diff --git a/Music_ML-Regression.ipynb b/Music_ML-Regression.ipynb
new file mode 100644
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--- /dev/null
+++ b/Music_ML-Regression.ipynb
@@ -0,0 +1,1696 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import dependencies\n",
+    "from matplotlib import pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd \n",
+    "from sklearn.model_selection import train_test_split\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Read the CSV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
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+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "      <th>target</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2.017000e+03</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "      <td>2017.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.187590</td>\n",
+       "      <td>0.618422</td>\n",
+       "      <td>2.463062e+05</td>\n",
+       "      <td>0.681577</td>\n",
+       "      <td>0.133286</td>\n",
+       "      <td>5.342588</td>\n",
+       "      <td>0.190844</td>\n",
+       "      <td>-7.085624</td>\n",
+       "      <td>0.612295</td>\n",
+       "      <td>0.092664</td>\n",
+       "      <td>121.603272</td>\n",
+       "      <td>3.968270</td>\n",
+       "      <td>0.496815</td>\n",
+       "      <td>0.505702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.259989</td>\n",
+       "      <td>0.161029</td>\n",
+       "      <td>8.198181e+04</td>\n",
+       "      <td>0.210273</td>\n",
+       "      <td>0.273162</td>\n",
+       "      <td>3.648240</td>\n",
+       "      <td>0.155453</td>\n",
+       "      <td>3.761684</td>\n",
+       "      <td>0.487347</td>\n",
+       "      <td>0.089931</td>\n",
+       "      <td>26.685604</td>\n",
+       "      <td>0.255853</td>\n",
+       "      <td>0.247195</td>\n",
+       "      <td>0.500091</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>0.122000</td>\n",
+       "      <td>1.604200e+04</td>\n",
+       "      <td>0.014800</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.018800</td>\n",
+       "      <td>-33.097000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.023100</td>\n",
+       "      <td>47.859000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.034800</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.009630</td>\n",
+       "      <td>0.514000</td>\n",
+       "      <td>2.000150e+05</td>\n",
+       "      <td>0.563000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.092300</td>\n",
+       "      <td>-8.394000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.037500</td>\n",
+       "      <td>100.189000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.295000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.063300</td>\n",
+       "      <td>0.631000</td>\n",
+       "      <td>2.292610e+05</td>\n",
+       "      <td>0.715000</td>\n",
+       "      <td>0.000076</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>0.127000</td>\n",
+       "      <td>-6.248000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.054900</td>\n",
+       "      <td>121.427000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.492000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>0.265000</td>\n",
+       "      <td>0.738000</td>\n",
+       "      <td>2.703330e+05</td>\n",
+       "      <td>0.846000</td>\n",
+       "      <td>0.054000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>0.247000</td>\n",
+       "      <td>-4.746000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.108000</td>\n",
+       "      <td>137.849000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.691000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>0.995000</td>\n",
+       "      <td>0.984000</td>\n",
+       "      <td>1.004627e+06</td>\n",
+       "      <td>0.998000</td>\n",
+       "      <td>0.976000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>0.969000</td>\n",
+       "      <td>-0.307000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.816000</td>\n",
+       "      <td>219.331000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>0.992000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       acousticness  danceability   duration_ms       energy  \\\n",
+       "count   2017.000000   2017.000000  2.017000e+03  2017.000000   \n",
+       "mean       0.187590      0.618422  2.463062e+05     0.681577   \n",
+       "std        0.259989      0.161029  8.198181e+04     0.210273   \n",
+       "min        0.000003      0.122000  1.604200e+04     0.014800   \n",
+       "25%        0.009630      0.514000  2.000150e+05     0.563000   \n",
+       "50%        0.063300      0.631000  2.292610e+05     0.715000   \n",
+       "75%        0.265000      0.738000  2.703330e+05     0.846000   \n",
+       "max        0.995000      0.984000  1.004627e+06     0.998000   \n",
+       "\n",
+       "       instrumentalness          key     liveness     loudness         mode  \\\n",
+       "count       2017.000000  2017.000000  2017.000000  2017.000000  2017.000000   \n",
+       "mean           0.133286     5.342588     0.190844    -7.085624     0.612295   \n",
+       "std            0.273162     3.648240     0.155453     3.761684     0.487347   \n",
+       "min            0.000000     0.000000     0.018800   -33.097000     0.000000   \n",
+       "25%            0.000000     2.000000     0.092300    -8.394000     0.000000   \n",
+       "50%            0.000076     6.000000     0.127000    -6.248000     1.000000   \n",
+       "75%            0.054000     9.000000     0.247000    -4.746000     1.000000   \n",
+       "max            0.976000    11.000000     0.969000    -0.307000     1.000000   \n",
+       "\n",
+       "       speechiness        tempo  time_signature      valence       target  \n",
+       "count  2017.000000  2017.000000     2017.000000  2017.000000  2017.000000  \n",
+       "mean      0.092664   121.603272        3.968270     0.496815     0.505702  \n",
+       "std       0.089931    26.685604        0.255853     0.247195     0.500091  \n",
+       "min       0.023100    47.859000        1.000000     0.034800     0.000000  \n",
+       "25%       0.037500   100.189000        4.000000     0.295000     0.000000  \n",
+       "50%       0.054900   121.427000        4.000000     0.492000     1.000000  \n",
+       "75%       0.108000   137.849000        4.000000     0.691000     1.000000  \n",
+       "max       0.816000   219.331000        5.000000     0.992000     1.000000  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# import the data (obtained csv from Kaggle), describe data\n",
+    "data = pd.read_csv('data.csv').drop(columns='Unnamed: 0')\n",
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "      <th>target</th>\n",
+       "      <th>song_title</th>\n",
+       "      <th>artist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0102</td>\n",
+       "      <td>0.833</td>\n",
+       "      <td>204600</td>\n",
+       "      <td>0.434</td>\n",
+       "      <td>0.021900</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1650</td>\n",
+       "      <td>-8.795</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.4310</td>\n",
+       "      <td>150.062</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.286</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Mask Off</td>\n",
+       "      <td>Future</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.1990</td>\n",
+       "      <td>0.743</td>\n",
+       "      <td>326933</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>0.006110</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.1370</td>\n",
+       "      <td>-10.401</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0794</td>\n",
+       "      <td>160.083</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.588</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Redbone</td>\n",
+       "      <td>Childish Gambino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0344</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>185707</td>\n",
+       "      <td>0.412</td>\n",
+       "      <td>0.000234</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1590</td>\n",
+       "      <td>-7.148</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.2890</td>\n",
+       "      <td>75.044</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.173</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Xanny Family</td>\n",
+       "      <td>Future</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.6040</td>\n",
+       "      <td>0.494</td>\n",
+       "      <td>199413</td>\n",
+       "      <td>0.338</td>\n",
+       "      <td>0.510000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0922</td>\n",
+       "      <td>-15.236</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0261</td>\n",
+       "      <td>86.468</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.230</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Master Of None</td>\n",
+       "      <td>Beach House</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.1800</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>392893</td>\n",
+       "      <td>0.561</td>\n",
+       "      <td>0.512000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.4390</td>\n",
+       "      <td>-11.648</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0694</td>\n",
+       "      <td>174.004</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.904</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Parallel Lines</td>\n",
+       "      <td>Junior Boys</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   acousticness  danceability  duration_ms  energy  instrumentalness  key  \\\n",
+       "0        0.0102         0.833       204600   0.434          0.021900    2   \n",
+       "1        0.1990         0.743       326933   0.359          0.006110    1   \n",
+       "2        0.0344         0.838       185707   0.412          0.000234    2   \n",
+       "3        0.6040         0.494       199413   0.338          0.510000    5   \n",
+       "4        0.1800         0.678       392893   0.561          0.512000    5   \n",
+       "\n",
+       "   liveness  loudness  mode  speechiness    tempo  time_signature  valence  \\\n",
+       "0    0.1650    -8.795     1       0.4310  150.062             4.0    0.286   \n",
+       "1    0.1370   -10.401     1       0.0794  160.083             4.0    0.588   \n",
+       "2    0.1590    -7.148     1       0.2890   75.044             4.0    0.173   \n",
+       "3    0.0922   -15.236     1       0.0261   86.468             4.0    0.230   \n",
+       "4    0.4390   -11.648     0       0.0694  174.004             4.0    0.904   \n",
+       "\n",
+       "   target      song_title            artist  \n",
+       "0       1        Mask Off            Future  \n",
+       "1       1         Redbone  Childish Gambino  \n",
+       "2       1    Xanny Family            Future  \n",
+       "3       1  Master Of None       Beach House  \n",
+       "4       1  Parallel Lines       Junior Boys  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# show the data in a dataframe\n",
+    "data.head()\n",
+    "# data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape:  (2017, 13) (2017,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Assign the data to X and y\n",
+    "# Note: Sklearn requires a two-dimensional array of values\n",
+    "# so we use reshape to create this\n",
+    "\n",
+    "y = data[\"target\"]\n",
+    "X = data.drop(columns=[\"target\", 'song_title', 'artist'])\n",
+    "\n",
+    "\n",
+    "print(\"Shape: \", X.shape, y.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Create a Train Test Split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Use sklearn's `train_test_split` to split the data into training and testing\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Pre-Processing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\preprocessing\\data.py:323: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by MinMaxScaler.\n",
+      "  return self.partial_fit(X, y)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# scale the data using the MinMaxScaler\n",
+    "\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "X_scaler = MinMaxScaler().fit(X_train)\n",
+    "\n",
+    "X_train_scaled = X_scaler.transform(X_train)\n",
+    "X_test_scaled = X_scaler.transform(X_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create and Train the Logistic Regression Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
+       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
+       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
+       "          tol=0.0001, verbose=0, warm_start=False)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Create and fit the model\n",
+    "\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "model = LogisticRegression()\n",
+    "model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Data Score: 0.5343915343915344\n",
+      "Testing Data Score: 0.5485148514851486\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Print the scores\n",
+    "\n",
+    "print(f\"Training Data Score: {model.score(X_train, y_train)}\")\n",
+    "print(f\"Testing Data Score: {model.score(X_test, y_test)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "505 predictions\n",
+      "228 WRONG predictions\n",
+      "[[123 118]\n",
+      " [110 154]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "actual_vs_predicted = pd.DataFrame({\n",
+    "    'actual': y_test,\n",
+    "    'predicted': model.predict(X_test)\n",
+    "})#, columns='')\n",
+    "\n",
+    "print(f'{len(actual_vs_predicted)} predictions')\n",
+    "print(f'{(actual_vs_predicted[\"actual\"]!=actual_vs_predicted[\"predicted\"]).sum()} WRONG predictions')\n",
+    "\n",
+    "from sklearn.metrics import confusion_matrix\n",
+    "      \n",
+    "print(confusion_matrix(y_test, model.predict(X_test)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(1512, 13)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x170a337e940>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(X_train.shape)\n",
+    "# plot the model scores\n",
+    "score_X = model.score(X_train, y_train)\n",
+    "score_y = model.score(X_test, y_test)\n",
+    "# plt.scatter(score_X, score_y)\n",
+    "plt.xlabel('Danceability')\n",
+    "plt.ylabel('Liked or Disliked')\n",
+    "plt.scatter(X_train['danceability'], y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1956    0.762\n",
+       "1877    0.640\n",
+       "944     0.816\n",
+       "1160    0.624\n",
+       "1849    0.814\n",
+       "650     0.836\n",
+       "1914    0.609\n",
+       "182     0.451\n",
+       "170     0.717\n",
+       "1944    0.524\n",
+       "590     0.787\n",
+       "1893    0.637\n",
+       "1664    0.591\n",
+       "857     0.462\n",
+       "272     0.609\n",
+       "1561    0.257\n",
+       "1530    0.371\n",
+       "1453    0.587\n",
+       "371     0.823\n",
+       "222     0.791\n",
+       "904     0.757\n",
+       "1760    0.780\n",
+       "1791    0.470\n",
+       "518     0.623\n",
+       "334     0.846\n",
+       "1582    0.534\n",
+       "1175    0.516\n",
+       "1813    0.763\n",
+       "607     0.648\n",
+       "15      0.637\n",
+       "        ...  \n",
+       "955     0.236\n",
+       "1215    0.810\n",
+       "385     0.839\n",
+       "805     0.535\n",
+       "1437    0.614\n",
+       "1515    0.535\n",
+       "343     0.388\n",
+       "769     0.771\n",
+       "1332    0.424\n",
+       "1685    0.351\n",
+       "130     0.547\n",
+       "1687    0.420\n",
+       "871     0.430\n",
+       "1123    0.725\n",
+       "1396    0.616\n",
+       "87      0.589\n",
+       "1482    0.766\n",
+       "330     0.760\n",
+       "1238    0.519\n",
+       "466     0.698\n",
+       "121     0.443\n",
+       "1638    0.605\n",
+       "1044    0.409\n",
+       "1724    0.829\n",
+       "1095    0.711\n",
+       "1130    0.385\n",
+       "1294    0.211\n",
+       "860     0.691\n",
+       "1459    0.633\n",
+       "1126    0.779\n",
+       "Name: danceability, Length: 1512, dtype: float64"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train['danceability']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "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>features</th>\n",
+       "      <th>scores</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>duration_ms</td>\n",
+       "      <td>982599.379695</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>instrumentalness</td>\n",
+       "      <td>25.029778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>tempo</td>\n",
+       "      <td>21.454069</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>key</td>\n",
+       "      <td>10.004465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>acousticness</td>\n",
+       "      <td>8.932943</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>mode</td>\n",
+       "      <td>3.854390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>speechiness</td>\n",
+       "      <td>3.395459</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>valence</td>\n",
+       "      <td>2.127821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>danceability</td>\n",
+       "      <td>1.842989</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>energy</td>\n",
+       "      <td>0.121477</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            features         scores\n",
+       "2        duration_ms  982599.379695\n",
+       "4   instrumentalness      25.029778\n",
+       "9              tempo      21.454069\n",
+       "5                key      10.004465\n",
+       "0       acousticness       8.932943\n",
+       "7               mode       3.854390\n",
+       "8        speechiness       3.395459\n",
+       "11           valence       2.127821\n",
+       "1       danceability       1.842989\n",
+       "3             energy       0.121477"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.feature_selection import SelectKBest, chi2\n",
+    "skb = SelectKBest(chi2, k=10)\n",
+    "skb.fit(X_train.drop(columns='loudness'), y_train)\n",
+    "skb.transform(X_test.drop(columns='loudness'))\n",
+    "# dropping the 'loudness' scores because they contain negative values\n",
+    "\n",
+    "# create dataframe for top 10 scores\n",
+    "pd.DataFrame({\n",
+    "    'features': X_train.drop(columns='loudness').columns,\n",
+    "    'scores': skb.scores_\n",
+    "}).nlargest(10, 'scores')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot dancability vs. duration in milleseconds of a song\n",
+    "plt.scatter(X_train['danceability'], X_train['duration_ms'], c=y_train, alpha=0.5)\n",
+    "plt.xlabel('Dancability')\n",
+    "plt.ylabel('Duration in millaseconds')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot the dancability vs. tempo of a song\n",
+    "plt.scatter(X_train['danceability'], X_train['tempo'], c=y_train, alpha=0.5)\n",
+    "plt.xlabel('Dancability')\n",
+    "plt.ylabel('Tempo')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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FB/6/2ymsymdswI+W0sgpyp4UpK5dWknZ7GI6m3rweD2kkili4Rg33L9uStzivYSebIbIfwPGQgUcSNdHUGx1l3lkJu9FTKMwzoLr5rD18e3MWlFD68FOkvEUUgNfaQ6uDCfhQARFCBweB/kVBWhaI4qioWlWpDRcIsgEKMaq1mqzUlSVj9VmnbSyBaM2wpVpTGLbn92DRVGwO1SsVguqQ0VRFAY7R1i+aRE9zX3c+6X3Ube8etJrRENRXv75GzS8c4RWdwf5ZbmUzSnm+o1PkJ3bYYxDi0L4u5DcC96vTes+CEsuuD+JjP4OtB6jVENdhHDclb6+fyjAnlfr6WjoJrcom2vvWklRdcE53e/M3Azu+8u7CQwH0VIaWXmZaQOQXeA95Tk21ca9X34fh7cfofHdZpweB4vXz6di3sWR9bgSkXoYIr8AnKCM74bGH5MZX0UoZkquycXFNArjLN+4iI7DXXQ0dlM2q5hELElvRj8V80vxleaSjCcYGwjS3zZANBSn41gFZdWN+HucFFYV4HDZQB8A9YPp18wr81FQkcdI7yjZ426SeDSB1CVz18wCoPdYH26vG13X6W3pJ5XSUBQFLZUi4o/iznJTubB8kkHQdZ0n/u052hu6sDlsqE4bfe2DFBYfJSevG/+IG2++l0TCjlCc2BLvoCcOoKgLp3UvhLUaPF8GOQaokyaesUE///0PjxGPJnBnuWjua6Nh+1Hu+dIdVC+qOP2LnoaJmlHTQXWoLNmwgCUbrpJK6VQzyDhYJmStKW7Qx4zn1CWXb2wm70lMozCO6lC598vX0NXYynC/QpYvn6y8TN787TZaD3QggPnXzOKT37if+jcPc3S3A6c7zpyVQXIK7SD7wX4DQl2Zfk0hBHd9YTNPfe8F+toGEYrAqlq5/Y9vTmfK5Jfn0d7QRTQUIzQWJhFNgBAgJf0dgzzw1x+YkiHUdaSXrqO9FNcUGkVu24+SiCZwudqJhmJomh3/UBCpBwDIzIkgYtux59bhdDumdT+EUEBM9dPvfGEv8WgiPf7ju6jXfrmVygVlp6xJMLkQUpxSEkwCJKc+bmJygVz1RmGoe5j6LfsZ7XqDirpRZi93okdSDHUtIJW8jjs/ewu6LlEUQWAkxCsPv0lnUw8CwVhgE87CBSgZSVByEMpUBdQsXyYf/V8fZLBrmGQ8SV6Zb9Ikv+q2pdRvOUz74U4Kq/KJBGOERkL4SnLI8HqoWVIJGLuDlvp2uo/1ERwKout6eudhs9sQQhAMGgVqsXAcj9eKVbUy1JNiuFfjse8/RyzZycrNS7j1UzedUu10OrQe7CQzZ7LLwp3pOm1NgskFYqkEFJApEOM/V5ma8JyJycXlqjYKbYc6efxfngGtFdU2RNNuB7/69gg5BVZs6hakpRtvfjkf+su7cbjt/OZbT5KKp8gv8yHl8areAB/5m3vOuEIWQpy2aK2ktogFa2fT29JPLBTH6bYza1k1+RU+BjuG6W3px1eaw3c+92Math9BSpC6RNd1HB4Hg53D5BZlI4TgWIMVTRvGnZFAS6r0teskohFSSSvHGrJwefxseWw7/sEgn/rHB7Cp5y5r7c3LpL9tCLvrRPZLMpHCqlpQHaZM9sVGWHKRjs0Qew7EeHqv1MBxK8JybtpSJibT4ao1Crqu89Iv3sCZYcNtHwORRcAfZ6ArhjffQ0G5G0SQkeEYrz6yhdkra4n4oxRUGD9EIQR5Zbn0tQ7Q29J/2uweXTdSQ89kNHyludQtqya3OBuhCERaiE8iJfzmW7/n4FuN5BZno+uSsQE/Y/1+3n58Bxm5hgxGNBQjIzuH53+znrUb3yQjO4LAQihg4/lf1SI1K06PAy2l0X20l/ZDXdQuPXVjoTOx6tZl/OZbT+JwqdhddlJJjaGuYda+f9VF7/yWSqbY+cI+dr+0n0QswZzVday9e9U596T4Q0fY14OtDpk8bPxtnQuWkrOcZWJyfly1RiE0GsY/GCS/LMPI9EMw2BnD47Uw2p+kvM4GJMku8NJ6oGNc1uIUE7sQhMYiUx4OByK89bsdHHq7EYAF6+ay7gOrT+leqV1axY5n9yB1mb5GJBhFddnJLc7m3Wf3kunLQNd0+tsHkbrE7rYTi8ZJ9KRQLBbKZhdTOquYiD/CP34xxIJr3XQ1jtLboWNTVSCF6rARixgGJDgaOq/7Vjm/jNs/s5E3H92GfziIxaJwzZ0ruOZ9K87r9SYiZcoI1mMDxceLP3udg1sNY+jOctG4/Sidjd089PcfnnZs5L2AEAIsJQjTEJhcAq5ao2Bz2BACNN2KRckAGUMoAj0FqkMBGQNLDSARQFFVPpqmTUov1XWJ1PUphVNaSuOxbz/NYMcwucWG+ur+Nw7R1zbAR/7mnilVvsU1hVxz5wq2P70bQycQbHYb7//T28Z7QEiEUPAPBkAaz1k0Q2iuamE5geEgeaW56JpOLBKnsLKQwIiN0aEIqXgIqSfxeA2JC13TUR22C5KEWLB2DnNX1xEaC+P0OE4pv32u6IlGiP0WZASQjA4XcehtjcKqkvT99pXm0t8+wJFdzWafBhOTGeKqNQpOt4P5a2dzcGsDvpLZKNpecgs0hrqTzF2hgOIFSynD3aPUraihblk1pbOL6WjoxmJViPijJGIJ1t69aorsdkdjNwPtQ2lXE0BBRR59rQN0NvZQOb9s0vFCCK77wBrmrq6j+2gfNruVivlluDNdaJpGUU0hbQc6iIZjaRdNPJrAV5zNvGtmcWT3MTxeF5FgjOWbFrNs4yIG2gd5+GuPcWxvI8lYhGgwgX8wgFW1cd29qymunZ5i6+mwWC0X5MaRUoLWhkzsA30EkrtAlIKlCKTE39+F0KMgJq+ObXaVgfahCxq7iYnJ6blqjQLAjfevIxVP0bizGSFm48waYdWtSSIhO/29OQj85Jf7uOmB67BYLdz52U384CsP07TzKEIo5BR56WruJTAcnJRvHxgOplf8ExHjgm+nw1eSi69k8greYrFw75/fwfe/9HNG+8dIJVJIQFVtLFo/n2QsSUltEQ/+7Ycm1TJk5Xr4yFd8/MdXEoTHNDQtRV4JuLKq0xXalxMZ3wKxZwEVtF7Q2sCqgTIfhCArLx+pHUZqAYTlRKZUMp4gv+LsSrMmJibnx1VtFOxOO+/77C2s//C1RAJRsguyUB0qAx1DDPeM4Pa6KZ1VlHb3HH7nCKlEirV3r05PwEPdI7z6y628/4u3pV/Xm58FiEmupuMNe7z5554KOnfVLP7ivz7Pb/7pKfa/fpD8ciMwbbPbGOgc4uaPXj9VViLVRNOOd6lekE2WTwUJihJH16O07G8jOBq6bA1qpO6H+AugFBpplvoIkGEYB0sJiGyyC+zMXeXk0K4BfCVOLFYLo31jZOZmMGtF7WUZt4nJ1cBVbRSOk5mTQWbOiZV+QUUeBRV5JBNJmve20XOsD29eJrtfrsebnzVpAs4p8tK8t5VELIHqUNF1neLaQkpnF9HV1JPuhTzSO0r53BJKZ01Pg+g4yUSSrqYeEvEUn/7mR2h8t5ltT75LcDSMxaJw3T1rWHbzoinnycR+wkELNtWS7vugaXa6j47Q2tDAd7/wYxavn8+6D6y+9Nk8Wrch7KaMf/0suaB1AophIMZF+TY9kEVu5fXseeWIkX20xsg+upqCzCYmlxrTKJyGWCTOY99+mp5xH38qqdFyoJ1Zy6sNnaMJCGEUtu14ZjcNO46iWBTmrq4jvyyXxnePAbDmzhWsunXpOblt+tsHefxfniHsjxjtQ4Vgw4ev5XP/9knCY2Fcmc4pnd8mDIq6xQ5e/a1RyAbQvD9EX1sCZ0YuBVX5NO1sputIz7SzeTRNo/toH6HRENkFXgqr8s+vsc3JCp9KLig+QwVUj4M2ACSwZd7FtXet5dq7rjv3a5iYmJwXplE4DfvfOETP0V4Kq04IvfmHgjTuaOaau1agCGNyH+kdpXpRBU985zkCQ0Fyi3PQNZ19rx2kfG4Jn/+3T5zXxKmlNB79p98TCRpuLYfLQTKR4rVfvkVJXRFFVWcWoBO2Jcxf/S6Hd6r0tccASUdjCNWhUL2kFpvViq8kl/72QY7sOnZamevjhAMRfv1/nqCzqSetHuvwOFi+cREL1s2huKZw+u/TUmHsBvRhQ0pDKGCtNYyFuhSUXIS6AmGtnN7rnQNSSpBREFaEuPCsKROT9xqmUZhAS30725/dzdiAn+4jvfjG0zaljICMUbUon7FBPz3N/VhVC8govmI3NQtzad7bSmFlPqGxMC317QRHQjTtasbmVLnrc7ecfkU/AV036hASsSS7XzSKthweBy31El9JDrVLqrBaLRzZdeysRgHrLBzZN/DhP32T/W8lefQ7ARIxicOTTfOeVrSkRmFlPjbVylDX8BlfSktp/OeXf8aBLQ043EZfaCl1VIdKYDjIvtcPseG+a1l967Jp3WchrOD+BDLyiBFHEIBwQ8afz6gctEx1IaO/B70DpBWprkQ4NyOE6Y4yMTmOaRTGObStkWe+/zLuLBcOt4PRQT+DXQOs2ujEZh0CIVA0nfJZ2dz7lY2E+p/F4+6hbLaDkd691M3PYGgwk4NvNyKEMFpfSsn+1w5id6rc9bnNZ7z+aP8YT3z3OYZ7RvEPBmg90IHVpuDOdCGlZKhrBJvdRlZuBqlkyljx6n2g+8GSj1Am10oIIUgqt9DWnsdbz7+EzenBWxDH481A13WO7WvDleEkmUiljd/p2PHCXurfPExOYTaphNFrQkodp8dJNBhl1vIatj62nbmr6ybFZs6EsOSD58+MXg0yBZZChJg5mQypjyLDPwQsIIpBaJB4BylDCPdHZ+y6JiZ/aJhGAcNX/uaj75Bd4MXhNlb01QsraN23g4i/jyxfMRIY6o0ze2mAyorHoDwCSiUIgdWhUjt/D52/d6GnjB7CEkNEr7i2kKadxxgd8E/qPTwRXdd54rvPERoJU1Bu1DNk5HgY7BzGnRnFmeHElemkr3UAu1OldnExMvxTIqONNNcnCIykKJq1kqplD2C1GS6RwEiQ33zr9/S3D3J0dz92l51ENEVQD+HKdCEUQfO+VuaurmP2yjNn8+x+YR92p4oiBLFIHCHAqtoI+8N4vC6sNgtSl/S2DEzbKMC4Eqvl3ALv54tM7AOZnCBBbQWlGJIHkNqw0UfCxOQyIFOtyNiLRrKFUgD2jSjq3Ms2HtMoANFgjEgwOkm0Lq80h7zcGA17FOLxOFKHkhonN304AxLbwb7RkLgGvHnZ9LV6ScVbQSkmldKIBqPkFmfjyXYTC8UIj4VPaxT62wcZ7hmloNwodkslUtidKlm+DAJjITRNRwiIBGMs3jCf0sr9DLQe5rffTRINaygKaM+/QcWCIB/48h+jOlS2PradwFAQX3E2XU1O3JkugjKU1j9KJVLk1BVy/19/AIdrsmtLSomW0tI9pI9LZY/2+Y1MJmnsRBKxJPnlJ+6Zar+Cv07aAJwcQxDCiGfIAGAaBZNLj0y1IUPfB+EC4TM6HkZ+is5D0+5/crG5gn/Flw6H245VtY634DRcGEIIlm5IMndNIdmFJbgzrRSU2xEyAokUcCKLSCgKdUtn0XGkl4PvJrCpNirml1FcU4Ce0pFAdsHp6xOS8dSkIG1ucQ49zX043HYKqwvIys0gMBJkyaxibvnEOgj8Ay/9yhDLKyg3/OFSF7QdaODA1gaW3LiAhh1H8RXngMB4b4kUrgwnqaTGys1L6GsbYPMnb5jS5Kalvp03H93GYNcwWXmZrL17FbXLqmjaoRMJRAn5w6RSKRLxBNkFXoprCgkMB3F7XZTOLr54H8rFxloJyT2TH5Oa8X/FLIYzuTzI2CsgnEbiBYDIBF2B2AtI24Lzy+67QMyOKBitM9fcvozB7mESsQRSSsL+KL0dPuaudFCz0ENhhcP4gGQQLFUg/ZNfwxpk/f13c82dKymfU0JeaS7RYIz+9kGWb1yMYlFOWeUMUFDhw2qzEI8mACiuLUB12QiOawtZbBbyynzc9cVbURQIB5L0tcfJzD1h04VQyMwRHH6nCSEEFosy3gdCoXZpFYlYgnAgQjKeoK91gLJZxcxdPWvSONobunjs208TDcUMiQ4JT3//JfJKc/Fku/CV5uAkwa+YAAAgAElEQVTxunFluXB6nFQuKGekdwy7S+XeL91xWinu4GiIriM9+IcCkx4PDAd59ZEt/PAvH+bX33yC5r2tp71HF4pQF4Elz2gxKqPGikzvBnU9Qjm37m8mJhcNrQtEhuHaPN4nQ/GAPoTRYOnSY+4Uxll12zIUq4Udz+xmtN9PTnE2s9Z9DnfWs+O9ilWjLaLiBff9EPnteOaMbVw8rwRn5joe+GvJrpf2c2RXC65MJxnZbva+doDdL+3DV5rLzQ+up7Rush/d7rSz6WMbePZHryCEwGq1UFiZz6zlNWTlZZKZk8GaO5antZQUtRrYjZR20gsJGUWnGKtqQ1EUFl4/l72vHiS/3EdOgZfFG+ZzdPcxKheWc9MD11G3vGZKR7d3ntqFK8OJx2v0mXZ6HOQILwe2HOa2T9/MT/7qEXRdUjmvDLvbjsvt4M4vbKZ6UcUUkT84EavZ8/J+hBDoumT+2tlsfGg98UiCR77+OGF/hCxfBkPdozz27afZ9LENpyzGu1CEcIL7j5HxtyB5wPgc7bcjbIsv+rXeS0g9hEzsBa0VLAUI2woz/nIaNE3jwJYG9rxSTyKWZM7qOlZuXoI703X6k0SW4Y6WUcOdqeSDUjrej/vyTM9iplZmM8WKFSvkrl27Zuz1Nc3wt6sOFSGE8aNI1huGwVKKsC1EKG4jmyWx38i1t1Qh1AVT8t6f/8mr1G9pIK80F4tVITQaJh5N8PGvfThd6TyRwa5hGt89SiwUI788jz2vHmCwaxhFESiK4MYHrmPJDQuQWh+/+7//m7ZDIXxFKqCh46G/u4w7P38H89bMIhqO8cR3nqOrqQehCKQuqV1axR1/smmKMTjOv//pT3B6nNhUK1pKY6R/jFg4TiwcY/aKGoZ7xia5wQY6hlhy4wJu/uj1p3y9Pa/W89LP3qCwMh9lfOfS3z7A2rtXoVgU3n7y3XQcBSARTxIaDfG5f/vkacdocumQ+pjh79bHDBcHccCCcH8aYS2/3MO74njp56+z55UDePOzsFgtjA34yS3J4aN/c88plYSljCL9fwvJfUAGoAJ+wAKZf49in16K93QRQuyWUp5V497cKZyExWLB4jyx6hWKB2G/dspxQslGODac9nVCY2EObWuioMKXrmLOyPEQ7RyifsthNnxo7ZRz8kpzySvNRUrJI19/nLEBP4Xju4NkPMlLP3+D/HIfxTWFbPqjv+F3//Iw/e2DhpEiixW3LGHOKiOTyOl2cN9X76a3pZ/AcIjsgiwKKvLO6KMsqi6g60gvTo+DQ283EgvHx6W7YaB9kJUn1SF487No2tl8WqOw+6X9ZBd4USzG+1cUga84h90v15Nf4ZuyglLtNrSkRmAoMEUY0OTSI+NbDTepZUKsSB9FRp8Cz+cvi7/7SmV0wM/+Nw5TWJWf/r0XVOTR3zZI895W5l0ze8o5MtEICFCvgVQz6EFQMo24guK9xO/gBKZRmCHCfqPxzsmyFg63g+Ge0UmP+YcC7Hm1no6GbnzFOVQvrqSvtZ+8CdlQNrsNm2rl4FuNFNcUkpGTz4N//yV6W/qJBKL4SnLILpj8RVIUhZLaIkpOyjiVUpJKprDarJN+2NfeuZJHvvE4bQc7iEeM3s8SyZxVtdS/2UBnUw81iyrSx6cSKZwZRqA7NBYmEoiQlZeZLtSLhuK4syZP/BablXg0Tm6Rl97m/rSrCkDTjKC860zbbZNLR/IQiJN2tMILehcQA040jErEEjTvbaW3tZ+cwmxmr6y9qvp1j/aNIRQx5fdutVvpaxtg7ppZoHUiU8e7580bF4JUDJkXdcIiSO9ByNOrKc80plGYIbLyMrFYFJKJFDb1xG2OBKKUTcjSGR3w88jXHiMeTeDOcnF0dwu7X6lHS2rkl0/uwWuxWYmFY+m/j0/600VKyaFtTbz9xA78w0FyC7O5/kPXULe0GjB2Cvd99W7+8cHvICwCh8dO3fIqsvO9lM0tobOxi6oF5SiKQNN0xgb9bHxoPc/9+BUOv3PEGKPVwvX3GiJ9s1ZUs/vleqQmScaTeAuykFJSs7iSpTcu4sCWRoKjRq2DltIY7Bxm+aZFV9VkciYGOofY9eI+elv6KazMZ+XmJVO+EzOK8Iy7jiZWfKcwpo0J3+lglF9/80mGuoax2W0kEym2PbmTD//V3UYG3AwRGgvT2dQDQPmcYtxZ7rOcMXNk5HiMplsTlJHBWDjlFGUj469D7MV0n20Zex1s8wHdEIc8fo4c/9tyFsWCGWRGjYIQYjPwb4AF+LGU8v+c9Hw58HPAO37MX0kpn5vJMV0qHC47az+wmtce2UpGtgebw0ZgKEiWz8P8tXPSx+18fi+J8ToAAFeGE5vDxsG3GymqKcDlMSZIKaVRPbyi5rzHdGhbE898/yWyC7wUlOcRCUb53b8+y4f+4i6qFhg+4qKaAmoWVZBd4E3XKQAUVxeQiCYY7BpCEQIpYc37ljPSN8qBrQ0UVOShKArJeJKXH96CNz+Lwqp8Wg+0k4ynsKpWWg92kF3o5YH/cQ95pbnc++fv47VHtjLQMYRVtbLmfctZe/eq835/7yV6W/v55f/+HYpQcGe5OLK7hcZ3m7n/r99Pcc2FNUiaNvZ1EHkEpMuQOJe6UUVv3zCp+nznC3sZ7h6hsDI//dhI3xiv/+otPvjnd87I0A5vP8LzP34VXdOQEqw2C7d9+mbmrJo5mZQz4SvJoXphOS31HeSV5iAUhbEBP65MJ3VLsiD2sFGYJsanXJmCxAGwFBpZcCIbkCBHQV1hHHuZmDGjIISwAN8DNgJdwE4hxFNSysMTDvsb4FEp5X8KIeYBzwGVMzWmS83KW5bgzctk14v7CfsjLL9lESs2Tc5GaD3YQcZJtQIer5u80lz8gwFCo2GsViNdtXZpJbVLq85rLFJK3n7yXbILvGmVV3emCy2l885TO9NGwWKxsGDdXPa/cYj8cp8RbJcS/2CAD/zZ7cxZVUtwNIw3LxPVYePfv/gT8stOxE1sdhueLBc7X9jLUNcIS29cSHA0RGjUUHXVNclI7yiFFXlUzC3l41+7j1g4hs1uS3eVM4Gtj+/AZrOm+2843HaGekZ45eEtPPR3H7okYxC2xUjHMMRfBR1AB3UlwrFx0nENO45O6ROSXZBF26HOtKT8xSQwEuT5H79Kli8j/drxaILnfvQKZbMvz45BCMEdf7KJrY+/w4GtjWhJjcoFZdz4wHW4XM1Gl1kx4fstrEbhpP0aI6sxscd4TL0JoS6/rPGamfwVrgKapZQtAEKIXwN3ARONggSOi/lnAT0zOJ5LjhCCWctrmLX89Kt7b14mfa0DRINR4MQ2NKcomwf+//dzdHcrkUCEqoUVVC0sn7R6Pxe0lIZ/MDCpRSgYO5Oh7skxjuvuWc1QzwjdRwyxOqlL5q6pY9nNC7GptnT/hbA/jKbp6UDycWwOGwMdQ0bFc5lvUjMf/2CAo7tbmLdmVvoeOT2mu+hkupq60xlq0XCMY/vb8A8E2B+JoTpt3PLxG6bEkC42QgiE4yakuma8z0UG4hQBULtDTdfYHEfXdCwWZcp343SMDfqpf/Mwva2Gq2zxhvl4805d8NnR0I2W0iYZG7tTZTSp097Qnf5uXWocLjsbH9zAjfdfh6bp6Qw6mVAxVB+nIoTbSGRx3HAJR3pmZtIolACdE/7uAlafdMzfAS8JIb4IuIGbZ3A854WUKWR8GyS2GE3lbQsQ9k0Iy8Wpgi2uLeT5n7yKzW5DsVhQLAq+4mw2f+pG8svyyC+7OD5ki9VCbkkOkUB0UvDXP+gHRfCrf3wCZ4aDxRvmUzm/LJ25FBwxeicc3zVMxJXpIqfAS9gfmRQwDg6HmHvtLA6/3TTVx5rUcHjOrhh7tZOVl0ksHMfutnN4WxOJeBLVqWJ3qfS1DvLoPz/FJ75+/yVJ3RWKG5TTr76X3byQ53/yGg63HUUxijQHu0ZYetP8ae3+hrqHeeQbj5OMp3B6nHQ29rDvtYNpN+MUTptGL8/w3KXDYrVMXrxZa406Jz184j7qIUMq3nrldRGcyYrmU5nGkz+x+4GfSSlLgduAh4UQU8YkhPiMEGKXEGLX4ODgDAz19MjoMxB7CrCByIPkIWT4+0j9wrMDwv4wu17YR+2yauxOFSEglUiSiCdZsuHM/Q3OFSEE6z94DYGRIIHhIKlkiuHeUZp2H8M/EGC0f4yOw108+k+/Z+eL+9JB7Dmr6k6byiqE4OaH1hMNxRjqHiY4EqKvbZBMXwbX37OGkrpCRnpH01XKyXiSZCLJwnWXT+zrD4U1dyxnbNDPUNcwsUjcWI1H4pTNKSGn0EtgKEjH4a7LPUwAFlw3l+UbFzHYNcxA5xD9HUNULy7nunuumdb5Wx/fgdQZ31W6yS/zISVsfXz7KY8vm1OCYjHiV8dJxJJYLAplc0ouynu6mAjFDa6HgMR4P/JeIAmuh4znrjBmcqfQBZRN+LuUqe6hTwGbAaSU7whD2N4HDEw8SEr5Q+CHYBSvzdSAT0bqfqPaUClJZw0gCkDrRSb2Ihynzs+fLm2HukgmUpTPLqG0rohELGn0N+geoetI7xnVS6WUdDf30bSzGanr1C2voXxOyRl9kbVLqrjvq3ez7aldDHYOY3NYKazIp3pCmqkn6WbrY9tZuG7OtNw6FXNL+dg/fJj6Nw8z2jdK2ZwSFqybiyvDyR1/vIknv/v8eC2FQLEobPr4hmkHSv1DAbqO9GKxKlTMK72i3Uxjg36jz3eh96K0C513zWwSsSRPfe8FYqE4VpuV6sUVaQFCKSXhQOSCr3MxsFgsbHxoAytvXcpo3xiebA++kpxp+8WP7W+bkqXkzc+kpb59yk4TIMuXycaH1vPyz99E03UEoFgUNn/yxsvWd/xsKLZaZOZfG90FASzlV2yTp5k0CjuBOiFEFdAN3Ac8cNIxHcBNwM+EEHMBB3BptwJnQh/F6IN5kh9f2I0+wxdIKplCjG+oFEVJq5UadQRG0ZhMdSKTe0CPgm0ewjYPIay889RO3nri3fFaA9j9cj2rblvKhg+tPeOPsWJeGRXzDFv9/E9fRUvok5632qwgJUPdI5TNnt6qy1ecw433r5vyeGZuBg/+7QcZ6BgylFbLcqc9Ye5+eT+vPLwFTdOwWK3YnTbu/uJtVM4vO+u5YX+Y4d4x3Fkucgq9Mxq0i0XivPDT1zi6u8VQkFUE696/mlW3Lr2g6wohWHrjQvJKc/n53z1KcU1BWkrE2HkJfCUzl+55Pnjzsk4bBzgTHq+bRCyZlq0HSESTeLyu097DxevnUzGvlPbDXSiKQvnckkvfa/wcEUK9It1FJzNjRkFKmRJCfAF4ESPd9KdSykNCiH8AdkkpnwL+HPiREOJLGK6lj8srSXdD8WL4KXUjU+A4Mpau8pTjE2hoLExOofecvpils4qRgkky1alkCqEISuoK0eM7IPq78awFKyR3IW0LGA3ewdtP7hyXzzDO0zWdXS/sY/61cyZJgJ+JzJwMkonkpMeklOi6nNKH+nwRQkwJbp+N3pZ+HvnG44THIiAETo+D4poCfv+9F/jstz922myW4xlW25/ZDQikrlO9uILbP7Nxijz4+SK1fmRiJ+iDYK3l9V+GOLKrhYIKI+aSSqZ449dvk1ucTe2S88sUm0hJXREL183h8DtH0oq2geEgc1bXXrrU1Blm1W1Leelnb5BfnofVZiGV1BjpG2XTxzec8TxvXhbe9eduhEzOzIzmAI7XHDx30mP/a8K/DwNT9R6uEITiRaqrIfG2IVSFDeQwKG6EuoxYJM6zP3iJlvoOQ19ISpbeuJAb7l97SoG4k8ktyua6D6xm6+PbsVgs6Ql5w33XkpVrQwafAiXvRB8AmQPJQ/QeLQLkpGCWocIK3Ud7p20U5l07mx3P7iHsjxid4nTJUPcw5XNLyJ3BoqOz8cS/P8dQ9wi5hdkIRZCMJ2mpb6ekrpDuo71ULaw45XlHdh3jrd/toKAiD4vVuJ8t+9t5/VdvceunbrrgcenJZoj81/hfdmL+wxzaEsJXvia9orXarLizXOx95cBFMQpCCG7/zEYq5pdxcGsDElj7/pXMv3bOe0ZmYskNCwj7I7z77BtIbRCBzrW3L2fxhsuTRXS1YyaGnwXhfB9SyYbEW0ZhiXUhwrERoWSw9bE3OLa/I71K1HWdXS/uI68sl8XrpxcoXnPHcqoWltO8txVFEdQurSK/PA+ZasboZjNhVSwE4MBq6eJ0KW7nkhOenZ/FPV++gxd/+hoDHUMA1C6tZOPHNly2CScSjNJ2oBOn25FOZ1QdajowfqZ95O6X68nI8aSNpRACX2kuh7c1ceMD66bVJ/t0SCkh9iTgNPRpgGTKjdQPochu4IRbwKpaL6q/32K1sHj9/Gl/p/7QUBSFtbdFWL56iKDfToZXxeHaD9E40v0xo6e3ySXDvNtnQQirIXzn2DAp6JVKpjiwtcGoXhQn4gJZeZnsffXAtH/AQggKK/MnVYMaOAy31ZQTNMrnFuPw9BAaC6dTQSOBKKrDRtXCc1OvrJhbyh9986P4h4KodutllQoAiAQiZOZ68A8G0HV9gpaMQEtolNSd3mUSC8empEAqiiHZnUpq2C8kTi2DoA2BckJWxOO1kl3gIjzaS0b+CaMQHAmxaP28C7jY1YXUAxB/GUdGMY7M4xW/2ZBqgtRRsJnZapcSs8nOOTBx9axrOlpqauGW1WohHolf+MUsxUb/Yn3wRO61jIKUODKXc++X7kBYBP0dQwx0DqFpGvd86Y7z0g1SFIXs/KzLbhAAMn2ZeLxuSuoKiQSjhMbChMbCREMxbrj/zKv9OatqpzTyCY6EyK/wXbieklAxfi4nDLUQgk0PZBKLWhnoHMI/FKCvbYCcIi9LbliAltLobe2nr20ATdMu7PrvZbSecf2fiRW/ArAhUy2XbVhXK+ZO4TxRHSrlc0voax2YVFk6Nhhg9e0XroMuhALuB5HhR8YznYSR9eT6CMKST1E1fOabD9LfPoiuSwor894TMhGq3cb6D13Liz97g7plVcQicaLBOIWVedxylsDj0psW0rjzGL2tAzhcdhLxBDbVyqaHLtwdJoQDqa4cT1EuGu/tnKC0JsknvvYAh97VGO33Uz63hDmr6hjqHuHp/3yR8FgEiSTLl8ldn998zkH3qwLhAjG+8NGHIdXGuC4EqCfXuxpIqUPqKDK5HxBGsyRr3XsmznI5MZvsXABD3cP8+ptPEg3GsKlWEvEkvtJc7vvq3RdN6VNKCXo/yARYCq/Y3OaLiZSS1gMd7HppH4GhILXLqli+cfG0ctC7jvbw9H+8xLH6NnKLctj8qRtYsuHi9LqVMo6MPgGJfeMrWQs4NiPUyWnAkWCUH/3lw6gONV09HhgJAfCZb330omsB/aEjpY4MfReSDePtKe3ju+MI2BYjMr6MmKAaKqU0ejok3sKQ75ZADOzrUZx3XKZ3ceVjNtm5BPhKcvnE1++naWczwz1DFFUkqF0kUdVDSH3uRalWFEIYSopXEUIIqhdVTCqqmw5DPSP89p+fRgjB3NWziIXjvPhfb2C1WS9KFbUQdoTrPqTjVpAhUHIRYmrqbtvBDhKxxKQdZGaOh762AToaus9b1PBcOb7gu9JXz0IoSNdHYPQL43G0lCHXbbsWiCPjWxCuD544Qe+DxDZQik/UEEkN4luR6grEZf69SK0XGd8O+gBYaxDqKoRyZddQTMQ0CheIO9PF0htnIcNvQ6oVsEJMR8Y94P70pBWOycyy84W9ICGnyJiMbaoVm93KlsfeYd41s6aVJjwdhJKFod94amLh+CmzpIRginDcqUgmkowNBHC47edVoSv1EWTsJUjWg7Aj1WsQ9g1X9C5TCAfSWglKNqAbLiWEEUdLtU0+WOvEyMyb8Hke/7fWdVkXUXqyGcI/Ga9rckKqDZl4FzyfRShTW/BeiZhG4SIg49sh1WI03D6+KtOHkNHfIzyfObfXkimjUXpyp7H6UZcj1BUIoSJlkuHeEXa9eIjeY/3kV/hYecslbrxyBdNztA+3d3LXNofLTmAoSDQYmyTadzak1MY/h3enfA5no7jWmJQmZk8ZbU0FxTVnXiQcfLuR1365lUQsidQlc1bXsfGh9dMuvpMyigz9wNjJiDxAg9jLSG0QXPdB6ggy2WTU2tgWIywnZ71dJoTd+A/LeD/ocWQErNUnHWzndCnZnGLndqkw0pZ/D8KdTluGTNB7kfG3EM73XbaxnQumURhHSolM1huFanoY1AUIdR1CyTj7ycm9IHJOGAQAkQtaC1IPT9uNZPhKH4fELhBZgIDoE8hEPVLxEhvbQe/+NqypAoRYwpFdARp3NPPhr95Nad30O7C9V8kry6WlvmPSBGqoi9omSSicjROfw7tG+8njn0OyEdwf5xSajUgpObLrGLtf3k9oLILT46DrSC8erxspJYlYkmvvWnFGueuuIz0896NXyC7w4s3LQtclDduPolgEt39642nPmzSOxCHQJ/ZVthiLlcQ+pD4GWhtgB6EjY68hXR9BURdM+97MFELYkPYbIPbMeIMZ1TBsMoawr598sG2WsZPQAycmX91vKJBeThkJGQZtcFLaMmB8h5INYBqFKxNd12nYfoRdL+4nEowya3k1K29dise1Y7xdXhYIG8TeRCYPgvvzCOVsPYOtTExVHL8SyFPoJp1xcL1Gsw2l5ISshu6C2HNgLae1URIKZlBW4ye/ZCf1u25ibDDKm49u4yP/455zuAvvTVbeupSmXccIjoYMPZ1oguHeMW78yLpzy8zS+yCxe3znN/45SA+kGkFrOeXE8+5ze3j912+TkePBZrcZstdOlepF5djdduasqqP8LAqee18/iOpQsTuN3YiiCPLLc2nYfpQNH147qTnT6cfey5SftRDGBJqsB+u8Ca0foxB9DGmbdUW4loT9eqSwQOw1YBgUH9g/gbBWTj5OOMH9CWTkl8hUN2F/hHDATlzcQ+kcK9YzqIlLPQJ6D+AAS/EpDfz5vwF1PK02BUwYhIz/QcUFrzqjsO33O3nrd++S5cvAZrey97WDtB9s5KN/3oxVLTqRK21xgtaNTO5H2M8iAayugeijIN0TJpFBUBeeMhB5WrR+jNTTiV9U/3h6noPA4CB2l4NoxInbM4Y3ZwBNK6L7aK8hHHeePnOpDYw3Ucm+ZDEQKSVthzo5+HYjqXiS2avqmL2i5rybCAEUVRXwoa/cyRuPbqO/fRBPlptNH1vPkhvPcSV8qs9BCEBBpnoQJxmFaDjGW0++S365L218HBV59LUPUlJXxPKNi6d12eBIKG0QjnPc/RSPxKdnFJQiIGm4vPRhY/Uq3Mbna6s8aTfrNHowa31gPbeix5lACAVhvw6pXgskAMdpg+TCWk5M+SIv/tev6G0ZJBTIQMrd+Epa+dBf3HVKV6Ee3w6xpzH0zDRjN+V+EKFcHEkXIVRj7PE3xtOWLYZBkEGE/YNnPf9K4aoyCpFglB3P7qGgwpeefPLLfMRCRxnr9+MrL518gnAaweOzGAWhLkNqnf+PvfcOr+O6zr1/e+b0gt4BAgR7J0VSVKEKVaheLMlWsy1LtmXZjksSx5+dL+XLTT7nxrmJb3Lz2HJiOS6JbVm2uilZnTKb2HsnSAIkei8Hp86s+8cegAABkAcg2CS+z6NHxClz9syZs9fea73rfSGxHj2ZCBjlKN8o/WnVMEVFcRrhDC/egJdUIoXHp1chHm+EeG+CcE5oQOdv+hBJINHfQmI7YOiUgmseKvCJs75yXPvyRla/uB5fQMtZHNh0mANLJnP3l249o4JwxawJPPb/PdgvMjgm5o0RYqj1B4ANxtACc0djJ2IzZDfiD/o4tr8u7aAwef5E3n9u7SATpGhPjECGP22hReWZjcR+D/F3nXMQLeDYV7gdCHGeV2ffqGc00E6+p6d0b3xjJ/u3xCiaOIlgtj635uOt/OG367jj84P9uiRVo8UljYIT0jF2s+4DCn1l3BhayrcckSQk1+vkgXKB/35wzTjtey8UfKSCQkdTJ8CQ1agywvT2RIZRQ42DefoirlImKnA/4r1G09BUGMwJo9+auir159lNoPLQ7Iu4/tGqHMqmudi/oQrDVIAQj4HHvY8rPrYUsBjt1ynxVZDYeqJALgLJbUi8YIgP73iiq7Wbda9somDCieCckRviwMbDHLuhLi157FNBKXVmjXzmRMdQvdEp1iq96jayUO7pQ14ezAwgYmPbouWzHcSjcXJL0meczLtuJrtW76XhaBPBjACJWJJUMsXHvnp72jsopfyaxZParYMBJrimgSQ1a2fgpCiterVsXDypjYHYtWovucWDpdFzirPZs+4Atz5xw6DFhSS2OumdgVpieZqtZDeOW3pHKTcqcC9i36R3aUb2BZGaGw0+UkEhlBXEtof+eDtbXKSsWTrXaBQBJkgHKBfKsyjt4yuzAM6AzaGUC4KfRaIvad0XQf+gXZPAqiavJBd7YTFttQdJxJNMmrqJJTfmkV/6PtKzCwKfQ5nD2BeOhMRaR4VV9Q1AF/kSa+EsBoXGam2ZMXCiU0phuk2OHzjzoHCm0N/DE7pRrf97qET57xs2HZiRG2bWldPYtWY/BRNyMUyD7vYIpstkzij6I/whP4/+xQPsXrOPIztryMrPYN71s0fVBS0ikNoL7ssHy0ZIElJJLeootv7PLEIFPnnB9zGMBMNQQ6m/w5jy6Md70Qr+A+CkBJHT04RHC2WEgAvT8Od0+EgFhYzcMLOumsau1fvIK83F5TbpaunG7XORP/VJ8KzVjBNSYJah/PeOW74xXSgjGxV8ArF7nL9DOs0TXweJDRSU55JfPoNUdBsu70SU6Wz97Rak99eaD53uj1wSOt88CDoPOpzj1clIJpKOr+7Iud/h4At6kWHSM7ZlE8i8MNzVlJHlfA8RQJwf+chY/pll+IJetq/cjZVKUFCez/LH7n7v+gsAACAASURBVCC7YHR6//6gj8W3LGDxLQvOYPTDER8EXCWo0DedQqsXzNLxLbSeY8y7fharXlhP0cSC/vuvpa6NedfNGpqCdM+C5BYtPz+w0K58F1UR+FzgIxUUAJY/toxgZoBt7+4iGU9ROq2YGx+5hsz8fOBexH+7XlWpkV2fzgUGTkJKeVC+68GnqXl25Ge4fblgDMgFq1ywqvVKUKUZyNzzHDrtgB+FtGhpgVOceyKeZPUL69n23i6spEX+hFxu/vT1adNiS6YUkVOYRVtDB9mFmSil6OmI4Pa6mLZwcnpjP0dIl07s8bq58eEpXHPbDlLR4/iCDSivB7HvSIO9Nn5QSmkPkPj7Tsevkxa0m8B3ox6LcQqb11QNEn/XSTUVo3w3oob0CVwYWHzrAmoPNXBkZ03//VpUWcC1D1w55LXKPQtxz4bkHjQl19LXJfCpiy69c7bxkdU+slIWVsq6KHVo7MiPIVXrOMM5EAG7HhX+M5SZnsmO2B1Iz3/ofDluIKlzoKEvnHKH9PqP32HHH/Y6zm8GPe0R4tEEj//dQ+QUpZdDb2/qZMW/v0X9kUaUUoSzg9z51C3ntd+itztK1bYjRLp6Ka4spGx6SdpFb7G7kO7v6T+U05VrN4BrOir4xIhBViSm+2KMDNQ4FXxFYkjkv7XsNLr+hFGgefxWvU4R+m7COKk+IqkapOdpp4aVoXPi0gvBzw557YUCEaGuqoH2xk4ycsOUTi0a8TsTSQ1o3gtdWM175wDpah99ZIPCxQw7vgWivzqpg7pDd6mG/nRUOxyRqNPw1ABGEcozW/PAR0B3ew///o2fk1eWM4jx1Hy8lUW3zGPZg+kb6YkIHU2dWCmL7KKscZOhGAsaq5t57n+9TLQnhmEY2LbNlMsquefLt6ZVtLZjqyC2YkDTGE6grkOF/2SIHo9ICom+AbFXHBXclFYEDT6J4TqJBTcGiIhe7dvtiEQh+pJOlfRP9l0QeBzDc8L3w+75sbNDGLAgsLvACGOEv37GY/ooQVI1SOwNsI6AkQveG1HuBec3+3BJEO/DC+WZh6T26GYkDE2BJYDyPzTqm04pP8p72vukH5HOXl2PPokC6w14aa1rH+Vnq1N2+J4riAivP/NOv+FR32MHNx9m7wcHmHttGoY5dguDGpZAB2xlgN09JG8t8fcg+mu9S1MB3egYXwd2G5Lxl2fcL6KUcnoPypGeZ3RA6JvsVSbYBsR/j7hnnbhnrGqng3vggcJg1SFiOVTRSzgdxKpDIj8EPJq9Zkeh9xeIP47yDk5tiViAXFDuchfOSD5isG3boQ1GwD0XYxSKqkq5IPAoWFdr/rUKo9wzxkWV9XTIKsjEMA2SiRRuz4nbJ9odPW3H7niiu72HPesO0NbQTtnUYqYtnjxmu83Oli5aatvIn3CCuaWUIpQdZPfa/ekFBbMC+GDwY+LkrU+iNYukILZSSzOosG5yUoCEdcNkfA0qcP+YzmVYWMf1DmEgVEib2wzsvjUK9I5z4Gul1xGpu3gL0qNBb3eUjqZOQllBMnLTkLgZBhL/A4gBZl8QDoG4IP6mVnFVLsSO6J1EcjOIjXjmony3XxCieZeCwimgt+A1muNMHOWeq3PEZ7hislOHofNvdH4XQHmwA09iBD+W1vtbalupPdSA2+tm4uwrxs27IR34Al6W3n8F7/5iNeHsIG6fm86WLjJyQ8xeem4adBqrm3n2uy+SiCXxeD3s/MM+Nry+lYe/fd+IXb+WZXF4ezUHNlfh9XuYddV0Sibr1bthGiOwoQQzzX4H5ZmNJIp1KsjIBklpWrP3BpRx0upbEnoxcLLSJy79nHUsrc9MG2YRWE2DdwHS6+wcBpyf9ybo/U+wTV1/kChIG/gevmhpq+lCRFjz8kbW/24TCNgizLpqGssfW4bHO8paT+oYnKyZpnxgtYNEEYJI788hVa3rOwpI7kasWgh9/bwXvi8FhVNAEqsh+irgBmUiiU3gWQT+B8dM5bNtGzr/ykkb5IOhwI5B5PvY7qmDcrxDxiPC6hfXs+6VEzUVj9/D/V+/85yu0i+/dQFZ+RlsenM7vZ29XH7bAhYtn39OgpOI8PZ/vY+hDAoHqMM2Vjez+a0dXDcM88SyLFb8+1vs/eAgvqAPK2Wx+a2dLP/0dSy8eR4ZOWEmzCilvqqR3GK9UrMtm0hXL/OuS89rWSkvBJ8k0bOK6u3r6WhRZJfdROWCm4eusZVf1x5Sh/Ruoj8wxHQ3tXnmNYVBH+e7WSun2qazau3VjWv+RwdN9oZnJjafhtjrehdhZOh73XPmToIXMkQS7F71NqueW0vhxCJMTx5iK3at3k8wMzCqOhkArjJI7NFSOf0fEtPfu/LrNF3q6Al2GIAq1AuK1H5wzx23cxsLLgWFESB2lxaiMwpPyACIaME6z+KxqzGmtmttHVWgAwKA4dMFvdjv4BRBofZQA2tf3jioE7i3K8or3/89T/3zY7g9Z8ZekdRxJP6WlvYwcpzi2Nwhq0SlFNMWTWbaonNPH431xqmtaqSwfDDDKjM/g/0bDg0bFI7tq2Pf+kMUVZ7gsycTKd57dg3Tl0whmBHg9s/eyG+/92p/Y50Al9+2gKkL0zfE6WhJ8cy3q2isFrx+N6Hsg5RO6eYT37gbf+jEBKGUQvz3OU5jxxx5ExuwwFWM8o5yEjoNlGsKEvgsxPsm+xzwfxLlHtoLYXjmIe65aO0h90Xdx5AOxG5Den7E5teqyMyyMe1GSGSjPAvIL8th69s7ufb+K0elyaW81yHJnWC3691ZfxC+30kddaFrgSfvvhRitZ531ZHTBgWl1CeA34tIt1LqL4GFwP8vIlvO+ujOJ6zjemYY1AugABeSqhoiipY27C5AnQgIfRCXzueeAgc3V+FyuwbdoIEMP401LTQcaWLC9LHvFsRqcIpjBslEkEhnHS7X0/jyPo0ndPWYjzvecLlNTNPAtuxB1yGVSBHOGb7BrHrPMVwe16Dg5va4sG2bxqPNTJpXQWZeBo//3cPUHmwg2h0lf0Ju2vRagEhXL//8uR9wbF8d/rCP7tYeejp6sS2LD1Zs5oaHrhn0esM9FTvz7yDyC91UpdzgWaK7ps9CM5XhmYm4Z6DlUE6tCaWfG1t95mKDRF8F6aI3EsDlU/o3brdB6himayKppEUqmRpdUDBLIfiU1qCyjugeIt/DJ9QRjFy0irKcFBjkgjDlSmen8Fci8hul1DXArcA/AU8Dwztqf1igfIwoisbYmpFEhOamMlp2u/GHEkyY5sZ0KbAFiJ9eeO/kQDLwuTPM+Ur8fUDReEw4vGM3iOByJfH4/42iORMpnlRy2mOcC7g9buZeO5Nt7+2isCIfpRSWZdPV2sP1Dw5//XxBH7Z1coevhmeAKqlpmmNOw33wu00c319HTnFWPzOrtytKT3uEXav2DQkKgKaeZn4LIK0O8jOFchY14w2RBJLY4viAmOC+HOW57IJnK4nEIbkPjEKmLoCt73dSUOYFAmDV0dWeS8mUojH1MilXBSr01PDfq1kK7tmQ3OUECEdby5wArqnjcm5ngnT2hpbz/zuBp0XkZeDi6/hKA4l4kl1r9vH6j99h3YomOtrDTmOXAzsCykSdIsUzEizL4s2fruTnf/06K345g9/+IM5P/76HzuZ2EN3khPeWUx5j6sJJ/U13fYh09hII+yiqPMMmnFQNvREXVduO4gt4CWYG8AYz8XiT/O6HL5FKps7s+OOI6x+8iqmLJtFU00LTsRZaa9u46p5FzLxy2rCvn375ZJSpiPbEgBP9EdmFWRRPGp/mpd1rD+A9yR3NF/LRWteOMk8/2V+shVwRG+n9JUR/q9lUVitEf41EX+DC74Hqu+bC5ctzCGe5aKyJ0dmapLk2iWXb3PTJa8/ouxnuvUopVOBh8N2BXngmwXcDKvjZC4Kams4IapVS/w7cDHxXKeXlQ8hPi/XGee5/vUzDkSa8fi/JRJL1K4I88CUoq3RYQoYf/I+NSQ9p/8Yqtr67k6LKQgyjALEm0HZ8N288Kzz4zdvBfweGcWrvhZLJRVxz3xJWv7RB30sKvH4vD/zJXWemCgpgltDdvAqlwHTpr9cwkyjDT1ebRe2hBipmjm8BdKzw+r3c99U7aGtop6ejl5yirFNabWblZ3LfV+9gxX+8RXd7D2ILeWW53PtHJ2S6xWrRu6XUAc0e8lyvab5pTghut4u8slxaalsJZgZQKERs4tEE868f/SLiooF1RNdGjAkDNIVCkNgI3mvAvHAdAbX/wTxI7iScXcSn/7yCPRs6qT1YR17F1cy94f60JcvH8tnKtwx8y87K8c8E6cwkDwK3Af8kIh1KqWLgm2d3WOceO97fTcPhRooqT+T0ejoivPlcHk/87Q0YygKzeMxSBDve30M4O9SvzqrMUnLKSzhW3UJv8nZCwdOnpJRSXH3vEmZeOU1TUj0uKmZPSNu/95TH9l4HvIHP14bYSVxuF/5gnMP7FyC2OWL65Xwipyg77bz/pHkVfOl/P07zsVZMt0l+WW7/hK+LjT8A4rowaDVD5EeIezHiKtV5XteUU67iFtw4h7bGDsLREN1tPYgIsZ44M66YyhV3fHjZO5Lqo1UPNO8xAKXNe9IICmK3a8qskaG76tMMxCIWktztNHG6NEvKNXVUK3vlu0ubTFl1+P2w6Hph0c3XoQIPjZvsyMWGdIJCMbBCROJKqWXAPODnZ3VU5wH7Nx0mnDOYWxzMDNB0rJVIV8aYG1n6YFvWiDUB2x7dhJtdmDXqTuC+rfyIGjxWLeAn0hWjaEInibiHg7su43h1Oaa7l+JJ578AdqZwuV3DnofE16LpoH0FXtuhDe4G9wJdWXJVQPCJESVAFt0yn4ajTRzcfJhwdohENM7EORV86q8/fs70tURE90YgoLLPSUpKGeFhK2+gGNY0agBEbCT2GsRX06/R5JoMgUdP24gpYiPRX2s2oMPekuRm8C1H+U6dhj15/IS+or2r7W5tAWqWXrTpvPFAOkHheWCxUmoK8GPgFeCXwB1nc2DnGoGQj47GwewfEUEBLs+Z5/lmL53O68+8q1MLzg3X2dxFUWUB4eyzp7sudi8Sf8eRBAdxL0b5bhqkwip2O0RfomDiFPZuLeCln7WisBG7HcPXyt1fumtcdiMXLFJHGKR9nzro9A/0SUP4IHUUia8e0XzI43Xzsa/cTvOxFtqbdDPfQEnn8YDY7UhiF0i3Vi51Te0v5ordhvQ+p/nvfb4YgQdR5lkmCLinazc6u0WzbACkWXdxu05N55Xkdse6slQXqEUgVYXEXtU591PBOqodAwelrSyIvau7hkeR4lXK1MHoEoD0goItIiml1P3Av4jIvymltqZzcKXUbcC/ot0tnhGRfxjmNQ8Cf4POkm8XkUfTHv04YsGNczi09QjBzCAut6mZQsdbmX755HFpypp99QwOb6/h4JbD/RNFINPP7Z+78aytSnQR8GdOo4xTUE2sQ6wax3fB+fpThwEbZXi5/v48ZiwKc3RfBLerlSlLFpJdOkb67cUCs9DxZQ7picVuQjPMYk6PitIskcSmU5oPKaUoKM+noHwYWYvUASR1EFQI5Z6HSsPRb9AxUlVI5Ce6UxoTia/UHgGBTwIKifynLvQaTrrG7tCaR+FvjEr+RAsk7tSNVGaR7lM5hZeEUj4Ifh6JPq87dEGn2gL3n75omlin03V9LKV+k6ftiP9jp/Q3l1Q1Q7j+fcexageL+l3CqJBOUEgqpR4BHgPudh47bbJN6SXM94HlwHFgo1LqFRHZM+A1U4E/B5aKSLtS6rzp2E6aV8Gyh65m9YvrdZu7LVTMnsDyT18/Lsd3uV3c+5XbqD1YT8PRZoKZASbNqzi7K3DryNDOSbPE6Zys0qs8/SB9TAwtCuejaKIPrBgqcHG6R40GyrtUS5nYXUBAr1ilRzve9f9EhCHOXWlAJKl9gFO76dPxl/g7iP/TGJ70XNlELL0LIABmqO9BLY2Q2IUyw7oOYmSCXQ/KpYOY1YAk96G86bkHit3pdD63oQmGcb3LDD41YhATiWs5DN/H0B4k5mkNiU68Oc7Qa2oAooPfqdZKKsjwlHF01/AljBnpBIUngC8C3xGRI0qpSuC/03jfEuCQiBwGUEo9C9wL7BnwmieB74tIO4CINI1m8OMJpRRX3LmIudfNorWuDX/YT27x+OZlDcNgwvTSM2oyGwldbd3sWr2PppoWiicVMmfpdAJ+R7V0yDkIYred+M25JuuJRKInflAS1SuvsTbpXURQZikS/JyWsbab9OTKgJSCiKYm++4a9bEluUcHhAEy51Yqwu63f8LWtfOJx1LMvGIqi29dMKJuE3azDlgDi7bKydmndiBqPqRqHD2lvuc9mg8v3emPNfYOSPtg+W+7CYm9jgo+NnRY8c0Qe8nZvdjgmqiFGtOFez7Efg8M2MlIu5b5GOIIOBjKPROJeRxp7wwnkLfpHYI5Mf0xXMIQnDYoiMgepdS3gHLn7yPAkDTQMCgFBip7HWdow9s0AKXUGvSS4W9E5PcnH0gp9QXgCwDl5eVpfPTYEQj7CZyFSftsovl4K7/8+xdIxpN4/V4ObjnM5je38/D/s5CsAMN0ToIyBiiCGmHE/6j2aLD7AomptXGM9Cl5nS1dtNa1E8oKkD8h76Iq1hnuKYjrT4AYYieg9790VzsAAu65qNM0Fw6L5C49wQ24Fiuf72HT281kFbXh8maz4bWtVG0/yqf+cqSitAuUDP0e++oe0qODmcoHw1l521G9GxyNjlJyx4m6QB9UHiT3DJHOltQxiD6nC7OGV4/NOo70/krvLNL47pXnSiS5y/GTcAMpUH4n9XTq9ysjDMHP6c+z6gEBswQVeOS8cv0T8SRHdlTT0dRJXlkuFbPKzpwufo6RjszF3eguZg9QqZRaAPytiNxzurcO89jJ+z0XMBVYBpQBq5RSc0RkUMVXRP4D+A/QJjunG/OFCBFbrxqTm9AaN5ehPPPG5QZ+/7m1iC0UTNB6QJmEaaltY91rTdz+cKWuGRgF6M7JZqdzcrDFouGZjbj+XKecEDAr+9MAXW3drHtlE3s/OIDH52HhzXNZfOuC/pvdsize+9Uatr6zE2UoxBbKZ5Vyz5dvwx88de/FmWI8O4H1cfwo04+EvqwZSHaXTsWMlZGiAiDJ/j87W5NsXdlBUbmJ4Q+ilIfCinwajjZxYPNh5gynNGvkamluq05P/OCszmMozyIkvh7MMppq2ti2xk1bo6J8qsW8pT5C2aOQU1c+TvSq9iGldx0ntSZJwpHmUE76UymgQN8/dssQufBhP84IQOiLSHKvvtZGjnZDO1lhdKT3uyog/E19T2OAkX9eFyJdrd38+h9for2xs9+oqXhSAR//xj1n/XcwnkhnRvobdCpoJYCIbHNSSKfDcWDCgL/LgLphXvOBiCSBI0qp/eggsTGN419UkOirkFjt0OcUJPdpo5zAo2ckOmZZFkd21pA/YbBAXFZBBoe2HEV99jFt6JLYCAh4l6K8Nw4bjJQRBGPOoMfi0Ti//u5LdLZ0k1OUhZWyef+5dbTUtnHXU5r6t2fdATa+sY3C8jxMtwkCNXtrWfnsGm7/3E1jPjfQAam+qhG3103Z9JJ+GePG6mbe/806qvccI5QV5Io7F7LghjlDzH/GCqWM07Jn0jqOZxGSWAeSAOWhvTGBUnEMV9agFInH56H+cOOwQUEpBYGHkMjPHA8EpZdcvtvBnAx8wNEDRTz/Axem0YvXLxw/nMmODxSf/B9RMtOtaXuXQvQVhw1k0O/t7B2GDCHdDJk+lNLmPRJL//ooD8ozH5if9nsGv98cYmB0vvD+c2vpbuvpN2oCqD/cxMbXt3Ldx8ewyzxPSCcopESk86SbIp3V+kZgqhNAaoGHgZMTji8BjwA/VUrlodNJh9M49kUFsZogsdYp+DpbcMmE5E5NrTsDY3TDMPAGvaQSKTy+E/X/ZDxFIOxHGQGU/07w3zmm4x/YfJj2xi6KJuqZxeXW5uh71h3gqnsuJ7swk9eeeYfqXTUc3VlDKCtIxZwJ5JXmsmfdfhbfOp9U0iK3OHvUfP2Nb2zj/V+v7e+xCGT4eeBP7sLjc/Or//kCyjDIL8sjEU3w5k9XEuuJcfW9S8Z0nmcLylWO+O/X9QoRQuEEIl7ENQdjwGY6GU+SWzJyI54yciD0da2qKlGdKnFSe+K+jHeee49gRpBgpu5fCWVHaaqFLe/UccPD6d1fynOVc69ucIKCDZ75KN+NQ1/smgXJ7SDZAyihUb1zuABE3c41rJTF/k1V5JUMZj3lFGWxa/W+D11Q2KWUehQwHbbQ14C1p3uTQ2P9CvAGul7wnyKyWyn1t8AmEXnFee4WpdQe9L71myLSOvJRL1JY9ejV3QCmRV83beq45pyPEUopFt8yn1W//YDCinwM08BKWbQ3dnDbZ4f5MY8SzcdaBjms9X2maZp0NndxeEc1BzdV4Q148Aa8xKMJ9qzdz4wrpnJkZw3PfPuXuL0uXG6TZQ8vZcGyOcN+TntTJ7UH6jBcJhWzyuhq6ea9X60mrzSnP03V3d7DS//2OpMXVGClbPLL9CTqC3opKM9j/YotLLpl/mkd2GK9cVpq2/AFPOSW5Jz1lIPhvVLLUdv15E31MHnxdqq2VZNf5sUwDTqaOvGHfUy//NRFfb17qRjyeG+0gvbWXApL2nUtAUB5yCiYQ9W2o9zw8FAxvuGP70IFHkB8N2gNIyNrRNaR8sxBklO1J4TyAykdRAKPnneTmPMC5Zg1naT3ZNvSLxtzsSCdoPBV4C+AOPAr9ET+d+kcXEReA1476bG/HvBvAf7U+e/DixEpcqfv+kwHS26/jEhHhO0rd2utfuCqexYz7/r0DGJOhbzS3CFieCKCbVkEMvz87t/fpGx6CfVVjfgCCq/fg23ZbHl7B8HMACWTC1FKkYgneeMnK8kpyh6iRLrxjW2sfHZN/w/K5XFRUmljsh/TFiSZB65KwtkhGmtaOLTt6JDeEZfbhWXZ9HT0njIobFu5i/d+uRrLEmzbpmxqEfd8+bZTaieNB3RqbgoKuOupQlY9/wE73t+DZdlUzCzjxkevGZl9dBp4fF5cvkmkDIXL7AVc9EYC1B9pIa/YRU9HZFTnp4yc0/L8lfJA8HFdD0juAyOE8ixEOQwpsduQ5EH9WtcUlJl7qsNd9DBNkzlLZ7B95W4KyjXJQkRob+xg2UPj649xtpEO+6gXHRT+4uwP50MKV6X2ax3U9dmhed3uM7ewdLldLH9sGVfdczndbT1k5IVPO8FoSYQutCRC5oir5amLJrHulY201LaRXZSFnbJoqWtnxpLJBDMDJGJJJkwvpaulm56OCIZpEI/F6Wnv4co7F/Uf1+N14wt42L5y96Cg0Hy8lZXPriG3JLt/RxDtOsTmN/ZQUBYA/Jp7n2hGPFeggLzSHGr21BLMPHGOyYTWvA+forB6/GA9b/xkJbkl2Xi8bkSEhiNNvPbM2zz4Z/emd7HHAV6/l5s/dT3LHlqKbdkkYkl2/GEP7z27hrzSHOYvmz0qLweP183Cm+eyfsUW8suLqD1QT/We3SSiccQWfvSt/+Ler9zOpLlDdxknw7Is6g83kYgmKKzII5g58vXsrwd4BtcD7PgmrZrqZJkFhfg/huEdaoD0YcK1D1xBS20rxw/Ua0kbEaYtmszCm8+vk9pokQ77aBrwZ8DEga8XkTPPTXxEoJQbAp9Fen8NVo3O1xr5WnTLGNvqcDiEsoJprQjFakGiv3E6UEUzWwIfR5lDewf9QR8Pf/s+Vj3/Afs2HMLtcXP1vYu54s5FmKaBP+TDTlnMvXYmbQ0ddLf3EOmKEswIDBmL2+sm0hEZ9FjV9iOg6A8IQgqft4ZARoDONkVemYlhhMDuJtp5FE+ghGUPXs0vvvMCbQ0dZOZnkIgmnBXZ1aesW+z8wx48Pnd/sVopRW5JDtW7j9PR3ElWfuZpr914wuV20dHRyS+/8wKRrl4C4QA1e2vZ9u4uHvrWx/o9pNPB0o8tIZVIsfaVTVRtO0ogw8+0RZMorMgn1hvn1aff4Evfe/yU16e9qZMX/3UFrfXtKKeYff2DV7P4lvnpi9TZHRB7How8RNzUH2mk4UgtHu93qW/4FEvuupnsgnN7nc8V/CE/D3/7PuqqGulu6yG7MLPf8+NiQjrpo98APwSeYShf7RLShDLzIPRl3ZwjNhi55+VmEUkgkWfQxu19kggN+rHwnw2bD87My+Cup27hzi9oiYeB477u41ey4kfvkJETIrswE9NlkpEbAlH0dkcHpXl6OiIsueOyQcdWJzOXJQYIwQw3pVP81B6KopS+ZC5PGx/708+QX5bHJ//iAVa/sJ4ju2oIZ4e448mbmXPNqXdd0Z7YsPURZSgSseQI7xpf2Lbd7xqnlGLDa1uJ9sT6/abD2UG6Wrt55xer+NRffTx96W6Pm5s/dT2gcLlMiicXYZo6l+0P+uhq7aH+cCMVsyYM+34R4XdPv0F3W0//WFLJFO/9ajXFlQWUTUtTQyl1xLm/PRzdVU3doUb8YR8+v4uO+q388u87efx/PHTKHcjw47Md6ilgDNWUEsctDeUF16TzVtcwDIOyqReuXHg6SJd99PRZH8lHAEopUOdZkyV1SDeomQPy+irPkb44AO7hC8HAsBPUnGtm4g14+eB3m2lv7GTinDKuvudyejp6efFfVxDp7MXjc+uJryKfOdcMlnaYNH8i7/9mHalkytkteIhFbDxexX1fKqGjKcWxg714vJ1MuuxqMkt0CiS/LJf7vjY6TcapCyu1imlOqP9coj0xfEEfucXpp2vGAtvWdZYPfreF3u5eiiYWcMPDSzm07cgQzf5wToiGI00k48lRM7Z8QS9ev7c/IPRBMbSBcSBa69tpONpMwQDva5fbhdvrZve6/ekHBQxQkIglaDjSRCgrgDIUSikye0AqXQAAIABJREFUcjOoqYqye+1+ltyevpy4WHVOk5oTFMwCCDyCMosREST+LsTeOtEZpcIQ/Gx/feMSRod0gsKrSqkvAy+ii80AiEjbWRvVJZw9SGSkJ7Sz3CihlGLaoslMWzRYZbKgHD7ztw+xc9VeOlu6qZw7gRlLpg4pAueX5XLDI9ew8tdrENspNJv53Pu5Hnx+m6IKL0XlMSCACl036vENxPQlU9m9Zj/Ve4/jC/pIxvXu4N6v3DYqD96xYP2KLbz/3FpyS3Kc3UAPz/3jywQyAiRiiUF04lTSwu1z656PUWLqwkmse3njgCCr/aN9IT8lk0emiqYSKb1rOilwmC6TeCQ+wruGgWsy4CLeq73IlaEwzSS2GHS2F+Dzp2g82pz24URiSOTHevfRJ79ht+vHwt/Ui5nY7/Wut6/3xm5Hev8bQt84ox6gjyrSCQqfcf4/0FhHgLHzKC/h/KEvZSS2rm2AblJCjbtLVl5pblp0yMtvXcCUyyr7KanlM4sIeNdrnX2Jg1mG8t99xqbmHq+bB/70Lg5tPcqRndWEsoLMunr6EG75eCMRT7J+xWbyJ+T1p68yckK0xpN4/G6aj7XiDXhxezSDqvl4K9fct6TfFW40KKzIZ9kj1wzq7/AGPNz/x3fh9oysY5lflos/7BuU8hMRot3R01JlB0IZIcT/CL74fxHO6sQXiCFicmjv5STiAeLRFgonnqwiK7TUtnFsXy0uj4vKueUn5ORTB8HuGbyzNbJ1E1/qoMNw8p4ICAOft+sHv+8S0kI67KMzb+u8hAsHZil4LnNM1p2Cn90J7umIyj6lMOXZgDiaOVnZPWRdXThAB3854r0RSAGecau/uD1uZl4xlZlXnDuD9FhPjFTSHlLPCIT9GKbBDY9cw9qXN2CltNnS4lvmc+VdQ5VNRYSGo03U7K3F7XUxaV7FsMXxy29dwLRFk6g91IDLbVI+s+y0arymy+SOJ2/mxf/zGt3tPZimSSqRZPqSyUy5bHRTgOGZgyfvr4gmf8OWtw6BWQkqREdjO/6Qj1lXTe9/rYiw5qUNrH15E31sJZfHxb1/dBuT50/UDXHDQpznUgyrqKOU1oYaJ4jEtJJuag+oMMpzhZbZGNOxBKQdERslHXqcropTSoWfS6TDPvoj4Bd9ekRKqWzgERH5wdke3CWMP5RS4P8EYk7TOkx2K2DrWkP3d7Dds1H++9KXPz4DiN2N9P6Xw4IyABvxXovy3YFShiPAdnbTOv1jsRo0554UyjVD707GKRAFMvx4/G7i0QRe/4kaQaQzwqT5M7nijoUsuGE2nS3dhLKCw/p3iAgrn1vLxte3Yhi6Seo9cw13fXE50xcPXcln5mWM2l+4ck45n/v7R9m/8RC93VEqZk2gfGbpmHYsygix+K7HwLOdjb/fSizSxtSFk7j2gSsGsdLqDzew5oXXyC9qxXQlwcgjFi/j1R++yZe+9xk8HmelP2hn6zgVmmUoFUYSGwY/b/doCZFxMhgSiSE9P9Ld5CoMkkASmxD/gxjexaM7VqoGiTpmSKlDiApq9p8RRPwPY3jOv593OumjJ0Xk+31/OL4HTwKXgsJFCqVMlHch4qpAev63FlwzwvqHldyDSAyCnz/r7CiJvqx/aH1+D2JBfCViTnD0cM4N7PgHEH2xf1KR2Fvguwm8t6R9DVLJFMf21/UX1AcWrl1uF9c9cCVv/OQ9wjkhvAEvXa3dGKbBouX6PL1+LwUTRl7N11U1sOG1LRSW6651gHg0wWs/eoeKWePj0w06mKRbBLZtm/0bq9i+chfJhMXsq6cx55qZ/ZRf02VyxR0LueKOhSMKFx7a+DIm1ZiuDCAAVis+dztdsSnUVTUycfYE8FzhGPI49G3pBc9SbZ9qFILnSkeaQzlKsl5U4PFxU0uVxHZ9nw5UnJU4xF5BPHNRKr1rL3anZvlhQKoWbeqUcuTa50D0l4jrmyhjdFa74410rpqhlFJO93Gfec5HsI/9wwdJbtUTsemoUipD/9BSVfpGPYsaNmJHILULVNEJVowydUorsW5IQ9TZG0cnxF4GI99RA4U+W0fc89Kqs7Q3dvDb771KR1OXToCIsGj5PG545Jp+gb75y2bjD/tZv2IzHc1dTF4wkavvWZx2k9qRndW4XK7+gADg9XvoaO6kvqqByjQa08Yb7/5yNZve2EY4O4RhGrz1s/c5uOUwH/+Tu4cU7ocLCGJHMOzdSP9kHwGUFg+0WzEc1hL+j4F7hlZmRaE8l4FrhnNMBf77wXM5kjqqpbfdM9JWWk0Lqf0M8XdQXu3fYDWDKz15cknucIQR3YAFRgDE8YQgBZJyTJHOb5NfOkHhDeA5pdQP0Um/LwJDPA8uYWRYKYuavcfpbOkmMz+D8hmlw7JdkokkB7cc4fD2o/jDfuYsnUFhxehsG0cFu925QQdAKWfFNXom0uhg6btpyGRh6h/OOEBEaKxupvFoM96Ah4lzyoeuqK1qvbo0Bqxz+nyPk1WnpTWKCCt+9Da9XdH+78q2bDb+fhvlM8uYulDzMZRSTF88memLx+YFbLhcQ3R1QGfTjbPMnBoO7Y0dbHlnJ0WVBf2BL5Dh5+iu41TvOc6keWkEKelkynwva1e0kIp24nK+gki34PV5KJmim/eUMsA9C+UeXrZFKQWucpTrLHmtGFnASfekiNOPMYrmU7sTnQ61TzzWf/87xx+ne/9MkE5Q+BbwFPAl9D34JrqR7RLSQG93lN9+71UajjShNFtca6z/6V34Qydyx8lEkhf+9TWO7qrBH/SRSlpseWsHdz61nFlXTjs7gzMnO5LaAyBJtLrXWXZGVWGd87XbQTmrZREt/+G+9owPb9s2b/38fbav3O18HgRCfj7+jbsHSRuf8ieQRvqhs6WL+qrGQfx+wzQIZgbYuWpvf1A4U0xbWMmaF9aTjCdxO+mZSGcv/rCf0innXjq6+XgrhmKQVLlSunGu/nBjekFBZVJQkuSG+9pY+aIPET1Ben1x7vtiLy73hWGdojyLkfg6nbZSAR0M7EZwzxhAjEjjOK5JSPwPQN6AQrhy6usBII5yn3+nw3TYRzbwtPPfJYwSa1/eQGN182CN9SONrHt1Mzc+coKueWjrUY7uqqFo4oluzXg0wVs/X8mUyyr787TjCeWZgyTKHemNDPQWtgd8d4+60CypY0hivfb3dU1HeRaf0jBeewQ84BTwatG3YhJclSjv5Wd0XgCHt1ez9d1dFE3M75+4utp6ePWHb/K5v3/0xGTmmgTKp4uTfecsUVAulHv6CEc/AbFlBPKLwkqdOftFJIYk95GT28I9XyjjtZ8ew0oqRMAf9nH/1+88L85egbB/WP1827YJ56R37ygjiBglLLp+F1Pn+6g7rDBdccqnGXjD2ZqA4D53LLERx2mWIIFPQuzFEy5v7lko//2jO5Brqu7jSB3S9qypQ6AsXVOTNvDdeIIyfh4x4t2klHpORB5USu2Eod+/iMw7qyP7EEBE2Llq35Bu2dziHHb+Ye+goFC17Qj+oG9Q7tXr99DZ0kXL8dZBOjhid+rCF249iY6xpV8pD4Q+jyQ2OraRAZTnSnCNbmdiJ3Zp+0rceoJNVSHJjVi+L2C6wiMWa5VZCuFvaEtGuw3lmgiuaVor6gyxZ91+AiHfoJVsRk6Ixppm2urbySvVwoRK+SD4GaT355rXLugdgv8RlHH6fH9WQSa5JdlaiDBX57FFhJ7OXm68+vRB5VQQuw3p+Q/HItVk6swUX/5OATU1t2K6MgaZDp1rlEwpomBCHi21beQUZ6MUdLV04w/5Rkdh9cwHaz8Z2d1kLIpqe0/XZEes8cKB4ZmDuGc4opa+MRWDlXJD8AkksVl7Ubing8qgqzObg9v9RHpCVMw6NmbG13jhVEuMrzv/H71b+UcMYnci8bW6IGVko7zXoBzT9z5CxOA3DF1dBjICpJLWSS8TxBY8A2iMdnw1xFY4FDxHejvwOCrNYtfJUMqH8l4L3rGlbERS2rzdyO5nhzTWeHj/twepqfpHApmVXH7HZSy+Zf6wN7oywmPzPj4NlKGGrGSkr0nv5Ne6KiH85w41to8zPpLc+UnvVYo7n1zOc//0Co3Vzf2fM+vKqaNq+hoOEn0dpHtQA5abOibPPIbhv8P5LBvN1XefUy0twzC4/4/v5M2fvc+RHdUIQtHEfG594sZhKbUjQblnI/E8cM05ka6TXsALZ6tGMEYo5TpjlzelPPp+d+756j3HeP5fVmAlLUyXyYYVm5m6aDL3fPnWs95lPxJGDAoiUu/888si8q2BzymlvouuNXzkIXYn0vN9sLt1CsZuR5K7kcDDGJ6FzLt+Npvf3D5IY721vn2IMNycpdPZ/Ob2fi67iNBa107p1KL+nYakjkP0VZ3vN5wVot2puf7hb54fw3K7XctjOAXZ9qYEz37vGIZSFJTGSNpe3v3FKuoONrD0viXkl50bIcBZV01nz9oD2LnhfsZOV2sPucVZ5Jy0c7NSFrvWHGD7e7uxUhazl/ay4IY5aesOFVbk8/l/+CSHt1fT29VL8aRCSqYUjWgNKmI7KSqf04sx3GtS2pnPOGkSMnIhuQXx3arz0/E/0OfEhv9uHeAGoKO5k01vbOforhoy8zO4/LbLNM1zHBDODvHAH99JpKsX27IJZQVH/92aZeC7FWJvnnhMuSHw6bSpnhcrrJTFih+9TSDkJ5Bxoot8/6YqDmw+fE4bLAcinVlkOUMDwO3DPPaRhM6jdw+gLgb1jzT2O8Q9l6vuWUzD4UZqDzXoJkyEsuklXHnX4KaXgvJ87nxqOW/+bCWdLV2ILZROLeKuL57gyktyp0PbHJAyMDJ1ntM6Dq6J5+akB0L5QYkumimTHas7sSwhp0iBEaCnLULNvjr2b6xi34aDlEwu4p4/uu2syydXzi1n8W0L2PzmDkBz5IOZAe764i2DJmsR4ff/+S47V+0lMz8DpRTvPbuWIztr+Pg37k57G+8P+pidRrrITuyA2Gtgd4Dy09J+Jbs3huhs7qZiVhkzlkx1GFLKWTnb6Ma+/iMALt1LEX9HLxBUll4cRH4Eoa/2M6a6Wrv5xd89T6w37ojsNfPr777EnU8tH9YLeqwYqzkQOCq1vpu0M511FHDpFOI5aJ4832ita6O3K0rBAH91pRTBsJ/9Gw9deEFBKfUl4MvAZKXUjgFPhYE1Z3tgFw1SBzWTZiCUH6wOsLvwB3N5+M/v4/iBerpausjIy6BsWvGwq8hZV05jymWVtBxvxeP3kFucfdLKKwUy3EpMOF+q5soIIe6FkNgMRjGNx2L4/TqlEY/nsX/jIb3zsb1k5mfQ0dTJi/9nBY//7cMjrqTHA4ZhcNOj1zL/+lk0HGnCF/RRPqtsSA6++Xgru9ftZ/JcH15fF9HeEP5QPtV7jnNsX924raoBJHUIev9bs63MEmr2tfP8vz2LmOV4gxPYv+EQW97ewSPfvg9/yI+4Lx/g7e3kIe0W8C6HxB/0LsJZIHS2Kjob62hpfJpA4aeYtmgSW9/dSTQS6590fAEvvoCHlc+uYcaSKcMWqEVijgS1CeaE/vqOpA4hsXfAagCzFOVbPqLMg4jQfLyVSEeEnOLstDqrlVmg1U8/xBCrTl/D1GEwcvG4FyO2TTQSI9YTx+NzE8jwY1n2oM73c41T7RR+CbwO/E/g2wMe776kkDoARh6kGoABKxuxnHy/3hIahuG4jZ1enMvjdY9orqLcM5H4qpNa/nt1I405fpPXaKH89yDYkNxGSUWMY/uThPLm0FytexEMw0AphS/gJZQZpLFG9w4UTzr7Bu95pbn9ReXh0FbfwMKrt1ExtRtbFEoJjXWVtNSW0VjdfEZBQcTShADpBbMYib2LdpJrxU5sJdLaxsLrgjTVuYjZM8nMy6DhaDPb39+jXet8yxG7UTcT9gUF9wLwzIXEyv6AUHuwnurdx/AFUyQSx1nzs5c4vLWClgYZYnTkDXjpdFzyTtZNshO7IPockNDrDCMMgccQ6YXIj3UDlwqBdRzpeRpCX9TkgAGIRmK8+vSbHN19DMNQiC1cdtNcbnhk6Xktnp5viNWA9PwAxNC7e7uDsO+3ZOfDmlcSeANeRIRwTpicwkxmj+NObrQ4VU2hE+hUSv0l0CAicaXUMmCeUurnfVpIH3Uoz1W609KOgBF02tYbwLN0XF3VAN1X4FkKiTU6KIg4TJlPnTdTEREtua28yxDvbcy/tZXt69+htcEm1tuBZVlEunqpmDWhf2WqUMSj579JByA3dxOJkiYiPUXoIrRQXFpFaQX9bKKxQOw2JPIzsBpPPGi36Z2eXUcy7qWjxaBkYg8FpV1s33oVqUSIjJwQBzZV6aBgBCD4pBNYOvUCxCgCkghukDjJuEHN3uMEMgJkZreijDZuf3Az0Z7VlJSWsPkPU4ETgc1KWRimwh/S4muWZdHe0IHp6iHD+wt6ukJEI2GyC9y4VQ/S+zNNIFAZYDgrfpWja2ext1ChJwed9/vPraV69zEKnRqabdlsemMbhRV5zL32zD3D+6+vpJDENkhuBhS4F6E8C0as0ZxvSPx9/Q/TSRUpN611Xcy+7BC7P5hBb7cOxM3HWqicO4EJ08dHt2ksSKem8DywWCk1Bfgx8Ap6FzE6h5MPKZSrHAl8RkslWPV6svZei/LdOv6fpRT47wHPZUiqShcq3TPSok6OF5KJJIe2HuX4/lpC2TBj3nYyM+vRDW8ZZOQ8zCf/8hOseWkj297bhYj2eS50mruS8STKVBRW5J36g84BRFLk5BygVgqIdMUIZHhRQEeri6lz65k0b2zsFxFBen+jxQb7RNnEguR+kHYwijFdCrENIt0GoYw4+YW11B+bTjKRJJhxYmfT1607GB7EdytEXyDabWKYFsGMTjKzm2hrKaY3kklvt4fCijjzr9jA1g2Z+IMZJBMpmo+3cNXdi/H6vVTvOcZrz7xDpCNCMl5PtKMObzCAx2fi8Rrc+GABsy/vBjkO5mBzJFSG7m8ZgEQ8ye41+8grzelPexqmQWZeBlvf3TVuQUFEtKhcYqvTXwOkfoVYB8H/0IVpf5mqHpJmrjvcRUaOweJbptHeZJFKWvhDPnraI2MyWBovpBMUbBFJKaXuB/5FRP5NKbX1bA/sYoLhmYW4p2v6oPKdVQncs97SfwrEo3F+88+vUnuwHo/PTU/LNt4mwaN/NpnKOWGwu5HIf5Jd8A3u/uIt3PHkTbz69Bvs31BFR1MXtmWRSqRY/vgynTOXuBNIfWAUnocfs41SFjOXVNJ6fDOKKjQVIIuskjlDDIHShrRrW8qBjUjK1HTGZD1IFJfLR36povl4Al8wh3BGBzWJFJGuaFpG78pzFaLC0Pk73J7DRCNZdLqS9Eb0AsG2wRssZvriTmpr2jm0O47b4+Lqe5ew9N7L6Wju5Pl/WUEg5KegPJ9966uoPZQgt9DFvGszScSF135ST1a2l9IpGVr2RA1MkUa0GN3Aq2nZ2JagTEUykcQwDUzT1EY9vaffGfbJwXS3R8guzKR06vC1N6xjkNiuG8D67hkJ6yDhuSZtLaJzCrPYqT+eoOuKHce23diWl4wcR1pFhK7W7nFpfBwr0gkKSaXUI8BjwN3OY+enY+YChlKmZoF8iLFz1V7qDjaQW5zN/g276GruIply8d2nDvDlf5zMvKVZYHUjyV0o7zWYpsndX7iSBdf5ObStBWUWMOvqGRRXFmInNkP0JafV3wKzHIKfPKcKkUp5ENc03KkVFE2wsEWnWQzawNWJSHxstMg+Hf+Tg5yR49CJ80C6qJxTiCUmyWgLtYcNOlu6uOlT1zJxzukDvlIK5ZlLxoTZ7PjRrwkHdjP/6k5Ar9gNU5FXkoPHk+LeP7qOaGIuHp+732hn34ZD2JZNIMNPIp6grcEiO98g0pUi0mkRynJhumze+FU3C266ifz8DyidAoYrpLu/pRO8Dwwaky/gJSMvzIbXtmClbAzDoKiyAG/AwzX3XTH8pZIYpA4Q62rmtZ/uo2qXjUJLg1fMKuO+r90xdMXc11XcHxAsTY22mjQb0Cw6P/TsU0B5r0eSu7X4nQoDMUomwsqXyxA5kfLqbO6idGoxvuD581ZI58o9gRbB+46IHFFKVQL/fXaHdQnnE9FIjIYjTbjcJiWTi/qbaPZvOEQoJ8iBzYfp7ogQzDQQXPR0WLz6TD15xV5KKky9YxAbib2Oiq+ivEJRXmGDayYqsET3W/Q+B0YeojwkeuOYruO41K8g+MVzu2PwzIfobwAPhhEDbFC5elWcOgDu06/ah8DI1QHA7jqRhxcB4uBdpjunjem4cDNjcSuJeBGFs5/gzqLRS2AbhsEDf3wn7/2ih1hkJ5HOCG6fh5lXVuLxJvXpuEoJ+gbXtyKdkf7CbyppIbgxXFmg2knFe4h2Kw5t70WZ2bS1tiBWNlPmNHPXEx24fQXg/wyGZ3BKqb2xg9a6NlIJq78np2rbUcpnlrJo+VABBLEatZS03UXL4TqmzeiitHwSB/cuwUop9nxwALfPza2fWUYwc0DB3AjS34QoCUhucQJVL8TeRKw6CD5xQdFalascCX5O05GtOjDCZJY/TixZR+PRJtw+N6lECl/Ix82fuu68psDS0T7aA3xtwN9HgH84m4O6hPOHPev288ZP3sNK2QgQzg5y/9fvoKA8H2/QS+RwI50tXQQzwpprL4JhKjw+g13rOimpSGnhr8RWiL8HRqlOnYhAcq/u0lUuUC7aGns5vH2v45UslE+vo3DW3XgC47v9H0nLH0DhRlyz0eqsEZ2jNvPBbkKstiEisiN+Rqoaib2hufZGvmYJxVfpCQADSOmu3cBDkPgAEqtAWsE9E2/4NooKx87EyszL4J6vfo7eJjemvRGPpwsl6yGeBFc5YvcM6uMWq4EJkxrYuKIG2zLwBcK4vW4SCRfKcBHIyeXA5lZiMQ/TL59G0cQCRPI5uLuR3Tuv5bIbFwx7PXeu2ovX72XJHQtprW0jGokRzAxgWzbJRIqBfc667vIcSAJRJdQcqMMfLiCvoJbG2sOsfDFOT1sPtQfrOby9mms/fiVLbrvMSZ9Ocxg8LVq62u5x+ndywD0DrFok/h7Kf/eQMZ5PGO6piOtrQBJw41OKR/7fJFXbjlJXVU92YRbTF08eHADPA9JxXjvC8NpHlzyaP2RorW9nxY/eJrsgs3/L3tXWw0/+6lkKK/Kp2naUY/vrEFsIZgYQsoh2t5FT6MYfSNLb2QLuq8E1BXq+r/n4fWwQpTRzJrEJ3DPp7U6xb0MNXp9HTxy20FbfRNWB1Sx79OEzPhcR0fr18bfAakbMUvDdjnGywJqZp4NUXy+AfjMgqDQlDSR1DOn5oa6NqHyweyH+Jvju0bRR6UKZleCarNOMvhsQ7zLnsijdFW/Vg5FzynRV9Z5jbHlnJz3tPUxeUMn8ZbP7G8eUNBPILIXoOrDaQBWAe4JmDvX+HDG/hjKL+g2FKqcoJs1s5/CuWoI5FeSX5VC1vZrSKcVEuvNoOtZEdlFOv/qrUorM3Ax2rznEwpsuG3Z8rfXteP0ePF73ILpx07EWIp29ZOQMKLRKpxZCNIoHzC6KeMyHyTZikUoCGX7EFnKKMtn46puUTjIonTZPM+2Cn0civwFrHYhXy1u7ZwGmTs8lNsMFFhTAqQkOsKPxeM+9PezpkE76aGDrrQ/4BHB2nc4/RLBtm8bqFmzLIn9C3nkTMLOcIq/HN7Lf8YHNVSjUoByu2MLutfsRW5i8YCII7Fi1B1tsAmE/GXllTJpr0Pp/2XvvMLmu68r3d26qXB2qc0QjowEiAwRJEMw5Z1ISJSpR4sj2OL6hbM+MrXlj6cm2RpYt25IlcURJFkVSBEkxBxAkEYhAJCI2GkDnnCuHe8/8caoTuhtogADJ8eP6Pn5SF6pu3bpV9+x99l57rfY4cy68EuG9ASF0VSueUNfVQDigz6W/83VAkk6lSSVTeAMaptvHrue7WXVz7IymZB3Hoa2+g4HuIXIKApTPKYXMXoj9uwpMWpnSso/+G9L/NdJ2Fcf2NNB0uIVgyM/iVbPxuOpU2QehWEOGWsSnA5ncqBb/YRaYCIDUIbUJEXhU+QGcBFVeSeLE1kNqTzYgmUj3jWiTmKzs2bifVx97C4/PjeW22Lx+Owe2HOFzf3kXLusgxJ4C0mowSrhUiUUrUsd1Ykr00LVuxFBId1nc9kgJde8PcmRnGzWLr+Hmr19Hd0sPva39lM4sZvaKmSM9CFCBVtOmLmtUziujftfxcVTeTDqDpglyJ0ywjx5HaILCyhDdzb3ouk0iksbtcxEbjLHgwjyWXfQOpt6FM3gQGV4E3vtVOcb/CDiN2e/4ZBOc05dfpJQc2VHP7jf3k4glmH/hHJZesQjPx1jP/yRgOuWj3pMe+r4QYhPw387PKf3HwYHNh3nsv/6aruZeDNOgdGYR9z96BxesXXD6F58j2LbNzlf28N6Lu0jFUxRUhLjygUuorp04lJVOpBEn3fQtR1oxDANPQCmOzlkxE5fXom7XCSrnlePP89HXk2TG4jLmrZqJjD+HJCscljoAxpiBPdkP+gywltFc50U4R0jGDHRDEs1I9h6+CMfRiUcS0w4KiViSZ3/wEk2H20BIBILy2cXc/fUjGEb+6GIhcsBxSIdf48kfFtJ2tAPLY5FJZ9j+EjzwxxfjtvYRj4TJyCUUzroNa7rNymHv3rEQXnDaQCZGhAJPhoy/gEy+T193IfGoQ34ReOUzSC2EGLOjSSXTbPzNFkKl+VhutUh7gx46Gro4uHUvy1b/LhvQUlnTF5+SPdFL1IKJSwW6TAOqQauCvmlpLLwoj4WrY+ApRXON1v2fcpu0HGkjVKbyP8eRDPWFufSuyRvGoPSmdr3xAZ1N3eQUBEkn04T7Ilxx/yUTF1oRVIHXbgFRSPWCSqKDUaTdxoEdeUpDqkZy5S3bMF0Og31BNCsHZBIZ/RkusrefAAAgAElEQVQE/hRN8+O41kJyM0jvmKnvLnBdcdqv7d3fvseW53YQyPOjmzrvPv0edTuP8cA37/zYkrdPAqZTPhpr2Kqhdg7n0OvuPyZajrbzwz98jFQ8RagsD8eWdDR084u/foo/+tHXPpJpXoCtz+9k0/ptFJSHyC0MEh2M8dTf/47P/de7TzKbUXpBW3+3E8dxxnkQmC4Df95o065qQQVSwsW3rSQeTjBzSTVzFuxGS/8c8KAkN2Lqf+0W1AYzBcKD8NxKOgUvP1GBZSSYuzhNIm5y4nCIlmNR5q5wyCmY/s9r24vv03S4leLqwpHmZvuJNrqb6imdfVKZQ/jpaz1I29F5lNSMfvahvjDf+8Z+8kryESIEDBIMrefeP7t1enaZevlohj4MGVfN6inoydKJkRjYwYs/hxMHGkcy8Etutlh942b0MUFhoGswu8sbv1D5gl56m/bBKgc0F+p21hjRS3J61e5FRpWWvzAmKQQPY/yxr/3C5cocqrE7OyQpuGDtAmovmlrfyRvw8Jk/v5Mdr+6mflcDecU5XP3gZcxdMbHSrGZu7kbGfgpOG6YpWbw2l57OFWjuIeYvb6NmXgeWNUhkyEU63kmoJCer9dWata1ciXBdrRrLmRPDRwZjNsJ96qAQ7o+w/aXdFFcXjhApvAEVaOt3nzh/xlZkBz5lGNBP6TnycWE6qdDfj/n/GaABuHc6BxdCXA/8A8qD7idSykkb1EKIu4GngFVSyp3TOfYnHW8/tYV4JEFeUQ5CCDRDNW172/rYs3H/RxIUUokUO17ZTVFlwcg0sT/XRzKe4v3X93LTV68Z9/yKuWUsu3IRuzfsxzCV/aOmC4pnFGOO0cmJheOU1BRxxf1r1UKcaUBG3s82lYflN7KT3a4bQfaBVqAmTrUgrQcb8QYDdBwvp+V4EpfbIpOxScWjVC+sHFeyOB32vn0wq+evFlUhBHnFIVqPpSidOcY4B0CGaT2mTTCBSUQStB3rpGZxFR6faof2dw7y8k838Jk/v/O0TBDhugKZPpQVuctRi7DsB889k5aOsu/Km08OceKAoKjShRCCTNrh7fURCiramXPx6DM9fjdIxgVrKSWdTT2YZpzGBc34C9yESnLV4p8+pFg5Tjq7YyhGmMuy0iuuKQyFxi+COQVBHvrW/TQdbiU2FKegPH9E6fdk9Lb3c+KDRqSEmkWVXHHfWq64b+2E5024bnoI/H+kAqqMIvRSinJLePAvNvGrb/2EQztT5IYy9HVo5BWbBINtIGcDo3axaur7YWWr6vSpHZNedYrrnj3ntn4QTJCnttwWLXVt5y0oSLsVGfutIiAIkOYFCPdtnyim1HTKR6ffh00CoebNf4hSWW0Bdgghns+ymcY+L4BiN207m/f5pKK7uQfDNMbdRLqu40jJUE/4nL1POpXm4NY6Dm07immZLLmslllLZyCEIB5JYGecCcJnHr+b3tb+CccSQnDN5y9nwZq5HN/XiOm2uO6LV/DKTzcw2BMmkOcjFo4z1Bfmjt+/cVS9NXMC1S8YcyMKAxAII4QwLx/3Po4jMUyDC9bV0nG8gf72RvyBJEWlFhWzYqdkC50M6Uz2XI26/XNYeXW/muISPpBDION0dy8lk8rg2A79XYOE+yO01Xeg6wLdGL1OuUVB2o51EO6PjG+QTgJhVIH/YWT8FbU4aQXKpMcc3anEowmiA1EC+X5cHhfxqJtD7zsUlo/+RgxTw+u32b3JGhcUAnl+FqyZw4EtRyisLEDTBIe2HaXtWAf+/Dn0dTr0tH3AQFcVs5bMAAw1KGXMANdqhLVqRHJFej+vRPmcNrVrEGbWUGjifIhu6NScZmZiz8b9vP742yM7kI3A5fdfwqrrlp7ydSPXTpjKbAYV6A69V8fGX79B3Z40Hp+blZe7KK2xsDOCuj1xLlg7CMIZJ8YnhKZKUUzf3GeY3HDyby2dTJNbeHoBv7OBdIaUaRJadrBRQmo/0hmalIotnXDWTMsAY8ZHJmUznfJRDvDfgXXZh94GvpXVRjoVVgP1Usrj2eM8AdwGHDzpef8D+C7wp2dw3p94zF5awwfvHCaTzowsyqlkGk0I5l14bnxYbdvmuX96hWN7GvDn+XBsh/pdx1lzywouu+difDleXF7XiEfDMCIDUeZOYSAvhKByXjmV80Z7AXlFObz7zDbaj3dSUJbPtQ9dzuylY25A4WbyuoRAlY7Go3xOKaZlYGfCVM5spnKmTiadR097nFlztyFTlQjXaKYpnYhiEjk9SrnTXDhygyxaO59dr++juLpw5Pl97f0svuxy8BYr9pHTqV7nvo45qwS7NjzLiQPNRAeiCE3Q1dSjeOLJzIRa8nSDkzBmMhD/LIe3HyUejjNjYYjqhcqgffP67ex4dQ84Es3QWHPzSmovmqsyWhpQvtgGyBSGy0MiNtZlLwpygKs/twLd1Nm/6TDxcILull6WXbmIUGk+J45dzryFW4j1HyM+KPEEfBD8CzRr4sKsmbOQwW9m+wt2drGZvinOWAz1hXnj8XfIL8nDtNRvPJPOsPGJzcxeOoO84jMbRNz79gFe+elbJCJxXB7QDItXf13I3d/oJVQsiIVTxCOteELXgq6CQjKepO7943Q1dhMqy2feqlnjvM+nQkF5PtW1FTQdaqGwPITQBOG+CJbbZMH52iUkt0C6Xt0WwqdELLUSJYFht46bxHaS70Hi+az4JXxYM60zwXTKRz8D9jNaMnoQeAw4nUFpOdA85u8WYFyXSgixDKiUUr4ghPjEBAXpRJQyJY6yuzyLKds1t6xk52t7aNjfguWxkI5DIpZkxTWLqb1wLpl0hkzaxuWZmg10OjQdbOH4vkZKakZ9nf15fra/vJulVywipyDIurvX8PJPNxDI9eHyugj3hXF5LJZdNf2hrIq5ZTzw6B1T/rswa5GJF8eXJZx+Nbg1iceD2+vipq9dw/M/+FcGk2mkcCNEmktvL6Gw0geJF3CcBMhsOSa5CUii6t6bkXop+L6C0PxcfOtKWo+203GiC4EAISmsLOCSO1ajWV44acBq5mJJ2ewSjuyoxxPwIKWkpKaIyECUY3tPjOjzDHQNUj6ndILK6FQ4vq+R9T94CelIdENjxyt7mbtiJiWzitny/HaKqvLQDReZlM3bT27BG3QTKq0mGgvgD/SrMo6WTyRssuLGBUhpK8+E1DuAxERw7f2XcNk9X2DPWwd55+n3CJWqJnAsksue7deRCNfjLlzJ3AsvP+VCL4QF5odf+Frq2nEcZyQgACNlx6ZDrWcUFGzbZtMz2wiV5dFWH0Y3WnF7BdGIlzefdnHFnf1Eh9z0Dd1DRYXyGIkMRPn1d9bT3zGA5TJJpzJseX4HDzx6x2nfWwjBrY9cy4Zfb+LwtqM4jqSoqoBrv3A5gbxzX8qRTp8a2JTdQI4atLM7wFyCqiNFRp9rt0N8vZp30bLJnDOoxAkD/+W8T2tP5+izpJRj59n/WgixZxqvm0r4X/2jKvr9L+Ch0x5IiIeBhwGqqs6v5o+TOgjxf1c1cSQIDem+E+0MzeQLyvL5vR98mdd/8Q77Nh7AdJusvfNC1t6xmq2/28muNz4gk8pQUlPE1Z9bd1Y9hpaj7eiGflKJSkMAXU095BQEWbyuFl/Qy/aXdzHYE2b+hXO48Kbl59TkRmg5SO9DEP/1qASBHkJ4HxzntyydQWVWjsPsJbP46reKaDhokcmYVM71ESqxFHU0tRuclAow6X3qV2OtViweoalGY2orwn0Nmq6x8tolNB1qxXQZzFhUxYyFlVNaGQohsDMOK69fhpQS0zLw+N0c3XWc5iNt5B1tx7QMgiE/13/ximkF7Ew6w0s/eQN/rm9EfVQ5aB1l/zsbKK4cQs8AThDDmEduUQ47X93LdV+8gqf+7nm6IwWYLpNkNEnxjEIWX1ar5BqSb2TnJwwl5ZDciMsTJFRWNkETSEqdgZ58hDn3rDP/M4WmiSmvj26cmVdGIpokHkkQzA8QCOXTWp8HcgjTcuhqgcN7Z9PTWcmF96wdUUJ974X3GewaGkeY6GvvZ+OTW7jj9yfX65TSUVk5Nm5fGTd99Rqu+uw67HQGb9A76eeR0laLuHBztv7hMvFOlvXlAiyG+gUdTXFig9toaZzJhXeaFGcrYjK9PzuMN6ZcNGKm1ZwtlZ0/TCcoxIUQa6WUmwCEEJcA8Wm8roWxmr1QAbSN+TsALAI2Zr+IEuB5IcStJzebpZQ/Bn4MsHLlyin5Ex8W0omqhU0EQMveWDIF8WeQxkzVGDsDFJSHeODRO8Zl2a88toG9Gw9QUB7CMHUGu4d44v97loe+dd8Zb7dVyWiicJYEPFmfXCEEs5fVnJmZ+llAM2cjjUezAnc6aKXjmn1Oai/EfzOqC4TAH8xj0RpG+f2gLCgxsv4QDthDQCS7QOYr+XAtD1K76OpaypN/9zvi4XjWfxnSyQwzFp3aA8FyG6TiOr6cUaro7GU1uL0urvviFeQUBKiurZh2w7untY9ENDmu9yCEwOVqpfVwO5WzC7JT3TFI78J0rSLcl6B8tocv/Ne5HHyvhcF+H1W1tcxbOQvLbeEMvaMyxeGsUGSHspLvMGPhn+HL8TLYMzQyEzDUG8ab6zlnpkDS7lGzDU4n6DMQ1soJzdCqBRUYLoN4NDFCOU3GkhimTvUZnofb68Ljc5OIJ8krTDLnggE0McRAt4XuLqKrrYY1t6wcNwNxePtR8orHJze5xTnU7z6BnbEnJAbS7lDWtU4vSNV0l577cXvnoxbriXBSuyHxctZu14V0XY5wrTttI3sCMkeV2q2M0t/Zy6EdaXRTkFsQo6lO4+hf/QuffXQhxTPXqoRoMjMtAR+FmdZ0PtkjwA+FEA1CiAbgn1BaSKfDDmCOEKJGqALw/SjZbQCklINSygIp5Qwp5QzgPWBCQPhIYR9XQWBspiUsQCIzdR/68JGBKPs3Haa4uhDTUg3GYCiAYzt88O6hMz7e3OUzsTwuhvoiaoJXSnra+iisCFE266OhvI6FECbCqELo5eNuGulEVEAQuYq+qZerBc5pVWUTp0/VTp2+rNz0fLUI2u3ZBvEYW8rMAbA7kbh44UevIx1JcXUhJTOKKKoqZO/GA9Tvbpj0/KQzgJPcytqbYmg04TjqBpNS0tvaz7KrLmDF1YuZvbTmjBhQhqmPXP+R95JxZLqHogo/g32K0plOGQx09fPBxneJ9tXTf+wvyQ28ysXXHOCGe7ezcGUH5nBPQ4YZO/mq4AIZxnSZ3POntxLI89Pd3EN3cw/+XB/3/Mmt50RuWWaakJF/UFIcmSZIvIKM/ADpjCcneAMebvvG9cTDcWWc1NhNZCDKzV+/9oxLMLqhs/bOC+ltqSMxsJNQcQSBxOOP8sDvf8BD30yy7q7V415juRRrbRjJeIqe1j6SsRTypB6XlBlk9DE1ba6VKdVS4Yb4L1RpZ7LrkD6iBiDRss/3Q+JFZOosjCf1fNU7MpfRcMSvXNYCJuAiJy+BJobY+vz7ylJV9gFpdU+MnEwcMD8SM63psI/2AEuEUMLlUsqh6Rw4K7f9e8CrKErqz6SUB4QQ3wJ2SimfP/URPg6cahPy4TcokYGooqeetPV3eSx6Wk9vZuc4jlLHzG5xfTk+7v2zW3npJ2/S3dyDBKoXVHD9l648r1aXJ0NmWpCpLeB0K464tQahjcngMsfUDkEb03QWlgq+1iUqG7WPoRhMFthH1aSqEwZygDBIt2LKSBfYR+kbupW+9kMUVo7u3jRN4A14OLj1CPNOaqQ76TqIPQ4yTdVMuOnBdvZt6eDg7oU4DlTMKeHKz1x6Vp8/VJZPyYxCetsGyC9Ru71MMkY6BTd/pZy3nuqmozFKpH8AO23jC9pccVsDR3ZqzF4qCJWoaWbizysmjl4GxgJIHx5vUekorSQhBIUVIb7wrfvo71ReV3nFuedERE15FTwPGGqnAkAuOO3IxDsI723jnj/zgmq+/r2HaDnShpSSirml02r0hvsjtB/vxHSZVM4rwzANFl82Bz0VZ+uLMXradSpmubn0Vo3yGSaI3WAfBn20F7b8mgt485fvYlVbtNV30HS4hUQkQUFFiMf/6inu+sObRq1A7QZVmtTHmNcILzgDyPTBccSGkWuRfEtVDYaHD4WlpsSTG5DWxRMMfZLxJPW7T9Dd0kdBeT5zlteMyK8Lax0y/WMcxyIec+HPCeL1d9N8NIAjcwnkS1qPOYqVlNoP1lJI72FEN0xo4PnM2an2niGmwz76G+C7w05rQog84E+klH95utdKKV8CXjrpsUknoaWUl0/nhM8r9JnZ+m1idOhIpgEQxofXJlHG8IxjJAHEIwkq5pZO+bqOhi7efnILTYda8QTcrL5xOSuuWYyu65TWFPOl//cBBrqH0A3ttPTJcw0ndRhi/xsw1M2T2YhM7QT/fxo1/5lysRKgF6N5b8WxByDyA7WbcCKABrJX/Y2hbg4nooKLnofmWsJYIlsmbTPUM8Rgb5iCyvEqLFKmIf4E4APdhwDKZpcSKmtg4WULsPwLKZlRdNaLqhCCWx65jmf+4SU6m7qzx8lw1X1Blqz1UznXy+u/rKOpTlA9DwrK8yisSOByDSBTLchMAQKloioTmxC+exHua5GZ49lynDdb07bGmTcJIU47XCelBLtJyTYjEObCrPfyVJ81qWYbtJN+jyIfMgdRBMLxcHtdZ1Se3PHqHt5+cgvSUTsoX46Hu//4FgrLYOHqDAtXZJD4Rs9RuoAUpPcqK9Isll15Ad0tvWx9fieNB5pxeS0qFxQxa/FsBrqHePHHr/PAN7NzJjLF5G1Okc3CJ4HTw8RpdEsFZ9KoXFch3B/hie+sp79rENM0SKcz5BbmcP+jtxPMDyDMOUjv/WjxF8kriCFEipbjpbQcz4AQJKIZ8ktc2TKhAHMhwrVW+XoLC2HWIrSPRl1oOj2FG6SUfz78h5SyXwhxI3DaoPB/G4TmR3ruVT61Tg9ZLhh4bkHohad7+Wnh8bm5+LZVbPzNVoIhP6bLZLB7iEC+f0pP1v7OAZ74zno0TaOoqoBUIs2GX71LIpJg3d0XqfMW4pw2jqcLx4lBYj3KqnG4XOBXWWVyM8Jzs3pIn5nN8uOjpTmpTFdG5BzSu9XCZ61UfQWnD6QJog/Mi1TJiaQK2GYt+fl5FFSEGOoJI3SNQ+/VkU5lSEQS2Bmbna/tYeW1WUqm3QZOHPQxPRuh4XIHqJzVj+b98KW23MIcHvrWfXQ2dJOIJSmuLsRtboLEq+QX5lK7Ks3SSzLYtp+mExW43PX4fDEiQyaO7UE3dbDTkNqM9N6tjOwDf6Dq+nYL6BXZuv6ZuezJ5BuQeB0VWIXKft3XIdxXTfEKQ31XZBg35SyTqtn5IdF2rIMN/76Jwor8kcRoqDfMs//4Ml/+mztV9i3tk/KINKoFOX73qxs6N3zpKgZ7hphV28mSi7vw+ltJxJpoqF/IkT1KDyuvKCdbdslqQ8m4YsaJQsBGGOMp4spithNEnmpKjxVGlBGlontSD2Lzs9sZ7AlTUj26s+tu6WXz+u3c8GV1rTVrBdJcgu3exqv/exs5IRuXUUc8ahMZtLnhC9nvVoIQXlWK/RjMtKYTFHQhhEtKmQQQitpw/vcwHxM0awnSqM6yZCToZ95gPhUuvGkFOYVBdr62l+hAjGVXLWLVDcum1PrZ89Z+7IxDfoX6wbg8FsXVhex4dQ+rblj2sYh3SbsHmXhebXPTHyg2hJg7ypYQOcp6MhsUVLC9XzXxZV92aEoDz12j2Y/dogKGMMFariZW7W7FPiKbQUkHhIlwX40QgpsevobffPdZdr2xF4HAcBnULK6ian45G/59E5XzyrPzCzqIycp/DtPWxp4GNE0bxyKT8mqkVgDJTfhyXRzZlUM4vAzbNnBZcWwbhKahGZraAQlT7aqcPtALEFouwn3NKd7x1JB2JyTeUFn/cKlDZpTngLkEMewXPAZCGEjrYkhsUN+H06VeIwS4Hzn9e8oMMrVdyYPLNFgrEK5LRhhRR3bUY1rGuJ1yMBSgs6mbrqYIxSXXqLKZjAJ+IKG+dyMHYS2f9D1LyhooXnacjJ1HLOLFNJMsWLKV7tYLRh3MZEL5qGeOqmpAxlHXxHvfyMyDuma9yNivsv2suPLUkDXKBErG1HFcd03YaR3aWjdh15Zfksuh9+q4/ktXjpm4N7hg3cVk0gG2PLeFgQ5JMC/FrQ+XU1Pry0qT5J53htGpMJ2g8EvgTSHEY9m/vwj8/Pyd0scPoeWqjPV8HFsIFlw4lwUXTo8n3tnUM0JzHIZu6CAhOhD9yIOClAlk9MfZbKscxDHItGez/FWo7XgSjPHZt2YtUuykjLK8nDD/oVdA+gAwXHLyge7GziQY6ivDtML48mvRPFeMSFoXVoS44StX0dXYQzDkx5frwxv0IBDouk7d+8dUUNDLlPyB0z/KdJIZII0wl5y3a6Xc0ZaBtYxgZTeHf/YULm+GQL6bloYqKmYcIq/IjSCi2Cb6PFQAm/q2VLo5g4BxemmEYQ/lsbXv4WPbDaMm8iPHdpCpXZDeD5lD2fKJX71GKwS7ESmXTVl6Uv2Ip5VstchXgT/xGjJzGHxfQwiTdDIzQXQR1J7cth2E5xokCYj+LJute8GoBPeNYEzUXZLSYeHKFur3uHD7LISAdNpNJpOkdnnrSI9HJl5Wn1cvA7sTsNX54RkhRUjpIGOPZ38nJSoQiqAKJFqRkj53XTZumnoYpstUTEBz9FrbtoNhGROulxCC5VcvZskVC0lGrsSST6MxpHpoeinC+8B5n0U4FabTaP6uEGIfcDXqu3sFmHhVPsV5QdnMYlqPtI8bohqWIz5Zw+ejgEwfVoM0Wpn6seuV4DSAPaAaecINMoKwJjbuhBZQDbRJIKzlyOS7YHeNKH72dxzjvdc8HNrlReIhtzDDHf/ZomBMr9AwdAKhwIju/+gBlWcwoG5674NKXdNuG/l33DerDPAjQFFVIfc9egdvP7mF1qPtuN0LmLFAw5dXrBYnLVct9vqMKYclZaYFGf9tts8A0qhFeO5Q13VSnGIXNIlkgio1vcbIFLoIqYDgWgN4VPZvrZraA9npVDMmY72T9QrFYMocBbOWOStmsnvDBzjOqAx3PJLA5XVRXF2AEDrCezuO+3r1GplBGBWnKN+myCvSCRYU0tc+gK5rONn5k4VrctE0Tc0mZA6BGL7W2TKYTENyE47To9zwhD87BzAm+OgFINLgWos2ZckNll11AZvWbxvpTUkp6W3r5+Lbpk4udV3HmzMXKf+L2pGhgXb2va1zhemGow4UJ/Be4ATw2/N2Rp9iHJZcvpC9Gw/Q29ZHTmEOqUSKga5BLrv34rM3lv8Q6DjRwLtPDtJUFyWQb7Dm+gIWrXYQHKWvtQVhFJFXdS+aOQfbttE0bVo/cqHlgP/ryMRrkDlILKLx5tO5hMMXUFSlPudA9xDP/uPLfOl/PjDCriqdWYzlNsdx5W3bwc7YzBojxSH0Egj8WVbeIamaraeokUvpINMfQGo7YIO5HGEtO+vhJYCKOaV89i/uwraVXSWpN1SZBidLxS1FeO+e/HycsKIrjtXNyRxGRh9XTf3JrrGRFY+zuxQlEiPrUuYG/aQ6uhOB5Mas90Q3oCG1AJGBQfp76tCMIkKlCTyepqmlFpxutehOOBcdabchzFqqaytYesUi9m48kF2wJbqpc/vv3zCOBqxp7nFN5anhQjMKmb8yxWBvMYM9Q7g8FqESB9NXm32OQFW8M4yj+dodYNcrhpcIqYCQqcv6aI8pBUmdsRPHk2H1jcvoaeujbns9QteQjsPclTO58KYVp/0EQuiK8voJwZRBQQgxFzVb8ADQC/wGEGcrkPcpzg45BUE+8xd3seXZ7Rzb20Ag389ND1/Noo/Qk2EYPW19PPG3R9BJUVDmIZWQvPzzLjoacmmtr6KvbwYQxBPYhzdwlJ62Prx+D6tuWMbK65aMeAJPBunEkOmD2cVxBkf2+Wk+PkBhxWjgyy0MKj58Q/dI7d5yW9zy9Wt59p9eZrB7aCRLu/Cm5ZTPHu+cpsTXxrPI0qk0QogJooEy/iyktqjyARpknlJlEO/nznxw6SSMXAf3tUhrdVYx05dlBU1+bJn+QJXlRiiVAihWC5ndokosY58vM8jkBlWSsI9D2lYLvjET4XtoRCBvBE6216MZDC8LLfUxmo4k0fQuEBkGOoYwclqonYq5K3JQuePJyPpeo/ou137hchatnU/zkVYsj8XspTVnzZoTQiDdNyBij5Nb4Ce3sFjNtiAR7itHn+O6RO2ChpV8paPYVEbN6M5BL1c7inQduC4cvpBACmGcutxrWia3PnIdvbetypo9BSkoz//Ys/6zwal2CoeBd4FbpJT1AEKIP/pIzupTjEOoNI9bHrnu9E/8kFD16iz1cZKMePcb+5DCT25hCJwB3F4PuUWSX//9cQor8/HkaARyJbvf/ADd0Flz8woc2+GtX28mHolz+b2XTPG+KWT0p1mzmlxgkJKSeuYsLGJgcHxZSAhBOpUZ99jMxdU8/N0HOb6vkVQyRdX8CgorQqeofSeJdG/j6LbXaTwcpaOljJqly1l390V4Ax6k3QGpbdkyyLAUeED1POwGMM6dE63QclXp6HRw+hlLgVQvzrLjJsliZXKj8og2Zqv/nF7VI3DfiJisianlAo5aLLV8YlGd7uYhfAENYfiw3BpC+Hj9V22ULxga5f+PhV6hTJQyTSrbRihasZaDsEbZdUIIymeXUj773GTHmrUIKb6KTL6pyjDGLITrKoQ+KuooXJer4bvULvWdOrZiIOljkgRhglELmX2qFEZ2Ct1crHyhTwMhBAXlIQrKT01MScSSNB5oJp1MUzKzmIKyT5aR5amCwl2oncJbQohXgCeYnOj7KT4GSJnOLuC+c9KUctJHlSqj3Q3CRLouRbiuHHfsjoYufEG/6r8qdXYAACAASURBVAtkWsBuo+Fgmr4uDcvnJhbu4/ieBkDgz/Uy1BMmvzSP4uoC3n9tHxfeuHzSwSaZPqgCgj5alvAEZ1I1ezfJQ3PwBcLoepqezhwMU6NkxsT6sj/Xx+J1tRMen/BeMk5m4Ee0fvAuwhHUrtBZsLyNza/FefYH/dz/zTsQdgcgRgMCjJREZKYFcQ6DwnQhjBlqoc8a3qiTsVEMufE7IiltFRC04tEms16k2ESpLeCaWOcWWlDtWlJbQSvmRN0cUqmdFJSkkJoknRIc2X8pyaRD69H2SYPCSO8m8bJafJFgzkW4bz3/ekzGDIT+wJT3gxAmwnsv0n21GlgTeRD9KSNmSMPQcsF1pfJ7dhJqXsCcP2FQ7WzRdqyDp7/3OxKxZJZ6KrjwpuVceteaT8yuYsrVREq5HlgvhPABtwN/BBQLIf4FWC+lfO0jOsfzDikTqsmZ2g4IsFZl9U0+OczbyECU7uYeXF4XRWV1aKkNqpwgPEj3tQjrwrP+UUm7VbE9hC9br05D4nWkTCM8N408r6SmiA/eOYw3kA9GDYlUKa3H38M0M/hzfGiaRrgvQiysGofDGb1uKBmIyEBs8mnXzAlOltjOLcwjUW5iWs/i2C6QktJyyL/99lEpiLP5rMmdRHoP09PuxZ/rJR4D00qw+vITvPJUHs2HW0nHBuk+HiW3eIiahX4s19jgML7MIZ2I4rIL9ynLP1Oej5R0NnYTD8cJledPXUYx5irP6Myx7G7KVmUS1xWTzC7Y2QHMkzJQ4coylyaH8NyC1PyQ3IwuwjTWlZCWxUTDZfR2VSCljqAb3Zw6CRGaH+G9B+m5DZAT7qFMOkPd+8c5sv0oltti0dr5VC2oGPfblXYbMvGGminQQuC6CpGd5J7s+snUZkW9HbkfrkZYF036fKHlg5av2E6uawi3/Rxdt/HlBkGG1TX1fhXtHKjIngw7Y/PcD1/BMA1KqlXJyrYdtv7ufWYsUlTqTwKmwz6KAr8CfiWEyAfuAR4F/kMEBSltZPTn6mbTsqWKxGvITAP4vvyh68dngkw6Q+vRdtLJDKUzi/Dl+JBSsu3F99n0zHbFqMl0UVTazO2PzCaYn69u/vjTSOFBWGdHr5TJLSqj1IazPys7br8Z6b5yJMtbdtVi9m86Qn/nIDkFAXpa+7AzDr6cUXVJl9dFeCBKOpkeYUxl0hk0faLj2Qi0fCB10oM2xRVhfHkL6O0wMCyDUFkOHs8hZWQziST3tJD5gHjUQojoyEPplBuvfwDLFeW333+RTCqNcDI49gnyigLc+58rCOYpWfCxZRAnuRkSL2brzlINNXm/MCn/fzJEB6M890+v0FrfMa4XMlnWKIQJvi+qYbbUHrXAW7cjzEWTHNlUrCqnB+XRnIXsA3Nyrv/wewj3tTiihFlLHsdOt2OYzRgVbbg9Eer21WB5TKprT6/pP5khjG3bPP/Pr1L3/nF8QS+ObbN/82Euu+ci1tysdi+xwUaObv0HBrsdSmvyqZ4/gGE/hvTcj3BNbNrK1E6IP5dtDg/fD89k74dlE54/jM7Gbl7+6SG6GvPBbqWmtoVrPzeHQMnd5yUgDL9ndCBKUdXoTlfXNSyXQd3O+v97gsJYSCn7gB9l//uPAftENiMpH92WaxVqeM1u/MiGSLqae3jm+y8S7lf1YSEEV35mLXnFubz91FaKKgvUkFPyED3tFq883se9f+hTGarIg+RbcJZBQdHhTmo8CgMcCU4UKeLIxGvk+/Zy/+8JNr2cT1NdCtNlMqNWKWV2NnRjukwMS0c6Em/Ag+UxiQ3FGegeZN09F+H2Tr7zEtaSbD1Y+Sd0NnXR3/YBnY2S9jaDy+4opLQmu8Oww8j0AcTZBgXhxeM3x4nXgYOdcWg+0o3ptgnm+0jFq8jJ62Swe5B31ie5+Su1CO89IwFSZprGLEbDmvc9avDJ/wfT2rW9/vjbtJ/oGrG5tG2HLc/tpHhG0QTtJgAhXEqjZxKdnmHITIMq36SzwVMvzQ5eRUHzjjRfp3y9E4PEk5juIsrn5XBkRz3SyVBYuIcmT5Cbvnb/lN/j6dB0sIWju05QOsb/w87YbFq/nYWXzCcZT/HE//wXYgOD6KaHTLqT8lke7vpGCJf2CtJaOrGMk9ygdhPDOxLhVjuk5AaYIijEwnGe/NvnAEHxjDlIOYfmE308+9N8Hvzv58+bGUBOIbUhJ5ut/Jjw8U1IfFJg95It7o0+NtzAc3rgDCz+zvoUbJtn//FlMqkMxdksIp3K8OYv3qFkVjFun1uVYHBAJgiV+GmuizHYmyYnZKoBH6f37E9AnwmZd1ATpFnIJAgXUlgQ+We1rRZFFFfb3PVwF5iLSev38pNHf4mTkeQV59Ld3Es6kWbR2nyWXXkBrfUd+HO9p2VLCS0XfF9Bxp+hp+kAncc7GOgvobUxQ19Xiif+vpnPfbOawnJXtqs1BUPHiSphPTlsjjSRciqsiwjm7yeY72GoL4rLayHtDva8bXB8Xy/S6caf58eX66Wt3iC3uApnb5DL0w+x/4VDHNn5Ft6Ah6Vre5m9wBifEYuQojk6nRPq/CcjFo5zdPcJCitGfY91XcOf62Xvxv2TBoXTQWaakZEfqYXRmKNolZl60JLgvhJhrT4lDRdQgURmQHOTW+Rm1XVLGeqPYGjdzF93AWbg7LPZpsOtI+rAwxgexOxq6mH7S7vJJIYorvKpvpaUtNbH2f1OgjXXpLI9tNHympKj6FOsqrEQnuy9O8k1sls5svVV4kNHKZ4xAwRo2QZxR2M3bcc6qZhzfuihxdWF+HI8RAdjI7Lttu2QSqaZt+rcuDGeC3waFLQcJu+fy2zt9vyjq7GHwZ6hkYAAYFoGuqHTerQdf65arAUaUstFyBggyKSz6YXsV/Xms4RwrUGmd4LToT6zTKj6qucuJVfhDIyhQupqV5Xeg+lax91/dAvP/tPLJGIJ8kvz8Abc3PLIdWe8FRZGFRnrP/HMT3+E23cRQneDvYmckENfJ7z/Zj/XP1ighpnMhRNer1RQf6mCGYDQGIxcSfPxCkyXQfXCSjXHYMxFeG5l/uoX6Wntpf1YO0cPmHR0XYxu1CE0nXg0gS/Hiy/XS19HGN108eTfPkd/xyDBUIDoQIyn/+EDVlwWpaY2ijfHS1FFAaZ7WPb65FLYRGTSmQm5CKhFMhlPn9G1G4ZMvgOYoxx7vRC0AJBAuK6YJiFBH3c7aIZObmEO2DEwp+7lZNIZUok0bp8LIVIqOAo3aMVjVH29o7ITY88biZTQcrSNwpI8VebCRAhBToHJoe39rLk2H05qVgshkEaNmlAeVyYbUInOSXCSWyH+LOGuGBoxSPWCXoE0FyAQaEIQD0/HKubsoBs6t33jep7+3guEG7pRHGDBmpuXUzmv7HQv/8jwaVAwZqstttMOIitm5XRl5Ys/GpZJJp1RVpInQWgaRVWFdDV1E8jLqkYac4j2bCeYp5FXmFELNpy1Ro6Ukq7mDB3HL8fv3UVObjsuXxG+onsQ5nxk4gXG/UxkHDJHINMMQ9+msGANX/6bm+luySCzlobDnH8pR7O76bA34pEkkUEdb1D1IqS5BNJ78PiSdDYmwXHAfcMETXkp4yogCC+2k0d/5wBt9c3Yqe+z9c1LiUUDuLwWd//xzZTPLkW412FaKygOtPPiL59HaBZB/xHcnhixsI2UBj1tvZTNKiWTtsmkM/S1D4w4fAlNMNCdYdNzPVguP41Humk60kioLMjSdT5W3hbCfZo7K5Dnp7AyRLgvMmIcI6VkqC/CqhumZ3o/AXbrGGHCLIQb7P5s41n9m+M4RAdjWG5z4gCkMQPwjLdWlSnAQZgT2V12xmbrC++z89U9ZJIZ5iwZ4LJbugjme1B2ttXg/SxCy2Huylm8+9v3RjJlKSX9HUpuPBDyIR2JFFUIpwtIAC4cO41pJsF97+SsIvcNyOiPspPwAZXMIBHua8c9TzphSPwOtELKZqWxMy1ILITdCnoZjgwipaSg4tzpnE2G8tmlfPW799C4/wSppEn57NLTUlg/avz/PigIYYDvS8jEq0qpE5SIl/v6c0ZDOx2KZxRheUwS0SRun7pJHUeSSqZYd/cadr/5Acf3NWG5DDIZG92o5a6HA2jaEBhLEK5LR/SAzgRSSjb+ZjM7XtlDd3MPnU096LpOdW2GuSsPcts3qvC4s2wkAGx1jZx4lm1TAZk6NOcxNO2z7H3nCIM9Q9RcUM4Fq1sxxXZFm9QCSPfNaNbiU56PN+jBcpukEmkst4nQcpGuS4h1NzJjSRkieOs4+WCZFTmTdivIFPGYjwObPyAyEGWga5Ci8hReTxP+0Dri4QTP/fAVvva3n1cWppoPm2r6ux2KSvaR1jSk1EglHexMGiltmg+3kleSSzDfP05jqqWujcigG5ETZM/bMXo6BN6gTXyon80vVdLU8Cr3/T+3nXJYTwjBdV+8gie/+xydTd0YhkEqmaZybim1F8/j8PajHHqvDs3QWXTJfGYurj59n8KohNRB0McwuWQcNO9Ilt1woJnXH3+bwZ4hhCZYvG4Bl917CVaW0SWEBb7PK/LFiCSIBp47EfpENdnNz+1g63M7KKgIkRcaYk7t+xzaZrFw7WL8OV5lnRp7AnwPE8wPcPcf38KLP36DrqZuJGBYBkO9YX7xV0/RdqyDrmaThRctQ3OO4WQGGezVuOSu6xDW5DMuwqgG/+8p9mCmBczFijl48v1gNytCgGZRPd9kRq2XEwdiBHIdHNFKNJxg9Y0f3qbWcRzCfREMy5ggcillEhl/Ebe9k3nzHdUL8dwBfBoUPnEQWlDR6OSd6u+PKBgMw3KZ3PCVq3j+n19lsFdN5Tq2w9LLFzJzcTU1i6o4sb+JpkOtBPJ8zFs1e5wt4dmi6XAr21/eg+UyGOwJEyrNw07b9LT2481p57Wfb+T2378qOxnbrna7dljpvWul2dJEgKGuA2x99juEBwuIxQoxnA0EzGZqLliN4fKo3ULsl0jt66fk+BumwSW3r+b1x98mtygHl9fFUE8MoYdYeeNoQJAyo+QwUptREhFRkDHqdw8oUTUhMF0mpuUw2Bcm09tLcXUhnU09dDZ2UzZLLRimZVBek6S31cEw3aQSErdPw7E1XB5JID+PeCzD3FWzaDzYQlAOgRNnqKcdy+OjpyOX8ICXkmqHdMqgo8lgxfUzaTnSRvPhttNaY5bWFPPlb3+WIzvqGewJUz6nlJmLq3j1sbfYv/kwvqAX6UgOv3eU1Tcu44r7p24wAwjXZWry2elT08UyrkoxnnsQQqeruYenv/c7fEEvRZUF2Bmb3W/sJ5Oyuf6La9QQnJarhtuCjyoCBnZWj2ni7y2VSPH+q3sorAxhmAaFJY3ougXCou1YB3NXzAKK1ES10wN6IZXzyvnqdz9HX/sAHQ3dvPjj18grzsXjcxPI87HrjQ84sEVSPGMm0nFYfv0iFl227pQBUehlCO99p7w2Iw6KUqIbgtu+Xs7B94Y48F4rpi+Pa6++kTkrpl8ZkE6f+g2m96uAa62ltbGGV372DoPdQ0gkc1fM4prPX4Y3a40r4+uz2lAloOlq2jz2M6T/D84qqTtf+DQojMFHHQzGYs6ymXzl25/l6K7jJGMpqmsrKJ9Tqm4GDWYvrWH20nPb9D68/SiGpRYL02WiaRqaSyM6GMPj83BsTyOxIRtv4GFk4k0lEyAcZZeZFZKT6V4y8b0sXZNHKtWJBCxXnPYGL97cAcpne1QjXMSRyXdPO/i1/OrFuLwWO17eQX9HH9W1lay9c824qU+ZfEuxrbRSxZIijB3fALYPt7eURCSBpjsgBD0dIVKpnqyE9ngIIbj8riBP/r1O64k4noBOdFDV+r0BDSEkJTMKmXlBOQ2736TtUAeaniG/IEVPux9/bjXJuMlQvw/btnFkekTrqaet95RBwXEc2o93MtQboWx2CcuvXowQgpaj7RzcWkdpTTEI5f/cdqyDx/7yCY7sqOemr8ymfMYgCBfCXDRuMRF6Gfiy+lH2cUWxdj0IIoAT/iF7Xz6AsB28/vlIPOiGTnF1Hpnwc6R7X1VlP6Ej3Sozn6xcNBbxSEIpgWbLhaaVwHF0DMsYrc0LAVIb7fWgZD4KK0K88/RWvAHvyC7Mk5VE6Wzs4uavXUNxdeFpTYSmi+MH4N1fR+hs2k+ozM8ltxSw5FKLpZeGEIHPn9bARsqMoqmTAIog/hPF6BIhIENq4BkObLBJJ1dQVFWAlGl6m3ew5emjXPngPQjNo6jEWunoUKQWACeGTO1AeG45J5/zXODToPAxQso0YCOyLm85BcFRY5hJkIwnOby9no7jXeSV5LBgzdwz9sIFxY9/5+n3eP0Xb9PXMYAQYoI8t6YLQBILJzBdASzvXUhrOTLyr4rtIQTINHZqN05GEosVkkp6MK04xSWN9HXNpr9jYETKoLfToKOxAXfoONW1FZN6CatBpG3UXrCB2oWDoBeDey6aWTjmOWlIvpOd1s3+fLUADvMpKNlLLOrGstL0dybYvbmGwV4P3qDI1rE9E4JD6exFfP6bDTz7bw7hvjSzl/jxBQWaSOEvXEZ/VwS3uY/VVzbz7u/cxPpN0kmDWQv78Aa97Hw7HyklsaE4VQvKEah5g5zQJDIQWcSjCdb/4CVajrShaRqO4zBr6QxueeQ6mg63Eg8niEcSRAYi1O08rkztAy5KSrfQf/y3WHYZhqlhuZ/HV/wgmnvVyLGFUYXwf2X0emWakJF/AeGhv9uHyxNV2S0O6BVU1tRTVNxAKr0Gw+1X/YP4s2TsAAd36Ox7+yC2LVl86QIuWLdgnGidP9eHx+cmEUvi9rro6y4jVNRKKiEIlWZLTTIOuMfbimYx0Dk4Ui4dhuUysdwWVfPL8eX4JrzmbNBwoJnffu9lfLnzKK6qIzoY5lff6eWiG3JYdv39lAZV4Onr6Gfnq3tpPtxKQUU+q65fRtmsEpzUQYj8neqjCUCK7FDdGtQDBl2tLsqq6hgcXAFEWbB4E25PmEQ0SaLrGO7gYiZMyQPgmpIp9XHh06DwMSA60Ee893l8vgO43DrSqEF4bkWcQikxOhTjie+sp7etH5fHRSqR4r0XdnH/o7dTVDm9YSlQ9Nen/9cLdDf3Ur2wkkh/lHgkQVdTD5Xzy8gkMlgek3QyTW97Pz//b08gJcxaOoMrHriEHO8CyBxQbA+nF0GE8FCQZMKttOxTbhyp4fP3gaEWzE3P9bDt1VYQhaC/hDfo5Z4/uWXCAi1TWyG+XmW4WpnaXkd/hvR/fVSvR6ZApjnZHMf0VhOORNi3pZJggY8D2zPUvT9ILDxETkGAdCrNXX90s6JAjoGwVpFX8h63faWP3nY3+UVgWikw55OIC0zLIODbwZDXw81f8pOISnQDElGH2FAT29/Ko7e9j4p5ZZTNLqGntZe8klxmLJp6l7B5/TZa69opri4cGVqr393AM99/gYPvHaVxfzNtxzuI9EfILcrBdJnkhvqYvbCTpqOCxsNt5BXnoOsZCsq+T8WKf8TjnzzTlcl31LXScqma79BwKEYg16eGNY0SissOExkK4vaO+hBLcnjl337DgZ0l5BQEEULw+uNvc3xfI3f+4U0jCrW6oXP5/Rfzwr++jjfoJZ0oxOsNUFTWR1lNhWKzSakazZMMs1UvrGDvxoPj5h5i4TjBUABP4NzJYmx5bjveHB/+PB/JqIf6/YcY6kvw7L8Z7H9/FwsvjrL6hmX8+7fX42Qc/Lk+Gva3cGTnce77k4upLP2BYlMNe1bLFkX11avAUCy7RCyNEBoud4yK6sNYrjixaB7RwRipVAj3sKChFmKcbLmMTlCs/bjxaVD4CCGl5N1ntpHs/RklFZ2EB/zkFucxZ2kLuv1jCPzhlDzyHa/sGceAARjoGuTNX77LA9+8Y9rn0Hy4ja5GVU6RUlJdW0njwWaigzE6TnTjy/FSMa+UuvePU1xdSKhcCcs1Hmjhye8+x0P/425McxakdoK00K1qbAJEB/tHJpsH+3MxzThFNSZNh/vY+lIrRZVudE8tQngI90V47oev8OVvf2akGav0et5UN96wP7YIgpNBxl8D3/3qb+FVGvdOZLzkhBygovY63n3VobF+ACkFFfO8lNYUc/Htq6m5oGpSQyKh+cH/CPlVm7j2M+/xxm+GcCgHzY3linPrN65HRrega0Z2RzU8uZ2LL2jz0F/fR0dDFw37m+hrG2DOyplccd8l4zJqAGl3gzOAQy773j5IqGxUQVMIgeUxeP3xt1l53RJ6W/uQUhKPJNROIl+yYHmMRMwmnZTouo4/14eUEBvqYN+G17jw1vsn/8Lt1hHW0aKLguza0Ev9vgHcnig9nTtZUDtA5fzlaFoc0ifA6aOrWefgNjclcxajZTNbT8DN8X2NtNS1j6MbL7x4Pr4cH9tf3sVA9xAZ/QEqFnuxgi2KdWYtm7JevvK6pRzaVk9Xcw+BPD+JaJJkPMUdf3DDSOA5F+hq6iEYAlI7iPc1U1aVIb8oj9YTLoqqCtm/6Qht9R1IW1JQroKr2+ciOhjjyNZnqLi9TUmJjPQ1AkBUyW5ng0JOgY+OwQyOrZGT10U0kqP8PAR4Az7QpAoKTmf2+7CU5IheMKWj3MeFT4PCR4hD246y9823uPaeAeLRYjwBQV/7AI1ui5kLLWRqD8J92aSvPbKjntzC8SWJnMIgLXVtJOPJaXsrhPtGFTWFEFTOK6OgIp+G/U3MXlZD2cxibEey5639VM0bvflDZXl0NHRxfF87Cy68FFyXIp0hZPjb1CzMxXEEva19CM3BNCzchV/CF4qx6YUDuHwl6J55I9PAgXw/XU099LT0je4WZDI7dZtDPGJz7IMI4f4EJWXNVM3Zjm6fAL0E4bkT3LdC9DGw4ypIEAY8/B/2zjtMjuu68r9XVV2de7p7Qk8ezAxyGICIBEAkEiAoBoBJJCWKpGQFy5Zk78ph5V3ba629a63T2pastSTbilYgJeYMMCMQOYcBBoPJOXSOVfX2j2oMMBwQBCWS2u8zzz8khz3VVTVV775777nneMtv4lN/HqC7tY90PEN5XekV1VIn7oMSRLhvZdHNt9K8MknPmX4UVaF+Tg1ur4v2vQtwuncAF3evLleCtrYa1j04j9XB5RgFAyklDt0eujq15wxvPn2Q2EiUuuYhVt8Uo6JWR1omZl6CMnnadqRnDCEUvAEvc1fN5OyBdltLajxFuDJEVVMDuXQfiuJGd+vFvx843U4Ov9LO8tvk5a9TrbOnm1UXmsNi3vIELneW4V4VobiJjQWoYxjyp+yhP+FipD+JwEJYfRMihUIIBILh7hHqZ9fYjdb8PjC6qG+qpuE/X/eubWuD5SU88Kd3c2DbUbpO9lDZWM6SGxe958NjldNKGGp/CV9QJREV6E43qhKjttFAVQWBUh8ndp1mwZrJ8y+egJtCdhTTsNAucVSzqa92kLdFCQ3CkSxtR+bQ3ZZk9gKDbCpHIW8ybX4dmq6Bpdg+267rba0mK0YqNZuzxyMYhVamza9/Vxn/+4kPg8IHiIPbj1Ja6UCgAAIhwBPwMNg5wrQ5DShWP7JwBigUTWAuBgGXx0k6nplkjm2ZFqqmTCmJXAmhSAlS2lnLhUXE5XESigTZ+MA6GubUTtAh3wpFUYiPxIHiNKk5ALhR5W5mLghTmFuKWZA4Sm7G4StKfTtfQmjnLquSeanURCGnUEg5iY2M8Og3Y6QTBooYxSxkmDY3zI0P+MnE20D8L9SS36e89rdtRU9zCLRFCOdKJLaKauP8X95NzR/yMWfFZM+FyMyPM953BF0fxKG7AIORfgfeilsn9J0u9WM4/MpxXvjuq5SU+QmUjNB9soMfn/DwwB9VUlrpYM7iU5w+1ErFtIuLUGwkQVmtvUv1B31cc/0CKhrKObnrDDUzq4gnnAR8O1E1g5JSe/HQnWnyORfRsbdvxgrXeqRxHKxRhjrTuL1p1twmaTu1lOGBRsajleQSj5IrgVzWieZI4fb57CFG4xxSrUJcItntC/mQ5pDdp5BZEF4wzyPze5De30TRLj+0KKUkNhLHMi2CFSUTmUCwvIQbPr6G6HCMswfaOX+sE9MwqZtV/Z5lCytv8fCzrxlYlo5lSdJJSTals+neFOOxOKmYA6fXTTaVRXc5cLmThMt6saws+awHRS0y6MQlFFMRsGW25RAIN6rnZpbcthxn+CyFwjnKqnOU1ZQTKOmF7EnAAPcDoM1Ecczi2I5TPP9vL4O0ab+v/WwXq+9cwaotyy5/ER8gPgwKHyCyySyaFrCtX4WFlMpETVmao+Tjr2CZb6K7dRRVRbpuQSnq3CzeuIBnvr0dl8+FqtqOVcM9oyzeuGCKQcyVUD29koZ5tXQc7yYcKQEhGB+MUj+7ZmKqMlwZtAeJLgkcUkosy6K8uJuRuTfsYSDhsV8OsweHQ8UR/hLiEiP02cunc+S1k1iWNfGSJ6MpvCEP5XWlSCnZv+0IOx/dQ2mFxdD5Y2QzPmqa/QgrhcTBqQMKuewJmuer+IMJTj/zz9QtuI+Vt90DwNmD7bzx6HOM9IxRWhXiurtWMGvpe1en9QaraVr5t5x84wlGW1spmKU0LtrEtRumausYBYM3Ht1DWU3InnDO9eL2exnuM9i3fYybHqjiutvr6e/sZ6BjaKLR3DC3lny2MHHPhRCUV4eZtayZ8voy+s9HyYwvZcGy05SUZUCkyefc7HpxFvNWzX3bbOgiI2kb+cwrgIfWYy2MjdiLdypZTushnehIEs2RI5txkUk78IWcjPRnCNflUBQ344Mx/KU+GufXIbM/t/s6apX9T6OvaORzAsvzMYRr8yQK6/hQjGe/s52+c4MIIBgJcMtnN00YJbUf7eSxrz+LZdrPyK4n9jF/9Wxu+vT1V5z1uFrUNZvc87vl7HpWMtqr4/YZLN/koW6GSeJIhthohg33reLIqyeoqh9h/tJDJQeGowAAIABJREFUSNMim8pRM6MURY3YPhpWBttjIQfaDETJn4JyMRN1AUtvvAZp/hky8bc2/dQsmhapQTD2IQuzSWdm8OL3XiUUCU7Mh5iGyc7H9jJjcRPl7/MA3Tvhw6DwAWLmsunsefoAvV3TqW1oJZf1kE4ZlFfliQ300nWuhEzKh6qpNC2soazySaTagNDqmLd6NqP94+x//jAIgbQkM5Y0seaua9/VOSiKwh1f+gj7XzzC0VdPALBq6zKW3bRoYtEurytjzooZnNjVOrGrGx+KUTezioa5tbbGUO75orl5sXauVtoOYFZ0klhdw7w6lm1eyIHtx6C44OlunY/+3m2oqsqZA+d46YdvUF4bJpefRceZUcoqx0hGo/hLnJhWOUZ+jIFOBy2rPeguk0idyhuP7mHm0maiQzEe/ftnCJT6iTSUk05kePwfn+OO3725yJN/bxCKVLD67s++4+fS8Qz5TJ5gWYB8Ns+ZPUliowqGIek7l6Fpvo+Zi1w88JUwXd0fYXwwRllNmKrmCI9//Tm6T/fh9rkw8gamYXLP729h1rLpSHOU9OjLPPaNDNlUGkuWE4vVUFFXwaqty694TjYj6dN0987i4PZjkxad9mOdJPoluttNOuHDNEyklWbO4nHGhkpob02ASNEwp5ZND65Dd+lYsVNFRdKcLTcv00DQLv/l9iPNHvB9ASEcmIbJL/7P0yTHU1TU2QtoYizJw3/zJJ/52v3oLgdPf3vbBJMJ7A3IsR2nmb1iBs0Lp02ca3w0QXdrH4qq0DC3doL/fyVIaQFe6qenqP/yDLLpck7sbCWfzZBJZuhqzTNr6Vw2PbCOaXPLMcb/guiQgiXd1MxoorQmArIXXJ+EwjGbTaWvQLhvedv+n1ArkWoTaOmi1Ifflh6x0pB9gZ4zXizTmggIcFFevvNU94dB4T8Slmxq4eyBc+x7xWJopkJ1fTs+fx7NkUcoceqaDTLpPKODZZzZ34V3fQVu51GEVoeiKKy/ZzVLNi1kfDCGL+j5pTncuktn1ZZlb5uqCiH4yGduoHp6JYdfOYFpmKy5awWLN7agaipWobs4IGXaTbMLL4dw2Wbr+kVaraIoXP/xNSxYM4fetgGcHieN8+smfBX2PXcIf9iLw2kzngp5L2OjYQZ7Myy7Pk4ua+viaI4LjBeDZKICpKSntY8jr56wBeyKAmPegAck7Hxs73saFK4Wbr8LTdfI5/KcOdBOfFzHG8iTSWv4wypPfaePB77ipqJx1ZTzu/vLt3Fm/znOH+3EG/Qyf/UsKurLkeYoMvkN3M4c9/6nGrpOR4kOJwnWzWFay4bigmLZTWUMUGsuy/ZZuH4ex14/RDo+gtsfppAzOL33LON1VSy7YQAhDDIpB9LK4fEMsfjBu9FLPjKhensRGuTftJumVrLIpsmBWgJqFdLopf3gDvZti9J9upe+cwPMuXbmxI7aH/Yx2DnMucMdlFaHJoLoBQghcHmcnD3QPhEUDr9ynO0/eh2rOJyoOVS2fOGmSUHjrZBmn61aaw4XbUvbcbkWcc2GepLRfsZG13Dnf95K9fRKFEVh9lIPVqIJwyhH01XEhfKV6QQlgBL82tU/CNawLZNzKUtO8YLZh6pZl5dbE7wnmdGvig+DwgcIb8DD/X98N6372ug9248jdAvT5j5LX+s+rKAbo+DE7UlSWZvnfGslYwNRasK2xIRlWXS39jHUOYw36CXS8P42pTSHxpJNC1myabIctzQHIfUDKLQBLpt3rUbAMc8uJUwxfLFf8or68kk68heQGE9NzCw4nA6CkRKiQzGkFFiiAUWcJp+1mHmNhdc3TiIeZnykChhD0zWGe0YprZr8nZ6Am6HukUnlr/cCHSe62fXkPkZ7x6idWc3KLUsnscHA9updedtSnv/uy4wNjOMPlZNL9yHNPA0zPWSSGU686SMyZ6qEte50MG9lLfNWVoIouVi6y70B5EGpRFWgcYHHnuIW+xDq9UhzEJn+oc13l8KmlbrvQdEv9iykzBAMbOfTf9RO3/l+BrscnDoyH0/Ag2E4efWpEItWdREqS5HNKOx8vpxZ16+bwtiycm9C/qjNvEGzz0s6gCgQASE4vjvDcz9+GV+4EaQkOhTn6GsnWbh+Li6PfTwhBMlYeoIF91ZIy5oQGBztH2fbD18jXBnCodtLVjaV48lvvsBv/M/77AZ90DNpQbUtXv/Nbp6rtfZci3EWCidRnOsJ1G6hpHHhW/xSNITgorDhBQg5mUZ6NVCr7cz5UqMjKwVKkNqZDeguB+lEZiLY5jJ5VFWlqaXhbQ74weHDoHAFmIZJb9uA7aXaWDFFy+SXgcvjZOG6eSxcNw9ZOEl6MEp0LERZVQahmBTyCrqewutLYxkmwjGPQr7Ak//0PG2HO1EUgUTiK/Fyzx9u/UD9XaWUZIZ/QtvhHPHhCJG6FNNmuVEZsHsLih/heHtjEyklA+eHSMXSlNWGCZaX0LyogaOvnbKbrNY4TXPTHBkZo1BwMjpUj5mfQf3sNspqHHScm8VQfyOphIGma0ybV0tlYwXjgzEClxj4JKNpIvXl72lAaN3fxuNffw5viRdPwEPXqV7aj3byiT+5e8q8xbKbFpEYS/KTU4+RThj4Qw00zHHiDZoYUiOVX2jLhV96b6wkMvM4GMdBgmFV0HFuJcO9KiW+gzQv8OG89PFTvGD2I604pL5vl3AuSEjLDGT+Hal+GaGW2T2r9M+gcAp3ST3Ni6bROH+c5R9JMNRdw/njAwz2+Nn28/momsX4UJJwVSkl5ZODrWUM2BsCK1MUj4wXJ5VTICIgM5h5k9cfTxGumoHL68Ph1HB6dIy8QX/7EI3z65FSYpomNdMrKa8rJVwZJDocJ1juJ1zWS1XdSZRrxmi8Joc0Gjl/bAQkEwFByhwOZ4GuUz383We/hT/swxf0cMMn1jLjmuLEvNFmz7lc8GkWDttiUykB51qUy3ktqHW2HacVnfDNlmaWxFiMs6ctvKFWmhZOuyo/CeG6wR70tKJ2U1qmbPVW9/24dBe3f/EjPP6N5202oLBl02/+7A2X977+gPFhUHgbDPeM8ujfP018LIlAIBTBDfevYdGGyzld/XKQVgzdrSMUB0P9pUSqzqMpFppm4vV2g2MjaM0cf+UEbYc6qLzEnGR8MMYL332Fj//XOz8wb9fR3g5+9hfHSCVdKEoAsyCpbU5z5+cMnN4RhP933paWmIqleOzrz9F/bnCiub54UwtLNy/i7IHzDJ0/gcfTQzaj0DhHZe3tgkB5jrLpv0UqmuOJf3qBfCaHJIbD6eD2L34Eb4mX6+5Yzs/+6gmQEm+Jh1Q8QzqW4iOfubKZzLuBlJLXHtlNSVlgYmcXjAQY6x9n91P7uP2LN0/6vKIorL37Wo69cRJviXdiEZFSkkkP09QyfcrxZfpHYHSCUkk2bfHI188x0HECk1mMDwzhdOW498tNzF1uD5Mh8/ZCZw3ZpTz1Eull4bZ9iAvHEOoGu5RhnLo4iQ4ojjCK2c+Ge8oZG0yTGE0gVAXTMBFC4WN/dMdki0yjC+L/G4wzQAxw2MOIOItyDy4gT3K8h1zOS8BrZ1Bur4ua6VV0nuxmqHOE0qoQyViK2cunTzCMtn7xIzz698+gikNMazpJJuOmasZMAiVjyNT/RVo3FO9T3r4Oc5jzx3OM9hrUTG+hoq6MdCLDY//4HA/86d22RMiV5Mtl9pJ7b9r3R+i21IX3IWTqe2D2YRgWHce72PdqIwM9HVhmO76wl/v+yx1vK5x3gZChao1I72dtaRiryzZjcm6ZcMprmFvH5//2QXrO9GOZFrUzqy5vVftrwIdB4TKwTW+eJZ+dbHrz4vdfo7KxYkrJ4JeFUCtQVUFTSx1n9+0hHQ3iKyng9uQ41zqTdXfkwezj+M5WAqX+SS9psCJA37kBUrH0BC3y/caLP9hNIS+J1DntZrd0092e5uheJ8s2zwCZQhaOgtpkD4Vdgu0/eoOB80MTu2rLtNj33CGqmiJ84k9u5ugLf0FPW5DSajeL1gYprdTB6gHPIGXVC/j83z1E79l+pGUhFEEmkaXnTB91s2u47yt3sOPRHQx29FJRX8Vtn99Ew9wri9G9G+SzeWJDcSIN5VjSor99iN4z/eQyOTpP9LDiliX2QnQJdJfOpgfX8+x3XsKhqzicDlKxNHWzqpn5VgMdq8/2qS4u2vtfHmWgE4JlBu0nzxIfc5NLx/jn/9LGls/WsvFjQYQcAtdm7LxxMpJRg54zORRXNw2LsricCWyfhLdsHoSDZZu8SPUWdjy2l1Q0hSfg5qbfuJ6F6y4tPeWR6e/bpULhARSw4kAxGFmjQAaUCtyl61Cd3WTiWSxL4vQ4bftOKVF1lcqmCuZeO5NZy6ZfQksNMHtFE07zMcaGHQQjYTtLUdxgDjFtRidSSoz0ETQ1RqHgof98DrdPIRg6h5QRPH4PmWSWwy8dp+ozkYn5CqQJFzTNpAVIhGZTlq3CWcg8YmcUWEhtOsJzD8L/B2B2cvylA7z2i0pKq2spq5Ug04z1j/Hyj1/jrv+0ZdKtNAoGe545yP4Xj5DP5Gla2MC6e1ZRVv3bk8qYRsH2LdccGk6384o9kV8XPgwKl8FQ5wix4QQV9Rfr9g5dQ9MUWve1vWdBAbURtJmURw7iWa0w3KcjFNCcNay7azG6cxhZOIqqKljW1LqrwNb2vxLiowniY0mC5YFfKXgkYyk6Tg5TWRMC0oA9vVxS6uTE7hGWXZ9Hmt3FE3Mg3feh6PauKJPKcvbAuUla9Rc8mw+/fJw5S1tYdYvPFgubBJddBtAXoDsdVDdHePwbz9N5oruYbUDtzAi3f87BfV84XKynD4PuQ8rq90zg0OF04Clxk0vnGOgcpvt0L26/G4d0YFmSn37tcR78s3um9Dbmr55NaVWIo2+cJB1LM/2aRmYtnzGJdQLYtWbExKJ94s0EJaUasZEUHp+OYYTwBByko0McfLmPWUsM6hdsRjg32KUioRQzB51ju2Js+/cBLDMNjl509w/Y8ltrmNYgJy+QADKLqjezeutSlt10DdmkbS40Ze7F6CjKMdQWs5lAUYE1YzsXCsCxEPx/iGKWomjfZdeT+3F5naiqQlldKf6wjwf/+z2XfXe2/fA1Tu8+zLpbVdpP+tizLUb6m4cprSol0uBg2Y1dbLhvLa/86ABSeshncxTyFi0rSnA48mD2g9Zs6y8NFv1F1DKk6wbIbgd0bLe+DOirbGMdcxTS3wO8RWqtBLMDmfoRwvfbCK2Zfdt24AuW234dhWNgxQiG4Nz+02STzbh88yZdw9FXT1JaE6akLED36T5+8peP8ak/vw9f0EsymuLVn+3k9N42hIDZy2ew7p5Vxcn0QlG6xf2BZf1XwvsaFIQQNwH/AKjAv0gpv/aW//9l4DOAAQwDvyGl7Hw/z+lqcDl3KAChKuQzF9PSTCrLqTfP0H26j3BVkPmrZxOKXL1bmxAKeB9ACh/eQBfeoA+UWfbLJ1Qw7Ze9Zd1cnv7nF/GWeFCKQWC0f5yG+fVv2+cwCgbbfvgax3ecLjbTJEs2tbD2oyvfNcPh5JtnePnHO2jd20ZPiU79dIvK+jhCgGUU0LwF25zlwoCazEDmJ0jtKwjFj2WYE7vZkb4x+toGyGXyeAMee9pTuClO1L1lN2tM1HYB9jx7iM4T3ZM0g7pPH2X348NsuGemLUcsTci9jhQlCNfad3WdbwdFUVh9+3Ke+fZ2uk/34Al4MAsWZt5kzvIZFHIFDr98jBvun/p9VU2RCT7+BaQTGYQiLjZxL/gUFBdtzSFIJ3IIYWFJNw0zh6mqHyM2CgazON++lmnLit8lfEjXFkj/gvFhgxd/GCdYDrq7Chx1ZFMWT37zdT71Z6uI9WxH0fxEGryoIgpqFaIYuHWnY2qwmoCtHIvituvyxik7MJg5W6pB1NvZQvIf2bN9KZlklhlLmuhvH6SQL9DfPsT1H19z2YAQG4lz/I3T+IJBnv6uSnw8w2CniWUa+Dv7yCRV2k8YbP0dhU//9zJ6zgWQlsEbT1i4vBJFTaJp53B4Awx2Shauv6jsKpybQGtC5o8AJsKx0J4vEAKrcKTYhC5mtEJgy3x325mbWoOmaxTyBhSOcMEsSlqgKGmU7L8j3b+HUEuJjyY4vuM0kWkVE+9nuDLIUPcIJ3a1svTGhTz8N08yPhCd6AGe3tvGYNcQD3ylFNXcaQd1tQLp2ori+PVqIb1vQUHY27R/AjYBPcA+IcSTUsqTl3zsELBUSpkWQvwW8FfAOwij/2qQMo8snAZrzNZk0aZPcXSqaLApaT1n+hnpGSGXLRCKlKC7daYvthtZqViKH//lY4wPxHD7nJw92M7+5w9zzx9unVAGvRoI4QTPnUjjlJ2aTyysFpBDOOYy59pmelr7OPb6yYlFs7Q6xOaH1r/tcd985iBHXz1JZFo5iqJgmhZ7njlIKBJ8V32Rc0c6eOqbLxCsKKFmRhXD3SO0n/QiHGEq6rwk4oNctyXNJKtE4QY5Zouu6YvwBGwNotZ9bQx2juB0OVAcCn3tA+huB/FoAL9eZ7+MVNjXaCVBqAj9Ivvp6KsnCFeGJmkGlVWMc3QXrL9HsVl+QrX1k/Kvw3sUFAAWrptHYizF9491kklm8fjcNC+aQUlZgFQszWDXOytdjg2Ms+0Hr9F1qheApoXT2PTAWgKlJUjnelv7SfhZtMbJCz8aRgiNFRt6KK1Mko5D4ywd3b0f6bxYfrKZOyYIaD8+gLRMdN1t0zDl62CEOX9M8tV7ewlHStCd4wRCcbZ+cQOV0zdNKPReEWp9MRvJ2eUipdTOGKw4qC1FyYcxzEIfJa7dzL92I2NDM6ibVY1lWmSSWfraBiYd0p6I7yTWfxjBKOdPWFj5IIoYwOWRON2QzSgko3mqGtO8+rPjfOaPIRTuBDmMpmR5+rsWqZiGJIPueokFqytZuO6Bie+wnQqnI7TLLLJWjCnLnyhma9KW/V60YT7bvv8crtoEQrGd2Ub6cixYFUbTJLJwFKFuID6aQBFiIiBcgO7SGe4eoetUDyM9o5OCYnltKQPtB+k6mqFxfl2xP5SA1L8i/V+yhw5/TXg/M4XlQJuUsh1ACPFTYCswERSklK9c8vk3gU+8j+eDtMaRqe/YKe+FaqxWD55PIZSLO27d6aBudg1PfON5HE7bK7m7tY+K+lJClfbO9eBLxxgfjOILesll8viCXsyCybYfvMZDX733XaWBQuhI112Q/HtbWRITRAm4bgZtOqpQ2PypDSy5cSHDPaN4A25qZ1W/7Y7fsiwOvHiEsprwRUVLVSEUCbLv+cPvKii8+fQBfCEvbp+LppZ6cukcsZE4Zw6MIpQgi9bPYO7y1svcbACreH2CDR9bzas/24VQwDBMrFyBSH0Z3hIPR187wXW3fwKZfsSmDaLYO1H3Jyfp3JumNalcJpEI0liGNkFrtO+7DnIM0zCIjyZxOB2/ct9FCMGKm69h3/OH8IV8OF0OEDDaP8bpvW34w24U2cPqrdXUzmwBrXlS+SqfzfPI3zxJJpkr6u1D54lufv53T/HQV+9FcW1GqrWQfYGFK0/jdEQZ6k5RVpWn61wIp8uNpQRJp1MsWHwUKe+yn5v8waKybAVSuEEetwOyUslQr4MzB7oZ7DYoKSsjFXdTN6uRZNrFL74+xm/+rRPHVTAtheKzn8/MI0yUuSzb3xg5bDeZhYY0fCRjA8yYc5DD8WpyWS+KoqAX+ykTfzdpIjOPQP4gJX4LIzdCtN/AF64kOa6iOQ0QEpdHZXTQR1OLxlBfN4W8hlM5TyblY/tPVHx+k2BpjkRUwTSddJwcR8hTwFUMdGrTIb9rcnYqC/b1KbaA38L18+g7e4yTO8+gKFmkhJrpHtbeUQ6MYlt/QrDClo6xTAtFvUhxzaVzVDVFiF+iNzZxDyggzSGSsfqLdFcRACuLzO1CeO5+52t4n/B+BoUaoPuS/+4BVlzh858GnnsfzweZedbeIaiX6LMYncj8GwjX5okfZdM5Ok/2cO1ti4kNJzAKJsGKANlUjhM7TrP69uWc3H2GnjMDjA+OYxk2p7q6KUJJeYB0IvPu6atmm+2JK4qUOiHA7Cc+Mkw+pxGKlFBeW3pV045SSvLZPOpb6G2ark16Oa8GY/3jeIrXojt1WtbOJT6WYLBzmIe+ei8VdSoy/lcTNW37BPL2zvISQx2nx8n0xdNQFIVsOoM/kCBYOkQm2UP38RHYOgPF9xmkNW7/vlI2pSewYM0cDrx4pMhtt30Bhnvj+Eoy/PMfRMlkgkxfFGTNrQpCq+Tnf/FjEqNJpJQ0L5rG5k9t+JVoxbpLZ/Xty3n5JzsIlZcQH4tzYtcZdBc0zYkzdL6Pn37tMPf//k4qmxeC935EcXjp/LEu4qPJiUa7EFBWE2awa5juVtulTeKEwn40dZh5y100zs6STWVxetyMDoUwcgWaF83E7S3YjBm1BnIvgygF4WLaLDtbMQouhBLl3FEvhqGgOSThKjeJqMHB7ccIVwUxCia139rOli9sviqNIcW5BKnVIQsnsMt6lVBoBTPFBV8L1aHg9mgY+RwloSGG+m2589hIgiWbL1qxysJJW2VXqcVfqnDNep1TezvxFPpxOBViYzpOt4LT40bTFAo5jZLQGA49CMpqOg61k8+NEioHUHB7FRAKg90pOg89ypzr3zkoCMdspDbD3oQIv31NMgPuLRTyOruf2sXhl08gRIrNHzPQnGGCFT6qpjkRSLCyCM3WyPIFvSze1MLeZ+1MXNM1okMxfCEvc66dyWjfmH3dl8rGWDmQEIy8NVPz2IyyXyPez6Bwua3y1G4pIIT4BLAUuKxEqBDic8DnAOrrfzmxMykLdrNIeYuMr1IG+QNwSVCIjyawTAtfiQ9fyUUWjaKk6G3rB+xdXtfJbhwuBwJ7J3j24HmaWuon+NRXfW7WGOT3gNrEBROOdMLg+e+fof3UN1EcEVxeJzc+tP6qpnRVVaVxfj09Z/oJV16syUeHYsy/bva7OrfaWdV0nuiZOI4QAlVVaV44baIRPxZdR278EcAiEPbb5ijuuyZx8b0lHhy6g3BlEEWesv1/hZdMSjCjctQ2X/f9ji1R/Da49tYl9LT20d8xgGKcQEqDRCxAIWcRqcngDeTpOJ6n65SKogfQXBYV9WVYluT80S6e+r8vcu8fbv2VmnnLP3INnoCbvc8epO1wJxX1ZTTNGcHjc0DAz/hQnt0v6NzxuePI/BGEcykAiWjy8k+/hHQ8bWc6mR+DOQ5KBUIReAMFPL5R/KE8VdNr8JRU2mqdVh+20g4gR0HYz3RZlcHaLRavP6mRz+ZIJ5xIKQiEFPKZNInRHKqmoCgKDqfC3ucO0bSwgZa1V3ZYuwChViCKZjmWKLVr7Zf+fwwa53voaYPoUJz4aIJ0IoOiCnxBLz1n+qieXmn/nvBNPOvX3xOh71yWnU/1U9Nkkojq6C4n+Yykao6Tkf4sm+6vRVELoJRRMC2kHLdvHlZRZqOAlDqFdBdSmpclGYz0jnJqz1ly6TxNLQ3Uz30QxTwOxlHAjXAuQypNPPUPz9jT1jWlKIqPM8eqWbjiJJXVIUR+0P4+td5OMorHXnfPSoIVAfa/cIRkNMW81bNYedtSPH43rhlVNMyro+N410TPcXwwwbQ5bmqa3hKQZQK0X6+U9vsZFHqAS3mBtUDfWz8khNgI/DdgnZSXePZdAinlt4FvAyxduvSygeWdIYrMi7f+ugQmP0C+oBchBKZhTmJiZFNZKurLKBQK9LbZ8soOXZtoeqbiaVKJzGVdxa4Ia6xI97v4gDz7vQE6TxlU1IGil5FJZXnyn17gwa/ec1USu+vvXcUjf/0wo30DaA4P2XQOX8jLtbcueVentmrLMs4f62K0fxx/yEs6niGXyXPTp69HCMHe5w/x6k/PEQjOI1wxSqFg0jB/LavvXDrpOG6vi8UbF7Dn6TcpK+9Dc/pJRk1AsHBdA1ijNq/eufJtz8Xjd3P/H99Fx9HXGO04i8Ndwws/GiBSW4MikmDFCVdFOLFPQwiDeavsrEBRBGW1YbpP9zLaN0ZZzS+vLSOEYMF1c5ixuImx/igV9V7I9XLB28FbojHQkbV378ZhKAaF8toyJFNFBqWUlFaH7YXG7LZryxeCluJHyBi6nkcPUGykD9qmLMJt8/bVpmKADYPiZ/lGk+b5Bkf3uEgmXVTUuDh9YIzYaBZNd2AUTCxpoakaVU0V7HnmwFUHhUn3QZ+PzC8C40m7SigUkBaBstnUKik6uxchdY3smX4KuQKv/nQXUkpqZ1Vz+6fB5bSKfTMDVXHwsd+vo6wqw6kDHupmDtN/3iJQ6sDjNVl+o4eFmz4O2e+BNKhuLkFgYpomqmo7n5kFgSBHdaMfZAYplWIpMg9qPaf2RnnmO9vtTY2mcmDbEeaunMXNn70B1XnxWR3sGOLckU4i0y7OBGVzi2k7FqemqQePPwTKAlBckP4e/V13c3JPBqNgMnNJE5/52v1TMq8LemMHth/l6Gt29XztR1dzzZolKPIJsPx2CU5GQfEg9CsVVN5/vJ9BYR8wQwjRCPQC9wEfv/QDQohrgG8BN0kp39ecSQgN6VgM+X0XB32ktKUBXLdO+qzH7+aaGxaw77lDlFaHcTg14iMJFFVh4bp5RAfjICFcFSQ+mrSPA3gD7inNpqs7uZD9gkgLhEJ0OE/HyTQVNQKh2iUgt9dFKprm2BunuOHja654OGkOEi55gt/4r21Eh+L0d1Vj6Tcxe8WiqxIRuxSRhnI+8Sd3s+eZg/S19VMzq5oVNy+mdkYV8dEErz+8m7KaUjSHSjZfh2Va7HqqnRlLp/oir717JQ7HKPueOUUhn6eizsWWz5VTVu0ES7ephe8AVVNpmh+gsclLb4cTTVVQVAcQAlRQK7DMGJZRmHyLhT2AmElmJ/3cKBh0neplfDBKKBKkYW7DY6j/AAAgAElEQVTtVUmR6y67T5FN5XFpF5lT6bhBdbMbe6W8yOapm1VNU0sD5w53ECjzg7TLKvOvm1XMuAwQTiZtWoQTRBAYs5u6QgFRBiSQif8BsliikxlbQlzxgdApjcRYdfNiju6M4fKkqGws59iOGJpuYBoWWIKaOVWYpnVZORCjYNB5sofoUIxwZZD6OVPviRA6+H4TqdTYvQahkDf8dB7rYt+rzQz0DjPSO4qqqcxc0mwzfmSe7pMH2P3kGBtuO1UMgC4QLnS1nFs+PYvVH3uQxOArBPwH0dQ8Tl8Vmn8LimM6lrwesi9SFnGzYlOO3S867J6IVDAMwaqbDMIR+/kn/YPikJokl5G88K9OghWzcLouDhKe3N3K/NWzaFxwUVoiNpJAFH22L16rRWX9MGMjzXhKL/qkD3YMcHz3tzi2bymKqnD4leMs2jCfGx9aPyUb1V06K29dyspbLwYgKSWyUGqTIqxxcCxHuNZeMVv+IPC+BQUppSGE+CLwAvZW/N+klCeEEP8D2C+lfBL4a8AHPFK8iV1Syi1ve9BfEcK1GWkNgtGFnfhZ4Fhw2d3puo+uxON3sff5w+QGc9TNqmbdvasIRYLERxMESv0U8gbVzZUYBQNVVYiPJaib+e5ZA0ItReqL7TKWUkE2WUCIjG32rVykMzqc2iSTnMtBWilk6tsgCzhc9ZTXW5TXDoF2BOF9d4qqF1BRV8Ztn79xys/7zg0gpZxkQKKo9gvV1do7JSiomsrqO9awYt1ODDOC7tYueXnyk6dyrwS1GpAEwiqWBMuUTGzOhB+nJ0chO3mitZA3EIqgrMa2CB3qGmGkd4idj71AdGDM7ocoQSLTInz097a8Y/BUFIXr7lzO09/eTjDkx+1JkYw6yWUsrr0pCHIcoS+f9PktX7iJ42+c4viOUwhF4dotS/H4XDz5zRewLIu5i5dSU32WoZ4RBnsEThfUz8gTql6J5fkCZw/2cuqNn6NpKvNWVtI4z4kwztoNX7UCjB5w3wmKD6fRwZbPh3nyX0x84QCl1e0kxlPUza7F43fRe7Z/ghb8s796gi2/vRmP300qluLhv3mS4e5R228aSVVThLu/fOuUiVshdIT3TqT7RmThLC9+60X6znvwlESoqIO2Q+exTIu62TVIy0QYhygJxulvj5NKZnA4YjicXoTwg0yC5+OEI2HCkbuQ8nagADgvss2cG5FKBLLbue42J41zCpw55kYIlZmLBNXTTFuqIvMTQLfVSTEZ7DUwcm3oej0UHUmEEOgunbbDHZOCQqgigLSsSYFSVQtoWh63/+IUcz6Tp/PkOJFanf4+mwxhWZIjr55g/nWzr8hAlFISH02g6RrewBzQ51zxWfug8b7OKUgpnwWefcvP/vSSf9/4fn7/WyEUH3g/D2ZXseFsewFfrsasairX3rqU5TcvxjKtSZ4FgVI/SzcvZMdje8kkMyiKQi5tC1rNXNrMT//qcZwunYXr59G4oP6qatjCfQdSCUN+J+FIBs0ZJm/NxHmJEFc6kaV54ZUFs2ThpD1odEEHB9XuoxjnbYEu7Zef9M2mc5w92E50KGaXsN72siTOS0po0kra9xwHaNNQPctQ83uACpBasS5egnAsuLoTUapAX4Y/sIdr1mjsfzlBuMLE4a4mOmBSOa0cb9BDf/sgvpAPo2CQz6a4+ZO1iMJ2tv/bWVoPGQjzEL1tOaqb3PhDHhCjDHYY7H5y32VnDt6K+dfNQVEVdj7+BoM9h6iqz3LLQz5qpsXBeQNok/s3utPB4o0tLN7YgmVZ7PzFYxx+8TCWDJNO+Dj6egwK9Wy8s4PSqjyWKTl5oBRv/630t3dw7PXX8HqySDycOtDLis1h1t0esqm/7vtQPJODcPMK+K0FObpP9zLSO8Ybj+4hFU3R3dqHpqu4fS7mrppJT2sf2374Glt/+yZ2PLaX0d7xSfTJ/vODvPnMATbce91bWF42hOKjv6eK1kO+iY2AlBJFVTDyBodfOY7bnaKqro/RAYuPfHyI8SEdaTkJlJoEKuYg1BK71+C6rnh8lbeWdYUQCL0F6ZgLZAjVxQgP95CMpsnnHFgihOpYBMZ+W3PIGgIJDuEGy2mrul7S5zINE5d3so5ReV0ZMxY3cubAeUqrQigqGJkOSiMZQqHTYNSC4icx0ovTOUYyPrPIgrMpqYqi0N3a+7ZBob99kOf+9SVG+6MIJE0Lp3HjQ+s/MFWCq8F/uIlmIRR70OoqoSjKZdkZd/zuLZiGRdvhDvLZPC63E1/Yy+k9bfhCXkzD4sz+c6y5a8U76t3b56UjXJuQzo04/bDxk6d57l9ewuEcL0okpKhurmTWsncYbLFGQb6l/CEEoExQ6KSUDHQM0XboPFLCjGsaJ+kqXQ7jQzF++r8fIzmWQtVUjIJBaXUIzamRjKYmHupMMoumaxNqj2ZmF+SeKsYPae/ePJ8ozhLsABkHxyKE6waEcnUvhhAC3HcgtRmsv3cfJZER9r+skhrzMWtZM6tuX47H7+LErlbO7DuHLyxYvbGfkvBeulqHiFSOM+N+k+//pY4v6GF8qIDi0PD6s5SWj3Jsx+m3DQpSGoCCEHZGNG/VbOatmo1lGQiryy7lqFWTqLRTj5El1f9tStzbWXWjG0XAyFAN234eobfDwfDIcoQzRjJZQe/5BnqfO4bq0KhqUBFSB6HjD+XY98IZWpZmCJVnIPVNpO83p/ghuzxOZixuYsbiJmYta+Zbf/BDvCVuympKqWyswO114fG7Obu/nVQ8zYmdpymtnly+KK0McXLXcdZtSdhudxSQjkVFMx17kc1n7XLdSN8YXad6ScfTZNM5kuMpXF4nkYUqhbxJIa8SqjCwLCe6y0k2lYSxPCUVPptRdbn7ZfaRjx9kpG+EgtGMojdw5KUSDm4/jGVqeAOlSMuicUGYrV+ai8N4uDgI6ANFEKnLESqPEh1KECrulfLZPFJKZi+f7LInhOCW37yRiucOceilY1TWnmPlpm7Ka6ah0AX5XpAFNNWDZWQ5tqODcydzODyNNMytQUpb2uNySIwnefivn0B1aFTUlSKlzUp7/BvPcf9/u+v/i2lm+A8YFN4rBMJ+Pvnn9zHYMUwmmSUZTfHcv75M5bSL6pz+kJddT+xnwdq5+EO+dziijQu/u+C6OYQrbZP3VCzN9MXLmXvtzHdsYgutDpmbXE+3G3qWvRADe589yGuP7EbVVATw5lP7WXPnYlZsVuyeCxL0ZQh96QSl8tWf7iCbzE0qCQ10DjFraTO9bQMMFYe3dI/O7V+yBeJe/tHDlIf+nWTSR1l1BfVzanE40pD+McL/BwjX+qu6J5e/T/Zgm6IvZPlWWL516mcW39DC4htasDLPQi6NKavobevH44/g851Ec5QihK1DkxxP4fWXIo0hhJjKcJPmADLzjC0IJ1xI5ypbZsIe9UVRHKA0Tfm9y0Fmt5FPnSQeDeDDC0jKI91MnzvCyvX9VNR7cHm8lEVGqIj0cvZQFR5/CUINQaEfhIXKIEiLwW4PoQpAZm2paP/v2QORl0G4MkTtjCqCZYEJ/wn7XtpECSNvTMiHTDpfKVmw5BBm6iyqXgWoUDiCNDvB97sI4STSUEZiLEHfuSGQFvHxJIW8QWrcZlYN9+p4vOAJKOhOHcvIIoQTRRFEh6KUhE6AEsLKH0U45kw8d1b2DZL93yQ11oWCJB93sP2RMva+XIM/WEUwHCeXzlHRNIf2015O7RujZUEa8E007BXFwe2fifH493UGu4Ynms23fHbjZSneutPB6tuXs2rrAmT8f4JYCDjA9NtBUZgYeYVXHq8gHvVQWRel/fQwh14ep6mlAV/Qy6sP78QsmEy/ppH6ObUIIWjd10Y+VyASucDks2nJfecGGegYmqKf9evCh0HhV4CiKBMSBq/8bCe6U5sU7VVNBQHD3aNXHRQuRc30qilpqGma9LT2ER2OEyj1Uz+7ZnITUJtpT6CaXUV3LBPkOOirEGo544NRXv/FmxPNYQDTMEj0f5fcmBunJwIIyDyKNM6C5wFMw6TtcAfltZNZT6GKIL1tA3zqz++jt20Qp9sxkXH84KsPU1v3KoFmA81pMdxtS2YvWDsXYfUXS1nT3vU9eTeQRheycBgyvwClEmkW5UuEwDB1Wlam2Pm8B38IhGUvjKODFsu3TjZwl1YUmfwWYBbLcgXIPGUHCeEBoSIdyxHuze84ISylZdOPRQWQKv5UkMn4WLmxjbZjDlLxEiR2/d7tHaO2yUE8WgpqKZidYI7Ysxw4cHlSoDXa+j1mr824cUwdTjRNk/YjnSTGEpw9eJ7p19TjK8mBLJCIKoSrywmU+lmwdi6HXjpGRX0ZQggMw6C/7RAtizvZ83wZ/nCaxgX1+IKVYPYiC6cQ+iJcXhdOr5N8Lk9iLImma6iqgsPlwO0x0ZweWlZZNM5OMzLgp2HmKC5XgmxWIVx+HiyvXdpJ/xCpzbTVSq00RvQfycQ67ca20PF4Elx/R5odT7tRShtIp0OMDGbI5CDS4OXk7rO0XDPDvhcyUSSBCMJVtXzyT1sYHl5nL8wN5e8sgW0O2e+PcmG4TLEpsQZERzIsuaGcXc9kGR8uoKpZ0gkH/pCXx/7hWTSH7c2w/8UjLN7YwsZPrCU+mkQrvquKWsDri2GaGooCmUT2CifyweLDoPAewR/yYhSmaiZJS+L2XYWUwFUgm87x6N8/Te/ZgYlGWEVDGXd/+baJoSwhHOD7NDK3G/IHQfGAvgmh21TU3rYBpDW5OVwSjlFZO0hsrIUKX9FbV3qhcBzMLoSotX2hLcumRQISi3wmQc/ZIb75u9/FkpL62eVsvH8p0RGDpuZnKS3vJh3PE6qIES5z0nGmjPhogpKwwJa7Kn6V2YfMvgzmeVDKEc7rEY6Zv9K9snK77Ulf4bC5/8YQmlaDP+wlHc+SipewaE0P+17x0n8OnF4d0xijsWUmK2+b7Egn84eKZaELrDVsX2JSoF9vf0d+p82d9zz0DmUAW5aipCyE7nKQTeXscoOUeAN5Ugk/vpC9WzcNk/FBhRvu1njhYQ/J8Ry+4FKkPER0KEFJqUrt7Hl2QLhw7KJEw6UwTZOn/3kbp/ecxeHUsIwEHYdfJFylo2k6mi7Y+rlVgMXqrS2ko8cYaD9IbMzBQEeS0kgKf8hPNuu1TYJ2nmbRhvk4napdp8ee5nXoDsrrSu0enK5R1SBZuHKA8soYnkAX48M+xoZUSiNZYuNh8oYXj3cAVa8HvcUuLUoJxhlk/iiY3Zi5NjJJBd2VA5knkxT4gwaNs+OMDOfw+BTSiQxDPSO2Cu+0MOu3uKisX2GXJjHtSWEZRXHOnKJDdUUID/YchLxYgsXW+zIKDkLlCtd/1MVQd5b+7grGx0KcOdDO/NWzJ3qQlmVx6KVjzF89m7pZ1ex7/hClFZ00zzqMophILCornZTV3Hb15/U+48Og8B5h5tJmdjy6Z6K+LqVktG+MSEM5kWlTHcd+Gex55gA9Z/onBOEAhrpG2PHoHjZ/csPE54RwI1zXg2uqp4AdDCYvWh5vHBAoyiUZhxD256xBVL2BBWvncOil43b5yBpAFlrpax1h0SqD8oY5qJpBOPwyA8d+SrAsSdepHDuf9qCqOrpTsOGuPBXVwxSyccBls0QAafYjk98EKWwDFHMImfoXpOcBFP0qG89vgbSSkH3K1rAXOmhZMFrBGKC5ZR7HdmYZ7ktQyLjZ9NEEsTEnUioYpuC6+x+auoM0+23q5AVYg9hBzQXkyKZ1zh31kRjbT+WcFhrmL3xbCRIhVKRjAUrhBPNWzeLMgXOk42kCwRj5XIBrb1nEUNc48dEEDl1SP1ujot7B3TVreOY7+xjqjoNVSUVVnJs/NQPNfWGIzbL/XlOUZqHrZA+n954tZnFw3U0ZBjqhs9Vi8YZa5l0bIBA8jUw/idPax833HiMdS5FJqrQdd+AvLcPhlORyEpfHiZEfJz2+G2dpEqTAUupRHLYibG/bAKGKEvxBweZ7jyBEjlxakooVqJ42zkCXykuPVeIrXYbHZ7H1U2fwhBddeoPsXkDhKIXk65gFA7PgwFRB0UB3FdA0qJpm0NORI5PIkoqn0N1OVIeKt8TPw1+3+OQfDRIIlwCazf9X6xGOdzmPoZTZmbfRZrMAlVLARHVAPOqnozXPsV1ZQGF0ME4mOUpFfdkkUsqFnmTX6V6WbGph1hIvtXXbSMWDGAWdfC5P03w3Pv0JpPzi/xd9hQ+DwnuEQNjP3b+3hef+5SWGukaQSKbNq+Om37j+qmQE3glSWox2vMDmj3bg8uSJjkboPj+P0uoQJ3aeZtOD66Z8T9uh8+x8fC/DPaNUNUW47o7lNMypprZxlPrpJ3B5FIYH60hEJc7pBqHSDsgdBlwXSzvCLntdd+e1jA1E6Tx+CmGeoZBXKa9RmbHIT1X9m0hTY3iwjvGhccYGYixcbUsBZ1IKhZzBtp85uPdLMTzeFLgfnKh7y+wrdkBQi4FT6GA5IPMUllKGUPxTvBneEWavvbu7kPartXYpwTiP29VLy+pSXvl5lkO7FhCp0/CVmHScytB1Nkt//3Y+/pXrKAln7RkBtdZmbBWOXvLHSNnnLGCg0+LHf3uabEridBcIH/wJi677MS1rm1Dd15CIT2fnE0c4vbcNp1tnyY0LaVmzDpk6g64Ps3BNGblMBos5uP21YJykom42VqENYZ5HiAxIN5Xl3+dTX72P6Jhdnw4GtiEK/4+9946y/DzrPD/vL96cqupWDt3VXV2ds3JqWbJly5YlZ+NsYMYssMAunBm8MAtz2PGuYecQdhjADNhGIGxLlmQrJ0utVrc65+pQ1ZVz1Q118y+++8ev1FJbZrEZwHPWfs6p0+dU31D393vv+7zP83zDUfBXr41fYqW0icWRBpm2HM2dmasbzNi5KQxTRwhBvTSD2xhDSIPOPo9ofIloMhNwHmp/Dhgo2MRSbRjhKr0Deeq1CL6nEI0XcV2dtq4ZNEWA6AzuV+2vkJFPBFIPz5xgZanEmkEPTbOIxi2aNwoKywaReILu9RbXvStGzc4Sa7mdhPlnbzmJv3F9XaoreeYvL9DaKVA1H8eWCFdgmMF3oV5PE0mEmRtdAAlm2qB7sJPuwU6WJk0undvJ3jsLASlQv211PvajkUqFEBD5KLL+KDjnAQHaIJpqoygFTr68QqpZo1joQqICDiu58lU00tWPIyVm2EDTNe79bDOF6Q7mxsGMafT39ZFpTQVr1p9/S9X344ufyKQg/TzSOhhA+dQswrj5qvHGf090rW/nZ7/0M6wslVB1lUQm/iM933enofHMqun3BoR5M2JVVllaL7FxxxlsO0G9FiOZXiKReplTh+/4ga916dgIj/3x08QzMZo7MxQWVvjGlx/no7+W4n2fXeDKmRyu7dPdM0mplKZnwEXIeWzLRFEbaPIEaBsC4TAC8txHfv39zF2YopJrDdzixsfRdIGuWUjVRSJwrSp23SDd7NHRW+biqTSKqmLVPcYuNtO959dRjDcJQLhXApKRcyk4jautAZHHPQ2yiBQqUt+DCL/vH/xSBzBJBwg2vreTwNSgzy4ioG2jWtnJxTOH6NnYjF2b59QrxwmHanR0wsLwFF//rVf5md/IkMmqoK3DkrdTnFiklLuE6zXR2Q+JWJncUgdf/b2LlAuSaALWbiyw+bo8lZJGbsqlqX2EC9+rMHRwE/Wqz8TQNEeeOUk0HmZgVyctHR5bbsqw5dZ9KKFNIN3AaN45jeJdBBEGdTA4rWKhWN+iqf2LCBFGyg8iG3GoPYxt5XnlsQRnjkyA8iysomre/XPvQNM1wvEQnudTKVa5cmqMbbsluqkjJRTmi0wOXWTNusvAGxwYDYSNpragaS6uoyAUnZnxATZuew1FuLhyHRg7gmvtGwy//k2++18zRJNRcrNF7Po8jZpL3wYP1zNZuyUTtFGlBC1LSplGxPuQ1X7cxjhTwzGshk+2SyHTYnH2oEc8atKoN5FsylMt+aswV5gdT1OpbqC1J0SlUKV3Uxc9Gzuv+j/rpkF+KY4Svf+adVKv1Ll8/ApLU3lae5tZv7v/H50rCCWGiH4qsD2VVjCnw2Yp9zBaeIi5KYlj+2R7mmhfm+XYs6dZns5dnb/VKw1UXaV/Rx8AqtaguTNL89tUCUTw+v8DxE9cUpBeDln5o9WWQBy8JaR9Chn5HIrxo+kC/aBQFOVH8lR4I/zGfij/nwRtCQ3sI0j7dYj/SlC2Wi/jeD3sf3yRUt4j2aSx45YGkchZtt76gWuqBCklBx45HNhHJoKBZSITw/dqHHxsPx/9tY1suXU95UIFkAzGzlPK68yNLRKO2qufI066S0N/y+YqhKCtqw5daRo1hYUxiRBvQDQlivDxPYluKIBKPA1I8D0FVVMIp3ZckxCkbARzBG8m2AClH2j1SwdENBB8Wx3MSqEjwve95bkeSAvpjIH9TCAVrSSQ5l2g7wo4KH6OgOlcDaREvClAkIoNs3FnjXxeobRwiFjcwwybqGqZVJNFMa9x+Dmdd3+6Dbt0kL/+vedZmlXZdatFV/8IQ4fTdK7JMjdRolyIkmkVRGMWvetrTFwKk25NMj9RR9JMODyMIjWmL0XwPZ/ScpmVxRJta1pJZjfxzIPLlGs2t9wfDFKJ/hyy/s3gwqk9vClJHlpNlpOgbwikLaxXQOvllW+1cvpgjmznDMJIgNLN+UOXA5fANVmunBzj8tErIARSahRycaLRCtKPkGyJo3IZX1ooSmq1ClJBllBElXSLjedOMDXaxsVT3STiaRS9na23bAeh4bkel4/N8ue/NcPUSAwhAv5DrdqEIkqUi4L2tYk3E4Jk9TMFkN7cyrt4+P/6Q0r5uaD6QnLbhzZTXByh7/oqxUIz4YiJGSph1T2W5zT6rvsd/rf33MLyTJ4Hf+8RWjoz14AtrLpF1/prT9zFpRUe+tKjVApVdEPj5Isuh757nI/9+/t/qMObUN4qLhnGdppp7etnYM+1opN9W3oQQmFxcgnflxhhg/t/+d1vAk20jQHC7xp11kYwl/ofoEqAn8SkUP5/oPEUQV9dBgboxnXQ+C5SHwh4DN//HG852LwITo7XLpB/hr/JywWy2aigpFcPuTVwh/Gqz2L5+6jONnjxmx65ORVVcZgZtZi54nLb/UVuvv9aHoTv+eTmCm8zNYklPRYmAyMXReWqSbhVXGZxokyl3IS+IpC+pFK06W5cpDs1D9pbCHjaOnCOEYq20bamlfnRObLtLr6vsJKrkMo2US/NoxkKlZUQ8bSO73lUKya9Oz51zd8jrcMEfXmDwPPXCNA10gJzO7yhV6W0BYkh9E7ARNqHwXoh2BjdMVA3BAgcGlD/JuAjIp8JjNPtF8CvU6+WOP5KExdO1TFCkrWbVsg0PcPQAZV4OoRtuaSbXRQtRjJTZex8CceO89XfK/D60yrheJjZsRYiMcHAToPvfDXFrlvrKGIZ31Px/BSuW8WueziWQyhqUlmpU69KUpllYqmNLEwsYYYNPMdjYmiaroF2mjszHH/2FDe+d3cAERYCqWSDoav4AazqVaE3ae0HDDw/ybnXF2nuiCIUL7geZhfp1iQvPfQqQiiEIib9u/o4+vQpPMfl+W+2cd9nJ+nbpGGGlkm3FPD9JhThAVEgD9hIqWLVNWYnFFRlmdlLBzmjt/CR/zmOptXAGae0MMWFw7A0nSAci+D7PsXFFc4eEmy5LkpzR5VGeRFF9YjGRDBLklUwb0VKyZN/8TqWu5FoxmJ6eB7hL3L8mVfZsAssSyPbNkmlnKaQ70YRDXK5PrZ03oEQCh39bdxw7y4OPn6UeCaOZqisLJdo7sq8zfL0lW8dolFpXAOpXpxa5vATR7jr410B2U3JgLb2B4rpfX8M7Onn4pGRa2xy65UG6dYUH//iAzz5588zdnYSgLP7L9DUkaZarLE0JWlra6WpZRJFi/KGFAeRT/yDUOJ/7fiJSgq+MwzWE4AOirl6cmmA/ToYNwb9R3Ft/9q3XoX6k1xtRwgVGf4kivGji4j9QyHt04HBhvJGXx2kjLA4lSM3/x2ef6xE1BynWkqwbkcWp5FHyDz1qs/0iIXJXyL9T13VTFFUhUxbilqpfrVSAKiueGS73r7gK/k6mh5AaH0fFMWne32dSGQJt/B/o4UHIfIAQm1HmLcjnXPgz7NmSzPJ9AJWycPzXPo3LdHc2UxhMcb4kMeF41ksS+C6Bnvf90Fa13wfosg5E/TslWbwLq965crgHqhvSWhCA98LsPjOWag/HFwrv0aAH78SbKJqS/B76wWkvhNQQd+EXa/wrf86y8K0TqppiXqlg4NPRxjckUPToFKwSDSHicRNFEWhVvdJNEnO7J/hwgmFSAIicQCbWtln8lKDei3K5XO96JEYsxMVWjo1hJhBIrHqNut6WwJtoTGLRi3AwruuF/hBKAJFDXSYYqkodsPBtcsoilxldm9ENp7hGjlyvxwgydTVNqc7GaxXt0y6uYKiplevUx2kgxCCsXNT7Ny3lXAsRIokO+/cwtlXL+CTYWz8ehxmWDd4EN9VUZUYUFglODqAR6PmM3ZBQ1VUQlGV+z6X5+UndnHk2TH23T+H7+s0ylWmR6LopodQXKolP1i/vsajX2nF+VyEO943QrVYJBzbgCLioA0izFspLBRZmlrGjJiceXUSw3TpXltkZizMxGXBTe+Osm57hkzzEoXlFs4fy7DzXQ9cc3C75QPX09zVxMkXzlCvWtx031523bUNM/zmBuv7AZG05fuEELPdIWLm15DVQDYFAK0PGb4PrMPgng/WonErwth1zfsO7F7L+l1duJUDrBmcAzzmJjvYfOfP8fifPE1hYSXwpgamLpzjz3/1u0hfByWGqqfpXR/inR+bIh53gnXrTSHlph957vEvET9RSYH6M6sDwtWNUQggHHzh/OJqL/rNkN481J9YRbGsiptdtdRnsOUAACAASURBVJr8zWuMeX5Q+L7P2f1DHHn6FLVS4NF70/v3/oD2UmX1vV3eEFHLL9hMXqyjh9M0tXdw4bUM8dQi9bJHJFICVDRdZ3EujVWdJ6Q8BNFfCKQAhODWD97AY3/yNFJKIokwlWKVekXnps/3BPR/sZqAZJFiPrzKyrZo1HVa2nOEYxazY1Gi2SY0fxFZ+QrE/xeE2gTxX0JaBxDWIWKxKaLROEZIRcEFUaa5axN+5CPU5RV8T2P93uvpGuhZJUb5q4PgGqvYzlW5kRTgB37A7iWukTjwK6CkkcSDCkFpXm03VYI5gWyAfSSo+tCQRFgaPUyjsExLVzcT5y+wMK2S7RL4noPil4mnQ5zYL9iww+XUgRD1qk2pIIhEbUp5hTs/3szB786QbvaYm9CD9wLCUUF+3qNv4xI3v3uKeFrhe49AYUEyPwmppjodA+tp7mrCs4tMDRkMnQijmT6qqlAuVIhn4ghFoJs6tdIKN9w9hW5/GWn7wXUIPxBoGDUeBz8wKkIJIyKfRQhjtXK9CO4cqghx5wNVxi8tMTXahy91EDpLM/PEktGrcOh6pcHCxBKO7TAxNE2lUOHGd+bJpFQybesRah3oBJlfbbuFGL+o0ahHMcImjuMQjS3QnL3M6Vc9br1XQyguvlSoVhKYYYFjV3CdILH6vk+jprK8tJsXn7wDpz7CB3/1NpLpPlC7A4E8r4wvJadePsfydJ5Mto7VVg1IbarOxOUoLV0e0g0zfjnJwA3vYce+N534IGjXbrx+PYO7VGYvv87ZAy/wtf/wOmu2buG2D99IJB54iRumged615jgdPedJ5mugdpBteRy9uAKk0PHSWcPsf3WFrKdJpAH9+tImUeE3tT/UjWV+3+2QmWpSn4xg2YYbLtFUqt+m8J8gpbuoBUUjRVoaT7G/secVVDGHLpeY3bM4Tt/bvIzv96KUJrBehUprR+ruc4b8ZOVFGQx6FVTD9AWq3K/4IO67iqL8urDnUsELYy3/F6Eg96uNw7KtdWC7xeh+uAq69HkwNNbee0ZhUxrmngmzuVjVxg7N8lnfvej15DZhLYOqTQHiq3EQKjMjpZINHmMjQSwTI9OlhcgmpgnEpEgEjhuilBERQ9lg5Ojv3jV73fD3nU88Cvv4fXvvIaunWTPbRZrtm6nec3dQS/aHQuSopKl3Hgvh584zO47ajS3FjFDDvMTcaqlCGYkCYoC3uxVaWuhZKjU7+DKa18Hz6dSVlEVaGrXsGoOx1/NsflOh1s+9JFr4HnSLyKrfxMQ11CCPr9fBMJImadW9pCohGPNqP5iMPOhERCIIp9FCIn0i2/qOinJgMjl5UDYQJpyweI7f1VgbuobCFFDUWxSzRIhHCqFBqrmYDWWWcmB9HVaeyPs0SVnX1eZG/dobve466MGqlrm7KE65bxCtSSRUiGWDIpLqy54zydniDdlmRnV2XsXFBddjJDJur3X0d7jgJxHM9J0bPtNhPIk0xdn8Lxggy/nymi6SilXZsvec+y8VQ3Y0EINEmD1q4j4L0P8N4N2GtpqWyM4Rcr6Y0FiVFYAhWxPE43qPAuT00zN7sL3l2lf20oobODYLpqucuHwJVy7SLZTAjZ2fYlLJ8o0d5iEkwmi21VUUQ7eCw/QqJU1VE0B6WIYRYrLJqqygmtLXEchlLyehdlRmttt8kse5bwTMKMdD93UaOpME46HcF1JYTmDGd+L0MIUl1Y4+PhRLh0d4cTzZ8gvFNF0Fbvh4dguVhUiSZXp4Rof+uV+0s0Z1t96P6HEtfwRCJBIsv4Icxe+y8TQLFHDY3CTwjN/d4wXHnyFf/c3v0JLZxO77t7KwcePXVUc8H2PdHqEeMsGKkWXv/v9SUp5h2jMYXYkz/LMIvd+okAi7a9yXabx9Z0ob6Dk/HmEd45480biLW8ijaor58lk24AgKfStO8NrT0Am67P79kmiUQvfryN9kyMvpPnL311i560Ftt62G1McQ/rvQig/GkDlnzt+spKCcR1YL4PMAvlgoIkMTpuRT/yAJ/zwmGHfq0Dxl1e17ePUqyWOPP0Sre09aNHAO6ipI3DaOvvqBW667y0LXBsA41awXw5Oab6H9OqMX9nF8mLQG+1c38H510rMT9ZItsRxnRDLcxb7PpgJvrieWGW5vhnrd7azbqAAnh/AKxmG6iWIfBoR+Sjgg0gzeHOeky+N871HV+heF2XL3klKBYPBGzYhrg6wtdUTZDDIfvHBb9C/No9LmEhMY268ztSwR9c6j2oxz7f/8DnmRirc/dk7GD4+ysL4IoPbXqW1s4IWCpzvPC8BzhN4rsrkZY1G1aOwbHLxdJa7Pz1I3wZ7lcx2A0LtCFBGantQ2YkEqGsCr2DqQBIpHZ5+ULI420S2swYIykWXk/vLhMMe67ZaaLqLpnmYIY+p4RDnDulsv8XnI3sdCkshpL6XaMdWvv2nB4g39VFZmSOWKlJYBNcBx4aOtYKT+w1mJ1w0Q6FnwGX9jhQbdncQab4ZYdwU3AslQ/dGhT3vmuHAo0eCE7TnoRvBgDbTanL7fSEUvZ3FqTyO5RDPxEmkFKR1GCXyACjXspOlX1t16esBPQ3eFULhImu3ZUl3Zhm+fA+tvS30benm8FMnOfDtw4SjNrXiCNJ3qJYE7b0+/ZtVqiWFlbxJcbHOlfMZBnYOBKgvPw6iQbarwcyYS7rFQ1FgZrSJUh7a12iYoSr447StaSWdPYsqIBxV0I04vu8TipkgBceeO4Xv+uz7+M2EY2Fq5ToPfelR6qU64WSYRtVCSPAcj8KSiu8qASeiLkk2a8yPjZHtXocWu5ZlfjXcS1grBxg6WqVWNjFDGmaoxHs+Ps7Xf9/hW1/6A77wR1/k+nt3k58vcvnoFYQi8KVP+t40bb0tPPfQEvl5i851EXAXae8us3F3g9Ehne03qwhpByCF2jcg/kurX/il4FD5/RLZ4TDxZJlqXWKYddq6RojEVHbclEfXNKolOHUgwYUTYaJxn0YNXnrE4/LZK3zkV5rQZRn4aVL41wtzXzAfcM8B8dWk4EP0Yyh659seLvQNyMaTq2iYN9pHtVVC1FtQNO4YrPx+wAAmDGqIUiEB0kVlAukXrwqHhWOr2Oq3vo/QIPZppLMb7JOAYHRcMnnJIdMaLLp0NknXQCeVvMPSdBk9pHH7B1rYc3c6aGkJ82qVcPXvso8HrRq1681f+lVoPArxf3d1oBZJNPHx//C/c+G1Z5m5eJJMe5k1O7cRTb719Zyr/eyl6RzFuRmMzVHcUp2VXJ1S3sH3oFZy0XWb5dkKz//tfsbOTWLXbWJpj2zmGHMjGTbfnGF5Jk9hboTOXofTh3SunM2S6UhTq4RRlBIP//E8n/qdz1+jByOEQIbeA9X/Br4bVH1KCmQFT4aYuuhw5lCIZJNNo6ZSWDLQ1AVicZ9EusG6rSXCUZ+ZsRBDR8P0DtRYt63AN/+4nd4NEIql2HT7Zg48liOZHSDTodCow8pCg2gyQIuomkph0WX4rILnNHBsn+XZEIpaJRQuse66MmboTSCCbTksTeW46X17cGwLVSmi6R61io7Ew/Mkp149j2M5TFyUXDnnYYQ0rr/H4IYPvjNwsbt2say2QGWwDtW1oEVQ1DLxdIW97yhghGOgwY3v2w1+gRe++jWWpl0UVSHVbOM6LuMXFZIZj/pKHaueYGkqz5rNEXSKYO4Fb4WWzvOs5CXTI4Lp0VZy8wqqofKOj/YhlPPUSrNMXrDoGYjQ1V/myb9pJZoK09HSQTlXQigQiTm0dHjMXDjAzMUUC9MZyoUqbb0tLE3nUFRBvClGKVdBSpXRCym6+ks4ts3eO1WkDyuVB2jO/OBWrXTOUitLGlU7IGbKMlYdUs3Q2u0zPjRNefavSXT9Evd94TpKD/jUSwXCyS2sLMT46999jWPfs/FdyUreZd0mm9YtDgiFWkXBtsE0jSDJuxeQfjk4yYtk0GX4Po5FNGGQae9h/JU5bn/vacLhIht2hIjGPOwG1MqCS6cixFMOkbhCMmOTzISYGa4yNpRi4NZ/WEjxXyt+opKCohj4qS+D9Sw09gcVQvjdKOZNP/DxQm0Nhk717/LmoNmAyCcRq8gQ6c0hq18Bf1UaWmjg54klfRAJPE+g+ktXJXvfcG9723sJHWHsCLDfwM0PLDH+fzxCbq5ALBmhWqoTjpt8+nd+jabUc5jGMJohgQXw30AvfN+Qyh0KTtSrUcqVWJhYQteWqXkHGbju+qsCe5F4mt33fIzd93wMv/4dsPYHxi6oIAtBH1gPILtWzaJSiSPUMFajQa1kIX0FVfXRDJ+xCwa67jI/ukAkHmbzjRsIhcuEY2GqZZ+zr17AaTi0dgscR6VRESxM+3hSEk0KDFOgahYvP/ggZrhMrRJi/d4b2XbH9YSjA8jYLyCt7wWwYn0Lrp/l1IEGy7M2vufjez6F+RKXz7TSvnYtu/edZvOeHNKDUlGjf3ONTKtNU6tNc7tPx1qfK+d0+gZzbNhymtefMCjlKlSKVYQQJFtihOM2V057xNMqniNJpDwadRO1AVK4XDphMrC9wsXjGpHUBTT1Ei3ZaVw/gfQqIEKY6slVTgYoro9Xb2J8aA5d1zl3SGPkjEs0qSP9Kvu/U2J85DE++dsfumZoKkQYqQ9A49nVQbugWi6Tmytz6NlWFmbmuOk9UXbftQkl/vPcdE+B8rTH2HmfvsEayYwTIH9dwdKMTiqroYhlGhWX2UtTGOEwkaYkyaYOQvE6/VtL2PUCtarL+u0qm24eJNXShNewGL94mVC4hBlJMDW2kw3Xr6Fvm8PBx49ww/v2oIlxVHkGIVwKizrHn3wQNdyDGQ7af+F4CClBN3X0kA6+pFxUOH8kycDOOJX6ds4+5fNvbr9WyfTaMNB0ZRVMuHrIQwNcPE9B1UMociqQUbFfIh6WGMJmcfIV/u4/myQyYdItDcoFj5Ulj8unQ+y4GTwHhJAExHQ7MDBCCQ5gxAMUlbYmmIEp2dX/WwYlwy0f+SAD2/4z0dAQQvjsuqNGbk4wcUljflLiuaDpCqkmP/B7xkE3dWYmB9nwj2hn/WvET1RSAFCUEITfH/z8MI83b0bqG4Objwpa/1WGrZSSkaNPcPTZAvG4wc6bJU1tAjNkEI2usOPWOMdeFDT1muiKZGVpBd3Qfij7w9beFj71Hz7MkadPMHdlgbXbeth2x2Z812cpdxcdfdeBFqBuhL7jKsntmhBxYAakzcr8SRrlMRJxgeuEePnvDnBq/wIf+Y33Y5jXzlJE6L1IpWtVJtkG/d0I4/qrSae5qwnbijIxsoZYZAndUAlFXRJpl5mxEBOXw6j6InZdEI4HG1qjHsWqR4hnXK6cWqZzXSsr+QrxRBVVhd71OZbnXaKJPsCjMDvG2GmX9Tti6KbHy387zIXXL/HxL34GM9yH0D4X3AO/Qm7ii+hakdaeDJF4DSEcCrkopYJHf9yhrdtF0VQ61jaoln2EcFmz0WJ+UkdVJLG4jeuabL9FEE8WmL5koeohookIUkqW50NUzlfxXJd6Jdh/LntJ+gYtykVBYcnDdSx8N0pu+RDtvc9QLxUQQnL7Ax7hkMqlQ2GMsEosGSHTplPM2dxwT55SXqFRLnHkeQNF9fFcCzPkk1sskGm7yPT5Z1i7Y3sg03AV/RICv4LnSSorVWoreQxDEk+sUClavPj3JiFzgS13doM7wZXzIfY9sMCVcwaLMzpCBK2wtVvq9A5I/vS3e4knXe79fBu96yYZuzjM1ls3Ek/vJpxcYtcdJ9mlhEHfCUqc84dyvPJIiaFja/E8na6BTkLRCOXCOIqm4Lke0iuiaceC7wwGZsQnP19k8w1w/rAOZIglo2R7mlkYX8QMGUghwQfHAsdv4vBzOfbcvZ1E0/9HO0XtJRqdIpWpsDzrEopCNOFTXFbJzevc/qEE0YQCjcdA6WL8wjKzVxa4fNKjsLDM5OUWosk2apUiiaY4K8UGoxdrDO5YpLXbRVM9wARprs5xgpO8EApEPoVsPAvO8WDupW+G0D1otb+lo2cOvDZQwuDN0blmhUxWMnpecPEEtPbEUJU6oIAwceVGUm1vn5n8OOInLin8U0IoGTDeXtadfOksz/7lKWIJsFJZFqdnyc1bbNhpYBg+t79vmWiig6OvpSguL9O3pZvbP3LTVX7APxYtXU3c+/N3AzB8cpTH/vgpHNsNaP0Rg/f/4j30bnrTNEfKBrijgAdqH8K8HumcwG9cwKrOImUYI2QjFMmNd0/zwmMxhg5eIhQ1WZ7Jk2hOUFupcunYFRRVZfvt+9h884a36fiEIia3ffAGnvlqFU22M7gzQEWd3J9icjiG70ucioIR8onG3lB/VBi5uIcNW/aTbqmiqkukm+YwDGhqdWhqKyEpMX5Zo1yMMXXZZtMNaVLZoCKLJurMXTnDhcOX2HYT4FwI/Gz1nRw/dCOx0Kt09ua46V6Fpx9MMj+h4jl1IuFlzHAITfNB1FEUf7UF45Nu8dENyPboDFoea7cmOPCdCq4Ny7NlQlGTVEuCcr6GY2mksik816NRdZkbr1FYMhDCXpVeiHD8FY9Ma57uNUXMsI5tKbz0MHiuzcLECr6Mg1xBNxVuuldn163TnPyexVN/k6FWcVCEZHnOwHUUPviFEbbuPYvun0eW14PeA5HPBJWqc45cYTtTFy5TyZWpV8Nomk8i45Jb0Ek1O7z+rGTLDd8KNiljiBvflWf7zSojZ0NMjRhkmj2y3TaJlE2jqqGbGcYuttG/aZZwxGNmZJLB3V0gJFXrHTTsPpKJ15m4tMiTf10m095PW3+IyYsznHrlAmbIIJaOBYq7+SqV/CXCLVyVGqmUVAZ3CQZ3FTj8YpXcXIF0Nsn2fVs4+uQJquXVqmelSjQZobZSR0hYml4OEFs/QGVY+lVoPIWiJtm1r8HFo0XKRYdyUefFb7fT2Q+dfTlmhstk2lpoWDYzw/PEUhHyy3VmRl2kXyI3HwhZ5uYWEQq8+HCSwV0VegdKgI+UToA3kQZBJfLGvhBFRD5AYBYpEUJHOpeR3lwgnuhfDMADWhfCDxOJCzZfV+HM6wrz4w2aOsIIfYBSqYNwIsyGvf1v+4w/jvhpUvgnhm057H/4dZo7sxj6LIgYo5c209o5TGGxRmu3jxq6jus//EVu+FhrQNH/ITWQpDuNtJ4LhLhEhkr9Br7zX84Sz8Su0vJr5TqP/snT/Ns/+DShcC2Q7ag/E0hFCDX4CX0A9L141RNIKTFCDvVqnPxyO4nUMs3ZEt/48mOkW1MIRTB65gpO3WLr7ZvQjQhPfeUFZobnuOfzd14l6ExfnuWlhw4wP7aAoc3R3lkgkalz8pUYhWWDWkXBsT3SLQp9m6K4jTy+L1EUQanYxAuP7KG5fZbI8kX0TVFGznUQilSoFCxCEY9sR46hYzFiaYNs11tL6RCRaJGJUw+zbUc9aP3hIq0DdPZt5KVvbWVyLI0QHjv3LTN2fp4zB+bpGkjStW4RXQdVFUTi4HkCXQdfekxejnHpmIERkahGM099bYpqOYJuajQqFjMr86iaoLVbZ887bGav2Fw4rqEoCtWSi6rp+NJA1zV0U0VRLJbnBE1tGroBF084NLWp7NlXo1hII5QIjXqD9u5lDCPCa8+E0EMKgmCY67sa93xskRvvXkHTwdRnwI/QKFWZPvklpsc66Ouf4uVHLeYnDXKzcdLNJn0b62RaPGxLEIooLM/JgHOg9XD3h0ZJJF1iCQ9W7aQPP5cgMRwi1VTgM79xhWMvpzn5kmT8XJYP/Pxl+gau4NZHmB1VOPFaH6NDo5hGA8/ziKWymPE+2vokl4+NUi/VaZQbWDUbRRV0rGvlyukp9J0KoYikvCIIR2DnbTrRWJGP/8YODjyVYvjEKGbY4Oe//Ek2XL+Oh/7To3iOjxk2UHUVM2yQn59h+PA32XF7K6idq14Lq7pZzjmQJTB2EE432H5nnumLlxg9X+a2+1w61igkm2rMTYTw7Iso6iTpFhPbNpkbdRECjKhGbcFB1QKZ71giwrq9g7z06HGa2xZZKfiMXwgxO9HM2i2T3PDAYSLpaz3ShXjLNipXgn+VLIjRVeh1hKC1LBFqlPf/mw5e/JbP5VMuaAata7Lc87k73z4/+jHFT5PCPzFKuTKu7WJk+8BeAFmhWo5z5vBG5qdrfPDXPo4Sec/Vx/+w6ofSW0BW/wxQAy6BbDB+8ht4VopQ5E3V0Eg8TClXZuTod9i07QjCOxvAbJUQ6NuC1lH9YTBuxle2Mj02ixmJ4Xtvzh3KuWkcK0trX4p6/jCqWMRXVZYnjrBu5wbCibWce/UCe961g5auJhanlvnGlx/HjJhkO2s41QKjF+LUyj7XvaPGpVM+vqdSr+rse8Di3p/t4dDzGU4fmMUIGyBhYM9mNt/yIY4+8ssszoSwLYHViKBpBj4R4oka93+hhWf/Jk9wKnujSvGxGw7J5CKSQVzbQzM0hOIwuH2IQ0910N27n617z6IoDvWagvZbAkWxiUSDU6imSTTDx3VNynmFs0dCPPX1FpbnBZ39Ib72nyZYyavBfQ0ZKKrAsT3iqTqpTDCE3Lw32PBffDiB6wp0QyOWiGJGDYQQeE4ep+GhqDZSCmplSedaFSlVMlmXSDKMWy9z5axg121VFCVCIlXDMFXshsLAjhX27CsxO27Q1u2haCpWbYla8RKZtGBxopNv/GGN8Ys6laKO62nMjmksz2uEIpJMm8A0FHrW10H0gH0Y20lRKdWYuKRgW7BuSwPpCWbGTb77tRa231TmQ1+YpFSsspKPoKpVhs+2oIfSVIpVtu45TzjcwdSVNg4/W2TLjQVwzqKZO7AbDqqh4TkuekglEpUIf55Mm0O2y6dactlxi87ufSqJdAPQSHffxvt/seMaa89qqUa93Ljq4wAQClfY977jmLoF1gbAQapt+KHPM3mxyPjpw8QiNut3OyQyIRS9g55NaZZnX2TDjgU0Q6OYy9KUrROJ2rhOjZZ2nfmpGoaZItkES7Mqdt0ikowgXQ8zYuC7NsWCx598sZOmdpNMq45Q4NiLVeann+Bjv3XzP3zAU94gyOlg7A40vbwcUA6G08ZtREMh7vtC4KHgucvEOt+Fov7o0jj/UvHTpPBPjGgivIp3NlGMvejKJXrWXiSRXCHZ2kpQdtavDqR/2JDWa4CkXo0wPTxBabnMzFjgXRCKdtHVM0w8uczilODiIfj7L3ms2RRAG/u3xYJhm3MWtM0Bksk+iqm4NLe3MTvmEU/buI5FtVxjajjM9jvibNv1CHiLbN4FM2NJDj6TQbpXUPQoKBpXTo0xeXGaY8+exnVcWjJNSOsEqh7GDOUZOWvS1lNjy/VVbn+gTltfN22ddRZmp1iYDKoQ3/N5xyduZc87dyClZOpkL6YxRrqlSt+GHGbYx3PBttNcGkoST1xi6HCJbHeITGsSqx6Qmjr64djzp3FtF1VX6d7QSXuP4JP/6zJe9RS1ikAzBE3ZKroRlPq+H/TRFSUE2AhF5+irW7g8tIWOwSqD1y3i2XM8+TVo7gqsJRsVB9cFcKiVBB39KjPjIU6/qmKGVdr6XEr5DLvu3kZzR4ZSvsLx509TyTtYNQ+r4dLc5mGYBrGkQm4hQ3t/HPwS6ZYcu29fYnokxMKkTmuXpGfAYiWnsvOWCtWSghmWhKOgGhpzYwXOHdY58ESG5TmNcEzDcyTprIXvCypFhcqKwvAZk7Zelw3bLW59rwFaB/gFqqUsRTuC500TSwSufJ39FrMTYRp1jVDEJxz1iafyrN+yiKY75BerjA4ViMY9qisObZ2TDB1poGkhRs8rZLJ58guz2HUbz/FQFAXDqBNLQqMmUESY939+iVDEpJgzGTkFtuXSs+1+upoDDP9bD0q6qaPqCrH4LOnMFRzLItNSAuniOK1XGe6+M82x5/+YVx5Po6kreFaRV7/r8pFfTdDRNYV0J+kdyFFYbiO3lGHNwBSOZTA310syPo4pLGJxBzMUIpXtplIW1Cou4XiIerlBuVhj9MwM9RWHetVl7ZYomi5QNY/eQZfZsRKzVxauait5rsf8+CKFhRUUVSHZHKM124/ijwQJQt8I6iJILRhGKSFsy2fsfIX8gkNTi83apjGM6M7/jt3onzd+mhT+iRGOhdl+x2aOP3ea1t4km69fQlM1VnIdrN2zEez9SH8Woj9/zeL3fRfhXUZap0FZRRyp/W8+xpuiXtU4/coQEEjuRmIeqlJgYMOThCKS/HwN6TZ4z8/4zE11sDRr8u2/UPnYr0q61+ngroD33CpvIQ006F57kVQqSnklwOqX8ibJTIR1G15CU2sUi1GWZ21auwrsvq3BwvRaWromWZpM8sxfvUQkEeHK6XE810PTVZqbbZZmaqunZci0xTDNMppqE4uXqZZKHHhqA4qxhq71KvVKg+899Bqd69tpX9PK+us/grX0H2nrml9VoZIYpsfwmTKHHj/CxuvCGGGbsaEKS9M1QtF2ujfGmRg6R7o1Q6rJQ9OKFGcWiITTJJs0CDURb4og5BRCxoECIFGVOAEnIwMihFUpYZiCdEtn0C+2pykVmnDsHHOjPqom8H0b1xaYYUg0qXSvczm5X7J2c4VEWsP1YgydbOPs/gvsffdO7LpNtVhG+g66YVBZsdF0yb4HCsyMRbG8rZiJAUKhSVJNYzz6lTamhjVWCjByVhDPuHT3WyQyHiDoXt/Ad1XKxRCPfUWnsKizPK9TKjpUVjQ8T9CsO9TKKrYlKCzpOLbArqu0duu09q+H0P3QeIT2/iwXDpeoV1O4ro0RzlOvGlRKGeLpKo5tUKs4NGVtQmH36j1VFIn0XQpLAD7njyjYls3SrCTT6rI8P4bruCAl4bhOo9pgsaGimwrt/RlCyU4uHzvLE19P4ksNRevmtRccdt61n7s+eVtQWbkedsPGjJjs+0ANK/809arA0KB7zRJzU2GyKaGmaQAAIABJREFUPV2rUPAI+UUFxT1DW9+HEEqSTGqYppYLCKuE7yRBlqis6Oh6nokhl+cejDM/bVApNki3tHD9XTYbdpZRVJeZYYdoMoUZMbAbDp7j0trbTCgSolE2EKLOxLkp7vxQkc41NYSisGFbAr/2NFJ+hunL8/z1bz/E8IkxGpUGoViINVt6GNjdx/v/7T6ioVOAhNB7AB0aT1Ipunzzj6bIz9soisD3qjQ/d4CP/vuBn7aP/v8Qd3z0JnRTY/TEU9jVGYrVNOt3ryEST4CMB7LQ3hS+iED1K1A/AHIZKfyAjSvSAbQy/AFE6B3Bi6pdLE2dBIIWEUBbj847PlSluOCiGhq5OYkQJvGkxeD2GWrVdlwLDj/r0N0vQc7yBisVNQRkUbwRYokC1UqaSrkT10/wM78yzcK0S27BwLYkVsNnfkKjd7DOmddLTF12sBowsHcdhqlRKVYZPz/Jqe+dZ8v1Equ6QrWs4jk+vmcTiupMjURp2E1MXhmk1tiDuioroGoKZijP8Ovfoq3rTjo2XE8jnkJjBikFiuLj2kGvf/32PIIO+gYFaD0ceLxKz8YOTr48y9xlwYf/p8v09K+gqoF7m+dOgrsm0BQSbvDRhbqquukHmH5UwAUhkCKMpq/6WMsCdsNj6IiF54KiSnw/kFoCiev6rBmUJJtV3vupOYyQRziuYRgrdG3o5NmHMhTmiyxOLtG/NU5rt4rrKOy8eYym1goCwa3vczh3bJ4rl7L0rpvj8IvNzI57RBMWiYwkvyAoFVTGLoQZ3FHlHR+ukEy7IDxOftthZdkgnpIszkAk5mE3BPWqSn5Rp15VUBSJqkmEouJ6BmPDa8iVv0BLej3SOUpb7wKlXDsXDg/jeRq+qzA1EsMwdTxH0tJlE4r4xNIKjZqGpvsUFhUOPBmjXBQIAZlWh3VbqqiapFbRqJdsGpUUsVQUI2zQKBcBQaPmEY6pvOsTbVhOiKcfaiXRugUz1o4gkL848cIZBna1UssfZPriKXILEXzZwc3vPMXQcATH8hEKeB6s21zGcY6C1QxKmpUFBUULIYRkYNNJMi1VaisO8xMenrNES5eNGY5z5HmDc6+bLM3p2HWBYbqUV0wunQ7RaIR47+d0nv17G9QQ9VKNc4fyRFMBAKRaqqEbOlqqSjpbpqd/hWpVQ/oKtVqMdZnjNAq9/P7nXmRpJo9VtVB1lXqpzuTFGSLxMN97JMl9v/CbV/cK6ReR1rMcfGKOwoJNa/eq7powWVyAg48f5e5P3/Evtlf9KPETlxSklORnLuDWD5NpWUE11yHMmwKE0Y8Ymq4FvfaROpppoFoao6cn8ByXzvUdgEA6I1D9i4ABKT2gwqojI2gxcKcDv19jJ0LJIMybqRa/QTKj4jgmmuYQCleIJaNM18q098WwahU61nhEEy6KaGCaOcKJJpbnlsCdItBQUgAzkJJQJKBhWxorxT4cO4D4RVpU0lmPC0c9pHQwQgpIBVXxicZdinmVjv4WpOexMJFnbnSBSqGGYzkcfcFhzaCH7yts3GVjN2rMT6g88/dZmrt6MaNNdKwNNoHxoUl6+46z84ZFVE9l7vxxWtf0EzJWAm9eEWgL5QsGyWabu7ZUsO0ijapGLLZANNzMzPRGlmdC7LzNo627gCJ8pBRIX0Hgg5wEvyWYqeCt0kqU4FrIOsFSj4K0MKOtzM+0MD+xhKaWKMxalHJO4A1hSnzfR3oSIUBVFdZuKtDevUJuTqetp040UUcIhe2ZV5kbHWTTHb/Iq4+cJ5GcRFU8BrbNk8lKauUM1ZLP1pt0UtkKaGVmRqIsTukI1UQPaSBrNLf7mBGXUNijf7tNS6eCosQp5X08z0dKlZlRDcfyaWpzmZ8MvBCsmiCQJhcYhg8SXDfK2JDN8Kki2V4BkQ9D9b+xYZdFqrmd2ZF5RofWMTZkYVs1dtxSoXNNjUhM4Fg+tYrAdxWeeShNLO6gaip2A4bPRIjGPTrW2PSsqzN1RaWpK0S10sP82AKRqIHnWNQqGltvStK3KcLkxRqu42NGk4hVK0tFUdB0hxNP/gE96xfx7DCmbpFMn2DqUp1wrItsdxRFqRNLzaPpHtWKj+dFUCnS3Fri7OEbSKRyJFNTvPCNEIWFMIpiIBSNrv4y7/xYhctn06iapFFViKdcPE9FUQT1imR5RtBotHD7fZM0GtDSGSMUspgZXWZ+vE4oYrJhp09hIc7grkWqlQSuZ1CvuKRafCLJHiaGvkVxUSMU9mlprZNptbAtldmxBo7dy9n9F9j38VuIpwLUlFBS+KFPMHT492lqKYDrBYxoJUMm2+D8wUs/TQo/jigsFPnOf/l7Fq8cASGIp03u/dw0nf3HIfaLCPVaUpmUPmAFAzHnYsAOVrIIcztChKiWanz3z54j1WRgVRuU8wrheJjxc1OkW2NEzFFw/jRQ8SRMIMegElz2OkgXUJHuAsKbASWDUNsYH3s3idhBWrtWsBoRRi7sIZm+SCJVonejSSw2g6IE0FLD8LjxrvOcONCJYZqrAnEmYK/qPPngF5D4+L6C9DVcx6NcqODbLpFYHd9PEIl5ROIuZkiQahGs29GG5bWwMLHE4tQypeUyVt0mFDVxHQ/XDTF8Frbc6COxOP5KO8NnUqhGGteJUJzIkWpJkZsroMpLbN6bZ2E6QiobZWVhjmRyknB4afVKG4BCImMRajgIAY2aSbUkqZY91gwWMOJ5cnNR+jcvo6pQr5mYYRekjxAS37dRlBJ4daBGkBhXqyWs1R9ADFJvbGN6VOX8gQt4nkdxoRH4QJjw/7b33lFyXeeB5+++/Cp2VeeEBhqNRiQIEgAJMYqmImWJki1Z0ozHlkdrre11mJ0Zz9lz5pyx1xPWs7v2jOeMd0eW5SDZpi3LsklLVLBEUgwiSIAECBCxGw10zlXVFV+++8crQhRNibBFAEvy/c7p0xVev7pfvdf3u1+43xeFcfBTNyRSQvegQ6spyeQcLNvFskNaDRUZqaTzklt/ZIr80BH6tmxhZbqMZcxhp9ZZX7ZQFImdEcxORqwtNunqmuTMs5tYmok3+6VzZrueUwMZSnwXzj+formhkSuESCXH5EmD5fkiMqoRRbEVU+gOcR0FGQrCAOxMRCQFiqpgpU1UVeXM4Qluv/8WhNoD2X+F9M/SO15Gzxs0oohbitN0F7/I+I0qdtqgVlYwrRqZXMBjf92BUCSF3pDmlMrSjImuSxpVlY6ugDDUUNWIsd3TbDR2kc9PsTLrIiOf7j6fd360wtTJCt/58hwz5zW0lE+xT152kUpvhtLSBi8ezrA27xKFgk3jgjvuc5ifWsXO2HT3N/E9G0WJ0PUAaABgpvIszWXYdsMKp4/C/EWX4dEATZeouqRa1njhOxYyCFE1o31vRSgqaFpEqwbTNZvKZ5Yp9ggiAWHQIN8paGxIct0FmjWduck5ejdlGNyq4rQMJIKhrTaDYwZg4tTXyBe76OpbJgxjS9RO+YzurLM4eZxGrYPf+9ef444fP0StXOeJLx7GabQwdRc7kyOVzcZVCGRE5JxDeUU5k+vJW0YphEHIF//Ll2msnaR72EYoFvWNgC/+rssnf00jo38bkfpxILYmpPccuN9oF1ybgshvlzKWSHWItea/5Av/91GOfO0Y4NPdLegdrlNZ9VBUaKwfJjXQ7hOAThxlcvluNo1gdd7hia8UmDrlkOn6MmMHVmjWPC4cc5g+1cXmPTfTNdiJ53jMTNT44E9dRJUr5IoeqwsK6WxAaVXHTkv237VItphhZWU7Vlonmzoa12xRDIgiBD6OW+Ds8z5r8xt0Dzjk8i7LsyqdfS5uy8JKg2W1OPnsKNK4gyicoFaq0z3USRCEWGkTz/GQUcjI7hGq5TrHn1jn7NFBVF3BczzGboob+1w8OcPqzCqthsuHPlWivgGaoTK6s4SuO2ysG9hDFrHlVCcKA6plWJk3sW1JvapipcN2XxaDLdtXmL90E7rhE0USVfOJwggZChRNJfRDAuFjGDqIQpyqyEu1oHTiQoN5MG7lc79mcPrpM1gZi43VKkLV0HUfVQkxbEGzBpohUVWFQneE6wqOPJKl1RBoOoxs9+gZCKlvhFipkNb633DLXWN87XMbPP9IwJZtDitzcZnsnk0apeUsfZuzaJagd6hJrhixNBPSrLroRrziL69p9I04GKbEdQXNhiCd83AdnVatgdtSkBI8V9A75LPz5gZje5ucOpyhtKKzsmijahpIycBoitLsEY5/fZ3jTwSE3hJ3vHuCgS1VhJth555xMt0/gqmOQrQdvEcxeytARASsr+hoWkhlTY2VFoJUJkTWVUJf4DQ1VF1h/9tdHvhvxyl2ueRu8CmvSLr6XRbO1zj2VIiZHcF1XE48fprh7QMUejuYPTeLZcxSXgmolTxMO0ARChtlg0ZNJZ1pUV4u0zcUIJBsrFtcOl8g22FiZAoMj6W59ydytEqPcOLxFsVugUQj3+mx46Y1VC3AcxTe80/XePyhblxHULuUpdAboesqmq5SW2+xY1+VfKcgkmXOHwdVTTM45jN1ag2nbuG7sfW748BmTKtdSFM22v1OSqhGN7e9d5bA8zn6SJp8J3guhL5CsadFprCFTCHNp3/1jxjZusD+u5p0FF2mz4c8/3gnN99jsWlsjVSmxewE9I2F124yfA3eMkphfnKJyvI6PX0+EJt0uiGYn3R55C8N7v3oWbLt8irSPw6tP49r88smBEtAEFfnVNI4tQW+8J9/k/mZXYRBhJ1J8+Bn+zl47zq7DzZwGhFTpwt0D43GfQJwiVcsKvHqVaWyrvDAf82ArNPdD+tr5/j8r5+kf7SfsZtvpDhQ5OyzkwyONyj2dnDo/R+mONILzmdBQmVN48mvZJk8aVPsDfnwp1ZIpdew5TpLcz2Uoj42jZVQZLwFt+Xs58t/7HPxVJlD71qls9fHdyWVtQxnns+yNAOZvIbr9jN93mJs7ylatSrbD/axdLERpxwaAbe9u8TO/RVyxQVKKxrPP6aTLcCOm+t09UEk6nz9gQ6sTJ7tB0c58rXjeK0W6bxOX6eBaVXwXDsOUCodINNIWeLCKYOVOZWO7pDzJwye+WaW29/bIJU1sNIa9Y0Nzhw+w7bteboH6mhabPmouoqixi6WelUj2zmAbt2KdB6gXtbxPEG+6KOZ8cU9e2SCo1+P6OjNo2kq5eUNNMMgcEE34to0bivEaShY6YiewRZLF3V6+uCGW+PVamlFZ+GSysDmkL7hGmFUx2mu86FPSg7cncZtBYzd6FNa1tlYMwCHnsF1Vpe2IuQK4zf3UC2VWFsICYMQ39OIIhVFqCzOamQKPqlMhIxabN0Ny7MK02dNpBQEvkplVTIy7jDxQpqlWYv1ZRPDNonCkGJPjULXBuVVg6/+wXHyxRK7DtTYWHWZOK6T76zSM/QkYfMRNFOQ72iiqMQuOGKHWxjCC09lsVIRYSAwUxHVdZUoEpTXVHxPcM+HqtRKKVKpEq1GE8sW3H2/ZGhM589+W8fO6oRsZvtBycUXZzjf3hBpZ01u/YjC4w+GpHMhdkqiagGqFnHi6RQ3vq3F0NgcXiuFo7Z48dk82WKRMLKprTdZ1ScZ3ryGNhbxxEMhhhVhpwW7b2liGBG+q1Cr6BR6JGtLCl4rJAgkpSWBboRYto8iIi6d08kXJd2DLqkMlFcF935EMDxa5uwL3USBTldfCdM0IXKADcAGRYB/nKHRfix9FRm61EpFlmYMnLogDHUyBcHoTb2UV5vsu3WSA28v09WnoFsB43tbqFrEtj3z6KaB78KNt/ls2v4kUfBxFG3gGs2I35+3jFJwGk67j4IKRCzP+kydqNKsO3jNVS68MM/7fuGbbL/17dD8EvFmExPCmXaxVAvYAJFl8lSRwNng1h+5xA03z9Kom5x4yuThz1k88pc2QSi56c4m/cPn2TQOsYO7TKwYAHxOPt1B4Hl0DwagjrJ0KSTTEVFdW0RVtjB6wwgdPbEZ/RO/EqIaF0H9IKHzFA/8zhqNGmQLkk3jATfeVmF5XkO3InKFiN7BdSprHnMz+9g0JsC8h8Nf22B16SR3vG+BYg+sLXUwfUZy8pkMHV2SWsXk/As6UeCj6S4LkxsYpqCzu87gliJnnx/k4J3HGdvbYn1Rw224bBqrsWMfBL7EsEKyBR3fvcDP/3rAxMk8Qlti6zbJ0JYG/ZtaKKqC70ncFuQ6jThlT+nCrz2JRKN32KeyplJeMRneGnDycJoP/WyD1QWHh/8QNlYCjj5i8bZ3qmi6jyREECEBz03jezpe0yH0n2LxQkB9I+4wN/mijao5ZHI+3/5KGVUroGkqEpCRxE5btKIQVXPoHfbYWFNpNRXyxYCJExa3vbfK8JiD7wqEIunq92nVFeyMh6JBvWTQrCkgQkbG61TWVTxXZXBLHbfVZP5SlrPHujlxuMb6go/Ex0pJwhACT0VGsXujvmGxPBNSK6u876fWePprHawu2Nx0RxXPEVh2RCojaTUUzhxNU15XaVYNpJSEQcimHXl6B1eZPiPQTJWte1JYZkBP/waTp9JICZl8QEexju/FE2E2G2/iol0+aP6iwcx5m3QuJAgEZiq21rKdAZu3t9h2Q4uBUY++4ZA//M0OXniqxehuj7ve73DTHQ1mJkPmpzqZnagRRE+QyqQZ2hFbkkPjA2y7eZQwdMkVprFSPlGoomoRxV6P0rLGU1/r4R0/UcVOq5x9vkChJyDw1jFTWfKWj26EOLUZOrp72H6zzdFHHA7eU6F3qEYYaEShRu+Ix7f+ahDLjth9SGX6rEa96gE+zTqkc/E9uHBJZWUOugcDZOBgGjUittEzXGBl1mHbjTZEJ0BacaxKxCnNaDuw8kN0eGWU6DQf++UVXnwmz4mnU/SPhGzbF3LyeB6vcZ5D71nHaQgMO1Z8HV0OP/6pJWplnSjSsWyFdF5BKCWo/gay47dfs0/L1eYtoxT6NveAFIRyGL85yYUXPCy7RRTCpm1gZW0e/n//mKH+h0jZp4EUKBMvK0etgvSREmoVn7e9e51MIWD6jEJHV4WRsYCvfL6bmckcQyMBhS6Ph//E5mf+rYVpjrX7Azfi85LGzpls2eXRbA4TSptauUw6r9OsRriNS2iGRi5zlOXJMqrbAFeCWmR+ejullRojO1sIPPIFl85+j9AThGFccrhZV8gXa1w8twjGh8A9zMzJGcb3tNi0rcTKgo1QMsxORQglRDNUunqbVEtZGhvxzWuaEeU1jReeqHPH++GdH9HZe8sSRB6bxkIMI8J1BJmOCBmCogmEaFFa1rHTPnvfVqGy5jK63ePYEykunrYY3OIwflOT2npIvpiLc8+DS6wtCU4+bSMjk1ZDARR0I8QwJcuzLouznSzM5ugdbFFehb/7QoG771+n0BUSSYnTyuD7Nql0A00vsXChxdKsRu+QT64Q0INgeSbg2W/mOPZ43MBet3SyHRnMlEGr3sJOO3T2xruq+0dcBJJLZ218VzC4xWVl3iDbEcb++0ii6ZLAU/BaEt/XkASEnqBRi/cMnDuWZtfBJgObXbr6Wnzlj1TWlj2yBUFzo0lpWWJYIm6+o0kaVcHKPGQ6wFtXeeLLOWYmLFLZeEWdyYVkC7HCWJ7T0XSJlYpdnW5LRdcEew4uc8Otq9SrGZ782xCiBrpRp9WMEAQIRUVGLTxHoOohmqZS31Dp6IoD85GE08+msOyQvbfXWbxksraoY9oh/SMeH/ulFVJZyeq8zlNfy3PqaB+Do4vcdGeZxUsaf/LbJs/8XZq1RYOOHp+VOYd6xWPy+Rq6EdHTr6JrGU4f62F47ALLs/F17hlyMS3J2oJOsbfG/AWd7fuL+F6Dk8/2s2PfFIGzjkcPhU6XRs1mdRE21lt4rklHV4DvKdQrCoYlyHbmuXQ6pG9EIwhNyss1+kcc1hZVahUVzxEEKYFpR7gthfUllc5+jy99Osv6GqSzVYa3mey7cx1EX1x9WN8OYQnCY6DFhSEz+TTStzHTgrfdZ5Lv0dG1BoszNuuLdTK5KqoWolsGvifIF2v4noqVCsnkAwxTAfzY3UkGgvNI9zsI+x3XYYb8Lm8ZpZDrzHLb/Qd58kuHqZU68JwZZCjpGlDIdXchlDSV1Wlmz9XZekMvUVjDMB2QLkifUCpU1gQTL6wioxqqEdJsdqKZVeoVhyhSuPfDZR76wwLb9ta47T0NLLuEW1cwdTNeFcs8GDsBjYEtp7DtCoHf4tTRbgwrTa3s4zQClqcX6A1LEG2Q79LafkwBfgmv+jT773Ho3xRnMfVvdtH0iPUlHaXdN8htxWmYulGB+p8CS9z2rthK6hlqoao+izPQqBbI5gM0zQdF0KyF5Lt8eoeCuDGNKlld0DlztMwd77lEoauFosi2uwFMG1S1nfAj4lV3rhAShQq6EWHaLc4ctWlsCHQzorSqUy1p9Ax5XHjRY5f9GK2GpL4ByzMCO6uiapDJeWzbG++BGBhxGdi8wNnnJN39LkNbXTr7fASCKBQIVSJEi8CJWJkz6eytMTth0Tfi0tEZ0KiptBqCfFfA3turTJ2tMTcR0aw5ZItpfKeB13RQlYCZCYO+YY/eYZdUJqJ3k8+FkyaBL3CaCm5LwbAk2UJIOhOCkDiOQODFCsIVqLqgozNkx81N5iYNamWNwVGfd35siW8/NMrSjEOtItEMhWY1wvMEuh7LEUWS5VkdgWBjXaN3yKO0rKOo0NkfUK8ImjURB011kJEgnYn3sghaZHItyqs6mhmiaE2aNYmmibiPlAgJ/QjLDgjbQfVGTaGj7QtfnjX46p8VOXfMJggU+kdcNo232HWwzoWTNqeOpPn0rw8yMu6AkBx7Is/uA7O8+6MrTJywmThhomqQzoSsCYnTVLDTIRASBj5IhW03lMgXHyGdshna3ODhz2fo6nfZe6hBGMINh+rkCpIThwtcOrNKsafFmaMKcq/K8iyM7m5hGHW+9qDN1OkqqirRdY9vfbHA+z+xjp0RSClQlRZCqEgJF083qG9E9G0KuHjGxDAkVipkY03DsCIUVVLfUEllFUIfiDy8Voti1wLp1HycmxxNQfAsl2ODYbuXQjgHmLQaPl6rQd+w5GsPZHniQRvUU6SzZfbeopArBHR0uZSW4fwLWXbub5IthuiGQAgZl8aQbnzO5u8jzYMIJX+dZsq3kFIAuO3+gwxu6+ern/0WpcUVhscMOvt1XCckDMo0a5InH474yh+3cFseA1ta3HJvnWJPiGG5zE2kSGXK9G1ymDhhsnBxmq5BQUeXx8qcTkdnxNAY3PG+DSzbZ3nOIlMwsbMege8QBT5eFJDvmMUwJevLBpm8i6BBdV2yPKehaZITT0p6hyps3e2wZZfLhRc8eoYcNtYjahsamazCzHkDhGD6nEHvJp+1tlLQNEnXgEuh2ycK1wkCjzCUZDtU1pYMps/rDG7xCIMNit0mUgJCUlm1uP296xy4p46MwLAkl86ZfPVPi7RqLkIEtGqCVO67efxaHMOOg8GR5OijGU4fTdOoKgSeYM+hKr4XKwjfF3iu4MKLFjsPNBneWiHyI1JpyeBmwW33bRD4gukJi503N3GaCpU1DU2L6Ozz+YV/P8vkSQsEDI16ZDoCyqsqTlPBaak8/CcdLEyn+PD/HFBZVxjZEREEAt+L8+ytVER3n8dP/etLZHJdPPFwFsuskS8EqAqszOv4PgQBZDtCcsUAp6FQ7A3JdIRslDSCQCA8aGwo2OmAeiXOOBFIfA9SmQDTji216XMmVipO8QzDECKf3qEFzh7NUVlX41r8bXwvdkvJSFBeiSvW5oohfgC6EdKoKnzsFxdBCMqrGs2agq6D66mc+E6ep78eUC8rPPlljWJvvDN8bVFj5qyg0KOwtiDZe1sDpyHQzRBNi6uI1koa9u4mU6csjj6W5bnHstSrsfWABE2FWilkbcmgf5NHz5DL2WM2gafw8V9epGfYo1ZWqaxpDI66bN3jkOsImb9o8PiX8+i6JN8Z0qyp3P7eKtt2BxR6HAY3w2MPdjC8tcGNtzdZX1IZGXcZ2OKAFGzfW6ZWM8gXfG6+a4mlGZute0KklFw8q+P7AVv3+NQrKq4jcB2Fb3whz8d/ZRUZwfqiy8AWlRNPq0yckGQ7wHMEYSDI9HgUekLy3QHpbMTKnM5GSaOyqqPqkqGxFfJFnQsnA2YmAobHvHZJi5ey2EJwHwG1h0Yt5NzzPrrh8dy3cyzPGoyM19h6A6ytbiNb6MRpzTM0WuLEd3Se/WY+3ufRUNl2Qwuv5dE79FKWnAL0g3SRrYcQ6X92rafHy1xVpSCEeA/wO8SO/N+XUv7mK943gc8B+4F14KNSyktXcTyM7Bpi/OZRJo8EBF6F6VMRUoLvSRandVbmQ1ZmNXJFjdNHc3zjz/NsGneJAsG9H9lgcEvA0UdSnDicwXcF8ih0D6jcdl8Fz9GorFbYWHOZXNQJA0Fp2efEdyS7Dqyj6ZKjj55gYLPLyA6ffKfC2rxGGLRYX8qS6/BJ5yN6hzze/sEKu/Y3kBIWLhk8+XCWi6dtMnlJFMLAZoeJE2mEgHd+tEQ2H3LpnEVnb7xqPfJYhj0HGzhNmD5nsThtXS6GVlnVGLuhxTs/WuIv/nsPCxctMtmA0orBC0+lGdzqYpgRe25pYGcilqYNLp62WS/69G/yiSJBthBgpSI8R5DJSx79Uo5GXSUKYeGSiYwEG1/tZOfNDW66s4aqwfwFk2ZD4fnHs9x6bxlNj9M+DVPSP+IxO2mya3+DKIwnv8AXLE6bCAXstIedCRncErd8XJnXkZHg+Scy6KZk+74Wc1MWRx/NsOtgE1WT1MqxSdM9ELvENC2e8D/+yyvc/t4Kn/0PfVTXNMprOiCxsxEf/rlVugd8FBUsO+K5x+Kd1pvGHDwnzgDq7I+7tz3xlTx3f6BKZ6/P8FiIUCTVkko2H9E9EMdHND3+0i+csjj2bZuN9Zdw7y0gAAAbx0lEQVQ21b2cWCG8nGpJ5cyzGUw7YPxGFU2Hvk0eA5s9Aj8O+J46nGHf7RWiMODxh/Lc88F1eoZ9hJDoBpw6kuKRvyowM2FQKWns2NdkcdqgZ8jDzobsOVRHIsh1hpx6NoNpSxQ15OY769jpiIWLBo2aSSoXUuwJUISgfyRgeVaj1VCYfCHFEw/n6R5w+dD/tI5hSlRVsn1fk7E9LZ7+ep5qWcN3JUNbHQa3NokChaVpi/131eju9yivqWzZ6ZMrhlipuIfBpu0tGjWPakmnf8SnZ8ijfyQglatSWgrZf1cN3ZBslFSOPZEhlY5YmddZnddil5+nUF7RmDhh4bvgNAS1ikbfJofQV5AhdPf7NGsKa4s6HZ2xiy4M4OIpk7G9TYQQLM8ZDG7xgIi41NFLmYM1wrDIzESEZftsrMcb23xf5diTad7/iQ2mJlWEtpWh0W+gqgFHH+2iZ8hD1aBRUVlb1Oke8Al8gaYL4hRqH9R94J9GSgdxnXorXDWlIOK2Xr8LvBOYA44IIR6SUp5+2WGfBMpSyjEhxMeA/wx89GqNCWDqxDRHvn6cTdszLF6o4rQEbguEEgcWFy6ZhAFUS3EpgTAUXDqjYFghf/2Zbrbd4DF/UWHbjQ0UBVp1hbUlnSOP5Dn0rip22sP3BIGnYGckqhrhu7A8Z9DRGWKmIuanjHiF09Io9rjMX4LOPh/PFQxvdTn0rirZfMjMhEn3QJyDveeWFk5TRVUFvit4+u860FRJ96DPtx/q4IZDDYo9Aa2GysyEysyEydZdDq4DSzMGhhXFrh41Nu3PH08hiVidN7FTIYNbPcIQpk7bWKmIPbc2Ka9qDI54hL5kYLPL9ISFpsHobgddj2vfL1wysVM+pVUdGQrOHE2T6Yh9pulcyNljKax0xI59Tbbe0GL+osE3/rzILe/YQFHj3bmqJunoDMgVAwKPuGvaio6VjvCcuEOY5whkJFBVydKsTuAp5DtDdEMSeALDkqzMGdQrKgNbYiWuWxJNkxh2hO9AFCo0agqlZZXufh/DgqVZDSFiy314q8ORR7Lc+o4qqgaaLjnwIzWsVIDXUqhtaKSzEWEIrqsyuMXn+FM2+++OYwxTp2waNYVdBxuMjLu4jkU2H5Ivhsyct6is60gp2g1hXnlnSnh5+1chkBK23uBy4O11Lp61CEPBpjEP34NcR0j3oMfUGYud+xsUe32GxzwWLumAQiobcNPtddbmdWYmLfIdIaVlnenzFu/8SLyIMMyIuSmD0pKBZkgMM6JvOCCdDfG9+Lq06gqjuxwCP16RR5Gge9Dn7PM2lTWD3mGP9368hGlF1KsagSvIdIT0bfK45d4qX/x0D5u3O2zd42DZklpJUFrWsNIRigYDWzyiUKFWiS2UdDbEtMBpwvKshaaHOA2VLbsEdsrBaWpUy/GmsWxHyNbdDudfsJFS8MhfFYkisFKSKBKM72sxc97C92Fsb5Ntu1s893iGpVmDlKMwN2Uxvq/F2mJsnSkamHbE4kWTroEAOxUvwKQExfD4bnq5xspCL6eP1ghcqJbjFF47FbG+ZDF1Okuh9wzp/DKDm6scfTRFFAo0rV3QRQpmJ9LY6QhN8+jsE0DY7qTXC9Hyq90g14wrq+X8j+MWYFJKOSWl9IA/B17Z2eZ+4I/bj78I3CuutJzoP5Ljj75IKqeRygpUPcX4Po9D766xc3+TyrpBq64ghMT3RNsdE98UgR+vEi+e0eLWrLRdKLqksy/g0lmb0qJOtiMCAYqq4Lk6zZqC0xQ06xpnj6UodIUoimR9SUfTI3RTcu5YisBX4kBmNqSrz6dWUfBcBc8R1CrxTTsy7tGoxRk1nhO3C4xbAwge+VKB3/8PA3z2Pw5w9LEcmiGpVxXWl3Ss9EsdpEAgyRcCJk/aPP63BTQ9IpWNMO0IXZekshEzExZuK/ajW5mQjs6QZkOhd9Bno6SgGxKExPMUnJbCyrzN0FaPk89kSOfiVZWVkrgthWw+5PlvZ/H9eDKYOmVT7PXRtLjf8UvzoKrG7oq4VIKClY4nfCsV4bmg6pLSitZ2tcTtKD03VtodXQHnnk9R31BwWypf+XwXf/WZItWSSr0qCDyQ7Q+qljRAMPGiTa4YINvtFex0RN+wT6OqUlnXkEBXv0/3gEe2I6Je1Zk6nWL6vEVpxaBWUunq9xka9UlnIxRF0qyr+G68go4iSd+wR7E3wHUUFC12u8H3TP3fgxDyew4QQrJ7f4Moir+fpRkTCdgpiWVLdCu2CExLsvtAk/WVWDYhJJ6jUK+p7L61iaLEG2jNVLyK14xYmXuOQrUU7w9QFMh3Bu2SILHi0g2JUCSKGv+O3XCxQnaaCqYVMTzqkMlHOE0FXZdEEpz2norBUY+R7S3+yb9YQdXi79l72TUvr+rYqTgF1ncV3FaseMIQdCNCKCovFSO1UgFCIV5dewpRBLWySqHHj5VEOmCjrGJn4gSIRlUh1xGS7xIUuyNeeKqDiRdT7L+7zsd/ZZUP/9wq/Ztctux0sVPQasQuM1WTbJQ1soWQwa0BQo3vMYkCwibOQtSobQxx4VQXpRWTwLfwPZMwyiIjgdNSMMyQwZEzhEG7pLqq8JJCiVGYmcijmTZxirzdTtFeB338H1xI8/XkaiqFQWD2Zc/n2q+96jFSyoA4GbjzFccghPiUEOKoEOLo6urqK9/+B+HUHTRdIJGsLWc48mgfX/n8II892EuzbiKlQhjG/xRCKCAFpi0xbYnbErSaKmEgiCJBraJSXtWprBk4TZUgEASeyonvZOkd9khnYxdL73DA1Is2D/1hFwvTFl0DAYVun0w+4OThFIvTBlLG//iqGiuhMFCw7LiUg0DGKw09DopFEWTyIb4fr5BbDYXVBb3t3I+DhqsLOpYNEy9aqCpkCwGZXECuGLJwyWT6vIXbVMkV4t2xjZqKaUtS6RAhoNDjMzLuoiqxgvSc+HtRVYGUEs+JfcleS0W3IlQ1nqTjCYTLripFk5SWdU48neHSORvTjti8w8FOxzuDyysqtbJKsyHw/bgI2/xFk1whzrjJFwNULd7gZZjgOmC0U29XFjTsVNR2l2Vp1mOF2aqrPPdoB3/0m/2cejYb79OoKyzPxVkgIGnV46C2ULg8WXtOHEge3uqyebtDz5DXVoDEikJCs6HituI4Riobr9atVEgYxIHVTC6ktKIzccLG9wTpXIiihqiKxDCieHJtT7Dx5PjdFaF8ya0k298fYKYiTDs+Jow3cMeBZgNGtjkUe3yyhRC3FddAIq58QeDHgXjTjvC9OJ01DONJz20pFLoDpBT0DgVYKegb8nBb8f3uuvH9H/gK+26vs7ZoxDEPCdWSwLCgf8QHEd9/LyUfhGFccgMJhe6AVCbkzvfVMWwNVY3/PpWJLrc0Xl/SiCLQ9Vj5p3PxfeS24jhQGGrUKjr5zgjDiFCU2FU5OOrRal8H31VI50LufN8GMorjBsg4Ky4IFGQE+S6dW9+7m8nT4/zNH+3iqW/8CI43wsjOiFZDYdeBBpl8SKOmUFlX6R30+NGf3kBR4h7RqgqC9upQ0UEdoG9ER9F0otBAUTzCKO4wJxSF3sEmy/MDtOpxptqeQ/H/VqP23eVAo6ayMl8glU2DiAPyCB1EDmF/8Iea435YrmZM4dUWRK+0ia7kGKSUvwf8HsCBAwd+KLtq/OAYj/zZIr0DKTL5KhVPEPgS01bRtJBWTRCGKqoaEAQSXY9v2q17fdaXTBTFZ20prkyZzktaDUHgx/90hgVzU6m4F+tsij231pFRwFMP5zl/Ik2+M+LRv+4k9Hz6Nrs06zrFbp98Z8jCJY1aRaFRE2yUVOxMSDoXoekRatuiWLhooGkS3xUYZrwJ7uIZk9VFA98RCAV0U7K6aJHpCFE0Sf9wwDf+ooPxfS0y+dh1deyJDD2DPjsPNJg6bdOsqyzNGGijHr4Pm8ZbDI161DZUTj2bjhVCEFfkXJnX2LIrzsuvbWgEvoadCdGNiOExh5kJi0wunoAMU7I0Y9DZ72FYIfnOgDPPpbj1HVUUJVYgZirepRsEKoomMQxBtaJy+mia7ftaIGHxaJrquuBt76nT0Sk5d1xndUHHdeKYw5MP51lfjGveN+ta3BQ9EzF/0eLBz+ps39eg0B0SBnFAN5WJKHTHgeJcMaBVjycYzwOnoWKlIzp7fXQzIgoVzh+3yeQjFOHRbGh4jmB0d4tCT0AUSHRDUlrVCAOB4ygIRWJnJIvTBsXeAEVRGb+pwcIlk9pGfJx8ySgQYKUDPDeegIQiiYJ4UlZVWFs02XNrA89RyBUi1PbchIwtiWJPwNykSRTFK/dWPe6/bJhgpyXnj9t09vo0qhqNKqwv6QxtLVPsiS2YniFJOtfCSku+8N+7aNSgsq6SyUUcuGeDvbfVmXwxxbHHszRdldE9Hre/u0Zl3eTcCwblFZ1mXSGdj6iVFFKZ2HWkKDA3b9HZr7I810GhJyBsVdBNny07W0ydThGFkuU5HaehoqiSXFFBiNhCbDU0dEPS2SsJojSoKRQEQtMZGF2msy8gDCPKKxr3fKhCsTugu9+jUtIpdPsYJtTKUK8odPalKK31s/vO3bzvU+9A1VTy2cN0DzzAF35nhcCL2Lq7RWkttoI+8W+WQDVZWUzTUVQpdPuxlaAOgv1jYOwnZ/41d/6owqNfyiKDKq6j4TYddt8SMLR9jEz9PvSsSr7rUTRV4cc+FfDQH5qszCsIdKxMmg/+rI9uZAADtD7I/BLC2Pv3e61fY66mUpgDhl/2fAhY+D7HzIm4fVEeKF3FMbH3rp2cfWaChck6XQN1yiseipBAgKqZ5Pss6qUGYRDvgFRUiZFSkGS49d15fvSnHR78zDqnns1iWh6BL3GaKre+s8n5E72szGdRNJ8zz6mceT6FoigEXlzPp1lXCYOAfFFw4B6Hk09rzE7YeL6koyugWtaorhksTpvc/t4NdCPe1OR7CpfOWFw4ZZPtCKlVNLr6AnqHfI4/lUFVJJi0V2466Q4N31c4/lQvO26qUeyVfOerhXhl5Qt6h13uen+FYm/A1Ok0nf0+5WWdS+dssh0+iiI5d9xCCBGvyosRnquzupRh8qRFs2Fw671VNE0h3xUwukuyNGtw6F1VyisGjboS58TLeBK+6Y46+a6Q5RmThekcS/PdaMYquUIF05aouooQGlGkEIYuB+5uMHMuxSNf6iKMDJAKfSMe/SPVy9k93/pSgcWLBq2mSqOqkitI+jarKKrO4CiomonjBNhpePrvern9vWW6+h3CAEorGrWKhtPSyHaEcWG9EC6dsbn7/jJOQ8H3FSSCVkNnYFQl8HwkFqgqhu5SLWlU1lQ2jbvMTJr0DvkUuuLMm03bQlKZkOGxkGZNo1pW6RkMef/PrPHVP+1mdtJERhG6ITHskNGdLlv3NHnxmTTzF21aDR1kRL4Ycvq5NCPbHbbtbbF5Ryu2aiS4jmD2QhozJTj9XB47E3DzHVVyhZAg0ND0WEHefX+KoZ2DHHtkkpXZCCsTb95qNXTy3WkMM8TobpLvdBjdWaG2oVOrOEjpkkpLrLTkhkNNbrtPp1y5k2990eDMyRW27rjA3kMe545nST8ZcuPt9ThVNxehqALPK7Jp9w4ULY1i3Y5qH6S69GU21r+OZJnO/hDf0TjySC/7377GwOYA05IEvqDZMJmfHaVnqIHTKrBlh4KimiA9DKOOFOOopo+gRK7TZ2PVRVElH/jkOg9+tovKqo6iChRN5yO/VGTbbT9FqmMrQ+P9l1vLSnkfgzd2809/9bd47pvLLM+b3HSHxq6DNVqtPtZXurBTLaRyC507P4Vij3/PPCK1f8OtP77C0N4SLz45RXnxFJu2C7YdPEj35ttRFJMovAVK0xBeZGhU8Kl/F7E8l4bUL9K7WUeLngF80PYgUu9/9T7r1wHxUvej1/3E8SR/HrgXmAeOAP9ESnnqZcf8L8ANUsqfaweaf0xK+RM/6LwHDhyQR48e/aHG5rk+k89PMX36HLa1iKa3WLhkUdtI0zvSS9dAkYsvzjJ9ahZVh+Htw+y+rY/xfT66oeGHm7lw/BKnn3oeGS0xPKYh1a00akO0Gh7nn7vAzJl5Aj+gb3Mvuw5tY+qFF5k5c5GeYYX7f26E8f1jnHo24tEvrLJwYQVdK7HroMPOQ5ux88PMnnoK6U1RXtaYvbSJwV23kM1cpLpyio6uJpDnwukeMnkPVZN0D4+yed+7cBsVhJxleDxHxFZqZY+O4iRLU8vMXjDo6CkwPOaysXSC+cl1FmeKeMEudFOhVa9h2J0YRovIn2doyyKFnhDN3Erf9vsoraS5dGqK0uIG+fwUO26cYWg8i5m/l2r1Zs4deQ6v/ABzkxUWZ7IU+mx27mvhuQrz01tIFQ7wtg8cwm15OI0KXQPxLuQwEHQP1JH+CarL53HqqzRrG1w8pVOtbWPswNvZcXAAg6+CdxTprzE3pfHikRyl1RSb9/Sx/x2bMU2VuYspzj8fIcMFtuzyqW2kuXjaINdRZ/u+MooasDJvcuLJDWbPtxBqBqdWo15ZIZVVuPvHBtl7eycbJRXPtZFRJV5Z9t2Mafl4teM4zTrLM+uszjWJggzbDu6mc3ATSxfOo2tTFHs76By+CaFazJy+QKse0j+2jeLgDiJvjskjj3P6mRk8VzK8o59dtw7T0V0AtYdqfQerMw0mnjvOuWePo6oOe24bYf87esmmTtNqLLG8OES9to9Nu3eSy5apzD3A+eemCcMMfWOjWKkOFGOY7tG7UFUdZI1IZlg49ySL5w8j1A7GbtpOvrAE4SKQBiVLXEQxG//4pyA4Ee/qN94OqQ+iqAXW5te5cHwKy5phZLyM21JZmi2QycwwNHIO3ciCeQi0TXGBSXX4u4XwZATBBNJ9hsryBLMTkkgZZ+tNe8kY34BwhkDsZOr8QS6eqlHoMdhxsItc1yACBxlV4rIzUQOhFpDqGISTeNXnWLiwTnnVpdDlxG7coJOeLXvpHL7lcvvOV0NKD+kcjtNMCcG8jVp9P5U1j1xnlkLPD7dfIIpa0Poq+M+C6IH0x1G0/vZn+0D0A8f3eiKEeE5KeeA1j7taSqE9iPuA/0qcy/UHUsr/KIT4DeColPIhEedcfR64idhC+JiUcuoHnfP1UAoJCQkJbzWuVClc1X0KUsqHgYdf8dq/e9ljB/jI1RxDQkJCQsKVczWzjxISEhIS3mAkSiEhISEh4TKJUkhISEhIuEyiFBISEhISLpMohYSEhISEyyRKISEhISHhMolSSEhISEi4zFXdvHY1EEKsAtPf5+0uYO0aDuf/T7xVZX+ryg1vXdkTuf9xjEgpu1/roDecUvhBCCGOXsmOvTcjb1XZ36pyw1tX9kTuq0viPkpISEhIuEyiFBISEhISLvNmUwq/d70HcB15q8r+VpUb3rqyJ3JfRd5UMYWEhISEhB+ON5ulkJCQkJDwQ/CGVApCiPcIIc4JISaFEP/bq7xvCiH+ov3+M0KIzdd+lK8/VyD3vxRCnBZCnBBCfEsIMXI9xnk1eC3ZX3bch4UQUgjxpshOuRK5hRA/0b7up4QQf3atx3i1uIL7fZMQ4lEhxLH2PX/f9Rjn640Q4g+EECtCiBe/z/tCCPHf2t/LCSHEza/rAKSUb6gf4oY9F4BRwABeAHa94phfAP5H+/HHgL+43uO+RnLfA6Taj3/+zSD3lcrePi4LPA4cBg5c73Ffo2u+DTgGFNrPe673uK+h7L8H/Hz78S7g0vUe9+sk+13AzcCL3+f9+4CvEve4PwQ883p+/hvRUrgFmJRSTkkpPeDPgftfccz9wB+3H38RuFe81BPwjctryi2lfFRK2Ww/PUzcF/vNwJVcc4B/D/yfgHMtB3cVuRK5fxb4XSllGUBKuXKNx3i1uBLZJZBrP87z93vAvyGRUj7OD+5Vfz/wORlzGOgQQvS/Xp//RlQKg8Dsy57PtV971WOklAGwAXRek9FdPa5E7pfzSeLVxJuB15RdCHETMCyl/PK1HNhV5kqu+TgwLoR4SghxWAjxnms2uqvLlcj+68BPCiHmiDs8/tK1Gdp15x86F/yDuKrtOK8Sr7bif2UK1ZUc80bjimUSQvwkcAC4+6qO6NrxA2UXQijAfwE+ca0GdI24kmuuEbuQ3k5sGT4hhNgjpaxc5bFdba5E9o8DfySl/C0hxNuAz7dlj67+8K4rV3V+eyNaCnPA8MueD/H3zcbLxwghNGLT8geZY28ErkRuhBDvAP4t8AEppXuNxna1eS3Zs8Ae4DEhxCViP+tDb4Jg85Xe6w9KKX0p5UXgHLGSeKNzJbJ/EvgCgJTyacAirg/0ZueK5oJ/LG9EpXAE2CaE2CKEMIgDyQ+94piHgJ9uP/4w8IhsR2jewLym3G0XyqeJFcKbxbcMryG7lHJDStklpdwspdxMHE/5gJTy6PUZ7uvGldzrf0OcYIAQoovYnTR1TUd5dbgS2WeAewGEEDuJlcLqNR3l9eEh4KfaWUiHgA0p5eLrdfI3nPtIShkIIX4R+DpxhsIfSClPCSF+AzgqpXwI+CyxKTlJbCF87PqN+PXhCuX+v4AM8JftuPqMlPID123QrxNXKPubjiuU++vAu4QQp4EQ+FUp5fr1G/XrwxXK/q+Azwgh/ldi98kn3gSLP4QQDxC7A7va8ZJfA3QAKeX/II6f3AdMAk3gZ17Xz38TfIcJCQkJCa8Tb0T3UUJCQkLCVSJRCgkJCQkJl0mUQkJCQkLCZRKlkJCQkJBwmUQpJCQkJCRcJlEKCW9phBCPCSHe/YrX/oUQ4v/5AX9Tv/ojS0i4PiRKIeGtzgP8/X0sH2u/npDwliNRCglvdb4I/KgQwgRo994YAI63e1I8L4Q4KYR4taqsCCF+VQhxpF3X/n9/6RxCiDNCiM+0exx8Qwhht98bE0J8UwjxQvvcW7/feRISrgeJUkh4S9Pe/fss8FJ10Y8BfwG0gA9JKW8mLiPxW68svy6EeBdxnaFbgH3AfiHEXe23txGXtN4NVIAfb7/+p+3XbwRuAxZf4zwJCdeUN1yZi4SEq8BLLqQH27//OXElyv/Unpwj4tLEvcDSy/7uXe2fY+3nGeLJfQa4KKU83n79OWCzECILDEop/xpASunAZeXyaud5/HWXNCHhNUiUQkJCXFTut9ttDW0p5fNCiE8A3cB+KaXfrr5qveLvBPB/SCk//T0vxi6ol1eoDQGbVy95/H3Pk5BwPUjcRwlveaSUdeAx4A/4boA5D6y0FcI9wKv1u/468M+FEBkAIcSgEKLnB3xOFZgTQnywfbwphEj9Q8+TkHA1SSyFhISYB4Av8d1MpD8F/lYIcRQ4Dpx95R9IKb/RLtn8dDvcUAd+ktgy+H78M+DT7WqfPvCRH3CeN1P584Q3CEmV1ISEhISEyyTuo4SEhISEyyRKISEhISHhMolSSEhISEi4TKIUEhISEhIukyiFhISEhITLJEohISEhIeEyiVJISEhISLhMohQSEhISEi7z/wHDTrX6KWNeogAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot valence (emotional component) vs. acousticness\n",
+    "plt.scatter(X_train['valence'], X_train['acousticness'], c=y_train, alpha=0.5)\n",
+    "plt.xlabel('Valence')\n",
+    "plt.ylabel('Acousticness')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
+       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
+       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
+       "          tol=0.0001, verbose=0, warm_start=False)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# fit the scaled model\n",
+    "\n",
+    "model2 = LogisticRegression()\n",
+    "model2.fit(X_train_scaled, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Data Score: 0.666005291005291\n",
+      "Testing Data Score: 0.6435643564356436\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print the scaled scores\n",
+    "\n",
+    "print(f\"Training Data Score: {model2.score(X_train_scaled, y_train)}\")\n",
+    "print(f\"Testing Data Score: {model2.score(X_test_scaled, y_test)}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1,\n",
+       "       0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0,\n",
+       "       1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1,\n",
+       "       1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1,\n",
+       "       1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0], dtype=int64)"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Use our model to predict a value\n",
+    "predicted = model.predict(X_test[:100])\n",
+    "predicted"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1555    0\n",
+       "526     1\n",
+       "393     1\n",
+       "1788    0\n",
+       "433     1\n",
+       "1159    0\n",
+       "1090    0\n",
+       "429     1\n",
+       "1801    0\n",
+       "530     1\n",
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+       "678     1\n",
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+       "1900    0\n",
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+       "1971    0\n",
+       "1001    1\n",
+       "1728    0\n",
+       "1974    0\n",
+       "1299    0\n",
+       "1593    0\n",
+       "1242    0\n",
+       "544     1\n",
+       "1558    0\n",
+       "       ..\n",
+       "445     1\n",
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+       "824     1\n",
+       "1652    0\n",
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+       "1366    0\n",
+       "408     1\n",
+       "1626    0\n",
+       "1601    0\n",
+       "Name: target, Length: 505, dtype: int64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "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>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1555</th>\n",
+       "      <td>0.748000</td>\n",
+       "      <td>0.520</td>\n",
+       "      <td>341667</td>\n",
+       "      <td>0.0748</td>\n",
+       "      <td>0.633000</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.1020</td>\n",
+       "      <td>-24.477</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0497</td>\n",
+       "      <td>107.327</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>526</th>\n",
+       "      <td>0.072600</td>\n",
+       "      <td>0.739</td>\n",
+       "      <td>386907</td>\n",
+       "      <td>0.5260</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.2150</td>\n",
+       "      <td>-7.384</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.1010</td>\n",
+       "      <td>143.948</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>393</th>\n",
+       "      <td>0.002100</td>\n",
+       "      <td>0.646</td>\n",
+       "      <td>219754</td>\n",
+       "      <td>0.8920</td>\n",
+       "      <td>0.006260</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0.1170</td>\n",
+       "      <td>-5.015</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0331</td>\n",
+       "      <td>119.998</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.935</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1788</th>\n",
+       "      <td>0.789000</td>\n",
+       "      <td>0.664</td>\n",
+       "      <td>145707</td>\n",
+       "      <td>0.3200</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.1520</td>\n",
+       "      <td>-7.356</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0322</td>\n",
+       "      <td>141.916</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>433</th>\n",
+       "      <td>0.019800</td>\n",
+       "      <td>0.517</td>\n",
+       "      <td>245013</td>\n",
+       "      <td>0.4910</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.0786</td>\n",
+       "      <td>-13.742</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0341</td>\n",
+       "      <td>104.996</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1159</th>\n",
+       "      <td>0.281000</td>\n",
+       "      <td>0.718</td>\n",
+       "      <td>214867</td>\n",
+       "      <td>0.6090</td>\n",
+       "      <td>0.000033</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.2340</td>\n",
+       "      <td>-4.699</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0429</td>\n",
+       "      <td>122.948</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1090</th>\n",
+       "      <td>0.270000</td>\n",
+       "      <td>0.639</td>\n",
+       "      <td>307910</td>\n",
+       "      <td>0.8690</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.0802</td>\n",
+       "      <td>-4.024</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.1470</td>\n",
+       "      <td>169.801</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>429</th>\n",
+       "      <td>0.057100</td>\n",
+       "      <td>0.502</td>\n",
+       "      <td>287827</td>\n",
+       "      <td>0.6320</td>\n",
+       "      <td>0.054000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.2260</td>\n",
+       "      <td>-9.971</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.2710</td>\n",
+       "      <td>82.738</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1801</th>\n",
+       "      <td>0.063700</td>\n",
+       "      <td>0.406</td>\n",
+       "      <td>224848</td>\n",
+       "      <td>0.6380</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.1070</td>\n",
+       "      <td>-6.085</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.1300</td>\n",
+       "      <td>177.916</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>530</th>\n",
+       "      <td>0.000078</td>\n",
+       "      <td>0.351</td>\n",
+       "      <td>141305</td>\n",
+       "      <td>0.9310</td>\n",
+       "      <td>0.129000</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.2260</td>\n",
+       "      <td>-5.746</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0539</td>\n",
+       "      <td>126.394</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.604</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      acousticness  danceability  duration_ms  energy  instrumentalness  key  \\\n",
+       "1555      0.748000         0.520       341667  0.0748          0.633000    8   \n",
+       "526       0.072600         0.739       386907  0.5260          0.000000    4   \n",
+       "393       0.002100         0.646       219754  0.8920          0.006260   10   \n",
+       "1788      0.789000         0.664       145707  0.3200          0.000000    4   \n",
+       "433       0.019800         0.517       245013  0.4910          0.000001   11   \n",
+       "1159      0.281000         0.718       214867  0.6090          0.000033    0   \n",
+       "1090      0.270000         0.639       307910  0.8690          0.000000   11   \n",
+       "429       0.057100         0.502       287827  0.6320          0.054000    4   \n",
+       "1801      0.063700         0.406       224848  0.6380          0.000000    9   \n",
+       "530       0.000078         0.351       141305  0.9310          0.129000    6   \n",
+       "\n",
+       "      liveness  loudness  mode  speechiness    tempo  time_signature  valence  \n",
+       "1555    0.1020   -24.477     1       0.0497  107.327             4.0    0.134  \n",
+       "526     0.2150    -7.384     0       0.1010  143.948             4.0    0.374  \n",
+       "393     0.1170    -5.015     1       0.0331  119.998             4.0    0.935  \n",
+       "1788    0.1520    -7.356     1       0.0322  141.916             3.0    0.710  \n",
+       "433     0.0786   -13.742     0       0.0341  104.996             4.0    0.331  \n",
+       "1159    0.2340    -4.699     0       0.0429  122.948             4.0    0.470  \n",
+       "1090    0.0802    -4.024     1       0.1470  169.801             4.0    0.766  \n",
+       "429     0.2260    -9.971     0       0.2710   82.738             4.0    0.207  \n",
+       "1801    0.1070    -6.085     0       0.1300  177.916             4.0    0.404  \n",
+       "530     0.2260    -5.746     0       0.0539  126.394             4.0    0.604  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_test[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#y_test[:10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1], dtype=int64)"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "predicted = model2.predict(X_test[:200])\n",
+    "predicted"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1555    0\n",
+       "526     1\n",
+       "393     1\n",
+       "1788    0\n",
+       "433     1\n",
+       "1159    0\n",
+       "1090    0\n",
+       "429     1\n",
+       "1801    0\n",
+       "530     1\n",
+       "1208    0\n",
+       "1454    0\n",
+       "1910    0\n",
+       "1619    0\n",
+       "1022    0\n",
+       "678     1\n",
+       "1477    0\n",
+       "124     1\n",
+       "1900    0\n",
+       "462     1\n",
+       "1858    0\n",
+       "1971    0\n",
+       "1001    1\n",
+       "1728    0\n",
+       "1974    0\n",
+       "1299    0\n",
+       "1593    0\n",
+       "1242    0\n",
+       "544     1\n",
+       "1558    0\n",
+       "       ..\n",
+       "1755    0\n",
+       "859     1\n",
+       "1336    0\n",
+       "1338    0\n",
+       "1229    0\n",
+       "1406    0\n",
+       "1173    0\n",
+       "1061    0\n",
+       "628     1\n",
+       "411     1\n",
+       "1657    0\n",
+       "535     1\n",
+       "1983    0\n",
+       "1318    0\n",
+       "1517    0\n",
+       "69      1\n",
+       "1125    0\n",
+       "554     1\n",
+       "974     1\n",
+       "1940    0\n",
+       "1825    0\n",
+       "1516    0\n",
+       "581     1\n",
+       "1752    0\n",
+       "1901    0\n",
+       "721     1\n",
+       "1193    0\n",
+       "1746    0\n",
+       "785     1\n",
+       "1089    0\n",
+       "Name: target, Length: 100, dtype: int64"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_test[:100]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Hyperparameter Tuning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV\n",
+    "param_grid = {'C': [1, 5, 10],\n",
+    "              'penalty': [\"l1\", \"l2\"]}\n",
+    "grid = GridSearchCV(model, param_grid, verbose=3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\model_selection\\_split.py:2053: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
+      "  warnings.warn(CV_WARNING, FutureWarning)\n",
+      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    0.0s remaining:    0.0s\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    0.0s remaining:    0.0s\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 3 folds for each of 6 candidates, totalling 18 fits\n",
+      "[CV] C=1, penalty=l1 .................................................\n",
+      "[CV] ........ C=1, penalty=l1, score=0.6805555555555556, total=   0.0s\n",
+      "[CV] C=1, penalty=l1 .................................................\n",
+      "[CV] ........ C=1, penalty=l1, score=0.6607142857142857, total=   0.0s\n",
+      "[CV] C=1, penalty=l1 .................................................\n",
+      "[CV] ........ C=1, penalty=l1, score=0.6329365079365079, total=   0.0s\n",
+      "[CV] C=1, penalty=l2 ................................................."
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[CV] ........ C=1, penalty=l2, score=0.5158730158730159, total=   0.0s\n",
+      "[CV] C=1, penalty=l2 .................................................\n",
+      "[CV] ........ C=1, penalty=l2, score=0.5297619047619048, total=   0.0s\n",
+      "[CV] C=1, penalty=l2 .................................................\n",
+      "[CV] ........ C=1, penalty=l2, score=0.5753968253968254, total=   0.0s\n",
+      "[CV] C=5, penalty=l1 .................................................\n",
+      "[CV] ........ C=5, penalty=l1, score=0.6666666666666666, total=   0.0s\n",
+      "[CV] C=5, penalty=l1 .................................................\n",
+      "[CV] ........ C=5, penalty=l1, score=0.6587301587301587, total=   0.0s\n",
+      "[CV] C=5, penalty=l1 .................................................\n",
+      "[CV] ........ C=5, penalty=l1, score=0.6309523809523809, total=   0.0s\n",
+      "[CV] C=5, penalty=l2 .................................................\n",
+      "[CV] ........ C=5, penalty=l2, score=0.5158730158730159, total=   0.0s\n",
+      "[CV] C=5, penalty=l2 .................................................\n",
+      "[CV] ........ C=5, penalty=l2, score=0.5297619047619048, total=   0.0s\n",
+      "[CV] C=5, penalty=l2 .................................................\n",
+      "[CV] ........ C=5, penalty=l2, score=0.5753968253968254, total=   0.0s"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "[CV] C=10, penalty=l1 ................................................\n",
+      "[CV] ....... C=10, penalty=l1, score=0.6646825396825397, total=   0.0s\n",
+      "[CV] C=10, penalty=l1 ................................................\n",
+      "[CV] ....... C=10, penalty=l1, score=0.6567460317460317, total=   0.0s\n",
+      "[CV] C=10, penalty=l1 ................................................\n",
+      "[CV] .................... C=10, penalty=l1, score=0.625, total=   0.0s\n",
+      "[CV] C=10, penalty=l2 ................................................\n",
+      "[CV] ....... C=10, penalty=l2, score=0.5158730158730159, total=   0.0s\n",
+      "[CV] C=10, penalty=l2 ................................................\n",
+      "[CV] ....... C=10, penalty=l2, score=0.5297619047619048, total=   0.0s\n",
+      "[CV] C=10, penalty=l2 ................................................\n",
+      "[CV] ....... C=10, penalty=l2, score=0.5753968253968254, total=   0.0s\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n",
+      "[Parallel(n_jobs=1)]: Done  18 out of  18 | elapsed:    0.6s finished\n",
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
+      "  FutureWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv='warn', error_score='raise-deprecating',\n",
+       "       estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
+       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
+       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
+       "          tol=0.0001, verbose=0, warm_start=False),\n",
+       "       fit_params=None, iid='warn', n_jobs=None,\n",
+       "       param_grid={'C': [1, 5, 10], 'penalty': ['l1', 'l2']},\n",
+       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
+       "       scoring=None, verbose=3)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'C': 1, 'penalty': 'l1'}\n",
+      "0.658068783068783\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grid.best_params_)\n",
+    "print(grid.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "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": "3.6.7"
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Music_ML-SVM-Copy2.ipynb b/Music_ML-SVM-Copy2.ipynb
new file mode 100644
index 0000000..ae223a5
--- /dev/null
+++ b/Music_ML-SVM-Copy2.ipynb
@@ -0,0 +1,740 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "#from sklearn.neighbors import KNeighborsClassifier\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Read the CSV "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv('data.csv').drop(columns='Unnamed: 0')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "      <th>target</th>\n",
+       "      <th>song_title</th>\n",
+       "      <th>artist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0102</td>\n",
+       "      <td>0.833</td>\n",
+       "      <td>204600</td>\n",
+       "      <td>0.434</td>\n",
+       "      <td>0.021900</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1650</td>\n",
+       "      <td>-8.795</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.4310</td>\n",
+       "      <td>150.062</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.286</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Mask Off</td>\n",
+       "      <td>Future</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.1990</td>\n",
+       "      <td>0.743</td>\n",
+       "      <td>326933</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>0.006110</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.1370</td>\n",
+       "      <td>-10.401</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0794</td>\n",
+       "      <td>160.083</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.588</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Redbone</td>\n",
+       "      <td>Childish Gambino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0344</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>185707</td>\n",
+       "      <td>0.412</td>\n",
+       "      <td>0.000234</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1590</td>\n",
+       "      <td>-7.148</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.2890</td>\n",
+       "      <td>75.044</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.173</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Xanny Family</td>\n",
+       "      <td>Future</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.6040</td>\n",
+       "      <td>0.494</td>\n",
+       "      <td>199413</td>\n",
+       "      <td>0.338</td>\n",
+       "      <td>0.510000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0922</td>\n",
+       "      <td>-15.236</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0261</td>\n",
+       "      <td>86.468</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.230</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Master Of None</td>\n",
+       "      <td>Beach House</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.1800</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>392893</td>\n",
+       "      <td>0.561</td>\n",
+       "      <td>0.512000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.4390</td>\n",
+       "      <td>-11.648</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0694</td>\n",
+       "      <td>174.004</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.904</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Parallel Lines</td>\n",
+       "      <td>Junior Boys</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   acousticness  danceability  duration_ms  energy  instrumentalness  key  \\\n",
+       "0        0.0102         0.833       204600   0.434          0.021900    2   \n",
+       "1        0.1990         0.743       326933   0.359          0.006110    1   \n",
+       "2        0.0344         0.838       185707   0.412          0.000234    2   \n",
+       "3        0.6040         0.494       199413   0.338          0.510000    5   \n",
+       "4        0.1800         0.678       392893   0.561          0.512000    5   \n",
+       "\n",
+       "   liveness  loudness  mode  speechiness    tempo  time_signature  valence  \\\n",
+       "0    0.1650    -8.795     1       0.4310  150.062             4.0    0.286   \n",
+       "1    0.1370   -10.401     1       0.0794  160.083             4.0    0.588   \n",
+       "2    0.1590    -7.148     1       0.2890   75.044             4.0    0.173   \n",
+       "3    0.0922   -15.236     1       0.0261   86.468             4.0    0.230   \n",
+       "4    0.4390   -11.648     0       0.0694  174.004             4.0    0.904   \n",
+       "\n",
+       "   target      song_title            artist  \n",
+       "0       1        Mask Off            Future  \n",
+       "1       1         Redbone  Childish Gambino  \n",
+       "2       1    Xanny Family            Future  \n",
+       "3       1  Master Of None       Beach House  \n",
+       "4       1  Parallel Lines       Junior Boys  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "target = data['target']\n",
+    "target_names = ['Like', 'Dislike']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Create a Train Test Split\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "y = data[\"target\"]\n",
+    "X = data.drop(columns=[\"target\", \"song_title\", \"artist\"])\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1, stratify=y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>0.058500</td>\n",
+       "      <td>0.552</td>\n",
+       "      <td>283636</td>\n",
+       "      <td>0.878</td>\n",
+       "      <td>0.892000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0746</td>\n",
+       "      <td>-5.767</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0353</td>\n",
+       "      <td>176.057</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>0.000546</td>\n",
+       "      <td>0.597</td>\n",
+       "      <td>279240</td>\n",
+       "      <td>0.444</td>\n",
+       "      <td>0.051000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.3350</td>\n",
+       "      <td>-8.390</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0300</td>\n",
+       "      <td>120.074</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>560</th>\n",
+       "      <td>0.074000</td>\n",
+       "      <td>0.912</td>\n",
+       "      <td>400751</td>\n",
+       "      <td>0.781</td>\n",
+       "      <td>0.762000</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.3480</td>\n",
+       "      <td>-7.018</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0444</td>\n",
+       "      <td>119.978</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.891</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1205</th>\n",
+       "      <td>0.074600</td>\n",
+       "      <td>0.755</td>\n",
+       "      <td>199693</td>\n",
+       "      <td>0.832</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.2910</td>\n",
+       "      <td>-2.741</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.1160</td>\n",
+       "      <td>120.032</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>378</th>\n",
+       "      <td>0.007570</td>\n",
+       "      <td>0.393</td>\n",
+       "      <td>261187</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>0.145000</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.2230</td>\n",
+       "      <td>-3.815</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0985</td>\n",
+       "      <td>142.019</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.474</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      acousticness  danceability  duration_ms  energy  instrumentalness  key  \\\n",
+       "186       0.058500         0.552       283636   0.878          0.892000    1   \n",
+       "66        0.000546         0.597       279240   0.444          0.051000    2   \n",
+       "560       0.074000         0.912       400751   0.781          0.762000    7   \n",
+       "1205      0.074600         0.755       199693   0.832          0.000001    2   \n",
+       "378       0.007570         0.393       261187   0.838          0.145000    9   \n",
+       "\n",
+       "      liveness  loudness  mode  speechiness    tempo  time_signature  valence  \n",
+       "186     0.0746    -5.767     1       0.0353  176.057             4.0    0.603  \n",
+       "66      0.3350    -8.390     0       0.0300  120.074             4.0    0.361  \n",
+       "560     0.3480    -7.018     0       0.0444  119.978             4.0    0.891  \n",
+       "1205    0.2910    -2.741     0       0.1160  120.032             4.0    0.719  \n",
+       "378     0.2230    -3.815     1       0.0985  142.019             4.0    0.474  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pre-Processing (without MinMaxScaler)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# from sklearn.preprocessing import MinMaxScaler\n",
+    "# X_scaler = MinMaxScaler().fit(X_train)\n",
+    "\n",
+    "# X_train_scaled = X_scaler.transform(X_train)\n",
+    "# X_test_scaled = X_scaler.transform(X_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Train the Support Vector Machine"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
+       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
+       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
+       "  shrinking=True, tol=0.001, verbose=False)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Support vector machine linear classifier\n",
+    "from sklearn.svm import SVC \n",
+    "model2 = SVC(kernel='linear')\n",
+    "model2.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Data Score: 0.5575396825396826\n",
+      "Testing Data Score: 0.5425742574257426\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Training Data Score: {model2.score(X_train, y_train)}\")\n",
+    "print(f\"Testing Data Score: {model2.score(X_test, y_test)}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Hyperparameter Tuning\n",
+    "\n",
+    "Use `GridSearchCV` to tune the `C` and `gamma` parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV\n",
+    "param_grid = {'C': [1, 5, 10],\n",
+    "              'gamma': [0.0001, 0.001, 0.01]}\n",
+    "grid2 = GridSearchCV(model2, param_grid, verbose=3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\model_selection\\_split.py:2053: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
+      "  warnings.warn(CV_WARNING, FutureWarning)\n",
+      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 3 folds for each of 9 candidates, totalling 27 fits\n",
+      "[CV] C=1, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=1, gamma=0.0001, score=0.5476190476190477, total=  50.6s\n",
+      "[CV] C=1, gamma=0.0001 ...............................................\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   50.6s remaining:    0.0s\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[CV] ...... C=1, gamma=0.0001, score=0.5396825396825397, total=  48.3s\n",
+      "[CV] C=1, gamma=0.0001 ...............................................\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:  1.7min remaining:    0.0s\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[CV] ...... C=1, gamma=0.0001, score=0.5753968253968254, total=  45.9s\n",
+      "[CV] C=1, gamma=0.001 ................................................\n",
+      "[CV] ....... C=1, gamma=0.001, score=0.5476190476190477, total=  50.2s\n",
+      "[CV] C=1, gamma=0.001 ................................................\n",
+      "[CV] ....... C=1, gamma=0.001, score=0.5396825396825397, total=  52.3s\n",
+      "[CV] C=1, gamma=0.001 ................................................\n",
+      "[CV] ....... C=1, gamma=0.001, score=0.5753968253968254, total=  47.5s\n",
+      "[CV] C=1, gamma=0.01 .................................................\n",
+      "[CV] ........ C=1, gamma=0.01, score=0.5476190476190477, total=  52.5s\n",
+      "[CV] C=1, gamma=0.01 .................................................\n",
+      "[CV] ........ C=1, gamma=0.01, score=0.5396825396825397, total=  48.0s\n",
+      "[CV] C=1, gamma=0.01 .................................................\n",
+      "[CV] ........ C=1, gamma=0.01, score=0.5753968253968254, total=  44.5s\n",
+      "[CV] C=5, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=5, gamma=0.0001, score=0.5654761904761905, total=  48.5s\n",
+      "[CV] C=5, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=5, gamma=0.0001, score=0.5833333333333334, total= 1.1min\n",
+      "[CV] C=5, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=5, gamma=0.0001, score=0.5714285714285714, total=  57.6s\n",
+      "[CV] C=5, gamma=0.001 ................................................\n",
+      "[CV] ....... C=5, gamma=0.001, score=0.5654761904761905, total=  50.6s\n",
+      "[CV] C=5, gamma=0.001 ................................................\n",
+      "[CV] ....... C=5, gamma=0.001, score=0.5833333333333334, total= 1.1min\n",
+      "[CV] C=5, gamma=0.001 ................................................\n",
+      "[CV] ....... C=5, gamma=0.001, score=0.5714285714285714, total=  56.2s\n",
+      "[CV] C=5, gamma=0.01 .................................................\n",
+      "[CV] ........ C=5, gamma=0.01, score=0.5654761904761905, total=  48.4s\n",
+      "[CV] C=5, gamma=0.01 .................................................\n",
+      "[CV] ........ C=5, gamma=0.01, score=0.5833333333333334, total= 1.1min\n",
+      "[CV] C=5, gamma=0.01 .................................................\n",
+      "[CV] ........ C=5, gamma=0.01, score=0.5714285714285714, total=  55.5s\n",
+      "[CV] C=10, gamma=0.0001 ..............................................\n",
+      "[CV] ..... C=10, gamma=0.0001, score=0.5396825396825397, total= 1.1min\n",
+      "[CV] C=10, gamma=0.0001 ..............................................\n",
+      "[CV] ..... C=10, gamma=0.0001, score=0.5555555555555556, total=  44.8s\n",
+      "[CV] C=10, gamma=0.0001 ..............................................\n",
+      "[CV] ..... C=10, gamma=0.0001, score=0.5932539682539683, total= 1.5min\n",
+      "[CV] C=10, gamma=0.001 ...............................................\n",
+      "[CV] ...... C=10, gamma=0.001, score=0.5396825396825397, total=  59.8s\n",
+      "[CV] C=10, gamma=0.001 ...............................................\n",
+      "[CV] ...... C=10, gamma=0.001, score=0.5555555555555556, total=  39.5s\n",
+      "[CV] C=10, gamma=0.001 ...............................................\n",
+      "[CV] ...... C=10, gamma=0.001, score=0.5932539682539683, total= 1.5min\n",
+      "[CV] C=10, gamma=0.01 ................................................\n",
+      "[CV] ....... C=10, gamma=0.01, score=0.5396825396825397, total=  59.2s\n",
+      "[CV] C=10, gamma=0.01 ................................................\n",
+      "[CV] ....... C=10, gamma=0.01, score=0.5555555555555556, total=  38.9s\n",
+      "[CV] C=10, gamma=0.01 ................................................\n",
+      "[CV] ....... C=10, gamma=0.01, score=0.5932539682539683, total= 1.5min\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=1)]: Done  27 out of  27 | elapsed: 25.5min finished\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv='warn', error_score='raise-deprecating',\n",
+       "       estimator=SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
+       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
+       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
+       "  shrinking=True, tol=0.001, verbose=False),\n",
+       "       fit_params=None, iid='warn', n_jobs=None,\n",
+       "       param_grid={'C': [1, 5, 10], 'gamma': [0.0001, 0.001, 0.01]},\n",
+       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
+       "       scoring=None, verbose=3)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid2.fit(X_train, y_train)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'C': 5, 'gamma': 0.0001}\n",
+      "0.5734126984126984\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grid2.best_params_)\n",
+    "print(grid2.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Make predictions with the hypertuned model\n",
+    "predictions = grid2.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "        Like       0.55      0.44      0.49       250\n",
+      "     Dislike       0.54      0.65      0.59       255\n",
+      "\n",
+      "   micro avg       0.55      0.55      0.55       505\n",
+      "   macro avg       0.55      0.55      0.54       505\n",
+      "weighted avg       0.55      0.55      0.54       505\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, predictions,\n",
+    "                            target_names=target_names))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "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": "3.6.7"
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Music_ML-SVM.ipynb b/Music_ML-SVM.ipynb
new file mode 100644
index 0000000..30a3775
--- /dev/null
+++ b/Music_ML-SVM.ipynb
@@ -0,0 +1,875 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Read the CSV "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv('data.csv').drop(columns='Unnamed: 0')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "      <th>target</th>\n",
+       "      <th>song_title</th>\n",
+       "      <th>artist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0102</td>\n",
+       "      <td>0.833</td>\n",
+       "      <td>204600</td>\n",
+       "      <td>0.434</td>\n",
+       "      <td>0.021900</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1650</td>\n",
+       "      <td>-8.795</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.4310</td>\n",
+       "      <td>150.062</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.286</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Mask Off</td>\n",
+       "      <td>Future</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.1990</td>\n",
+       "      <td>0.743</td>\n",
+       "      <td>326933</td>\n",
+       "      <td>0.359</td>\n",
+       "      <td>0.006110</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.1370</td>\n",
+       "      <td>-10.401</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0794</td>\n",
+       "      <td>160.083</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.588</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Redbone</td>\n",
+       "      <td>Childish Gambino</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0344</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>185707</td>\n",
+       "      <td>0.412</td>\n",
+       "      <td>0.000234</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.1590</td>\n",
+       "      <td>-7.148</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.2890</td>\n",
+       "      <td>75.044</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.173</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Xanny Family</td>\n",
+       "      <td>Future</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.6040</td>\n",
+       "      <td>0.494</td>\n",
+       "      <td>199413</td>\n",
+       "      <td>0.338</td>\n",
+       "      <td>0.510000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0922</td>\n",
+       "      <td>-15.236</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0261</td>\n",
+       "      <td>86.468</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.230</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Master Of None</td>\n",
+       "      <td>Beach House</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.1800</td>\n",
+       "      <td>0.678</td>\n",
+       "      <td>392893</td>\n",
+       "      <td>0.561</td>\n",
+       "      <td>0.512000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.4390</td>\n",
+       "      <td>-11.648</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0694</td>\n",
+       "      <td>174.004</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.904</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Parallel Lines</td>\n",
+       "      <td>Junior Boys</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   acousticness  danceability  duration_ms  energy  instrumentalness  key  \\\n",
+       "0        0.0102         0.833       204600   0.434          0.021900    2   \n",
+       "1        0.1990         0.743       326933   0.359          0.006110    1   \n",
+       "2        0.0344         0.838       185707   0.412          0.000234    2   \n",
+       "3        0.6040         0.494       199413   0.338          0.510000    5   \n",
+       "4        0.1800         0.678       392893   0.561          0.512000    5   \n",
+       "\n",
+       "   liveness  loudness  mode  speechiness    tempo  time_signature  valence  \\\n",
+       "0    0.1650    -8.795     1       0.4310  150.062             4.0    0.286   \n",
+       "1    0.1370   -10.401     1       0.0794  160.083             4.0    0.588   \n",
+       "2    0.1590    -7.148     1       0.2890   75.044             4.0    0.173   \n",
+       "3    0.0922   -15.236     1       0.0261   86.468             4.0    0.230   \n",
+       "4    0.4390   -11.648     0       0.0694  174.004             4.0    0.904   \n",
+       "\n",
+       "   target      song_title            artist  \n",
+       "0       1        Mask Off            Future  \n",
+       "1       1         Redbone  Childish Gambino  \n",
+       "2       1    Xanny Family            Future  \n",
+       "3       1  Master Of None       Beach House  \n",
+       "4       1  Parallel Lines       Junior Boys  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "target = data['target']\n",
+    "target_names = ['Like', 'Dislike']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Create a Train Test Split\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "y = data[\"target\"]\n",
+    "X = data.drop(columns=[\"target\", \"song_title\", \"artist\"])\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1, stratify=y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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>acousticness</th>\n",
+       "      <th>danceability</th>\n",
+       "      <th>duration_ms</th>\n",
+       "      <th>energy</th>\n",
+       "      <th>instrumentalness</th>\n",
+       "      <th>key</th>\n",
+       "      <th>liveness</th>\n",
+       "      <th>loudness</th>\n",
+       "      <th>mode</th>\n",
+       "      <th>speechiness</th>\n",
+       "      <th>tempo</th>\n",
+       "      <th>time_signature</th>\n",
+       "      <th>valence</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>0.058500</td>\n",
+       "      <td>0.552</td>\n",
+       "      <td>283636</td>\n",
+       "      <td>0.878</td>\n",
+       "      <td>0.892000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0746</td>\n",
+       "      <td>-5.767</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0353</td>\n",
+       "      <td>176.057</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>0.000546</td>\n",
+       "      <td>0.597</td>\n",
+       "      <td>279240</td>\n",
+       "      <td>0.444</td>\n",
+       "      <td>0.051000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.3350</td>\n",
+       "      <td>-8.390</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0300</td>\n",
+       "      <td>120.074</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>560</th>\n",
+       "      <td>0.074000</td>\n",
+       "      <td>0.912</td>\n",
+       "      <td>400751</td>\n",
+       "      <td>0.781</td>\n",
+       "      <td>0.762000</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.3480</td>\n",
+       "      <td>-7.018</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0444</td>\n",
+       "      <td>119.978</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.891</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1205</th>\n",
+       "      <td>0.074600</td>\n",
+       "      <td>0.755</td>\n",
+       "      <td>199693</td>\n",
+       "      <td>0.832</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.2910</td>\n",
+       "      <td>-2.741</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.1160</td>\n",
+       "      <td>120.032</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>378</th>\n",
+       "      <td>0.007570</td>\n",
+       "      <td>0.393</td>\n",
+       "      <td>261187</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>0.145000</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.2230</td>\n",
+       "      <td>-3.815</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0985</td>\n",
+       "      <td>142.019</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.474</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      acousticness  danceability  duration_ms  energy  instrumentalness  key  \\\n",
+       "186       0.058500         0.552       283636   0.878          0.892000    1   \n",
+       "66        0.000546         0.597       279240   0.444          0.051000    2   \n",
+       "560       0.074000         0.912       400751   0.781          0.762000    7   \n",
+       "1205      0.074600         0.755       199693   0.832          0.000001    2   \n",
+       "378       0.007570         0.393       261187   0.838          0.145000    9   \n",
+       "\n",
+       "      liveness  loudness  mode  speechiness    tempo  time_signature  valence  \n",
+       "186     0.0746    -5.767     1       0.0353  176.057             4.0    0.603  \n",
+       "66      0.3350    -8.390     0       0.0300  120.074             4.0    0.361  \n",
+       "560     0.3480    -7.018     0       0.0444  119.978             4.0    0.891  \n",
+       "1205    0.2910    -2.741     0       0.1160  120.032             4.0    0.719  \n",
+       "378     0.2230    -3.815     1       0.0985  142.019             4.0    0.474  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pre-Processing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\preprocessing\\data.py:323: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by MinMaxScaler.\n",
+      "  return self.partial_fit(X, y)\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "X_scaler = MinMaxScaler().fit(X_train)\n",
+    "\n",
+    "X_train_scaled = X_scaler.transform(X_train)\n",
+    "X_test_scaled = X_scaler.transform(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[5.87912834e-02, 5.11904762e-01, 3.20887665e-01, ...,\n",
+       "        7.47632266e-01, 5.00000000e-01, 5.93606352e-01],\n",
+       "       [5.45891005e-04, 5.65476190e-01, 3.15616164e-01, ...,\n",
+       "        4.21147476e-01, 5.00000000e-01, 3.40785625e-01],\n",
+       "       [7.43692173e-02, 9.40476190e-01, 4.61327133e-01, ...,\n",
+       "        4.20587618e-01, 5.00000000e-01, 8.94483911e-01],\n",
+       "       ...,\n",
+       "       [3.93942431e-02, 5.33333333e-01, 4.66677779e-01, ...,\n",
+       "        4.62664458e-01, 5.00000000e-01, 4.38779774e-03],\n",
+       "       [9.02675943e-04, 7.70238095e-01, 2.38934763e-01, ...,\n",
+       "        5.14148082e-01, 5.00000000e-01, 3.01086502e-01],\n",
+       "       [9.73586698e-03, 5.55952381e-01, 3.68666943e-01, ...,\n",
+       "        5.37527993e-01, 5.00000000e-01, 3.79440033e-01]])"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train_scaled"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Train the Support Vector Machine"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
+       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
+       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
+       "  shrinking=True, tol=0.001, verbose=False)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Support vector machine linear classifier\n",
+    "from sklearn.svm import SVC \n",
+    "model2 = SVC(kernel='linear')\n",
+    "model2.fit(X_train_scaled, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Training Data Score: 0.6620370370370371\n",
+      "Testing Data Score: 0.6455445544554456\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Training Data Score: {model2.score(X_train_scaled, y_train)}\")\n",
+    "print(f\"Testing Data Score: {model2.score(X_test_scaled, y_test)}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Hyperparameter Tuning\n",
+    "\n",
+    "Use `GridSearchCV` to tune the `C` and `gamma` parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV\n",
+    "param_grid = {'C': [1, 5, 10],\n",
+    "              'gamma': [0.0001, 0.001, 0.01]}\n",
+    "grid2 = GridSearchCV(model2, param_grid, verbose=3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\model_selection\\_split.py:2053: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
+      "  warnings.warn(CV_WARNING, FutureWarning)\n",
+      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
+      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    0.0s remaining:    0.0s\n",
+      "[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    0.0s remaining:    0.0s\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 3 folds for each of 9 candidates, totalling 27 fits\n",
+      "[CV] C=1, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=1, gamma=0.0001, score=0.6488095238095238, total=   0.0s\n",
+      "[CV] C=1, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=1, gamma=0.0001, score=0.6388888888888888, total=   0.0s\n",
+      "[CV] C=1, gamma=0.0001 ...............................................\n",
+      "[CV] ....... C=1, gamma=0.0001, score=0.626984126984127, total=   0.0s\n",
+      "[CV] C=1, gamma=0.001 ................................................\n",
+      "[CV] ....... C=1, gamma=0.001, score=0.6488095238095238, total=   0.0s\n",
+      "[CV] C=1, gamma=0.001 ................................................\n",
+      "[CV] ....... C=1, gamma=0.001, score=0.6388888888888888, total=   0.0s\n",
+      "[CV] C=1, gamma=0.001 ................................................\n",
+      "[CV] ........ C=1, gamma=0.001, score=0.626984126984127, total=   0.0s\n",
+      "[CV] C=1, gamma=0.01 .................................................\n",
+      "[CV] ........ C=1, gamma=0.01, score=0.6488095238095238, total=   0.0s\n",
+      "[CV] C=1, gamma=0.01 .................................................\n",
+      "[CV] ........ C=1, gamma=0.01, score=0.6388888888888888, total=   0.0s\n",
+      "[CV] C=1, gamma=0.01 .................................................\n",
+      "[CV] ......... C=1, gamma=0.01, score=0.626984126984127, total=   0.0s\n",
+      "[CV] C=5, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=5, gamma=0.0001, score=0.6547619047619048, total=   0.0s\n",
+      "[CV] C=5, gamma=0.0001 ...............................................\n",
+      "[CV] ...... C=5, gamma=0.0001, score=0.6448412698412699, total=   0.0s\n",
+      "[CV] C=5, gamma=0.0001 ...............................................\n",
+      "[CV] ................... C=5, gamma=0.0001, score=0.625, total=   0.0s\n",
+      "[CV] C=5, gamma=0.001 ................................................\n",
+      "[CV] ....... C=5, gamma=0.001, score=0.6547619047619048, total=   0.0s\n",
+      "[CV] C=5, gamma=0.001 ................................................\n",
+      "[CV] ....... C=5, gamma=0.001, score=0.6448412698412699, total=   0.0s\n",
+      "[CV] C=5, gamma=0.001 ................................................\n",
+      "[CV] .................... C=5, gamma=0.001, score=0.625, total=   0.0s\n",
+      "[CV] C=5, gamma=0.01 .................................................\n",
+      "[CV] ........ C=5, gamma=0.01, score=0.6547619047619048, total=   0.0s\n",
+      "[CV] C=5, gamma=0.01 .................................................\n",
+      "[CV] ........ C=5, gamma=0.01, score=0.6448412698412699, total=   0.0s\n",
+      "[CV] C=5, gamma=0.01 .................................................\n",
+      "[CV] ..................... C=5, gamma=0.01, score=0.625, total=   0.0s\n",
+      "[CV] C=10, gamma=0.0001 ..............................................\n",
+      "[CV] ..... C=10, gamma=0.0001, score=0.6507936507936508, total=   0.0s\n",
+      "[CV] C=10, gamma=0.0001 ..............................................\n",
+      "[CV] ..... C=10, gamma=0.0001, score=0.6468253968253969, total=   0.0s\n",
+      "[CV] C=10, gamma=0.0001 ..............................................\n",
+      "[CV] ...... C=10, gamma=0.0001, score=0.626984126984127, total=   0.0s\n",
+      "[CV] C=10, gamma=0.001 ...............................................\n",
+      "[CV] ...... C=10, gamma=0.001, score=0.6507936507936508, total=   0.0s\n",
+      "[CV] C=10, gamma=0.001 ...............................................\n",
+      "[CV] ...... C=10, gamma=0.001, score=0.6468253968253969, total=   0.0s\n",
+      "[CV] C=10, gamma=0.001 ...............................................\n",
+      "[CV] ....... C=10, gamma=0.001, score=0.626984126984127, total=   0.0s\n",
+      "[CV] C=10, gamma=0.01 ................................................\n",
+      "[CV] ....... C=10, gamma=0.01, score=0.6507936507936508, total=   0.0s\n",
+      "[CV] C=10, gamma=0.01 ................................................\n",
+      "[CV] ....... C=10, gamma=0.01, score=0.6468253968253969, total=   0.0s\n",
+      "[CV] C=10, gamma=0.01 ................................................\n",
+      "[CV] ........ C=10, gamma=0.01, score=0.626984126984127, total=   0.0s\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Parallel(n_jobs=1)]: Done  27 out of  27 | elapsed:    2.0s finished\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "GridSearchCV(cv='warn', error_score='raise-deprecating',\n",
+       "       estimator=SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
+       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
+       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
+       "  shrinking=True, tol=0.001, verbose=False),\n",
+       "       fit_params=None, iid='warn', n_jobs=None,\n",
+       "       param_grid={'C': [1, 5, 10], 'gamma': [0.0001, 0.001, 0.01]},\n",
+       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
+       "       scoring=None, verbose=3)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "grid2.fit(X_train_scaled, y_train)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'C': 5, 'gamma': 0.0001}\n",
+      "0.6415343915343915\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(grid2.best_params_)\n",
+    "print(grid2.best_score_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],\n",
+       "      dtype=int64)"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Make predictions with the hypertuned model\n",
+    "predictions = grid2.predict(X_test)\n",
+    "predictions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "390     1\n",
+       "762     1\n",
+       "1603    0\n",
+       "996     1\n",
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+       "310     1\n",
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+       "488     1\n",
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+       "963     1\n",
+       "983     1\n",
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+       "1915    0\n",
+       "1149    0\n",
+       "952     1\n",
+       "815     1\n",
+       "956     1\n",
+       "147     1\n",
+       "       ..\n",
+       "1884    0\n",
+       "357     1\n",
+       "1498    0\n",
+       "682     1\n",
+       "452     1\n",
+       "1653    0\n",
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+       "1196    0\n",
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+       "974     1\n",
+       "2010    0\n",
+       "1949    0\n",
+       "1966    0\n",
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+       "131     1\n",
+       "1586    0\n",
+       "274     1\n",
+       "1283    0\n",
+       "576     1\n",
+       "436     1\n",
+       "1871    0\n",
+       "85      1\n",
+       "121     1\n",
+       "1254    0\n",
+       "1749    0\n",
+       "99      1\n",
+       "1092    0\n",
+       "Name: target, Length: 505, dtype: int64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "        Like       0.00      0.00      0.00       250\n",
+      "     Dislike       0.50      1.00      0.67       255\n",
+      "\n",
+      "   micro avg       0.50      0.50      0.50       505\n",
+      "   macro avg       0.25      0.50      0.34       505\n",
+      "weighted avg       0.25      0.50      0.34       505\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\quint\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\metrics\\classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
+      "  'precision', 'predicted', average, warn_for)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate classification report\n",
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y_test, predictions,\n",
+    "                            target_names=target_names))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# like precision is zero\n",
+    "# do we need to use one-hot encoding? don't we already have that in our data set?\n",
+    "# are we covered for criteria?\n",
+    "# change team name?"
+   ]
+  }
+ ],
+ "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": "3.6.7"
+  },
+  "varInspector": {
+   "cols": {
+    "lenName": 16,
+    "lenType": 16,
+    "lenVar": 40
+   },
+   "kernels_config": {
+    "python": {
+     "delete_cmd_postfix": "",
+     "delete_cmd_prefix": "del ",
+     "library": "var_list.py",
+     "varRefreshCmd": "print(var_dic_list())"
+    },
+    "r": {
+     "delete_cmd_postfix": ") ",
+     "delete_cmd_prefix": "rm(",
+     "library": "var_list.r",
+     "varRefreshCmd": "cat(var_dic_list()) "
+    }
+   },
+   "types_to_exclude": [
+    "module",
+    "function",
+    "builtin_function_or_method",
+    "instance",
+    "_Feature"
+   ],
+   "window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/README.md b/README.md
index aa697f9..8507204 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,28 @@
-# SpotiPy
-Machine Learning experimentation with Spotify's API using Kaggle Spotify dataset
+# SpotiPy 
+Machine Learning experimentation in Python with Spotify's API.
+
+*Project conducted for final assessment in the University of Denver Coding Boot Camp*
+
+![Spotify](https://github.com/RyanSchraeder/SpotiPy/blob/master/Images/Spotify_Icon_RGB_Green_edited.jpg "Spotify")
+
+
+Group Members: 
+- Ryan Schraeder
+- Shirley Quintana 
+
+> In this explorative data analysis, team SpotiPy trained decision-based models to determine song likeability from user sentiment in relation to song attributes
+
+Data Source:
+https://www.kaggle.com/geomack/spotifyclassification
+
+- Data collected from Spotify's Developer API (2017) 
+
+### [Spotify API Song Attributes](https://developer.spotify.com/documentation/web-api/reference/tracks/get-audio-features/ "Spotify API Song Features")
+
+*Back to Repo Home* [here](https://github.com/RyanSchraeder/SpotiPy/)
+
+
+
+### Copyright
+
+Coding Boot Camp © 2018. All Rights Reserved.
diff --git a/Visualization.ipynb b/Visualization.ipynb
deleted file mode 100644
index 2fd6442..0000000
--- a/Visualization.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/data.csv b/data.csv
new file mode 100644
index 0000000..1f57fb5
--- /dev/null
+++ b/data.csv
@@ -0,0 +1,2018 @@
+,acousticness,danceability,duration_ms,energy,instrumentalness,key,liveness,loudness,mode,speechiness,tempo,time_signature,valence,target,song_title,artist
+0,0.0102,0.833,204600,0.434,0.0219,2,0.165,-8.795,1,0.431,150.062,4.0,0.286,1,Mask Off,Future
+1,0.199,0.743,326933,0.359,0.00611,1,0.137,-10.401,1,0.0794,160.083,4.0,0.588,1,Redbone,Childish Gambino
+2,0.0344,0.838,185707,0.412,0.000234,2,0.159,-7.148,1,0.289,75.044,4.0,0.173,1,Xanny Family,Future
+3,0.604,0.494,199413,0.338,0.51,5,0.0922,-15.236,1,0.0261,86.468,4.0,0.23,1,Master Of None,Beach House
+4,0.18,0.678,392893,0.561,0.512,5,0.439,-11.648,0,0.0694,174.004,4.0,0.904,1,Parallel Lines,Junior Boys
+5,0.00479,0.804,251333,0.56,0.0,8,0.164,-6.682,1,0.185,85.023,4.0,0.264,1,Sneakin’,Drake
+6,0.0145,0.739,241400,0.472,7.27e-06,1,0.207,-11.204,1,0.156,80.03,4.0,0.308,1,Childs Play,Drake
+7,0.0202,0.266,349667,0.348,0.664,10,0.16,-11.609,0,0.0371,144.154,4.0,0.393,1,Gyöngyhajú lány,Omega
+8,0.0481,0.603,202853,0.944,0.0,11,0.342,-3.626,0,0.347,130.035,4.0,0.398,1,I've Seen Footage,Death Grips
+9,0.00208,0.836,226840,0.603,0.0,7,0.571,-7.792,1,0.237,99.994,4.0,0.386,1,Digital Animal,Honey Claws
+10,0.0572,0.525,358187,0.855,0.0143,5,0.649,-7.372,0,0.0548,111.951,3.0,0.524,1,Subways - In Flagranti Extended Edit,The Avalanches
+11,0.0915,0.753,324880,0.748,0.00348,10,0.212,-8.62,1,0.0494,104.322,4.0,0.642,1,Donme Dolap - Baris K Edit,Modern Folk Üçlüsü
+12,0.253,0.603,356973,0.434,0.0619,0,0.108,-11.062,1,0.0342,127.681,4.0,0.381,1,Cemalim,Erkin Koray
+13,0.366,0.762,243270,0.476,0.0,0,0.103,-12.686,1,0.114,130.007,4.0,0.367,1,One Night,Lil Yachty
+14,0.44,0.662,247288,0.603,0.0,9,0.0972,-8.317,0,0.0793,125.011,4.0,0.351,1,Oh lala,PNL
+15,0.019,0.637,188333,0.832,0.0563,6,0.316,-6.637,1,0.163,99.988,4.0,0.317,1,Char,Crystal Castles
+16,0.0239,0.603,270827,0.955,0.0451,1,0.119,-4.111,1,0.0458,123.922,4.0,0.773,1,World In Motion,New Order
+17,0.233,0.789,447907,0.659,0.00049,4,0.184,-12.654,0,0.0429,122.415,4.0,0.842,1,One Nation Under a Groove,Funkadelic
+18,0.314,0.713,195429,0.611,0.0,1,0.117,-6.702,0,0.241,140.061,4.0,0.783,1,Bouncin,Chief Keef
+19,0.0242,0.735,214347,0.759,0.185,1,0.0966,-6.914,0,0.0449,109.982,4.0,0.763,1,C O O L - Radio Edit,Le Youth
+20,0.000702,0.854,249253,0.719,0.308,10,0.428,-9.335,0,0.0655,128.049,4.0,0.471,1,Percolator (Jamie Jones Vault Mix) - mixed,Cajmere
+21,0.00024,0.747,307680,0.74,0.369,1,0.0995,-4.134,1,0.0323,130.031,4.0,0.77,1,House of Jealous Lovers,The Rapture
+22,0.118,0.854,287086,0.401,0.0,9,0.527,-8.553,1,0.395,139.922,4.0,0.441,1,Imma Ride,Young Thug
+23,0.000596,0.224,132760,0.925,1.35e-06,11,0.0663,-1.71,0,0.0834,138.022,4.0,0.364,1,Girlfriend,Ty Segall
+24,0.279,0.512,203400,0.564,1.54e-05,10,0.133,-5.892,1,0.0316,94.498,4.0,0.401,1,If I Gave You My Love,Myron & E
+25,0.00219,0.781,205160,0.795,0.269,7,0.0673,-6.758,1,0.036,109.977,4.0,0.795,1,This Ready Flesh,TR/ST
+26,0.341,0.411,199500,0.684,1.42e-06,11,0.198,-6.889,0,0.383,110.016,4.0,0.598,1,Lose My Mind,A-Trak
+27,0.018,0.646,188333,0.837,0.0403,6,0.316,-6.615,1,0.134,100.04,4.0,0.32,1,Char,Crystal Castles
+28,0.0516,0.782,228562,0.572,0.0,4,0.33,-7.467,0,0.0385,120.021,4.0,0.237,1,Look Alive,Rae Sremmurd
+29,0.282,0.735,186096,0.4,0.125,1,0.0811,-12.766,1,0.102,129.004,4.0,0.326,1,Please Stop Making Fake Versace,Father
+30,0.00791,0.45,220934,0.449,0.0,2,0.173,-12.037,1,0.156,135.45,4.0,0.137,1,Milly Rock,2milly
+31,0.0219,0.897,285240,0.642,1.31e-06,2,0.159,-8.828,1,0.0534,127.984,4.0,0.27,1,Blasé (feat. Future & Rae Sremmurd),Ty Dolla $ign
+32,0.0358,0.959,213000,0.598,0.0,8,0.358,-5.534,1,0.0713,127.029,4.0,0.424,1,Best Friend,Young Thug
+33,0.0324,0.742,280831,0.559,0.0,5,0.0987,-5.876,1,0.141,146.923,4.0,0.429,1,Hercules,Young Thug
+34,0.118,0.805,232880,0.687,0.0,9,0.0842,-7.771,1,0.0458,119.999,4.0,0.683,1,Who Be Lovin Me (feat. ILOVEMAKONNEN),Santigold
+35,0.0428,0.667,230693,0.581,0.0,0,0.183,-5.164,0,0.323,110.953,4.0,0.372,1,Check,Young Thug
+36,0.297,0.722,175613,0.823,0.0,7,0.489,-3.916,1,0.081,148.23,4.0,0.855,1,Poppin' My Collar,Three 6 Mafia
+37,0.0565,0.853,205879,0.547,0.0,1,0.341,-7.535,1,0.194,142.065,4.0,0.677,1,Jumpman,Drake
+38,0.0128,0.747,213507,0.705,0.0,9,0.126,-5.137,0,0.126,136.024,4.0,0.571,1,7/11,Beyoncé
+39,0.135,0.777,237187,0.591,5.5e-05,1,0.126,-7.431,0,0.0327,124.111,4.0,0.848,1,Somebody's Watching Me,Rockwell
+40,0.00041,0.731,324541,0.852,0.625,11,0.358,-6.08,1,0.0476,125.008,4.0,0.622,1,Bang That,Disclosure
+41,0.00356,0.76,186122,0.402,0.0,8,0.333,-8.751,1,0.164,147.028,4.0,0.069,1,I Don't Sell Molly No More,ILoveMakonnen
+42,0.00156,0.624,183000,0.792,1.54e-06,10,0.0772,-5.33,0,0.0473,139.94,4.0,0.318,1,Versace Python,Riff Raff
+43,0.00243,0.621,378893,0.683,0.00856,11,0.525,-5.619,0,0.242,124.283,5.0,0.0891,1,Monster,Kanye West
+44,0.533,0.64,234526,0.819,0.0,7,0.156,-4.108,1,0.455,166.012,4.0,0.624,1,OOOUUU,Young M.A.
+45,0.00631,0.715,213093,0.833,0.0,2,0.164,-5.379,1,0.108,95.487,4.0,0.607,1,Return Of The Mack - C & J Street Mix,Mark Morrison
+46,0.00182,0.7,386160,0.756,0.711,2,0.0575,-10.714,1,0.0575,114.28,4.0,0.947,1,Fantastic Man,William Onyeabor
+47,0.0923,0.789,175240,0.494,0.000408,1,0.144,-13.702,1,0.0456,104.593,4.0,0.832,1,Right Place Wrong Time,Dr. John
+48,0.375,0.796,252547,0.86,0.00457,5,0.0745,-6.202,0,0.0653,129.008,3.0,0.973,1,Azon de ma gnin kpevi,T. P. Orchestre Poly-Rythmo
+49,0.183,0.716,576888,0.957,0.058,3,0.182,-4.814,1,0.0689,106.714,4.0,0.93,1,Odofo Nyi Akyiri Biara,Ebo Taylor
+50,0.0185,0.74,241341,0.846,0.0624,2,0.254,-6.039,1,0.0808,95.995,4.0,0.852,1,Annie,Neon Indian
+51,0.0638,0.7,224480,0.84,0.112,7,0.141,-6.227,0,0.0292,132.475,4.0,0.745,1,The Chase,Future Islands
+52,0.456,0.514,215613,0.453,0.000181,6,0.178,-7.062,1,0.0267,75.548,4.0,0.532,1,Coming Home,Leon Bridges
+53,0.128,0.313,286960,0.77,0.0787,7,0.0873,-7.265,1,0.0335,74.749,4.0,0.186,1,Wishes,Beach House
+54,0.246,0.676,254769,0.528,0.0,7,0.0803,-8.699,1,0.0366,130.073,4.0,0.301,1,White Iverson,Post Malone
+55,0.12,0.532,213622,0.596,0.0,11,0.504,-9.912,0,0.187,119.296,5.0,0.486,1,I Know There's Gonna Be (Good Times),Jamie xx
+56,0.00426,0.646,283067,0.629,0.277,8,0.122,-10.775,0,0.0427,109.013,4.0,0.176,1,Loud Places,Jamie xx
+57,0.193,0.598,238307,0.252,0.138,2,0.0992,-15.086,1,0.0647,120.06,4.0,0.0359,1,L$D,A$AP Rocky
+58,0.0174,0.754,113373,0.442,9.4e-05,5,0.0622,-8.873,0,0.127,148.04,4.0,0.599,1,Dopeman,Vince Staples
+59,0.000392,0.294,311360,0.786,0.865,2,0.272,-3.626,1,0.0378,81.108,4.0,0.136,1,California Nights,Best Coast
+60,0.435,0.622,287427,0.253,0.471,2,0.0941,-14.36,1,0.0331,92.584,4.0,0.328,1,Baby,Ariel Pink's Haunted Graffiti
+61,0.257,0.559,225347,0.656,0.000171,9,0.2,-8.699,0,0.0469,79.638,4.0,0.671,1,Ain't No Love In The Heart Of The City - Single Version,"Bobby ""Blue"" Bland"
+62,0.000145,0.54,293646,0.945,0.753,9,0.667,-6.64,1,0.0406,92.995,4.0,0.87,1,Fail to Cry,Yacht Club
+63,0.273,0.793,232251,0.7,0.0,0,0.174,-6.641,0,0.0572,140.058,4.0,0.887,1,Evil Friends (feat. Danny Brown) - Jake One Remix,Portugal. The Man
+64,0.374,0.549,223720,0.715,3.5e-06,1,0.17,-11.164,1,0.0633,82.118,4.0,0.785,1,Ikimiz Bir Fidaniz - Baris K Edit,Umit Aksu Orkestrasi
+65,0.00266,0.557,186397,0.607,0.771,0,0.33,-10.088,1,0.0578,73.061,4.0,0.259,1,Sentimental Trash,Sweet Valley
+66,0.000546,0.597,279240,0.444,0.051,2,0.335,-8.39,0,0.03,120.074,4.0,0.361,1,Get Away,CHVRCHES
+67,0.00781,0.879,213786,0.512,1.45e-05,0,0.134,-7.83,1,0.0775,127.95,4.0,0.277,1,Look At Wrist,Father
+68,0.125,0.726,334173,0.497,0.89,10,0.104,-10.742,0,0.0433,125.004,4.0,0.472,1,Our Love,Caribou
+69,0.00158,0.857,134062,0.831,0.0,2,0.154,-4.664,1,0.0995,106.059,4.0,0.251,1,I Ain't Trippin off Nothin,Ezale
+70,0.0132,0.807,330920,0.778,0.666,0,0.109,-5.485,1,0.0399,120.001,4.0,0.797,1,They Don't Know - Original Mix,Disciples
+71,0.783,0.596,196627,0.639,0.569,0,0.331,-6.546,1,0.03,124.012,4.0,0.197,1,Sabali,Amadou & Mariam
+72,0.518,0.683,155133,0.708,2.08e-05,4,0.175,-6.852,0,0.0289,106.446,4.0,0.967,1,Spooky,Dusty Springfield
+73,0.0548,0.768,239908,0.853,0.13,10,0.0188,-5.915,0,0.0427,107.234,4.0,0.887,1,Pick Up The Pieces,Average White Band
+74,0.727,0.506,160400,0.948,0.0,10,0.0904,-5.626,1,0.105,130.195,4.0,0.936,1,Have Love Will Travel,The Sonics
+75,0.000313,0.457,293533,0.918,0.000215,11,0.769,-5.295,0,0.0471,105.018,4.0,0.297,1,Capitol,TR/ST
+76,0.34,0.468,386760,0.58,0.821,7,0.0737,-8.131,1,0.0278,76.27,4.0,0.324,1,Uncast Shadow Of A Southern Myth,Parquet Courts
+77,0.47,0.537,232453,0.447,1.86e-05,9,0.0519,-8.261,1,0.0289,84.362,3.0,0.549,1,I Shall Be Released - Remastered,Nina Simone
+78,0.855,0.515,378253,0.217,0.463,3,0.598,-13.382,0,0.0351,80.015,4.0,0.194,1,Words I Don't Remember,How To Dress Well
+79,0.00502,0.429,196933,0.725,1.54e-05,2,0.266,-6.156,1,0.0371,82.925,4.0,0.174,1,To The Top,Twin Shadow
+80,0.555,0.791,187210,0.58,0.00155,8,0.116,-8.377,1,0.0588,81.678,4.0,0.733,1,Them Changes (feat. Flying Lotus & Kamasi Washington),Thundercat
+81,0.186,0.711,221350,0.705,0.0,10,0.148,-6.248,0,0.252,144.053,4.0,0.403,1,Aquafina (feat. GoldLink & Chaz French),Falcons
+82,0.0249,0.683,201049,0.824,0.627,1,0.0533,-8.569,0,0.222,154.008,4.0,0.921,1,Hot Blur,How Sad
+83,0.0108,0.309,257867,0.325,0.854,6,0.0742,-16.4,0,0.0366,175.88,4.0,0.46,1,Summer Madness,Kool & The Gang
+84,0.193,0.867,460400,0.733,0.000219,10,0.749,-7.54,0,0.237,97.835,4.0,0.761,1,The Payback,James Brown
+85,0.0192,0.619,275533,0.734,0.263,5,0.0771,-9.366,0,0.0343,106.034,4.0,0.853,1,I'm In Love,Fool's Gold
+86,0.00776,0.898,429897,0.5,0.292,1,0.0771,-11.089,1,0.0571,122.281,4.0,0.868,1,I Need You Tonight,Punkin Machine
+87,0.17,0.589,206240,0.745,0.000406,7,0.376,-8.109,1,0.076,99.407,4.0,0.76,1,Everybody Likes Something Good,Ify Jerry Crusade
+88,0.0221,0.606,234987,0.668,1.65e-05,5,0.0527,-9.168,0,0.0729,158.859,4.0,0.958,1,Dadje Von O Von Non,Gnonnas Pédro
+89,0.0397,0.786,302840,0.547,0.272,1,0.0378,-11.416,1,0.262,92.603,4.0,0.68,1,Sugah Daddy,D'Angelo
+90,0.0213,0.734,321933,0.548,0.0,11,0.512,-9.682,1,0.386,128.289,4.0,0.72,1,International Players Anthem,Swishahouse
+91,0.0454,0.812,268421,0.676,0.0,1,0.0929,-4.502,1,0.0491,114.047,4.0,0.399,1,Swerve,ILoveMakonnen
+92,0.00672,0.876,213246,0.606,1.06e-05,0,0.14,-5.471,1,0.0645,127.975,4.0,0.249,1,Look At Wrist,Father
+93,0.00488,0.601,467587,0.873,0.0365,1,0.113,-5.866,0,0.0448,124.997,4.0,0.566,1,Let It Happen,Tame Impala
+94,0.00419,0.748,213053,0.741,0.0,6,0.147,-3.103,1,0.0531,128.077,4.0,0.533,1,My Way (feat. Monty),Fetty Wap
+95,0.17,0.615,214150,0.814,0.0,9,0.218,-3.903,0,0.0677,144.005,4.0,0.601,1,Walk,Kwabs
+96,0.0604,0.799,333520,0.789,0.0,0,0.0338,-8.208,1,0.0396,116.081,4.0,0.833,1,The Magnificent Seven - Remastered,The Clash
+97,0.0571,0.398,247390,0.776,0.0172,9,0.303,-7.388,0,0.0374,110.815,4.0,0.689,1,NOBO,Tijuana Panthers
+98,0.716,0.685,427227,0.423,0.518,11,0.0765,-9.031,0,0.0475,138.034,4.0,0.649,1,The Gaudy Side of Town,Gayngs
+99,0.0151,0.706,299799,0.581,0.0,9,0.368,-6.492,1,0.055,134.009,4.0,0.463,1,U Mad,Vic Mensa
+100,0.228,0.63,315595,0.98,0.00661,1,0.487,-4.914,1,0.059,108.009,4.0,0.805,1,Slumlord,Neon Indian
+101,0.017,0.57,237480,0.736,5.74e-05,9,0.178,-5.822,1,0.0844,99.86,4.0,0.267,1,Leave A Trace,CHVRCHES
+102,0.247,0.525,292760,0.643,0.0,5,0.106,-6.874,0,0.816,199.727,4.0,0.943,1,Willing & Able,Disclosure
+103,0.123,0.698,236760,0.793,0.0,1,0.0805,-5.332,0,0.105,129.948,4.0,0.46,1,White Girl,Shy Glizzy
+104,0.00705,0.763,213375,0.773,0.032,0,0.772,-4.722,1,0.0533,130.025,4.0,0.347,1,Maneuvering,ILoveMakonnen
+105,0.181,0.511,160907,0.769,0.0,4,0.0921,-7.032,1,0.042,129.657,4.0,0.814,1,Be My Baby,The Ronettes
+106,0.378,0.506,159253,0.813,0.0293,4,0.276,-5.78,1,0.0392,108.212,4.0,0.855,1,Why Don't They Let Us Fall in Love,The Ronettes
+107,0.677,0.513,162040,0.494,6.43e-05,0,0.143,-5.072,1,0.0315,135.894,4.0,0.521,1,Will You Love Me Tomorrow,The Shirelles
+108,0.488,0.251,126827,0.868,7.34e-06,1,0.818,-2.685,1,0.128,177.125,4.0,0.587,1,One Fine Day,The Chiffons
+109,0.487,0.559,111270,0.633,0.0,7,0.164,-3.265,1,0.0329,72.496,4.0,0.842,1,He's So Fine - 2000 Digital Remaster,The Chiffons
+110,0.7,0.431,158685,0.678,6.37e-06,4,0.199,-7.945,1,0.0365,135.919,4.0,0.632,1,Then He Kissed Me,The Crystals
+111,0.403,0.683,142333,0.71,0.0,9,0.086,-7.445,1,0.114,128.181,4.0,0.93,1,It's My Party,Lesley Gore
+112,0.656,0.78,149440,0.599,0.0,2,0.129,-10.251,1,0.0329,121.198,4.0,0.967,1,Please Mr. Postman,The Marvelettes
+113,0.00904,0.614,196352,0.907,0.000131,4,0.36,-2.536,0,0.143,122.906,4.0,0.354,1,Fiesta - Remix,Bomba Estéreo
+114,0.141,0.661,196615,0.531,0.0,7,0.136,-10.113,0,0.548,93.287,5.0,0.657,1,Queen's Speech 4,Lady Leshurr
+115,0.119,0.564,213622,0.594,0.0,11,0.536,-9.912,0,0.155,89.394,4.0,0.489,1,I Know There's Gonna Be (Good Times),Jamie xx
+116,0.0659,0.751,202533,0.597,0.0,9,0.0881,-6.59,0,0.125,123.997,4.0,0.168,1,With That (feat. Duke),Young Thug
+117,0.00257,0.896,267024,0.623,0.000258,2,0.039,-8.008,1,0.0571,134.962,4.0,0.564,1,Hotline Bling,Drake
+118,0.00256,0.618,196693,0.717,0.0,7,0.625,-5.738,1,0.318,190.05,4.0,0.601,1,679 (feat. Remy Boyz),Fetty Wap
+119,0.0244,0.746,222093,0.873,0.0,7,0.354,-3.803,1,0.128,148.075,4.0,0.808,1,Trap Queen,Fetty Wap
+120,0.013,0.888,200080,0.483,4.85e-06,6,0.0926,-7.797,1,0.154,125.008,4.0,0.221,1,No Type,Rae Sremmurd
+121,0.0127,0.443,318750,0.645,0.952,6,0.122,-6.24,1,0.0515,128.044,4.0,0.138,1,Chasing Heaven,Bassnectar
+122,0.00943,0.507,282273,0.934,0.0018,8,0.222,-2.325,0,0.188,175.954,4.0,0.472,1,Speakerbox (feat. Lafa Taylor),Bassnectar
+123,0.000758,0.695,253773,0.912,0.000103,10,0.302,-3.331,0,0.193,160.043,4.0,0.612,1,Movin' Bass - GTA Remix,Rick Ross
+124,0.674,0.462,226333,0.449,0.000632,0,0.0993,-9.271,0,0.0916,209.686,4.0,0.748,1,Danger and Dread,Brown Bird
+125,0.0161,0.526,241440,0.712,0.0,11,0.179,-6.525,0,0.0356,105.009,4.0,0.299,1,Midnight City,M83
+126,0.107,0.645,591707,0.924,0.0266,10,0.0982,-7.697,0,0.0569,90.852,4.0,0.886,1,Water No Get Enemy - Edit,Fela Kuti
+127,0.0134,0.405,592920,0.647,7.62e-05,5,0.819,-6.109,0,0.0482,131.952,4.0,0.204,1,Pyramids,Frank Ocean
+128,0.0219,0.735,269817,0.641,0.89,7,0.168,-6.177,0,0.0284,105.993,4.0,0.886,1,Hercules Theme,Hercules & Love Affair
+129,0.0452,0.746,238146,0.416,7.77e-05,11,0.12,-6.607,1,0.0482,132.036,4.0,0.216,1,Rewind,Kelela
+130,0.0551,0.547,251093,0.643,0.0,1,0.267,-8.904,1,0.227,143.064,4.0,0.187,1,My Sub (Pt. 2: The Jackin') - Album Version (Edited),Big K.R.I.T.
+131,0.0224,0.634,221960,0.609,0.0,6,0.099,-8.982,1,0.172,83.021,4.0,0.659,1,Kush,Lil Wayne
+132,0.244,0.607,253800,0.488,0.000177,8,0.113,-8.704,1,0.193,77.021,4.0,0.16,1,9,Willow
+133,0.0668,0.704,199246,0.647,1.93e-06,10,0.101,-7.874,0,0.171,92.002,4.0,0.694,1,Magnets,Disclosure
+134,7.19e-05,0.558,258187,0.642,0.00746,5,0.201,-5.206,0,0.0321,99.977,4.0,0.492,1,Don't Move,Phantogram
+135,0.0227,0.698,248053,0.804,0.0599,4,0.566,-6.616,1,0.111,92.001,4.0,0.786,1,Pussy,Brazilian Girls
+136,0.103,0.772,191160,0.582,6.61e-05,4,0.323,-5.96,0,0.309,172.03,4.0,0.564,1,Black Mags,The Cool Kids
+137,0.0956,0.788,238467,0.864,0.0,11,0.335,-5.767,1,0.0335,133.295,4.0,0.678,1,Stay Fly - Explicit Album Version,Three 6 Mafia
+138,0.00919,0.944,261973,0.839,0.0,11,0.0921,-4.141,1,0.108,136.019,4.0,0.891,1,Sippin On Some Syrup,Three 6 Mafia
+139,0.354,0.729,176880,0.795,0.0,7,0.536,-4.579,1,0.144,146.747,4.0,0.853,1,Poppin' My Collar - feat. Project Pat - Explicit,Three 6 Mafia
+140,0.00469,0.721,228933,0.621,0.0103,1,0.199,-4.378,1,0.306,159.967,4.0,0.578,1,Sittin' Sidewayz - feat. Big Pokey Explicit,Paul Wall
+141,0.00102,0.798,227587,0.751,3.22e-06,1,0.0271,-6.335,1,0.263,162.003,4.0,0.482,1,Gold and a Pager,The Cool Kids
+142,0.0512,0.851,224653,0.387,0.0,0,0.0996,-13.584,1,0.334,116.629,4.0,0.365,1,Smell Yo D*ck,Riskay
+143,0.0252,0.34,147467,0.805,0.0,7,0.138,-3.397,1,0.0387,167.922,4.0,0.654,1,Don'€™t Wanna Lose,Ex Hex
+144,0.221,0.767,194066,0.891,0.0723,4,0.0935,-6.426,1,0.0402,122.026,4.0,0.779,1,Endless Rhythm,Baio
+145,0.937,0.772,220093,0.635,0.018,0,0.0961,-8.412,1,0.0536,168.039,4.0,0.592,1,Demon,Shamir
+146,2.13e-05,0.259,350920,0.847,0.823,2,0.133,-6.298,1,0.0332,150.162,4.0,0.682,1,Nothing Ever Happened,Deerhunter
+147,0.284,0.633,226747,0.77,0.0,10,0.308,-6.954,0,0.327,149.97,4.0,0.324,1,Oh My Darling Don't Meow (Just Blaze Remix),Run The Jewels
+148,0.0962,0.654,252095,0.292,0.0031,2,0.106,-12.977,1,0.474,153.547,4.0,0.111,1,River,Ibeyi
+149,0.334,0.726,221787,0.583,0.00135,0,0.122,-6.434,0,0.23,140.943,4.0,0.48,1,The Buzz (feat. Mataya & Young Tapz),Hermitude
+150,0.0648,0.855,310907,0.638,0.0,9,0.162,-4.968,0,0.143,122.967,4.0,0.433,1,All Day,Kanye West
+151,0.185,0.704,282253,0.431,0.0972,8,0.249,-7.893,1,0.131,146.003,4.0,0.349,1,Blood On the Money,Future
+152,0.689,0.658,238560,0.179,0.0,8,0.17,-10.866,1,0.0448,128.128,4.0,0.197,1,River,Leon Bridges
+153,0.000472,0.502,244204,0.833,0.043,2,0.352,-4.982,1,0.0638,142.053,4.0,0.593,1,Trust Me Danny,ILoveMakonnen
+154,0.00157,0.79,217707,0.676,0.0,8,0.25,-6.432,0,0.271,132.002,4.0,0.314,1,Big Rings,Drake
+155,0.0233,0.738,242188,0.849,0.0317,2,0.309,-6.246,1,0.0822,95.987,4.0,0.863,1,Annie,Neon Indian
+156,0.00212,0.777,500550,0.739,0.868,9,0.109,-9.089,1,0.039,119.992,4.0,0.201,1,Acamar,Frankey
+157,0.0734,0.791,219333,0.779,0.0,7,0.0832,-5.972,1,0.235,110.037,4.0,0.581,1,Alright,Kendrick Lamar
+158,0.19,0.735,275840,0.41,0.0,11,0.341,-8.735,0,0.2,114.812,4.0,0.16,1,Know Yourself,Drake
+159,0.188,0.556,294360,0.582,0.911,6,0.229,-10.65,0,0.0357,131.023,4.0,0.516,1,Deicide,Crystal Castles
+160,0.461,0.427,206387,0.465,5.52e-05,6,0.154,-6.595,1,0.0291,112.137,3.0,0.462,1,Coming Home,Leon Bridges
+161,0.0111,0.563,176361,0.81,2.71e-05,8,0.142,-9.158,1,0.0372,99.996,4.0,0.767,1,Hercules Theme 2014,Hercules & Love Affair
+162,0.0496,0.753,256320,0.708,0.0123,6,0.0872,-7.217,0,0.223,115.004,4.0,0.445,1,Forever,Majid Jordan
+163,0.149,0.785,262979,0.764,0.813,4,0.201,-5.245,0,0.04,93.984,4.0,0.961,1,Next to You,Poolside
+164,0.0682,0.557,293910,0.608,0.0263,5,0.196,-7.657,0,0.0862,109.67,4.0,0.211,1,Papi Pacify,FKA twigs
+165,0.489,0.594,235693,0.42,0.00452,4,0.0833,-8.467,0,0.031,140.04,4.0,0.311,1,Magnolia,Young & Sick
+166,0.000259,0.644,237120,0.758,0.0708,5,0.0726,-7.859,1,0.0458,108.99,4.0,0.752,1,Dark Matter,Feathers
+167,0.217,0.704,185437,0.657,0.000118,10,0.0888,-7.172,0,0.35,150.058,4.0,0.804,1,Callie (feat. Vic Mensa),Donnie Trumpet
+168,0.0472,0.849,217693,0.408,0.0,6,0.101,-8.67,0,0.284,99.876,4.0,0.337,1,Wu-Tang Forever,Drake
+169,0.228,0.628,260947,0.568,0.0183,10,0.0906,-10.695,1,0.14,191.404,4.0,0.618,1,Fame (2007 Remastered),David Bowie
+170,0.00689,0.717,224933,0.862,0.0,8,0.321,-4.736,1,0.054,130.021,4.0,0.512,1,We Dem Boyz,Wiz Khalifa
+171,0.0109,0.584,243480,0.68,1.03e-06,9,0.129,-4.685,0,0.0524,104.89,4.0,0.326,1,Ego Free Sex Free,Autre Ne Veut
+172,0.0246,0.586,374133,0.806,0.000167,1,0.353,-9.542,1,0.0548,110.325,4.0,0.207,1,Her Fantasy,Matthew Dear
+173,0.00399,0.648,560600,0.85,0.294,1,0.35,-6.277,1,0.0439,112.014,4.0,0.559,1,Little People (Black City),Matthew Dear
+174,0.037,0.807,250130,0.785,0.000763,8,0.18,-7.928,1,0.148,124.051,4.0,0.421,1,Confess To Me,Disclosure
+175,0.0789,0.577,355881,0.941,0.207,10,0.342,-4.338,1,0.0422,99.995,4.0,0.381,1,Let Me Show You Love,Cut Copy
+176,0.141,0.5,256093,0.593,6.21e-06,1,0.0969,-4.34,1,0.0898,68.456,4.0,0.325,1,New Slaves,Kanye West
+177,0.108,0.804,336160,0.708,0.0636,10,0.0528,-5.099,0,0.0394,141.996,4.0,0.966,1,Sexy Socialite,Chromeo
+178,0.0108,0.787,273853,0.658,0.0152,8,0.13,-5.379,0,0.0324,110.983,4.0,0.867,1,Okay,Holy Ghost!
+179,0.0107,0.246,230230,0.784,5.71e-06,5,0.0825,-5.004,1,0.0529,153.027,4.0,0.189,1,Weight,Mikal Cronin
+180,0.0107,0.882,284027,0.743,0.00152,7,0.327,-6.972,1,0.141,123.97,4.0,0.678,1,When A Fire Starts To Burn,Disclosure
+181,0.0315,0.628,308527,0.824,0.543,0,0.0999,-7.983,1,0.112,122.01,4.0,0.86,1,When A Fire Starts To Burn - Midland Remix,Disclosure
+182,0.00807,0.451,179947,0.79,0.0,11,0.0394,-4.261,0,0.0461,127.142,4.0,0.674,1,Fake Tales Of San Francisco,Arctic Monkeys
+183,0.64,0.518,405027,0.385,0.000536,9,0.0931,-11.125,0,0.0286,100.878,4.0,0.264,1,Billie Holiday,Warpaint
+184,0.0414,0.774,269867,0.901,4.84e-06,9,0.873,-5.398,0,0.216,128.024,4.0,0.768,1,Goody Two Shoes,Duck Sauce
+185,0.0127,0.547,245293,0.635,5.01e-06,2,0.0585,-5.569,1,0.137,113.678,4.0,0.496,1,The Wire,HAIM
+186,0.0585,0.552,283636,0.878,0.892,1,0.0746,-5.767,1,0.0353,176.057,4.0,0.603,1,Awake,Tycho
+187,0.00856,0.542,216827,0.946,5.38e-06,10,0.386,-6.307,1,0.0505,108.496,4.0,0.389,1,Man I Need,Jagwar Ma
+188,0.019,0.695,246521,0.94,0.8,7,0.623,-2.935,1,0.127,100.262,4.0,0.337,1,N.O. Bounce,Big Freedia
+189,0.0488,0.633,224720,0.492,0.00047,2,0.0758,-7.672,1,0.0524,114.845,4.0,0.357,1,Now Is Not The Time,CHVRCHES
+190,0.365,0.312,222719,0.445,0.0038,11,0.13,-7.202,0,0.0305,97.967,4.0,0.308,1,No Rest For The Wicked,Lykke Li
+191,0.17,0.43,154414,0.436,0.0,8,0.128,-4.816,1,0.119,90.053,4.0,0.22,1,Holdin On,Flume
+192,0.0346,0.19,230693,0.908,0.0369,0,0.241,-4.679,1,0.111,148.951,4.0,0.181,1,Rocking Chair,The Districts
+193,0.0361,0.312,281360,0.907,0.618,7,0.363,-6.571,1,0.229,120.286,4.0,0.122,1,Marriage,Gold Panda
+194,0.00818,0.539,224907,0.582,0.0717,7,0.15,-7.414,1,0.0328,95.07,4.0,0.249,1,Ride On / Right On,Phosphorescent
+195,0.613,0.698,230200,0.878,1.61e-05,8,0.518,-0.307,1,0.314,182.126,4.0,0.816,1,GodLovesUgly,Atmosphere
+196,0.00275,0.476,195200,0.818,0.757,2,0.279,-7.933,1,0.0318,159.089,4.0,0.745,1,New York City,Christopher Owens
+197,0.064,0.568,322544,0.936,0.00099,0,0.148,-6.365,1,0.0504,150.067,4.0,0.792,1,Moving to the Left,Woods
+198,0.00192,0.558,301573,0.74,8.97e-06,6,0.129,-6.22,1,0.0448,118.293,4.0,0.214,1,All These Things That I've Done,The Killers
+199,0.0212,0.604,187253,0.894,0.0,2,0.0299,-5.0,1,0.037,145.014,4.0,0.893,1,Junk of the Heart (Happy),The Kooks
+200,0.0516,0.718,224267,0.921,0.0473,5,0.315,-3.978,0,0.0375,121.922,4.0,0.898,1,When The Night Falls - feat. Solange Knowles,Chromeo
+201,0.0855,0.737,332453,0.545,9.32e-05,6,0.153,-8.536,0,0.362,140.086,4.0,0.438,1,Mercy,Kanye West
+202,0.0293,0.769,214333,0.712,2.12e-06,8,0.103,-4.692,0,0.029,120.975,4.0,0.948,1,Don't You Evah,Spoon
+203,0.00731,0.567,343784,0.506,0.205,1,0.103,-8.742,1,0.0264,116.392,4.0,0.354,1,We Exist,Arcade Fire
+204,0.000467,0.817,213059,0.588,1.51e-06,7,0.0911,-6.603,1,0.0399,119.934,4.0,0.448,1,Le Goudron (Edit),YACHT
+205,0.0411,0.767,179240,0.912,0.402,1,0.0288,-1.157,1,0.054,144.084,4.0,0.496,1,Double Bubble Trouble,M.I.A.
+206,0.000195,0.77,391686,0.895,0.897,7,0.0455,-8.102,0,0.0488,120.986,4.0,0.678,1,Careless,Dusky
+207,0.827,0.712,279800,0.77,0.548,10,0.0726,-13.187,0,0.0345,106.963,4.0,0.973,1,Look at You,George McCrae
+208,0.39,0.706,131250,0.577,0.692,0,0.407,-6.226,0,0.0299,96.056,4.0,0.385,1,How Did I Get Here,ODESZA
+209,0.00471,0.542,227160,0.799,0.0161,4,0.0814,-3.641,0,0.0354,92.215,4.0,0.426,1,Black Out Days,Phantogram
+210,0.827,0.583,248213,0.776,3.81e-05,3,0.298,-5.293,1,0.0661,126.536,4.0,0.782,1,Bang! Bang!,Joe Cuba
+211,0.0628,0.727,289267,0.548,0.526,10,0.133,-7.393,1,0.0291,107.826,4.0,0.93,1,Every 1's A Winner - Single Version,Hot Chocolate
+212,0.00919,0.45,201602,0.782,0.101,11,0.123,-6.769,1,0.0364,173.954,4.0,0.209,1,Unbound,Cathedrals
+213,0.0027,0.602,215518,0.764,0.0053,10,0.0822,-4.897,0,0.0435,105.997,5.0,0.468,1,Operate,ASTR
+214,0.385,0.415,359800,0.681,0.0,2,0.101,-4.104,0,0.189,171.893,4.0,0.372,1,Blood On The Leaves,Kanye West
+215,0.0304,0.614,315000,0.838,0.000297,10,0.166,-6.896,1,0.028,127.971,4.0,0.584,1,Come Save Me,Jagwar Ma
+216,0.105,0.901,212712,0.744,7.79e-06,0,0.0964,-3.484,1,0.283,135.95,4.0,0.606,1,Hannah Montana,Migos
+217,0.359,0.7,218733,0.986,0.0221,0,0.963,-4.403,1,0.0573,123.033,4.0,0.64,1,High School Lover,Cayucas
+218,0.119,0.583,202710,0.843,0.0,1,0.602,-7.416,0,0.409,108.066,5.0,0.422,1,They Come in Gold,Shabazz Palaces
+219,0.0112,0.6,215000,0.586,0.535,7,0.115,-9.414,1,0.0296,129.952,4.0,0.193,1,Tides of Neptune,Virgo
+220,0.251,0.786,255094,0.706,0.213,9,0.142,-6.212,0,0.0537,120.011,4.0,0.318,1,Cocaine Model,ZHU
+221,0.0696,0.512,287147,0.821,0.33,9,0.0998,-7.442,0,0.0334,149.988,4.0,0.396,1,Light House,Future Islands
+222,0.403,0.791,199973,0.664,0.0,7,0.61,-5.713,1,0.0831,149.939,4.0,0.96,1,Pass The Dutchie,Musical Youth
+223,0.849,0.533,378253,0.213,0.565,3,0.449,-13.437,0,0.0342,80.004,4.0,0.196,1,Words I Don't Remember,How To Dress Well
+224,0.0862,0.731,178987,0.75,0.000388,2,0.202,-10.457,1,0.0321,135.406,4.0,0.648,1,I Would Die 4 U,Prince
+225,0.000156,0.853,356560,0.532,0.88,1,0.0643,-13.443,1,0.121,99.989,4.0,0.499,1,Bless My Soul,Nightmares On Wax
+226,0.0398,0.674,313147,0.501,0.000123,2,0.0818,-12.907,0,0.0579,107.363,4.0,0.567,1,Heaven And Hell Is On Earth,20th Century Steel Band
+227,0.0448,0.788,243800,0.617,0.0,2,0.088,-4.516,1,0.0651,122.065,4.0,0.13,1,Upper Echelon,Travis Scott
+228,0.000686,0.745,384907,0.857,0.2,0,0.022,-5.754,1,0.0393,115.945,4.0,0.946,1,Flying High (Part 1),Cloud One
+229,0.0107,0.621,240760,0.796,0.187,8,0.0719,-6.179,0,0.0327,140.012,4.0,0.288,1,Go,Grimes
+230,0.377,0.818,242067,0.528,0.0,2,0.131,-10.666,0,0.0716,120.368,4.0,0.895,1,Spill The Wine,Eric Burdon
+231,0.0988,0.856,247800,0.874,0.000472,11,0.339,-8.037,0,0.0401,122.416,4.0,0.91,1,Got To Give It Up (Part 1),Marvin Gaye
+232,0.0913,0.614,286315,0.857,0.0,2,0.069,-8.85,0,0.0859,85.125,4.0,0.944,1,Never Gonna Give You Up,Barry White
+233,0.0778,0.729,289627,0.527,0.0,9,0.382,-6.338,1,0.0708,126.012,4.0,0.23,1,Sanctified,Rick Ross
+234,0.0608,0.42,151853,0.776,0.0107,11,0.248,-8.827,1,0.0451,114.217,4.0,0.416,1,It #1,Ty Segall
+235,0.011,0.757,280427,0.578,0.00672,0,0.127,-3.886,1,0.0386,102.96,4.0,0.952,1,Dangerous (feat. Joywave),Big Data
+236,0.0249,0.618,221840,0.538,1.37e-05,2,0.352,-5.828,0,0.0319,79.925,4.0,0.299,1,Counting,Autre Ne Veut
+237,0.642,0.657,175333,0.393,4.03e-05,0,0.14,-7.667,1,0.0367,99.946,4.0,0.266,1,You're the Best,Wet
+238,0.538,0.879,313493,0.495,0.000333,7,0.0827,-10.584,0,0.0765,102.652,4.0,0.797,1,Estrelar,Marcos Valle
+239,0.0172,0.496,190582,0.54,0.0367,7,0.13,-7.121,0,0.0324,131.337,5.0,0.172,1,Hold On We're Going Home,ASTR
+240,0.0639,0.742,256693,0.945,0.165,5,0.131,-6.445,1,0.0428,112.977,4.0,0.748,1,Uncle ACE,Blood Orange
+241,0.245,0.623,227907,0.65,0.000913,10,0.146,-7.953,1,0.0274,116.74,4.0,0.884,1,San Francisco,Foxygen
+242,0.00101,0.736,258387,0.68,0.897,4,0.0922,-7.036,0,0.0361,120.995,4.0,0.0793,1,Stay High - Habits Remix,Tove Lo
+243,0.254,0.482,139267,0.96,2.43e-06,0,0.294,-5.269,0,0.126,113.263,4.0,0.539,1,Crosstown Traffic,Jimi Hendrix
+244,0.0117,0.683,175357,0.86,0.000379,7,0.356,-7.317,1,0.31,143.311,4.0,0.317,1,Ziggy Starfish (Anxiety Raps) [feat. Gold Panda],Open Mike Eagle
+245,0.0626,0.697,181149,0.655,0.774,1,0.353,-9.781,0,0.15,86.969,4.0,0.436,1,Marijuana,Chrome Sparks
+246,0.479,0.631,187617,0.626,0.0,9,0.108,-7.747,0,0.114,107.007,4.0,0.104,1,Crown Violet - Bonus Track,Azizi Gibson
+247,0.0957,0.747,202349,0.722,0.000519,8,0.208,-7.33,1,0.0349,100.215,4.0,0.56,1,Glad I Met You,D. Gookin
+248,0.251,0.569,265827,0.74,2.68e-06,0,0.134,-6.235,1,0.283,180.559,4.0,0.709,1,Dancing In The Rain,Blu
+249,0.029,0.674,202733,0.832,5.56e-06,9,0.0927,-3.593,1,0.0616,102.833,4.0,0.807,1,You Know I'm No Good - Ghostface UK Version,Amy Winehouse
+250,0.00744,0.578,246007,0.947,0.0816,11,0.105,-2.431,0,0.036,134.034,4.0,0.452,1,Kill V. Maim,Grimes
+251,0.449,0.586,217120,0.658,0.368,10,0.109,-9.71,0,0.0457,144.933,4.0,0.276,1,Life Round Here,James Blake
+252,0.275,0.756,206378,0.44,0.0,1,0.101,-9.973,0,0.179,112.14,4.0,0.307,1,Sitting Pretty (feat. Wiz Khalifa),Ty Dolla $ign
+253,0.212,0.723,322050,0.687,5.83e-05,11,0.137,-7.019,0,0.0373,95.237,4.0,0.867,1,"Glyde 2nyte (feat. Leon Sylvers III, Leon Sylvers IV)",Dâm-Funk
+254,0.0559,0.599,243589,0.645,0.108,0,0.0857,-6.098,1,0.0315,141.209,4.0,0.371,1,Clouds Over the Pacific,James Pants
+255,0.00333,0.586,238507,0.671,0.916,10,0.0521,-9.787,0,0.0445,91.412,4.0,0.771,1,Distant Land,Madlib
+256,0.0332,0.749,267800,0.802,0.0499,7,0.611,-6.159,0,0.0471,106.077,4.0,0.824,1,Flashlight,Parliament
+257,0.539,0.689,171560,0.83,0.0,8,0.0882,-8.774,1,0.0954,140.732,4.0,0.822,1,Can You Get To That,Funkadelic
+258,0.0257,0.283,186369,0.331,0.00489,0,0.174,-7.459,0,0.0315,101.797,3.0,0.151,1,Better,Banks
+259,0.0193,0.413,216771,0.676,0.0,6,0.1,-7.639,0,0.241,71.607,4.0,0.601,1,Pony,Pretty Sister
+260,0.0181,0.932,192773,0.819,6.81e-06,8,0.0577,-3.484,0,0.203,119.941,4.0,0.552,1,WTF (Where They From) [feat. Pharrell Williams],Missy Elliott
+261,0.0062,0.748,312240,0.733,0.0,11,0.329,-4.421,0,0.072,93.019,4.0,0.273,1,Again,Fetty Wap
+262,0.108,0.53,194613,0.433,0.0,6,0.135,-10.598,1,0.185,160.14,4.0,0.272,1,Exchange,Bryson Tiller
+263,0.196,0.388,238000,0.688,0.00883,5,0.0781,-8.407,0,0.0708,170.678,3.0,0.804,1,Sugar for the Queen,Bells Atlas
+264,0.667,0.371,275013,0.703,0.00186,3,0.0986,-7.358,1,0.0404,120.599,4.0,0.558,1,Symphony of the Nymph,Ariel Pink's Haunted Graffiti
+265,0.124,0.875,347667,0.532,0.0123,10,0.314,-13.265,0,0.0686,116.556,4.0,0.704,1,Cool It Now,New Edition
+266,0.074,0.523,215867,0.722,0.00336,6,0.122,-6.533,1,0.0307,129.424,4.0,0.496,1,Jumpin' Jack Flash,Ananda Shankar
+267,0.0962,0.654,252095,0.292,0.0031,2,0.106,-12.977,1,0.474,153.547,4.0,0.111,1,River,Ibeyi
+268,0.455,0.847,191541,0.654,0.0622,5,0.0674,-6.443,0,0.113,119.998,4.0,0.624,1,You Know You Like It - Bondax Remix,AlunaGeorge
+269,0.015,0.836,229715,0.537,0.00103,4,0.0805,-9.854,0,0.261,160.188,4.0,0.43,1,Batuque (Jeremy Sole & Atropolis Remix),Dom La Nena
+270,0.172,0.413,273545,0.555,0.000309,11,0.256,-9.699,0,0.0427,121.976,4.0,0.542,1,Mykonos (feat. Fleet Foxes),Rhythms Del Mundo
+271,0.123,0.473,153973,0.865,0.968,0,0.897,-6.391,1,0.0332,100.018,4.0,0.554,1,So Destroyed (channeling Rage Peace),Prince Rama
+272,0.00593,0.609,207301,0.641,0.585,8,0.105,-5.309,1,0.0266,84.957,4.0,0.0844,1,Bitch,Allie X
+273,0.174,0.544,181400,0.427,0.0248,9,0.133,-8.33,0,0.0298,139.939,4.0,0.189,1,Locket,Kilo Kish
+274,0.0059,0.379,325500,0.674,1.04e-05,8,0.0957,-5.762,0,0.0305,99.797,3.0,0.0647,1,Apathy,Shlohmo
+275,0.000304,0.316,245880,0.748,0.0139,2,0.608,-8.187,1,0.0413,79.337,4.0,0.239,1,It All Feels Right,Washed Out
+276,0.29,0.857,222573,0.484,3.04e-06,10,0.112,-6.232,0,0.148,107.434,4.0,0.729,1,Last Chance to Dance,Ekkah
+277,0.00412,0.389,215560,0.884,0.172,9,0.31,-4.602,1,0.0741,128.604,4.0,0.399,1,The Righteous One,The Orwells
+278,0.00492,0.519,282659,0.793,0.93,10,0.235,-9.83,0,0.0777,164.032,4.0,0.222,1,The New International Sound,GENER8ION
+279,0.384,0.478,281774,0.6,0.808,5,0.0987,-11.025,0,0.0356,143.98,4.0,0.0635,1,Like Lust,MOVEMENT
+280,0.00978,0.706,362413,0.643,0.00955,2,0.103,-9.357,0,0.0859,160.026,4.0,0.808,1,Rhythm of Devotion,Sisyphus
+281,0.0621,0.736,190440,0.539,0.0312,1,0.12,-8.316,1,0.0936,147.73,4.0,0.761,1,Zion Gate Dub,King Tubby
+282,0.081,0.651,253587,0.77,6.54e-05,0,0.114,-8.08,0,0.0274,112.923,4.0,0.738,1,Enjoy The Silence - Remastered Version Original,Depeche Mode
+283,0.0269,0.869,270520,0.658,0.299,8,0.115,-5.025,1,0.036,109.998,4.0,0.244,1,Fried Neck Bones And Some Home Fries - Dan The Automator Remix,Willie Bobo
+284,0.428,0.624,238427,0.852,0.656,1,0.114,-10.184,1,0.153,135.223,4.0,0.517,1,Archangel,Burial
+285,0.699,0.386,328966,0.509,0.872,2,0.131,-12.745,0,0.034,129.982,4.0,0.254,1,"Lone Wolf and Cub (feat. Herbie Hancock, Flying Lotus, Miguel Atwood-Ferguson & Mono/poly)",Thundercat
+286,0.22,0.234,207186,0.747,0.000176,11,0.157,-3.332,0,0.0577,81.805,4.0,0.365,1,Skyscraper,Elephant
+287,0.516,0.525,216520,0.797,5e-06,1,0.152,-11.168,0,0.0656,100.518,4.0,0.769,1,I Want You - Single Version,Marvin Gaye
+288,0.00564,0.521,208613,0.888,0.0226,8,0.0633,-5.197,1,0.0357,81.971,4.0,0.264,1,"The New International Sound, Pt. 2 (feat. M.I.A.)",GENER8ION
+289,0.504,0.719,181459,0.697,0.0,2,0.295,-5.647,1,0.31,117.123,4.0,0.668,1,Suede (feat. Anderson Paak & Knxwledge),NxWorries
+290,0.825,0.722,196507,0.605,0.0178,5,0.248,-6.07,1,0.153,165.998,4.0,0.69,1,Bam Bam,Sister Nancy
+291,0.0453,0.806,218280,0.696,5.71e-06,11,0.0785,-5.109,1,0.0502,127.023,4.0,0.131,1,Alright,Logic
+292,0.259,0.763,156484,0.491,0.902,9,0.14,-8.587,0,0.0316,93.024,4.0,0.475,1,Rainy Streets,Blue In Green
+293,0.00403,0.736,168451,0.68,5.49e-06,9,0.116,-6.438,1,0.342,149.902,4.0,0.601,1,Hazelton Trump,OB OBrien
+294,0.0141,0.651,256667,0.824,6.02e-06,0,0.129,-9.368,1,0.0617,141.226,4.0,0.731,1,Free Stress Test,Professor Murder
+295,0.127,0.479,278147,0.609,0.0,11,0.0815,-8.678,0,0.236,107.699,5.0,0.522,1,I'm Ya Dogg,Snoop Dogg
+296,0.379,0.535,293213,0.374,0.0464,9,0.0914,-8.83,1,0.0317,121.93,3.0,0.339,1,Hot Dreams,Timber Timbre
+297,0.0861,0.356,242253,0.567,0.0,0,0.137,-7.011,0,0.0798,135.553,5.0,0.116,1,The Hills,The Weeknd
+298,0.26,0.753,200213,0.9,0.000102,11,0.165,-1.866,0,0.0322,119.72,4.0,0.967,1,"When They Fight, They Fight",Generationals
+299,0.032,0.694,273949,0.789,0.00129,4,0.127,-5.201,0,0.0378,109.014,4.0,0.549,1,The River,Son Little
+300,0.0356,0.483,229893,0.804,1.6e-06,8,0.0736,-3.452,1,0.0501,73.048,4.0,0.803,1,Rill Rill,Sleigh Bells
+301,0.0453,0.878,372096,0.43,0.751,11,0.101,-8.445,0,0.0658,119.999,4.0,0.138,1,Awake,Santé
+302,0.19,0.703,228040,0.412,5.26e-06,6,0.221,-9.827,0,0.0288,152.219,4.0,0.815,1,Johnny Was,Bob Marley & The Wailers
+303,0.407,0.688,192040,0.488,0.0,11,0.43,-14.195,0,0.357,69.77,4.0,0.708,1,Monster Mash,"Bobby ""Boris"" Pickett"
+304,0.854,0.316,659560,0.308,0.888,2,0.585,-15.944,1,0.0411,103.459,4.0,0.0933,1,Night on Bald Mountain,Modest Mussorgsky
+305,0.153,0.725,230400,0.918,0.0328,10,0.113,-4.912,0,0.0676,125.009,4.0,0.191,1,Feel The Volume,Jauz
+306,0.321,0.749,308947,0.422,0.155,1,0.11,-11.004,0,0.0733,98.82,4.0,0.587,1,Water Me (feat. Leon Ware),Theophilus London
+307,0.00079,0.771,248991,0.248,0.1,5,0.341,-20.815,0,0.0802,139.937,4.0,0.281,1,Kathy Lee,Jessy Lanza
+308,0.0259,0.69,225533,0.548,0.00243,10,0.106,-9.587,0,0.352,121.509,4.0,0.693,1,Love Buzz,Shocking Blue
+309,0.058,0.648,201848,0.887,0.0,1,0.0382,-4.536,0,0.188,102.128,4.0,0.464,1,Beautiful Life (feat. Action Bronson & Joey Bada$$),Statik Selektah
+310,0.0498,0.403,274480,0.742,0.0,11,0.418,-5.889,0,0.338,90.336,4.0,0.734,1,Auditorium,Mos Def
+311,0.0803,0.664,472013,0.727,0.000253,0,0.38,-8.738,1,0.263,77.92,4.0,0.527,1,Disco Devil,"Lee ""Scratch"" Perry"
+312,0.118,0.704,288347,0.894,0.000115,6,0.386,-7.415,1,0.243,98.946,4.0,0.408,1,Frontier Psychiatrist,The Avalanches
+313,0.00189,0.554,252140,0.749,0.39,10,0.124,-7.365,1,0.0266,168.045,4.0,0.824,1,Had Ten Dollaz,Cherry Glazerr
+314,0.0174,0.446,241800,0.752,0.0,6,0.128,-6.088,1,0.368,96.318,4.0,0.585,1,Sometimes,Heems
+315,0.124,0.612,265133,0.628,0.85,1,0.231,-7.82,1,0.0447,172.176,4.0,0.373,1,VHS Sex,Com Truise
+316,0.00838,0.587,235440,0.866,3.55e-05,9,0.15,-6.444,1,0.0816,107.986,3.0,0.42,1,Ambling Alp,Yeasayer
+317,0.429,0.551,141493,0.952,0.000686,7,0.0721,-4.886,1,0.0944,136.958,4.0,0.628,1,All Day And All Of The Night,The Kinks
+318,0.419,0.331,133093,0.957,0.0,7,0.102,-6.101,0,0.0504,143.299,4.0,0.561,1,Strychnine,The Sonics
+319,0.106,0.912,194040,0.317,0.000208,6,0.0723,-12.719,0,0.0378,99.346,4.0,0.949,1,Who Is He (And What Is He to You?),Bill Withers
+320,0.0211,0.697,236456,0.905,0.893,6,0.119,-7.787,0,0.0339,119.977,4.0,0.311,1,Acamar,Frankey
+321,0.00799,0.883,382015,0.333,0.804,5,0.257,-17.848,0,0.053,121.099,4.0,0.964,1,It Looks Like Love,Goody Goody
+322,0.00236,0.733,232375,0.87,0.00102,0,0.327,-6.199,1,0.0624,118.449,4.0,0.657,1,Freak Connection - Edit,Cerrone
+323,0.0602,0.803,446307,0.579,0.000627,10,0.226,-11.156,0,0.059,108.567,4.0,0.726,1,"I'll Be Good - 12"" Mix",Rene & Angela
+324,0.219,0.698,223191,0.515,0.0,4,0.124,-13.029,1,0.0605,85.023,4.0,0.712,1,Here I Come (Broader Than Broadway),Barrington Levy
+325,0.0138,0.677,144280,0.905,0.0,6,0.219,-4.597,1,0.0721,89.988,4.0,0.742,1,Swords,M.I.A.
+326,0.0169,0.648,197800,0.862,0.0,1,0.0937,-4.527,0,0.0777,127.857,4.0,0.176,1,Hands On The Wheel,ScHoolboy Q
+327,0.315,0.65,190734,0.448,0.0,5,0.0931,-9.979,1,0.0947,85.045,4.0,0.193,1,Kush High,Eighty4 Fly
+328,0.518,0.672,248372,0.527,0.26,9,0.0946,-12.702,0,0.111,87.996,4.0,0.356,1,Métele,Buscabulla
+329,0.0567,0.838,194828,0.537,0.799,8,0.0991,-11.689,1,0.116,121.986,4.0,0.357,1,What I Might Do,Ben Pearce
+330,0.0286,0.76,479547,0.391,0.00691,1,0.0582,-8.73,1,0.0353,116.873,4.0,0.965,1,Atomic Bomb,William Onyeabor
+331,0.00909,0.646,279200,0.621,0.000124,0,0.249,-11.358,1,0.0747,90.986,4.0,0.408,1,World Restart,Kindness
+332,0.0445,0.808,237853,0.687,0.3,9,0.0933,-8.668,1,0.0397,109.953,4.0,0.458,1,Swingin' Party,Kindness
+333,0.119,0.716,263817,0.647,1.38e-05,1,0.121,-4.008,1,0.0345,131.04,4.0,0.159,1,Antidote,Travis Scott
+334,0.0111,0.846,233387,0.501,0.00257,11,0.0883,-6.076,1,0.0334,118.001,4.0,0.825,1,Pieces,Tanlines
+335,0.388,0.704,745653,0.942,0.0147,2,0.302,-5.115,0,0.171,131.69,4.0,0.584,1,Zombie,Fela Kuti
+336,2.84e-06,0.305,97560,0.827,0.00245,5,0.335,-5.789,1,0.147,159.882,4.0,0.463,1,Time-Out,Terror Train
+337,0.0115,0.82,349720,0.616,0.445,4,0.082,-8.427,0,0.0361,127.86,4.0,0.972,1,Let's Lovedance Tonight - Danny Krivit Re-edit - Dk Re-Edit,Gary's Gang
+338,0.136,0.185,105858,0.89,0.0,2,0.777,-4.182,1,0.0524,163.315,4.0,0.322,1,I'm a Dildo,No Parents
+339,0.00328,0.562,238457,0.801,0.0,11,0.605,-3.069,0,0.267,169.988,4.0,0.634,1,Do It (High School Dropout),Tayyib Ali
+340,0.376,0.565,217648,0.86,0.000121,11,0.119,-5.449,1,0.0285,95.019,4.0,0.782,1,Cadillac Girl,Only Real
+341,0.196,0.464,199053,0.772,0.0088,2,0.0716,-5.046,0,0.0397,107.651,4.0,0.627,1,Today,Tom Scott
+342,0.248,0.576,235187,0.602,0.000609,0,0.144,-6.591,0,0.315,141.345,4.0,0.57,1,"The Buzz (feat. Big K.R.I.T., Mataya & Young Tapz) - Bonus Track",Hermitude
+343,0.0686,0.388,220467,0.598,0.0,4,0.657,-9.485,0,0.0296,154.78,4.0,0.641,1,I Choose You,Willie Hutch
+344,0.602,0.637,156430,0.498,0.119,1,0.305,-9.367,1,0.0231,92.227,4.0,0.931,1,The Way You’d Love Her,Mac Demarco
+345,0.0893,0.636,235813,0.72,0.0178,11,0.0868,-6.195,1,0.0432,124.944,4.0,0.444,1,Shooting Stars,Bag Raiders
+346,0.000141,0.688,324437,0.587,0.92,2,0.0421,-8.521,1,0.046,125.012,4.0,0.757,1,Bloom - Lane 8 Remix,ODESZA
+347,0.0469,0.766,237867,0.82,0.0,2,0.336,-5.851,1,0.124,117.012,4.0,0.401,1,Pacifier,Young Thug
+348,0.133,0.402,206920,0.794,0.0,11,0.133,-3.982,0,0.125,195.058,3.0,0.706,1,Powerful,Major Lazer
+349,0.157,0.599,218342,0.524,0.0,1,0.238,-8.036,1,0.13,83.013,4.0,0.44,1,Unbreakable,Janet Jackson
+350,0.371,0.837,245581,0.492,0.0401,0,0.102,-7.792,1,0.354,85.951,4.0,0.407,1,It's Strange (feat. K.Flay),Louis The Child
+351,0.0124,0.612,231765,0.858,0.0,7,0.0984,-5.437,0,0.0478,145.306,4.0,0.451,1,Make Them Gold,CHVRCHES
+352,0.19,0.63,348742,0.671,0.753,6,0.466,-7.727,0,0.0602,96.478,4.0,0.142,1,Don't Mean A Thing,Lapalux
+353,0.0953,0.614,237073,0.858,0.0559,6,0.125,-7.068,0,0.097,164.025,4.0,0.477,1,White Lies - The Soundmen Remix,Max Frost
+354,0.27,0.446,259765,0.89,0.661,7,0.451,-7.974,1,0.0308,170.002,4.0,0.503,1,Sophia So Far,Goodnight Radio
+355,0.0846,0.481,263187,0.851,0.907,7,0.178,-4.528,1,0.127,174.144,4.0,0.852,1,Nimble Girl,Hotel Eden
+356,0.00855,0.293,202160,0.792,0.0111,7,0.133,-3.747,1,0.0363,161.933,4.0,0.696,1,Grinder,Gary Clark Jr.
+357,0.128,0.889,272720,0.597,0.0004,9,0.0924,-7.301,0,0.374,119.999,4.0,0.261,1,Choices (Yup),E-40
+358,0.088,0.673,347613,0.857,0.0108,4,0.0754,-7.493,0,0.0422,109.99,4.0,0.457,1,Two Brothers,Hanni El Khatib
+359,0.0406,0.536,238893,0.922,8.92e-05,2,0.214,-6.247,1,0.0667,121.977,4.0,0.368,1,Walkabout (W/ Noah Lennox),Atlas Sound
+360,0.0377,0.575,215973,0.691,0.563,5,0.0657,-7.595,0,0.0301,131.588,4.0,0.718,1,Ferus Gallery,Allah-Las
+361,0.021,0.571,237680,0.719,0.0,11,0.458,-7.206,0,0.0378,80.694,4.0,0.538,1,Everybody Loves The Sunshine,Roy Ayers Ubiquity
+362,0.0466,0.784,252663,0.803,1.57e-05,9,0.0773,-3.458,0,0.0597,111.044,4.0,0.79,1,Number One,Tuxedo
+363,0.16,0.746,179091,0.682,0.0,7,0.177,-6.353,1,0.117,98.977,4.0,0.836,1,Sick Beat,Kero Kero Bonito
+364,0.00266,0.444,217733,0.498,0.0299,2,0.135,-7.631,1,0.199,119.914,4.0,0.294,1,She a Go (feat. Spinn & Taso),DJ Rashad
+365,0.0833,0.736,218312,0.882,0.000349,11,0.354,-4.285,0,0.0398,126.012,4.0,0.512,1,Lost You,Zeds Dead
+366,0.445,0.915,183159,0.54,3.63e-05,7,0.11,-6.578,1,0.0661,100.039,4.0,0.113,1,Norf Norf,Vince Staples
+367,0.304,0.75,229588,0.835,0.0,4,0.165,-7.882,1,0.152,127.026,4.0,0.504,1,Eleven 11: / 11,Rob Curly
+368,0.109,0.632,197963,0.519,0.0,1,0.122,-7.207,1,0.0265,99.999,4.0,0.602,1,Buffalo,Toro y Moi
+369,0.0152,0.814,234640,0.83,0.36,10,0.0899,-5.766,0,0.0822,124.998,4.0,0.287,1,Talk About,Les Sins
+370,0.273,0.893,142012,0.378,0.0,9,0.141,-7.324,1,0.305,119.969,4.0,0.642,1,Probably Nu It,Tree
+371,0.0146,0.823,274320,0.768,1.03e-06,11,0.127,-6.21,1,0.0819,115.021,4.0,0.207,1,Mamacita,Travis Scott
+372,0.0573,0.639,284080,0.749,0.0294,1,0.153,-5.916,0,0.0468,84.452,4.0,0.553,1,Star,Gary Clark Jr.
+373,0.726,0.49,289307,0.376,2.54e-05,11,0.0849,-13.463,0,0.0433,182.969,4.0,0.107,1,Gooey,Glass Animals
+374,0.0487,0.289,273000,0.523,0.000293,6,0.0561,-9.531,1,0.0488,145.556,4.0,0.366,1,Walk On By - Single Version,Isaac Hayes
+375,0.111,0.615,196817,0.781,0.0,5,0.373,-4.838,0,0.203,105.967,4.0,0.664,1,Omen - Radio Edit,Disclosure
+376,0.0207,0.808,292373,0.41,0.364,9,0.0769,-12.428,1,0.0658,122.663,4.0,0.752,1,Champagne Coast,Blood Orange
+377,0.102,0.775,423747,0.528,0.582,9,0.233,-7.756,1,0.0441,94.967,4.0,0.961,1,Running Back To You,The Juan Maclean
+378,0.00757,0.393,261187,0.838,0.145,9,0.223,-3.815,1,0.0985,142.019,4.0,0.474,1,BKNY,Fat Tony
+379,0.01,0.449,191425,0.416,0.122,0,0.0778,-5.571,1,0.0608,140.804,3.0,0.118,1,Pains,Silk Rhodes
+380,2.24e-05,0.595,224094,0.549,0.835,4,0.274,-10.41,0,0.0339,122.199,4.0,0.131,1,Night Drive,Part Time
+381,0.038,0.728,176675,0.62,0.0,2,0.342,-7.533,1,0.0434,81.998,4.0,0.904,1,"Flex (Ooh, Ooh, Ooh)",Rich Homie Quan
+382,0.765,0.561,213786,0.896,0.685,2,0.124,-4.903,1,0.0528,86.808,4.0,0.654,1,Indian Food,Dumbo Gets Mad
+383,0.775,0.758,216234,0.343,0.0,1,0.11,-9.044,0,0.0402,99.995,4.0,0.218,1,Childs Play (feat. Chance the Rapper),SZA
+384,0.000429,0.782,351707,0.938,0.121,10,0.118,-8.692,0,0.05,118.086,4.0,0.872,1,Lets Start the Dance,Bohannon
+385,0.323,0.839,369067,0.48,0.0505,6,0.0758,-12.223,1,0.113,120.973,4.0,0.45,1,Rollerskate,Matias Aguayo
+386,0.0301,0.226,247027,0.261,0.0677,2,0.0628,-11.276,1,0.0339,108.915,4.0,0.0795,1,Outro,M83
+387,0.268,0.763,322093,0.623,4.37e-06,2,0.0768,-6.128,1,0.179,115.032,4.0,0.369,1,Grindin’ My Whole Life,HS87
+388,0.0626,0.858,254920,0.717,0.243,0,0.216,-8.734,1,0.0995,120.004,4.0,0.593,1,Slyd,!!!
+389,0.000239,0.329,255413,0.814,0.0944,7,0.0936,-6.005,1,0.0674,120.462,4.0,0.403,1,The Moment,Tame Impala
+390,0.317,0.727,197133,0.599,0.0,1,0.219,-6.941,1,0.327,167.909,3.0,0.381,1,R.I.C.O. (feat. Drake),Meek Mill
+391,0.00605,0.318,182987,0.975,0.832,9,0.345,-4.211,1,0.0916,174.205,4.0,0.683,1,Black And White,Parquet Courts
+392,0.0818,0.61,290667,0.791,0.0,2,0.0847,-10.918,0,0.101,85.338,4.0,0.938,1,Never Never Gonna Give Ya Up,Barry White
+393,0.0021,0.646,219754,0.892,0.00626,10,0.117,-5.015,1,0.0331,119.998,4.0,0.935,1,Wait & See,Holy Ghost!
+394,0.016,0.79,233813,0.616,0.13,0,0.136,-7.081,1,0.0388,111.038,4.0,0.373,1,Wait for a Minute,tUnE-yArDs
+395,0.0385,0.484,205500,0.492,0.66,7,0.111,-9.297,1,0.0326,76.467,4.0,0.193,1,5ft7,Tonstartssbandht
+396,0.304,0.785,373243,0.573,0.403,5,0.0824,-9.082,0,0.0416,126.465,4.0,0.626,1,200 Press,James Blake
+397,0.113,0.715,329169,0.64,0.0418,2,0.0848,-7.168,1,0.0317,113.507,4.0,0.398,1,Huarache Lights,Hot Chip
+398,0.0414,0.811,312360,0.635,0.142,7,0.204,-8.394,1,0.0971,137.595,4.0,0.752,1,Leave House,Caribou
+399,0.704,0.597,318261,0.721,0.0119,0,0.188,-9.433,1,0.0377,110.761,4.0,0.854,1,"Sweet Power, Your Embrace",James Mason
+400,0.785,0.6,299711,0.413,0.0289,7,0.109,-9.572,1,0.0258,93.618,4.0,0.0768,1,Hunger Of The Pine,alt-J
+401,0.629,0.811,141000,0.461,1.4e-05,9,0.0767,-10.829,1,0.264,75.286,4.0,0.72,1,Money Money,Horace Andy
+402,0.0167,0.797,211882,0.961,0.919,10,0.107,-8.083,0,0.0677,128.015,4.0,0.355,1,Symptom - Original Mix,Deapmash
+403,0.391,0.799,157068,0.657,3.16e-06,3,0.0763,-5.293,1,0.0377,141.655,4.0,0.956,1,I'll Do a Little Bit More,The Olympics
+404,0.0301,0.769,703107,0.514,0.016,9,0.0394,-14.157,1,0.052,119.674,4.0,0.719,1,Who Is He And What Is He To You,Creative Source
+405,0.27,0.865,462467,0.896,0.0488,3,0.0676,-7.031,0,0.0623,111.457,4.0,0.939,1,Bustin' Loose,Chuck Brown and the Soul Searchers
+406,0.107,0.826,253747,0.751,7.71e-05,10,0.0596,-9.621,0,0.0564,105.909,4.0,0.919,1,I Wish,Stevie Wonder
+407,0.96,0.508,250533,0.325,0.00259,2,0.188,-11.627,1,0.037,92.187,4.0,0.271,1,Baby,Donnie & Joe Emerson
+408,0.124,0.85,311120,0.818,0.00135,0,0.349,-8.623,1,0.0904,105.266,4.0,0.845,1,More Bounce To The Ounce,Zapp
+409,0.0245,0.819,302000,0.684,0.358,2,0.115,-6.97,1,0.0599,130.268,4.0,0.84,1,Outlaw,War
+410,0.0194,0.896,474040,0.482,0.033,0,0.0273,-8.35,1,0.127,112.0,4.0,0.847,1,Walking Into Sunshine,Central Line
+411,0.0129,0.401,592920,0.661,7.72e-05,5,0.791,-6.111,0,0.0462,107.998,4.0,0.173,1,Pyramids,Frank Ocean
+412,0.0106,0.346,301867,0.808,0.685,11,0.247,-5.791,0,0.0302,219.331,4.0,0.711,1,Lazuli,Beach House
+413,0.115,0.697,251267,0.529,0.901,2,0.0895,-8.838,1,0.0338,155.974,4.0,0.483,1,Oblivion,Grimes
+414,0.195,0.605,209573,0.732,0.0135,6,0.246,-5.643,0,0.15,195.978,4.0,0.136,1,Obedear,Purity Ring
+415,0.034,0.691,425320,0.71,0.00225,10,0.0903,-6.351,0,0.0322,118.006,4.0,0.334,1,Flutes,Hot Chip
+416,0.0079,0.428,316444,0.74,0.935,0,0.0985,-10.026,1,0.0588,134.981,4.0,0.0576,1,Club Rez,Girl Unit
+417,0.00525,0.555,263213,0.612,0.0,4,0.346,-7.841,0,0.0353,100.036,4.0,0.319,1,Cry Like A Ghost,Passion Pit
+418,0.482,0.732,167547,0.468,0.809,9,0.371,-13.662,0,0.0409,118.994,4.0,0.191,1,Chained,The xx
+419,0.0124,0.633,284925,0.926,0.689,1,0.156,-4.056,1,0.0404,152.032,4.0,0.512,1,Disparate Youth,Santigold
+420,0.000199,0.284,141813,0.961,0.0,9,0.365,-3.993,1,0.0567,186.287,4.0,0.199,1,Cheap Beer,FIDLAR
+421,0.119,0.68,313787,0.489,2.86e-05,11,0.606,-7.837,0,0.432,74.04,4.0,0.261,1,Swimming Pools (Drank) - Extended Version,Kendrick Lamar
+422,0.0463,0.578,208139,0.825,0.0201,5,0.162,-4.659,0,0.0284,113.907,4.0,0.959,1,Origins,Tennis
+423,0.0602,0.658,156707,0.835,0.00781,4,0.14,-7.165,0,0.0501,124.654,4.0,0.568,1,Affection,Crystal Castles
+424,0.00914,0.385,180493,0.902,0.522,7,0.317,-5.464,1,0.098,159.939,4.0,0.52,1,Comeback Kid,Sleigh Bells
+425,0.0555,0.735,260400,0.798,0.0627,0,0.161,-6.175,1,0.127,113.997,4.0,0.469,1,Losing You,Solange
+426,0.132,0.635,139931,0.766,0.0,11,0.122,-6.449,1,0.26,93.603,4.0,0.675,1,Grown Up,Danny Brown
+427,0.0101,0.569,305680,0.857,0.0145,7,0.141,-5.571,1,0.0337,104.981,4.0,0.291,1,"It's Not My Fault, I'm Happy",Passion Pit
+428,0.000613,0.469,387640,0.823,0.000829,9,0.185,-3.948,0,0.0583,122.316,4.0,0.138,1,How Deep Is Your Love?,The Rapture
+429,0.0571,0.502,287827,0.632,0.054,4,0.226,-9.971,0,0.271,82.738,4.0,0.207,1,Are you... Can you... Were you? (Felt),Shabazz Palaces
+430,0.0212,0.597,260467,0.798,0.473,5,0.143,-5.307,1,0.0367,99.999,4.0,0.383,1,Second Song,TV On The Radio
+431,0.459,0.673,132049,0.764,0.000237,11,0.0955,-5.482,1,0.401,182.13,4.0,0.551,1,Mornin',Star Slinger
+432,0.198,0.507,286413,0.739,0.865,2,0.185,-9.728,1,0.04,87.569,4.0,0.17,1,Before,Washed Out
+433,0.0198,0.517,245013,0.491,1.31e-06,11,0.0786,-13.742,0,0.0341,104.996,4.0,0.331,1,Midnight City,M83
+434,0.00417,0.356,193653,0.872,0.00975,2,0.0997,-7.837,1,0.068,166.3,4.0,0.592,1,Lonely Boy,The Black Keys
+435,0.00529,0.563,200600,0.924,0.883,10,0.145,-3.909,0,0.0511,94.057,4.0,0.6,1,Caffeinated Consciousness,TV On The Radio
+436,0.0039,0.567,176893,0.876,0.0,9,0.531,-4.573,0,0.0376,114.902,4.0,0.697,1,Wild Window,Fool's Gold
+437,0.00501,0.633,264000,0.884,1.93e-05,9,0.134,-4.158,0,0.0369,111.98,4.0,0.455,1,Polish Girl,Neon Indian
+438,0.929,0.445,250200,0.461,0.167,11,0.623,-11.488,1,0.0379,119.951,4.0,0.091,1,Calgary,Bon Iver
+439,0.00145,0.575,250826,0.625,0.0,9,0.0817,-5.296,0,0.0345,111.984,4.0,0.295,1,Civilization,Justice
+440,0.369,0.662,236733,0.571,0.000197,6,0.0908,-7.382,0,0.106,152.009,4.0,0.442,1,Headlines,Drake
+441,0.00096,0.573,256800,0.946,0.00191,7,0.115,-5.065,1,0.377,151.817,4.0,0.769,1,Michael Jackson,Das Racist
+442,0.0244,0.605,369387,0.755,0.586,1,0.0937,-5.169,1,0.0358,122.3,4.0,0.367,1,Need You Now,Cut Copy
+443,0.00632,0.374,172960,0.937,0.0207,9,0.186,-3.882,1,0.082,149.812,4.0,0.337,1,Abducted,Cults
+444,0.158,0.714,187293,0.924,1.29e-05,10,0.91,-2.91,0,0.0662,77.516,4.0,0.897,1,Gucci Gucci,Kreayshawn
+445,0.00441,0.207,287667,0.878,0.421,4,0.341,-7.212,1,0.0449,89.969,4.0,0.135,1,Eyes Be Closed,Washed Out
+446,0.0729,0.589,248200,0.938,0.942,2,0.166,-10.475,0,0.0567,120.007,4.0,0.556,1,Echoes,Washed Out
+447,0.652,0.36,217798,0.362,0.000128,10,0.107,-7.102,1,0.0385,116.846,4.0,0.144,1,The Daily Mail,Radiohead
+448,0.00091,0.516,251011,0.66,0.0,9,0.0663,-5.002,0,0.0489,112.065,4.0,0.238,1,Civilization,Justice
+449,0.126,0.579,212227,0.767,3.28e-05,9,0.384,-3.713,1,0.078,144.001,4.0,0.67,1,Punch Drunk Love,Teams vs. Star Slinger
+450,0.0184,0.845,415371,0.59,0.00581,0,0.084,-8.225,1,0.0538,126.024,4.0,0.346,1,Principles,Benoit & Sergio
+451,0.0914,0.568,277335,0.662,0.459,8,0.317,-10.651,0,0.257,173.937,4.0,0.452,1,Slow Peels,Com Truise
+452,0.154,0.716,208027,0.724,0.000309,9,0.224,-8.06,1,0.24,137.131,4.0,0.698,1,Dead Wrong,Hanni El Khatib
+453,0.386,0.791,317467,0.729,0.0126,11,0.0771,-9.856,0,0.054,108.274,4.0,0.717,1,Do It Roger,Zapp
+454,0.00983,0.795,218147,0.578,0.743,5,0.115,-8.507,0,0.0569,127.014,4.0,0.639,1,Pharaohs (feat. Roses Gabor),SBTRKT
+455,0.00215,0.584,318373,0.761,0.0217,9,0.0989,-5.056,1,0.0287,122.494,4.0,0.722,1,No Fun,The Stooges
+456,0.676,0.679,282308,0.709,0.0,7,0.292,-5.851,0,0.133,84.543,4.0,0.677,1,Computer Love,Zapp
+457,0.0693,0.646,180036,0.947,0.0,1,0.283,-2.762,1,0.119,164.111,4.0,0.957,1,Dutchie Courage,Star Slinger
+458,0.0961,0.704,241733,0.49,0.000114,9,0.157,-6.667,1,0.339,155.909,4.0,0.646,1,Osaka Loop Line,Discovery
+459,0.00254,0.812,237320,0.554,0.698,7,0.0558,-10.978,1,0.0567,123.289,4.0,0.786,1,White Horse,Laid Back
+460,0.394,0.76,520133,0.971,0.775,5,0.138,-4.582,0,0.0549,125.439,4.0,0.992,1,Abataka - Original Mix,Ida Engberg
+461,2.15e-05,0.657,214600,0.699,0.153,11,0.0525,-4.718,0,0.0297,123.017,4.0,0.531,1,Danger! High Voltage (Soulchild Radio Mix),Electric Six
+462,0.185,0.731,207496,0.812,0.154,5,0.131,-6.691,1,0.0608,91.96,4.0,0.861,1,Say Please,Teams vs. Star Slinger
+463,0.00649,0.805,213280,0.596,0.00772,7,0.299,-6.007,1,0.119,81.004,4.0,0.753,1,You Don't Love Me (No No No),Dawn Penn
+464,0.00947,0.718,171933,0.844,0.711,8,0.122,-8.045,1,0.0581,94.988,4.0,0.54,1,The Yes Strut,Teams vs. Star Slinger
+465,0.0507,0.597,183798,0.746,0.000198,11,0.493,-7.991,0,0.542,172.215,4.0,0.891,1,86 Carrot Gold,Teams vs. Star Slinger
+466,0.738,0.698,101039,0.923,8.21e-06,1,0.296,-5.382,0,0.316,95.009,4.0,0.779,1,Close to Me,Teams vs. Star Slinger
+467,0.000419,0.823,259680,0.811,0.0745,1,0.176,-6.158,1,0.0661,104.63,4.0,0.718,1,How Do You See Me Now,Zdar
+468,0.00176,0.819,231747,0.777,0.0931,8,0.0627,-7.734,0,0.0614,104.651,4.0,0.769,1,See Me Now,Cassius
+469,0.02,0.671,200754,0.781,0.0,2,0.0718,-5.363,1,0.311,134.02,4.0,0.684,1,Every Freakin' - DJ Ayres remix,DJ Eleven
+470,0.00402,0.872,198101,0.565,0.237,7,0.0947,-10.236,1,0.0708,125.992,4.0,0.885,1,Dance Our Way,DJ Eleven
+471,0.00241,0.85,205663,0.664,0.0672,0,0.192,-9.141,1,0.105,126.018,4.0,0.584,1,Flashing Lights,DJ Ayres
+472,0.652,0.36,217798,0.362,0.000128,10,0.107,-7.102,1,0.0385,116.845,4.0,0.144,1,The Daily Mail,Radiohead
+473,0.196,0.76,263733,0.76,0.00185,10,0.113,-5.964,0,0.0509,111.01,4.0,0.616,1,Bizness,tUnE-yArDs
+474,0.0305,0.874,217783,0.492,0.0,2,0.117,-4.898,1,0.328,64.992,4.0,0.644,1,Long Heels Red Bottoms,Trina
+475,0.0229,0.527,188560,0.871,0.155,4,0.419,-8.708,1,0.0354,120.722,4.0,0.12,1,I Wanna Be Your Dog,The Stooges
+476,0.000963,0.767,317320,0.712,0.00275,5,0.243,-7.28,1,0.0564,125.025,4.0,0.947,1,Jealousy,Martin Solveig
+477,0.233,0.328,225627,0.827,0.00517,6,0.632,-2.545,0,0.252,103.127,4.0,0.709,1,Embody,Sebastian
+478,0.0175,0.702,185840,0.773,0.00165,9,0.651,-3.741,1,0.214,100.006,4.0,0.484,1,Love In Motion - feat. Mayer Hawthorne,Sebastian
+479,0.00314,0.654,410897,0.734,0.000249,0,0.0802,-6.216,1,0.112,126.995,4.0,0.243,1,Save the World,Swedish House Mafia
+480,0.0369,0.448,258653,0.733,0.0425,3,0.169,-6.238,1,0.0292,142.008,4.0,0.404,1,Myth,Beach House
+481,0.0152,0.542,265480,0.854,0.0,8,0.0639,-5.041,1,0.0445,128.041,4.0,0.262,1,Ready 2 Go,Martin Solveig
+482,0.00206,0.469,235301,0.821,0.00914,2,0.258,-5.055,0,0.0397,173.964,4.0,0.226,1,We Are Young - The Popopopops Remix,Juveniles
+483,0.429,0.857,287200,0.889,5.21e-06,6,0.143,-4.382,1,0.0795,103.072,4.0,0.82,1,Bop Gun (One Nation) - Radio Edit,Ice Cube
+484,0.000407,0.796,279952,0.774,0.812,9,0.0784,-4.833,0,0.0509,124.989,4.0,0.327,1,La Funky,Destructo feat. Oliver
+485,0.0401,0.67,400742,0.897,0.0021,7,0.293,-5.19,0,0.0922,127.994,4.0,0.294,1,In My Mind (Axwell Remix),Ivan Gough & Feenixpawl feat. Georgi Kay
+486,0.000299,0.697,238206,0.68,0.00674,2,0.125,-6.847,1,0.0318,98.002,4.0,0.288,1,On'n'On - Ruined by Rick Rubin,Justice
+487,0.0193,0.352,248133,0.807,6.04e-06,0,0.0963,-7.781,1,0.173,90.772,4.0,0.0459,1,Don't Die,Killer Mike
+488,0.122,0.687,357280,0.799,0.0011,1,0.107,-9.181,0,0.355,128.001,4.0,0.0397,1,Van Vogue,Azealia Banks
+489,0.0998,0.666,285320,0.811,0.0614,11,0.0588,-5.079,0,0.0357,124.954,4.0,0.955,1,How Do You Do?,Hot Chip
+490,0.0285,0.764,270680,0.768,0.0235,5,0.122,-5.614,1,0.0382,125.988,4.0,0.627,1,Night And Day,Hot Chip
+491,0.0132,0.677,271480,0.86,0.0119,1,0.0487,-5.074,1,0.0348,121.989,4.0,0.793,1,Don't Deny Your Heart,Hot Chip
+492,0.275,0.735,212333,0.801,0.0,1,0.137,-5.067,1,0.0554,123.094,4.0,0.491,1,Focused - feat. Kid Cudi,Wale
+493,0.000483,0.286,242653,0.694,0.00252,6,0.0773,-7.481,1,0.0335,169.904,4.0,0.411,1,Neptune,Lemonade
+494,0.00138,0.881,259200,0.564,0.0,2,0.0983,-5.239,1,0.232,100.032,4.0,0.36,1,"Function - feat. YG, IAmSu & Problem",E-40
+495,0.0086,0.246,237947,0.843,0.241,4,0.137,-10.022,1,0.0396,80.047,4.0,0.681,1,Didn't You,Cloud Nothings
+496,0.000248,0.515,172520,0.876,0.156,5,0.0606,-5.448,1,0.0375,105.128,4.0,0.707,1,Search Party,Small Black
+497,0.0227,0.816,222920,0.894,7.23e-05,6,0.331,-9.243,1,0.0819,99.995,4.0,0.968,1,Mi Swing es Tropical,Nickodemus
+498,0.00569,0.715,346773,0.518,0.772,5,0.0983,-11.0,0,0.0699,129.87,4.0,0.923,1,Stock Exchange,Miss Kittin
+499,0.0365,0.829,336906,0.637,0.0233,5,0.267,-9.481,0,0.0882,120.761,4.0,0.688,1,Changes,Crazy P
+500,0.289,0.444,346360,0.978,0.778,6,0.171,-6.238,1,0.0998,125.371,4.0,0.463,1,Play This (Also),J Rocc
+501,0.232,0.612,212944,0.725,0.011,6,0.395,-5.775,0,0.0966,195.972,4.0,0.153,1,Obedear,Purity Ring
+502,0.0989,0.7,285211,0.718,0.0609,2,0.218,-5.882,1,0.0535,81.997,4.0,0.343,1,Slow Down,Poolside
+503,0.000869,0.754,295867,0.877,0.0,2,0.0576,-3.486,1,0.0586,132.033,4.0,0.557,1,I Don't Like,Chief Keef
+504,0.148,0.327,275286,0.654,0.00442,6,0.0939,-6.258,0,0.0364,102.532,3.0,0.262,1,Sleeping Ute,Grizzly Bear
+505,0.0173,0.646,197132,0.778,0.0,1,0.0702,-7.44,0,0.103,127.813,4.0,0.173,1,Hands On the Wheel (feat. a$Ap Rocky),ScHoolboy Q
+506,0.00991,0.486,252707,0.526,0.158,0,0.0976,-9.041,1,0.0272,75.461,4.0,0.726,1,The Kids Were Wrong,Memoryhouse
+507,0.473,0.551,283373,0.504,0.664,7,0.0818,-11.166,1,0.0309,115.998,4.0,0.137,1,Walk With Me,Memoryhouse
+508,0.0246,0.586,374133,0.806,0.000167,1,0.353,-9.542,1,0.0548,110.325,4.0,0.207,1,Her Fantasy,Matthew Dear
+509,0.00909,0.694,337187,0.716,0.000814,7,0.0772,-7.468,1,0.0513,121.427,4.0,0.896,1,Der Kommissar,After The Fire
+510,0.122,0.817,220987,0.528,0.0,1,0.284,-6.551,1,0.0656,100.997,4.0,0.161,1,Slow Down,Clyde Carson
+511,0.0764,0.611,255320,0.677,0.0698,10,0.241,-6.745,0,0.034,166.04,4.0,0.233,1,Genesis,Grimes
+512,0.419,0.727,239360,0.657,0.0,0,0.0624,-5.307,1,0.188,82.553,4.0,0.794,1,About to Die,Dirty Projectors
+513,0.229,0.485,330920,0.793,0.784,0,0.406,-8.693,1,0.0573,131.951,4.0,0.295,1,Best Night,The War On Drugs
+514,0.0413,0.52,269000,0.872,0.725,8,0.161,-8.104,1,0.0483,111.958,4.0,0.524,1,Brothers,The War On Drugs
+515,0.000105,0.399,304907,0.761,0.0456,9,0.0757,-6.318,1,0.0334,140.084,4.0,0.244,1,We Own The Sky,M83
+516,0.52,0.582,212602,0.903,0.779,0,0.243,-4.505,1,0.0335,119.457,4.0,0.902,1,Chicken Half,Sugarman Three
+517,0.0833,0.852,237533,0.523,0.0,5,0.106,-6.716,0,0.032,130.154,4.0,0.648,1,Two Of Hearts,Stacey Q
+518,0.0156,0.623,289640,0.806,0.0769,0,0.201,-8.533,1,0.0352,130.049,4.0,0.847,1,The Perfect Kiss,New Order
+519,0.145,0.844,265400,0.688,0.00351,4,0.104,-8.594,0,0.291,96.671,4.0,0.747,1,Can I Kick It?,A Tribe Called Quest
+520,0.0275,0.684,195373,0.603,0.000311,11,0.191,-8.127,0,0.0989,81.0,4.0,0.508,1,Sure Thing,Miguel
+521,0.000103,0.498,322933,0.553,0.528,5,0.273,-6.193,1,0.0332,111.015,4.0,0.228,1,Kim & Jessie,M83
+522,0.0329,0.162,247027,0.254,0.122,2,0.0631,-11.251,1,0.0359,108.943,4.0,0.0778,1,Outro,M83
+523,0.0842,0.671,272175,0.784,0.0121,4,0.231,-5.514,0,0.0303,122.995,4.0,0.545,1,We Are the People,Empire of the Sun
+524,0.597,0.792,239427,0.387,0.000106,8,0.0757,-8.192,0,0.0464,136.996,4.0,0.677,1,Look At Where We Are,Hot Chip
+525,0.0801,0.417,213853,0.944,0.00141,9,0.0862,-5.192,1,0.0459,109.721,4.0,0.376,1,Don't Owe You a Thang,Gary Clark Jr.
+526,0.0726,0.739,386907,0.526,0.0,4,0.215,-7.384,0,0.101,143.948,4.0,0.374,1,Money Trees,Kendrick Lamar
+527,0.203,0.791,286213,0.916,0.0,2,0.0924,-2.009,1,0.178,103.709,4.0,0.62,1,Hood Pass Intact feat. MC Eiht,Dâm-Funk
+528,0.00341,0.491,128187,0.935,0.348,1,0.121,-4.22,1,0.0343,157.993,4.0,0.964,1,Got No Money,FIDLAR
+529,0.0581,0.748,306600,0.586,0.0,1,0.156,-2.554,1,0.0512,140.067,4.0,0.162,1,Birthday Song,2 Chainz
+530,7.79e-05,0.351,141305,0.931,0.129,6,0.226,-5.746,0,0.0539,126.394,4.0,0.604,1,Oh,FIDLAR
+531,0.001,0.48,139560,0.964,0.000273,7,0.131,-3.681,1,0.0656,98.496,4.0,0.579,1,No Waves,FIDLAR
+532,3.41e-05,0.123,99413,0.963,0.0329,10,0.292,-4.182,1,0.0543,198.04,4.0,0.68,1,Wake Bake Skate,FIDLAR
+533,0.00814,0.401,93267,0.972,0.878,0,0.382,-2.236,1,0.0886,152.839,4.0,0.405,1,No Ass,FIDLAR
+534,0.00023,0.228,182600,0.886,0.848,9,0.307,-3.87,0,0.0497,165.201,4.0,0.499,1,Black Out Stout,FIDLAR
+535,0.0214,0.465,295880,0.633,0.79,11,0.105,-9.493,0,0.0578,130.074,4.0,0.0451,1,Plague,Crystal Castles
+536,0.11,0.438,192000,0.539,0.0,8,0.143,-9.578,1,0.166,166.649,5.0,0.0759,1,Kerosene,Crystal Castles
+537,0.0036,0.396,186627,0.601,0.531,0,0.116,-9.347,1,0.0515,129.996,4.0,0.351,1,Wrath Of God,Crystal Castles
+538,0.000183,0.596,178800,0.628,0.00767,5,0.187,-7.582,0,0.0503,139.965,4.0,0.52,1,Pale Flesh,Crystal Castles
+539,0.000964,0.276,141627,0.766,0.858,7,0.15,-6.012,0,0.0373,158.188,4.0,0.547,1,Past Lives,DIIV
+540,0.104,0.241,194600,0.588,0.00042,7,0.087,-6.914,1,0.0313,171.882,4.0,0.506,1,Pictures Of Matchstick Men,Status Quo
+541,0.000341,0.821,397166,0.902,0.909,11,0.0898,-7.203,1,0.0542,112.98,4.0,0.269,1,Get Up,Craig Bratley
+542,0.854,0.354,476164,0.228,0.8,0,0.113,-10.304,1,0.0296,82.758,3.0,0.0745,1,Cloud Atlas End Title,Tom Tykwer
+543,0.0372,0.638,210160,0.897,0.00748,7,0.0691,-5.78,0,0.0504,133.948,4.0,0.915,1,Keep You,Wild Belle
+544,0.0101,0.651,247360,0.642,0.000186,2,0.0902,-4.276,1,0.167,88.237,4.0,0.711,1,Anything New,Bibio
+545,0.0543,0.625,193147,0.576,4.07e-05,11,0.187,-5.693,0,0.175,179.063,4.0,0.223,1,Adorn,Miguel
+546,0.169,0.759,346160,0.772,0.0687,7,0.0668,-8.052,1,0.125,89.245,4.0,0.752,1,Louie Louie,Toots & The Maytals
+547,0.0175,0.726,190360,0.664,0.0,0,0.195,-6.275,1,0.108,75.571,4.0,0.494,1,Under Mi Sensi,Barrington Levy
+548,0.8,0.611,448315,0.9,0.872,1,0.19,-10.026,1,0.0593,129.729,4.0,0.322,1,Loner,Burial
+549,0.0845,0.865,233300,0.549,0.158,0,0.081,-10.083,1,0.244,142.8,4.0,0.619,1,Murderer,Barrington Levy
+550,0.00135,0.794,375179,0.481,0.883,6,0.0833,-11.97,1,0.149,114.003,4.0,0.314,1,Space Cakes - Original,Tanner Ross
+551,0.0193,0.614,323600,0.677,0.518,9,0.108,-8.317,0,0.0323,126.477,4.0,0.726,1,"There, There",Radiohead
+552,0.0113,0.535,258413,0.857,0.00751,9,0.472,-5.2,0,0.0543,91.053,4.0,0.431,1,Nightcall,Kavinsky
+553,0.453,0.815,230307,0.672,0.0,8,0.112,-5.675,1,0.27,151.362,4.0,0.813,1,Jacket & Tie,Toyan
+554,0.00104,0.595,247175,0.794,0.00733,0,0.0693,-5.186,1,0.0345,131.619,4.0,0.685,1,Doom And Gloom - Jeff Bhasker Mix,The Rolling Stones
+555,4.06e-05,0.683,230587,0.698,0.000113,9,0.058,-6.255,1,0.0395,125.999,4.0,0.962,1,All Of Me,Tanlines
+556,0.0829,0.722,192026,0.619,0.0,9,0.0533,-8.324,0,0.352,140.031,4.0,0.606,1,Females Welcomed (feat. Reija Lee),Trinidad James
+557,0.0985,0.647,277375,0.841,0.0,10,0.897,-2.507,1,0.164,139.963,4.0,0.886,1,Blueberry (Pills & Cocaine) (feat. Danny Brown),Darq E Freaker
+558,0.000455,0.428,146227,0.972,0.000854,11,0.313,-4.329,0,0.0514,133.064,4.0,0.48,1,Max Can't Surf,FIDLAR
+559,9.19e-06,0.325,109533,0.918,0.000288,2,0.276,-4.823,1,0.071,95.537,4.0,0.184,1,Wait for the Man,FIDLAR
+560,0.074,0.912,400751,0.781,0.762,7,0.348,-7.018,0,0.0444,119.978,4.0,0.891,1,Inspector Norse,Todd Terje
+561,0.0324,0.771,246573,0.416,0.0,0,0.111,-8.188,0,0.0894,131.952,4.0,0.218,1,Love Sosa,Chief Keef
+562,0.00069,0.759,398615,0.764,0.719,10,0.116,-7.416,0,0.0446,117.996,4.0,0.315,1,This Time Around,Softwar
+563,0.135,0.691,264213,0.737,0.0291,10,0.127,-5.758,0,0.0447,108.049,4.0,0.675,1,See Blind Through,Canyons
+564,0.139,0.701,261120,0.822,0.0526,6,0.0726,-6.13,1,0.0366,129.03,4.0,0.739,1,Vowels = space and time,Grimes
+565,0.263,0.736,260413,0.58,0.663,5,0.101,-9.643,0,0.0485,140.04,4.0,0.144,1,Be A Body,Grimes
+566,0.131,0.564,171573,0.912,8.05e-06,5,0.369,-4.718,0,0.143,92.054,4.0,0.582,1,Unchained (The Payback / Untouchable),James Brown
+567,0.164,0.824,181800,0.513,0.0,8,0.0487,-9.591,1,0.208,99.938,4.0,0.568,1,Stomp - Dirty,5kinAndBone5
+568,0.0451,0.406,152040,0.74,0.722,0,0.637,-7.232,1,0.031,92.333,4.0,0.822,1,Borrowed Time,Parquet Courts
+569,0.116,0.762,204293,0.883,0.0,0,0.3,-4.397,1,0.18,140.974,4.0,0.781,1,Young N*****,Gucci Mane
+570,0.078,0.54,187847,0.77,0.0,7,0.0846,-7.748,1,0.354,99.882,4.0,0.62,1,All Gold Everything,Trinidad James
+571,0.109,0.834,389508,0.481,0.822,8,0.111,-9.511,1,0.135,121.999,4.0,0.306,1,What I Might Do - Club Mix,Ben Pearce
+572,0.00855,0.714,155337,0.905,2.55e-05,8,0.146,-2.663,1,0.0289,125.927,4.0,0.824,1,I Love It (feat. Charli XCX) - Original Version,Icona Pop
+573,0.0015,0.36,162168,0.774,0.807,3,0.0996,-8.758,1,0.0384,80.205,4.0,0.664,1,Kenosha,Swearin'
+574,0.018,0.609,209760,0.798,8.68e-06,5,0.434,-4.448,0,0.0404,130.034,4.0,0.405,1,Fineshrine,Purity Ring
+575,0.0047,0.777,309180,0.688,0.69,8,0.096,-8.692,0,0.0681,126.019,4.0,0.18,1,Flow,Disclosure
+576,0.135,0.749,267307,0.647,0.0,2,0.142,-6.878,1,0.137,146.024,4.0,0.196,1,C'Est La Vie,Booba
+577,0.0202,0.67,260853,0.544,0.00792,1,0.14,-9.643,0,0.124,140.037,4.0,0.331,1,Caramel,Booba
+578,0.00627,0.684,228907,0.637,0.0,9,0.297,-6.378,1,0.061,140.063,4.0,0.245,1,O.G,Booba
+579,0.151,0.633,321627,0.85,0.0,5,0.0556,-5.915,0,0.344,97.933,4.0,0.761,1,HLM 3,Lunatic
+580,0.049,0.594,457205,0.77,0.9,0,0.103,-7.082,1,0.0629,125.987,4.0,0.14,1,The Mighty Ming - Original Club Mix,Funkagenda
+581,0.0119,0.473,196664,0.794,0.00218,9,0.418,-5.151,1,0.0462,139.313,4.0,0.293,1,Harlem Shake,Baauer
+582,0.00207,0.931,255844,0.606,0.461,1,0.092,-8.366,1,0.269,94.018,4.0,0.865,1,Purp Walk,Lunice
+583,0.432,0.744,232611,0.685,0.0,7,0.319,-8.332,1,0.34,87.675,4.0,0.56,1,Do You Like It? (Feat. Kool A.D),Chaz Van Queen
+584,0.0452,0.752,150053,0.783,0.0,9,0.194,-7.507,1,0.151,159.912,4.0,0.611,1,Gucci On The Rise,Gucci Mane
+585,0.00469,0.821,280173,0.469,0.0,8,0.141,-7.152,1,0.0473,132.002,4.0,0.321,1,Hate Bein' Sober,Chief Keef
+586,0.00271,0.908,237293,0.513,0.0,2,0.141,-5.318,1,0.0973,130.047,4.0,0.256,1,Traffic,Lil Reese
+587,0.0401,0.636,267147,0.702,0.0,11,0.105,-5.437,1,0.0743,125.998,4.0,0.471,1,Hold Me Back,Rick Ross
+588,0.239,0.839,636213,0.583,0.0,1,0.262,-5.941,1,0.268,87.99,4.0,0.557,1,Oldie,Odd Future
+589,0.0425,0.79,173160,0.531,0.0,8,0.266,-6.968,1,0.197,86.306,4.0,0.498,1,Started From the Bottom,Drake
+590,0.0596,0.787,121874,0.81,0.125,5,0.625,-7.822,1,0.0993,77.505,4.0,0.606,1,Dum Dum,Baauer
+591,0.000451,0.603,342020,0.978,0.493,11,0.404,-1.367,0,0.186,150.072,4.0,0.496,1,Higher - Extended,Just Blaze and Baauer
+592,0.00402,0.937,225940,0.67,0.0,9,0.108,-6.149,1,0.107,136.029,4.0,0.592,1,"Gone, Gone",Juicy J
+593,0.0912,0.748,275907,0.703,0.0036,2,0.0635,-11.869,1,0.0663,110.615,4.0,0.618,1,Rock Creek Park,The Blackbyrds
+594,0.00741,0.727,250587,0.235,0.0159,0,0.0769,-20.263,1,0.16,127.16,4.0,0.59,1,Leaving Babylon,Bad Brains
+595,0.000117,0.857,222330,0.948,0.816,10,0.317,-6.901,0,0.204,140.002,4.0,0.669,1,Trap Shit V7,UZ
+596,0.0295,0.793,432800,0.978,0.0331,11,0.0764,-9.229,0,0.0648,124.922,4.0,0.711,1,Good Life - Original 12'' Mix,Inner City
+597,0.0492,0.738,461560,0.808,0.734,10,0.036,-9.772,0,0.0522,120.248,4.0,0.816,1,Big Fun - Original 12'' Mix,Inner City
+598,0.00905,0.864,223071,0.86,0.0,11,0.183,-1.92,1,0.178,140.029,4.0,0.883,1,Piss Test (feat. Juicy J & Dany Brown),A-Trak
+599,0.0234,0.688,219618,0.457,0.0,7,0.127,-9.86,1,0.0338,109.278,4.0,0.645,1,Can't Seem To Make You Mine,Sky Saxon & The Seeds
+600,0.423,0.786,267160,0.525,0.461,1,0.0876,-8.271,0,0.0388,128.014,4.0,0.43,1,Borderline,Classixx
+601,0.00201,0.734,394857,0.686,0.11,5,0.0408,-9.781,0,0.0761,128.021,4.0,0.543,1,Elevate - Q45 Remix,Toni Toni Lee
+602,0.0196,0.765,246823,0.891,0.0145,9,0.0293,-6.43,0,0.0514,126.99,4.0,0.564,1,With You (feat. Alexis Taylor),Carte Blanche (feat. Alexis Taylor)
+603,0.00263,0.725,238640,0.798,2.14e-06,0,0.0791,-6.75,0,0.162,124.045,4.0,0.72,1,Can't Shake This Feeling,Grum
+604,0.014,0.962,156800,0.592,0.642,9,0.134,-11.716,0,0.108,130.684,4.0,0.361,1,Check Me Out Like,Blaqstarr
+605,0.00167,0.845,292654,0.455,5.97e-05,11,0.0414,-5.209,1,0.0693,119.987,4.0,0.832,1,Second Summer,YACHT
+606,0.000321,0.5,261587,0.95,0.0293,6,0.382,-4.333,1,0.0677,120.038,4.0,0.298,1,Demon To Lean On,Wavves
+607,0.0537,0.648,322760,0.547,0.0439,5,0.0826,-6.547,1,0.0245,141.378,4.0,0.851,1,Walk In The Park,Beach House
+608,0.00576,0.77,347387,0.69,0.0107,9,0.0684,-4.903,0,0.0977,118.989,4.0,0.721,1,Reckless (With Your Love),Azari & III
+609,3.13e-05,0.61,420384,0.907,0.698,11,0.23,-5.857,0,0.0384,112.007,4.0,0.397,1,Reckless (With Your Love) - Tensnake Remix,Azari & III
+610,0.00318,0.663,146906,0.877,0.00217,5,0.124,-3.37,0,0.0538,135.989,4.0,0.396,1,Never Be Your Woman (Shy FX Radio Edit) [feat. Emeli Sandé],Wiley
+611,0.000548,0.831,155042,0.373,0.000362,1,0.1,-6.896,1,0.157,96.115,4.0,0.356,1,(Bonus) Break Her Down,Iamsu!
+612,0.0482,0.653,141724,0.817,0.0,1,0.157,-5.077,1,0.239,135.345,4.0,0.493,1,Molly Ringwald,Danny Brown
+613,8.34e-05,0.72,255135,0.748,0.0,5,0.11,-7.607,1,0.447,182.064,4.0,0.555,1,8 Feet Tall,Problem
+614,0.769,0.808,118353,0.593,2.07e-06,1,0.111,-9.395,1,0.344,89.876,4.0,0.88,1,36 Chamber Flow,Flatbush Zombies
+615,0.0302,0.798,216585,0.481,0.0,7,0.128,-10.488,1,0.314,127.136,4.0,0.64,1,Trill Hoe,Western Tink
+616,0.00706,0.586,245733,0.915,0.236,6,0.192,-6.264,1,0.031,117.99,4.0,0.747,1,Saturday Love,Toro y Moi
+617,0.15,0.695,240040,0.615,0.000212,7,0.0879,-5.325,0,0.042,124.015,4.0,0.425,1,Sweater Weather,The Neighbourhood
+618,0.00749,0.587,250299,0.784,0.0126,9,0.264,-4.878,1,0.0469,139.99,4.0,0.13,1,Oh My - Club Mix,The Partysquad
+619,0.0765,0.675,205533,0.862,0.000609,8,0.364,-5.309,0,0.0501,124.982,4.0,0.819,1,Saltkin,Purity Ring
+620,0.116,0.671,239613,0.73,0.000356,8,0.201,-6.773,1,0.0369,112.011,4.0,0.302,1,Lofticries,Purity Ring
+621,0.00221,0.632,156614,0.793,0.0,10,0.171,-4.171,0,0.102,189.992,4.0,0.393,1,Get It In,Iamsu!
+622,0.0106,0.774,227327,0.92,0.433,11,0.146,-4.213,1,0.25,128.97,4.0,0.223,1,My Bad - Club Mix,The Partysquad
+623,0.0415,0.941,207040,0.685,0.0,10,0.08,-5.24,1,0.0752,97.524,4.0,0.695,1,I'm Different,2 Chainz
+624,0.0426,0.794,248413,0.811,1.07e-06,6,0.101,-8.966,0,0.038,116.047,4.0,0.865,1,Get Lucky - Radio Edit,Daft Punk
+625,0.0436,0.805,192623,0.634,0.0,7,0.0579,-7.759,1,0.0535,143.944,4.0,0.76,1,Had A Dream,EMP DASME
+626,0.00584,0.394,225680,0.669,0.0,7,0.334,-4.461,1,0.056,169.929,4.0,0.195,1,Recover,CHVRCHES
+627,0.0347,0.635,224747,0.459,0.000184,2,0.077,-7.59,1,0.0491,114.865,4.0,0.345,1,Now Is Not the Time,CHVRCHES
+628,0.00116,0.669,211042,0.765,0.0,8,0.312,-7.885,1,0.051,131.946,4.0,0.163,1,MDA,Problem
+629,0.0637,0.742,304880,0.912,0.0,6,0.599,-1.188,0,0.13,137.975,4.0,0.562,1,Pop That,French Montana
+630,0.244,0.624,205973,0.752,0.0,4,0.131,-5.43,1,0.121,134.021,4.0,0.862,1,Young & Gettin' It - feat. Kirko Bangz,Meek Mill
+631,0.45,0.622,218480,0.628,0.0,7,0.251,-9.964,0,0.243,144.812,4.0,0.304,1,Best Wishes,Iamsu!
+632,0.121,0.719,216000,0.66,0.0,2,0.127,-8.22,1,0.0829,119.996,4.0,0.357,1,Kids,Iamsu!
+633,0.000478,0.525,200015,0.8,0.429,11,0.319,-11.484,1,0.122,80.032,4.0,0.52,1,Levitate,Paper Diamond
+634,0.14,0.525,291162,0.538,0.117,11,0.095,-9.366,0,0.0783,175.953,4.0,0.791,1,Get Free (feat. Amber of Dirty Projectors),Major Lazer
+635,0.000373,0.472,246427,0.855,0.93,0,0.887,-6.937,1,0.069,154.908,4.0,0.166,1,Balance,Future Islands
+636,0.00417,0.9,262168,0.929,2.04e-05,7,0.524,-0.718,1,0.148,129.991,4.0,0.566,1,The Lion - Original Mix,The Partysquad
+637,0.000839,0.802,334849,0.586,0.0212,5,0.0587,-6.245,1,0.103,128.011,4.0,0.407,1,For Your Love - Club Edit,The Partysquad
+638,0.000423,0.723,358436,0.669,0.936,11,0.0751,-5.026,0,0.0582,126.013,4.0,0.156,1,For Your Love - Olav Basoski Remix,The Partysquad
+639,0.284,0.797,253187,0.508,0.00859,9,0.356,-8.154,0,0.0455,118.032,4.0,0.958,1,Slippin’,Quadron
+640,0.00255,0.869,224107,0.426,0.534,7,0.113,-8.187,1,0.202,127.059,4.0,0.457,1,Take You On,Peaches
+641,0.0302,0.756,256933,0.595,1.98e-06,1,0.146,-6.924,1,0.0333,130.031,4.0,0.0681,1,One of Those Nights,Juicy J
+642,0.0267,0.821,632693,0.793,1.37e-05,6,0.0751,-9.003,0,0.0391,116.009,4.0,0.91,1,Get Lucky - Daft Punk Remix,Daft Punk
+643,0.000891,0.806,297907,0.772,0.864,6,0.101,-14.369,1,0.0856,125.325,4.0,0.436,1,No Way Back,Adonis
+644,0.152,0.702,420107,0.504,5.11e-06,9,0.22,-16.794,1,0.342,121.374,4.0,0.794,1,Ride The Rhythm,On The House featuring Marshall Jefferson
+645,0.0956,0.646,282791,0.929,1.12e-06,2,0.159,-1.501,1,0.194,128.995,4.0,0.229,1,Move Your Body - Extended Mix,Benny Benassi
+646,0.000736,0.491,281853,0.883,3.19e-05,4,0.369,-4.986,0,0.0306,131.75,4.0,0.516,1,Rockin' In The Free World,Neil Young
+647,0.028,0.291,192960,0.901,0.627,2,0.116,-2.327,0,0.0563,150.052,4.0,0.511,1,Feels Like We Only Go Backwards,Tame Impala
+648,0.274,0.683,266173,0.776,0.0748,0,0.0885,-7.029,1,0.0754,126.18,4.0,0.667,1,Half Full Glass of Wine,Tame Impala
+649,0.00845,0.799,207843,0.605,0.0143,7,0.485,-10.011,1,0.286,194.055,4.0,0.378,1,"Bubble Butt [Radio Mix] [feat. Bruno Mars, 2 Chainz, Tyga & Mystic]",Major Lazer
+650,0.00968,0.836,230627,0.817,0.0,7,0.114,-5.672,1,0.0677,112.007,4.0,0.658,1,Wop (Official Version),J. Dash
+651,0.0613,0.931,202199,0.415,0.0,7,0.059,-8.491,1,0.293,97.995,4.0,0.614,1,Don’t Drop That Thun Thun,Finatticz
+652,0.00579,0.683,284267,0.989,0.00108,9,0.0964,-2.092,0,0.0616,91.558,4.0,0.78,1,Give It Away,Red Hot Chili Peppers
+653,0.0472,0.379,570733,0.782,0.748,11,0.265,-8.163,1,0.0358,101.698,4.0,0.529,1,Wakin on a Pretty Day,Kurt Vile
+654,0.000289,0.771,227143,0.949,0.602,8,0.595,-4.712,1,0.175,111.959,4.0,0.372,1,Hulk (Dillon Francis Remix),Clockwork
+655,0.000183,0.695,295714,0.792,0.439,9,0.0638,-4.595,0,0.0328,112.008,4.0,0.424,1,Dill the Noise,Dillon Francis and Kill The Noise
+656,0.000258,0.375,212947,0.804,0.694,7,0.322,-5.673,0,0.0372,154.066,4.0,0.394,1,Dead Sound,The Raveonettes
+657,0.00533,0.421,164289,0.8,0.332,11,0.381,-5.85,1,0.303,189.935,4.0,0.0951,1,Rvtchet Bitch,Brillz & Teddy Tuxedo
+658,0.0216,0.886,217893,0.474,0.0,1,0.088,-8.045,0,0.274,150.068,4.0,0.823,1,Swing,Savage
+659,0.0597,0.65,242056,0.985,0.325,6,0.36,-3.406,0,0.133,153.009,4.0,0.667,1,You & Me - Baauer Remix,Disclosure
+660,0.0155,0.76,285651,0.944,0.85,6,0.363,-3.793,0,0.0733,123.985,4.0,0.294,1,Next Order,Dog Blood
+661,0.0645,0.824,180107,0.883,0.0707,0,0.409,-2.715,1,0.108,127.989,4.0,0.846,1,It's You,Duck Sauce
+662,0.0553,0.482,350120,0.72,2.07e-06,2,0.461,-6.812,1,0.271,90.999,4.0,0.222,1,m.A.A.d city,Kendrick Lamar
+663,0.00778,0.786,263120,0.604,0.0,6,0.102,-8.372,1,0.0614,140.054,4.0,0.502,1,Bounce It,Juicy J
+664,0.00842,0.853,139240,0.578,0.0,10,0.095,-4.897,0,0.2,98.027,4.0,0.566,1,Pu$$y Magnet (feat. Keayshawn),Roach Gigz
+665,0.315,0.794,236280,0.82,0.0,11,0.531,-5.214,1,0.152,140.042,4.0,0.821,1,Fashion Killa,A$AP Rocky
+666,0.114,0.725,251333,0.661,0.0,7,0.291,-3.903,1,0.131,127.82,4.0,0.432,1,I Wanna Be With You,DJ Khaled
+667,0.025,0.854,207264,0.46,0.0,10,0.128,-9.71,0,0.14,97.512,4.0,0.492,1,Gas Pedal (feat. IamSu),Sage The Gemini
+668,0.436,0.862,198531,0.364,0.0,11,0.0688,-9.727,0,0.137,97.51,4.0,0.766,1,Red Nose,Sage The Gemini
+669,0.461,0.432,262857,0.703,0.0,10,0.779,-3.845,0,0.332,187.302,3.0,0.675,1,"U.O.E.N.O. Remix (feat. Future, Wiz Khalifa)",Rocko
+670,0.0235,0.847,246100,0.713,0.0,6,0.331,-3.89,0,0.241,132.063,4.0,0.338,1,VERSACE,Flap Jack
+671,0.444,0.654,165432,0.794,0.0,1,0.127,-4.307,1,0.322,96.973,4.0,0.464,1,Strictly 4 My Jeeps,Action Bronson
+672,0.000134,0.701,389493,0.914,0.000137,7,0.169,-4.463,1,0.129,123.966,4.0,0.372,1,The Giver - Original Mix,Duke Dumont
+673,0.00264,0.844,310334,0.728,0.865,11,0.0544,-6.805,0,0.0582,124.297,4.0,0.635,1,Lean & Bounce,Duke Dumont
+674,0.155,0.582,311093,0.884,0.0,8,0.0725,-5.635,0,0.166,150.195,4.0,0.67,1,Swishas and Dosha - Main Version - Clean,UGK
+675,0.0352,0.697,172760,0.682,0.0,7,0.664,-9.022,1,0.219,155.742,4.0,0.672,1,Players Anthem,UGK
+676,0.003,0.766,227027,0.453,3.49e-05,6,0.0923,-6.651,0,0.067,100.002,4.0,0.346,1,"Hold On, We're Going Home",Drake
+677,0.426,0.872,188347,0.541,0.000789,5,0.132,-5.911,1,0.103,95.971,4.0,0.653,1,Living,2 Chainz
+678,0.0152,0.621,335156,0.813,0.0,6,0.691,-3.59,0,0.158,141.91,4.0,0.524,1,Taylor Gang - Bonus Track,Wiz Khalifa
+679,0.311,0.675,205740,0.617,0.0,10,0.19,-7.74,1,0.256,140.124,4.0,0.508,1,I'm A Martian,Brian Pumper
+680,0.104,0.689,229853,0.879,0.0376,0,0.49,-4.03,0,0.0978,170.036,4.0,0.544,1,The Drop,Bro Safari
+681,0.011,0.63,160858,0.664,0.082,9,0.105,-7.245,1,0.172,179.955,4.0,0.231,1,Drippin,MiM0SA
+682,0.00246,0.514,296400,0.75,0.0285,2,0.139,-7.847,1,0.028,86.018,4.0,0.551,1,Heaven,TR/ST
+683,0.0557,0.599,222160,0.677,0.00018,11,0.434,-6.328,1,0.0314,126.012,4.0,0.108,1,I Need You,Glass Figure
+684,0.0281,0.64,197120,0.888,8.01e-05,1,0.0584,-5.251,0,0.169,87.93,4.0,0.664,1,From Nowhere,Dan Croll
+685,0.475,0.599,228467,0.533,0.00153,9,0.235,-14.032,0,0.0472,122.262,4.0,0.609,1,I Follow Rivers,Lykke Li
+686,0.356,0.667,234994,0.901,0.00393,9,0.0774,-3.719,0,0.0275,140.026,4.0,0.824,1,L'Amour Parfait,Yelle
+687,0.109,0.742,214693,0.77,0.0239,10,0.104,-6.339,0,0.0514,96.988,4.0,0.687,1,Northern Lights,Kate Boy
+688,0.0938,0.874,281373,0.704,0.0,9,0.409,-6.27,1,0.102,119.954,4.0,0.444,1,Shabba,A$AP Ferg
+689,0.152,0.726,178507,0.834,0.683,10,0.0845,-5.564,1,0.0565,130.04,4.0,0.574,1,Work,A$AP Ferg
+690,0.0247,0.834,285947,0.732,0.0,1,0.112,-5.121,1,0.138,130.011,4.0,0.308,1,Work REMIX,A$AP Ferg
+691,0.00469,0.712,252313,0.865,0.0412,1,0.121,-6.411,1,0.083,113.015,4.0,0.831,1,The Way We Are,Kate Boy
+692,0.422,0.422,260276,0.641,0.0,10,0.317,-4.947,0,0.323,187.027,3.0,0.668,1,"U.O.E.N.O. (feat. Rick Ross, Future)",Rocko
+693,0.268,0.651,182384,0.773,0.0,6,0.172,-6.855,0,0.262,129.882,4.0,0.418,1,Now You Do,A-1
+694,0.00142,0.728,294011,0.77,0.229,10,0.603,-4.945,0,0.0426,108.991,4.0,0.668,1,Holding On - Jerome LOL Remix,Classixx
+695,0.0296,0.907,849960,0.643,0.0265,1,0.105,-8.657,0,0.0549,124.909,4.0,0.363,1,Music Is the Answer - Original Extended 12-Inch Mix,Celeda
+696,0.00255,0.855,233272,0.898,2.95e-05,7,0.0563,-3.863,1,0.061,135.965,4.0,0.525,1,Test Me - UZ Remix,Flosstradamus & DJ Sliink
+697,0.000901,0.769,215294,0.792,0.0,7,0.385,-4.086,1,0.111,136.021,4.0,0.323,1,Test Me,Flosstradamus & DJ Sliink
+698,0.00525,0.7,307467,0.675,0.0,2,0.657,-6.362,1,0.149,124.882,4.0,0.227,1,No New Friends - SFTB Remix,DJ Khaled
+699,0.0215,0.825,199973,0.489,0.0,11,0.111,-9.32,1,0.263,96.99,4.0,0.424,1,R.I.P.,Jeezy
+700,0.015,0.607,216453,0.913,0.118,11,0.164,-6.822,1,0.069,124.677,4.0,0.517,1,Baby Blue,Badfinger
+701,0.0193,0.751,211825,0.882,0.0,1,0.15,-5.605,1,0.0819,140.103,4.0,0.657,1,Dip,Danny Brown
+702,0.32,0.723,210880,0.848,0.0,5,0.144,-7.11,1,0.0833,116.021,4.0,0.261,1,25 Bucks [feat. Purity Ring],Danny Brown
+703,0.00152,0.626,299383,0.888,0.0551,9,0.243,-4.981,0,0.0461,126.976,4.0,0.728,1,Fascism,Sam Sparro
+704,0.00723,0.743,259683,0.633,0.0,9,0.246,-8.224,1,0.235,85.041,4.0,0.398,1,Marc Jacobs,Riff Raff
+705,0.224,0.752,437293,0.767,0.931,5,0.0833,-8.022,0,0.0469,117.973,4.0,0.564,1,One Of Us - Original Mix,Iron Galaxy & Sexlife
+706,0.000768,0.66,214636,0.763,0.0389,4,0.0637,-6.832,0,0.0636,137.932,4.0,0.661,1,Can We Go Up?,Paper Diamond
+707,0.00144,0.211,162436,0.963,0.000732,7,0.162,-4.061,1,0.118,128.113,3.0,0.395,1,This Lonely Morning,Best Coast
+708,0.0252,0.528,290933,0.514,0.0894,2,0.0725,-11.909,1,0.133,122.872,4.0,0.428,1,Time Has Come Today,The Chambers Brothers
+709,4.91e-05,0.442,207027,0.797,0.293,1,0.0749,-7.352,1,0.0349,135.018,4.0,0.274,1,Sad Eyes,Crystal Castles
+710,0.0468,0.876,170480,0.716,0.000482,1,0.0667,-6.884,1,0.135,131.942,4.0,0.758,1,Wearing My Rolex - Radio Edit,Wiley
+711,0.00174,0.67,174122,0.848,0.00168,0,0.385,-5.103,0,0.0537,124.029,4.0,0.46,1,Need U (100%) [feat. A*M*E] [Radio Edit],Duke Dumont
+712,0.268,0.237,311680,0.89,0.843,5,0.122,-7.445,1,0.0599,169.792,4.0,0.308,1,Stoned and Starving,Parquet Courts
+713,0.0438,0.59,453949,0.721,0.0155,11,0.352,-8.32,0,0.0317,111.524,4.0,0.663,1,Reflektor,Arcade Fire
+714,0.000334,0.907,183581,0.616,0.425,6,0.11,-7.073,0,0.0577,124.036,4.0,0.614,1,Jack,Breach
+715,0.0175,0.764,198907,0.547,0.000161,0,0.23,-8.6,1,0.0576,89.993,4.0,0.404,1,Tennis Court,Lorde
+716,0.0426,0.667,280080,0.465,0.00649,8,0.465,-8.096,1,0.0339,123.883,4.0,0.338,1,Primetime (feat. Miguel),Janelle Monáe
+717,0.00349,0.772,227880,0.407,2.4e-05,6,0.0705,-7.442,0,0.0907,100.006,4.0,0.287,1,"Hold On, We're Going Home",Drake
+718,0.717,0.345,237973,0.313,0.000822,4,0.1,-10.098,1,0.0681,207.969,4.0,0.166,1,Hannah Hunt,Vampire Weekend
+719,0.0151,0.502,255632,0.732,0.000119,1,0.0897,-5.45,1,0.168,122.025,4.0,0.529,1,Latch,Disclosure
+720,0.03,0.35,313707,0.844,0.0,1,0.177,-4.161,0,0.0438,114.64,4.0,0.107,1,Play by Play,Autre Ne Veut
+721,0.344,0.69,237040,0.737,0.0,1,0.243,-4.123,1,0.0363,115.02,4.0,0.821,1,I Blame Myself,Sky Ferreira
+722,0.278,0.716,205800,0.568,1.98e-06,2,0.385,-8.904,1,0.212,136.894,4.0,0.915,1,Sunday,Earl Sweatshirt
+723,0.591,0.624,251627,0.724,7.79e-06,10,0.101,-7.113,1,0.101,78.008,4.0,0.62,1,Step,Vampire Weekend
+724,0.189,0.74,261360,0.798,0.00128,0,0.305,-6.55,1,0.146,119.964,4.0,0.574,1,You're Not Good Enough,Blood Orange
+725,0.0543,0.81,527705,0.949,0.957,2,0.155,-8.732,1,0.0428,121.971,4.0,0.778,1,Strandbar (disko),Todd Terje
+726,0.886,0.574,217053,0.324,0.0817,0,0.28,-10.993,1,0.0307,91.007,4.0,0.226,1,Open,Rhye
+727,0.076,0.741,257733,0.894,4.89e-05,2,0.0835,-5.648,1,0.069,111.969,4.0,0.31,1,Falling,HAIM
+728,0.00963,0.667,277688,0.848,0.000213,10,0.317,-6.164,0,0.05,119.975,4.0,0.895,1,White Noise,Disclosure
+729,0.000195,0.122,377177,0.913,0.713,11,0.269,-5.815,0,0.0499,185.906,4.0,0.0957,1,Bumpy Road,Destruction Unit
+730,0.0715,0.869,275867,0.712,0.0,9,0.272,-6.136,1,0.103,120.0,4.0,0.458,1,Shabba,A$AP Ferg
+731,0.0246,0.841,283693,0.733,0.0,1,0.174,-5.077,1,0.142,130.009,4.0,0.291,1,Work REMIX,A$AP Ferg
+732,0.0116,0.816,224853,0.543,0.0,0,0.13,-6.923,1,0.238,95.04,4.0,0.373,1,Dope,Tyga
+733,0.649,0.288,171620,0.394,0.712,7,0.145,-14.352,1,0.0399,151.632,3.0,0.0733,1,Here Comes The Night Time II,Arcade Fire
+734,0.0392,0.57,405213,0.742,0.177,6,0.0993,-12.475,1,0.0366,127.193,4.0,0.039,1,Warm In The Winter,Glass Candy
+735,0.00626,0.807,442213,0.634,0.0288,11,0.0442,-9.035,1,0.0727,94.242,4.0,0.674,1,Don't Let It Get to Your Head,Black Harmony
+736,0.0086,0.656,224286,0.787,0.0923,8,0.376,-5.01,1,0.043,94.495,4.0,0.0933,1,We Fall Down,ASTR
+737,0.0152,0.333,264384,0.789,0.0,6,0.0639,-5.784,1,0.0782,82.66,4.0,0.338,1,R U With Me,ASTR
+738,0.064,0.652,224685,0.744,2.87e-05,7,0.342,-4.098,0,0.0378,123.006,4.0,0.488,1,Blue Hawaii,ASTR
+739,0.000986,0.771,218356,0.857,0.0161,8,0.323,-6.114,0,0.102,108.03,4.0,0.66,1,Razor,ASTR
+740,0.949,0.619,240707,0.324,5.42e-05,9,0.114,-10.146,0,0.0271,111.927,4.0,0.0968,1,Stay,Rihanna
+741,0.000483,0.701,224200,0.829,0.00223,6,0.14,-5.749,0,0.0513,132.349,4.0,0.501,1,The Sound Of San Francisco - Progressive Album Mix,Global Deejays
+742,0.503,0.683,250653,0.478,5.26e-05,2,0.113,-12.501,1,0.0356,115.121,4.0,0.771,1,Sunshine Of Your Love,Cream
+743,0.364,0.507,180000,0.63,0.0127,4,0.293,-8.746,1,0.0355,130.141,4.0,0.559,1,Somebody to Love,Jefferson Airplane
+744,0.514,0.529,178507,0.645,0.00821,7,0.113,-8.158,1,0.0265,112.575,4.0,0.464,1,San Francisco (Be Sure to Wear Flowers In Your Hair) - Single Version,Scott McKenzie
+745,0.351,0.561,155040,0.329,0.0311,2,0.116,-12.68,1,0.0282,105.029,4.0,0.297,1,White Rabbit,Jefferson Airplane
+746,0.000294,0.827,352341,0.462,0.543,8,0.0886,-10.673,1,0.0623,123.994,4.0,0.341,1,Pleasure Power (DJ Smash Disco Remix),Afrolicious
+747,0.134,0.359,229147,0.662,0.0,1,0.0907,-2.843,1,0.0466,152.096,4.0,0.296,1,Bound 2,Kanye West
+748,0.00969,0.589,323480,0.621,0.00104,5,0.181,-6.902,0,0.0468,140.03,4.0,0.398,1,Drunk in Love,Beyoncé
+749,7.59e-05,0.597,343878,0.839,0.825,7,0.55,-6.964,1,0.0377,108.993,4.0,0.199,1,Viol - Original Mix,Gesaffelstein
+750,0.00778,0.677,256133,0.64,0.477,11,0.093,-6.408,0,0.0428,110.639,4.0,0.912,1,Good Mistake,Mr Little Jeans
+751,0.0261,0.556,260147,0.722,0.0163,9,0.166,-9.541,1,0.0475,130.028,4.0,0.508,1,Runaway,Mr Little Jeans
+752,0.0416,0.348,223227,0.856,0.0,2,0.203,-3.216,0,0.0979,188.046,4.0,0.261,1,Fall In Love,Phantogram
+753,0.00207,0.468,235920,0.971,0.00329,1,0.146,-3.382,0,0.0609,92.003,4.0,0.814,1,You’re Not The One,Sky Ferreira
+754,0.162,0.529,230213,0.95,0.00199,9,0.616,-3.446,1,0.056,119.964,4.0,0.456,1,Sacrilege,Yeah Yeah Yeahs
+755,0.0233,0.824,299960,0.572,8.19e-06,11,0.208,-4.868,1,0.0652,153.977,4.0,0.669,1,Collard Greens,ScHoolboy Q
+756,0.37,0.645,272453,0.836,0.0,2,0.125,-7.23,0,0.159,123.966,4.0,0.176,1,Hell Of A Night,ScHoolboy Q
+757,0.00392,0.683,201987,0.692,0.000441,9,0.105,-7.189,0,0.0396,103.848,4.0,0.593,1,1977,Ana Tijoux
+758,0.14,0.85,220347,0.534,0.000893,1,0.313,-5.278,1,0.322,98.004,4.0,0.963,1,Latino & Proud,DJ Raff
+759,0.0796,0.868,342773,0.627,0.0,1,0.0983,-4.843,0,0.116,131.097,4.0,0.314,1,Move That Dope,Future
+760,0.00135,0.702,218483,0.74,0.896,5,0.0481,-5.949,0,0.173,145.05,4.0,0.583,1,Slasherr,Rustie
+761,0.858,0.741,227627,0.449,0.000522,5,0.133,-6.621,1,0.0583,95.108,4.0,0.444,1,Outlines,AlunaGeorge
+762,0.464,0.655,190330,0.704,0.877,0,0.134,-10.341,0,0.0413,99.96,4.0,0.696,1,Platoon,Jungle
+763,0.00539,0.749,216013,0.857,0.0,3,0.192,-5.24,1,0.0435,111.906,4.0,0.355,1,Man Of The Year,ScHoolboy Q
+764,0.00011,0.742,449499,0.965,0.607,1,0.0703,-8.291,0,0.0538,123.04,4.0,0.391,1,Spacer Woman - Vocal,Charlie
+765,0.000595,0.805,445417,0.79,0.889,0,0.0296,-7.93,1,0.0577,122.994,4.0,0.533,1,Nobody Else - Original Mix,Dusky
+766,0.421,0.876,240000,0.675,1.16e-06,3,0.0667,-3.28,0,0.146,135.959,4.0,0.618,1,Stoner,Young Thug
+767,0.00767,0.541,308360,0.982,0.000765,2,0.291,-4.908,1,0.107,104.03,4.0,0.721,1,Elevate,St. Lucia
+768,0.112,0.857,223784,0.981,0.000157,8,0.0875,-4.223,1,0.12,148.009,4.0,0.709,1,Independent - House Remix,Hoodfellas
+769,0.000518,0.771,393387,0.963,0.901,11,0.147,-7.294,1,0.0363,124.0,4.0,0.591,1,Au Seve,Julio Bashmore
+770,0.0235,0.761,387774,0.478,0.00972,4,0.0458,-7.437,0,0.0545,118.925,4.0,0.948,1,Synchronize,Discodeine
+771,0.00204,0.805,285015,0.879,0.595,6,0.0578,-5.747,1,0.0521,123.013,4.0,0.713,1,Don't Miss,The Alexanders
+772,0.00118,0.682,295020,0.953,0.622,11,0.256,-3.873,0,0.0474,124.996,4.0,0.324,1,Coucou disco,Dim Sum
+773,0.000725,0.801,315001,0.718,0.91,0,0.0747,-6.246,1,0.0746,123.999,4.0,0.817,1,Vowel Play - Original,Them Jeans
+774,0.00188,0.661,311920,0.837,0.0,5,0.362,-3.78,0,0.114,102.831,4.0,0.615,1,The Devil Is A Lie,Rick Ross
+775,0.0454,0.895,194133,0.783,0.0,6,0.137,-4.983,1,0.102,147.65,4.0,0.696,1,North North,Project Pat
+776,0.548,0.706,206148,0.707,0.000313,0,0.1,-5.212,0,0.0351,144.877,4.0,0.246,1,Temporary View,SBTRKT
+777,0.15,0.516,210680,0.718,0.0163,5,0.167,-8.571,0,0.257,129.857,4.0,0.58,1,"III. Telegraph Ave. (""Oakland"" by Lloyd)",Childish Gambino
+778,0.106,0.653,184538,0.781,0.568,0,0.596,-7.433,1,0.0376,101.029,4.0,0.49,1,Accelerate,Jungle
+779,0.763,0.707,275227,0.709,0.0,11,0.274,-3.979,0,0.34,89.094,4.0,0.497,1,0 To 100 / The Catch Up,Drake
+780,0.0505,0.794,194561,0.51,1.81e-06,9,0.0562,-7.314,1,0.42,167.879,4.0,0.189,1,Hot N*gga,Bobby Shmurda
+781,0.394,0.484,160187,0.265,0.0,0,0.149,-11.101,1,0.0322,113.564,3.0,0.282,1,You'll Never Walk Alone - 2002 Remastered Version,Gerry & The Pacemakers
+782,0.000599,0.487,324807,0.68,0.0339,7,0.144,-8.497,0,0.0408,94.46,3.0,0.076,1,Your Soul,Hippie Sabotage
+783,0.0126,0.6,588520,0.811,0.05,8,0.969,-10.199,0,0.102,100.894,4.0,0.372,1,dance yrself clean - live at madison square garden,LCD Soundsystem
+784,0.713,0.628,303560,0.575,0.00233,10,0.0635,-11.591,0,0.0588,108.166,4.0,0.182,1,Running Up That Hill (A Deal With God),Kate Bush
+785,0.0323,0.227,230373,0.635,0.125,7,0.117,-9.169,1,0.0754,170.179,4.0,0.36,1,High Ball Stepper,Jack White
+786,0.768,0.275,283872,0.216,0.897,5,0.0832,-13.818,1,0.0345,116.388,4.0,0.176,1,The Great Gig In The Sky - 2011 Remastered Version,Pink Floyd
+787,0.00416,0.644,211200,0.848,0.0168,4,0.0629,-4.952,0,0.0511,99.989,4.0,0.302,1,All We Need (feat. Shy Girls),ODESZA
+788,0.00692,0.564,212986,0.846,0.00175,4,0.0452,-5.897,0,0.0437,122.035,4.0,0.695,1,Catamaran,Allah-Las
+789,0.712,0.277,235747,0.29,0.0459,1,0.228,-8.541,1,0.0332,71.302,4.0,0.0576,1,Fool,Perfume Genius
+790,0.296,0.609,291092,0.909,0.0785,5,0.262,-7.302,0,0.0921,114.019,4.0,0.416,1,Bulbform,TR/ST
+791,0.000563,0.417,167091,0.73,3.31e-06,5,0.0766,-6.774,1,0.0363,81.179,4.0,0.44,1,Passing Out Pieces,Mac Demarco
+792,0.36,0.784,212154,0.649,0.000684,0,0.115,-6.905,1,0.292,140.203,4.0,0.503,1,Tuesday,ILoveMakonnen
+793,0.0674,0.289,149013,0.942,0.917,2,0.405,-3.207,1,0.0519,137.281,4.0,0.302,1,Drop Dead Baby,Ty Segall
+794,0.00342,0.313,155013,0.893,0.0,11,0.0877,-3.891,0,0.0463,127.11,4.0,0.709,1,My Sunshine,Ty Segall
+795,0.000588,0.803,426850,0.769,0.9,6,0.0683,-7.025,1,0.0561,122.992,4.0,0.17,1,BIG Fun - Full Intention 88 Remix,Inner City
+796,0.0421,0.895,232533,0.517,9.72e-06,2,0.0511,-9.972,1,0.101,141.536,4.0,0.961,1,Natty Dread A Weh She Want,Horace Andy
+797,0.0326,0.598,228707,0.885,0.00265,8,0.107,-3.992,0,0.0383,87.914,4.0,0.593,1,DLZ,TV On The Radio
+798,0.123,0.749,258773,0.855,0.164,1,0.329,-10.105,1,0.406,128.339,4.0,0.61,1,Whatcha Gonna Do,Koopsta Knicca
+799,0.0625,0.758,252333,0.629,0.000144,7,0.109,-8.283,0,0.106,112.575,3.0,0.26,1,18 With A Bullet,Pete Wingfield
+800,0.602,0.746,190733,0.484,0.00824,1,0.0576,-9.614,1,0.0434,97.923,4.0,0.596,1,The Boss,James Brown
+801,0.00234,0.191,194400,0.979,0.283,7,0.617,-3.402,1,0.191,179.236,4.0,0.313,1,Drifting In And Out,Porcelain Raft
+802,0.0389,0.856,194747,0.719,9.03e-06,10,0.0935,-6.519,0,0.0746,146.032,4.0,0.369,1,Made Me,Snootie Wild
+803,0.605,0.583,263397,0.515,0.000691,11,0.0931,-9.283,0,0.0571,115.732,4.0,0.621,1,Way to be Loved,TOPS
+804,0.00042,0.22,82893,0.94,0.000541,0,0.0926,-2.397,1,0.0511,83.072,4.0,0.72,1,Just Wanna Love You Girl,Epsilons
+805,0.464,0.535,178867,0.91,9.32e-05,10,0.0745,-4.827,1,0.0328,111.027,4.0,0.956,1,Be Brave,The Strange Boys
+806,0.619,0.722,175867,0.28,0.0786,10,0.141,-13.483,0,0.0583,66.711,4.0,0.466,1,Tupelo (Pt. 1) - Single Version,Albert King
+807,0.0758,0.747,229640,0.894,0.897,1,0.0918,-5.226,1,0.0961,90.493,4.0,0.57,1,Candyman,Cornershop
+808,0.565,0.63,247293,0.374,0.00146,5,0.107,-11.305,1,0.177,166.999,4.0,0.573,1,Somebody Was Watching,Pops Staples
+809,0.615,0.508,174067,0.247,0.0352,0,0.166,-15.432,0,0.0748,200.749,3.0,0.484,1,Tupelo - Part 1,Pop Staples
+810,0.207,0.54,360867,0.21,0.0765,0,0.334,-18.687,0,0.0461,103.081,3.0,0.411,1,Tupelo,Steve Cropper
+811,0.114,0.665,216728,0.513,0.303,0,0.122,-7.314,1,0.331,100.344,3.0,0.0373,1,"Damn Son, Where'd You Find This? - Future of TRAP Mix",Trendsetter
+812,0.00884,0.51,286290,0.603,0.286,9,0.0569,-6.949,0,0.174,139.876,4.0,0.094,1,I'm in LOVE With GO-GO Dancer (Disco Diva) - Future of TRAP Mix,Trendsetter
+813,0.114,0.665,216728,0.513,0.303,0,0.122,-7.314,1,0.331,100.344,3.0,0.0373,1,Damn Son Where'd You Find This? (feat. Kelly Holiday) - Markus Maximus Remix,Markus Maximus
+814,0.000321,0.647,369235,0.793,0.833,3,0.401,-7.416,0,0.0454,130.007,4.0,0.188,1,Work - The Advent & Spiriakos Remix,ZZT
+815,0.612,0.649,175733,0.406,0.0,2,0.103,-10.43,1,0.0803,110.091,3.0,0.478,1,Mannish Boy,Muddy Waters
+816,0.172,0.683,315094,0.805,0.000231,5,0.357,-5.24,1,0.353,123.658,4.0,0.836,1,Holding On,Disclosure
+817,0.99,0.148,175173,0.031,0.595,2,0.12,-25.756,0,0.0365,141.84,3.0,0.0638,1,"Mozart: Requiem in D Minor, K. 626: VIII. Lacrimosa",Nikolaus Harnoncourt
+818,0.227,0.873,165544,0.504,0.0,0,0.121,-5.39,1,0.166,145.995,4.0,0.647,1,My Main,Mykfresh
+819,0.00497,0.376,825027,0.801,0.149,2,0.683,-10.662,0,0.0474,152.826,4.0,0.807,1,Southern Man - Live,"Crosby, Stills, Nash & Young"
+820,0.0113,0.523,203046,0.863,0.204,8,0.113,-4.975,0,0.0553,124.046,4.0,0.428,1,Won't Look Back,Duke Dumont
+821,0.0226,0.586,214227,0.892,0.00827,11,0.17,-4.937,0,0.0574,132.048,4.0,0.523,1,Chrome Knight - Feat. Chromeo,Surkin
+822,0.666,0.827,202360,0.503,0.443,1,0.123,-11.007,1,0.0352,119.35,4.0,0.94,1,Black Boy,Pops Staples
+823,0.11,0.589,382733,0.616,0.204,5,0.0721,-9.475,0,0.0312,96.616,4.0,0.869,1,Give Me The Sunshine,Leo's Sunshipp
+824,0.391,0.702,311892,0.495,0.8,0,0.112,-11.645,0,0.0493,78.507,4.0,0.292,1,Motherless Child,Romare
+825,0.0975,0.582,252038,0.875,0.912,0,0.143,-6.912,1,0.0513,113.036,4.0,0.358,1,Giudecca,Ghost Culture
+826,0.0169,0.374,293851,0.853,2.72e-05,11,0.322,-3.571,0,0.295,200.035,4.0,0.422,1,Living Every Dream,Antwon
+827,0.0339,0.422,259301,0.851,0.0,11,0.152,-4.031,1,0.0398,93.649,4.0,0.667,1,Easy Rider,Action Bronson
+828,0.127,0.474,271822,0.837,0.0197,5,0.169,-6.503,1,0.0514,165.844,4.0,0.243,1,Nissim,The Gaslamp Killer
+829,0.13,0.61,178560,0.672,0.00283,7,0.109,-7.436,0,0.305,129.986,4.0,0.925,1,Topless,Orlando Julius
+830,0.597,0.571,207360,0.836,0.0108,10,0.106,-6.906,0,0.215,93.641,4.0,0.54,1,Breakthrough,The Funkees
+831,0.0672,0.802,451341,0.872,0.0197,5,0.0941,-6.346,0,0.0557,117.005,4.0,0.68,1,Stand Up - Tiger & Woods Remix,Pitchben
+832,0.218,0.793,194240,0.607,4.95e-06,4,0.348,-6.488,0,0.0821,140.992,4.0,0.16,1,Blow a Bag,Future
+833,0.0319,0.846,328962,0.472,0.0398,0,0.1,-9.13,0,0.0662,124.984,4.0,0.671,1,Ain't got nobody,Sísý Ey
+834,0.269,0.575,302987,0.641,0.0121,6,0.211,-8.105,0,0.0325,91.714,4.0,0.901,1,I Want'a Do Something Freaky To You,Leon Haywood
+835,0.000997,0.787,484853,0.916,0.811,0,0.0588,-8.542,0,0.047,116.007,4.0,0.507,1,I Got a Feeling,Shit Robot
+836,0.304,0.614,218413,0.575,0.0116,5,0.108,-5.819,0,0.0285,150.009,4.0,0.284,1,Standard,Empress Of
+837,0.103,0.835,389508,0.481,0.81,8,0.113,-9.606,1,0.136,121.993,4.0,0.304,1,What I Might Do - Club Mix,Ben Pearce
+838,0.201,0.696,398747,0.852,0.00125,4,0.0736,-4.281,0,0.0373,128.28,4.0,0.971,1,Let's Lovedance Tonight - Danny Krivit Re-edit - Original Disco Version,Gary's Gang
+839,0.611,0.597,172667,0.71,0.0,5,0.104,-9.798,1,0.0378,150.13,4.0,0.767,1,Do You Love Me,The Contours
+840,0.0185,0.609,377893,0.664,0.0195,7,0.105,-9.116,0,0.0472,105.976,4.0,0.0944,1,Too Bad I Have To Destroy You Now,Kid Cudi
+841,0.737,0.571,176800,0.839,0.0281,3,0.195,-5.799,0,0.0517,127.356,4.0,0.813,1,Louie Louie,The Sonics
+842,0.229,0.494,147893,0.666,5.69e-05,9,0.0469,-9.743,0,0.0351,140.832,4.0,0.704,1,Heart Full of Soul,The Yardbirds
+843,0.236,0.347,150627,0.638,0.0,2,0.0894,-10.258,1,0.0409,94.506,4.0,0.594,1,For Your Love,The Yardbirds
+844,0.436,0.684,250000,0.486,9.77e-05,2,0.12,-12.521,1,0.0385,115.076,4.0,0.821,1,Sunshine Of Your Love,Cream
+845,0.000641,0.787,520311,0.679,0.912,7,0.0618,-12.377,1,0.0534,117.501,3.0,0.214,1,Taifa - The Emperor Machine Mix,Partial Arts
+846,0.00254,0.696,502888,0.643,0.834,7,0.276,-10.124,1,0.0407,117.514,4.0,0.537,1,Taifa,Partial Arts
+847,0.0043,0.894,376000,0.676,0.348,8,0.425,-9.707,1,0.0979,121.0,4.0,0.715,1,Make It,Patrick Di Stefano
+848,0.00524,0.81,418187,0.547,0.854,10,0.101,-12.295,0,0.0558,120.752,4.0,0.817,1,Face It,Master C & J
+849,0.0263,0.739,257600,0.878,0.407,6,0.0477,-5.464,0,0.0788,126.705,4.0,0.855,1,Mary-Mary (M&M Unreleased Mix) [feat. Dajae],Grand High Priest
+850,0.000173,0.641,262000,0.954,0.425,5,0.0535,-6.765,0,0.0589,122.79,4.0,0.827,1,Supernature - Edit,Cerrone
+851,0.136,0.829,321067,0.65,2.15e-05,10,0.15,-9.691,1,0.06,108.398,4.0,0.744,1,I'll Be Good,Rene & Angela
+852,0.00479,0.777,318470,0.671,0.0244,11,0.286,-7.803,0,0.0386,123.974,4.0,0.482,1,Defected In The House Ibiza 2013 Mixtape,Simon Dunmore
+853,0.271,0.567,336800,0.851,0.0,1,0.569,-5.897,1,0.484,80.935,4.0,0.598,1,"A Day In The Life - feat. RZA, The Mars Volta & AG + Good Hygiene feat. Tim Meadows Amended CD Version",Handsome Boy Modeling School
+854,0.934,0.44,254360,0.433,0.811,2,0.273,-17.453,0,0.0412,79.952,4.0,0.217,1,Episode I - Duel of The Fates,John Williams
+855,0.813,0.745,132947,0.544,0.0,5,0.0975,-9.137,0,0.0654,125.345,4.0,0.776,1,Three Cool Cats,The Coasters
+856,0.00113,0.616,200800,0.943,1.67e-06,1,0.346,-5.305,0,0.0444,129.963,4.0,0.802,1,Mercy,The Third Degree
+857,0.557,0.462,176147,0.714,0.000881,1,0.0368,-8.772,1,0.0386,144.952,4.0,0.375,1,Do I Love You?,The Ronettes
+858,0.916,0.334,700027,0.265,0.837,2,0.168,-17.219,1,0.0477,113.12,4.0,0.0549,1,Night on Bald Mountain,Modest Mussorgsky
+859,0.00325,0.686,280480,0.61,0.000123,5,0.0984,-7.952,0,0.0297,143.598,4.0,0.861,1,Akue We Non Houme - Jerk Fon,T. P. Orchestre Poly-Rythmo
+860,0.517,0.691,445227,0.714,0.0164,1,0.178,-9.694,1,0.046,91.045,4.0,0.96,1,Ecoute ma mélodie - Bossa Afro,T. P. Orchestre Poly-Rythmo
+861,0.292,0.592,265827,0.688,0.268,6,0.0508,-14.107,1,0.115,102.099,4.0,0.927,1,Ole,The Funkees
+862,0.0164,0.653,373333,0.875,0.0311,9,0.377,-5.232,1,0.125,116.956,4.0,0.796,1,Greetings,Joni Haastrup
+863,0.0314,0.86,304138,0.857,0.38,6,0.0694,-4.23,1,0.0933,121.999,4.0,0.826,1,5thep,Todd Osborn
+864,0.0114,0.682,319760,0.78,0.735,7,0.0862,-9.948,1,0.0538,115.564,4.0,0.334,1,Cavern,Liquid Liquid
+865,0.0491,0.703,194147,0.464,0.0,6,0.146,-5.977,0,0.118,95.012,4.0,0.689,1,Your Love,Mick Jenkins
+866,0.895,0.444,151092,0.412,0.64,0,0.145,-11.569,1,0.0465,184.012,3.0,0.364,1,Sleepwalk,Santo & Johnny
+867,0.0624,0.476,309064,0.571,0.353,5,0.349,-7.223,0,0.055,141.221,5.0,0.419,1,What I Might Do - Kilter Remix,Ben Pearce
+868,0.000286,0.313,309524,0.872,2.26e-05,1,0.15,-5.058,0,0.0733,122.362,4.0,0.389,1,Waiting Around For Grace,Pond
+869,4.19e-05,0.636,326129,0.864,0.887,5,0.104,-9.618,0,0.044,123.972,4.0,0.611,1,Nobodys Fool - Ben Pearce Remix,Real Connoisseur
+870,0.0983,0.632,342173,0.586,0.581,0,0.0535,-11.333,1,0.0284,114.243,4.0,0.889,1,Smoke On The Water,Deep Purple
+871,0.314,0.43,193427,0.734,0.000286,9,0.0808,-10.043,0,0.102,133.992,4.0,0.0537,1,Able to See Me,Hippie Sabotage
+872,0.809,0.833,186567,0.684,0.0,7,0.0952,-6.325,1,0.043,112.7,4.0,0.954,1,Oogum Boogum Song,Brenton Wood
+873,0.723,0.688,427227,0.421,0.625,11,0.0734,-9.015,0,0.0445,138.0,4.0,0.63,1,The Gaudy Side of Town,Gayngs
+874,0.577,0.438,290587,0.404,0.759,4,0.0767,-11.815,0,0.0389,137.895,4.0,0.134,1,The Walker,Gayngs
+875,0.59,0.789,219129,0.698,0.802,7,0.11,-7.842,1,0.0304,120.961,4.0,0.713,1,Ultimate Painting,Ultimate Painting
+876,0.156,0.819,214154,0.671,0.000136,5,0.2,-6.947,0,0.393,129.921,4.0,0.555,1,Agorinha,Sango
+877,0.887,0.366,210400,0.407,0.263,2,0.114,-10.047,1,0.0265,148.436,3.0,0.352,1,I'm Glad,Captain Beefheart & His Magic Band
+878,0.149,0.71,255333,0.959,2.1e-05,1,0.336,-6.697,0,0.209,108.006,4.0,0.492,1,Apollo Throwdown (Star Slinger Remix),The Go! Team
+879,0.00727,0.582,302120,0.734,0.202,6,0.76,-6.987,0,0.0675,127.071,4.0,0.638,1,Boys Life,Small Black
+880,0.349,0.545,212147,0.507,2.92e-06,0,0.157,-7.534,0,0.0392,124.311,4.0,0.685,1,Dirt And Grime,Fathers Children
+881,4.61e-06,0.479,230560,0.854,5.72e-05,11,0.372,-6.101,1,0.0405,136.067,4.0,0.55,1,Pedestrian at Best,Courtney Barnett
+882,0.0175,0.564,220573,0.737,0.0,9,0.054,-4.079,1,0.0414,104.764,4.0,0.231,1,Middle,DJ Snake
+883,0.198,0.89,326318,0.52,0.273,2,0.0638,-6.927,0,0.187,114.959,4.0,0.717,1,Something About You - Extended Mix,Hayden James
+884,0.00543,0.363,178772,0.755,0.00105,1,0.084,-6.654,0,0.12,114.407,4.0,0.736,1,Only You,Mac Demarco
+885,0.101,0.867,302880,0.669,0.683,9,0.0583,-7.897,0,0.0573,121.99,4.0,0.696,1,The One,ZHU
+886,0.612,0.59,219560,0.578,0.000162,10,0.0837,-5.798,0,0.0528,81.663,4.0,0.262,1,Way Down We Go,Kaleo
+887,0.000825,0.832,365747,0.496,0.825,11,0.114,-10.601,0,0.0597,117.741,4.0,0.854,1,Deeper Than Love,Colleen Green
+888,0.478,0.839,181260,0.585,0.00281,2,0.0435,-7.738,1,0.153,89.821,4.0,0.894,1,Back Pocket,Vulfpeck
+889,0.0716,0.447,156467,0.416,0.00426,9,0.125,-12.181,0,0.0258,103.068,4.0,0.309,1,All I Wanna Do,The Beach Boys
+890,0.0328,0.598,260400,0.657,2.72e-05,8,0.172,-7.466,1,0.0386,114.969,4.0,0.2,1,Water,Jamaican Queens
+891,0.0664,0.643,335399,0.889,0.884,3,0.0904,-7.043,0,0.0499,131.999,4.0,0.658,1,You,Ejeca
+892,0.00324,0.746,383107,0.613,0.672,7,0.167,-10.104,1,0.0475,125.317,4.0,0.627,1,Voodoo Ray - Danny Tenaglia Remix,A Guy Called Gerald
+893,0.000624,0.906,311365,0.648,0.0857,11,0.272,-8.742,0,0.0734,123.98,4.0,0.646,1,Jack,Breach
+894,0.000334,0.907,183581,0.616,0.425,6,0.11,-7.073,0,0.0577,124.036,4.0,0.614,1,Jack,Breach
+895,0.331,0.578,237672,0.633,0.0,8,0.635,-10.117,0,0.279,101.534,4.0,0.635,1,Mary Jane (Jamie Xx - Girl Remix),Jamie xx
+896,0.00431,0.808,362282,0.916,0.598,10,0.0445,-4.54,1,0.0635,121.99,4.0,0.69,1,Chunky - Club Mix,Format:B
+897,0.0252,0.745,272677,0.894,0.878,8,0.137,-4.721,0,0.0448,127.99,4.0,0.49,1,One Who Lost,DJ Dodger Stadium
+898,0.0125,0.634,405933,0.858,0.84,1,0.0984,-11.661,1,0.0417,123.991,4.0,0.233,1,Delorean Dynamite,Todd Terje
+899,0.198,0.603,145773,0.921,0.00035,5,0.133,-3.555,0,0.0931,122.978,4.0,0.814,1,Do You Want a Man - Heaven & Hell Remix,William Onyeabor
+900,0.00166,0.587,205307,0.841,0.53,11,0.117,-5.079,0,0.0476,142.95,4.0,0.696,1,Celebrando,CLUBZ
+901,0.0289,0.93,204992,0.483,0.00244,3,0.103,-9.925,1,0.0411,120.022,4.0,0.577,1,No Eyes (Radio Edit),Claptone
+902,0.0124,0.585,264000,0.62,0.0164,6,0.135,-9.075,1,0.0538,80.021,4.0,0.715,1,Fanfare,Magic City Hippies
+903,0.0245,0.803,316373,0.427,0.405,8,0.0953,-10.819,1,0.0509,118.008,4.0,0.451,1,Dorothy,Polo & Pan
+904,0.411,0.757,199200,0.868,0.00221,9,0.355,-9.326,1,0.062,138.923,4.0,0.787,1,Long Cool Woman (In A Black Dress) - 1999 Remastered Version,The Hollies
+905,0.157,0.729,267000,0.818,0.285,2,0.195,-9.992,1,0.0732,125.811,4.0,0.909,1,Bang A Gong [Get It On] (Remastered Single/LP Version),T. Rex
+906,2.6e-05,0.76,272082,0.669,0.076,11,0.0666,-8.583,1,0.0521,122.007,4.0,0.683,1,Paris Groove (Original Mix),Boston Bun
+907,0.000885,0.79,312000,0.427,0.446,11,0.0514,-11.361,0,0.0541,116.986,4.0,0.961,1,Nothing,HNNY
+908,0.207,0.786,206081,0.963,0.0012,9,0.169,-2.84,0,0.127,94.63,4.0,0.9,1,Hey DJ,Worlds Famous Supreme Team
+909,0.242,0.708,196000,0.441,0.000147,11,0.0899,-12.931,1,0.196,125.191,4.0,0.717,1,Tighten Up - Pt. 1,Archie Bell & The Drells
+910,0.643,0.729,261853,0.666,0.135,5,0.0947,-10.721,1,0.0525,109.554,4.0,0.872,1,Ohye Atar Gyan,Ebo Taylor
+911,0.312,0.76,370813,0.636,0.534,8,0.0622,-11.605,1,0.0902,99.223,4.0,0.682,1,Heaven,Ebo Taylor
+912,0.847,0.661,128053,0.76,0.334,9,0.137,-9.509,1,0.0918,111.165,4.0,0.975,1,I'm Walkin' - 2002 Digital Remaster,Fats Domino
+913,0.00428,0.704,405560,0.895,0.28,10,0.267,-7.81,1,0.0647,118.662,4.0,0.865,1,"Bizarre Love Triangle - Shep Pettibone 12"" Remix",New Order
+914,0.0154,0.606,195307,0.913,0.905,9,0.326,-7.865,1,0.0417,146.15,4.0,0.82,1,Dreams Never End - 2015 Remastered Version,New Order
+915,0.00207,0.587,546467,0.915,0.579,4,0.136,-8.307,0,0.0404,128.004,4.0,0.539,1,Plastic - Extended Mix,New Order
+916,0.16,0.66,172507,0.591,0.848,4,0.632,-8.497,0,0.026,100.034,4.0,0.835,1,You Are the Right One,Sports
+917,0.000779,0.34,207813,0.454,0.0188,9,0.337,-12.279,0,0.0503,100.089,5.0,0.39,1,Let Me Try,Kaleidoscope
+918,0.0476,0.723,418880,0.755,0.00147,10,0.469,-9.381,1,0.0576,97.195,4.0,0.573,1,Thinking of You,Lord Echo
+919,0.717,0.285,163213,0.512,0.0,7,0.0842,-8.103,1,0.0334,94.922,4.0,0.48,1,Just Say The Word,Jerry Townes
+920,0.218,0.63,590707,0.862,0.0527,2,0.0618,-6.12,0,0.0501,103.118,4.0,0.698,1,Obi Agye Me Dofo,Vis à Vis
+921,0.783,0.418,219800,0.0962,6.61e-05,0,0.136,-15.078,1,0.0559,184.721,3.0,0.342,1,I'm Going Down,Rose Royce
+922,0.087,0.529,258440,0.571,6.34e-06,6,0.876,-6.264,0,0.0298,102.428,4.0,0.104,1,Said So What,French Kicks
+923,0.0112,0.465,232867,0.727,0.802,8,0.0964,-5.181,0,0.0353,118.149,4.0,0.47,1,Carl Sagan,Night Moves
+924,0.0133,0.69,498333,0.911,0.907,6,0.127,-9.075,1,0.0499,124.019,4.0,0.62,1,Muzik Xpress,X-Press 2
+925,0.0044,0.449,234613,0.962,0.897,1,0.397,-4.293,0,0.112,154.979,4.0,0.296,1,A Hundred Ropes,Minor Victories
+926,0.9,0.582,238400,0.401,0.538,2,0.157,-8.731,1,0.028,112.357,4.0,0.414,1,No Woman,Whitney
+927,0.934,0.44,254360,0.433,0.811,2,0.273,-17.453,0,0.0412,79.952,4.0,0.217,1,Episode I - Duel of The Fates,John Williams
+928,0.0395,0.669,574800,0.904,0.406,11,0.116,-5.487,1,0.0598,107.83,4.0,0.921,1,Giant,The The
+929,0.189,0.622,319125,0.752,0.0124,4,0.0443,-6.964,0,0.124,126.047,4.0,0.576,1,Hush,Magic City Hippies
+930,6.89e-05,0.286,215822,0.704,0.034,9,0.192,-5.12,0,0.0374,145.843,4.0,0.185,1,Desire,DILLY DALLY
+931,0.0552,0.373,202200,0.63,0.0,7,0.107,-5.131,1,0.0461,115.942,4.0,0.357,1,Shut Up Kiss Me,Angel Olsen
+932,0.136,0.906,235040,0.444,6.44e-05,4,0.173,-8.692,0,0.384,140.063,4.0,0.68,1,No Heart,21 Savage
+933,0.00134,0.789,162815,0.682,1.39e-06,10,0.128,-6.841,0,0.054,109.988,4.0,0.562,1,We Want Some Pussy,Ezale
+934,0.155,0.822,156879,0.863,0.000632,7,0.0913,-8.035,1,0.196,100.959,4.0,0.608,1,We Out Here,Ezale
+935,0.0599,0.756,257053,0.853,0.000562,9,0.115,-5.92,0,0.0525,100.004,4.0,0.426,1,By Design,Kid Cudi
+936,0.189,0.555,52006,0.759,0.459,7,0.248,-6.214,0,0.142,192.272,4.0,0.23,1,Aloha,Chris Bear
+937,0.0633,0.897,334467,0.661,0.0,8,0.116,-6.2,0,0.27,127.081,4.0,0.204,1,Bad and Boujee (feat. Lil Uzi Vert),Migos
+938,0.56,0.654,185804,0.499,0.907,4,0.169,-9.084,0,0.0428,103.966,4.0,0.124,1,The Winner Is - from Little Miss Sunshine,DeVotchKa
+939,0.0442,0.679,321560,0.462,0.793,3,0.0846,-10.128,1,0.0326,120.012,4.0,0.289,1,Virile,The Blaze
+940,0.0004,0.804,434958,0.64,0.935,5,0.0812,-8.598,1,0.0404,124.007,4.0,0.0451,1,Let Me Tell U,Jimmy Edgar
+941,0.078,0.815,489750,0.459,0.826,10,0.067,-12.588,0,0.0906,124.996,4.0,0.616,1,Wonky Bassline Disco Banger,Red Rack'Em
+942,1.65e-05,0.499,395200,0.506,0.941,9,0.0784,-16.778,0,0.149,186.328,3.0,0.367,1,Remember,Gino Soccio
+943,0.0423,0.84,397388,0.918,0.613,7,0.306,-9.251,1,0.0672,124.847,4.0,0.468,1,Anti Social Tendencies,The Parallax Corporation
+944,0.0109,0.816,179865,0.747,0.756,3,0.0811,-8.066,1,0.0711,119.98,4.0,0.144,1,What Time Is Love (Live at SSL mix),Lifelike
+945,0.016,0.646,142584,0.757,0.0243,7,0.112,-6.089,1,0.101,108.438,4.0,0.635,1,The Spirit Blossoms All Over the Land,Onra
+946,0.028,0.658,109031,0.568,0.00356,1,0.105,-7.579,1,0.0312,128.638,4.0,0.881,1,On the Lips,Frankie Cosmos
+947,0.00159,0.865,250273,0.603,0.428,3,0.0782,-11.289,1,0.0532,135.006,4.0,0.595,1,Stripper,Fancy Fux
+948,0.003,0.754,281658,0.968,0.795,9,0.194,-4.419,1,0.168,124.971,4.0,0.55,1,Operator (Ring Ring) ft. Dances With White Girls,Chris Lake
+949,0.0372,0.89,400926,0.443,0.385,0,0.369,-8.654,1,0.0497,122.002,4.0,0.195,1,Big Jet Plane - Animal Trainer Remix,Jan Blomqvist
+950,0.514,0.731,515087,0.638,0.332,9,0.144,-8.738,0,0.144,143.018,4.0,0.33,1,Fight,Nicolas Jaar
+951,0.109,0.748,250000,0.623,0.0,5,0.15,-5.08,1,0.0285,105.045,4.0,0.194,1,Bambi,Jidenna
+952,0.758,0.744,169333,0.555,0.0,3,0.108,-6.744,1,0.0321,121.241,4.0,0.775,1,Raindrops,The Silvertones
+953,0.34,0.77,181867,0.409,0.0,4,0.0993,-13.387,1,0.436,80.126,4.0,0.869,1,Truths & Rights,Johnny Osbourne
+954,0.269,0.663,361173,0.602,8.81e-05,9,0.118,-11.013,1,0.132,149.51,4.0,0.899,1,Smoke,Ohio Players
+955,0.411,0.236,186426,0.706,5.43e-06,0,0.953,-6.544,1,0.0601,105.624,3.0,0.313,1,You Are My Special Angel,The Vogues
+956,0.666,0.354,138933,0.366,0.0,5,0.167,-10.799,0,0.0345,111.057,3.0,0.561,1,Just A Little Lovin',Dusty Springfield
+957,0.517,0.367,215840,0.215,0.0,0,0.618,-16.652,1,0.0288,98.742,3.0,0.255,1,Unchained Melody,The Righteous Brothers
+958,0.00594,0.58,213560,0.859,0.00163,0,0.463,-4.532,1,0.0649,129.959,4.0,0.285,1,Howl,Florence + The Machine
+959,0.0173,0.916,183695,0.571,1.11e-06,10,0.153,-8.241,0,0.2,103.521,4.0,0.467,1,For Free,DJ Khaled
+960,0.0681,0.767,430576,0.686,0.91,7,0.111,-10.476,1,0.0461,114.07,4.0,0.578,1,Mystery Of Love,Mr. Fingers
+961,0.0853,0.864,126467,0.552,0.778,5,0.094,-8.851,0,0.0495,112.378,4.0,0.74,1,Hung Over,The Martini's
+962,0.661,0.457,176613,0.909,1.54e-06,7,0.124,-3.189,1,0.0576,93.193,4.0,0.844,1,"Bold Soul Sister, Bold Soul Brother - USDEA0400901",The Black On White Affair
+963,0.543,0.785,196570,0.796,0.291,5,0.108,-5.815,0,0.0379,136.05,4.0,0.806,1,Cane Shuga,Glass Animals
+964,0.211,0.418,230720,0.547,0.0443,1,0.187,-4.932,1,0.0295,131.99,4.0,0.127,1,Queen,Perfume Genius
+965,0.0378,0.81,369627,0.793,1.82e-06,6,0.072,-9.404,0,0.0403,116.049,4.0,0.86,1,Get Lucky,Daft Punk
+966,0.0159,0.588,269267,0.596,0.0,1,0.0898,-4.994,1,0.0556,130.346,4.0,0.0602,1,Bugatti,Ace Hood
+967,0.0384,0.841,195474,0.729,0.0,6,0.276,-3.047,0,0.239,132.073,4.0,0.43,1,Versace,Migos
+968,0.000954,0.775,188013,0.823,0.0,1,0.144,-6.091,1,0.271,130.041,4.0,0.288,1,Black Skinhead,Kanye West
+969,0.147,0.85,261321,0.509,0.0,6,0.0759,-9.637,0,0.378,134.9,4.0,0.769,1,Type of Way,Rich Homie Quan
+970,0.00444,0.413,225867,0.633,0.0,7,0.361,-5.188,1,0.0558,170.016,4.0,0.184,1,Recover,CHVRCHES
+971,0.222,0.76,199227,0.79,0.0,10,0.268,-3.835,1,0.344,94.017,4.0,0.57,1,Bitter Rivals,Sleigh Bells
+972,0.0745,0.409,175480,0.532,0.00523,2,0.0795,-6.266,1,0.033,99.935,4.0,0.354,1,Gonna Die,Autre Ne Veut
+973,0.957,0.342,171613,0.159,0.114,9,0.101,-18.127,1,0.0477,91.963,4.0,0.329,1,Angels,The xx
+974,0.0475,0.606,228147,0.503,0.0,7,0.116,-6.678,0,0.155,80.04,4.0,0.325,1,GOT IT GOOD,KAYTRANADA
+975,0.00369,0.647,285596,0.762,0.00641,0,0.0884,-7.765,1,0.0363,120.832,4.0,0.438,1,I Got U,Duke Dumont
+976,0.0216,0.709,343800,0.669,0.0125,11,0.146,-8.422,0,0.0409,105.004,4.0,0.106,1,Something About You - ODESZA Remix,Hayden James
+977,0.156,0.378,282053,0.572,0.152,0,0.0579,-6.361,1,0.175,134.957,4.0,0.332,1,Oblivion,The Seshen
+978,0.112,0.555,187000,0.699,0.00319,6,0.488,-7.871,0,0.105,170.02,4.0,0.544,1,Distant Heart,The Seshen
+979,0.382,0.735,277975,0.555,0.856,1,0.0952,-8.84,0,0.0366,100.01,4.0,0.535,1,Finally Moving,Pretty Lights
+980,0.0564,0.607,248000,0.435,0.0178,6,0.171,-6.604,0,0.0475,120.045,4.0,0.255,1,Want My Love,Cathedrals
+981,0.0369,0.448,258653,0.733,0.0425,3,0.169,-6.238,1,0.0292,142.008,4.0,0.404,1,Myth,Beach House
+982,0.655,0.507,194253,0.466,0.363,1,0.0929,-11.966,1,0.0862,157.013,4.0,0.0978,1,Weary,Solange
+983,0.138,0.667,250707,0.658,0.00685,6,0.602,-7.71,1,0.0756,91.98,4.0,0.36,1,Treat Me Like Fire,LION BABE
+984,0.345,0.855,225181,0.605,0.0573,2,0.0757,-7.403,0,0.0637,114.999,4.0,0.676,1,Something About You,Hayden James
+985,0.2,0.739,556924,0.848,0.824,1,0.111,-4.598,0,0.0332,125.02,4.0,0.782,1,Let It Happen - Soulwax Remix,Tame Impala
+986,0.0739,0.833,301240,0.663,0.00351,2,0.0814,-3.639,1,0.105,103.693,4.0,0.457,1,Hood Pass Intact,Dâm-Funk
+987,0.00535,0.654,247600,0.641,0.00321,8,0.209,-9.771,1,0.0482,114.696,4.0,0.778,1,Let's Dance (Single Version) [2002 Remastered Version],David Bowie
+988,0.208,0.514,233818,0.632,0.0132,2,0.115,-6.305,1,0.0501,94.569,4.0,0.31,1,Ode To Viceroy,Mac Demarco
+989,0.0019,0.468,260013,0.88,0.00704,1,0.409,-5.086,1,0.057,176.972,4.0,0.645,1,Five Seconds,Twin Shadow
+990,0.135,0.756,246893,0.415,0.0,8,0.144,-14.429,1,0.0555,96.99,4.0,0.662,1,No Sleep Till Brooklyn,Beastie Boys
+991,0.0208,0.869,233787,0.687,1e-06,1,0.114,-6.816,1,0.263,96.006,4.0,0.668,1,F**kin' Problems,A$AP Rocky
+992,0.144,0.709,310187,0.412,0.000101,8,0.0814,-11.602,1,0.488,174.062,4.0,0.505,1,Swerve... the reeping of all that is worthwhile (Noir not withstanding),Shabazz Palaces
+993,0.0559,0.521,182160,0.851,0.0,2,0.267,-3.235,1,0.0336,130.032,4.0,0.825,1,Never Saw The Point,Cults
+994,0.0852,0.858,203373,0.789,0.0,11,0.229,-7.462,0,0.291,125.993,4.0,0.658,1,212,Azealia Banks
+995,4.69e-06,0.566,123547,0.869,0.309,0,0.0503,-7.614,1,0.0335,129.948,4.0,0.656,1,Forgiven/Forgotten,Angel Olsen
+996,0.148,0.701,462267,0.788,0.625,2,0.0977,-5.611,1,0.0425,142.584,4.0,0.794,1,All My Friends,LCD Soundsystem
+997,0.374,0.772,167158,0.612,2.44e-06,7,0.108,-7.274,0,0.254,142.911,4.0,0.557,1,Lay Up,Future
+998,0.142,0.714,135920,0.566,1.25e-06,7,0.57,-4.408,1,0.056,113.074,4.0,0.429,1,Father Stretch My Hands Pt. 1,Kanye West
+999,0.0313,0.515,238419,0.902,0.0,6,0.093,-4.729,0,0.383,174.589,5.0,0.617,1,Big For Your Boots,Stormzy
+1000,0.00531,0.859,219737,0.624,0.000124,1,0.184,-5.437,1,0.0915,149.948,4.0,0.628,1,No Security,Skepta
+1001,0.0381,0.709,176589,0.797,0.0,0,0.143,-4.316,1,0.335,139.639,4.0,0.474,1,Fam,Saskilla
+1002,0.102,0.699,197452,0.724,0.0,1,0.0865,-5.126,1,0.223,140.157,4.0,0.412,1,Mr Skeng,Stormzy
+1003,0.377,0.497,196480,0.734,0.0,1,0.151,-6.112,1,0.382,139.096,4.0,0.382,1,Beauty and the Beast,Bugzy Malone
+1004,0.0669,0.832,187585,0.854,0.0,2,0.0802,-4.92,1,0.296,136.213,4.0,0.583,1,I Win,Lethal Bizzle
+1005,0.285,0.88,151987,0.697,7.66e-05,4,0.0889,-8.468,0,0.328,129.989,4.0,0.761,1,Plottin,J HUS
+1006,0.289,0.506,240363,0.43,0.0139,10,0.135,-17.402,0,0.317,137.644,4.0,0.294,1,M.E.N,Bugzy Malone
+1007,0.202,0.732,156961,0.974,0.0,1,0.0853,-2.158,1,0.168,137.905,4.0,0.713,1,Cold,Stormzy
+1008,0.671,0.539,166304,0.74,0.0,6,0.12,-7.157,0,0.401,139.608,4.0,0.645,1,Toothache,Jaykae
+1009,0.352,0.494,179009,0.78,0.0,2,0.396,-5.841,1,0.301,139.725,4.0,0.884,1,Coward,Chip
+1010,0.00298,0.545,278227,0.904,0.00117,6,0.0679,-5.201,1,0.34,139.871,4.0,0.681,1,3 Wheel-ups (feat. Wiley & Giggs),Kano
+1011,0.397,0.739,181714,0.665,0.0,1,0.0901,-6.075,0,0.441,139.87,4.0,0.357,1,T On the Wing,President T
+1012,0.134,0.603,246685,0.64,0.0,1,0.434,-5.215,1,0.291,125.462,4.0,0.311,1,Bad Boys (feat. Ghetts and J Hus),Stormzy
+1013,0.0641,0.667,201964,0.673,4e-06,0,0.0975,-7.574,1,0.323,144.256,4.0,0.661,1,Thiago Silva,Dave
+1014,0.375,0.561,195419,0.588,0.0,8,0.084,-7.628,1,0.413,83.204,5.0,0.683,1,And Dat (Ft. Stormzy),Bonkaz
+1015,0.258,0.812,181114,0.937,0.0,1,0.239,-1.894,1,0.295,139.997,4.0,0.851,1,6 In The Morning,Wiley
+1016,0.0103,0.745,143214,0.822,4.2e-06,7,0.155,-6.354,1,0.252,86.733,5.0,0.374,1,Skepta Interlude,Drake
+1017,0.329,0.673,213251,0.922,0.0,4,0.0924,-5.311,1,0.217,140.008,4.0,0.364,1,Man Don't Care,Jme
+1018,0.35,0.794,187400,0.801,0.0,0,0.0799,-6.433,1,0.271,147.072,4.0,0.73,1,Luke Cage,AJ Tracey
+1019,0.1,0.575,188875,0.723,0.0,7,0.483,-4.956,1,0.314,107.039,3.0,0.822,1,Shutdown,Skepta
+1020,0.819,0.64,227222,0.196,3.63e-05,4,0.0978,-11.478,1,0.0267,143.919,4.0,0.273,0,My Old Man,Zac Brown Band
+1021,0.0677,0.587,180252,0.628,1.88e-06,1,0.122,-5.703,1,0.0431,92.003,4.0,0.65,0,Losing Sleep,Chris Young
+1022,0.013,0.631,187813,0.716,0.0,10,0.0756,-5.713,1,0.0432,88.541,4.0,0.637,0,Sleep Without You,Brett Young
+1023,0.231,0.589,194413,0.809,0.0,3,0.0719,-5.292,1,0.0376,88.965,4.0,0.464,0,Yeah Boy,Kelsea Ballerini
+1024,0.000907,0.612,227373,0.841,0.0,9,0.37,-3.795,0,0.0353,104.986,4.0,0.502,0,Craving You,Thomas Rhett
+1025,0.01,0.553,154320,0.743,0.0,2,0.0812,-5.483,1,0.0368,149.962,4.0,0.574,0,More Girls Like You,Kip Moore
+1026,0.0538,0.548,188293,0.877,8.22e-06,7,0.314,-5.481,1,0.0367,84.009,4.0,0.694,0,Heart Break,Lady Antebellum
+1027,0.151,0.528,251067,0.842,3e-05,11,0.117,-6.217,1,0.0411,83.948,4.0,0.797,0,Cut Your Groove,Charlie Worsham
+1028,0.27,0.663,211160,0.656,0.000279,1,0.117,-6.548,1,0.0413,120.037,4.0,0.555,0,Black,Dierks Bentley
+1029,0.0549,0.53,187760,0.809,0.0,6,0.0741,-4.745,0,0.0388,82.022,4.0,0.703,0,The Weekend,Brantley Gilbert
+1030,0.0966,0.525,190227,0.657,0.0,1,0.119,-5.28,0,0.054,176.127,4.0,0.313,0,Reasons,Jillian Jacqueline
+1031,0.0244,0.553,206573,0.747,0.0,9,0.363,-5.905,1,0.0292,73.033,4.0,0.702,0,Small Town Boy,Dustin Lynch
+1032,0.0102,0.533,208733,0.91,0.0,8,0.108,-3.087,1,0.0566,113.054,4.0,0.481,0,Yours If You Want It,Rascal Flatts
+1033,0.148,0.726,231173,0.595,0.000433,11,0.106,-6.846,1,0.0393,115.0,4.0,0.666,0,Roots,Zac Brown Band
+1034,0.00733,0.584,171067,0.716,0.0,0,0.0879,-4.737,1,0.0342,90.005,4.0,0.527,0,Sunday Morning,Parmalee
+1035,0.0165,0.443,223800,0.804,2.89e-06,10,0.181,-6.432,1,0.0406,151.928,4.0,0.437,0,Hurricane,Luke Combs
+1036,0.124,0.521,176987,0.805,0.000219,9,0.33,-4.481,1,0.0289,141.967,4.0,0.549,0,Think A Little Less,Michael Ray
+1037,0.661,0.476,231920,0.527,0.0,1,0.307,-6.406,1,0.0399,152.117,3.0,0.205,0,Speak to a Girl,Tim McGraw
+1038,0.0159,0.591,185474,0.577,0.0,2,0.162,-6.107,1,0.0331,156.107,4.0,0.52,0,Man Enough Now,Chris Bandi
+1039,0.335,0.5,214507,0.622,0.0,9,0.327,-6.691,1,0.0329,83.886,4.0,0.293,0,If I Told You,Darius Rucker
+1040,0.234,0.674,167200,0.706,7.98e-05,8,0.0958,-4.824,1,0.0586,160.023,4.0,0.962,0,Happy People,Little Big Town
+1041,0.144,0.631,227573,0.658,0.0,5,0.22,-5.313,1,0.0281,80.996,4.0,0.692,0,All On Me,Devin Dawson
+1042,0.0494,0.562,217280,0.94,0.0,5,0.217,-4.337,1,0.114,103.009,4.0,0.466,0,Somethin' I'm Good At,Brett Eldredge
+1043,0.214,0.638,196422,0.634,0.0,6,0.0866,-6.474,1,0.0468,92.097,4.0,0.445,0,I Could Use a Love Song,Maren Morris
+1044,0.733,0.409,16042,0.645,0.0,1,0.132,-8.336,0,0.0771,74.923,4.0,0.421,0,Zac Brown Band - Hot Country,Various Artists
+1045,0.0968,0.434,266787,0.664,0.0,8,0.141,-5.883,1,0.0346,145.861,4.0,0.478,0,Trying To Drive,Zac Brown Band
+1046,0.333,0.439,183413,0.802,0.0,7,0.377,-3.644,1,0.054,168.032,4.0,0.688,0,"God, Your Mama, And Me",Florida Georgia Line
+1047,0.0915,0.533,230722,0.533,0.0,0,0.0972,-8.266,1,0.0324,159.907,4.0,0.506,0,Real Thing,Zac Brown Band
+1048,0.0207,0.434,195307,0.921,0.00209,10,0.116,-2.248,0,0.0688,171.945,4.0,0.426,0,They Don't Know,Jason Aldean
+1049,0.0558,0.523,214800,0.725,6.96e-06,2,0.0937,-5.448,1,0.0339,155.855,4.0,0.52,0,Every Time I Hear That Song,Blake Shelton
+1050,0.00898,0.612,188253,0.799,0.0,10,0.172,-4.603,1,0.0275,125.976,4.0,0.675,0,What Ifs,Kane Brown
+1051,0.0993,0.51,211227,0.904,0.0,6,0.173,-4.291,1,0.0357,150.004,4.0,0.542,0,For Her,Chris Lane
+1052,0.424,0.55,232253,0.774,0.0,11,0.067,-4.397,1,0.0967,170.124,4.0,0.462,0,Act Like You Don't,Brooke Eden
+1053,0.397,0.596,224853,0.544,0.0,10,0.106,-7.294,1,0.0315,147.976,4.0,0.381,0,In Case You Didn't Know,Brett Young
+1054,0.0166,0.622,194240,0.745,0.000875,1,0.292,-5.674,1,0.0262,91.0,4.0,0.585,0,Two Black X's,Dylan Schneider
+1055,0.0344,0.659,183747,0.926,0.00121,0,0.113,-4.66,1,0.0461,152.015,4.0,0.949,0,You Look Good,Lady Antebellum
+1056,0.00566,0.479,178027,0.86,0.0,0,0.168,-4.318,1,0.0347,80.018,4.0,0.759,0,Close,Ryan Kinder
+1057,0.186,0.56,209840,0.78,0.0,1,0.364,-5.164,1,0.0459,160.052,4.0,0.466,0,Ain't Always Pretty,Logan Mize
+1058,0.0179,0.512,187342,0.587,0.0,1,0.107,-6.403,1,0.0291,134.006,4.0,0.313,0,Love in a Bar,Ryan Hurd
+1059,0.0292,0.403,211307,0.745,0.0,1,0.0985,-6.534,0,0.0858,186.241,4.0,0.634,0,Family Table,Zac Brown Band
+1060,0.312,0.536,203293,0.722,0.0,4,0.117,-4.163,1,0.0284,143.78,4.0,0.472,0,Any Ol' Barstool,Jason Aldean
+1061,0.116,0.685,201893,0.783,0.0,11,0.194,-4.152,1,0.0276,90.008,4.0,0.532,0,Dirt On My Boots,Jon Pardi
+1062,0.638,0.71,186627,0.498,0.0,4,0.0916,-5.478,1,0.0322,136.093,4.0,0.52,0,Just a Phase,Adam Craig
+1063,0.463,0.731,165387,0.469,1.04e-06,5,0.103,-7.226,1,0.0326,98.963,4.0,0.618,0,Body Like A Back Road,Sam Hunt
+1064,0.208,0.501,192000,0.836,0.0,11,0.152,-3.587,0,0.0491,159.863,4.0,0.627,0,How Not To,Dan + Shay
+1065,0.861,0.425,259280,0.372,0.0148,0,0.0733,-10.92,1,0.03,79.456,4.0,0.297,0,Tin Man,Miranda Lambert
+1066,0.0209,0.458,211240,0.894,0.0,9,0.221,-4.903,1,0.0398,160.125,4.0,0.709,0,Blue Tacoma,Russell Dickerson
+1067,0.0406,0.488,226173,0.915,0.0,7,0.351,-4.255,1,0.0389,75.019,4.0,0.637,0,May We All,Florida Georgia Line
+1068,0.422,0.482,230832,0.739,1.87e-05,7,0.468,-5.476,1,0.0342,155.932,4.0,0.596,0,Last Time for Everything,Brad Paisley
+1069,0.0527,0.442,173187,0.784,0.0,2,0.0597,-4.001,1,0.0344,170.139,4.0,0.554,0,Getting Over You,Jackie Lee
+1070,0.00434,0.555,177067,0.896,0.0,0,0.145,-3.295,1,0.0388,114.995,4.0,0.558,0,Flatliner (feat. Dierks Bentley),Cole Swindell
+1071,0.0551,0.41,158667,0.738,0.0,9,0.0988,-3.833,1,0.0719,184.059,4.0,0.592,0,Like You That Way,Canaan Smith
+1072,0.273,0.507,216187,0.81,0.0567,3,0.121,-5.628,0,0.0317,156.004,4.0,0.492,0,Hometown Girl,Josh Turner
+1073,0.129,0.69,181200,0.626,0.0,7,0.169,-5.831,1,0.0275,101.958,4.0,0.652,0,Star Of The Show,Thomas Rhett
+1074,0.865,0.641,248053,0.0628,4.08e-06,4,0.105,-14.155,1,0.0417,129.004,4.0,0.289,0,Either Way,Chris Stapleton
+1075,0.279,0.655,178840,0.785,0.0,8,0.116,-4.022,1,0.0697,171.969,4.0,0.931,0,No Such Thing as a Broken Heart,Old Dominion
+1076,0.2,0.529,215600,0.803,0.0,7,0.0894,-5.379,1,0.0389,97.043,4.0,0.343,0,There’s A Girl,Trent Harmon
+1077,0.0304,0.681,184040,0.845,0.0,11,0.197,-5.147,0,0.0525,132.023,4.0,0.761,0,The Fighter,Keith Urban
+1078,0.229,0.694,228827,0.815,0.0,2,0.0924,-4.328,1,0.12,88.931,4.0,0.826,0,Despacito - Remix,Luis Fonsi
+1079,0.231,0.755,229849,0.789,0.0,5,0.351,-4.502,1,0.146,93.973,4.0,0.734,0,Felices los 4,Maluma
+1080,0.0744,0.684,208163,0.823,0.0,9,0.111,-3.297,0,0.0773,91.048,4.0,0.645,0,SUBEME LA RADIO,Enrique Iglesias
+1081,0.0258,0.746,205741,0.794,0.0,1,0.0497,-6.331,1,0.0698,104.827,4.0,0.471,0,Me Rehúso,Danny Ocean
+1082,0.243,0.683,219507,0.691,0.0,8,0.14,-5.535,1,0.0432,179.91,4.0,0.746,0,El Amante,Nicky Jam
+1083,0.0245,0.747,232787,0.864,4.46e-05,8,0.0853,-3.181,0,0.0599,92.028,4.0,0.746,0,Escápate Conmigo,Wisin
+1084,0.286,0.706,271080,0.689,0.0,6,0.123,-5.533,1,0.17,144.127,4.0,0.42,0,Ahora Dice,Chris Jeday
+1085,0.168,0.859,195613,0.756,4.65e-05,8,0.163,-3.36,0,0.0643,102.033,4.0,0.913,0,Chantaje,Shakira
+1086,0.0277,0.489,194942,0.962,6.18e-06,0,0.128,-2.597,1,0.215,104.563,4.0,0.507,0,Hey Ma (with Pitbull & J Balvin feat. Camila Cabello) - Spanish Version,Pitbull
+1087,0.154,0.889,201280,0.853,0.000107,9,0.205,-4.26,1,0.241,93.022,4.0,0.916,0,Sigo Extrañándote,J Balvin
+1088,0.0559,0.832,209453,0.772,0.000486,10,0.44,-5.429,1,0.1,96.016,4.0,0.714,0,Otra Vez (feat. J Balvin),Zion & Lennox
+1089,0.116,0.685,204520,0.859,0.0,5,0.317,-2.595,0,0.0553,176.018,4.0,0.886,0,La Rompe Corazones,Daddy Yankee
+1090,0.27,0.639,307910,0.869,0.0,11,0.0802,-4.024,1,0.147,169.801,4.0,0.766,0,"Sola (Remix) [feat. Daddy Yankee, Wisin, Farruko, Zion & Lennox]",Anuel Aa
+1091,0.209,0.66,228200,0.786,0.0,2,0.112,-4.757,1,0.17,177.833,4.0,0.849,0,Despacito (Featuring Daddy Yankee),Luis Fonsi
+1092,0.4,0.761,222560,0.838,0.0,4,0.176,-3.073,0,0.0502,93.974,4.0,0.717,0,Reggaetón Lento (Bailemos),CNCO
+1093,0.0309,0.792,205520,0.819,0.0,5,0.389,-5.418,1,0.0867,89.98,4.0,0.45,0,Hey DJ,CNCO
+1094,0.547,0.76,210323,0.838,1.3e-06,7,0.0664,-3.828,0,0.0529,93.05,4.0,0.74,0,Me Llamas (feat. Maluma) - Remix,Piso 21
+1095,0.211,0.711,225813,0.875,0.000198,5,0.0862,-2.211,1,0.104,103.637,4.0,0.929,0,Me Enamoré,Shakira
+1096,0.205,0.735,193118,0.482,0.000194,7,0.0894,-9.21,1,0.0508,175.907,4.0,0.783,0,Tu Foto,Ozuna
+1097,0.00431,0.663,259196,0.92,1.69e-05,11,0.101,-4.07,0,0.226,99.935,4.0,0.521,0,Vente Pa' Ca,Ricky Martin
+1098,0.551,0.508,205600,0.687,3.41e-06,0,0.126,-4.361,1,0.326,180.044,4.0,0.565,0,Safari,J Balvin
+1099,0.0897,0.745,223613,0.921,0.0,0,0.178,-2.674,1,0.082,92.973,4.0,0.645,0,Alguien Robo,Sebastian Yatra
+1100,0.256,0.772,238800,0.909,0.0,6,0.255,-3.225,0,0.166,96.031,4.0,0.679,0,Vacaciones,Wisin
+1101,0.125,0.761,211627,0.82,2.1e-05,1,0.183,-4.003,1,0.0623,88.997,4.0,0.619,0,Te Quiero Pa´Mi,Don Omar
+1102,0.167,0.761,252003,0.829,0.0,0,0.189,-3.203,0,0.0681,92.033,4.0,0.82,0,Ay Mi Dios,IAmChino
+1103,0.142,0.776,228467,0.669,0.0,11,0.219,-4.933,1,0.0638,91.012,4.0,0.646,0,Traicionera,Sebastian Yatra
+1104,0.204,0.685,221027,0.731,0.0,5,0.0722,-5.119,0,0.093,177.912,4.0,0.776,0,Si Tú La Ves,Nicky Jam
+1105,0.053,0.724,197087,0.84,0.0,0,0.727,-3.581,1,0.0392,92.01,4.0,0.833,0,Lumbra,Cali Y El Dandee
+1106,0.206,0.746,227457,0.961,1.84e-06,0,0.329,-2.243,1,0.13,179.984,4.0,0.954,0,La Bicicleta,Carlos Vives
+1107,0.163,0.817,207200,0.869,0.00226,6,0.0497,-4.791,1,0.18,96.029,4.0,0.56,0,Bailame,Nacho
+1108,0.0998,0.721,226400,0.687,0.0,1,0.0679,-6.682,1,0.0782,175.914,4.0,0.828,0,Dile Que Tu Me Quieres,Ozuna
+1109,0.39,0.732,196480,0.801,0.0,9,0.31,-3.859,1,0.0327,123.981,4.0,0.818,0,Deja vu,Prince Royce
+1110,0.245,0.682,228147,0.858,0.0,9,0.104,-4.711,1,0.0708,94.954,4.0,0.772,0,Sé Que Te Duele,Alejandro Fernandez
+1111,0.132,0.73,207307,0.701,0.0,5,0.151,-5.885,0,0.106,175.95,4.0,0.789,0,Borro Cassette,Maluma
+1112,0.0786,0.724,200813,0.904,0.0,8,0.226,-3.354,0,0.0966,90.999,4.0,0.851,0,DUELE EL CORAZON,Enrique Iglesias
+1113,0.0244,0.68,247493,0.954,0.0,9,0.112,-1.823,1,0.119,104.029,4.0,0.524,0,Andas En Mi Cabeza,Chino & Nacho
+1114,0.0724,0.827,197840,0.646,0.0,1,0.247,-4.727,0,0.0766,92.057,4.0,0.51,0,Chillax,Farruko
+1115,0.282,0.832,198707,0.608,0.0,6,0.0761,-6.042,0,0.0385,94.013,4.0,0.579,0,Hasta el Amanecer,Nicky Jam
+1116,0.163,0.688,240000,0.719,0.0,2,0.15,-4.746,1,0.0555,88.015,4.0,0.589,0,Bailame Despacio,Xantos
+1117,0.076,0.899,234320,0.626,0.0,6,0.0631,-4.228,0,0.292,88.007,4.0,0.871,0,Shaky Shaky,Daddy Yankee
+1118,0.0345,0.724,181048,0.809,0.0,7,0.169,-4.96,1,0.056,95.037,4.0,0.495,0,Besándote,Piso 21
+1119,0.0685,0.712,199281,0.841,7.87e-05,7,0.0672,-5.432,0,0.0455,98.003,4.0,0.656,0,Ando buscando (feat. Piso 21),Carlos Baute
+1120,0.113,0.801,236493,0.822,0.00424,6,0.0877,-4.655,1,0.0831,176.048,4.0,0.938,0,Hula Hoop,Daddy Yankee
+1121,0.0869,0.49,246853,0.894,0.0,11,0.103,-1.708,0,0.0947,197.989,4.0,0.656,0,Qué Gano Olvidándote - Versión Urbana,Reik
+1122,0.234,0.768,219227,0.742,0.0,9,0.14,-6.308,1,0.0443,114.679,5.0,0.8,0,Ya Me Enteré (feat. Nicky Jam) - Urban Version,Reik
+1123,0.0821,0.725,246653,0.711,0.0,10,0.0931,-4.544,1,0.0335,93.003,4.0,0.476,0,Mi Tesoro (feat. Nicky Jam),Zion & Lennox
+1124,0.803,0.612,245493,0.57,3.29e-05,1,0.122,-9.62,0,0.0735,169.842,4.0,0.813,0,Tú Sí Sabes Quererme,Natalia Lafourcade
+1125,0.189,0.67,276688,0.679,0.0,7,0.168,-5.618,1,0.118,172.069,4.0,0.794,0,Si Me Dices Que Si (feat. Nicky Jam),Cosculluela
+1126,0.0525,0.779,166600,0.659,0.0,0,0.128,-5.455,1,0.0808,95.003,4.0,0.924,0,Fuego,Juanes
+1127,0.051,0.712,214072,0.901,0.0,1,0.162,-4.699,0,0.0595,97.98,4.0,0.84,0,Al Filo de Tu Amor,Carlos Vives
+1128,0.0983,0.648,223800,0.833,0.001,11,0.127,-5.116,1,0.0543,108.001,4.0,0.301,0,Young And Menace,Fall Out Boy
+1129,0.00898,0.499,229093,0.824,0.0,7,0.163,-4.741,1,0.0794,161.977,4.0,0.692,0,"Sugar, We're Goin Down",Fall Out Boy
+1130,0.004,0.385,228360,0.866,0.0,4,0.111,-2.817,0,0.0697,176.014,4.0,0.548,0,Centuries,Fall Out Boy
+1131,0.0313,0.561,186827,0.927,2.34e-05,9,0.529,-4.374,0,0.0619,152.011,4.0,0.562,0,My Songs Know What You Did In The Dark (Light Em Up),Fall Out Boy
+1132,0.00139,0.613,189387,0.874,1.82e-06,2,0.656,-3.594,1,0.0697,108.038,4.0,0.532,0,Immortals,Fall Out Boy
+1133,0.119,0.623,211573,0.956,0.000227,4,0.617,-2.608,0,0.0753,149.958,4.0,0.718,0,Uma Thurman,Fall Out Boy
+1134,0.00494,0.616,180267,0.961,0.0,11,0.078,-3.144,0,0.139,114.492,4.0,0.531,0,"Dance, Dance",Fall Out Boy
+1135,0.000965,0.607,212040,0.889,0.0,9,0.0839,-4.034,1,0.0394,100.034,4.0,0.376,0,"This Ain't A Scene, It's An Arms Race",Fall Out Boy
+1136,0.177,0.95,214648,0.412,0.0,1,0.077,-6.592,1,0.0731,121.019,4.0,0.741,0,Bad Liar,Selena Gomez
+1137,0.222,0.63,228827,0.815,0.0,2,0.091,-4.265,1,0.152,88.357,4.0,0.814,0,Despacito - Remix,Luis Fonsi
+1138,0.00593,0.608,187761,0.841,0.0573,0,0.121,-3.798,1,0.0464,167.969,4.0,0.25,0,Thunder,Imagine Dragons
+1139,0.0969,0.774,211475,0.626,3.12e-05,3,0.0848,-4.432,0,0.0432,100.041,4.0,0.758,0,Attention,Charlie Puth
+1140,0.381,0.857,199440,0.8,0.0,2,0.0913,-4.035,1,0.0583,121.996,4.0,0.965,0,There's Nothing Holdin' Me Back,Shawn Mendes
+1141,0.102,0.44,258188,0.413,1.7e-05,0,0.103,-7.425,0,0.0446,131.659,4.0,0.125,0,Quit (feat. Ariana Grande),Cashmere Cat
+1142,0.0745,0.696,211364,0.503,0.0,8,0.0869,-4.842,1,0.0356,99.977,4.0,0.539,0,The Cure,Lady Gaga
+1143,0.197,0.633,193511,0.592,0.0,0,0.099,-7.245,0,0.112,90.066,4.0,0.643,0,First Time,Kygo
+1144,0.062,0.711,223190,0.722,0.0,5,0.14,-3.946,1,0.0472,99.954,4.0,0.483,0,No Vacancy,OneRepublic
+1145,0.0485,0.76,204400,0.588,0.0,9,0.0847,-7.082,1,0.0775,102.974,4.0,0.384,0,Most Girls,Hailee Steinfeld
+1146,0.0577,0.565,231906,0.782,4.16e-05,8,0.0757,-6.413,1,0.0506,140.004,4.0,0.392,0,Malibu,Miley Cyrus
+1147,0.238,0.457,210091,0.627,0.0,5,0.116,-5.091,0,0.111,101.384,4.0,0.535,0,Stay (with Alessia Cara),Zedd
+1148,0.56,0.622,250200,0.593,0.0,5,0.175,-7.755,0,0.0414,100.048,4.0,0.361,0,1-800-273-8255,Logic
+1149,0.15,0.703,193613,0.868,0.132,7,0.104,-4.661,0,0.0291,121.03,4.0,0.732,0,Pretty Girl - Cheat Codes X CADE Remix,Maggie Lindemann
+1150,0.115,0.66,214802,0.575,1.59e-06,6,0.131,-4.934,0,0.0367,110.091,4.0,0.485,0,Now Or Never,Halsey
+1151,0.0575,0.741,223504,0.667,0.0,10,0.106,-5.445,1,0.134,112.956,4.0,0.609,0,No Promises (feat. Demi Lovato),Cheat Codes
+1152,0.0133,0.726,188174,0.429,0.0,0,0.0574,-6.623,1,0.0519,85.899,4.0,0.874,0,Slow Hands,Niall Horan
+1153,0.0283,0.656,197253,0.615,0.0,5,0.234,-6.252,1,0.0539,139.91,4.0,0.364,0,Bad Bitch (feat. Ty Dolla $ign),Bebe Rexha
+1154,0.00464,0.565,225526,0.771,0.0,1,0.0568,-5.22,1,0.212,168.385,4.0,0.551,0,Good Life (with G-Eazy & Kehlani),G-Eazy
+1155,0.97,0.549,206933,0.371,0.132,2,0.639,-9.56,1,0.0378,87.024,3.0,0.117,0,The Night We Met,Lord Huron
+1156,0.45,0.754,272667,0.762,6.67e-05,6,0.224,-4.486,0,0.0849,92.002,4.0,0.673,0,Rollin,Calvin Harris
+1157,0.00728,0.741,221983,0.559,0.000971,10,0.21,-7.775,1,0.03,101.999,4.0,0.441,0,Obsession (feat. Jon Bellion),Vice
+1158,0.549,0.87,160597,0.502,0.00356,5,0.0916,-7.497,0,0.0549,82.53,4.0,0.676,0,Whippin (feat. Felix Snow),Kiiara
+1159,0.281,0.718,214867,0.609,3.29e-05,0,0.234,-4.699,0,0.0429,122.948,4.0,0.47,0,Symphony,Clean Bandit
+1160,0.00411,0.624,207520,0.806,0.0,1,0.0872,-5.957,1,0.0437,149.999,4.0,0.536,0,Break Up Every Night,The Chainsmokers
+1161,0.0293,0.726,233833,0.769,0.0101,6,0.104,-5.043,1,0.123,97.985,4.0,0.75,0,Unforgettable,French Montana
+1162,0.000339,0.905,177604,0.596,2.05e-05,1,0.0897,-7.496,0,0.118,149.996,4.0,0.419,0,HUMBLE.,Kendrick Lamar
+1163,0.00517,0.747,212027,0.592,1.48e-05,8,0.124,-6.334,1,0.0457,110.991,3.0,0.16,0,do re mi,Blackbear
+1164,0.075,0.696,216409,0.817,0.0,1,0.187,-3.862,1,0.109,98.064,4.0,0.779,0,Swalla (feat. Nicki Minaj & Ty Dolla $ign),Jason Derulo
+1165,0.0355,0.673,201601,0.676,0.0,1,0.107,-5.002,1,0.0308,134.944,4.0,0.568,0,Whatever It Takes,Imagine Dragons
+1166,0.032,0.607,213307,0.718,0.0,4,0.403,-4.095,1,0.0978,101.821,4.0,0.521,0,Touch,Little Mix
+1167,0.0303,0.415,251423,0.369,7.64e-06,8,0.383,-10.044,1,0.0741,95.746,4.0,0.0951,0,Selfish,Future
+1168,0.0905,0.648,220781,0.532,0.0,0,0.0831,-6.597,1,0.0746,99.983,4.0,0.497,0,It Ain’t Me (with Selena Gomez),Kygo
+1169,0.128,0.747,184134,0.799,0.0,11,0.0541,-4.066,0,0.0405,104.02,4.0,0.537,0,Mama,Jonas Blue
+1170,0.238,0.76,177573,0.303,8.09e-06,2,0.294,-11.362,1,0.0284,99.991,4.0,0.157,0,The One,The Chainsmokers
+1171,0.401,0.763,197495,0.671,1.16e-05,1,0.375,-4.029,0,0.1,120.06,4.0,0.608,0,Nights With You,MØ
+1172,0.0235,0.667,172893,0.648,1.52e-05,3,0.0427,-6.398,0,0.0626,95.031,4.0,0.585,0,TG4M,Zara Larsson
+1173,0.0102,0.833,204600,0.434,0.0219,2,0.165,-8.795,1,0.431,150.062,4.0,0.286,0,Mask Off,Future
+1174,0.122,0.803,227292,0.793,5.81e-05,6,0.154,-5.769,1,0.0635,106.035,4.0,0.54,0,Bon Appétit,Katy Perry
+1175,0.0275,0.516,340707,0.595,0.0,5,0.109,-4.63,1,0.0313,119.972,4.0,0.209,0,Sign of the Times,Harry Styles
+1176,0.00246,0.532,200733,0.778,0.000111,7,0.153,-6.69,0,0.218,169.923,4.0,0.242,0,At My Best (feat. Hailee Steinfeld),Machine Gun Kelly
+1177,0.416,0.704,176347,0.423,0.0,8,0.0607,-6.792,1,0.0862,113.962,4.0,0.45,0,Issues,Julia Michaels
+1178,0.013,0.853,206693,0.56,0.0,1,0.0944,-4.961,1,0.0406,134.066,4.0,0.853,0,That's What I Like,Bruno Mars
+1179,0.0561,0.623,220291,0.656,0.0,0,0.0855,-5.608,0,0.0416,95.878,4.0,0.371,0,September Song,JP Cooper
+1180,0.131,0.748,188491,0.627,0.0,7,0.0852,-6.029,1,0.0644,120.963,4.0,0.513,0,Still Got Time,ZAYN
+1181,0.33,0.736,219080,0.449,0.000162,1,0.0898,-11.462,0,0.425,80.126,4.0,0.322,0,Location,Khalid
+1182,0.0895,0.584,220883,0.54,0.0,1,0.261,-7.786,0,0.0576,137.972,4.0,0.19,0,Scared to Be Lonely,Martin Garrix
+1183,0.304,0.804,298941,0.459,0.0862,11,0.11,-11.556,1,0.039,111.963,4.0,0.372,0,Passionfruit,Drake
+1184,0.581,0.825,233713,0.652,0.0,1,0.0931,-3.183,0,0.0802,95.977,4.0,0.933,0,Shape of You,Ed Sheeran
+1185,0.0991,0.608,232947,0.86,0.0,5,0.262,-5.324,0,0.0554,127.075,4.0,0.441,0,Wild Ones (feat. Sia),Flo Rida
+1186,0.167,0.748,210627,0.727,0.0,11,0.166,-2.42,0,0.0871,125.014,4.0,0.68,0,Starships,Nicki Minaj
+1187,0.0656,0.828,299333,0.433,0.000876,0,0.122,-9.716,1,0.199,148.073,4.0,0.446,0,Lollipop,Lil Wayne
+1188,0.0921,0.72,229360,0.802,0.0,1,0.694,-5.797,1,0.0582,124.043,4.0,0.716,0,Time of Our Lives,Pitbull
+1189,0.0319,0.646,210960,0.795,0.0,9,0.267,-3.293,1,0.0976,89.99,4.0,0.791,0,Stereo Hearts (feat. Adam Levine),Gym Class Heroes
+1190,0.0643,0.755,198187,0.838,1.59e-05,7,0.118,-4.5,0,0.0687,126.877,4.0,0.454,0,Glad You Came,The Wanted
+1191,0.00622,0.75,203867,0.78,0.0,4,0.0263,-3.155,1,0.0898,119.985,4.0,0.819,0,Dynamite,Taio Cruz
+1192,0.0567,0.467,293533,0.564,0.0,9,0.194,-4.986,0,0.353,81.966,4.0,0.304,0,Clique,JAY Z
+1193,0.11,0.66,180480,0.867,0.0,6,0.0368,-4.285,0,0.116,93.033,4.0,0.376,0,Airplanes (feat. Hayley Williams of Paramore),B.o.B
+1194,0.555,0.635,217419,0.691,0.0,0,0.097,-4.862,1,0.258,82.142,4.0,0.63,0,Trumpets,Jason Derulo
+1195,0.071,0.375,338853,0.862,0.0,11,0.211,-3.363,0,0.255,159.841,4.0,0.472,0,Live Your Life - feat. Rihanna,T.I.
+1196,0.00738,0.352,216893,0.843,0.0,7,0.0883,-7.983,0,0.482,165.29,5.0,0.716,0,Like A G6,Far East Movement
+1197,0.039,0.673,229507,0.758,0.0,7,0.341,-3.632,1,0.158,135.956,4.0,0.541,0,Feel This Moment,Pitbull
+1198,0.0295,0.581,204160,0.963,0.0,11,0.139,-4.087,1,0.0981,129.992,4.0,0.792,0,Timber,Pitbull
+1199,0.0384,0.72,175427,0.791,0.0,1,0.157,-4.689,1,0.124,102.071,4.0,0.767,0,Classic,MKTO
+1200,0.069,0.599,245041,0.803,0.137,0,0.129,-3.641,0,0.0986,126.057,4.0,0.254,0,Titanium (feat. Sia),David Guetta
+1201,0.0181,0.62,229573,0.869,0.0,1,0.369,-5.252,1,0.175,151.684,4.0,0.769,0,E.T. - feat. Kanye West,Katy Perry
+1202,0.000704,0.657,190186,0.827,0.00534,5,0.065,-4.036,1,0.0734,145.889,4.0,0.698,0,GDFR (feat. Sage The Gemini & Lookas),Flo Rida
+1203,0.0525,0.715,207333,0.655,0.0,0,0.115,-6.425,1,0.137,95.078,4.0,0.557,0,"Young, Wild & Free (feat. Bruno Mars)",Snoop Dogg
+1204,0.0514,0.786,250189,0.857,0.0,9,0.112,-3.765,1,0.0734,110.038,4.0,0.602,0,The Monster,Eminem
+1205,0.0746,0.755,199693,0.832,1.27e-06,2,0.291,-2.741,0,0.116,120.032,4.0,0.719,0,TiK ToK,Kesha
+1206,0.0715,0.859,188453,0.697,0.0,1,0.0761,-3.79,0,0.0569,117.008,4.0,0.875,0,Love You Like A Love Song,Selena Gomez & The Scene
+1207,0.112,0.612,212862,0.84,0.0,11,0.116,-3.145,0,0.0509,129.042,4.0,0.441,0,Don't You Worry Child (Radio Edit) [feat. John Martin],Swedish House Mafia
+1208,0.0762,0.809,195853,0.628,0.000371,11,0.113,-5.021,0,0.0561,130.008,4.0,0.797,0,Sexy Bitch (feat. Akon) - Featuring Akon;explicit,David Guetta
+1209,0.000979,0.842,189907,0.531,1.34e-05,0,0.0667,-8.729,1,0.0377,105.013,4.0,0.758,0,Somebody,Natalie La Rose
+1210,0.0183,0.745,189959,0.714,0.0,1,0.0636,-5.501,0,0.0302,120.025,4.0,0.847,0,Maps,Maroon 5
+1211,0.162,0.725,247520,0.68,2.13e-06,8,0.158,-5.465,1,0.0306,119.939,4.0,0.753,0,Am I Wrong,Nico & Vinz
+1212,0.0117,0.579,275987,0.821,0.0,1,0.0631,-4.616,1,0.152,174.063,4.0,0.561,0,Umbrella,Rihanna
+1213,0.0649,0.663,257840,0.714,0.0,1,0.116,-4.944,0,0.038,121.99,4.0,0.471,0,Counting Stars,OneRepublic
+1214,0.00107,0.818,213733,0.799,0.128,1,0.057,-4.1,0,0.156,100.014,4.0,0.0953,0,Turn Down for What,DJ Snake
+1215,0.0378,0.81,369627,0.793,1.82e-06,6,0.072,-9.404,0,0.0403,116.049,4.0,0.86,0,Get Lucky,Daft Punk
+1216,0.0533,0.441,225160,0.87,3.7e-06,2,0.0936,-4.845,1,0.057,134.469,4.0,0.281,0,A Dustland Fairytale,The Killers
+1217,0.0215,0.688,192191,0.702,0.0,7,0.128,-4.792,0,0.0499,94.006,4.0,0.731,0,My House,Flo Rida
+1218,0.219,0.427,257760,0.861,0.0,1,0.277,-4.874,1,0.376,161.776,4.0,0.581,0,Best I Ever Had,Drake
+1219,0.0196,0.592,206880,0.752,0.0,1,0.0477,-6.589,1,0.114,74.784,4.0,0.73,0,Stitches,Shawn Mendes
+1220,0.403,0.753,203467,0.801,0.0,4,0.128,-3.215,1,0.0296,128.011,4.0,0.787,0,I Will Never Let You Down,Rita Ora
+1221,0.186,0.548,272394,0.532,0.000263,5,0.217,-7.596,1,0.0323,85.03,4.0,0.428,0,Do I Wanna Know?,Arctic Monkeys
+1222,0.00901,0.635,307987,0.983,0.00799,6,0.0683,-3.807,0,0.174,145.085,4.0,0.422,0,Cinema - Skrillex Remix,Benny Benassi
+1223,0.0431,0.697,277387,0.527,1.25e-05,0,0.0882,-10.438,0,0.211,121.849,4.0,0.289,0,Take Care,Drake
+1224,0.0208,0.583,258827,0.786,0.0,2,0.188,-3.142,0,0.0301,123.052,4.0,0.556,0,Love Song,Sara Bareilles
+1225,0.00373,0.862,263827,0.608,6.14e-06,7,0.0856,-4.762,1,0.0402,120.002,4.0,0.825,0,Blurred Lines,Robin Thicke
+1226,0.119,0.68,313787,0.489,2.86e-05,11,0.606,-7.837,0,0.432,74.04,4.0,0.261,0,Swimming Pools (Drank) - Extended Version,Kendrick Lamar
+1227,0.161,0.772,225560,0.648,0.0,9,0.269,-6.222,1,0.0612,129.966,4.0,0.744,0,Beautiful Girls - Radio Disney Version,Sean Kingston
+1228,0.0532,0.709,189333,0.697,5.15e-05,2,0.349,-3.471,1,0.0275,112.017,4.0,0.78,0,Cool,Gwen Stefani
+1229,0.455,0.627,262853,0.56,0.0,5,0.126,-5.378,1,0.0667,97.967,4.0,0.488,0,Can’t Live Without,Hollyn
+1230,0.0394,0.567,217480,0.678,0.0,10,0.102,-6.642,0,0.0404,141.951,4.0,0.381,0,Glimpse,Kim Walker-Smith
+1231,0.0495,0.547,187013,0.513,0.0,0,0.181,-7.451,1,0.0309,110.54,4.0,0.262,0,Broken Things,Matthew West
+1232,0.379,0.335,255160,0.582,2.67e-05,5,0.0954,-5.09,1,0.0375,110.522,4.0,0.13,0,Even If,MercyMe
+1233,0.0363,0.468,219720,0.786,0.0,9,0.31,-2.757,1,0.0334,84.992,4.0,0.479,0,Home,Chris Tomlin
+1234,0.648,0.322,228067,0.508,0.00297,7,0.152,-7.681,1,0.0341,155.128,4.0,0.191,0,Nowhere,Sarah Reeves
+1235,0.766,0.486,250123,0.331,0.0,2,0.072,-9.106,1,0.0328,79.277,4.0,0.421,0,Hills and Valleys (The Valleys Version),Tauren Wells
+1236,0.0189,0.475,195907,0.672,0.0,0,0.117,-5.925,1,0.0329,77.857,4.0,0.382,0,Chain Breaker,Zach Williams
+1237,0.912,0.361,277973,0.236,7.79e-05,6,0.0831,-7.781,1,0.0315,147.309,3.0,0.184,0,Clean,Natalie Grant
+1238,0.447,0.519,245853,0.684,0.0,6,0.0901,-3.746,1,0.0325,133.943,4.0,0.293,0,I Will,Citizen Way
+1239,0.0353,0.576,254262,0.686,6.68e-05,3,0.114,-6.032,1,0.0554,153.901,4.0,0.599,0,The Gospel,Ryan Stevenson
+1240,0.0342,0.511,284947,0.815,0.0,6,0.09,-6.317,0,0.048,128.004,4.0,0.245,0,Throne Room,Kim Walker-Smith
+1241,0.0164,0.526,237467,0.692,0.0,4,0.0786,-3.895,1,0.0278,137.849,4.0,0.266,0,I Won't Let You Go - Radio Version,Switchfoot
+1242,0.0176,0.621,215050,0.674,0.0,6,0.242,-4.635,0,0.0323,92.994,4.0,0.255,0,Unfinished,Mandisa
+1243,0.117,0.673,176453,0.813,0.0,0,0.148,-5.895,1,0.0363,103.999,4.0,0.638,0,Old Church Choir,Zach Williams
+1244,0.28,0.555,236667,0.663,0.0,0,0.107,-5.628,1,0.042,75.976,4.0,0.295,0,Forgiven,Crowder
+1245,0.379,0.534,225933,0.508,0.0,2,0.0867,-7.085,1,0.0322,153.947,4.0,0.407,0,Love Wins,Love and Theft
+1246,0.199,0.422,204800,0.336,0.0,0,0.189,-7.199,1,0.0306,108.009,4.0,0.0974,0,I Have This Hope,Tenth Avenue North
+1247,0.568,0.448,218133,0.412,5.68e-05,11,0.159,-7.877,1,0.0281,133.881,4.0,0.308,0,In Awe,Hollyn
+1248,0.498,0.331,255173,0.427,0.0,3,0.108,-7.431,1,0.0302,157.938,3.0,0.129,0,Oh My Soul,Casting Crowns
+1249,0.0229,0.385,222400,0.663,0.0,2,0.0841,-5.902,1,0.0271,156.066,3.0,0.237,0,You Redeem - Studio Version,Aaron Shust
+1250,0.0141,0.447,212701,0.89,0.0,6,0.0858,-4.563,1,0.0676,93.894,4.0,0.331,0,Amen,Hunter Hayes
+1251,0.0107,0.619,220840,0.733,0.0,8,0.176,-5.055,1,0.0405,100.071,4.0,0.507,0,Brand New Life,Colton Dixon
+1252,0.202,0.497,249640,0.604,0.0,2,0.299,-9.438,1,0.0313,131.935,4.0,0.225,0,Oceans (Where Feet May Fail) - Radio Version,Hillsong United
+1253,0.587,0.464,205387,0.225,5.64e-06,0,0.116,-9.155,1,0.0403,84.677,4.0,0.209,0,O God Forgive Us,for KING & COUNTRY
+1254,0.0298,0.306,293331,0.742,0.0,11,0.126,-3.914,1,0.0427,155.873,3.0,0.149,0,Death Was Arrested,North Point InsideOut
+1255,0.149,0.536,243013,0.711,0.0,6,0.112,-4.916,1,0.0367,147.9,4.0,0.326,0,Back To God,Reba McEntire
+1256,0.000767,0.429,264320,0.636,5.14e-05,5,0.203,-7.684,1,0.0325,123.966,4.0,0.233,0,Say The Word,Hillsong United
+1257,0.627,0.295,252360,0.326,0.0,9,0.157,-6.125,0,0.0318,126.704,3.0,0.136,0,On My Side,Kim Walker-Smith
+1258,0.0218,0.534,168040,0.933,0.0,6,0.159,-4.021,1,0.0781,174.081,4.0,0.783,0,Bloom,Grayson Reed
+1259,0.104,0.475,219280,0.92,0.0,5,0.575,-4.991,1,0.0941,154.906,4.0,0.729,0,Revival,Third Day
+1260,0.415,0.436,248962,0.618,2.46e-06,3,0.177,-8.402,0,0.0432,83.982,4.0,0.352,0,Hold It All,Cody Carnes
+1261,0.0458,0.704,201093,0.928,0.0,8,0.345,-3.422,1,0.0443,113.981,4.0,0.96,0,Lifer,MercyMe
+1262,0.0166,0.543,202039,0.944,0.0,11,0.146,-2.647,1,0.0759,93.957,4.0,0.728,0,Now,Mallary Hope
+1263,0.0108,0.534,235733,0.862,0.0,1,0.104,-4.282,1,0.0486,104.012,4.0,0.435,0,Battles,The Afters
+1264,0.85,0.227,247020,0.309,0.0,0,0.0898,-7.368,1,0.0292,167.097,4.0,0.225,0,Prove Me Wrong,Mandisa
+1265,0.193,0.732,207052,0.606,1.25e-06,10,0.165,-5.21,1,0.0313,115.985,4.0,0.637,0,Run the Race,Holly Starr
+1266,0.322,0.659,167711,0.848,0.0,4,0.243,-3.273,1,0.202,166.009,4.0,0.961,0,The Happy Song,Jamie Grace
+1267,0.298,0.588,228453,0.58,0.0,0,0.0811,-7.833,1,0.0272,138.013,4.0,0.492,0,Find You Here,Ellie Holcomb
+1268,0.0875,0.353,199111,0.87,0.0,0,0.079,-5.386,1,0.127,135.045,4.0,0.308,0,Change The World (feat. Hollyn),Derek Minor
+1269,0.225,0.696,230933,0.713,2.22e-06,11,0.194,-5.114,0,0.123,189.932,4.0,0.368,0,Rise,Kim Walker-Smith
+1270,0.00532,0.529,208520,0.769,0.0,11,0.19,-6.369,1,0.0469,73.946,4.0,0.648,0,Priceless,for KING & COUNTRY
+1271,0.000774,0.525,239999,0.657,0.0,7,0.0778,-6.394,1,0.0271,77.013,4.0,0.286,0,Alive In You - Studio Version,Jesus Culture
+1272,0.187,0.423,238200,0.502,0.0,2,0.108,-5.924,1,0.0293,135.858,4.0,0.0968,0,What A Beautiful Name,Hillsong Worship
+1273,0.00497,0.574,240453,0.802,0.0,11,0.333,-4.801,0,0.0299,128.062,4.0,0.52,0,Beloved,Jordan Feliz
+1274,0.000619,0.388,347893,0.542,0.0,2,0.175,-6.122,1,0.0321,135.866,3.0,0.128,0,There Is a Cloud,Elevation Worship
+1275,0.0643,0.519,217800,0.907,0.0,4,0.264,-3.918,1,0.0444,147.957,4.0,0.603,0,Rise,Danny Gokey
+1276,0.00687,0.688,183413,0.843,0.0,5,0.0464,-4.12,1,0.0452,105.02,4.0,0.841,0,Fearless,Jasmine Murray
+1277,0.807,0.569,235680,0.484,9.35e-06,0,0.163,-6.536,1,0.0304,122.08,4.0,0.308,0,Tears,Matt Hammitt
+1278,0.0024,0.547,228040,0.511,1.24e-06,11,0.109,-5.802,1,0.0294,143.968,4.0,0.179,0,To Live Is Christ,Sidewalk Prophets
+1279,0.0198,0.511,237453,0.831,0.0,11,0.661,-4.826,1,0.131,141.971,4.0,0.544,0,Be The Change,Britt Nicole
+1280,0.000937,0.676,200481,0.79,8.94e-05,7,0.0938,-3.674,1,0.0338,99.948,4.0,0.0484,0,Parachute,Joshua Micah
+1281,0.0646,0.587,203937,0.791,0.0,8,0.25,-6.313,0,0.0911,125.993,4.0,0.593,0,Where You Are (Reimagined),Hillsong Young & Free
+1282,0.183,0.389,297320,0.525,0.0,9,0.308,-7.941,1,0.0403,143.919,3.0,0.0963,0,The Cause Of Christ,Kari Jobe
+1283,0.105,0.528,216400,0.59,0.0,6,0.104,-6.682,1,0.0352,118.031,4.0,0.113,0,King Of The World,Natalie Grant
+1284,0.0326,0.37,235227,0.723,0.0,0,0.0982,-4.774,1,0.0364,149.923,4.0,0.117,0,Come Alive (Dry Bones),Lauren Daigle
+1285,0.0919,0.301,254373,0.762,0.0,7,0.0822,-3.392,1,0.0402,161.864,3.0,0.208,0,Even So Come - Radio Version/Live,Passion
+1286,0.0839,0.459,256933,0.561,0.0,7,0.0998,-7.091,1,0.0271,144.784,4.0,0.298,0,"10,000 Reasons (Bless the Lord) [Radio Version]",Matt Redman
+1287,0.0793,0.545,234199,0.576,0.0,6,0.103,-11.081,1,0.0277,100.304,4.0,0.416,0,More Than Conquerors (Radio Version),Steven Curtis Chapman
+1288,0.471,0.495,243800,0.71,0.0,0,0.0703,-3.941,1,0.0288,90.024,4.0,0.332,0,TESTIFY,NEEDTOBREATHE
+1289,0.0832,0.492,232379,0.656,0.0,9,0.202,-7.361,1,0.0365,147.948,3.0,0.336,0,Great Are You Lord (Radio Mix),one sonic society
+1290,0.0551,0.401,307680,0.7,0.0,0,0.0961,-5.07,1,0.0368,81.049,4.0,0.171,0,Worthy Of Your Name - Studio,Passion
+1291,0.00392,0.436,288253,0.836,1.12e-06,10,0.113,-4.884,1,0.0497,147.978,4.0,0.314,0,My All In All,Phil Wickham
+1292,0.0101,0.674,237146,0.895,0.0,0,0.0996,-3.973,1,0.0337,102.984,4.0,0.558,0,Love Broke Thru,tobyMac
+1293,0.133,0.566,208627,0.766,0.0,11,0.117,-6.87,1,0.0552,139.955,4.0,0.393,0,Magnify,We Are Messengers
+1294,0.157,0.211,252965,0.649,0.0,0,0.117,-7.28,1,0.0393,150.11,4.0,0.289,0,The Cross Has The Final Word,Cody Carnes
+1295,0.196,0.305,331613,0.726,0.0,9,0.464,-6.375,1,0.061,82.673,4.0,0.547,0,Eye of the Storm (feat. Gabe Real),Ryan Stevenson
+1296,0.000127,0.237,247533,0.99,0.0914,7,0.393,-3.331,1,0.24,151.545,4.0,0.169,0,Black Colors,Victim Of Deception
+1297,1.51e-05,0.455,311217,0.994,0.0012,4,0.0908,-4.584,0,0.193,125.035,4.0,0.0703,0,A Darkened Gospel,A Wake in Providence
+1298,7.94e-06,0.236,239696,0.981,0.874,6,0.325,-2.635,1,0.299,160.114,4.0,0.129,0,Soil the Stillborn,Infant Annihilator
+1299,0.00256,0.468,201783,0.998,0.0,9,0.233,-0.994,0,0.15,140.003,4.0,0.064,0,No Absolution,Thy Art Is Murder
+1300,0.000102,0.476,314907,0.962,0.106,8,0.137,-4.023,1,0.12,145.947,4.0,0.451,0,Hearteater,To The Grave
+1301,8.35e-06,0.226,209563,0.553,0.0379,1,0.0728,-9.169,1,0.0546,129.255,4.0,0.323,0,Shapeless Abomination,Beyond the Extraction
+1302,0.00105,0.495,263687,0.955,0.0551,6,0.308,-4.181,1,0.0798,130.002,4.0,0.362,0,Dirty Waters,Into Oblivion
+1303,5.83e-05,0.296,229859,0.983,0.146,11,0.508,-2.999,1,0.169,115.003,4.0,0.231,0,Defiled,Hive
+1304,1.84e-05,0.474,260706,0.925,0.901,2,0.324,-3.539,1,0.146,139.97,4.0,0.142,0,Negative,FRCTRD
+1305,0.000168,0.406,180872,0.936,0.242,2,0.062,-4.564,0,0.11,139.922,4.0,0.26,0,Distorting of Perception,Until We Die
+1306,8.12e-05,0.173,267600,0.927,0.23,1,0.229,-5.22,1,0.0869,99.131,4.0,0.183,0,Ruin,Altered Perceptions
+1307,1.01e-05,0.404,224812,0.989,0.556,2,0.536,-1.374,1,0.184,94.291,4.0,0.153,0,Fauxhammer,Black Tongue
+1308,0.000393,0.456,217133,0.97,0.0432,1,0.0914,-4.655,1,0.175,124.976,4.0,0.0399,0,Spiteful Nature,I Shall Devour
+1309,0.0147,0.242,233796,0.96,0.0562,1,0.0923,-4.112,1,0.306,169.896,4.0,0.199,0,We Wait,I Declare War
+1310,4.42e-05,0.472,229640,0.942,0.823,11,0.324,-3.954,0,0.0951,150.005,4.0,0.186,0,Plague of Immortality (feat. Dean Lamb Of Archspire),Within Destruction
+1311,2.95e-05,0.227,244181,0.921,0.792,1,0.154,-6.149,0,0.099,175.167,3.0,0.116,0,Arrogance,Traitors
+1312,5.73e-05,0.444,268187,0.943,0.00704,1,0.114,-4.955,0,0.09,119.945,4.0,0.292,0,Inferiority,Neberu
+1313,8.53e-05,0.17,319582,0.866,0.976,4,0.569,-7.304,1,0.101,117.539,4.0,0.11,0,Senseless Order,Signs of the Swarm
+1314,4.19e-05,0.276,294034,0.919,0.181,1,0.479,-3.773,1,0.111,116.038,3.0,0.149,0,Advent,Shotgun Surgeon
+1315,6.49e-05,0.401,264107,0.988,0.116,1,0.342,-4.104,0,0.192,155.356,4.0,0.191,0,Venomous,Whitechapel
+1316,7.53e-05,0.398,200525,0.974,0.0076,1,0.389,-2.823,0,0.16,129.983,4.0,0.245,0,Substance Affliction,Advocates
+1317,0.000696,0.566,250647,0.986,0.0164,1,0.399,-5.016,1,0.0884,127.515,4.0,0.15,0,To Encompass and Eclipse,A Trust Unclean
+1318,0.000103,0.39,192011,0.978,0.941,11,0.12,-4.209,1,0.289,100.221,4.0,0.102,0,Rope,Obscure of Acacia
+1319,2.67e-05,0.336,282401,0.983,0.00362,11,0.257,-1.812,0,0.128,113.711,4.0,0.131,0,Permanent Intoxication,Mycelia
+1320,0.00545,0.48,228923,0.984,0.283,3,0.588,-5.718,0,0.116,130.02,4.0,0.146,0,Tremendous Strain,Science Of Sleep
+1321,0.000273,0.285,232999,0.989,0.797,7,0.104,-4.407,1,0.147,140.019,4.0,0.201,0,Of Talons and Teeth,Reaping Asmodeia
+1322,4.95e-05,0.428,221776,0.997,0.955,8,0.253,-3.587,1,0.185,149.998,4.0,0.0533,0,Pitchblack,Walking Dead On Broadway
+1323,0.000283,0.256,197684,0.98,0.0196,3,0.618,-5.107,1,0.0964,94.99,4.0,0.11,0,Zerotonin 2,Darknet
+1324,0.000102,0.491,309734,0.928,0.363,9,0.14,-3.866,1,0.0938,132.973,4.0,0.14,0,False Hope,The Machinist
+1325,0.000673,0.274,198011,0.925,0.156,1,0.47,-5.204,1,0.111,161.25,4.0,0.102,0,1208,Extortionist
+1326,0.00125,0.217,255725,0.98,0.00139,5,0.287,-3.332,1,0.133,139.024,4.0,0.0658,0,Plagues,The End At The Beginning
+1327,4.58e-05,0.261,149278,0.863,7.33e-06,11,0.329,-7.199,1,0.0721,108.347,4.0,0.316,0,Hear Me Out,Risking It All
+1328,1.35e-05,0.517,256920,0.991,1.44e-05,9,0.0501,-2.406,0,0.112,120.026,4.0,0.194,0,Down into the Abyss,Conjonctive
+1329,0.000482,0.258,282101,0.905,0.000489,10,0.686,-4.897,1,0.136,112.94,4.0,0.16,0,Dance of the Witch,At Rest
+1330,1.2e-05,0.484,328000,0.98,0.188,0,0.779,-1.939,1,0.075,119.997,4.0,0.165,0,New World Slaughter,Iconoclast
+1331,6.56e-05,0.387,300000,0.967,0.226,5,0.337,-3.335,0,0.128,129.904,4.0,0.0536,0,FVNERAL MOON,Lorna Shore
+1332,0.00029,0.424,271560,0.992,2.13e-05,5,0.322,-2.976,0,0.19,145.144,4.0,0.0914,0,Beautiful Agony,Within The Ruins
+1333,0.000111,0.45,267000,0.986,0.251,1,0.0645,-2.384,1,0.151,159.976,4.0,0.172,0,Ways Of Transfiguration,Buried Side
+1334,2.13e-05,0.222,278577,0.985,0.00644,7,0.775,-4.105,1,0.149,136.227,4.0,0.16,0,Black Mammoth,Fit For An Autopsy
+1335,5.4e-05,0.455,210426,0.973,0.00193,1,0.365,-4.597,0,0.132,102.076,4.0,0.448,0,Solicitude,Belie My Burial
+1336,0.000123,0.398,252005,0.955,0.458,7,0.299,-3.39,0,0.0698,100.03,4.0,0.134,0,The Call of Mighty,Crucify Me Gently
+1337,8.8e-06,0.399,267209,0.877,0.358,11,0.677,-5.418,0,0.0804,112.351,3.0,0.254,0,Manufactured Existence,Lord of War
+1338,3.28e-05,0.401,194000,0.921,0.753,6,0.359,-3.287,0,0.0781,102.035,4.0,0.372,0,Bastard Son,God Of Nothing
+1339,1.94e-05,0.209,246689,0.955,0.0118,11,0.0925,-4.527,1,0.143,199.988,4.0,0.114,0,The Shaping Sickness,Shadow of Intent
+1340,1.56e-05,0.493,258868,0.964,0.00733,1,0.727,-3.079,1,0.0954,110.005,4.0,0.17,0,Drown Me in Blood,Carnifex
+1341,0.00115,0.339,219317,0.958,1.56e-05,9,0.651,-2.909,0,0.153,128.806,4.0,0.273,0,Inferno,"Above, Below"
+1342,5.32e-05,0.458,184482,0.957,8.97e-05,0,0.364,-6.16,1,0.107,120.006,4.0,0.154,0,Debris,Paragon
+1343,1.45e-05,0.263,275719,0.896,0.876,6,0.363,-8.048,1,0.11,113.106,4.0,0.251,0,"I, the Weak",The Voynich Code
+1344,0.00192,0.482,198947,0.968,0.000454,6,0.108,-4.395,1,0.149,114.001,4.0,0.245,0,American Dream,Chelsea Grin
+1345,2.21e-05,0.379,256114,0.979,0.877,9,0.453,-3.77,1,0.107,140.029,4.0,0.156,0,Temptress,Enterprise Earth
+1346,2.05e-05,0.535,203500,0.974,0.000149,10,0.263,-3.566,0,0.172,116.956,4.0,0.431,0,Flag of the Beast,Emmure
+1347,1.69e-05,0.329,135653,0.993,0.641,6,0.342,-3.416,1,0.0969,116.461,4.0,0.372,0,Unanswered,Suicide Silence
+1348,4.55e-05,0.162,200961,0.957,0.867,10,0.669,-6.229,0,0.147,96.822,5.0,0.119,0,Be My Valentine (feat. Dickie Allen),Brojob
+1349,5.41e-06,0.389,220558,0.985,0.954,1,0.305,-2.795,0,0.112,135.019,4.0,0.0637,0,Prismatic Abyss,Aversions Crown
+1350,0.00631,0.636,180400,0.802,4.14e-05,2,0.059,-2.168,1,0.167,139.815,4.0,0.334,0,Right In,Skrillex
+1351,0.0145,0.716,215253,0.972,3.22e-05,7,0.317,-2.302,1,0.196,110.026,4.0,0.566,0,Bangarang (feat. Sirah),Skrillex
+1352,0.0049,0.596,301987,0.921,0.00019,11,0.536,-2.5,0,0.074,139.969,4.0,0.232,0,Breakn' A Sweat,Skrillex
+1353,0.00075,0.616,292907,0.946,0.0777,1,0.355,-2.876,1,0.0687,127.992,4.0,0.332,0,The Devil's Den,Skrillex
+1354,0.0106,0.633,245053,0.926,0.54,11,0.133,-4.749,0,0.0971,140.037,4.0,0.493,0,Right On Time,Skrillex
+1355,0.0012,0.605,200787,0.92,0.000596,4,0.483,-2.298,0,0.0713,174.974,4.0,0.22,0,Kyoto (feat. Sirah),Skrillex
+1356,0.654,0.176,414747,0.479,0.591,7,0.13,-7.471,0,0.0282,100.831,4.0,0.0622,0,Skrillex Orchestral Suite By Varien - Bonus Track,Skrillex
+1357,0.218,0.385,232716,0.404,1.57e-06,8,0.113,-6.999,1,0.029,146.128,4.0,0.0703,0,Satellite,SALTNPAPER
+1358,0.328,0.68,231679,0.593,0.0,1,0.105,-6.496,1,0.176,94.007,4.0,0.396,0,Nosedive,Dynamic Duo
+1359,0.0171,0.726,212409,0.889,0.00106,6,0.0741,-4.251,0,0.0304,119.983,4.0,0.531,0,PIZZA,Oohyo
+1360,0.773,0.741,193217,0.219,2.84e-06,11,0.116,-11.944,1,0.0432,101.78,4.0,0.198,0,이대로 있어줘요 Stay With Me,도시총각 Dosichonggak
+1361,0.498,0.587,246457,0.554,0.000663,1,0.106,-7.212,1,0.0424,80.013,4.0,0.431,0,Stardust,Kevin Oh
+1362,2.54e-05,0.321,128340,0.751,0.235,9,0.109,-4.655,1,0.0543,110.182,4.0,0.174,0,Burning youth,Hyukoh
+1363,0.263,0.697,193605,0.692,0.0,7,0.104,-5.34,1,0.0511,124.829,4.0,0.275,0,Wi Ing Wi Ing,Hyukoh
+1364,0.712,0.483,229261,0.524,0.0,11,0.0975,-3.92,1,0.0261,91.878,4.0,0.519,0,Wonder,Standing Egg
+1365,0.285,0.498,221293,0.436,0.0,6,0.06,-4.592,1,0.0304,79.871,4.0,0.261,0,I'll Pick You Up,Standing Egg
+1366,0.0262,0.635,183781,0.575,0.00337,11,0.361,-8.8,0,0.0581,159.913,4.0,0.493,0,VAMOS,Oohyo
+1367,0.364,0.819,186817,0.677,0.0313,5,0.0915,-5.703,0,0.0423,94.975,4.0,0.93,0,MWAH,Humming Urban Stereo
+1368,0.564,0.676,238895,0.508,0.000142,2,0.101,-7.515,1,0.0577,106.015,4.0,0.327,0,Loop,NELL
+1369,0.873,0.657,201667,0.427,0.0,0,0.109,-6.879,1,0.0377,144.014,4.0,0.24,0,With Me,Vanilla Acoustic
+1370,0.0989,0.483,263979,0.747,0.000409,5,0.24,-4.363,1,0.0549,80.117,4.0,0.223,0,Monster,PALGOU
+1371,0.264,0.62,225800,0.529,0.0,5,0.354,-5.333,0,0.0353,94.951,4.0,0.572,0,What 2 Do,DEAN
+1372,0.669,0.751,230493,0.489,3.57e-06,8,0.177,-5.418,1,0.0343,140.013,4.0,0.468,0,For Me,Gyepy
+1373,0.765,0.767,203263,0.445,0.000727,6,0.0897,-8.527,1,0.0328,119.923,4.0,0.375,0,Fallen in Love (Only With You),Jang Beom June
+1374,0.164,0.844,226600,0.32,0.0,6,0.107,-9.532,0,0.0475,125.927,4.0,0.575,0,Talk,10cm
+1375,0.253,0.743,237588,0.886,0.00267,8,0.714,-3.503,0,0.0831,109.961,4.0,0.397,0,Black Out,PALGOU
+1376,0.107,0.54,204589,0.408,0.000811,0,0.111,-11.899,0,0.0457,159.813,4.0,0.655,0,Sleeping Habits,Donguy
+1377,0.224,0.657,230000,0.536,0.00432,4,0.352,-7.073,1,0.0303,119.95,4.0,0.184,0,Romance in Seoul,Neon Bunny
+1378,0.532,0.549,200231,0.451,3.44e-05,1,0.0425,-10.302,0,0.15,85.296,4.0,0.621,0,Hot and Cold (feat. Yun Cheoljong of 10cm),SunWoo Jung-A
+1379,0.859,0.762,175792,0.277,0.0,7,0.161,-9.263,1,0.0459,109.689,3.0,0.286,0,Ki-dult,SBGB
+1380,0.837,0.214,249727,0.484,9.66e-05,9,0.114,-5.44,1,0.0324,81.625,4.0,0.267,0,"지금 여기, 이곳에서 (Duet With 루시아) , 지금 여기, 이곳에서",Sentimental Scenery
+1381,0.0219,0.63,222546,0.684,0.00108,11,0.103,-6.74,0,0.0399,142.952,4.0,0.881,0,너와의 공식 Love Equation,플랫핏 Flat Feet
+1382,0.806,0.35,254925,0.347,4.37e-06,4,0.102,-6.154,1,0.0318,146.661,4.0,0.241,0,I Don't Love You,Urban Zakapa
+1383,0.439,0.892,157001,0.443,0.0,0,0.0866,-6.181,1,0.0379,107.984,4.0,0.729,0,My eyes,10cm
+1384,0.881,0.764,99610,0.177,3.34e-05,9,0.121,-13.596,0,0.0983,115.697,4.0,0.569,0,Zig Zag,Kwon Jin Ah
+1385,0.0117,0.432,278999,0.761,2.88e-05,1,0.75,-4.126,1,0.0305,138.004,4.0,0.334,0,Cake Love (PROD. BY The Black Skirts),XIA
+1386,0.423,0.7,215005,0.425,1.72e-06,7,0.0879,-9.52,1,0.0287,95.058,4.0,0.283,0,HOW WAS YOUR DAY,Sugarbowl
+1387,0.00922,0.453,388463,0.678,5.11e-05,9,0.0477,-7.291,0,0.0494,131.936,4.0,0.0827,0,변명 Shame,DyoN Joo
+1388,0.414,0.574,299008,0.51,0.000213,7,0.0995,-7.63,1,0.0334,121.989,4.0,0.125,0,You Wouldn't Even Know,Flower Soo
+1389,0.705,0.894,222307,0.161,0.0033,4,0.312,-14.311,1,0.088,104.968,4.0,0.818,0,장가갈 수 있을까 Can I Get Married?,Coffeeboy
+1390,0.368,0.717,232944,0.844,1.93e-05,1,0.255,-5.363,0,0.0299,110.023,4.0,0.825,0,Sneakers,Humming Urban Stereo
+1391,0.289,0.712,223333,0.625,0.0,7,0.127,-8.832,1,0.149,100.004,4.0,0.718,0,Dangerous,Clazziquai Project
+1392,0.138,0.768,224009,0.743,0.00128,0,0.142,-6.09,1,0.0455,89.983,4.0,0.692,0,Night Time Melody,Rude Paper
+1393,0.909,0.489,202827,0.173,0.0,3,0.117,-9.827,1,0.0567,121.054,3.0,0.625,0,Reason Why We Have To Break Up,Only U
+1394,0.508,0.597,210893,0.575,0.0,10,0.265,-3.705,1,0.0341,85.018,4.0,0.516,0,"Love, Love.",Big Brain
+1395,0.772,0.598,224779,0.515,4.91e-06,5,0.164,-4.695,0,0.0363,117.762,3.0,0.377,0,I Don't Want,Jungkey
+1396,0.286,0.616,236960,0.387,0.0,9,0.277,-6.079,0,0.0335,81.856,4.0,0.47,0,All in Vain,Mot
+1397,0.0805,0.766,319360,0.602,0.765,0,0.0889,-8.388,0,0.0273,100.042,4.0,0.378,0,귀가 Return Home,카우칩스 The CowChips
+1398,0.804,0.792,293458,0.15,1.3e-05,1,0.0704,-15.644,1,0.0486,83.625,4.0,0.33,0,물 Water,권나무 Kwon Tree
+1399,0.805,0.709,206013,0.29,0.0,4,0.17,-11.092,1,0.0322,90.046,4.0,0.584,0,Summer Night You and I,Standing Egg
+1400,0.858,0.679,257187,0.126,0.000102,11,0.114,-10.562,0,0.0369,129.75,3.0,0.114,0,Let You Go,Mot
+1401,0.175,0.581,247497,0.312,5.57e-05,5,0.104,-8.984,0,0.054,181.893,4.0,0.506,0,Sooni (I'm your fanatic girl),SunWoo Jung-A
+1402,0.578,0.652,177090,0.512,7.49e-06,5,0.101,-7.062,1,0.0276,104.98,4.0,0.284,0,Run,Okdal
+1403,0.654,0.73,205333,0.418,7.51e-05,2,0.13,-6.735,1,0.0319,139.888,4.0,0.401,0,Petals on The Wind (Remake Version),Wable
+1404,0.663,0.719,227827,0.478,0.000886,2,0.0496,-9.58,1,0.0297,77.996,4.0,0.354,0,Morning Call - Remix Version,Ibadi
+1405,0.827,0.524,193406,0.392,0.0,10,0.363,-8.938,0,0.0305,145.88,4.0,0.296,0,Rub off,Kim Woo-Joo
+1406,0.503,0.41,256333,0.648,0.0,7,0.219,-4.469,1,0.0362,60.391,4.0,0.342,0,Don't You Cry For Me,Cobi
+1407,0.947,0.483,248176,0.199,0.0,2,0.109,-11.37,1,0.0586,78.103,4.0,0.162,0,Waves - Acoustic,Dean Lewis
+1408,0.461,0.59,162084,0.568,0.0562,7,0.106,-8.332,1,0.0252,153.113,4.0,0.731,0,Runner,Jon and Roy
+1409,0.302,0.696,292987,0.521,0.0,10,0.0565,-8.465,0,0.332,100.0,4.0,0.471,0,No Role Modelz,J. Cole
+1410,0.0752,0.504,239320,0.705,0.0,6,0.128,-8.205,0,0.364,175.483,4.0,0.564,0,Wet Dreamz,J. Cole
+1411,0.358,0.894,216520,0.284,0.000487,11,0.11,-13.002,0,0.33,138.944,4.0,0.413,0,Neighbors,J. Cole
+1412,0.361,0.653,264747,0.409,0.00012,9,0.189,-11.446,1,0.421,174.324,4.0,0.181,0,Deja Vu,J. Cole
+1413,0.331,0.889,301133,0.393,8.67e-06,4,0.283,-10.821,0,0.267,128.065,4.0,0.31,0,G.O.M.D.,J. Cole
+1414,0.0451,0.592,280615,0.701,0.0,10,0.327,-4.014,0,0.0858,129.501,4.0,0.299,0,Litty (feat. Tory Lanez),Meek Mill
+1415,0.0242,0.589,223973,0.658,0.0,11,0.118,-5.288,0,0.203,77.521,4.0,0.254,0,All Eyes On You (feat. Chris Brown & Nicki Minaj),Meek Mill
+1416,0.00375,0.7,210472,0.693,0.0,2,0.314,-6.553,1,0.14,133.981,4.0,0.513,0,Froze (feat. Lil Uzi Vert & Nicki Minaj),Meek Mill
+1417,0.0415,0.37,250240,0.87,0.0,5,0.604,-2.09,1,0.271,79.092,4.0,0.334,0,Ima Boss - feat. Rick Ross,Meek Mill
+1418,0.214,0.523,291280,0.783,0.0,6,0.612,-3.755,0,0.185,117.264,5.0,0.312,0,Apple of My Eye,Rick Ross
+1419,0.00895,0.434,332600,0.785,0.0,4,0.132,-4.169,0,0.128,106.926,5.0,0.393,0,Santorini Greece,Rick Ross
+1420,0.0123,0.481,341680,0.716,0.0,10,0.141,-5.996,0,0.622,78.829,4.0,0.399,0,Idols Become Rivals,Rick Ross
+1421,0.00612,0.729,275720,0.838,0.0,8,0.0721,-4.476,0,0.313,136.869,4.0,0.35,0,Trap Trap Trap,Rick Ross
+1422,0.00589,0.662,267720,0.808,0.0,9,0.613,-3.06,1,0.122,76.493,4.0,0.448,0,Dead Presidents,Rick Ross
+1423,0.00184,0.541,225427,0.609,0.0,1,0.179,-3.715,1,0.127,158.314,4.0,0.298,0,She On My Dick,Rick Ross
+1424,0.0084,0.629,242373,0.7,0.0,2,0.118,-6.212,1,0.264,85.814,4.0,0.159,0,I Think She Like Me,Rick Ross
+1425,0.0273,0.501,269720,0.775,0.0,7,0.211,-6.248,0,0.436,85.929,4.0,0.615,0,Powers That Be,Rick Ross
+1426,0.00755,0.54,224707,0.82,0.0,5,0.642,-3.824,1,0.138,78.063,4.0,0.516,0,Game Ain't Based On Sympathy,Rick Ross
+1427,0.0171,0.801,160000,0.642,0.000946,9,0.112,-5.926,0,0.0903,126.013,4.0,0.703,0,Humble,Wahlstedt
+1428,0.033,0.707,201707,0.929,0.205,8,0.0626,-4.199,0,0.0901,123.004,4.0,0.403,0,My Friend,EDX
+1429,0.306,0.696,192000,0.795,7.72e-06,8,0.243,-4.892,0,0.187,126.186,4.0,0.16,0,White Label (Is This Love),Still Young
+1430,0.00551,0.562,228414,0.885,0.805,8,0.0621,-3.096,1,0.0431,145.06,4.0,0.679,0,Home,Marshmello
+1431,0.0171,0.47,251350,0.863,0.143,6,0.096,-6.52,0,0.0461,170.137,4.0,0.335,0,Front to Back,Buku
+1432,0.0227,0.726,335609,0.929,0.379,0,0.924,-7.146,0,0.0771,123.036,4.0,0.706,0,Best Thing About,Lex Luca
+1433,0.00121,0.984,188852,0.941,0.0539,9,0.026,-4.56,0,0.0805,122.003,4.0,0.331,0,Flashwind - Radio Edit,Ben Remember
+1434,0.135,0.72,188852,0.643,0.812,9,0.112,-7.691,1,0.0369,122.012,4.0,0.323,0,Fuego,Alok
+1435,0.00613,0.473,169756,0.885,0.00023,5,0.219,-3.42,0,0.0454,149.698,4.0,0.278,0,Rose Horizon,Yellow Claw
+1436,0.00101,0.466,16588,0.943,0.0,6,0.458,-3.545,0,0.385,113.457,5.0,0.598,0,dance alot,Various Artists
+1437,0.588,0.614,179613,0.792,0.0,5,0.105,-3.528,0,0.352,154.823,4.0,0.554,0,Save You,Wahlstedt
+1438,0.00433,0.775,248007,0.883,0.346,11,0.057,-5.83,0,0.0703,125.006,4.0,0.682,0,I Want You,Chris Lake
+1439,0.0362,0.67,585000,0.792,0.881,7,0.101,-8.211,1,0.0465,128.018,3.0,0.0348,0,Polaris,deadmau5
+1440,0.643,0.549,185726,0.816,1.38e-06,10,0.137,-5.044,0,0.233,109.774,4.0,0.523,0,Midnight Sun,Dirtcaps
+1441,0.00145,0.715,183752,0.964,0.468,0,0.174,-4.71,0,0.0651,128.059,4.0,0.307,0,One Life Short,Geoxor
+1442,0.0771,0.466,224212,0.849,2.89e-06,9,0.104,-3.85,0,0.0633,183.76,4.0,0.353,0,On Our Own (feat. Natalie Major),Showtek
+1443,0.000679,0.503,249655,0.989,0.542,6,0.548,-0.787,1,0.065,174.012,4.0,0.615,0,The Wall,Matrix & Futurebound
+1444,0.00518,0.718,148801,0.944,0.477,1,0.114,-5.041,1,0.0386,125.004,4.0,0.328,0,All I Know,EDX
+1445,0.0987,0.443,210884,0.727,9.35e-06,0,0.118,-5.171,0,0.0984,74.827,4.0,0.423,0,Freesol (feat. Skyler Stonestreet),Seven Lions
+1446,0.00576,0.396,265543,0.821,0.000424,8,0.116,-3.826,1,0.104,171.927,4.0,0.122,0,Mantra - Mat Zo Remix,Noisia
+1447,0.044,0.597,192041,0.832,2.96e-05,11,0.0864,-5.48,0,0.147,162.03,4.0,0.479,0,Good Life,Kiso
+1448,0.291,0.675,166286,0.929,0.00724,9,0.397,-2.578,1,0.0478,140.006,4.0,0.428,0,Twinbow,Slushii
+1449,0.0256,0.559,210968,0.854,2.61e-06,11,0.294,-3.923,0,0.036,156.008,4.0,0.474,0,Limitless (feat. Sophie Rose),Sam F
+1450,0.0235,0.714,176250,0.851,0.00697,6,0.1,-3.387,0,0.121,128.004,4.0,0.692,0,Move On Me,Tom & Jame
+1451,0.325,0.531,195252,0.769,0.0,10,0.305,-2.881,0,0.063,77.351,4.0,0.454,0,Wildcard,Mickey Valen
+1452,0.149,0.738,190476,0.646,0.00157,8,0.162,-5.384,1,0.0611,125.923,4.0,0.401,0,Find You,Wahlstedt
+1453,0.0214,0.587,198426,0.772,0.698,4,0.447,-4.439,0,0.0375,127.978,4.0,0.201,0,Legacy,Dimitri Vangelis & Wyman
+1454,0.316,0.519,182720,0.829,0.0,5,0.0759,-5.121,0,0.0901,123.659,4.0,0.629,0,Show You Love,Kato
+1455,0.139,0.718,188160,0.89,0.00103,2,0.341,-3.931,1,0.144,124.943,4.0,0.304,0,Make U Love Me,Tujamo
+1456,0.474,0.871,184762,0.893,0.852,5,0.0891,-3.774,1,0.0403,126.016,4.0,0.639,0,Bassline Riddim,Vato Gonzalez
+1457,0.108,0.641,302506,0.676,0.0,9,0.152,-4.461,1,0.0385,119.108,4.0,0.174,0,Light - GOSLO Remix,San Holo
+1458,0.265,0.677,185613,0.778,0.0,6,0.247,-5.19,0,0.0291,97.97,4.0,0.335,0,Walk Away,LVNDSCAPE
+1459,0.158,0.633,155963,0.964,0.0159,2,0.204,-3.573,1,0.0298,124.022,4.0,0.111,0,Touch The Sky,Cedric Gervais
+1460,0.0144,0.529,179200,0.739,0.000255,9,0.39,-5.356,0,0.0543,149.915,4.0,0.403,0,"Afraid, Unafraid",SLUMBERJACK
+1461,0.282,0.738,202286,0.818,0.000543,2,0.101,-3.652,0,0.0692,139.998,4.0,0.53,0,Make You Mine,Aire Atlantica
+1462,0.0238,0.303,199405,0.879,3.84e-05,8,0.431,-4.748,1,0.0758,80.329,4.0,0.564,0,Riot Call (feat. Nevve),QUIX
+1463,0.128,0.617,185089,0.524,0.00438,5,0.362,-8.885,0,0.103,142.046,4.0,0.225,0,Modern Flame (feat. Yuna),Emmit Fenn
+1464,0.056,0.164,206897,0.878,0.0617,6,0.205,-4.953,0,0.11,171.908,4.0,0.196,0,Right Here,Keys N Krates
+1465,0.00129,0.823,207293,0.815,0.0494,11,0.599,-3.947,1,0.134,125.989,4.0,0.473,0,Chicken Soup,Skrillex
+1466,0.0165,0.597,209664,0.952,0.145,9,0.305,-3.586,0,0.0415,127.907,4.0,0.206,0,No Sleep,Bougenvilla
+1467,0.0705,0.71,166290,0.884,0.0,1,0.0765,-1.258,1,0.347,149.995,4.0,0.579,0,Help,Borgore
+1468,0.00931,0.715,198750,0.989,0.109,2,0.0475,-1.723,1,0.194,128.054,4.0,0.679,0,Waist Time,Diplo
+1469,0.0126,0.604,200625,0.796,0.0,1,0.106,-2.416,0,0.0597,127.991,4.0,0.209,0,Scared To Be Lonely (Brooks Remix),Martin Garrix
+1470,0.00173,0.548,226172,0.811,3.56e-05,11,0.323,-3.985,1,0.0475,155.08,4.0,0.411,0,Fuck It All Up (feat. JVZEL),DOLF
+1471,0.0509,0.546,174031,0.737,1.68e-05,5,0.114,-3.794,1,0.054,97.9,4.0,0.188,0,After All,Khrebto
+1472,0.125,0.72,230853,0.746,0.000476,11,0.0929,-5.567,0,0.0985,124.045,4.0,0.508,0,Something Just Like This - Don Diablo Remix,The Chainsmokers
+1473,0.000817,0.68,192200,0.941,0.621,0,0.0852,-8.093,1,0.0532,124.035,4.0,0.338,0,The Jam,Kideko
+1474,0.0143,0.626,219174,0.748,0.0,1,0.123,-5.899,1,0.0345,121.067,4.0,0.217,0,Get What You Give,Felix Cartal
+1475,0.0107,0.723,211890,0.784,0.772,2,0.0791,-5.547,1,0.0334,128.027,4.0,0.382,0,Joyride,Bassjackers
+1476,0.131,0.522,210816,0.86,0.0209,10,0.122,-3.773,0,0.145,128.019,4.0,0.263,0,Open,Yellow Claw
+1477,0.0533,0.599,288877,0.667,0.0,7,0.134,-4.267,1,0.0367,80.984,4.0,0.811,0,I'm the One,DJ Khaled
+1478,0.0521,0.719,194320,0.657,0.0,11,0.0872,-4.588,0,0.0494,122.02,4.0,0.694,0,There's Nothing Holdin' Me Back - NOTD Remix,Shawn Mendes
+1479,0.00461,0.615,201387,0.638,0.00979,1,0.382,-5.341,1,0.13,106.002,4.0,0.41,0,Bon Appétit - MUNA Remix,Katy Perry
+1480,0.00647,0.695,182693,0.818,4.87e-06,5,0.0219,-5.379,0,0.0334,119.965,4.0,0.923,0,Hard Times,Paramore
+1481,0.00064,0.375,176387,0.93,0.0,2,0.318,-2.631,1,0.0561,147.124,4.0,0.5,0,Kiwi,Harry Styles
+1482,0.166,0.766,181000,0.771,2.51e-06,8,0.105,-4.358,1,0.0483,113.946,4.0,0.655,0,Issues - Alan Walker Remix,Julia Michaels
+1483,0.0105,0.615,224773,0.564,0.0,9,0.148,-6.384,1,0.0291,103.006,4.0,0.443,0,Young,The Chainsmokers
+1484,0.0121,0.692,195889,0.896,6.59e-05,1,0.199,-4.017,1,0.0502,134.056,4.0,0.809,0,That's What I Like - Alan Walker Remix,Bruno Mars
+1485,0.0771,0.709,225253,0.782,4.71e-06,7,0.302,-3.526,0,0.0469,102.032,4.0,0.706,0,No More Sad Songs (feat. Machine Gun Kelly),Little Mix
+1486,0.000569,0.624,189613,0.673,1.54e-06,4,0.104,-4.017,0,0.0268,121.986,4.0,0.458,0,Carolina,Harry Styles
+1487,0.101,0.867,191240,0.487,0.0,5,0.148,-5.872,1,0.0777,101.959,4.0,0.777,0,High Without Your Love,Loote
+1488,0.217,0.62,248156,0.713,3.3e-06,2,0.222,-4.753,1,0.0342,137.957,4.0,0.465,0,Feel Good,Gryffin
+1489,0.57,0.629,250173,0.572,0.0,5,0.192,-7.733,0,0.0387,100.015,4.0,0.38,0,1-800-273-8255,Logic
+1490,0.00377,0.61,176111,0.747,0.0,11,0.0662,-4.25,0,0.0531,129.976,4.0,0.443,0,Middle Of The Night,The Vamps
+1491,0.0156,0.841,241875,0.639,0.0654,9,0.0545,-6.052,0,0.0688,99.002,4.0,0.673,0,Tuesday (feat. Danelle Sandoval),Burak Yeter
+1492,0.186,0.509,183229,0.712,0.0,7,0.102,-5.747,1,0.111,99.831,4.0,0.648,0,Hunter,Galantis
+1493,0.00466,0.722,182728,0.614,0.0,11,0.106,-7.549,0,0.115,154.903,4.0,0.504,0,XO TOUR Llif3,Lil Uzi Vert
+1494,0.0506,0.776,202480,0.741,0.0,7,0.0701,-5.804,1,0.041,120.079,4.0,0.845,0,Kissing Strangers,DNCE
+1495,0.127,0.698,200105,0.882,0.0,4,0.15,-3.078,0,0.0863,106.083,4.0,0.462,0,Ciao Adios,Anne-Marie
+1496,0.267,0.732,172751,0.629,0.0,0,0.118,-4.64,1,0.286,91.7,4.0,0.685,0,Overwhelming,Jon Bellion
+1497,0.242,0.592,210947,0.763,0.0,1,0.0715,-3.334,1,0.366,180.084,4.0,0.647,0,Go For Broke (feat. James Arthur),Machine Gun Kelly
+1498,0.393,0.602,200187,0.707,0.0,11,0.165,-4.097,1,0.302,75.09,4.0,0.539,0,Human,Rag'n'Bone Man
+1499,0.0219,0.568,202439,0.69,2.3e-05,1,0.0815,-5.034,0,0.0431,130.12,4.0,0.044,0,Eyes Closed,Halsey
+1500,0.0913,0.769,203992,0.631,0.0,1,0.114,-6.769,1,0.0568,100.968,4.0,0.501,0,History,Olivia Holt
+1501,0.0261,0.555,174467,0.645,0.0,4,0.079,-5.799,0,0.0637,140.911,4.0,0.195,0,Calm Down,Skip Marley
+1502,0.0909,0.583,199756,0.729,2.02e-05,6,0.367,-4.525,1,0.0314,144.994,4.0,0.313,0,Be There,Krewella
+1503,0.0182,0.836,242174,0.71,2.23e-05,5,0.137,-5.185,0,0.0595,119.952,4.0,0.531,0,Swish Swish,Katy Perry
+1504,0.0018,0.598,205746,0.748,0.000196,8,0.116,-6.239,1,0.0706,130.057,4.0,0.321,0,Confident,Demi Lovato
+1505,0.00477,0.585,214740,0.614,0.000155,10,0.0762,-5.594,0,0.037,114.059,4.0,0.273,0,Cool for the Summer,Demi Lovato
+1506,0.214,0.626,204188,0.695,0.0,7,0.224,-6.528,0,0.0594,154.023,4.0,0.586,0,Old Ways,Demi Lovato
+1507,0.0418,0.505,221050,0.705,0.0,5,0.0815,-6.097,1,0.0395,126.021,4.0,0.309,0,For You,Demi Lovato
+1508,0.48,0.414,191308,0.469,0.0,8,0.0974,-7.583,1,0.0485,139.401,3.0,0.322,0,Stone Cold,Demi Lovato
+1509,0.0234,0.556,244014,0.802,0.0,5,0.398,-5.089,0,0.0694,176.003,4.0,0.263,0,Kingdom Come,Demi Lovato
+1510,0.242,0.587,192918,0.659,0.0,7,0.0874,-6.406,0,0.203,150.026,4.0,0.411,0,Waitin for You,Demi Lovato
+1511,0.559,0.628,199140,0.694,0.0,5,0.0556,-3.909,0,0.0378,130.057,4.0,0.447,0,Wildfire,Demi Lovato
+1512,0.92,0.442,408600,0.124,0.605,3,0.21,-22.227,1,0.0388,65.003,4.0,0.205,0,I'll Let You Know,David Hazeltine
+1513,0.89,0.475,206360,0.0588,0.0238,5,0.129,-17.464,0,0.0418,115.642,4.0,0.229,0,I'll Wait And Pray,John Coltrane
+1514,0.915,0.487,388347,0.135,0.00353,2,0.686,-11.211,0,0.0434,105.854,5.0,0.23,0,The Shadow of Your Smile,Scott Hamilton
+1515,0.922,0.535,297653,0.107,0.649,10,0.105,-18.989,0,0.0323,102.186,4.0,0.159,0,"Vid Frösö kyrka (At Frösö Church) - From Frösöblomster (Frösö Flowers) (arr. J. Ekberg, P.V. Johansson and L. Simonsson)",Trio X of Sweden
+1516,0.941,0.349,176297,0.227,0.819,6,0.109,-12.298,1,0.031,100.449,4.0,0.15,0,Jackie Gets Out,Terence Blanchard
+1517,0.935,0.428,285601,0.187,0.853,10,0.103,-21.001,1,0.0375,108.962,4.0,0.171,0,Romance / Hommage à Milhaud,Enrico Pieranunzi
+1518,0.859,0.456,243013,0.257,0.475,10,0.111,-16.877,0,0.0298,104.311,4.0,0.171,0,Leave Me Here,Triosence
+1519,0.871,0.421,265320,0.0867,0.429,0,0.115,-18.732,1,0.037,95.438,4.0,0.0718,0,Where We Used To Live,Esbjörn Svensson Trio
+1520,0.95,0.34,305427,0.237,0.927,8,0.14,-14.901,1,0.0302,162.892,4.0,0.0728,0,Mommy's Shawl,Yelena Eckemoff
+1521,0.973,0.478,388040,0.0757,0.939,5,0.108,-20.847,1,0.0505,76.952,4.0,0.235,0,For Wee Folks,Joey Alexander
+1522,0.854,0.46,278071,0.141,0.885,9,0.11,-14.994,1,0.0314,168.807,3.0,0.16,0,All I See is Us,Sassy Players
+1523,0.957,0.356,342373,0.0937,0.096,8,0.209,-16.64,0,0.0353,86.669,3.0,0.259,0,Goodbye Pork Pie Hat,Charles Mingus
+1524,0.974,0.385,182653,0.0562,0.532,11,0.107,-14.812,1,0.0415,116.666,4.0,0.186,0,Ballad for MC,Grace Kelly
+1525,0.958,0.4,364627,0.144,0.878,10,0.119,-15.52,1,0.037,120.329,4.0,0.154,0,Soul in Twilight,John Moulder
+1526,0.967,0.296,340507,0.0709,0.804,3,0.105,-14.832,0,0.0312,95.028,4.0,0.066,0,So Lovely,Ben Wolfe
+1527,0.914,0.425,176272,0.136,0.921,11,0.127,-17.382,1,0.0293,168.527,3.0,0.227,0,The Sweetest Nighlife,Ellie & The Bunch
+1528,0.988,0.479,440133,0.146,0.692,7,0.103,-14.319,1,0.0351,111.643,3.0,0.0728,0,I Got It Bad,Enrico Pieranunzi
+1529,0.886,0.466,255107,0.0753,0.927,0,0.0984,-18.864,1,0.0297,87.791,4.0,0.0877,0,Gramercy Sunset,The Hot Sardines
+1530,0.986,0.371,66762,0.0295,0.937,10,0.125,-22.038,0,0.0335,82.313,3.0,0.276,0,I'm a Fool to Want You,Passport Quartet
+1531,0.94,0.317,234373,0.0302,0.298,1,0.0792,-30.447,1,0.0342,47.859,4.0,0.155,0,"I Was So Young, and You Were So Beautiful",Bill Charlap
+1532,0.946,0.505,294940,0.159,0.0127,7,0.218,-11.235,0,0.0336,59.385,4.0,0.205,0,Journey Into Melody - 2007 Digital Remaster,Stanley Turrentine
+1533,0.929,0.55,484627,0.249,0.828,5,0.258,-15.919,0,0.0325,121.37,4.0,0.296,0,I'm Glad There Is You,Bill Mobley
+1534,0.623,0.47,394920,0.156,0.187,2,0.104,-17.036,1,0.0399,118.176,4.0,0.0591,0,Blue Ballad,Phil Woods
+1535,0.992,0.447,1004627,0.163,0.776,8,0.654,-14.835,1,0.0707,74.933,3.0,0.19,0,The Nearness of You,Joshua Redman
+1536,0.921,0.445,391707,0.223,0.884,3,0.131,-17.402,1,0.0374,110.821,4.0,0.22,0,It Never Entered my Mind,Mulgrew Miller
+1537,0.81,0.421,337733,0.0161,0.0021,2,0.0978,-25.358,0,0.0374,110.926,4.0,0.155,0,Blue in Green,Miles Davis
+1538,0.99,0.326,168667,0.0575,0.887,4,0.281,-16.5,1,0.0393,127.397,5.0,0.311,0,Where or When,Wynton Marsalis
+1539,0.87,0.446,492080,0.242,0.497,8,0.105,-14.152,1,0.0368,126.681,4.0,0.176,0,Count Your Blessings,Seamus Blake
+1540,0.823,0.526,322133,0.17,0.777,9,0.114,-13.089,0,0.0411,117.414,4.0,0.173,0,Good Morning Heartache,Scott Hamilton
+1541,0.965,0.445,396520,0.0978,0.915,3,0.121,-26.924,1,0.0397,117.283,4.0,0.172,0,Two Sleepy People,Marcus Gilmore
+1542,0.924,0.533,221733,0.148,0.932,0,0.112,-18.275,1,0.0329,63.637,4.0,0.103,0,Can't Help Loving,Beegie Adair
+1543,0.761,0.383,447280,0.131,0.194,7,0.0973,-17.764,1,0.033,98.606,4.0,0.0999,0,The Nearness Of You,Bill Charlap
+1544,0.846,0.569,282320,0.117,0.852,5,0.0978,-22.741,1,0.0446,60.483,4.0,0.102,0,When Sunny Gets Blue,McCoy Tyner
+1545,0.961,0.484,389893,0.0291,0.474,10,0.115,-23.363,1,0.0459,98.434,4.0,0.38,0,Blue and Sentimental,Julian Dash
+1546,0.986,0.388,232046,0.0354,0.956,7,0.178,-25.766,1,0.0421,143.514,4.0,0.192,0,Almas vaggvisa,Jan Lundgren Trio
+1547,0.857,0.364,317946,0.114,0.635,1,0.0839,-16.552,1,0.0333,117.715,3.0,0.0581,0,Before It's Time To Say Goodbye,Kenny Garrett
+1548,0.967,0.539,294667,0.0678,0.168,0,0.114,-18.039,1,0.0468,124.105,4.0,0.257,0,Autumn Nocturne,Lou Donaldson
+1549,0.971,0.45,289693,0.0437,0.88,10,0.0948,-29.46,1,0.0374,63.938,4.0,0.0906,0,Eleanor,Hank Jones
+1550,0.886,0.386,348533,0.125,0.878,9,0.189,-19.892,0,0.0572,78.553,3.0,0.132,0,Angel Eyes,"Tommy Flanagan, Ron Carter & Tony Williams"
+1551,0.868,0.42,336373,0.105,0.587,6,0.0957,-20.502,1,0.035,99.873,4.0,0.108,0,Good Morning.Goodbye,Dan Cray Trio
+1552,0.971,0.428,294587,0.212,0.73,0,0.169,-15.442,0,0.032,98.096,3.0,0.312,0,Doubts 2,Ibrahim Maalouf
+1553,0.96,0.32,325400,0.156,0.904,2,0.0775,-12.258,1,0.033,159.618,3.0,0.0623,0,The Last Goodbye,Nicholas Payton
+1554,0.96,0.411,246067,0.0416,0.925,1,0.064,-23.23,1,0.0414,97.96,4.0,0.0746,0,Where Do You Start,Brad Mehldau Trio
+1555,0.748,0.52,341667,0.0748,0.633,8,0.102,-24.477,1,0.0497,107.327,4.0,0.134,0,The Man I Love,Marcus Roberts
+1556,0.905,0.42,257693,0.0802,0.857,7,0.135,-21.795,1,0.04,122.041,3.0,0.0513,0,Gary's Theme - Remastered,Bill Evans
+1557,0.912,0.399,325587,0.307,0.623,1,0.115,-14.38,1,0.0347,116.308,4.0,0.0621,0,Trust,Roy Hargrove
+1558,0.937,0.428,240093,0.3,0.658,0,0.168,-8.885,1,0.034,122.667,5.0,0.221,0,The Folks Who Live on the Hill,Joshua Redman
+1559,0.717,0.423,335333,0.158,0.0075,0,0.0975,-15.59,0,0.0346,106.974,4.0,0.19,0,All The Way,Bob Berg
+1560,0.93,0.336,314493,0.328,0.732,7,0.111,-15.005,0,0.0386,184.007,3.0,0.198,0,Emperor Jones - Instrumental,Joe Lovano
+1561,0.903,0.257,376573,0.216,0.134,8,0.0979,-16.266,0,0.0365,65.125,3.0,0.19,0,Isadora,Christian Scott
+1562,0.901,0.368,428973,0.14,0.874,0,0.0688,-15.005,0,0.045,61.758,4.0,0.172,0,I Remember Clifford,Lee Morgan
+1563,0.195,0.323,244867,0.118,0.694,5,0.241,-22.751,0,0.0449,79.554,4.0,0.0706,0,Sous le Ciel de Paris,Jacky Terrasson
+1564,0.978,0.575,258040,0.0935,0.452,3,0.109,-15.906,1,0.0858,65.23,4.0,0.289,0,You Go To My Head,Art Pepper
+1565,0.91,0.421,763467,0.0967,0.415,7,0.218,-16.441,0,0.0509,77.401,4.0,0.183,0,Gloomy Sunday,Branford Marsalis
+1566,0.936,0.358,212493,0.16,0.34,8,0.0896,-12.658,0,0.0352,179.955,3.0,0.246,0,I Didn't Know About You,Johnny Hodges
+1567,0.918,0.331,507533,0.0861,0.902,5,0.106,-21.226,1,0.0354,107.436,4.0,0.152,0,I Have Dreamed,Christian McBride
+1568,0.971,0.633,149072,0.12,0.871,5,0.121,-20.066,0,0.0428,115.51,3.0,0.473,0,Fools Rush In,Teddy Wilson
+1569,0.899,0.461,477173,0.0389,0.015,0,0.0927,-20.482,1,0.0399,109.374,4.0,0.121,0,Dreamsville,David Halliday
+1570,0.827,0.458,482187,0.217,0.805,5,0.194,-16.582,1,0.0328,107.506,4.0,0.125,0,Old Folks,Xavier Davis
+1571,0.972,0.448,308893,0.0532,0.876,5,0.0863,-27.35,1,0.0454,99.757,4.0,0.189,0,I Got It Bad And That Ain't Good,Oscar Peterson Trio
+1572,0.97,0.509,252947,0.0461,0.911,1,0.134,-10.693,1,0.0427,132.709,4.0,0.368,0,My Romance,Gene Ammons
+1573,0.949,0.386,567920,0.148,0.792,0,0.0665,-18.921,0,0.0367,94.88,4.0,0.128,0,The Peacocks,Anthony Wonsey Trio
+1574,0.973,0.407,418000,0.106,0.0762,1,0.123,-19.078,1,0.0375,94.231,4.0,0.23,0,A Nightingale Sang In Berkeley Square,Stan Getz
+1575,0.967,0.384,206040,0.0544,0.964,0,0.115,-19.791,1,0.0485,181.262,3.0,0.301,0,A Hundred Dreams from Now,Ray Bryant
+1576,0.978,0.514,323200,0.0814,0.00873,0,0.219,-17.149,0,0.0361,64.97,3.0,0.235,0,My Little Brown Book,Duke Ellington
+1577,0.577,0.848,261933,0.465,0.0543,1,0.101,-9.029,0,0.0524,94.02,4.0,0.622,0,Moving On and Getting Over,John Mayer
+1578,0.144,0.736,185588,0.616,2.29e-06,4,0.268,-8.016,1,0.0345,101.966,4.0,0.89,0,Safe,Bay Ledges
+1579,0.652,0.865,246610,0.548,0.0161,10,0.113,-7.379,0,0.192,109.989,4.0,0.879,0,Second Nature,Stalking Gia
+1580,0.311,0.677,236786,0.738,0.000144,6,0.138,-6.287,1,0.0467,98.963,4.0,0.561,0,The Best Crew,Tep No
+1581,0.273,0.784,266455,0.587,0.0107,9,0.356,-6.361,1,0.0422,107.999,4.0,0.85,0,Hideout,Parcels
+1582,0.83,0.534,238265,0.582,0.0,2,0.125,-6.22,1,0.0424,186.346,4.0,0.289,0,No Le Digas Que Hacer,Karina Vismara
+1583,0.826,0.876,51547,0.301,0.0,0,0.419,-7.866,1,0.0436,69.009,4.0,0.932,0,Peas Pudding Hot,The Kids Band
+1584,0.791,0.718,144733,0.315,0.0,6,0.228,-13.869,1,0.181,96.981,4.0,0.592,0,Biscuits in the Oven,Raffi
+1585,0.0071,0.498,106680,0.721,0.0,4,0.122,-6.695,1,0.0327,93.31,4.0,0.673,0,Jelly Beans,The Hipwaders
+1586,0.0336,0.89,129187,0.891,0.0,2,0.097,-5.542,1,0.0483,119.993,4.0,0.947,0,My Favorite Snack,Imagination Movers
+1587,0.649,0.603,100693,0.355,0.0,0,0.0952,-9.624,1,0.0566,111.405,4.0,0.441,0,Curse of the Spinach,Trout Fishing in America
+1588,0.519,0.567,160133,0.436,0.0,2,0.247,-9.45,1,0.158,97.206,4.0,0.598,0,Mosquito Burrito,Roger Day
+1589,0.147,0.554,191947,0.844,7.27e-06,9,0.329,-7.763,1,0.0468,159.119,4.0,0.935,0,C'mon Let's Make A Pizza,We Kids Rock
+1590,0.461,0.873,127227,0.511,1.22e-06,2,0.0655,-12.303,1,0.0368,127.93,4.0,0.972,0,Jelly On A Plate,The Kids Band
+1591,0.741,0.941,47547,0.256,1.06e-05,1,0.0841,-11.478,1,0.108,110.082,4.0,0.545,0,Little Green Apple,Tumble Tots
+1592,0.809,0.802,156373,0.288,0.0,7,0.0745,-11.372,1,0.129,119.882,4.0,0.722,0,Always Chew Your Food,Trout Fishing in America
+1593,0.278,0.693,87705,0.578,1.52e-06,0,0.121,-11.129,1,0.18,78.158,4.0,0.851,0,"Icy, Creamy Ice Cream",Barney
+1594,0.995,0.471,82293,0.0148,0.934,3,0.181,-33.097,1,0.0558,102.271,3.0,0.183,0,"Lyric Pieces, Book I Op. 12: I. Arietta",Edvard Grieg
+1595,0.915,0.277,295747,0.0156,0.00654,7,0.148,-24.801,1,0.0482,117.119,3.0,0.0855,0,"String Quartet No. 4 in C Major, D. 46: II. Andante con moto",Franz Schubert
+1596,0.995,0.333,221173,0.0288,0.819,1,0.073,-31.367,1,0.0423,100.189,3.0,0.0857,0,"8 Fantasiestücke, Op.12 : 1. Des Abends",Robert Schumann
+1597,0.971,0.338,455307,0.0539,0.328,9,0.121,-21.863,0,0.0414,103.861,4.0,0.205,0,"String Quartet No. 5 in C Major, Op. 29, ""Serenade"": II. Ballata: Allegretto scherzando",Wilhelm Stenhammar
+1598,0.953,0.156,458000,0.023,0.338,10,0.165,-31.082,1,0.0445,140.715,4.0,0.0588,0,"Piano Quartet in E flat, Op.47: 3. Andante cantabile",Robert Schumann
+1599,0.993,0.294,621280,0.142,0.912,7,0.0673,-20.374,1,0.0388,94.296,4.0,0.199,0,"Piano Sonata No. 18 in G Major, Op. 78, D. 894: IV. Allegretto",Franz Schubert
+1600,0.913,0.152,275653,0.0626,0.00204,5,0.142,-20.947,1,0.0395,137.174,5.0,0.0484,0,"Trio Sonata in G Major, Wq. 144: I. Adagio",Carl Philipp Emanuel Bach
+1601,0.983,0.236,260000,0.0632,0.452,10,0.101,-21.189,0,0.0439,133.959,5.0,0.0559,0,"Trio No. 2 en Mi Mineur, Op. 92: III. Andante con moto",Camille Saint-Saëns
+1602,0.951,0.173,649415,0.0619,0.526,5,0.132,-20.788,1,0.0466,72.695,4.0,0.0886,0,"String Quintet in C Major, Op. 29: II. Adagio molto espressivo",Ludwig van Beethoven
+1603,0.991,0.295,784013,0.0918,0.884,0,0.114,-22.769,0,0.0385,98.939,4.0,0.119,0,Viola Sonata in C Minor: III. Andante con variazioni,Felix Mendelssohn
+1604,0.0841,0.757,175238,0.867,0.0992,0,0.125,-2.529,0,0.0362,125.962,4.0,0.518,0,Magic City,Wahlstedt
+1605,0.0319,0.514,184762,0.862,0.171,0,0.119,-6.329,0,0.156,126.112,4.0,0.487,0,Livin' 4 Ya,MOTi
+1606,0.0682,0.412,257846,0.83,0.00739,3,0.108,-4.976,0,0.0651,127.894,4.0,0.239,0,Last Chance,Kaskade
+1607,0.00623,0.654,236308,0.728,0.404,6,0.688,-8.477,0,0.0577,130.006,4.0,0.281,0,Nite Time - Ruby & Tony Radio Edit,George Acosta
+1608,0.043,0.638,196132,0.828,0.0,7,0.0903,-4.53,1,0.0393,122.037,4.0,0.102,0,Satellites,DubVision
+1609,0.0316,0.591,185171,0.881,0.00203,6,0.303,-4.073,0,0.0614,128.076,4.0,0.16,0,Can't Take It,Breathe Carolina
+1610,0.059,0.624,187838,0.732,0.0142,4,0.254,-6.372,0,0.0273,132.025,4.0,0.292,0,All Aloud,Adrian Lux
+1611,0.282,0.369,187549,0.801,0.0,1,0.266,-5.302,1,0.384,128.09,4.0,0.311,0,Close,IZECOLD
+1612,0.0058,0.704,377153,0.962,0.128,7,0.22,-3.095,1,0.115,127.997,4.0,0.0727,0,Cascade - Original Mix,Tommy Trash
+1613,0.141,0.48,179893,0.878,0.0,6,0.0587,-6.59,0,0.0743,136.006,4.0,0.19,0,Waiting,Dash Berlin
+1614,0.0086,0.707,220640,0.471,0.00839,9,0.179,-7.667,1,0.0354,125.014,4.0,0.354,0,Everytime We Touch,David Guetta - Sébastian Ingrosso - Joachim Garraud - Chris Willis - Steve Angello
+1615,0.00732,0.623,192000,0.975,0.16,3,0.0614,-2.632,0,0.109,125.94,4.0,0.247,0,Milky Way,Madison Mars
+1616,0.00837,0.184,221286,0.871,0.167,8,0.15,-3.245,0,0.0661,127.972,4.0,0.213,0,You,Galantis
+1617,0.024,0.691,381732,0.951,0.0412,0,0.0316,-4.989,1,0.0879,126.989,4.0,0.617,0,La Tromba Risin' (feat. Tasita D'Mour),Chris Lake
+1618,0.00259,0.66,254879,0.652,0.0,8,0.0673,-4.747,1,0.0582,127.977,4.0,0.167,0,Crash 2.0 (Adventure Club vs. DallasK),Adventure Club
+1619,0.00338,0.569,190155,0.896,0.958,1,0.0633,-3.114,1,0.0489,128.083,4.0,0.113,0,Raven,John Dahlbäck
+1620,0.00689,0.798,194000,0.809,0.0765,1,0.0998,-5.898,0,0.063,120.044,4.0,0.766,0,Icarus - Black Caviar Remix,R3hab
+1621,0.475,0.539,209531,0.936,0.104,10,0.106,-3.803,1,0.112,128.015,4.0,0.211,0,Wasted Love (feat. Dougy),Steve Angello
+1622,0.00695,0.583,233239,0.748,0.0241,6,0.22,-4.798,1,0.0292,142.029,4.0,0.234,0,Summer,Marshmello
+1623,0.0362,0.56,162383,0.916,0.000963,7,0.102,-3.328,0,0.0661,144.933,4.0,0.577,0,Catch Me (feat. Naaz),Flux Pavilion
+1624,0.0144,0.507,213338,0.665,0.0,0,0.0759,-7.598,1,0.0474,126.879,4.0,0.406,0,Save the World - Radio Mix,Swedish House Mafia
+1625,0.00164,0.703,346930,0.684,0.000378,8,0.0744,-6.532,1,0.0778,126.027,4.0,0.222,0,"Wild One Two - feat. David Guetta, Nicky Romero & Sia",Jack Back
+1626,0.00136,0.526,322227,0.861,0.732,2,0.596,-5.871,0,0.0587,128.032,4.0,0.114,0,Fire In Your New Shoes (feat. Martina of Dragonette) - Sultan & Ned Shepard Electric Daisy Remix,Kaskade
+1627,0.0124,0.412,205440,0.871,0.000128,1,0.2,-4.893,0,0.0458,125.043,4.0,0.132,0,Calling (Lose My Mind) - Radio Edit,Sebastian Ingrosso
+1628,0.0168,0.737,368476,0.614,0.0534,6,0.0682,-6.001,0,0.4,127.987,4.0,0.394,0,Language,Porter Robinson
+1629,8.45e-05,0.649,214042,0.706,0.831,8,0.163,-7.209,0,0.031,128.032,4.0,0.0744,0,Strobe - Radio Edit,deadmau5
+1630,0.0896,0.49,200992,0.811,0.0,1,0.0898,-2.524,0,0.044,125.965,4.0,0.564,0,Seek Bromance (Avicii Vocal Edit) - Avicii Vocal Edit,Tim Berg
+1631,0.00429,0.502,248447,0.756,0.769,7,0.377,-6.118,0,0.0363,128.125,4.0,0.0605,0,Poison,Martin Garrix
+1632,0.241,0.713,208620,0.81,0.0,0,0.0936,-3.353,0,0.0918,130.006,4.0,0.667,0,Take Over Control - Radio Edit,Afrojack
+1633,0.00338,0.575,300013,0.913,0.816,7,0.605,-6.081,1,0.0402,128.014,4.0,0.208,0,Teenage Crime - Axwell & Henrik B Remode,Adrian Lux
+1634,0.0375,0.747,166138,0.877,0.000833,9,0.233,-3.782,0,0.0664,107.991,4.0,0.763,0,Light It Up (feat. Nyla & Fuse ODG) [Remix],Major Lazer
+1635,0.021,0.719,251429,0.81,0.672,8,0.5,-4.769,0,0.0672,126.033,4.0,0.483,0,Turn Me Up - ViP Mix,MOTi
+1636,0.0732,0.509,221274,0.729,2.73e-05,1,0.233,-4.773,1,0.0343,127.871,4.0,0.185,0,Together,Martin Garrix
+1637,0.0663,0.393,147231,0.94,0.00264,6,0.546,-3.894,0,0.0718,129.958,4.0,0.293,0,Whatcha Need,W&W
+1638,0.0534,0.605,199904,0.873,0.837,1,0.314,-5.938,0,0.0344,126.026,4.0,0.47,0,Levels - Radio Edit,Avicii
+1639,0.0291,0.589,212627,0.651,3.2e-06,6,0.111,-5.097,1,0.0306,90.011,4.0,0.161,0,Faded,Alan Walker
+1640,0.0344,0.561,235873,0.771,0.000151,1,0.0756,-5.533,1,0.036,128.025,4.0,0.212,0,Move for Me,Kaskade
+1641,0.09,0.692,183747,0.898,0.941,10,0.478,-5.276,1,0.044,127.993,4.0,0.331,0,Turn up the Speakers - Radio Edit,Afrojack
+1642,0.00233,0.672,295035,0.785,0.127,8,0.111,-4.473,1,0.0346,122.999,4.0,0.352,0,Counting Down The Days - Yotto Edit,Above & Beyond
+1643,0.00626,0.691,203302,0.721,0.000562,11,0.297,-6.206,1,0.03,117.021,4.0,0.463,0,Summer Dreams,Michael Brun
+1644,0.000552,0.841,485293,0.673,0.419,9,0.228,-7.361,0,0.119,127.006,4.0,0.197,0,Changes - Dirty South Remix,Chris Lake Feat. Laura V
+1645,0.031,0.51,210013,0.747,0.0,5,0.233,-4.124,1,0.0651,125.951,4.0,0.349,0,Heroes (we could be),Alesso
+1646,0.0583,0.516,174500,0.786,1.77e-06,4,0.662,-5.514,0,0.106,130.069,4.0,0.182,0,Everything,R3hab
+1647,0.00346,0.723,176561,0.809,0.00123,7,0.565,-3.081,0,0.0625,98.007,4.0,0.271,0,Lean On (feat. MØ & DJ Snake),Major Lazer
+1648,0.00354,0.568,196000,0.928,0.0211,10,0.478,-3.556,1,0.045,122.997,4.0,0.57,0,Starlight - Radio Mix,SOVI
+1649,0.0028,0.476,226867,0.815,0.00593,4,0.357,-5.073,1,0.0359,127.964,4.0,0.144,0,City Of Dreams - Radio Edit,Dirty South
+1650,0.00388,0.605,325714,0.642,0.598,3,0.102,-7.002,1,0.0411,125.967,4.0,0.157,0,Chords Of Life - Original Mix,Tim Mason
+1651,0.0856,0.605,235000,0.884,0.000162,7,0.0501,-3.094,0,0.0611,125.989,4.0,0.364,0,Blackout - Madison Mars Radio Mix,Tritonal
+1652,0.00273,0.408,247655,0.849,3.04e-05,11,0.139,-5.284,0,0.0646,174.029,4.0,0.141,0,Freak,Friction
+1653,0.00158,0.598,383495,0.534,0.124,4,0.319,-5.666,0,0.0272,115.005,4.0,0.0473,0,Skyscrapers,Daydreamer
+1654,0.0344,0.529,222075,0.955,4.55e-05,10,0.353,-2.59,0,0.0794,125.988,4.0,0.102,0,Chemicals - Radio Edit,Tiësto
+1655,0.00481,0.475,224973,0.838,0.0,1,0.304,-2.948,0,0.0666,127.921,4.0,0.236,0,Run Wild - Alternative Edit Mix Cut,Hardwell
+1656,0.0111,0.668,212323,0.977,0.17,1,0.363,-2.673,1,0.0515,128.06,3.0,0.561,0,Blackout,Pegboard Nerds
+1657,0.0178,0.69,230792,0.841,0.79,4,0.137,-5.592,0,0.0868,130.052,4.0,0.533,0,Rock The House - Radio Edit,Afrojack
+1658,0.0268,0.624,157452,0.923,0.000228,9,0.0509,-5.449,0,0.0335,124.994,4.0,0.39,0,Sweet Memories,CID
+1659,0.0711,0.719,313580,0.737,0.00285,2,0.304,-5.219,1,0.032,127.991,4.0,0.356,0,Borrowed Lives (feat. NVDES),Pierce Fulton
+1660,0.0107,0.631,235025,0.893,0.00632,7,0.147,-5.123,1,0.0411,130.015,4.0,0.558,0,Concrete Angel (Radio Edit) (feat. Christina Novelli),Gareth Emery
+1661,0.0024,0.54,201290,0.933,0.954,2,0.371,-6.784,1,0.0364,123.988,4.0,0.23,0,Yebisah,Mark Knight
+1662,0.306,0.546,191250,0.772,0.0,5,0.0733,-5.311,0,0.0477,127.942,4.0,0.255,0,Otherside,Suyano
+1663,0.00281,0.608,219398,0.878,4.83e-06,0,0.415,-3.631,1,0.0765,128.069,4.0,0.326,0,Falling Back - Radio Edit,Cosmic Gate
+1664,0.0294,0.591,228347,0.649,0.0,3,0.133,-6.72,1,0.0417,90.002,4.0,0.482,0,Fireflies,Owl City
+1665,0.0314,0.559,205933,0.882,1.71e-05,3,0.605,-4.281,1,0.157,126.064,4.0,0.644,0,Good Time,Owl City
+1666,0.0243,0.631,218093,0.838,0.0,11,0.0512,-6.817,0,0.0818,127.938,4.0,0.392,0,When Can I See You Again?,Owl City
+1667,0.0002,0.55,213026,0.747,1.44e-06,2,0.113,-6.897,1,0.0334,128.014,4.0,0.185,0,Verge,Owl City
+1668,0.0082,0.581,231707,0.526,0.000369,11,0.113,-7.584,1,0.0265,166.151,4.0,0.551,0,Vanilla Twilight,Owl City
+1669,0.0359,0.761,219120,0.639,0.0,5,0.0945,-7.577,0,0.0539,164.088,4.0,0.933,0,You Make Me Wanna...,Usher
+1670,0.157,0.715,277320,0.721,1.75e-06,8,0.309,-5.622,0,0.0541,86.26,4.0,0.814,0,Can't You See,Total
+1671,0.27,0.67,254147,0.348,0.0,0,0.104,-12.229,1,0.138,113.306,5.0,0.81,0,Lost Without U,Robin Thicke
+1672,0.0757,0.572,297893,0.853,0.0,1,0.0798,-3.203,1,0.217,171.297,4.0,0.0995,0,'Till I Collapse,Eminem
+1673,0.114,0.858,290836,0.697,0.0,2,0.224,-5.361,1,0.23,98.012,4.0,0.365,0,$ave Dat Money (feat. Fetty Wap & Rich Homie Quan),Lil Dicky
+1674,0.000175,0.537,127427,0.624,2.2e-06,11,0.116,-8.794,1,0.325,102.315,4.0,0.4,0,Calm Down,G-Eazy
+1675,0.0583,0.688,230493,0.835,2.87e-06,8,0.0795,-4.162,1,0.0911,84.858,4.0,0.879,0,Remember The Name (feat. Styles Of Beyond),Fort Minor
+1676,0.00436,0.578,233182,0.909,0.00128,7,0.707,-3.672,1,0.105,87.983,4.0,0.518,0,Mind Tricks,Bassnectar
+1677,0.00107,0.507,215291,0.918,8.7e-06,2,0.311,-4.684,1,0.0701,92.006,4.0,0.275,0,Help,Papa Roach
+1678,0.0765,0.54,231107,0.661,0.0,3,0.125,-5.534,0,0.0381,90.012,4.0,0.509,0,Follow You,Bring Me The Horizon
+1679,0.00278,0.231,200920,0.791,0.00055,4,0.396,-4.297,0,0.0446,87.337,4.0,0.404,0,Snow Cats,AFI
+1680,4.82e-05,0.409,200677,0.992,2.03e-06,3,0.1,-2.803,0,0.108,149.859,4.0,0.339,0,Paranoia,A Day To Remember
+1681,0.000285,0.458,211430,0.99,0.000893,8,0.454,-3.717,1,0.183,166.904,4.0,0.462,0,Hated,Beartooth
+1682,4.24e-05,0.396,257120,0.912,0.631,7,0.124,-4.026,0,0.0856,125.923,4.0,0.146,0,Shock Me,Baroness
+1683,1.85e-05,0.55,238653,0.917,0.214,7,0.0333,-4.575,1,0.0378,109.552,3.0,0.247,0,The Devil's Bleeding Crown,Volbeat
+1684,6.04e-05,0.505,219763,0.985,1.02e-05,5,0.351,-4.401,1,0.119,119.993,4.0,0.267,0,Go Down in History,Four Year Strong
+1685,2.79e-05,0.351,165047,0.915,0.0725,1,0.0972,-4.53,0,0.0881,184.815,4.0,0.457,0,Serpents,Neck Deep
+1686,0.00267,0.442,239451,0.892,7.92e-06,9,0.0758,-6.431,0,0.086,151.914,4.0,0.258,0,Black Honey,Thrice
+1687,0.000353,0.42,210240,0.929,0.000747,7,0.122,-3.899,0,0.121,127.204,4.0,0.318,0,Chop Suey!,System Of A Down
+1688,0.0245,0.623,228467,0.886,0.0,1,0.247,-3.044,1,0.0404,92.021,4.0,0.691,0,Something To Believe In,Young the Giant
+1689,0.00643,0.585,216760,0.757,0.0,4,0.741,-5.424,1,0.0302,109.781,4.0,0.615,0,She Hates Me,Puddle Of Mudd
+1690,0.0154,0.559,213093,0.895,0.0,1,0.175,-4.476,0,0.0832,183.825,4.0,0.563,0,Don't Threaten Me With A Good Time,Panic! At The Disco
+1691,0.00172,0.542,203347,0.905,0.0104,9,0.136,-5.653,1,0.054,153.398,4.0,0.365,0,Sex on Fire,Kings of Leon
+1692,0.122,0.7,234308,0.714,0.0,9,0.0428,-6.295,0,0.104,99.909,4.0,0.482,0,Cold,Maroon 5
+1693,0.119,0.64,220781,0.533,0.0,0,0.0864,-6.596,1,0.0706,99.968,4.0,0.5,0,It Ain't Me (with Selena Gomez),Kygo
+1694,0.687,0.393,239451,0.505,0.0,5,0.101,-7.048,1,0.0289,163.938,3.0,0.205,0,Bring Me the Night,Sam Tsui feat. Kina Grannis
+1695,0.0109,0.599,212013,0.677,8.04e-06,0,0.0612,-4.722,0,0.035,81.021,4.0,0.458,0,Crush,David Archuleta
+1696,0.0576,0.591,218373,0.866,0.0,2,0.146,-2.877,1,0.0536,86.981,4.0,0.496,0,Song 2 You,Victorious Cast
+1697,0.0109,0.616,179600,0.91,0.0,8,0.0806,-3.316,0,0.124,150.038,4.0,0.709,0,L.A. Boyz,Victorious Cast feat. Victoria Justice and Ariana Grande
+1698,0.0197,0.593,194893,0.814,0.0,9,0.18,-4.802,1,0.166,146.919,4.0,0.47,0,Faster than Boyz,Victorious Cast
+1699,0.000501,0.581,197160,0.86,0.0,10,0.305,-3.459,1,0.036,122.941,4.0,0.48,0,Bad Boys,Victorious Cast
+1700,0.0123,0.428,221720,0.781,1.47e-05,6,0.104,-5.032,0,0.0608,82.353,4.0,0.72,0,"Too Little, Too Late",JoJo
+1701,0.799,0.66,304293,0.255,0.0,10,0.0797,-9.79,1,0.0278,103.087,4.0,0.508,0,Fast Car (feat. Kina Grannis),Kina Grannis
+1702,0.474,0.672,184960,0.396,0.0,2,0.0921,-9.489,0,0.0349,130.015,4.0,0.464,0,In Your Arms,Kina Grannis
+1703,0.292,0.862,150707,0.351,0.0,9,0.105,-11.793,1,0.0439,124.964,4.0,0.504,0,Valentine,Kina Grannis
+1704,0.436,0.696,157187,0.439,0.0,7,0.353,-9.438,1,0.07,135.925,4.0,0.686,0,The One You Say Goodnight To,Kina Grannis
+1705,0.167,0.631,253107,0.591,0.0,11,0.0812,-7.669,1,0.0333,137.917,4.0,0.459,0,Gone,Kina Grannis
+1706,0.00634,0.637,195167,0.507,0.0,6,0.386,-9.59,0,0.0283,105.932,4.0,0.566,0,Strong Enough,Kina Grannis
+1707,0.226,0.546,231240,0.522,0.0,4,0.129,-7.113,1,0.0361,117.299,4.0,0.494,0,Without Me,Kina Grannis
+1708,0.0784,0.593,208000,0.872,0.0,1,0.286,-4.525,0,0.0959,91.964,4.0,0.521,0,L.A. Story,Sammy Adams
+1709,0.112,0.688,186800,0.795,0.0,5,0.133,-6.161,1,0.047,125.044,4.0,0.773,0,Something About the Sunshine,Anna Margaret
+1710,0.114,0.586,176360,0.896,0.0,3,0.175,-4.572,1,0.11,94.954,4.0,0.353,0,Like Nobody's Around,Big Time Rush
+1711,0.101,0.403,201720,0.883,0.0,4,0.109,-3.385,1,0.087,202.013,4.0,0.769,0,Amazing,Big Time Rush
+1712,0.0987,0.614,201040,0.857,0.0,1,0.177,-4.171,0,0.111,164.146,4.0,0.655,0,Boyfriend,Big Time Rush
+1713,0.0735,0.531,224333,0.771,0.0,4,0.17,-6.162,1,0.0468,159.973,4.0,0.608,0,Worldwide,Big Time Rush
+1714,0.0273,0.599,197587,0.888,0.0,11,0.28,-2.931,0,0.0514,121.05,4.0,0.84,0,Big Time Rush,Big Time Rush
+1715,0.178,0.644,200613,0.842,0.0,8,0.0796,-4.787,1,0.0429,99.05,4.0,0.852,0,Popular Song,MIKA
+1716,0.0671,0.543,183960,0.852,0.0,1,0.0822,-3.737,1,0.0787,129.023,4.0,0.689,0,All About Tonight - featuring Cymphonique Miller,How To Rock Cast
+1717,0.219,0.638,209933,0.705,0.0,2,0.156,-4.47,1,0.035,91.961,4.0,0.292,0,Count On You,Big Time Rush
+1718,0.0196,0.437,175587,0.802,0.0,2,0.0709,-5.709,1,0.0997,121.387,5.0,0.604,0,I Know You Know,Big Time Rush
+1719,0.000479,0.695,218187,0.579,0.0,0,0.0556,-5.066,1,0.0325,88.957,4.0,0.731,0,Bring It All to Me,Blaque
+1720,0.0117,0.85,258113,0.398,0.0,7,0.263,-9.816,1,0.0534,99.717,4.0,0.717,0,Too Close,Next
+1721,0.0453,0.841,278467,0.552,0.00154,7,0.0533,-10.345,1,0.0498,99.018,4.0,0.596,0,I'm So Into You,SWV
+1722,0.409,0.618,291880,0.688,6.32e-06,5,0.3,-5.867,0,0.0477,78.311,4.0,0.561,0,Don't Let Go (Love),En Vogue
+1723,0.0029,0.583,271093,0.681,6.03e-05,11,0.0999,-8.152,0,0.0585,188.256,4.0,0.57,0,Candy Rain,Soul For Real
+1724,0.067,0.829,243159,0.652,0.0,7,0.0812,-8.693,0,0.108,99.581,4.0,0.717,0,Wifey,Next
+1725,0.396,0.635,329907,0.53,0.0,8,0.118,-8.1,1,0.0328,116.631,4.0,0.204,0,On Bended Knee,Boyz II Men
+1726,0.267,0.809,275080,0.522,1.97e-05,10,0.0729,-8.747,0,0.0821,99.001,4.0,0.879,0,Get It On Tonite,Montell Jordan
+1727,0.074,0.642,348893,0.421,0.0,5,0.0676,-9.32,0,0.0237,74.849,3.0,0.453,0,End Of The Road,Boyz II Men
+1728,0.105,0.563,235853,0.487,0.0,2,0.0884,-7.775,1,0.0234,142.53,3.0,0.248,0,I'll Make Love To You,Boyz II Men
+1729,0.468,0.578,201280,0.375,0.0,0,0.156,-12.951,1,0.0272,89.605,4.0,0.561,0,Water Runs Dry,Boyz II Men
+1730,0.499,0.571,301587,0.447,0.0,7,0.125,-8.757,1,0.0338,75.019,4.0,0.162,0,A Song For Mama,Boyz II Men
+1731,0.0788,0.873,301200,0.591,0.0071,7,0.104,-8.942,1,0.102,123.091,4.0,0.49,0,Together Again,Janet Jackson
+1732,0.135,0.729,272360,0.914,0.000672,2,0.156,-4.043,1,0.041,127.907,4.0,0.918,0,Someone To Call My Lover,Janet Jackson
+1733,0.0264,0.815,283934,0.944,0.00038,1,0.181,-6.698,1,0.0513,115.219,4.0,0.681,0,Escapade,Janet Jackson
+1734,0.0198,0.571,199640,0.87,6.6e-06,8,0.0564,-3.877,0,0.0641,172.716,4.0,0.815,0,Bye Bye Bye,*NSYNC
+1735,0.3,0.55,266293,0.563,0.0,2,0.122,-7.019,1,0.0313,166.004,4.0,0.462,0,This I Promise You - Radio Edit,*NSYNC
+1736,0.0479,0.647,191280,0.87,0.0,0,0.0485,-4.702,0,0.0798,165.103,4.0,0.906,0,It's Gonna Be Me,*NSYNC
+1737,0.44,0.468,243493,0.535,0.0,10,0.101,-8.264,1,0.0436,168.001,4.0,0.298,0,God Must Have Spent a Little More Time on You - Remix,*NSYNC
+1738,0.0743,0.754,199787,0.946,0.000391,8,0.401,-2.149,0,0.0403,112.042,4.0,0.865,0,I Want You Back - Radio Edit,*NSYNC
+1739,0.0412,0.841,175520,0.866,0.0,11,0.212,-6.342,1,0.118,119.941,4.0,0.875,0,Pop - Radio Version,*NSYNC
+1740,0.00799,0.685,209560,0.872,0.0,7,0.323,-6.939,1,0.0321,110.046,4.0,0.806,0,Tearin' up My Heart - Radio Edit,*NSYNC
+1741,0.16,0.773,211907,0.801,0.0,0,0.111,-5.562,1,0.0281,98.205,4.0,0.8,0,As Long as You Love Me,Backstreet Boys
+1742,0.066,0.798,232027,0.862,1.65e-06,11,0.168,-4.95,0,0.0336,100.031,4.0,0.893,0,Quit Playing Games (With My Heart),Backstreet Boys
+1743,0.0877,0.527,287027,0.578,0.0,7,0.155,-6.012,0,0.0283,162.11,3.0,0.35,0,I'll Never Break Your Heart,Backstreet Boys
+1744,0.0563,0.729,274827,0.561,0.0,1,0.0657,-7.162,1,0.028,95.981,4.0,0.395,0,All I Have to Give,Backstreet Boys
+1745,0.117,0.697,203600,0.856,0.0,10,0.287,-4.439,0,0.0752,104.202,4.0,0.732,0,The Call,Backstreet Boys
+1746,0.24,0.683,213027,0.687,0.0,6,0.131,-5.833,0,0.0274,99.035,4.0,0.486,0,I Want It That Way,Backstreet Boys
+1747,0.245,0.634,234587,0.624,0.0,6,0.0767,-5.095,0,0.0255,167.992,4.0,0.668,0,Show Me the Meaning of Being Lonely,Backstreet Boys
+1748,0.252,0.571,230280,0.77,0.0,9,0.154,-5.46,1,0.03,96.09,4.0,0.529,0,Shape of My Heart,Backstreet Boys
+1749,0.0522,0.862,301520,0.479,0.00126,7,0.589,-9.199,1,0.0646,109.878,4.0,0.919,0,I'll Be Missing You (feat. 112),Diddy
+1750,0.397,0.66,268800,0.707,0.0,6,0.211,-5.758,1,0.208,89.279,4.0,0.779,0,I Need A Girl (Part One) (feat. Usher & Loon),Diddy
+1751,0.31,0.596,232573,0.661,0.0,5,0.0847,-6.239,0,0.226,129.491,5.0,0.864,0,Where the Party At,Jagged Edge
+1752,0.26,0.725,296693,0.487,1.09e-05,8,0.431,-5.959,0,0.0368,136.086,4.0,0.595,0,I Wanna Know,Joe
+1753,0.00819,0.651,232227,0.645,0.0,1,0.0919,-6.741,1,0.223,96.394,4.0,0.668,0,Stay,Ne-Yo
+1754,0.273,0.699,207187,0.592,0.0,6,0.202,-8.298,1,0.262,94.933,4.0,0.587,0,So Sick,Ne-Yo
+1755,0.304,0.654,222000,0.564,0.0,6,0.107,-7.186,1,0.235,86.948,4.0,0.458,0,When You're Mad,Ne-Yo
+1756,0.265,0.622,220853,0.503,0.000473,8,0.0596,-6.417,1,0.0433,93.984,4.0,0.6,0,Sexy Love,Ne-Yo
+1757,0.117,0.634,331240,0.528,2.26e-06,1,0.0565,-8.834,1,0.0309,128.0,4.0,0.187,0,All My Life,K-Ci & JoJo
+1758,0.0786,0.779,254067,0.711,2.4e-05,0,0.373,-4.054,1,0.144,96.472,4.0,0.857,0,Take Me There - Remix,Blackstreet
+1759,0.0058,0.686,267947,0.952,0.00333,9,0.283,-5.169,1,0.0458,104.889,4.0,0.641,0,MMMBop,Hanson
+1760,0.0565,0.78,236827,0.69,8.19e-05,1,0.0716,-4.958,0,0.0445,98.002,4.0,0.327,0,Case Of The Ex (Whatcha Gonna Do),Mýa
+1761,0.207,0.833,209490,0.677,3.92e-06,4,0.286,-6.413,1,0.103,132.876,4.0,0.731,0,My Love Is Like...Wo - Main Mix/Album Version,Mýa
+1762,0.00373,0.592,250173,0.562,3.23e-05,10,0.223,-6.869,0,0.0239,90.16,4.0,0.2,0,Angel of Mine - Radio Mix,Monica
+1763,0.243,0.652,294867,0.473,0.0,0,0.134,-7.981,0,0.0313,123.208,4.0,0.36,0,For You I Will,Monica
+1764,0.0862,0.621,230733,0.579,0.0,9,0.0827,-8.574,1,0.221,82.897,4.0,0.415,0,Two Wrongs,Wyclef Jean
+1765,0.0925,0.685,257173,0.784,0.0,9,0.314,-4.971,1,0.11,90.89,4.0,0.734,0,Take Me As I Am,Wyclef Jean
+1766,0.0772,0.733,241133,0.744,0.0,1,0.341,-3.51,1,0.0553,92.515,4.0,0.528,0,Sweetest Girl (Dollar Bill),Wyclef Jean
+1767,0.0138,0.701,283093,0.457,0.0,8,0.054,-8.562,0,0.0311,127.925,4.0,0.292,0,Slow Jam,Usher
+1768,0.218,0.408,230000,0.582,0.0,11,0.159,-8.305,1,0.0508,114.926,5.0,0.34,0,Ironic - 2015 Remastered,Alanis Morissette
+1769,0.0227,0.816,247840,0.5,1.53e-06,1,0.0733,-4.551,1,0.03,124.037,4.0,0.654,0,U Got It Bad,Usher
+1770,0.257,0.662,223440,0.507,0.0,5,0.0465,-8.238,1,0.118,86.412,4.0,0.652,0,My Boo,Usher
+1771,0.466,0.635,244160,0.54,0.0,7,0.0524,-8.122,1,0.0246,99.99,4.0,0.586,0,Don't Love You No More (I'm Sorry),Craig David
+1772,0.163,0.622,249093,0.593,0.0,7,0.0979,-8.352,0,0.0916,94.364,4.0,0.595,0,Let Me Love You,Mario
+1773,0.00541,0.538,214200,0.677,0.0,0,0.236,-6.099,1,0.187,132.346,5.0,0.919,0,Just a Friend 2002 - Radio Edit,Mario
+1774,0.273,0.713,271333,0.678,0.0,5,0.149,-3.525,0,0.102,138.009,4.0,0.738,0,Say My Name,Destiny's Child
+1775,0.00543,0.771,230200,0.685,0.00157,1,0.0537,-4.639,1,0.0567,88.997,4.0,0.683,0,"Jumpin', Jumpin'",Destiny's Child
+1776,0.362,0.73,221133,0.602,3.69e-06,6,0.169,-3.782,0,0.206,97.954,4.0,0.932,0,"Independent Women, Pt. I",Destiny's Child
+1777,0.139,0.845,256027,0.576,0.0,11,0.0764,-5.15,0,0.153,127.641,4.0,0.455,0,"Bills, Bills, Bills",Destiny's Child
+1778,0.102,0.721,263440,0.723,4.4e-06,2,0.0651,-7.08,0,0.0631,88.933,4.0,0.769,0,No More (Baby I'ma Do Right),3LW
+1779,0.0382,0.518,300573,0.666,2.47e-05,0,0.289,-5.306,1,0.0313,130.048,4.0,0.254,0,Summer Is Over feat. Sara Bareilles,Jon McLaughlin
+1780,0.201,0.415,251640,0.661,0.0,7,0.143,-4.629,1,0.0296,156.177,4.0,0.283,0,Beautiful Disaster,Jon McLaughlin
+1781,0.245,0.319,252053,0.664,0.0,1,0.0812,-4.85,1,0.0357,112.377,5.0,0.441,0,Human,Jon McLaughlin
+1782,0.787,0.386,226840,0.248,1.49e-06,11,0.143,-11.42,1,0.0291,106.259,3.0,0.153,0,So Close,Jon McLaughlin
+1783,0.0193,0.439,206000,0.906,0.0,3,0.373,-4.8,1,0.0439,161.905,4.0,0.69,0,In Love With a Girl,Gavin DeGraw
+1784,0.789,0.764,224987,0.348,0.0,9,0.0997,-7.98,1,0.0643,119.651,4.0,0.773,0,Simple Love Song,Anuhea
+1785,0.214,0.685,339733,0.607,0.0,11,0.345,-5.301,1,0.0431,125.011,4.0,0.463,0,Honeymoon Avenue,Ariana Grande
+1786,0.413,0.454,194707,0.521,0.0,7,0.119,-4.143,1,0.0285,72.28,4.0,0.231,0,Tattooed Heart,Ariana Grande
+1787,0.831,0.4,327773,0.337,0.0,2,0.0934,-7.404,1,0.0355,108.196,5.0,0.354,0,Almost Is Never Enough,Nathan Sykes
+1788,0.789,0.664,145707,0.32,0.0,4,0.152,-7.356,1,0.0322,141.916,3.0,0.71,0,Perfect Harmony,Rags Cast
+1789,0.268,0.562,235947,0.659,0.0,10,0.133,-5.234,1,0.0824,87.539,4.0,0.246,0,Pyramid (feat. Iyaz),Charice
+1790,0.74,0.637,233000,0.659,0.0,3,0.227,-6.964,1,0.0409,102.029,4.0,0.531,0,Best Friend,Jason Chen
+1791,0.962,0.47,246896,0.271,0.0,8,0.106,-8.335,1,0.0392,129.623,4.0,0.396,0,Over And Over Again,Nathan Sykes
+1792,0.126,0.758,222733,0.699,0.0,0,0.0643,-4.217,1,0.051,95.011,4.0,0.724,0,Put Your Arms Around Me,Natasha Bedingfield
+1793,0.0269,0.704,196853,0.604,0.0,1,0.0835,-4.865,1,0.0308,115.48,4.0,0.486,0,Try Everything,Shakira
+1794,0.39,0.712,181880,0.62,0.0,4,0.0994,-4.187,1,0.0888,99.953,4.0,0.519,0,Starving,Hailee Steinfeld
+1795,0.00406,0.616,206013,0.709,2.56e-06,10,0.501,-6.134,1,0.0312,122.984,4.0,0.545,0,I Dare You,Bea Miller
+1796,0.771,0.658,241813,0.566,0.0,7,0.167,-6.179,1,0.0259,80.035,4.0,0.513,0,Force of Nature,Bea Miller
+1797,0.0305,0.555,187973,0.79,0.0,3,0.094,-5.777,1,0.0507,79.016,4.0,0.519,0,Perfect Picture,Bea Miller
+1798,0.0278,0.51,164347,0.708,3.86e-06,9,0.117,-3.092,0,0.051,188.058,4.0,0.767,0,Tangled Up In Me,Skye Sweetnam
+1799,0.0273,0.487,208360,0.759,0.0,11,0.165,-4.849,1,0.0405,80.958,4.0,0.238,0,Why Can't I?,Liz Phair
+1800,0.0901,0.635,225400,0.977,2.61e-06,5,0.241,-3.213,0,0.0588,111.955,4.0,0.431,0,God Is a DJ,P!nk
+1801,0.0637,0.406,224848,0.638,0.0,9,0.107,-6.085,0,0.13,177.916,4.0,0.404,0,Save My Soul,JoJo
+1802,0.0368,0.277,244413,0.604,0.0,0,0.365,-3.778,0,0.062,199.519,3.0,0.28,0,Mad Love.,JoJo
+1803,0.19,0.776,239880,0.507,0.0,9,0.12,-5.752,0,0.0405,98.051,4.0,0.51,0,Secret Love,JoJo
+1804,0.122,0.498,197847,0.586,0.0,6,0.106,-5.936,1,0.31,81.945,4.0,0.489,0,Dear No One,Tori Kelly
+1805,0.466,0.657,204960,0.485,0.0,3,0.0889,-5.634,0,0.0672,135.805,4.0,0.402,0,First Heartbreak,Tori Kelly
+1806,0.104,0.652,249960,0.621,5.3e-06,9,0.0382,-8.677,0,0.263,169.983,4.0,0.647,0,Video,India.Arie
+1807,0.152,0.494,227928,0.542,0.0,6,0.101,-6.995,1,0.0277,81.34,4.0,0.246,0,"Beauty and the Beast - From ""Beauty and the Beast""",Ariana Grande
+1808,0.0458,0.732,241387,0.772,0.0,11,0.76,-7.974,0,0.0382,130.14,4.0,0.763,0,I2I,Tevin Campbell
+1809,0.00411,0.557,242973,0.796,0.0,3,0.0951,-4.147,1,0.0482,127.999,4.0,0.452,0,Confetti Falling,Big Time Rush
+1810,0.211,0.627,245200,0.669,2.72e-06,0,0.111,-9.985,1,0.0412,94.029,4.0,0.5,0,You Gotta Be,Des'ree
+1811,0.429,0.616,169307,0.401,0.0,0,0.161,-7.318,1,0.0344,143.75,4.0,0.354,0,Can't Blame a Girl for Trying,Sabrina Carpenter
+1812,0.00486,0.586,192720,0.637,2.97e-06,8,0.112,-6.621,1,0.0274,88.025,4.0,0.331,0,Eyes Wide Open,Sabrina Carpenter
+1813,0.00397,0.763,187960,0.569,7.85e-05,6,0.0755,-5.585,1,0.0401,122.988,4.0,0.751,0,"Wildside - From ""Adventures in Babysitting""",Sofia Carson
+1814,0.256,0.539,243773,0.658,0.0,0,0.286,-5.109,1,0.0295,136.357,3.0,0.494,0,Can I Have This Dance,High School Musical Cast
+1815,0.4,0.679,266867,0.657,0.0,5,0.0497,-9.897,1,0.0255,97.8,4.0,0.558,0,Hold On,Wilson Phillips
+1816,0.0156,0.627,164840,0.871,4.63e-06,1,0.23,-4.403,0,0.0336,129.059,4.0,0.677,0,Be My Baby,Bea Miller
+1817,0.828,0.717,260187,0.32,0.0,3,0.107,-8.393,1,0.0283,107.946,4.0,0.331,0,Photograph (feat. Bea Miller),Boyce Avenue
+1818,0.41,0.694,244189,0.472,0.0,8,0.233,-8.62,1,0.0281,95.002,4.0,0.466,0,Closer (feat. Sarah Hyland),Boyce Avenue
+1819,0.299,0.51,178320,0.602,0.0,3,0.126,-6.317,1,0.0616,148.077,4.0,0.305,0,"Flashlight (Sweet Life Mix) - From ""Pitch Perfect 2"" Soundtrack",Hailee Steinfeld
+1820,0.382,0.428,291640,0.514,0.0,7,0.186,-5.021,1,0.0271,135.819,4.0,0.141,0,From This Moment On,Shania Twain
+1821,0.45,0.551,212560,0.527,0.0,3,0.0867,-7.119,1,0.0302,133.758,4.0,0.662,0,You're Still The One,Shania Twain
+1822,0.0136,0.523,214827,0.828,0.000255,1,0.165,-4.696,1,0.0762,96.952,4.0,0.473,0,Everywhere,Michelle Branch
+1823,0.00509,0.571,234147,0.89,0.0,9,0.0769,-1.6,1,0.0395,110.958,4.0,0.725,0,Just The Girl,The Click Five
+1824,0.0535,0.5,217440,0.802,0.0,2,0.103,-4.205,1,0.104,174.039,4.0,0.743,0,Pieces Of Me,Ashlee Simpson
+1825,0.000668,0.493,202496,0.956,0.0,1,0.416,-4.221,0,0.138,160.006,4.0,0.467,0,She Looks So Perfect,5 Seconds of Summer
+1826,0.00216,0.659,216454,0.9,0.0,4,0.111,-4.856,1,0.0317,118.04,4.0,0.882,0,She's Kinda Hot,5 Seconds of Summer
+1827,0.0236,0.92,293827,0.654,0.0158,11,0.0359,-3.051,0,0.0401,117.046,4.0,0.856,0,Billie Jean,Michael Jackson
+1828,0.0491,0.779,258040,0.867,7.98e-06,3,0.197,-3.704,0,0.0457,138.858,4.0,0.918,0,Beat It - Single Version,Michael Jackson
+1829,0.11,0.758,198507,0.927,0.0285,9,0.374,-2.768,1,0.0509,115.076,4.0,0.953,0,Black or White - Single Version,Michael Jackson
+1830,0.0367,0.608,297400,0.816,0.000554,1,0.116,-5.926,1,0.11,114.484,4.0,0.497,0,The Way You Make Me Feel,Michael Jackson
+1831,0.43,0.794,319307,0.798,1.15e-05,8,0.114,-5.639,1,0.0366,100.338,4.0,0.268,0,Man In The Mirror,Michael Jackson
+1832,0.23,0.888,238733,0.815,0.000424,11,0.127,-4.909,0,0.0404,127.273,4.0,0.96,0,P.Y.T. (Pretty Young Thing),Michael Jackson
+1833,0.00388,0.492,186867,0.797,0.0,11,0.466,-4.666,1,0.0388,79.513,4.0,0.533,0,Ultimate,Lindsay Lohan
+1834,0.107,0.632,249147,0.518,0.0,6,0.354,-6.126,1,0.0313,90.007,4.0,0.45,0,If I Were a Boy,Beyoncé
+1835,0.143,0.658,252053,0.696,0.0,3,0.131,-4.293,1,0.0707,85.998,4.0,0.655,0,With You,Chris Brown
+1836,0.0371,0.672,278036,0.819,0.000184,11,0.203,-4.457,1,0.0463,120.013,4.0,0.452,0,Forever,Chris Brown
+1837,0.309,0.421,285120,0.407,0.000961,10,0.11,-7.445,1,0.0267,139.028,3.0,0.168,0,A Thousand Years,Christina Perri
+1838,0.0345,0.589,207145,0.83,0.0,1,0.344,-5.547,1,0.0984,94.999,4.0,0.595,0,Gave Me Something,Jess Glynne
+1839,0.00159,0.642,227344,0.823,0.0,0,0.0776,-5.717,1,0.0289,122.977,4.0,0.441,0,Hold My Hand,Jess Glynne
+1840,0.106,0.677,152333,0.437,0.0,4,0.0897,-7.413,1,0.0322,108.054,4.0,0.455,0,"When Will My Life Begin - From ""Tangled""/Soundtrack Version",Mandy Moore
+1841,0.845,0.24,224240,0.16,0.0,5,0.0842,-14.213,1,0.0301,92.742,4.0,0.199,0,"I See the Light - From ""Tangled""/Soundtrack Version",Mandy Moore
+1842,0.0647,0.575,244667,0.886,0.000187,5,0.709,-5.182,1,0.034,96.308,4.0,0.608,0,Torn,Natalie Imbruglia
+1843,0.197,0.794,281773,0.891,9.04e-05,1,0.136,-6.918,1,0.0439,104.315,4.0,0.813,0,Ain't Nobody,Chaka Khan
+1844,0.0029,0.555,271560,0.63,0.00681,4,0.336,-13.11,1,0.0353,128.661,4.0,0.488,0,Dreams,The Cranberries
+1845,0.307,0.556,251253,0.517,0.00115,9,0.077,-8.769,1,0.0287,169.938,4.0,0.779,0,I Knew I Loved You,Savage Garden
+1846,0.413,0.625,270333,0.426,0.0,2,0.116,-8.392,0,0.0271,110.018,4.0,0.123,0,Un-Break My Heart,Toni Braxton
+1847,0.0704,0.689,269173,0.677,0.0,0,0.0877,-6.36,1,0.0326,153.919,4.0,0.265,0,Breathe Again,Toni Braxton
+1848,0.0117,0.852,267440,0.563,1.96e-05,10,0.119,-8.663,0,0.0377,92.112,4.0,0.887,0,You're Makin' Me High,Toni Braxton
+1849,0.371,0.814,268040,0.431,0.0,8,0.335,-9.125,1,0.0936,129.957,4.0,0.546,0,My Little Secret,Xscape
+1850,0.0527,0.701,255453,0.383,0.0,10,0.0525,-9.016,1,0.0284,135.877,4.0,0.241,0,One Of Those Love Songs,Xscape
+1851,0.415,0.773,256720,0.309,0.00014,7,0.111,-8.5,0,0.0339,128.105,4.0,0.411,0,Softest Place On Earth,Xscape
+1852,0.311,0.657,260427,0.456,0.0,0,0.0922,-8.917,1,0.0345,115.4,4.0,0.181,0,The Arms of the One Who Loves You,Xscape
+1853,0.00947,0.739,261933,0.947,2.99e-05,11,0.326,-1.915,0,0.0412,88.009,4.0,0.762,0,He Wasn't Man Enough,Toni Braxton
+1854,0.259,0.534,249813,0.642,0.0,9,0.29,-3.971,1,0.0504,92.963,4.0,0.139,0,Secret Love Song,Little Mix
+1855,0.784,0.485,180640,0.332,0.000122,4,0.146,-9.244,1,0.0338,130.813,4.0,0.255,0,I Can't Fall in Love Without You,Zara Larsson
+1856,0.965,0.71,275280,0.0565,0.0,7,0.0889,-15.099,1,0.0534,123.994,4.0,0.352,0,Lost Boy,Ruth B.
+1857,0.524,0.849,203720,0.531,0.0,7,0.0693,-5.534,1,0.258,91.927,4.0,0.771,0,Yesterday,Atmosphere
+1858,0.622,0.413,168480,0.439,0.00562,10,0.0704,-8.537,1,0.031,97.942,4.0,0.336,0,Honest,Joseph
+1859,0.904,0.513,193917,0.274,9.27e-06,0,0.1,-13.577,1,0.0289,129.834,4.0,0.381,0,When Will I Learn,Kina Grannis
+1860,0.701,0.447,171046,0.288,1.56e-06,4,0.0915,-9.131,1,0.0298,139.522,4.0,0.352,0,Lady Brain,The Harmaleighs
+1861,0.265,0.546,201413,0.76,7.47e-05,8,0.0948,-6.763,1,0.0428,151.456,4.0,0.461,0,Cleopatra,The Lumineers
+1862,0.286,0.614,264151,0.549,2.64e-06,5,0.142,-6.986,1,0.0516,77.926,4.0,0.255,0,Heavy,Birdtalker
+1863,0.0299,0.604,203310,0.841,0.00382,1,0.136,-5.145,1,0.0423,138.976,4.0,0.585,0,Celeste,Ezra Vine
+1864,0.859,0.606,201333,0.411,0.00247,1,0.252,-11.765,1,0.0316,117.819,4.0,0.234,0,Don't Say,Lullanas
+1865,0.323,0.661,186492,0.544,0.0222,7,0.0871,-11.193,1,0.0304,139.012,4.0,0.307,0,Like Home,Colin & Caroline
+1866,0.395,0.644,195107,0.523,0.0,4,0.093,-7.66,1,0.0378,95.966,4.0,0.453,0,I Know,Sammy Brue
+1867,0.208,0.645,150706,0.52,0.0,1,0.0842,-7.417,1,0.0576,169.986,4.0,0.395,0,Adventurers,Holley Maher
+1868,0.0897,0.499,195000,0.94,7.28e-05,0,0.109,-2.741,1,0.0332,112.02,4.0,0.451,0,Back to You,WILD
+1869,0.185,0.52,238093,0.497,0.00785,2,0.109,-9.925,1,0.0403,148.895,4.0,0.41,0,Memorial Day,The Accidentals
+1870,0.0754,0.655,202163,0.873,0.0,7,0.105,-4.992,0,0.0692,130.018,4.0,0.571,0,Fire,Majozi
+1871,0.245,0.602,156360,0.771,0.0,3,0.107,-4.494,1,0.04,125.024,4.0,0.387,0,I Keep Ticking On,The Harmaleighs
+1872,0.266,0.626,233760,0.601,0.00405,2,0.112,-6.4,1,0.0309,120.046,4.0,0.187,0,Automatic,Castro
+1873,0.58,0.599,245960,0.699,0.276,1,0.108,-7.588,0,0.1,120.927,4.0,0.312,0,Ohio - filous Remix,Damien Jurado
+1874,0.0331,0.678,198760,0.783,1.51e-05,7,0.134,-4.672,0,0.0828,102.0,4.0,0.687,0,I Took A Pill In Ibiza - Seeb Remix,Mike Posner
+1875,0.0816,0.611,152869,0.487,0.116,2,0.111,-10.629,1,0.0275,105.034,3.0,0.667,0,Bath Salts,Travis Hayes
+1876,0.994,0.206,336000,0.0347,0.828,1,0.131,-25.351,1,0.0431,67.584,4.0,0.0378,0,"Nocturne No.1 In B Flat Minor, Op.9 No.1",Frédéric Chopin
+1877,0.00832,0.64,268360,0.864,0.0,7,0.123,-6.576,1,0.0315,102.026,4.0,0.735,0,Semi-Charmed Life,Third Eye Blind
+1878,0.211,0.581,272507,0.817,1.42e-06,0,0.246,-6.542,1,0.0382,141.607,4.0,0.772,0,Mr. Jones,Counting Crows
+1879,0.00162,0.543,256733,0.912,2.1e-06,7,0.0565,-10.71,1,0.0601,103.731,4.0,0.83,0,Two Princes,Spin Doctors
+1880,9.24e-05,0.547,239227,0.693,5.46e-05,0,0.113,-8.786,1,0.0353,119.567,4.0,0.581,0,Save Tonight,Eagle-Eye Cherry
+1881,0.00117,0.464,236067,0.785,1.46e-06,6,0.328,-7.42,0,0.0436,153.005,4.0,0.505,0,Hey Jealousy,Gin Blossoms
+1882,0.000372,0.615,185093,0.657,0.0204,7,0.132,-6.873,1,0.029,109.95,4.0,0.78,0,Good,Better Than Ezra
+1883,0.00131,0.417,263280,0.946,0.0,10,0.154,-4.056,0,0.0507,95.245,4.0,0.501,0,If You Could Only See,Tonic
+1884,0.171,0.618,300773,0.896,0.0,2,0.0875,-5.357,1,0.0307,113.961,4.0,0.727,0,You Get What You Give,New Radicals
+1885,0.00913,0.638,238093,0.666,0.000843,8,0.111,-7.056,0,0.0233,100.01,4.0,0.474,0,Why I'm Here,Oleander
+1886,0.00468,0.499,134200,0.873,0.0,6,0.165,-3.902,1,0.0386,142.726,4.0,0.869,0,Lump,The Presidents Of The United States Of America
+1887,0.0108,0.743,243333,0.67,0.0702,1,0.22,-4.547,0,0.0293,110.832,4.0,0.934,0,Someday - Remastered,Sugar Ray
+1888,0.0558,0.6,196116,0.811,6.82e-06,5,0.109,-7.693,1,0.0788,124.303,4.0,0.601,0,All I Want,Toad The Wet Sprocket
+1889,0.0067,0.42,238667,0.672,0.0,6,0.108,-7.902,1,0.027,168.019,4.0,0.459,0,Push,Matchbox Twenty
+1890,0.16,0.561,295493,0.555,0.0,11,0.114,-9.734,0,0.0287,134.369,4.0,0.509,0,What's Up?,4 Non Blondes
+1891,0.000891,0.481,189333,0.94,0.0,7,0.0939,-5.204,1,0.066,96.493,4.0,0.643,0,Absolutely (Story of a Girl) - Radio Mix,Nine Days
+1892,0.417,0.566,132307,0.804,0.0,6,0.112,-5.783,1,0.0364,149.989,4.0,0.868,0,Roll To Me,Del Amitri
+1893,0.0437,0.637,208493,0.846,0.0,1,0.105,-3.663,1,0.0346,103.119,4.0,0.596,0,Hey Leonardo (She Likes Me For Me),Blessid Union Of Souls
+1894,0.114,0.483,219467,0.818,0.0,11,0.367,-7.666,1,0.0444,175.668,4.0,0.69,0,Inside Out,Eve 6
+1895,0.219,0.701,144333,0.261,0.0,0,0.0821,-19.846,1,0.0938,97.042,4.0,0.895,0,Blister in the Sun - 2002 Remastered Version,Violent Femmes
+1896,0.00971,0.498,215573,0.685,0.775,3,0.365,-11.795,1,0.0394,112.49,4.0,0.781,0,Cannonball,The Breeders
+1897,0.00133,0.291,289907,0.79,5.61e-06,11,0.0811,-5.683,0,0.0363,155.667,3.0,0.493,0,Iris,The Goo Goo Dolls
+1898,0.0271,0.48,164467,0.891,3.24e-06,2,0.185,-5.001,1,0.0332,123.961,4.0,0.646,0,Into Your Arms,The Lemonheads
+1899,0.25,0.58,235173,0.575,1.83e-05,3,0.0813,-7.72,1,0.0231,92.934,4.0,0.372,0,Mmm Mmm Mmm Mmm,Crash Test Dummies
+1900,0.35,0.926,199853,0.916,6.17e-06,10,0.0234,-2.221,0,0.0929,110.007,4.0,0.903,0,Hollaback Girl,Gwen Stefani
+1901,0.0584,0.967,242733,0.583,0.0,7,0.0519,-5.562,0,0.0789,117.0,4.0,0.965,0,SexyBack,Justin Timberlake
+1902,0.0823,0.741,289133,0.748,0.0,0,0.34,-6.299,1,0.0264,127.965,4.0,0.616,0,I Gotta Feeling,The Black Eyed Peas
+1903,0.185,0.757,211160,0.725,5.56e-05,0,0.568,-4.86,0,0.0315,92.96,4.0,0.887,0,...Baby One More Time,Britney Spears
+1904,0.173,0.618,217893,0.794,0.000226,1,0.144,-6.985,1,0.126,175.822,4.0,0.919,0,Genie In A Bottle (Album Version),Christina Aguilera
+1905,0.139,0.671,243493,0.727,0.0,7,0.123,-7.585,1,0.035,102.358,4.0,0.82,0,Fantasy,Mariah Carey
+1906,0.0251,0.743,214400,0.675,0.000717,8,0.0685,-4.267,0,0.0953,92.909,4.0,0.604,0,No Scrubs,TLC
+1907,0.0661,0.639,232987,0.849,0.02,4,0.15,-5.474,0,0.0361,90.562,4.0,0.668,0,Drive,Incubus
+1908,0.00129,0.494,169027,0.946,0.0,4,0.398,-2.757,1,0.0637,103.408,4.0,0.713,0,My Own Worst Enemy,Lit
+1909,0.101,0.768,173027,0.864,0.0,11,0.162,-6.145,1,0.0324,110.008,4.0,0.876,0,Wannabe - Radio Edit,Spice Girls
+1910,0.0028,0.686,211000,0.915,7.16e-06,7,0.233,-4.447,1,0.0364,110.054,4.0,0.784,0,Tearin' up My Heart - Radio Edit,*NSYNC
+1911,0.313,0.593,239440,0.642,0.000582,2,0.0804,-7.284,1,0.0299,76.403,4.0,0.755,0,I Try,Macy Gray
+1912,0.25,0.295,225933,0.593,0.0,11,0.236,-7.572,1,0.0555,85.482,4.0,0.361,0,Ironic,Alanis Morissette
+1913,1.92e-05,0.439,234800,0.931,1.21e-05,11,0.193,-2.59,0,0.0473,135.944,4.0,0.516,0,Learn to Fly,Foo Fighters
+1914,0.16,0.609,294987,0.923,4.73e-06,9,0.295,-3.908,1,0.0338,115.996,4.0,0.96,0,Smooth,Santana
+1915,0.161,0.667,213000,0.728,0.0,6,0.199,-5.476,0,0.0272,99.014,4.0,0.449,0,I Want It That Way,Backstreet Boys
+1916,0.43,0.566,279400,0.705,0.0,0,0.109,-7.569,1,0.0311,168.152,4.0,0.785,0,Truly Madly Deeply,Savage Garden
+1917,0.0534,0.748,198067,0.939,0.0,0,0.32,-4.288,0,0.0341,104.001,4.0,0.962,0,(You Drive Me) Crazy,Britney Spears
+1918,0.0962,0.72,188107,0.898,0.0,11,0.0675,-3.701,0,0.0997,143.431,4.0,0.964,0,Pretty Fly (For a White Guy),The Offspring
+1919,0.0449,0.706,225253,0.893,1.04e-06,10,0.301,-4.355,0,0.0449,108.006,4.0,0.616,0,Everybody (Backstreet's Back) - Radio Edit,Backstreet Boys
+1920,0.153,0.831,239227,0.921,0.00213,5,0.305,-2.383,0,0.0581,108.002,4.0,0.808,0,Remember the Time,Michael Jackson
+1921,0.0863,0.675,239933,0.553,7.58e-06,7,0.118,-7.775,1,0.0486,90.02,4.0,0.57,0,Meet Virginia,Train
+1922,0.363,0.622,195467,0.692,0.000158,7,0.193,-6.97,1,0.0276,112.053,4.0,0.758,0,Last Kiss,Pearl Jam
+1923,0.000501,0.749,195107,0.745,0.00403,2,0.333,-10.625,1,0.164,101.972,4.0,0.461,0,Jump,Kris Kross
+1924,0.0296,0.6,270427,0.931,7.1e-05,7,0.392,-4.647,1,0.0734,140.123,4.0,0.527,0,"Girls, Girls, Girls",Mötley Crüe
+1925,0.0475,0.559,209413,0.868,0.000176,5,0.776,-5.276,1,0.17,156.295,4.0,0.608,0,Don't Stop Me Now - Remastered 2011,Queen
+1926,0.632,0.631,219160,0.363,4.64e-05,5,0.084,-14.331,1,0.0336,138.367,4.0,0.268,0,Coming Around Again,Carly Simon
+1927,0.284,0.778,218093,0.824,0.0,10,0.405,-5.892,0,0.0712,100.024,4.0,0.767,0,Hips Don't Lie,Shakira
+1928,0.00542,0.875,272080,0.631,2.54e-06,1,0.127,-3.475,1,0.099,120.002,4.0,0.552,0,Don't Cha,The Pussycat Dolls
+1929,0.00281,0.633,197124,0.976,1.29e-05,8,0.382,-5.362,1,0.0519,142.027,4.0,0.471,0,Every time we touch,Cascada
+1930,0.101,0.835,272533,0.687,0.0,5,0.132,-3.18,1,0.184,94.059,4.0,0.826,0,Where Is The Love?,The Black Eyed Peas
+1931,0.0446,0.853,267080,0.676,3.37e-05,6,0.0514,-5.533,0,0.0715,122.65,4.0,0.558,0,Don't Stop The Music,Rihanna
+1932,0.0559,0.514,254027,0.911,0.0,1,0.775,-2.027,0,0.41,161.109,4.0,0.614,0,Survivor,Destiny's Child
+1933,0.00125,0.649,230747,0.815,4.31e-05,3,0.671,-3.796,0,0.0415,126.03,4.0,0.774,0,Last Friday Night (T.G.I.F.),Katy Perry
+1934,0.265,0.793,197027,0.832,6.84e-06,1,0.207,-4.861,0,0.0405,107.647,4.0,0.859,0,"Whenever, Wherever",Shakira
+1935,0.12,0.851,237200,0.806,1.39e-06,4,0.122,-4.618,1,0.0788,119.002,4.0,0.769,0,Poker Face,Lady Gaga
+1936,0.0572,0.585,244507,0.776,7.74e-06,5,0.3,-5.898,1,0.0459,77.987,4.0,0.43,0,Complicated,Avril Lavigne
+1937,0.132,0.658,243493,0.781,0.0,9,0.0877,-8.759,1,0.124,168.883,4.0,0.929,0,Das Lied Der Schluempfe,Vader Abraham
+1938,0.121,0.81,226333,0.885,3.39e-06,1,0.191,-10.116,0,0.0659,107.024,4.0,0.853,0,Because We Want To,Billie Piper
+1939,0.0174,0.757,205080,0.902,6.04e-06,7,0.0975,-6.747,1,0.0369,130.05,4.0,0.853,0,Cheeky Song (Touch My Bum),The Cheeky Girls
+1940,0.00599,0.618,187760,0.96,0.0,4,0.058,-6.382,1,0.0327,131.988,4.0,0.949,0,Agadoo - original,Black Lace
+1941,0.0561,0.766,204960,0.725,0.0,9,0.0942,-6.36,1,0.0294,121.797,4.0,0.964,0,Achy Breaky Heart,Billy Ray Cyrus
+1942,0.00733,0.845,187840,0.768,5.04e-06,6,0.0575,-5.448,1,0.188,100.0,4.0,0.954,0,Jenny from the Block - Track Masters Remix,Jennifer Lopez
+1943,0.0581,0.64,272160,0.947,0.0,9,0.0656,-3.925,0,0.102,145.108,4.0,0.68,0,Look At Me,Geri Halliwell
+1944,0.0803,0.524,393827,0.429,1.37e-05,1,0.0726,-10.064,1,0.0279,131.206,4.0,0.237,0,(Everything I Do) I Do It For You,Bryan Adams
+1945,0.573,0.498,200400,0.467,0.0,1,0.103,-7.283,1,0.03,117.78,4.0,0.402,0,Against All Odds (Take a Look at Me Now),Mariah Carey
+1946,0.284,0.672,212288,0.709,0.000608,1,0.083,-7.884,1,0.0232,98.972,4.0,0.652,0,Anyone Can Fall In Love,Anita Dobson
+1947,0.674,0.528,182213,0.271,0.0,3,0.19,-12.762,1,0.0299,136.08,4.0,0.49,0,There's No One Quite Like Grandma - 2003 Remastered Version,St. Winifred's School Choir
+1948,0.453,0.511,406280,0.453,0.000212,3,0.0865,-6.803,0,0.0314,138.309,4.0,0.142,0,Earth Song - Remastered Version,Michael Jackson
+1949,0.342,0.53,259040,0.445,4.28e-06,10,0.0423,-10.907,1,0.0318,77.092,4.0,0.495,0,The Lady In Red,Chris de Burgh
+1950,0.707,0.433,281253,0.364,3.75e-06,4,0.171,-8.842,1,0.0293,98.981,1.0,0.0384,0,"My Heart Will Go On (Love Theme from ""Titanic"")",Céline Dion
+1951,0.267,0.563,315787,0.847,0.0,0,0.243,-6.19,1,0.325,82.757,4.0,0.81,0,Can I Touch You...There?,Michael Bolton
+1952,0.25,0.764,205507,0.811,0.000112,1,0.198,-5.245,1,0.0323,95.024,4.0,0.967,0,Lucky,Britney Spears
+1953,0.00754,0.653,238693,0.933,0.0,6,0.0574,-6.041,1,0.0522,132.965,4.0,0.413,0,Believe,Cher
+1954,0.422,0.927,249382,0.721,4.36e-05,8,0.0422,-12.561,1,0.0908,103.018,4.0,0.966,0,Macarena,Los Del Rio
+1955,0.16,0.85,234827,0.623,0.523,5,0.0395,-12.256,0,0.034,119.891,4.0,0.963,0,Boys,Sabrina
+1956,0.441,0.762,193160,0.705,0.0,4,0.118,-5.082,1,0.0991,119.439,4.0,0.776,0,Shaddap You Face,Joe Dolce
+1957,0.0336,0.959,268840,0.545,0.0,7,0.15,-14.855,1,0.0623,115.266,4.0,0.733,0,Ice Ice Baby,Vanilla Ice
+1958,0.154,0.664,222029,0.679,0.000307,9,0.0694,-9.08,0,0.0298,104.851,4.0,0.728,0,Touch Me (I Want Your Body),Samantha Fox
+1959,0.719,0.836,204827,0.395,1.4e-05,3,0.0694,-12.015,1,0.0336,104.058,3.0,0.575,0,Grandad,Clive Dunn
+1960,0.537,0.191,184800,0.664,1.23e-06,1,0.353,-4.125,1,0.0456,203.822,3.0,0.545,0,Puppy Love,Donny Osmond
+1961,0.00769,0.771,197933,0.812,0.0013,10,0.37,-6.113,0,0.133,97.721,4.0,0.524,0,Girl You Know It's True,Milli Vanilli
+1962,0.0588,0.653,216613,0.748,0.0,10,0.194,-6.323,0,0.211,172.008,4.0,0.809,0,Mysterious Girl,Peter Andre
+1963,0.721,0.366,191009,0.363,0.000636,3,0.154,-9.768,1,0.0288,132.758,4.0,0.262,0,Every Loser Wins,Nick Berry
+1964,0.00513,0.685,267947,0.948,0.00347,9,0.17,-5.182,1,0.0457,104.881,4.0,0.627,0,MMMBop,Hanson
+1965,0.677,0.423,322933,0.655,0.0,2,0.317,-5.374,1,0.0812,103.72,4.0,0.298,0,I'd Do Anything For Love (But I Won't Do That),Meat Loaf
+1966,0.483,0.687,152400,0.724,0.0,7,0.057,-4.206,1,0.069,139.705,4.0,0.974,0,"To Roz Bikini (Itsy, Bitsy, Teenie, Weenie)",Polina
+1967,0.00141,0.895,179000,0.883,0.000383,7,0.274,-8.919,1,0.216,131.644,4.0,0.893,0,Hoochie Mama,2 LIVE CREW
+1968,0.0459,0.616,252040,0.91,0.0,0,0.343,-3.004,1,0.0386,144.073,4.0,0.684,0,Rockstar,Nickelback
+1969,0.288,0.668,312640,0.897,0.0,6,0.513,-3.982,1,0.255,95.952,4.0,0.512,0,Miracles,Insane Clown Posse
+1970,0.0364,0.549,202787,0.576,1.94e-06,9,0.147,-6.282,1,0.0263,118.709,3.0,0.462,0,Fuck You Bitch,Wheeler Walker Jr.
+1971,0.141,0.615,203067,0.403,0.0,0,0.0706,-17.264,1,0.102,80.171,4.0,0.707,0,Fog On the Tyne,Lindisfarne
+1972,0.0423,0.854,222080,0.903,0.00576,11,0.316,-6.821,0,0.147,131.02,4.0,0.818,0,Cha Cha Slide,Mr. C
+1973,0.00135,0.446,223840,0.764,0.0,10,0.099,-5.042,1,0.033,172.094,4.0,0.52,0,How You Remind Me - LP Mix,Nickelback
+1974,0.000204,0.614,211067,0.873,0.504,11,0.346,-6.353,1,0.0616,132.074,4.0,0.615,0,Burn It To The Ground,Nickelback
+1975,8.67e-05,0.485,249067,0.911,0.0,3,0.092,-5.749,1,0.0355,89.956,4.0,0.55,0,If Today Was Your Last Day,Nickelback
+1976,0.000102,0.446,190787,0.9,1.89e-05,10,0.0404,-3.541,0,0.0489,187.961,4.0,0.884,0,When We Stand Together,Nickelback
+1977,0.0707,0.947,150152,0.829,0.0,9,0.28,-5.337,0,0.361,129.991,4.0,0.837,0,Fuck Kd,StaRR Lyfe
+1978,0.17,0.466,183484,0.72,0.0,9,0.315,-6.105,1,0.348,139.87,4.0,0.393,0,Now I Do What I Want,Lil Zay Poppin
+1979,0.342,0.591,178026,0.75,0.363,1,0.0804,-6.599,0,0.0479,149.931,4.0,0.38,0,300 Violin Orchestra,Jorge Quintero
+1980,0.00574,0.682,192000,0.812,0.0,1,0.0553,-2.691,0,0.118,104.891,4.0,0.347,0,Shape of You (Major Lazer Remix) [feat. Nyla & Kranium],Ed Sheeran
+1981,0.181,0.585,249213,0.612,1.03e-05,1,0.293,-8.341,1,0.0806,77.487,4.0,0.173,0,Party Monster,The Weeknd
+1982,0.00194,0.616,208332,0.908,0.00235,10,0.0345,-6.867,0,0.0551,92.984,4.0,0.81,0,U got 2 believe,Paulo Mendonca
+1983,0.626,0.682,224000,0.518,0.43,8,0.0552,-10.089,1,0.227,118.539,4.0,0.963,0,Sah,Al Massrieen
+1984,0.119,0.904,217587,0.517,0.0147,7,0.176,-7.287,0,0.0598,96.999,4.0,0.722,0,Oh Devil,Electric Guest
+1985,0.00701,0.578,199080,0.866,0.0,1,0.257,-3.804,1,0.0619,128.038,4.0,0.619,0,Shut Up and Dance,WALK THE MOON
+1986,0.00173,0.472,321280,0.844,0.0,10,0.24,-6.578,1,0.054,140.034,4.0,0.343,0,Anna Sun,WALK THE MOON
+1987,0.0283,0.421,175907,0.831,0.0,4,0.464,-5.128,1,0.107,134.027,4.0,0.489,0,Work This Body,WALK THE MOON
+1988,8.39e-05,0.467,209187,0.794,0.00204,1,0.103,-6.174,0,0.0349,162.435,4.0,0.577,0,Tightrope,WALK THE MOON
+1989,0.000797,0.48,222053,0.826,1.01e-06,0,0.125,-4.602,1,0.0397,96.0,4.0,0.701,0,Different Colors,WALK THE MOON
+1990,0.00059,0.594,218720,0.858,3.11e-06,9,0.0642,-4.339,1,0.0387,138.021,4.0,0.646,0,Avalanche,WALK THE MOON
+1991,0.000366,0.544,245133,0.788,0.0,5,0.141,-5.593,0,0.0474,148.121,4.0,0.821,0,Jenny,WALK THE MOON
+1992,0.00749,0.446,241253,0.881,0.0,2,0.13,-4.368,1,0.0545,169.889,4.0,0.428,0,Portugal,WALK THE MOON
+1993,0.0019,0.551,195280,0.732,0.0,9,0.0764,-6.081,1,0.0627,145.107,4.0,0.628,0,Quesadilla,WALK THE MOON
+1994,0.51,0.63,240000,0.772,2.26e-05,1,0.0881,-6.986,1,0.0297,99.964,4.0,0.714,0,Aquaman,WALK THE MOON
+1995,0.0202,0.333,174240,0.913,0.0,2,0.146,-3.722,1,0.0808,99.889,4.0,0.129,0,Paris - Pegboard Nerds Remix,The Chainsmokers
+1996,0.00363,0.743,259889,0.889,0.143,10,0.383,-5.567,1,0.0409,103.963,4.0,0.186,0,Quit You - Wuki Remix,Lost Kings
+1997,0.00087,0.465,265600,0.953,0.0146,8,0.226,-4.684,0,0.295,160.064,4.0,0.554,0,Don't Let Me Down - Zomboy Remix,The Chainsmokers
+1998,0.0316,0.68,211853,0.725,1.81e-05,6,0.112,-3.92,1,0.0611,140.048,4.0,0.26,0,Faded - Slushii Remix,Alan Walker
+1999,0.00499,0.619,245656,0.949,0.000418,6,0.179,-4.64,0,0.0658,149.935,4.0,0.257,0,Can't Get Enough - Pegboard Nerds Remix,Tommie Sunshine
+2000,0.0935,0.52,231667,0.809,0.0035,1,0.0939,-4.18,1,0.05,170.032,4.0,0.362,0,Light - Loosid Remix,San Holo
+2001,0.00262,0.484,224320,0.609,0.0,11,0.339,-5.652,0,0.0303,131.049,4.0,0.266,0,Something Just Like This - ARMNHMR Remix,The Chainsmokers
+2002,0.0301,0.583,224092,0.891,3.25e-06,7,0.129,-3.495,1,0.447,149.843,4.0,0.321,0,Without U,Steve Aoki
+2003,0.000461,0.562,201031,0.96,0.0383,9,0.716,-2.981,1,0.0692,159.927,4.0,0.311,0,Hold Up,Borgeous
+2004,0.0969,0.595,198400,0.975,0.0,8,0.102,-2.339,0,0.364,150.001,4.0,0.183,0,Phone Down - Dodge & Fuski Remix,Lost Kings
+2005,0.0216,0.526,216072,0.825,1.39e-06,5,0.426,-3.506,0,0.0875,150.181,4.0,0.108,0,Spoon Me - Slushii Remix,Elliphant
+2006,0.178,0.501,202839,0.683,2.7e-06,1,0.385,-4.261,0,0.0651,154.901,4.0,0.307,0,Scared To Be Lonely (Conro Remix),Martin Garrix
+2007,0.00217,0.639,296276,0.978,0.112,11,0.0838,-2.376,1,0.073,144.986,4.0,0.494,0,Let It Go - Scott Melker & Mister Gray Remix,NERVO
+2008,0.0541,0.646,160408,0.714,0.0,0,0.134,-6.511,1,0.0378,97.957,4.0,0.589,0,"Call On Me - EDWYNN X TIKAL, Spirix Remix",Starley
+2009,0.00499,0.595,224000,0.837,0.0359,1,0.101,-6.011,1,0.0696,149.964,4.0,0.331,0,Aamon,Kuuro
+2010,0.00231,0.624,206013,0.971,0.121,6,0.255,-0.935,0,0.0643,102.003,4.0,0.442,0,Hey Baby - Steve Aoki Remix,Dimitri Vegas & Like Mike
+2011,0.000586,0.528,245053,0.879,0.00489,6,0.0432,-5.891,0,0.12,128.268,4.0,0.327,0,Brightside - Borgeous Remix,Icona Pop
+2012,0.00106,0.584,274404,0.932,0.00269,1,0.129,-3.501,1,0.333,74.976,4.0,0.211,0,Like A Bitch - Kill The Noise Remix,Kill The Noise
+2013,0.0877,0.894,182182,0.892,0.00167,1,0.0528,-2.663,1,0.131,110.041,4.0,0.867,0,Candy,Dillon Francis
+2014,0.00857,0.637,207200,0.935,0.00399,0,0.214,-2.467,1,0.107,150.082,4.0,0.47,0,Habit - Dack Janiels & Wenzday Remix,Rain Man
+2015,0.00164,0.557,185600,0.992,0.677,1,0.0913,-2.735,1,0.133,150.011,4.0,0.623,0,First Contact,Twin Moons
+2016,0.00281,0.446,204520,0.915,3.87e-05,9,0.218,-6.221,1,0.141,190.013,4.0,0.402,0,I Wanna Get Better,Bleachers