2019.9;2030.2;2039.3;2049.99.1;10.8;12.4;14.6;18.8;21.6;24.6;25.7;27.7;30.4;34.7',\n 'Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;Honduras;Hungary;Iceland;India;Indonesia72.7;1490.9;312.7;223.5;230.8;238.0;246.0;252.8;8751.3;1923.9',\n 'Populus alba;Fraxinus angustifolia;Crataegus monogyna0.1106;0.1504;0.0894',\n '10+;Acer;Advan;AIS;Akai9;3;2;4;1',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201681.7;67.0;70.3;56.2;68.9;55.5;54.1;65.8;72.7;89.8;94.4;95.5;97.1;97.2;95.1;75.4;76.3;81.4;79.1;81.8',\n '00-3;3-6;6-9;9-12;12-15;15-185;2;1;3;8;4',\n 'id. 9756;id. 8258;id. 1923;id. 2301;id. 2557;id. 87567;2;9;7;3;8',\n '1990.0;1990.9;1991.9;1992.9;1994.0;1994.9;1995.9;1996.9;1997.9;1998.9;1999.8;2000.9;2001.9;2002.9;2003.9;2004.8;2005.8;2006.8;2007.8;2008.8;2009.8;2010.8;2011.8;2012.8;2013.7;2014.7104.1;97.3;93.0;90.9;90.3;90.3;92.0;97.3;102.2;100.0;93.6;83.9;75.1;72.3;76.8;86.2;93.2;96.1;92.4;84.2;77.8;75.9;75.1;74.5;73.3;72.7',\n '1949.8;1953.9;1957.8;1961.8;1965.8;1969.5;1973.7;1977.8;1981.7;1987.6;1992.9;1996.8;2000.5;2004.6;2008.6;2011.7;2014.589.9;87.2;85.1;77.0;76.3;80.5;83.2;83.0;82.4;82.6;84.1;90.6;92.4;93.9;94.5;95.4;94.5',\n 'Guatemala;Guinea;Guinea-Bissau;Guyana;Haiti;Honduras;Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel82.2;86.9;87.7;77.4;94.5;84.0;94.0;90.6;88.5;95.8;86.4;71.9;81.1;76.5;89.0',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;2001;2004;2007;2010;2013;2016;201935677.7;20117.6;47186.7;3452.6;34757.0;39360.6;43964.1;49948.8;14961.6;16250.6;11094.6;22695.6;34296.6;41202.0;47186.7;52710.9;58235.2;66982.0;84475.7;35677.7;20117.6;47186.7;40281.3',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec10.2;10.0;10.0;10.0;9.9;10.0;9.9;10.2;10.4;10.5;10.5;10.3',\n 'Paraguay;Peru;Philippines;Poland;Polynesia;Portugal;Puerto Rico;Qatar;Romania;Russia79.7;58.5;81.6;227.8;149.5;283.6;273.3;54.1;248.0;220.6',\n '0;2;4;6;8;1010.5;10.4;10.4;10.4;10.0;9.9',\n '0;2;4;6;857.5;57.9;57.5;57.9;58.0',\n 'Wayne;Webster;Wheeler;York;Churchill;Clark;Douglas;Elko;Esmeralda;Eureka;Humboldt;Lander;Lincoln;Lyon;Mineral40.5;24.2;84.8;45.4;22.9;19.2;63.2;52.3;24.3;66.3;52.5;30.0;44.0;47.6;12.5',\n 'Curacao;Cyprus;Czechia;Democratic Republic of...;Denmark;Djibouti;Dominican Republic;Eastern Africa;Eastern Asia;Eastern Europe45.0;40.1;20.5;21.5;22.5;1.0055;107.6;29.3;24.4;14.6',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200411.9;13.0;16.0;18.8;12.1;12.9;13.9;12.0;14.9;17.9;15.9;13.9;12.0;14.8;10.9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;2004359.7;403.2;417.5;428.6;461.5;481.7;511.7;538.4;605.1;638.9;693.6;726.4;837.2;845.0;855.5',\n 'Georgia;Germany;Ghana;Greece;Grenada;Guadeloupe;Guam;Guatemala;Guinea;Guinea-Bissau710775.9;974441.2;753627.9;671078.3;567326.2;765793.0;844459.7;622646.2;499060.4;648007.1',\n '1949.8;1950.8;1951.7;1952.7;1953.7;1954.8;1955.7;1956.6;1958.0;1958.8;1959.9;1960.6;1961.7;1962.6;1963.7;1964.9;1965.7;1966.8;1967.8;1968.9;1969.8;1970.8;1971.7;1972.5;1973.6;1976.6;1977.5;1978.6;1979.9;1980.8;1981.7;1982.7;1983.7;1984.8;1985.6;1986.7;1987.7;1988.8;1989.7;1990.6;1991.7;1992.6;1993.5;1994.6;1995.7;1996.7;1997.5;1998.6;1999.6;2000.4;2001.5;2002.4;2003.4;2004.5;2005.7;2006.7;2007.6;2008.5;2009.4;2010.3;2011.5;2012.5;2013.6;2014.8106.3;106.3;106.4;106.6;106.6;106.5;106.7;105.8;106.3;108.1;110.8;113.0;115.3;116.0;113.5;109.1;105.0;100.6;97.8;97.4;98.7;99.8;100.8;101.6;101.8;105.6;105.5;105.5;105.6;105.6;105.7;105.7;105.7;105.7;105.7;105.8;106.0;105.9;102.9;103.1;103.1;103.3;103.3;103.4;103.6;103.7;103.7;103.7;104.0;104.0;103.9;103.9;103.9;103.9;104.0;104.2;104.2;104.0;104.1;104.0;104.0;104.2;104.2;104.3',\n 'Peru;Philippines;Poland;Polynesia;Portugal;Puerto Rico;Qatar;Romania;Russia;Rwanda92.3;92.3;112.4;79.5;109.5;107.1;72.3;102.7;101.3;78.7',\n 'Kenya;Kyrgyzstan;Laos;Latvia;Lebanon;Lesotho;Liechtenstein;Lithuania;Low-income countries;Lower-middle-income...;Luxembourg;Madagascar;Malawi;Malaysia;Malta1834.2;5211.0;2141.2;2816.5;2079.8;5149.6;3062.1;4904.0;7451.6;9176.4;4904.0;2816.5;3921.7;6690.4;2632.3',\n 'Haiti;High-income countries;Honduras;Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq87.2;40.6;77.4;16.5;46.3;25.0;82.3;86.6;70.3;63.1',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;3016.9;16.9;19.9;21.8;16.9;16.9;15.0;22.9;23.9;22.9;17.9;22.9;19.9;26.8;18.9',\n 'Lebanon;Lesotho;Liberia;Libya;Lithuania;Low & middle income;Low income;Lower middle income;Luxembourg;Madagascar10329.7;7155.3;8312.2;5705.3;9784.8;56562.5;17289.8;34555.8;10725.4;8985.9',\n '1989.9;1992.0;1994.0;1996.0;1998.0;1999.9;2001.9;2003.8;2005.9;2007.9;2009.9;2012.0;2013.9;2015.9;2017.9322.6;322.4;323.8;324.8;327.8;330.1;337.3;348.0;352.7;356.4;359.4;359.2;358.4;362.6;357.9',\n '1.0409;2.1;3.0;3.9;5.1;5.9;7.1;8.0;9.0;10.1;10.9;12.0;13.0;13.9;14.9;15.9;17.0;17.9;18.8;19.8;21.1;22.0;22.8;24.0;24.9;25.858.5;62.6;124.5;106.9;56.1;46.7;66.3;94.7;81.2;35.1;20.6;127.6;52.4;71.7;38.5;69.0;83.2;107.9;126.6;47.3;55.1;77.1;68.0;97.1;130.1;30.3',\n \"Channel Islands;Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba111.2;104.5;107.8;103.5;103.0;100.8;103.7;101.9;104.3;105.9\",\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Korea;North Macedonia;Northern Africa;Northern America;Northern Europe99.6;93.6;82.7;88.7;88.7;46.2;81.8;87.7;83.7;83.7',\n 'Guyana;Haiti;High income countries;Honduras;Hong Kong;Hungary;Iceland;India;Indonesia;Iran343993.4;339993.2;455998.1;407996.1;331992.9;379994.9;259989.9;283990.9;415996.4;367994.4',\n 'Jamaica;Japan;Jordan;Kazakhstan;Kenya;Kiribati;Kuwait;Kyrgyzstan;Laos;Latin America and the...105.2;105.5;102.2;105.8;101.3;105.3;111.0;104.4;103.1;103.9',\n 'Craig;Creek;Custer;Delaware;Dewey;Ellis;Garfield;Garvin;Grady;Grant;Greer;Harmon;Harper;Haskell;Hughes44674.4;52687.8;26243.7;39065.1;43873.1;86343.9;26243.7;107979.9;96761.2;23305.5;85542.5;33455.7;52687.8;13155.2;15292.1',\n 'Africa;Asia;Austria-Bohemia;Belgium;British Isles;Central region;Eastern region;England and Wales;Europe;France96.0;89.8;93.8;80.4;68.7;87.5;92.1;60.5;83.5;86.5',\n 'Less developed regions, excluding...;Liberia;Libya;Liechtenstein;Lithuania;Low-income countries;Lower-middle-income countries;Luxembourg;Macao;Madagascar35.2;37.0;13.8;82.4;26.1;56.0;47.6;12.2;10.9;48.4',\n '00-3;3-6;6-9;9-12;12-15;15-184;6;5;1;2;3',\n 'North America;North America...;North Korea;North Macedonia;Norway;Oceania;Pakistan;Panama;Papua New Guinea;Peru;Philippines;Poland;Portugal;Reunion;Romania29320.8;25110.5;15514.7;15123.0;13752.2;28635.4;12968.9;10129.3;9005.8;7978.7;11891.8;29320.8;21487.6;18256.4;23250.1',\n '1952.9;1955.8;1958.9;1961.8;1964.8;1967.7;1970.8;1973.8;1976.8;1979.8;1982.7;1985.7;1988.6;1991.7;1994.8;1997.7;2000.7;2003.7;2006.6;2009.7;2012.7;2015.6;2018.716666.6;17888.2;18718.9;11633.6;11047.3;11096.1;13441.6;12904.1;13783.6;13783.6;13979.1;14272.3;13295.0;10802.9;19549.6;18425.7;18572.3;18425.7;18425.7;17595.0;16862.1;16617.8;15982.5',\n '1950.0;1953.9;1957.7;1961.9;1965.9;1970.1;1974.0;1978.1;1981.8;1986.1;1990.0;1993.9;1998.0;2002.1;2006.0;2010.0;2015.199.4;97.3;95.2;94.9;94.9;95.2;95.2;95.8;96.7;97.0;92.9;87.5;83.9;81.0;79.2;77.7;76.2',\n 'Tanzania;Thailand;Timor;Togo;Tokelau;Tonga;Trininad and ...;Tunisia;Turkey;Turkmenistan336.2;626.0;23.1;57.9;23.1;23.1;23.1;96.6;637.6;42.5',\n 'Carroll;Carter;Cass;Cedar;Chariton;Christian;Clark;Clay;Clinton;Cole;Cooper;Crawford;Dade;Dallas;Daviess69321.9;53111.3;88670.0;64092.7;88670.0;54157.2;86055.4;47359.2;40561.2;59909.3;88670.0;54157.2;56771.8;60955.2;53111.3',\n '2004;2007;2010;2012;2014;20161;2;3;10;4;5',\n '1953.2;1955.5;1959.1;1962.1;1964.9;1967.8;1970.7;1973.9;1979.7;1991.7;1994.8;1997.9;2001.2;2003.7;2006.8;2010.1;2013.0;2015.7;2019.125.1;30.0;25.6;28.9;36.8;27.9;33.8;24.8;21.9;20.3;33.1;19.0;13.8;17.1;32.4;23.8;23.2;26.0;35.7',\n 'Grundy;Hamblen;Hamilton;Hancock;Hardeman;Hardin;Hawkins;Haywood;Henderson;Henry;Hickman;Houston;Humphreys;Jackson;Jefferson18609.7;178036.5;390605.6;65499.9;84256.0;153028.4;324959.3;59247.9;87382.0;143650.3;52995.9;99886.1;49869.8;178036.5;328085.3',\n '0;1;2;3;4;5;6;725.0;25.0;25.0;25.0;25.0;24.9;25.0;25.0',\n '1949.7;1953.7;1957.7;1961.6;1965.7;1969.7;1973.7;1977.7;1981.8;1985.7;1989.8;1993.9;1997.6;2001.7;2005.8;2009.8;2014.8111.3;111.3;105.8;106.5;102.7;100.1;96.3;91.2;91.3;97.2;100.1;100.1;102.9;103.1;102.1;99.6;96.5',\n 'Finland;France;French Guiana;French Polynesia;Gabon;Gambia;Georgia;Germany;Ghana;Gibraltar1752112.2;10140857.0;251400.9;287156.7;1021141.6;473359.1;1158063.5;3658820.2;2518110.2;158900.8',\n 'Afghanistan;Africa;Albania;Algeria;American Samoa;Andorra;Angola;Antigua and Barbuda;Argentina;Armenia13.9;14.1;7.3;5.9;9.8;12.5;20.9;4.5;18.0;14.1',\n 'New Caledonia;New Zealand;Nicaragua;Niger;Nigeria;North Korea;North Macedonia;Northern Africa;Northern America;Northern Europe100.1;96.9;97.2;92.3;99.8;98.1;105.2;102.9;101.5;102.4',\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;20191701.3;1740.7;1571.8;1402.9;1210.6;1083.0;1020.9;1014.4;1064.6;1091.6;1278.0;1424.5;1574.4;1659.0;1722.0',\n 'Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia;Euro area;Europe & Central Asia;Europe & Central Asia (IDA &...611.8;849.3;696.8;397.5;829.2;599.2;2455.4;644.2;1356.8;1115.8',\n 'Yuma;Fairfield;Hartford;Litchfield;Middlesex;New Haven;New London;Tolland;Windham;Kent;New Castle;Sussex;District of Columbia;Alachua;Baker2188167.8;5388942.9;2711931.0;2013580.1;733270.0;5621726.5;772067.3;1315229.1;422891.8;500486.4;3177498.3;888459.1;3293890.1;306500.0;966053.7',\n '1.0434;2.0;3.0;4.0;5.0;6.0;7.0;8.0;8.9;10.0;11.0;12.0;12.9;14.0;15.0;16.0;17.0;18.0;19.0;20.0;21.0;21.9;22.9;24.063.7;56.1;83.7;49.2;12.1;50.4;24.3;56.7;50.8;39.6;73.4;45.4;82.5;68.5;70.7;39.6;27.0;61.6;60.2;50.1;12.4;39.8;61.7;36.6',\n 'CUBA;CURACAO;CYPRUS;CZECHIA;DEMOCRATIC...;DENMARK;DJIBOUTI;DOMINICAN.....;EASTERN AFRICA;EASTERN ASIA5556377.9;8014604.3;6847715.5;5306348.1;4650900.4;5304375.9;4688025.2;8312998.6;7316479.3;9876514.9',\n '1949.9;1950.9;1951.8;1953.0;1953.9;1954.8;1955.8;1956.8;1957.8;1958.7;1959.7;1960.8;1961.8;1962.9;1964.0;1964.9;1966.0;1966.8;1967.9;1968.9;1970.0;1970.9;1972.0;1972.9;1973.9;1977.0;1977.8;1978.9;1979.8;1981.1;1981.7;1983.0;1983.8;1984.9;1985.8;1986.8;1987.8;1989.0;1989.8;1990.8;1992.0;1992.9;1994.1;1994.8;1996.0;1997.0;1997.9;1998.7;2000.0;2000.7;2001.7;2002.9;2003.8;2004.8;2006.0;2006.9;2007.8;2008.7;2009.8;2010.9;2011.8;2013.1;2014.1;2015.0102.0;102.0;102.0;102.1;102.1;102.3;102.3;102.5;102.6;102.6;102.6;102.5;102.5;102.6;102.8;103.2;103.5;103.8;104.1;104.1;104.0;103.9;103.8;103.8;103.8;104.5;104.4;104.3;104.1;104.1;103.9;103.8;103.9;104.2;104.3;104.5;104.7;104.7;104.1;104.0;104.0;104.0;104.0;104.1;104.1;104.2;104.2;104.3;104.3;104.4;104.4;104.5;104.6;104.7;104.9;105.0;105.2;105.3;105.4;105.5;105.7;105.8;105.9;106.0',\n 'Curacao;Cyprus;Czechia;Democratic Republic...;Denmark;Djibouti;Dominican Republic;Eastern Africa;Eastern Asia;Eastern Europe107.1;105.0;100.9;104.4;101.8;101.0;100.2;106.1;104.3;103.1',\n 'Guest 151;Guest 152;Guest 153;Guest 154;Guest 155;Guest 1563;5;5;5;2;7',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015105.1;105.3;105.4;105.2;105.1;105.0;105.1;105.2;105.2;105.2;105.3;105.3;105.4',\n 'Cappuccino;Latte;Chai;Americano;Mocha;Espresso92;76;56;66;52;27',\n 'United Kingdom;United States;United States Virgin...;Uruguay;Uzbekistan;Vanuatu;Venezuela;Vietnam;Wales;Western Pacific...2.5;2.9;2.8;2.8;2.4;2.4;37.3;8.6;3.4;57.4',\n 'Sharkey;Simpson;Smith;Stone;Sunflower;Tallahatchie;Tate;Tippah;Tishomingo;Tunica;Union;Walthall;Warren;Washington;Wayne11.2;18.8;12.1;11.2;12.1;11.5;11.5;11.2;12.5;11.8;11.5;11.2;11.3;12.5;11.8',\n 'Malawi;Malaysia;Maldives;Mali;Malta;Martinique;Mauritania;Mauritius;Mayotte;Melanesia6619538.7;7834886.2;4701578.3;6678970.9;5455788.5;5186451.3;6318537.2;7124342.3;5305022.2;8919542.0',\n '1900;2000;2010;2015;2020;20228;1;2;4;9;7',\n '1953;1956;1959;1962;1965;1968;1971;1974;1977;1980;1983;1986;1989;1992;1995;1998;2001;2004;2007;2010;2013;2016;20195615.1;4664.5;3467.4;2587.2;3467.4;4101.1;3044.9;2059.0;1554.4;2023.8;2446.3;3537.8;4030.7;4136.3;4558.8;4558.8;4981.3;5403.8;5474.3;5685.5;6530.5;6354.5;6178.4',\n 'Senegal;Serbia;Seychelles;Sierra Leone;Singapore;Slovakia;Slovenia;Small Island Developing...;Solomon Islands;Somalia4797045.1;6499881.8;3702364.3;4614598.3;4067257.9;5405201.0;4979491.8;7594562.6;5405201.0;6864775.4',\n '0;1;2;3;4;5;6;7;8163.1;162.2;162.9;162.4;162.8;161.8;164.2;165.4;164.4',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec15.9;17.7;18.1;18.3;19.4;18.6;19.2;19.7;19.8;19.5;20.7;18.7',\n '1960.2;1963.2;1966.1;1969.1;1975.2;1978.9;1982.9;1986.9;1990.8;1994.8;1998.8;2002.7;2007.7;2011.7;2015.6;2018.744556.4;48478.9;52492.5;56141.3;56779.9;52583.8;50485.7;45286.2;42732.0;46654.5;48570.1;41637.4;32789.0;28957.8;26403.6;24305.5',\n '0.8233;1.9348;2.8;3.8;4.8;5.8;6.8;7.9;8.9;10.9;9.7;16.0;11.8;12.9;13.8;14.8;16.9;17.8;18.9;19.8;20.8;22.8;21.9;23.7;24.91975536.0;4922722.6;2067635.6;317743.5;2666282.9;1745287.0;4139876.2;5245071.2;1376888.7;4416174.9;12705137.4;14639228.6;2574183.3;2343934.3;4646423.9;2482083.7;409843.1;3679378.3;3403079.5;6212116.8;5613469.5;8192257.8;2896531.8;4139876.2;1330838.9',\n '1992;1994;1996;1998;2001;20049;7;5;8;6;10',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec6.0;6.0;6.1;6.5;6.0;6.2;6.3;6.6;7.0;8.6;9.2;12.0',\n '1949.8;1955.0;1959.9;1964.7;1969.7;1974.8;1979.7;1984.5;1990.0;1994.7;1999.8;2005.0;2009.7;2015.089.7;99.8;92.3;96.3;90.9;89.3;97.3;87.8;85.6;85.6;89.3;96.3;99.0;99.7',\n 'Afghanistan;Albania;Algeria;Angola;Argentina;Armenia;Asia;Australia;Austria;Azerbaijan94.2;96.6;56.0;47.2;73.6;113.0;80.5;94.4;110.0;84.5',\n 'Guest 205;Guest 206;Guest 207;Guest 208;Guest 209;Guest 2103;7;5;4;7;9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200240.2;35.4;41.1;28.2;29.0;32.9;30.1;25.1;35.0;33.9;26.5;36.5;30.9',\n 'ECUADOR;EGYPT;EL SALVADOR;EQUATORIAL GUINEA;ERITREA;ESTONIA;ESWATINI;ETHIOPIA;EURO AREA;EUROPE & CENTRAL.49.7;49.8;51.2;50.4;50.1;53.3;52.6;50.2;51.4;51.7',\n '1961;1965;1970;1975;1980;1985;1990;1992;1994;1996;1998;2000;2002;2004;2006;2008;2010;2012;2014;201692.6;94.5;95.0;96.2;97.1;97.2;97.2;97.2;97.4;97.9;97.6;97.6;97.6;97.6;97.6;97.9;89.9;83.8;81.8;84.0',\n 'Gabon;Gambia;Georgia;Germany;Ghana;Gibraltar;Greece;Greenland;Grenada;Guam76.3;551.3;93.9;305.0;287.4;3401.7;146.6;93.9;393.0;393.0',\n 'Argentina;Australia;Austria;Bangladesh;Barbados;Belgium;Brazil;Canada;Chile;China1851.1;1851.1;1840.2;2188.2;1714.9;1627.6;1831.2;1782.0;2328.3;2002.3',\n '1.0217;2.0;2.9;3.9;4.9;5.9;6.9;7.9;8.9;9.9;10.9;11.9;12.9;13.9;14.9;15.94026.0;3758.0;1151.8;854.0;2909.1;3758.0;1628.4;2894.2;511.5;809.3;1673.1;1688.0;511.5;958.3;4234.5;2730.4',\n 'Hong Kong;Hungary;Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy113.0;88.1;100.2;109.8;103.4;113.5;99.1;102.9;94.0;92.4',\n 'St. Louis;Taney;St. Louis City;Fergus;Flathead;Lewis and Clark;Missoula;Phillips;Powder River;Richland;Rosebud;Douglas;Knox;Lancaster;Clark2997216.5;2061288.8;2090890.6;7307674.2;5688920.5;5865412.9;2360887.6;2025236.5;3599430.9;4260348.9;2684692.8;3738105.9;5620069.8;2167377.9;2455372.0',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec26.1;25.7;28.2;28.7;29.1;33.1;31.4;35.5;32.1;32.1;33.4;34.1',\n '2;3;6;17;20;24;30;32;33;35;37;43;45;46;5213.9;12.0;12.9;12.0;11.0;12.0;18.0;12.0;11.0;12.0;17.0;12.0;11.0;11.0;12.9',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec1.6269;1.6082;1.2230;1.1215;1.5581;1.5206;1.7458;1.9126;2.5;3.1;3.9;6.8',\n '0;2;4;6;8;1011.9;11.9;11.7;12.4;12.3;11.9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200490.0;93.3;98.8;103.4;119.5;125.0;132.2;153.1;144.0;156.3;156.9;148.1;144.2;153.8;155.5',\n '6.2;7.4;8.4;8.5;12.2;11.9;9.2;6.9;9.4;9.9;9.8;16.6;18.5;21.0;20.8;22.2;23.1;23.1;18.8;29.0;29.81376.8;2043.8;1643.6;1109.9;1430.1;2684.2;2924.3;4125.1;4418.6;5619.3;7700.5;5325.8;4471.9;3751.5;3111.1;1750.3;3431.3;4258.5;6846.7;1616.9;2417.4',\n 'Lewis and Clark;Summer;Rapides;Randolph;Caddo;Clay;Oconee;Fairbanks North Star;Allegan;Chesterfield;District of Columbia;Stark;Brooke;Ashley;Greenville680038.5;327970.6;596935.2;303544.5;256250.0;270605.7;602696.5;491850.4;291911.7;565921.9;726474.6;674586.3;239698.7;545815.8;447426.4',\n '40;50;60;70;804;6;9;3;9',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;200420.2;30.0;40.1;30.9;20.2;40.1;30.0;20.2;30.9;20.2;30.0;40.6;20.2;30.0;40.1',\n '1963;1964;1965;1966;1967;1968;1969;1970;1971;1972;1973;1974;1975108.4;77.8;109.7;68.6;69.9;82.3;63.4;106.5;71.9;106.5;69.9;79.7;108.4',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso99.8;90.2;106.4;105.2;101.9;103.6;104.4;109.9;105.7;108.7',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;2002;2003;20042731.8;3203.6;2985.9;2459.7;2205.7;2242.0;1661.3;1407.3;1879.1;1425.5;1425.5;1080.7;1770.2;1588.8;1443.6',\n '1.1083;1.9703;3.0;4.9;4.0;6.0;7.0;8.0;9.0;10.0;11.1;12.0;13.0;14.1;14.9;16.0;17.1;18.0;19.0;20.1;20.9;22.0;23.1;24.0;26.0;25.0;27.0;28.0;29.0;29.9;32.0;31.0;33.0;34.0;35.0;36.0;37.0;38.1;39.0;40.0;41.1;41.9;44.0;45.0;43.1;46.0;47.1;47.9;49.1;50.1;51.0;52.095.8;102.2;103.4;105.5;91.7;95.8;80.6;75.9;82.9;82.7;86.4;73.7;73.7;72.7;93.4;78.1;82.7;79.6;88.4;74.8;73.7;61.0;79.7;106.7;97.3;79.5;66.7;75.8;68.5;84.3;98.4;69.7;75.6;72.6;75.6;71.0;73.7;70.6;65.9;85.5;92.5;69.6;83.8;69.7;55.6;43.8;81.7;72.1;70.1;74.8;68.5;78.8',\n 'Mifflin;Monroe;Montgomery;Montour;Northampton;Northumberland;Perry;Philadelphia;Pike;Potter;Schuylkill;Snyder;Somerset;Sullivan;Susquehanna21.3;49.6;21.7;39.3;56.8;78.9;94.0;51.6;60.0;44.4;35.6;78.9;55.7;75.2;60.8',\n '2023.9;2025.9;2027.9;2029.8;2031.8;2033.9;2035.9;2037.8;2039.9;2041.9;2043.9;2045.9;2047.8;2049.929999670.2;29845342.1;29683099.7;29540643.0;29398186.3;29263643.8;90691178.8;219693652.1;257053915.9;179533718.0;107181533.3;28796702.3;28733388.2;28646331.4',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200298.0;98.2;98.3;99.5;98.7;100.1;98.6;98.2;96.7;98.0;98.0;98.1;98.2',\n '1.1106;1.9925;3.0;4.0;4.9;6.0;6.9;8.0;9.0;9.9;10.9;11.9;13.0;13.9;14.9;15.9;16.8;17.9;19.8;20.9;18.9;21.9;22.9;24.9;23.8;25.8152.6;110.8;97.9;35.4;49.7;59.0;47.2;157.1;30.0;97.9;93.0;56.1;37.8;32.9;48.7;103.4;182.2;191.1;188.6;142.3;31.9;54.1;13.2;25.5;120.1;156.1',\n 'Rwanda;St Kitts;St Lucia;St Vincent;Samoa;San Marino;Sao Tome;S. Arabia11;1;3;2;4;2;1;8',\n 'East Asia & Pacific (IDA &...;East Asia & Pacific...;Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritrea;Estonia;Eswatini;Ethiopia487.2;594.5;9.8;47.3;9.8;9.8;9.8;9.8;9.8;17.8',\n '0;1;2;3;4;5;6;715.8;16.2;16.4;16.6;16.7;17.0;17.1;16.9',\n '1989.9;1995.0;1999.9;2004.9;2006.9;2008.0;2009.0;2010.9;2014.0;2015.91880543.2;2781319.2;4014689.5;5594512.1;6356707.3;65133.0;7202050.9;1173780.4;8975886.9;78991.1',\n '1953.0;1959.0;1956.1;1962.0;1965.0;1967.9;1970.8;1976.9;1973.9;1979.9;1982.7;1985.7;1988.6;1991.6;1994.8;1997.8;2000.6;2003.6;2006.7;2009.3;2012.6;2015.1;2018.6513347.9;626141.2;213798.6;145383.1;149081.2;413498.2;178666.3;603952.3;881312.8;123194.2;136137.7;165722.8;195307.9;219345.8;265572.6;252629.1;245232.8;391309.3;536923.6;657113.1;749566.6;708733.0;733387.2',\n '0;2;4;6;8;100.0749;0.0922;0.0967;0.0913;0.1205;0.0792',\n 'Belgium-Luxembourg;Belize;Benin;Bermuda;Bolivia;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso;Cambodia;Cameroon;Canada;Cape Verde;Caribbean88.2;90.8;97.9;67.8;66.6;95.6;78.9;87.1;73.5;99.5;98.1;99.8;85.4;70.7;80.0',\n 'Davison;Day;Deuel;Dewey;Douglas;Edmunds;Fall River;Faulk;Grant;Gregory;Haakon;Hamlin;Hand;Hanson;Harding19.3;16.6;19.3;17.1;18.4;17.5;16.7;16.5;21.5;18.6;17.0;19.7;18.6;17.5;16.4',\n '1989.9;1991.9;1993.9;1995.0;1995.9;1997.9;1998.9;2000.0;2001.9;2002.9;2004.9;2006.0;2006.9;2009.0;2010.0;2011.0;2011.9;2013.0;2015.049.4;54.8;55.9;51.1;54.3;58.2;58.2;55.6;61.3;62.3;58.5;61.7;63.5;61.8;56.4;57.6;58.2;59.3;57.6',\n '1976;1977;1978;1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;1989104.2;106.8;107.0;110.2;110.4;109.2;107.6;106.0;105.1;105.5;104.2;103.2;102.2;101.6',\n '1949.9;1953.9;1957.9;1961.8;1965.7;1970.0;1973.7;1977.9;1981.6;1985.8;1989.8;1993.8;1997.6;2002.8;2006.9;2010.9;2014.4113.5;112.0;110.7;108.4;107.1;105.6;104.1;101.8;102.3;101.7;101.8;101.6;100.2;98.6;97.3;96.5;96.4',\n '<25;25-44;45-66;>663;29;60;9',\n 'Taiwan;Tajikistan;Tanzania;Thailand;Timor;Togo;Tonga;Trinidad and Tobago;Tunisia;Turkey88.8;64.4;74.1;69.5;87.2;68.2;85.6;69.0;96.5;65.4',\n 'Ecuador;Egypt;El Salvador;Equatorial Guinea;Eritea;Estonia;Eswatini;Ethiopia;Europe;Fiji96.3;97.5;97.5;95.0;90.2;64.7;90.2;98.7;84.1;97.5',\n 'Northern Mariana...;Norway;Oceania;Oman;Pakistan;Palau;Palestine;Panama;Papua New Guinea;Paraguay60.9;60.2;69.3;23.7;25.6;59.6;50.9;46.1;17.7;37.2',\n 'South Africa;South America;South...;South Korea;South Sudan;Southern...;Southern Asia...;Southern...;Spain;Sri Lanka64638224.3;135574863.3;151825062.1;87422060.9;62245019.3;70639325.3;172844691.9;118674846.0;55161630.3;34522099.0',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;3013.8;27.8;29.7;27.8;14.8;18.8;13.8;22.8;28.7;13.8;23.7;26.8;25.8;23.7;17.8',\n 'Barrow;Bartow;Ben Hill;Berrien;Bibb;Bleckley;Brantley;Brooks;Bryan;Bulloch;Burke;Butts;Calhoun;Camden;Candler15.3;15.7;11.6;11.6;14.3;12.3;10.5;11.4;13.6;12.5;13.0;14.3;11.9;10.4;12.1',\n '1989.9;1995.0;2000.0;2004.9;2006.9;2008.9;2013.8;2015.8;2007.9;2010.914097777.7;14844444.4;15128888.8;11928888.8;12391111.1;13386666.6;10933333.3;13742222.2;53333.3;88888.8',\n 'id. 7683;id. 6746;id. 5683;id. 6633;id. 9596;id. 28135;3;1;9;4;7',\n 'Sexual & reproductive;piles;malaria;ulcer;waist pains and piles182;76;66;51;50',\n 'G20;Gabon;Gambia;Georgia;Germany;Ghana;Greece;Greenland;Grenada;Guam308.7;111.7;247.2;2.7;2.7;287.7;2.7;2.7;2.7;2.7',\n '1990;1991;1992;1993;1994;1995;1996;1997;1998;1999;2000;2001;200229.9;24.1;28.9;19.0;21.0;23.0;22.2;32.7;24.3;29.1;27.0;26.8;26.6',\n 'Panama;Papua New Guinea;Paraguay;Peru;Philippines;Poland;Portugal;Post-demographic dividend;Pre-demographic dividend;Qatar6462.1;5033.6;3653.6;3266.2;6764.9;4865.5;4092.0;3475.6;23925.9;4210.3',\n '0;11;2;3;4;5;6;72.2;2.0;2.0;2.1;2.0;2.0;2.0;2.1',\n 'Vanuatu;Venezuela, RB;Vietnam;Virgin Islands...;West Bank...;Yemen, Rep.;Zambia;Zimbabwe41.5;47.7;46.0;46.2;39.8;31.6;45.2;84.6',\n '0;2;4;6;8;109.6;9.4;9.0;9.6;9.6;8.9',\n 'Rwanda;Saint Helena;Saint Kitts and Nevis;Saint Lucia;Saint Pierre and Miquelon;Saint Vincent and the...;Samoa;San Marino;Sao Tome and Principe;Saudi Arabia6627339.3;807049.8;1036663.6;933910.2;1038627.8;1360080.2;1360080.2;1356395.2;2414564.8;26358829.1',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec11.2;11.7;11.8;11.3;12.3;12.4;12.6;12.2;11.6;11.5;11.5;11.5',\n 'Tanzania;Turkey;USSR;Uganda;Vietnam;Western Asia;World;Zimbabwe13955.6;33817.9;68435.1;18495.6;16225.6;33817.9;79785.0;10550.6',\n 'South Korea;Southeast Asia;Southern Africa;Southern Europe;Spain;Sri Lanka;Sub-Saharan...;Sudan;Suriname;Sweden138.4;58.6;63.7;115.9;114.1;81.0;50.5;47.2;52.0;113.2',\n \"Chaves;DeSoto;Saginaw;Oconee;Jackson;West Baton Rouge;Kings;Page;Dougherty;Polk;Union;Boulder;Onslow;Codington;Prince George's152011.7;539775.1;506836.0;867834.7;1116354.6;1052498.9;3898312.1;2221477.5;930571.6;540258.9;3185863.2;148614.0;991226.9;372908.3;3860236.1\",\n '2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015;2016;2017;2018;20195367.7;5609.1;5747.0;5747.0;5712.5;5643.6;5436.7;4988.4;4609.0;4264.2;4333.2;4712.5;5057.3;4643.5;4988.4',\n 'Belize;Benin;Bhutan;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria;Burkina Faso101.0;101.2;102.2;100.5;104.9;99.4;100.8;105.5;104.6;102.8',\n '1949.7;1953.9;1957.8;1959.9;1961.8;1965.8;1967.7;1969.7;1973.7;1975.8;1981.8;1987.5;1989.7;1992.6;1998.7;2001.6;2004.5;2008.6;2014.6106.9;104.2;102.3;103.2;104.1;106.9;108.3;107.5;106.3;105.6;104.4;103.7;102.0;99.5;99.8;101.7;100.9;99.3;98.9',\n 'Kuwait;Kyrgyzstan;Laos;Latin America and the...;Latvia;Least developed Countries;Lebanon;Lesotho;Less developed regions;Less developed regions...9.4;56.1;57.5;20.5;30.0;57.2;29.3;61.7;46.0;46.7',\n '0;2;4;6;8;1043.8;44.7;44.9;44.9;45.6;47.5',\n '1950.1;1952.9;1955.9;1958.8;1962.0;1964.7;1967.9;1972.8;1983.0;1985.5;1976.1;1978.8;1980.8;1988.5;1995.0;1997.7;2000.1;2003.7;2005.6;2009.6;2013.6;2016.6104.7;104.3;104.7;105.0;105.3;105.6;106.1;105.7;105.4;105.2;104.7;104.8;104.7;104.8;104.8;105.1;105.1;105.0;104.9;104.7;105.0;105.0',\n 'Orange;Osceola;Palm Beach;Pasco;Pinellas;Polk;Putnam;St. Johns;St. Lucie;Santa Rosa;Sarasota;Seminole;Sumter;Suwannee;Taylor129061.8;72425.7;94736.9;105034.3;324713.9;159954.2;77574.4;156521.8;149656.8;389931.3;359038.9;307551.5;77574.4;77574.4;43249.5',\n \"Channel Islands;Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba100.7;94.0;115.0;94.4;97.7;97.0;101.5;119.5;99.1;101.8\",\n '1979;1980;1981;1982;1983;1984;1985;1986;1987;1988;1989;1990;1661;199299.6;99.6;99.7;99.7;99.8;99.8;99.9;99.9;100.0;100.0;100.1;100.1;100.2;100.4',\n '1949.9;1954.8;1959.9;1964.8;1969.7;1974.8;1979.7;1984.7;1989.8;1994.7;1999.7;2004.6;2009.6;2014.597.3;100.3;100.9;103.5;103.8;103.6;104.4;103.9;104.1;103.7;103.7;104.3;104.5;105.3',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;3021.1;31.0;22.2;19.1;19.1;33.1;28.0;20.1;24.0;24.0;30.2;27.1;25.1;20.1;27.1',\n 'Low-income...;Lower-middle-...;Luxembourg;Macao;Madagascar;Malawi;Malaysia;Maldives;Mali;Malta88.9;96.5;95.8;95.8;95.2;92.4;100.7;134.4;83.4;86.2',\n '0.9366;2.0;2.8;3.9;4.9;5.9;6.9;8.8;7.9;9.8;10.9;11.8;12.9;13.8;14.9;15.8;16.9;17.8;18.8;19.7;20.7;21.7;22.7;23.7;24.7;25.756.4;123.8;105.8;79.5;51.9;85.3;73.1;82.7;172.6;120.6;114.2;127.7;80.1;110.3;65.4;14.6;96.8;39.7;72.4;138.6;71.1;114.8;187.4;85.3;75.6;114.8',\n 'Australia;Australia/New Zealand;Austria;Azerbaijan;Bahamas;Bahrain;Bangladesh;Barbados;Belarus;Belgium105.5;103.5;79.9;82.5;97.0;142.9;107.5;68.1;68.1;101.5',\n '2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015104.2;104.5;79.1;85.5;94.7;72.5;83.0;90.7;82.0;107.0;106.7;90.4;107.3',\n '16;17;18;19;20;21;22;23;24;25;26;27;28;29;30529.5;539.5;420.8;522.2;529.5;510.2;506.2;466.2;480.2;482.2;514.2;484.8;526.2;420.8;466.8',\n 'Whitman;Yakima;Barbour;Berkeley;Boone;Braxton;Brooke;Cabell;Baldwin;Calhoun;Clay;Doddridge;Fayette;Gilmer;Grant35.0;61.5;49.9;64.9;40.8;25.4;83.2;64.9;35.0;73.6;84.2;63.4;50.9;25.8;35.0',\n '2002;2003;2004;2005;2006;2007;2008;2009;2010;2011;2012;2013;2014;2015100.8;96.9;95.9;97.0;97.6;99.1;100.4;101.0;101.0;101.7;102.2;102.4;103.7;103.1',\n 'Netherlands;New Caledonia;New Zealand;Niger;Nigeria;North America;North America (excl...;North Korea;North Macedonia;Norway;Oceania;Pakistan;Panama;Peru;Philippines43865.2;58963.5;39219.6;48510.8;38638.8;87998.7;64189.8;52575.8;56060.0;40961.7;68835.5;51995.1;18894.9;28766.9;45026.6',\n 'Belgium;Belize;Benin;Bhutan;Bolivia;Bosnia and Herzegovina;Botswana;Brazil;Brunei;Bulgaria6865416.4;5253171.5;3363586.2;5971017.3;3745173.7;5958301.1;4859647.2;8756350.3;7449678.2;6180823.6',\n 'Sauk;Sawyer;Shawano;Chambers;Sheboygan;Taylor;Trempealeau;Vernon;Vilas;Walworth;Washburn;Washington;Waukesha;Waupaca;Waushara54152.4;21376.2;42636.4;37321.4;55924.1;84271.0;31120.5;60353.3;9860.3;98444.5;14732.4;24919.6;76298.4;53266.5;25362.5',\n 'Jan;Feb;Mar;Apr;May;Jun;Jul;Aug;Sep;Oct;Nov;Dec43.3;46.6;43.8;44.2;40.9;43.7;44.2;44.7;44.5;45.5;48.5;47.5',\n 'Eswatini;Ethiopia;Fiji;Finland;France;French Guiana;French Polynesia;Gabon;Gambia;Georgia102.5;105.6;107.0;104.8;105.1;103.2;105.4;101.7;103.1;111.2',\n 'Hampshire;Hancock;Hardy;Harrison;Jackson;Jefferson;Kanawha;Lewis;Lincoln;Logan;McDowell;Marion;Marshall;Mason;Mercer77.9;83.2;59.0;32.6;29.0;83.2;59.7;39.1;78.5;80.1;45.1;59.3;37.0;47.3;39.5',\n 'Iceland;India;Indonesia;Iran;Iraq;Ireland;Israel;Italy;Jamaica;Japan;Jordan;Kenya;Kiribati;Kuwait;Land-locked Developing...53.8;63.0;47.3;59.0;57.4;49.4;66.5;63.7;48.2;53.1;49.8;50.5;61.6;55.5;68.2',\n 'Northern Mariana Islands;Norway;Oceania;Oman;Pakistan;Palau;Palestine;Panama;Papua New Guinea;Paraguay15.4;24.6;32.0;28.9;67.6;30.1;28.3;38.1;87.2;44.9',\n '0;2;4;6;8;100.1969;0.2613;0.3063;0.3347;0.2612;0.3139',\n \"Chile;China;Colombia;Comoros;Congo;Costa Rica;Cote d'Ivoire;Croatia;Cuba;Curacao46.9;159.2;63.5;795.9;51.0;128.0;171.7;71.8;115.5;408.9\",\n 'Patrick;Pittsylvania;Powhatan;Prince Edward;Prince George;Prince William;Pulaski;Rappahannock;Richmond;Roanoke;Rockbridge;Rockingham;Russell;Scott;Shenandoah84.1;65.2;51.1;20.5;36.4;51.1;55.2;24.1;67.0;58.2;49.4;63.5;28.2;54.1;21.1',\n 'Antigua and...;Argentina;Australia;Austria;Bahamas, The;Bangladesh;Belgium;Belize;Benin;Bermuda55.4;187.0;49.1;45.3;49.1;52.9;45.3;44.1;54.1;46.6',\n '1952.9;1955.9;1959.2;1962.0;1965.1;1968.2;1970.8;1973.9;1977.3;1980.1;1982.8;1985.8;1991.9;1988.8;1994.8;1997.9;2006.8;2009.7;2012.6;2015.9;2019.1938.9;1262.7;1392.2;1405.1;1560.5;1735.4;2085.1;2408.8;2590.1;2745.6;2635.5;2726.1;3108.2;2227.5;1968.5;2072.1;1146.1;867.7;1210.9;1210.9;1178.5',\n ...],\n 'image': [,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ,\n ...]}"},"metadata":{}}]},{"cell_type":"code","source":"train_dataset = ImageCaptioningDataset(datasets, processor)\ntrain_dataloader = DataLoader(train_dataset, shuffle=True, batch_size=256, collate_fn=collator)","metadata":{"execution":{"iopub.status.busy":"2023-05-22T10:56:11.798069Z","iopub.execute_input":"2023-05-22T10:56:11.79882Z","iopub.status.idle":"2023-05-22T10:56:11.804531Z","shell.execute_reply.started":"2023-05-22T10:56:11.798777Z","shell.execute_reply":"2023-05-22T10:56:11.803327Z"},"trusted":true},"execution_count":43,"outputs":[]},{"cell_type":"code","source":"import torch\nfrom tqdm import tqdm\nEPOCHS = 10\n\noptimizer = torch.optim.AdamW(model.parameters(), lr=1e-5)\n\ndevice = \"cuda\" if torch.cuda.is_available() else \"cpu\"\nmodel.to(device)\n\nmodel.train()\n\nfor epoch in tqdm(range(EPOCHS)):\n print(\"Epoch:\", epoch)\n for i in tqdm(range(len(train_dataset.dataset['text']))):\n rs = collator([{'text':train_dataset.__getitem__(i)['text'],'flattened_patches':train_dataset.__getitem__(i)['flattened_patches'],'attention_mask':train_dataset.__getitem__(i)['attention_mask']}])\n labels =rs[\"labels\"].to(device)\n flattened_patches = rs[\"flattened_patches\"].to(device)\n attention_mask = rs[\"attention_mask\"].to(device)\n outputs = model(flattened_patches=flattened_patches,\n attention_mask=attention_mask,\n labels=labels)\n \n loss = outputs.loss\n\n\n loss.backward()\n\n optimizer.step()\n optimizer.zero_grad()\n\n if i % 500 == 0:\n print(\"Loss:\", loss.item())\n model.eval()\n predictions = model.generate(flattened_patches=flattened_patches, attention_mask=attention_mask) \n print(\"Predictions:\", processor.batch_decode(predictions, skip_special_tokens=True))\n\n model.train()","metadata":{"scrolled":true,"trusted":true},"execution_count":null,"outputs":[{"name":"stderr","text":"\n 2%|▏ | 1390/60578 [13:13<9:06:31, 1.80it/s]\u001b[A\n 2%|▏ | 1391/60578 [13:14<9:04:17, 1.81it/s]\u001b[A\n 2%|▏ | 1392/60578 [13:14<9:03:28, 1.82it/s]\u001b[A\n 2%|▏ | 1393/60578 [13:15<9:18:54, 1.76it/s]\u001b[A\n 2%|▏ | 1394/60578 [13:16<9:26:25, 1.74it/s]\u001b[A\n 2%|▏ | 1395/60578 [13:16<9:46:00, 1.68it/s]\u001b[A\n 2%|▏ | 1396/60578 [13:17<11:03:11, 1.49it/s]\u001b[A\n 2%|▏ | 1397/60578 [13:18<10:43:59, 1.53it/s]\u001b[A\n 2%|▏ | 1398/60578 [13:18<10:22:13, 1.59it/s]\u001b[A\n 2%|▏ | 1399/60578 [13:19<10:05:06, 1.63it/s]\u001b[A\n 2%|▏ | 1400/60578 [13:19<9:51:23, 1.67it/s] \u001b[A\n 2%|▏ | 1401/60578 [13:20<9:34:47, 1.72it/s]\u001b[A\n 2%|▏ | 1402/60578 [13:21<9:24:28, 1.75it/s]\u001b[A\n 2%|▏ | 1403/60578 [13:21<9:16:20, 1.77it/s]\u001b[A\n 2%|▏ | 1404/60578 [13:22<9:11:28, 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1.80it/s]\u001b[A\n 2%|▏ | 1497/60578 [14:14<9:02:34, 1.81it/s]\u001b[A\n 2%|▏ | 1498/60578 [14:14<9:01:36, 1.82it/s]\u001b[A\n 2%|▏ | 1499/60578 [14:15<9:00:25, 1.82it/s]\u001b[A\n 2%|▏ | 1500/60578 [14:16<8:59:10, 1.83it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.28812697529792786\n","output_type":"stream"},{"name":"stderr","text":"\n 2%|▏ | 1501/60578 [14:17<12:18:19, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['2005;2006;']\n","output_type":"stream"},{"name":"stderr","text":"\n 2%|▏ | 1502/60578 [14:17<11:19:17, 1.45it/s]\u001b[A\n 2%|▏ | 1503/60578 [14:18<10:36:49, 1.55it/s]\u001b[A\n 2%|▏ | 1504/60578 [14:18<10:12:57, 1.61it/s]\u001b[A\n 2%|▏ | 1505/60578 [14:19<9:51:38, 1.66it/s] \u001b[A\n 2%|▏ | 1506/60578 [14:20<9:37:17, 1.71it/s]\u001b[A\n 2%|▏ | 1507/60578 [14:20<9:24:56, 1.74it/s]\u001b[A\n 2%|▏ | 1508/60578 [14:21<9:25:32, 1.74it/s]\u001b[A\n 2%|▏ | 1509/60578 [14:21<10:05:34, 1.63it/s]\u001b[A\n 2%|▏ | 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1895/60578 [18:00<8:59:24, 1.81it/s]\u001b[A\n 3%|▎ | 1896/60578 [18:01<9:16:05, 1.76it/s]\u001b[A\n 3%|▎ | 1897/60578 [18:02<9:15:16, 1.76it/s]\u001b[A\n 3%|▎ | 1898/60578 [18:02<9:09:23, 1.78it/s]\u001b[A\n 3%|▎ | 1899/60578 [18:03<9:07:14, 1.79it/s]\u001b[A\n 3%|▎ | 1900/60578 [18:03<9:04:55, 1.79it/s]\u001b[A\n 3%|▎ | 1901/60578 [18:04<9:03:11, 1.80it/s]\u001b[A\n 3%|▎ | 1902/60578 [18:04<9:01:40, 1.81it/s]\u001b[A\n 3%|▎ | 1903/60578 [18:05<9:00:49, 1.81it/s]\u001b[A\n 3%|▎ | 1904/60578 [18:05<8:58:36, 1.82it/s]\u001b[A\n 3%|▎ | 1905/60578 [18:06<8:57:21, 1.82it/s]\u001b[A\n 3%|▎ | 1906/60578 [18:07<8:58:34, 1.82it/s]\u001b[A\n 3%|▎ | 1907/60578 [18:07<8:57:28, 1.82it/s]\u001b[A\n 3%|▎ | 1908/60578 [18:08<8:56:32, 1.82it/s]\u001b[A\n 3%|▎ | 1909/60578 [18:08<9:02:44, 1.80it/s]\u001b[A\n 3%|▎ | 1910/60578 [18:09<9:00:59, 1.81it/s]\u001b[A\n 3%|▎ | 1911/60578 [18:09<9:20:28, 1.74it/s]\u001b[A\n 3%|▎ | 1912/60578 [18:10<10:00:48, 1.63it/s]\u001b[A\n 3%|▎ | 1913/60578 [18:11<11:17:23, 1.44it/s]\u001b[A\n 3%|▎ | 1914/60578 [18:12<10:47:24, 1.51it/s]\u001b[A\n 3%|▎ | 1915/60578 [18:12<10:12:32, 1.60it/s]\u001b[A\n 3%|▎ | 1916/60578 [18:13<9:50:07, 1.66it/s] \u001b[A\n 3%|▎ | 1917/60578 [18:13<9:36:43, 1.70it/s]\u001b[A\n 3%|▎ | 1918/60578 [18:14<9:24:54, 1.73it/s]\u001b[A\n 3%|▎ | 1919/60578 [18:14<9:16:09, 1.76it/s]\u001b[A\n 3%|▎ | 1920/60578 [18:15<9:09:27, 1.78it/s]\u001b[A\n 3%|▎ | 1921/60578 [18:15<9:05:17, 1.79it/s]\u001b[A\n 3%|▎ | 1922/60578 [18:16<9:01:58, 1.80it/s]\u001b[A\n 3%|▎ | 1923/60578 [18:17<9:01:46, 1.80it/s]\u001b[A\n 3%|▎ | 1924/60578 [18:17<9:01:40, 1.80it/s]\u001b[A\n 3%|▎ | 1925/60578 [18:18<8:59:36, 1.81it/s]\u001b[A\n 3%|▎ | 1926/60578 [18:18<8:58:02, 1.82it/s]\u001b[A\n 3%|▎ | 1927/60578 [18:19<8:56:54, 1.82it/s]\u001b[A\n 3%|▎ | 1928/60578 [18:19<9:01:41, 1.80it/s]\u001b[A\n 3%|▎ | 1929/60578 [18:20<9:00:10, 1.81it/s]\u001b[A\n 3%|▎ | 1930/60578 [18:20<8:59:36, 1.81it/s]\u001b[A\n 3%|▎ | 1931/60578 [18:21<8:57:33, 1.82it/s]\u001b[A\n 3%|▎ | 1932/60578 [18:22<9:08:12, 1.78it/s]\u001b[A\n 3%|▎ | 1933/60578 [18:22<9:07:32, 1.79it/s]\u001b[A\n 3%|▎ | 1934/60578 [18:23<9:24:09, 1.73it/s]\u001b[A\n 3%|▎ | 1935/60578 [18:23<9:17:26, 1.75it/s]\u001b[A\n 3%|▎ | 1936/60578 [18:24<9:11:44, 1.77it/s]\u001b[A\n 3%|▎ | 1937/60578 [18:24<9:11:56, 1.77it/s]\u001b[A\n 3%|▎ | 1938/60578 [18:25<9:07:10, 1.79it/s]\u001b[A\n 3%|▎ | 1939/60578 [18:25<9:04:35, 1.79it/s]\u001b[A\n 3%|▎ | 1940/60578 [18:26<9:02:25, 1.80it/s]\u001b[A\n 3%|▎ | 1941/60578 [18:27<9:11:25, 1.77it/s]\u001b[A\n 3%|▎ | 1942/60578 [18:27<9:06:02, 1.79it/s]\u001b[A\n 3%|▎ | 1943/60578 [18:28<9:04:52, 1.79it/s]\u001b[A\n 3%|▎ | 1944/60578 [18:28<9:02:02, 1.80it/s]\u001b[A\n 3%|▎ | 1945/60578 [18:29<9:01:55, 1.80it/s]\u001b[A\n 3%|▎ | 1946/60578 [18:29<9:00:39, 1.81it/s]\u001b[A\n 3%|▎ | 1947/60578 [18:30<9:09:17, 1.78it/s]\u001b[A\n 3%|▎ | 1948/60578 [18:31<9:05:59, 1.79it/s]\u001b[A\n 3%|▎ | 1949/60578 [18:31<9:02:32, 1.80it/s]\u001b[A\n 3%|▎ | 1950/60578 [18:32<8:59:43, 1.81it/s]\u001b[A\n 3%|▎ | 1951/60578 [18:32<8:59:43, 1.81it/s]\u001b[A\n 3%|▎ | 1952/60578 [18:33<8:58:42, 1.81it/s]\u001b[A\n 3%|▎ | 1953/60578 [18:33<9:00:30, 1.81it/s]\u001b[A\n 3%|▎ | 1954/60578 [18:34<9:14:52, 1.76it/s]\u001b[A\n 3%|▎ | 1955/60578 [18:34<9:08:05, 1.78it/s]\u001b[A\n 3%|▎ | 1956/60578 [18:35<9:04:31, 1.79it/s]\u001b[A\n 3%|▎ | 1957/60578 [18:36<9:03:39, 1.80it/s]\u001b[A\n 3%|▎ | 1958/60578 [18:36<9:16:06, 1.76it/s]\u001b[A\n 3%|▎ | 1959/60578 [18:37<9:20:00, 1.74it/s]\u001b[A\n 3%|▎ | 1960/60578 [18:37<9:14:13, 1.76it/s]\u001b[A\n 3%|▎ | 1961/60578 [18:38<9:09:14, 1.78it/s]\u001b[A\n 3%|▎ | 1962/60578 [18:38<9:04:45, 1.79it/s]\u001b[A\n 3%|▎ | 1963/60578 [18:39<9:02:21, 1.80it/s]\u001b[A\n 3%|▎ | 1964/60578 [18:39<9:06:52, 1.79it/s]\u001b[A\n 3%|▎ | 1965/60578 [18:40<9:04:22, 1.79it/s]\u001b[A\n 3%|▎ | 1966/60578 [18:41<9:02:38, 1.80it/s]\u001b[A\n 3%|▎ | 1967/60578 [18:41<9:01:38, 1.80it/s]\u001b[A\n 3%|▎ | 1968/60578 [18:42<9:02:45, 1.80it/s]\u001b[A\n 3%|▎ | 1969/60578 [18:42<9:28:14, 1.72it/s]\u001b[A\n 3%|▎ | 1970/60578 [18:43<11:18:51, 1.44it/s]\u001b[A\n 3%|▎ | 1971/60578 [18:44<10:43:59, 1.52it/s]\u001b[A\n 3%|▎ | 1972/60578 [18:44<10:16:51, 1.58it/s]\u001b[A\n 3%|▎ | 1973/60578 [18:45<10:07:02, 1.61it/s]\u001b[A\n 3%|▎ | 1974/60578 [18:46<9:47:02, 1.66it/s] \u001b[A\n 3%|▎ | 1975/60578 [18:46<9:41:55, 1.68it/s]\u001b[A\n 3%|▎ | 1976/60578 [18:47<9:26:42, 1.72it/s]\u001b[A\n 3%|▎ | 1977/60578 [18:47<9:22:20, 1.74it/s]\u001b[A\n 3%|▎ | 1978/60578 [18:48<9:13:55, 1.76it/s]\u001b[A\n 3%|▎ | 1979/60578 [18:48<9:08:45, 1.78it/s]\u001b[A\n 3%|▎ | 1980/60578 [18:49<9:05:45, 1.79it/s]\u001b[A\n 3%|▎ | 1981/60578 [18:49<9:01:59, 1.80it/s]\u001b[A\n 3%|▎ | 1982/60578 [18:50<8:59:57, 1.81it/s]\u001b[A\n 3%|▎ | 1983/60578 [18:51<8:58:50, 1.81it/s]\u001b[A\n 3%|▎ | 1984/60578 [18:51<8:57:31, 1.82it/s]\u001b[A\n 3%|▎ | 1985/60578 [18:52<8:57:59, 1.82it/s]\u001b[A\n 3%|▎ | 1986/60578 [18:52<8:58:10, 1.81it/s]\u001b[A\n 3%|▎ | 1987/60578 [18:53<8:57:31, 1.82it/s]\u001b[A\n 3%|▎ | 1988/60578 [18:53<8:56:20, 1.82it/s]\u001b[A\n 3%|▎ | 1989/60578 [18:54<8:56:53, 1.82it/s]\u001b[A\n 3%|▎ | 1990/60578 [18:54<8:54:55, 1.83it/s]\u001b[A\n 3%|▎ | 1991/60578 [18:55<8:55:26, 1.82it/s]\u001b[A\n 3%|▎ | 1992/60578 [18:56<8:59:55, 1.81it/s]\u001b[A\n 3%|▎ | 1993/60578 [18:56<9:14:50, 1.76it/s]\u001b[A\n 3%|▎ | 1994/60578 [18:57<9:10:50, 1.77it/s]\u001b[A\n 3%|▎ | 1995/60578 [18:57<9:08:32, 1.78it/s]\u001b[A\n 3%|▎ | 1996/60578 [18:58<9:04:06, 1.79it/s]\u001b[A\n 3%|▎ | 1997/60578 [18:58<9:01:13, 1.80it/s]\u001b[A\n 3%|▎ | 1998/60578 [18:59<8:59:19, 1.81it/s]\u001b[A\n 3%|▎ | 1999/60578 [18:59<8:59:37, 1.81it/s]\u001b[A\n 3%|▎ | 2000/60578 [19:00<9:04:58, 1.79it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.46521806716918945\n","output_type":"stream"},{"name":"stderr","text":"\n 3%|▎ | 2001/60578 [19:01<12:14:24, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['United States;United States;United States;United']\n","output_type":"stream"},{"name":"stderr","text":"\n 3%|▎ | 2002/60578 [19:02<11:17:04, 1.44it/s]\u001b[A\n 3%|▎ | 2003/60578 [19:02<10:33:47, 1.54it/s]\u001b[A\n 3%|▎ | 2004/60578 [19:03<10:03:40, 1.62it/s]\u001b[A\n 3%|▎ | 2005/60578 [19:03<9:42:30, 1.68it/s] \u001b[A\n 3%|▎ | 2006/60578 [19:04<9:27:57, 1.72it/s]\u001b[A\n 3%|▎ | 2007/60578 [19:04<9:17:13, 1.75it/s]\u001b[A\n 3%|▎ | 2008/60578 [19:05<9:10:03, 1.77it/s]\u001b[A\n 3%|▎ | 2009/60578 [19:06<9:05:37, 1.79it/s]\u001b[A\n 3%|▎ | 2010/60578 [19:06<9:17:00, 1.75it/s]\u001b[A\n 3%|▎ | 2011/60578 [19:07<9:25:43, 1.73it/s]\u001b[A\n 3%|▎ | 2012/60578 [19:07<9:23:44, 1.73it/s]\u001b[A\n 3%|▎ | 2013/60578 [19:08<9:14:00, 1.76it/s]\u001b[A\n 3%|▎ | 2014/60578 [19:08<9:10:07, 1.77it/s]\u001b[A\n 3%|▎ | 2015/60578 [19:09<9:05:24, 1.79it/s]\u001b[A\n 3%|▎ | 2016/60578 [19:10<9:04:02, 1.79it/s]\u001b[A\n 3%|▎ | 2017/60578 [19:10<9:09:50, 1.78it/s]\u001b[A\n 3%|▎ | 2018/60578 [19:11<9:10:57, 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1.79it/s]\u001b[A\n 5%|▍ | 2989/60578 [28:20<8:53:00, 1.80it/s]\u001b[A\n 5%|▍ | 2990/60578 [28:20<8:51:07, 1.81it/s]\u001b[A\n 5%|▍ | 2991/60578 [28:21<8:52:42, 1.80it/s]\u001b[A\n 5%|▍ | 2992/60578 [28:21<8:52:30, 1.80it/s]\u001b[A\n 5%|▍ | 2993/60578 [28:22<8:51:21, 1.81it/s]\u001b[A\n 5%|▍ | 2994/60578 [28:23<8:53:43, 1.80it/s]\u001b[A\n 5%|▍ | 2995/60578 [28:23<8:51:57, 1.80it/s]\u001b[A\n 5%|▍ | 2996/60578 [28:24<8:50:22, 1.81it/s]\u001b[A\n 5%|▍ | 2997/60578 [28:24<8:50:02, 1.81it/s]\u001b[A\n 5%|▍ | 2998/60578 [28:25<8:49:12, 1.81it/s]\u001b[A\n 5%|▍ | 2999/60578 [28:25<8:50:23, 1.81it/s]\u001b[A\n 5%|▍ | 3000/60578 [28:26<8:49:03, 1.81it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.12430337816476822\n","output_type":"stream"},{"name":"stderr","text":"\n 5%|▍ | 3001/60578 [28:27<12:16:12, 1.30it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Jan;Feb;Mar;Apr;J']\n","output_type":"stream"},{"name":"stderr","text":"\n 5%|▍ | 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1.81it/s]\u001b[A\n 6%|▌ | 3498/60578 [33:10<8:42:13, 1.82it/s]\u001b[A\n 6%|▌ | 3499/60578 [33:10<8:41:37, 1.82it/s]\u001b[A\n 6%|▌ | 3500/60578 [33:11<8:47:15, 1.80it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.13142122328281403\n","output_type":"stream"},{"name":"stderr","text":"\n 6%|▌ | 3501/60578 [33:12<11:49:57, 1.34it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['1;2;3;4;5;']\n","output_type":"stream"},{"name":"stderr","text":"\n 6%|▌ | 3502/60578 [33:12<10:59:24, 1.44it/s]\u001b[A\n 6%|▌ | 3503/60578 [33:13<10:16:46, 1.54it/s]\u001b[A\n 6%|▌ | 3504/60578 [33:14<9:51:30, 1.61it/s] \u001b[A\n 6%|▌ | 3505/60578 [33:14<9:38:16, 1.64it/s]\u001b[A\n 6%|▌ | 3506/60578 [33:15<9:20:58, 1.70it/s]\u001b[A\n 6%|▌ | 3507/60578 [33:15<9:09:24, 1.73it/s]\u001b[A\n 6%|▌ | 3508/60578 [33:16<9:00:27, 1.76it/s]\u001b[A\n 6%|▌ | 3509/60578 [33:16<8:54:14, 1.78it/s]\u001b[A\n 6%|▌ | 3510/60578 [33:17<8:55:29, 1.78it/s]\u001b[A\n 6%|▌ | 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[37:49<8:55:32, 1.76it/s]\u001b[A\n 7%|▋ | 3989/60578 [37:50<8:55:12, 1.76it/s]\u001b[A\n 7%|▋ | 3990/60578 [37:50<8:49:42, 1.78it/s]\u001b[A\n 7%|▋ | 3991/60578 [37:51<8:46:30, 1.79it/s]\u001b[A\n 7%|▋ | 3992/60578 [37:51<8:42:51, 1.80it/s]\u001b[A\n 7%|▋ | 3993/60578 [37:52<8:40:08, 1.81it/s]\u001b[A\n 7%|▋ | 3994/60578 [37:53<8:37:55, 1.82it/s]\u001b[A\n 7%|▋ | 3995/60578 [37:53<8:37:15, 1.82it/s]\u001b[A\n 7%|▋ | 3996/60578 [37:54<8:36:27, 1.83it/s]\u001b[A\n 7%|▋ | 3997/60578 [37:54<8:37:52, 1.82it/s]\u001b[A\n 7%|▋ | 3998/60578 [37:55<8:37:58, 1.82it/s]\u001b[A\n 7%|▋ | 3999/60578 [37:55<8:37:19, 1.82it/s]\u001b[A\n 7%|▋ | 4000/60578 [37:56<8:40:44, 1.81it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.4498305916786194\n","output_type":"stream"},{"name":"stderr","text":"\n 7%|▋ | 4001/60578 [37:57<11:43:57, 1.34it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Liqueperia;Morocco;']\n","output_type":"stream"},{"name":"stderr","text":"\n 7%|▋ | 4002/60578 [37:58<10:52:36, 1.44it/s]\u001b[A\n 7%|▋ | 4003/60578 [37:58<10:11:21, 1.54it/s]\u001b[A\n 7%|▋ | 4004/60578 [37:59<9:44:11, 1.61it/s] \u001b[A\n 7%|▋ | 4005/60578 [37:59<9:28:21, 1.66it/s]\u001b[A\n 7%|▋ | 4006/60578 [38:00<9:28:08, 1.66it/s]\u001b[A\n 7%|▋ | 4007/60578 [38:00<9:12:48, 1.71it/s]\u001b[A\n 7%|▋ | 4008/60578 [38:01<9:01:05, 1.74it/s]\u001b[A\n 7%|▋ | 4009/60578 [38:02<8:59:49, 1.75it/s]\u001b[A\n 7%|▋ | 4010/60578 [38:02<8:51:20, 1.77it/s]\u001b[A\n 7%|▋ | 4011/60578 [38:03<8:46:23, 1.79it/s]\u001b[A\n 7%|▋ | 4012/60578 [38:03<8:43:08, 1.80it/s]\u001b[A\n 7%|▋ | 4013/60578 [38:04<8:40:47, 1.81it/s]\u001b[A\n 7%|▋ | 4014/60578 [38:04<8:40:27, 1.81it/s]\u001b[A\n 7%|▋ | 4015/60578 [38:05<8:38:23, 1.82it/s]\u001b[A\n 7%|▋ | 4016/60578 [38:05<8:37:28, 1.82it/s]\u001b[A\n 7%|▋ | 4017/60578 [38:06<8:37:11, 1.82it/s]\u001b[A\n 7%|▋ | 4018/60578 [38:06<8:36:19, 1.83it/s]\u001b[A\n 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[42:39<8:59:05, 1.73it/s]\u001b[A\n 7%|▋ | 4498/60578 [42:39<8:53:19, 1.75it/s]\u001b[A\n 7%|▋ | 4499/60578 [42:40<8:47:37, 1.77it/s]\u001b[A\n 7%|▋ | 4500/60578 [42:40<8:42:30, 1.79it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.5397760272026062\n","output_type":"stream"},{"name":"stderr","text":"\n 7%|▋ | 4501/60578 [42:42<11:48:15, 1.32it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Kazakhstan;Kazakhstan;']\n","output_type":"stream"},{"name":"stderr","text":"\n 7%|▋ | 4502/60578 [42:42<10:50:25, 1.44it/s]\u001b[A\n 7%|▋ | 4503/60578 [42:43<10:10:37, 1.53it/s]\u001b[A\n 7%|▋ | 4504/60578 [42:43<9:47:16, 1.59it/s] \u001b[A\n 7%|▋ | 4505/60578 [42:44<9:24:45, 1.65it/s]\u001b[A\n 7%|▋ | 4506/60578 [42:44<9:18:59, 1.67it/s]\u001b[A\n 7%|▋ | 4507/60578 [42:45<9:04:57, 1.71it/s]\u001b[A\n 7%|▋ | 4508/60578 [42:46<9:00:46, 1.73it/s]\u001b[A\n 7%|▋ | 4509/60578 [42:46<8:57:33, 1.74it/s]\u001b[A\n 7%|▋ | 4510/60578 [42:47<8:50:12, 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4989/60578 [47:19<8:29:31, 1.82it/s]\u001b[A\n 8%|▊ | 4990/60578 [47:20<8:28:30, 1.82it/s]\u001b[A\n 8%|▊ | 4991/60578 [47:20<8:35:26, 1.80it/s]\u001b[A\n 8%|▊ | 4992/60578 [47:21<8:48:42, 1.75it/s]\u001b[A\n 8%|▊ | 4993/60578 [47:22<8:43:02, 1.77it/s]\u001b[A\n 8%|▊ | 4994/60578 [47:22<8:43:20, 1.77it/s]\u001b[A\n 8%|▊ | 4995/60578 [47:23<8:38:24, 1.79it/s]\u001b[A\n 8%|▊ | 4996/60578 [47:23<8:34:33, 1.80it/s]\u001b[A\n 8%|▊ | 4997/60578 [47:24<8:38:51, 1.79it/s]\u001b[A\n 8%|▊ | 4998/60578 [47:24<8:34:35, 1.80it/s]\u001b[A\n 8%|▊ | 4999/60578 [47:25<8:31:52, 1.81it/s]\u001b[A\n 8%|▊ | 5000/60578 [47:26<9:01:47, 1.71it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.3430600166320801\n","output_type":"stream"},{"name":"stderr","text":"\n 8%|▊ | 5001/60578 [47:27<14:09:30, 1.09it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Cuba;Cuba;Cuba;C']\n","output_type":"stream"},{"name":"stderr","text":"\n 8%|▊ | 5002/60578 [47:28<12:27:18, 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0.16510654985904694\n","output_type":"stream"},{"name":"stderr","text":"\n 9%|▉ | 5501/60578 [52:11<11:29:42, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Grenada;Guadeloupe;Gu']\n","output_type":"stream"},{"name":"stderr","text":"\n 9%|▉ | 5502/60578 [52:11<10:37:48, 1.44it/s]\u001b[A\n 9%|▉ | 5503/60578 [52:12<9:55:55, 1.54it/s] \u001b[A\n 9%|▉ | 5504/60578 [52:12<9:28:55, 1.61it/s]\u001b[A\n 9%|▉ | 5505/60578 [52:13<9:10:26, 1.67it/s]\u001b[A\n 9%|▉ | 5506/60578 [52:13<8:55:48, 1.71it/s]\u001b[A\n 9%|▉ | 5507/60578 [52:14<8:46:44, 1.74it/s]\u001b[A\n 9%|▉ | 5508/60578 [52:14<8:39:59, 1.77it/s]\u001b[A\n 9%|▉ | 5509/60578 [52:15<8:35:00, 1.78it/s]\u001b[A\n 9%|▉ | 5510/60578 [52:16<8:30:58, 1.80it/s]\u001b[A\n 9%|▉ | 5511/60578 [52:16<8:35:17, 1.78it/s]\u001b[A\n 9%|▉ | 5512/60578 [52:17<8:30:54, 1.80it/s]\u001b[A\n 9%|▉ | 5513/60578 [52:17<8:37:39, 1.77it/s]\u001b[A\n 9%|▉ | 5514/60578 [52:18<8:54:19, 1.72it/s]\u001b[A\n 9%|▉ | 5515/60578 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['Curacao;Cyprus;C']\n","output_type":"stream"},{"name":"stderr","text":"\n 10%|▉ | 6002/60578 [56:56<10:30:51, 1.44it/s]\u001b[A\n 10%|▉ | 6003/60578 [56:56<9:50:30, 1.54it/s] \u001b[A\n 10%|▉ | 6004/60578 [56:57<9:28:12, 1.60it/s]\u001b[A\n 10%|▉ | 6005/60578 [56:57<9:10:24, 1.65it/s]\u001b[A\n 10%|▉ | 6006/60578 [56:58<8:55:36, 1.70it/s]\u001b[A\n 10%|▉ | 6007/60578 [56:58<8:42:28, 1.74it/s]\u001b[A\n 10%|▉ | 6008/60578 [56:59<8:36:50, 1.76it/s]\u001b[A\n 10%|▉ | 6009/60578 [56:59<8:32:42, 1.77it/s]\u001b[A\n 10%|▉ | 6010/60578 [57:00<8:27:31, 1.79it/s]\u001b[A\n 10%|▉ | 6011/60578 [57:00<8:24:38, 1.80it/s]\u001b[A\n 10%|▉ | 6012/60578 [57:01<8:23:23, 1.81it/s]\u001b[A\n 10%|▉ | 6013/60578 [57:02<8:23:06, 1.81it/s]\u001b[A\n 10%|▉ | 6014/60578 [57:02<8:23:10, 1.81it/s]\u001b[A\n 10%|▉ | 6015/60578 [57:03<8:21:14, 1.81it/s]\u001b[A\n 10%|▉ | 6016/60578 [57:03<8:19:20, 1.82it/s]\u001b[A\n 10%|▉ | 6017/60578 [57:04<8:48:24, 1.72it/s]\u001b[A\n 10%|▉ | 6018/60578 [57:04<8:40:51, 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1.77it/s]\u001b[A\n 11%|█ | 6500/60578 [1:01:38<8:24:07, 1.79it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.0993633046746254\n","output_type":"stream"},{"name":"stderr","text":"\n 11%|█ | 6501/60578 [1:01:39<11:46:16, 1.28it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['1;2;3;4;5;']\n","output_type":"stream"},{"name":"stderr","text":"\n 11%|█ | 6502/60578 [1:01:40<10:41:26, 1.41it/s]\u001b[A\n 11%|█ | 6503/60578 [1:01:40<9:57:05, 1.51it/s] \u001b[A\n 11%|█ | 6504/60578 [1:01:41<9:35:11, 1.57it/s]\u001b[A\n 11%|█ | 6505/60578 [1:01:41<9:10:27, 1.64it/s]\u001b[A\n 11%|█ | 6506/60578 [1:01:42<8:52:35, 1.69it/s]\u001b[A\n 11%|█ | 6507/60578 [1:01:42<8:46:58, 1.71it/s]\u001b[A\n 11%|█ | 6508/60578 [1:01:43<8:37:30, 1.74it/s]\u001b[A\n 11%|█ | 6509/60578 [1:01:43<8:31:51, 1.76it/s]\u001b[A\n 11%|█ | 6510/60578 [1:01:44<8:26:02, 1.78it/s]\u001b[A\n 11%|█ | 6511/60578 [1:01:44<8:22:39, 1.79it/s]\u001b[A\n 11%|█ | 6512/60578 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[1:06:10<8:13:55, 1.81it/s]\u001b[A\n 12%|█▏ | 6981/60578 [1:06:10<8:12:13, 1.81it/s]\u001b[A\n 12%|█▏ | 6982/60578 [1:06:11<8:11:29, 1.82it/s]\u001b[A\n 12%|█▏ | 6983/60578 [1:06:11<8:15:45, 1.80it/s]\u001b[A\n 12%|█▏ | 6984/60578 [1:06:12<8:14:22, 1.81it/s]\u001b[A\n 12%|█▏ | 6985/60578 [1:06:12<8:13:57, 1.81it/s]\u001b[A\n 12%|█▏ | 6986/60578 [1:06:13<8:11:49, 1.82it/s]\u001b[A\n 12%|█▏ | 6987/60578 [1:06:13<8:16:05, 1.80it/s]\u001b[A\n 12%|█▏ | 6988/60578 [1:06:14<8:26:00, 1.77it/s]\u001b[A\n 12%|█▏ | 6989/60578 [1:06:15<8:26:14, 1.76it/s]\u001b[A\n 12%|█▏ | 6990/60578 [1:06:15<8:25:14, 1.77it/s]\u001b[A\n 12%|█▏ | 6991/60578 [1:06:16<8:20:25, 1.78it/s]\u001b[A\n 12%|█▏ | 6992/60578 [1:06:16<8:17:08, 1.80it/s]\u001b[A\n 12%|█▏ | 6993/60578 [1:06:17<8:15:45, 1.80it/s]\u001b[A\n 12%|█▏ | 6994/60578 [1:06:17<8:13:37, 1.81it/s]\u001b[A\n 12%|█▏ | 6995/60578 [1:06:18<8:11:18, 1.82it/s]\u001b[A\n 12%|█▏ | 6996/60578 [1:06:18<8:11:29, 1.82it/s]\u001b[A\n 12%|█▏ | 6997/60578 [1:06:19<8:18:43, 1.79it/s]\u001b[A\n 12%|█▏ | 6998/60578 [1:06:20<8:22:31, 1.78it/s]\u001b[A\n 12%|█▏ | 6999/60578 [1:06:20<8:17:15, 1.80it/s]\u001b[A\n 12%|█▏ | 7000/60578 [1:06:21<8:15:06, 1.80it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.2185247838497162\n","output_type":"stream"},{"name":"stderr","text":"\n 12%|█▏ | 7001/60578 [1:06:22<11:11:19, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['United Arab Emirates;United Kingdom;Vanuatu']\n","output_type":"stream"},{"name":"stderr","text":"\n 12%|█▏ | 7002/60578 [1:06:22<10:20:40, 1.44it/s]\u001b[A\n 12%|█▏ | 7003/60578 [1:06:23<9:44:57, 1.53it/s] \u001b[A\n 12%|█▏ | 7004/60578 [1:06:24<9:17:21, 1.60it/s]\u001b[A\n 12%|█▏ | 7005/60578 [1:06:24<8:57:46, 1.66it/s]\u001b[A\n 12%|█▏ | 7006/60578 [1:06:25<9:19:24, 1.60it/s]\u001b[A\n 12%|█▏ | 7007/60578 [1:06:25<8:59:43, 1.65it/s]\u001b[A\n 12%|█▏ | 7008/60578 [1:06:26<9:07:21, 1.63it/s]\u001b[A\n 12%|█▏ | 7009/60578 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[1:10:47<9:27:33, 1.56it/s]\u001b[A\n 12%|█▏ | 7469/60578 [1:10:48<9:38:23, 1.53it/s]\u001b[A\n 12%|█▏ | 7470/60578 [1:10:48<9:21:10, 1.58it/s]\u001b[A\n 12%|█▏ | 7471/60578 [1:10:49<9:14:54, 1.60it/s]\u001b[A\n 12%|█▏ | 7472/60578 [1:10:50<8:53:56, 1.66it/s]\u001b[A\n 12%|█▏ | 7473/60578 [1:10:50<8:39:20, 1.70it/s]\u001b[A\n 12%|█▏ | 7474/60578 [1:10:51<8:27:40, 1.74it/s]\u001b[A\n 12%|█▏ | 7475/60578 [1:10:51<8:20:25, 1.77it/s]\u001b[A\n 12%|█▏ | 7476/60578 [1:10:52<8:15:27, 1.79it/s]\u001b[A\n 12%|█▏ | 7477/60578 [1:10:52<8:11:10, 1.80it/s]\u001b[A\n 12%|█▏ | 7478/60578 [1:10:53<8:10:02, 1.81it/s]\u001b[A\n 12%|█▏ | 7479/60578 [1:10:53<8:07:36, 1.81it/s]\u001b[A\n 12%|█▏ | 7480/60578 [1:10:54<8:05:27, 1.82it/s]\u001b[A\n 12%|█▏ | 7481/60578 [1:10:54<8:04:28, 1.83it/s]\u001b[A\n 12%|█▏ | 7482/60578 [1:10:55<8:04:03, 1.83it/s]\u001b[A\n 12%|█▏ | 7483/60578 [1:10:56<8:03:15, 1.83it/s]\u001b[A\n 12%|█▏ | 7484/60578 [1:10:56<8:03:24, 1.83it/s]\u001b[A\n 12%|█▏ | 7485/60578 [1:10:57<8:06:36, 1.82it/s]\u001b[A\n 12%|█▏ | 7486/60578 [1:10:57<8:08:59, 1.81it/s]\u001b[A\n 12%|█▏ | 7487/60578 [1:10:58<8:06:43, 1.82it/s]\u001b[A\n 12%|█▏ | 7488/60578 [1:10:58<8:07:13, 1.82it/s]\u001b[A\n 12%|█▏ | 7489/60578 [1:10:59<8:06:10, 1.82it/s]\u001b[A\n 12%|█▏ | 7490/60578 [1:10:59<8:15:48, 1.78it/s]\u001b[A\n 12%|█▏ | 7491/60578 [1:11:00<8:24:55, 1.75it/s]\u001b[A\n 12%|█▏ | 7492/60578 [1:11:01<8:27:57, 1.74it/s]\u001b[A\n 12%|█▏ | 7493/60578 [1:11:01<8:19:59, 1.77it/s]\u001b[A\n 12%|█▏ | 7494/60578 [1:11:02<8:20:11, 1.77it/s]\u001b[A\n 12%|█▏ | 7495/60578 [1:11:02<8:14:34, 1.79it/s]\u001b[A\n 12%|█▏ | 7496/60578 [1:11:03<8:11:37, 1.80it/s]\u001b[A\n 12%|█▏ | 7497/60578 [1:11:03<8:09:29, 1.81it/s]\u001b[A\n 12%|█▏ | 7498/60578 [1:11:04<8:08:02, 1.81it/s]\u001b[A\n 12%|█▏ | 7499/60578 [1:11:04<8:06:41, 1.82it/s]\u001b[A\n 12%|█▏ | 7500/60578 [1:11:05<8:05:57, 1.82it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.03973662853240967\n","output_type":"stream"},{"name":"stderr","text":"\n 12%|█▏ | 7501/60578 [1:11:06<11:04:41, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['0;1;2;3;4;5;']\n","output_type":"stream"},{"name":"stderr","text":"\n 12%|█▏ | 7502/60578 [1:11:07<10:13:10, 1.44it/s]\u001b[A\n 12%|█▏ | 7503/60578 [1:11:07<9:34:21, 1.54it/s] \u001b[A\n 12%|█▏ | 7504/60578 [1:11:08<9:06:14, 1.62it/s]\u001b[A\n 12%|█▏ | 7505/60578 [1:11:08<8:49:35, 1.67it/s]\u001b[A\n 12%|█▏ | 7506/60578 [1:11:09<8:35:26, 1.72it/s]\u001b[A\n 12%|█▏ | 7507/60578 [1:11:09<8:25:10, 1.75it/s]\u001b[A\n 12%|█▏ | 7508/60578 [1:11:10<8:18:06, 1.78it/s]\u001b[A\n 12%|█▏ | 7509/60578 [1:11:11<8:15:03, 1.79it/s]\u001b[A\n 12%|█▏ | 7510/60578 [1:11:11<8:26:08, 1.75it/s]\u001b[A\n 12%|█▏ | 7511/60578 [1:11:12<8:23:02, 1.76it/s]\u001b[A\n 12%|█▏ | 7512/60578 [1:11:12<8:16:52, 1.78it/s]\u001b[A\n 12%|█▏ | 7513/60578 [1:11:13<8:12:11, 1.80it/s]\u001b[A\n 12%|█▏ | 7514/60578 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[1:15:43<8:46:20, 1.67it/s]\u001b[A\n 13%|█▎ | 7991/60578 [1:15:43<8:32:06, 1.71it/s]\u001b[A\n 13%|█▎ | 7992/60578 [1:15:44<8:22:22, 1.74it/s]\u001b[A\n 13%|█▎ | 7993/60578 [1:15:44<8:14:58, 1.77it/s]\u001b[A\n 13%|█▎ | 7994/60578 [1:15:45<8:11:50, 1.78it/s]\u001b[A\n 13%|█▎ | 7995/60578 [1:15:45<8:12:24, 1.78it/s]\u001b[A\n 13%|█▎ | 7996/60578 [1:15:46<8:18:42, 1.76it/s]\u001b[A\n 13%|█▎ | 7997/60578 [1:15:47<8:18:02, 1.76it/s]\u001b[A\n 13%|█▎ | 7998/60578 [1:15:47<8:12:31, 1.78it/s]\u001b[A\n 13%|█▎ | 7999/60578 [1:15:48<8:08:32, 1.79it/s]\u001b[A\n 13%|█▎ | 8000/60578 [1:15:48<8:05:46, 1.80it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.3184124231338501\n","output_type":"stream"},{"name":"stderr","text":"\n 13%|█▎ | 8001/60578 [1:15:49<10:54:42, 1.34it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Sierra;Sierra;Solomon;']\n","output_type":"stream"},{"name":"stderr","text":"\n 13%|█▎ | 8002/60578 [1:15:50<10:07:18, 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1.82it/s]\u001b[A\n 14%|█▍ | 8496/60578 [1:20:29<7:55:47, 1.82it/s]\u001b[A\n 14%|█▍ | 8497/60578 [1:20:30<7:57:15, 1.82it/s]\u001b[A\n 14%|█▍ | 8498/60578 [1:20:30<8:00:17, 1.81it/s]\u001b[A\n 14%|█▍ | 8499/60578 [1:20:31<7:58:58, 1.81it/s]\u001b[A\n 14%|█▍ | 8500/60578 [1:20:31<8:02:39, 1.80it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.026835152879357338\n","output_type":"stream"},{"name":"stderr","text":"\n 14%|█▍ | 8501/60578 [1:20:33<11:09:07, 1.30it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['0;2;4;6;8;10']\n","output_type":"stream"},{"name":"stderr","text":"\n 14%|█▍ | 8502/60578 [1:20:33<10:15:06, 1.41it/s]\u001b[A\n 14%|█▍ | 8503/60578 [1:20:34<9:39:11, 1.50it/s] \u001b[A\n 14%|█▍ | 8504/60578 [1:20:35<10:17:14, 1.41it/s]\u001b[A\n 14%|█▍ | 8505/60578 [1:20:35<10:14:04, 1.41it/s]\u001b[A\n 14%|█▍ | 8506/60578 [1:20:36<10:10:53, 1.42it/s]\u001b[A\n 14%|█▍ | 8507/60578 [1:20:36<9:36:04, 1.51it/s] \u001b[A\n 14%|█▍ | 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1.77it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.28468573093414307\n","output_type":"stream"},{"name":"stderr","text":"\n 15%|█▍ | 9001/60578 [1:25:17<10:53:49, 1.31it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['United Kingdom;United States...;United States...;United']\n","output_type":"stream"},{"name":"stderr","text":"\n 15%|█▍ | 9002/60578 [1:25:17<9:58:48, 1.44it/s] \u001b[A\n 15%|█▍ | 9003/60578 [1:25:18<9:34:33, 1.50it/s]\u001b[A\n 15%|█▍ | 9004/60578 [1:25:18<9:04:43, 1.58it/s]\u001b[A\n 15%|█▍ | 9005/60578 [1:25:19<8:42:47, 1.64it/s]\u001b[A\n 15%|█▍ | 9006/60578 [1:25:19<8:29:27, 1.69it/s]\u001b[A\n 15%|█▍ | 9007/60578 [1:25:20<8:18:40, 1.72it/s]\u001b[A\n 15%|█▍ | 9008/60578 [1:25:20<8:11:30, 1.75it/s]\u001b[A\n 15%|█▍ | 9009/60578 [1:25:21<9:14:33, 1.55it/s]\u001b[A\n 15%|█▍ | 9010/60578 [1:25:22<8:50:56, 1.62it/s]\u001b[A\n 15%|█▍ | 9011/60578 [1:25:22<8:32:37, 1.68it/s]\u001b[A\n 15%|█▍ | 9012/60578 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[1:29:43<7:55:50, 1.79it/s]\u001b[A\n 16%|█▌ | 9472/60578 [1:29:44<7:51:53, 1.81it/s]\u001b[A\n 16%|█▌ | 9473/60578 [1:29:44<7:51:23, 1.81it/s]\u001b[A\n 16%|█▌ | 9474/60578 [1:29:45<7:50:45, 1.81it/s]\u001b[A\n 16%|█▌ | 9475/60578 [1:29:46<7:53:16, 1.80it/s]\u001b[A\n 16%|█▌ | 9476/60578 [1:29:46<7:51:39, 1.81it/s]\u001b[A\n 16%|█▌ | 9477/60578 [1:29:47<7:49:57, 1.81it/s]\u001b[A\n 16%|█▌ | 9478/60578 [1:29:47<7:50:03, 1.81it/s]\u001b[A\n 16%|█▌ | 9479/60578 [1:29:48<7:49:06, 1.82it/s]\u001b[A\n 16%|█▌ | 9480/60578 [1:29:48<7:52:41, 1.80it/s]\u001b[A\n 16%|█▌ | 9481/60578 [1:29:49<9:15:18, 1.53it/s]\u001b[A\n 16%|█▌ | 9482/60578 [1:29:50<10:09:37, 1.40it/s]\u001b[A\n 16%|█▌ | 9483/60578 [1:29:51<9:32:37, 1.49it/s] \u001b[A\n 16%|█▌ | 9484/60578 [1:29:51<9:00:11, 1.58it/s]\u001b[A\n 16%|█▌ | 9485/60578 [1:29:52<8:37:46, 1.64it/s]\u001b[A\n 16%|█▌ | 9486/60578 [1:29:52<8:31:40, 1.66it/s]\u001b[A\n 16%|█▌ | 9487/60578 [1:29:53<8:25:57, 1.68it/s]\u001b[A\n 16%|█▌ | 9488/60578 [1:29:53<8:13:48, 1.72it/s]\u001b[A\n 16%|█▌ | 9489/60578 [1:29:54<8:08:06, 1.74it/s]\u001b[A\n 16%|█▌ | 9490/60578 [1:29:55<8:01:22, 1.77it/s]\u001b[A\n 16%|█▌ | 9491/60578 [1:29:55<7:59:48, 1.77it/s]\u001b[A\n 16%|█▌ | 9492/60578 [1:29:56<8:02:45, 1.76it/s]\u001b[A\n 16%|█▌ | 9493/60578 [1:29:56<7:58:33, 1.78it/s]\u001b[A\n 16%|█▌ | 9494/60578 [1:29:57<7:55:27, 1.79it/s]\u001b[A\n 16%|█▌ | 9495/60578 [1:29:57<7:53:07, 1.80it/s]\u001b[A\n 16%|█▌ | 9496/60578 [1:29:58<7:52:09, 1.80it/s]\u001b[A\n 16%|█▌ | 9497/60578 [1:29:58<7:51:20, 1.81it/s]\u001b[A\n 16%|█▌ | 9498/60578 [1:29:59<7:51:01, 1.81it/s]\u001b[A\n 16%|█▌ | 9499/60578 [1:30:00<7:52:26, 1.80it/s]\u001b[A\n 16%|█▌ | 9500/60578 [1:30:00<7:50:38, 1.81it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.2494615763425827\n","output_type":"stream"},{"name":"stderr","text":"\n 16%|█▌ | 9501/60578 [1:30:01<10:35:59, 1.34it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Delaware;Denmark;Ellis;']\n","output_type":"stream"},{"name":"stderr","text":"\n 16%|█▌ | 9502/60578 [1:30:02<9:49:48, 1.44it/s] \u001b[A\n 16%|█▌ | 9503/60578 [1:30:02<9:12:02, 1.54it/s]\u001b[A\n 16%|█▌ | 9504/60578 [1:30:03<8:47:58, 1.61it/s]\u001b[A\n 16%|█▌ | 9505/60578 [1:30:04<8:36:44, 1.65it/s]\u001b[A\n 16%|█▌ | 9506/60578 [1:30:04<8:23:28, 1.69it/s]\u001b[A\n 16%|█▌ | 9507/60578 [1:30:05<8:12:16, 1.73it/s]\u001b[A\n 16%|█▌ | 9508/60578 [1:30:05<8:05:02, 1.75it/s]\u001b[A\n 16%|█▌ | 9509/60578 [1:30:06<7:59:44, 1.77it/s]\u001b[A\n 16%|█▌ | 9510/60578 [1:30:06<7:55:16, 1.79it/s]\u001b[A\n 16%|█▌ | 9511/60578 [1:30:07<7:51:56, 1.80it/s]\u001b[A\n 16%|█▌ | 9512/60578 [1:30:07<7:51:03, 1.81it/s]\u001b[A\n 16%|█▌ | 9513/60578 [1:30:08<7:53:22, 1.80it/s]\u001b[A\n 16%|█▌ | 9514/60578 [1:30:09<7:50:47, 1.81it/s]\u001b[A\n 16%|█▌ | 9515/60578 [1:30:09<7:48:52, 1.82it/s]\u001b[A\n 16%|█▌ | 9516/60578 [1:30:10<7:48:52, 1.82it/s]\u001b[A\n 16%|█▌ | 9517/60578 [1:30:10<7:51:01, 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1.79it/s]\u001b[A\n 16%|█▋ | 9977/60578 [1:34:31<7:50:49, 1.79it/s]\u001b[A\n 16%|█▋ | 9978/60578 [1:34:32<7:52:05, 1.79it/s]\u001b[A\n 16%|█▋ | 9979/60578 [1:34:32<7:50:28, 1.79it/s]\u001b[A\n 16%|█▋ | 9980/60578 [1:34:33<7:48:15, 1.80it/s]\u001b[A\n 16%|█▋ | 9981/60578 [1:34:34<7:48:17, 1.80it/s]\u001b[A\n 16%|█▋ | 9982/60578 [1:34:34<7:46:07, 1.81it/s]\u001b[A\n 16%|█▋ | 9983/60578 [1:34:35<7:45:10, 1.81it/s]\u001b[A\n 16%|█▋ | 9984/60578 [1:34:35<7:45:20, 1.81it/s]\u001b[A\n 16%|█▋ | 9985/60578 [1:34:36<7:43:58, 1.82it/s]\u001b[A\n 16%|█▋ | 9986/60578 [1:34:36<7:50:59, 1.79it/s]\u001b[A\n 16%|█▋ | 9987/60578 [1:34:37<7:51:22, 1.79it/s]\u001b[A\n 16%|█▋ | 9988/60578 [1:34:37<7:55:13, 1.77it/s]\u001b[A\n 16%|█▋ | 9989/60578 [1:34:38<7:53:29, 1.78it/s]\u001b[A\n 16%|█▋ | 9990/60578 [1:34:39<8:11:18, 1.72it/s]\u001b[A\n 16%|█▋ | 9991/60578 [1:34:39<8:04:42, 1.74it/s]\u001b[A\n 16%|█▋ | 9992/60578 [1:34:40<8:05:22, 1.74it/s]\u001b[A\n 16%|█▋ | 9993/60578 [1:34:40<7:58:42, 1.76it/s]\u001b[A\n 16%|█▋ | 9994/60578 [1:34:41<8:14:56, 1.70it/s]\u001b[A\n 16%|█▋ | 9995/60578 [1:34:42<9:01:25, 1.56it/s]\u001b[A\n 17%|█▋ | 9996/60578 [1:34:43<10:01:25, 1.40it/s]\u001b[A\n 17%|█▋ | 9997/60578 [1:34:43<9:19:20, 1.51it/s] \u001b[A\n 17%|█▋ | 9998/60578 [1:34:44<8:51:50, 1.59it/s]\u001b[A\n 17%|█▋ | 9999/60578 [1:34:44<8:36:19, 1.63it/s]\u001b[A\n 17%|█▋ | 10000/60578 [1:34:45<8:20:59, 1.68it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.23063933849334717\n","output_type":"stream"},{"name":"stderr","text":"\n 17%|█▋ | 10001/60578 [1:34:46<10:59:00, 1.28it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['1975;1980;']\n","output_type":"stream"},{"name":"stderr","text":"\n 17%|█▋ | 10002/60578 [1:34:47<10:07:44, 1.39it/s]\u001b[A\n 17%|█▋ | 10003/60578 [1:34:47<9:24:42, 1.49it/s] \u001b[A\n 17%|█▋ | 10004/60578 [1:34:48<8:54:02, 1.58it/s]\u001b[A\n 17%|█▋ | 10005/60578 [1:34:48<8:33:41, 1.64it/s]\u001b[A\n 17%|█▋ | 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| 10023/60578 [1:34:58<7:44:26, 1.81it/s]\u001b[A\n 17%|█▋ | 10024/60578 [1:34:59<7:48:06, 1.80it/s]\u001b[A\n 17%|█▋ | 10025/60578 [1:34:59<7:45:42, 1.81it/s]\u001b[A\n 17%|█▋ | 10026/60578 [1:35:00<7:46:53, 1.80it/s]\u001b[A\n 17%|█▋ | 10027/60578 [1:35:01<8:09:40, 1.72it/s]\u001b[A\n 17%|█▋ | 10028/60578 [1:35:01<8:02:34, 1.75it/s]\u001b[A\n 17%|█▋ | 10029/60578 [1:35:02<7:59:35, 1.76it/s]\u001b[A\n 17%|█▋ | 10030/60578 [1:35:02<8:02:46, 1.75it/s]\u001b[A\n 17%|█▋ | 10031/60578 [1:35:03<7:58:13, 1.76it/s]\u001b[A\n 17%|█▋ | 10032/60578 [1:35:03<7:54:54, 1.77it/s]\u001b[A\n 17%|█▋ | 10033/60578 [1:35:04<7:50:58, 1.79it/s]\u001b[A\n 17%|█▋ | 10034/60578 [1:35:05<7:48:06, 1.80it/s]\u001b[A\n 17%|█▋ | 10035/60578 [1:35:05<7:46:36, 1.81it/s]\u001b[A\n 17%|█▋ | 10036/60578 [1:35:06<7:45:38, 1.81it/s]\u001b[A\n 17%|█▋ | 10037/60578 [1:35:06<7:44:50, 1.81it/s]\u001b[A\n 17%|█▋ | 10038/60578 [1:35:07<7:44:38, 1.81it/s]\u001b[A\n 17%|█▋ | 10039/60578 [1:35:07<7:44:13, 1.81it/s]\u001b[A\n 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1.77it/s]\u001b[A\n 17%|█▋ | 10477/60578 [1:39:17<7:48:48, 1.78it/s]\u001b[A\n 17%|█▋ | 10478/60578 [1:39:17<7:46:19, 1.79it/s]\u001b[A\n 17%|█▋ | 10479/60578 [1:39:18<7:43:54, 1.80it/s]\u001b[A\n 17%|█▋ | 10480/60578 [1:39:18<7:42:11, 1.81it/s]\u001b[A\n 17%|█▋ | 10481/60578 [1:39:19<7:41:12, 1.81it/s]\u001b[A\n 17%|█▋ | 10482/60578 [1:39:19<7:39:52, 1.82it/s]\u001b[A\n 17%|█▋ | 10483/60578 [1:39:20<7:39:44, 1.82it/s]\u001b[A\n 17%|█▋ | 10484/60578 [1:39:21<7:40:15, 1.81it/s]\u001b[A\n 17%|█▋ | 10485/60578 [1:39:21<7:41:26, 1.81it/s]\u001b[A\n 17%|█▋ | 10486/60578 [1:39:22<7:41:01, 1.81it/s]\u001b[A\n 17%|█▋ | 10487/60578 [1:39:22<7:40:33, 1.81it/s]\u001b[A\n 17%|█▋ | 10488/60578 [1:39:23<7:40:44, 1.81it/s]\u001b[A\n 17%|█▋ | 10489/60578 [1:39:23<7:40:20, 1.81it/s]\u001b[A\n 17%|█▋ | 10490/60578 [1:39:24<7:40:38, 1.81it/s]\u001b[A\n 17%|█▋ | 10491/60578 [1:39:24<7:47:39, 1.79it/s]\u001b[A\n 17%|█▋ | 10492/60578 [1:39:25<7:54:06, 1.76it/s]\u001b[A\n 17%|█▋ | 10493/60578 [1:39:26<7:49:25, 1.78it/s]\u001b[A\n 17%|█▋ | 10494/60578 [1:39:26<7:55:20, 1.76it/s]\u001b[A\n 17%|█▋ | 10495/60578 [1:39:27<7:50:10, 1.78it/s]\u001b[A\n 17%|█▋ | 10496/60578 [1:39:27<7:49:01, 1.78it/s]\u001b[A\n 17%|█▋ | 10497/60578 [1:39:28<7:56:46, 1.75it/s]\u001b[A\n 17%|█▋ | 10498/60578 [1:39:28<7:51:46, 1.77it/s]\u001b[A\n 17%|█▋ | 10499/60578 [1:39:29<7:48:07, 1.78it/s]\u001b[A\n 17%|█▋ | 10500/60578 [1:39:29<7:45:37, 1.79it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.2184125930070877\n","output_type":"stream"},{"name":"stderr","text":"\n 17%|█▋ | 10501/60578 [1:39:31<10:28:27, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Dodge;Door;Douglas;Du']\n","output_type":"stream"},{"name":"stderr","text":"\n 17%|█▋ | 10502/60578 [1:39:31<9:39:53, 1.44it/s] \u001b[A\n 17%|█▋ | 10503/60578 [1:39:32<9:03:41, 1.54it/s]\u001b[A\n 17%|█▋ | 10504/60578 [1:39:32<8:39:01, 1.61it/s]\u001b[A\n 17%|█▋ | 10505/60578 [1:39:33<8:21:06, 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[1:40:30<7:41:00, 1.81it/s]\u001b[A\n 18%|█▊ | 10607/60578 [1:40:31<7:58:30, 1.74it/s]\u001b[A\n 18%|█▊ | 10608/60578 [1:40:32<7:53:39, 1.76it/s]\u001b[A\n 18%|█▊ | 10609/60578 [1:40:32<7:54:02, 1.76it/s]\u001b[A\n 18%|█▊ | 10610/60578 [1:40:33<7:49:31, 1.77it/s]\u001b[A\n 18%|█▊ | 10611/60578 [1:40:33<7:45:29, 1.79it/s]\u001b[A\n 18%|█▊ | 10612/60578 [1:40:34<7:44:49, 1.79it/s]\u001b[A\n 18%|█▊ | 10613/60578 [1:40:34<7:43:07, 1.80it/s]\u001b[A\n 18%|█▊ | 10614/60578 [1:40:35<7:46:42, 1.78it/s]\u001b[A\n 18%|█▊ | 10615/60578 [1:40:36<7:48:58, 1.78it/s]\u001b[A\n 18%|█▊ | 10616/60578 [1:40:36<7:46:41, 1.78it/s]\u001b[A\n 18%|█▊ | 10617/60578 [1:40:37<7:52:05, 1.76it/s]\u001b[A\n 18%|█▊ | 10618/60578 [1:40:37<7:50:28, 1.77it/s]\u001b[A\n 18%|█▊ | 10619/60578 [1:40:38<7:48:11, 1.78it/s]\u001b[A\n 18%|█▊ | 10620/60578 [1:40:38<7:55:24, 1.75it/s]\u001b[A\n 18%|█▊ | 10621/60578 [1:40:39<7:56:39, 1.75it/s]\u001b[A\n 18%|█▊ | 10622/60578 [1:40:40<7:52:43, 1.76it/s]\u001b[A\n 18%|█▊ | 10623/60578 [1:40:40<7:49:40, 1.77it/s]\u001b[A\n 18%|█▊ | 10624/60578 [1:40:41<7:52:19, 1.76it/s]\u001b[A\n 18%|█▊ | 10625/60578 [1:40:42<9:50:28, 1.41it/s]\u001b[A\n 18%|█▊ | 10626/60578 [1:40:42<10:19:52, 1.34it/s]\u001b[A\n 18%|█▊ | 10627/60578 [1:40:43<9:39:04, 1.44it/s] \u001b[A\n 18%|█▊ | 10628/60578 [1:40:44<9:07:06, 1.52it/s]\u001b[A\n 18%|█▊ | 10629/60578 [1:40:44<8:40:09, 1.60it/s]\u001b[A\n 18%|█▊ | 10630/60578 [1:40:45<8:21:43, 1.66it/s]\u001b[A\n 18%|█▊ | 10631/60578 [1:40:45<8:08:39, 1.70it/s]\u001b[A\n 18%|█▊ | 10632/60578 [1:40:46<8:01:22, 1.73it/s]\u001b[A\n 18%|█▊ | 10633/60578 [1:40:46<7:54:47, 1.75it/s]\u001b[A\n 18%|█▊ | 10634/60578 [1:40:47<7:52:38, 1.76it/s]\u001b[A\n 18%|█▊ | 10635/60578 [1:40:48<7:47:00, 1.78it/s]\u001b[A\n 18%|█▊ | 10636/60578 [1:40:48<7:46:07, 1.79it/s]\u001b[A\n 18%|█▊ | 10637/60578 [1:40:49<7:43:01, 1.80it/s]\u001b[A\n 18%|█▊ | 10638/60578 [1:40:49<7:43:39, 1.80it/s]\u001b[A\n 18%|█▊ | 10639/60578 [1:40:50<7:41:41, 1.80it/s]\u001b[A\n 18%|█▊ | 10640/60578 [1:40:50<7:40:54, 1.81it/s]\u001b[A\n 18%|█▊ | 10641/60578 [1:40:51<7:44:54, 1.79it/s]\u001b[A\n 18%|█▊ | 10642/60578 [1:40:51<7:42:19, 1.80it/s]\u001b[A\n 18%|█▊ | 10643/60578 [1:40:52<7:40:44, 1.81it/s]\u001b[A\n 18%|█▊ | 10644/60578 [1:40:53<7:43:15, 1.80it/s]\u001b[A\n 18%|█▊ | 10645/60578 [1:40:53<7:44:14, 1.79it/s]\u001b[A\n 18%|█▊ | 10646/60578 [1:40:54<7:42:20, 1.80it/s]\u001b[A\n 18%|█▊ | 10647/60578 [1:40:54<7:40:29, 1.81it/s]\u001b[A\n 18%|█▊ | 10648/60578 [1:40:55<7:40:23, 1.81it/s]\u001b[A\n 18%|█▊ | 10649/60578 [1:40:55<7:42:02, 1.80it/s]\u001b[A\n 18%|█▊ | 10650/60578 [1:40:56<7:42:07, 1.80it/s]\u001b[A\n 18%|█▊ | 10651/60578 [1:40:56<7:42:59, 1.80it/s]\u001b[A\n 18%|█▊ | 10652/60578 [1:40:57<7:41:04, 1.80it/s]\u001b[A\n 18%|█▊ | 10653/60578 [1:40:57<7:39:46, 1.81it/s]\u001b[A\n 18%|█▊ | 10654/60578 [1:40:58<7:39:58, 1.81it/s]\u001b[A\n 18%|█▊ | 10655/60578 [1:40:59<7:39:59, 1.81it/s]\u001b[A\n 18%|█▊ | 10656/60578 [1:40:59<7:39:05, 1.81it/s]\u001b[A\n 18%|█▊ | 10657/60578 [1:41:00<7:38:45, 1.81it/s]\u001b[A\n 18%|█▊ | 10658/60578 [1:41:00<7:38:33, 1.81it/s]\u001b[A\n 18%|█▊ | 10659/60578 [1:41:01<7:43:52, 1.79it/s]\u001b[A\n 18%|█▊ | 10660/60578 [1:41:01<7:43:01, 1.80it/s]\u001b[A\n 18%|█▊ | 10661/60578 [1:41:02<7:40:39, 1.81it/s]\u001b[A\n 18%|█▊ | 10662/60578 [1:41:02<7:41:29, 1.80it/s]\u001b[A\n 18%|█▊ | 10663/60578 [1:41:03<7:41:10, 1.80it/s]\u001b[A\n 18%|█▊ | 10664/60578 [1:41:04<7:40:09, 1.81it/s]\u001b[A\n 18%|█▊ | 10665/60578 [1:41:04<7:46:56, 1.78it/s]\u001b[A\n 18%|█▊ | 10666/60578 [1:41:05<7:48:42, 1.77it/s]\u001b[A\n 18%|█▊ | 10667/60578 [1:41:05<7:45:22, 1.79it/s]\u001b[A\n 18%|█▊ | 10668/60578 [1:41:06<7:47:35, 1.78it/s]\u001b[A\n 18%|█▊ | 10669/60578 [1:41:06<7:52:34, 1.76it/s]\u001b[A\n 18%|█▊ | 10670/60578 [1:41:07<7:49:26, 1.77it/s]\u001b[A\n 18%|█▊ | 10671/60578 [1:41:08<7:45:02, 1.79it/s]\u001b[A\n 18%|█▊ | 10672/60578 [1:41:08<7:42:02, 1.80it/s]\u001b[A\n 18%|█▊ | 10673/60578 [1:41:09<7:49:32, 1.77it/s]\u001b[A\n 18%|█▊ | 10674/60578 [1:41:09<7:45:34, 1.79it/s]\u001b[A\n 18%|█▊ | 10675/60578 [1:41:10<7:47:48, 1.78it/s]\u001b[A\n 18%|█▊ | 10676/60578 [1:41:10<7:44:42, 1.79it/s]\u001b[A\n 18%|█▊ | 10677/60578 [1:41:11<7:43:23, 1.79it/s]\u001b[A\n 18%|█▊ | 10678/60578 [1:41:11<7:41:03, 1.80it/s]\u001b[A\n 18%|█▊ | 10679/60578 [1:41:12<7:45:32, 1.79it/s]\u001b[A\n 18%|█▊ | 10680/60578 [1:41:13<7:51:57, 1.76it/s]\u001b[A\n 18%|█▊ | 10681/60578 [1:41:13<7:52:31, 1.76it/s]\u001b[A\n 18%|█▊ | 10682/60578 [1:41:14<8:20:07, 1.66it/s]\u001b[A\n 18%|█▊ | 10683/60578 [1:41:14<8:14:48, 1.68it/s]\u001b[A\n 18%|█▊ | 10684/60578 [1:41:15<9:14:19, 1.50it/s]\u001b[A\n 18%|█▊ | 10685/60578 [1:41:16<9:03:54, 1.53it/s]\u001b[A\n 18%|█▊ | 10686/60578 [1:41:16<8:42:45, 1.59it/s]\u001b[A\n 18%|█▊ | 10687/60578 [1:41:17<8:24:43, 1.65it/s]\u001b[A\n 18%|█▊ | 10688/60578 [1:41:18<8:12:17, 1.69it/s]\u001b[A\n 18%|█▊ | 10689/60578 [1:41:18<8:06:48, 1.71it/s]\u001b[A\n 18%|█▊ | 10690/60578 [1:41:19<8:03:15, 1.72it/s]\u001b[A\n 18%|█▊ | 10691/60578 [1:41:19<8:45:40, 1.58it/s]\u001b[A\n 18%|█▊ | 10692/60578 [1:41:20<8:25:50, 1.64it/s]\u001b[A\n 18%|█▊ | 10693/60578 [1:41:21<8:11:00, 1.69it/s]\u001b[A\n 18%|█▊ | 10694/60578 [1:41:21<8:01:39, 1.73it/s]\u001b[A\n 18%|█▊ | 10695/60578 [1:41:22<7:55:03, 1.75it/s]\u001b[A\n 18%|█▊ | 10696/60578 [1:41:22<7:49:50, 1.77it/s]\u001b[A\n 18%|█▊ | 10697/60578 [1:41:23<7:46:57, 1.78it/s]\u001b[A\n 18%|█▊ | 10698/60578 [1:41:23<7:43:22, 1.79it/s]\u001b[A\n 18%|█▊ | 10699/60578 [1:41:24<7:41:37, 1.80it/s]\u001b[A\n 18%|█▊ | 10700/60578 [1:41:24<7:41:41, 1.80it/s]\u001b[A\n 18%|█▊ | 10701/60578 [1:41:25<7:42:03, 1.80it/s]\u001b[A\n 18%|█▊ | 10702/60578 [1:41:26<7:46:58, 1.78it/s]\u001b[A\n 18%|█▊ | 10703/60578 [1:41:26<7:55:59, 1.75it/s]\u001b[A\n 18%|█▊ | 10704/60578 [1:41:27<7:52:09, 1.76it/s]\u001b[A\n 18%|█▊ | 10705/60578 [1:41:27<7:47:59, 1.78it/s]\u001b[A\n 18%|█▊ | 10706/60578 [1:41:28<7:45:20, 1.79it/s]\u001b[A\n 18%|█▊ | 10707/60578 [1:41:28<7:42:47, 1.80it/s]\u001b[A\n 18%|█▊ | 10708/60578 [1:41:29<7:41:02, 1.80it/s]\u001b[A\n 18%|█▊ | 10709/60578 [1:41:29<7:44:07, 1.79it/s]\u001b[A\n 18%|█▊ | 10710/60578 [1:41:30<7:43:18, 1.79it/s]\u001b[A\n 18%|█▊ | 10711/60578 [1:41:31<7:41:36, 1.80it/s]\u001b[A\n 18%|█▊ | 10712/60578 [1:41:31<7:47:34, 1.78it/s]\u001b[A\n 18%|█▊ | 10713/60578 [1:41:32<7:45:06, 1.79it/s]\u001b[A\n 18%|█▊ | 10714/60578 [1:41:32<7:42:46, 1.80it/s]\u001b[A\n 18%|█▊ | 10715/60578 [1:41:33<7:41:13, 1.80it/s]\u001b[A\n 18%|█▊ | 10716/60578 [1:41:33<7:40:29, 1.80it/s]\u001b[A\n 18%|█▊ | 10717/60578 [1:41:34<7:44:21, 1.79it/s]\u001b[A\n 18%|█▊ | 10718/60578 [1:41:34<7:43:01, 1.79it/s]\u001b[A\n 18%|█▊ | 10719/60578 [1:41:35<7:40:36, 1.80it/s]\u001b[A\n 18%|█▊ | 10720/60578 [1:41:36<7:40:23, 1.80it/s]\u001b[A\n 18%|█▊ | 10721/60578 [1:41:36<7:43:30, 1.79it/s]\u001b[A\n 18%|█▊ | 10722/60578 [1:41:37<7:54:56, 1.75it/s]\u001b[A\n 18%|█▊ | 10723/60578 [1:41:37<7:51:53, 1.76it/s]\u001b[A\n 18%|█▊ | 10724/60578 [1:41:38<7:50:46, 1.76it/s]\u001b[A\n 18%|█▊ | 10725/60578 [1:41:38<7:46:11, 1.78it/s]\u001b[A\n 18%|█▊ | 10726/60578 [1:41:39<7:47:22, 1.78it/s]\u001b[A\n 18%|█▊ | 10727/60578 [1:41:40<7:43:58, 1.79it/s]\u001b[A\n 18%|█▊ | 10728/60578 [1:41:40<7:42:35, 1.80it/s]\u001b[A\n 18%|█▊ | 10729/60578 [1:41:41<7:41:00, 1.80it/s]\u001b[A\n 18%|█▊ | 10730/60578 [1:41:41<7:39:47, 1.81it/s]\u001b[A\n 18%|█▊ | 10731/60578 [1:41:42<7:39:39, 1.81it/s]\u001b[A\n 18%|█▊ | 10732/60578 [1:41:42<7:44:29, 1.79it/s]\u001b[A\n 18%|█▊ | 10733/60578 [1:41:43<7:46:09, 1.78it/s]\u001b[A\n 18%|█▊ | 10734/60578 [1:41:43<7:49:08, 1.77it/s]\u001b[A\n 18%|█▊ | 10735/60578 [1:41:44<7:45:43, 1.78it/s]\u001b[A\n 18%|█▊ | 10736/60578 [1:41:45<7:42:27, 1.80it/s]\u001b[A\n 18%|█▊ | 10737/60578 [1:41:45<7:41:24, 1.80it/s]\u001b[A\n 18%|█▊ | 10738/60578 [1:41:46<7:40:41, 1.80it/s]\u001b[A\n 18%|█▊ | 10739/60578 [1:41:46<8:19:21, 1.66it/s]\u001b[A\n 18%|█▊ | 10740/60578 [1:41:47<8:25:39, 1.64it/s]\u001b[A\n 18%|█▊ | 10741/60578 [1:41:48<8:49:31, 1.57it/s]\u001b[A\n 18%|█▊ | 10742/60578 [1:41:49<9:38:56, 1.43it/s]\u001b[A\n 18%|█▊ | 10743/60578 [1:41:49<9:01:48, 1.53it/s]\u001b[A\n 18%|█▊ | 10744/60578 [1:41:50<8:36:56, 1.61it/s]\u001b[A\n 18%|█▊ | 10745/60578 [1:41:50<8:19:43, 1.66it/s]\u001b[A\n 18%|█▊ | 10746/60578 [1:41:51<8:11:32, 1.69it/s]\u001b[A\n 18%|█▊ | 10747/60578 [1:41:51<8:10:45, 1.69it/s]\u001b[A\n 18%|█▊ | 10748/60578 [1:41:52<8:01:24, 1.73it/s]\u001b[A\n 18%|█▊ | 10749/60578 [1:41:52<7:54:32, 1.75it/s]\u001b[A\n 18%|█▊ | 10750/60578 [1:41:53<7:49:06, 1.77it/s]\u001b[A\n 18%|█▊ | 10751/60578 [1:41:54<7:45:58, 1.78it/s]\u001b[A\n 18%|█▊ | 10752/60578 [1:41:54<7:50:58, 1.76it/s]\u001b[A\n 18%|█▊ | 10753/60578 [1:41:55<7:49:13, 1.77it/s]\u001b[A\n 18%|█▊ | 10754/60578 [1:41:55<7:45:20, 1.78it/s]\u001b[A\n 18%|█▊ | 10755/60578 [1:41:56<7:48:44, 1.77it/s]\u001b[A\n 18%|█▊ | 10756/60578 [1:41:56<7:44:38, 1.79it/s]\u001b[A\n 18%|█▊ | 10757/60578 [1:41:57<7:42:18, 1.80it/s]\u001b[A\n 18%|█▊ | 10758/60578 [1:41:57<7:41:17, 1.80it/s]\u001b[A\n 18%|█▊ | 10759/60578 [1:41:58<7:39:22, 1.81it/s]\u001b[A\n 18%|█▊ | 10760/60578 [1:41:59<7:47:20, 1.78it/s]\u001b[A\n 18%|█▊ | 10761/60578 [1:41:59<7:43:55, 1.79it/s]\u001b[A\n 18%|█▊ | 10762/60578 [1:42:00<7:41:53, 1.80it/s]\u001b[A\n 18%|█▊ | 10763/60578 [1:42:00<7:39:56, 1.81it/s]\u001b[A\n 18%|█▊ | 10764/60578 [1:42:01<7:41:46, 1.80it/s]\u001b[A\n 18%|█▊ | 10765/60578 [1:42:01<7:41:00, 1.80it/s]\u001b[A\n 18%|█▊ | 10766/60578 [1:42:02<7:39:58, 1.80it/s]\u001b[A\n 18%|█▊ | 10767/60578 [1:42:02<7:39:08, 1.81it/s]\u001b[A\n 18%|█▊ | 10768/60578 [1:42:03<7:44:17, 1.79it/s]\u001b[A\n 18%|█▊ | 10769/60578 [1:42:04<7:41:57, 1.80it/s]\u001b[A\n 18%|█▊ | 10770/60578 [1:42:04<7:41:54, 1.80it/s]\u001b[A\n 18%|█▊ | 10771/60578 [1:42:05<7:39:51, 1.81it/s]\u001b[A\n 18%|█▊ | 10772/60578 [1:42:05<7:39:44, 1.81it/s]\u001b[A\n 18%|█▊ | 10773/60578 [1:42:06<7:39:22, 1.81it/s]\u001b[A\n 18%|█▊ | 10774/60578 [1:42:06<7:39:27, 1.81it/s]\u001b[A\n 18%|█▊ | 10775/60578 [1:42:07<7:39:06, 1.81it/s]\u001b[A\n 18%|█▊ | 10776/60578 [1:42:08<7:44:07, 1.79it/s]\u001b[A\n 18%|█▊ | 10777/60578 [1:42:08<7:40:17, 1.80it/s]\u001b[A\n 18%|█▊ | 10778/60578 [1:42:09<7:41:49, 1.80it/s]\u001b[A\n 18%|█▊ | 10779/60578 [1:42:09<7:44:48, 1.79it/s]\u001b[A\n 18%|█▊ | 10780/60578 [1:42:10<8:02:19, 1.72it/s]\u001b[A\n 18%|█▊ | 10781/60578 [1:42:10<7:56:13, 1.74it/s]\u001b[A\n 18%|█▊ | 10782/60578 [1:42:11<7:49:08, 1.77it/s]\u001b[A\n 18%|█▊ | 10783/60578 [1:42:11<7:45:42, 1.78it/s]\u001b[A\n 18%|█▊ | 10784/60578 [1:42:12<7:43:27, 1.79it/s]\u001b[A\n 18%|█▊ | 10785/60578 [1:42:13<7:41:57, 1.80it/s]\u001b[A\n 18%|█▊ | 10786/60578 [1:42:13<7:43:29, 1.79it/s]\u001b[A\n 18%|█▊ | 10787/60578 [1:42:14<7:44:38, 1.79it/s]\u001b[A\n 18%|█▊ | 10788/60578 [1:42:14<7:44:09, 1.79it/s]\u001b[A\n 18%|█▊ | 10789/60578 [1:42:15<7:42:30, 1.79it/s]\u001b[A\n 18%|█▊ | 10790/60578 [1:42:15<7:46:31, 1.78it/s]\u001b[A\n 18%|█▊ | 10791/60578 [1:42:16<7:49:02, 1.77it/s]\u001b[A\n 18%|█▊ | 10792/60578 [1:42:16<7:45:15, 1.78it/s]\u001b[A\n 18%|█▊ | 10793/60578 [1:42:17<7:42:51, 1.79it/s]\u001b[A\n 18%|█▊ | 10794/60578 [1:42:18<7:40:56, 1.80it/s]\u001b[A\n 18%|█▊ | 10795/60578 [1:42:18<7:43:19, 1.79it/s]\u001b[A\n 18%|█▊ | 10796/60578 [1:42:19<7:44:12, 1.79it/s]\u001b[A\n 18%|█▊ | 10797/60578 [1:42:20<8:55:55, 1.55it/s]\u001b[A\n 18%|█▊ | 10798/60578 [1:42:21<10:34:09, 1.31it/s]\u001b[A\n 18%|█▊ | 10799/60578 [1:42:21<9:40:35, 1.43it/s] \u001b[A\n 18%|█▊ | 10800/60578 [1:42:22<9:03:14, 1.53it/s]\u001b[A\n 18%|█▊ | 10801/60578 [1:42:22<8:36:25, 1.61it/s]\u001b[A\n 18%|█▊ | 10802/60578 [1:42:23<8:18:56, 1.66it/s]\u001b[A\n 18%|█▊ | 10803/60578 [1:42:23<8:07:21, 1.70it/s]\u001b[A\n 18%|█▊ | 10804/60578 [1:42:24<8:02:52, 1.72it/s]\u001b[A\n 18%|█▊ | 10805/60578 [1:42:24<7:57:01, 1.74it/s]\u001b[A\n 18%|█▊ | 10806/60578 [1:42:25<7:51:39, 1.76it/s]\u001b[A\n 18%|█▊ | 10807/60578 [1:42:26<7:51:56, 1.76it/s]\u001b[A\n 18%|█▊ | 10808/60578 [1:42:26<7:49:02, 1.77it/s]\u001b[A\n 18%|█▊ | 10809/60578 [1:42:27<7:51:07, 1.76it/s]\u001b[A\n 18%|█▊ | 10810/60578 [1:42:27<7:49:17, 1.77it/s]\u001b[A\n 18%|█▊ | 10811/60578 [1:42:28<7:53:27, 1.75it/s]\u001b[A\n 18%|█▊ | 10812/60578 [1:42:28<7:48:26, 1.77it/s]\u001b[A\n 18%|█▊ | 10813/60578 [1:42:29<7:45:05, 1.78it/s]\u001b[A\n 18%|█▊ | 10814/60578 [1:42:30<7:42:44, 1.79it/s]\u001b[A\n 18%|█▊ | 10815/60578 [1:42:30<7:41:05, 1.80it/s]\u001b[A\n 18%|█▊ | 10816/60578 [1:42:31<7:41:08, 1.80it/s]\u001b[A\n 18%|█▊ | 10817/60578 [1:42:31<7:43:12, 1.79it/s]\u001b[A\n 18%|█▊ | 10818/60578 [1:42:32<7:58:17, 1.73it/s]\u001b[A\n 18%|█▊ | 10819/60578 [1:42:32<7:53:05, 1.75it/s]\u001b[A\n 18%|█▊ | 10820/60578 [1:42:33<7:49:32, 1.77it/s]\u001b[A\n 18%|█▊ | 10821/60578 [1:42:33<7:45:26, 1.78it/s]\u001b[A\n 18%|█▊ | 10822/60578 [1:42:34<7:46:52, 1.78it/s]\u001b[A\n 18%|█▊ | 10823/60578 [1:42:35<7:49:43, 1.77it/s]\u001b[A\n 18%|█▊ | 10824/60578 [1:42:35<7:45:24, 1.78it/s]\u001b[A\n 18%|█▊ | 10825/60578 [1:42:36<7:43:05, 1.79it/s]\u001b[A\n 18%|█▊ | 10826/60578 [1:42:36<7:47:09, 1.77it/s]\u001b[A\n 18%|█▊ | 10827/60578 [1:42:37<7:48:00, 1.77it/s]\u001b[A\n 18%|█▊ | 10828/60578 [1:42:37<7:45:20, 1.78it/s]\u001b[A\n 18%|█▊ | 10829/60578 [1:42:38<7:48:01, 1.77it/s]\u001b[A\n 18%|█▊ | 10830/60578 [1:42:39<7:45:14, 1.78it/s]\u001b[A\n 18%|█▊ | 10831/60578 [1:42:39<7:43:22, 1.79it/s]\u001b[A\n 18%|█▊ | 10832/60578 [1:42:40<7:40:48, 1.80it/s]\u001b[A\n 18%|█▊ | 10833/60578 [1:42:40<7:40:34, 1.80it/s]\u001b[A\n 18%|█▊ | 10834/60578 [1:42:41<7:41:41, 1.80it/s]\u001b[A\n 18%|█▊ | 10835/60578 [1:42:41<7:39:59, 1.80it/s]\u001b[A\n 18%|█▊ | 10836/60578 [1:42:42<7:39:32, 1.80it/s]\u001b[A\n 18%|█▊ | 10837/60578 [1:42:42<7:48:11, 1.77it/s]\u001b[A\n 18%|█▊ | 10838/60578 [1:42:43<7:48:51, 1.77it/s]\u001b[A\n 18%|█▊ | 10839/60578 [1:42:44<7:46:36, 1.78it/s]\u001b[A\n 18%|█▊ | 10840/60578 [1:42:44<7:45:51, 1.78it/s]\u001b[A\n 18%|█▊ | 10841/60578 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| 10875/60578 [1:43:04<7:46:46, 1.77it/s]\u001b[A\n 18%|█▊ | 10876/60578 [1:43:05<8:04:40, 1.71it/s]\u001b[A\n 18%|█▊ | 10877/60578 [1:43:05<8:00:06, 1.73it/s]\u001b[A\n 18%|█▊ | 10878/60578 [1:43:06<7:53:27, 1.75it/s]\u001b[A\n 18%|█▊ | 10879/60578 [1:43:06<7:50:33, 1.76it/s]\u001b[A\n 18%|█▊ | 10880/60578 [1:43:07<7:45:27, 1.78it/s]\u001b[A\n 18%|█▊ | 10881/60578 [1:43:08<7:46:39, 1.77it/s]\u001b[A\n 18%|█▊ | 10882/60578 [1:43:08<7:45:55, 1.78it/s]\u001b[A\n 18%|█▊ | 10883/60578 [1:43:09<7:42:16, 1.79it/s]\u001b[A\n 18%|█▊ | 10884/60578 [1:43:09<7:40:03, 1.80it/s]\u001b[A\n 18%|█▊ | 10885/60578 [1:43:10<7:39:00, 1.80it/s]\u001b[A\n 18%|█▊ | 10886/60578 [1:43:10<7:38:44, 1.81it/s]\u001b[A\n 18%|█▊ | 10887/60578 [1:43:11<7:41:44, 1.79it/s]\u001b[A\n 18%|█▊ | 10888/60578 [1:43:11<7:40:40, 1.80it/s]\u001b[A\n 18%|█▊ | 10889/60578 [1:43:12<7:38:55, 1.80it/s]\u001b[A\n 18%|█▊ | 10890/60578 [1:43:13<7:43:20, 1.79it/s]\u001b[A\n 18%|█▊ | 10891/60578 [1:43:13<7:41:29, 1.79it/s]\u001b[A\n 18%|█▊ | 10892/60578 [1:43:14<7:39:15, 1.80it/s]\u001b[A\n 18%|█▊ | 10893/60578 [1:43:14<7:39:14, 1.80it/s]\u001b[A\n 18%|█▊ | 10894/60578 [1:43:15<7:39:45, 1.80it/s]\u001b[A\n 18%|█▊ | 10895/60578 [1:43:15<7:53:54, 1.75it/s]\u001b[A\n 18%|█▊ | 10896/60578 [1:43:16<7:58:07, 1.73it/s]\u001b[A\n 18%|█▊ | 10897/60578 [1:43:17<7:56:05, 1.74it/s]\u001b[A\n 18%|█▊ | 10898/60578 [1:43:17<7:59:51, 1.73it/s]\u001b[A\n 18%|█▊ | 10899/60578 [1:43:18<7:55:14, 1.74it/s]\u001b[A\n 18%|█▊ | 10900/60578 [1:43:18<7:54:49, 1.74it/s]\u001b[A\n 18%|█▊ | 10901/60578 [1:43:19<7:49:09, 1.76it/s]\u001b[A\n 18%|█▊ | 10902/60578 [1:43:19<7:45:24, 1.78it/s]\u001b[A\n 18%|█▊ | 10903/60578 [1:43:20<7:42:58, 1.79it/s]\u001b[A\n 18%|█▊ | 10904/60578 [1:43:20<7:41:33, 1.79it/s]\u001b[A\n 18%|█▊ | 10905/60578 [1:43:21<7:38:50, 1.80it/s]\u001b[A\n 18%|█▊ | 10906/60578 [1:43:22<7:37:21, 1.81it/s]\u001b[A\n 18%|█▊ | 10907/60578 [1:43:22<7:36:03, 1.82it/s]\u001b[A\n 18%|█▊ | 10908/60578 [1:43:23<7:35:19, 1.82it/s]\u001b[A\n 18%|█▊ | 10909/60578 [1:43:23<7:36:20, 1.81it/s]\u001b[A\n 18%|█▊ | 10910/60578 [1:43:24<8:03:53, 1.71it/s]\u001b[A\n 18%|█▊ | 10911/60578 [1:43:25<9:07:32, 1.51it/s]\u001b[A\n 18%|█▊ | 10912/60578 [1:43:25<9:32:50, 1.45it/s]\u001b[A\n 18%|█▊ | 10913/60578 [1:43:26<8:58:56, 1.54it/s]\u001b[A\n 18%|█▊ | 10914/60578 [1:43:27<8:45:11, 1.58it/s]\u001b[A\n 18%|█▊ | 10915/60578 [1:43:27<8:23:11, 1.64it/s]\u001b[A\n 18%|█▊ | 10916/60578 [1:43:28<8:13:40, 1.68it/s]\u001b[A\n 18%|█▊ | 10917/60578 [1:43:28<8:00:52, 1.72it/s]\u001b[A\n 18%|█▊ | 10918/60578 [1:43:29<7:55:08, 1.74it/s]\u001b[A\n 18%|█▊ | 10919/60578 [1:43:29<7:48:50, 1.77it/s]\u001b[A\n 18%|█▊ | 10920/60578 [1:43:30<7:44:04, 1.78it/s]\u001b[A\n 18%|█▊ | 10921/60578 [1:43:31<7:41:46, 1.79it/s]\u001b[A\n 18%|█▊ | 10922/60578 [1:43:31<7:42:52, 1.79it/s]\u001b[A\n 18%|█▊ | 10923/60578 [1:43:32<7:40:33, 1.80it/s]\u001b[A\n 18%|█▊ | 10924/60578 [1:43:32<7:38:42, 1.80it/s]\u001b[A\n 18%|█▊ | 10925/60578 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10942/60578 [1:43:42<7:38:56, 1.80it/s]\u001b[A\n 18%|█▊ | 10943/60578 [1:43:43<7:43:07, 1.79it/s]\u001b[A\n 18%|█▊ | 10944/60578 [1:43:43<7:42:06, 1.79it/s]\u001b[A\n 18%|█▊ | 10945/60578 [1:43:44<7:40:43, 1.80it/s]\u001b[A\n 18%|█▊ | 10946/60578 [1:43:44<7:38:55, 1.80it/s]\u001b[A\n 18%|█▊ | 10947/60578 [1:43:45<7:38:33, 1.80it/s]\u001b[A\n 18%|█▊ | 10948/60578 [1:43:46<7:37:58, 1.81it/s]\u001b[A\n 18%|█▊ | 10949/60578 [1:43:46<7:40:42, 1.80it/s]\u001b[A\n 18%|█▊ | 10950/60578 [1:43:47<7:40:23, 1.80it/s]\u001b[A\n 18%|█▊ | 10951/60578 [1:43:47<7:39:52, 1.80it/s]\u001b[A\n 18%|█▊ | 10952/60578 [1:43:48<7:39:55, 1.80it/s]\u001b[A\n 18%|█▊ | 10953/60578 [1:43:48<7:42:50, 1.79it/s]\u001b[A\n 18%|█▊ | 10954/60578 [1:43:49<7:57:39, 1.73it/s]\u001b[A\n 18%|█▊ | 10955/60578 [1:43:50<7:56:45, 1.73it/s]\u001b[A\n 18%|█▊ | 10956/60578 [1:43:50<7:49:52, 1.76it/s]\u001b[A\n 18%|█▊ | 10957/60578 [1:43:51<7:55:33, 1.74it/s]\u001b[A\n 18%|█▊ | 10958/60578 [1:43:51<7:49:58, 1.76it/s]\u001b[A\n 18%|█▊ | 10959/60578 [1:43:52<7:45:27, 1.78it/s]\u001b[A\n 18%|█▊ | 10960/60578 [1:43:52<7:42:48, 1.79it/s]\u001b[A\n 18%|█▊ | 10961/60578 [1:43:53<7:40:21, 1.80it/s]\u001b[A\n 18%|█▊ | 10962/60578 [1:43:53<7:39:54, 1.80it/s]\u001b[A\n 18%|█▊ | 10963/60578 [1:43:54<7:38:49, 1.80it/s]\u001b[A\n 18%|█▊ | 10964/60578 [1:43:55<7:38:12, 1.80it/s]\u001b[A\n 18%|█▊ | 10965/60578 [1:43:55<7:37:56, 1.81it/s]\u001b[A\n 18%|█▊ | 10966/60578 [1:43:56<7:37:31, 1.81it/s]\u001b[A\n 18%|█▊ | 10967/60578 [1:43:56<7:44:01, 1.78it/s]\u001b[A\n 18%|█▊ | 10968/60578 [1:43:57<8:36:00, 1.60it/s]\u001b[A\n 18%|█▊ | 10969/60578 [1:43:58<8:43:39, 1.58it/s]\u001b[A\n 18%|█▊ | 10970/60578 [1:43:58<8:37:17, 1.60it/s]\u001b[A\n 18%|█▊ | 10971/60578 [1:43:59<8:20:16, 1.65it/s]\u001b[A\n 18%|█▊ | 10972/60578 [1:43:59<8:28:14, 1.63it/s]\u001b[A\n 18%|█▊ | 10973/60578 [1:44:00<8:17:36, 1.66it/s]\u001b[A\n 18%|█▊ | 10974/60578 [1:44:01<8:04:57, 1.70it/s]\u001b[A\n 18%|█▊ | 10975/60578 [1:44:01<7:56:26, 1.74it/s]\u001b[A\n 18%|█▊ | 10976/60578 [1:44:02<7:49:43, 1.76it/s]\u001b[A\n 18%|█▊ | 10977/60578 [1:44:02<7:45:22, 1.78it/s]\u001b[A\n 18%|█▊ | 10978/60578 [1:44:03<7:42:37, 1.79it/s]\u001b[A\n 18%|█▊ | 10979/60578 [1:44:03<7:40:13, 1.80it/s]\u001b[A\n 18%|█▊ | 10980/60578 [1:44:04<7:39:17, 1.80it/s]\u001b[A\n 18%|█▊ | 10981/60578 [1:44:04<7:37:28, 1.81it/s]\u001b[A\n 18%|█▊ | 10982/60578 [1:44:05<7:37:28, 1.81it/s]\u001b[A\n 18%|█▊ | 10983/60578 [1:44:06<7:35:59, 1.81it/s]\u001b[A\n 18%|█▊ | 10984/60578 [1:44:06<7:36:21, 1.81it/s]\u001b[A\n 18%|█▊ | 10985/60578 [1:44:07<7:39:05, 1.80it/s]\u001b[A\n 18%|█▊ | 10986/60578 [1:44:07<7:39:21, 1.80it/s]\u001b[A\n 18%|█▊ | 10987/60578 [1:44:08<7:39:37, 1.80it/s]\u001b[A\n 18%|█▊ | 10988/60578 [1:44:08<7:37:54, 1.80it/s]\u001b[A\n 18%|█▊ | 10989/60578 [1:44:09<7:37:50, 1.81it/s]\u001b[A\n 18%|█▊ | 10990/60578 [1:44:09<7:35:51, 1.81it/s]\u001b[A\n 18%|█▊ | 10991/60578 [1:44:10<7:36:11, 1.81it/s]\u001b[A\n 18%|█▊ | 10992/60578 [1:44:11<7:47:11, 1.77it/s]\u001b[A\n 18%|█▊ | 10993/60578 [1:44:11<7:45:38, 1.77it/s]\u001b[A\n 18%|█▊ | 10994/60578 [1:44:12<7:44:18, 1.78it/s]\u001b[A\n 18%|█▊ | 10995/60578 [1:44:12<7:48:22, 1.76it/s]\u001b[A\n 18%|█▊ | 10996/60578 [1:44:13<7:45:00, 1.78it/s]\u001b[A\n 18%|█▊ | 10997/60578 [1:44:13<7:42:33, 1.79it/s]\u001b[A\n 18%|█▊ | 10998/60578 [1:44:14<7:42:59, 1.78it/s]\u001b[A\n 18%|█▊ | 10999/60578 [1:44:15<7:49:19, 1.76it/s]\u001b[A\n 18%|█▊ | 11000/60578 [1:44:15<7:45:28, 1.78it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.17143365740776062\n","output_type":"stream"},{"name":"stderr","text":"\n 18%|█▊ | 11001/60578 [1:44:16<10:38:35, 1.29it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['1960;1965;']\n","output_type":"stream"},{"name":"stderr","text":"\n 18%|█▊ | 11002/60578 [1:44:17<9:42:47, 1.42it/s] \u001b[A\n 18%|█▊ | 11003/60578 [1:44:17<9:04:27, 1.52it/s]\u001b[A\n 18%|█▊ | 11004/60578 [1:44:18<8:37:42, 1.60it/s]\u001b[A\n 18%|█▊ | 11005/60578 [1:44:19<8:26:57, 1.63it/s]\u001b[A\n 18%|█▊ | 11006/60578 [1:44:19<8:13:08, 1.68it/s]\u001b[A\n 18%|█▊ | 11007/60578 [1:44:20<8:02:07, 1.71it/s]\u001b[A\n 18%|█▊ | 11008/60578 [1:44:20<7:59:22, 1.72it/s]\u001b[A\n 18%|█▊ | 11009/60578 [1:44:21<8:00:43, 1.72it/s]\u001b[A\n 18%|█▊ | 11010/60578 [1:44:21<8:03:59, 1.71it/s]\u001b[A\n 18%|█▊ | 11011/60578 [1:44:22<8:07:53, 1.69it/s]\u001b[A\n 18%|█▊ | 11012/60578 [1:44:23<8:04:24, 1.71it/s]\u001b[A\n 18%|█▊ | 11013/60578 [1:44:23<7:55:55, 1.74it/s]\u001b[A\n 18%|█▊ | 11014/60578 [1:44:24<7:50:04, 1.76it/s]\u001b[A\n 18%|█▊ | 11015/60578 [1:44:24<7:45:27, 1.77it/s]\u001b[A\n 18%|█▊ | 11016/60578 [1:44:25<7:41:34, 1.79it/s]\u001b[A\n 18%|█▊ | 11017/60578 [1:44:25<7:41:18, 1.79it/s]\u001b[A\n 18%|█▊ | 11018/60578 [1:44:26<7:38:14, 1.80it/s]\u001b[A\n 18%|█▊ | 11019/60578 [1:44:26<7:38:08, 1.80it/s]\u001b[A\n 18%|█▊ | 11020/60578 [1:44:27<7:37:06, 1.81it/s]\u001b[A\n 18%|█▊ | 11021/60578 [1:44:28<7:36:32, 1.81it/s]\u001b[A\n 18%|█▊ | 11022/60578 [1:44:28<7:36:29, 1.81it/s]\u001b[A\n 18%|█▊ | 11023/60578 [1:44:29<7:38:15, 1.80it/s]\u001b[A\n 18%|█▊ | 11024/60578 [1:44:29<8:09:59, 1.69it/s]\u001b[A\n 18%|█▊ | 11025/60578 [1:44:30<8:22:39, 1.64it/s]\u001b[A\n 18%|█▊ | 11026/60578 [1:44:31<9:10:26, 1.50it/s]\u001b[A\n 18%|█▊ | 11027/60578 [1:44:31<8:43:09, 1.58it/s]\u001b[A\n 18%|█▊ | 11028/60578 [1:44:32<8:23:42, 1.64it/s]\u001b[A\n 18%|█▊ | 11029/60578 [1:44:33<8:23:25, 1.64it/s]\u001b[A\n 18%|█▊ | 11030/60578 [1:44:33<8:10:42, 1.68it/s]\u001b[A\n 18%|█▊ | 11031/60578 [1:44:34<7:59:35, 1.72it/s]\u001b[A\n 18%|█▊ | 11032/60578 [1:44:34<7:53:48, 1.74it/s]\u001b[A\n 18%|█▊ | 11033/60578 [1:44:35<7:48:05, 1.76it/s]\u001b[A\n 18%|█▊ | 11034/60578 [1:44:35<7:43:49, 1.78it/s]\u001b[A\n 18%|█▊ | 11035/60578 [1:44:36<7:45:31, 1.77it/s]\u001b[A\n 18%|█▊ | 11036/60578 [1:44:36<7:41:10, 1.79it/s]\u001b[A\n 18%|█▊ | 11037/60578 [1:44:37<7:39:29, 1.80it/s]\u001b[A\n 18%|█▊ | 11038/60578 [1:44:38<7:40:03, 1.79it/s]\u001b[A\n 18%|█▊ | 11039/60578 [1:44:38<7:41:11, 1.79it/s]\u001b[A\n 18%|█▊ | 11040/60578 [1:44:39<7:38:23, 1.80it/s]\u001b[A\n 18%|█▊ | 11041/60578 [1:44:39<7:37:03, 1.81it/s]\u001b[A\n 18%|█▊ | 11042/60578 [1:44:40<7:36:37, 1.81it/s]\u001b[A\n 18%|█▊ | 11043/60578 [1:44:40<7:36:19, 1.81it/s]\u001b[A\n 18%|█▊ | 11044/60578 [1:44:41<7:35:12, 1.81it/s]\u001b[A\n 18%|█▊ | 11045/60578 [1:44:41<7:35:46, 1.81it/s]\u001b[A\n 18%|█▊ | 11046/60578 [1:44:42<7:40:14, 1.79it/s]\u001b[A\n 18%|█▊ | 11047/60578 [1:44:43<7:38:04, 1.80it/s]\u001b[A\n 18%|█▊ | 11048/60578 [1:44:43<7:39:15, 1.80it/s]\u001b[A\n 18%|█▊ | 11049/60578 [1:44:44<7:54:37, 1.74it/s]\u001b[A\n 18%|█▊ | 11050/60578 [1:44:44<7:49:34, 1.76it/s]\u001b[A\n 18%|█▊ | 11051/60578 [1:44:45<7:44:24, 1.78it/s]\u001b[A\n 18%|█▊ | 11052/60578 [1:44:45<7:41:12, 1.79it/s]\u001b[A\n 18%|█▊ | 11053/60578 [1:44:46<7:38:48, 1.80it/s]\u001b[A\n 18%|█▊ | 11054/60578 [1:44:46<7:37:07, 1.81it/s]\u001b[A\n 18%|█▊ | 11055/60578 [1:44:47<7:37:11, 1.81it/s]\u001b[A\n 18%|█▊ | 11056/60578 [1:44:48<7:35:38, 1.81it/s]\u001b[A\n 18%|█▊ | 11057/60578 [1:44:48<7:38:52, 1.80it/s]\u001b[A\n 18%|█▊ | 11058/60578 [1:44:49<7:46:35, 1.77it/s]\u001b[A\n 18%|█▊ | 11059/60578 [1:44:49<7:43:29, 1.78it/s]\u001b[A\n 18%|█▊ | 11060/60578 [1:44:50<7:41:42, 1.79it/s]\u001b[A\n 18%|█▊ | 11061/60578 [1:44:50<7:40:56, 1.79it/s]\u001b[A\n 18%|█▊ | 11062/60578 [1:44:51<7:39:29, 1.80it/s]\u001b[A\n 18%|█▊ | 11063/60578 [1:44:51<7:38:53, 1.80it/s]\u001b[A\n 18%|█▊ | 11064/60578 [1:44:52<7:46:40, 1.77it/s]\u001b[A\n 18%|█▊ | 11065/60578 [1:44:53<7:45:19, 1.77it/s]\u001b[A\n 18%|█▊ | 11066/60578 [1:44:53<7:41:38, 1.79it/s]\u001b[A\n 18%|█▊ | 11067/60578 [1:44:54<7:39:52, 1.79it/s]\u001b[A\n 18%|█▊ | 11068/60578 [1:44:54<7:49:49, 1.76it/s]\u001b[A\n 18%|█▊ | 11069/60578 [1:44:55<7:55:07, 1.74it/s]\u001b[A\n 18%|█▊ | 11070/60578 [1:44:55<7:56:07, 1.73it/s]\u001b[A\n 18%|█▊ | 11071/60578 [1:44:56<7:50:23, 1.75it/s]\u001b[A\n 18%|█▊ | 11072/60578 [1:44:57<7:46:37, 1.77it/s]\u001b[A\n 18%|█▊ | 11073/60578 [1:44:57<7:43:21, 1.78it/s]\u001b[A\n 18%|█▊ | 11074/60578 [1:44:58<7:40:49, 1.79it/s]\u001b[A\n 18%|█▊ | 11075/60578 [1:44:58<7:37:33, 1.80it/s]\u001b[A\n 18%|█▊ | 11076/60578 [1:44:59<7:36:37, 1.81it/s]\u001b[A\n 18%|█▊ | 11077/60578 [1:44:59<7:37:02, 1.81it/s]\u001b[A\n 18%|█▊ | 11078/60578 [1:45:00<7:36:07, 1.81it/s]\u001b[A\n 18%|█▊ | 11079/60578 [1:45:00<7:35:39, 1.81it/s]\u001b[A\n 18%|█▊ | 11080/60578 [1:45:01<7:36:17, 1.81it/s]\u001b[A\n 18%|█▊ | 11081/60578 [1:45:02<7:44:09, 1.78it/s]\u001b[A\n 18%|█▊ | 11082/60578 [1:45:02<7:53:07, 1.74it/s]\u001b[A\n 18%|█▊ | 11083/60578 [1:45:03<8:37:19, 1.59it/s]\u001b[A\n 18%|█▊ | 11084/60578 [1:45:04<8:40:53, 1.58it/s]\u001b[A\n 18%|█▊ | 11085/60578 [1:45:04<8:23:35, 1.64it/s]\u001b[A\n 18%|█▊ | 11086/60578 [1:45:05<8:08:13, 1.69it/s]\u001b[A\n 18%|█▊ | 11087/60578 [1:45:05<7:59:50, 1.72it/s]\u001b[A\n 18%|█▊ | 11088/60578 [1:45:06<8:06:32, 1.70it/s]\u001b[A\n 18%|█▊ | 11089/60578 [1:45:06<8:01:54, 1.71it/s]\u001b[A\n 18%|█▊ | 11090/60578 [1:45:07<7:53:03, 1.74it/s]\u001b[A\n 18%|█▊ | 11091/60578 [1:45:08<7:48:09, 1.76it/s]\u001b[A\n 18%|█▊ | 11092/60578 [1:45:08<7:43:58, 1.78it/s]\u001b[A\n 18%|█▊ | 11093/60578 [1:45:09<7:42:11, 1.78it/s]\u001b[A\n 18%|█▊ | 11094/60578 [1:45:09<7:49:54, 1.76it/s]\u001b[A\n 18%|█▊ | 11095/60578 [1:45:10<7:44:33, 1.78it/s]\u001b[A\n 18%|█▊ | 11096/60578 [1:45:10<7:41:32, 1.79it/s]\u001b[A\n 18%|█▊ | 11097/60578 [1:45:11<7:38:16, 1.80it/s]\u001b[A\n 18%|█▊ | 11098/60578 [1:45:11<7:36:52, 1.81it/s]\u001b[A\n 18%|█▊ | 11099/60578 [1:45:12<7:34:33, 1.81it/s]\u001b[A\n 18%|█▊ | 11100/60578 [1:45:13<7:37:14, 1.80it/s]\u001b[A\n 18%|█▊ | 11101/60578 [1:45:13<7:37:58, 1.80it/s]\u001b[A\n 18%|█▊ | 11102/60578 [1:45:14<7:37:00, 1.80it/s]\u001b[A\n 18%|█▊ | 11103/60578 [1:45:14<7:35:55, 1.81it/s]\u001b[A\n 18%|█▊ | 11104/60578 [1:45:15<7:36:58, 1.80it/s]\u001b[A\n 18%|█▊ | 11105/60578 [1:45:15<7:36:20, 1.81it/s]\u001b[A\n 18%|█▊ | 11106/60578 [1:45:16<7:34:57, 1.81it/s]\u001b[A\n 18%|█▊ | 11107/60578 [1:45:16<7:39:55, 1.79it/s]\u001b[A\n 18%|█▊ | 11108/60578 [1:45:17<7:56:34, 1.73it/s]\u001b[A\n 18%|█▊ | 11109/60578 [1:45:18<7:50:51, 1.75it/s]\u001b[A\n 18%|█▊ | 11110/60578 [1:45:18<7:44:26, 1.78it/s]\u001b[A\n 18%|█▊ | 11111/60578 [1:45:19<7:40:43, 1.79it/s]\u001b[A\n 18%|█▊ | 11112/60578 [1:45:19<7:43:42, 1.78it/s]\u001b[A\n 18%|█▊ | 11113/60578 [1:45:20<7:42:05, 1.78it/s]\u001b[A\n 18%|█▊ | 11114/60578 [1:45:20<7:39:36, 1.79it/s]\u001b[A\n 18%|█▊ | 11115/60578 [1:45:21<7:39:31, 1.79it/s]\u001b[A\n 18%|█▊ | 11116/60578 [1:45:21<7:38:05, 1.80it/s]\u001b[A\n 18%|█▊ | 11117/60578 [1:45:22<7:36:21, 1.81it/s]\u001b[A\n 18%|█▊ | 11118/60578 [1:45:23<7:37:30, 1.80it/s]\u001b[A\n 18%|█▊ | 11119/60578 [1:45:23<7:37:21, 1.80it/s]\u001b[A\n 18%|█▊ | 11120/60578 [1:45:24<7:40:24, 1.79it/s]\u001b[A\n 18%|█▊ | 11121/60578 [1:45:24<7:38:26, 1.80it/s]\u001b[A\n 18%|█▊ | 11122/60578 [1:45:25<7:36:54, 1.80it/s]\u001b[A\n 18%|█▊ | 11123/60578 [1:45:25<7:36:05, 1.81it/s]\u001b[A\n 18%|█▊ | 11124/60578 [1:45:26<7:36:25, 1.81it/s]\u001b[A\n 18%|█▊ | 11125/60578 [1:45:26<7:39:17, 1.79it/s]\u001b[A\n 18%|█▊ | 11126/60578 [1:45:27<7:41:41, 1.79it/s]\u001b[A\n 18%|█▊ | 11127/60578 [1:45:28<7:43:44, 1.78it/s]\u001b[A\n 18%|█▊ | 11128/60578 [1:45:28<7:49:43, 1.75it/s]\u001b[A\n 18%|█▊ | 11129/60578 [1:45:29<7:44:48, 1.77it/s]\u001b[A\n 18%|█▊ | 11130/60578 [1:45:29<7:40:52, 1.79it/s]\u001b[A\n 18%|█▊ | 11131/60578 [1:45:30<7:40:12, 1.79it/s]\u001b[A\n 18%|█▊ | 11132/60578 [1:45:30<7:38:31, 1.80it/s]\u001b[A\n 18%|█▊ | 11133/60578 [1:45:31<7:36:16, 1.81it/s]\u001b[A\n 18%|█▊ | 11134/60578 [1:45:32<7:38:53, 1.80it/s]\u001b[A\n 18%|█▊ | 11135/60578 [1:45:32<7:37:07, 1.80it/s]\u001b[A\n 18%|█▊ | 11136/60578 [1:45:33<7:35:41, 1.81it/s]\u001b[A\n 18%|█▊ | 11137/60578 [1:45:33<7:35:07, 1.81it/s]\u001b[A\n 18%|█▊ | 11138/60578 [1:45:34<7:35:34, 1.81it/s]\u001b[A\n 18%|█▊ | 11139/60578 [1:45:34<7:37:59, 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[1:48:56<7:55:08, 1.72it/s]\u001b[A\n 19%|█▉ | 11493/60578 [1:48:56<7:59:09, 1.71it/s]\u001b[A\n 19%|█▉ | 11494/60578 [1:48:57<8:01:12, 1.70it/s]\u001b[A\n 19%|█▉ | 11495/60578 [1:48:57<7:53:51, 1.73it/s]\u001b[A\n 19%|█▉ | 11496/60578 [1:48:58<7:47:04, 1.75it/s]\u001b[A\n 19%|█▉ | 11497/60578 [1:48:58<7:42:35, 1.77it/s]\u001b[A\n 19%|█▉ | 11498/60578 [1:48:59<7:37:31, 1.79it/s]\u001b[A\n 19%|█▉ | 11499/60578 [1:49:00<7:34:14, 1.80it/s]\u001b[A\n 19%|█▉ | 11500/60578 [1:49:00<7:31:56, 1.81it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.04790356382727623\n","output_type":"stream"},{"name":"stderr","text":"\n 19%|█▉ | 11501/60578 [1:49:01<10:19:37, 1.32it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Jan;Feb;Mar;Apr;May;J']\n","output_type":"stream"},{"name":"stderr","text":"\n 19%|█▉ | 11502/60578 [1:49:02<9:29:10, 1.44it/s] \u001b[A\n 19%|█▉ | 11503/60578 [1:49:02<8:58:31, 1.52it/s]\u001b[A\n 19%|█▉ | 11504/60578 [1:49:03<8:32:29, 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| 11975/60578 [1:53:31<7:28:36, 1.81it/s]\u001b[A\n 20%|█▉ | 11976/60578 [1:53:32<8:34:24, 1.57it/s]\u001b[A\n 20%|█▉ | 11977/60578 [1:53:32<8:13:48, 1.64it/s]\u001b[A\n 20%|█▉ | 11978/60578 [1:53:33<8:04:52, 1.67it/s]\u001b[A\n 20%|█▉ | 11979/60578 [1:53:34<7:54:06, 1.71it/s]\u001b[A\n 20%|█▉ | 11980/60578 [1:53:34<7:51:07, 1.72it/s]\u001b[A\n 20%|█▉ | 11981/60578 [1:53:35<7:43:04, 1.75it/s]\u001b[A\n 20%|█▉ | 11982/60578 [1:53:35<7:38:05, 1.77it/s]\u001b[A\n 20%|█▉ | 11983/60578 [1:53:36<7:33:27, 1.79it/s]\u001b[A\n 20%|█▉ | 11984/60578 [1:53:36<7:32:50, 1.79it/s]\u001b[A\n 20%|█▉ | 11985/60578 [1:53:37<7:30:30, 1.80it/s]\u001b[A\n 20%|█▉ | 11986/60578 [1:53:37<7:29:28, 1.80it/s]\u001b[A\n 20%|█▉ | 11987/60578 [1:53:38<7:28:07, 1.81it/s]\u001b[A\n 20%|█▉ | 11988/60578 [1:53:39<7:28:48, 1.80it/s]\u001b[A\n 20%|█▉ | 11989/60578 [1:53:39<7:31:32, 1.79it/s]\u001b[A\n 20%|█▉ | 11990/60578 [1:53:40<7:29:52, 1.80it/s]\u001b[A\n 20%|█▉ | 11991/60578 [1:53:40<7:30:09, 1.80it/s]\u001b[A\n 20%|█▉ | 11992/60578 [1:53:41<7:28:50, 1.80it/s]\u001b[A\n 20%|█▉ | 11993/60578 [1:53:41<7:28:25, 1.81it/s]\u001b[A\n 20%|█▉ | 11994/60578 [1:53:42<7:27:01, 1.81it/s]\u001b[A\n 20%|█▉ | 11995/60578 [1:53:42<7:28:12, 1.81it/s]\u001b[A\n 20%|█▉ | 11996/60578 [1:53:43<7:40:39, 1.76it/s]\u001b[A\n 20%|█▉ | 11997/60578 [1:53:44<7:40:23, 1.76it/s]\u001b[A\n 20%|█▉ | 11998/60578 [1:53:45<9:24:56, 1.43it/s]\u001b[A\n 20%|█▉ | 11999/60578 [1:53:45<9:32:44, 1.41it/s]\u001b[A\n 20%|█▉ | 12000/60578 [1:53:46<8:55:02, 1.51it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.19997668266296387\n","output_type":"stream"},{"name":"stderr","text":"\n 20%|█▉ | 12001/60578 [1:53:47<11:11:32, 1.21it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Guyana;Haiti;High income countries;Hond']\n","output_type":"stream"},{"name":"stderr","text":"\n 20%|█▉ | 12002/60578 [1:53:48<10:07:02, 1.33it/s]\u001b[A\n 20%|█▉ | 12003/60578 [1:53:48<9:19:22, 1.45it/s] \u001b[A\n 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| 12491/60578 [1:58:26<7:27:35, 1.79it/s]\u001b[A\n 21%|██ | 12492/60578 [1:58:27<7:24:45, 1.80it/s]\u001b[A\n 21%|██ | 12493/60578 [1:58:27<7:22:14, 1.81it/s]\u001b[A\n 21%|██ | 12494/60578 [1:58:28<7:21:46, 1.81it/s]\u001b[A\n 21%|██ | 12495/60578 [1:58:29<7:28:33, 1.79it/s]\u001b[A\n 21%|██ | 12496/60578 [1:58:29<7:29:10, 1.78it/s]\u001b[A\n 21%|██ | 12497/60578 [1:58:30<7:26:10, 1.80it/s]\u001b[A\n 21%|██ | 12498/60578 [1:58:30<7:31:11, 1.78it/s]\u001b[A\n 21%|██ | 12499/60578 [1:58:31<7:28:29, 1.79it/s]\u001b[A\n 21%|██ | 12500/60578 [1:58:31<7:27:10, 1.79it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.23588132858276367\n","output_type":"stream"},{"name":"stderr","text":"\n 21%|██ | 12501/60578 [1:58:33<10:03:54, 1.33it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['Webster;Wheeler;White;Whitfield']\n","output_type":"stream"},{"name":"stderr","text":"\n 21%|██ | 12502/60578 [1:58:33<9:17:43, 1.44it/s] \u001b[A\n 21%|██ | 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1.80it/s]\u001b[A\n 21%|██▏ | 12989/60578 [2:03:09<7:17:55, 1.81it/s]\u001b[A\n 21%|██▏ | 12990/60578 [2:03:10<7:16:56, 1.82it/s]\u001b[A\n 21%|██▏ | 12991/60578 [2:03:10<7:17:36, 1.81it/s]\u001b[A\n 21%|██▏ | 12992/60578 [2:03:11<7:17:48, 1.81it/s]\u001b[A\n 21%|██▏ | 12993/60578 [2:03:11<7:16:49, 1.82it/s]\u001b[A\n 21%|██▏ | 12994/60578 [2:03:12<7:17:30, 1.81it/s]\u001b[A\n 21%|██▏ | 12995/60578 [2:03:12<7:24:06, 1.79it/s]\u001b[A\n 21%|██▏ | 12996/60578 [2:03:13<7:21:41, 1.80it/s]\u001b[A\n 21%|██▏ | 12997/60578 [2:03:14<7:18:56, 1.81it/s]\u001b[A\n 21%|██▏ | 12998/60578 [2:03:14<7:23:08, 1.79it/s]\u001b[A\n 21%|██▏ | 12999/60578 [2:03:15<7:51:04, 1.68it/s]\u001b[A\n 21%|██▏ | 13000/60578 [2:03:15<7:40:47, 1.72it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.10410347580909729\n","output_type":"stream"},{"name":"stderr","text":"\n 21%|██▏ | 13001/60578 [2:03:17<10:24:26, 1.27it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['2005;2006;20']\n","output_type":"stream"},{"name":"stderr","text":"\n 21%|██▏ | 13002/60578 [2:03:17<9:33:38, 1.38it/s] \u001b[A\n 21%|██▏ | 13003/60578 [2:03:18<8:53:59, 1.48it/s]\u001b[A\n 21%|██▏ | 13004/60578 [2:03:18<8:24:37, 1.57it/s]\u001b[A\n 21%|██▏ | 13005/60578 [2:03:19<8:03:26, 1.64it/s]\u001b[A\n 21%|██▏ | 13006/60578 [2:03:19<7:49:39, 1.69it/s]\u001b[A\n 21%|██▏ | 13007/60578 [2:03:20<7:39:42, 1.72it/s]\u001b[A\n 21%|██▏ | 13008/60578 [2:03:20<7:33:33, 1.75it/s]\u001b[A\n 21%|██▏ | 13009/60578 [2:03:21<7:28:04, 1.77it/s]\u001b[A\n 21%|██▏ | 13010/60578 [2:03:22<7:27:40, 1.77it/s]\u001b[A\n 21%|██▏ | 13011/60578 [2:03:22<7:29:30, 1.76it/s]\u001b[A\n 21%|██▏ | 13012/60578 [2:03:23<7:28:26, 1.77it/s]\u001b[A\n 21%|██▏ | 13013/60578 [2:03:23<7:24:56, 1.78it/s]\u001b[A\n 21%|██▏ | 13014/60578 [2:03:24<7:22:22, 1.79it/s]\u001b[A\n 21%|██▏ | 13015/60578 [2:03:24<7:21:29, 1.80it/s]\u001b[A\n 21%|██▏ | 13016/60578 [2:03:25<7:22:56, 1.79it/s]\u001b[A\n 21%|██▏ | 13017/60578 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13496/60578 [2:07:58<7:25:22, 1.76it/s]\u001b[A\n 22%|██▏ | 13497/60578 [2:07:59<7:21:13, 1.78it/s]\u001b[A\n 22%|██▏ | 13498/60578 [2:08:00<7:18:58, 1.79it/s]\u001b[A\n 22%|██▏ | 13499/60578 [2:08:00<7:17:28, 1.79it/s]\u001b[A\n 22%|██▏ | 13500/60578 [2:08:01<7:25:11, 1.76it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Loss: 0.1355448067188263\n","output_type":"stream"},{"name":"stderr","text":"\n 22%|██▏ | 13501/60578 [2:08:02<10:25:43, 1.25it/s]\u001b[A","output_type":"stream"},{"name":"stdout","text":"Predictions: ['1990;1991;']\n","output_type":"stream"},{"name":"stderr","text":"\n 22%|██▏ | 13502/60578 [2:08:03<9:26:31, 1.38it/s] \u001b[A\n 22%|██▏ | 13503/60578 [2:08:03<8:46:37, 1.49it/s]\u001b[A\n 22%|██▏ | 13504/60578 [2:08:04<8:19:16, 1.57it/s]\u001b[A\n 22%|██▏ | 13505/60578 [2:08:04<7:58:37, 1.64it/s]\u001b[A\n 22%|██▏ | 13506/60578 [2:08:05<7:46:30, 1.68it/s]\u001b[A\n 22%|██▏ | 13507/60578 [2:08:05<7:39:43, 1.71it/s]\u001b[A\n 22%|██▏ | 13508/60578 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22%|██▏ | 13556/60578 [2:42:32<1636:53:02, 125.32s/it]\u001b[A\n 22%|██▏ | 13557/60578 [2:45:19<1799:25:23, 137.77s/it]\u001b[A\n 22%|██▏ | 13558/60578 [2:48:04<1906:35:07, 145.97s/it]\u001b[A\n 22%|██▏ | 13559/60578 [2:50:48<1975:08:39, 151.23s/it]\u001b[A\n 22%|██▏ | 13560/60578 [2:50:51<1393:50:59, 106.72s/it]\u001b[A\n 22%|██▏ | 13561/60578 [2:50:53<986:10:19, 75.51s/it] \u001b[A\n 22%|██▏ | 13562/60578 [2:50:57<705:10:59, 54.00s/it]\u001b[A\n 22%|██▏ | 13563/60578 [2:51:01<508:07:15, 38.91s/it]\u001b[A\n 22%|██▏ | 13564/60578 [2:51:05<371:09:03, 28.42s/it]\u001b[A\n 22%|██▏ | 13565/60578 [2:51:09<274:26:33, 21.02s/it]\u001b[A\n 22%|██▏ | 13566/60578 [2:51:12<206:31:10, 15.81s/it]\u001b[A\n 22%|██▏ | 13567/60578 [2:51:16<159:26:23, 12.21s/it]\u001b[A\n 22%|██▏ | 13568/60578 [2:51:20<127:19:20, 9.75s/it]\u001b[A\n 22%|██▏ | 13569/60578 [2:51:24<105:08:24, 8.05s/it]\u001b[A\n 22%|██▏ | 13570/60578 [2:51:28<89:52:58, 6.88s/it] \u001b[A\n 22%|██▏ | 13571/60578 [2:51:32<77:47:06, 5.96s/it]\u001b[A\n 22%|██▏ | 13572/60578 [2:51:36<70:12:41, 5.38s/it]\u001b[A\n 22%|██▏ | 13573/60578 [2:51:56<125:31:53, 9.61s/it]\u001b[A","output_type":"stream"}]},{"cell_type":"code","source":"import torch\nfrom tqdm import tqdm\nEPOCHS = 10\n\noptimizer = torch.optim.AdamW(model.parameters(), lr=1e-5)\n\ndevice = \"cuda\" if torch.cuda.is_available() else \"cpu\"\nmodel.to(device)\n\nmodel.train()\n\nfor epoch in range(EPOCHS):\n print(\"Epoch:\", epoch)\n for idx, batch in tqdm(enumerate(train_dataloader)):\n labels = batch.pop(\"labels\").to(device)\n flattened_patches = batch.pop(\"flattened_patches\").to(device)\n attention_mask = batch.pop(\"attention_mask\").to(device)\n outputs = model(flattened_patches=flattened_patches,\n attention_mask=attention_mask,\n labels=labels)\n \n loss = outputs.loss\n\n\n loss.backward()\n\n optimizer.step()\n optimizer.zero_grad()\n\n if (idx + 1) % 1000 == 0:\n print(\"Loss:\", loss.item())\n model.eval()\n predictions = model.generate(flattened_patches=flattened_patches, attention_mask=attention_mask) \n print(\"Predictions:\", processor.batch_decode(predictions, skip_special_tokens=True))\n\n model.train()","metadata":{"scrolled":true,"execution":{"iopub.status.busy":"2023-05-22T10:33:31.188379Z","iopub.execute_input":"2023-05-22T10:33:31.188902Z","iopub.status.idle":"2023-05-22T10:33:31.314012Z","shell.execute_reply.started":"2023-05-22T10:33:31.188849Z","shell.execute_reply":"2023-05-22T10:33:31.310954Z"},"trusted":true},"execution_count":20,"outputs":[{"name":"stdout","text":"Epoch: 0\n","output_type":"stream"},{"name":"stderr","text":"0it [00:00, ?it/s]\n","output_type":"stream"},{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_236/777374157.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mEPOCHS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Epoch:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_dataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"labels\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0mflattened_patches\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"flattened_patches\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/tqdm/std.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1193\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1194\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1195\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1196\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1197\u001b[0m \u001b[0;31m# Update and possibly print the progressbar.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 626\u001b[0m \u001b[0;31m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 627\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# type: ignore[call-arg]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 628\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 629\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 630\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 669\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 670\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 671\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 672\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 673\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory_device\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitems__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitems__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/tmp/ipykernel_236/124164248.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, idx)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0mitem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0mencoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimages\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"image\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreturn_tensors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"pt\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madd_special_tokens\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_patches\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mMAX_PATCHES\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyError\u001b[0m: 1"],"ename":"KeyError","evalue":"1","output_type":"error"}]},{"cell_type":"code","source":"for idx, batch in enumerate(train_dataloader):\n print(idx)","metadata":{"execution":{"iopub.status.busy":"2023-05-22T10:47:33.90879Z","iopub.execute_input":"2023-05-22T10:47:33.909546Z","iopub.status.idle":"2023-05-22T10:47:33.976999Z","shell.execute_reply.started":"2023-05-22T10:47:33.909504Z","shell.execute_reply":"2023-05-22T10:47:33.975282Z"},"trusted":true},"execution_count":38,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_236/3579552908.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, idx)\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mitem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyError\u001b[0m: 1","\nDuring handling of the above exception, another exception occurred:\n","\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_236/2620585572.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_dataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 626\u001b[0m \u001b[0;31m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 627\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# type: ignore[call-arg]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 628\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 629\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 630\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 669\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 670\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 671\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 672\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 673\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory_device\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitems__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0mdata\u001b[0m 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\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/tmp/ipykernel_236/3579552908.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, idx)\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"KeyError accessing index {idx} of the dataset\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyError\u001b[0m: 'KeyError accessing index 1 of the dataset'"],"ename":"KeyError","evalue":"'KeyError accessing index 1 of the dataset'","output_type":"error"}]},{"cell_type":"code","source":"train_dataloader","metadata":{"execution":{"iopub.status.busy":"2023-05-22T10:42:22.167407Z","iopub.execute_input":"2023-05-22T10:42:22.167898Z","iopub.status.idle":"2023-05-22T10:42:22.176397Z","shell.execute_reply.started":"2023-05-22T10:42:22.167854Z","shell.execute_reply":"2023-05-22T10:42:22.175126Z"},"trusted":true},"execution_count":34,"outputs":[{"execution_count":34,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}