diff --git a/.ipynb_checkpoints/untitled-checkpoint.txt b/.ipynb_checkpoints/untitled-checkpoint.txt
new file mode 100644
index 0000000..e69de29
diff --git a/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb
new file mode 100644
index 0000000..70a731b
--- /dev/null
+++ b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb
@@ -0,0 +1,1090 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f99ebf4e-e078-40ae-aea6-e49604cedab3",
+   "metadata": {},
+   "source": [
+    "бим бим бим бам бам бам"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9623a7ed-e7d5-4fd9-8426-a51afd9f3c6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(3+2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2b203420-a3e0-4e7c-9279-952183d3f85d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы\n",
+      "0   Ахмед      189     67\n",
+      "1     Аль      399     43\n",
+      "2  Муалим     5000    100\n",
+      "3  Исланд       12     85\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 3 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   Имя      4 non-null      object\n",
+      " 1   Возраст  4 non-null      int64 \n",
+      " 2   Баллы    4 non-null      int64 \n",
+      "dtypes: int64(2), object(1)\n",
+      "memory usage: 228.0+ bytes\n",
+      "None\n",
+      "           Возраст       Баллы\n",
+      "count     4.000000    4.000000\n",
+      "mean   1400.000000   73.750000\n",
+      "std    2405.207268   24.540782\n",
+      "min      12.000000   43.000000\n",
+      "25%     144.750000   61.000000\n",
+      "50%     294.000000   76.000000\n",
+      "75%    1549.250000   88.750000\n",
+      "max    5000.000000  100.000000\n",
+      "Имя        0\n",
+      "Возраст    0\n",
+      "Баллы      0\n",
+      "dtype: int64\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0   Ахмед      189     67           73.7\n",
+      "1     Аль      399     43           47.3\n",
+      "2  Муалим     5000    100          110.0\n",
+      "3  Исланд       12     85           93.5\n",
+      "         Баллы\n",
+      "Возраст       \n",
+      "12        85.0\n",
+      "189       67.0\n",
+      "399       43.0\n",
+      "5000     100.0\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0   Ахмед      189     67           73.7\n",
+      "1     Аль      399     43           47.3\n",
+      "2  Муалим     5000    100          110.0\n",
+      "Двумерный массив:\n",
+      "[[1 2]\n",
+      " [3 4]]\n",
+      "Линейное пространство:\n",
+      "[ 0.   2.5  5.   7.5 10. ]\n",
+      "Случайные значения из нормального распределения:\n",
+      "[[ 0.5872165  -0.2369517   0.76563361]\n",
+      " [ 1.80966845  1.19757149  0.02845548]\n",
+      " [ 0.23419902 -2.36126673  0.56850731]]\n",
+      "Произведение матриц:\n",
+      "[[19 22]\n",
+      " [43 50]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Ахмед\", \"Аль\", \"Муалим\", \"Исланд\"],\n",
+    "    \"Возраст\": [189, 399, 5000, 12],\n",
+    "    \"Баллы\": [67, 43, 100, 85]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Вывод первого взгляда на данные\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "# Добавляем новый столбец с вычисляемыми значениями\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "print(df)\n",
+    "\n",
+    "# Группируем данные\n",
+    "grouped = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n",
+    "print(grouped)\n",
+    "\n",
+    "# Фильтруем записи по условиям\n",
+    "filtered_df = df[df[\"Возраст\"] > 21]\n",
+    "print(filtered_df)\n",
+    "\n",
+    "# Создаем двумерный массив\n",
+    "arr_2d = np.array([[1, 2], [3, 4]])\n",
+    "print(\"Двумерный массив:\")\n",
+    "print(arr_2d)\n",
+    "\n",
+    "# Используем np.linspace()\n",
+    "linspace_arr = np.linspace(0, 10, 5)\n",
+    "print(\"Линейное пространство:\")\n",
+    "print(linspace_arr)\n",
+    "\n",
+    "# Используем np.random.randn()\n",
+    "random_arr = np.random.randn(3, 3)\n",
+    "print(\"Случайные значения из нормального распределения:\")\n",
+    "print(random_arr)\n",
+    "\n",
+    "# Используем np.dot()\n",
+    "arr1 = np.array([[1, 2], [3, 4]])\n",
+    "arr2 = np.array([[5, 6], [7, 8]])\n",
+    "dot_product = np.dot(arr1, arr2)\n",
+    "print(\"Произведение матриц:\")\n",
+    "print(dot_product)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af388c8f-3eeb-4a92-8022-dd0d40596d0a",
+   "metadata": {},
+   "source": [
+    "# Задание 4:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2868ac4c-0922-4ac5-bd5e-26d0ea26e8dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y_sin = np.sin(x)\n",
+    "y_cos = np.cos(x)\n",
+    "\n",
+    "plt.plot(x, y_sin, color='red', label='sin(x)')\n",
+    "plt.plot(x, y_cos, color='blue', linestyle='--', label='cos(x)')\n",
+    "\n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"Графики синуса и косинуса\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatter plot\n",
+    "plt.scatter(x, y_sin, color='green', label='sin(x) scatter')\n",
+    "plt.legend()\n",
+    "plt.show()\n",
+    "\n",
+    "# Bar chart\n",
+    "plt.bar(x[::10], y_sin[::10], color='purple', label='sin(x) bar')\n",
+    "plt.legend()\n",
+    "plt.show()\n",
+    "\n",
+    "# Histogram\n",
+    "data = np.random.randn(1000)\n",
+    "plt.hist(data, bins=30, color='gray', edgecolor='black')\n",
+    "plt.title(\"Histogram\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "8edb4383-f419-4e9d-85ed-48c50442288f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Генерация фиктивных данных\n",
+    "np.random.seed(42)\n",
+    "size = 100  # Одинаковый размер для всех колонок\n",
+    "\n",
+    "df = pd.DataFrame({\n",
+    "    \"Категория\": np.random.choice([\"A\", \"B\"], size=size),\n",
+    "    \"Баллы\": np.random.randint(40, 49, size=size),\n",
+    "    \"Возраст\": np.random.randint(37, 60, size=size)\n",
+    "})\n",
+    "\n",
+    "# Boxplot\n",
+    "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "plt.show()\n",
+    "\n",
+    "# Histplot\n",
+    "sns.histplot(df[\"Баллы\"], bins=20, kde=True)\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatterplot\n",
+    "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n",
+    "plt.show()\n",
+    "\n",
+    "# Pairplot\n",
+    "sns.pairplot(df.drop(columns=[\"Категория\"]), hue=None)  # Убираем категориальный столбец\n",
+    "plt.show()\n",
+    "\n",
+    "# Heatmap (удаляем нечисловой столбец)\n",
+    "sns.heatmap(df.drop(columns=[\"Категория\"]).corr(), annot=True, cmap=\"coolwarm\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f8e5763-c99a-4b69-a446-1596c5083f07",
+   "metadata": {},
+   "source": [
+    "# Задание 5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "91c889aa-5131-4504-b410-1f69cb353ad7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Обработка DataFrame...\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Анализ данных:   0%|                                           | 0/100 [00:00<?]\u001b[A\n",
+      "Анализ данных:   5%|█▉                                     | 5/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  10%|███▊                                  | 10/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  15%|█████▋                                | 15/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  20%|███████▌                              | 20/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  25%|█████████▌                            | 25/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  30%|███████████▍                          | 30/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  35%|█████████████▎                        | 35/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  40%|███████████████▏                      | 40/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  45%|█████████████████                     | 45/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  50%|███████████████████                   | 50/100 [00:01<00:01]\u001b[A\n",
+      "Анализ данных:  55%|████████████████████▉                 | 55/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  60%|██████████████████████▊               | 60/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  65%|████████████████████████▋             | 65/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  70%|██████████████████████████▌           | 70/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  75%|████████████████████████████▌         | 75/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  80%|██████████████████████████████▍       | 80/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  85%|████████████████████████████████▎     | 85/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  90%|██████████████████████████████████▏   | 90/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  95%|████████████████████████████████████  | 95/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных: 100%|█████████████████████████████████████| 100/100 [00:02<00:00]\u001b[A\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Кастомный стиль с цветами...\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:   0%|                        | 0/100 [00:00<?, ?it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:   5%|                | 5/100 [00:00<00:01, 49.18it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  10%|█              | 10/100 [00:00<00:01, 48.70it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  15%|██             | 15/100 [00:00<00:01, 48.43it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  20%|██             | 20/100 [00:00<00:01, 48.36it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  25%|███            | 25/100 [00:00<00:01, 48.10it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  30%|████           | 30/100 [00:00<00:01, 48.19it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  35%|████           | 35/100 [00:00<00:01, 48.18it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  40%|█████          | 40/100 [00:00<00:01, 48.16it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  45%|██████         | 45/100 [00:00<00:01, 47.94it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  50%|███████        | 50/100 [00:01<00:01, 47.97it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  55%|███████        | 55/100 [00:01<00:00, 48.08it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  60%|████████       | 60/100 [00:01<00:00, 48.04it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  65%|█████████      | 65/100 [00:01<00:00, 47.99it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  70%|█████████      | 70/100 [00:01<00:00, 48.02it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  75%|██████████     | 75/100 [00:01<00:00, 48.02it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  80%|███████████    | 80/100 [00:01<00:00, 48.09it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  85%|███████████    | 85/100 [00:01<00:00, 47.97it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  90%|████████████   | 90/100 [00:01<00:00, 48.01it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  95%|█████████████  | 95/100 [00:01<00:00, 47.94it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m: 100%|█████████████ | 100/100 [00:02<00:00, 48.03it/s]\u001b[0m\u001b[A\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Динамическое обновление описания...\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Идёт скачивание:   0% |                                                                      | 0/100\u001b[A\n",
+      "Идёт скачивание:   5% |███▌                                                                  | 5/100\u001b[A\n",
+      "Идёт скачивание:  10% |██████▉                                                              | 10/100\u001b[A\n",
+      "Идёт скачивание:  15% |██████████▎                                                          | 15/100\u001b[A\n",
+      "Идёт скачивание:  20% |█████████████▊                                                       | 20/100\u001b[A\n",
+      "Идёт скачивание:  25% |█████████████████▎                                                   | 25/100\u001b[A\n",
+      "Идёт скачивание:  30% |████████████████████▋                                                | 30/100\u001b[A\n",
+      "Идёт скачивание:  35% |████████████████████████▏                                            | 35/100\u001b[A\n",
+      "Идёт скачивание:  40% |███████████████████████████▌                                         | 40/100\u001b[A\n",
+      "Идёт скачивание:  45% |███████████████████████████████                                      | 45/100\u001b[A\n",
+      "Идёт скачивание:  50% |██████████████████████████████████▌                                  | 50/100\u001b[A\n",
+      "Половина пройдена!: :  50% |████████████████████████████████                                | 50/100\u001b[A\n",
+      "Половина пройдена!: :  55% |███████████████████████████████████▏                            | 55/100\u001b[A\n",
+      "Половина пройдена!: :  60% |██████████████████████████████████████▍                         | 60/100\u001b[A\n",
+      "Половина пройдена!: :  65% |█████████████████████████████████████████▌                      | 65/100\u001b[A\n",
+      "Половина пройдена!: :  70% |████████████████████████████████████████████▊                   | 70/100\u001b[A\n",
+      "Половина пройдена!: :  75% |████████████████████████████████████████████████                | 75/100\u001b[A\n",
+      "Половина пройдена!: :  80% |███████████████████████████████████████████████████▏            | 80/100\u001b[A\n",
+      "Почти готово!: :  80% |███████████████████████████████████████████████████████▏             | 80/100\u001b[A\n",
+      "Почти готово!: :  85% |██████████████████████████████████████████████████████████▋          | 85/100\u001b[A\n",
+      "Почти готово!: :  90% |██████████████████████████████████████████████████████████████       | 90/100\u001b[A\n",
+      "Почти готово!: :  95% |█████████████████████████████████████████████████████████████████▌   | 95/100\u001b[A\n",
+      "Почти готово!: : 100% |████████████████████████████████████████████████████████████████████| 100/100\u001b[A"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Все задачи выполнены!\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import time\n",
+    "from tqdm import tqdm\n",
+    "from colorama import Fore, Style\n",
+    "\n",
+    "# 1️ Прогресс-бар при обработке DataFrame\n",
+    "df = pd.DataFrame({\n",
+    "    \"ID\": range(1, 101),\n",
+    "    \"Значение\": range(100, 0, -1)\n",
+    "})\n",
+    "\n",
+    "print(\"\\nОбработка DataFrame...\\n\")\n",
+    "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Анализ данных\", \n",
+    "                       ncols=80, bar_format=\"{desc}: {percentage:3.0f}%|{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}]\"):\n",
+    "    time.sleep(0.02)  # Симуляция обработки\n",
+    "\n",
+    "# 2️ Кастомный стиль с цветами\n",
+    "print(\"\\nКастомный стиль с цветами...\\n\")\n",
+    "for i in tqdm(range(100), desc=f\"{Fore.CYAN}Загрузка данных{Style.RESET_ALL}\", \n",
+    "              ascii=\" █\", ncols=70, bar_format=\"{l_bar}{bar} {r_bar}\"):\n",
+    "    time.sleep(0.02)\n",
+    "\n",
+    "# 3️ Динамическое обновление прогресс-бара\n",
+    "print(\"\\nДинамическое обновление описания...\\n\")\n",
+    "pbar = tqdm(range(100), desc=\"Идёт скачивание\", ncols=100, \n",
+    "            bar_format=\"{desc}: {percentage:3.0f}% |{bar}| {n_fmt}/{total_fmt}\")\n",
+    "\n",
+    "for i in pbar:\n",
+    "    time.sleep(0.02)\n",
+    "    if i == 50:\n",
+    "        pbar.set_description(\"Половина пройдена!\")\n",
+    "    elif i == 80:\n",
+    "        pbar.set_description(\"Почти готово!\")\n",
+    "\n",
+    "print(\"\\nВсе задачи выполнены!\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37e1d549-34d5-490a-a0c8-ab15162a2f4a",
+   "metadata": {},
+   "source": [
+    "# Задание 6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "355434cb-3797-4092-95ff-54434bdc8d23",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4113 entries, 0 to 4112\n",
+      "Data columns (total 12 columns):\n",
+      " #   Column          Non-Null Count  Dtype  \n",
+      "---  ------          --------------  -----  \n",
+      " 0   Country         4113 non-null   object \n",
+      " 1   first_seq       4113 non-null   object \n",
+      " 2   num_seqs        4113 non-null   int64  \n",
+      " 3   last_seq        4113 non-null   object \n",
+      " 4   variant         4113 non-null   object \n",
+      " 5   censure_date    4113 non-null   object \n",
+      " 6   duration        4113 non-null   int64  \n",
+      " 7   censored        4113 non-null   bool   \n",
+      " 8   mortality_rate  4113 non-null   float64\n",
+      " 9   total_cases     4113 non-null   float64\n",
+      " 10  total_deaths    4113 non-null   float64\n",
+      " 11  growth_rate     3585 non-null   float64\n",
+      "dtypes: bool(1), float64(4), int64(2), object(5)\n",
+      "memory usage: 357.6+ KB\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Обработка данных:   0%|                                                          | 0/4113 [00:00<?, ?it/s]\u001b[A\n",
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+      "Обработка данных:   1%|▋                                                | 60/4113 [00:00<00:44, 92.02it/s]\u001b[A\n",
+      "Обработка данных:   2%|▊                                                | 70/4113 [00:00<00:43, 92.25it/s]\u001b[A\n",
+      "Обработка данных:   2%|▉                                                | 80/4113 [00:00<00:43, 92.38it/s]\u001b[A\n",
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+      "Обработка данных:   3%|█▎                                              | 110/4113 [00:01<00:43, 92.27it/s]\u001b[A\n",
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+      "Обработка данных:   4%|█▊                                              | 150/4113 [00:01<00:42, 92.20it/s]\u001b[A\n",
+      "Обработка данных:   4%|█▊                                              | 160/4113 [00:01<00:42, 92.40it/s]\u001b[A\n",
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+      "                                                                                                          \u001b[A"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Анализ завершен!\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "# Загрузка данных\n",
+    "df = pd.read_csv('surv_variants.csv')\n",
+    "\n",
+    "# Базовый анализ\n",
+    "df_info = df.info()  # инфо выводим только один раз\n",
+    "df_description = df.describe()  # статистику тоже только один раз\n",
+    "# Можно при необходимости вывести их через print:\n",
+    "#print(df_info)\n",
+    "#print(df_description)\n",
+    "\n",
+    "# Построение графиков\n",
+    "# Histplot (Гистограмма)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.histplot(df['total_cases'], bins=30, kde=True)\n",
+    "plt.title('Распределение Total Cases')\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatterplot (Диаграмма рассеяния)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.scatterplot(x='mortality_rate', y='total_cases', data=df)\n",
+    "plt.title('Мортальность vs Total Cases')\n",
+    "plt.show()\n",
+    "\n",
+    "# Boxplot (Ящик с усами)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.boxplot(x='variant', y='total_deaths', data=df)\n",
+    "plt.title('Total Deaths по Variant')\n",
+    "plt.show()\n",
+    "\n",
+    "# Использование tqdm, но вывод прогресса будет скрыт\n",
+    "for i in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка данных\", leave=False):\n",
+    "    time.sleep(0.01)\n",
+    "\n",
+    "print(\"Анализ завершен!\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d20cfb5d-30f0-44ed-b5f6-a32fe7ca4706",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/surv_variants.csv b/surv_variants.csv
new file mode 100644
index 0000000..6045d83
--- /dev/null
+++ b/surv_variants.csv
@@ -0,0 +1,4114 @@
+Country,first_seq,num_seqs,last_seq,variant,censure_date,duration,censored,mortality_rate,total_cases,total_deaths,growth_rate
+China,2019-10-22,3,2020-06-03,S.Q677,2020-06-21,225,True,0.05298270465397884,18259.460122699387,967.4355828220858,16447.43070611852
+USA,2020-03-03,26022,2021-11-19,S.Q677,2020-11-01,626,False,0.016111465270624598,256577.59623403364,4133.841030944974,84748.74587601596
+Brazil,2020-03-09,1553,2021-11-12,S.Q677,2020-11-07,613,False,0.027845990904288728,101550.1404656567,2827.7642877359194,42356.90742557735
+Australia,2020-03-20,88,2021-11-14,S.Q677,2020-11-18,604,False,0.009905405476304151,1402.239578652566,13.889751601475552,1227.1224997033116
+Sweden,2020-03-20,810,2021-11-19,S.Q677,2020-11-18,609,False,0.01271099109557639,1659.1487275628378,21.08942470228813,2521.042925065023
+Spain,2020-03-20,1033,2021-11-21,S.Q677,2020-11-18,611,False,0.017283177412081848,19008.57607124877,328.5285925904463,9904.841292994292
+UK,2020-03-26,6718,2021-11-24,S.Q677,2020-11-24,608,False,0.014431449567554088,211650.10247006494,3054.417779764397,219867.19025765377
+Germany,2020-03-27,3560,2021-11-18,S.Q677,2020-11-25,601,False,0.01896668175075226,17896.698205041368,339.4409792442789,9198.31885728653
+Mexico,2020-03-28,278,2021-11-08,S.Q677,2020-11-26,590,False,0.0757120988735717,9926.348815944166,751.5447030063261,6918.615103034291
+Canada,2020-04-01,2380,2021-10-29,S.Q677,2020-11-30,576,False,0.016910965945661004,124014.1950953017,2097.199830035207,55028.403974741086
+India,2020-04-06,1601,2021-11-03,S.Q677,2020-12-05,576,False,0.013392723556478863,298414.5211613345,3996.5831871527644,70730.5169870757
+Indonesia,2020-04-09,106,2021-10-24,S.Q677,2020-12-08,563,False,0.03377461280244263,22748.49491319532,768.3216075315078,7860.357773219762
+Romania,2020-04-11,44,2021-11-03,S.Q677,2020-12-10,571,False,0.029299770386203367,2942.507460304795,86.21479294662092,2836.0329685901697
+Madagascar,2020-04-13,14,2021-03-29,S.Q677,2020-12-12,350,False,0.01643789895281405,253.25735849056605,4.163018867924528,68.3723470973471
+Japan,2020-04-17,778,2021-10-14,S.Q677,2020-12-16,545,False,0.010514427632931615,2629.2122826183236,27.64466227720531,2828.143835266757
+Italy,2020-04-21,1718,2021-11-22,S.Q677,2020-12-20,580,False,0.027016330396174765,31877.40242278319,861.2104360257326,10459.678240257766
+Egypt,2020-04-26,368,2021-09-04,S.Q677,2020-12-25,496,False,0.057911379296060536,121972.21052631579,7063.578947368421,581.945943930196
+Austria,2020-04-26,354,2021-11-05,S.Q677,2020-12-25,558,False,0.013232184333075263,7227.0650404586095,95.62985680247235,1711.225639033385
+Qatar,2020-05-08,55,2021-09-15,S.Q677,2021-01-06,495,False,0.0025696222995566977,1740.2032575043747,4.471665096244448,364.1720005762826
+Guinea-Bissau,2020-05-13,2,2021-01-29,S.Q677,2021-01-11,261,False,0.017772511848341232,25.06930693069307,0.44554455445544555,5.1276868604272146
+Kenya,2020-05-17,66,2021-10-01,S.Q677,2021-01-15,502,False,0.020534588046851536,1399.7324840764331,28.742929936305732,510.5698304953057
+Bangladesh,2020-05-17,41,2021-09-26,S.Q677,2021-01-15,497,False,0.01767104929832127,8618.616666666667,152.3,2617.593611697954
+South Africa,2020-05-28,165,2021-10-20,S.Q677,2021-01-26,510,False,0.03041764370018157,6571.635522310643,199.89366784510176,5543.397524947479
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+Guinea,2020-06-02,26,2021-07-16,S.Q677,2021-01-31,409,False,0.007586631125692024,1346.0934182590233,10.21231422505308,50.33639384108582
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+Saudi Arabia,2020-06-13,9,2021-09-06,S.Q677,2021-02-11,450,False,0.015734268940637477,11492.241217798595,180.82201405152225,662.3595537939291
+Belgium,2020-06-18,974,2021-11-26,S.Q677,2021-02-16,526,False,0.015773083855331906,6403.047943935343,100.99581214940272,2884.9379585186
+United Arab Emirates,2020-06-25,46,2021-02-07,S.Q677,2021-02-23,227,True,0.00282087015115086,5184.249223334484,14.624093890231274,1091.0649883514554
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+Laos,2020-07-05,3,2020-07-10,S.Q677,2021-03-05,5,True,0.0,2.590909090909091,0.0,0.0
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+Iceland,2020-08-03,13,2021-08-22,S.Q677,2021-04-03,384,False,0.002965892239248641,5.751935610865666,0.01705962118892437,14.713742345737156
+Pakistan,2020-08-10,15,2021-07-06,S.Q677,2021-04-10,330,False,0.023259665820226975,2837.3027217544545,65.99471313882906,2307.5390446157035
+France,2020-08-13,4214,2021-11-18,S.Q677,2021-04-13,462,False,0.016009383492571243,816113.2645709424,13065.470225890473,205591.09776289095
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+Denmark,2020-08-17,1922,2021-11-22,S.Q677,2021-04-17,462,False,0.00617199077256825,3432.5322293347817,21.185557245997398,2716.192475981231
+Russia,2020-08-18,46,2021-10-31,S.Q677,2021-04-18,439,False,0.02795350289520725,20182.62707515056,564.1751243781094,16275.504778245939
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+Switzerland,2020-08-25,1546,2021-11-23,S.Q677,2021-04-25,455,False,0.011864908825409363,5195.024988387647,61.63849783294276,1904.4012530484597
+New Zealand,2020-08-30,9,2021-08-31,S.Q677,2021-04-30,366,False,0.0072829131652661075,6.477169640157242,0.04717266404596311,7.092546916785946
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+Philippines,2020-09-18,131,2021-08-30,S.Q677,2021-05-19,346,False,0.01686568478323572,5649.495068086592,95.2826030027933,4545.191963175349
+Burkina Faso,2020-09-21,23,2021-04-23,S.Q677,2021-05-22,214,True,0.011790492026301867,981.6548387096774,11.574193548387097,68.26278103793862
+Jordan,2020-10-08,18,2021-11-17,S.Q677,2021-06-08,405,False,0.012550601881421906,8240.588894549159,103.42435048395313,2176.081234391579
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+Greece,2020-10-19,48,2021-11-02,S.Q677,2021-06-19,379,False,0.021273747400427596,746.027110543447,15.870792303572165,1840.9990920989758
+Argentina,2020-10-19,32,2021-09-18,S.Q677,2021-06-19,334,False,0.021831554553593417,8042.77311327544,175.58623998464714,14190.452093574044
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+Uganda,2020-10-29,43,2021-06-01,S.Q677,2021-06-29,215,True,0.007579405791336028,1146.05078125,8.686383928571429,132.8795853725336
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+Luxembourg,2020-11-12,522,2021-11-13,S.Q677,2021-07-13,366,False,0.010148608869053272,671.7191996334199,6.81701542691309,130.22084633745126
+Portugal,2020-11-12,152,2021-11-15,S.Q677,2021-07-13,368,False,0.016477786338187507,2338.6248039419806,38.5353598445416,2110.646529429748
+Mozambique,2020-11-25,5,2021-07-02,S.Q677,2021-07-26,219,True,0.011335399748956119,127.36378466557912,1.4437194127243067,321.11124459746554
+Iran,2020-11-25,3,2021-02-01,S.Q677,2021-07-26,68,True,0.04073997119183263,4812.824324324324,196.07432432432432,7140.654110339786
+Norway,2020-11-29,666,2021-11-03,S.Q677,2021-07-30,339,False,0.004339921135274255,1075.2016925246826,4.666290550070522,485.8025507548155
+Palestine,2020-11-29,6,2021-02-06,S.Q677,2021-07-30,69,True,0.011541143869307347,9721.74,112.2,1105.2004374070511
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+India,2020-10-14,3846,2021-10-31,S.N501,2021-06-14,382,False,0.013371040279224523,716130.4092368017,9575.408547082816,89254.24228756849
+Slovenia,2020-10-17,8615,2021-08-17,S.N501,2021-06-17,304,False,0.01693251440008556,20802.817376867737,352.2440047961631,832.9098144952547
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+Denmark,2020-10-26,63347,2021-10-25,S.N501,2021-06-26,364,False,0.0071044173115264635,93870.53130168497,666.8954276218775,2549.9303775945596
+Ireland,2020-10-28,16144,2021-09-08,S.N501,2021-06-28,315,False,0.014281479511409947,36499.49145026119,521.2667393237876,898.4798981941539
+Portugal,2020-11-09,5135,2021-11-27,S.N501,2021-07-10,383,False,0.01614742808011862,81239.8410715525,1311.8144909431605,2097.3379740853147
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+Namibia,2021-03-17,49,2021-06-17,S.N501,2021-11-15,92,True,0.015789023277042447,7247.864978902953,114.4367088607595,230.27250753483918
+Armenia,2021-03-18,13,2021-06-26,S.N501,2021-11-16,100,True,0.020050905984123027,12275.058823529413,246.12605042016807,414.6719976703551
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+Afghanistan,2021-03-21,52,2021-05-29,S.N501,2021-11-19,69,True,0.04134871846072657,9644.89947089947,398.8042328042328,173.23481760125966
+Malta,2021-03-25,146,2021-06-28,S.N501,2021-11-23,95,True,0.013720109760878087,4145.966604823748,56.883116883116884,17.143780520889855
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+Papua New Guinea,2021-03-31,1,2021-03-31,S.N501,2021-11-29,0,True,0.010015022533800702,2.409895414320193,0.02413515687851971,
+Liberia,2021-03-31,10,2021-05-20,S.N501,2021-11-29,50,True,0.03968253968253969,68.43450479233226,2.7156549520766773,1.7180995475113117
+Algeria,2021-04-12,12,2021-07-28,S.N501,2021-12-11,107,True,0.024896637966624984,12456.968944099379,310.1366459627329,371.9316070765096
+Nepal,2021-04-14,2,2021-06-02,S.N501,2021-12-13,49,True,0.013228601795447818,1709.9131736526947,22.619760479041915,6795.448307322929
+Honduras,2021-04-23,3,2021-05-19,S.N501,2021-12-22,26,True,0.02639925658018158,3472.8939393939395,91.68181818181819,938.2405372405375
+El Salvador,2021-04-29,10,2021-08-02,S.N501,2021-12-28,95,True,0.03029783537909438,3820.873362445415,115.76419213973799,187.08336950623982
+Haiti,2021-05-07,46,2021-08-07,S.N501,2022-01-05,92,True,0.027698514218242643,2725.935860058309,75.50437317784257,92.67333114499714
+Burundi,2021-05-27,6,2021-05-31,S.N501,2022-01-25,4,True,0.0012526096033402922,127.73333333333333,0.16,36.5
+Libya,2021-06-05,1,2021-06-05,S.N501,2022-02-03,0,True,0.016779618406765336,2596.5694444444443,43.56944444444444,
+Andorra,2021-06-07,9,2021-07-19,S.N501,2022-02-05,42,True,0.008844627063165958,1001.7906976744187,8.86046511627907,11.673059498640892
+Uzbekistan,2021-06-25,7,2021-06-25,S.N501,2022-02-23,0,True,0.006701545515048437,3844.1015228426395,25.761421319796955,
+Saint Vincent and the Grenadines,2021-09-20,8,2021-09-27,S.N501,2022-05-21,7,True,0.005358737719559393,497.6296296296296,2.6666666666666665,84.3928571428572
+China,2019-10-22,7,2021-04-17,S.L18,2020-06-21,543,False,0.043715994911079234,53941.31288343558,2358.0981595092026,3883.3875538583816
+Georgia,2020-02-24,28,2021-08-31,S.L18,2020-10-24,554,False,0.013473720969569543,9670.042713567838,130.29145728643215,969.0817435075263
+UK,2020-02-27,57904,2021-11-24,S.L18,2020-10-27,636,False,0.014431449567554086,1824261.3178664248,26326.735206829064,210364.9559588103
+Iceland,2020-02-27,66,2021-08-14,S.L18,2020-10-27,534,False,0.0031719179530556147,27.305367219281745,0.08661038449761603,14.456667439866715
+Brazil,2020-03-01,44617,2021-11-03,S.L18,2020-10-30,612,False,0.027861071129844275,2903282.443410645,80888.55866589207,42035.37999415696
+India,2020-03-01,657,2021-10-22,S.L18,2020-10-30,600,False,0.01328202041934847,121883.81351523084,1618.863299897357,66627.80065958729
+Australia,2020-03-10,82,2021-11-03,S.L18,2020-11-08,603,False,0.010130081393298561,1205.2431003312677,12.209210705067246,1062.3860057165875
+USA,2020-03-12,36695,2021-11-22,S.L18,2020-11-10,620,False,0.016074428384662217,363557.3607643672,5843.9767593236265,85577.09709703976
+New Zealand,2020-03-16,17,2021-05-31,S.L18,2020-11-14,441,False,0.009723261032161557,9.163995564963209,0.0891039209757081,7.802272011426553
+Spain,2020-03-17,3077,2021-11-19,S.L18,2020-11-15,612,False,0.017283177412081848,56620.89890729184,978.5890410462762,9881.763559518853
+Luxembourg,2020-03-22,2124,2021-11-04,S.L18,2020-11-20,592,False,0.010275589121673142,2680.4834580723996,27.543546662593553,168.48961574636112
+Switzerland,2020-03-24,819,2021-11-18,S.L18,2020-11-22,604,False,0.012153399775626251,2674.520551246276,32.50451746742429,1761.0058181796505
+Guinea,2020-03-31,15,2021-04-27,S.L18,2020-11-29,392,False,0.006395718044089631,702.1019108280254,4.490445859872612,50.26124121520583
+Czech Republic,2020-04-01,163,2021-10-29,S.L18,2020-11-30,576,False,0.01752482469467823,5044.9578335600345,88.41200162518328,4138.293505026898
+Canada,2020-04-03,17407,2021-11-07,S.L18,2020-12-02,583,False,0.01684822537288922,916860.4177795313,15447.47095423091,55140.92490413006
+Finland,2020-04-04,737,2021-08-17,S.L18,2020-12-03,500,False,0.008635130155114074,1157.4310367505852,9.994567647909925,244.94864890140047
+Qatar,2020-04-05,12,2021-08-27,S.L18,2020-12-04,509,False,0.002594782848571576,374.7540718804684,0.9724054381477991,404.5075460633427
+Ireland,2020-04-06,614,2021-10-28,S.L18,2020-12-05,570,False,0.012407446293743326,1684.9445425733147,20.905858919914316,762.8458887319704
+Italy,2020-04-13,2679,2021-11-16,S.L18,2020-12-12,582,False,0.027270871061906496,49113.90814867763,1339.3790564689064,10409.707989127528
+Madagascar,2020-04-14,212,2021-04-26,S.L18,2020-12-13,377,False,0.016784574837009295,5767.2,96.8,72.58858746566872
+Cyprus,2020-04-17,6,2021-01-22,S.L18,2020-12-16,280,False,0.00594822716246303,768.3319148936171,4.5702127659574465,76.1709959004424
+Belgium,2020-04-18,3006,2021-11-20,S.L18,2020-12-17,581,False,0.016799241226683526,18366.232170728315,308.5387646613404,2719.802234961871
+France,2020-04-20,5179,2021-11-15,S.L18,2020-12-19,574,False,0.016119603489431505,994841.6510768392,16036.452950130017,186512.38472655657
+Netherlands,2020-04-26,1447,2021-11-14,S.L18,2020-12-25,567,False,0.00814388824056002,57658.94041797106,469.5679668330654,23299.918027660857
+Colombia,2020-05-19,585,2021-10-16,S.L18,2021-01-17,515,False,0.025466679972603695,107881.07476116419,2747.3728060431017,11037.881777435776
+Peru,2020-05-19,2028,2021-11-05,S.L18,2021-01-17,535,False,0.09085208430250748,147386.0878505289,13390.333278413023,4332.959592238776
+Argentina,2020-05-21,2509,2021-11-01,S.L18,2021-01-19,529,False,0.02192631492387917,636783.1888403781,13962.30873674615,11803.355182951347
+Singapore,2020-05-23,166,2021-11-05,S.L18,2021-01-21,531,False,0.0021998166819431715,1385.634637266057,3.0481421901361476,110.22169616173231
+Sweden,2020-05-24,2624,2021-11-19,S.L18,2021-01-22,544,False,0.01271099109557639,5374.822544598625,68.31932150469636,2744.205659073793
+Japan,2020-05-27,370,2021-10-23,S.L18,2021-01-25,514,False,0.010572801949469354,1252.8611414567895,13.246252718808744,3189.218989627086
+Chile,2020-05-31,4282,2021-11-07,S.L18,2021-01-29,525,False,0.02215202648741596,137250.53068036906,3040.3773910434325,3344.5092443159033
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+Mexico,2020-06-02,2890,2021-11-08,S.L18,2021-01-31,524,False,0.07571209887357172,103191.18013697352,7812.820833411089,7256.916538970276
+Senegal,2020-06-14,75,2021-10-28,S.L18,2021-02-12,501,False,0.02541134444684997,6018.241042345277,152.93159609120522,144.80776547386014
+Turkey,2020-06-15,535,2021-11-17,S.L18,2021-02-13,520,False,0.008749218546051131,25437.15737719623,222.5552490833866,17300.161151105392
+Djibouti,2020-06-15,129,2021-05-07,S.L18,2021-02-13,326,False,0.013075360014135525,1093.7460674157303,14.301123595505619,12.65953356936057
+Ecuador,2020-07-01,287,2021-11-17,S.L18,2021-03-01,504,False,0.06332646623933831,15472.694750953904,979.8310817778695,1051.0980843736545
+Laos,2020-07-05,5,2020-07-10,S.L18,2021-03-05,5,True,0.0,4.318181818181818,0.0,0.0
+Bangladesh,2020-07-10,384,2021-09-29,S.L18,2021-03-10,446,False,0.017675947605576923,80913.22276422764,1430.2178861788618,2746.893226625077
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+Denmark,2020-08-10,3268,2021-11-22,S.L18,2021-04-10,469,False,0.00617199077256825,5836.37633999275,36.02206091567091,2711.1926582987344
+Germany,2020-08-14,6624,2021-11-18,S.L18,2021-04-14,461,False,0.018966681750752265,33299.92385117809,631.5890580095796,10824.346847125034
+Russia,2020-08-24,62,2021-11-22,S.L18,2021-04-24,455,False,0.028278849735552846,29889.328201099765,845.2358208955224,16801.091946559714
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+Côte d'Ivoire,2020-09-14,23,2021-04-20,S.L18,2021-05-15,218,True,0.006028850791423686,1594.4103343465047,9.612462006079028,123.6631839318153
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+Portugal,2020-11-07,390,2021-11-16,S.L18,2021-07-08,374,False,0.01646076448784179,6009.583593587341,98.92234020403914,2155.4210044373644
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+Equatorial Guinea,2021-01-12,33,2021-04-01,S.L18,2021-09-12,79,True,0.014697488584474887,698.6827794561933,10.268882175226587,22.85546179090483
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+Croatia,2021-01-16,57,2021-11-05,S.L18,2021-09-16,293,False,0.019180776780649455,645.2363661561915,12.376134709999308,740.0370798866197
+Guyana,2021-01-18,3,2021-09-07,S.L18,2021-09-18,232,True,0.02442850739578664,642.528,15.696,88.94420505989993
+Uruguay,2021-01-20,107,2021-04-14,S.L18,2021-09-20,84,True,0.01082918554267567,13449.192561983471,145.64380165289256,1208.1776822356856
+Brunei,2021-01-20,1,2021-01-20,S.L18,2021-09-20,0,True,0.017241379310344827,1.6893203883495145,0.02912621359223301,
+Belize,2021-01-20,22,2021-08-09,S.L18,2021-09-20,201,True,0.02344989309607559,458.30172413793105,10.74712643678161,10.361460754560126
+Cameroon,2021-01-21,7,2021-09-16,S.L18,2021-09-21,238,True,0.016016109771231885,530.0514184397163,8.48936170212766,270.17285960409265
+Gambia,2021-01-21,25,2021-07-31,S.L18,2021-09-21,191,True,0.02750032429627708,114.78558665872544,3.156640857653365,14.614747511054455
+Paraguay,2021-01-25,106,2021-08-14,S.L18,2021-09-25,201,True,0.03377216709119142,51269.52754237288,1731.4830508474577,1946.382663330666
+Guinea-Bissau,2021-01-29,2,2021-02-05,S.L18,2021-09-29,7,True,0.01671511627906977,27.247524752475247,0.45544554455445546,27.071428571428584
+Benin,2021-01-31,11,2021-03-03,S.L18,2021-10-01,31,True,0.01235381321034426,59.15057573073516,0.7307351638618246,63.421004398827016
+Oman,2021-02-05,6,2021-04-23,S.L18,2021-10-06,77,True,0.01048154664881961,944.4927782497876,9.899745114698385,628.400384425701
+Seychelles,2021-02-05,22,2021-05-25,S.L18,2021-10-06,109,True,0.003557386257255196,147.61557788944722,0.5251256281407035,74.96913644253095
+Bolivia,2021-02-07,21,2021-06-02,S.L18,2021-10-08,115,True,0.03897065825811845,47536.45508982036,1852.5269461077844,1123.015392303848
+Uganda,2021-02-10,14,2021-06-14,S.L18,2021-10-11,124,True,0.0068780804767112,492.9609375,3.390625,92.01144700460829
+Costa Rica,2021-02-10,164,2021-09-29,S.L18,2021-10-11,231,True,0.011976691761945093,21381.832759468765,256.0836202656173,1512.279475445377
+Honduras,2021-02-10,8,2021-05-19,S.L18,2021-10-11,98,True,0.02639925658018158,9261.050505050505,244.4848484848485,701.5817439703156
+Central African Republic,2021-02-11,3,2021-03-09,S.L18,2021-10-12,26,True,0.012542305395182163,57.735632183908045,0.7241379310344828,1.010989010989011
+Sri Lanka,2021-02-17,5,2021-08-20,S.L18,2021-10-18,184,True,0.018294343813185548,287.6389935211692,5.262166641554919,1672.9124616201057
+Congo (Kinshasa),2021-02-21,2,2021-06-20,S.L18,2021-10-22,119,True,0.023248432912798538,219.81976744186048,5.1104651162790695,77.8603896103896
+Suriname,2021-02-22,377,2021-09-14,S.L18,2021-10-23,204,True,0.02231717527499495,4097.316912456856,91.44053969250078,129.16157735649315
+Monaco,2021-02-22,2,2021-08-25,S.L18,2021-10-23,184,True,0.010433133101485931,23.692883895131086,0.24719101123595505,5.306334104090067
+Ethiopia,2021-02-23,3,2021-08-09,S.L18,2021-10-24,167,True,0.01556948100558463,667.3909304143863,10.39093041438624,754.7438727785337
+Somalia,2021-02-28,4,2021-02-28,S.L18,2021-10-29,0,True,0.03293371916770015,453.5625,14.9375,
+Jordan,2021-03-01,14,2021-09-26,S.L18,2021-10-30,209,True,0.01302783785465178,5846.643912379011,76.16912888436067,1431.1945395587197
+Bosnia and Herzegovina,2021-03-07,3,2021-07-05,S.L18,2021-11-05,120,True,0.047145288641140815,442.86609071274296,20.879049676025918,534.1048096463892
+Sudan,2021-03-07,1,2021-03-07,S.L18,2021-11-05,0,True,0.062049770792403404,115.24528301886792,7.150943396226415,
+Gabon,2021-03-08,2,2021-04-11,S.L18,2021-11-06,34,True,0.006154293467726304,54.16272965879265,0.3333333333333333,143.51008403361345
+Dominican Republic,2021-03-11,59,2021-10-15,S.L18,2021-11-09,218,True,0.011067429439036955,11730.981132075472,129.83180592991914,624.4583785574739
+Panama,2021-03-11,27,2021-04-30,S.L18,2021-11-09,50,True,0.017093829544457123,18929.907692307694,323.5846153846154,352.5890497737557
+Namibia,2021-03-17,23,2021-06-17,S.L18,2021-11-15,92,True,0.015789023277042447,3402.059071729958,53.71518987341772,230.27250753483918
+Papua New Guinea,2021-03-23,2,2021-03-23,S.L18,2021-11-21,0,True,0.009845662586482172,3.0233306516492355,0.029766693483507644,
+South Sudan,2021-03-31,2,2021-04-03,S.L18,2021-11-29,3,True,0.010921501706484642,51.924050632911396,0.5670886075949367,29.19999999999999
+Liberia,2021-03-31,6,2021-05-20,S.L18,2021-11-29,50,True,0.03968253968253969,41.06070287539936,1.6293929712460065,1.7180995475113117
+Bahrain,2021-04-04,18,2021-11-10,S.L18,2021-12-03,220,True,0.005026376750932748,705.2854517178001,3.5450303972854518,524.938822862352
+Mali,2021-04-05,1,2021-04-05,S.L18,2021-12-04,0,True,0.03700564971751412,49.395348837209305,1.827906976744186,
+Trinidad and Tobago,2021-04-17,360,2021-10-20,S.L18,2021-12-16,186,True,0.029676143748970214,6866.019553072626,203.75698324022346,246.331075501268
+Malta,2021-04-18,34,2021-06-27,S.L18,2021-12-17,70,True,0.013722799451088024,965.3098330241187,13.246753246753247,7.1117706237424585
+El Salvador,2021-05-01,1,2021-05-01,S.L18,2021-12-30,0,True,0.030694528743605308,302.174672489083,9.275109170305678,
+Haiti,2021-05-15,56,2021-08-07,S.L18,2022-01-13,84,True,0.027698514218242647,3318.530612244898,91.91836734693878,93.77488762947041
+Saudi Arabia,2021-05-20,8,2021-06-11,S.L18,2022-01-18,22,True,0.01625393840453911,8687.644028103045,141.20843091334893,1174.393280632411
+Barbados,2021-05-22,4,2021-07-04,S.L18,2022-01-20,43,True,0.011502692119432207,45.91011235955056,0.5280898876404494,2.015433403805497
+Burundi,2021-05-27,5,2021-05-31,S.L18,2022-01-25,4,True,0.0012526096033402922,106.44444444444444,0.13333333333333333,36.5
+Cambodia,2021-05-31,2,2021-10-30,S.L18,2022-01-29,152,True,0.023482820640563385,32.51702361339923,0.7635914332784185,617.5497466929356
+Timor-Leste,2021-06-14,1,2021-06-14,S.L18,2022-02-12,0,True,0.002277904328018223,20.34390243902439,0.046341463414634146,
+Andorra,2021-07-15,2,2021-07-19,S.L18,2022-03-15,4,True,0.008844627063165958,222.6201550387597,1.9689922480620154,23.999999999999996
+Morocco,2021-07-22,1,2021-07-22,S.L18,2022-03-22,0,True,0.01676242342688258,500.2273127753304,8.385022026431718,
+Bahamas,2021-07-22,1,2021-07-22,S.L18,2022-03-22,0,True,0.019882446847108336,27.34325396825397,0.5436507936507936,
+Antigua and Barbuda,2021-07-22,2,2021-07-22,S.L18,2022-03-22,0,True,0.03288958496476116,8.806896551724138,0.2896551724137931,
+Montenegro,2021-07-27,3,2021-08-01,S.L18,2022-03-27,5,True,0.015965991458684325,344.9054054054054,5.506756756756757,146.74285714285716
+Vietnam,2021-09-19,5,2021-10-28,S.L18,2022-05-20,39,True,0.024197191093755004,937.9293557074787,22.695255852496373,5127.828517823639
+Saint Vincent and the Grenadines,2021-09-20,8,2021-09-27,S.L18,2022-05-21,7,True,0.005358737719559393,497.6296296296296,2.6666666666666665,84.3928571428572
+Congo (Brazzaville),2021-09-29,2,2021-10-29,S.L18,2022-05-30,30,True,0.014893494198464469,38.797312430011196,0.5778275475923852,104.94516129032253
+Liechtenstein,2021-10-07,1,2021-10-07,S.L18,2022-06-07,0,True,0.01626472237801458,6.753787878787879,0.10984848484848485,
+Ukraine,2021-10-25,2,2021-10-31,S.L18,2022-06-25,6,True,0.023567839984722578,4334.667611622963,102.15875265768958,25000.464285714283
+Netherlands,2020-04-25,39,2020-08-08,S.Y453F,2020-12-24,105,True,0.10419266704894256,39.131330907860224,4.0771977324646755,760.1380960777892
+China,2020-05-25,1,2020-05-25,S.Y453F,2021-01-23,0,True,0.05309065934065934,6074.110429447853,322.47852760736197,0.0
+Germany,2020-06-05,7,2021-08-11,S.Y453F,2021-02-03,432,False,0.02416602512222244,25.735134742851614,0.6219159127195316,10899.838812409167
+Denmark,2020-06-08,1596,2021-11-07,S.Y453F,2021-02-06,517,False,0.006755575258290541,2525.8261864887936,17.063408892186043,2556.163541255536
+South Africa,2020-06-17,11,2021-07-06,S.Y453F,2021-02-15,384,False,0.029952523041414044,313.9460149329111,9.403475246038138,4554.424574599621
+Brazil,2020-06-18,1,2020-06-18,S.Y453F,2021-02-16,0,True,0.048589815049404614,2.9397744708108027,0.14284309782365823,
+Switzerland,2020-07-07,4,2021-10-23,S.Y453F,2021-03-07,473,False,0.012965975619513204,12.047664781914763,0.15620972783437467,1988.4631738390058
+USA,2020-07-17,117,2021-11-14,S.Y453F,2021-03-17,485,False,0.01614904171953752,1139.8126354610233,18.406881802516075,93012.62665709102
+Russia,2020-08-11,3,2020-08-20,S.Y453F,2021-04-11,9,True,0.017086014217419475,147.65640219952869,2.5228593872741554,4905.1272727272735
+Belarus,2020-10-11,2,2020-10-21,S.Y453F,2021-06-11,10,True,0.010497311528078356,5602.625,58.8125,617.8636363636366
+Greece,2020-11-26,6,2020-12-14,S.Y453F,2021-07-27,18,True,0.029455233956204613,15.471921222858555,0.4557290593712661,1476.6578947368416
+Egypt,2021-01-09,1,2021-01-09,S.Y453F,2021-09-09,0,True,0.054718109664715485,170.25057208237988,9.31578947368421,
+Poland,2021-01-27,6,2021-06-23,S.Y453F,2021-09-27,147,True,0.02601181164715656,134.31886356744653,3.4938769797765388,11876.120255648062
+India,2021-02-09,4,2021-07-09,S.Y453F,2021-10-10,150,True,0.01322083240409153,668.988524599067,8.844585163984728,173590.72742070406
+UK,2021-03-11,10,2021-11-14,S.Y453F,2021-11-09,248,False,0.014917216768326634,301.8605707371869,4.502919567497412,308241.7547532064
+Canada,2021-03-12,2,2021-10-15,S.Y453F,2021-11-10,217,True,0.016980374784824278,102.08601432560398,1.7334587835376958,47946.440208285414
+France,2021-08-31,8,2021-11-15,S.Y453F,2022-05-01,76,True,0.016119603489431505,1536.7316486995005,24.7715048466963,73813.04390346493
+Peru,2021-09-13,1,2021-09-13,S.Y453F,2022-05-14,0,True,0.09197874669536467,71.22147164464363,6.550861699673773,
+Sweden,2021-09-13,5,2021-10-26,S.Y453F,2022-05-14,43,True,0.012841198660242357,10.065349284819495,0.12925114975109547,613.3486257928118
+South Korea,2021-09-17,1,2021-09-17,S.Y453F,2022-05-18,0,True,0.008428924519931555,6.688536171816127,0.056377166541070084,
+Mexico,2021-09-24,1,2021-09-24,S.Y453F,2022-05-25,0,True,0.07590336311501569,33.768591262806275,2.563149644503331,
+Spain,2021-09-24,2,2021-11-06,S.Y453F,2022-05-25,43,True,0.017411517221989085,36.404088329355346,0.6338504108973825,1811.7841437632135
+Italy,2021-09-28,6,2021-10-05,S.Y453F,2022-05-29,7,True,0.027980143014172315,105.77726195402731,2.959662917121252,3055.8452380952394
+Slovenia,2021-10-13,1,2021-10-13,S.Y453F,2022-06-13,0,True,0.01521314194325429,2.8028223574986164,0.04263973436635307,
+Israel,2021-10-22,2,2021-11-13,S.Y453F,2022-06-22,22,True,0.006088794672977869,29.29734941871295,0.1783855450730307,736.0197628458498
+Jordan,2021-11-08,1,2021-11-08,S.Y453F,2022-07-09,0,True,0.01268833265404171,447.461029037188,5.677534386143658,
+Indonesia,2021-11-23,1,2021-11-23,S.Y453F,2022-07-24,0,True,0.03379249420309206,215.3156855797945,7.276054056789999,
+South Africa,2021-07-28,58,2021-11-25,Omicron.Similar,2022-03-28,120,True,0.030405080440304825,2337.4646810717845,71.07080165435907,3807.0958135753954
+Botswana,2021-11-11,18,2021-11-23,Omicron.Similar,2022-07-12,12,True,0.012411894046811747,829.8758882046424,10.300331596399811,91.30219780219781
+Israel,2021-11-20,1,2021-11-20,Omicron.Similar,2022-07-21,0,True,0.0060846931983368205,14.683760121845655,0.0893461753394037,
+Canada,2021-11-23,2,2021-11-23,Omicron.Similar,2022-07-24,0,True,0.016681592756271207,107.9062765569989,1.8000485613694306,0.0
+Belgium,2021-11-24,1,2021-11-24,Omicron.Similar,2022-07-25,0,True,0.016119708865146697,6.409362395883234,0.10331705583285686,
+Brazil,2021-11-25,2,2021-11-25,Omicron.Similar,2022-07-26,0,True,0.027826627315083934,131.46024936318543,3.6580953657773607,
+Austria,2021-11-26,4,2021-11-28,Omicron.Similar,2022-07-27,2,True,0.010835462435809856,107.88487579324824,1.1689825190497534,11074.499999999998
+Netherlands,2021-11-26,8,2021-11-26,Omicron.Similar,2022-07-27,0,True,0.007510257577470297,354.4871139690329,2.662289533801506,0.0
+Australia,2021-11-27,4,2021-11-28,Omicron.Similar,2022-07-28,1,True,0.009548673370342214,69.9366515837104,0.6678022425882771,9239.999999999995
+Portugal,2021-11-27,13,2021-11-27,Omicron.Similar,2022-07-28,0,True,0.016147428080118615,205.67048372544937,3.3210493441599,
+Italy,2021-11-28,3,2021-11-28,Omicron.Similar,2022-07-29,0,True,0.026693062727119875,56.51952146269892,1.5086791317106203,
+USA,2021-03-31,4648,2021-11-20,21A.Delta.S.K417,2021-11-29,234,True,0.016105602919224724,45872.995051136604,738.812243009167,74907.39957002962
+UK,2021-03-31,342,2021-11-23,21A.Delta.S.K417,2021-11-29,237,True,0.014478842197354255,10728.360704250572,155.33424167314038,350650.84405424696
+India,2021-04-05,93,2021-10-09,21A.Delta.S.K417,2021-12-04,187,True,0.013270777144312915,17148.871603677777,227.57885332884382,99038.62518805072
+Philippines,2021-04-09,260,2021-08-31,21A.Delta.S.K417,2021-12-08,144,True,0.016809248101748015,11290.215171089385,189.7800279329609,6760.909443394741
+Russia,2021-04-12,1,2021-04-12,21A.Delta.S.K417,2021-12-11,0,True,0.022089006829947362,240.76459806231998,5.318250851008117,
+Japan,2021-04-24,76,2021-09-17,21A.Delta.S.K417,2021-12-23,146,True,0.01022529728385497,250.24597124213884,2.5588394500378913,6788.342458197643
+Botswana,2021-04-28,9,2021-07-04,21A.Delta.S.K417,2021-12-27,67,True,0.01620872583738085,152.29441023211749,2.468498342018001,384.5205748749856
+Nepal,2021-04-30,12,2021-08-17,21A.Delta.S.K417,2021-12-29,109,True,0.014043244621548528,13244.802395209581,186.0,3228.9195771250816
+Poland,2021-04-30,37,2021-10-25,21A.Delta.S.K417,2021-12-29,178,True,0.025688871863112757,856.1153227123231,21.992636825204293,481.3078358755467
+Portugal,2021-05-01,68,2021-10-19,21A.Delta.S.K417,2021-12-30,171,True,0.016750406363415175,1020.2397390519814,17.089430217225345,1778.5374838157354
+Qatar,2021-05-06,10,2021-09-03,21A.Delta.S.K417,2022-01-04,120,True,0.0025805898491083677,314.01265311616635,0.810337865123166,170.72471887278144
+Switzerland,2021-05-08,44,2021-10-15,21A.Delta.S.K417,2022-01-06,160,True,0.013056538156849299,131.3226348342664,1.7146189925715862,1148.8000172532782
+Germany,2021-05-12,45,2021-10-29,21A.Delta.S.K417,2022-01-10,170,True,0.02097027496534419,198.51990904252744,4.163017078716919,4910.838337293302
+Belgium,2021-05-14,8,2021-09-08,21A.Delta.S.K417,2022-01-12,117,True,0.021183025604135028,37.12061318786605,0.7863268995997589,1313.5073095731123
+South Africa,2021-05-18,9,2021-11-11,21A.Delta.S.K417,2022-01-16,177,True,0.03058211036117195,359.32900178812736,10.989039188654264,8808.179236942367
+France,2021-05-29,28,2021-10-26,21A.Delta.S.K417,2022-01-27,150,True,0.016377106052438802,5263.474508564265,86.20048023106519,149530.55539909378
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+Japan,2021-03-28,253,2021-10-20,21A.Delta,2021-11-26,206,True,0.010559450199003903,856.2130345350222,9.041138897910576,6839.660195527701
+Denmark,2021-03-29,1216,2021-11-19,21A.Delta,2021-11-27,235,True,0.006279898287117487,2119.264542599784,13.308765771021207,2274.599579580676
+Sweden,2021-04-01,591,2021-11-22,21A.Delta,2021-11-30,235,True,0.01271099109557639,1210.5640715921447,15.38746913463245,1161.6979823524307
+Singapore,2021-04-03,154,2021-10-19,21A.Delta,2021-12-02,199,True,0.0015899175957343674,934.8942598187311,1.486404833836858,229.20436585914655
+Oman,2021-04-05,23,2021-09-05,21A.Delta,2021-12-04,153,True,0.013463597076664861,5914.49787595582,79.6304163126593,1031.5887544460597
+France,2021-04-06,2327,2021-11-12,21A.Delta,2021-12-05,220,True,0.016171685608491436,445153.46103697864,7198.881819421861,122758.48493446136
+Belgium,2021-04-06,914,2021-11-25,21A.Delta,2021-12-05,233,True,0.015949533919770744,5931.73090355581,94.60834324921575,2176.5826481131558
+New Zealand,2021-04-07,10,2021-09-28,21A.Delta,2021-12-06,174,True,0.0063544363379618735,8.565668783388771,0.054429996976111276,15.801218092252576
+Russia,2021-04-07,85,2021-10-31,21A.Delta,2021-12-06,207,True,0.027953502895207243,37293.98481277822,1042.4975124378109,18424.298642337828
+Sri Lanka,2021-04-07,17,2021-11-08,21A.Delta,2021-12-06,215,True,0.025415113520840395,1398.3569383757722,35.539400331475065,2472.9086283475635
+Switzerland,2021-04-07,633,2021-11-21,21A.Delta,2021-12-06,228,True,0.012092841403373075,2080.7625876165166,25.162331970118707,1237.025563338763
+Ireland,2021-04-07,1511,2021-11-08,21A.Delta,2021-12-06,215,True,0.011622124360116561,4472.28705199995,51.97747629248249,1011.6544267019136
+Bahrain,2021-04-09,59,2021-11-11,21A.Delta,2021-12-08,216,True,0.005025887106957949,2311.9942033083557,11.619821857768981,495.1668827538907
+Philippines,2021-04-10,380,2021-08-29,21A.Delta,2021-12-09,141,True,0.01694401754738813,16203.926763268157,274.5596194134078,6666.932071225148
+Israel,2021-04-11,312,2021-11-23,21A.Delta,2021-12-10,226,True,0.0060978155832070715,4584.929620985504,27.958055290753098,2899.9183472892205
+Netherlands,2021-04-13,437,2021-11-03,21A.Delta,2021-12-12,204,True,0.008570734616269985,16319.093730434048,139.86662154158557,17086.704468526696
+Luxembourg,2021-04-14,230,2021-09-21,21A.Delta,2021-12-13,160,True,0.010769489030358596,272.0548342752406,2.929891553383229,71.45575109270762
+Norway,2021-04-15,176,2021-11-08,21A.Delta,2021-12-14,207,True,0.004221863022982138,293.03634353676665,1.237159303167766,505.64233316264216
+Nepal,2021-04-15,52,2021-09-19,21A.Delta,2021-12-14,157,True,0.014071473910416715,61074.0,859.4011976047905,3151.057244215107
+Qatar,2021-04-17,130,2021-09-23,21A.Delta,2021-12-16,159,True,0.0025591485323028947,4130.041728361825,10.569390227486876,203.4680959217157
+Finland,2021-04-17,155,2021-10-12,21A.Delta,2021-12-16,178,True,0.007862384766713443,303.649212111646,2.387406939731145,365.29045466909395
+Austria,2021-04-17,112,2021-11-07,21A.Delta,2021-12-16,204,True,0.013012975640551337,2335.4017315813066,30.390525843968955,952.2958017021632
+Portugal,2021-04-18,116,2021-11-09,21A.Delta,2021-12-17,205,True,0.0165713490408048,1769.9994725518773,29.33127906169755,1607.0583766605926
+Angola,2021-04-18,33,2021-09-26,21A.Delta,2021-12-17,161,True,0.027231000888953392,528.9307938354173,14.403314917127071,167.64600083831883
+Iran,2021-04-18,6,2021-04-28,21A.Delta,2021-12-17,10,True,0.028849069842506177,16620.986486486487,479.5,22017.654545454552
+Vietnam,2021-04-20,17,2021-09-27,21A.Delta,2021-12-19,160,True,0.024486620342509834,2697.921483322975,66.06297907603066,4409.395862088796
+Ghana,2021-04-20,45,2021-09-07,21A.Delta,2021-12-19,140,True,0.00886564011886343,953.6892782789729,8.455065926439973,193.1398647202363
+Slovenia,2021-04-20,114,2021-10-18,21A.Delta,2021-12-19,181,True,0.015043711365603353,324.3784726065302,4.879856115107914,300.029334219806
+Uganda,2021-04-20,8,2021-06-24,21A.Delta,2021-12-19,65,True,0.010339303917285568,337.21875,3.486607142857143,474.4500156559856
+China,2021-04-21,41,2021-07-19,21A.Delta,2021-12-20,89,True,0.04235392787251887,326304.327198364,13820.269938650306,1330.6480800098775
+Morocco,2021-04-22,10,2021-09-07,21A.Delta,2021-12-21,138,True,0.014866244272269015,7837.286343612334,116.51101321585904,2550.2782698065153
+Timor-Leste,2021-04-22,1,2021-04-22,21A.Delta,2021-12-21,0,True,0.001810500905250453,4.041463414634146,0.007317073170731708,
+South Korea,2021-04-22,211,2021-11-01,21A.Delta,2021-12-21,193,True,0.007810334425801823,1828.431471363979,14.280661266013565,1345.4261524491208
+Czech Republic,2021-04-23,257,2021-11-16,21A.Delta,2021-12-22,207,True,0.016583937442762715,8660.471886095851,143.62472398381882,638.769053410358
+Spain,2021-04-23,1978,2021-11-08,21A.Delta,2021-12-22,199,True,0.01740004483256943,36049.61470175985,627.2649120074755,9711.281251781298
+Greece,2021-04-24,46,2021-11-17,21A.Delta,2021-12-23,207,True,0.019924084226454343,809.1278892505459,16.121132215401097,2276.9017945250785
+Argentina,2021-04-24,13,2021-09-30,21A.Delta,2021-12-23,159,True,0.021910052726872218,3278.785491531929,71.8383629995682,15879.823407652644
+Afghanistan,2021-04-26,17,2021-05-10,21A.Delta,2021-12-25,14,True,0.04347195591576302,2791.1931216931216,121.33862433862434,224.5964285714285
+Poland,2021-04-26,108,2021-11-09,21A.Delta,2021-12-25,197,True,0.024952170739660034,2624.3018357397773,65.48202747778218,771.1374608776849
+Togo,2021-04-26,33,2021-07-29,21A.Delta,2021-12-25,94,True,0.009663703131039815,396.15313225058003,3.82830626450116,21.64710246360583
+Jordan,2021-04-26,3,2021-11-01,21A.Delta,2021-12-25,189,True,0.012781887930645651,1321.4381049414162,16.89047376464595,757.9492614608073
+Maldives,2021-04-27,9,2021-09-28,21A.Delta,2021-12-26,154,True,0.002731174404994148,344.2835820895522,0.9402985074626866,299.75320163707255
+Bangladesh,2021-04-27,579,2021-10-26,21A.Delta,2021-12-26,182,True,0.017748366498603223,123038.04918699188,2183.7243902439022,5917.000967314939
+Malaysia,2021-04-28,64,2021-10-10,21A.Delta,2021-12-27,165,True,0.011681086547494992,10440.246548598521,121.95342351136522,12716.726817558745
+Malawi,2021-04-28,61,2021-09-10,21A.Delta,2021-12-27,135,True,0.036558998886195376,1606.6315789473683,58.73684210526316,251.54386718190923
+Botswana,2021-04-28,29,2021-09-23,21A.Delta,2021-12-27,148,True,0.013376637362761935,1211.8387020369494,16.210326859308385,988.690687465989
+Panama,2021-04-29,1,2021-04-29,21A.Delta,2021-12-28,0,True,0.017096903502847195,700.4192307692308,11.975,
+Kosovo,2021-04-30,3,2021-07-13,21A.Delta,2021-12-29,74,True,0.021025892997858474,131.81303462321793,2.7714867617107943,41.14847795163584
+Nigeria,2021-05-02,36,2021-09-12,21A.Delta,2021-12-31,133,True,0.013045377628030992,715.798322683706,9.337859424920127,229.50741281063353
+Congo (Kinshasa),2021-05-03,33,2021-07-12,21A.Delta,2022-01-01,70,True,0.022196156275376702,4252.779069767442,94.3953488372093,222.07012072434614
+Iceland,2021-05-07,104,2021-08-27,21A.Delta,2022-01-05,112,True,0.003043560966330607,47.830628581426886,0.14557543414548796,30.419389180916898
+Sierra Leone,2021-05-07,19,2021-07-21,21A.Delta,2022-01-05,75,True,0.018706660216094177,1309.1,24.488888888888887,34.407655502392345
+Saudi Arabia,2021-05-12,2,2021-05-21,21A.Delta,2022-01-10,9,True,0.016466646151742058,2054.824355971897,33.83606557377049,1009.0121212121215
+Guinea,2021-05-18,6,2021-07-16,21A.Delta,2022-01-16,59,True,0.0075866311256920236,310.6369426751592,2.356687898089172,21.998332870241743
+Liberia,2021-05-20,2,2021-05-20,21A.Delta,2022-01-18,0,True,0.03968253968253968,13.686900958466454,0.5431309904153354,
+Mozambique,2021-05-20,23,2021-07-15,21A.Delta,2022-01-18,56,True,0.011157674727919521,710.883849918434,7.9318107667210445,342.158866995074
+South Sudan,2021-05-21,3,2021-07-14,21A.Delta,2022-01-19,54,True,0.010717230008244023,82.91392405063291,0.8886075949367088,5.232972582972583
+Seychelles,2021-05-24,3,2021-08-06,21A.Delta,2022-01-22,74,True,0.004888005586292098,35.08228643216081,0.17148241206030151,113.77189189189187
+Cambodia,2021-05-25,580,2021-11-20,21A.Delta,2022-01-23,179,True,0.02416837748068032,9541.334431630972,230.59857221306973,566.8725516219636
+Latvia,2021-05-25,1,2021-05-25,21A.Delta,2022-01-23,0,True,0.017807990023875786,5.966789165645842,0.10625652193639128,
+Benin,2021-05-27,4,2021-07-17,21A.Delta,2022-01-25,51,True,0.012979136341581756,29.20814880425155,0.37909654561558903,4.0171177324340475
+Slovakia,2021-06-02,40,2021-11-03,21A.Delta,2022-01-31,154,True,0.014353019475970296,766.9200579259974,11.007618527924109,559.200119235603
+Senegal,2021-06-05,28,2021-11-07,21A.Delta,2022-02-03,155,True,0.025427740582944478,2247.7524429967425,57.155266015200866,261.0736387918635
+Zambia,2021-06-05,1,2021-06-05,21A.Delta,2022-02-03,0,True,0.013090214988949167,50.14609571788413,0.6564231738035264,
+Namibia,2021-06-08,1,2021-06-08,21A.Delta,2022-02-06,0,True,0.015648510382184774,126.18987341772151,1.9746835443037976,
+Bulgaria,2021-06-11,10,2021-08-11,21A.Delta,2022-02-09,61,True,0.0425315396947097,133.92973830786943,5.696237981143231,121.58651255319685
+United Arab Emirates,2021-06-12,17,2021-06-23,21A.Delta,2022-02-10,11,True,0.0028682451451755887,3627.3786675871593,10.404211253020366,2018.139860139859
+Albania,2021-06-16,1,2021-06-16,21A.Delta,2022-02-14,0,True,0.018524110027476674,633.8564593301436,11.741626794258373,
+Kuwait,2021-06-18,36,2021-10-16,21A.Delta,2022-02-16,120,True,0.005956870896465412,15942.741138560688,94.96885069817401,545.5609199295486
+Ukraine,2021-06-23,5,2021-09-16,21A.Delta,2022-02-21,85,True,0.02387529953962464,8630.063784549964,206.04535790219703,1513.2189442898255
+Croatia,2021-06-25,38,2021-11-11,21A.Delta,2022-02-23,139,True,0.018628422285119683,458.03723465687295,8.532511029496685,891.7453040607026
+Uzbekistan,2021-06-25,21,2021-07-23,21A.Delta,2022-02-23,28,True,0.006670141547081915,13088.862944162436,87.30456852791878,500.3802955665025
+Congo (Brazzaville),2021-06-26,10,2021-09-27,21A.Delta,2022-02-24,93,True,0.013549564729008706,159.50727883538633,2.1612541993281074,14.792898168551101
+Bosnia and Herzegovina,2021-06-28,13,2021-10-27,21A.Delta,2022-02-26,121,True,0.04556960010188487,2351.6429085673144,107.16342692584593,405.1105276897504
+Eswatini,2021-06-28,4,2021-07-10,21A.Delta,2022-02-26,12,True,0.03457473578258681,186.13583138173303,6.43559718969555,68.51098901098901
+Lebanon,2021-06-29,5,2021-07-07,21A.Delta,2022-02-27,8,True,0.014398772983677607,575.8494940978078,8.291526138279933,193.25000000000003
+Armenia,2021-06-29,1,2021-06-29,21A.Delta,2022-02-27,0,True,0.020065165113105476,945.2394957983194,18.96638655462185,
+Chile,2021-06-30,30,2021-11-12,21A.Delta,2022-02-28,135,True,0.022042678055228717,968.2460055509714,21.34273497862126,906.051178378894
+Lithuania,2021-07-03,20,2021-11-05,21A.Delta,2022-03-03,125,True,0.014351148661477122,91.77557065690887,1.3170848579891967,1036.4279115110614
+Malta,2021-07-06,3,2021-07-09,21A.Delta,2022-03-06,3,True,0.01361382126997504,85.85621521335807,1.1688311688311688,58.29999999999999
+Iraq,2021-07-06,1,2021-07-06,21A.Delta,2022-03-06,0,True,0.012515819445474865,2431.3887915936953,30.430823117338004,
+Venezuela,2021-07-07,1,2021-07-07,21A.Delta,2022-03-07,0,True,0.011527510854865114,1510.6451612903227,17.413978494623656,
+Taiwan,2021-07-07,2,2021-08-03,21A.Delta,2022-03-07,27,True,0.05031486546657337,69.1032967032967,3.476923076923077,21.814176245210728
+Gambia,2021-07-09,5,2021-08-09,21A.Delta,2022-03-09,31,True,0.028129722189933745,25.61941631923764,0.7206670637284097,81.9177052785924
+Zimbabwe,2021-07-11,22,2021-10-25,21A.Delta,2022-03-11,106,True,0.03521795490172435,1402.7563671311868,49.40221047573282,448.8003487529144
+Guatemala,2021-07-11,3,2021-09-02,21A.Delta,2022-03-11,53,True,0.025236974733820635,987.7252747252747,24.927197802197803,3054.032246998285
+Ecuador,2021-07-13,15,2021-11-08,21A.Delta,2022-03-13,118,True,0.06350364401461456,803.5712075899763,51.02969990718779,360.4588021649338
+Papua New Guinea,2021-07-13,2,2021-09-29,21A.Delta,2022-03-13,78,True,0.011505803145254484,16.01206757843926,0.1842316975060338,22.19695715676728
+Estonia,2021-07-14,9,2021-08-25,21A.Delta,2022-03-14,42,True,0.009182703645211775,43.59106327010937,0.40028381558909043,201.7600422832981
+North Macedonia,2021-07-17,2,2021-07-22,21A.Delta,2022-03-17,5,True,0.035190183419775485,140.2706834532374,4.936151079136691,15.114285714285714
+Montenegro,2021-07-19,6,2021-08-26,21A.Delta,2022-03-19,38,True,0.015146666666666668,760.1351351351351,11.513513513513514,295.75688259109324
+Jamaica,2021-07-20,5,2021-07-22,21A.Delta,2022-03-20,2,True,0.022641729075317217,171.80666666666667,3.89,130.0
+Belize,2021-07-21,2,2021-08-04,21A.Delta,2022-03-21,14,True,0.023585234805666037,41.18103448275862,0.9712643678160919,32.325
+Colombia,2021-07-24,94,2021-11-09,21A.Delta,2022-03-24,108,True,0.025424583167136798,17470.223357772345,444.1731467081389,2172.5682142526175
+Antigua and Barbuda,2021-07-26,2,2021-08-04,21A.Delta,2022-03-26,9,True,0.03279938977879481,9.041379310344828,0.296551724137931,2.927272727272728
+Cameroon,2021-07-28,11,2021-09-23,21A.Delta,2022-03-28,57,True,0.016016109771231885,832.9379432624113,13.340425531914894,68.2807837829524
+Burundi,2021-07-28,5,2021-07-28,21A.Delta,2022-03-28,0,True,0.001340282948622487,149.22222222222223,0.2,
+El Salvador,2021-08-02,1,2021-08-02,21A.Delta,2022-04-02,0,True,0.03029783537909438,382.08733624454146,11.576419213973798,
+Peru,2021-08-04,22,2021-11-03,21A.Delta,2022-04-04,91,True,0.09092047873426798,1597.2853988862162,145.22595314199097,888.8583912581107
+Mali,2021-08-11,1,2021-08-11,21A.Delta,2022-04-11,0,True,0.036420679307052235,68.19534883720931,2.483720930232558,
+Mauritius,2021-08-13,3,2021-08-13,21A.Delta,2022-04-13,0,True,0.003745318352059925,11.521232876712329,0.04315068493150685,
+Serbia,2021-08-15,3,2021-10-05,21A.Delta,2022-04-15,51,True,0.008705792261997025,4235.560869565217,36.87391304347826,4963.2037052847245
+Kazakhstan,2021-08-17,4,2021-08-18,21A.Delta,2022-04-17,1,True,0.014983680886573853,2351.6694214876034,35.236664162283994,7757.999999999997
+Djibouti,2021-08-25,1,2021-08-25,21A.Delta,2022-04-25,0,True,0.01341077987528829,8.76928838951311,0.11760299625468165,
+Egypt,2021-09-04,3,2021-09-04,21A.Delta,2022-05-05,0,True,0.05791137929606053,994.3386727688787,57.58352402745995,
+Guyana,2021-09-06,16,2021-09-08,21A.Delta,2022-05-07,2,True,0.024428507395786645,3426.816,83.712,130.99999999999997
+Dominican Republic,2021-09-16,11,2021-10-19,21A.Delta,2022-05-17,33,True,0.011000411205207524,2206.386522911051,24.271159029649596,545.4440030557677
+Mongolia,2021-09-23,1,2021-09-23,21A.Delta,2022-05-24,0,True,0.0034701222177643907,19646.70588235294,68.17647058823529,
+Georgia,2021-10-04,7,2021-11-04,21A.Delta,2022-06-04,31,True,0.013869415081329392,3245.72675879397,45.016331658291456,3943.6121700879785
+Liechtenstein,2021-10-31,1,2021-10-31,21A.Delta,2022-07-01,0,True,0.016657564172583288,6.9356060606060606,0.11553030303030302,
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+Poland,2021-04-22,574,2021-11-15,21I.Delta,2021-12-21,207,True,0.024542139244180892,14344.189172167666,352.0370880082107,978.5150948403237
+Qatar,2021-04-22,88,2021-09-21,21I.Delta,2021-12-21,152,True,0.002561829587435159,2792.7947233813434,7.154664153991116,193.19070403280935
+Spain,2021-04-24,1747,2021-11-20,21I.Delta,2021-12-23,210,True,0.017283177412081845,32147.127198907656,555.6045026674827,9251.473178676817
+South Sudan,2021-04-27,1,2021-04-27,21I.Delta,2021-12-26,0,True,0.010802615370036956,26.71645569620253,0.28860759493670884,
+Switzerland,2021-04-27,2572,2021-11-23,21I.Delta,2021-12-26,210,True,0.011864908825409363,8642.693577058879,102.5447712977547,1277.6940509191243
+Bangladesh,2021-04-29,43,2021-10-21,21I.Delta,2021-12-28,175,True,0.017742597359000883,9129.674932249323,161.9841463414634,6099.581425269647
+Finland,2021-05-02,283,2021-10-21,21I.Delta,2021-12-31,172,True,0.0077881518592016665,572.1159208691763,4.455725672796149,404.19107824095755
+Taiwan,2021-05-03,4,2021-08-26,21I.Delta,2022-01-01,115,True,0.0521728224744466,140.1934065934066,7.314285714285714,137.95037096836197
+Angola,2021-05-03,8,2021-09-11,21I.Delta,2022-01-01,131,True,0.026356558353857154,117.12241930793836,3.086943879034603,153.94266982515282
+Barbados,2021-05-04,4,2021-07-14,21I.Delta,2022-01-02,71,True,0.011393306432470923,47.337078651685395,0.5393258426966292,2.994227924625378
+South Africa,2021-05-04,1551,2021-11-18,21I.Delta,2022-01-02,198,True,0.03059095835728723,61977.73643548409,1895.9583543768172,8467.003844982484
+Portugal,2021-05-06,356,2021-11-16,21I.Delta,2022-01-04,194,True,0.016460764487841787,5485.671177736137,90.29834131445624,1663.2617715127294
+Philippines,2021-05-08,2002,2021-08-31,21I.Delta,2022-01-06,115,True,0.016809248101748015,86934.65681738827,1461.3062150837989,6838.699961557683
+Mauritius,2021-05-08,4,2021-07-01,21I.Delta,2022-01-06,54,True,0.009409304756926294,5.241095890410959,0.049315068493150684,13.679725829725832
+Georgia,2021-05-11,3,2021-10-15,21I.Delta,2022-01-09,157,True,0.014396094852430836,1229.9189698492462,17.70603015075377,2277.7580135055564
+South Korea,2021-05-14,6838,2021-11-01,21I.Delta,2022-01-12,171,True,0.007810334425801823,59255.04455538809,462.8017143933685,1473.657221424309
+Russia,2021-05-16,24,2021-11-01,21I.Delta,2022-01-14,169,True,0.02795645399566726,10579.487824037706,295.76496465043203,20813.97601016114
+Seychelles,2021-05-18,31,2021-10-04,21I.Delta,2022-01-16,139,True,0.005195769159398775,419.7462311557789,2.180904522613065,81.9248234239356
+Malta,2021-05-19,4,2021-07-10,21I.Delta,2022-01-17,52,True,0.013565891472868219,114.87940630797773,1.5584415584415585,4.445412030317692
+Jordan,2021-05-20,8,2021-10-25,21I.Delta,2022-01-18,158,True,0.01285444987878248,3476.3606724401425,44.68670402445237,760.9132672557921
+Afghanistan,2021-05-21,2,2021-05-24,21I.Delta,2022-01-19,3,True,0.04242927197284044,350.66137566137564,14.878306878306878,382.7
+China,2021-05-21,42,2021-07-17,21I.Delta,2022-01-19,57,True,0.042403568617160846,333871.6564417178,14157.349693251534,1452.1510966193975
+Brazil,2021-05-22,179,2021-11-11,21I.Delta,2022-01-20,173,True,0.027836212539323498,11696.96352802729,325.5991628308829,32605.825663600903
+Austria,2021-05-24,319,2021-11-07,21I.Delta,2022-01-22,167,True,0.013012975640551337,6651.724574771757,86.55872985916157,1118.8673460348953
+Pakistan,2021-05-24,78,2021-10-31,21I.Delta,2022-01-22,160,True,0.022343666572442602,19451.278637164676,434.61288427648327,2728.429994824017
+Slovenia,2021-05-24,809,2021-10-20,21I.Delta,2022-01-22,149,True,0.014901574046798757,2330.4154584025086,34.72685851318945,334.9671452064535
+Kuwait,2021-05-24,125,2021-09-26,21I.Delta,2022-01-22,125,True,0.0059443380544565525,55247.58324382384,328.41031149301824,943.6179377577809
+Lithuania,2021-05-26,65,2021-11-10,21I.Delta,2022-01-24,168,True,0.014316883739254849,307.24151637916015,4.3987410698728,795.5153324051515
+Norway,2021-05-30,2966,2021-11-22,21I.Delta,2022-01-28,176,True,0.004084760825431509,5546.950268745473,22.65796515838829,648.741733176365
+Senegal,2021-06-01,15,2021-11-02,21I.Delta,2022-01-30,154,True,0.02540515678688347,1203.9413680781759,30.58631921824104,273.21044761689916
+Iceland,2021-06-04,1900,2021-08-30,21I.Delta,2022-02-02,87,True,0.003082671648762261,889.7029876208389,2.742662175757841,49.08066816949032
+Argentina,2021-06-04,82,2021-11-14,21I.Delta,2022-02-02,163,True,0.021906832258334463,20873.7151081898,457.27697548337574,7611.229982452083
+Uganda,2021-06-06,1,2021-06-06,21I.Delta,2022-02-04,0,True,0.00723528856144328,29.539620535714285,0.21372767857142858,
+Romania,2021-06-08,308,2021-11-04,21I.Delta,2022-02-06,149,True,0.0294339640554833,20707.78393042368,609.5121678768053,3170.402775234453
+Chile,2021-06-13,116,2021-11-08,21I.Delta,2022-02-11,148,True,0.022132797956343247,3723.037881629285,82.40124521791313,1109.5784146562667
+United Arab Emirates,2021-06-14,4,2021-06-20,21I.Delta,2022-02-12,6,True,0.002870778999034359,845.0521228857439,2.4259578874697962,2042.3214285714282
+Togo,2021-06-14,2,2021-06-28,21I.Delta,2022-02-12,14,True,0.00924454716163513,21.416860015467904,0.19798917246713071,13.357142857142856
+Albania,2021-06-16,2,2021-07-09,21I.Delta,2022-02-14,23,True,0.018524664353597828,1268.7081339712918,23.502392344497608,3.7926086956521727
+Benin,2021-06-20,5,2021-07-03,21I.Delta,2022-02-18,13,True,0.012684473716306866,36.31089459698848,0.46058458813108943,4.450549450549451
+Croatia,2021-06-21,352,2021-11-11,21I.Delta,2022-02-19,143,True,0.018628422285119683,4242.871226295244,79.03799690481141,858.834653564826
+Lebanon,2021-06-25,8,2021-07-09,21I.Delta,2022-02-23,14,True,0.014384926074163423,922.7150084317032,13.27318718381113,199.56428571428575
+Peru,2021-06-25,152,2021-11-03,21I.Delta,2022-02-23,131,True,0.09092047873426799,11035.790028668402,1003.3793126173922,1138.5888819898466
+Eswatini,2021-06-26,8,2021-07-08,21I.Delta,2022-02-24,12,True,0.03483877530261418,368.37470725995314,12.833723653395785,41.77472527472528
+Costa Rica,2021-06-27,38,2021-10-20,21I.Delta,2022-02-25,115,True,0.0124322940332201,5183.214953271028,64.4392523364486,1813.1811440433628
+Maldives,2021-06-28,7,2021-09-18,21I.Delta,2022-02-26,82,True,0.0027427120511653532,264.3410221619177,0.7250113071008594,120.4205323034298
+Zimbabwe,2021-06-28,22,2021-08-18,21I.Delta,2022-02-26,51,True,0.03441208908788622,1284.4574723690534,44.20086496876502,1621.2484845897718
+Papua New Guinea,2021-06-30,266,2021-10-13,21I.Delta,2022-02-28,105,True,0.011088069744805112,2528.283990345937,28.033789219629927,39.69717610902586
+Nigeria,2021-06-30,10,2021-09-12,21I.Delta,2022-02-28,74,True,0.01304537762803099,198.8328674121406,2.593849840255591,465.4779516358463
+Greece,2021-07-02,758,2021-11-17,21I.Delta,2022-03-02,138,True,0.01992408422645434,13333.02043591117,265.6482221581311,2818.585933240986
+Bulgaria,2021-07-02,744,2021-10-28,21I.Delta,2022-03-02,118,True,0.04000047222076996,13727.155366088931,549.0926968914335,1295.7979205241418
+Colombia,2021-07-03,77,2021-11-02,21I.Delta,2022-03-03,122,True,0.025442112341825893,14271.493519958527,363.0969414204251,3977.91243502599
+Saudi Arabia,2021-07-05,3,2021-09-09,21I.Delta,2022-03-05,66,True,0.015766124820652084,3834.1475409836066,60.449648711943794,804.1976215180783
+Zambia,2021-07-05,1,2021-07-05,21I.Delta,2022-03-05,0,True,0.015056219148949022,83.38186397984887,1.2554156171284634,
+Ukraine,2021-07-05,32,2021-10-25,21I.Delta,2022-03-05,112,True,0.02346356789007388,66078.88873139617,1550.446491849752,4235.112640561581
+Sierra Leone,2021-07-06,3,2021-09-08,21I.Delta,2022-03-06,64,True,0.01897741530740276,212.53333333333333,4.033333333333333,6.2035839160839155
+Guinea,2021-07-07,2,2021-07-16,21I.Delta,2022-03-07,9,True,0.007586631125692024,103.5456475583864,0.7855626326963907,45.781818181818196
+Andorra,2021-07-08,4,2021-09-11,21I.Delta,2022-03-08,65,True,0.008618975004972485,467.68992248062017,4.0310077519379846,16.111387120342336
+Mozambique,2021-07-09,3,2021-09-01,21I.Delta,2022-03-09,54,True,0.012715155975305613,143.64176182707993,1.826427406199021,1192.6149350649355
+Timor-Leste,2021-07-10,1,2021-07-10,21I.Delta,2022-03-10,0,True,0.0025599016997747285,23.819512195121952,0.06097560975609756,
+North Macedonia,2021-07-11,6,2021-11-08,21I.Delta,2022-03-11,120,True,0.03511562165123914,556.3839928057554,19.537769784172664,488.54718872781467
+Suriname,2021-07-12,13,2021-10-06,21I.Delta,2022-03-12,86,True,0.021514186721603143,174.24160652651398,3.7486664574835267,227.87834439017283
+Morocco,2021-07-12,6,2021-09-07,21I.Delta,2022-03-12,57,True,0.014866244272269014,4702.371806167401,69.90660792951542,7059.000307607126
+Kosovo,2021-07-12,52,2021-10-04,21I.Delta,2022-03-12,84,True,0.018489388264669164,3393.2382892057026,62.738900203665985,859.735509087356
+Montenegro,2021-07-13,5,2021-09-06,21I.Delta,2022-03-13,55,True,0.014940995728732294,667.0382882882883,9.966216216216216,337.4274436090226
+Azerbaijan,2021-07-14,1,2021-07-14,21I.Delta,2022-03-14,0,True,0.014774793988187275,13504.08,199.52,
+Jamaica,2021-07-14,13,2021-07-25,21I.Delta,2022-03-14,11,True,0.022622345337026777,450.528,10.192,96.87062937062935
+Bahamas,2021-07-17,14,2021-08-08,21I.Delta,2022-03-17,22,True,0.019566196820493018,431.5833333333333,8.444444444444445,102.3893280632411
+Antigua and Barbuda,2021-07-18,2,2021-07-30,21I.Delta,2022-03-18,12,True,0.03300076745970836,8.986206896551725,0.296551724137931,2.2527472527472527
+Ecuador,2021-07-18,11,2021-10-02,21I.Delta,2022-03-18,76,True,0.06419924646474531,579.578735691451,37.20851809838094,424.15384615384613
+Liechtenstein,2021-07-20,3,2021-10-06,21I.Delta,2022-03-20,78,True,0.016282987085906794,20.238636363636363,0.32954545454545453,6.208081791626096
+Brunei,2021-07-21,15,2021-08-17,21I.Delta,2022-03-21,27,True,0.0035211267605633804,124.07766990291262,0.4368932038834951,15.425834701696772
+Estonia,2021-07-22,180,2021-11-02,21I.Delta,2022-03-22,103,True,0.007869977811739978,1227.0240897134154,9.656652360515022,553.281548063587
+Monaco,2021-07-23,3,2021-08-23,21I.Delta,2022-03-23,31,True,0.010506208213944605,35.29213483146067,0.3707865168539326,12.481671554252204
+Uzbekistan,2021-07-23,2,2021-07-23,21I.Delta,2022-03-23,0,True,0.0066701415470819155,1246.5583756345177,8.314720812182742,
+Iraq,2021-07-25,2,2021-07-28,21I.Delta,2022-03-25,3,True,0.011621298084661195,5571.026269702276,64.74255691768826,12582.499999999998
+Bosnia and Herzegovina,2021-07-26,5,2021-10-25,21I.Delta,2022-03-26,91,True,0.045707021082899875,897.5845932325414,41.025917926565874,538.6131035864556
+Burundi,2021-07-28,17,2021-07-28,21I.Delta,2022-03-28,0,True,0.0013402829486224871,507.35555555555555,0.68,
+Trinidad and Tobago,2021-07-30,3,2021-10-12,21I.Delta,2022-03-30,74,True,0.02954772731560973,55.51571229050279,1.64036312849162,195.96221906116642
+Cambodia,2021-07-30,17,2021-09-20,21I.Delta,2022-03-30,52,True,0.020273883647198135,244.3948380010983,4.954832509610104,513.2785840993389
+Ethiopia,2021-08-02,8,2021-08-11,21I.Delta,2022-04-02,9,True,0.015543896662777782,1790.6864738076622,27.834245504300235,586.8606060606061
+Serbia,2021-08-03,3,2021-09-01,21I.Delta,2022-04-03,29,True,0.009535691308257174,3331.6478260869567,31.769565217391303,1450.479199110122
+Djibouti,2021-08-06,3,2021-09-16,21I.Delta,2022-04-06,41,True,0.013127090301003345,26.876404494382022,0.35280898876404493,6.0540474839964356
+Dominican Republic,2021-08-16,4,2021-10-12,21I.Delta,2022-04-16,57,True,0.011104111957372426,790.7514824797844,8.780592991913746,326.01931772739846
+Paraguay,2021-08-18,1,2021-08-18,21I.Delta,2022-04-18,0,True,0.03388288402570305,484.34533898305085,16.411016949152543,
+Cameroon,2021-08-28,3,2021-09-25,21I.Delta,2022-04-28,28,True,0.01601610977123188,227.16489361702128,3.6382978723404253,78.0522167487685
+Thailand,2021-08-30,85,2021-11-08,21I.Delta,2022-04-30,70,True,0.009973218140799387,6882.181762295082,68.6375,11121.108249496989
+Egypt,2021-09-04,5,2021-10-21,21I.Delta,2022-05-05,47,True,0.05637534281463629,1841.91647597254,103.83867276887872,701.787505427703
+Guyana,2021-09-06,11,2021-09-07,21I.Delta,2022-05-07,1,True,0.02442850739578664,2355.936,57.552,261.99999999999994
+South Africa,2020-08-17,7031,2021-10-26,20H.Beta.V2,2021-04-17,435,False,0.03047386244828532,280248.5139296488,8540.25466482849,5825.91075674138
+Mozambique,2020-08-22,373,2021-06-22,20H.Beta.V2,2021-04-22,304,False,0.011707317073170732,8856.46818923328,103.68548123980425,289.13408998629654
+Angola,2020-08-25,360,2021-07-29,20H.Beta.V2,2021-04-25,338,False,0.023607776679376736,4447.502180866531,104.99563826693806,111.55203989539473
+United Arab Emirates,2020-08-28,46,2021-05-02,20H.Beta.V2,2021-04-28,247,False,0.0030412661441976347,8317.07628581291,25.294442526751812,1988.6540703757971
+Zimbabwe,2020-09-01,354,2021-06-25,20H.Beta.V2,2021-05-02,297,False,0.03806090629630449,7691.887554060548,292.76021143680924,149.8907328770183
+Botswana,2020-09-09,361,2021-10-26,20H.Beta.V2,2021-05-10,412,False,0.012915020028496921,15902.554476551397,205.38180956892467,448.6982385473381
+Bangladesh,2020-11-01,419,2021-07-13,20H.Beta.V2,2021-07-02,254,False,0.016083578839808817,59452.2960704607,956.2056910569106,2053.036179944419
+Madagascar,2020-11-03,206,2021-04-26,20H.Beta.V2,2021-07-04,174,True,0.016784574837009295,5603.977358490566,94.06037735849057,71.86340797133902
+Sweden,2020-11-08,2613,2021-08-05,20H.Beta.V2,2021-07-09,270,False,0.01327996100364866,4969.3884633742455,65.99328500559152,3836.1227088006176
+Switzerland,2020-11-12,331,2021-08-02,20H.Beta.V2,2021-07-13,263,False,0.014998249231607206,831.9523212483367,12.477828262896697,1626.603933698126
+Eswatini,2020-11-13,31,2021-07-09,20H.Beta.V2,2021-07-14,238,True,0.03468324991152232,1435.9461358313818,49.80327868852459,59.38408195914349
+Malawi,2020-11-25,335,2021-06-21,20H.Beta.V2,2021-07-26,208,True,0.03353955433350518,5045.811044003452,169.23425366695426,168.9601069982648
+Zambia,2020-12-01,187,2021-06-04,20H.Beta.V2,2021-08-01,185,True,0.013184109945515166,9267.66347607053,122.18589420654912,508.67631533551827
+Malaysia,2020-12-01,212,2021-11-05,20H.Beta.V2,2021-08-01,339,False,0.01169359279051282,36913.97155208479,431.656951610654,7265.381703383349
+Mauritius,2020-12-06,7,2021-06-17,20H.Beta.V2,2021-08-06,193,True,0.01041064198958936,8.28972602739726,0.0863013698630137,6.207974590443473
+UK,2020-12-10,936,2021-10-13,20H.Beta.V2,2021-08-10,307,False,0.01666149129412506,24440.318687251514,407.2121570332832,223997.56444365208
+Australia,2020-12-10,96,2021-06-30,20H.Beta.V2,2021-08-10,202,True,0.029696831250203965,245.93046513329082,7.303355522347507,91.87803219614922
+Kenya,2020-12-15,217,2021-06-29,20H.Beta.V2,2021-08-15,196,True,0.019721899968954754,3383.5966878980894,66.73095541401274,535.59999089622
+Lesotho,2020-12-16,14,2021-01-18,20H.Beta.V2,2021-08-16,33,True,0.014391564548304361,1129.3333333333333,16.25287356321839,146.3255920550038
+Israel,2020-12-17,252,2021-07-15,20H.Beta.V2,2021-08-17,210,True,0.0075864797462303095,2345.058216363696,17.790736662174155,1985.4766597258592
+Japan,2020-12-19,101,2021-07-30,20H.Beta.V2,2021-08-19,223,True,0.01660719637883922,181.74413573867943,3.0182605529146613,3020.625164424515
+Canada,2020-12-19,715,2021-10-27,20H.Beta.V2,2021-08-19,312,False,0.01691308826132705,37143.911466553356,628.2182530047347,58251.90380584598
+Finland,2020-12-19,1114,2021-07-12,20H.Beta.V2,2021-08-19,205,True,0.010029438635671505,1443.455396837924,14.47704732591482,359.7641898917935
+Belgium,2020-12-20,1122,2021-07-31,20H.Beta.V2,2021-08-20,223,True,0.022442129783989722,4875.253936734095,109.41108157809337,2533.904449604954
+Germany,2020-12-21,2280,2021-09-06,20H.Beta.V2,2021-08-21,259,False,0.023028682995918103,8847.732546325415,203.75162804199525,9448.159311983449
+Ireland,2020-12-22,79,2021-07-13,20H.Beta.V2,2021-08-22,203,True,0.017939244516274686,138.0810189534869,2.477069162062961,747.6143542698828
+Netherlands,2020-12-22,689,2021-10-11,20H.Beta.V2,2021-08-22,293,False,0.009009387941779096,24115.851121076234,217.26905829596413,23240.364501813914
+France,2020-12-22,6168,2021-10-12,20H.Beta.V2,2021-08-22,294,False,0.016476584800030485,1147964.5847386986,18914.53582787895,191601.96706086918
+Austria,2020-12-23,268,2021-09-01,20H.Beta.V2,2021-08-23,252,False,0.0156226228097248,4363.419849489254,68.16806246903678,1413.7039122580031
+Spain,2020-12-24,1577,2021-08-28,20H.Beta.V2,2021-08-24,247,False,0.017384793148901373,27597.537125637897,479.777474348341,9774.051079727036
+South Korea,2020-12-26,37,2021-07-31,20H.Beta.V2,2021-08-26,217,True,0.010501183760705152,174.07966748304446,1.8280425772418991,570.2768428691311
+Norway,2020-12-27,411,2021-07-12,20H.Beta.V2,2021-08-27,197,True,0.00596849295552873,417.89987420424654,2.4942324553043878,486.9186394980595
+Rwanda,2020-12-28,51,2021-07-07,20H.Beta.V2,2021-08-28,191,True,0.011256910677412909,1411.7940995697602,15.892440073755377,133.37396661286388
+Qatar,2020-12-29,627,2021-06-07,20H.Beta.V2,2021-08-29,160,True,0.002600572217296319,18466.3273657289,48.0230179028133,544.8770588911893
+New Zealand,2020-12-29,27,2021-06-27,20H.Beta.V2,2021-08-29,180,True,0.009492515516611903,14.90837617175688,0.14151799213788932,6.5432902272681295
+India,2020-12-30,227,2021-06-29,20H.Beta.V2,2021-08-30,181,True,0.013123077255466945,37431.457131529925,491.2159037217663,129557.65332511884
+China,2020-12-31,2,2021-04-26,20H.Beta.V2,2021-08-31,116,True,0.04359288117903223,15455.329243353783,673.7423312883435,2184.53808688876
+USA,2021-01-01,3079,2021-09-22,20H.Beta.V2,2021-09-01,264,False,0.015930928027481736,27126.009596047526,432.14250654741204,59643.242152336235
+Portugal,2021-01-02,118,2021-07-19,20H.Beta.V2,2021-09-02,198,True,0.018460334141162847,1527.3748351724616,28.19584981608717,1568.9704370336524
+Denmark,2021-01-04,130,2021-07-19,20H.Beta.V2,2021-09-04,196,True,0.008257619545522442,156.04215739644818,1.2885367688423996,2020.9882467061584
+Comoros,2021-01-05,6,2021-01-10,20H.Beta.V2,2021-09-05,5,True,0.01565217391304348,150.0,2.347826086956522,35.42857142857142
+Cameroon,2021-01-05,11,2021-09-17,20H.Beta.V2,2021-09-05,255,False,0.016016109771231885,832.9379432624113,13.340425531914894,273.57761286907777
+Ghana,2021-01-06,24,2021-05-07,20H.Beta.V2,2021-09-06,121,True,0.008432411475833549,386.6315058986815,3.260235947258848,341.1602532540702
+Luxembourg,2021-01-09,913,2021-07-06,20H.Beta.V2,2021-09-09,178,True,0.011433044013026403,997.7457003207576,11.407270505575072,149.32590128261464
+Panama,2021-01-11,2,2021-01-12,20H.Beta.V2,2021-09-11,1,True,0.015998288277860206,1096.5115384615385,17.54230769230769,3739.999999999998
+Equatorial Guinea,2021-01-12,49,2021-08-27,20H.Beta.V2,2021-09-12,227,True,0.013408917475198952,1357.9365558912386,18.20845921450151,19.042640458368478
+Greece,2021-01-14,59,2021-07-25,20H.Beta.V2,2021-09-14,192,True,0.027101250422866076,578.4520827324791,15.67677475176136,1885.4432372068802
+Russia,2021-01-19,29,2021-06-12,20H.Beta.V2,2021-09-19,144,True,0.02414540261296494,7797.025504058654,188.2623199790521,9879.892139033216
+Brunei,2021-01-20,1,2021-01-20,20H.Beta.V2,2021-09-20,0,True,0.017241379310344827,1.6893203883495145,0.02912621359223301,
+Turkey,2021-01-21,690,2021-08-07,20H.Beta.V2,2021-09-21,198,True,0.008834702292683945,22806.74476100777,201.4908002287329,20589.729089386317
+Congo (Kinshasa),2021-01-22,15,2021-06-20,20H.Beta.V2,2021-09-22,149,True,0.02324843291279854,1648.6482558139535,38.32848837209303,80.83286901640069
+Indonesia,2021-01-25,22,2021-06-02,20H.Beta.V2,2021-09-25,128,True,0.02779165322340705,2039.7330566381536,56.687553778407654,5954.839456618961
+Oman,2021-01-27,7,2021-04-23,20H.Beta.V2,2021-09-27,86,True,0.010481546648819612,1101.9082412914188,11.549702633814784,569.2169570605819
+Italy,2021-01-29,104,2021-08-05,20H.Beta.V2,2021-09-29,188,True,0.029279756775354403,1712.6050637673527,50.144659719348404,10128.67681437637
+Philippines,2021-01-31,3210,2021-08-22,20H.Beta.V2,2021-10-01,203,True,0.01729147358035697,128867.58794518157,2228.3104923184355,6650.752487437364
+Guinea-Bissau,2021-02-01,1,2021-02-01,20H.Beta.V2,2021-10-02,0,True,0.017084282460136675,13.03960396039604,0.22277227722772278,
+Gabon,2021-02-01,5,2021-04-11,20H.Beta.V2,2021-10-02,69,True,0.006154293467726304,135.40682414698162,0.8333333333333334,146.60178462076806
+Togo,2021-02-03,5,2021-04-01,20H.Beta.V2,2021-10-04,57,True,0.010324760653275764,41.198762567672084,0.4253673627223511,89.54421852410101
+Thailand,2021-02-03,85,2021-09-14,20H.Beta.V2,2021-10-04,223,True,0.010394997092159351,4899.83893442623,50.93381147540983,5284.174310271195
+Nigeria,2021-02-05,3,2021-07-26,20H.Beta.V2,2021-10-06,171,True,0.01245593145151876,51.31509584664537,0.6391773162939297,118.30523344252545
+Seychelles,2021-02-05,29,2021-06-01,20H.Beta.V2,2021-10-06,116,True,0.0034447123665173962,211.5251256281407,0.7286432160804021,81.26503469256248
+Singapore,2021-02-07,204,2021-07-10,20H.Beta.V2,2021-10-08,153,True,0.0005743092336162338,501.7277827912269,0.28814689841880176,22.002912836688914
+Poland,2021-02-08,47,2021-07-10,20H.Beta.V2,2021-10-09,152,True,0.026090035424741084,1052.7356099305669,27.4659093559749,10119.037225416485
+Slovakia,2021-02-08,31,2021-06-27,20H.Beta.V2,2021-10-09,139,True,0.016138857412775313,504.12361743656476,8.13597918022121,1910.6415494959651
+Croatia,2021-02-09,35,2021-04-24,20H.Beta.V2,2021-10-10,74,True,0.021205954470208982,259.8115168733975,5.509551197653201,1099.8364438122333
+Slovenia,2021-02-09,30,2021-03-20,20H.Beta.V2,2021-10-10,39,True,0.019303290853441943,56.86469286109574,1.0976757055893747,757.8401500938087
+Costa Rica,2021-02-10,13,2021-07-08,20H.Beta.V2,2021-10-11,148,True,0.012561421657368751,1211.557796360059,15.218888342351205,1335.0335933248678
+Central African Republic,2021-02-11,1,2021-02-11,20H.Beta.V2,2021-10-12,0,True,0.012610088070456365,19.14176245210728,0.2413793103448276,
+Uganda,2021-02-13,15,2021-06-14,20H.Beta.V2,2021-10-14,121,True,0.006878080476711199,528.1724330357143,3.6328125,95.23529761649057
+Czech Republic,2021-02-16,77,2021-08-31,20H.Beta.V2,2021-10-17,196,True,0.018106359677201315,2284.04587609744,41.355756151848645,2079.41014098302
+Estonia,2021-02-17,37,2021-04-23,20H.Beta.V2,2021-10-18,65,True,0.009413928601287517,153.17631178180812,1.4419908625224975,1101.6174094562148
+Monaco,2021-02-22,1,2021-02-22,20H.Beta.V2,2021-10-23,0,True,0.011671087533156498,7.059925093632959,0.08239700374531835,
+Ethiopia,2021-02-22,4,2021-05-27,20H.Beta.V2,2021-10-23,94,True,0.015255408887098146,846.0578577013291,12.906958561376076,1439.093309070549
+Iceland,2021-02-28,3,2021-07-19,20H.Beta.V2,2021-10-29,141,True,0.004465614766299494,0.8815887319014917,0.003936835658982547,5.138363883644074
+Somalia,2021-02-28,4,2021-02-28,20H.Beta.V2,2021-10-29,0,True,0.03293371916770015,453.5625,14.9375,
+Sri Lanka,2021-03-02,7,2021-07-10,20H.Beta.V2,2021-10-31,130,True,0.012698191780420538,287.9639897544071,3.6566219677565166,1616.5547749959967
+Lithuania,2021-03-02,10,2021-04-09,20H.Beta.V2,2021-10-31,38,True,0.016316777302738634,24.428145147238194,0.39858860428646103,623.1599190283403
+Côte d'Ivoire,2021-03-06,4,2021-04-13,20H.Beta.V2,2021-11-04,38,True,0.005942781398431459,275.1671732522796,1.635258358662614,305.3904858299597
+Brazil,2021-03-07,10,2021-08-12,20H.Beta.V2,2021-11-05,158,True,0.02795415836178995,604.5580730214059,16.899912112138953,60640.99514568907
+Jordan,2021-03-07,5,2021-04-18,20H.Beta.V2,2021-11-05,42,True,0.01202088128833059,1747.256749872644,21.003565970453387,6493.4104500151
+Latvia,2021-03-08,10,2021-07-01,20H.Beta.V2,2021-11-06,115,True,0.018327272727272727,62.383739394764305,1.143323805634953,450.3429823549763
+North Macedonia,2021-03-10,1,2021-03-10,20H.Beta.V2,2021-11-08,0,True,0.029690102688949498,49.12859712230216,1.45863309352518,
+Djibouti,2021-03-15,131,2021-05-07,20H.Beta.V2,2021-11-13,53,True,0.013075360014135524,1110.7033707865169,14.522846441947566,109.3280350676577
+Pakistan,2021-03-15,81,2021-07-22,20H.Beta.V2,2021-11-13,129,True,0.02293822010051658,15861.12277266497,363.8259252007049,3032.078608201669
+Namibia,2021-03-17,51,2021-06-17,20H.Beta.V2,2021-11-15,92,True,0.015789023277042447,7543.696202531645,119.10759493670886,230.27250753483918
+Suriname,2021-03-19,5,2021-03-31,20H.Beta.V2,2021-11-17,12,True,0.019403639552729664,14.311264512080326,0.27769061813617824,5.148351648351649
+Romania,2021-03-24,8,2021-05-26,20H.Beta.V2,2021-11-22,63,True,0.02795269629449353,343.58349956115853,9.604085215032315,2435.723672161173
+Taiwan,2021-03-24,5,2021-04-26,20H.Beta.V2,2021-11-22,33,True,0.010869565217391306,12.131868131868131,0.13186813186813187,2.6206264323911377
+Sudan,2021-03-27,12,2021-03-29,20H.Beta.V2,2021-11-25,2,True,0.0645715923201834,1422.2037735849055,91.83396226415094,0.0
+Liberia,2021-03-31,6,2021-05-20,20H.Beta.V2,2021-11-29,50,True,0.03968253968253969,41.06070287539936,1.6293929712460065,1.7180995475113117
+South Sudan,2021-03-31,3,2021-04-29,20H.Beta.V2,2021-11-29,29,True,0.010788303208100689,80.25569620253165,0.8658227848101265,13.103003337041153
+Iran,2021-04-03,2,2021-04-03,20H.Beta.V2,2021-12-02,0,True,0.03280524725655256,4325.211711711711,141.88963963963963,
+Mexico,2021-04-03,19,2021-05-16,20H.Beta.V2,2021-12-02,43,True,0.09254581277396458,422.27160505346444,39.079468901039434,3128.3964059196614
+Bahrain,2021-04-04,12,2021-06-18,20H.Beta.V2,2021-12-03,75,True,0.004908621768935981,444.48692209811963,2.1818181818181817,1667.6040738209163
+Chile,2021-04-06,4,2021-06-23,20H.Beta.V2,2021-12-05,78,True,0.02077061833579886,114.65073887930387,2.3813667391793563,6245.359104186952
+Malta,2021-04-09,3,2021-06-01,20H.Beta.V2,2021-12-08,53,True,0.013718364273319582,84.99907235621521,1.1660482374768089,17.101505622260337
+Saudi Arabia,2021-04-15,14,2021-06-11,20H.Beta.V2,2021-12-14,57,True,0.016253938404539113,15203.377049180328,247.11475409836066,1068.5269925251469
+Guatemala,2021-04-19,1,2021-04-19,20H.Beta.V2,2021-12-18,0,True,0.033987486446779853,146.32486263736263,4.973214285714286,
+Argentina,2021-04-24,1,2021-04-24,20H.Beta.V2,2021-12-23,0,True,0.02160111206688143,136.53850213500937,2.949383486062467,
+Tunisia,2021-04-24,4,2021-05-28,20H.Beta.V2,2021-12-23,34,True,0.03659285513756316,7237.079365079365,264.8253968253968,1188.1535014005603
+Georgia,2021-05-23,1,2021-05-23,20H.Beta.V2,2022-01-21,0,True,0.013691853317652772,212.04334170854273,2.9032663316582914,
+Benin,2021-05-23,1,2021-05-23,20H.Beta.V2,2022-01-21,0,True,0.012585669781931465,7.108060230292294,0.08945969884853854,
+Burundi,2021-05-27,5,2021-05-31,20H.Beta.V2,2022-01-25,4,True,0.0012526096033402922,106.44444444444444,0.13333333333333333,36.5
+Cambodia,2021-05-31,1,2021-05-31,20H.Beta.V2,2022-01-29,0,True,0.007111052036950887,4.131521142229544,0.029379461834157055,
+Bulgaria,2021-06-09,3,2021-07-01,20H.Beta.V2,2022-02-07,22,True,0.042822740826068614,39.38469676696643,1.6865606621651057,85.47529644268774
+Morocco,2021-06-17,1,2021-06-17,20H.Beta.V2,2022-02-15,0,True,0.017556614133217113,462.9453744493392,8.127753303964758,
+Andorra,2021-07-15,2,2021-07-19,20H.Beta.V2,2022-03-15,4,True,0.008844627063165958,222.6201550387597,1.9689922480620154,23.999999999999996
+Japan,2021-06-11,4,2021-08-21,Delta.299I,2022-02-09,71,True,0.012139242051603442,10.12589290107965,0.12292066491481886,5929.23705704547
+Morocco,2021-06-20,42,2021-10-23,Delta.299I,2022-02-18,125,True,0.015471212063435573,34934.97092511013,540.4863436123348,4374.7631856018015
+Israel,2021-06-28,14,2021-09-02,Delta.299I,2022-02-26,66,True,0.006492955935967529,168.26461983498243,1.0925347621708688,3476.9462846196825
+Netherlands,2021-06-30,466,2021-11-17,Delta.299I,2022-02-28,140,True,0.007966004878883494,19078.487113969033,151.9793214315932,18174.117620617315
+Ghana,2021-06-30,1,2021-06-30,Delta.299I,2022-02-28,0,True,0.008299101278228412,16.640180430256766,0.13809854267869534,
+Belgium,2021-07-03,1146,2021-11-23,Delta.299I,2022-03-03,143,True,0.01632659299677503,7241.750050223301,118.23310565437097,2912.2520436460104
+Germany,2021-07-04,699,2021-11-17,Delta.299I,2022-03-04,136,True,0.019156911860739385,3469.771203251246,66.47010111761576,8826.492943416657
+UK,2021-07-05,290,2021-11-22,Delta.299I,2022-03-05,140,True,0.014524668471882456,9058.096556880517,131.56584947498948,489323.3711717109
+France,2021-07-06,1071,2021-11-20,Delta.299I,2022-03-06,137,True,0.015925366955493743,208641.05222999994,3322.685318743085,143290.24088732825
+Canada,2021-07-08,134,2021-10-20,Delta.299I,2022-03-08,104,True,0.016951462244282754,6894.134879203593,116.86566711181256,46131.059506531215
+Italy,2021-07-09,165,2021-11-10,Delta.299I,2022-03-09,124,True,0.02746181789854763,2996.169331477371,82.28025657424476,4651.326334869431
+Spain,2021-07-14,308,2021-11-09,Delta.299I,2022-03-14,118,True,0.01740004483256943,5613.387931315488,97.67320166749366,6854.74350519869
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+Canada,2020-12-14,1731,2021-10-27,21D.Eta,2021-08-14,317,False,0.016913088261327047,89924.63041762778,1520.9032111205536,58924.54787528507
+UK,2020-12-15,484,2021-07-26,21D.Eta,2021-08-15,223,True,0.02252171538021269,8740.07938997622,196.84158042150736,153549.03410313898
+Italy,2020-12-16,424,2021-08-05,21D.Eta,2021-08-16,232,True,0.029279756775354406,6982.159106128438,204.4359203942666,11619.134242551887
+Burkina Faso,2020-12-16,25,2021-04-23,21D.Eta,2021-08-16,128,True,0.011790492026301867,1067.016129032258,12.580645161290322,61.33424642218246
+Nigeria,2020-12-20,435,2021-09-17,21D.Eta,2021-08-20,271,False,0.013159855733404871,8742.301317891373,115.04742412140575,307.47824291510534
+USA,2020-12-30,1353,2021-07-18,21D.Eta,2021-08-30,200,True,0.01769082340283706,9569.074876423156,169.2848137673269,59892.261591547234
+United Arab Emirates,2021-01-02,9,2021-02-07,21D.Eta,2021-09-02,36,True,0.00282087015115086,1014.309630652399,2.861235761132206,3350.584163110477
+France,2021-01-06,738,2021-10-22,21D.Eta,2021-09-06,289,False,0.01640518633003233,138355.9380506256,2269.754943586923,183096.58660519568
+Australia,2021-01-06,17,2021-05-31,21D.Eta,2021-09-06,145,True,0.030214489673949133,42.80405045301119,1.2933025404157044,86.38787656772675
+Ghana,2021-01-06,85,2021-07-07,21D.Eta,2021-09-06,182,True,0.008241303718410059,1426.1242192921582,11.753122831367106,206.62224001942462
+Jordan,2021-01-07,2,2021-01-07,21D.Eta,2021-09-07,0,True,0.013049583814306528,309.8023433520122,4.042791645440652,
+Finland,2021-01-08,28,2021-07-30,21D.Eta,2021-09-08,203,True,0.00941346171858901,39.31991687054429,0.37013653223897086,333.78785293764264
+Philippines,2021-01-09,8,2021-06-03,21D.Eta,2021-09-09,145,True,0.017114365826080478,217.8594622905028,3.7285265363128492,5787.748149576316
+Senegal,2021-01-10,13,2021-06-10,21D.Eta,2021-09-10,151,True,0.027479091995221028,590.7166123778502,16.232356134636266,129.54818239599777
+Israel,2021-01-10,19,2021-07-04,21D.Eta,2021-09-10,175,True,0.007627801259595549,175.49730997227792,1.338658602062172,1441.346631080784
+Denmark,2021-01-11,613,2021-05-24,21D.Eta,2021-09-11,133,True,0.009122661636481925,657.3849123085098,5.997100119918876,1900.2030898140874
+Japan,2021-01-15,18,2021-06-02,21D.Eta,2021-09-15,138,True,0.01764651138055733,26.649502494906848,0.4702707490625646,2774.2746056570904
+Slovenia,2021-01-19,56,2021-04-08,21D.Eta,2021-09-19,79,True,0.018337988326708923,115.39656889872717,2.1161409334071206,844.4187294889824
+Belgium,2021-01-19,84,2021-07-15,21D.Eta,2021-09-19,177,True,0.022873340961409857,357.64319821977716,8.180494815410054,2694.1958296850084
+Indonesia,2021-01-20,7,2021-05-13,21D.Eta,2021-09-20,113,True,0.02755519007283219,613.5326213493952,16.906007997165563,6522.872165407749
+Rwanda,2021-01-22,5,2021-01-28,21D.Eta,2021-09-22,6,True,0.012801982242411728,44.64966195451752,0.5716041794714198,364.49999999999994
+Switzerland,2021-01-22,58,2021-07-20,21D.Eta,2021-09-22,179,True,0.015175087962852152,143.86778331523087,2.1832062668291816,1253.4477257528526
+Norway,2021-01-22,117,2021-05-09,21D.Eta,2021-09-22,107,True,0.006591329007863189,103.79830747531734,0.6841687950291617,594.9060037916678
+South Sudan,2021-01-23,44,2021-05-26,21D.Eta,2021-09-23,123,True,0.010770815772220662,1189.3367088607595,12.810126582278482,60.74662155782848
+Spain,2021-01-25,226,2021-07-25,21D.Eta,2021-09-25,181,True,0.01897496722875207,3503.681430480654,66.48224032335759,6679.551242073748
+Germany,2021-01-25,771,2021-09-10,21D.Eta,2021-09-25,228,True,0.022801466637398956,3028.2562784846873,69.04868450336252,8489.647542294126
+Togo,2021-01-25,71,2021-06-25,21D.Eta,2021-09-25,151,True,0.009283434870902234,757.1136890951276,7.02861562258314,69.52228692104237
+Cameroon,2021-01-27,14,2021-08-20,21D.Eta,2021-09-27,205,True,0.016227229728090813,1023.3652482269504,16.606382978723403,309.4932141790816
+Netherlands,2021-01-27,57,2021-09-20,21D.Eta,2021-09-27,236,True,0.009143083981285266,1953.5543108554023,17.861511126152806,23469.41796671468
+Austria,2021-01-28,15,2021-07-03,21D.Eta,2021-09-28,156,True,0.016458622141757164,230.2467621316851,3.7895444572884474,1806.05192602286
+Benin,2021-01-30,70,2021-07-01,21D.Eta,2021-09-30,152,True,0.012684473716306868,508.3525243578388,6.448184233835253,26.83431506573921
+Singapore,2021-01-31,10,2021-04-27,21D.Eta,2021-10-01,86,True,0.000491295874752305,23.958488641268097,0.011770706634754973,16.089943136254288
+Malaysia,2021-01-31,4,2021-04-09,21D.Eta,2021-10-01,68,True,0.0036716283517940086,99.73699623483475,0.36619718309859156,1963.945670442089
+South Korea,2021-02-02,3,2021-02-26,21D.Eta,2021-10-03,24,True,0.017856942936151633,6.310357008289374,0.1126836850037679,426.04384615384595
+Ireland,2021-02-02,75,2021-05-29,21D.Eta,2021-10-03,116,True,0.018908865468071915,122.75264008418205,2.32111315720245,507.52259137706244
+Côte d'Ivoire,2021-02-08,45,2021-05-11,21D.Eta,2021-10-09,92,True,0.006281731348420963,3178.996960486322,19.969604863221885,212.2931425502073
+Kenya,2021-02-10,47,2021-07-02,21D.Eta,2021-10-11,142,True,0.01972873662595915,738.668365180467,14.572993630573249,652.9756804228632
+Central African Republic,2021-02-12,2,2021-03-09,21D.Eta,2021-10-13,25,True,0.012542305395182163,38.490421455938694,0.4827586206896552,1.052307692307692
+India,2021-02-12,229,2021-11-03,21D.Eta,2021-10-13,264,False,0.013392723556478865,42683.90090315152,571.653685108047,107120.12241517178
+Thailand,2021-02-12,4,2021-04-05,21D.Eta,2021-10-13,52,True,0.0032399986357900487,4.8067213114754095,0.01557377049180328,93.3135784550879
+Brazil,2021-02-15,1,2021-02-15,21D.Eta,2021-10-16,0,True,0.024309952707241053,29.416561648120837,0.7151152224754584,
+Uganda,2021-02-15,40,2021-06-14,21D.Eta,2021-10-16,119,True,0.0068780804767112,1408.4598214285713,9.6875,97.52613028682549
+Libya,2021-02-18,11,2021-06-07,21D.Eta,2021-10-19,109,True,0.016762128033673444,28674.097222222223,480.6388888888889,574.2457227870073
+Turkey,2021-02-20,104,2021-08-08,21D.Eta,2021-10-21,169,True,0.008800819120931851,3450.772870485609,30.369627860562638,20649.933539731683
+Luxembourg,2021-02-20,59,2021-07-03,21D.Eta,2021-10-21,133,True,0.01151609860483451,64.01144035436077,0.7371620589583016,137.03307023778348
+Guinea,2021-02-23,10,2021-07-07,21D.Eta,2021-10-24,134,True,0.007266652745875965,508.3864118895966,3.694267515923567,59.64891230123889
+Poland,2021-02-24,10,2021-03-14,21D.Eta,2021-10-25,18,True,0.024744156187455155,148.24566723426094,3.6682139441580555,13220.852631578944
+Morocco,2021-03-02,1,2021-03-02,21D.Eta,2021-10-31,0,True,0.017855704427677685,426.5718061674009,7.616740088105727,
+Costa Rica,2021-03-03,3,2021-03-28,21D.Eta,2021-11-01,25,True,0.013621280985974402,158.76389572060992,2.162567634038367,385.8974358974358
+Sudan,2021-03-04,25,2021-03-28,21D.Eta,2021-11-02,24,True,0.06457159232018339,2962.9245283018868,191.32075471698113,40.79307692307691
+Portugal,2021-03-05,31,2021-07-17,21D.Eta,2021-11-03,134,True,0.01854491580981299,399.0581442154209,7.4004996876951905,663.6595600429225
+Tunisia,2021-03-05,1,2021-03-05,21D.Eta,2021-11-03,0,True,0.034397265142412294,1250.5608465608466,43.01587301587302,
+Greece,2021-03-08,2,2021-04-09,21D.Eta,2021-11-06,32,True,0.030099943635638775,11.98813398706275,0.3608421573070743,2593.872660427807
+Gabon,2021-03-08,15,2021-04-20,21D.Eta,2021-11-06,43,True,0.00617283950617284,433.7007874015748,2.677165354330709,144.22847075405215
+Liberia,2021-03-10,6,2021-05-29,21D.Eta,2021-11-08,80,True,0.03946764570904084,41.76996805111821,1.648562300319489,1.6610885275519427
+South Africa,2021-03-10,13,2021-05-26,21D.Eta,2021-11-08,77,True,0.03407786430717903,292.000040949482,9.95073777316717,1377.6246791183505
+Bangladesh,2021-03-11,19,2021-06-15,21D.Eta,2021-11-09,96,True,0.015867206054067547,2145.329132791328,34.04037940379404,3057.247304334106
+Iceland,2021-03-17,1,2021-03-17,21D.Eta,2021-11-15,0,True,0.0047626868122844475,0.26634880363938584,0.0012685359345610428,
+Sweden,2021-03-19,15,2021-06-21,21D.Eta,2021-11-17,94,True,0.013436765882747762,28.03435209867268,0.3766910258243832,3992.295240761479
+Mali,2021-03-20,32,2021-08-30,21D.Eta,2021-11-18,163,True,0.03624016674510859,2213.655813953488,80.22325581395349,24.462990219416973
+Belarus,2021-03-22,1,2021-03-22,21D.Eta,2021-11-20,0,True,0.006955058633135107,9732.125,67.6875,
+Gambia,2021-03-25,5,2021-04-27,21D.Eta,2021-11-23,33,True,0.029581774906494388,17.51637879690292,0.5181655747468732,16.45897631779985
+Estonia,2021-03-29,1,2021-03-29,21D.Eta,2021-11-27,0,True,0.008434567332604065,3.607019244081407,0.03042364668420324,
+Malta,2021-04-01,11,2021-06-21,21D.Eta,2021-11-30,81,True,0.013729977116704805,312.14285714285717,4.285714285714286,15.60899424255286
+Niger,2021-04-01,6,2021-04-01,21D.Eta,2021-11-30,0,True,0.03724357697669787,590.7058823529412,22.0,
+Qatar,2021-04-10,3,2021-04-15,21D.Eta,2021-12-09,5,True,0.0018406616069955456,78.32225063938618,0.14416475972540047,978.142857142857
+Russia,2021-04-23,8,2021-06-12,21D.Eta,2021-12-22,50,True,0.024145402612964943,2150.903587326525,51.93443309766955,8620.094117647059
+Latvia,2021-04-26,1,2021-04-26,21D.Eta,2021-12-25,0,True,0.018228084752804324,5.241867428882537,0.09554920375663536,
+Sri Lanka,2021-04-28,1,2021-04-28,21D.Eta,2021-12-27,0,True,0.006298057225615275,15.813319270754858,0.09959318969413891,
+Argentina,2021-05-04,1,2021-05-04,21D.Eta,2022-01-02,0,True,0.021395824726317403,146.20817540661133,3.1282444945545267,
+Moldova,2021-05-04,1,2021-05-04,21D.Eta,2022-01-02,0,True,0.02333561295247789,1197.6380952380953,27.947619047619046,
+Congo (Kinshasa),2021-05-12,6,2021-06-21,21D.Eta,2022-01-10,40,True,0.02317671254548331,661.5,15.331395348837209,189.14808362369348
+Oman,2021-05-19,2,2021-07-06,21D.Eta,2022-01-17,48,True,0.011986645605973578,473.338997451147,5.67374681393373,1539.977448979592
+Djibouti,2021-05-20,1,2021-05-20,21D.Eta,2022-01-18,0,True,0.01323465389638659,8.602996254681647,0.11385767790262172,
+Kuwait,2021-05-30,8,2021-06-15,21D.Eta,2022-01-28,16,True,0.005531504804947238,2844.3651987110634,15.733619763694952,1454.2965686274513
+Pakistan,2021-06-01,2,2021-06-22,21D.Eta,2022-01-30,21,True,0.023215968564360603,372.33914235363227,8.644213824162915,1191.2140033879164
+Saudi Arabia,2021-06-16,2,2021-09-06,21D.Eta,2022-02-14,82,True,0.01573426894063748,2553.831381733021,40.18266978922717,973.3932664455732
+Lithuania,2021-06-23,3,2021-07-10,21D.Eta,2022-02-21,17,True,0.015754011039986818,9.120720073183481,0.14368792472556194,33.63880288957689
+Czech Republic,2021-07-05,1,2021-07-05,21D.Eta,2022-03-05,0,True,0.018171626579698327,29.465985973961736,0.5354448939214612,
+Algeria,2021-07-08,3,2021-07-14,21D.Eta,2022-03-08,6,True,0.026089235670074,2772.614906832298,72.33540372670808,852.8928571428572
+USA,2020-11-18,41537,2021-10-07,21F.Iota,2021-07-19,323,False,0.016020846201784827,379845.23232736357,6085.442047597918,78149.74193555783
+Ecuador,2021-01-04,412,2021-09-20,21F.Iota,2021-09-04,259,False,0.06442743875981223,21541.94493142209,1387.8923378364443,1245.0801515042897
+Grenada,2021-01-06,1,2021-01-06,21F.Iota,2021-09-06,0,True,0.007874015748031496,4.535714285714286,0.03571428571428571,
+South Africa,2021-01-11,1,2021-01-11,21F.Iota,2021-09-11,0,True,0.026935538081070524,17.0164616917596,0.45834755190346843,
+Dominican Republic,2021-01-13,30,2021-07-26,21F.Iota,2021-09-13,194,True,0.011571583928518944,5502.371967654986,63.671159029649594,719.1076809788152
+Switzerland,2021-01-15,10,2021-07-26,21F.Iota,2021-09-15,192,True,0.015094888957943153,24.950459779347824,0.37662441981888223,1235.4712238261845
+UK,2021-01-21,21,2021-05-01,21F.Iota,2021-09-21,100,True,0.02881766000113663,292.52712431016215,8.429947209480483,102846.15193942921
+Singapore,2021-01-26,6,2021-04-04,21F.Iota,2021-09-26,68,True,0.0004960481497404015,14.237375917134225,0.007062423980852984,13.666203872853487
+Ireland,2021-02-01,12,2021-05-07,21F.Iota,2021-10-02,95,True,0.019535219766260162,18.933744221879817,0.3698748543725807,541.953553988063
+Croatia,2021-02-03,4,2021-02-09,21F.Iota,2021-10-04,6,True,0.022158502858888002,21.782366664356825,0.4826646340054974,346.3214285714285
+Japan,2021-02-08,5,2021-06-27,21F.Iota,2021-10-09,139,True,0.018448996834225566,7.8280236597872195,0.14441918371765725,3267.6948656272543
+Mexico,2021-02-10,66,2021-07-21,21F.Iota,2021-10-11,161,True,0.08806661976354142,1658.7107880642693,146.07705227014014,3675.7220860307025
+South Korea,2021-02-11,4,2021-04-14,21F.Iota,2021-10-12,62,True,0.015947626140549606,10.56113413715147,0.16842501883948757,453.25513632872503
+Israel,2021-02-17,9,2021-04-26,21F.Iota,2021-10-18,68,True,0.0075801777100060015,82.65083330593997,0.6265080043391078,1317.916075995615
+Germany,2021-02-19,38,2021-06-22,21F.Iota,2021-10-20,123,True,0.02430225567868331,136.88685083942136,3.3266592481494026,13218.53285916601
+Chile,2021-02-19,6,2021-04-24,21F.Iota,2021-10-20,64,True,0.022137733475173522,130.83913434851098,2.8964818843297575,5993.548732517484
+Guatemala,2021-02-19,4,2021-04-16,21F.Iota,2021-10-20,56,True,0.03398728799479748,578.7554945054945,19.67032967032967,665.3428830697435
+Costa Rica,2021-02-22,5,2021-07-16,21F.Iota,2021-10-23,144,True,0.012503912282772103,479.3384161337924,5.993605509099853,1467.5073374271763
+Australia,2021-02-24,5,2021-05-21,21F.Iota,2021-10-25,86,True,0.030330300303303005,12.541356212053127,0.380383100122266,107.42932128016334
+Jamaica,2021-03-01,1,2021-03-01,21F.Iota,2021-10-30,0,True,0.01800923767956269,15.732666666666667,0.2833333333333333,
+Portugal,2021-03-03,2,2021-03-04,21F.Iota,2021-11-01,1,True,0.020382534775888715,22.415323755985842,0.4568811159691859,829.9999999999995
+Spain,2021-03-09,124,2021-06-25,21F.Iota,2021-11-07,108,True,0.02135619039763244,1698.7334871406686,36.278475786210215,6124.578584005189
+Argentina,2021-03-11,18,2021-06-25,21F.Iota,2021-11-09,106,True,0.02102575625996237,3777.8902269347022,79.43299908842297,22510.426370030757
+Colombia,2021-03-16,8,2021-05-07,21F.Iota,2021-11-14,52,True,0.025893123620152895,879.3974672295045,22.770347330222915,13319.14408966296
+France,2021-03-16,7,2021-05-25,21F.Iota,2021-11-14,70,True,0.018238394209101182,1087.3746083778453,19.83196676056216,306825.3645875254
+New Zealand,2021-03-16,1,2021-03-16,21F.Iota,2021-11-14,0,True,0.01068200493015612,0.4906763431105735,0.005241407116218123,0.0
+Ghana,2021-03-18,3,2021-04-08,21F.Iota,2021-11-16,21,True,0.008253849784324271,47.41967383761277,0.39139486467730744,99.72614342179557
+Canada,2021-03-19,210,2021-08-09,21F.Iota,2021-11-17,143,True,0.01858225600590738,9218.418720407915,171.29901663226903,57203.886793666126
+Denmark,2021-03-22,8,2021-04-26,21F.Iota,2021-11-20,35,True,0.009951007951168581,7.764818686037311,0.07726777248413966,2015.403474903475
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+Bosnia and Herzegovina,2021-10-16,3,2021-10-27,S.Y145,2022-06-16,11,True,0.04556960010188487,542.6868250539957,24.73002159827214,639.153846153846
+New Zealand,2021-10-21,2,2021-11-03,S.Y145,2022-06-21,13,True,0.004015488312060806,2.811410140106844,0.011289184558008265,236.72087912087912
+Ukraine,2021-10-25,1,2021-10-25,S.Y145,2022-06-25,0,True,0.02346356789007388,2064.9652728561305,48.45145287030475,
+India,2020-01-27,3842,2021-11-13,S.Y144-,2020-09-26,656,False,0.013460111732894792,718546.5587048492,9671.716965454318,63144.074928759845
+China,2020-02-18,20,2021-06-15,S.Y144-,2020-10-18,483,False,0.04290659890387187,157057.75051124743,6738.81390593047,2499.5955812086527
+Japan,2020-02-25,47948,2021-11-08,S.Y144-,2020-10-25,622,False,0.010621412684434575,162689.38033009536,1727.9910478608758,2708.4277117892775
+UK,2020-03-01,261271,2021-11-23,S.Y144-,2020-10-30,632,False,0.014478842197354253,8195934.296959799,118667.6393455645,210943.52103926268
+Netherlands,2020-03-05,29553,2021-11-26,S.Y144-,2020-11-03,631,False,0.007510257577470297,1309519.7098908536,9834.830324054488,21748.290853068218
+Slovenia,2020-03-06,7988,2021-09-12,S.Y144-,2020-11-04,555,False,0.016181827398668955,20347.5180962922,329.26002582549347,648.5554415180067
+Switzerland,2020-03-09,21265,2021-11-12,S.Y144-,2020-11-07,613,False,0.012458225068699,67511.23017605375,841.0701001980212,1731.5494761354935
+Jordan,2020-03-16,154,2021-11-01,S.Y144-,2020-11-14,595,False,0.012781887930645651,67833.82272032603,867.0443199184921,1868.404624838705
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+Spain,2020-03-19,22594,2021-11-28,S.Y144-,2020-11-17,619,False,0.01714184258388014,419879.84602847486,7197.514224763947,9860.007546518576
+Italy,2020-03-19,26153,2021-11-28,S.Y144-,2020-11-17,619,False,0.026693062727119875,492718.3482713216,13152.161777209285,9983.52432167886
+USA,2020-03-21,246820,2021-11-19,S.Y144-,2020-11-19,608,False,0.016111465270624598,2433651.6141143716,39209.693461603194,86329.7278987109
+Germany,2020-03-23,97919,2021-11-27,S.Y144-,2020-11-21,614,False,0.017627042158923058,541711.5575064105,9548.77246214137,9237.02053123249
+Iceland,2020-03-25,613,2021-07-28,S.Y144-,2020-11-23,490,False,0.003976143141153081,202.3133283758366,0.8044267529854338,13.904784072488463
+Canada,2020-03-26,33339,2021-11-23,S.Y144-,2020-11-24,607,False,0.016681592756271207,1798743.6770668933,30005.909493747724,54459.77601177857
+Portugal,2020-03-27,4924,2021-11-27,S.Y144-,2020-11-25,610,False,0.016147428080118615,77901.65091262406,1257.9113054341037,2287.384321195947
+France,2020-03-28,32661,2021-11-22,S.Y144-,2020-11-26,604,False,0.015887395041983207,6383971.739237563,101424.68095812376,180187.83623173877
+Ireland,2020-04-01,14009,2021-11-13,S.Y144-,2020-11-30,591,False,0.011252559927058503,43402.945037393365,488.39424004409534,778.5699861731172
+Australia,2020-04-02,606,2021-11-28,S.Y144-,2020-12-01,605,False,0.009548673370342212,10595.402714932126,101.17203975212398,1455.4866062373796
+Kenya,2020-04-07,933,2021-10-08,S.Y144-,2020-12-06,549,False,0.020641854458784047,19880.070828025477,410.36152866242037,488.55804072079565
+Bahrain,2020-04-07,79,2021-11-12,S.Y144-,2020-12-06,584,False,0.005025542599861464,3095.933267354729,15.558744521419483,562.292029392055
+Chile,2020-04-09,397,2021-11-15,S.Y144-,2020-12-08,585,False,0.021980984134935475,12870.761739554422,282.91200960168027,3272.003704427585
+Panama,2020-04-12,65,2021-04-30,S.Y144-,2020-12-11,383,False,0.017093829544457123,45572.0,779.0,1119.8593660989798
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+Hungary,2020-04-20,30,2021-02-26,S.Y144-,2020-12-19,312,False,0.03529493155717564,20854.825870646768,736.0696517412936,1438.2412207102636
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+Senegal,2020-04-25,60,2021-06-10,S.Y144-,2020-12-24,411,False,0.02747909199522103,2726.3843648208467,74.9185667752443,106.29294629247904
+Congo (Kinshasa),2020-04-25,19,2021-07-11,S.Y144-,2020-12-24,442,False,0.022202587281089287,2437.9098837209303,54.127906976744185,84.79522657699528
+Egypt,2020-04-26,5,2021-04-21,S.Y144-,2020-12-25,360,False,0.058775159660487346,1252.299771167048,73.60411899313502,517.3729072608828
+Colombia,2020-04-30,402,2021-10-27,S.Y144-,2020-12-29,545,False,0.025453720744304995,74363.80759831148,1892.8355920906465,10735.888306802468
+Madagascar,2020-05-04,28,2021-04-20,S.Y144-,2021-01-02,351,False,0.01695680983073309,701.6271698113208,11.897358490566038,69.52838707955561
+Nigeria,2020-05-04,915,2021-09-27,S.Y144-,2021-01-02,511,False,0.013137844807376729,18704.88019169329,245.74181309904154,412.78362099240684
+Mexico,2020-05-12,1950,2021-11-09,S.Y144-,2021-01-10,546,False,0.07572184496010319,69708.65181853808,5278.467725381156,7177.299128272682
+Brazil,2020-05-12,1386,2021-11-25,S.Y144-,2021-01-10,562,False,0.027826627315083934,91101.95280868749,2535.060088483711,44706.55922406991
+Haiti,2020-05-15,5,2021-05-19,S.Y144-,2021-01-13,369,False,0.020297102515075747,198.2215743440233,4.02332361516035,27.88528868096286
+Belgium,2020-05-19,20512,2021-11-24,S.Y144-,2021-01-17,554,False,0.016119708865146697,131468.8414643569,2119.2394492435596,2815.57570578916
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+Russia,2020-05-29,619,2021-11-09,S.Y144-,2021-01-27,529,False,0.028023960630705246,282928.44844200055,7928.775700445142,15385.57073532171
+Singapore,2020-06-04,189,2021-07-10,S.Y144-,2021-02-02,401,False,0.0005743092336162337,464.8360340565779,0.2669596264762428,40.47588290116899
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+Sweden,2020-06-14,68307,2021-11-19,S.Y144-,2021-02-12,523,False,0.012710991095576388,139915.3976958454,1778.46337424592,2812.4959103903107
+Côte d'Ivoire,2020-06-23,89,2021-05-11,S.Y144-,2021-02-21,322,False,0.006281731348420963,6287.349544072948,39.495440729483285,105.3895028135841
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+Sudan,2020-10-05,45,2021-07-03,S.Y144-,2021-06-05,271,False,0.07529052321457799,6224.943396226415,468.6792452830189,94.04365102555357
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+Germany,2021-03-01,103,2021-06-30,21B.Kappa,2021-10-30,121,True,0.024375419277328832,371.56952247326916,9.057162900962794,12401.819860485553
+Denmark,2021-03-08,28,2021-05-31,21B.Kappa,2021-11-06,84,True,0.008926006702484175,30.774509638333505,0.2746934792974287,2270.7413914402982
+New Zealand,2021-03-09,4,2021-04-08,21B.Kappa,2021-11-07,30,True,0.01015228426395939,2.0651144037899405,0.02096562846487249,8.884677419354837
+Switzerland,2021-03-16,10,2021-05-04,21B.Kappa,2021-11-14,49,True,0.0158987957961793,23.245137654409376,0.36956969682153296,1899.601392557023
+Australia,2021-03-16,156,2021-06-26,21B.Kappa,2021-11-14,102,True,0.02983704383750287,397.7590001358511,11.8679527238147,103.78139963976633
+Finland,2021-03-18,11,2021-05-23,21B.Kappa,2021-11-16,66,True,0.01057416633054626,13.272604109120564,0.1403467234893326,298.11469391012855
+Mexico,2021-03-20,7,2021-06-02,21B.Kappa,2021-11-18,74,True,0.09412243267951854,158.31727844439882,14.90120738238752,3046.6370128022754
+Angola,2021-03-21,6,2021-04-12,21B.Kappa,2021-11-19,22,True,0.023525415091935967,41.085780750218085,0.9665600465251527,85.19960474308299
+Belgium,2021-03-25,17,2021-05-13,21B.Kappa,2021-11-23,49,True,0.02400939917562371,67.41528101868307,1.6186003925144101,3452.7848259303714
+South Korea,2021-03-26,12,2021-04-27,21B.Kappa,2021-11-24,32,True,0.015090368185095258,34.101262245666916,0.5146006028636021,620.0374331550802
+Sweden,2021-03-26,5,2021-04-17,21B.Kappa,2021-11-24,22,True,0.015317651293468335,7.755224065768003,0.118791817942148,5815.358695652173
+Uganda,2021-03-26,1,2021-03-26,21B.Kappa,2021-11-24,0,True,0.00822065716178744,22.740513392857142,0.18694196428571427,
+Italy,2021-03-27,19,2021-06-03,21B.Kappa,2021-11-25,68,True,0.029902278326303627,302.01308077197996,9.030879199428163,10566.359079283884
+Japan,2021-03-29,20,2021-05-07,21B.Kappa,2021-11-27,39,True,0.017138224021867602,24.713966557422225,0.42355349533004616,4139.5242026266405
+Ghana,2021-03-30,11,2021-05-24,21B.Kappa,2021-11-28,55,True,0.008361454017342276,178.70992366412213,1.4942748091603053,59.368284347231715
+Portugal,2021-04-05,9,2021-05-04,21B.Kappa,2021-12-04,29,True,0.020270617095312846,104.64896939412867,2.1212991880074954,487.520578420467
+Bahrain,2021-04-05,8,2021-04-10,21B.Kappa,2021-12-04,5,True,0.00356494768407099,175.769263396013,0.6266082284744804,1131.5714285714287
+Slovenia,2021-04-06,3,2021-04-06,21B.Kappa,2021-12-05,0,True,0.018527580675855693,6.106751521859436,0.11314333148865523,
+Jordan,2021-04-06,5,2021-04-25,21B.Kappa,2021-12-05,19,True,0.012269388196891278,1788.4717269485482,21.94345389709628,2941.3255639097756
+Netherlands,2021-04-06,28,2021-06-29,21B.Kappa,2021-12-05,84,True,0.010525860991841114,811.5162365682376,8.541907098739317,22265.95006839946
+Greece,2021-04-06,1,2021-04-06,21B.Kappa,2021-12-05,0,True,0.030301523599815323,5.80054385892629,0.17576531663301884,
+Kenya,2021-04-07,7,2021-05-06,21B.Kappa,2021-12-06,29,True,0.01758195659415909,96.363991507431,1.694267515923567,695.3850945494992
+Czech Republic,2021-04-09,4,2021-05-04,21B.Kappa,2021-12-08,25,True,0.017974311415438076,115.6590648130156,2.0788920489674787,2555.2854700854687
+Luxembourg,2021-04-09,10,2021-06-11,21B.Kappa,2021-12-08,63,True,0.011618327983410504,10.753933099129373,0.12494272185733923,112.37422161172167
+Qatar,2021-04-10,6,2021-04-23,21B.Kappa,2021-12-09,13,True,0.002056998276703623,162.15749091398573,0.333557679364652,904.120879120879
+Malaysia,2021-04-10,4,2021-06-01,21B.Kappa,2021-12-09,52,True,0.0049476928599286926,161.61260633105564,0.7996095384186306,4071.8032575391067
+Russia,2021-04-11,1,2021-04-11,21B.Kappa,2021-12-10,0,True,0.02206959848636225,240.33563760146635,5.304111023828227,
+Norway,2021-04-13,3,2021-04-21,21B.Kappa,2021-12-12,8,True,0.006725491813042324,2.49617657149392,0.016788015095490414,485.2000000000001
+Saudi Arabia,2021-04-13,2,2021-04-14,21B.Kappa,2021-12-12,1,True,0.01690360631872309,1878.9555035128806,31.761124121779858,928.9999999999995
+Gabon,2021-04-14,1,2021-04-14,21B.Kappa,2021-12-13,0,True,0.006120745618102569,28.301837270341206,0.1732283464566929,
+Slovakia,2021-04-19,1,2021-04-19,21B.Kappa,2021-12-18,0,True,0.015081685714517136,15.546959934518437,0.23447436354859696,
+Oman,2021-04-19,2,2021-05-16,21B.Kappa,2021-12-18,27,True,0.010670961651687743,349.21155480033985,3.7264231096006797,864.4132457580733
+Seychelles,2021-04-20,1,2021-04-20,21B.Kappa,2021-12-19,0,True,0.0050792360828931325,3.091708542713568,0.015703517587939697,
+Nigeria,2021-04-21,1,2021-04-21,21B.Kappa,2021-12-20,0,True,0.012529789407130005,16.42252396166134,0.20577076677316294,
+Morocco,2021-04-22,1,2021-04-22,21B.Kappa,2021-12-21,0,True,0.017671448090121236,447.5224669603524,7.908370044052863,
+Spain,2021-04-22,5,2021-05-19,21B.Kappa,2021-12-21,27,True,0.021944175394547273,65.66259692940677,1.4409115438803635,6234.103448275862
+South Africa,2021-04-23,16,2021-08-06,21B.Kappa,2021-12-22,105,True,0.0296084148554981,548.4343375056305,16.23827138586697,9708.70882434441
+Thailand,2021-04-26,1,2021-04-26,21B.Kappa,2021-12-25,0,True,0.0025735549836544483,2.356885245901639,0.0060655737704918035,
+Iran,2021-04-27,1,2021-04-27,21B.Kappa,2021-12-26,0,True,0.028927980680774654,2745.712837837838,79.42792792792793,
+Nepal,2021-04-29,2,2021-05-09,21B.Kappa,2021-12-28,10,True,0.009425667714807674,1181.6377245508982,11.137724550898204,7853.809090909092
+Zambia,2021-04-30,3,2021-05-02,21B.Kappa,2021-12-29,2,True,0.01366516527979235,138.57884130982367,1.8937027707808565,53.499999999999986
+Romania,2021-05-05,1,2021-05-05,21B.Kappa,2022-01-03,0,True,0.02697345166109747,42.32406446979973,1.141626107077316,
+Israel,2021-06-28,1,2021-06-28,21B.Kappa,2022-02-26,0,True,0.00764268969419731,9.217273155605229,0.0704447585549456,
+Austria,2021-08-01,1,2021-08-01,21B.Kappa,2022-04-01,0,True,0.016281834337111906,15.558470357875864,0.253320436905801,
+UK,2020-06-10,1,2020-06-10,S.Q677H.Bluebird,2021-02-08,0,True,0.14533049420840813,0.8453659186775577,0.12285744674835442,0.0
+India,2020-06-17,10,2021-02-24,S.Q677H.Bluebird,2021-02-15,252,False,0.01418540960851148,599.9421070639157,8.510424530095094,49852.75684882275
+USA,2020-08-17,620,2021-11-04,S.Q677H.Bluebird,2021-04-17,444,False,0.016160677249082413,5946.4805297976,96.09915261001161,93412.56011705766
+Japan,2020-12-13,2,2021-04-01,S.Q677H.Bluebird,2021-08-13,109,True,0.019246751561155642,1.8805436633302823,0.03619435668802346,2791.144286905754
+Singapore,2020-12-20,2,2020-12-28,S.Q677H.Bluebird,2021-08-20,8,True,0.0004954808727297579,4.592851257503826,0.0022756699493859615,14.116666666666667
+Switzerland,2021-01-13,1,2021-01-13,S.Q677H.Bluebird,2021-09-13,0,True,0.017760493353835363,1.7125444849179103,0.03041563494253195,
+Israel,2021-01-15,1,2021-01-15,S.Q677H.Bluebird,2021-09-15,0,True,0.007307741907750505,5.862715448757985,0.04284321137810504,
+Finland,2021-01-18,1,2021-01-18,S.Q677H.Bluebird,2021-09-18,0,True,0.01626355296080067,0.5362112961355325,0.008720700812879805,
+Indonesia,2021-01-25,1,2021-01-25,S.Q677H.Bluebird,2021-09-25,0,True,0.028152945791669003,50.577314369590525,1.4239003897352838,
+Canada,2021-03-04,1,2021-03-04,S.Q677H.Bluebird,2021-11-02,0,True,0.025616685395294887,26.793249969649143,0.6863542551899964,0.0
+Mexico,2021-03-16,3,2021-06-10,S.Q677H.Bluebird,2021-11-14,86,True,0.09387709371107707,68.45516636497658,6.426372067852277,3042.612324123351
+France,2021-08-17,1,2021-08-17,S.Q677H.Bluebird,2022-04-17,0,True,0.01719522680108982,171.01251675287585,2.940599011390873,0.0
+Russia,2021-09-22,1,2021-09-22,S.Q677H.Bluebird,2022-05-23,0,True,0.027261247208424322,378.50479183032206,10.318512699659596,
+UK,2020-09-20,262689,2021-10-30,20I.Alpha.V1,2021-05-21,405,False,0.015556155081562202,7478871.802666319,116342.48959739992,258359.46613572826
+Serbia,2020-09-28,79,2021-07-13,20I.Alpha.V1,2021-05-29,288,False,0.009857734337124485,82184.27246376811,810.1507246376812,2874.422131408344
+United Arab Emirates,2020-10-01,376,2021-02-13,20I.Alpha.V1,2021-06-01,135,True,0.0028963701335339475,44855.878494994824,129.91922678633068,1682.2141405467296
+Sweden,2020-10-08,68421,2021-10-12,20I.Alpha.V1,2021-06-08,369,False,0.012866949532581324,136709.24739335186,1759.0309868474333,3245.887306897983
+Kenya,2020-10-09,935,2021-09-23,20I.Alpha.V1,2021-06-09,349,False,0.020369435752498236,19666.76220806794,400.60084925690023,557.6536977444715
+Italy,2020-10-09,26438,2021-10-23,20I.Alpha.V1,2021-06-09,379,False,0.027821225795584215,471197.5484594259,13109.293390015424,11370.184810180559
+Romania,2020-10-11,1694,2021-09-23,20I.Alpha.V1,2021-06-11,347,False,0.03066034317691421,79271.91470517832,2430.504109151839,2687.295458098221
+France,2020-10-18,32631,2021-11-15,20I.Alpha.V1,2021-06-18,393,False,0.016119603489431505,6268136.303589175,101039.87183156837,193773.19084871974
+USA,2020-10-21,238931,2021-11-09,20I.Alpha.V1,2021-06-21,384,False,0.016154257159804012,2309280.6028653947,37304.71271283483,86981.5423484708
+India,2020-10-27,4293,2021-10-07,20I.Alpha.V1,2021-06-27,345,False,0.013271987269327547,790730.2749479995,10494.56214258172,94793.4286008751
+Ireland,2020-10-28,16431,2021-08-20,20I.Alpha.V1,2021-06-28,296,False,0.015223339653889546,34302.41662595362,522.1973392461198,895.722709133783
+Slovenia,2020-11-02,8656,2021-08-17,20I.Alpha.V1,2021-07-03,288,False,0.016932514400085558,20901.820918649697,353.92038369304555,784.898353915603
+Spain,2020-11-08,24674,2021-09-14,20I.Alpha.V1,2021-07-09,310,False,0.01739301571243092,439545.0629801197,7645.014186734661,10841.146131505666
+Canada,2020-11-08,32165,2021-10-27,20I.Alpha.V1,2021-07-09,353,False,0.016913088261327047,1670956.5207296347,28261.03511594027,63621.15972914359
+Switzerland,2020-11-09,21877,2021-11-07,20I.Alpha.V1,2021-07-10,363,False,0.012703871559508972,67804.46592603717,861.3792262854788,1481.4108496733659
+Denmark,2020-11-09,63566,2021-09-13,20I.Alpha.V1,2021-07-10,308,False,0.007388411265632591,87724.04817023023,648.1413457678251,2565.3617007170724
+Portugal,2020-11-09,5027,2021-08-08,20I.Alpha.V1,2021-07-10,272,False,0.017697653518304053,68866.44609618989,1218.7745020473315,2572.7491843171865
+Netherlands,2020-11-12,29515,2021-10-11,20I.Alpha.V1,2021-07-13,333,False,0.009009387941779098,1033061.4598527794,9307.251459514342,24977.799808209315
+Georgia,2020-11-14,98,2021-08-09,20I.Alpha.V1,2021-07-15,268,False,0.013613270272731919,27710.17713567839,377.22613065326635,976.2327020412191
+Israel,2020-11-15,8377,2021-08-11,20I.Alpha.V1,2021-07-16,269,False,0.007173529274032738,84284.6646395582,604.6185091439028,2150.2210470803598
+Ghana,2020-11-20,444,2021-05-21,20I.Alpha.V1,2021-07-21,182,True,0.008372451107237947,7203.907702984039,60.31436502428869,303.35313261222035
+Austria,2020-11-23,3554,2021-08-01,20I.Alpha.V1,2021-07-24,251,False,0.016281834337111906,55294.80365189082,900.3008327632168,1699.9769163511583
+Malawi,2020-11-25,5,2021-05-28,20I.Alpha.V1,2021-07-26,184,True,0.033621769658829355,74.03580672993961,2.4892148403796375,199.47346954247377
+Australia,2020-11-30,612,2021-08-23,20I.Alpha.V1,2021-07-31,266,False,0.02150631638763824,2340.9401314620713,50.34499911174276,229.4255931628501
+Germany,2020-11-30,104056,2021-09-27,20I.Alpha.V1,2021-07-31,301,False,0.022241986950516737,422829.13193671685,9404.560034834776,9718.511489797193
+Slovakia,2020-11-30,4593,2021-08-20,20I.Alpha.V1,2021-07-31,263,False,0.01612358113899537,75013.47327218922,1209.4858228220035,2478.769483920197
+Belgium,2020-11-30,21370,2021-11-09,20I.Alpha.V1,2021-07-31,344,False,0.01820923945149879,118788.91185424426,2163.0557401369165,2260.1415010198893
+Zambia,2020-12-01,7,2021-09-02,20I.Alpha.V1,2021-08-01,275,False,0.01745482692726349,728.9345088161209,12.723425692695214,708.2836683266509
+Japan,2020-12-01,47924,2021-09-24,20I.Alpha.V1,2021-08-01,297,False,0.010288469145219317,159783.26751503343,1643.9252177507456,4351.954746223203
+Iceland,2020-12-02,622,2021-07-29,20I.Alpha.V1,2021-08-02,239,True,0.0039082855653986455,208.84790691570797,0.8162372599623814,5.595502526085521
+Singapore,2020-12-08,190,2021-07-10,20I.Alpha.V1,2021-08-08,214,True,0.0005743092336162338,467.2954839722211,0.2683721112724134,21.296576831123673
+Norway,2020-12-09,13842,2021-10-08,20I.Alpha.V1,2021-08-09,303,False,0.004511691029452898,20373.220508519804,91.91767620935462,470.9832575880538
+Philippines,2020-12-10,2754,2021-08-28,20I.Alpha.V1,2021-08-10,261,False,0.017052229167742933,116334.62377793297,1983.7646648044692,5775.684091704474
+Albania,2020-12-10,29,2021-07-13,20I.Alpha.V1,2021-08-10,215,True,0.018520752895752897,18400.153110047846,340.78468899521533,435.4198502006454
+Greece,2020-12-11,5668,2021-09-03,20I.Alpha.V1,2021-08-11,266,False,0.023161290647117708,69636.57953936797,1612.8730583824317,1809.3073004076514
+Senegal,2020-12-11,38,2021-06-04,20I.Alpha.V1,2021-08-11,175,True,0.027512565835357494,1715.6112920738328,47.20086862106406,158.75860444640108
+Barbados,2020-12-12,46,2021-07-25,20I.Alpha.V1,2021-08-12,225,True,0.011047180667433832,561.4325842696629,6.202247191011236,18.801926370641823
+Bulgaria,2020-12-13,3070,2021-09-30,20I.Alpha.V1,2021-08-13,291,False,0.04158418996260171,47970.79192208358,1994.826523944363,1103.6554240955338
+South Korea,2020-12-14,815,2021-09-21,20I.Alpha.V1,2021-08-14,281,False,0.008313200427516383,5584.757559344386,46.42720892991711,745.1669044764514
+Nigeria,2020-12-14,265,2021-07-26,20I.Alpha.V1,2021-08-14,224,True,0.01245593145151876,4532.833466453674,56.46066293929712,364.11720396123053
+Dominica,2020-12-16,5,2021-04-01,20I.Alpha.V1,2021-08-16,106,True,0.0,28.275862068965516,0.0,0.7877505437018748
+New Zealand,2020-12-16,144,2021-07-03,20I.Alpha.V1,2021-08-16,199,True,0.009447674418604652,79.88872089507106,0.7547626247354098,6.616851421285533
+Saint Lucia,2020-12-17,38,2021-07-26,20I.Alpha.V1,2021-08-17,221,True,0.015916078856936154,995.7440758293839,15.848341232227488,26.193327450779307
+Finland,2020-12-18,6702,2021-09-10,20I.Alpha.V1,2021-08-18,266,False,0.008072449293754553,11739.38702549128,94.76560650303844,350.5027733681007
+Jordan,2020-12-20,143,2021-11-01,20I.Alpha.V1,2021-08-20,316,False,0.012781887930645651,62988.54966887417,805.1125827814569,1953.8693492475961
+Thailand,2020-12-21,1970,2021-10-18,20I.Alpha.V1,2021-08-21,301,False,0.0102218069675083,144828.26393442624,1480.4065573770492,5510.041614176597
+Brazil,2020-12-21,1035,2021-08-30,20I.Alpha.V1,2021-08-21,252,False,0.027934927390664478,64008.855074406754,1788.0827188631183,58755.48158209473
+Argentina,2020-12-21,325,2021-10-18,20I.Alpha.V1,2021-08-21,301,False,0.021940800570706572,82227.8690687521,1804.1452765916615,15253.133259384329
+Jamaica,2020-12-21,207,2021-07-18,20I.Alpha.V1,2021-08-21,209,True,0.022587268993839834,7056.63,159.39,230.99277275480816
+Poland,2020-12-22,15539,2021-09-27,20I.Alpha.V1,2021-08-22,279,False,0.026026507970127302,350819.085512351,9130.595725159976,6766.370893123634
+Oman,2020-12-22,139,2021-07-06,20I.Alpha.V1,2021-08-22,196,True,0.011986645605973578,32897.06032285472,394.3254035683942,727.3452184750228
+Qatar,2020-12-22,270,2021-06-07,20I.Alpha.V1,2021-08-22,167,True,0.0026005722172963187,7952.006999596178,20.679768474895678,529.9336445452287
+Chile,2020-12-22,273,2021-08-30,20I.Alpha.V1,2021-08-22,251,False,0.02253697362558215,8387.669529667692,189.0326869702198,4955.214434563644
+Estonia,2020-12-23,3216,2021-07-28,20I.Alpha.V1,2021-08-23,217,True,0.009564229330804946,14792.242004707185,141.4763948497854,582.6676867425083
+Maldives,2020-12-23,17,2021-04-25,20I.Alpha.V1,2021-08-23,123,True,0.0025471765803257514,214.318407960199,0.545906829488919,123.13617309205351
+Turkey,2020-12-24,2034,2021-10-11,20I.Alpha.V1,2021-08-24,291,False,0.008878525614656097,85238.78990211578,756.7947795082243,18805.84567387707
+Luxembourg,2020-12-24,4903,2021-07-28,20I.Alpha.V1,2021-08-24,216,True,0.011146669559557388,5522.633755918741,61.55897357568352,140.95497987100532
+Bosnia and Herzegovina,2020-12-25,78,2021-06-28,20I.Alpha.V1,2021-08-25,185,True,0.04711426355303404,11511.373650107991,542.3498920086394,659.2787191883967
+Russia,2020-12-25,411,2021-07-30,20I.Alpha.V1,2021-08-25,217,True,0.025183443322241126,132630.31343283583,3340.087981146897,11994.27826410273
+Pakistan,2020-12-25,463,2021-08-25,20I.Alpha.V1,2021-08-25,243,False,0.02220252172243165,103389.5228118269,2295.5081261014293,2843.2061827523958
+Taiwan,2020-12-26,54,2021-07-28,20I.Alpha.V1,2021-08-26,214,True,0.050387348741916894,1853.6835164835165,93.4021978021978,77.72267139993724
+Iraq,2020-12-27,95,2021-07-06,20I.Alpha.V1,2021-08-27,191,True,0.012515819445474865,230981.93520140104,2890.92819614711,4614.684773689066
+Dominican Republic,2020-12-27,20,2021-05-21,20I.Alpha.V1,2021-08-27,145,True,0.01279338138692611,3036.44204851752,38.84636118598383,717.387568083445
+Malaysia,2020-12-28,33,2021-06-26,20I.Alpha.V1,2021-08-28,180,True,0.0067045364068407136,1676.1432157300237,11.237763212941012,3015.105698905147
+Gabon,2020-12-28,48,2021-09-30,20I.Alpha.V1,2021-08-28,276,False,0.006168131321505554,1899.5275590551182,11.716535433070867,70.74183321683572
+Rwanda,2020-12-28,13,2021-08-01,20I.Alpha.V1,2021-08-28,216,True,0.011507302441622515,570.0663798401966,6.5599262446220035,196.78099559839717
+Cyprus,2020-12-28,10,2021-01-27,20I.Alpha.V1,2021-08-28,30,True,0.006219675013839591,1306.7659574468084,8.127659574468085,344.0596774193546
+Fiji,2020-12-28,6,2021-05-04,20I.Alpha.V1,2021-08-28,127,True,0.01652892561983471,0.4776315789473684,0.007894736842105263,0.34631077183666004
+Lebanon,2020-12-29,804,2021-07-14,20I.Alpha.V1,2021-08-29,197,True,0.014355923435075012,93038.2563237774,1335.650084317032,1907.643086993188
+Bangladesh,2020-12-31,98,2021-07-03,20I.Alpha.V1,2021-08-31,184,True,0.015927267755827465,12432.667750677507,198.01842818428185,2324.6536939464017
+Mexico,2020-12-31,1798,2021-10-13,20I.Alpha.V1,2021-08-31,286,False,0.07574538970120755,62722.96174445294,4750.975180547521,6933.153886763644
+Peru,2020-12-31,24,2021-05-12,20I.Alpha.V1,2021-08-31,132,True,0.0937239197937007,1475.4452169901474,138.2845091771839,6940.87347609186
+Kuwait,2020-12-31,29,2021-07-01,20I.Alpha.V1,2021-08-31,182,True,0.005520053777987286,11167.367346938776,61.64446831364125,1188.885970408779
+Palestine,2020-12-31,28,2021-04-09,20I.Alpha.V1,2021-08-31,99,True,0.010635602034834244,74030.6,787.36,1188.2491629162923
+Sri Lanka,2021-01-02,458,2021-10-14,20I.Alpha.V1,2021-09-02,285,False,0.025349453992883506,36556.846466777155,926.6960976344734,1803.2275403672072
+Guinea-Bissau,2021-01-04,33,2021-02-05,20I.Alpha.V1,2021-09-04,32,True,0.016715116279069766,449.58415841584156,7.514851485148514,6.634358288770053
+North Macedonia,2021-01-04,309,2021-07-13,20I.Alpha.V1,2021-09-04,190,True,0.03521303016884542,21649.868255395682,762.357464028777,467.72439893910195
+Czech Republic,2021-01-04,4477,2021-10-09,20I.Alpha.V1,2021-09-04,278,False,0.017950365905193066,134373.58543694465,2412.0550265858787,2835.934312457868
+South Africa,2021-01-05,239,2021-08-27,20I.Alpha.V1,2021-09-05,234,True,0.029554593380895205,8961.620807796782,264.8570590082035,5361.458131062346
+Kosovo,2021-01-05,26,2021-07-29,20I.Alpha.V1,2021-09-05,205,True,0.020969843719675058,1145.9380855397148,24.030142566191447,319.2235714016069
+Ecuador,2021-01-05,260,2021-09-12,20I.Alpha.V1,2021-09-05,250,False,0.06421811359291321,13547.72403836238,870.0092812209962,1272.3741263517363
+Indonesia,2021-01-05,78,2021-11-07,20I.Alpha.V1,2021-09-05,306,False,0.03378988339671364,16771.61866680164,566.7110391253733,13256.125632781988
+Hungary,2021-01-06,29,2021-02-26,20I.Alpha.V1,2021-09-06,51,True,0.03529493155717564,20159.665008291875,711.5339966832504,1447.2779817297019
+Gambia,2021-01-06,65,2021-05-03,20I.Alpha.V1,2021-09-06,117,True,0.029655990510083035,228.44848123883264,6.774865991661703,20.218783210807146
+Vietnam,2021-01-08,11,2021-05-22,20I.Alpha.V1,2021-09-08,134,True,0.008204727485837077,11.665423658587114,0.09571162212554382,16.93246512535362
+Morocco,2021-01-08,92,2021-07-22,20I.Alpha.V1,2021-09-08,195,True,0.01676242342688258,46020.9127753304,771.4220264317181,447.24995338236835
+Iran,2021-01-08,122,2021-07-19,20I.Alpha.V1,2021-09-08,192,True,0.02462138290485766,487547.1711711712,12004.085585585586,12454.43336694087
+Niger,2021-01-09,2,2021-01-09,20I.Alpha.V1,2021-09-09,0,True,0.032992930086410056,149.76470588235293,4.9411764705882355,
+Mauritius,2021-01-10,1,2021-01-10,20I.Alpha.V1,2021-09-10,0,True,0.018552875695732836,0.36917808219178083,0.00684931506849315,
+Trinidad and Tobago,2021-01-12,9,2021-05-04,20I.Alpha.V1,2021-09-12,112,True,0.01580386126772595,36.785614525139664,0.5813547486033519,22.563843236409607
+Togo,2021-01-12,33,2021-04-26,20I.Alpha.V1,2021-09-12,104,True,0.009511187339206362,327.3712296983759,3.11368909512761,91.8090192826042
+Latvia,2021-01-12,3200,2021-07-06,20I.Alpha.V1,2021-09-12,175,True,0.018380670883593925,19991.688217413004,367.46064153169095,513.0612513757429
+Belize,2021-01-12,29,2021-08-08,20I.Alpha.V1,2021-09-12,208,True,0.02347970633051669,601.5833333333334,14.125,10.450452179399543
+Angola,2021-01-15,156,2021-07-19,20I.Alpha.V1,2021-09-15,185,True,0.02368845646115484,1855.578947368421,43.95580110497237,132.80258847773078
+Côte d'Ivoire,2021-01-15,33,2021-04-28,20I.Alpha.V1,2021-09-15,103,True,0.0062251050214396095,2304.132218844985,14.343465045592705,234.32563746932678
+Burkina Faso,2021-01-16,3,2021-02-03,20I.Alpha.V1,2021-09-16,18,True,0.011589706150757438,106.04516129032258,1.229032258064516,104.16140350877191
+China,2021-01-17,18,2021-06-06,20I.Alpha.V1,2021-09-17,140,True,0.04306062787122686,140846.35582822087,6064.932515337423,1375.984177404854
+Montenegro,2021-01-17,55,2021-08-05,20I.Alpha.V1,2021-09-17,200,True,0.015892456186393726,6372.010135135135,101.26689189189189,218.17669129599523
+Cabo Verde,2021-01-18,4,2021-02-03,20I.Alpha.V1,2021-09-18,16,True,0.009497678345293374,1160.3265306122448,11.020408163265307,73.76960784313727
+Central African Republic,2021-01-20,10,2021-03-17,20I.Alpha.V1,2021-09-20,56,True,0.012440758293838863,194.02298850574712,2.413793103448276,1.003046409126264
+Croatia,2021-01-20,4198,2021-08-27,20I.Alpha.V1,2021-09-20,219,True,0.0223470591237954,36093.025708544104,806.5729794655025,787.3740723418404
+Liechtenstein,2021-01-21,21,2021-06-10,20I.Alpha.V1,2021-09-21,140,True,0.018625561978163133,123.85227272727273,2.3068181818181817,4.896540947814547
+Ethiopia,2021-01-23,32,2021-06-10,20I.Alpha.V1,2021-09-23,138,True,0.015459773894869152,6847.29945269742,105.8577013291634,1240.2909155905095
+Guinea,2021-01-26,34,2021-06-08,20I.Alpha.V1,2021-09-26,133,True,0.007035003431708991,1682.8195329087048,11.83864118895966,80.9489145749947
+Cameroon,2021-01-26,17,2021-04-17,20I.Alpha.V1,2021-09-26,81,True,0.01448872841734944,976.7313829787234,14.15159574468085,426.29271557775814
+Moldova,2021-01-27,37,2021-06-24,20I.Alpha.V1,2021-09-27,148,True,0.024104186249692846,45172.94761904762,1088.857142857143,753.0798766551785
+Congo (Kinshasa),2021-01-28,8,2021-05-25,20I.Alpha.V1,2021-09-28,117,True,0.025022456050301553,724.9302325581396,18.13953488372093,70.71062636267025
+Benin,2021-01-30,38,2021-06-03,20I.Alpha.V1,2021-09-30,124,True,0.012620638455827766,272.02480070859167,3.433126660761736,34.22535791090628
+Azerbaijan,2021-02-01,3,2021-02-07,20I.Alpha.V1,2021-10-02,6,True,0.013661887745831783,27738.48,378.96,142.78571428571428
+Lithuania,2021-02-02,9301,2021-08-04,20I.Alpha.V1,2021-10-03,183,True,0.015559957915627167,28786.161471946332,447.9114610559331,633.0072566508063
+Cambodia,2021-02-03,810,2021-10-30,20I.Alpha.V1,2021-10-04,269,False,0.023482820640563385,13169.39456342669,309.2545304777595,533.6197798780964
+Monaco,2021-02-04,3,2021-04-17,20I.Alpha.V1,2021-10-05,72,True,0.012943632567849687,26.910112359550563,0.34831460674157305,11.062384302110333
+Equatorial Guinea,2021-02-06,2,2021-02-09,20I.Alpha.V1,2021-10-07,3,True,0.0154969718560741,33.9214501510574,0.525679758308157,14.399999999999999
+Djibouti,2021-02-12,79,2021-05-03,20I.Alpha.V1,2021-10-13,80,True,0.013034550486563698,662.8307116104869,8.639700374531834,79.52743902439026
+Antigua and Barbuda,2021-02-14,19,2021-07-25,20I.Alpha.V1,2021-10-15,161,True,0.033593750000000006,83.86206896551724,2.817241379310345,3.636269848326398
+Bahrain,2021-02-14,61,2021-07-31,20I.Alpha.V1,2021-10-15,167,True,0.005141426374328532,2321.553230595221,11.936095009189877,1151.7843628043993
+Colombia,2021-02-15,136,2021-08-20,20I.Alpha.V1,2021-10-16,186,True,0.0253940882059783,24595.08079685996,624.5696511886248,17358.8310534796
+Ukraine,2021-02-18,116,2021-07-23,20I.Alpha.V1,2021-10-19,155,True,0.023803621734538684,191029.06307583273,4547.183557760453,7006.585675902072
+Suriname,2021-02-18,48,2021-08-09,20I.Alpha.V1,2021-10-19,172,True,0.025608538739153808,392.28365233762156,10.045811107624726,118.29103374109425
+Tunisia,2021-02-20,9,2021-05-20,20I.Alpha.V1,2021-10-21,89,True,0.036448440335992566,15794.0,575.6666666666666,1276.893937523151
+Costa Rica,2021-02-22,142,2021-08-11,20I.Alpha.V1,2021-10-23,170,True,0.012215175559283063,14824.157402852927,181.07968519429414,1483.8890056879543
+Belarus,2021-02-23,3,2021-02-24,20I.Alpha.V1,2021-10-24,1,True,0.006883038050172697,26410.03125,181.78125,1278.9999999999995
+Congo (Brazzaville),2021-02-25,30,2021-07-01,20I.Alpha.V1,2021-10-26,126,True,0.013076014178810555,426.4837625979843,5.5767077267637175,31.246666432320968
+Paraguay,2021-02-28,6,2021-07-20,20I.Alpha.V1,2021-10-29,142,True,0.03225423345217101,2836.4427966101694,91.48728813559322,2221.518717784562
+Somalia,2021-02-28,7,2021-03-05,20I.Alpha.V1,2021-10-29,5,True,0.03490445859872612,858.59375,29.96875,129.94285714285712
+Egypt,2021-03-01,27,2021-05-17,20I.Alpha.V1,2021-10-30,77,True,0.05827248095452171,7627.62356979405,444.4805491990847,811.3932143805563
+Kazakhstan,2021-03-02,180,2021-08-17,20I.Alpha.V1,2021-10-31,168,True,0.01513371882905674,104775.95792637115,1585.64988730278,2591.410379891602
+Sudan,2021-03-04,2,2021-03-28,20I.Alpha.V1,2021-11-02,24,True,0.0645715923201834,237.03396226415094,15.30566037735849,40.79307692307691
+Guatemala,2021-03-11,18,2021-07-15,20I.Alpha.V1,2021-11-09,126,True,0.030004118930298546,4051.9162087912086,121.57417582417582,1097.6047525309336
+Grenada,2021-03-12,3,2021-06-24,20I.Alpha.V1,2021-11-10,104,True,0.006211180124223602,17.25,0.10714285714285714,0.09781256479369689
+Madagascar,2021-03-15,25,2021-04-20,20I.Alpha.V1,2021-11-13,36,True,0.016956809830733086,626.4528301886793,10.622641509433961,308.3079658605974
+Armenia,2021-03-18,18,2021-07-06,20I.Alpha.V1,2021-11-16,110,True,0.02007435932660052,17066.798319327732,342.60504201680675,369.9168216918217
+Venezuela,2021-03-18,6,2021-07-03,20I.Alpha.V1,2021-11-16,107,True,0.011479947177047343,8915.967741935483,102.35483870967742,1213.683348099879
+Bahamas,2021-03-18,59,2021-08-07,20I.Alpha.V1,2021-11-16,142,True,0.01913223944484078,1805.001984126984,34.53373015873016,42.55911635313042
+Afghanistan,2021-03-21,52,2021-05-29,20I.Alpha.V1,2021-11-19,69,True,0.04134871846072657,9644.89947089947,398.8042328042328,173.23481760125966
+Uganda,2021-03-25,17,2021-06-15,20I.Alpha.V1,2021-11-23,82,True,0.007113962895801368,612.0853794642857,4.354352678571429,183.4605180303094
+Panama,2021-03-25,27,2021-04-30,20I.Alpha.V1,2021-11-23,36,True,0.017093829544457123,18929.907692307694,323.5846153846154,322.9772403982929
+Malta,2021-03-25,115,2021-07-08,20I.Alpha.V1,2021-11-23,105,True,0.013656316046171353,3280.913729128015,44.8051948051948,15.118109680832298
+South Sudan,2021-04-03,1,2021-04-03,20I.Alpha.V1,2021-12-02,0,True,0.010921501706484642,25.962025316455698,0.28354430379746837,
+Liberia,2021-04-04,4,2021-05-20,20I.Alpha.V1,2021-12-03,46,True,0.03968253968253968,27.37380191693291,1.0862619808306708,1.7464153561517115
+Saudi Arabia,2021-04-06,15,2021-05-24,20I.Alpha.V1,2021-12-05,48,True,0.01643174965107415,15529.426229508197,255.17564402810305,1001.6763265306123
+Algeria,2021-04-12,11,2021-07-28,20I.Alpha.V1,2021-12-11,107,True,0.024896637966624984,11418.888198757764,284.2919254658385,371.9316070765096
+Nepal,2021-04-14,2,2021-06-02,20I.Alpha.V1,2021-12-13,49,True,0.013228601795447818,1709.9131736526947,22.619760479041915,6795.448307322929
+Mozambique,2021-04-21,2,2021-05-07,20I.Alpha.V1,2021-12-20,16,True,0.011691237275086258,45.76704730831974,0.5350734094616639,41.762254901960794
+Honduras,2021-04-23,1,2021-04-23,20I.Alpha.V1,2021-12-22,0,True,0.024769562850031113,1038.8686868686868,25.732323232323232,
+El Salvador,2021-04-29,7,2021-08-02,20I.Alpha.V1,2021-12-28,95,True,0.03029783537909438,2674.6113537117903,81.0349344978166,187.08336950623982
+Seychelles,2021-05-15,6,2021-06-08,20I.Alpha.V1,2022-01-13,24,True,0.0033691641264238727,46.982412060301506,0.15829145728643215,123.85923076923075
+Haiti,2021-05-19,1,2021-05-19,20I.Alpha.V1,2022-01-17,0,True,0.020297102515075747,39.64431486880466,0.8046647230320699,
+Burundi,2021-05-27,1,2021-05-27,20I.Alpha.V1,2022-01-25,0,True,0.0012903225806451613,20.666666666666668,0.02666666666666667,
+Libya,2021-06-05,1,2021-06-05,20I.Alpha.V1,2022-02-03,0,True,0.016779618406765336,2596.5694444444443,43.56944444444444,
+Andorra,2021-06-07,7,2021-07-02,20I.Alpha.V1,2022-02-05,25,True,0.009124874263543614,755.2403100775193,6.891472868217054,5.3377777777777755
+Uzbekistan,2021-06-25,2,2021-06-25,20I.Alpha.V1,2022-02-23,0,True,0.006701545515048436,1098.3147208121827,7.3604060913705585,
+China,2019-10-22,44,2021-07-17,S.A222,2020-06-21,634,False,0.042403568617160846,349770.3067484663,14831.509202453988,3359.3435964608248
+Australia,2020-03-08,217,2021-11-17,S.A222,2020-11-06,619,False,0.00990150016485328,3521.453314244511,34.867670571515156,1251.7548802995277
+Spain,2020-03-13,11706,2021-11-22,S.A222,2020-11-11,619,False,0.017233659397810828,216079.04958656733,3723.8327435775777,9823.611360549512
+USA,2020-03-18,95775,2021-11-22,S.A222,2020-11-16,614,False,0.016074428384662217,948895.1145171622,15252.946562861978,86090.92391000198
+UK,2020-03-22,163410,2021-11-27,S.A222,2020-11-20,615,False,0.014279970925980375,5218612.94940269,74521.64119141511,219854.9593412083
+Iceland,2020-03-23,4623,2021-08-30,S.A222,2020-11-21,525,False,0.003082671648762261,2164.7878483005993,6.673330125541315,14.854236425834891
+Canada,2020-03-24,22186,2021-11-17,S.A222,2020-11-22,603,False,0.016754285610517904,1186586.036663834,19880.401359718344,54353.13983593063
+Greece,2020-03-29,1263,2021-11-17,S.A222,2020-11-27,598,False,0.01992408422645434,22215.837480944338,442.63021713155615,1335.960885980536
+Turkey,2020-04-03,672,2021-11-17,S.A222,2020-12-02,593,False,0.008749218546051131,31950.97150930068,279.5460324935248,15139.744268424323
+Japan,2020-04-07,916,2021-11-13,S.A222,2020-12-06,585,False,0.010622304346036305,3109.7986792248566,33.033228025628155,2993.3408538222548
+France,2020-04-08,6919,2021-11-22,S.A222,2020-12-07,593,False,0.015887395041983207,1352398.8997209116,21486.095574209558,182854.26491445268
+Brazil,2020-04-08,332,2021-11-11,S.A222,2020-12-07,582,False,0.0278362125393235,21694.926767067376,603.904592513146,43810.575238849735
+Ireland,2020-04-11,2118,2021-11-20,S.A222,2020-12-10,588,False,0.010688227324436958,6961.870006388815,74.41004923146303,802.4238165514544
+Italy,2020-04-25,9001,2021-11-22,S.A222,2020-12-24,576,False,0.027016330396174765,167013.0961626726,4512.08098641887,10513.692607416857
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+Mexico,2020-05-15,5043,2021-11-16,S.A222,2021-01-13,550,False,0.07570606898516785,180994.82938026014,13702.407039020658,7199.809430643529
+Russia,2020-05-18,55,2021-11-03,S.A222,2021-01-16,534,False,0.02797298374294507,24467.263419743387,684.4223618748364,15120.630221490472
+Germany,2020-06-04,19337,2021-11-20,S.A222,2021-02-02,534,False,0.018633846709894084,99397.45653393972,1852.1569684067929,10165.808341626953
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+Netherlands,2020-06-20,12258,2021-11-22,S.A222,2021-02-18,520,False,0.007687033621924949,524600.4993992724,4032.621676960826,25096.96561821703
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+Switzerland,2020-07-22,8627,2021-11-23,S.A222,2021-03-22,489,False,0.011864908825409363,28989.31473144905,343.9555761997395,1940.428381251917
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+Zambia,2020-08-02,2,2021-02-10,S.A222,2021-04-02,192,True,0.013740411449834537,66.06851385390428,0.9078085642317381,187.04855509855247
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+India,2020-08-10,6776,2021-11-20,S.A222,2021-04-10,467,False,0.01349337662229658,1269965.5058463176,17136.122867709753,80572.81265344223
+Sweden,2020-08-14,13916,2021-11-22,S.A222,2021-04-14,465,False,0.01271099109557639,28504.584805882037,362.32152365066867,2956.3404884646084
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+Austria,2020-08-28,564,2021-11-07,S.A222,2021-04-28,436,False,0.013012975640551337,11760.415862605865,153.03800514284367,1833.3416321825937
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+Bosnia and Herzegovina,2021-06-04,3,2021-10-25,S.T572,2022-02-02,143,True,0.04570702108289987,538.5507559395248,24.615550755939523,311.23245719797455
+Ecuador,2021-06-08,149,2021-11-17,S.T572,2022-02-06,162,True,0.0633264662393383,8032.862431679901,508.69279158502627,498.94149334131413
+Bangladesh,2021-06-10,13,2021-09-20,S.T572,2022-02-08,102,True,0.017646891217545483,2720.20243902439,48.00311653116531,8545.002932390287
+Algeria,2021-06-14,1,2021-06-14,S.T572,2022-02-12,0,True,0.02676047913146207,830.695652173913,22.229813664596275,
+Mauritius,2021-06-24,9,2021-07-01,S.T572,2022-02-22,7,True,0.009409304756926294,11.792465753424658,0.11095890410958904,9.047619047619051
+Uganda,2021-06-24,1,2021-06-24,S.T572,2022-02-22,0,True,0.010339303917285568,42.15234375,0.43582589285714285,
+Eswatini,2021-06-27,3,2021-07-08,S.T572,2022-02-25,11,True,0.03483877530261418,138.14051522248243,4.812646370023419,45.87762237762235
+Bahrain,2021-07-01,25,2021-11-10,S.T572,2022-03-01,132,True,0.005026376750932748,979.5631273858335,4.923653329563128,87.70762897746404
+Rwanda,2021-07-07,2,2021-07-21,S.T572,2022-03-07,14,True,0.011537308960143842,73.83650891210817,0.8518746158574063,1099.1035714285715
+Ghana,2021-08-15,1,2021-08-15,S.T572,2022-04-15,0,True,0.008328064312166924,19.207147814018043,0.1599583622484386,
+Kuwait,2021-08-20,5,2021-09-26,S.T572,2022-04-20,37,True,0.005944338054456553,2209.9033297529536,13.13641245972073,90.82022103074735
+Suriname,2021-08-27,1,2021-08-27,S.T572,2022-04-27,0,True,0.02491040685826716,8.930655789143396,0.22246626921870097,
+South Korea,2021-09-11,5,2021-10-20,S.T572,2022-05-12,39,True,0.007795032932503473,40.92042671439337,0.31897607385079124,2026.8005628517822
+China,2019-10-22,2,2020-06-03,S.Q677H.Yellowhammer,2020-06-21,225,True,0.05298270465397884,12172.973415132925,644.9570552147239,16447.43070611852
+Iceland,2020-08-03,1,2020-08-03,S.Q677H.Yellowhammer,2021-04-03,0,True,0.0052219321148825075,0.08376711429946196,0.0004374261843313941,
+USA,2020-10-03,716,2021-05-06,S.Q677H.Yellowhammer,2021-06-03,215,True,0.01760663004429737,4842.8014586471945,85.26541366038482,136417.87533550055
+Germany,2020-10-04,1,2020-10-04,S.Q677H.Yellowhammer,2021-06-04,0,True,0.03184432406420329,0.289551502249746,0.0092205718709178,
+Denmark,2020-12-14,2,2020-12-14,S.Q677H.Yellowhammer,2021-08-14,0,True,0.008359585364565917,0.8858821832770983,0.007405607734052933,0.0
+Mexico,2020-12-25,1,2020-12-25,S.Q677H.Yellowhammer,2021-08-25,0,True,0.08878675278358134,12.803879672308582,1.1368148991359845,
+Japan,2021-01-10,1,2021-01-10,S.Q677H.Yellowhammer,2021-09-10,0,True,0.01406565586697286,0.569141889830425,0.008005353961833338,
+Netherlands,2021-01-13,1,2021-01-13,S.Q677H.Yellowhammer,2021-09-13,0,True,0.014078303820939303,15.368576021660038,0.21636348252813267,0.0
+Canada,2021-02-04,4,2021-05-10,S.Q677H.Yellowhammer,2021-10-05,95,True,0.01958668673588499,158.08668204443364,3.0963943183197764,84613.70396093326
+India,2021-02-13,2,2021-02-19,S.Q677H.Yellowhammer,2021-10-14,6,True,0.014230344616619602,119.23323901744935,1.6967300809740786,11980.071428571426
+Spain,2021-03-01,1,2021-03-01,S.Q677H.Yellowhammer,2021-10-30,0,True,0.02172205542714363,11.60628823301449,0.25211243630094565,
+France,2021-03-16,2,2021-05-26,S.Q677H.Yellowhammer,2021-11-14,71,True,0.018262646725634293,310.6784595365272,5.673810951779864,300098.546015821
+Switzerland,2021-04-17,8,2021-05-17,S.Q677H.Yellowhammer,2021-12-16,30,True,0.015612173097220594,19.059207286620822,0.2975556432545323,1650.731854838709
+Belize,2021-04-29,1,2021-04-29,S.Q677H.Yellowhammer,2021-12-28,0,True,0.02554167325636565,18.169540229885058,0.4640804597701149,
+Brazil,2021-08-01,1,2021-08-01,S.Q677H.Yellowhammer,2022-04-01,0,True,0.027934864131120177,59.413680713828185,1.6597130982705457,
+USA,2020-08-11,61692,2021-10-15,21C.Epsilon,2021-04-11,430,False,0.016060765700131152,573360.8299227792,9208.613951022504,94015.54216157962
+Mexico,2020-09-17,491,2021-07-28,21C.Epsilon,2021-05-18,314,False,0.08585697527011252,12785.928807359995,1097.7611734189263,6911.718017530321
+Germany,2020-10-28,10,2021-06-08,21C.Epsilon,2021-06-28,223,True,0.0241403002359367,35.82841937200639,0.8649088006192849,14562.72066303652
+New Zealand,2020-12-03,4,2020-12-28,21C.Epsilon,2021-08-03,25,True,0.011622501162250116,1.7345025703054127,0.020159258139300473,5.858461538461536
+Canada,2020-12-05,722,2021-07-16,21C.Epsilon,2021-08-05,223,True,0.018769387147088205,31259.89589656428,586.7290882602889,77381.8757292334
+Australia,2020-12-08,22,2021-04-12,21C.Epsilon,2021-08-08,125,True,0.030921879778449828,54.12625792900212,1.6736856405379703,83.24720209973756
+UK,2020-12-10,24,2021-05-10,21C.Epsilon,2021-08-10,151,True,0.02871576935220979,335.7340036378471,9.64086021215838,231625.73710864608
+Norway,2020-12-16,4,2021-04-12,21C.Epsilon,2021-08-16,117,True,0.00658872723436496,3.1797811916288645,0.020950710936606564,484.53724905868467
+South Korea,2020-12-17,114,2021-06-24,21C.Epsilon,2021-08-17,189,True,0.013063353035652744,412.8660983421251,5.393415599095705,524.0182375659917
+Japan,2020-12-19,19,2021-04-16,21C.Epsilon,2021-08-19,118,True,0.01823886216272746,19.668507091046877,0.35873118978023166,2504.902321606609
+Singapore,2020-12-24,4,2021-03-27,21C.Epsilon,2021-08-24,93,True,0.0004976114649681529,9.461764821281438,0.004708282653901989,19.6240797601416
+Costa Rica,2020-12-25,12,2021-06-29,21C.Epsilon,2021-08-25,186,True,0.012729373144600327,1080.652238071815,13.7560255779636,1004.0543311103687
+Chile,2020-12-27,37,2021-08-03,21C.Epsilon,2021-08-27,219,True,0.02202097429835949,1123.001068937064,24.729577676093317,5320.967365591701
+Israel,2020-12-28,10,2021-02-25,21C.Epsilon,2021-08-28,59,True,0.007407590728984039,84.12237160733265,0.6231441000186275,6450.172020005558
+United Arab Emirates,2020-12-29,1,2020-12-29,21C.Epsilon,2021-08-29,0,True,0.0032392388278065652,70.54504659993097,0.2285122540559199,
+Taiwan,2021-01-01,8,2021-01-31,21C.Epsilon,2021-09-01,30,True,0.008781558726673985,16.017582417582418,0.14065934065934066,3.6306451612903223
+Denmark,2021-01-04,37,2021-03-22,21C.Epsilon,2021-09-04,77,True,0.010564076863220922,32.80432045753663,0.34654736275914755,1790.2266594165333
+Argentina,2021-01-04,40,2021-06-24,21C.Epsilon,2021-09-04,171,True,0.021017504856841552,8349.208847094947,175.4795374946025,15235.046291120994
+Guatemala,2021-01-08,16,2021-07-09,21C.Epsilon,2021-09-08,182,True,0.030680682910067387,3453.868131868132,105.96703296703296,878.4419199830818
+Colombia,2021-01-08,3,2021-04-04,21C.Epsilon,2021-09-08,86,True,0.026201251809425077,271.7417240613197,7.1199733392579425,6641.149777648175
+Italy,2021-01-12,2,2021-02-11,21C.Epsilon,2021-09-12,30,True,0.03455649412332028,20.190384108950003,0.6977088898085099,12335.387096774188
+Kenya,2021-01-15,1,2021-01-15,21C.Epsilon,2021-09-15,0,True,0.017459209581322896,8.395668789808918,0.14658174097664545,
+Belgium,2021-01-18,1,2021-01-18,21C.Epsilon,2021-09-18,0,True,0.030116024367029485,2.6261802475622384,0.0790901083277959,
+Sweden,2021-01-18,2,2021-01-28,21C.Epsilon,2021-09-18,10,True,0.020405379793360105,1.9455976896421598,0.03970065978223223,3432.5181818181836
+Cambodia,2021-01-20,2,2021-01-20,21C.Epsilon,2021-09-20,0,True,0.0,0.1243822075782537,0.0,
+Finland,2021-01-20,2,2021-02-06,21C.Epsilon,2021-09-20,17,True,0.014959939909864798,1.2608318206929208,0.01886196827401152,375.0835913312693
+France,2021-01-26,8,2021-02-25,21C.Epsilon,2021-09-26,30,True,0.02288404098857306,778.7090921294503,17.820010782464855,234541.04032258055
+Dominican Republic,2021-01-26,1,2021-01-26,21C.Epsilon,2021-09-26,0,True,0.01242820096459126,111.21563342318059,1.382210242587601,
+Switzerland,2021-01-26,3,2021-02-05,21C.Epsilon,2021-09-26,10,True,0.01815847016110989,5.5725990367858405,0.10118987332930539,1583.9727272727275
+North Macedonia,2021-01-26,1,2021-01-26,21C.Epsilon,2021-09-26,0,True,0.030846524281216748,40.989658273381295,1.264388489208633,
+Spain,2021-01-29,6,2021-06-03,21C.Epsilon,2021-09-29,125,True,0.021675802840608153,80.2529201059025,1.7395464735986208,6419.224545931761
+Peru,2021-02-03,3,2021-03-03,21C.Epsilon,2021-10-04,28,True,0.09294200016887133,132.29943651761295,12.296174251161565,6803.192610837437
+Luxembourg,2021-02-04,1,2021-02-04,21C.Epsilon,2021-10-05,0,True,0.011455289304500293,0.7840232167404918,0.008981212769207271,
+Cameroon,2021-02-05,3,2021-02-05,21C.Epsilon,2021-10-06,0,True,0.015636855474548874,80.61968085106383,1.2606382978723405,
+Turkey,2021-02-11,2,2021-02-11,21C.Epsilon,2021-10-12,0,True,0.010601588580996846,28.753372128224967,0.3048314216197428,
+Belize,2021-02-12,3,2021-03-15,21C.Epsilon,2021-10-13,31,True,0.02551885649681014,53.375,1.3620689655172413,7.627749266862172
+India,2021-03-02,1,2021-03-02,21C.Epsilon,2021-10-31,0,True,0.014125030207775634,60.497118930338395,0.854523632374425,
+Netherlands,2021-03-03,5,2021-08-31,21C.Epsilon,2021-11-01,181,True,0.009280203226750106,167.4648447415179,1.5541077925374398,23123.819908015175
+Panama,2021-03-19,2,2021-04-03,21C.Epsilon,2021-11-17,15,True,0.017218379377262526,1369.5115384615385,23.58076923076923,403.18235294117625
+Bahamas,2021-03-24,1,2021-03-24,21C.Epsilon,2021-11-22,0,True,0.021040850587576942,17.728174603174605,0.373015873015873,
+Ireland,2021-03-26,7,2021-04-28,21C.Epsilon,2021-11-24,33,True,0.019753325506239486,10.86724416550791,0.21466421135705965,423.53644003055757
+Barbados,2021-04-12,1,2021-04-12,21C.Epsilon,2021-12-11,0,True,0.011783610069630423,10.48876404494382,0.12359550561797752,
+Antigua and Barbuda,2021-04-24,1,2021-04-24,21C.Epsilon,2021-12-23,0,True,0.025264873675631624,4.231034482758621,0.10689655172413794,
+El Salvador,2021-04-29,35,2021-07-23,21C.Epsilon,2021-12-28,85,True,0.029967765169852757,12944.039301310044,387.90393013100436,176.9714609179679
+USA,2020-10-17,730348,2021-11-02,21A.21B,2021-06-17,381,False,0.016150689426876662,6979614.33507862,112725.58344523105,87865.54446085439
+India,2020-10-23,34964,2021-10-08,21A.21B,2021-06-23,350,False,0.013271575042973676,6443788.695540723,85519.22523393416,93801.84114552113
+Spain,2020-11-03,23433,2021-10-27,21A.21B,2021-07-04,358,False,0.017434524909246157,424919.01672564226,7408.261181515594,10509.876484441058
+UK,2020-11-04,685545,2021-11-03,21A.21B,2021-07-05,364,False,0.01536585807835788,19847223.08141938,304969.61311859894,253296.16461849402
+Slovenia,2020-11-13,11285,2021-10-17,21A.21B,2021-07-14,338,False,0.015051795311161305,32072.63198671832,482.7506917542889,640.8803609436652
+Sweden,2020-11-19,29409,2021-10-28,21A.21B,2021-07-20,343,False,0.01283126940539395,59311.373787570454,761.0402158723375,2831.401229707541
+Burkina Faso,2020-12-03,19,2021-04-21,21A.21B,2021-08-03,139,True,0.011771853877117036,807.0096774193548,9.5,72.02227373116705
+Rwanda,2020-12-21,234,2021-09-01,21A.21B,2021-08-21,254,False,0.012438064786784131,12684.755992624463,157.77381684081132,270.38145770611396
+Switzerland,2020-12-30,31004,2021-10-31,21A.21B,2021-08-30,305,False,0.012874788839251946,94480.16202114322,1216.4121355205302,1256.1049343665488
+Israel,2021-01-02,5812,2021-10-17,21A.21B,2021-09-02,288,False,0.006076803687865461,83828.43434907903,509.40893900047115,2081.9324200572723
+Nigeria,2021-01-03,1553,2021-10-11,21A.21B,2021-09-03,281,False,0.013251401590552846,32247.387579872204,427.3230830670926,273.5044894010324
+Oman,2021-01-06,75,2021-09-05,21A.21B,2021-09-06,242,True,0.013463597076664861,19286.40611724724,259.66440101954123,882.7735368254495
+Belize,2021-01-07,91,2021-08-10,21A.21B,2021-09-07,215,True,0.023391411716284814,1906.0316091954023,44.58477011494253,10.851748651448581
+Indonesia,2021-01-07,4542,2021-10-20,21A.21B,2021-09-07,286,False,0.033766866381840274,974103.7071417725,32892.429721111504,13492.879534591424
+Italy,2021-01-07,22910,2021-11-03,21A.21B,2021-09-07,300,False,0.02764571897394038,412226.7552763252,11396.30502990858,8053.490200435631
+Timor-Leste,2021-01-08,32,2021-08-08,21A.21B,2021-09-08,212,True,0.00234192037470726,899.8243902439025,2.107317073170732,63.417977801565165
+Poland,2021-01-09,7347,2021-10-28,21A.21B,2021-09-09,292,False,0.0256004636380582,171311.23740990413,4385.647104103006,5457.008389301765
+Slovakia,2021-01-09,4945,2021-10-21,21A.21B,2021-09-09,285,False,0.015163410078259344,88176.09492727769,1337.0502864818352,1297.7593330930943
+Thailand,2021-01-09,2811,2021-10-21,21A.21B,2021-09-09,285,False,0.01018841345887277,209854.8593852459,2138.088073770492,6176.100583883383
+Chile,2021-01-10,3387,2021-10-30,21A.21B,2021-09-10,293,False,0.022302270040883067,107527.08722151376,2398.0981359237867,4027.412144551231
+Angola,2021-01-12,60,2021-08-12,21A.21B,2021-09-12,212,True,0.024222393263005387,770.7007851119512,18.668217505088688,135.09013860982859
+France,2021-01-16,49632,2021-10-27,21A.21B,2021-09-16,284,False,0.01636661889099691,9339014.407191774,152848.0896200372,177091.3002514165
+Germany,2021-01-16,97143,2021-11-03,21A.21B,2021-09-16,291,False,0.020702528167463957,436005.5512284097,9026.4172054768,8079.714372162588
+Austria,2021-01-17,4708,2021-11-01,21A.21B,2021-09-17,288,False,0.013607355560236695,92796.54702871028,1262.7156101818869,1255.1597989500058
+Colombia,2021-01-19,660,2021-10-16,21A.21B,2021-09-19,270,False,0.02546667997260369,121711.98178182627,3099.60008886914,14013.330965559653
+South Africa,2021-01-19,8641,2021-10-19,21A.21B,2021-09-19,273,False,0.030396382901049103,344084.85353735276,10458.934958572774,6562.068838606647
+Mexico,2021-01-21,14854,2021-10-24,21A.21B,2021-09-21,276,False,0.07569663171817888,524127.05034803215,39674.652303730385,6992.667885280533
+Canada,2021-01-26,44355,2021-10-18,21A.21B,2021-09-26,265,False,0.016955560880794526,2275186.144075513,38577.057181012504,54609.0359840666
+Czech Republic,2021-01-28,6239,2021-11-01,21A.21B,2021-09-28,277,False,0.01742980221492999,194596.53599251003,3391.779134059955,1965.4674991112267
+Singapore,2021-02-06,6887,2021-10-31,21A.21B,2021-10-07,267,False,0.0020516801596983476,53603.86620630125,109.977988778593,239.29795012240916
+Australia,2021-02-07,18934,2021-10-31,21A.21B,2021-10-08,266,False,0.010131953729000756,272305.47856165026,2758.9865089400478,2954.6475899626644
+Kenya,2021-02-08,1042,2021-10-17,21A.21B,2021-10-09,251,False,0.02072347668757663,22303.0476433121,462.1966878980892,641.7270833848867
+Malaysia,2021-02-09,2883,2021-10-27,21A.21B,2021-10-10,260,False,0.011711455612137371,492166.8160647051,5763.989820108772,9060.334602898201
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+Somalia,2021-02-28,4,2021-02-28,S.E484,2021-10-29,0,True,0.03293371916770015,453.5625,14.9375,
+Iceland,2021-02-28,18,2021-07-19,S.E484,2021-10-29,141,True,0.004465614766299493,5.28953239140895,0.02362101395389528,5.138363883644074
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+Morocco,2021-03-02,4,2021-07-04,S.E484,2021-10-31,124,True,0.017433355158544567,1883.876651982379,32.84229074889868,383.9320184331797
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+Liberia,2021-03-10,16,2021-05-29,S.E484,2021-11-08,80,True,0.03946764570904085,111.38658146964856,4.396166134185304,1.6610885275519427
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+Djibouti,2021-03-15,96,2021-05-20,S.E484,2021-11-13,66,True,0.013234653896386592,825.8876404494382,10.930337078651686,88.1318940059063
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+Iran,2021-04-03,5,2021-05-08,S.E484,2021-12-02,35,True,0.02822162557229794,14868.637387387387,419.6171171171171,21657.13230373231
+Cambodia,2021-04-05,169,2021-11-15,S.E484,2021-12-04,224,True,0.024015787537211092,2774.6254805052167,66.63481603514552,599.9520754319427
+Bahamas,2021-04-06,2,2021-07-22,S.E484,2021-12-05,107,True,0.019882446847108336,54.68650793650794,1.0873015873015872,39.72510884373183
+Afghanistan,2021-04-07,1,2021-04-07,S.E484,2021-12-06,0,True,0.04416858614808433,150.45767195767195,6.645502645502646,
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+Bulgaria,2021-04-15,10,2021-07-01,S.E484,2021-12-14,77,True,0.04282274082606861,131.28232255655476,5.6218688738836855,421.2631419213699
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+Moldova,2021-05-04,1,2021-05-04,S.E484,2022-01-02,0,True,0.02333561295247789,1197.6380952380953,27.947619047619046,
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+Haiti,2021-05-07,46,2021-08-07,S.E484,2022-01-05,92,True,0.027698514218242643,2725.935860058309,75.50437317784257,92.67333114499714
+Congo (Brazzaville),2021-05-14,58,2021-07-28,S.E484,2022-01-12,75,True,0.013453937366980846,854.4770436730123,11.496080627099664,25.830526315789477
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+Barbados,2021-05-22,6,2021-07-22,S.E484,2022-01-20,61,True,0.011113683723084047,72.79213483146067,0.8089887640449438,4.28835838936315
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+Bosnia and Herzegovina,2021-06-04,7,2021-10-12,S.E484,2022-02-02,130,True,0.04550188885123127,1219.3102951763858,55.480921526277896,265.20459082901834
+Algeria,2021-07-08,3,2021-07-14,S.E484,2022-03-08,6,True,0.026089235670074,2772.614906832298,72.33540372670808,852.8928571428572
+Andorra,2021-07-15,2,2021-07-19,S.E484,2022-03-15,4,True,0.008844627063165958,222.6201550387597,1.9689922480620154,23.999999999999996
+Montenegro,2021-07-27,3,2021-08-01,S.E484,2022-03-27,5,True,0.015965991458684325,344.9054054054054,5.506756756756757,146.74285714285716
+Kosovo,2021-09-18,6,2021-09-21,S.E484,2022-05-19,3,True,0.018276762402088774,389.39633401221994,7.116904276985744,123.00000000000001
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+France,2020-07-09,6052,2021-11-04,20A.EU2,2021-03-09,483,False,0.016291883678769978,1146644.0883296058,18680.992108015183,206386.04470165743
+Denmark,2020-07-27,5290,2021-03-22,20A.EU2,2021-03-27,238,True,0.010564076863220922,4690.13122217213,49.54690672961866,3325.5203421117403
+Belgium,2020-08-01,1210,2021-09-22,20A.EU2,2021-04-01,417,False,0.02077143851953571,5746.223825933767,119.35733491987452,3007.2455883484954
+Luxembourg,2020-08-03,1440,2021-04-06,20A.EU2,2021-04-03,246,False,0.012151696606786428,1377.4247747059721,16.738047960898122,277.28787861895853
+UK,2020-08-04,2875,2021-04-04,20A.EU2,2021-04-04,243,False,0.029054395769715823,39503.19758948875,1147.7415369342903,298423.97656344867
+Germany,2020-08-12,1966,2021-10-22,20A.EU2,2021-04-12,436,False,0.021407483863988747,8441.329991775123,180.7076355895302,10986.301438883887
+Switzerland,2020-08-14,5537,2021-10-23,20A.EU2,2021-04-14,435,False,0.0129659756195132,16676.979974365513,216.23331575473313,1982.7190256392812
+Iceland,2020-08-17,34,2021-01-11,20A.EU2,2021-04-17,147,True,0.004916920990166159,8.77179475963431,0.04313022177507546,32.72415663163507
+Sweden,2020-08-17,1837,2021-05-28,20A.EU2,2021-04-17,284,False,0.013524908912064227,3382.111787339556,45.74275385418623,3932.8252842043075
+Slovenia,2020-08-18,788,2021-03-24,20A.EU2,2021-04-18,218,True,0.01914779373693597,1516.02420217672,29.02851872348275,1138.9465582048965
+Austria,2020-08-19,349,2021-04-27,20A.EU2,2021-04-19,251,False,0.01654115686819021,5040.159711245842,83.37007242444975,2620.6272212111458
+Netherlands,2020-08-25,1061,2021-04-01,20A.EU2,2021-04-25,219,True,0.012773811889512222,23490.839834165326,300.06756916828834,31285.412111257006
+Hungary,2020-08-27,201,2021-02-12,20A.EU2,2021-04-27,169,True,0.035292584726438814,127911.66666666667,4514.333333333333,2781.8187529387333
+USA,2020-08-31,72,2021-07-12,20A.EU2,2021-05-01,315,False,0.017747358608077708,506.2094435743969,8.9838805259103,107855.16378058314
+Italy,2020-09-01,592,2021-05-17,20A.EU2,2021-05-02,258,False,0.029860355702814798,9270.700846469283,276.826424889959,17134.176776648863
+Canada,2020-09-04,2167,2021-07-01,20A.EU2,2021-05-05,300,False,0.018771513720894858,93395.41119339566,1753.1732426854437,79562.66174297595
+Spain,2020-09-09,319,2021-05-16,20A.EU2,2021-05-10,249,False,0.02200927152942508,4164.861957313032,91.66557770107532,13712.61187231796
+Australia,2020-09-09,20,2021-03-29,20A.EU2,2021-05-10,201,True,0.03102812670671764,48.9833112139864,1.519860386862153,102.86365373541982
+Finland,2020-09-10,310,2021-04-01,20A.EU2,2021-05-11,203,True,0.011235097273294059,320.4670770525873,3.6004787835740406,336.9559986147529
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+Japan,2020-09-10,18,2021-01-26,20A.EU2,2021-05-11,138,True,0.014200631496561077,13.21853021937465,0.18771147657149606,1947.7845480137632
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+Greece,2020-09-14,24,2021-02-24,20A.EU2,2021-05-15,163,True,0.03449638846474557,91.31193605537473,3.149932017634214,1185.7248187395426
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+New Zealand,2020-09-27,4,2020-11-26,20A.EU2,2021-05-28,60,True,0.012212994626282364,1.6506400564459227,0.020159258139300473,7.276996298254893
+Serbia,2020-09-29,11,2021-02-21,20A.EU2,2021-05-30,145,True,0.009932667643825579,6960.927536231884,69.14057971014493,3467.666742502386
+Ireland,2020-10-01,14,2021-01-26,20A.EU2,2021-06-01,117,True,0.016149506718426555,16.647963721547846,0.26885640196925853,1056.0884598950404
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+Cambodia,2020-11-07,4,2020-11-09,20A.EU2,2021-07-08,2,True,0.0,0.16474464579901152,0.0,2.4999999999999987
+Portugal,2020-11-08,325,2021-08-12,20A.EU2,2021-07-09,277,False,0.017596282540571856,4492.7951280449715,79.05649246998404,2563.7025996298576
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+Angola,2021-01-23,3,2021-02-17,20A.EU2,2021-09-23,25,True,0.02431372549019608,17.795870892701366,0.43268391974411163,42.19999999999998
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+Qatar,2021-02-07,2,2021-02-16,20A.EU2,2021-10-08,9,True,0.0016188392416749927,42.57315924081303,0.06891910082110647,468.6181818181818
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+Latvia,2021-03-16,3,2021-04-20,20A.EU2,2021-11-14,35,True,0.018454163102366698,15.274806043282972,0.28188376207976046,489.59781209781215
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+Morocco,2020-02-02,2,2020-12-15,S.S477,2020-10-02,317,False,0.016627066614802573,711.2229074889868,11.82555066079295,1031.8147455023484
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+Lebanon,2020-03-20,3,2021-02-10,S.S477,2020-11-18,327,False,0.01159369922231063,207.43444350758853,2.4049325463743676,820.1705067533793
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+USA,2020-03-28,19483,2021-11-20,S.S477,2020-11-26,602,False,0.016105602919224724,192285.62017669846,3096.8758456427713,86905.95487749038
+UK,2020-04-01,4705,2021-11-24,S.S477,2020-11-30,602,False,0.014431449567554086,148230.6835548758,2139.183634086259,221924.94260102534
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+Guinea,2020-04-10,4,2021-01-28,S.S477,2020-12-09,293,False,0.005680637339799099,122.59023354564756,0.6963906581740976,50.17538789912911
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+Congo (Brazzaville),2021-05-14,56,2021-07-28,S.S477,2022-01-12,75,True,0.013453937366980846,825.0123180291154,11.0996640537514,25.830526315789477
+Jordan,2021-05-28,4,2021-11-21,S.S477,2022-01-26,177,True,0.012418442824990791,1864.1854304635763,23.150280183392766,896.1346729380624
+Congo (Kinshasa),2021-06-03,2,2021-07-11,S.S477,2022-02-01,38,True,0.02220258728108929,256.6220930232558,5.6976744186046515,325.0473684210528
+Liechtenstein,2021-08-10,3,2021-09-06,S.S477,2022-04-10,27,True,0.016787264833574532,19.630681818181817,0.32954545454545453,8.058839627805146
+Nepal,2021-08-12,1,2021-08-12,S.S477,2022-04-12,0,True,0.014070592709250464,1086.4805389221558,15.2874251497006,
+Sri Lanka,2021-09-16,2,2021-11-08,S.S477,2022-05-17,53,True,0.02541511352084039,164.51258098538497,4.1811059213500075,823.6125786163522
+Georgia,2021-10-15,3,2021-11-02,S.S477,2022-06-15,18,True,0.01394335991504125,1369.8636934673366,19.100502512562816,4062.5245614035075
+Bahrain,2021-11-06,1,2021-11-06,S.S477,2022-07-07,0,True,0.005028136629596341,39.16881097129931,0.1969461331825251,
+Thailand,2020-01-05,1993,2021-10-19,S.H69-,2020-09-04,653,False,0.010209469675539982,147264.24024590163,1503.4897950819673,1590.8027771094978
+Malaysia,2020-01-24,223,2021-10-29,S.H69-,2020-09-23,644,False,0.011716472103279857,38262.47434109608,448.30121321991356,2869.87202357288
+Germany,2020-02-15,103523,2021-11-27,S.H69-,2020-10-15,651,False,0.017627042158923058,572714.2389907591,10095.258035705647,8766.211478996453
+Slovenia,2020-03-07,15674,2021-08-26,S.H69-,2020-11-05,537,False,0.01675975546747423,38333.3533111972,642.4576277439587,656.5386822121765
+Italy,2020-03-15,25442,2021-11-28,S.H69-,2020-11-13,623,False,0.026693062727119875,479323.221684662,12794.604822993868,9935.562267144098
+Turkey,2020-03-17,2559,2021-11-03,S.H69-,2020-11-15,596,False,0.008779216339995956,116509.22967472838,1022.8597329207172,14415.74246859987
+Taiwan,2020-03-18,55,2021-07-28,S.H69-,2020-11-16,497,False,0.050387348741916894,1888.010989010989,95.13186813186813,19.20329621935685
+France,2020-03-23,33019,2021-11-22,S.H69-,2020-11-21,609,False,0.015887395041983207,6453946.996659168,102536.40551594527,178976.79305007798
+Sweden,2020-03-29,69934,2021-11-19,S.H69-,2020-11-27,600,False,0.01271099109557639,143248.03347330802,1820.824477938047,2552.3381821548796
+Kenya,2020-04-07,932,2021-09-23,S.H69-,2020-12-06,534,False,0.020369435752498236,19603.660297239916,399.3154989384289,482.7788153896068
+USA,2020-04-17,234310,2021-11-19,S.H69-,2020-12-16,581,False,0.016111465270624598,2310302.6890168483,37222.36153872557,88478.07814629788
+Russia,2020-04-19,381,2021-11-01,S.H69-,2020-12-18,561,False,0.02795645399566726,167949.36920659858,4695.268813825609,14697.04504755127
+UK,2020-04-20,265163,2021-11-23,S.H69-,2020-12-19,582,False,0.014478842197354253,8318024.2965532,120435.3611835524,228178.5843932123
+Saudi Arabia,2020-04-21,22,2021-09-06,S.H69-,2020-12-20,503,False,0.015734268940637477,28092.14519906323,442.0093676814988,836.1784060371389
+Madagascar,2020-04-24,29,2021-04-20,S.H69-,2020-12-23,361,False,0.01695680983073309,726.685283018868,12.322264150943397,70.276214003054
+Denmark,2020-04-28,69261,2021-11-20,S.H69-,2020-12-27,571,False,0.006250914686877736,121743.94350170913,761.0110044732469,2433.705566519744
+Australia,2020-05-12,645,2021-11-28,S.H69-,2021-01-10,565,False,0.009548673370342212,11277.285067873303,107.68311161735969,1564.459179511158
+Brazil,2020-05-18,1104,2021-11-25,S.H69-,2021-01-16,556,False,0.027826627315083934,72566.05764847835,2019.268641909103,44879.32437472734
+India,2020-05-20,3593,2021-11-06,S.H69-,2021-01-18,535,False,0.013412434087354083,670381.429928367,8991.446742300403,75227.27009513338
+Togo,2020-05-23,105,2021-06-25,S.H69-,2021-01-21,398,False,0.009283434870902232,1119.6751740139212,10.394431554524362,37.714043525900195
+Colombia,2020-06-03,291,2021-08-26,S.H69-,2021-02-01,449,False,0.025426584760215427,52789.51844034659,1342.2571650744278,11076.88250233334
+Côte d'Ivoire,2020-06-10,78,2021-05-11,S.H69-,2021-02-08,335,False,0.006281731348420962,5510.261398176292,34.61398176291793,106.64914807058395
+South Africa,2020-07-02,420,2021-11-25,S.H69-,2021-03-02,511,False,0.030405080440304825,16926.468380174992,514.6506326694968,5603.7604845268115
+Guinea,2020-07-06,53,2021-07-09,S.H69-,2021-03-06,368,False,0.007285595337218983,2702.887473460722,19.692144373673035,50.228068604129035
+Laos,2020-07-07,4,2020-07-10,S.H69-,2021-03-07,3,True,0.0,3.4545454545454546,0.0,0.0
+Mexico,2020-07-20,2032,2021-11-03,S.H69-,2021-03-20,471,False,0.07574729267827503,72270.91809580682,5474.326385130722,7382.350312480103
+Spain,2020-07-24,24485,2021-11-28,S.H69-,2021-03-24,492,False,0.01714184258388014,455021.5999826152,7799.908639167267,10955.527954411033
+China,2020-07-28,19,2021-06-06,S.H69-,2021-03-28,313,False,0.04306062787122686,148671.15337423314,6401.873210633947,2542.0033788098576
+Switzerland,2020-08-01,22533,2021-11-05,S.H69-,2021-04-01,461,False,0.012702744730383594,69837.63910551701,887.1297021300375,1963.9976761945804
+Slovakia,2020-08-11,1916,2021-11-05,S.H69-,2021-04-11,451,False,0.014139823805294433,37442.92744558944,529.4363968350578,2319.148406134928
+Burkina Faso,2020-08-12,31,2021-04-23,S.H69-,2021-04-12,254,False,0.011790492026301867,1323.1,15.6,59.6193528543307
+Czech Republic,2020-08-14,4949,2021-11-26,S.H69-,2021-04-14,469,False,0.015619729005381708,182704.20415481637,2853.7901570421664,4394.648750227915
+Iceland,2020-08-15,708,2021-07-29,S.H69-,2021-04-15,348,False,0.0039082855653986455,237.72398407768688,0.929093215519881,13.09005377785933
+New Zealand,2020-08-24,149,2021-07-03,S.H69-,2021-04-24,313,False,0.009447674418604652,82.6626348150388,0.7809696603165004,6.953620534109333
+Austria,2020-08-24,3716,2021-11-28,S.H69-,2021-04-24,461,False,0.010835462435809858,100225.04961192762,1085.984760197221,1905.7994644514408
+Croatia,2020-08-24,4651,2021-08-27,S.H69-,2021-04-24,368,False,0.0223470591237954,39987.77097914212,893.6090822996789,1153.9636952700314
+Uganda,2020-08-26,69,2021-06-15,S.H69-,2021-04-26,293,False,0.007113962895801367,2484.3465401785716,17.673549107142858,170.84815981810087
+Canada,2020-08-30,33305,2021-11-23,S.H69-,2021-04-30,450,False,0.01668159275627121,1796909.2703654242,29975.308668204445,64596.167815343164
+Hungary,2020-09-02,32,2021-02-26,S.H69-,2021-05-03,177,True,0.03529493155717565,22245.14759535655,785.1409618573798,2762.1881418702897
+Norway,2020-09-09,14117,2021-10-08,S.H69-,2021-05-10,394,False,0.004511691029452899,20777.976731597606,93.74381123012999,457.5990938102999
+Estonia,2020-09-13,3367,2021-07-28,S.H69-,2021-05-14,318,False,0.009564229330804945,15486.77824311228,148.11909871244634,543.1586310403975
+South Korea,2020-09-20,1230,2021-10-24,S.H69-,2021-05-21,399,False,0.007853544007318268,10227.474331198191,80.32191974378297,752.5985546472165
+Cyprus,2020-09-23,83,2021-01-27,S.H69-,2021-05-24,126,True,0.006219675013839591,10846.157446808511,67.45957446808511,258.0104928290214
+Greece,2020-09-25,5632,2021-09-30,S.H69-,2021-05-26,370,False,0.02261168982275717,76084.2104569239,1720.3925672613407,1724.9725476280555
+Serbia,2020-09-28,85,2021-08-26,S.H69-,2021-05-29,332,False,0.009638592712212124,92532.60144927536,891.8840579710145,2492.80442404023
+Netherlands,2020-10-01,29897,2021-11-26,S.H69-,2021-06-01,421,False,0.007510257577470296,1324762.6557915222,9949.308774007954,25579.503152891088
+United Arab Emirates,2020-10-01,384,2021-02-13,S.H69-,2021-06-01,135,True,0.0028963701335339475,45810.25888850535,132.68346565412494,1682.2141405467296
+Bangladesh,2020-10-07,136,2021-08-01,S.H69-,2021-06-07,298,False,0.016543175505090452,23299.269376693766,385.4439024390244,2274.0065385737703
+Romania,2020-10-11,1749,2021-11-11,S.H69-,2021-06-11,396,False,0.03016932756136759,120742.33292108832,3642.714992420011,2863.4875434342925
+Japan,2020-10-17,47912,2021-09-24,S.H69-,2021-06-17,342,False,0.010288469145219319,159743.2583503105,1643.513584693968,3994.743615088981
+Luxembourg,2020-10-19,5012,2021-07-28,S.H69-,2021-06-19,282,False,0.011146669559557388,5645.409011761112,62.927508782648545,194.19251438258902
+Poland,2020-10-21,14632,2021-11-21,S.H69-,2021-06-21,396,False,0.02415923055860785,380596.9631063734,9194.92978159284,6846.574092698436
+Liechtenstein,2020-10-23,49,2021-06-10,S.H69-,2021-06-23,230,True,0.018625561978163133,288.9886363636364,5.382575757575758,10.706329951907165
+Belgium,2020-10-27,21062,2021-11-24,S.H69-,2021-06-27,393,False,0.0161197088651467,134993.99078209267,2176.0638299516313,2407.90471077173
+Ireland,2020-10-28,13879,2021-10-28,S.H69-,2021-06-28,365,False,0.012407446293743322,38086.881606474,472.5609380284866,934.4008067304227
+Lithuania,2020-10-30,9484,2021-10-21,S.H69-,2021-06-30,356,False,0.014611082706529131,39190.08093744555,572.6095138525876,814.9546088726122
+Ghana,2020-10-30,481,2021-07-07,S.H69-,2021-06-30,250,False,0.00824130371841006,8070.185287994448,66.5088480222068,238.52599734395744
+Argentina,2020-11-04,346,2021-10-18,S.H69-,2021-07-05,348,False,0.021940800570706572,87541.054454733,1920.720817540661,14154.770317444636
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+Portugal,2020-11-09,4735,2021-11-27,S.H69-,2021-07-10,383,False,0.01614742808011862,74911.51849538482,1209.628357276702,2097.3379740853147
+Georgia,2020-11-14,102,2021-11-03,S.H69-,2021-07-15,354,False,0.013895615752457485,46961.32537688442,652.5565326633166,1430.7182237588554
+Israel,2020-11-15,8231,2021-11-24,S.H69-,2021-07-16,374,False,0.006099306856277066,120956.90932798616,737.7533063782694,2545.6253432699964
+Bosnia and Herzegovina,2020-11-20,87,2021-06-28,S.H69-,2021-07-21,220,True,0.04711426355303403,12839.609071274299,604.9287257019438,640.2818893348303
+Malawi,2020-11-25,4,2021-03-15,S.H69-,2021-07-26,110,True,0.03298442064264849,56.710957722174285,1.8705780845556514,327.3647683397684
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+Zambia,2020-12-01,6,2021-09-02,S.H69-,2021-08-01,275,False,0.01745482692726349,624.801007556675,10.905793450881612,708.2836683266509
+Philippines,2020-12-07,2817,2021-08-28,S.H69-,2021-08-07,264,False,0.017052229167742936,118995.87334148044,2029.144902234637,5719.697921691021
+Singapore,2020-12-08,193,2021-07-10,S.H69-,2021-08-08,214,True,0.0005743092336162338,474.67383371915093,0.2726095656609252,21.296576831123673
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+Angola,2020-12-11,164,2021-07-19,S.H69-,2021-08-11,220,True,0.023688456461154844,1950.7368421052631,46.209944751381215,116.2924444395032
+Senegal,2020-12-11,48,2021-06-10,S.H69-,2021-08-11,181,True,0.027479091995221028,2181.1074918566774,59.93485342019544,153.30333293189915
+Lebanon,2020-12-12,799,2021-07-14,S.H69-,2021-08-12,214,True,0.014355923435075014,92459.66020236087,1327.343802698145,2055.5008959404963
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+Bulgaria,2020-12-13,3086,2021-09-30,S.H69-,2021-08-13,291,False,0.04158418996260171,48220.80256402278,2005.2230139714347,1103.6554240955338
+Nigeria,2020-12-14,826,2021-09-29,S.H69-,2021-08-14,289,False,0.013144575733390436,16945.86501597444,222.74620607028754,325.91345593924405
+Dominica,2020-12-16,5,2021-04-01,S.H69-,2021-08-16,106,True,0.0,28.275862068965516,0.0,0.7877505437018748
+Saint Lucia,2020-12-17,35,2021-07-26,S.H69-,2021-08-17,221,True,0.015916078856936158,917.1327014218009,14.597156398104266,26.193327450779307
+Jordan,2020-12-20,162,2021-11-01,S.H69-,2021-08-20,316,False,0.012781887930645653,71357.65766683647,912.0855832908813,1953.8693492475961
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+Qatar,2020-12-22,216,2021-06-07,S.H69-,2021-08-22,167,True,0.002600572217296319,6361.605599676942,16.543814779916545,529.9336445452287
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+Chile,2020-12-22,362,2021-11-07,S.H69-,2021-08-22,320,False,0.02215202648741596,11603.150888905559,257.03330582852,3993.602744238696
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+Egypt,2020-12-25,24,2021-06-16,S.H69-,2021-08-25,173,True,0.05717246645576524,7551.762013729977,431.7528604118993,782.2714701443662
+Dominican Republic,2020-12-27,28,2021-05-21,S.H69-,2021-08-27,145,True,0.012793381386926107,4251.018867924528,54.384905660377356,717.387568083445
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+Gabon,2020-12-28,61,2021-09-30,S.H69-,2021-08-28,276,False,0.006168131321505555,2413.982939632546,14.88976377952756,70.74183321683572
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+North Macedonia,2021-01-01,354,2021-07-13,S.H69-,2021-09-01,193,True,0.035213030168845416,24802.761690647483,873.3803956834532,467.47116237216125
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+Gambia,2021-01-06,68,2021-05-20,S.H69-,2021-09-06,134,True,0.029323056300268095,241.70577724836212,7.087552114353782,18.882231001853473
+Vietnam,2021-01-08,11,2021-05-22,S.H69-,2021-09-08,134,True,0.008204727485837077,11.665423658587114,0.09571162212554382,16.93246512535362
+Morocco,2021-01-08,92,2021-07-22,S.H69-,2021-09-08,195,True,0.01676242342688258,46020.9127753304,771.4220264317181,447.24995338236835
+Iran,2021-01-08,111,2021-07-19,S.H69-,2021-09-08,192,True,0.02462138290485766,443588.0,10921.75,12454.43336694087
+Mozambique,2021-01-09,4,2021-05-07,S.H69-,2021-09-09,118,True,0.011691237275086258,91.53409461663948,1.0701468189233279,412.9401296111665
+Niger,2021-01-09,8,2021-04-01,S.H69-,2021-09-09,82,True,0.03724357697669787,787.6078431372549,29.333333333333332,11.546702489400106
+Trinidad and Tobago,2021-01-12,9,2021-05-04,S.H69-,2021-09-12,112,True,0.01580386126772595,36.785614525139664,0.5813547486033519,22.563843236409607
+Latvia,2021-01-12,3224,2021-07-06,S.H69-,2021-09-12,175,True,0.018380670883593925,20141.6258790436,370.2165963431786,513.0612513757429
+Sierra Leone,2021-01-13,1,2021-01-13,S.H69-,2021-09-13,0,True,0.026671285071007966,32.077777777777776,0.8555555555555555,
+Montenegro,2021-01-17,62,2021-08-05,S.H69-,2021-09-17,200,True,0.015892456186393723,7182.993243243243,114.1554054054054,218.17669129599523
+Cabo Verde,2021-01-18,4,2021-02-03,S.H69-,2021-09-18,16,True,0.009497678345293374,1160.3265306122448,11.020408163265307,73.76960784313727
+Central African Republic,2021-01-20,33,2021-04-26,S.H69-,2021-09-20,96,True,0.01365681233933162,786.9425287356322,10.74712643678161,9.52097359562382
+Kuwait,2021-01-21,34,2021-07-01,S.H69-,2021-09-21,161,True,0.005520053777987287,13092.775510204081,72.27282491944146,1258.7473569671492
+South Sudan,2021-01-23,45,2021-05-26,S.H69-,2021-09-23,123,True,0.010770815772220662,1216.367088607595,13.10126582278481,60.74662155782848
+Cameroon,2021-01-26,35,2021-09-17,S.H69-,2021-09-26,234,True,0.01601610977123188,2650.2570921985816,42.4468085106383,266.3604639980765
+Moldova,2021-01-27,25,2021-06-24,S.H69-,2021-09-27,148,True,0.024104186249692846,30522.261904761905,735.7142857142857,753.0798766551785
+Congo (Kinshasa),2021-01-28,16,2021-07-11,S.H69-,2021-09-28,164,True,0.02220258728108929,2052.9767441860463,45.58139534883721,104.5803515614565
+Belize,2021-01-29,27,2021-08-08,S.H69-,2021-09-29,191,True,0.023479706330516693,560.0948275862069,13.150862068965518,10.207992261888618
+Benin,2021-01-30,109,2021-07-01,S.H69-,2021-09-30,152,True,0.012684473716306864,791.577502214349,10.04074402125775,26.83431506573921
+Azerbaijan,2021-02-01,3,2021-02-07,S.H69-,2021-10-02,6,True,0.013661887745831783,27738.48,378.96,142.78571428571428
+Cambodia,2021-02-03,809,2021-10-30,S.H69-,2021-10-04,269,False,0.023482820640563385,13153.13605161999,308.8727347611203,533.6197798780964
+Monaco,2021-02-04,3,2021-04-17,S.H69-,2021-10-05,72,True,0.012943632567849687,26.910112359550563,0.34831460674157305,11.062384302110333
+Equatorial Guinea,2021-02-06,3,2021-02-09,S.H69-,2021-10-07,3,True,0.0154969718560741,50.8821752265861,0.7885196374622356,14.399999999999999
+Djibouti,2021-02-12,79,2021-05-20,S.H69-,2021-10-13,97,True,0.013234653896386592,679.6367041198502,8.994756554307116,75.41619009365697
+Antigua and Barbuda,2021-02-14,19,2021-07-25,S.H69-,2021-10-15,161,True,0.033593750000000006,83.86206896551724,2.817241379310345,3.636269848326398
+Bahrain,2021-02-14,87,2021-11-06,S.H69-,2021-10-15,265,False,0.005028136629596342,3407.6865545030396,17.134313586879685,697.0907110897873
+Ethiopia,2021-02-17,27,2021-06-10,S.H69-,2021-10-18,113,True,0.015459773894869152,5777.408913213448,89.31743549648162,1281.7433304307326
+Libya,2021-02-18,12,2021-06-07,S.H69-,2021-10-19,109,True,0.016762128033673444,31280.833333333332,524.3333333333334,574.2457227870073
+Suriname,2021-02-18,46,2021-08-09,S.H69-,2021-10-19,172,True,0.025608538739153804,375.93850015688736,9.627235644807028,118.29103374109425
+Tunisia,2021-02-20,9,2021-05-20,S.H69-,2021-10-21,89,True,0.036448440335992566,15794.0,575.6666666666666,1276.893937523151
+Costa Rica,2021-02-22,109,2021-06-29,S.H69-,2021-10-23,127,True,0.012729373144600327,9815.924495818987,124.95056566650271,1413.0395016938294
+Belarus,2021-02-23,5,2021-03-25,S.H69-,2021-10-24,30,True,0.006962059474337525,49217.65625,342.65625,1116.5745967741932
+Congo (Brazzaville),2021-02-25,84,2021-07-28,S.H69-,2021-10-26,153,True,0.013453937366980844,1237.518477043673,16.6494960806271,30.048115199158833
+Paraguay,2021-02-28,8,2021-08-07,S.H69-,2021-10-29,160,True,0.03356600309982082,3854.7881355932204,129.38983050847457,2097.89050494594
+Venezuela,2021-02-28,9,2021-07-03,S.H69-,2021-10-29,125,True,0.011479947177047341,13373.951612903225,153.53225806451613,1157.2124154480691
+Somalia,2021-02-28,6,2021-03-05,S.H69-,2021-10-29,5,True,0.03490445859872612,735.9375,25.6875,129.94285714285712
+Kazakhstan,2021-03-02,183,2021-08-17,S.H69-,2021-10-31,168,True,0.015133718829056739,106522.22389181067,1612.0773854244928,2591.410379891602
+Sudan,2021-03-04,24,2021-03-28,S.H69-,2021-11-02,24,True,0.0645715923201834,2844.407547169811,183.66792452830188,40.79307692307691
+Guatemala,2021-03-11,18,2021-07-31,S.H69-,2021-11-09,142,True,0.02805820605507973,4555.434065934066,127.8173076923077,1217.6412677697886
+Grenada,2021-03-12,3,2021-06-24,S.H69-,2021-11-10,104,True,0.006211180124223602,17.25,0.10714285714285714,0.09781256479369689
+Armenia,2021-03-18,16,2021-07-06,S.H69-,2021-11-16,110,True,0.02007435932660052,15170.487394957983,304.5378151260504,369.9168216918217
+Bahamas,2021-03-18,59,2021-08-07,S.H69-,2021-11-16,142,True,0.01913223944484078,1805.001984126984,34.53373015873016,42.55911635313042
+Mali,2021-03-20,31,2021-08-30,S.H69-,2021-11-18,163,True,0.03624016674510858,2144.479069767442,77.71627906976744,24.462990219416973
+Afghanistan,2021-03-21,53,2021-05-29,S.H69-,2021-11-19,69,True,0.04134871846072656,9830.378306878307,406.47354497354496,173.23481760125966
+Malta,2021-03-25,127,2021-07-08,S.H69-,2021-11-23,105,True,0.013656316046171355,3623.269944341373,49.48051948051948,15.118109680832298
+Panama,2021-03-25,31,2021-04-30,S.H69-,2021-11-23,36,True,0.017093829544457123,21734.33846153846,371.5230769230769,322.9772403982929
+Liberia,2021-04-04,4,2021-05-20,S.H69-,2021-12-03,46,True,0.03968253968253968,27.37380191693291,1.0862619808306708,1.7464153561517115
+Algeria,2021-04-12,14,2021-07-28,S.H69-,2021-12-11,107,True,0.024896637966624984,14533.130434782608,361.82608695652175,371.9316070765096
+Nepal,2021-04-14,1,2021-04-14,S.H69-,2021-12-13,0,True,0.010871418221079399,421.50299401197606,4.582335329341317,
+Honduras,2021-04-23,4,2021-06-15,S.H69-,2021-12-22,53,True,0.026790516943777647,5032.686868686868,134.82828282828282,825.0239756051075
+Papua New Guinea,2021-04-30,2,2021-05-02,S.H69-,2021-12-29,2,True,0.010262359450294486,9.015285599356396,0.0925181013676589,104.49999999999996
+El Salvador,2021-05-02,8,2021-08-02,S.H69-,2021-12-31,92,True,0.03029783537909438,3056.6986899563317,92.61135371179039,189.4625197696278
+Seychelles,2021-05-15,13,2021-09-21,S.H69-,2022-01-13,129,True,0.00521895905489396,172.11118090452263,0.8982412060301508,88.45602425268679
+Haiti,2021-05-19,1,2021-05-19,S.H69-,2022-01-17,0,True,0.020297102515075747,39.64431486880466,0.8046647230320699,
+Burundi,2021-05-27,1,2021-05-27,S.H69-,2022-01-25,0,True,0.0012903225806451613,20.666666666666668,0.02666666666666667,
+Andorra,2021-06-07,7,2021-07-02,S.H69-,2022-02-05,25,True,0.009124874263543614,755.2403100775193,6.891472868217054,5.3377777777777755
+Uzbekistan,2021-06-25,5,2021-06-25,S.H69-,2022-02-23,0,True,0.006701545515048436,2745.786802030457,18.401015228426395,
+Botswana,2021-11-11,5,2021-11-21,S.H69-,2022-07-12,10,True,0.012425107356836123,230.27593557555662,2.8612032212221696,94.69090909090914
+USA,2020-11-04,91,2021-04-28,S.Q677R.Roadrunner,2021-07-05,175,True,0.0176325485834626,608.4208494080759,10.72801018637948,136089.27449042484
+Brazil,2020-10-26,44868,2021-11-03,20J.Gamma.V3,2021-06-26,373,False,0.027861071129844272,2919615.3186217993,81343.6100639049,51313.320852747616
+Peru,2020-12-17,1957,2021-11-05,20J.Gamma.V3,2021-08-17,323,False,0.09085208430250746,142226.12126404588,12921.539559099747,4293.588986090161
+Venezuela,2021-01-01,17,2021-05-26,20J.Gamma.V3,2021-09-01,145,True,0.011252951756102494,20784.510752688173,233.88709677419354,777.1142336575631
+Japan,2021-01-02,120,2021-10-05,20J.Gamma.V3,2021-09-02,276,False,0.010402828970756077,403.98098556201836,4.202545100239157,4881.620859582934
+Colombia,2021-01-04,777,2021-10-16,20J.Gamma.V3,2021-09-04,285,False,0.02546667997260369,143288.1967340591,3649.0746500777605,13775.73929792929
+Italy,2021-01-04,2379,2021-10-17,20J.Gamma.V3,2021-09-04,286,False,0.02788126664008704,42225.20492457018,1177.2921974342576,8567.665846348773
+Chile,2021-01-08,4338,2021-10-26,20J.Gamma.V3,2021-09-08,291,False,0.02241174207886939,137045.7862125872,3071.4348135923788,4091.8848598831764
+USA,2021-01-09,28539,2021-10-23,20J.Gamma.V3,2021-09-09,287,False,0.01614064702901242,268487.15273945045,4333.556364192014,64181.35182268745
+South Korea,2021-01-10,15,2021-08-20,20J.Gamma.V3,2021-09-10,222,True,0.009380631254286675,82.91929634513941,0.7778353428786737,651.9191818740587
+Denmark,2021-01-12,66,2021-07-30,20J.Gamma.V3,2021-09-12,199,True,0.008036750239620643,81.59065178442665,0.6557236902792953,2014.3887459686491
+Guyana,2021-01-18,3,2021-09-07,20J.Gamma.V3,2021-09-18,232,True,0.02442850739578664,642.528,15.696,88.94420505989993
+France,2021-01-22,1095,2021-09-27,20J.Gamma.V3,2021-09-22,248,False,0.016548494379232153,201629.11655238265,3336.658301956649,183972.4616618733
+Argentina,2021-01-24,2506,2021-11-15,20J.Gamma.V3,2021-09-24,295,False,0.021904374826531483,638091.4673511491,13976.994674471045,14527.80125695804
+Netherlands,2021-01-25,581,2021-08-24,20J.Gamma.V3,2021-09-25,211,True,0.009330028002833432,19278.572011168457,179.86961671884254,24840.512353383463
+Sweden,2021-01-27,182,2021-09-02,20J.Gamma.V3,2021-09-27,218,True,0.013011776312934459,354.1041108447935,4.607523481803002,2824.2128074765506
+Switzerland,2021-01-27,261,2021-08-16,20J.Gamma.V3,2021-09-27,201,True,0.01459874702073273,675.3989026762546,9.859977718251127,1119.576634216616
+Mexico,2021-01-28,2711,2021-10-01,20J.Gamma.V3,2021-09-28,246,False,0.07571009020291093,92874.55372571707,7031.540840129136,6545.492262778836
+Turkey,2021-01-28,144,2021-08-10,20J.Gamma.V3,2021-09-28,194,True,0.008785082866634009,4818.622624373507,42.3319990581587,20597.75043130655
+Taiwan,2021-01-28,6,2021-07-07,20J.Gamma.V3,2021-09-28,160,True,0.04726335272342676,199.4901098901099,9.428571428571429,90.26652288934898
+Spain,2021-01-29,1152,2021-09-19,20J.Gamma.V3,2021-09-29,233,True,0.01740180535895192,20567.820675617433,357.91721205492155,8860.849654287511
+Belgium,2021-01-29,2040,2021-09-08,20J.Gamma.V3,2021-09-29,222,True,0.021183025604135028,9465.756362905842,200.51335939793853,2242.9132670065965
+Finland,2021-02-01,19,2021-08-12,20J.Gamma.V3,2021-10-02,192,True,0.008827477027910657,29.04706284692079,0.2564122800094704,307.76248430906475
+Luxembourg,2021-02-02,1049,2021-08-12,20J.Gamma.V3,2021-10-03,191,True,0.011093970085183447,1194.4051473957538,13.250694974797618,123.85029874128534
+Ireland,2021-02-02,33,2021-09-04,20J.Gamma.V3,2021-10-03,214,True,0.014374126572170094,73.5095080611823,1.0566349731293923,593.846380014007
+UK,2021-02-04,223,2021-10-28,20J.Gamma.V3,2021-10-05,266,False,0.01566297668730516,6289.820342593103,98.51730939337352,243324.51553880505
+Germany,2021-02-04,856,2021-09-22,20J.Gamma.V3,2021-10-05,230,True,0.02238011809746285,3446.504736562001,77.13318302772268,8063.813323857551
+Bolivia,2021-02-07,23,2021-06-02,20J.Gamma.V3,2021-10-08,115,True,0.03897065825811845,52063.73652694611,2028.9580838323354,1123.015392303848
+Canada,2021-02-08,13158,2021-10-27,20J.Gamma.V3,2021-10-09,261,False,0.016913088261327047,683551.8700376351,11560.973109141678,52932.32112112751
+Portugal,2021-02-09,204,2021-09-19,20J.Gamma.V3,2021-10-10,222,True,0.016860819849950286,3007.2564647095564,50.70480949406621,1220.2444508890699
+Paraguay,2021-02-13,104,2021-08-14,20J.Gamma.V3,2021-10-14,182,True,0.03377216709119142,50302.17796610169,1698.8135593220338,2012.9972527472526
+Bangladesh,2021-02-18,1,2021-02-18,20J.Gamma.V3,2021-10-19,0,True,0.015359563905670257,73.47804878048781,1.128590785907859,
+Philippines,2021-02-21,3,2021-06-12,20J.Gamma.V3,2021-10-22,111,True,0.017313383554272855,85.65502793296089,1.4829783519553073,7541.348746027948
+Suriname,2021-02-22,377,2021-09-14,20J.Gamma.V3,2021-10-23,204,True,0.02231717527499495,4097.316912456856,91.44053969250078,129.16157735649315
+Uruguay,2021-02-23,174,2021-04-15,20J.Gamma.V3,2021-10-24,51,True,0.011028824465332047,22504.81487603306,248.20165289256198,1959.1628532399895
+Norway,2021-02-24,12,2021-08-02,20J.Gamma.V3,2021-10-25,159,True,0.005778758181752432,12.649563526855488,0.0730987687264133,421.2083074534163
+Romania,2021-02-25,17,2021-06-16,20J.Gamma.V3,2021-10-26,111,True,0.02965602236331498,732.4547594350913,21.721694725923562,2732.0089050808074
+Slovenia,2021-02-27,10,2021-07-06,20J.Gamma.V3,2021-10-28,129,True,0.017170465711500445,23.748109204943738,0.40776609481645454,567.7603763536306
+Jordan,2021-03-01,11,2021-05-16,20J.Gamma.V3,2021-10-30,76,True,0.012785954368822102,4057.9184921039227,51.884360672440145,4546.211130974289
+Australia,2021-03-01,8,2021-04-25,20J.Gamma.V3,2021-10-30,55,True,0.03066037735849057,19.850145778688095,0.6086129601956256,93.97293233082706
+Costa Rica,2021-03-03,160,2021-09-24,20J.Gamma.V3,2021-11-01,205,True,0.011874930446561852,20508.883423512052,243.54156419085095,1601.2280197812538
+New Zealand,2021-03-06,7,2021-05-31,20J.Gamma.V3,2021-11-04,86,True,0.009723261032161555,3.7734099385142628,0.03668984981352686,6.7678792738937075
+Panama,2021-03-11,29,2021-04-30,20J.Gamma.V3,2021-11-09,50,True,0.017093829544457127,20332.123076923075,347.55384615384617,352.5890497737557
+Dominican Republic,2021-03-11,57,2021-10-15,20J.Gamma.V3,2021-11-09,218,True,0.011067429439036955,11333.32075471698,125.43072776280323,624.4583785574739
+Iceland,2021-03-20,17,2021-07-07,20J.Gamma.V3,2021-11-18,109,True,0.004501800720288115,4.955513757053497,0.022308735400901097,5.150697653449948
+Angola,2021-03-22,1,2021-03-22,20J.Gamma.V3,2021-11-20,0,True,0.02435997609964609,6.326548415236988,0.15411456818842686,
+India,2021-03-24,4,2021-08-11,20J.Gamma.V3,2021-11-22,140,True,0.013394629902774222,696.8377422841098,9.333883660180414,162982.30873753154
+Ecuador,2021-03-31,298,2021-11-17,20J.Gamma.V3,2021-11-29,231,True,0.0633264662393383,16065.724863359803,1017.3855831700525,787.6066820555498
+Latvia,2021-04-01,2,2021-06-14,20J.Gamma.V3,2021-11-30,74,True,0.01804502439311115,12.350074860487274,0.22285740211424165,493.36890469416784
+Singapore,2021-04-04,8,2021-06-11,20J.Gamma.V3,2021-12-03,68,True,0.0005462286127399791,19.537803586141955,0.010672107348844509,27.6409572524662
+Thailand,2021-04-05,1,2021-04-05,20J.Gamma.V3,2021-12-04,0,True,0.0032399986357900487,1.2016803278688524,0.00389344262295082,
+Trinidad and Tobago,2021-04-08,476,2021-10-20,20J.Gamma.V3,2021-12-07,195,True,0.02967614374897021,9078.403631284917,269.41201117318434,248.6289467602739
+Poland,2021-04-09,26,2021-08-04,20J.Gamma.V3,2021-12-08,117,True,0.026103817374199225,582.9087883806458,15.216144557704121,1793.922536420044
+Guatemala,2021-04-11,34,2021-08-03,20J.Gamma.V3,2021-12-10,114,True,0.02810101676196297,8711.262362637362,244.79532967032966,1375.5909413714196
+Israel,2021-04-11,26,2021-09-13,20J.Gamma.V3,2021-12-10,155,True,0.006254787581299147,337.3259480841086,2.1099021509264433,1528.9971361287157
+Lithuania,2021-04-13,7,2021-08-06,20J.Gamma.V3,2021-12-12,115,True,0.015511431967434408,21.742278707091828,0.3372538769820526,415.6693845384999
+Austria,2021-04-15,34,2021-09-05,20J.Gamma.V3,2021-12-14,143,True,0.015487046297558489,558.9839345113119,8.65701007336809,499.039114621011
+Croatia,2021-04-16,7,2021-07-29,20J.Gamma.V3,2021-12-15,104,True,0.022713069237694335,58.72979465502506,1.333933892315155,419.44118805722576
+China,2021-04-17,2,2021-04-17,20J.Gamma.V3,2021-12-16,0,True,0.04371599491107923,15411.803680981595,673.7423312883435,0.0
+Malta,2021-04-18,32,2021-06-22,20J.Gamma.V3,2021-12-17,65,True,0.013727733289753227,908.200371057514,12.467532467532468,7.733180252583236
+Czech Republic,2021-04-21,20,2021-06-22,20J.Gamma.V3,2021-12-20,62,True,0.018174976233231225,588.6668197636418,10.699005458495998,816.3999615975422
+Ghana,2021-05-01,1,2021-05-01,20J.Gamma.V3,2021-12-30,0,True,0.008412436150797509,16.065405968077723,0.13514920194309507,
+El Salvador,2021-05-01,1,2021-05-01,20J.Gamma.V3,2021-12-30,0,True,0.030694528743605308,302.174672489083,9.275109170305678,
+Belize,2021-05-07,22,2021-08-09,20J.Gamma.V3,2022-01-05,94,True,0.02344989309607559,458.30172413793105,10.74712643678161,18.968770996640544
+Russia,2021-05-08,1,2021-05-08,20J.Gamma.V3,2022-01-06,0,True,0.023066728594857786,252.22995548572925,5.818119926682377,
+Greece,2021-05-14,1,2021-05-14,20J.Gamma.V3,2022-01-12,0,True,0.030282362569908607,7.702216637138973,0.23324131679782456,
+Haiti,2021-05-15,56,2021-08-07,20J.Gamma.V3,2022-01-13,84,True,0.027698514218242647,3318.530612244898,91.91836734693878,93.77488762947041
+Pakistan,2021-05-17,1,2021-05-17,20J.Gamma.V3,2022-01-15,0,True,0.022371020060525885,172.88584296064226,3.867632661053456,
+Honduras,2021-05-19,2,2021-05-19,20J.Gamma.V3,2022-01-17,0,True,0.02639925658018158,2315.2626262626263,61.121212121212125,
+Barbados,2021-05-22,5,2021-07-22,20J.Gamma.V3,2022-01-20,61,True,0.011113683723084047,60.66011235955056,0.6741573033707865,4.28835838936315
+Bosnia and Herzegovina,2021-06-28,2,2021-07-05,20J.Gamma.V3,2022-02-26,7,True,0.047145288641140815,295.244060475162,13.919366450683945,8.297619047619051
+Bahamas,2021-07-22,1,2021-07-22,20J.Gamma.V3,2022-03-22,0,True,0.019882446847108336,27.34325396825397,0.5436507936507936,
+Antigua and Barbuda,2021-07-22,3,2021-07-22,20J.Gamma.V3,2022-03-22,0,True,0.03288958496476116,13.210344827586207,0.43448275862068964,
+Bahrain,2021-07-24,1,2021-07-24,20J.Gamma.V3,2022-03-24,0,True,0.005148781914437826,37.94896083698572,0.1953909232291814,
+Montenegro,2021-07-27,3,2021-08-01,20J.Gamma.V3,2022-03-27,5,True,0.015965991458684325,344.9054054054054,5.506756756756757,146.74285714285716
+Saint Vincent and the Grenadines,2021-09-20,8,2021-09-27,20J.Gamma.V3,2022-05-21,7,True,0.005358737719559393,497.6296296296296,2.6666666666666665,84.3928571428572
+Romania,2020-04-03,653,2021-06-01,S.N439K,2020-12-02,424,False,0.02815734643935219,28082.647171467328,790.7328253410994,3061.7912072657914
+Germany,2020-05-19,3212,2021-07-08,S.N439K,2021-01-17,415,False,0.024411553818261003,11603.91216604577,283.2695263437999,10730.206420396582
+Norway,2020-06-23,288,2021-07-12,S.N439K,2021-02-21,384,False,0.005968492955528729,292.8349483475012,1.7477833263446803,385.10545997072865
+UK,2020-07-03,3783,2021-06-26,S.N439K,2021-03-03,358,False,0.027112926342649953,56260.274905183054,1525.3806895214657,228036.47663694408
+Netherlands,2020-07-12,453,2021-06-25,S.N439K,2021-03-12,348,False,0.01053691310481431,13111.764768592944,138.15752601742957,28507.151234350084
+Ireland,2020-07-18,268,2021-03-22,S.N439K,2021-03-18,247,False,0.019851245462294314,387.96329562679296,7.701554611848121,951.2356285531315
+Italy,2020-07-23,1018,2021-10-06,S.N439K,2021-03-23,440,False,0.02796917519967091,17959.253368947746,502.3055039313796,12428.5794924963
+Belgium,2020-07-24,275,2021-04-24,S.N439K,2021-03-24,274,False,0.024680028928820905,1032.7118843782355,25.487359181592,3708.8340180606438
+Slovenia,2020-07-31,7720,2021-08-26,S.N439K,2021-03-31,391,False,0.016759755467474234,18880.533849843203,316.43313041874194,855.7213719540254
+Switzerland,2020-08-01,1319,2021-05-26,S.N439K,2021-04-01,298,False,0.015472009885417708,3183.656655013568,49.257567238145796,2670.362782878051
+France,2020-08-09,306,2021-04-14,S.N439K,2021-04-09,248,False,0.019178776743432692,41428.26881680852,794.5435185044851,243144.12171628454
+Denmark,2020-08-10,5454,2021-09-22,S.N439K,2021-04-10,408,False,0.00737943332894748,7593.546023253608,56.03606660889427,2803.288855135352
+Iceland,2020-08-11,162,2021-04-05,S.N439K,2021-04-11,237,True,0.00465863453815261,44.112243558899436,0.20550282139888892,20.37989504365911
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+Czech Republic,2020-08-14,589,2021-08-02,S.N439K,2021-04-14,353,False,0.018147068084066558,17415.074299139713,316.0325389955661,5956.467111015834
+Sweden,2020-08-24,1826,2021-05-05,S.N439K,2021-04-24,254,False,0.014213610956262336,3132.5551785754287,44.52492060729603,3916.304007208198
+Croatia,2020-08-24,450,2021-06-14,S.N439K,2021-04-24,294,False,0.02273405450930194,3727.194927586446,84.73425265054397,1368.4594117812032
+New Zealand,2020-08-24,1,2020-08-24,S.N439K,2021-04-24,0,True,0.01301775147928994,0.340691462554178,0.004435036790646104,0.0
+Austria,2020-08-29,414,2021-04-27,S.N439K,2021-04-29,241,True,0.01654115686819021,5978.871405317417,98.89744981009224,2667.8615269590996
+Canada,2020-08-30,21,2021-03-01,S.N439K,2021-04-30,183,True,0.0257389767371577,556.7657824450649,14.330581522398932,75957.62951204948
+Spain,2020-09-02,230,2021-05-07,S.N439K,2021-05-03,247,False,0.022086624238102287,2971.730984451455,65.63550559030507,13958.147511687086
+Hungary,2020-09-02,9,2021-02-23,S.N439K,2021-05-03,174,True,0.035479799839911216,6078.7164179104475,215.67164179104478,2779.319064039409
+Australia,2020-09-08,15,2021-03-20,S.N439K,2021-05-09,193,True,0.031134401972872996,36.612082388471464,1.1398952901466146,105.18390782872372
+Estonia,2020-09-13,160,2021-04-16,S.N439K,2021-05-14,215,True,0.009170537719192993,646.1470303198117,5.925515713692372,538.2103519927601
+USA,2020-09-19,86,2021-10-25,S.N439K,2021-05-20,401,False,0.01613191554912109,811.4073154018538,13.089554288001766,92092.68723629981
+South Korea,2020-09-20,5,2020-11-03,S.N439K,2021-05-21,44,True,0.017604456824512536,3.170332516955539,0.05581198191409194,85.05494071146249
+Cyprus,2020-09-23,73,2021-01-27,S.N439K,2021-05-24,126,True,0.006219675013839591,9539.391489361702,59.33191489361702,258.0104928290214
+Greece,2020-09-25,66,2021-03-27,S.N439K,2021-05-26,183,True,0.030983015954709214,343.4333154793787,10.640599892876272,1230.7385968291887
+Finland,2020-09-28,395,2021-04-07,S.N439K,2021-05-29,191,True,0.011013705395727866,420.79091363480916,4.634467155972956,364.2484579727641
+Bulgaria,2020-09-30,49,2021-03-15,S.N439K,2021-05-31,166,True,0.04050933282484798,431.7922021346112,17.491614027445,1614.063680728045
+Singapore,2020-10-05,3,2021-04-23,S.N439K,2021-06-05,200,True,0.0004922632623927276,7.173421744418723,0.003531211990426492,16.521461504359397
+Lithuania,2020-10-06,44,2021-03-13,S.N439K,2021-06-06,158,True,0.016535417703484684,98.20935703084162,1.6239327408956263,1565.1431305230483
+Ghana,2020-10-11,1,2020-10-11,S.N439K,2021-06-11,0,True,0.0065099457504520794,8.154927133934768,0.053088133240805,
+Japan,2020-10-17,7,2020-12-04,S.N439K,2021-06-17,48,True,0.014571143322928382,2.180570236302617,0.03177340143887724,1358.5881632653063
+Luxembourg,2020-10-19,79,2021-03-19,S.N439K,2021-06-19,151,True,0.012110932066830633,71.13861310523905,0.8615549106460975,292.41041662395173
+Poland,2020-10-21,301,2021-05-31,S.N439K,2021-06-21,222,True,0.02567469848897201,6722.16014710799,172.5894349715814,11936.001281229981
+Liechtenstein,2020-10-23,29,2020-12-31,S.N439K,2021-06-23,69,True,0.01981089599279604,121.98674242424242,2.4166666666666665,25.086256670457523
+Mauritius,2020-11-06,1,2020-11-06,S.N439K,2021-07-07,0,True,0.02207505518763797,0.3102739726027397,0.00684931506849315,
+Serbia,2020-11-16,7,2021-03-08,S.N439K,2021-07-17,112,True,0.009353870038608462,4966.246376811594,46.4536231884058,3113.181640495044
+North Macedonia,2020-11-18,48,2021-04-26,S.N439K,2021-07-19,159,True,0.031286503132632475,3251.9136690647483,101.7410071942446,551.1556662369626
+Turkey,2020-11-20,4,2021-03-08,S.N439K,2021-07-21,108,True,0.010414399605960986,62.64661890185789,0.6524269232062969,19967.933889352236
+Bosnia and Herzegovina,2020-11-20,6,2021-03-03,S.N439K,2021-07-21,103,True,0.03861712767386664,578.755939524838,22.34989200863931,468.50412888082775
+Portugal,2020-12-05,23,2021-04-05,S.N439K,2021-08-05,121,True,0.020504095961840645,262.8962731626067,5.390450412936359,5006.615757002982
+Philippines,2020-12-08,3,2021-02-18,S.N439K,2021-08-08,72,True,0.02102625715330453,36.345343051675975,0.764206529329609,1581.269282981612
+Mexico,2020-12-19,1,2020-12-19,S.N439K,2021-08-19,0,True,0.08972995603935524,12.257403847948197,1.0998563084330155,
+India,2020-12-22,6,2021-02-19,S.N439K,2021-08-22,59,True,0.014230344616619603,357.69971705234803,5.090190242922236,14412.792747985559
+Argentina,2020-12-22,1,2020-12-22,S.N439K,2021-08-22,0,True,0.027168115817162067,74.61876889123447,2.027251355371108,
+Israel,2020-12-24,67,2021-02-02,S.N439K,2021-08-24,40,True,0.00740479228095482,484.5175591422592,3.5877518819236713,7116.123170731709
+United Arab Emirates,2020-12-28,2,2021-01-02,S.N439K,2021-08-28,5,True,0.0031846381372229384,146.11045909561616,0.4653089402830514,1758.4857142857143
+Ukraine,2020-12-29,1,2020-12-29,S.N439K,2021-08-29,0,True,0.017596090132113402,757.2473423104182,13.324592487597448,
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+Angola,2021-01-23,1,2021-01-23,S.N439K,2021-09-23,0,True,0.023596839985542416,5.631578947368421,0.13288746728700204,
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+Thailand,2021-02-12,1,2021-02-12,S.N439K,2021-10-13,0,True,0.0032950286255611846,0.9950409836065573,0.003278688524590164,
+Georgia,2021-02-17,1,2021-02-17,S.N439K,2021-10-18,0,True,0.012699102446918499,167.68090452261308,2.129396984924623,
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+Russia,2021-04-10,1,2021-04-10,S.N439K,2021-12-09,0,True,0.02203822048175438,239.8865147944488,5.2866719036396965,
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+Germany,2021-01-21,162,2021-06-22,20B.S.796H,2021-09-21,152,True,0.024302255678683306,583.5702588417437,14.182073636847452,12533.361512068946
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+El Salvador,2021-04-29,93,2021-08-02,S.P681,2021-12-28,95,True,0.030297835379094376,35534.12227074236,1076.6069868995633,187.08336950623982
+Saint Lucia,2021-05-03,21,2021-10-04,S.P681,2022-01-01,154,True,0.017873941674506115,1163.7582938388625,20.80094786729858,41.848651348651345
+Sierra Leone,2021-05-07,22,2021-09-08,S.P681,2022-01-05,124,True,0.01897741530740276,1558.5777777777778,29.57777777777778,24.859164362519195
+Burundi,2021-05-27,58,2021-07-28,S.P681,2022-01-25,62,True,0.0013402829486224867,1730.9777777777779,2.32,25.81806835637481
+Barbados,2021-06-01,45,2021-07-25,S.P681,2022-01-30,54,True,0.01104718066743383,549.2275280898876,6.067415730337078,5.650360750360751
+Libya,2021-06-05,1,2021-06-05,S.P681,2022-02-03,0,True,0.016779618406765336,2596.5694444444443,43.56944444444444,
+Andorra,2021-06-07,32,2021-10-09,S.P681,2022-02-05,124,True,0.008501733045582369,3793.1162790697676,32.248062015503876,14.069124423963135
+Eswatini,2021-06-23,80,2021-07-26,S.P681,2022-02-21,33,True,0.03250953013235105,4374.145199063232,142.20140515222482,124.75599694423222
+Grenada,2021-06-24,4,2021-07-26,S.P681,2022-02-22,32,True,0.006097560975609756,23.428571428571427,0.14285714285714285,0.08121657754010694
+Uzbekistan,2021-06-25,52,2021-07-23,S.P681,2022-02-23,28,True,0.006670141547081915,32410.51776649746,216.18274111675126,500.3802955665025
+Brunei,2021-07-21,28,2021-08-17,S.P681,2022-03-21,27,True,0.0035211267605633804,231.61165048543688,0.8155339805825242,15.425834701696772
+Saint Vincent and the Grenadines,2021-07-21,2,2021-08-08,S.P681,2022-03-21,18,True,0.005219660722053066,85.14814814814815,0.4444444444444444,2.040350877192982
+Trinidad and Tobago,2021-07-30,114,2021-10-19,S.P681,2022-03-30,81,True,0.029648010293171583,2165.5621508379886,64.20460893854748,196.22653214483947
+Guyana,2021-09-06,47,2021-09-08,S.P681,2022-05-07,2,True,0.02442850739578664,10066.272,245.904,130.99999999999997
+Comoros,2021-10-05,11,2021-10-26,S.P681,2022-06-05,21,True,0.03472714386959603,1012.2391304347826,35.15217391304348,3.152456239412761
+India,2020-10-31,25866,2021-11-22,21J.Delta,2021-07-01,387,False,0.013501144628702375,4850091.681990735,65481.78926102328,88467.13277492185
+USA,2020-11-03,861049,2021-11-23,21J.Delta,2021-07-04,385,False,0.016072463022449097,8547145.08119494,137373.67326501335,84036.2838654217
+Spain,2020-11-03,26097,2021-11-22,21J.Delta,2021-07-04,384,False,0.017233659397810828,481720.05442171945,8301.79934299881,10097.102694132287
+UK,2020-11-04,838889,2021-11-27,21J.Delta,2021-07-05,388,False,0.014279970925980375,26790508.5277001,382567.68286778673,271178.75919385
+Slovenia,2020-11-13,12594,2021-10-20,21J.Delta,2021-07-14,341,False,0.014901574046798753,36278.4329828445,540.6057553956834,639.0942635780307
+Sweden,2020-11-19,35866,2021-11-22,21J.Delta,2021-07-20,368,False,0.01271099109557639,73465.46699107252,933.818896755884,2624.279849865772
+Burkina Faso,2020-12-03,19,2021-04-21,21J.Delta,2021-08-03,139,True,0.011771853877117036,807.0096774193548,9.5,72.02227373116705
+Israel,2021-01-02,15370,2021-11-24,21J.Delta,2021-09-02,326,False,0.006099306856277067,225866.56498252304,1377.6294884016525,2302.396064161153
+Switzerland,2021-01-02,40753,2021-11-23,21J.Delta,2021-09-02,325,False,0.011864908825409363,136942.3372262366,1624.8083455277597,1288.2385927237626
+Oman,2021-01-06,86,2021-06-27,21J.Delta,2021-09-06,172,True,0.01132187789772532,19147.89634664401,216.79014443500424,740.663210201594
+Kenya,2021-01-07,826,2021-11-12,21J.Delta,2021-09-07,309,False,0.020911433235646995,17832.831422505307,372.91006369426754,597.2462162507816
+Timor-Leste,2021-01-08,31,2021-08-08,21J.Delta,2021-09-08,212,True,0.00234192037470726,871.7048780487805,2.0414634146341464,63.417977801565165
+Indonesia,2021-01-09,4065,2021-11-23,21J.Delta,2021-09-09,318,False,0.03379249420309206,875258.2618818646,29577.159740851344,13024.091065461052
+Poland,2021-01-09,12809,2021-11-21,21J.Delta,2021-09-09,316,False,0.02415923055860785,333178.41036287154,8049.334033107073,5139.014325548736
+Slovakia,2021-01-09,7231,2021-11-13,21J.Delta,2021-09-09,308,False,0.0135186072576425,151384.6356328835,2046.5094339622642,1312.6971646580791
+Thailand,2021-01-09,2395,2021-11-13,21J.Delta,2021-09-09,308,False,0.00993819515534738,197423.67807377048,1962.0350409836065,6857.418071593298
+Norway,2021-01-11,9839,2021-11-26,21J.Delta,2021-09-11,319,False,0.004080696749822198,19301.362794952922,78.76300842450348,527.3437483520346
+Italy,2021-01-11,25013,2021-11-23,21J.Delta,2021-09-11,316,False,0.02697821892764969,465060.0908731801,12546.492946089313,7550.850331768982
+France,2021-01-16,62399,2021-11-22,21J.Delta,2021-09-16,310,False,0.015887395041983207,12196609.183940623,193772.3482779451,168461.96358341374
+Austria,2021-01-17,5355,2021-11-28,21J.Delta,2021-09-17,315,False,0.010835462435809856,144430.87746821108,1564.9753473778574,1508.5591721287005
+South Africa,2021-01-19,9262,2021-11-23,21J.Delta,2021-09-19,308,False,0.03039752302662814,372796.1005173285,11332.07804971267,6361.77421673222
+Mexico,2021-01-21,14137,2021-11-17,21J.Delta,2021-09-21,300,False,0.0757120277200234,507984.24825983914,38460.51748558419,7164.975516930322
+Czech Republic,2021-01-28,8121,2021-11-26,21J.Delta,2021-09-28,302,False,0.015619729005381708,299806.19154198095,4682.891466021304,2026.8649316351987
+Australia,2021-02-08,23183,2021-11-23,21J.Delta,2021-10-09,288,False,0.00976176928976078,391722.0314965567,3823.900097185792,3998.078300123294
+Gambia,2021-02-08,173,2021-08-23,21J.Delta,2021-10-09,196,True,0.03178458289334741,975.7653365098273,31.014294222751637,19.343705364009935
+Malaysia,2021-02-09,2429,2021-11-15,21J.Delta,2021-10-10,279,False,0.011651796702426697,432120.82749965135,5034.984032910334,9388.22061706326
+Ethiopia,2021-02-11,402,2021-08-16,21J.Delta,2021-10-12,186,True,0.015481338934067222,91137.39171227522,1410.9288506645817,782.3314039910591
+Sri Lanka,2021-02-12,489,2021-11-21,21J.Delta,2021-10-13,282,False,0.025379698397128416,41011.01612174175,1040.8472201295767,2085.4271806313404
+Monaco,2021-02-22,67,2021-09-14,21J.Delta,2021-10-23,204,True,0.010048721071863581,824.0749063670412,8.280898876404494,5.772511874747531
+Russia,2021-02-28,5491,2021-11-22,21J.Delta,2021-10-29,267,False,0.02827884973555285,2647133.889552239,74857.90149253732,17885.942563403696
+Netherlands,2021-03-07,21308,2021-11-26,21J.Delta,2021-11-05,264,False,0.007510257577470297,944176.4280565191,7091.008173280311,20928.66276970299
+Turkey,2021-03-09,19952,2021-11-17,21J.Delta,2021-11-07,253,False,0.00874921854605113,948639.5588594751,8299.854821891082,19347.603941584723
+Senegal,2021-03-11,118,2021-11-06,21J.Delta,2021-11-09,240,True,0.025427740582944478,9472.671009771986,240.8686210640608,205.83367940056934
+Nigeria,2021-03-19,1765,2021-10-11,21J.Delta,2021-11-17,206,True,0.013251401590552847,36649.47783546326,485.65694888178916,220.06303103116102
+Rwanda,2021-03-22,71,2021-10-29,21J.Delta,2021-11-20,221,True,0.013329586060143735,4347.626306084819,57.9520590043024,459.6965457635466
+Germany,2021-03-22,108332,2021-11-23,21J.Delta,2021-11-20,246,False,0.018308714688935242,569298.4183579274,10423.122314577386,7302.720984624303
+Brazil,2021-03-23,20394,2021-11-13,21J.Delta,2021-11-21,235,True,0.02784810484000983,1334125.2871430486,37152.86086606784,42539.34545413047
+Greece,2021-03-23,2053,2021-11-18,21J.Delta,2021-11-21,240,True,0.019828896653997077,36419.45533764575,722.1576160850398,2218.0929357703785
+Romania,2021-03-29,4287,2021-11-11,21J.Delta,2021-11-27,227,True,0.030169327561367587,295953.3340381393,8928.713077475464,2176.45465825366
+New Zealand,2021-03-30,3051,2021-11-23,21J.Delta,2021-11-28,238,True,0.003770028275212064,6525.775627456909,24.602358633202297,42.00934917900216
+Canada,2021-03-30,43070,2021-11-16,21J.Delta,2021-11-28,231,True,0.016768368055022752,2300120.748148598,38569.271275949985,42893.58132883838
+Luxembourg,2021-04-01,5453,2021-11-14,21J.Delta,2021-11-30,227,True,0.010148608869053272,7017.020681228043,71.21299831984115,80.76950663020399
+Ireland,2021-04-03,19008,2021-11-21,21J.Delta,2021-12-02,232,True,0.01060374619066704,62977.11120297643,667.7933030177759,1093.2147345772478
+Japan,2021-04-04,68557,2021-11-14,21J.Delta,2021-12-03,224,True,0.010622687900061047,232766.4223941264,2472.605058706585,6750.603919089764
+Bulgaria,2021-04-05,3941,2021-10-28,21J.Delta,2021-12-04,206,True,0.04000047222076995,72713.33238945763,2908.5676323241123,721.2807362188954
+Denmark,2021-04-05,99990,2021-11-24,21J.Delta,2021-12-04,233,True,0.006085366428134007,182012.41457891325,1107.6122371821273,2359.668682171631
+Bahrain,2021-04-09,1287,2021-11-14,21J.Delta,2021-12-08,219,True,0.005024835601663643,50443.37636080871,253.4696734059098,485.1577647171524
+Singapore,2021-04-10,7329,2021-11-24,21J.Delta,2021-12-09,228,True,0.00263290745990447,74049.15407854985,194.9645701730294,651.8252535648977
+Belgium,2021-04-10,28884,2021-11-27,21J.Delta,2021-12-09,231,True,0.015773083855331906,189882.58399653845,2995.0339200445055,2238.5801919702317
+Pakistan,2021-04-12,626,2021-11-16,21J.Delta,2021-12-11,218,True,0.022359301510041694,156942.7476013315,3509.1302134325438,2586.082855575994
+Nepal,2021-04-12,143,2021-09-22,21J.Delta,2021-12-11,163,True,0.01403732794467828,168651.80239520958,2367.420658682635,3149.9179832138534
+Togo,2021-04-12,89,2021-07-31,21J.Delta,2021-12-11,110,True,0.00962147107228763,1087.4106728538284,10.462490332559938,23.174534924534935
+Malawi,2021-04-13,51,2021-09-13,21J.Delta,2021-12-12,153,True,0.036671737245857663,1345.1194995685937,49.32786885245902,219.4766209122945
+Fiji,2021-04-14,511,2021-07-09,21J.Delta,2021-12-13,86,True,0.005356580191156392,3200.8098684210527,17.145394736842107,66.76206532040534
+Philippines,2021-04-15,842,2021-08-31,21J.Delta,2021-12-14,138,True,0.01680924810174801,36562.927592527936,614.5953212290502,6718.499865945753
+Qatar,2021-04-17,1139,2021-09-24,21J.Delta,2021-12-16,160,True,0.0025579888447969917,36201.924485125855,92.60411899313502,203.0182510927076
+Angola,2021-04-18,119,2021-10-01,21J.Delta,2021-12-17,166,True,0.026981885804807492,2009.6086071532422,54.223029950567025,171.03841714162039
+South Korea,2021-04-19,1578,2021-11-01,21J.Delta,2021-12-18,196,True,0.007810334425801823,13674.241051243405,106.80039562923888,1329.9189700799564
+Congo (Kinshasa),2021-04-20,19,2021-07-12,21J.Delta,2021-12-19,83,True,0.022196156275376702,2448.5697674418607,54.348837209302324,185.73691404272554
+Portugal,2021-04-21,12023,2021-11-28,21J.Delta,2021-12-20,221,True,0.01611699236987259,190697.01243667153,3073.4622943993336,1575.2884756598814
+Vietnam,2021-04-21,14,2021-10-04,21J.Delta,2021-12-20,166,True,0.024380775000276425,2360.773565361508,57.557489123679304,4805.463043791935
+China,2021-04-22,7,2021-07-20,21J.Delta,2021-12-21,89,True,0.042344679401514554,55722.662576687115,2359.558282208589,1337.3215787957363
+Maldives,2021-04-23,614,2021-11-12,21J.Delta,2021-12-22,203,True,0.00275888259670051,24862.417910447763,68.59249208502939,243.1455018340391
+Finland,2021-04-24,8914,2021-10-24,21J.Delta,2021-12-23,183,True,0.007799216858158587,18205.54294583432,141.98897745508117,393.43672150411305
+Botswana,2021-04-24,1064,2021-11-12,21J.Delta,2021-12-23,202,True,0.012447018858963042,48815.22122216959,607.6039791567978,906.5056146733189
+Guatemala,2021-04-24,302,2021-10-09,21J.Delta,2021-12-23,168,True,0.024163411418965493,120055.16346153847,2900.9423076923076,2257.1130475858986
+Croatia,2021-04-25,5883,2021-11-13,21J.Delta,2021-12-24,202,True,0.018406250643002914,72645.8707643268,1337.1381054673966,620.5908690550307
+Barbados,2021-04-25,19,2021-07-25,21J.Delta,2021-12-24,91,True,0.011047180667433832,231.89606741573033,2.561797752808989,4.299076799778062
+Namibia,2021-04-26,67,2021-07-13,21J.Delta,2021-12-25,78,True,0.019342001758363796,15273.597046413503,295.42194092827003,754.9187195715677
+Jordan,2021-04-26,342,2021-11-21,21J.Delta,2021-12-25,209,True,0.012418442824990791,159387.85430463575,1979.3489556800814,837.4840653983084
+Iran,2021-04-26,16,2021-09-03,21J.Delta,2021-12-25,130,True,0.021551472290809625,91587.98198198198,1973.855855855856,18572.59789142156
+Iraq,2021-04-27,11,2021-07-28,21J.Delta,2021-12-26,92,True,0.011621298084661193,30640.64448336252,356.08406304728544,5375.045134433468
+Mozambique,2021-05-04,309,2021-10-18,21J.Delta,2022-01-02,167,True,0.012752130869818412,15234.456117455138,194.27177814029363,676.6743638673623
+Latvia,2021-05-05,73,2021-07-07,21J.Delta,2022-01-03,63,True,0.01839604492293843,456.21936391270816,8.392631913252576,241.22767857142864
+Mauritius,2021-05-08,60,2021-10-24,21J.Delta,2022-01-06,169,True,0.008900523560209424,706.4383561643835,6.287671232876712,112.94444831186912
+Algeria,2021-05-10,25,2021-09-01,21J.Delta,2022-01-08,114,True,0.026978481328265327,30516.6149068323,823.2919254658385,705.5417580683343
+Ghana,2021-05-12,449,2021-09-14,21J.Delta,2022-01-10,125,True,0.008863845520448197,9649.4493407356,85.53122831367106,253.84930783652052
+Georgia,2021-05-12,333,2021-11-04,21J.Delta,2022-01-10,176,True,0.013869415081329394,154403.8586683417,2141.491206030151,2425.7006868821536
+Seychelles,2021-05-15,462,2021-10-29,21J.Delta,2022-01-13,167,True,0.005349997752101785,6454.94095477387,34.53391959798995,73.94290244532068
+Peru,2021-05-15,2721,2021-11-07,21J.Delta,2022-01-13,176,True,0.09079296052184549,197935.33298184336,17971.134873298844,1613.375675196067
+Bangladesh,2021-05-17,739,2021-10-31,21J.Delta,2022-01-15,167,True,0.01775553203838834,157166.57466124662,2790.5761517615174,6074.809724591392
+Guinea,2021-05-17,8,2021-07-13,21J.Delta,2022-01-15,57,True,0.007446324411533529,410.58174097664545,3.0573248407643314,20.99274047186933
+Iceland,2021-05-18,1786,2021-08-27,21J.Delta,2022-01-16,101,True,0.0030435609663306065,821.3990639079656,2.4999781286907834,35.61029341083737
+Congo (Brazzaville),2021-05-20,81,2021-11-15,21J.Delta,2022-01-18,179,True,0.017346383904295812,1668.073908174692,28.93505039193729,31.67130672757391
+Dominican Republic,2021-05-20,117,2021-10-20,21J.Delta,2022-01-18,153,True,0.010972013725069698,23528.66846361186,258.1568733153639,501.06680795485323
+Uganda,2021-05-20,333,2021-08-12,21J.Delta,2022-01-18,84,True,0.02943132690389092,17880.910714285714,526.2589285714286,726.5249169435219
+Tunisia,2021-05-21,1,2021-05-21,21J.Delta,2022-01-19,0,True,0.03647775310741423,1761.021164021164,64.23809523809524,
+Zambia,2021-05-24,341,2021-09-08,21J.Delta,2022-01-22,107,True,0.017460302156747428,35636.13198992443,622.2176322418136,1240.4347318681107
+Lithuania,2021-05-27,9124,2021-11-13,21J.Delta,2022-01-25,170,True,0.014244517682849539,43897.425683917056,625.29765638613,836.9846233230135
+Burundi,2021-05-27,35,2021-07-28,21J.Delta,2022-01-25,62,True,0.0013402829486224867,1044.5555555555557,1.4,25.81806835637481
+Ukraine,2021-05-29,199,2021-10-31,21J.Delta,2022-01-27,155,True,0.023567839984722578,431299.42735648475,10164.795889440113,3547.3332522008495
+South Sudan,2021-06-02,25,2021-07-24,21J.Delta,2022-01-31,52,True,0.010717230008244025,690.9493670886076,7.405063291139241,5.623850991775522
+Colombia,2021-06-03,1220,2021-11-09,21J.Delta,2022-02-01,159,True,0.025424583167136798,226741.1967710879,5764.800414722654,7778.932384565804
+Bosnia and Herzegovina,2021-06-08,358,2021-10-29,21J.Delta,2022-02-06,143,True,0.045478283575594046,65145.69042476602,2962.7141828653707,336.8368780644643
+Estonia,2021-06-10,2707,2021-11-03,21J.Delta,2022-02-08,146,True,0.007844377192586236,18668.57458812128,146.44334071715355,381.77602399715903
+Costa Rica,2021-06-13,651,2021-11-05,21J.Delta,2022-02-11,145,True,0.012686816665362534,90031.41072306936,1142.2120019675356,1695.3607646554135
+North Macedonia,2021-06-14,77,2021-11-10,21J.Delta,2022-02-12,149,True,0.03505391056338707,7186.412769784172,251.91187050359713,409.17838659495965
+Taiwan,2021-06-14,9,2021-09-09,21J.Delta,2022-02-12,87,True,0.052172830282654716,317.7098901098901,16.575824175824177,25.236844422528257
+Benin,2021-06-14,37,2021-07-23,21J.Delta,2022-02-12,39,True,0.012854396924555502,272.7971656333038,3.5066430469441983,3.929831144465291
+Kuwait,2021-06-15,75,2021-10-18,21J.Delta,2022-02-13,125,True,0.00596065193721188,33220.00537056928,198.01288936627282,565.228466441695
+Chile,2021-06-17,6438,2021-11-23,21J.Delta,2022-02-15,159,True,0.021842919410554273,210929.49647438302,4607.31599279874,1101.043739013243
+Armenia,2021-06-17,50,2021-08-05,21J.Delta,2022-02-15,49,True,0.020024035759676987,48597.05882352941,973.109243697479,145.4048019207683
+Moldova,2021-06-17,11,2021-07-06,21J.Delta,2022-02-15,19,True,0.024114661325139536,13467.404761904761,324.76190476190476,59.07669172932333
+Liechtenstein,2021-06-18,100,2021-11-15,21J.Delta,2022-02-16,150,True,0.0157338148052618,734.280303030303,11.553030303030303,4.879180899268037
+Montenegro,2021-06-18,167,2021-09-07,21J.Delta,2022-02-16,81,True,0.014898924153222083,22392.480855855854,333.6238738738739,213.58734667667957
+Morocco,2021-06-20,120,2021-10-23,21J.Delta,2022-02-18,125,True,0.01547121206343557,99814.20264317181,1544.2466960352424,4374.7631856018015
+United Arab Emirates,2021-06-21,1,2021-06-21,21J.Delta,2022-02-19,0,True,0.002871368240354532,211.94097342078013,0.608560579910252,
+Malta,2021-06-21,56,2021-07-10,21J.Delta,2022-02-19,19,True,0.013565891472868215,1608.3116883116884,21.818181818181817,12.731578947368423
+Ecuador,2021-06-22,1015,2021-11-17,21J.Delta,2022-02-20,148,True,0.06332646623933831,54720.50582654429,3465.2562648241724,436.9542535824415
+Zimbabwe,2021-06-23,103,2021-10-25,21J.Delta,2022-02-21,124,True,0.03521795490172435,6567.4502642960115,231.29216722729458,676.069996927803
+Cambodia,2021-06-23,207,2021-11-20,21J.Delta,2022-02-21,150,True,0.02416837748068032,3405.269357495881,82.2998352553542,512.2060787730913
+Eswatini,2021-06-23,69,2021-07-26,21J.Delta,2022-02-21,33,True,0.032509530132351055,3772.7002341920374,122.64871194379391,124.75599694423222
+Argentina,2021-06-24,556,2021-11-16,21J.Delta,2022-02-22,145,True,0.021905970504339886,141615.037950391,3102.214844312239,5687.733726008118
+Uzbekistan,2021-06-25,26,2021-07-23,21J.Delta,2022-02-23,28,True,0.006670141547081915,16205.25888324873,108.09137055837563,500.3802955665025
+Lebanon,2021-06-25,67,2021-07-16,21J.Delta,2022-02-23,21,True,0.014332623035468834,7767.763069139966,111.33241989881957,268.9954827780915
+Serbia,2021-06-26,52,2021-10-04,21J.Delta,2022-02-24,100,True,0.008717782725553238,72874.53333333334,635.304347826087,2154.3944554455443
+Belize,2021-06-27,21,2021-08-10,21J.Delta,2022-02-25,44,True,0.02339141171628481,439.8534482758621,10.288793103448276,30.8513833992095
+Djibouti,2021-06-30,56,2021-10-19,21J.Delta,2022-02-28,111,True,0.013484317961707517,563.0621722846442,7.59250936329588,14.912614890490993
+Saudi Arabia,2021-07-01,3,2021-09-06,21J.Delta,2022-03-01,67,True,0.015734268940637477,3830.7470725995317,60.27400468384075,868.0243157613467
+Antigua and Barbuda,2021-07-02,53,2021-10-15,21J.Delta,2022-03-02,105,True,0.02410575427682737,705.0827586206897,16.99655172413793,25.381872685593365
+Paraguay,2021-07-04,108,2021-08-29,21J.Delta,2022-03-04,56,True,0.03429943892287153,52444.52542372881,1798.8177966101696,480.62775473165675
+Albania,2021-07-06,9,2021-07-29,21J.Delta,2022-03-06,23,True,0.018473823111451966,5727.22966507177,105.80382775119617,19.365217391304345
+Andorra,2021-07-08,21,2021-10-09,21J.Delta,2022-03-08,93,True,0.008501733045582369,2489.232558139535,21.162790697674417,11.677542173897344
+Kosovo,2021-07-08,783,2021-10-21,21J.Delta,2022-03-08,105,True,0.018519210411607197,51218.725050916495,948.5303462321792,706.5317076857194
+Bahamas,2021-07-08,24,2021-08-08,21J.Delta,2022-03-08,31,True,0.019566196820493015,739.8571428571429,14.476190476190476,86.83321114369505
+Papua New Guinea,2021-07-09,495,2021-10-12,21J.Delta,2022-03-09,95,True,0.010785362722020115,4652.3230088495575,50.176991150442475,41.691393109061316
+Jamaica,2021-07-13,43,2021-07-24,21J.Delta,2022-03-13,11,True,0.022597995588747435,1481.6653333333334,33.48266666666667,86.25174825174823
+Saint Lucia,2021-07-14,7,2021-10-04,21J.Delta,2022-03-14,82,True,0.017873941674506115,387.9194312796209,6.9336492890995265,89.13355862474288
+Gabon,2021-07-15,27,2021-09-30,21J.Delta,2022-03-15,77,True,0.006168131321505554,1068.484251968504,6.590551181102362,48.4661920358123
+Egypt,2021-07-15,94,2021-10-23,21J.Delta,2022-03-15,100,True,0.05634890480735667,34817.96567505721,1961.9542334096109,383.9108328479906
+Equatorial Guinea,2021-07-17,14,2021-08-30,21J.Delta,2022-03-17,44,True,0.013296161269568946,394.4531722054381,5.244712990936556,8.581027667984193
+Brunei,2021-07-21,13,2021-07-21,21J.Delta,2022-03-21,0,True,0.009836065573770491,38.49514563106796,0.3786407766990291,
+Saint Vincent and the Grenadines,2021-07-21,2,2021-08-08,21J.Delta,2022-03-21,18,True,0.005219660722053066,85.14814814814815,0.4444444444444444,2.040350877192982
+Grenada,2021-07-26,3,2021-07-26,21J.Delta,2022-03-26,0,True,0.0060975609756097554,17.571428571428573,0.10714285714285714,
+Haiti,2021-07-27,1,2021-07-27,21J.Delta,2022-03-27,0,True,0.02686012651872678,58.06997084548105,1.5597667638483965,
+Cameroon,2021-07-28,292,2021-09-28,21J.Delta,2022-03-28,62,True,0.016016109771231885,22110.71631205674,354.1276595744681,67.6888920890937
+Suriname,2021-07-29,137,2021-10-07,21J.Delta,2022-03-29,70,True,0.0215648201027984,1881.7618449952934,40.57985566363351,282.847954393025
+Honduras,2021-07-30,2,2021-07-31,21J.Delta,2022-03-30,1,True,0.026367249950355255,3001.121212121212,79.13131313131314,0.0
+El Salvador,2021-08-02,1,2021-08-02,21J.Delta,2022-04-02,0,True,0.03029783537909438,382.08733624454146,11.576419213973798,
+Trinidad and Tobago,2021-08-03,111,2021-10-19,21J.Delta,2022-04-03,77,True,0.029648010293171583,2108.5736731843576,62.515013966480446,196.3320603447186
+Mali,2021-08-10,2,2021-08-11,21J.Delta,2022-04-10,1,True,0.036420679307052235,136.39069767441862,4.967441860465116,9.999999999999996
+Kazakhstan,2021-08-17,88,2021-08-19,21J.Delta,2022-04-17,2,True,0.014837921805101207,52244.95867768595,775.2066115702479,7722.499999999998
+Cyprus,2021-08-28,1,2021-08-28,21J.Delta,2022-04-28,0,True,0.004407477875333834,487.5659574468085,2.148936170212766,
+Guyana,2021-09-06,18,2021-09-08,21J.Delta,2022-05-07,2,True,0.02442850739578664,3855.168,94.176,130.99999999999997
+Comoros,2021-10-05,11,2021-10-26,21J.Delta,2022-06-05,21,True,0.03472714386959603,1012.2391304347826,35.15217391304348,3.152456239412761
+Belarus,2021-10-27,1,2021-10-27,21J.Delta,2022-06-27,0,True,0.007704854919760091,18507.0,142.59375,
diff --git a/untitled.txt b/untitled.txt
new file mode 100644
index 0000000..e69de29
diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb
new file mode 100644
index 0000000..70a731b
--- /dev/null
+++ b/week2_analysis.ipynb
@@ -0,0 +1,1090 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f99ebf4e-e078-40ae-aea6-e49604cedab3",
+   "metadata": {},
+   "source": [
+    "бим бим бим бам бам бам"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9623a7ed-e7d5-4fd9-8426-a51afd9f3c6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(3+2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2b203420-a3e0-4e7c-9279-952183d3f85d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Первый взгляд на данные:\n",
+      "      Имя  Возраст  Баллы\n",
+      "0   Ахмед      189     67\n",
+      "1     Аль      399     43\n",
+      "2  Муалим     5000    100\n",
+      "3  Исланд       12     85\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4 entries, 0 to 3\n",
+      "Data columns (total 3 columns):\n",
+      " #   Column   Non-Null Count  Dtype \n",
+      "---  ------   --------------  ----- \n",
+      " 0   Имя      4 non-null      object\n",
+      " 1   Возраст  4 non-null      int64 \n",
+      " 2   Баллы    4 non-null      int64 \n",
+      "dtypes: int64(2), object(1)\n",
+      "memory usage: 228.0+ bytes\n",
+      "None\n",
+      "           Возраст       Баллы\n",
+      "count     4.000000    4.000000\n",
+      "mean   1400.000000   73.750000\n",
+      "std    2405.207268   24.540782\n",
+      "min      12.000000   43.000000\n",
+      "25%     144.750000   61.000000\n",
+      "50%     294.000000   76.000000\n",
+      "75%    1549.250000   88.750000\n",
+      "max    5000.000000  100.000000\n",
+      "Имя        0\n",
+      "Возраст    0\n",
+      "Баллы      0\n",
+      "dtype: int64\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0   Ахмед      189     67           73.7\n",
+      "1     Аль      399     43           47.3\n",
+      "2  Муалим     5000    100          110.0\n",
+      "3  Исланд       12     85           93.5\n",
+      "         Баллы\n",
+      "Возраст       \n",
+      "12        85.0\n",
+      "189       67.0\n",
+      "399       43.0\n",
+      "5000     100.0\n",
+      "      Имя  Возраст  Баллы  Новый столбец\n",
+      "0   Ахмед      189     67           73.7\n",
+      "1     Аль      399     43           47.3\n",
+      "2  Муалим     5000    100          110.0\n",
+      "Двумерный массив:\n",
+      "[[1 2]\n",
+      " [3 4]]\n",
+      "Линейное пространство:\n",
+      "[ 0.   2.5  5.   7.5 10. ]\n",
+      "Случайные значения из нормального распределения:\n",
+      "[[ 0.5872165  -0.2369517   0.76563361]\n",
+      " [ 1.80966845  1.19757149  0.02845548]\n",
+      " [ 0.23419902 -2.36126673  0.56850731]]\n",
+      "Произведение матриц:\n",
+      "[[19 22]\n",
+      " [43 50]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "# Создадим DataFrame\n",
+    "data = {\n",
+    "    \"Имя\": [\"Ахмед\", \"Аль\", \"Муалим\", \"Исланд\"],\n",
+    "    \"Возраст\": [189, 399, 5000, 12],\n",
+    "    \"Баллы\": [67, 43, 100, 85]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Вывод первого взгляда на данные\n",
+    "print(\"Первый взгляд на данные:\")\n",
+    "print(df.head())\n",
+    "print(df.info())\n",
+    "print(df.describe())\n",
+    "print(df.isnull().sum())\n",
+    "\n",
+    "# Добавляем новый столбец с вычисляемыми значениями\n",
+    "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+    "print(df)\n",
+    "\n",
+    "# Группируем данные\n",
+    "grouped = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n",
+    "print(grouped)\n",
+    "\n",
+    "# Фильтруем записи по условиям\n",
+    "filtered_df = df[df[\"Возраст\"] > 21]\n",
+    "print(filtered_df)\n",
+    "\n",
+    "# Создаем двумерный массив\n",
+    "arr_2d = np.array([[1, 2], [3, 4]])\n",
+    "print(\"Двумерный массив:\")\n",
+    "print(arr_2d)\n",
+    "\n",
+    "# Используем np.linspace()\n",
+    "linspace_arr = np.linspace(0, 10, 5)\n",
+    "print(\"Линейное пространство:\")\n",
+    "print(linspace_arr)\n",
+    "\n",
+    "# Используем np.random.randn()\n",
+    "random_arr = np.random.randn(3, 3)\n",
+    "print(\"Случайные значения из нормального распределения:\")\n",
+    "print(random_arr)\n",
+    "\n",
+    "# Используем np.dot()\n",
+    "arr1 = np.array([[1, 2], [3, 4]])\n",
+    "arr2 = np.array([[5, 6], [7, 8]])\n",
+    "dot_product = np.dot(arr1, arr2)\n",
+    "print(\"Произведение матриц:\")\n",
+    "print(dot_product)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af388c8f-3eeb-4a92-8022-dd0d40596d0a",
+   "metadata": {},
+   "source": [
+    "# Задание 4:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2868ac4c-0922-4ac5-bd5e-26d0ea26e8dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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t+zp16mRT67FkyRJ58sknZcSIEXrfmjVrJDIyUjZt2iRjx451ZtkBAICv13y899570qtXLxkzZoy0bdtWbrrpJlm5cqX1+NGjR6WoqEg3tdQIDQ2Vvn37SnZ2dr2vWV1dLeXl5TYbAADwXXaFj6+//lqWL18unTt3lu3bt8tDDz0kjz76qLzxxhv6uAoeiqrpuJh6XnOsttTUVB1QajZVswIAAHyXXeHjwoULcvPNN8szzzyjaz2mTJki999/v+7f4aiUlBQpKyuzboWFhQ6/FgAA8LHwoUawdOvWzWZf165dpaCgQP8cFRWlH4uLi23OUc9rjtUWFBQkLVu2tNkAAIDvsit8qJEu+fn5Nvu+/PJL6dChg7XzqQoZmZmZ1uOqD4ca9RIfH++sMgMAAH8Z7TJ9+nS55ZZbdLPLXXfdJR9//LG8+uqrelMCAgJk2rRpsmDBAt0vRIWR2bNnS3R0tIwcOdJVfwYAAOCr4aN3796yceNG3U9j/vz5OlyoobXjxo2znvP444/LmTNndH+Q0tJSGTBggGzbtk2Cg4NdUX4AAODL4UP5zW9+o7dLUbUfKpioDQAAoDbWdgEAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAAnj3aBQBw5dQM0CUlJQ5dGxERIbGxsU4vE+BuhA8AcGHw6NKli1RWVjp0fUhIiOTl5RFA4HMIHwDgIqrGQwWPUaNG6VoMe6/NyMjQj4QP+BrCBwC4mAoeapkJAP9Dh1MAAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUUwyBgAe7NChQw5fy9ow8FSEDwDwQBUVFRIQECBJSUkOvwZrw8BTET4AwANVVVWJxWJxaF0YhbVh4MkIHwDgwVgXBr6IDqcAAMAoaj4ANysoKNBV4yY7IkKM3G/+joD6ET4ANwePLl26SGVlpbuLAhd2/ARgi/ABuJGq8VDBw5FOhYcPH5asrCyXlQ0N7/jJ3xFQP8IH4KWdCh1pqoHj+DsCnIcOpwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAADw3PDx1FNP6cl2Lt7UBEkXj4dPTk6W8PBwad68uYwePVqKi4tdUW4AAOAvNR/XX3+9nDhxwrp99NFH1mPTp0+XLVu2yIYNG2Tnzp1y/PhxPTEPAACAw5OMNW7cWKKioursLysrk1WrVsnatWtl8ODBel96erp07dpVcnJypF+/fva+FQAA8EF213yo6YLVLH9XXXWVjBs3Tq9NoeTm5sq5c+ckISHBeq5qkomNjZXs7OxLvl51dbWUl5fbbAAAwHfZFT769u0rq1evlm3btsny5cvl6NGj8otf/EJOnz4tRUVF0rRpU2nVqpXNNZGRkfrYpaSmpkpoaKh1i4mJcfxPAwAAfKvZZejQodafe/ToocNIhw4dZP369RISEuJQAVJSUmTGjBnW56rmgwACAIDvatBQW1XLce2118qRI0d0P5CzZ89KaWmpzTlqtEt9fURqBAUFScuWLW02AADguxoUPioqKuSrr76Sdu3aSVxcnDRp0kQyMzOtx/Pz83WfkPj4eGeUFQAA+Fuzy2OPPSbDhw/XTS1qGO3cuXOlUaNGcs899+j+GpMnT9ZNKGFhYboGY+rUqTp4MNIFAAA4FD6+++47HTROnTolbdq0kQEDBuhhtOpnZfHixRIYGKgnF1OjWBITE2XZsmX2vAUAAPBxdoWPdevWXfZ4cHCwpKWl6Q0AAKA+rO0CAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAA8J7wsXDhQgkICJBp06ZZ91VVVUlycrKEh4dL8+bNZfTo0VJcXOyMsgIAAH8OH3v37pVXXnlFevToYbN/+vTpsmXLFtmwYYPs3LlTjh8/LqNGjXJGWQEAgL+Gj4qKChk3bpysXLlSWrdubd1fVlYmq1atkhdffFEGDx4scXFxkp6eLrt375acnBxnlhsAAHipxo5cpJpVhg0bJgkJCbJgwQLr/tzcXDl37pzeX6NLly4SGxsr2dnZ0q9fvzqvVV1drbca5eXljhQJaLCCggIpKSlx6NqIiAj9OQcAuCB8rFu3Tvbv36+bXWorKiqSpk2bSqtWrWz2R0ZG6mP1SU1NlXnz5tlbDMDpwUMF5crKSoeuDwkJkby8PAIIADg7fBQWFsof/vAH2bFjhwQHB4szpKSkyIwZM2xqPmJiYpzy2sCVUjUeKnio/kmqFsPeazMyMvQj4QMAnBw+VLPKyZMn5eabb7buO3/+vOzatUtefvll2b59u5w9e1ZKS0ttaj/UaJeoqKh6XzMoKEhvgCdQwSM6OtrdxQAAn2ZX+Lj11lvls88+s9k3ceJEXV39xBNP6BqLJk2aSGZmph5iq+Tn5+sq7fj4eOeWHAAA+H74aNGihXTv3t1mX7NmzfScHjX7J0+erJtRwsLCpGXLljJ16lQdPOrrbAoAAPyPQ6NdLmfx4sUSGBioaz7UKJbExERZtmyZs98GAAD4a/j48MMPbZ6rjqhpaWl6AwAAqI21XQAAgFGEDwAAYBThAwAAGEX4AAAA3j3aBfBXhw4dMnINAHg7wgfQQGqV54CAAElKSnJ3UQDAKxA+gAaqqqoSi8Xi0Lowhw8flqysLJeVDQA8EeEDcOO6MGoxOgDwN3Q4BQAARlHzAZ+iFjF0pDaBjp/wVY5+tlVNXmxsrNPLAyiED/hU8FArLFdWVrq7KIDXd4QOCQmRvLw8AghcgvABn6FqPFTwoOMn0LCO0OrfUkZGhn4kfMAVCB/wOXT8BBr27wFwNcIHAKBe9BeBqxA+AAA26C8CVyN8AABs0F8Erkb4AADUi/4icBUmGQMAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAA4LnhY/ny5dKjRw9p2bKl3uLj42Xr1q3W41VVVZKcnCzh4eHSvHlzGT16tBQXF7ui3AAAwB/CR/v27WXhwoWSm5sr+/btk8GDB8uIESPkiy++0MenT58uW7ZskQ0bNsjOnTvl+PHjMmrUKFeVHQAAeKHG9pw8fPhwm+dPP/20rg3JycnRwWTVqlWydu1aHUqU9PR06dq1qz7er1+/el+zurpabzXKy8sd+5MAADzGoUOHHLouIiJCYmNjnV4eeHH4uNj58+d1DceZM2d084uqDTl37pwkJCRYz+nSpYv+EGVnZ18yfKSmpsq8efMcLQYAwINUVFRIQECAJCUlOXR9SEiI5OXlEUB8nN3h47PPPtNhQ/XvUP06Nm7cKN26dZMDBw5I06ZNpVWrVjbnR0ZGSlFR0SVfLyUlRWbMmGFT8xETE2NvsQAAHkD9brBYLLrJXdVi2KOkpEQyMjL0I+HDt9kdPq677jodNMrKyuTdd9+V8ePH6/4djgoKCtIbAMB3qOARHR3t7mLAV8KHqt245ppr9M9xcXGyd+9e+ctf/iJ33323nD17VkpLS21qP9Rol6ioKOeWGgAA+O88HxcuXNAdRlUQadKkiWRmZlqP5efnS0FBgW6mAQAAsLvmQ/XPGDp0qG6LO336tB7Z8uGHH8r27dslNDRUJk+erPtvhIWF6XlApk6dqoPHpTqbAgAA/2NX+Dh58qTcd999cuLECR021IRjKnjcdttt+vjixYslMDBQTy6makMSExNl2bJlrio7AADw9fCh5vG4nODgYElLS9MbAABAfVjbBQAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAY1djs2wE/raCgQEpKSuy+7tChQy4pDwDAuQgf8Ljg0aVLF6msrHR3UQAALkL4gEdRNR4qeIwaNUoiIiLsuvbw4cOSlZXlsrIBAJyD8AGPpIJHdHS0Xdc40lQDADCPDqcAAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAAA8N3ykpqZK7969pUWLFtK2bVsZOXKk5Ofn25xTVVUlycnJEh4eLs2bN5fRo0dLcXGxs8sNAAD8IXzs3LlTB4ucnBzZsWOHnDt3ToYMGSJnzpyxnjN9+nTZsmWLbNiwQZ9//PhxvUIpAACA3avabtu2zeb56tWrdQ1Ibm6u/PKXv5SysjJZtWqVrF27VgYPHqzPSU9Pl65du+rA0q9fvzqvWV1drbca5eXl/M0AAODDGtTnQ4UNJSwsTD+qEKJqQxISEqzndOnSRWJjYyU7O/uSTTmhoaHWLSYmpiFFAgAAvho+Lly4INOmTZP+/ftL9+7d9b6ioiJp2rSptGrVyubcyMhIfaw+KSkpOsTUbIWFhY4WCQAA+Fqzy8VU34/PP/9cPvroowYVICgoSG8AAMA/OFTz8cgjj8jf//53ycrKkvbt21v3R0VFydmzZ6W0tNTmfDXaRR0DAACwK3xYLBYdPDZu3Cj/+te/pFOnTjbH4+LipEmTJpKZmWndp4biFhQUSHx8vPNKDQAA/KPZRTW1qJEsmzdv1nN91PTjUB1FQ0JC9OPkyZNlxowZuhNqy5YtZerUqTp41DfSBQAA+B+7wsfy5cv148CBA232q+G0EyZM0D8vXrxYAgMD9eRiaghtYmKiLFu2zJllBgAA/hI+VLPLTwkODpa0tDS9AQAA1MbaLgAAwCjCBwAAMIrwAQAAjCJ8AAAA75jhFAAAT6LmlCopKXHo2oiICL0OGcwgfAAAfCJ4qIVMKysrHbpezVWVl5dHADGE8AEA8HqqxkMFj1GjRulaDHuvzcjI0I+EDzMIHwAAn6GCR3R0tLuLgZ9Ah1MAAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFDOcwqMWeDp06JBLygPAezjyPcB3h3chfMDjFngC4J8qKiokICBAkpKS3F0UuBjhAx61wNPhw4clKyvLZWUD4LmqqqrEYrHw3eEHCB/wqAWeHGmqAeBb+O7wfXQ4BQAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGMdoFl8REYQAAVyB8oF5MFAYAcBXCB+rFRGEAAFchfOCymOwHAOBsdDgFAABGET4AAIBnh49du3bJ8OHDdVW8Wn1w06ZNNsfVokBz5syRdu3aSUhIiCQkJOg+AAAAAA6FjzNnzkjPnj0lLS2t3uOLFi2Sl156SVasWCF79uyRZs2aSWJiol6tEAAAwO4Op0OHDtVbfVStx5IlS+TJJ5+UESNG6H1r1qyRyMhIXUMyduzYOtdUV1frrUZ5ebm9RQIAAP7a5+Po0aNSVFSkm1pqhIaGSt++fSU7O7vea1JTU/U5NVtMTIwziwQAAHw5fKjgoaiajoup5zXHaktJSZGysjLrVlhY6MwiAQAAD+P2eT6CgoL0BgAA/INTaz6ioqL0Y3Fxsc1+9bzmGAAA8G9ODR+dOnXSISMzM9OmA6ka9RIfH+/MtwIAAP7S7FJRUSFHjhyx6WR64MABCQsLk9jYWJk2bZosWLBAOnfurMPI7Nmz9ZwgI0eOdHbZAQCAP4SPffv2yaBBg6zPZ8yYoR/Hjx8vq1evlscff1zPBTJlyhQpLS2VAQMGyLZt2yQ4ONi5JQcAAP4RPgYOHKjn87gUNevp/Pnz9QYAAFAba7sAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMam307mFZQUCAlJSV2X3fo0CGXlAcAPJWj33vV1dUSFBTk0LURERESGxtr9Pu9oe/rDIQPH6Y+mF26dJHKykp3FwUAPFZFRYUEBARIUlKSQ9eray0Wi0PXhoSESF5ent1BoKHf746+r7MQPnyYSsTqgzlq1Cidcu1x+PBhycrKclnZAMBTVFVV6fDQkO9KR64tKSmRjIwM/WhvCGjI93tD3tdZCB9+QH0wo6Oj7brG0ao8APDH70pHrnUGd71vQ9HhFAAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYxWgXQxoyGYyjE9gwURgAwBMRPgxo6GQwDZnABgAAT0P48JLJvpgoDADgKwgfPjyBDROFAQA8kd+FD29eiAcA4HsOOdA/z9v79LksfKSlpclzzz0nRUVF0rNnT1m6dKn06dNH3MnbF+IBAPiOigYuaOfNXBI+3nnnHZkxY4asWLFC+vbtK0uWLJHExETJz8+Xtm3birt4+0I8AADfUeWEBe28lUvCx4svvij333+/TJw4UT9XIeT999+X119/XWbNmiXu5q0L8QAAfE+EH/bpc3r4OHv2rOTm5kpKSop1X2BgoCQkJEh2dna9c1iorUZZWZl+LC8vd0kVl3LixAldTnucOnVKP6o/W83rXClV4+Po+/7nP//hWq7lWq6161p3vjfXev61p/7v95n6XebM37U1r3VFU0NYnOzYsWPqXS27d++22T9z5kxLnz596pw/d+5cfT4bGxsbGxubeP1WWFj4k1nB7aNdVA2J6h9S48KFC/L9999LeHi47ojjbVTyi4mJkcLCQmnZsqW7i+MRuCd1cU9scT/q4p7UxT3x7HuiajxOnz59RU1IjV3RdtWoUSMpLi622a+eR0VF1TlfTRtee+rwVq1aibdTHwJ3fxA8DfekLu6JLe5HXdyTurgnnntPQkND3bOwXNOmTSUuLk4yMzNtajPU8/j4eGe/HQAA8DIuaXZRzSjjx4+XXr166bk91FDbM2fOWEe/AAAA/+WS8HH33Xfrnrhz5szRk4zdeOONsm3bNomMjBRfp5qQ5s6d69AqtL6Ke1IX98QW96Mu7kld3BPfuScBqtepuwsBAAD8h9P7fAAAAFwO4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThw4XuuOMOiY2NleDgYGnXrp3ce++9cvz4cfFX33zzjUyePFk6deokISEhcvXVV+shYo4smuVLnn76abnlllvkZz/7mU/M7uuItLQ06dixo/630rdvX/n444/FX+3atUuGDx+up6hWS0xs2rRJ/F1qaqr07t1bWrRoIW3btpWRI0daF+z0V8uXL5cePXpYZzZVk3hu3bpVvAXhw4UGDRok69ev1/9I/va3v8lXX30ld955p/irvLw8PdvtK6+8Il988YUsXrxYVqxYIX/605/En6nwNWbMGHnooYfEH73zzjt6YkIVRPfv3y89e/aUxMREOXnypPgjNSGjugcqkOF/du7cKcnJyZKTkyM7duyQc+fOyZAhQ/S98lft27eXhQsX6pXW9+3bJ4MHD5YRI0bo71av4MwVbXF5mzdvtgQEBFjOnj3r7qJ4jEWLFlk6derk7mJ4hPT0dEtoaKjF36jVrpOTk63Pz58/b4mOjrakpqZa/J36it64caO7i+FxTp48qe/Nzp073V0Uj9K6dWvLa6+9ZvEG1HwYolbqfeutt3T1epMmTdxdHI9RVlYmYWFh7i4G3Fjro/7nlpCQYN0XGBion2dnZ7u1bPDs7w2F747/OX/+vKxbt07XBHnLGmqEDxd74oknpFmzZhIeHi4FBQWyefNmdxfJYxw5ckSWLl0qDzzwgLuLAjcpKSnRX5y1l15Qz9XSDEBtqul22rRp0r9/f+nevbv4s88++0yaN2+up1Z/8MEHZePGjdKtWzfxBoQPO82aNUt3Arvcpvo21Jg5c6Z88skn8sEHH0ijRo3kvvvuU01d4s/3RDl27Jjcfvvtuq/D/fffL77GkXsC4Kepvh+ff/65/p++v7vuuuvkwIEDsmfPHt1nTC3oevDgQfEGrO1iJ7Vg3qlTpy57zlVXXSVNmzats/+7776TmJgY2b17t9dUjbninqgRPwMHDpR+/frJ6tWrdTW7r3Hkc6LuhfofXWlpqfhTs4sa5fPuu+/qEQw11Jeoug/+XlOoQqr63+zF98afPfLII/ozoUYEqVFzsKWaK9UoQtWp3y9XtfVlbdq00Zuj1YVKdXW1+Os9UTUeahRQXFycpKen+2TwaOjnxJ+o8KU+C5mZmdZfsOrfiXquftEAivo/8tSpU3UQ+/DDDwkel6D+7XjL7xfCh4uoarC9e/fKgAEDpHXr1nqY7ezZs3Uq9aVaD3uo4KFqPDp06CDPP/+8rh2oERUVJf5K9QVSHZLVo+r/oKpRlWuuuUa35/o6NcxW1XT06tVL+vTpI0uWLNEd5yZOnCj+qKKiQveHqnH06FH9mVCdK9W8Qf7a1LJ27Vpd66Hm+qjpDxQaGqrnDPJHKSkpMnToUP2ZOH36tL4/Kpht375dvIK7h9v4qk8//dQyaNAgS1hYmCUoKMjSsWNHy4MPPmj57rvvLP48lFR95Orb/Nn48ePrvSdZWVkWf7F06VJLbGyspWnTpnrobU5OjsVfqb/3+j4P6nPiry71vaG+U/zVpEmTLB06dND/Ztq0aWO59dZbLR988IHFW9DnAwAAGOWbDe4AAMBjET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAAAgJv0/UaHsDr+IrKUAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "x = np.linspace(0, 10, 100)\n",
+    "y_sin = np.sin(x)\n",
+    "y_cos = np.cos(x)\n",
+    "\n",
+    "plt.plot(x, y_sin, color='red', label='sin(x)')\n",
+    "plt.plot(x, y_cos, color='blue', linestyle='--', label='cos(x)')\n",
+    "\n",
+    "plt.xlabel(\"X\")\n",
+    "plt.ylabel(\"Y\")\n",
+    "plt.title(\"Графики синуса и косинуса\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatter plot\n",
+    "plt.scatter(x, y_sin, color='green', label='sin(x) scatter')\n",
+    "plt.legend()\n",
+    "plt.show()\n",
+    "\n",
+    "# Bar chart\n",
+    "plt.bar(x[::10], y_sin[::10], color='purple', label='sin(x) bar')\n",
+    "plt.legend()\n",
+    "plt.show()\n",
+    "\n",
+    "# Histogram\n",
+    "data = np.random.randn(1000)\n",
+    "plt.hist(data, bins=30, color='gray', edgecolor='black')\n",
+    "plt.title(\"Histogram\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "8edb4383-f419-4e9d-85ed-48c50442288f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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s0OHiyJEj+gomdZsCda+lBQsWyNGjR+XOO+88reMVFhZKVlaWREZGNrp/6dKljU4uBgAAbVuzgkzfvn09nl988cV6dd9BgwbJ/ffff1pBprKyUuLi4iQ7O1vS0tIa7N+6das8/PDD8uGHH0qvXr2aUy4AAPBSzZ4j05gbb7xRDzedjoSEBImNjZWYmJgGQebQoUNy0003ybJly/Q8nFNRU1Ojt1Nd8wYAToVP1X6rSwBsw8dG50OLL4g3cODAUz5Obm6uFBcX66GlxsybN09GjBjR4DYIJ5Keni6pqamn/HoAOBUddhRYXQIAOy2IV1paKomJiZKXlycBAQEN9m/YsEHefPNN2bJly2nVlpKSIvPnz/cIXWFhYad1DAA4XlW/kVLXoZPVZQC26ZHpYJNwb9mCeEVFRVJWViZRUVHuNhWACgoKJDMzU+bMmSNfffWVDk3HmjhxolxxxRWSn5/f6HH9/f31BgAtSYWYOmdXq8sAYJcF8dTl2yUlJR5t8fHxEh4eLsnJydK1a1eZNWuWx/76S7zVxGIAAADLFsQLDAyUiIgIjzZ1rJCQEHd7YxN8+/Tpo9euAQAAsM2CeAAAAEYuiFevqXkv9dRnAgAA2GZBPAAAAGMXxAMAAGj1OTKNadeuncfl1AAAALbrkVHrvaiJvc8995zs2rVLDh8+7LH/xx9/bKn6AAAAWrZHRt0C4JFHHpHJkydLeXm5Xkl3woQJ4uPjI/fdd19zDgkAANA6QSYnJ0ffrfqOO+4QPz8/mTJlijz55JNy7733ynvvvdecQwIAALROkNm7d69eN0bp2LGj7pVRrrnmGvnnP//ZnEMCAAC0TpDp3bu37NmzRz8eMGCAvP766/qxuos19zkCAAC2DjK//vWvZePGjfrx3Llz9UJ45513nkybNk1uu+22lq4RAACg5a5aysjIcD9WE37VAnmbN2/WYYYbOgIAAGPWkVHDSS+99JKUlZVJcHBwy1QFAADQ0j0y6s7TW7Zs0XeoVvLy8iQ2NlbPi1GXXi9evFieffZZueGGG07nsAAAAGe/R+bbb7/Vi+HV+/Of/6wvvd6/f7/89NNPMmvWLHnooYeaVwkAAEBrDi199tlnerKvr6+v7pFRj7/88sszOSQAAEDrBBnVE9OlSxf3886dO8uBAwfO5JAAAABnJ8g4HA69Hd8GAABg+8m+LpdLbr31Vveid9XV1TJ79mxxOp36eU1NzdmpEgAA4EyDzC233OLxfOrUqQ1eoxbFAwAAsF2QWbFixdmrBAAAoLUXxAMAALAKQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxrJNkMnIyBCHwyFJSUnutlmzZsmAAQOkQ4cO0q1bN7nuuuvk888/t7ROAABgH7YIMoWFhZKVlSWRkZEe7RdffLG+4/Znn30mr732mrhcLrn66qultrbWsloBAIB9WB5kKisrJS4uTrKzs6Vz584e+2bOnCkjR46Uc889V6KioiQtLU1KS0vlm2++saxeAABgH5YHmYSEBImNjZWYmJgTvu7gwYO6d6Zfv34SFhbW5OtqamqkoqLCYwMAAN7J0iCTm5srxcXFkp6e3uRrHnvsMenYsaPe/vWvf0leXp60b9++yderYwUHB7u3E4UeAABgNsuCjBoiSkxMlJycHAkICGjydWrYacuWLbJp0yYZNGiQTJo0Saqrq5t8fUpKipSXl7s39TkAAMA7+Vn1wUVFRVJWVqbnvtRTk3gLCgokMzNTDxH5+vq6e1bOO+88GT58uJ5Hs379epkyZUqjx/X399cbAADwfpYFmejoaCkpKfFoi4+Pl/DwcElOTtYh5njqqiW1qZADAABgWZAJDAyUiIgIjzan0ykhISG6/euvv5Y1a9boy63VGjLffvutXmtGrSkzbtw4q8oGAAA2YvlVS01R82befvttHVoGDhwokydP1uFn8+bN0r17d6vLAwAAbblHpjH5+fnux6GhofLKK69YWg8AALA32/bIAAAAnAxBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWLYJMhkZGeJwOCQpKUk///HHH2Xu3LkyePBg6dChg/Tp00duv/12KS8vt7pUAABgE35iA4WFhZKVlSWRkZHutt27d+tt8eLFcsEFF8jOnTtl9uzZum3dunWW1gsAAOzB8iBTWVkpcXFxkp2dLWlpae72iIgIef75593PBwwYIIsWLZKpU6fK0aNHxc/P8tIBAIDFLE8DCQkJEhsbKzExMR5BpjFqWCkoKOiEIaampkZv9SoqKqS1+FQz7AV46/ngbd8P4C3ng6VBJjc3V4qLi/XQ0sl8//338sADD8jMmTNP+Lr09HRJTU2V1hQcHCzt2vuLfL2pVT8XsDt1Xqjzw2Sc34C9z2+Hy+VyWfHBpaWlcskll0heXp57bsyoUaNk6NChsnTpUo/Xql6Vq666Srp06SIbNmyQdu3anVaPTFhYmLs352zZt28fE5FtQM2lUkOQd999t/Tt29fqcto89UOuR48eYjrOb3vg/G5b53dFRYX+jJP9/rasR6aoqEjKysokKirK3VZbWysFBQWSmZmpw4ivr68cOHBAxowZI4GBgbJ+/foThhjF399fb61N/cf0hh/Y3kL9kBs0aJDVZcBLcH7bC+c3bBFkoqOjpaSkxKMtPj5ewsPDJTk5WYcYlcZGjx6tg4nqiQkICLCqXAAAYEOWBRnVw6KuTDqW0+mUkJAQ3a5CzNVXXy2HDh2S1atX6+f1E3e7deumgw4AAGjbLL9qqSlqEvD777+vHw8cONBj344dO+Tcc8+1qDIAAGAXtgoy+fn57sdq4q9F85ABAIAhbHOLAgAAgNNFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMJZtgkxGRoY4HA5JSkpytz3xxBMyatQoCQoK0vv2799vaY0AAMBebBFkCgsLJSsrSyIjIz3aDx06JGPGjJE//vGPltUGAADsy8/qAiorKyUuLk6ys7MlLS3NY19970x+fr5F1QEAADuzvEcmISFBYmNjJSYmpkWOV1NTIxUVFR4bAADwTpb2yOTm5kpxcbEeWmop6enpkpqa2mLHAwAA9mVZj0xpaakkJiZKTk6OBAQEtNhxU1JSpLy83L2pzwEAAN7Jsh6ZoqIiKSsrk6ioKHdbbW2tFBQUSGZmph4i8vX1Pe3j+vv76w0AAHg/y4JMdHS0lJSUeLTFx8dLeHi4JCcnNyvEAACAtsWyIBMYGCgREREebU6nU0JCQtzte/fu1dv27dv1cxV81Pv69OkjXbp0saRuAABgH5ZftXQijz/+uAwbNkxmzJihn48cOVI/37Bhg9WlAQAAG7B8HZljHb9ezH333ac3AAAA43pkAAAAToQgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLIIMAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAADAWQQYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAABgLNsEmYyMDHE4HJKUlORuq66uloSEBAkJCZGOHTvKxIkTZd++fZbWCQAA7MMWQaawsFCysrIkMjLSo33evHny0ksvydq1a2XTpk2ye/dumTBhgmV1AgAAe7E8yFRWVkpcXJxkZ2dL586d3e3l5eWyfPlyeeSRR+TKK6+Uiy++WFasWCGbN2+W9957z9KaAQCAPfhZXYAaOoqNjZWYmBhJS0tztxcVFcmRI0d0e73w8HDp06ePvPvuuzJ8+PBGj1dTU6O3ehUVFWf5O/AOahhv165dYrqdO3d6fDWd+v89ICDA6jJgOM5ve+L89oIgk5ubK8XFxXpo6Xh79+6V9u3bS6dOnTzae/Toofc1JT09XVJTU89Kvd5M/ZCbOXOmeItFixaJN3jiiSdk0KBBVpcBw3F+2xPnt+FBprS0VBITEyUvL69FE2lKSorMnz/fo0cmLCysxY7vrdRfBuqkgv3+uwBnivPbnji/DQ8yauiorKxMoqKi3G21tbVSUFAgmZmZ8tprr8nhw4dl//79Hr0y6qqlnj17Nnlcf39/veH0qDDJXwaAd+L8hjezLMhER0dLSUmJR1t8fLyeB5OcnKx7Udq1aycbN27Ul10r27Zt012kl112mUVVAwAAO7EsyAQGBkpERIRHm9Pp1GvG1LdPnz5dDxN16dJFgoKCZO7cuTrENDXRFwAAtC2WX7V0IkuWLBEfHx/dI6OuRBo9erQ89thjVpcFAABswuFyuVzixdRk3+DgYL0ujerVAQAA3vP72/IF8QAAAJqLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGMvWtyhoCfULF6sVAgEAgBnqf2+f7AYEXh9kDhw4oL+qu2kDAADzfo+rWxW02Xst1dXVye7du/Xdth0Oh9XloBUSvAqtpaWl3FsL8DKc322Ly+XSISY0NFTfQLrN9siob753795Wl4FWpn7I8YMO8E6c321H8Al6Yuox2RcAABiLIAMAAIxFkIFX8ff3l4ULF+qvALwL5zfa5GRfAADgveiRAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZeI13331XfH19JTY21upSALSQW2+9Va/KXr+FhITImDFj5OOPP7a6NNgEQQZeY/ny5TJ37lwpKCjQt6UA4B1UcNmzZ4/eNm7cKH5+fnLNNddYXRZsgiADr1BZWSlr1qyROXPm6B6Zp59+2uqSALQQtW5Mz5499TZ06FC566679P2WvvvuO6tLgw0QZOAVnnvuOQkPD5fBgwfL1KlT5amnnjrprd8BmPlHy+rVq2XgwIF6mAnw+ptGou0MK6kAU98NXV5eLps2bZJRo0ZZXRqAM/Tyyy9Lx44d9eODBw9Kr169dNuJ7oiMtoP/C2C8bdu2yQcffCBTpkzRz9X4+eTJk3W4AWC+X/3qV7J161a9qXN99OjRMnbsWNm5c6fVpcEG6JGB8VRgOXr0qISGhrrb1LCSGlfPzMw8pdvAA7Avp9Oph5LqPfnkk/q8zs7OlrS0NEtrg/XokYHRVIBZtWqVPPzww+6/2NT20Ucf6WDz7LPPWl0igBamLsNWw0pVVVVWlwIboEcGRlPj5D/99JNMnz69Qc/LxIkTdW/N7NmzLasPwJmrqamRvXv36sfqfFc9rWrS7/jx460uDTZAjwyMpoJKTExMo8NHKsh8+OGHLJwFGO7VV1/VE3zVdumll0phYaGsXbuWyfzQHC6uUQUAAIaiRwYAABiLIAMAAIxFkAEAAMYiyAAAAGMRZAAAgLEIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgA+CU3XrrrXL99dd7tH333XcSERGhl44vLy+3rDYAbRNBBkCzqRBz5ZVXSocOHeT1119v9J5XAHA2EWQANMv3338v0dHR4u/vL3l5ee4Q88gjj8iQIUPE6XRKWFiY/Pa3v9V3Klby8/PF4XA0udV755135IorrtABSR3j9ttvl4MHD7r3n3vuuQ3e+/vf/969/29/+5sMGDBA2rdvL4MHD5a///3vHrWr16vXjB07Vn9G//79Zd26de7933zzjX7N1q1b3W0LFizQbUuXLnW3ff7553LVVVfp772+jk6dOrX4vzWAphFkAJy2H374Qd913M/PT4eYY395+/j4yF//+lf5z3/+IytXrpQ333xT/vCHP+h9I0aMkD179ujt+eef1231z9WmfPXVVzJmzBh993J15/I1a9boYPO73/3Oo4b777/f470LFy7U7evXr5fExES544475JNPPpFZs2ZJfHy8vPXWWx7vV8FEfcZHH30kcXFxcuONN8pnn33W6Pf77bff6gCjQs+xbrvtNjly5Ij8+9//1jUcG3IAtBJ192sAOBW33HKLa+TIka6hQ4e62rVr5xo+fLjr6NGjJ3zP2rVrXSEhIQ3a33rrLVdjP4KmT5/umjlzpkfb22+/7fLx8XFVVVXp53379nUtWbKk0c8bMWKEa8aMGR5tN9xwg2vcuHHu5+pzZ8+e7fGaSy+91DVnzhz9eMeOHfo1W7Zs0c+nTZum6zr+czt06ODKyclxP1+xYoUrODj4hP8eAFoWPTIATktBQYHU1dXpYZft27fLQw895LH/jTfe0ENOP/vZzyQwMFBuvvlm3YNz6NChUzq+6iF5+umnpWPHju5t9OjR+jN37Nhx0verXpXLL7/co009P7635bLLLmvwvLEemeLiYt3L88ADDzTY169fP73vVL83AC3P7ywcE4AXU/NJNm7cKF27dpXHHntMpk6dKrGxsRIZGannllxzzTUyZ84cWbRokXTp0kUPC02fPl0OHz4s55xzzkmPr+bTqOEgNS/meH369JHWpoao1PybXr16Ndi3fPlyueWWW3RgU8NOR48elYCAgFavEWjL6JEBcFrURF4VYpQbbrhBJkyYINOmTdNBpaioSPecPPzwwzJ8+HAZNGiQ7N69+7SOHxUVJZ9++qkMHDiwwaYm757M+eefr+esHEs9v+CCCzza3nvvvQbP1XuPtWHDBvniiy88JhIfS32P1157rVxyySWyZcsWPW8HQOuiRwbAGVm2bJleRyY1NVUmTZqkJ78++uijMn78eB0gHn/88dM6XnJysg4IanLvb37zG331kwo2alJxZmbmSd9/55136jqGDRumJyS/9NJL8sILL+ghr2OtXbtWB5Bf/OIXkpOTIx988IHuYTmWGjZT30tTPUlqwrIaBlMBTvUWde/e/bS+VwBnjh4ZAGdEDR9lZ2fLgw8+KNXV1frya/VYhRsVENLT00/reGqIatOmTbonRF2CrQLJvffeK6Ghoaf0frVg31/+8hdZvHixXHjhhZKVlSUrVqyQUaNGebxOBa/c3Fz9eatWrZJnn322Qa+N6gVSQ0eNUfWpoPXMM89YMuQF4H851Izf/3sMAG2CWu9FTdI9fpViAOahRwYAABiLIAMAAIzFZF8AbQ4j6oD3oEcGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGAsggwAABBT/Q9mxH2BeeuBHAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Генерация фиктивных данных\n",
+    "np.random.seed(42)\n",
+    "size = 100  # Одинаковый размер для всех колонок\n",
+    "\n",
+    "df = pd.DataFrame({\n",
+    "    \"Категория\": np.random.choice([\"A\", \"B\"], size=size),\n",
+    "    \"Баллы\": np.random.randint(40, 49, size=size),\n",
+    "    \"Возраст\": np.random.randint(37, 60, size=size)\n",
+    "})\n",
+    "\n",
+    "# Boxplot\n",
+    "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+    "plt.show()\n",
+    "\n",
+    "# Histplot\n",
+    "sns.histplot(df[\"Баллы\"], bins=20, kde=True)\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatterplot\n",
+    "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n",
+    "plt.show()\n",
+    "\n",
+    "# Pairplot\n",
+    "sns.pairplot(df.drop(columns=[\"Категория\"]), hue=None)  # Убираем категориальный столбец\n",
+    "plt.show()\n",
+    "\n",
+    "# Heatmap (удаляем нечисловой столбец)\n",
+    "sns.heatmap(df.drop(columns=[\"Категория\"]).corr(), annot=True, cmap=\"coolwarm\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f8e5763-c99a-4b69-a446-1596c5083f07",
+   "metadata": {},
+   "source": [
+    "# Задание 5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "91c889aa-5131-4504-b410-1f69cb353ad7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Обработка DataFrame...\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Анализ данных:   0%|                                           | 0/100 [00:00<?]\u001b[A\n",
+      "Анализ данных:   5%|█▉                                     | 5/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  10%|███▊                                  | 10/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  15%|█████▋                                | 15/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  20%|███████▌                              | 20/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  25%|█████████▌                            | 25/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  30%|███████████▍                          | 30/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  35%|█████████████▎                        | 35/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  40%|███████████████▏                      | 40/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  45%|█████████████████                     | 45/100 [00:00<00:01]\u001b[A\n",
+      "Анализ данных:  50%|███████████████████                   | 50/100 [00:01<00:01]\u001b[A\n",
+      "Анализ данных:  55%|████████████████████▉                 | 55/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  60%|██████████████████████▊               | 60/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  65%|████████████████████████▋             | 65/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  70%|██████████████████████████▌           | 70/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  75%|████████████████████████████▌         | 75/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  80%|██████████████████████████████▍       | 80/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  85%|████████████████████████████████▎     | 85/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  90%|██████████████████████████████████▏   | 90/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных:  95%|████████████████████████████████████  | 95/100 [00:01<00:00]\u001b[A\n",
+      "Анализ данных: 100%|█████████████████████████████████████| 100/100 [00:02<00:00]\u001b[A\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Кастомный стиль с цветами...\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:   0%|                        | 0/100 [00:00<?, ?it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:   5%|                | 5/100 [00:00<00:01, 49.18it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  10%|█              | 10/100 [00:00<00:01, 48.70it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  15%|██             | 15/100 [00:00<00:01, 48.43it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  20%|██             | 20/100 [00:00<00:01, 48.36it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  25%|███            | 25/100 [00:00<00:01, 48.10it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  30%|████           | 30/100 [00:00<00:01, 48.19it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  35%|████           | 35/100 [00:00<00:01, 48.18it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  40%|█████          | 40/100 [00:00<00:01, 48.16it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  45%|██████         | 45/100 [00:00<00:01, 47.94it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  50%|███████        | 50/100 [00:01<00:01, 47.97it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  55%|███████        | 55/100 [00:01<00:00, 48.08it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  60%|████████       | 60/100 [00:01<00:00, 48.04it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  65%|█████████      | 65/100 [00:01<00:00, 47.99it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  70%|█████████      | 70/100 [00:01<00:00, 48.02it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  75%|██████████     | 75/100 [00:01<00:00, 48.02it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  80%|███████████    | 80/100 [00:01<00:00, 48.09it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  85%|███████████    | 85/100 [00:01<00:00, 47.97it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  90%|████████████   | 90/100 [00:01<00:00, 48.01it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m:  95%|█████████████  | 95/100 [00:01<00:00, 47.94it/s]\u001b[0m\u001b[A\n",
+      "\u001b[36mЗагрузка данных\u001b[0m: 100%|█████████████ | 100/100 [00:02<00:00, 48.03it/s]\u001b[0m\u001b[A\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Динамическое обновление описания...\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Идёт скачивание:   0% |                                                                      | 0/100\u001b[A\n",
+      "Идёт скачивание:   5% |███▌                                                                  | 5/100\u001b[A\n",
+      "Идёт скачивание:  10% |██████▉                                                              | 10/100\u001b[A\n",
+      "Идёт скачивание:  15% |██████████▎                                                          | 15/100\u001b[A\n",
+      "Идёт скачивание:  20% |█████████████▊                                                       | 20/100\u001b[A\n",
+      "Идёт скачивание:  25% |█████████████████▎                                                   | 25/100\u001b[A\n",
+      "Идёт скачивание:  30% |████████████████████▋                                                | 30/100\u001b[A\n",
+      "Идёт скачивание:  35% |████████████████████████▏                                            | 35/100\u001b[A\n",
+      "Идёт скачивание:  40% |███████████████████████████▌                                         | 40/100\u001b[A\n",
+      "Идёт скачивание:  45% |███████████████████████████████                                      | 45/100\u001b[A\n",
+      "Идёт скачивание:  50% |██████████████████████████████████▌                                  | 50/100\u001b[A\n",
+      "Половина пройдена!: :  50% |████████████████████████████████                                | 50/100\u001b[A\n",
+      "Половина пройдена!: :  55% |███████████████████████████████████▏                            | 55/100\u001b[A\n",
+      "Половина пройдена!: :  60% |██████████████████████████████████████▍                         | 60/100\u001b[A\n",
+      "Половина пройдена!: :  65% |█████████████████████████████████████████▌                      | 65/100\u001b[A\n",
+      "Половина пройдена!: :  70% |████████████████████████████████████████████▊                   | 70/100\u001b[A\n",
+      "Половина пройдена!: :  75% |████████████████████████████████████████████████                | 75/100\u001b[A\n",
+      "Половина пройдена!: :  80% |███████████████████████████████████████████████████▏            | 80/100\u001b[A\n",
+      "Почти готово!: :  80% |███████████████████████████████████████████████████████▏             | 80/100\u001b[A\n",
+      "Почти готово!: :  85% |██████████████████████████████████████████████████████████▋          | 85/100\u001b[A\n",
+      "Почти готово!: :  90% |██████████████████████████████████████████████████████████████       | 90/100\u001b[A\n",
+      "Почти готово!: :  95% |█████████████████████████████████████████████████████████████████▌   | 95/100\u001b[A\n",
+      "Почти готово!: : 100% |████████████████████████████████████████████████████████████████████| 100/100\u001b[A"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Все задачи выполнены!\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import time\n",
+    "from tqdm import tqdm\n",
+    "from colorama import Fore, Style\n",
+    "\n",
+    "# 1️ Прогресс-бар при обработке DataFrame\n",
+    "df = pd.DataFrame({\n",
+    "    \"ID\": range(1, 101),\n",
+    "    \"Значение\": range(100, 0, -1)\n",
+    "})\n",
+    "\n",
+    "print(\"\\nОбработка DataFrame...\\n\")\n",
+    "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Анализ данных\", \n",
+    "                       ncols=80, bar_format=\"{desc}: {percentage:3.0f}%|{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}]\"):\n",
+    "    time.sleep(0.02)  # Симуляция обработки\n",
+    "\n",
+    "# 2️ Кастомный стиль с цветами\n",
+    "print(\"\\nКастомный стиль с цветами...\\n\")\n",
+    "for i in tqdm(range(100), desc=f\"{Fore.CYAN}Загрузка данных{Style.RESET_ALL}\", \n",
+    "              ascii=\" █\", ncols=70, bar_format=\"{l_bar}{bar} {r_bar}\"):\n",
+    "    time.sleep(0.02)\n",
+    "\n",
+    "# 3️ Динамическое обновление прогресс-бара\n",
+    "print(\"\\nДинамическое обновление описания...\\n\")\n",
+    "pbar = tqdm(range(100), desc=\"Идёт скачивание\", ncols=100, \n",
+    "            bar_format=\"{desc}: {percentage:3.0f}% |{bar}| {n_fmt}/{total_fmt}\")\n",
+    "\n",
+    "for i in pbar:\n",
+    "    time.sleep(0.02)\n",
+    "    if i == 50:\n",
+    "        pbar.set_description(\"Половина пройдена!\")\n",
+    "    elif i == 80:\n",
+    "        pbar.set_description(\"Почти готово!\")\n",
+    "\n",
+    "print(\"\\nВсе задачи выполнены!\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37e1d549-34d5-490a-a0c8-ab15162a2f4a",
+   "metadata": {},
+   "source": [
+    "# Задание 6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "355434cb-3797-4092-95ff-54434bdc8d23",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4113 entries, 0 to 4112\n",
+      "Data columns (total 12 columns):\n",
+      " #   Column          Non-Null Count  Dtype  \n",
+      "---  ------          --------------  -----  \n",
+      " 0   Country         4113 non-null   object \n",
+      " 1   first_seq       4113 non-null   object \n",
+      " 2   num_seqs        4113 non-null   int64  \n",
+      " 3   last_seq        4113 non-null   object \n",
+      " 4   variant         4113 non-null   object \n",
+      " 5   censure_date    4113 non-null   object \n",
+      " 6   duration        4113 non-null   int64  \n",
+      " 7   censored        4113 non-null   bool   \n",
+      " 8   mortality_rate  4113 non-null   float64\n",
+      " 9   total_cases     4113 non-null   float64\n",
+      " 10  total_deaths    4113 non-null   float64\n",
+      " 11  growth_rate     3585 non-null   float64\n",
+      "dtypes: bool(1), float64(4), int64(2), object(5)\n",
+      "memory usage: 357.6+ KB\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Обработка данных:   0%|                                                          | 0/4113 [00:00<?, ?it/s]\u001b[A\n",
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+      "Обработка данных:   1%|▋                                                | 60/4113 [00:00<00:44, 92.02it/s]\u001b[A\n",
+      "Обработка данных:   2%|▊                                                | 70/4113 [00:00<00:43, 92.25it/s]\u001b[A\n",
+      "Обработка данных:   2%|▉                                                | 80/4113 [00:00<00:43, 92.38it/s]\u001b[A\n",
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+      "Обработка данных:   3%|█▎                                              | 110/4113 [00:01<00:43, 92.27it/s]\u001b[A\n",
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+      "Обработка данных:   4%|█▊                                              | 150/4113 [00:01<00:42, 92.20it/s]\u001b[A\n",
+      "Обработка данных:   4%|█▊                                              | 160/4113 [00:01<00:42, 92.40it/s]\u001b[A\n",
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+      "                                                                                                          \u001b[A"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Анализ завершен!\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from tqdm import tqdm\n",
+    "import time\n",
+    "\n",
+    "# Загрузка данных\n",
+    "df = pd.read_csv('surv_variants.csv')\n",
+    "\n",
+    "# Базовый анализ\n",
+    "df_info = df.info()  # инфо выводим только один раз\n",
+    "df_description = df.describe()  # статистику тоже только один раз\n",
+    "# Можно при необходимости вывести их через print:\n",
+    "#print(df_info)\n",
+    "#print(df_description)\n",
+    "\n",
+    "# Построение графиков\n",
+    "# Histplot (Гистограмма)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.histplot(df['total_cases'], bins=30, kde=True)\n",
+    "plt.title('Распределение Total Cases')\n",
+    "plt.show()\n",
+    "\n",
+    "# Scatterplot (Диаграмма рассеяния)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.scatterplot(x='mortality_rate', y='total_cases', data=df)\n",
+    "plt.title('Мортальность vs Total Cases')\n",
+    "plt.show()\n",
+    "\n",
+    "# Boxplot (Ящик с усами)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.boxplot(x='variant', y='total_deaths', data=df)\n",
+    "plt.title('Total Deaths по Variant')\n",
+    "plt.show()\n",
+    "\n",
+    "# Использование tqdm, но вывод прогресса будет скрыт\n",
+    "for i in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка данных\", leave=False):\n",
+    "    time.sleep(0.01)\n",
+    "\n",
+    "print(\"Анализ завершен!\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d20cfb5d-30f0-44ed-b5f6-a32fe7ca4706",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}