RNN_LSTM.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1 Import Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "from collections import defaultdict\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./data/test_round2.csv\n",
      "./data/train_round2.csv\n",
      "./data/graph_round2.csv\n",
      "./data/test.csv\n",
      "./data/graph.csv\n",
      "./data/submission_round2.csv\n",
      "./data/submission.csv\n",
      "./data/train_round2-1205.csv\n",
      "./data/train.csv\n",
      "./data/covid-full.csv\n"
     ]
    }
   ],
   "source": [
    "for dirname, _, filenames in os.walk('./data'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>Incident_Rate</th>\n",
       "      <th>People_Tested</th>\n",
       "      <th>People_Hospitalized</th>\n",
       "      <th>Mortality_Rate</th>\n",
       "      <th>Testing_Rate</th>\n",
       "      <th>Hospitalization_Rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7100.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>5771.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>7.100000e+03</td>\n",
       "      <td>5047.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>5047.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3549.500000</td>\n",
       "      <td>56374.339577</td>\n",
       "      <td>2323.883099</td>\n",
       "      <td>20422.274649</td>\n",
       "      <td>37635.120986</td>\n",
       "      <td>747.273790</td>\n",
       "      <td>6.427069e+05</td>\n",
       "      <td>6250.044185</td>\n",
       "      <td>3.653231</td>\n",
       "      <td>9666.099116</td>\n",
       "      <td>12.197144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2049.737788</td>\n",
       "      <td>95058.665054</td>\n",
       "      <td>4742.274729</td>\n",
       "      <td>39262.213465</td>\n",
       "      <td>79067.101832</td>\n",
       "      <td>637.397470</td>\n",
       "      <td>1.127555e+06</td>\n",
       "      <td>13880.694435</td>\n",
       "      <td>2.074042</td>\n",
       "      <td>7779.560336</td>\n",
       "      <td>5.255183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>270.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-989.000000</td>\n",
       "      <td>32.771004</td>\n",
       "      <td>5.459000e+03</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>460.300152</td>\n",
       "      <td>2.302896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1774.750000</td>\n",
       "      <td>6097.500000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>1614.500000</td>\n",
       "      <td>2849.000000</td>\n",
       "      <td>224.815702</td>\n",
       "      <td>1.000775e+05</td>\n",
       "      <td>595.000000</td>\n",
       "      <td>1.928925</td>\n",
       "      <td>3379.288445</td>\n",
       "      <td>8.387037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3549.500000</td>\n",
       "      <td>22892.000000</td>\n",
       "      <td>681.000000</td>\n",
       "      <td>5881.000000</td>\n",
       "      <td>10409.000000</td>\n",
       "      <td>540.836745</td>\n",
       "      <td>2.643235e+05</td>\n",
       "      <td>2068.000000</td>\n",
       "      <td>3.362027</td>\n",
       "      <td>7842.820591</td>\n",
       "      <td>11.351161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5324.250000</td>\n",
       "      <td>62959.250000</td>\n",
       "      <td>2334.000000</td>\n",
       "      <td>26103.000000</td>\n",
       "      <td>32106.500000</td>\n",
       "      <td>1126.282666</td>\n",
       "      <td>7.048395e+05</td>\n",
       "      <td>6134.500000</td>\n",
       "      <td>4.797564</td>\n",
       "      <td>14127.521137</td>\n",
       "      <td>15.396088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7099.000000</td>\n",
       "      <td>712475.000000</td>\n",
       "      <td>32957.000000</td>\n",
       "      <td>507499.000000</td>\n",
       "      <td>699453.000000</td>\n",
       "      <td>3187.773001</td>\n",
       "      <td>1.137330e+07</td>\n",
       "      <td>89995.000000</td>\n",
       "      <td>9.741481</td>\n",
       "      <td>49502.860687</td>\n",
       "      <td>38.501190</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                ID      Confirmed        Deaths      Recovered         Active  \\\n",
       "count  7100.000000    7100.000000   7100.000000    5771.000000    7100.000000   \n",
       "mean   3549.500000   56374.339577   2323.883099   20422.274649   37635.120986   \n",
       "std    2049.737788   95058.665054   4742.274729   39262.213465   79067.101832   \n",
       "min       0.000000     270.000000      0.000000       0.000000    -989.000000   \n",
       "25%    1774.750000    6097.500000    153.000000    1614.500000    2849.000000   \n",
       "50%    3549.500000   22892.000000    681.000000    5881.000000   10409.000000   \n",
       "75%    5324.250000   62959.250000   2334.000000   26103.000000   32106.500000   \n",
       "max    7099.000000  712475.000000  32957.000000  507499.000000  699453.000000   \n",
       "\n",
       "       Incident_Rate  People_Tested  People_Hospitalized  Mortality_Rate  \\\n",
       "count    7100.000000   7.100000e+03          5047.000000     7100.000000   \n",
       "mean      747.273790   6.427069e+05          6250.044185        3.653231   \n",
       "std       637.397470   1.127555e+06         13880.694435        2.074042   \n",
       "min        32.771004   5.459000e+03            10.000000        0.000000   \n",
       "25%       224.815702   1.000775e+05           595.000000        1.928925   \n",
       "50%       540.836745   2.643235e+05          2068.000000        3.362027   \n",
       "75%      1126.282666   7.048395e+05          6134.500000        4.797564   \n",
       "max      3187.773001   1.137330e+07         89995.000000        9.741481   \n",
       "\n",
       "       Testing_Rate  Hospitalization_Rate  \n",
       "count   7100.000000           5047.000000  \n",
       "mean    9666.099116             12.197144  \n",
       "std     7779.560336              5.255183  \n",
       "min      460.300152              2.302896  \n",
       "25%     3379.288445              8.387037  \n",
       "50%     7842.820591             11.351161  \n",
       "75%    14127.521137             15.396088  \n",
       "max    49502.860687             38.501190  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = 'data'\n",
    "temporal_data_path = os.path.join(data_dir, 'train.csv')\n",
    "mobility_data_path = os.path.join(data_dir, 'graph_round2.csv')\n",
    "\n",
    "temporal_data = pd.read_csv(temporal_data_path)\n",
    "temporal_data.describe()\n",
    "\n",
    "# train.csv 04/12/2020 to 08/31/2020\n",
    "# train_round2.csv 04/12/2020 to 11/22/2020\n",
    "# train_round2-1205.csv 04/12/2020 to 12/05/2020\n",
    "# to predict 12/07/2020 to 12/13/2020, forecast 8 days, take the last 7 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "states = list(np.unique(temporal_data['Province_State']))\n",
    "state_cum_temporal_data = dict.fromkeys(states, None)\n",
    "state_temporal_data = dict.fromkeys(states, None)\n",
    "# state_cum_temporal_scaler = defaultdict(StandardScaler)\n",
    "# state_temporal_scaler = defaultdict(StandardScaler)\n",
    "dropped_attr = ['Date',\n",
    "                'Active',\n",
    "                'ID', \n",
    "                'Province_State', \n",
    "                'Incident_Rate', \n",
    "                'Recovered', \n",
    "                'People_Tested', \n",
    "                'People_Hospitalized', \n",
    "                'Mortality_Rate', \n",
    "                'Testing_Rate', \n",
    "                'Hospitalization_Rate']\n",
    "\n",
    "for s in states:\n",
    "    df_filter = temporal_data['Province_State'] == s\n",
    "    state_df = temporal_data[df_filter]\n",
    "    # Daily difference data\n",
    "    state_temporal_data[s] = state_df.drop(dropped_attr, 1)\n",
    "    for col in state_temporal_data[s]:\n",
    "        data = state_temporal_data[s][col].tolist()\n",
    "        diff = [i - j for i, j in zip(data, [*[data[0]], *data[:len(data) - 1]])]\n",
    "        state_temporal_data[s][col] = diff\n",
    "    save_columns = state_temporal_data[s].columns\n",
    "#     state_temporal_data[s] = state_temporal_scaler[s].fit_transform(state_temporal_data[s])\n",
    "    state_temporal_data[s] = pd.DataFrame(state_temporal_data[s], columns=save_columns)\n",
    "    # Daily cumulative data\n",
    "    state_cum_temporal_data[s] = state_df.drop(dropped_attr, 1)\n",
    "    save_columns = state_cum_temporal_data[s].columns\n",
    "#     state_cum_temporal_data[s] = state_cum_temporal_scaler[s].fit_transform(state_cum_temporal_data[s])\n",
    "    state_cum_temporal_data[s] = pd.DataFrame(state_cum_temporal_data[s], columns=save_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0,   0],\n",
       "       [138,   0],\n",
       "       [120,   0],\n",
       "       [180,   0],\n",
       "       [143,   1],\n",
       "       [100,   0],\n",
       "       [131,   0],\n",
       "       [ 93,   0],\n",
       "       [ 50,   0],\n",
       "       [ 70,   1],\n",
       "       [103,   1],\n",
       "       [ 98,   0],\n",
       "       [ 84,   1],\n",
       "       [107,   0],\n",
       "       [ 65,   1],\n",
       "       [ 32,   0],\n",
       "       [ 69,   0],\n",
       "       [ 60,   2],\n",
       "       [ 76,   4],\n",
       "       [ 76,   4],\n",
       "       [ 63,   0],\n",
       "       [ 43,   0],\n",
       "       [ 37,   0],\n",
       "       [ 53,   3],\n",
       "       [ 59,   5],\n",
       "       [126,   2],\n",
       "       [239,   0],\n",
       "       [248,   3],\n",
       "       [124,   0],\n",
       "       [ 97,   0],\n",
       "       [ 49,   5],\n",
       "       [ 69,   0],\n",
       "       [ 60,   4],\n",
       "       [ 95,   1],\n",
       "       [ 72,   0],\n",
       "       [ 28,   0],\n",
       "       [ 40,   0],\n",
       "       [ 58,   2],\n",
       "       [ 92,   0],\n",
       "       [  0,   2],\n",
       "       [179,   2],\n",
       "       [108,   0],\n",
       "       [ 99,   0],\n",
       "       [ 23,   0],\n",
       "       [ 67,   0],\n",
       "       [ 57,   4],\n",
       "       [ 83,   0],\n",
       "       [ 73,   5],\n",
       "       [ 94,   3],\n",
       "       [ 33,   0],\n",
       "       [ 41,   0],\n",
       "       [ 33,   0],\n",
       "       [ 95,   0],\n",
       "       [ 85,   2],\n",
       "       [ 30,   0],\n",
       "       [ 90,   1],\n",
       "       [ 71,   0],\n",
       "       [ 33,   0],\n",
       "       [ 52,   3],\n",
       "       [ 81,   1],\n",
       "       [ 61,   4],\n",
       "       [ 77,   1],\n",
       "       [ 91,   1],\n",
       "       [ 65,   0],\n",
       "       [ 30,   0],\n",
       "       [ 38,   2],\n",
       "       [ 84,   1],\n",
       "       [ 59,   0],\n",
       "       [ 49,   3],\n",
       "       [ 67,   0],\n",
       "       [ 72,   0],\n",
       "       [ 29,   0],\n",
       "       [ 27,   2],\n",
       "       [ 66,   1],\n",
       "       [ 60,   3],\n",
       "       [ 56,   1],\n",
       "       [ 91,   3],\n",
       "       [ 55,   0],\n",
       "       [ 35,   0],\n",
       "       [ 48,   0],\n",
       "       [ 62,   2],\n",
       "       [ 67,   4],\n",
       "       [ 85,   0],\n",
       "       [ 50,   0],\n",
       "       [ 35,   0],\n",
       "       [ 42,   0],\n",
       "       [ 58,   1],\n",
       "       [ 79,   0],\n",
       "       [ 94,   3],\n",
       "       [ 65,   6],\n",
       "       [ 53,   2],\n",
       "       [ 45,   0],\n",
       "       [ 25,   0],\n",
       "       [ 48,   0],\n",
       "       [ 80,   2],\n",
       "       [ 42,   4],\n",
       "       [ 95,   1],\n",
       "       [ 73,   0],\n",
       "       [ 44,   2],\n",
       "       [ 37,   0],\n",
       "       [ 76,   0],\n",
       "       [ 58,   1],\n",
       "       [ 66,   2],\n",
       "       [ 57,   1],\n",
       "       [105,   0],\n",
       "       [ 90,   1],\n",
       "       [ 49,   0],\n",
       "       [ 48,   0],\n",
       "       [149,   6],\n",
       "       [ 44,   0],\n",
       "       [ 79,   1],\n",
       "       [103,   4],\n",
       "       [ 88,   1],\n",
       "       [ 65,   0],\n",
       "       [ 59,   1],\n",
       "       [ 89,   1],\n",
       "       [105,   4],\n",
       "       [ 98,   3],\n",
       "       [106,   2],\n",
       "       [128,   0],\n",
       "       [ 58,   0],\n",
       "       [ 50,   0],\n",
       "       [102,   1],\n",
       "       [ 82,   1],\n",
       "       [127,   2],\n",
       "       [ 94,   2],\n",
       "       [156,   1],\n",
       "       [ 86,   0],\n",
       "       [ 81,   1],\n",
       "       [125,   1],\n",
       "       [125,   2],\n",
       "       [193,   2],\n",
       "       [251,   1],\n",
       "       [141,   1],\n",
       "       [149,   0],\n",
       "       [ 80,   0],\n",
       "       [ 66,   1],\n",
       "       [623,   0],\n",
       "       [323,   3],\n",
       "       [425,   2],\n",
       "       [380,   0],\n",
       "       [187,   0]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_temporal_data['South Dakota'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train a RNN Model with LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras.layers import Dense, LSTM, Dropout\n",
    "from tensorflow.keras import Sequential\n",
    "from tensorflow.keras import Input\n",
    "from tensorflow.keras.models import Model\n",
    "\n",
    "# window_size is use n days to predict (n+1)th day\n",
    "window_size = 14\n",
    "forecast_days = 26\n",
    "\n",
    "# test model for current_state\n",
    "current_state = 'South Dakota'\n",
    "data_training = state_temporal_data[current_state]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler()\n",
    "# scaler = StandardScaler()\n",
    "data_training = scaler.fit_transform(data_training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = []\n",
    "y_train = []\n",
    "\n",
    "data_training = np.array(data_training)\n",
    "data_training_np = np.array(data_training)\n",
    "\n",
    "for i in range(data_training.shape[0] - window_size):\n",
    "    X_train.append(data_training[i : i + window_size])\n",
    "    y_train.append(data_training_np[i + window_size])\n",
    "    \n",
    "X_train, y_train = np.array(X_train), np.array(y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 14, 2)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 2)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm (LSTM)                  (None, 14, 20)            1840      \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 14, 20)            0         \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 14, 10)            1240      \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 14, 10)            0         \n",
      "_________________________________________________________________\n",
      "lstm_2 (LSTM)                (None, 20)                2480      \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 20)                0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 2)                 42        \n",
      "=================================================================\n",
      "Total params: 5,602\n",
      "Trainable params: 5,602\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = keras.Sequential()\n",
    "\n",
    "model.add(LSTM(units=20, activation = 'relu', return_sequences=True, input_shape=(X_train.shape[1], X_train.shape[2])))\n",
    "model.add(Dropout(0.3))\n",
    "\n",
    "model.add(LSTM(units=10, activation = 'relu', return_sequences=True))\n",
    "model.add(Dropout(0.3))\n",
    "\n",
    "model.add(LSTM(units=20, activation = 'relu', return_sequences=False))\n",
    "model.add(Dropout(0.3))\n",
    "model.add(Dense(units = 2))\n",
    "\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x146259a30>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.compile(optimizer='adam', loss = 'mean_squared_logarithmic_error')\n",
    "model.fit(X_train, y_train, epochs=50, batch_size=32, verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[0.13804173, 0.        ],\n",
       "        [0.13001605, 0.16666667],\n",
       "        [0.20064205, 0.16666667],\n",
       "        [0.20064205, 0.33333333],\n",
       "        [0.30979133, 0.33333333],\n",
       "        [0.40288925, 0.16666667],\n",
       "        [0.22632424, 0.16666667],\n",
       "        [0.23916533, 0.        ],\n",
       "        [0.12841091, 0.        ],\n",
       "        [0.105939  , 0.16666667],\n",
       "        [1.        , 0.        ],\n",
       "        [0.51845907, 0.5       ],\n",
       "        [0.68218299, 0.33333333],\n",
       "        [0.60995185, 0.        ]]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prediction_queue = X_train[-1:]\n",
    "prediction_queue = np.array(prediction_queue)\n",
    "prediction_queue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "y_case_forecast = []\n",
    "y_death_forecast = []\n",
    "\n",
    "for i in range(forecast_days):  \n",
    "    y_pred = model.predict(prediction_queue)\n",
    "    y_case_forecast.append(y_pred[0][0])\n",
    "    y_death_forecast.append(y_pred[0][1])\n",
    "    prediction_queue = np.append(prediction_queue, y_pred)\n",
    "    prediction_queue = np.delete(prediction_queue, 0)\n",
    "    prediction_queue = np.delete(prediction_queue, 0)\n",
    "    prediction_queue = prediction_queue.reshape(1,int(prediction_queue.shape[0] / 2),2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.15054926,\n",
       " 0.1540772,\n",
       " 0.15694618,\n",
       " 0.15834467,\n",
       " 0.15900567,\n",
       " 0.15813576,\n",
       " 0.155826,\n",
       " 0.15424323,\n",
       " 0.15194625,\n",
       " 0.15026122,\n",
       " 0.14885923,\n",
       " 0.14206243,\n",
       " 0.13969533,\n",
       " 0.13637719,\n",
       " 0.13361397,\n",
       " 0.13350627,\n",
       " 0.13336,\n",
       " 0.13318932,\n",
       " 0.13300699,\n",
       " 0.13282341,\n",
       " 0.1326513,\n",
       " 0.13249819,\n",
       " 0.13236085,\n",
       " 0.13224217,\n",
       " 0.13213934,\n",
       " 0.13205256]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_case_forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.17282563,\n",
       " 0.17298742,\n",
       " 0.17336757,\n",
       " 0.1737726,\n",
       " 0.17417556,\n",
       " 0.1744139,\n",
       " 0.1744021,\n",
       " 0.17446722,\n",
       " 0.17438388,\n",
       " 0.17429574,\n",
       " 0.1742582,\n",
       " 0.17353524,\n",
       " 0.17315573,\n",
       " 0.17262375,\n",
       " 0.1720882,\n",
       " 0.17208037,\n",
       " 0.17206374,\n",
       " 0.17203887,\n",
       " 0.17200974,\n",
       " 0.17197776,\n",
       " 0.17194313,\n",
       " 0.17190927,\n",
       " 0.17187718,\n",
       " 0.17184882,\n",
       " 0.1718237,\n",
       " 0.17180018]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_death_forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "case_scale = 1/scaler.scale_[0]\n",
    "death_scale = 1/scaler.scale_[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_case_forecast = [case_scale * i for i in y_case_forecast]\n",
    "y_death_forecast = [death_scale * i for i in y_death_forecast]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "last_day_case = state_cum_temporal_data[current_state]['Confirmed'].iloc[-1]\n",
    "last_day_death = state_cum_temporal_data[current_state]['Deaths'].iloc[-1]\n",
    "\n",
    "y_cum_case_forecast = []\n",
    "y_cum_death_forecast = []\n",
    "\n",
    "cum_case = last_day_case\n",
    "cum_death = last_day_death\n",
    "for case in y_case_forecast:\n",
    "    cum_case += case\n",
    "    y_cum_case_forecast.append(cum_case)\n",
    "    \n",
    "for death in y_death_forecast:\n",
    "    cum_death += death\n",
    "    y_cum_death_forecast.append(cum_death)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[13602.79219070077,\n",
       " 13698.782287597656,\n",
       " 13796.559759140015,\n",
       " 13895.208489254117,\n",
       " 13994.269022747874,\n",
       " 14092.787599265575,\n",
       " 14189.867198735476,\n",
       " 14285.96073153615,\n",
       " 14380.623243182898,\n",
       " 14474.235985308886,\n",
       " 14566.975287258625,\n",
       " 14655.480178415775,\n",
       " 14742.51036991179,\n",
       " 14827.47335653007,\n",
       " 14910.714862242341,\n",
       " 14993.889267370105,\n",
       " 15076.97254641354,\n",
       " 15159.949493125081,\n",
       " 15242.812847867608,\n",
       " 15325.561830833554,\n",
       " 15408.203590258956,\n",
       " 15490.749962508678,\n",
       " 15573.210769444704,\n",
       " 15655.597643196583,\n",
       " 15737.920452043414,\n",
       " 15820.189194232225]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_cum_case_forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[168.03695380687714,\n",
       " 169.07487830519676,\n",
       " 170.11508375406265,\n",
       " 171.157719373703,\n",
       " 172.20277273654938,\n",
       " 173.24925616383553,\n",
       " 174.29566878080368,\n",
       " 175.34247210621834,\n",
       " 176.38877537846565,\n",
       " 177.4345498085022,\n",
       " 178.48009902238846,\n",
       " 179.52131047844887,\n",
       " 180.5602448284626,\n",
       " 181.5959873497486,\n",
       " 182.62851658463478,\n",
       " 183.66099879145622,\n",
       " 184.6933812201023,\n",
       " 185.7256144285202,\n",
       " 186.7576728463173,\n",
       " 187.78953939676285,\n",
       " 188.82119816541672,\n",
       " 189.8526538014412,\n",
       " 190.8839168548584,\n",
       " 191.9150097668171,\n",
       " 192.94595193862915,\n",
       " 193.97675302624702]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_cum_death_forecast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Train a RNN with LSTM for Every State"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Import Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras.layers import Dense, LSTM, Dropout\n",
    "from tensorflow.keras import Sequential\n",
    "from tensorflow.keras import Input\n",
    "from tensorflow.keras.models import Model\n",
    "\n",
    "# window_size is use n-1 days to predict nth day\n",
    "window_size = 14\n",
    "forecast_days = 26"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "states = state_temporal_data.keys()\n",
    "\n",
    "def get_training_data(state):\n",
    "    state_temporal_train = state_temporal_data[state]\n",
    "    scaler = MinMaxScaler()\n",
    "    state_temporal_train = scaler.fit_transform(state_temporal_train)\n",
    "    \n",
    "    X_train = []\n",
    "    y_train = []\n",
    "\n",
    "    state_temporal_train_np = np.array(state_temporal_train)\n",
    "\n",
    "    for i in range(state_temporal_train.shape[0] - window_size):\n",
    "        X_train.append(state_temporal_train[i : i + window_size])\n",
    "        y_train.append(state_temporal_train_np[i + window_size])\n",
    "\n",
    "    return np.array(X_train), np.array(y_train), scaler\n",
    "    \n",
    "\n",
    "def get_model(X_train):\n",
    "    model = keras.Sequential()\n",
    "\n",
    "    model.add(LSTM(units=20, activation = 'relu', return_sequences=True, input_shape=(X_train.shape[1], X_train.shape[2])))\n",
    "    model.add(Dropout(0.3))\n",
    "\n",
    "    model.add(LSTM(units=10, activation = 'relu', return_sequences=True))\n",
    "    model.add(Dropout(0.3))\n",
    "\n",
    "    model.add(LSTM(units=20, activation = 'relu', return_sequences=False))\n",
    "    model.add(Dropout(0.3))\n",
    "    model.add(Dense(units = 2))\n",
    "    \n",
    "    return model\n",
    "\n",
    "\n",
    "def get_prediction_queue(X_train):\n",
    "    prediction_queue = X_train[-1:]\n",
    "    return np.array(prediction_queue)\n",
    "\n",
    "\n",
    "def predict(model, queue, scaler):\n",
    "    prediction_queue = queue\n",
    "    \n",
    "    for i in range(forecast_days):  \n",
    "        y_pred = model.predict(prediction_queue)\n",
    "        prediction_queue = np.append(prediction_queue, y_pred)\n",
    "        prediction_queue = np.delete(prediction_queue, 0)\n",
    "        prediction_queue = np.delete(prediction_queue, 0)\n",
    "        prediction_queue = prediction_queue.reshape(1, prediction_queue.shape[0] // 2, 2)\n",
    "        \n",
    "    y_case_forecast = []\n",
    "    y_death_forecast = []\n",
    "\n",
    "    for i in range(forecast_days):\n",
    "        y_case_forecast.append(prediction_queue[0][i + window_size - forecast_days][0])\n",
    "        y_death_forecast.append(prediction_queue[0][i + window_size - forecast_days][1])\n",
    "        \n",
    "    case_scale = 1 / scaler.scale_[0]\n",
    "    death_scale = 1 / scaler.scale_[1]\n",
    "    \n",
    "    return [case_scale * i for i in y_case_forecast], [death_scale * i for i in y_death_forecast]\n",
    "\n",
    "\n",
    "def get_cum_forecast(state, y_case_forecast, y_death_forecast):\n",
    "    last_day_case = state_cum_temporal_data[state]['Confirmed'].iloc[-1]\n",
    "    last_day_death = state_cum_temporal_data[state]['Deaths'].iloc[-1]\n",
    "\n",
    "    y_cum_case_forecast = []\n",
    "    y_cum_death_forecast = []\n",
    "\n",
    "    cum_case = last_day_case\n",
    "    cum_death = last_day_death\n",
    "    for case in y_case_forecast:\n",
    "        cum_case += case\n",
    "        y_cum_case_forecast.append(cum_case)\n",
    "\n",
    "    for death in y_death_forecast:\n",
    "        cum_death += death\n",
    "        y_cum_death_forecast.append(cum_death)\n",
    "        \n",
    "    return y_cum_case_forecast, y_cum_death_forecast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 Train and Predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alabama\n",
      "[126979.78747370839, 127904.44114139676, 128824.55818790197, 129741.63973844051, 130655.98593226075, 131562.65076339245, 132460.06604358554, 133346.68110105395, 134221.91074290872, 135090.66722911596, 135949.9861305058, 136806.84514838457, 137757.88390153646, 138737.4294486642, 139659.21692237258, 140583.87059006095, 141503.98763656616, 142421.0691871047, 143335.41538092494, 144242.08021205664, 145139.49549224973, 146026.11054971814, 146901.3401915729, 147770.09667778015, 148629.41557917, 149486.27459704876]\n",
      "[2197.2977681159973, 2212.6329308748245, 2227.9230493307114, 2243.1858211755753, 2258.4252153635025, 2273.585151016712, 2288.6470915675163, 2303.5922399163246, 2318.4127985835075, 2333.1636936068535, 2347.8106160759926, 2362.43275475502, 2378.0337228775024, 2393.9805276989937, 2409.278295814991, 2424.613458573818, 2439.903577029705, 2455.166348874569, 2470.405743062496, 2485.565678715706, 2500.62761926651, 2515.5727676153183, 2530.393326282501, 2545.144221305847, 2559.7911437749863, 2574.413282454014]\n",
      "Alaska\n",
      "[5329.469404459, 5396.319911658764, 5463.5242156386375, 5530.906922996044, 5598.505339682102, 5666.436389088631, 5734.594317436218, 5802.979085922241, 5871.482928574085, 5940.183295428753, 6008.840901792049, 6077.227471828461, 6144.92170882225, 6210.189784049988, 6276.659188508987, 6343.509695708752, 6410.713999688625, 6478.096707046032, 6545.69512373209, 6613.6261731386185, 6681.784101486206, 6750.168869972229, 6818.672712624073, 6887.373079478741, 6956.030685842037, 7024.4172558784485]\n",
      "[37.21453931927681, 37.429912745952606, 37.646137565374374, 37.86271405220032, 38.07982084155083, 38.29791387915611, 38.51671001315117, 38.73623177409172, 38.956155478954315, 39.17679536342621, 39.39736756682396, 39.61703717708588, 39.83673566579819, 40.047838777303696, 40.262378096580505, 40.4777515232563, 40.69397634267807, 40.91055282950401, 41.12765961885452, 41.34575265645981, 41.564548790454865, 41.784070551395416, 42.00399425625801, 42.224634140729904, 42.445206344127655, 42.66487595438957]\n",
      "Arizona\n",
      "[202462.658359766, 203090.776158005, 203721.21280515194, 204356.04427707195, 204995.23329253495, 205639.37933081388, 206289.81274317205, 206947.0099735558, 207610.83127185702, 208281.83324030042, 208960.76971553266, 209645.500914827, 210246.2227501124, 210855.19104088098, 211482.84940064698, 212110.96719888598, 212741.40384603292, 213376.23531795293, 214015.42433341593, 214659.57037169486, 215310.00378405303, 215967.20101443678, 216631.022312738, 217302.0242811814, 217980.96075641364, 218665.69195570797]\n",
      "[5048.048143163323, 5067.064526587725, 5086.081301853061, 5105.142935171723, 5124.247768953443, 5143.413796946406, 5162.67185857892, 5182.036372050643, 5201.509394526482, 5221.103171035647, 5240.843792513013, 5260.687550649047, 5279.456241622567, 5298.218748211861, 5317.266891375184, 5336.283274799585, 5355.300050064921, 5374.361683383584, 5393.466517165303, 5412.632545158267, 5431.890606790781, 5451.255120262504, 5470.728142738342, 5490.321919247508, 5510.0625407248735, 5529.906298860908]\n",
      "Arkansas\n",
      "[62128.57281303406, 63022.59455001354, 63901.436433792114, 64765.63288897276, 65614.42098677158, 66447.35068541765, 67269.23354798555, 68079.46513563395, 68877.66028296947, 69662.70686084032, 70435.97476226091, 71200.02177107334, 72132.24846661091, 73041.66079616547, 73946.23360919952, 74840.25534617901, 75719.09722995758, 76583.29368513823, 77432.08178293705, 78265.01148158312, 79086.89434415102, 79897.12593179941, 80695.32107913494, 81480.36765700579, 82253.63555842638, 83017.68256723881]\n",
      "[804.685519605875, 812.2672026157379, 819.6958060562611, 826.972465723753, 834.0916870236397, 841.0502106249332, 847.899965107441, 854.6327709555626, 861.2426215410233, 867.7198430597782, 874.0783371925354, 880.344688564539, 888.308524876833, 896.0353423655033, 903.7208619713783, 911.3025449812412, 918.7311484217644, 926.0078080892563, 933.127029389143, 940.0855529904366, 946.9353074729443, 953.6681133210659, 960.2779639065266, 966.7551854252815, 973.1136795580387, 979.3800309300423]\n",
      "California\n",
      "[717464.345900178, 722411.1224547327, 727315.5607813001, 732193.6489942372, 737059.7686474919, 741913.1633151174, 746759.7861909568, 751603.6113269925, 756440.0361934602, 761269.3901217282, 766091.2325015664, 770906.5008686483, 775799.933850944, 780705.6935576797, 785695.0394578576, 790641.8160124123, 795546.2543389797, 800424.3425519168, 805290.4622051716, 810143.856872797, 814990.4797486365, 819834.3048846722, 824670.7297511399, 829500.0836794078, 834321.9260592461, 839137.194426328]\n",
      "[13104.95960342884, 13187.535410404205, 13269.729459047318, 13351.684666395187, 13433.528986692429, 13515.2581448555, 13596.924320101738, 13678.563502669334, 13760.134250760078, 13841.63923215866, 13923.075696229935, 14004.453129351139, 14086.463034570217, 14168.543520092964, 14251.503123521805, 14334.07893049717, 14416.272979140282, 14498.228186488152, 14580.072506785393, 14661.801664948463, 14743.467840194702, 14825.107022762299, 14906.677770853043, 14988.182752251625, 15069.619216322899, 15150.996649444103]\n",
      "Colorado\n",
      "[57696.596059024334, 57988.96238398552, 58280.99381369352, 58572.67723214626, 58864.035985827446, 59155.12428754568, 59445.669761657715, 59736.0256075263, 60026.19404029846, 60316.11912751198, 60605.95068305731, 60895.63213324547, 61184.176396906376, 61473.757903158665, 61766.353962183, 62058.720287144184, 62350.75171685219, 62642.43513530493, 62933.79388898611, 63224.882190704346, 63515.42766481638, 63805.78351068497, 64095.95194345713, 64385.87703067064, 64675.70858621597, 64965.39003640413]\n",
      "[1960.9215239584446, 1976.8457367420197, 1992.76894146204, 2008.6899402439594, 2024.6087173521519, 2040.5258953273296, 2056.43509632349, 2072.346967458725, 2088.2594060599804, 2104.169502019882, 2120.081560999155, 2135.991991341114, 2151.733572512865, 2167.513398140669, 2183.4349220991135, 2199.3591348826885, 2215.282339602709, 2231.2033383846283, 2247.1221154928207, 2263.0392934679985, 2278.948494464159, 2294.860365599394, 2310.7728042006493, 2326.682900160551, 2342.594959139824, 2358.505389481783]\n",
      "Connecticut\n",
      "[52995.138233199716, 53111.27563558519, 53227.41310918331, 53343.55070146918, 53459.68838079274, 53575.826234191656, 53691.964601904154, 53808.10304874182, 53924.24053025246, 54040.37812253833, 54156.51568317413, 54272.65319633484, 54388.749912559986, 54504.85568861663, 54620.99392181635, 54737.13132420182, 54853.268797799945, 54969.40639008582, 55085.54406940937, 55201.68192280829, 55317.82029052079, 55433.95873735845, 55550.09621886909, 55666.23381115496, 55782.37137179077, 55898.50888495147]\n",
      "[4469.581476099789, 4474.162553220987, 4478.743680879474, 4483.324881114066, 4487.906159624457, 4492.487575307488, 4497.069186300039, 4501.650823131204, 4506.231979288161, 4510.813185982406, 4515.394368737936, 4519.975531354547, 4524.53829497844, 4529.106461152434, 4533.6879372522235, 4538.269014373422, 4542.850142031908, 4547.4313422665, 4552.012620776892, 4556.594036459923, 4561.175647452474, 4565.757284283638, 4570.338440440595, 4574.9196471348405, 4579.50082989037, 4584.081992506981]\n",
      "Delaware\n",
      "[17532.015693202615, 17635.36002264917, 17739.015715658665, 17842.94346423447, 17947.110493645072, 18051.497746124864, 18156.089170366526, 18260.85572080314, 18365.77595473826, 18470.831631064415, 18575.973367258906, 18681.1704916656, 18785.46611943841, 18886.268531769514, 18989.28422497213, 19092.628554418683, 19196.28424742818, 19300.211996003985, 19404.379025414586, 19508.766277894378, 19613.35770213604, 19718.124252572656, 19823.044486507773, 19928.10016283393, 20033.24189902842, 20138.439023435116]\n",
      "[608.6600397527218, 612.3304571211338, 616.0107436031103, 619.6996923536062, 623.3962939307094, 627.099969163537, 630.8102317154408, 634.5261673256755, 638.2470922544599, 641.9724187254906, 645.7005179673433, 649.4303617626429, 653.1228353455663, 656.7097467556596, 660.3697865083814, 664.0402038767934, 667.7204903587699, 671.4094391092658, 675.1060406863689, 678.8097159191966, 682.5199784711003, 686.2359140813351, 689.9568390101194, 693.6821654811502, 697.4102647230029, 701.1401085183024]\n",
      "Florida\n",
      "[625800.1020452976, 628087.9164180756, 630325.8274606466, 632525.5129343867, 634694.868739605, 636838.8996637464, 638963.3651337624, 641069.7021565437, 643151.4374754429, 645201.3482100368, 647226.5861085653, 649235.0539109707, 651654.0633878708, 653961.9780740738, 656291.0801193714, 658578.8944921494, 660816.8055347204, 663016.4910084605, 665185.8468136787, 667329.8777378201, 669454.3432078362, 671560.6802306175, 673642.4155495167, 675692.3262841105, 677717.5641826391, 679726.0319850445]\n",
      "[11246.934704482555, 11305.651768147945, 11362.837789356709, 11418.762702405453, 11473.588367521763, 11527.380259215832, 11580.24793624878, 11632.240323543549, 11683.14124417305, 11732.727722883224, 11781.177634835243, 11828.640436291695, 11890.459453582764, 11949.031650781631, 12008.966355264187, 12067.683418929577, 12124.86944013834, 12180.794353187084, 12235.620018303394, 12289.411909997463, 12342.27958703041, 12394.27197432518, 12445.172894954681, 12494.759373664856, 12543.209285616875, 12590.672087073326]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Georgia\n",
      "[271715.8578019738, 272935.4255180061, 274136.1806191057, 275322.2050085962, 276497.7092542052, 277667.1493470669, 278831.53932620585, 279991.4787648767, 281150.18484693766, 282312.13902387023, 283474.15459251404, 284638.01083670557, 285867.1179353446, 287129.4485642165, 288374.3063661903, 289593.8740822226, 290794.6291833222, 291980.6535728127, 293156.1578184217, 294325.5979112834, 295489.98789042234, 296649.9273290932, 297808.63341115415, 298970.5875880867, 300132.60315673053, 301296.45940092206]\n",
      "[5665.409798622131, 5697.441763520241, 5729.132115364075, 5760.518790960312, 5791.637941896915, 5822.546026170254, 5853.270523786545, 5883.826981782913, 5914.251817166805, 5944.601577013731, 5974.852964401245, 6005.041409194469, 6038.040362715721, 6070.443704009056, 6102.853502631187, 6134.885467529297, 6166.575819373131, 6197.962494969368, 6229.0816459059715, 6259.98973017931, 6290.714227795601, 6321.270685791969, 6351.695521175861, 6382.045281022787, 6412.296668410301, 6442.4851132035255]\n",
      "Hawaii\n",
      "[8886.766701936722, 9312.875149965286, 9750.270736217499, 10198.680207371712, 10659.148431062698, 11132.481943249702, 11619.25562441349, 12120.544855833054, 12636.949767708778, 13168.385195732117, 13715.178744316101, 14278.396807551384, 14667.088637590408, 15062.311542987823, 15477.078244924545, 15903.18669295311, 16340.582279205322, 16788.991750359535, 17249.459974050522, 17722.793486237526, 18209.567167401314, 18710.856398820877, 19227.261310696602, 19758.69673871994, 20305.490287303925, 20868.708350539207]\n",
      "[72.68735373020172, 75.45017251372337, 78.28792771697044, 81.19848018884659, 84.1887820661068, 87.26419562101364, 90.42850682139397, 93.68892231583595, 97.04936596751213, 100.50891089439392, 104.06949096918106, 107.7381626367569, 110.25116282701492, 112.80680564045906, 115.49415937066078, 118.25697815418243, 121.0947333574295, 124.00528582930565, 126.99558770656586, 130.0710012614727, 133.23531246185303, 136.495727956295, 139.8561716079712, 143.31571653485298, 146.87629660964012, 150.54496827721596]\n",
      "Idaho\n",
      "[32249.82450260222, 32414.956942930818, 32576.51048785448, 32734.779984787107, 32890.01523254812, 33042.558799520135, 33192.43941372633, 33339.9743514359, 33485.23458054662, 33628.26619951427, 33769.36599186063, 33908.567185014486, 34083.2765147686, 34254.00755187869, 34422.83205448091, 34587.96449480951, 34749.51803973317, 34907.7875366658, 35063.02278442681, 35215.566351398826, 35365.44696560502, 35512.98190331459, 35658.24213242531, 35801.27375139296, 35942.37354373932, 36081.57473689318]\n",
      "[363.26524263620377, 365.483505487442, 367.65671817958355, 369.7897940725088, 371.88793866336346, 373.95878015458584, 376.00321574509144, 378.0248342305422, 380.024448543787, 382.00271962583065, 383.96324364840984, 385.90669406950474, 388.250786498189, 390.53317381441593, 392.7984164506197, 395.01667930185795, 397.1898919939995, 399.32296788692474, 401.4211124777794, 403.49195396900177, 405.53638955950737, 407.5580080449581, 409.55762235820293, 411.5358934402466, 413.4964174628258, 415.43986788392067]\n",
      "Illinois\n",
      "[238083.50242871046, 239433.57122951746, 240772.49358987808, 242098.88866084814, 243413.1146042347, 244714.47411704063, 246003.74237912893, 247281.90439528227, 248549.06220692396, 249804.9782357812, 251049.69136047363, 252284.53206717968, 253696.0059991479, 255084.60841673613, 256444.1108454466, 257794.1796462536, 259133.1020066142, 260459.49707758427, 261773.72302097082, 263075.08253377676, 264364.35079586506, 265642.5128120184, 266909.6706236601, 268165.5866525173, 269410.29977720976, 270645.1404839158]\n",
      "[8271.211365044117, 8307.253960460424, 8343.085106164217, 8378.670057415962, 8414.016550809145, 8449.09746041894, 8483.926529556513, 8518.52194032073, 8552.87387290597, 8586.964009031653, 8620.785804614425, 8654.372373893857, 8690.726891681552, 8727.098435863853, 8763.30980090797, 8799.352396324277, 8835.18354202807, 8870.768493279815, 8906.114986672997, 8941.195896282792, 8976.024965420365, 9010.620376184583, 9044.972308769822, 9079.062444895506, 9112.884240478277, 9146.47080975771]\n",
      "Indiana\n",
      "[95032.68216347694, 95872.8778181076, 96713.8258407116, 97553.46780633926, 98388.35522985458, 99218.14873433113, 100043.01711773872, 100863.14956045151, 101676.8456158638, 102488.16306447983, 103296.17895936966, 104100.74161982536, 104960.9630856514, 105800.11013484001, 106636.79229831696, 107476.98795294762, 108317.9359755516, 109157.57794117928, 109992.4653646946, 110822.25886917114, 111647.12725257874, 112467.25969529152, 113280.95575070381, 114092.27319931984, 114900.28909420967, 115704.85175466537]\n",
      "[3366.829012989998, 3437.778392970562, 3508.7227214574814, 3579.569926559925, 3650.165284395218, 3720.49846971035, 3790.5832023620605, 3860.432353556156, 3929.979088664055, 3999.4031465649605, 4068.6749928593636, 4137.7935027480125, 4209.608823239803, 4280.527766287327, 4351.356779277325, 4422.306159257889, 4493.250487744808, 4564.097692847252, 4634.693050682545, 4705.026235997677, 4775.110968649387, 4844.960119843483, 4914.506854951382, 4983.930912852287, 5053.20275914669, 5122.321269035339]\n",
      "Iowa\n",
      "[65584.89416179061, 66030.31148022413, 66475.1078556031, 66919.24098086357, 67362.56364020705, 67804.98043300211, 68246.56422807276, 68687.2710404545, 69127.07741948962, 69566.10437376797, 70004.48557603359, 70442.30372281373, 70885.88705599308, 71336.04700028896, 71781.94116207957, 72227.3584805131, 72672.15485589206, 73116.28798115253, 73559.61064049602, 74002.02743329108, 74443.61122836173, 74884.31804074347, 75324.12441977859, 75763.15137405694, 76201.53257632256, 76639.35072310269]\n",
      "[1134.8987765908241, 1149.7623660564423, 1164.5840523838997, 1179.3621697425842, 1194.0908086895943, 1208.766753077507, 1223.394427895546, 1237.9725239872932, 1252.5007687807083, 1266.985456764698, 1281.4334863424301, 1295.849858045578, 1310.5949485898018, 1325.683572113514, 1340.582348704338, 1355.4459381699562, 1370.2676244974136, 1385.0457418560982, 1399.7743808031082, 1414.450325191021, 1429.07800000906, 1443.6560961008072, 1458.1843408942223, 1472.669028878212, 1487.117058455944, 1501.533430159092]\n",
      "Kansas\n",
      "[43224.84635138512, 43850.14309245348, 44477.48260551691, 45102.88721573353, 45726.8184645772, 46349.743299126625, 46977.69868671894, 47610.11394125223, 48244.01385426521, 48884.54753768444, 49528.9823064208, 50182.69339674711, 50751.37450516224, 51328.75924474001, 51954.605596125126, 52579.90233719349, 53207.24185025692, 53832.64646047354, 54456.57770931721, 55079.502543866634, 55707.45793145895, 56339.87318599224, 56973.77309900522, 57614.30678242445, 58258.74155116081, 58912.45264148712]\n",
      "[455.7670820951462, 460.5321731865406, 465.30576023459435, 470.06984826922417, 474.82605093717575, 479.5767559707165, 484.3480292856693, 489.13761681318283, 493.93282556533813, 498.7563186585903, 503.59653401374817, 508.47670659422874, 512.9918381869793, 517.5453059971333, 522.3123880922794, 527.0774791836739, 531.8510662317276, 536.6151542663574, 541.371356934309, 546.1220619678497, 550.8933352828026, 555.6829228103161, 560.4781315624714, 565.3016246557236, 570.1418400108814, 575.022012591362]\n",
      "Kentucky\n",
      "[48884.03002730012, 49368.71144449711, 49849.82233500481, 50325.60822567344, 50794.807974904776, 51256.993445813656, 51711.67010208964, 52159.55394914746, 52596.00157088041, 53022.93531498313, 53440.94551330805, 53850.73306015134, 54354.8714709878, 54833.78822019696, 55321.81824749708, 55806.49966469407, 56287.61055520177, 56763.3964458704, 57232.59619510174, 57694.78166601062, 58149.458322286606, 58597.342169344425, 59033.789791077375, 59460.72353518009, 59878.73373350501, 60288.5212803483]\n",
      "[944.288690328598, 955.5815375447273, 966.8885918855667, 978.2074586749077, 989.5367892980576, 1000.8786557614803, 1012.229346960783, 1023.591674387455, 1034.9469022750854, 1046.295930236578, 1057.6402533352375, 1068.982498794794, 1080.327637821436, 1091.5688876509666, 1102.8575779795647, 1114.150425195694, 1125.4574795365334, 1136.7763463258743, 1148.1056769490242, 1159.447543412447, 1170.7982346117496, 1182.1605620384216, 1193.515789926052, 1204.8648178875446, 1216.2091409862041, 1227.5513864457607]\n",
      "Louisiana\n",
      "[148961.79388575256, 149732.30643488467, 150504.30999071896, 151277.5635640025, 152051.7990283817, 152827.23955701292, 153603.740438357, 154380.15005645156, 155157.03528173268, 155934.20473864675, 156711.2247055322, 157488.05258893967, 158275.4452406168, 159085.43737478554, 159854.2312605381, 160624.7438096702, 161396.7473655045, 162170.00093878806, 162944.23640316725, 163719.67693179846, 164496.17781314254, 165272.5874312371, 166049.47265651822, 166826.6421134323, 167603.66208031774, 168380.4899637252]\n",
      "[5043.893186330795, 5137.750420689583, 5231.570432782173, 5325.353156447411, 5419.102164387703, 5512.809636354446, 5606.477663040161, 5700.127733588219, 5793.7523188591, 5887.355666399002, 5980.949208855629, 6074.538344979286, 6168.23793053627, 6261.611288666725, 6355.50447499752, 6449.361709356308, 6543.181721448898, 6636.964445114136, 6730.713453054428, 6824.420925021172, 6918.088951706886, 7011.739022254944, 7105.3636075258255, 7198.966955065727, 7292.560497522354, 7386.149633646011]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maine\n",
      "[4550.832282662392, 4572.656485080719, 4594.467761933804, 4616.257675111294, 4638.021346330643, 4659.75638589263, 4681.46678212285, 4703.155508607626, 4724.8219484984875, 4746.464613825083, 4768.080104857683, 4789.671298652887, 4812.1315754354, 4833.948319166899, 4855.78060182929, 4877.604804247618, 4899.416081100702, 4921.2059942781925, 4942.969665497541, 4964.704705059528, 4986.415101289749, 5008.103827774525, 5029.770267665386, 5051.4129329919815, 5073.028424024582, 5094.619617819786]\n",
      "[133.31473383307457, 134.6290171444416, 135.94257071614265, 137.2548925280571, 138.56569147109985, 139.8748208284378, 141.18251359462738, 142.4889467060566, 143.79407867789268, 145.09781777858734, 146.39995408058167, 147.7006535232067, 149.0503377020359, 150.36384335160255, 151.67857718467712, 152.99286049604416, 154.3064140677452, 155.61873587965965, 156.9295348227024, 158.23866418004036, 159.54635694622993, 160.85279005765915, 162.15792202949524, 163.4616611301899, 164.76379743218422, 166.06449687480927]\n",
      "Maryland\n",
      "[108791.26223945618, 109333.60290074348, 109875.94483804703, 110418.2625310421, 110960.4466676712, 111502.5378677845, 112044.6348631382, 112586.80241155624, 113129.03748250008, 113671.31689500809, 114213.49465155602, 114755.49573302269, 115299.6839594841, 115840.4220507145, 116382.68429017067, 116925.02495145798, 117467.36688876152, 118009.68458175659, 118551.8687183857, 119093.959918499, 119636.05691385269, 120178.22446227074, 120720.45953321457, 121262.73894572258, 121804.91670227051, 122346.91778373718]\n",
      "[3823.2129522562027, 3891.433401554823, 3959.6541881859303, 4027.873157352209, 4096.079473108053, 4164.277224749327, 4232.4763532578945, 4300.683488249779, 4368.898388773203, 4437.118879377842, 4505.330027937889, 4573.523903697729, 4641.937603205442, 4709.999995023012, 4778.212947279215, 4846.433396577835, 4914.654183208942, 4982.873152375221, 5051.079468131065, 5119.277219772339, 5187.476348280907, 5255.683483272791, 5323.898383796215, 5392.118874400854, 5460.330022960901, 5528.523898720741]\n",
      "Massachusetts\n",
      "[128867.44528572261, 129201.953217417, 129536.49066641927, 129871.01020604372, 130205.52104893327, 130540.0047698021, 130874.51244354248, 131208.99012091756, 131543.33277779818, 131877.6411267966, 132211.91022993624, 132546.15081073344, 132879.74377958477, 133212.66665764153, 133547.11194336414, 133881.61987505853, 134216.1573240608, 134550.67686368525, 134885.1877065748, 135219.67142744362, 135554.179101184, 135888.6567785591, 136222.9994354397, 136557.30778443813, 136891.57688757777, 137225.81746837497]\n",
      "[9118.905648007989, 9177.821625545621, 9236.742668181658, 9295.661068379879, 9354.578436136246, 9413.49174568057, 9472.40868921578, 9531.32099698484, 9590.212078362703, 9649.097762420774, 9707.977216050029, 9766.852192357183, 9825.622677370906, 9884.287076428533, 9943.192724436522, 10002.108701974154, 10061.02974461019, 10119.948144808412, 10178.865512564778, 10237.778822109103, 10296.695765644312, 10355.608073413372, 10414.499154791236, 10473.384838849306, 10532.264292478561, 10591.139268785715]\n",
      "Michigan\n",
      "[113546.6714477539, 114068.26353740692, 114589.79231381416, 115111.23896861076, 115632.61335968971, 116153.90987753868, 116675.14089608192, 117196.31668567657, 117717.46009683609, 118238.59410381317, 118759.7052602768, 119280.80944609642, 119802.4278922081, 120324.1781206131, 120845.849568367, 121367.44165802002, 121888.97043442726, 122410.41708922386, 122931.79148030281, 123453.08799815178, 123974.31901669502, 124495.49480628967, 125016.63821744919, 125537.77222442627, 126058.88338088989, 126579.98756670952]\n",
      "[6768.008759960532, 6783.029384709895, 6798.055504884571, 6813.094296183437, 6828.146296489984, 6843.219059687108, 6858.309219349176, 6873.4151618257165, 6888.529252894223, 6903.6435281559825, 6918.764308966696, 6933.885744251311, 6949.09200052917, 6964.416019000113, 6979.424778960645, 6994.445403710008, 7009.471523884684, 7024.51031518355, 7039.562315490097, 7054.635078687221, 7069.725238349289, 7084.8311808258295, 7099.945271894336, 7115.0595471560955, 7130.180327966809, 7145.301763251424]\n",
      "Minnesota\n",
      "[76436.28710871935, 77009.82477498055, 77583.68665349483, 78156.578715384, 78727.51315706968, 79296.10159105062, 79862.2615455985, 80425.81297922134, 80986.67830383778, 81544.84056425095, 82099.76747733355, 82651.22081053257, 83262.10843682289, 83851.5924141407, 84423.87952286005, 84997.41718912125, 85571.27906763554, 86144.17112952471, 86715.10557121038, 87283.69400519133, 87849.85395973921, 88413.40539336205, 88974.27071797848, 89532.43297839165, 90087.35989147425, 90638.81322467327]\n",
      "[1908.3298126459122, 1950.6971966028214, 1993.0680035948753, 2035.3932827711105, 2077.637099504471, 2119.7900826931, 2161.852193713188, 2203.8195798397064, 2245.693394958973, 2287.4774435162544, 2329.1563532352448, 2370.7278356552124, 2413.921831905842, 2456.519964158535, 2498.849776804447, 2541.2171607613564, 2583.5879677534103, 2625.9132469296455, 2668.157063663006, 2710.310046851635, 2752.372157871723, 2794.3395439982414, 2836.213359117508, 2877.9974076747894, 2919.6763173937798, 2961.2477998137474]\n",
      "Mississippi\n",
      "[83510.4766741395, 84065.3551928699, 84614.93713408709, 85160.50265654922, 85704.09022793174, 86246.45746946335, 86788.3062466979, 87330.49310222268, 87873.36928620934, 88416.94844663143, 88958.5363253951, 89497.27347046137, 90077.51526683569, 90645.59592530131, 91206.07259944081, 91760.95111817122, 92310.5330593884, 92856.09858185053, 93399.68615323305, 93942.05339476466, 94483.90217199922, 95026.089027524, 95568.96521151066, 96112.54437193274, 96654.13225069642, 97192.86939576268]\n",
      "[2488.7604598402977, 2504.39986038208, 2519.9172312021255, 2535.3391511142254, 2550.713221773505, 2566.060607790947, 2581.401389539242, 2596.7567116618156, 2612.1354886740446, 2627.538862720132, 2642.90870924294, 2658.2249298989773, 2674.35907356441, 2690.2602028399706, 2706.0206626802683, 2721.6600632220507, 2737.177434042096, 2752.599353954196, 2767.973424613476, 2783.3208106309175, 2798.6615923792124, 2814.0169145017862, 2829.395691514015, 2844.7990655601025, 2860.1689120829105, 2875.485132738948]\n",
      "Missouri\n",
      "[86658.3900719285, 87684.17720931768, 88709.62217068672, 89732.65782263875, 90752.58842036128, 91768.50922060013, 92780.20029047132, 93788.00871667266, 94791.29846823215, 95789.73005363345, 96782.24047484994, 97769.71254077554, 98821.12640970945, 99855.32861530781, 100878.71868723631, 101904.50582462549, 102929.95078599453, 103952.98643794656, 104972.91703566909, 105988.83783590794, 107000.52890577912, 108008.33733198047, 109011.62708353996, 110010.05866894126, 111002.56909015775, 111990.04115608335]\n",
      "[1566.7690392136574, 1586.5340819060802, 1606.2843198478222, 1626.0119644999504, 1645.7132521271706, 1665.3858287632465, 1685.0295029580593, 1704.6458041369915, 1724.2355111539364, 1743.8004384338856, 1763.3419217765331, 1782.864688694477, 1802.7655652463436, 1822.549002379179, 1842.3180415928364, 1862.0830842852592, 1881.8333222270012, 1901.5609668791294, 1921.2622545063496, 1940.9348311424255, 1960.5785053372383, 1980.1948065161705, 1999.7845135331154, 2019.3494408130646, 2038.8909241557121, 2058.413691073656]\n",
      "Montana\n",
      "[7531.468004763126, 7643.006874144077, 7755.22389537096, 7867.550770580769, 7980.081858813763, 8092.1098311543465, 8204.139920651913, 8316.641487777233, 8429.389571368694, 8541.876993238926, 8653.340385973454, 8764.281270980835, 8877.127868533134, 8988.498423933983, 9098.96642869711, 9210.50529807806, 9322.722319304943, 9435.049194514751, 9547.580282747746, 9659.60825508833, 9771.638344585896, 9884.139911711216, 9996.887995302677, 10109.375417172909, 10220.838809907436, 10331.779694914818]\n",
      "[105.30275106430054, 106.6202523112297, 107.94746834039688, 109.2765594124794, 110.60911303758621, 111.93503910303116, 113.26155596971512, 114.59554350376129, 115.93381774425507, 117.26897883415222, 118.58976605534554, 119.90307965874672, 121.24507653713226, 122.55700647830963, 123.85975754261017, 125.17725878953934, 126.50447481870651, 127.83356589078903, 129.16611951589584, 130.4920455813408, 131.81856244802475, 133.15254998207092, 134.4908242225647, 135.82598531246185, 137.14677253365517, 138.46008613705635]\n",
      "Nebraska\n",
      "[34559.16831833124, 34831.352883696556, 35103.50954455137, 35375.616500496864, 35647.64577817917, 35919.589713037014, 36191.441719055176, 36463.17864191532, 36734.78081536293, 37006.24681663513, 37277.59626609087, 37548.86271339655, 37822.68373143673, 38095.50032478571, 38367.66864311695, 38639.853208482265, 38912.00986933708, 39184.116825282574, 39456.14610296488, 39728.09003782272, 39999.942043840885, 40271.67896670103, 40543.28114014864, 40814.74714142084, 41086.09659087658, 41357.36303818226]\n",
      "[403.2313560396433, 409.4622490257025, 415.69186982512474, 421.9198377132416, 428.14569894969463, 434.3693488538265, 440.59077997505665, 446.80984814465046, 453.026516482234, 459.2409734874964, 465.45361664891243, 471.6649853885174, 477.9094250202179, 484.14500591158867, 490.37636195123196, 496.60725493729115, 502.8368757367134, 509.06484362483025, 515.2907048612833, 521.5143547654152, 527.7357858866453, 533.9548540562391, 540.1715223938227, 546.385979399085, 552.5986225605011, 558.809991300106]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nevada\n",
      "[69756.07646143436, 70285.81501448154, 70819.78170001507, 71358.40661716461, 71899.49230492115, 72441.33122420311, 72987.03041040897, 73538.05605781078, 74095.80623412132, 74660.56023144722, 75229.14163780212, 75798.9066426754, 76338.59631633759, 76874.07223284245, 77402.14869427681, 77931.88724732399, 78465.85393285751, 79004.47885000706, 79545.5645377636, 80087.40345704556, 80633.10264325142, 81184.12829065323, 81741.87846696377, 82306.63246428967, 82875.21387064457, 83444.97887551785]\n",
      "[1319.1216400265694, 1333.2545372843742, 1347.4377085268497, 1361.6790501773357, 1375.9473587572575, 1390.2185600996017, 1404.53963175416, 1418.9331230521202, 1433.4201295673847, 1448.0048958957195, 1462.6408307254314, 1477.2886879742146, 1491.5946252644062, 1505.8024486899376, 1519.924088716507, 1534.0569859743118, 1548.2401572167873, 1562.4814988672733, 1576.749807447195, 1591.0210087895393, 1605.3420804440975, 1619.7355717420578, 1634.2225782573223, 1648.8073445856571, 1663.443279415369, 1678.0911366641521]\n",
      "New Hampshire\n",
      "[7354.216616153717, 7433.409374952316, 7512.573027610779, 7591.708258390427, 7670.835436582565, 7749.955430030823, 7829.062923192978, 7908.1619465351105, 7987.247751951218, 8066.324828863144, 8145.389922857285, 8224.436575174332, 8303.46153974533, 8382.41998910904, 8461.636605262756, 8540.829364061356, 8619.993016719818, 8699.128247499466, 8778.255425691605, 8857.375419139862, 8936.482912302017, 9015.58193564415, 9094.667741060257, 9173.744817972183, 9252.809911966324, 9331.856564283371]\n",
      "[432.9600853025913, 433.91799810528755, 434.8734864741564, 435.826684653759, 436.77936298400164, 437.7317116856575, 438.6830603554845, 439.6337424740195, 440.5833664536476, 441.5323558449745, 442.4804728925228, 443.4271958619356, 444.36511843651533, 445.3072867617011, 446.26737206429243, 447.22528486698866, 448.1807732358575, 449.1339714154601, 450.08664974570274, 451.0389984473586, 451.9903471171856, 452.94102923572063, 453.8906532153487, 454.8396426066756, 455.7877596542239, 456.7344826236367]\n",
      "New Jersey\n",
      "[192341.40817064047, 192722.85340297222, 193104.36970238388, 193485.98837184906, 193867.73440870643, 194249.53063327074, 194631.36945304275, 195013.3561656922, 195395.4254628569, 195777.5187278688, 196159.6207113862, 196541.73073780537, 196922.8724310249, 197303.36457949877, 197684.77275013924, 198066.217982471, 198447.73428188264, 198829.35295134783, 199211.0989882052, 199592.8952127695, 199974.7340325415, 200356.72074519098, 200738.79004235566, 201120.88330736756, 201502.98529088497, 201885.09531730413]\n",
      "[16022.135425433517, 16099.274022728205, 16176.419476438314, 16253.575354907662, 16330.744754802436, 16407.919452525675, 16485.098573081195, 16562.293600793928, 16639.497412648052, 16716.703480351716, 16793.91010859981, 16871.117270048708, 16948.230314720422, 17025.270912442356, 17102.406337875873, 17179.54493517056, 17256.69038888067, 17333.846267350018, 17411.015667244792, 17488.19036496803, 17565.36948552355, 17642.564513236284, 17719.76832509041, 17796.974392794073, 17874.181021042168, 17951.388182491064]\n",
      "New Mexico\n",
      "[25487.420740246773, 25622.97807765007, 25758.58672809601, 25894.09875702858, 26029.454475164413, 26164.652854323387, 26299.70510852337, 26434.695315480232, 26569.657953500748, 26704.60618329048, 26839.465893626213, 26974.252027392387, 27113.565951108932, 27250.434341549873, 27385.855081796646, 27521.412419199944, 27657.02106964588, 27792.533098578453, 27927.888816714287, 28063.08719587326, 28198.139450073242, 28333.129657030106, 28468.09229505062, 28603.040524840355, 28737.900235176086, 28872.68636894226]\n",
      "[784.0902864336967, 789.1680961251259, 794.2404797077179, 799.3212384879589, 804.4160860180855, 809.5253937840462, 814.6501890718937, 819.7839988172054, 824.923322737217, 830.0670334100723, 835.2219096720219, 840.3867391645908, 845.1971777677536, 850.1476603150368, 855.2379467487335, 860.3157564401627, 865.3881400227547, 870.4688988029957, 875.5637463331223, 880.673054099083, 885.7978493869305, 890.9316591322422, 896.0709830522537, 901.2146937251091, 906.3695699870586, 911.5343994796276]\n",
      "New York\n",
      "[435437.04661901295, 436118.10150144994, 436799.16456212103, 437480.23575843126, 438161.3144088611, 438842.39970410615, 439523.49062188715, 440204.5861399248, 440885.6852785349, 441566.787100628, 442247.8909672797, 442928.9962395653, 443609.82720024884, 444290.8225349188, 444971.86915393174, 445652.9240363687, 446333.9870970398, 447015.05829335004, 447696.1369437799, 448377.22223902494, 449058.31315680593, 449739.4086748436, 450420.5078134537, 451101.6096355468, 451782.71350219846, 452463.8187744841]\n",
      "[32996.22079250589, 33035.44256833196, 33074.66532448027, 33113.88905495498, 33153.11367881205, 33192.339100117795, 33231.565198955126, 33270.7918614028, 33310.0189645458, 33349.24639746081, 33388.47408519965, 33427.701952814125, 33466.89487059135, 33506.10901369434, 33545.32980620023, 33584.551582026295, 33623.77433817461, 33662.99806864932, 33702.22269250639, 33741.448113812134, 33780.674212649465, 33819.90087509714, 33859.12797824014, 33898.35541115515, 33937.583098893985, 33976.81096650846]\n",
      "North Carolina\n",
      "[168751.61221718788, 170204.93093186617, 171665.83869719505, 173129.50675201416, 174592.39656996727, 176055.31865930557, 177519.45139104128, 178985.06038349867, 180452.50837945938, 181921.78948318958, 183390.7488039732, 184856.80897521973, 186346.3462688923, 187770.45208787918, 189213.06430506706, 190666.38301974535, 192127.29078507423, 193590.95883989334, 195053.84865784645, 196516.77074718475, 197980.90347892046, 199446.51247137785, 200913.96046733856, 202383.24157106876, 203852.20089185238, 205318.2610630989]\n",
      "[2720.443170905113, 2738.9539928734303, 2757.510772407055, 2776.0827390253544, 2794.645210534334, 2813.2046660780907, 2831.7697154283524, 2850.3412748277187, 2868.922789275646, 2887.514715075493, 2906.102946817875, 2924.670315861702, 2943.4341680407524, 2961.7258589565754, 2980.1690298616886, 2998.6798518300056, 3017.2366313636303, 3035.80859798193, 3054.3710694909096, 3072.930525034666, 3091.4955743849277, 3110.067133784294, 3128.6486482322216, 3147.2405740320683, 3165.8288057744503, 3184.3961748182774]\n",
      "North Dakota\n",
      "[12254.213052868843, 12733.917776823044, 13257.214898705482, 13829.875054597855, 14463.475840330124, 15182.120373368263, 16020.540709853172, 17042.49190557003, 18342.202524781227, 20095.606465935707, 22659.65674173832, 26664.37598860264, 27068.814321160316, 27474.058112740517, 27912.27116560936, 28391.97588956356, 28915.273011446, 29487.93316733837, 30121.53395307064, 30840.17848610878, 31678.59882259369, 32700.550018310547, 34000.260637521744, 35753.664578676224, 38317.714854478836, 42322.434101343155]\n",
      "[144.93351632356644, 146.96170139312744, 149.08439713716507, 151.30933368206024, 153.65463757514954, 156.1585310101509, 158.87201243638992, 161.88447147607803, 165.3252324461937, 169.43761104345322, 174.65225094556808, 181.43042773008347, 183.28549802303314, 185.1420950293541, 187.07561135292053, 189.10379642248154, 191.22649216651917, 193.45142871141434, 195.79673260450363, 198.300626039505, 201.01410746574402, 204.02656650543213, 207.4673274755478, 211.5797060728073, 216.79434597492218, 223.57252275943756]\n",
      "Ohio\n",
      "[123844.03469514847, 124531.18626880646, 125214.27262115479, 125890.82935523987, 126559.0422129631, 127218.79207348824, 127869.82843375206, 128512.04037094116, 129144.0275914669, 129765.73064184189, 130379.38615655899, 130985.8278388977, 131724.81408524513, 132472.7779507637, 133161.81264591217, 133848.96421957016, 134532.0505719185, 135208.60730600357, 135876.8201637268, 136536.57002425194, 137187.60638451576, 137829.81832170486, 138461.8055422306, 139083.5085926056, 139697.1641073227, 140303.6057896614]\n",
      "[4287.113378882408, 4435.328676342964, 4583.692498445511, 4732.246800303459, 4881.021933794022, 5030.039608716965, 5179.32135784626, 5328.863785505295, 5478.668146967888, 5628.70465362072, 5778.771753549576, 5928.822567105293, 6075.96858048439, 6221.7076733112335, 6369.821052193642, 6518.036349654198, 6666.400171756744, 6814.954473614693, 6963.729607105255, 7112.747282028198, 7262.029031157494, 7411.571458816528, 7561.375820279121, 7711.412326931953, 7861.479426860809, 8011.530240416527]\n",
      "Oklahoma\n",
      "[59291.475399017334, 59854.09178900719, 60418.61605811119, 60983.08366703987, 61544.99918985367, 62104.29891514778, 62662.750365018845, 63221.25751543045, 63780.00716137886, 64337.03914451599, 64891.29974412918, 65441.66330862045, 66043.06221175194, 66612.9638569355, 67171.43925595284, 67734.05564594269, 68298.57991504669, 68863.04752397537, 69424.96304678917, 69984.26277208328, 70542.71422195435, 71101.22137236595, 71659.97101831436, 72217.00300145149, 72771.26360106468, 73321.62716555595]\n",
      "[806.1953251957893, 812.4238827228546, 818.6679050922394, 824.9116114377975, 831.1344084143639, 837.3356856107712, 843.5297014713287, 849.7233370542526, 855.9171935915947, 862.0945178866386, 868.2473345994949, 874.3667445778847, 880.9185557961464, 887.1980305314064, 893.3933557271957, 899.621913254261, 905.8659356236458, 912.109641969204, 918.3324389457703, 924.5337161421776, 930.7277320027351, 936.921367585659, 943.1152241230011, 949.292548418045, 955.4453651309013, 961.5647751092911]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Oregon\n",
      "[26856.231201916933, 26997.43662622571, 27136.689187705517, 27273.850102692842, 27408.716696947813, 27541.906865239143, 27673.78474292159, 27804.67683851719, 27934.622250407934, 28063.55798459053, 28191.20136716962, 28317.35084462166, 28469.30556604266, 28619.098259985447, 28762.32946190238, 28903.534886211157, 29042.787447690964, 29179.94836267829, 29314.81495693326, 29448.00512522459, 29579.883002907038, 29710.775098502636, 29840.72051039338, 29969.656244575977, 30097.299627155066, 30223.449104607105]\n",
      "[461.26568937301636, 463.5084618330002, 465.7291293144226, 467.92574125528336, 470.0956549048424, 472.2465744614601, 474.3831704258919, 476.50965893268585, 478.6266499757767, 480.7334088087082, 482.82634848356247, 484.9027941226959, 487.277151286602, 489.62258088588715, 491.8882702589035, 494.13104271888733, 496.35171020030975, 498.5483221411705, 500.7182357907295, 502.86915534734726, 505.005751311779, 507.132239818573, 509.2492308616638, 511.35598969459534, 513.4489293694496, 515.5253750085831]\n",
      "Pennsylvania\n",
      "[139433.70619118214, 140072.17703086138, 140710.28751850128, 141347.86671963334, 141984.74903935194, 142620.97301834822, 143256.56049406528, 143891.54877498746, 144525.95648112893, 145159.81044721603, 145793.02702009678, 146425.52234125137, 147070.64340114594, 147710.37738972902, 148349.08358091116, 148987.5544205904, 149625.6649082303, 150263.24410936236, 150900.12642908096, 151536.35040807724, 152171.9378837943, 152806.92616471648, 153441.33387085795, 154075.18783694506, 154708.4044098258, 155340.8997309804]\n",
      "[7681.534051172435, 7704.073841668665, 7726.614963464439, 7749.1503535583615, 7771.675118662417, 7794.192587025464, 7816.700334869325, 7839.195166058838, 7861.670505397022, 7884.123103395104, 7906.548663817346, 7928.942549981177, 7951.383837014437, 7973.720187664032, 7996.254238836467, 8018.794029332697, 8041.335151128471, 8063.8705412223935, 8086.395306326449, 8108.912774689496, 8131.420522533357, 8153.91535372287, 8176.390693061054, 8198.843291059136, 8221.268851481378, 8243.662737645209]\n",
      "Rhode Island\n",
      "[22002.624312639236, 22056.21043598652, 22109.780095934868, 22163.33387184143, 22216.875679194927, 22270.401404559612, 22323.913770914078, 22377.415042579174, 22430.905774772167, 22484.396062791348, 22537.886148035526, 22591.376102924347, 22644.842405557632, 22698.312348484993, 22751.93666112423, 22805.522784471512, 22859.09244441986, 22912.646220326424, 22966.18802767992, 23019.713753044605, 23073.22611939907, 23126.727391064167, 23180.21812325716, 23233.70841127634, 23287.19849652052, 23340.68845140934]\n",
      "[1050.114350117743, 1052.2266580164433, 1054.3380822315812, 1056.4486426264048, 1058.5585498437285, 1060.6675521284342, 1062.7758007645607, 1064.8834465742111, 1066.990568317473, 1069.0976764336228, 1071.2047780826688, 1073.3118755742908, 1075.4182275012136, 1077.5246930643916, 1079.6390431821346, 1081.7513510808349, 1083.8627752959728, 1085.9733356907964, 1088.0832429081202, 1090.1922451928258, 1092.3004938289523, 1094.4081396386027, 1096.5152613818645, 1098.6223694980145, 1100.7294711470604, 1102.8365686386824]\n",
      "South Carolina\n",
      "[119641.21598935127, 120297.77456629276, 120960.46530658007, 121628.06934180856, 122300.37173616886, 122976.35337176919, 123654.42944294214, 124333.97685581446, 125015.61934289336, 125698.69286677241, 126384.79117399454, 127071.72069880366, 127765.70223274827, 128448.20630800724, 129097.42229735851, 129753.9808743, 130416.6716145873, 131084.2756498158, 131756.5780441761, 132432.55967977643, 133110.63575094938, 133790.1831638217, 134471.8256509006, 135154.89917477965, 135840.99748200178, 136527.9270068109]\n",
      "[2734.4496643543243, 2748.9892423152924, 2763.582305908203, 2778.2043516635895, 2792.8468227386475, 2807.494810819626, 2822.129590511322, 2836.7448794841766, 2851.3515973091125, 2865.940601825714, 2880.543953180313, 2895.1323306560516, 2910.590136051178, 2925.4632139205933, 2939.9128782749176, 2954.4524562358856, 2969.0455198287964, 2983.6675655841827, 2998.3100366592407, 3012.958024740219, 3027.5928044319153, 3042.20809340477, 3056.814811229706, 3071.4038157463074, 3086.0071671009064, 3100.595544576645]\n",
      "South Dakota\n",
      "[13593.811258345842, 13678.570167466998, 13763.256498783827, 13847.856085792184, 13932.3621237427, 14016.772858068347, 14101.09206712246, 14185.327521130443, 14269.486479729414, 14353.57817992568, 14437.610939666629, 14521.593578204513, 14609.772342696786, 14696.023478582501, 14780.834736928344, 14865.5936460495, 14950.279977366328, 15034.879564374685, 15119.385602325201, 15203.796336650848, 15288.11554570496, 15372.350999712944, 15456.509958311915, 15540.601658508182, 15624.63441824913, 15708.617056787014]\n",
      "[168.00299230217934, 169.00544002652168, 170.00707906484604, 171.00772121548653, 172.00726053118706, 173.00565749406815, 174.00294733047485, 174.99920934438705, 175.9945289194584, 176.9890154004097, 177.98276275396347, 178.97591707110405, 180.0066844522953, 181.02307850122452, 182.02607080340385, 183.0285185277462, 184.03015756607056, 185.03079971671104, 186.03033903241158, 187.02873599529266, 188.02602583169937, 189.02228784561157, 190.0176074206829, 191.01209390163422, 192.005841255188, 192.99899557232857]\n",
      "Tennessee\n",
      "[156250.9185909629, 157566.2272312641, 158877.9327673912, 160184.5436822772, 161487.77867162228, 162788.25647813082, 164086.87080723047, 165384.0198596716, 166681.2505943179, 167976.79479563236, 169268.96950387955, 170559.52159512043, 171857.1772814393, 173149.66493463516, 174467.58352559805, 175782.89216589928, 177094.59770202637, 178401.20861691236, 179704.44360625744, 181004.92141276598, 182303.53574186563, 183600.68479430676, 184897.91552895308, 186193.45973026752, 187485.6344385147, 188776.1865297556]\n",
      "[1769.1067225933075, 1784.1803393512964, 1799.2116596847773, 1814.1864621192217, 1829.1232085675001, 1844.0290430933237, 1858.913361877203, 1873.7805536836386, 1888.6460406780243, 1903.4922678023577, 1918.3031031787395, 1933.0961732119322, 1948.0446843653917, 1962.9232775717974, 1978.0300001651049, 1993.1036169230938, 2008.1349372565746, 2023.109739691019, 2038.0464861392975, 2052.952320665121, 2067.8366394490004, 2082.703831255436, 2097.5693182498217, 2112.415545374155, 2127.226380750537, 2142.0194507837296]\n",
      "Texas\n",
      "[637962.3798538148, 643193.7771740556, 648437.4169306755, 653697.1703818738, 658972.3057596087, 664261.4459270239, 669565.214295119, 674879.4904322326, 680204.0008203685, 685538.8246985972, 690884.2642255425, 696240.5385020077, 701460.9593016207, 706567.399471879, 711790.7793256938, 717022.1766459346, 722265.8164025545, 727525.5698537529, 732800.7052314878, 738089.8453989029, 743393.613766998, 748707.8899041116, 754032.4002922475, 759367.2241704762, 764712.6636974216, 770068.9379738867]\n",
      "[12891.071017995477, 13003.276328787208, 13115.71335208416, 13228.478313535452, 13341.559700846672, 13454.931192785501, 13568.613581568003, 13682.516183540225, 13796.639258280396, 13910.980404689908, 14025.552757427096, 14140.374123558402, 14251.9990953058, 14361.51513671875, 14473.586154714227, 14585.791465505958, 14698.22848880291, 14810.993450254202, 14924.074837565422, 15037.446329504251, 15151.128718286753, 15265.031320258975, 15379.154394999146, 15493.495541408658, 15608.067894145846, 15722.889260277152]\n",
      "Utah\n",
      "[52430.96676850319, 52756.32118910551, 53082.306929290295, 53408.25585079193, 53733.709781348705, 54058.60611498356, 54382.946045815945, 54706.45029205084, 55028.759509027004, 55349.470482409, 55668.70526826382, 55986.741385638714, 56324.87254321575, 56654.476749658585, 56978.443518161774, 57303.797938764095, 57629.78367894888, 57955.732600450516, 58281.18653100729, 58606.08286464214, 58930.42279547453, 59253.92704170942, 59576.23625868559, 59896.947232067585, 60216.1820179224, 60534.2181352973]\n",
      "[414.0800952613354, 421.17301192879677, 428.270427107811, 435.36523965001106, 442.4529345035553, 449.53336280584335, 456.6069711446762, 463.671417504549, 470.7232279777527, 477.7580640912056, 484.7770711481571, 491.78295147418976, 498.98815166950226, 506.1196259856224, 513.1997212469578, 520.2926379144192, 527.3900530934334, 534.4848656356335, 541.5725604891777, 548.6529887914658, 555.7265971302986, 562.7910434901714, 569.8428539633751, 576.877690076828, 583.8966971337795, 590.9025774598122]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vermont\n",
      "[1630.4870748519897, 1636.9741353690624, 1643.4611787945032, 1649.9482029229403, 1656.4352077543736, 1662.922195494175, 1669.4091677963734, 1675.8961285203695, 1682.3830809742212, 1688.8700290173292, 1695.3569737523794, 1701.8439184874296, 1708.3155237585306, 1714.800205230713, 1721.2872800827026, 1727.7743405997753, 1734.261384025216, 1740.7484081536531, 1747.2354129850864, 1753.7224007248878, 1760.2093730270863, 1766.6963337510824, 1773.1832862049341, 1779.670234248042, 1786.1571789830923, 1792.6441237181425]\n",
      "[59.00035697221756, 60.00071394443512, 61.0010712146759, 62.00142952799797, 63.00178948044777, 64.00215151906013, 65.0025160908699, 66.0028834939003, 67.00325387716293, 68.00362768769264, 69.00400492548943, 70.00438544154167, 71.00356566905975, 72.00398403406143, 73.00434100627899, 74.00469797849655, 75.00505524873734, 76.0054135620594, 77.0057735145092, 78.00613555312157, 79.00650012493134, 80.00686752796173, 81.00723791122437, 82.00761172175407, 83.00798895955086, 84.0083694756031]\n",
      "Virginia\n",
      "[121365.45455381274, 122156.01227641106, 122946.33867993951, 123736.29816770554, 124525.86161464453, 125315.09417682886, 126103.9055365324, 126892.24068641663, 127680.32548084855, 128468.04396003485, 129255.62023684382, 130043.19699406624, 130832.57902488112, 131615.2577869594, 132405.71234077215, 133196.27006337047, 133986.59646689892, 134776.55595466495, 135566.11940160394, 136355.35196378827, 137144.1633234918, 137932.49847337604, 138720.58326780796, 139508.30174699426, 140295.87802380323, 141083.45478102565]\n",
      "[2595.259103089571, 2610.52087149024, 2625.7819332182407, 2641.0423494279385, 2656.3041178286076, 2671.569830685854, 2686.8375548422337, 2702.105792015791, 2717.378242045641, 2732.652181863785, 2747.9306878745556, 2763.2151377499104, 2778.212712496519, 2793.180336892605, 2808.439439982176, 2823.701208382845, 2838.9622701108456, 2854.2226863205433, 2869.4844547212124, 2884.750167578459, 2900.0178917348385, 2915.2861289083958, 2930.558578938246, 2945.8325187563896, 2961.1110247671604, 2976.395474642515]\n",
      "Washington\n",
      "[75172.63453891873, 75709.7200679183, 76246.11580660939, 76781.9093927443, 77317.10950610042, 77851.8333516717, 78386.0816014409, 78919.98378008604, 79453.51838415861, 79986.65209451318, 80519.38283920288, 81051.7355375886, 81592.077663064, 82129.96374753118, 82667.59828644991, 83204.68381544948, 83741.07955414057, 84276.87314027548, 84812.07325363159, 85346.79709920287, 85881.04534897208, 86414.94752761722, 86948.48213168979, 87481.61584204435, 88014.34658673406, 88546.69928511977]\n",
      "[1956.977300107479, 1998.8774414658546, 2040.6832493543625, 2082.410907328129, 2124.0633395314217, 2165.6564868688583, 2207.1915749311447, 2248.6838002204895, 2290.1298519968987, 2331.524593472481, 2372.868337213993, 2414.16271597147, 2456.1456176042557, 2498.061802685261, 2540.03910279274, 2581.9392441511154, 2623.7450520396233, 2665.4727100133896, 2707.1251422166824, 2748.718289554119, 2790.2533776164055, 2831.7456029057503, 2873.1916546821594, 2914.5863961577415, 2955.930139899254, 2997.2245186567307]\n",
      "West Virginia\n",
      "[10344.055733919144, 10439.550377130508, 10535.40295124054, 10631.613281726837, 10727.924326181412, 10824.75752711296, 10921.946302890778, 11019.386390924454, 11117.06497836113, 11214.775096178055, 11312.253768205643, 11409.716616868973, 11506.059395313263, 11604.807470560074, 11699.863204479218, 11795.357847690582, 11891.210421800613, 11987.420752286911, 12083.731796741486, 12180.564997673035, 12277.753773450851, 12375.193861484528, 12472.872448921204, 12570.582566738129, 12668.061238765717, 12765.524087429047]\n",
      "[217.64229282736778, 220.2919887751341, 222.9474411904812, 225.6085041165352, 228.27081181108952, 230.9415054321289, 233.61773312091827, 236.297899633646, 238.98193657398224, 241.66635662317276, 244.34688992798328, 247.02710047364235, 249.71659749746323, 252.41805136203766, 255.06034418940544, 257.71004013717175, 260.36549255251884, 263.02655547857285, 265.6888631731272, 268.35955679416656, 271.03578448295593, 273.71595099568367, 276.3999879360199, 279.0844079852104, 281.76494129002094, 284.44515183568]\n",
      "Wisconsin\n",
      "[76094.88012474775, 76585.68544715643, 77074.79480367899, 77559.88433915377, 78040.40602266788, 78516.04846072197, 78987.88537335396, 79455.60822743177, 79919.34210604429, 80378.93339973688, 80833.12741225958, 81282.35629099607, 81798.38239955902, 82297.28890061378, 82789.16902536154, 83279.97434777021, 83769.08370429277, 84254.17323976755, 84734.69492328167, 85210.33736133575, 85682.17427396774, 86149.89712804556, 86613.63100665808, 87073.22230035067, 87527.41631287336, 87976.64519160986]\n",
      "[1128.5923235416412, 1135.1891902685165, 1141.7901272177696, 1148.3907056748867, 1154.9909462034702, 1161.5908974707127, 1168.192142188549, 1174.7932189702988, 1181.393110603094, 1187.9890917241573, 1194.5774423778057, 1201.1582187712193, 1207.7512990534306, 1214.3186419308186, 1220.9109654724598, 1227.507832199335, 1234.1087691485882, 1240.7093476057053, 1247.3095881342888, 1253.9095394015312, 1260.5107841193676, 1267.1118609011173, 1273.7117525339127, 1280.307733654976, 1286.8960843086243, 1293.4768607020378]\n",
      "Wyoming\n",
      "[3882.2191371917725, 3914.3934472203255, 3946.5184014439583, 3978.58348095417, 4010.5965010523796, 4042.5519706606865, 4074.4619901180267, 4106.323616206646, 4138.14415705204, 4169.928724348545, 4201.685261189938, 4233.426351130009, 4265.217735350132, 4297.648592531681, 4329.8677297234535, 4362.0420397520065, 4394.166993975639, 4426.232073485851, 4458.245093584061, 4490.200563192368, 4522.110582649708, 4553.972208738327, 4585.792749583721, 4617.577316880226, 4649.333853721619, 4681.07494366169]\n",
      "[38.17084413766861, 39.34035670757294, 40.50838705897331, 41.674619287252426, 42.83928182721138, 44.00221225619316, 45.163776099681854, 46.32388171553612, 47.48274517059326, 48.64050981402397, 49.79741331934929, 50.95383730530739, 52.11215791106224, 53.288815289735794, 54.459659427404404, 55.62917199730873, 56.797202348709106, 57.96343457698822, 59.128097116947174, 60.291027545928955, 61.45259138941765, 62.61269700527191, 63.771560460329056, 64.92932510375977, 66.08622860908508, 67.24265259504318]\n"
     ]
    }
   ],
   "source": [
    "forecasted = {}\n",
    "\n",
    "for state in states:\n",
    "    X_train, y_train, scaler = get_training_data(state)\n",
    "\n",
    "    model = get_model(X_train)\n",
    "    model.compile(optimizer='adam', loss = 'mean_squared_logarithmic_error')\n",
    "    model.fit(X_train, y_train, epochs=50, batch_size=32, verbose=0)\n",
    "    \n",
    "    y_case_forecast, y_death_forecast = predict(model, get_prediction_queue(X_train), scaler)\n",
    "    y_cum_case_forecast, y_cum_death_forecast = get_cum_forecast(state, y_case_forecast, y_death_forecast)\n",
    "    print(state)\n",
    "    print(y_cum_case_forecast)\n",
    "    print(y_cum_death_forecast)\n",
    "    \n",
    "    forecasted[state] = (y_cum_case_forecast, y_cum_death_forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 Generate Submission File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Day 1/26, Alabama\n",
      "Day 1/26, Alaska\n",
      "Day 1/26, Arizona\n",
      "Day 1/26, Arkansas\n",
      "Day 1/26, California\n",
      "Day 1/26, Colorado\n",
      "Day 1/26, Connecticut\n",
      "Day 1/26, Delaware\n",
      "Day 1/26, Florida\n",
      "Day 1/26, Georgia\n",
      "Day 1/26, Hawaii\n",
      "Day 1/26, Idaho\n",
      "Day 1/26, Illinois\n",
      "Day 1/26, Indiana\n",
      "Day 1/26, Iowa\n",
      "Day 1/26, Kansas\n",
      "Day 1/26, Kentucky\n",
      "Day 1/26, Louisiana\n",
      "Day 1/26, Maine\n",
      "Day 1/26, Maryland\n",
      "Day 1/26, Massachusetts\n",
      "Day 1/26, Michigan\n",
      "Day 1/26, Minnesota\n",
      "Day 1/26, Mississippi\n",
      "Day 1/26, Missouri\n",
      "Day 1/26, Montana\n",
      "Day 1/26, Nebraska\n",
      "Day 1/26, Nevada\n",
      "Day 1/26, New Hampshire\n",
      "Day 1/26, New Jersey\n",
      "Day 1/26, New Mexico\n",
      "Day 1/26, New York\n",
      "Day 1/26, North Carolina\n",
      "Day 1/26, North Dakota\n",
      "Day 1/26, Ohio\n",
      "Day 1/26, Oklahoma\n",
      "Day 1/26, Oregon\n",
      "Day 1/26, Pennsylvania\n",
      "Day 1/26, Rhode Island\n",
      "Day 1/26, South Carolina\n",
      "Day 1/26, South Dakota\n",
      "Day 1/26, Tennessee\n",
      "Day 1/26, Texas\n",
      "Day 1/26, Utah\n",
      "Day 1/26, Vermont\n",
      "Day 1/26, Virginia\n",
      "Day 1/26, Washington\n",
      "Day 1/26, West Virginia\n",
      "Day 1/26, Wisconsin\n",
      "Day 1/26, Wyoming\n",
      "Day 2/26, Alabama\n",
      "Day 2/26, Alaska\n",
      "Day 2/26, Arizona\n",
      "Day 2/26, Arkansas\n",
      "Day 2/26, California\n",
      "Day 2/26, Colorado\n",
      "Day 2/26, Connecticut\n",
      "Day 2/26, Delaware\n",
      "Day 2/26, Florida\n",
      "Day 2/26, Georgia\n",
      "Day 2/26, Hawaii\n",
      "Day 2/26, Idaho\n",
      "Day 2/26, Illinois\n",
      "Day 2/26, Indiana\n",
      "Day 2/26, Iowa\n",
      "Day 2/26, Kansas\n",
      "Day 2/26, Kentucky\n",
      "Day 2/26, Louisiana\n",
      "Day 2/26, Maine\n",
      "Day 2/26, Maryland\n",
      "Day 2/26, Massachusetts\n",
      "Day 2/26, Michigan\n",
      "Day 2/26, Minnesota\n",
      "Day 2/26, Mississippi\n",
      "Day 2/26, Missouri\n",
      "Day 2/26, Montana\n",
      "Day 2/26, Nebraska\n",
      "Day 2/26, Nevada\n",
      "Day 2/26, New Hampshire\n",
      "Day 2/26, New Jersey\n",
      "Day 2/26, New Mexico\n",
      "Day 2/26, New York\n",
      "Day 2/26, North Carolina\n",
      "Day 2/26, North Dakota\n",
      "Day 2/26, Ohio\n",
      "Day 2/26, Oklahoma\n",
      "Day 2/26, Oregon\n",
      "Day 2/26, Pennsylvania\n",
      "Day 2/26, Rhode Island\n",
      "Day 2/26, South Carolina\n",
      "Day 2/26, South Dakota\n",
      "Day 2/26, Tennessee\n",
      "Day 2/26, Texas\n",
      "Day 2/26, Utah\n",
      "Day 2/26, Vermont\n",
      "Day 2/26, Virginia\n",
      "Day 2/26, Washington\n",
      "Day 2/26, West Virginia\n",
      "Day 2/26, Wisconsin\n",
      "Day 2/26, Wyoming\n",
      "Day 3/26, Alabama\n",
      "Day 3/26, Alaska\n",
      "Day 3/26, Arizona\n",
      "Day 3/26, Arkansas\n",
      "Day 3/26, California\n",
      "Day 3/26, Colorado\n",
      "Day 3/26, Connecticut\n",
      "Day 3/26, Delaware\n",
      "Day 3/26, Florida\n",
      "Day 3/26, Georgia\n",
      "Day 3/26, Hawaii\n",
      "Day 3/26, Idaho\n",
      "Day 3/26, Illinois\n",
      "Day 3/26, Indiana\n",
      "Day 3/26, Iowa\n",
      "Day 3/26, Kansas\n",
      "Day 3/26, Kentucky\n",
      "Day 3/26, Louisiana\n",
      "Day 3/26, Maine\n",
      "Day 3/26, Maryland\n",
      "Day 3/26, Massachusetts\n",
      "Day 3/26, Michigan\n",
      "Day 3/26, Minnesota\n",
      "Day 3/26, Mississippi\n",
      "Day 3/26, Missouri\n",
      "Day 3/26, Montana\n",
      "Day 3/26, Nebraska\n",
      "Day 3/26, Nevada\n",
      "Day 3/26, New Hampshire\n",
      "Day 3/26, New Jersey\n",
      "Day 3/26, New Mexico\n",
      "Day 3/26, New York\n",
      "Day 3/26, North Carolina\n",
      "Day 3/26, North Dakota\n",
      "Day 3/26, Ohio\n",
      "Day 3/26, Oklahoma\n",
      "Day 3/26, Oregon\n",
      "Day 3/26, Pennsylvania\n",
      "Day 3/26, Rhode Island\n",
      "Day 3/26, South Carolina\n",
      "Day 3/26, South Dakota\n",
      "Day 3/26, Tennessee\n",
      "Day 3/26, Texas\n",
      "Day 3/26, Utah\n",
      "Day 3/26, Vermont\n",
      "Day 3/26, Virginia\n",
      "Day 3/26, Washington\n",
      "Day 3/26, West Virginia\n",
      "Day 3/26, Wisconsin\n",
      "Day 3/26, Wyoming\n",
      "Day 4/26, Alabama\n",
      "Day 4/26, Alaska\n",
      "Day 4/26, Arizona\n",
      "Day 4/26, Arkansas\n",
      "Day 4/26, California\n",
      "Day 4/26, Colorado\n",
      "Day 4/26, Connecticut\n",
      "Day 4/26, Delaware\n",
      "Day 4/26, Florida\n",
      "Day 4/26, Georgia\n",
      "Day 4/26, Hawaii\n",
      "Day 4/26, Idaho\n",
      "Day 4/26, Illinois\n",
      "Day 4/26, Indiana\n",
      "Day 4/26, Iowa\n",
      "Day 4/26, Kansas\n",
      "Day 4/26, Kentucky\n",
      "Day 4/26, Louisiana\n",
      "Day 4/26, Maine\n",
      "Day 4/26, Maryland\n",
      "Day 4/26, Massachusetts\n",
      "Day 4/26, Michigan\n",
      "Day 4/26, Minnesota\n",
      "Day 4/26, Mississippi\n",
      "Day 4/26, Missouri\n",
      "Day 4/26, Montana\n",
      "Day 4/26, Nebraska\n",
      "Day 4/26, Nevada\n",
      "Day 4/26, New Hampshire\n",
      "Day 4/26, New Jersey\n",
      "Day 4/26, New Mexico\n",
      "Day 4/26, New York\n",
      "Day 4/26, North Carolina\n",
      "Day 4/26, North Dakota\n",
      "Day 4/26, Ohio\n",
      "Day 4/26, Oklahoma\n",
      "Day 4/26, Oregon\n",
      "Day 4/26, Pennsylvania\n",
      "Day 4/26, Rhode Island\n",
      "Day 4/26, South Carolina\n",
      "Day 4/26, South Dakota\n",
      "Day 4/26, Tennessee\n",
      "Day 4/26, Texas\n",
      "Day 4/26, Utah\n",
      "Day 4/26, Vermont\n",
      "Day 4/26, Virginia\n",
      "Day 4/26, Washington\n",
      "Day 4/26, West Virginia\n",
      "Day 4/26, Wisconsin\n",
      "Day 4/26, Wyoming\n",
      "Day 5/26, Alabama\n",
      "Day 5/26, Alaska\n",
      "Day 5/26, Arizona\n",
      "Day 5/26, Arkansas\n",
      "Day 5/26, California\n",
      "Day 5/26, Colorado\n",
      "Day 5/26, Connecticut\n",
      "Day 5/26, Delaware\n",
      "Day 5/26, Florida\n",
      "Day 5/26, Georgia\n",
      "Day 5/26, Hawaii\n",
      "Day 5/26, Idaho\n",
      "Day 5/26, Illinois\n",
      "Day 5/26, Indiana\n",
      "Day 5/26, Iowa\n",
      "Day 5/26, Kansas\n",
      "Day 5/26, Kentucky\n",
      "Day 5/26, Louisiana\n",
      "Day 5/26, Maine\n",
      "Day 5/26, Maryland\n",
      "Day 5/26, Massachusetts\n",
      "Day 5/26, Michigan\n",
      "Day 5/26, Minnesota\n",
      "Day 5/26, Mississippi\n",
      "Day 5/26, Missouri\n",
      "Day 5/26, Montana\n",
      "Day 5/26, Nebraska\n",
      "Day 5/26, Nevada\n",
      "Day 5/26, New Hampshire\n",
      "Day 5/26, New Jersey\n",
      "Day 5/26, New Mexico\n",
      "Day 5/26, New York\n",
      "Day 5/26, North Carolina\n",
      "Day 5/26, North Dakota\n",
      "Day 5/26, Ohio\n",
      "Day 5/26, Oklahoma\n",
      "Day 5/26, Oregon\n",
      "Day 5/26, Pennsylvania\n",
      "Day 5/26, Rhode Island\n",
      "Day 5/26, South Carolina\n",
      "Day 5/26, South Dakota\n",
      "Day 5/26, Tennessee\n",
      "Day 5/26, Texas\n",
      "Day 5/26, Utah\n",
      "Day 5/26, Vermont\n",
      "Day 5/26, Virginia\n",
      "Day 5/26, Washington\n",
      "Day 5/26, West Virginia\n",
      "Day 5/26, Wisconsin\n",
      "Day 5/26, Wyoming\n",
      "Day 6/26, Alabama\n",
      "Day 6/26, Alaska\n",
      "Day 6/26, Arizona\n",
      "Day 6/26, Arkansas\n",
      "Day 6/26, California\n",
      "Day 6/26, Colorado\n",
      "Day 6/26, Connecticut\n",
      "Day 6/26, Delaware\n",
      "Day 6/26, Florida\n",
      "Day 6/26, Georgia\n",
      "Day 6/26, Hawaii\n",
      "Day 6/26, Idaho\n",
      "Day 6/26, Illinois\n",
      "Day 6/26, Indiana\n",
      "Day 6/26, Iowa\n",
      "Day 6/26, Kansas\n",
      "Day 6/26, Kentucky\n",
      "Day 6/26, Louisiana\n",
      "Day 6/26, Maine\n",
      "Day 6/26, Maryland\n",
      "Day 6/26, Massachusetts\n",
      "Day 6/26, Michigan\n",
      "Day 6/26, Minnesota\n",
      "Day 6/26, Mississippi\n",
      "Day 6/26, Missouri\n",
      "Day 6/26, Montana\n",
      "Day 6/26, Nebraska\n",
      "Day 6/26, Nevada\n",
      "Day 6/26, New Hampshire\n",
      "Day 6/26, New Jersey\n",
      "Day 6/26, New Mexico\n",
      "Day 6/26, New York\n",
      "Day 6/26, North Carolina\n",
      "Day 6/26, North Dakota\n",
      "Day 6/26, Ohio\n",
      "Day 6/26, Oklahoma\n",
      "Day 6/26, Oregon\n",
      "Day 6/26, Pennsylvania\n",
      "Day 6/26, Rhode Island\n",
      "Day 6/26, South Carolina\n",
      "Day 6/26, South Dakota\n",
      "Day 6/26, Tennessee\n",
      "Day 6/26, Texas\n",
      "Day 6/26, Utah\n",
      "Day 6/26, Vermont\n",
      "Day 6/26, Virginia\n",
      "Day 6/26, Washington\n",
      "Day 6/26, West Virginia\n",
      "Day 6/26, Wisconsin\n",
      "Day 6/26, Wyoming\n",
      "Day 7/26, Alabama\n",
      "Day 7/26, Alaska\n",
      "Day 7/26, Arizona\n",
      "Day 7/26, Arkansas\n",
      "Day 7/26, California\n",
      "Day 7/26, Colorado\n",
      "Day 7/26, Connecticut\n",
      "Day 7/26, Delaware\n",
      "Day 7/26, Florida\n",
      "Day 7/26, Georgia\n",
      "Day 7/26, Hawaii\n",
      "Day 7/26, Idaho\n",
      "Day 7/26, Illinois\n",
      "Day 7/26, Indiana\n",
      "Day 7/26, Iowa\n",
      "Day 7/26, Kansas\n",
      "Day 7/26, Kentucky\n",
      "Day 7/26, Louisiana\n",
      "Day 7/26, Maine\n",
      "Day 7/26, Maryland\n",
      "Day 7/26, Massachusetts\n",
      "Day 7/26, Michigan\n",
      "Day 7/26, Minnesota\n",
      "Day 7/26, Mississippi\n",
      "Day 7/26, Missouri\n",
      "Day 7/26, Montana\n",
      "Day 7/26, Nebraska\n",
      "Day 7/26, Nevada\n",
      "Day 7/26, New Hampshire\n",
      "Day 7/26, New Jersey\n",
      "Day 7/26, New Mexico\n",
      "Day 7/26, New York\n",
      "Day 7/26, North Carolina\n",
      "Day 7/26, North Dakota\n",
      "Day 7/26, Ohio\n",
      "Day 7/26, Oklahoma\n",
      "Day 7/26, Oregon\n",
      "Day 7/26, Pennsylvania\n",
      "Day 7/26, Rhode Island\n",
      "Day 7/26, South Carolina\n",
      "Day 7/26, South Dakota\n",
      "Day 7/26, Tennessee\n",
      "Day 7/26, Texas\n",
      "Day 7/26, Utah\n",
      "Day 7/26, Vermont\n",
      "Day 7/26, Virginia\n",
      "Day 7/26, Washington\n",
      "Day 7/26, West Virginia\n",
      "Day 7/26, Wisconsin\n",
      "Day 7/26, Wyoming\n",
      "Day 8/26, Alabama\n",
      "Day 8/26, Alaska\n",
      "Day 8/26, Arizona\n",
      "Day 8/26, Arkansas\n",
      "Day 8/26, California\n",
      "Day 8/26, Colorado\n",
      "Day 8/26, Connecticut\n",
      "Day 8/26, Delaware\n",
      "Day 8/26, Florida\n",
      "Day 8/26, Georgia\n",
      "Day 8/26, Hawaii\n",
      "Day 8/26, Idaho\n",
      "Day 8/26, Illinois\n",
      "Day 8/26, Indiana\n",
      "Day 8/26, Iowa\n",
      "Day 8/26, Kansas\n",
      "Day 8/26, Kentucky\n",
      "Day 8/26, Louisiana\n",
      "Day 8/26, Maine\n",
      "Day 8/26, Maryland\n",
      "Day 8/26, Massachusetts\n",
      "Day 8/26, Michigan\n",
      "Day 8/26, Minnesota\n",
      "Day 8/26, Mississippi\n",
      "Day 8/26, Missouri\n",
      "Day 8/26, Montana\n",
      "Day 8/26, Nebraska\n",
      "Day 8/26, Nevada\n",
      "Day 8/26, New Hampshire\n",
      "Day 8/26, New Jersey\n",
      "Day 8/26, New Mexico\n",
      "Day 8/26, New York\n",
      "Day 8/26, North Carolina\n",
      "Day 8/26, North Dakota\n",
      "Day 8/26, Ohio\n",
      "Day 8/26, Oklahoma\n",
      "Day 8/26, Oregon\n",
      "Day 8/26, Pennsylvania\n",
      "Day 8/26, Rhode Island\n",
      "Day 8/26, South Carolina\n",
      "Day 8/26, South Dakota\n",
      "Day 8/26, Tennessee\n",
      "Day 8/26, Texas\n",
      "Day 8/26, Utah\n",
      "Day 8/26, Vermont\n",
      "Day 8/26, Virginia\n",
      "Day 8/26, Washington\n",
      "Day 8/26, West Virginia\n",
      "Day 8/26, Wisconsin\n",
      "Day 8/26, Wyoming\n",
      "Day 9/26, Alabama\n",
      "Day 9/26, Alaska\n",
      "Day 9/26, Arizona\n",
      "Day 9/26, Arkansas\n",
      "Day 9/26, California\n",
      "Day 9/26, Colorado\n",
      "Day 9/26, Connecticut\n",
      "Day 9/26, Delaware\n",
      "Day 9/26, Florida\n",
      "Day 9/26, Georgia\n",
      "Day 9/26, Hawaii\n",
      "Day 9/26, Idaho\n",
      "Day 9/26, Illinois\n",
      "Day 9/26, Indiana\n",
      "Day 9/26, Iowa\n",
      "Day 9/26, Kansas\n",
      "Day 9/26, Kentucky\n",
      "Day 9/26, Louisiana\n",
      "Day 9/26, Maine\n",
      "Day 9/26, Maryland\n",
      "Day 9/26, Massachusetts\n",
      "Day 9/26, Michigan\n",
      "Day 9/26, Minnesota\n",
      "Day 9/26, Mississippi\n",
      "Day 9/26, Missouri\n",
      "Day 9/26, Montana\n",
      "Day 9/26, Nebraska\n",
      "Day 9/26, Nevada\n",
      "Day 9/26, New Hampshire\n",
      "Day 9/26, New Jersey\n",
      "Day 9/26, New Mexico\n",
      "Day 9/26, New York\n",
      "Day 9/26, North Carolina\n",
      "Day 9/26, North Dakota\n",
      "Day 9/26, Ohio\n",
      "Day 9/26, Oklahoma\n",
      "Day 9/26, Oregon\n",
      "Day 9/26, Pennsylvania\n",
      "Day 9/26, Rhode Island\n",
      "Day 9/26, South Carolina\n",
      "Day 9/26, South Dakota\n",
      "Day 9/26, Tennessee\n",
      "Day 9/26, Texas\n",
      "Day 9/26, Utah\n",
      "Day 9/26, Vermont\n",
      "Day 9/26, Virginia\n",
      "Day 9/26, Washington\n",
      "Day 9/26, West Virginia\n",
      "Day 9/26, Wisconsin\n",
      "Day 9/26, Wyoming\n",
      "Day 10/26, Alabama\n",
      "Day 10/26, Alaska\n",
      "Day 10/26, Arizona\n",
      "Day 10/26, Arkansas\n",
      "Day 10/26, California\n",
      "Day 10/26, Colorado\n",
      "Day 10/26, Connecticut\n",
      "Day 10/26, Delaware\n",
      "Day 10/26, Florida\n",
      "Day 10/26, Georgia\n",
      "Day 10/26, Hawaii\n",
      "Day 10/26, Idaho\n",
      "Day 10/26, Illinois\n",
      "Day 10/26, Indiana\n",
      "Day 10/26, Iowa\n",
      "Day 10/26, Kansas\n",
      "Day 10/26, Kentucky\n",
      "Day 10/26, Louisiana\n",
      "Day 10/26, Maine\n",
      "Day 10/26, Maryland\n",
      "Day 10/26, Massachusetts\n",
      "Day 10/26, Michigan\n",
      "Day 10/26, Minnesota\n",
      "Day 10/26, Mississippi\n",
      "Day 10/26, Missouri\n",
      "Day 10/26, Montana\n",
      "Day 10/26, Nebraska\n",
      "Day 10/26, Nevada\n",
      "Day 10/26, New Hampshire\n",
      "Day 10/26, New Jersey\n",
      "Day 10/26, New Mexico\n",
      "Day 10/26, New York\n",
      "Day 10/26, North Carolina\n",
      "Day 10/26, North Dakota\n",
      "Day 10/26, Ohio\n",
      "Day 10/26, Oklahoma\n",
      "Day 10/26, Oregon\n",
      "Day 10/26, Pennsylvania\n",
      "Day 10/26, Rhode Island\n",
      "Day 10/26, South Carolina\n",
      "Day 10/26, South Dakota\n",
      "Day 10/26, Tennessee\n",
      "Day 10/26, Texas\n",
      "Day 10/26, Utah\n",
      "Day 10/26, Vermont\n",
      "Day 10/26, Virginia\n",
      "Day 10/26, Washington\n",
      "Day 10/26, West Virginia\n",
      "Day 10/26, Wisconsin\n",
      "Day 10/26, Wyoming\n",
      "Day 11/26, Alabama\n",
      "Day 11/26, Alaska\n",
      "Day 11/26, Arizona\n",
      "Day 11/26, Arkansas\n",
      "Day 11/26, California\n",
      "Day 11/26, Colorado\n",
      "Day 11/26, Connecticut\n",
      "Day 11/26, Delaware\n",
      "Day 11/26, Florida\n",
      "Day 11/26, Georgia\n",
      "Day 11/26, Hawaii\n",
      "Day 11/26, Idaho\n",
      "Day 11/26, Illinois\n",
      "Day 11/26, Indiana\n",
      "Day 11/26, Iowa\n",
      "Day 11/26, Kansas\n",
      "Day 11/26, Kentucky\n",
      "Day 11/26, Louisiana\n",
      "Day 11/26, Maine\n",
      "Day 11/26, Maryland\n",
      "Day 11/26, Massachusetts\n",
      "Day 11/26, Michigan\n",
      "Day 11/26, Minnesota\n",
      "Day 11/26, Mississippi\n",
      "Day 11/26, Missouri\n",
      "Day 11/26, Montana\n",
      "Day 11/26, Nebraska\n",
      "Day 11/26, Nevada\n",
      "Day 11/26, New Hampshire\n",
      "Day 11/26, New Jersey\n",
      "Day 11/26, New Mexico\n",
      "Day 11/26, New York\n",
      "Day 11/26, North Carolina\n",
      "Day 11/26, North Dakota\n",
      "Day 11/26, Ohio\n",
      "Day 11/26, Oklahoma\n",
      "Day 11/26, Oregon\n",
      "Day 11/26, Pennsylvania\n",
      "Day 11/26, Rhode Island\n",
      "Day 11/26, South Carolina\n",
      "Day 11/26, South Dakota\n",
      "Day 11/26, Tennessee\n",
      "Day 11/26, Texas\n",
      "Day 11/26, Utah\n",
      "Day 11/26, Vermont\n",
      "Day 11/26, Virginia\n",
      "Day 11/26, Washington\n",
      "Day 11/26, West Virginia\n",
      "Day 11/26, Wisconsin\n",
      "Day 11/26, Wyoming\n",
      "Day 12/26, Alabama\n",
      "Day 12/26, Alaska\n",
      "Day 12/26, Arizona\n",
      "Day 12/26, Arkansas\n",
      "Day 12/26, California\n",
      "Day 12/26, Colorado\n",
      "Day 12/26, Connecticut\n",
      "Day 12/26, Delaware\n",
      "Day 12/26, Florida\n",
      "Day 12/26, Georgia\n",
      "Day 12/26, Hawaii\n",
      "Day 12/26, Idaho\n",
      "Day 12/26, Illinois\n",
      "Day 12/26, Indiana\n",
      "Day 12/26, Iowa\n",
      "Day 12/26, Kansas\n",
      "Day 12/26, Kentucky\n",
      "Day 12/26, Louisiana\n",
      "Day 12/26, Maine\n",
      "Day 12/26, Maryland\n",
      "Day 12/26, Massachusetts\n",
      "Day 12/26, Michigan\n",
      "Day 12/26, Minnesota\n",
      "Day 12/26, Mississippi\n",
      "Day 12/26, Missouri\n",
      "Day 12/26, Montana\n",
      "Day 12/26, Nebraska\n",
      "Day 12/26, Nevada\n",
      "Day 12/26, New Hampshire\n",
      "Day 12/26, New Jersey\n",
      "Day 12/26, New Mexico\n",
      "Day 12/26, New York\n",
      "Day 12/26, North Carolina\n",
      "Day 12/26, North Dakota\n",
      "Day 12/26, Ohio\n",
      "Day 12/26, Oklahoma\n",
      "Day 12/26, Oregon\n",
      "Day 12/26, Pennsylvania\n",
      "Day 12/26, Rhode Island\n",
      "Day 12/26, South Carolina\n",
      "Day 12/26, South Dakota\n",
      "Day 12/26, Tennessee\n",
      "Day 12/26, Texas\n",
      "Day 12/26, Utah\n",
      "Day 12/26, Vermont\n",
      "Day 12/26, Virginia\n",
      "Day 12/26, Washington\n",
      "Day 12/26, West Virginia\n",
      "Day 12/26, Wisconsin\n",
      "Day 12/26, Wyoming\n",
      "Day 13/26, Alabama\n",
      "Day 13/26, Alaska\n",
      "Day 13/26, Arizona\n",
      "Day 13/26, Arkansas\n",
      "Day 13/26, California\n",
      "Day 13/26, Colorado\n",
      "Day 13/26, Connecticut\n",
      "Day 13/26, Delaware\n",
      "Day 13/26, Florida\n",
      "Day 13/26, Georgia\n",
      "Day 13/26, Hawaii\n",
      "Day 13/26, Idaho\n",
      "Day 13/26, Illinois\n",
      "Day 13/26, Indiana\n",
      "Day 13/26, Iowa\n",
      "Day 13/26, Kansas\n",
      "Day 13/26, Kentucky\n",
      "Day 13/26, Louisiana\n",
      "Day 13/26, Maine\n",
      "Day 13/26, Maryland\n",
      "Day 13/26, Massachusetts\n",
      "Day 13/26, Michigan\n",
      "Day 13/26, Minnesota\n",
      "Day 13/26, Mississippi\n",
      "Day 13/26, Missouri\n",
      "Day 13/26, Montana\n",
      "Day 13/26, Nebraska\n",
      "Day 13/26, Nevada\n",
      "Day 13/26, New Hampshire\n",
      "Day 13/26, New Jersey\n",
      "Day 13/26, New Mexico\n",
      "Day 13/26, New York\n",
      "Day 13/26, North Carolina\n",
      "Day 13/26, North Dakota\n",
      "Day 13/26, Ohio\n",
      "Day 13/26, Oklahoma\n",
      "Day 13/26, Oregon\n",
      "Day 13/26, Pennsylvania\n",
      "Day 13/26, Rhode Island\n",
      "Day 13/26, South Carolina\n",
      "Day 13/26, South Dakota\n",
      "Day 13/26, Tennessee\n",
      "Day 13/26, Texas\n",
      "Day 13/26, Utah\n",
      "Day 13/26, Vermont\n",
      "Day 13/26, Virginia\n",
      "Day 13/26, Washington\n",
      "Day 13/26, West Virginia\n",
      "Day 13/26, Wisconsin\n",
      "Day 13/26, Wyoming\n",
      "Day 14/26, Alabama\n",
      "Day 14/26, Alaska\n",
      "Day 14/26, Arizona\n",
      "Day 14/26, Arkansas\n",
      "Day 14/26, California\n",
      "Day 14/26, Colorado\n",
      "Day 14/26, Connecticut\n",
      "Day 14/26, Delaware\n",
      "Day 14/26, Florida\n",
      "Day 14/26, Georgia\n",
      "Day 14/26, Hawaii\n",
      "Day 14/26, Idaho\n",
      "Day 14/26, Illinois\n",
      "Day 14/26, Indiana\n",
      "Day 14/26, Iowa\n",
      "Day 14/26, Kansas\n",
      "Day 14/26, Kentucky\n",
      "Day 14/26, Louisiana\n",
      "Day 14/26, Maine\n",
      "Day 14/26, Maryland\n",
      "Day 14/26, Massachusetts\n",
      "Day 14/26, Michigan\n",
      "Day 14/26, Minnesota\n",
      "Day 14/26, Mississippi\n",
      "Day 14/26, Missouri\n",
      "Day 14/26, Montana\n",
      "Day 14/26, Nebraska\n",
      "Day 14/26, Nevada\n",
      "Day 14/26, New Hampshire\n",
      "Day 14/26, New Jersey\n",
      "Day 14/26, New Mexico\n",
      "Day 14/26, New York\n",
      "Day 14/26, North Carolina\n",
      "Day 14/26, North Dakota\n",
      "Day 14/26, Ohio\n",
      "Day 14/26, Oklahoma\n",
      "Day 14/26, Oregon\n",
      "Day 14/26, Pennsylvania\n",
      "Day 14/26, Rhode Island\n",
      "Day 14/26, South Carolina\n",
      "Day 14/26, South Dakota\n",
      "Day 14/26, Tennessee\n",
      "Day 14/26, Texas\n",
      "Day 14/26, Utah\n",
      "Day 14/26, Vermont\n",
      "Day 14/26, Virginia\n",
      "Day 14/26, Washington\n",
      "Day 14/26, West Virginia\n",
      "Day 14/26, Wisconsin\n",
      "Day 14/26, Wyoming\n",
      "Day 15/26, Alabama\n",
      "Day 15/26, Alaska\n",
      "Day 15/26, Arizona\n",
      "Day 15/26, Arkansas\n",
      "Day 15/26, California\n",
      "Day 15/26, Colorado\n",
      "Day 15/26, Connecticut\n",
      "Day 15/26, Delaware\n",
      "Day 15/26, Florida\n",
      "Day 15/26, Georgia\n",
      "Day 15/26, Hawaii\n",
      "Day 15/26, Idaho\n",
      "Day 15/26, Illinois\n",
      "Day 15/26, Indiana\n",
      "Day 15/26, Iowa\n",
      "Day 15/26, Kansas\n",
      "Day 15/26, Kentucky\n",
      "Day 15/26, Louisiana\n",
      "Day 15/26, Maine\n",
      "Day 15/26, Maryland\n",
      "Day 15/26, Massachusetts\n",
      "Day 15/26, Michigan\n",
      "Day 15/26, Minnesota\n",
      "Day 15/26, Mississippi\n",
      "Day 15/26, Missouri\n",
      "Day 15/26, Montana\n",
      "Day 15/26, Nebraska\n",
      "Day 15/26, Nevada\n",
      "Day 15/26, New Hampshire\n",
      "Day 15/26, New Jersey\n",
      "Day 15/26, New Mexico\n",
      "Day 15/26, New York\n",
      "Day 15/26, North Carolina\n",
      "Day 15/26, North Dakota\n",
      "Day 15/26, Ohio\n",
      "Day 15/26, Oklahoma\n",
      "Day 15/26, Oregon\n",
      "Day 15/26, Pennsylvania\n",
      "Day 15/26, Rhode Island\n",
      "Day 15/26, South Carolina\n",
      "Day 15/26, South Dakota\n",
      "Day 15/26, Tennessee\n",
      "Day 15/26, Texas\n",
      "Day 15/26, Utah\n",
      "Day 15/26, Vermont\n",
      "Day 15/26, Virginia\n",
      "Day 15/26, Washington\n",
      "Day 15/26, West Virginia\n",
      "Day 15/26, Wisconsin\n",
      "Day 15/26, Wyoming\n",
      "Day 16/26, Alabama\n",
      "Day 16/26, Alaska\n",
      "Day 16/26, Arizona\n",
      "Day 16/26, Arkansas\n",
      "Day 16/26, California\n",
      "Day 16/26, Colorado\n",
      "Day 16/26, Connecticut\n",
      "Day 16/26, Delaware\n",
      "Day 16/26, Florida\n",
      "Day 16/26, Georgia\n",
      "Day 16/26, Hawaii\n",
      "Day 16/26, Idaho\n",
      "Day 16/26, Illinois\n",
      "Day 16/26, Indiana\n",
      "Day 16/26, Iowa\n",
      "Day 16/26, Kansas\n",
      "Day 16/26, Kentucky\n",
      "Day 16/26, Louisiana\n",
      "Day 16/26, Maine\n",
      "Day 16/26, Maryland\n",
      "Day 16/26, Massachusetts\n",
      "Day 16/26, Michigan\n",
      "Day 16/26, Minnesota\n",
      "Day 16/26, Mississippi\n",
      "Day 16/26, Missouri\n",
      "Day 16/26, Montana\n",
      "Day 16/26, Nebraska\n",
      "Day 16/26, Nevada\n",
      "Day 16/26, New Hampshire\n",
      "Day 16/26, New Jersey\n",
      "Day 16/26, New Mexico\n",
      "Day 16/26, New York\n",
      "Day 16/26, North Carolina\n",
      "Day 16/26, North Dakota\n",
      "Day 16/26, Ohio\n",
      "Day 16/26, Oklahoma\n",
      "Day 16/26, Oregon\n",
      "Day 16/26, Pennsylvania\n",
      "Day 16/26, Rhode Island\n",
      "Day 16/26, South Carolina\n",
      "Day 16/26, South Dakota\n",
      "Day 16/26, Tennessee\n",
      "Day 16/26, Texas\n",
      "Day 16/26, Utah\n",
      "Day 16/26, Vermont\n",
      "Day 16/26, Virginia\n",
      "Day 16/26, Washington\n",
      "Day 16/26, West Virginia\n",
      "Day 16/26, Wisconsin\n",
      "Day 16/26, Wyoming\n",
      "Day 17/26, Alabama\n",
      "Day 17/26, Alaska\n",
      "Day 17/26, Arizona\n",
      "Day 17/26, Arkansas\n",
      "Day 17/26, California\n",
      "Day 17/26, Colorado\n",
      "Day 17/26, Connecticut\n",
      "Day 17/26, Delaware\n",
      "Day 17/26, Florida\n",
      "Day 17/26, Georgia\n",
      "Day 17/26, Hawaii\n",
      "Day 17/26, Idaho\n",
      "Day 17/26, Illinois\n",
      "Day 17/26, Indiana\n",
      "Day 17/26, Iowa\n",
      "Day 17/26, Kansas\n",
      "Day 17/26, Kentucky\n",
      "Day 17/26, Louisiana\n",
      "Day 17/26, Maine\n",
      "Day 17/26, Maryland\n",
      "Day 17/26, Massachusetts\n",
      "Day 17/26, Michigan\n",
      "Day 17/26, Minnesota\n",
      "Day 17/26, Mississippi\n",
      "Day 17/26, Missouri\n",
      "Day 17/26, Montana\n",
      "Day 17/26, Nebraska\n",
      "Day 17/26, Nevada\n",
      "Day 17/26, New Hampshire\n",
      "Day 17/26, New Jersey\n",
      "Day 17/26, New Mexico\n",
      "Day 17/26, New York\n",
      "Day 17/26, North Carolina\n",
      "Day 17/26, North Dakota\n",
      "Day 17/26, Ohio\n",
      "Day 17/26, Oklahoma\n",
      "Day 17/26, Oregon\n",
      "Day 17/26, Pennsylvania\n",
      "Day 17/26, Rhode Island\n",
      "Day 17/26, South Carolina\n",
      "Day 17/26, South Dakota\n",
      "Day 17/26, Tennessee\n",
      "Day 17/26, Texas\n",
      "Day 17/26, Utah\n",
      "Day 17/26, Vermont\n",
      "Day 17/26, Virginia\n",
      "Day 17/26, Washington\n",
      "Day 17/26, West Virginia\n",
      "Day 17/26, Wisconsin\n",
      "Day 17/26, Wyoming\n",
      "Day 18/26, Alabama\n",
      "Day 18/26, Alaska\n",
      "Day 18/26, Arizona\n",
      "Day 18/26, Arkansas\n",
      "Day 18/26, California\n",
      "Day 18/26, Colorado\n",
      "Day 18/26, Connecticut\n",
      "Day 18/26, Delaware\n",
      "Day 18/26, Florida\n",
      "Day 18/26, Georgia\n",
      "Day 18/26, Hawaii\n",
      "Day 18/26, Idaho\n",
      "Day 18/26, Illinois\n",
      "Day 18/26, Indiana\n",
      "Day 18/26, Iowa\n",
      "Day 18/26, Kansas\n",
      "Day 18/26, Kentucky\n",
      "Day 18/26, Louisiana\n",
      "Day 18/26, Maine\n",
      "Day 18/26, Maryland\n",
      "Day 18/26, Massachusetts\n",
      "Day 18/26, Michigan\n",
      "Day 18/26, Minnesota\n",
      "Day 18/26, Mississippi\n",
      "Day 18/26, Missouri\n",
      "Day 18/26, Montana\n",
      "Day 18/26, Nebraska\n",
      "Day 18/26, Nevada\n",
      "Day 18/26, New Hampshire\n",
      "Day 18/26, New Jersey\n",
      "Day 18/26, New Mexico\n",
      "Day 18/26, New York\n",
      "Day 18/26, North Carolina\n",
      "Day 18/26, North Dakota\n",
      "Day 18/26, Ohio\n",
      "Day 18/26, Oklahoma\n",
      "Day 18/26, Oregon\n",
      "Day 18/26, Pennsylvania\n",
      "Day 18/26, Rhode Island\n",
      "Day 18/26, South Carolina\n",
      "Day 18/26, South Dakota\n",
      "Day 18/26, Tennessee\n",
      "Day 18/26, Texas\n",
      "Day 18/26, Utah\n",
      "Day 18/26, Vermont\n",
      "Day 18/26, Virginia\n",
      "Day 18/26, Washington\n",
      "Day 18/26, West Virginia\n",
      "Day 18/26, Wisconsin\n",
      "Day 18/26, Wyoming\n",
      "Day 19/26, Alabama\n",
      "Day 19/26, Alaska\n",
      "Day 19/26, Arizona\n",
      "Day 19/26, Arkansas\n",
      "Day 19/26, California\n",
      "Day 19/26, Colorado\n",
      "Day 19/26, Connecticut\n",
      "Day 19/26, Delaware\n",
      "Day 19/26, Florida\n",
      "Day 19/26, Georgia\n",
      "Day 19/26, Hawaii\n",
      "Day 19/26, Idaho\n",
      "Day 19/26, Illinois\n",
      "Day 19/26, Indiana\n",
      "Day 19/26, Iowa\n",
      "Day 19/26, Kansas\n",
      "Day 19/26, Kentucky\n",
      "Day 19/26, Louisiana\n",
      "Day 19/26, Maine\n",
      "Day 19/26, Maryland\n",
      "Day 19/26, Massachusetts\n",
      "Day 19/26, Michigan\n",
      "Day 19/26, Minnesota\n",
      "Day 19/26, Mississippi\n",
      "Day 19/26, Missouri\n",
      "Day 19/26, Montana\n",
      "Day 19/26, Nebraska\n",
      "Day 19/26, Nevada\n",
      "Day 19/26, New Hampshire\n",
      "Day 19/26, New Jersey\n",
      "Day 19/26, New Mexico\n",
      "Day 19/26, New York\n",
      "Day 19/26, North Carolina\n",
      "Day 19/26, North Dakota\n",
      "Day 19/26, Ohio\n",
      "Day 19/26, Oklahoma\n",
      "Day 19/26, Oregon\n",
      "Day 19/26, Pennsylvania\n",
      "Day 19/26, Rhode Island\n",
      "Day 19/26, South Carolina\n",
      "Day 19/26, South Dakota\n",
      "Day 19/26, Tennessee\n",
      "Day 19/26, Texas\n",
      "Day 19/26, Utah\n",
      "Day 19/26, Vermont\n",
      "Day 19/26, Virginia\n",
      "Day 19/26, Washington\n",
      "Day 19/26, West Virginia\n",
      "Day 19/26, Wisconsin\n",
      "Day 19/26, Wyoming\n",
      "Day 20/26, Alabama\n",
      "Day 20/26, Alaska\n",
      "Day 20/26, Arizona\n",
      "Day 20/26, Arkansas\n",
      "Day 20/26, California\n",
      "Day 20/26, Colorado\n",
      "Day 20/26, Connecticut\n",
      "Day 20/26, Delaware\n",
      "Day 20/26, Florida\n",
      "Day 20/26, Georgia\n",
      "Day 20/26, Hawaii\n",
      "Day 20/26, Idaho\n",
      "Day 20/26, Illinois\n",
      "Day 20/26, Indiana\n",
      "Day 20/26, Iowa\n",
      "Day 20/26, Kansas\n",
      "Day 20/26, Kentucky\n",
      "Day 20/26, Louisiana\n",
      "Day 20/26, Maine\n",
      "Day 20/26, Maryland\n",
      "Day 20/26, Massachusetts\n",
      "Day 20/26, Michigan\n",
      "Day 20/26, Minnesota\n",
      "Day 20/26, Mississippi\n",
      "Day 20/26, Missouri\n",
      "Day 20/26, Montana\n",
      "Day 20/26, Nebraska\n",
      "Day 20/26, Nevada\n",
      "Day 20/26, New Hampshire\n",
      "Day 20/26, New Jersey\n",
      "Day 20/26, New Mexico\n",
      "Day 20/26, New York\n",
      "Day 20/26, North Carolina\n",
      "Day 20/26, North Dakota\n",
      "Day 20/26, Ohio\n",
      "Day 20/26, Oklahoma\n",
      "Day 20/26, Oregon\n",
      "Day 20/26, Pennsylvania\n",
      "Day 20/26, Rhode Island\n",
      "Day 20/26, South Carolina\n",
      "Day 20/26, South Dakota\n",
      "Day 20/26, Tennessee\n",
      "Day 20/26, Texas\n",
      "Day 20/26, Utah\n",
      "Day 20/26, Vermont\n",
      "Day 20/26, Virginia\n",
      "Day 20/26, Washington\n",
      "Day 20/26, West Virginia\n",
      "Day 20/26, Wisconsin\n",
      "Day 20/26, Wyoming\n",
      "Day 21/26, Alabama\n",
      "Day 21/26, Alaska\n",
      "Day 21/26, Arizona\n",
      "Day 21/26, Arkansas\n",
      "Day 21/26, California\n",
      "Day 21/26, Colorado\n",
      "Day 21/26, Connecticut\n",
      "Day 21/26, Delaware\n",
      "Day 21/26, Florida\n",
      "Day 21/26, Georgia\n",
      "Day 21/26, Hawaii\n",
      "Day 21/26, Idaho\n",
      "Day 21/26, Illinois\n",
      "Day 21/26, Indiana\n",
      "Day 21/26, Iowa\n",
      "Day 21/26, Kansas\n",
      "Day 21/26, Kentucky\n",
      "Day 21/26, Louisiana\n",
      "Day 21/26, Maine\n",
      "Day 21/26, Maryland\n",
      "Day 21/26, Massachusetts\n",
      "Day 21/26, Michigan\n",
      "Day 21/26, Minnesota\n",
      "Day 21/26, Mississippi\n",
      "Day 21/26, Missouri\n",
      "Day 21/26, Montana\n",
      "Day 21/26, Nebraska\n",
      "Day 21/26, Nevada\n",
      "Day 21/26, New Hampshire\n",
      "Day 21/26, New Jersey\n",
      "Day 21/26, New Mexico\n",
      "Day 21/26, New York\n",
      "Day 21/26, North Carolina\n",
      "Day 21/26, North Dakota\n",
      "Day 21/26, Ohio\n",
      "Day 21/26, Oklahoma\n",
      "Day 21/26, Oregon\n",
      "Day 21/26, Pennsylvania\n",
      "Day 21/26, Rhode Island\n",
      "Day 21/26, South Carolina\n",
      "Day 21/26, South Dakota\n",
      "Day 21/26, Tennessee\n",
      "Day 21/26, Texas\n",
      "Day 21/26, Utah\n",
      "Day 21/26, Vermont\n",
      "Day 21/26, Virginia\n",
      "Day 21/26, Washington\n",
      "Day 21/26, West Virginia\n",
      "Day 21/26, Wisconsin\n",
      "Day 21/26, Wyoming\n",
      "Day 22/26, Alabama\n",
      "Day 22/26, Alaska\n",
      "Day 22/26, Arizona\n",
      "Day 22/26, Arkansas\n",
      "Day 22/26, California\n",
      "Day 22/26, Colorado\n",
      "Day 22/26, Connecticut\n",
      "Day 22/26, Delaware\n",
      "Day 22/26, Florida\n",
      "Day 22/26, Georgia\n",
      "Day 22/26, Hawaii\n",
      "Day 22/26, Idaho\n",
      "Day 22/26, Illinois\n",
      "Day 22/26, Indiana\n",
      "Day 22/26, Iowa\n",
      "Day 22/26, Kansas\n",
      "Day 22/26, Kentucky\n",
      "Day 22/26, Louisiana\n",
      "Day 22/26, Maine\n",
      "Day 22/26, Maryland\n",
      "Day 22/26, Massachusetts\n",
      "Day 22/26, Michigan\n",
      "Day 22/26, Minnesota\n",
      "Day 22/26, Mississippi\n",
      "Day 22/26, Missouri\n",
      "Day 22/26, Montana\n",
      "Day 22/26, Nebraska\n",
      "Day 22/26, Nevada\n",
      "Day 22/26, New Hampshire\n",
      "Day 22/26, New Jersey\n",
      "Day 22/26, New Mexico\n",
      "Day 22/26, New York\n",
      "Day 22/26, North Carolina\n",
      "Day 22/26, North Dakota\n",
      "Day 22/26, Ohio\n",
      "Day 22/26, Oklahoma\n",
      "Day 22/26, Oregon\n",
      "Day 22/26, Pennsylvania\n",
      "Day 22/26, Rhode Island\n",
      "Day 22/26, South Carolina\n",
      "Day 22/26, South Dakota\n",
      "Day 22/26, Tennessee\n",
      "Day 22/26, Texas\n",
      "Day 22/26, Utah\n",
      "Day 22/26, Vermont\n",
      "Day 22/26, Virginia\n",
      "Day 22/26, Washington\n",
      "Day 22/26, West Virginia\n",
      "Day 22/26, Wisconsin\n",
      "Day 22/26, Wyoming\n",
      "Day 23/26, Alabama\n",
      "Day 23/26, Alaska\n",
      "Day 23/26, Arizona\n",
      "Day 23/26, Arkansas\n",
      "Day 23/26, California\n",
      "Day 23/26, Colorado\n",
      "Day 23/26, Connecticut\n",
      "Day 23/26, Delaware\n",
      "Day 23/26, Florida\n",
      "Day 23/26, Georgia\n",
      "Day 23/26, Hawaii\n",
      "Day 23/26, Idaho\n",
      "Day 23/26, Illinois\n",
      "Day 23/26, Indiana\n",
      "Day 23/26, Iowa\n",
      "Day 23/26, Kansas\n",
      "Day 23/26, Kentucky\n",
      "Day 23/26, Louisiana\n",
      "Day 23/26, Maine\n",
      "Day 23/26, Maryland\n",
      "Day 23/26, Massachusetts\n",
      "Day 23/26, Michigan\n",
      "Day 23/26, Minnesota\n",
      "Day 23/26, Mississippi\n",
      "Day 23/26, Missouri\n",
      "Day 23/26, Montana\n",
      "Day 23/26, Nebraska\n",
      "Day 23/26, Nevada\n",
      "Day 23/26, New Hampshire\n",
      "Day 23/26, New Jersey\n",
      "Day 23/26, New Mexico\n",
      "Day 23/26, New York\n",
      "Day 23/26, North Carolina\n",
      "Day 23/26, North Dakota\n",
      "Day 23/26, Ohio\n",
      "Day 23/26, Oklahoma\n",
      "Day 23/26, Oregon\n",
      "Day 23/26, Pennsylvania\n",
      "Day 23/26, Rhode Island\n",
      "Day 23/26, South Carolina\n",
      "Day 23/26, South Dakota\n",
      "Day 23/26, Tennessee\n",
      "Day 23/26, Texas\n",
      "Day 23/26, Utah\n",
      "Day 23/26, Vermont\n",
      "Day 23/26, Virginia\n",
      "Day 23/26, Washington\n",
      "Day 23/26, West Virginia\n",
      "Day 23/26, Wisconsin\n",
      "Day 23/26, Wyoming\n",
      "Day 24/26, Alabama\n",
      "Day 24/26, Alaska\n",
      "Day 24/26, Arizona\n",
      "Day 24/26, Arkansas\n",
      "Day 24/26, California\n",
      "Day 24/26, Colorado\n",
      "Day 24/26, Connecticut\n",
      "Day 24/26, Delaware\n",
      "Day 24/26, Florida\n",
      "Day 24/26, Georgia\n",
      "Day 24/26, Hawaii\n",
      "Day 24/26, Idaho\n",
      "Day 24/26, Illinois\n",
      "Day 24/26, Indiana\n",
      "Day 24/26, Iowa\n",
      "Day 24/26, Kansas\n",
      "Day 24/26, Kentucky\n",
      "Day 24/26, Louisiana\n",
      "Day 24/26, Maine\n",
      "Day 24/26, Maryland\n",
      "Day 24/26, Massachusetts\n",
      "Day 24/26, Michigan\n",
      "Day 24/26, Minnesota\n",
      "Day 24/26, Mississippi\n",
      "Day 24/26, Missouri\n",
      "Day 24/26, Montana\n",
      "Day 24/26, Nebraska\n",
      "Day 24/26, Nevada\n",
      "Day 24/26, New Hampshire\n",
      "Day 24/26, New Jersey\n",
      "Day 24/26, New Mexico\n",
      "Day 24/26, New York\n",
      "Day 24/26, North Carolina\n",
      "Day 24/26, North Dakota\n",
      "Day 24/26, Ohio\n",
      "Day 24/26, Oklahoma\n",
      "Day 24/26, Oregon\n",
      "Day 24/26, Pennsylvania\n",
      "Day 24/26, Rhode Island\n",
      "Day 24/26, South Carolina\n",
      "Day 24/26, South Dakota\n",
      "Day 24/26, Tennessee\n",
      "Day 24/26, Texas\n",
      "Day 24/26, Utah\n",
      "Day 24/26, Vermont\n",
      "Day 24/26, Virginia\n",
      "Day 24/26, Washington\n",
      "Day 24/26, West Virginia\n",
      "Day 24/26, Wisconsin\n",
      "Day 24/26, Wyoming\n",
      "Day 25/26, Alabama\n",
      "Day 25/26, Alaska\n",
      "Day 25/26, Arizona\n",
      "Day 25/26, Arkansas\n",
      "Day 25/26, California\n",
      "Day 25/26, Colorado\n",
      "Day 25/26, Connecticut\n",
      "Day 25/26, Delaware\n",
      "Day 25/26, Florida\n",
      "Day 25/26, Georgia\n",
      "Day 25/26, Hawaii\n",
      "Day 25/26, Idaho\n",
      "Day 25/26, Illinois\n",
      "Day 25/26, Indiana\n",
      "Day 25/26, Iowa\n",
      "Day 25/26, Kansas\n",
      "Day 25/26, Kentucky\n",
      "Day 25/26, Louisiana\n",
      "Day 25/26, Maine\n",
      "Day 25/26, Maryland\n",
      "Day 25/26, Massachusetts\n",
      "Day 25/26, Michigan\n",
      "Day 25/26, Minnesota\n",
      "Day 25/26, Mississippi\n",
      "Day 25/26, Missouri\n",
      "Day 25/26, Montana\n",
      "Day 25/26, Nebraska\n",
      "Day 25/26, Nevada\n",
      "Day 25/26, New Hampshire\n",
      "Day 25/26, New Jersey\n",
      "Day 25/26, New Mexico\n",
      "Day 25/26, New York\n",
      "Day 25/26, North Carolina\n",
      "Day 25/26, North Dakota\n",
      "Day 25/26, Ohio\n",
      "Day 25/26, Oklahoma\n",
      "Day 25/26, Oregon\n",
      "Day 25/26, Pennsylvania\n",
      "Day 25/26, Rhode Island\n",
      "Day 25/26, South Carolina\n",
      "Day 25/26, South Dakota\n",
      "Day 25/26, Tennessee\n",
      "Day 25/26, Texas\n",
      "Day 25/26, Utah\n",
      "Day 25/26, Vermont\n",
      "Day 25/26, Virginia\n",
      "Day 25/26, Washington\n",
      "Day 25/26, West Virginia\n",
      "Day 25/26, Wisconsin\n",
      "Day 25/26, Wyoming\n",
      "Day 26/26, Alabama\n",
      "Day 26/26, Alaska\n",
      "Day 26/26, Arizona\n",
      "Day 26/26, Arkansas\n",
      "Day 26/26, California\n",
      "Day 26/26, Colorado\n",
      "Day 26/26, Connecticut\n",
      "Day 26/26, Delaware\n",
      "Day 26/26, Florida\n",
      "Day 26/26, Georgia\n",
      "Day 26/26, Hawaii\n",
      "Day 26/26, Idaho\n",
      "Day 26/26, Illinois\n",
      "Day 26/26, Indiana\n",
      "Day 26/26, Iowa\n",
      "Day 26/26, Kansas\n",
      "Day 26/26, Kentucky\n",
      "Day 26/26, Louisiana\n",
      "Day 26/26, Maine\n",
      "Day 26/26, Maryland\n",
      "Day 26/26, Massachusetts\n",
      "Day 26/26, Michigan\n",
      "Day 26/26, Minnesota\n",
      "Day 26/26, Mississippi\n",
      "Day 26/26, Missouri\n",
      "Day 26/26, Montana\n",
      "Day 26/26, Nebraska\n",
      "Day 26/26, Nevada\n",
      "Day 26/26, New Hampshire\n",
      "Day 26/26, New Jersey\n",
      "Day 26/26, New Mexico\n",
      "Day 26/26, New York\n",
      "Day 26/26, North Carolina\n",
      "Day 26/26, North Dakota\n",
      "Day 26/26, Ohio\n",
      "Day 26/26, Oklahoma\n",
      "Day 26/26, Oregon\n",
      "Day 26/26, Pennsylvania\n",
      "Day 26/26, Rhode Island\n",
      "Day 26/26, South Carolina\n",
      "Day 26/26, South Dakota\n",
      "Day 26/26, Tennessee\n",
      "Day 26/26, Texas\n",
      "Day 26/26, Utah\n",
      "Day 26/26, Vermont\n",
      "Day 26/26, Virginia\n",
      "Day 26/26, Washington\n",
      "Day 26/26, West Virginia\n",
      "Day 26/26, Wisconsin\n",
      "Day 26/26, Wyoming\n"
     ]
    }
   ],
   "source": [
    "forecastID = [x for x in range(forecast_days * 50)]\n",
    "deaths = []\n",
    "confirmed = []\n",
    "\n",
    "for i in range(forecast_days):\n",
    "    for s in states:\n",
    "        print(f\"Day {i+1}/26, {s}\")\n",
    "        confirmed.append(forecasted[s][0][i])\n",
    "        deaths.append(forecasted[s][1][i])\n",
    "        \n",
    "final = pd.DataFrame(list(zip(forecastID, confirmed, deaths)), \n",
    "               columns =['ForecastID', 'Confirmed', 'Deaths']) \n",
    "\n",
    "final.to_csv(\"submission.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}