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+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/.ipynb_checkpoints/argument-checkpoint.ipynb b/.ipynb_checkpoints/argument-checkpoint.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "worldwide-blood",
+   "metadata": {},
+   "source": [
+    "# Introduction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "understanding-numbers",
+   "metadata": {},
+   "source": [
+    "This research explores how students’ daily lifestyle habits—such as study hours, sleep, physical activity, and social engagement—relate to their academic performance and stress levels. By analyzing patterns in a large dataset of self-reported behaviors and outcomes, the study aims to identify which habits most strongly influence GPA and well-being. The findings may offer practical insights for students seeking to balance productivity with personal wellness. \n",
+    "\n",
+    "It is important to study this because academic success is often viewed through the narrow lens of study hours alone, while other lifestyle factors may play equally significant roles. As students navigate demanding academic environments, understanding how their choices outside the classroom impact their GPA and well-being can lead to more effective support systems and healthier routines. I’m interested in this question because I want to be able to bridge academic performance with holistic wellness, offer insights that could inform school policies, counseling programs, and personal time management strategies. This topic resonates with broader conversations about student mental health and the importance of balance in education. By analyzing these relationships we can move beyond anecdotal advice and provide evidence-based recommendations."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "greater-circular",
+   "metadata": {},
+   "source": [
+    "## Overarching Question: How do students’ daily lifestyle habits—such as study time, sleep, physical activity, and social engagement—affect their academic performance and stress levels?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "appreciated-testimony",
+   "metadata": {},
+   "source": [
+    "This question is important because academic success is often viewed through the narrow lens of study hours alone, while other lifestyle factors may play equally significant roles. As students navigate demanding academic environments, understanding how their choices outside the classroom impact their GPA and well-being can lead to more effective support systems and healthier routines. I’m interested in this question because I want to be able to bridge academic performance with holistic wellness, offer insights that could inform school policies, counseling programs, and personal time management strategies. This topic resonates with broader conversations about student mental health and the importance of balance in education. By analyzing these relationships we can move beyond anecdotal advice and provide evidence-based recommendations."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "permanent-pollution",
+   "metadata": {},
+   "source": [
+    "# Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "technical-evans",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Include any import statements you will need\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "overhead-sigma",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file_name = \"student_lifestyle_dataset.csv\"\n",
+    "dataset_path = \"data/\" + file_name\n",
+    "\n",
+    "df = pd.read_csv(dataset_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "heated-blade",
+   "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>Student_ID</th>\n",
+       "      <th>Study_Hours_Per_Day</th>\n",
+       "      <th>Extracurricular_Hours_Per_Day</th>\n",
+       "      <th>Sleep_Hours_Per_Day</th>\n",
+       "      <th>Social_Hours_Per_Day</th>\n",
+       "      <th>Physical_Activity_Hours_Per_Day</th>\n",
+       "      <th>GPA</th>\n",
+       "      <th>Stress_Level</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>2.99</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.75</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>9.2</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>High</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Student_ID  Study_Hours_Per_Day  Extracurricular_Hours_Per_Day  \\\n",
+       "0           1                  6.9                            3.8   \n",
+       "1           2                  5.3                            3.5   \n",
+       "2           3                  5.1                            3.9   \n",
+       "3           4                  6.5                            2.1   \n",
+       "4           5                  8.1                            0.6   \n",
+       "\n",
+       "   Sleep_Hours_Per_Day  Social_Hours_Per_Day  Physical_Activity_Hours_Per_Day  \\\n",
+       "0                  8.7                   2.8                              1.8   \n",
+       "1                  8.0                   4.2                              3.0   \n",
+       "2                  9.2                   1.2                              4.6   \n",
+       "3                  7.2                   1.7                              6.5   \n",
+       "4                  6.5                   2.2                              6.6   \n",
+       "\n",
+       "    GPA Stress_Level  \n",
+       "0  2.99     Moderate  \n",
+       "1  2.75          Low  \n",
+       "2  2.67          Low  \n",
+       "3  2.88     Moderate  \n",
+       "4  3.51         High  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "continental-franklin",
+   "metadata": {},
+   "source": [
+    "**Data Overview**\n",
+    "\n",
+    "This [dataset](https://www.kaggle.com/datasets/steve1215rogg/student-lifestyle-dataset) was published on Kaggle by Sumit Kumar. It was created for educational and analytical purposes.The data was self-reported by students who participated in the survey through Google Forms. The form was shared with students across different educational institutions, primarily focusing on those in India and other South Asian countries, where the Cumulative GPA (CGPA) system is widely used. This ensures that the dataset is contextually relevant to the educational environment in these regions. \n",
+    "\n",
+    "The dataset contains data from 2,000 students collected via a Google Form survey. It includes information on study hours, extracurricular activities, sleep, socializing, physical activity, stress levels, and CGPA. The data covers an academic year from August 2023 to May 2024 and reflects student lifestyles. This dataset can help analyze the impact of daily habits on academic performance and student well-being.\n",
+    "\n",
+    ">Number of Records: 2000 rows <br>\n",
+    ">Number of Columns: 8 columns <br>\n",
+    ">Column Names: Student ID, Study Hours, Extracurricular Hours, Sleep Hours, Social Hours, Physical Activity Hours, GPA, and Stress level\n",
+    "\n",
+    "We're going to clean our data a little by renaming some of the headers and getting rid of Student_ID"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "5f8b95c7-829f-43c6-beeb-1ea529efb937",
+   "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>studying</th>\n",
+       "      <th>extracurriculars</th>\n",
+       "      <th>sleeping</th>\n",
+       "      <th>socializing</th>\n",
+       "      <th>working_out</th>\n",
+       "      <th>GPA</th>\n",
+       "      <th>stress</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6.9</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>2.99</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5.3</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.75</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>9.2</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>8.1</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>High</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   studying  extracurriculars  sleeping  socializing  working_out   GPA  \\\n",
+       "0       6.9               3.8       8.7          2.8          1.8  2.99   \n",
+       "1       5.3               3.5       8.0          4.2          3.0  2.75   \n",
+       "2       5.1               3.9       9.2          1.2          4.6  2.67   \n",
+       "3       6.5               2.1       7.2          1.7          6.5  2.88   \n",
+       "4       8.1               0.6       6.5          2.2          6.6  3.51   \n",
+       "\n",
+       "     stress  \n",
+       "0  Moderate  \n",
+       "1       Low  \n",
+       "2       Low  \n",
+       "3  Moderate  \n",
+       "4      High  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=df.drop('Student_ID', axis=1)\n",
+    "df=df.rename(columns={'Study_Hours_Per_Day':'studying', 'Extracurricular_Hours_Per_Day':'extracurriculars', 'Sleep_Hours_Per_Day':'sleeping', 'Social_Hours_Per_Day':'socializing', 'Physical_Activity_Hours_Per_Day':'working_out', 'Stress_Level':'stress'})\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "infinite-instrument",
+   "metadata": {},
+   "source": [
+    "# Methods and Results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "recognized-positive",
+   "metadata": {},
+   "source": [
+    "### First Research Question: \n",
+    "## Which lifestyle factors (study hours, sleep, physical activity, social time) are most strongly correlated with GPA?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "graduate-palmer",
+   "metadata": {},
+   "source": [
+    "### Methods"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "endless-variation",
+   "metadata": {},
+   "source": [
+    "*Explain how you will approach this research question below. Consider the following:* \n",
+    "  - *Which aspects of the dataset will you use?* \n",
+    "  - *How will you reorganize/store the data?* \n",
+    "  - *What data science tools/functions will you use and why?* \n",
+    "  \n",
+    "To explore this question, I will focus on the columns: `studying`, `extracurriculars`, `sleeping`, `working_out`, `socializing`, `GPA`. I'm leaving out `stress` because this question addresses lifestyle factors and stress isn't a habit but an outcome. <br>\n",
+    "\n",
+    "I will calculate the pearson correlation coefficient and create a heatmap that highlights the direction of the correlation using seaborn. If needed, I may need to find the spearman correlation for non-linear associations.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "portuguese-japan",
+   "metadata": {},
+   "source": [
+    "### Results "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "negative-highlight",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "studying vs GPA → r =0.7344679806560518\n",
+      "sleeping vs GPA → r =-0.004278440948943774\n",
+      "working_out vs GPA → r =-0.341152464009962\n",
+      "socializing vs GPA → r =-0.08567714046513732\n",
+      "extracurriculars vs GPA → r =-0.03217353173983065\n"
+     ]
+    }
+   ],
+   "source": [
+    "habits=['studying','sleeping', 'working_out','socializing','extracurriculars']\n",
+    "heatmap_values={}\n",
+    "for var in habits:\n",
+    "    x=df[var].to_numpy()\n",
+    "    y = df['GPA'].to_numpy()\n",
+    "    r_matrix=np.corrcoef(x,y)\n",
+    "    corr=r_matrix [0,1]\n",
+    "    heatmap_values[var]= corr\n",
+    "    print(str(var)+' vs GPA → r ='+str(corr))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "c1b4d2a7-2550-4241-b899-3e884e3e136c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(6, 4))\n",
+    "sns.heatmap(pd.DataFrame.from_dict(heatmap_values, orient='index', columns=['GPA']), annot=True, cmap='coolwarm', center=0)\n",
+    "plt.title('Correlation of Lifestyle Factors with GPA')\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "collectible-puppy",
+   "metadata": {},
+   "source": [
+    "### Second Research Question: \n",
+    "## Is there a threshold of study hours beyond which GPA plateaus or declines?\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "demographic-future",
+   "metadata": {},
+   "source": [
+    "### Methods"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "incorporate-roller",
+   "metadata": {},
+   "source": [
+    "*Explain how you will approach this research question below. Consider the following:* \n",
+    "  - *Which aspects of the dataset will you use?* \n",
+    "  - *How will you reorganize/store the data?* \n",
+    "  - *What data science tools/functions will you use and why?* \n",
+    "\n",
+    "To answer this question, I will focus on two key columns from the dataset: `studying` and `GPA`. These variables directly capture the relationship between time spent studying and academic performance.\n",
+    "I will use these variables to create visualizations and fit models. I’ll begin with a scatter plot to observe the raw distribution of GPA across different study hour values. Then, I’ll use Seaborn’s `regplot()` to add a linear regression line, and NumPy’s `polyfit()` to fit a second-degree polynomial curve. This will help detect any inflection point where GPA stops increasing or begins to decline. These tools allow for both visual and statistical interpretation of non-linear trends, and it makes it easier to identify a potential threshold effect. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "juvenile-creation",
+   "metadata": {},
+   "source": [
+    "### Results "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "id": "pursuant-surrey",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.regplot(x='studying',y='GPA', data=df, scatter_kws={'alpha': 0.5}, line_kws={'color': 'red'})\n",
+    "plt.title('studying vs GPA with Regression Line')\n",
+    "plt.xlabel('Studying')\n",
+    "plt.ylabel('GPA')\n",
+    "plt.grid(True)\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "5238d802-b739-4e4a-a574-b055d55bcdad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Fit a 2nd-degree polynomial (quadratic)\n",
+    "coeffs = np.polyfit(df['studying'], df['GPA'], deg=2)\n",
+    "poly_eq = np.poly1d(coeffs)\n",
+    "\n",
+    "# Generate predicted GPA values\n",
+    "x_vals = np.linspace(df['studying'].min(), df['studying'].max(), 100)\n",
+    "y_vals = poly_eq(x_vals)\n",
+    "\n",
+    "# Plot\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.scatter(df['studying'], df['GPA'], alpha=0.5)\n",
+    "plt.plot(x_vals, y_vals, color='green', label='Quadratic Fit')\n",
+    "plt.title('Study Hours vs GPA with Polynomial Fit')\n",
+    "plt.xlabel('Studying')\n",
+    "plt.ylabel('GPA')\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e910a5cc-a2d5-4410-a31a-99ee24cc4377",
+   "metadata": {},
+   "source": [
+    "### Third Research Question: \n",
+    "## How do students with high stress levels differ in lifestyle habits compared to those with low stress?\n",
+    "\n",
+    "### Methods\n",
+    "\n",
+    "*Explain how you will approach this research question below. Consider the following:* \n",
+    "  - *Which aspects of the dataset will you use?* \n",
+    "  - *How will you reorganize/store the data?* \n",
+    "  - *What data science tools/functions will you use and why?*\n",
+    "\n",
+    "\n",
+    "For this question, we will be focusing on `stress` and categorizing `studying`, `sleeping`, `working_out`, `socializing`, `extracurriculars` bewteen low, moderate, and high stress. By doing so, I'll be capturing the possible relation between stress and lifestyle behaviors. Once I split the data into three groups, i'll comute and compare the mean and standard deviation of each lifestyle behaviors.\n",
+    "\n",
+    "I'll be using boxplots or bar charts and t-tests. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f37165a2-e308-4ee4-a256-333e1ced29f8",
+   "metadata": {},
+   "source": [
+    "### Results "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "525417bd-73de-4c97-86b5-0aeb0d0bba7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      High       Low  Moderate\n",
+      "studying          8.385034  5.474411  6.969585\n",
+      "sleeping          7.046453  8.063973  7.947626\n",
+      "working_out       3.960933  5.581818  4.336795\n",
+      "socializing       2.627794  2.890909  2.739614\n",
+      "extracurriculars  1.979786  1.988889  2.006380\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "habits=['studying', 'sleeping','working_out', 'socializing','extracurriculars']\n",
+    "\n",
+    "group_means = df.groupby('stress')[habits].mean().T\n",
+    "group_means.columns.name = None\n",
+    "print(group_means)\n",
+    "\n",
+    "group_means.plot(kind='bar', figsize=(10, 6), colormap='coolwarm')\n",
+    "plt.title('Lifestyle Habits by Stress Level')\n",
+    "plt.ylabel('Average Hours Per Day')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "ab5aca61-42b1-4de1-a395-170159206935",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "T-tests\n",
+      "studying: t = 69.5036426410152\n",
+      "sleeping: t = -11.963697983726032\n",
+      "working_out: t = -10.127179710552255\n",
+      "socializing: t = -2.382354439613457\n",
+      "extracurriculars: t = -0.11617129827155753\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"T-tests\")\n",
+    "for h in habits:\n",
+    "    high = df[df['stress'] == 'High'][h].to_numpy()\n",
+    "    mod = df[df['stress'] == 'Moderate'][h].to_numpy()\n",
+    "    low = df[df['stress'] == 'Low'][h].to_numpy()\n",
+    "\n",
+    "    # Calculate means and standard deviations\n",
+    "    mean_diff = np.mean(high) - np.mean(low)\n",
+    "    pooled_std = np.sqrt(np.var(high, ddof=1)/len(high) + np.var(low, ddof=1)/len(low))\n",
+    "    t_stat = mean_diff / pooled_std\n",
+    "    \n",
+    "    print(str(h) + \": t = \" + str(t_stat))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b9097148-1880-45eb-9780-e95fa7716bcb",
+   "metadata": {},
+   "source": [
+    "### Fourth Research Question: \n",
+    "## Are there clusters of students with similar lifestyle profiles and academic outcomes?\n",
+    "\n",
+    "### Methods\n",
+    "\n",
+    "*Explain how you will approach this research question below. Consider the following:* \n",
+    "  - *Which aspects of the dataset will you use?* \n",
+    "  - *How will you reorganize/store the data?* \n",
+    "  - *What data science tools/functions will you use and why?*\n",
+    "\n",
+    "\n",
+    "To explore this question, I will use K-means clustering to identify natural groupings in the dataset based on habits. The focal categories are: `studying`,`sleeping`,`working_out`,`socializing`,`extracurriculars`. I will also include `GPA` and `stress` for post-cluster comparison, but not in the clustering itself. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "0f19fcb6-6eb3-4ba1-a7af-2c10ee3065a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'sklearn'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[38], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpreprocessing\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m StandardScaler\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcluster\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m KMeans\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'sklearn'"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.cluster import KMeans\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "infectious-symbol",
+   "metadata": {},
+   "source": [
+    "# Discussion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "furnished-camping",
+   "metadata": {
+    "code_folding": []
+   },
+   "source": [
+    "## Considerations"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bearing-stadium",
+   "metadata": {},
+   "source": [
+    "*It's important to recognize the limitations of our research.\n",
+    "Consider the following:*\n",
+    "\n",
+    "- *Do the results give an accurate depiction of your research question? Why or why not?*\n",
+    "- *What were limitations of your datset?*\n",
+    "- *Are there any known biases in the data?*\n",
+    "\n",
+    "✏️ *Write your answer below:*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "beneficial-invasion",
+   "metadata": {},
+   "source": [
+    "## Summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "about-raise",
+   "metadata": {},
+   "source": [
+    "*Summarize what you discovered through the research. Consider the following:*\n",
+    "\n",
+    "- *What did you learn about your media consumption/digital habits?*\n",
+    "- *Did the results make sense?*\n",
+    "- *What was most surprising?*\n",
+    "- *How will this project impact you going forward?*\n",
+    "\n",
+    "✏️ *Write your answer below:*"
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "cell_metadata_json": true,
+   "text_representation": {
+    "extension": ".Rmd",
+    "format_name": "rmarkdown",
+    "format_version": "1.2",
+    "jupytext_version": "1.9.1"
+   }
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": false,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  },
+  "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": 5
+}
diff --git a/argument.ipynb b/argument.ipynb
index 4ed27b4..c5b05f2 100644
--- a/argument.ipynb
+++ b/argument.ipynb
@@ -13,7 +13,9 @@
    "id": "understanding-numbers",
    "metadata": {},
    "source": [
-    "*✏️ Write 2-3 sentences describing your research.*"
+    "This research explores how students’ daily lifestyle habits—such as study hours, sleep, physical activity, and social engagement—relate to their academic performance and stress levels. By analyzing patterns in a large dataset of self-reported behaviors and outcomes, the study aims to identify which habits most strongly influence GPA and well-being. The findings may offer practical insights for students seeking to balance productivity with personal wellness. \n",
+    "\n",
+    "It is important to study this because academic success is often viewed through the narrow lens of study hours alone, while other lifestyle factors may play equally significant roles. As students navigate demanding academic environments, understanding how their choices outside the classroom impact their GPA and well-being can lead to more effective support systems and healthier routines. I’m interested in this question because I want to be able to bridge academic performance with holistic wellness, offer insights that could inform school policies, counseling programs, and personal time management strategies. This topic resonates with broader conversations about student mental health and the importance of balance in education. By analyzing these relationships we can move beyond anecdotal advice and provide evidence-based recommendations."
    ]
   },
   {
@@ -21,7 +23,7 @@
    "id": "greater-circular",
    "metadata": {},
    "source": [
-    "## Overarching Question: [✏️ PUT YOUR QUESTION HERE ✏️]"
+    "## Overarching Question: How do students’ daily lifestyle habits—such as study time, sleep, physical activity, and social engagement—affect their academic performance and stress levels?"
    ]
   },
   {
@@ -29,7 +31,7 @@
    "id": "appreciated-testimony",
    "metadata": {},
    "source": [
-    "*✏️ Write 2-3 sentences explaining why this question.*"
+    "This question is important because academic success is often viewed through the narrow lens of study hours alone, while other lifestyle factors may play equally significant roles. As students navigate demanding academic environments, understanding how their choices outside the classroom impact their GPA and well-being can lead to more effective support systems and healthier routines. I’m interested in this question because I want to be able to bridge academic performance with holistic wellness, offer insights that could inform school policies, counseling programs, and personal time management strategies. This topic resonates with broader conversations about student mental health and the importance of balance in education. By analyzing these relationships we can move beyond anecdotal advice and provide evidence-based recommendations."
    ]
   },
   {
@@ -42,26 +44,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "technical-evans",
    "metadata": {},
    "outputs": [],
    "source": [
     "#Include any import statements you will need\n",
     "import pandas as pd\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "overhead-sigma",
    "metadata": {},
    "outputs": [],
    "source": [
-    "### 💻 FILL IN YOUR DATASET FILE NAME BELOW 💻 ###\n",
-    "\n",
-    "file_name = \"YOUR_DATASET_FILE_NAME.csv\"\n",
+    "file_name = \"student_lifestyle_dataset.csv\"\n",
     "dataset_path = \"data/\" + file_name\n",
     "\n",
     "df = pd.read_csv(dataset_path)"
@@ -69,10 +71,129 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "heated-blade",
    "metadata": {},
-   "outputs": [],
+   "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>Student_ID</th>\n",
+       "      <th>Study_Hours_Per_Day</th>\n",
+       "      <th>Extracurricular_Hours_Per_Day</th>\n",
+       "      <th>Sleep_Hours_Per_Day</th>\n",
+       "      <th>Social_Hours_Per_Day</th>\n",
+       "      <th>Physical_Activity_Hours_Per_Day</th>\n",
+       "      <th>GPA</th>\n",
+       "      <th>Stress_Level</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>2.99</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.75</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>9.2</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>High</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Student_ID  Study_Hours_Per_Day  Extracurricular_Hours_Per_Day  \\\n",
+       "0           1                  6.9                            3.8   \n",
+       "1           2                  5.3                            3.5   \n",
+       "2           3                  5.1                            3.9   \n",
+       "3           4                  6.5                            2.1   \n",
+       "4           5                  8.1                            0.6   \n",
+       "\n",
+       "   Sleep_Hours_Per_Day  Social_Hours_Per_Day  Physical_Activity_Hours_Per_Day  \\\n",
+       "0                  8.7                   2.8                              1.8   \n",
+       "1                  8.0                   4.2                              3.0   \n",
+       "2                  9.2                   1.2                              4.6   \n",
+       "3                  7.2                   1.7                              6.5   \n",
+       "4                  6.5                   2.2                              6.6   \n",
+       "\n",
+       "    GPA Stress_Level  \n",
+       "0  2.99     Moderate  \n",
+       "1  2.75          Low  \n",
+       "2  2.67          Low  \n",
+       "3  2.88     Moderate  \n",
+       "4  3.51         High  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.head()"
    ]
@@ -84,7 +205,133 @@
    "source": [
     "**Data Overview**\n",
     "\n",
-    "*✏️ Write 2-3 sentences describing this dataset. Be sure to include where the data comes from and what it contains.*"
+    "This [dataset](https://www.kaggle.com/datasets/steve1215rogg/student-lifestyle-dataset) was published on Kaggle by Sumit Kumar. It was created for educational and analytical purposes.The data was self-reported by students who participated in the survey through Google Forms. The form was shared with students across different educational institutions, primarily focusing on those in India and other South Asian countries, where the Cumulative GPA (CGPA) system is widely used. This ensures that the dataset is contextually relevant to the educational environment in these regions. \n",
+    "\n",
+    "The dataset contains data from 2,000 students collected via a Google Form survey. It includes information on study hours, extracurricular activities, sleep, socializing, physical activity, stress levels, and CGPA. The data covers an academic year from August 2023 to May 2024 and reflects student lifestyles. This dataset can help analyze the impact of daily habits on academic performance and student well-being.\n",
+    "\n",
+    ">Number of Records: 2000 rows <br>\n",
+    ">Number of Columns: 8 columns <br>\n",
+    ">Column Names: Student ID, Study Hours, Extracurricular Hours, Sleep Hours, Social Hours, Physical Activity Hours, GPA, and Stress level\n",
+    "\n",
+    "We're going to clean our data a little by renaming some of the headers and getting rid of Student_ID"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "5f8b95c7-829f-43c6-beeb-1ea529efb937",
+   "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>studying</th>\n",
+       "      <th>extracurriculars</th>\n",
+       "      <th>sleeping</th>\n",
+       "      <th>socializing</th>\n",
+       "      <th>working_out</th>\n",
+       "      <th>GPA</th>\n",
+       "      <th>stress</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6.9</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>2.99</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>5.3</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.75</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>9.2</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>2.67</td>\n",
+       "      <td>Low</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>1.7</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.88</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>8.1</td>\n",
+       "      <td>0.6</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>High</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   studying  extracurriculars  sleeping  socializing  working_out   GPA  \\\n",
+       "0       6.9               3.8       8.7          2.8          1.8  2.99   \n",
+       "1       5.3               3.5       8.0          4.2          3.0  2.75   \n",
+       "2       5.1               3.9       9.2          1.2          4.6  2.67   \n",
+       "3       6.5               2.1       7.2          1.7          6.5  2.88   \n",
+       "4       8.1               0.6       6.5          2.2          6.6  3.51   \n",
+       "\n",
+       "     stress  \n",
+       "0  Moderate  \n",
+       "1       Low  \n",
+       "2       Low  \n",
+       "3  Moderate  \n",
+       "4      High  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=df.drop('Student_ID', axis=1)\n",
+    "df=df.rename(columns={'Study_Hours_Per_Day':'studying', 'Extracurricular_Hours_Per_Day':'extracurriculars', 'Sleep_Hours_Per_Day':'sleeping', 'Social_Hours_Per_Day':'socializing', 'Physical_Activity_Hours_Per_Day':'working_out', 'Stress_Level':'stress'})\n",
+    "df.head()"
    ]
   },
   {
@@ -95,22 +342,13 @@
     "# Methods and Results"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "basic-canadian",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#Import any helper files you need here"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "recognized-positive",
    "metadata": {},
    "source": [
-    "## First Research Question: [✏️ PUT YOUR QUESTION HERE ✏️]\n"
+    "### First Research Question: \n",
+    "## Which lifestyle factors (study hours, sleep, physical activity, social time) are most strongly correlated with GPA?"
    ]
   },
   {
@@ -131,7 +369,9 @@
     "  - *How will you reorganize/store the data?* \n",
     "  - *What data science tools/functions will you use and why?* \n",
     "  \n",
-    "✏️ *Write your answer below:*\n",
+    "To explore this question, I will focus on the columns: `studying`, `extracurriculars`, `sleeping`, `working_out`, `socializing`, `GPA`. I'm leaving out `stress` because this question addresses lifestyle factors and stress isn't a habit but an outcome. <br>\n",
+    "\n",
+    "I will calculate the pearson correlation coefficient and create a heatmap that highlights the direction of the correlation using seaborn. If needed, I may need to find the spearman correlation for non-linear associations.\n",
     "\n"
    ]
   },
@@ -145,26 +385,57 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 115,
    "id": "negative-highlight",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "studying vs GPA → r =0.7344679806560518\n",
+      "sleeping vs GPA → r =-0.004278440948943774\n",
+      "working_out vs GPA → r =-0.341152464009962\n",
+      "socializing vs GPA → r =-0.08567714046513732\n",
+      "extracurriculars vs GPA → r =-0.03217353173983065\n"
+     ]
+    }
+   ],
    "source": [
-    "#######################################################################\n",
-    "### 💻 YOUR WORK GOES HERE TO ANSWER THE FIRST RESEARCH QUESTION 💻 \n",
-    "### \n",
-    "### Your data analysis may include a statistic and/or a data visualization\n",
-    "#######################################################################"
+    "habits=['studying','sleeping', 'working_out','socializing','extracurriculars']\n",
+    "heatmap_values={}\n",
+    "for var in habits:\n",
+    "    x=df[var].to_numpy()\n",
+    "    y = df['GPA'].to_numpy()\n",
+    "    r_matrix=np.corrcoef(x,y)\n",
+    "    corr=r_matrix [0,1]\n",
+    "    heatmap_values[var]= corr\n",
+    "    print(str(var)+' vs GPA → r ='+str(corr))\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "victorian-burning",
+   "execution_count": 116,
+   "id": "c1b4d2a7-2550-4241-b899-3e884e3e136c",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# 💻 YOU CAN ADD NEW CELLS WITH THE \"+\" BUTTON "
+    "plt.figure(figsize=(6, 4))\n",
+    "sns.heatmap(pd.DataFrame.from_dict(heatmap_values, orient='index', columns=['GPA']), annot=True, cmap='coolwarm', center=0)\n",
+    "plt.title('Correlation of Lifestyle Factors with GPA')\n",
+    "plt.show()\n",
+    "\n"
    ]
   },
   {
@@ -172,7 +443,8 @@
    "id": "collectible-puppy",
    "metadata": {},
    "source": [
-    "## Second Research Question: [✏️ PUT YOUR QUESTION HERE ✏️]\n"
+    "### Second Research Question: \n",
+    "## Is there a threshold of study hours beyond which GPA plateaus or declines?\n"
    ]
   },
   {
@@ -193,7 +465,8 @@
     "  - *How will you reorganize/store the data?* \n",
     "  - *What data science tools/functions will you use and why?* \n",
     "\n",
-    "✏️ *Write your answer below:*\n"
+    "To answer this question, I will focus on two key columns from the dataset: `studying` and `GPA`. These variables directly capture the relationship between time spent studying and academic performance.\n",
+    "I will use these variables to create visualizations and fit models. I’ll begin with a scatter plot to observe the raw distribution of GPA across different study hour values. Then, I’ll use Seaborn’s `regplot()` to add a linear regression line, and NumPy’s `polyfit()` to fit a second-degree polynomial curve. This will help detect any inflection point where GPA stops increasing or begins to decline. These tools allow for both visual and statistical interpretation of non-linear trends, and it makes it easier to identify a potential threshold effect. "
    ]
   },
   {
@@ -206,26 +479,218 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 127,
    "id": "pursuant-surrey",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "#######################################################################\n",
-    "### 💻 YOUR WORK GOES HERE TO ANSWER THE SECOND RESEARCH QUESTION 💻 \n",
-    "###\n",
-    "### Your data analysis may include a statistic and/or a data visualization\n",
-    "#######################################################################"
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.regplot(x='studying',y='GPA', data=df, scatter_kws={'alpha': 0.5}, line_kws={'color': 'red'})\n",
+    "plt.title('studying vs GPA with Regression Line')\n",
+    "plt.xlabel('Studying')\n",
+    "plt.ylabel('GPA')\n",
+    "plt.grid(True)\n",
+    "plt.show()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "located-night",
+   "execution_count": 128,
+   "id": "5238d802-b739-4e4a-a574-b055d55bcdad",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# 💻 YOU CAN ADD NEW CELLS WITH THE \"+\" BUTTON "
+    "# Fit a 2nd-degree polynomial (quadratic)\n",
+    "coeffs = np.polyfit(df['studying'], df['GPA'], deg=2)\n",
+    "poly_eq = np.poly1d(coeffs)\n",
+    "\n",
+    "# Generate predicted GPA values\n",
+    "x_vals = np.linspace(df['studying'].min(), df['studying'].max(), 100)\n",
+    "y_vals = poly_eq(x_vals)\n",
+    "\n",
+    "# Plot\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.scatter(df['studying'], df['GPA'], alpha=0.5)\n",
+    "plt.plot(x_vals, y_vals, color='green', label='Quadratic Fit')\n",
+    "plt.title('Study Hours vs GPA with Polynomial Fit')\n",
+    "plt.xlabel('Studying')\n",
+    "plt.ylabel('GPA')\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e910a5cc-a2d5-4410-a31a-99ee24cc4377",
+   "metadata": {},
+   "source": [
+    "### Third Research Question: \n",
+    "## How do students with high stress levels differ in lifestyle habits compared to those with low stress?\n",
+    "\n",
+    "### Methods\n",
+    "\n",
+    "*Explain how you will approach this research question below. Consider the following:* \n",
+    "  - *Which aspects of the dataset will you use?* \n",
+    "  - *How will you reorganize/store the data?* \n",
+    "  - *What data science tools/functions will you use and why?*\n",
+    "\n",
+    "\n",
+    "For this question, we will be focusing on `stress` and categorizing `studying`, `sleeping`, `working_out`, `socializing`, `extracurriculars` bewteen low, moderate, and high stress. By doing so, I'll be capturing the possible relation between stress and lifestyle behaviors. Once I split the data into three groups, i'll comute and compare the mean and standard deviation of each lifestyle behaviors.\n",
+    "\n",
+    "I'll be using boxplots or bar charts and t-tests. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f37165a2-e308-4ee4-a256-333e1ced29f8",
+   "metadata": {},
+   "source": [
+    "### Results "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "525417bd-73de-4c97-86b5-0aeb0d0bba7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                      High       Low  Moderate\n",
+      "studying          8.385034  5.474411  6.969585\n",
+      "sleeping          7.046453  8.063973  7.947626\n",
+      "working_out       3.960933  5.581818  4.336795\n",
+      "socializing       2.627794  2.890909  2.739614\n",
+      "extracurriculars  1.979786  1.988889  2.006380\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "habits=['studying', 'sleeping','working_out', 'socializing','extracurriculars']\n",
+    "\n",
+    "group_means = df.groupby('stress')[habits].mean().T\n",
+    "group_means.columns.name = None\n",
+    "print(group_means)\n",
+    "\n",
+    "group_means.plot(kind='bar', figsize=(10, 6), colormap='coolwarm')\n",
+    "plt.title('Lifestyle Habits by Stress Level')\n",
+    "plt.ylabel('Average Hours Per Day')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "ab5aca61-42b1-4de1-a395-170159206935",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "T-tests\n",
+      "studying: t = 69.5036426410152\n",
+      "sleeping: t = -11.963697983726032\n",
+      "working_out: t = -10.127179710552255\n",
+      "socializing: t = -2.382354439613457\n",
+      "extracurriculars: t = -0.11617129827155753\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"T-tests\")\n",
+    "for h in habits:\n",
+    "    high = df[df['stress'] == 'High'][h].to_numpy()\n",
+    "    mod = df[df['stress'] == 'Moderate'][h].to_numpy()\n",
+    "    low = df[df['stress'] == 'Low'][h].to_numpy()\n",
+    "\n",
+    "    # Calculate means and standard deviations\n",
+    "    mean_diff = np.mean(high) - np.mean(low)\n",
+    "    pooled_std = np.sqrt(np.var(high, ddof=1)/len(high) + np.var(low, ddof=1)/len(low))\n",
+    "    t_stat = mean_diff / pooled_std\n",
+    "    \n",
+    "    print(str(h) + \": t = \" + str(t_stat))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b9097148-1880-45eb-9780-e95fa7716bcb",
+   "metadata": {},
+   "source": [
+    "### Fourth Research Question: \n",
+    "## Are there clusters of students with similar lifestyle profiles and academic outcomes?\n",
+    "\n",
+    "### Methods\n",
+    "\n",
+    "*Explain how you will approach this research question below. Consider the following:* \n",
+    "  - *Which aspects of the dataset will you use?* \n",
+    "  - *How will you reorganize/store the data?* \n",
+    "  - *What data science tools/functions will you use and why?*\n",
+    "\n",
+    "\n",
+    "To explore this question, I will use K-means clustering to identify natural groupings in the dataset based on habits. The focal categories are: `studying`,`sleeping`,`working_out`,`socializing`,`extracurriculars`. I will also include `GPA` and `stress` for post-cluster comparison, but not in the clustering itself. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "0f19fcb6-6eb3-4ba1-a7af-2c10ee3065a5",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'sklearn'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[38], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpreprocessing\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m StandardScaler\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcluster\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m KMeans\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'sklearn'"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.cluster import KMeans\n"
    ]
   },
   {
@@ -310,7 +775,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.12.3"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/data/student_lifestyle_dataset.csv b/data/student_lifestyle_dataset.csv
new file mode 100644
index 0000000..fbe1164
--- /dev/null
+++ b/data/student_lifestyle_dataset.csv
@@ -0,0 +1,2001 @@
+Student_ID,Study_Hours_Per_Day,Extracurricular_Hours_Per_Day,Sleep_Hours_Per_Day,Social_Hours_Per_Day,Physical_Activity_Hours_Per_Day,GPA,Stress_Level
+1,6.9,3.8,8.7,2.8,1.8,2.99,Moderate
+2,5.3,3.5,8,4.2,3,2.75,Low
+3,5.1,3.9,9.2,1.2,4.6,2.67,Low
+4,6.5,2.1,7.2,1.7,6.5,2.88,Moderate
+5,8.1,0.6,6.5,2.2,6.6,3.51,High
+6,6,2.1,8,0.3,7.6,2.85,Moderate
+7,8,0.7,5.3,5.7,4.3,3.08,High
+8,8.4,1.8,5.6,3,5.2,3.2,High
+9,5.2,3.6,6.3,4,4.9,2.82,Low
+10,7.7,0.7,9.8,4.5,1.3,2.76,Moderate
+11,9.7,3.6,8,2.5,0.2,3.43,High
+12,6.9,1.1,9.1,2.1,4.8,2.97,Moderate
+13,6.4,2.2,5.7,4.8,4.9,2.82,High
+14,5,3.3,8.5,4.4,2.8,2.87,Low
+15,8.9,0.3,6.8,0.7,7.3,3.4,High
+16,6.7,0.3,6.6,2,8.4,3.2,Moderate
+17,8.6,2.6,9.4,1.6,1.8,3.36,High
+18,8.8,2.2,8.9,2,2.1,3.19,High
+19,7.6,1.7,5.1,0.6,9,3.16,High
+20,6.6,2,9.5,1.5,4.4,2.93,Moderate
+21,7.1,3,6.1,0.5,7.3,2.9,Moderate
+22,9.6,3.2,8.2,2.6,0.4,3.34,High
+23,9,0.7,9.5,2.6,2.2,3.21,High
+24,6.1,1.7,9.1,5.2,1.9,2.85,Moderate
+25,5,2,7.1,1.3,8.6,2.68,Low
+26,9.7,1.3,7.6,3.8,1.6,3.29,High
+27,6.8,3.9,9.8,0.9,2.6,2.64,Moderate
+28,6.4,0.1,8,3,6.5,2.95,Moderate
+29,5.3,1.1,9.5,1.4,6.7,2.79,Low
+30,9.9,1,8.4,3.6,1.1,3.25,High
+31,6.2,2.9,6.8,3.8,4.3,3.05,Moderate
+32,5.5,3.3,6.6,1.1,7.5,3.26,Low
+33,5.2,2.4,8.4,0.1,7.9,2.47,Low
+34,8.2,0.7,8.5,2.3,4.3,3.24,High
+35,9.7,0.6,6.7,0.7,6.3,3.62,High
+36,9.1,2.2,7.6,1.2,3.9,3.12,High
+37,5.5,3.6,9.5,3.4,2,2.58,Low
+38,8.6,3.6,9.4,1.9,0.5,3.03,High
+39,8.2,0.3,5.8,5.4,4.3,3.29,High
+40,5,0.6,7.7,4.2,6.5,2.61,Low
+41,8.3,0.9,8.6,1.4,4.8,3.48,High
+42,8.2,3.4,8.3,2.3,1.8,3.07,High
+43,5.5,1.5,6.3,1.5,9.2,2.81,Low
+44,9.5,2.5,9,1.5,1.5,3.49,High
+45,7.9,2,6,4.3,3.8,2.97,Moderate
+46,9.7,3.8,9.6,0.3,0.6,3.55,High
+47,5.1,3.7,7.1,5.8,2.3,2.6,Low
+48,9.3,1.3,5.8,3.3,4.3,3.09,High
+49,9.7,2.8,7.9,0.3,3.3,3.47,High
+50,9.4,3,8.5,2.2,0.9,3.18,High
+51,6.8,1.2,9,4.9,2.1,3.12,Moderate
+52,9,2.6,8.5,3.1,0.8,4,High
+53,9.5,1.4,6.9,0.6,5.6,3.33,High
+54,7.3,2.2,6.4,3.5,4.6,3.11,Moderate
+55,5.2,0.1,9.1,2.2,7.4,2.79,Low
+56,8.8,0.9,8.1,0.5,5.7,3.1,High
+57,5.3,2.1,7.7,3.8,5.1,2.39,Low
+58,9,1.1,7.2,0.5,6.2,3.39,High
+59,5.1,3.9,9.2,4,1.8,2.52,Low
+60,5.8,1,7.7,4.3,5.2,2.8,Low
+61,8.3,1.1,9.8,3.5,1.3,3.67,High
+62,7.1,1,6.8,4.5,4.6,3.27,Moderate
+63,5.1,0.5,5.2,0.2,13,2.85,High
+64,7.4,0.4,7.5,2.8,5.9,3.26,Moderate
+65,5.9,1.7,7,3.7,5.7,2.8,Low
+66,6.9,2.5,7.5,5.1,2,3.06,Moderate
+67,8.3,0.7,5.4,3.9,5.7,3.26,High
+68,9.7,2.3,6.9,3.3,1.8,3.38,High
+69,7.3,2.2,9.7,1.9,2.9,3.15,Moderate
+70,5.4,1.3,9.2,0.1,8,2.69,Low
+71,9.1,1.1,5.6,4.2,4,3.54,High
+72,8.7,3.2,6.4,1,4.7,3.37,High
+73,8.8,3.2,10,0.8,1.2,3.58,High
+74,6.7,3.7,9.3,1.8,2.5,2.89,Moderate
+75,8.8,3,5.5,5.4,1.3,3.58,High
+76,6.6,3.6,6.9,0.1,6.8,2.99,Moderate
+77,9.5,0.4,6.6,5.7,1.8,3.44,High
+78,8.2,1.8,6.5,2,5.5,3.35,High
+79,8.4,3,9,2.8,0.8,3.26,High
+80,5.3,2.2,7.2,5.3,4,2.62,Low
+81,6.8,0.5,5.7,4.6,6.4,2.86,High
+82,5.4,2.8,5.4,4.9,5.5,2.86,High
+83,8.5,0.3,5.4,5.9,3.9,2.99,High
+84,9.1,3.8,9.9,0.9,0.3,3.08,High
+85,6.9,0.3,8.9,3.4,4.5,3.21,Moderate
+86,5.6,2,5.1,2.8,8.5,2.81,High
+87,5.3,0.5,5.6,3.9,8.7,2.9,High
+88,9.8,1.5,6.4,5.2,1.1,3.78,High
+89,6.1,3.9,5.1,5.8,3.1,2.96,High
+90,5.4,2.2,9.8,3.1,3.5,2.81,Low
+91,8.1,2.8,7.3,3.6,2.2,3.39,High
+92,5.2,1.1,9.8,5.3,2.6,2.82,Low
+93,7.3,2.5,6.4,1.1,6.7,2.67,Moderate
+94,7.9,0.3,9.9,5.8,0.1,3.08,Moderate
+95,8.5,2.1,6.5,4.9,2,3.1,High
+96,9.6,3.3,9.7,1,0.4,3.54,High
+97,8.1,1.7,9.7,3.9,0.6,3.45,High
+98,9.9,0.6,8,2.1,3.4,3.39,High
+99,9.8,3.4,9.2,0.7,0.9,3.15,High
+100,5.3,3.5,9.1,6,0.1,2.68,Low
+101,10,2.2,8.8,2.8,0.2,3.41,High
+102,7.3,0.5,9.8,3.6,2.8,3.22,Moderate
+103,6.1,2.7,8.1,2.1,5,2.98,Moderate
+104,7.6,3.1,7.6,4.9,0.8,2.99,Moderate
+105,7.8,2.2,9.4,1.9,2.7,3.3,Moderate
+106,8.5,0.9,5.7,0.1,8.8,3.55,High
+107,6.8,2.4,7,2.6,5.2,2.97,Moderate
+108,7.6,3.1,7,3.7,2.6,3.28,Moderate
+109,9.3,3.8,5.7,4.8,0.4,3.05,High
+110,7.3,3.9,7.5,1.7,3.6,3.08,Moderate
+111,8.2,1,5.4,0.8,8.6,3.3,High
+112,5.9,1.4,9.5,2.8,4.4,2.7,Low
+113,8.3,0.7,6,0.2,8.8,3.14,High
+114,5.9,0.4,5.6,2.8,9.3,2.73,High
+115,6,1.5,7.5,4.1,4.9,2.76,Moderate
+116,9.4,3.7,5.3,1.6,4,3.45,High
+117,9,3,5.9,1.3,4.8,3.29,High
+118,8.1,1.5,7.3,4.5,2.6,2.75,High
+119,5.2,1,8.6,5.4,3.8,3.4,Low
+120,5.5,1.8,7.7,1.5,7.5,3.05,Low
+121,6.3,1.5,5.1,1.9,9.2,2.82,High
+122,5.6,3.6,8,4.1,2.7,2.62,Low
+123,8.9,2,5.4,3.2,4.5,3.64,High
+124,7.2,0.5,6.4,2.2,7.7,3.19,Moderate
+125,8.2,2.3,6.8,5.9,0.8,2.95,High
+126,5.5,0.6,6.2,1,10.7,2.94,Low
+127,5.9,1.1,5.9,5.4,5.7,2.89,High
+128,7.1,3.9,5.6,2.4,5,2.9,High
+129,9.8,3.5,9.1,0.4,1.2,3.57,High
+130,9.6,2.2,7.9,1.2,3.1,3.24,High
+131,8.8,0.7,6.6,2.6,5.3,2.99,High
+132,5.6,2.4,6.4,3.5,6.1,2.85,Low
+133,5.8,1.9,7.7,0.3,8.3,2.7,Low
+134,5.3,4,6.6,4.9,3.2,2.72,Low
+135,6.3,2.7,8.8,3.6,2.6,2.45,Moderate
+136,6.7,3.7,9.2,4.2,0.2,2.85,Moderate
+137,5.6,2.9,9.7,1.1,4.7,2.86,Low
+138,7.9,3.4,5.7,4.8,2.2,3.15,High
+139,6,0.7,5.8,4.9,6.6,2.96,High
+140,6.8,3.5,7,4.9,1.8,3.44,Moderate
+141,7.2,1.5,7.3,1.8,6.2,3.08,Moderate
+142,6.2,3.6,6.9,3.3,4,3.27,Moderate
+143,9.5,2.5,5.6,5.6,0.8,3.13,High
+144,5.7,3.2,8.1,3.2,3.8,3.08,Low
+145,9.5,3.2,5.8,1.7,3.8,3.59,High
+146,5.2,2.3,8.8,5.3,2.4,2.61,Low
+147,6.7,3.3,5.6,5.1,3.3,2.95,High
+148,9,0.6,6.1,4.3,4,3.15,High
+149,8.6,2.6,8.5,2.3,2,3.14,High
+150,5.9,3.6,7.9,2.4,4.2,2.64,Low
+151,7.3,3.8,5.8,3.5,3.6,3.58,High
+152,5.1,3.5,9.7,3.2,2.5,2.79,Low
+153,8.5,3.7,8.5,0.5,2.8,3.65,High
+154,7.1,2.9,9.7,4,0.3,3.33,Moderate
+155,7.3,0.5,9.9,5,1.3,3.11,Moderate
+156,8,1.6,5.3,2,7.1,3.42,High
+157,9,0,6.7,2.4,5.9,3.51,High
+158,6.7,1.4,8.7,2.7,4.5,3.02,Moderate
+159,6.1,1.8,5.7,1.1,9.3,2.38,High
+160,9.6,1.4,7.9,3.2,1.9,3.43,High
+161,5.1,2.7,5.9,5.8,4.5,2.71,High
+162,5.4,4,7.5,3.6,3.5,2.59,Low
+163,5.3,3,6,5.4,4.3,2.68,Low
+164,5.2,1.9,7.8,0.4,8.7,2.67,Low
+165,8.9,1.8,7.6,2.5,3.2,3.58,High
+166,5.8,0.7,9.3,5.7,2.5,2.46,Low
+167,6.9,1.1,8.2,2.5,5.3,3.22,Moderate
+168,5.1,0.9,6.2,4,7.8,3.02,Low
+169,5.1,0.4,9,1.1,8.4,2.52,Low
+170,5.5,1,8.6,5.1,3.8,2.97,Low
+171,9.2,1.6,8.3,1,3.9,3.5,High
+172,5.1,0.3,6,0.2,12.4,2.7,Low
+173,5.9,2.3,7.1,5.4,3.3,2.78,Low
+174,6.3,1.5,8,1.6,6.6,3.15,Moderate
+175,8.1,1.6,7.8,2.6,3.9,3.26,High
+176,8.8,0.6,9.3,2.6,2.7,3.3,High
+177,9.5,3.2,7.1,0.1,4.1,3.49,High
+178,8.2,1,5.7,5,4.1,2.89,High
+179,9.9,2.1,5.9,1.6,4.5,3.52,High
+180,6.4,2.2,8.3,5,2.1,2.76,Moderate
+181,6,0,5.7,5.4,6.9,2.95,High
+182,8,2.7,5.9,5.5,1.9,3.4,High
+183,7.1,1.5,7.6,0.3,7.5,3.17,Moderate
+184,5.4,2.4,6.2,2.3,7.7,2.66,Low
+185,6.4,1.4,8.6,1.8,5.8,2.77,Moderate
+186,8.3,3.7,8.7,0.7,2.6,3.77,High
+187,5.2,1,8,0.3,9.5,3.29,Low
+188,6.7,3.1,5.5,0.5,8.2,2.99,High
+189,8.6,2,8.4,2.2,2.8,3.43,High
+190,9,2.8,6.4,3.4,2.4,3.24,High
+191,6.8,0.4,9.6,0.8,6.4,3.01,Moderate
+192,5.9,2.2,9.4,4.4,2.1,3.01,Low
+193,9,2.6,8.5,3.3,0.6,3.34,High
+194,6.1,4,9.7,0.2,4,2.58,Moderate
+195,8.5,3.7,5.9,3.4,2.5,3.06,High
+196,9.6,3.9,9.7,0.4,0.4,3.65,High
+197,9.3,3.4,6.6,3.9,0.8,3.41,High
+198,6.2,0.5,5.4,4.2,7.7,2.84,High
+199,6.7,2.9,5.3,1.9,7.2,3.29,High
+200,6.6,2.5,9.4,3.4,2.1,3.03,Moderate
+201,6.2,0.1,9.4,0.1,8.2,2.95,Moderate
+202,9.7,3.2,10,0.4,0.7,3.67,High
+203,8.8,1.6,7.4,3.8,2.4,3.23,High
+204,7.1,3,6.2,0.7,7,3.36,Moderate
+205,6.8,1.1,6.5,1.4,8.2,3.01,Moderate
+206,6.9,2.7,6.1,5.7,2.6,3.08,Moderate
+207,8.9,0.4,7.1,5.3,2.3,3.33,High
+208,8.1,0.7,10,1.2,4,3.35,High
+209,9.7,2.6,8,1.9,1.8,3.33,High
+210,6.1,0.7,8.9,2.1,6.2,2.81,Moderate
+211,5.3,3.9,9.4,5,0.4,3.08,Low
+212,8.5,0.6,9.1,1.3,4.5,3.16,High
+213,6.1,2.1,8,3.5,4.3,2.79,Moderate
+214,9.4,3.8,9.3,1.2,0.3,3.33,High
+215,8.3,2.2,5.4,2.5,5.6,2.97,High
+216,8.6,2,5.4,1.3,6.7,3.14,High
+217,8.4,0.3,9.3,3,3,3.77,High
+218,9.1,1.4,8.4,2.9,2.2,3.26,High
+219,6.3,3.5,9,3.4,1.8,3.11,Moderate
+220,8.5,2.7,8.1,3.5,1.2,3.38,High
+221,5.8,3.5,9.4,0.2,5.1,2.84,Low
+222,6.7,3,5.8,4.9,3.6,3.03,High
+223,9.2,2,5,1.7,6.1,3.42,High
+224,8.2,1,8.2,3.2,3.4,3.24,High
+225,8.9,0.4,8.8,3.2,2.7,3.32,High
+226,8.2,3.7,5.5,5.6,1,3.29,High
+227,8.4,0.3,6.5,4.2,4.6,3.29,High
+228,6.7,2.5,5.2,5.2,4.4,2.86,High
+229,9.9,3.9,8.7,0.2,1.3,3.8,High
+230,8.4,1.8,6.4,6,1.4,3.25,High
+231,7.1,1.8,5.8,4.8,4.5,2.86,High
+232,5.4,2.7,8.3,1.6,6,2.95,Low
+233,9.8,0.6,7.2,5.7,0.7,3.84,High
+234,7,1.1,9.9,2.5,3.5,2.84,Moderate
+235,9.5,0.9,6.1,0.2,7.3,3.17,High
+236,9.3,1.9,9.8,0.6,2.4,3.68,High
+237,9.3,3.1,8.9,2.3,0.4,3.52,High
+238,5.7,0.1,9.6,3.7,4.9,3.12,Low
+239,9,1.9,5.6,0.8,6.7,3.21,High
+240,6,2,5.3,3.5,7.2,3.26,High
+241,6.3,3.2,6.6,2.7,5.2,2.85,Moderate
+242,8,1.2,8.5,5.2,1.1,2.72,Moderate
+243,8.9,0.2,7.4,0.6,6.9,3.33,High
+244,8.1,2.8,7.8,0.1,5.2,2.98,High
+245,6.6,2.1,5.4,2.1,7.8,2.79,High
+246,7.8,2.8,9,0.9,3.5,3.11,Moderate
+247,5.8,0.4,8.2,4.2,5.4,2.88,Low
+248,8.5,3.5,8.6,2.7,0.7,3.15,High
+249,6.7,3.3,5.4,5.4,3.2,3.27,High
+250,7.3,2.6,7.6,4.4,2.1,3.13,Moderate
+251,5.4,0.2,6.2,1,11.2,2.75,Low
+252,9.9,1.3,5.9,4.7,2.2,3.57,High
+253,8.3,2,7.8,4.2,1.7,3.25,High
+254,6,2.7,5.4,0.2,9.7,2.92,High
+255,6.3,1.9,9.3,4.4,2.1,2.85,Moderate
+256,6.7,1.5,9.9,0.2,5.7,3.32,Moderate
+257,9.3,2.3,7.2,3.8,1.4,3.61,High
+258,9.5,1.7,6.4,3.6,2.8,3.42,High
+259,9.6,0.8,8.1,3.5,2,3.31,High
+260,8.6,3.6,5.9,1.4,4.5,3.37,High
+261,9.9,0.7,9.3,2,2.1,3.59,High
+262,7.2,2.1,6.8,3.6,4.3,3.01,Moderate
+263,5.8,1.6,9.8,1.5,5.3,2.61,Low
+264,8.9,0.5,9.8,2.2,2.6,3.57,High
+265,6.2,0.3,5.8,3.1,8.6,3.13,High
+266,7.2,1,8.1,4.2,3.5,2.98,Moderate
+267,5.8,0.7,5.2,4.4,7.9,2.81,High
+268,9.2,3.2,7.9,3.2,0.5,3.8,High
+269,6,0.4,6.3,0.3,11,3.05,Moderate
+270,5.2,0.5,7.3,5.6,5.4,2.79,Low
+271,6.6,2,5.2,0.9,9.3,3.17,High
+272,7.3,2.1,7.4,4,3.2,3.16,Moderate
+273,5.7,0.1,6.5,4.2,7.5,2.98,Low
+274,9.8,0.4,8.4,2.4,3,3.26,High
+275,9.3,0.7,8.5,4.6,0.9,3.43,High
+276,7.5,2.5,9.3,2.7,2,3.2,Moderate
+277,5.2,3.7,8.4,4.1,2.6,2.91,Low
+278,7,2.6,5.5,3.9,5,2.82,High
+279,10,0.2,9.9,1.6,2.3,3.56,High
+280,7.8,3,9.4,1.5,2.3,3.25,Moderate
+281,6.6,2.7,9,4.3,1.4,2.93,Moderate
+282,9.1,0.5,7.7,0,6.7,3.64,High
+283,6.6,1.5,7,4.2,4.7,2.79,Moderate
+284,6.2,1.5,6.1,0.4,9.8,2.5,Moderate
+285,8,2.7,8.1,2.4,2.8,3.4,Moderate
+286,7.6,1.9,5.1,2,7.4,3.08,High
+287,6.9,1.6,7.9,3.2,4.4,3.31,Moderate
+288,9.1,2.9,9.8,0,2.2,3.48,High
+289,6,0,8.2,5.4,4.4,2.92,Moderate
+290,5.3,3.7,6.8,0.6,7.6,2.78,Low
+291,7.4,1,6.4,1.8,7.4,3.15,Moderate
+292,6.6,2.4,8.6,1.6,4.8,3.27,Moderate
+293,7.1,0.5,5.9,4.1,6.4,3.09,High
+294,8.5,0.4,7.8,1.5,5.8,3.01,High
+295,9.8,1.9,9,1.8,1.5,3.5,High
+296,9.8,2.4,9.1,2.4,0.3,3.38,High
+297,6.1,0.8,8.1,2.5,6.5,2.67,Moderate
+298,8.9,1.1,9.1,2.1,2.8,3.2,High
+299,8.3,0.4,8.1,2.7,4.5,3.01,High
+300,8.7,3.5,6.1,0.5,5.2,3.37,High
+301,5.1,2.6,8,3.3,5,2.65,Low
+302,8,2,9.9,0.6,3.5,2.93,Moderate
+303,8.5,1.6,7.1,4.3,2.5,3.39,High
+304,6.4,0.3,5.4,5.4,6.5,3.29,High
+305,6,1.3,6.1,2.1,8.5,2.91,Moderate
+306,5.3,3.2,6.2,3.2,6.1,2.64,Low
+307,9.4,2.6,7.7,1.4,2.9,3.66,High
+308,10,2.6,7.8,2.6,1,3.26,High
+309,7.3,0.2,7.8,5.7,3,3.2,Moderate
+310,6,2.1,5.5,2.7,7.7,2.72,High
+311,8.8,1.4,8.3,4.4,1.1,3.1,High
+312,10,3.7,7.7,2.2,0.4,3.44,High
+313,7.6,2.5,5.4,4.5,4,3.17,High
+314,8.9,2.8,5.2,1.8,5.3,3.3,High
+315,6.3,1.4,5.4,5.6,5.3,2.58,High
+316,7,1.8,8,3.1,4.1,3.15,Moderate
+317,9.6,2,10,2,0.4,3.46,High
+318,6.9,3.5,9.3,3.5,0.8,3.02,Moderate
+319,9,1.2,5.4,2.4,6,3.46,High
+320,6.7,3.9,8.2,4.3,0.9,2.83,Moderate
+321,5.7,3.4,9.6,2.6,2.7,3.13,Low
+322,5.9,2,7,0.9,8.2,3,Low
+323,6.8,0.3,5.1,0.8,11,3.03,High
+324,9.8,1.7,6.6,3,2.9,3.58,High
+325,7.2,0.4,8.2,1.3,6.9,3.39,Moderate
+326,5.8,0.2,8.9,2.8,6.3,3.11,Low
+327,5.3,4,5.3,4.2,5.2,2.67,High
+328,8.5,0.2,7.5,6,1.8,3.21,High
+329,9.1,2.5,6.5,3.7,2.2,2.85,High
+330,5.7,3.5,7.2,1.2,6.4,3.04,Low
+331,6.8,1.7,9.1,4.4,2,2.9,Moderate
+332,5.1,1,8.8,0.8,8.3,2.25,Low
+333,7.7,0.9,5.1,1.4,8.9,3.15,High
+334,5.5,2.2,7.3,5.1,3.9,2.94,Low
+335,5.5,2,5.8,1.9,8.8,2.79,High
+336,6.9,1.6,7.3,4.7,3.5,3.38,Moderate
+337,9.5,3.8,8.9,0.6,1.2,3.3,High
+338,6.3,3.4,5.2,5.4,3.7,3.31,High
+339,7.3,2.5,8.3,5.3,0.6,3.36,Moderate
+340,5.3,2.1,5.8,4.4,6.4,3.11,High
+341,7.6,2.7,5.2,0.5,8,3.07,High
+342,5.4,0,9.8,4.4,4.4,2.85,Low
+343,6.8,1.2,6.7,4.6,4.7,2.81,Moderate
+344,5.9,0.4,8.3,4.6,4.8,2.99,Low
+345,6.3,0.1,5.4,5.8,6.4,3.14,High
+346,8.1,1.5,6,0.7,7.7,3.06,High
+347,8.1,3.1,8.2,2.4,2.2,3.09,High
+348,9.9,2.4,7.9,2.8,1,3.67,High
+349,9.1,2.6,5.6,2,4.7,3.16,High
+350,7.2,2.5,9.7,1.1,3.5,2.69,Moderate
+351,5.6,0.8,9.4,3.9,4.3,3.01,Low
+352,9.3,3.4,9.6,0.4,1.3,3.28,High
+353,8.8,1.8,9.2,3.1,1.1,3.45,High
+354,5.9,2.2,9.9,5.6,0.4,3.12,Low
+355,5.2,0.7,5.7,4.4,8,2.67,High
+356,7.5,3.4,8.7,2.4,2,3.24,Moderate
+357,8,2,6.5,3.4,4.1,3.35,Moderate
+358,8.2,3,5.8,2.8,4.2,3.31,High
+359,5,1,8.6,6,3.4,2.71,Low
+360,9,0.8,7.8,4.4,2,3.18,High
+361,8.1,0.8,6.8,4.7,3.6,3.19,High
+362,8.8,0.1,8.7,1.2,5.2,3.32,High
+363,9.8,1.5,6.6,0.9,5.2,3.61,High
+364,10,1.5,7.2,3.8,1.5,3.43,High
+365,9.4,2.4,7,2.1,3.1,3.1,High
+366,9,0.4,7.9,2.9,3.8,3.6,High
+367,8.2,0.3,7.9,3.4,4.2,3.64,High
+368,8.4,3.2,6.3,5,1.1,3.5,High
+369,7.5,0.3,5.3,2,8.9,3.26,High
+370,8.9,2.1,7.2,0.9,4.9,3.53,High
+371,6.6,1.7,5.4,1.3,9,3.29,High
+372,10,3.7,8.2,0.9,1.2,3.63,High
+373,8.2,3.1,5.6,2.5,4.6,3.16,High
+374,7.9,2.4,5.9,2.2,5.6,3.4,High
+375,6.7,0.1,5.1,5,7.1,3.03,High
+376,6.5,3.8,6.3,2.6,4.8,2.62,Moderate
+377,9.4,3.4,5.9,4.3,1,3.18,High
+378,5.7,0.3,8.6,3,6.4,2.28,Low
+379,7.2,2.9,8.8,0.8,4.3,2.88,Moderate
+380,8.8,2.6,9.8,0.2,2.6,3.38,High
+381,5.3,1.1,6.3,1.5,9.8,2.75,Low
+382,6.4,3,7.2,4.7,2.7,3.03,Moderate
+383,5.3,2,5.2,0.4,11.1,2.31,High
+384,6.7,3.6,5.1,4,4.6,3.18,High
+385,9.8,2.2,9.7,0.1,2.2,3.16,High
+386,8.7,3.9,6.3,3.3,1.8,3.2,High
+387,6,2.3,7.3,5.8,2.6,2.58,Moderate
+388,5.6,0.6,6.1,1.5,10.2,3.07,Low
+389,9.3,2.2,7.6,0.6,4.3,3.48,High
+390,5.3,2.8,7.7,0.5,7.7,2.93,Low
+391,7.3,1.9,5.8,5.7,3.3,3.18,High
+392,7.3,1.6,8.3,3.3,3.5,3.28,Moderate
+393,5.3,2.1,9,2.8,4.8,2.67,Low
+394,5.8,1.3,8.8,3.1,5,2.71,Low
+395,6,3.5,9.4,4.4,0.7,2.84,Moderate
+396,9.9,3.1,5.1,0.4,5.5,3.17,High
+397,7.3,3.6,7.7,2.7,2.7,3.15,Moderate
+398,9.1,1.5,8.9,4.3,0.2,3.21,High
+399,6,2.1,6.4,4.8,4.7,3.27,Moderate
+400,9,1.6,9.6,2,1.8,3.57,High
+401,5.8,2.8,9,1.9,4.5,2.8,Low
+402,5.9,3.6,8.3,0.9,5.3,2.8,Low
+403,7.2,2.5,5.4,5.3,3.6,3.08,High
+404,9.8,1.7,9.9,1.7,0.9,3.75,High
+405,8.2,0.7,9.4,2.4,3.3,3.47,High
+406,8.6,3.6,5.4,4.4,2,3.81,High
+407,5.9,3.4,9.1,3,2.6,2.68,Low
+408,7.4,3.3,7.3,2.1,3.9,3.34,Moderate
+409,7.5,3.3,6.7,1,5.5,3.29,Moderate
+410,5.5,1,5.7,2.1,9.7,2.93,High
+411,7.3,3,8.3,3.4,2,3.29,Moderate
+412,7.4,3.9,8.2,0.6,3.9,3.02,Moderate
+413,8.4,1.3,8.4,0.4,5.5,3.32,High
+414,6.1,3.3,6.4,3.9,4.3,2.86,Moderate
+415,8.5,2.1,6.5,1.3,5.6,3.38,High
+416,9.4,3.1,8.9,1.7,0.9,3.45,High
+417,6.3,3.6,8.4,3.2,2.5,2.92,Moderate
+418,7.3,3.5,7.7,2.1,3.4,2.9,Moderate
+419,9.9,0.4,7.1,0.3,6.3,3.55,High
+420,6.4,3.4,6.5,5.5,2.2,3,Moderate
+421,8.8,3.2,5.1,5.8,1.1,3.13,High
+422,9.1,1.1,9.4,0.5,3.9,3.58,High
+423,8.5,2.2,5.5,1.5,6.3,3.27,High
+424,6.5,2.4,6.5,1.8,6.8,2.91,Moderate
+425,8.7,0.2,9.5,4.8,0.8,3.5,High
+426,9.5,0.7,5.4,1.4,7,3.77,High
+427,9,0.1,7.9,6,1,3.36,High
+428,5.3,3.3,8,0.7,6.7,3.03,Low
+429,5.5,3.6,8.3,5,1.6,2.86,Low
+430,7.6,1.7,6.6,2.6,5.5,3.34,Moderate
+431,8.9,2.4,9.5,1.4,1.8,3.66,High
+432,8,2.8,6.2,3.1,3.9,3.46,Moderate
+433,5.5,1.5,7.4,3.9,5.7,2.85,Low
+434,8.7,2,8.2,0.4,4.7,3.42,High
+435,6.3,1.4,7.4,0.3,8.6,2.86,Moderate
+436,9.9,1.3,7.4,1.1,4.3,3.35,High
+437,8.1,1.1,6,3.1,5.7,3.15,High
+438,9,2.3,7.6,1.5,3.6,3.2,High
+439,9.7,1.6,5.4,3.7,3.6,3.39,High
+440,7.5,3.5,7.5,3.9,1.6,2.97,Moderate
+441,10,0.5,6.4,2.4,4.7,3.14,High
+442,9.5,2.9,8,1.1,2.5,3.11,High
+443,9.1,3.8,9.1,0,2,3.27,High
+444,6.3,0.2,8,4.1,5.4,2.97,Moderate
+445,5.6,1.5,7.3,2.2,7.4,2.8,Low
+446,8.8,0.3,5.4,2.1,7.4,3.12,High
+447,9.7,2.7,8.4,1.2,2,3.44,High
+448,8.2,3.7,8.1,3.5,0.5,3.23,High
+449,8.6,0.5,9.5,0.4,5,3.06,High
+450,5.1,1.7,6.5,2.9,7.8,2.79,Low
+451,7.9,0.2,5.6,3.4,6.9,3.44,High
+452,8.3,3.4,8.5,1.6,2.2,3.07,High
+453,8.4,1.1,6.5,4.7,3.3,3.54,High
+454,9.1,3.4,9.6,0.8,1.1,3.31,High
+455,6.6,2.3,6.9,3.6,4.6,3.2,Moderate
+456,6.9,0.7,7.2,0.9,8.3,3.26,Moderate
+457,9.5,1.4,5.8,0.2,7.1,3.69,High
+458,6.7,0.3,7,1.9,8.1,3.28,Moderate
+459,8.4,2.4,6.8,1.3,5.1,3.25,High
+460,8.4,0.6,7.4,0.2,7.4,3.32,High
+461,7.5,3.9,6.9,0.2,5.5,3.11,Moderate
+462,5.8,0.1,8.8,2.8,6.5,2.8,Low
+463,6.4,3.6,5.6,5.7,2.7,3.1,High
+464,8,3.3,9.9,0.8,2,3.13,Moderate
+465,9.8,1.6,6.9,1.9,3.8,3.23,High
+466,7.8,2.2,8.8,4.3,0.9,3.2,Moderate
+467,7.2,1.2,6.3,1.2,8.1,3.05,Moderate
+468,6.4,3.9,7.8,2,3.9,2.87,Moderate
+469,7.9,0.6,7.2,3.8,4.5,2.68,Moderate
+470,10,3.5,8.1,1.4,1,3.44,High
+471,8.1,0.8,7,0.2,7.9,3.74,High
+472,6.1,3.9,9.5,3.2,1.3,2.61,Moderate
+473,7.7,3.5,5.7,4.7,2.4,3.21,High
+474,6.4,3.5,9.7,0.7,3.7,2.89,Moderate
+475,7.3,3.9,7.4,4.7,0.7,2.74,Moderate
+476,6.4,0.8,8.8,2.3,5.7,3.21,Moderate
+477,7.6,2,7.9,5.2,1.3,3.13,Moderate
+478,9.1,3.1,7.9,3.7,0.2,3.42,High
+479,6,0.4,9.3,2.6,5.7,3.02,Moderate
+480,8.1,3.7,5.1,2.9,4.2,2.63,High
+481,8.4,2.9,8.5,0.6,3.6,3.07,High
+482,9,1.1,6.1,5.7,2.1,3.07,High
+483,5,4,8.4,5,1.6,2.9,Low
+484,8.7,0.6,8.8,4.5,1.4,3.41,High
+485,8.3,3.1,9.2,2.1,1.3,3.24,High
+486,5.4,1.6,7,0.4,9.6,2.63,Low
+487,6.7,0.4,9,5.7,2.2,2.63,Moderate
+488,5.4,2,9,4.2,3.4,2.85,Low
+489,5.3,0.3,7,1.8,9.6,2.64,Low
+490,9,3.7,7,3.9,0.4,3.16,High
+491,6.6,1.9,6.1,3.8,5.6,3,Moderate
+492,6.8,2.6,5.6,5.3,3.7,3.08,High
+493,7.5,1.8,7.9,3.7,3.1,3.17,Moderate
+494,6.2,2.9,9.1,4.7,1.1,2.83,Moderate
+495,7.8,2.1,5.7,4.7,3.7,3.16,High
+496,6.4,0.5,8.1,0.3,8.7,2.61,Moderate
+497,8.7,1.3,5,3.1,5.9,3.24,High
+498,9.2,0,6.2,4.4,4.2,3.41,High
+499,6.6,0.4,6.8,1.6,8.6,2.89,Moderate
+500,8.9,3.6,7.2,3.9,0.4,3.51,High
+501,6.9,3.9,5.4,4.1,3.7,2.55,High
+502,8.2,2.8,5,1,7,3.2,High
+503,8.6,2.7,9.8,2.2,0.7,3.31,High
+504,6.5,0.4,8.9,3.9,4.3,3.01,Moderate
+505,5.2,1.4,9.8,3,4.6,2.49,Low
+506,6,1.5,6.8,0.3,9.4,2.44,Moderate
+507,8.8,1.7,9.1,3.7,0.7,3.44,High
+508,7.4,3.5,6.1,4.1,2.9,2.88,Moderate
+509,8,1.2,5.7,3.9,5.2,3.03,High
+510,8.2,1.6,8.6,1.1,4.5,3.46,High
+511,9.5,1.1,6.8,0.3,6.3,3.43,High
+512,6.3,3.3,5.1,2.3,7,2.74,High
+513,6.7,0.1,5.6,2.5,9.1,2.49,High
+514,7.7,2.4,5,2.8,6.1,3.12,High
+515,9.8,2.1,8.4,1.2,2.5,3.61,High
+516,7.6,3.9,5.6,0.1,6.8,3.28,High
+517,8.9,3.2,5.6,1.6,4.7,3.36,High
+518,6.7,1.5,5,1.8,9,3.31,High
+519,8.2,3.9,9.2,0.1,2.6,3.26,High
+520,8.9,1.8,7,1.8,4.5,3.38,High
+521,5.3,0.9,6.2,2.9,8.7,2.76,Low
+522,5.3,3.8,9.7,4.1,1.1,3.13,Low
+523,10,2.2,9.8,0.2,1.8,3.25,High
+524,6,0.6,8.1,4.7,4.6,2.78,Moderate
+525,7.9,0.6,9.1,3.8,2.6,3.5,Moderate
+526,6.3,1.4,9.6,1.7,5,2.74,Moderate
+527,7.3,3.6,8.5,0.3,4.3,2.93,Moderate
+528,5.7,3.8,7.6,1.5,5.4,3.27,Low
+529,7.5,2.7,5.4,1.6,6.8,3.09,High
+530,7.7,1.7,5.2,1,8.4,3.43,High
+531,7.2,0.8,5.2,5.1,5.7,2.99,High
+532,9.8,0.8,9.8,3.6,0,3.59,High
+533,8.6,3.9,7.8,1,2.7,3.69,High
+534,5.4,2.5,9.9,1.1,5.1,2.54,Low
+535,9,3.6,9.7,1.6,0.1,3.44,High
+536,8.8,0.6,7.4,4.3,2.9,3.32,High
+537,6.2,2.6,8.3,1,5.9,3.23,Moderate
+538,7.5,0,5,2.1,9.4,3.2,High
+539,9.6,0.9,8.2,1.2,4.1,3.62,High
+540,8.6,0.4,7.1,0.2,7.7,3.2,High
+541,7.4,2.6,5.6,1.7,6.7,3.26,High
+542,10,0.2,8.8,1.9,3.1,3.46,High
+543,7,3,9.6,4.2,0.2,2.68,Moderate
+544,8.9,1,7.8,2.2,4.1,3.54,High
+545,8.3,1,6,5.5,3.2,3.25,High
+546,6.1,0.2,5.2,1.1,11.4,2.72,High
+547,9.3,1.1,9.8,2.2,1.6,3.79,High
+548,7.6,3,6.4,2.1,4.9,2.83,Moderate
+549,9.5,3.8,9.5,0.5,0.7,3.4,High
+550,7.5,0.8,8,1.1,6.6,3.43,Moderate
+551,6.7,3.4,6,0.4,7.5,2.48,Moderate
+552,9.1,3.3,6.7,3.4,1.5,3.4,High
+553,8.9,2.6,5.8,5.3,1.4,2.98,High
+554,7.1,0.2,5.6,4.6,6.5,3.13,High
+555,5,1.7,7.6,0.3,9.4,2.53,Low
+556,6.2,0,8.6,5.8,3.4,2.71,Moderate
+557,6.1,2.7,8.7,5.1,1.4,2.57,Moderate
+558,6.6,2.9,9.1,1,4.4,2.85,Moderate
+559,6.9,3.6,9,4.4,0.1,2.92,Moderate
+560,8,2.6,5.4,3.3,4.7,3.48,High
+561,8.5,0.7,8.9,3.4,2.5,3.41,High
+562,6.5,2.9,8.8,0.6,5.2,2.67,Moderate
+563,7.6,2,6.8,5.6,2,3.25,Moderate
+564,8.6,1.8,9.6,2.8,1.2,3.47,High
+565,8.6,3.4,6.4,4.5,1.1,3.18,High
+566,6.7,3.9,9.3,2.9,1.2,2.78,Moderate
+567,8.6,2.2,9.7,1.7,1.8,3.07,High
+568,8.9,2.9,6.9,0.1,5.2,3.26,High
+569,9.2,0,8.5,5.8,0.5,3.08,High
+570,8.5,3.3,7.7,4.4,0.1,3.2,High
+571,5.3,2,8.6,5.2,2.9,2.89,Low
+572,7.8,1.6,5.7,5.2,3.7,3.06,High
+573,5.8,1.2,6.5,5.2,5.3,3.08,Low
+574,6.3,2.5,7.9,5,2.3,3.07,Moderate
+575,9.5,0,8.4,0.3,5.8,3.07,High
+576,6.5,1.4,8.1,2,6,3.06,Moderate
+577,8.7,1.6,5.3,4.7,3.7,3.2,High
+578,8.4,1.3,5.3,2.2,6.8,2.92,High
+579,9.7,2.6,8.4,2.1,1.2,3.38,High
+580,8.8,0.4,6.4,1.7,6.7,3.05,High
+581,7.2,3.9,5.3,3.1,4.5,3.03,High
+582,8.7,2.8,7.1,1.9,3.5,3.12,High
+583,7,1.1,6,2.9,7,2.87,Moderate
+584,8.3,3.9,8,0.3,3.5,3.04,High
+585,5.4,3.8,6.5,0.6,7.7,3.14,Low
+586,8.2,1.1,5.1,5.8,3.8,3.5,High
+587,6.3,2.7,8.5,3.7,2.8,2.72,Moderate
+588,8,3.5,9.7,0.3,2.5,3.02,Moderate
+589,5.8,3.8,8.7,5,0.7,2.95,Low
+590,8.5,2.7,7,0.1,5.7,3.01,High
+591,7.9,1,7.3,5.7,2.1,3.41,Moderate
+592,5.9,2.7,9.9,0.6,4.9,2.82,Low
+593,5,1.7,5.5,4.5,7.3,2.72,High
+594,6.3,1.7,8.6,0.1,7.3,3.11,Moderate
+595,7.9,2.5,8.2,1.3,4.1,3.08,Moderate
+596,6,3.5,8.7,0.1,5.7,2.95,Moderate
+597,6.2,0.9,6.4,1.5,9,2.92,Moderate
+598,8.7,2.4,8.4,0.4,4.1,3.16,High
+599,9.8,3.4,9,1.5,0.3,3.49,High
+600,6,2.5,8.7,4.4,2.4,3.05,Moderate
+601,7.6,0.3,6.9,5.5,3.7,3.35,Moderate
+602,6.3,1.5,9.5,4,2.7,3.42,Moderate
+603,8.9,1.8,8.2,1.3,3.8,3.21,High
+604,7.2,2.6,9.7,0.3,4.2,3.42,Moderate
+605,9.1,1.2,7.2,0.1,6.4,3.37,High
+606,5.3,2,9.6,0.6,6.5,2.41,Low
+607,8.8,1.6,8.3,1.4,3.9,3.26,High
+608,5.4,0.7,8.3,5.3,4.3,2.75,Low
+609,9.1,2.7,5.6,1.7,4.9,3.15,High
+610,7.6,2.1,6.8,2.1,5.4,2.97,Moderate
+611,9.1,3.2,6.5,4.8,0.4,3.34,High
+612,6.8,2,9.7,4.8,0.7,3.09,Moderate
+613,5.5,1.6,7.8,3,6.1,2.9,Low
+614,8.4,3.4,9.3,2.2,0.7,3.2,High
+615,7.2,2.4,5.8,4,4.6,3.19,High
+616,6.1,0.5,5.8,0,11.6,2.73,High
+617,8.6,2.9,7.6,0.8,4.1,3.15,High
+618,5.5,0.9,7.6,3.6,6.4,2.57,Low
+619,6.2,0.2,7,1.4,9.2,3.13,Moderate
+620,7.1,1.7,7.7,4.2,3.3,3.48,Moderate
+621,8.5,0.7,7.5,2.5,4.8,3.34,High
+622,7.7,0.5,8,0.7,7.1,3.34,Moderate
+623,6.7,0.6,8.5,1.2,7,3.18,Moderate
+624,6,2,7.1,0.1,8.8,2.85,Moderate
+625,9,0.3,7.4,3.4,3.9,3.64,High
+626,6.3,0,8.6,3.2,5.9,3.14,Moderate
+627,9.2,3.3,9.2,1.1,1.2,3.6,High
+628,7.3,0.7,9.3,5.3,1.4,2.97,Moderate
+629,7.3,0.3,6.9,4.8,4.7,3.09,Moderate
+630,5.3,3.5,6.9,3.3,5,2.81,Low
+631,9.8,0.3,8.2,0.4,5.3,3.71,High
+632,7.2,4,7.8,1.6,3.4,2.98,Moderate
+633,6.1,1.4,6.9,0.4,9.2,2.79,Moderate
+634,8.6,2.6,8.5,0,4.3,2.85,High
+635,6.1,2.6,7.4,0,7.9,3.03,Moderate
+636,7.7,0.3,8.8,3.5,3.7,3.29,Moderate
+637,8.9,3,9,1.6,1.5,3.42,High
+638,8.1,3,5.8,1.2,5.9,3.04,High
+639,9.5,3,9.5,1.5,0.5,3.76,High
+640,9.4,2.3,8.2,0.6,3.5,3.62,High
+641,7.4,2.9,6.4,1.2,6.1,2.89,Moderate
+642,6.1,1.7,9.5,3,3.7,2.76,Moderate
+643,5.9,0.3,8.5,2.3,7,2.99,Low
+644,9,1.1,8.5,1.4,4,3.56,High
+645,9.7,2.5,6.6,1.4,3.8,3.57,High
+646,6.1,2.4,6.3,4,5.2,2.73,Moderate
+647,9.1,3.1,8.8,0.6,2.4,3.42,High
+648,6.8,1.7,5.2,1.6,8.7,2.91,High
+649,5.2,3.5,6.2,3.3,5.8,2.8,Low
+650,6.6,3.6,9.4,1.4,3,2.94,Moderate
+651,9.5,4,9.1,1.2,0.2,3.52,High
+652,5.3,0.4,10,2,6.3,2.49,Low
+653,8.7,3.2,9.3,2.8,0,3.1,High
+654,5.1,1.4,8.9,3.4,5.2,2.72,Low
+655,6.6,2.6,6.2,0.1,8.5,3.11,Moderate
+656,8.8,0.2,9.2,3.6,2.2,3.59,High
+657,7.8,2.5,9.3,2.6,1.8,3.2,Moderate
+658,8.8,1.8,8.5,1.9,3,3.32,High
+659,6.1,2.4,9.6,5.5,0.4,2.99,Moderate
+660,6.1,4,9.9,2.6,1.4,2.49,Moderate
+661,9,2.9,8,0.2,3.9,3.74,High
+662,8.4,1.5,9.7,0.7,3.7,3.16,High
+663,7.5,2.8,8.5,3.4,1.8,2.98,Moderate
+664,8.2,2.4,5.9,4.2,3.3,3.13,High
+665,7.3,2.7,9.2,0.8,4,3.41,Moderate
+666,9.2,3.2,9.8,1,0.8,3.55,High
+667,7.4,1.6,5.8,3.4,5.8,3.19,High
+668,7.9,2.4,6.8,0.3,6.6,3.14,Moderate
+669,5.2,1.7,5.4,3.6,8.1,2.55,High
+670,9.3,3.5,6,3.8,1.4,3.52,High
+671,6.4,3.2,10,0.1,4.3,3.01,Moderate
+672,9.9,1.9,9.2,0.2,2.8,3.65,High
+673,6.7,0.3,9.9,4.9,2.2,2.96,Moderate
+674,5.4,0.8,6.1,2.8,8.9,2.66,Low
+675,6.3,0.4,5.8,0.9,10.6,2.93,High
+676,6.4,3.2,6.6,1.8,6,3.06,Moderate
+677,6.2,0.5,6.3,2.1,8.9,2.84,Moderate
+678,6.1,3.2,5.7,2.1,6.9,2.95,High
+679,9.3,0.6,5.4,2.9,5.8,3.51,High
+680,9,0.5,7.9,3,3.6,2.99,High
+681,5.7,2.5,6.4,2.9,6.5,2.84,Low
+682,6.5,3.3,5.3,2.5,6.4,2.81,High
+683,7.3,2.9,7.9,3.9,2,3.19,Moderate
+684,6.6,2.2,9.2,5.9,0.1,3.06,Moderate
+685,9.4,1.5,6,2.9,4.2,3.4,High
+686,7.4,3.4,6.8,5.2,1.2,3.45,Moderate
+687,7,1.3,7.3,4.6,3.8,3,Moderate
+688,9.8,0.7,7.8,3.3,2.4,3.41,High
+689,7.4,2.6,6.1,3.3,4.6,3.41,Moderate
+690,5.7,2.3,5.9,1.7,8.4,2.62,High
+691,6.1,0.7,9.1,1.7,6.4,2.69,Moderate
+692,6.9,3.2,6.8,0.5,6.6,3.08,Moderate
+693,7.8,3.4,9,0.7,3.1,2.95,Moderate
+694,6.1,3.5,6.2,1.6,6.6,3.05,Moderate
+695,5,3.5,9,3.8,2.7,2.62,Low
+696,7.3,1.4,5.5,2.9,6.9,3.19,High
+697,9.6,0.2,6.5,1.2,6.5,3.5,High
+698,7.3,1.9,8.8,0.9,5.1,3.06,Moderate
+699,7.4,1.7,8,6,0.9,3,Moderate
+700,9.1,0.7,5.2,1.2,7.8,3.64,High
+701,6.7,2,8.1,5.5,1.7,3.11,Moderate
+702,5.3,0.1,7.8,2.6,8.2,3.58,Low
+703,9.2,0.6,5.1,2.7,6.4,3.27,High
+704,8,1.1,5.9,2.3,6.7,3.27,High
+705,9,1.6,8.8,0.6,4,3.2,High
+706,8.4,2.3,9.6,1.4,2.3,3.41,High
+707,5.3,0.1,9.1,3.1,6.4,2.65,Low
+708,6.7,0.1,9.8,4,3.4,3.15,Moderate
+709,9.7,1.1,8.1,3.5,1.6,3.63,High
+710,9.7,3.5,8.7,0.6,1.5,3.36,High
+711,6.4,3.9,5.1,4.3,4.3,3.14,High
+712,10,1.2,6.7,0.5,5.6,3.79,High
+713,7.2,1,6.7,5,4.1,3.21,Moderate
+714,5.3,0.4,5.8,3.6,8.9,2.76,High
+715,5.8,3.9,7.2,3,4.1,2.83,Low
+716,8.3,3,8.8,2.3,1.6,2.92,High
+717,9.5,3.3,8.8,0.1,2.3,3.24,High
+718,7,3.5,9.5,3.6,0.4,3.4,Moderate
+719,6.6,2.8,6.4,1.1,7.1,2.88,Moderate
+720,7.1,3.3,5.6,4.4,3.6,2.85,High
+721,7.7,1.2,7.5,1.8,5.8,2.88,Moderate
+722,5.8,0.5,7.7,5.4,4.6,3.27,Low
+723,6.7,2.9,8.3,5.6,0.5,3.06,Moderate
+724,8.3,3.6,7,1.7,3.4,3.5,High
+725,5.1,3.3,9,0.6,6,2.54,Low
+726,5.6,3.9,6.1,0.4,8,3.32,Low
+727,8,3,5.2,4,3.8,3.01,High
+728,5.9,2.3,6.5,5.6,3.7,2.9,Low
+729,9.1,3.9,6.3,4.6,0.1,2.98,High
+730,5.3,0.2,8.5,2.7,7.3,2.62,Low
+731,6.1,2.5,6.3,3.5,5.6,3.13,Moderate
+732,9.1,1.9,6.8,2.2,4,3.27,High
+733,9,1.3,6,0.5,7.2,3.05,High
+734,9.2,0.9,6.9,4.9,2.1,2.81,High
+735,9.1,1.5,7.3,1.8,4.3,3.4,High
+736,7.7,0.1,7.4,2.4,6.4,3.24,Moderate
+737,5.8,2.6,9.9,3.2,2.5,2.8,Low
+738,7.1,0.5,8.1,5.6,2.7,3.1,Moderate
+739,8.3,0.3,6.8,3.3,5.3,3.48,High
+740,9.1,2.4,6.9,1.4,4.2,3.3,High
+741,5.5,1.4,7.1,4.1,5.9,2.71,Low
+742,7,0.7,5.8,5,5.5,3.09,High
+743,5.2,1.7,5.8,5.3,6,2.48,High
+744,7.5,2.9,9.8,0.8,3,3.19,Moderate
+745,9.4,3.7,9.6,0.8,0.5,3.16,High
+746,8.8,2.1,8.4,2,2.7,3.66,High
+747,8.7,3.3,5.7,5,1.3,3.55,High
+748,7.2,1.5,9.6,1.4,4.3,3.11,Moderate
+749,9.2,1.9,7.6,1.6,3.7,3.02,High
+750,5.2,1.1,5,5.9,6.8,2.93,High
+751,9.8,1.6,8.6,1.4,2.6,3.68,High
+752,9.7,1.6,8.9,1,2.8,3.57,High
+753,10,0.1,8,3.9,2,3.35,High
+754,9.7,0.7,8.1,1.2,4.3,3.53,High
+755,6.5,2.2,7.1,1,7.2,2.91,Moderate
+756,8.8,3.6,5.4,2.4,3.8,3.08,High
+757,5.5,0.1,8.3,3.6,6.5,2.73,Low
+758,5.1,3.3,9.9,0.8,4.9,2.64,Low
+759,6.2,3.5,9.6,2,2.7,2.55,Moderate
+760,5.1,2.3,5.1,4.7,6.8,3.03,High
+761,6.5,0.2,7.9,2.4,7,2.98,Moderate
+762,6.4,2.8,6.4,5.4,3,3.05,Moderate
+763,6.9,2.2,5.3,2.6,7,3.12,High
+764,6.1,0.9,9.1,5.6,2.3,3.01,Moderate
+765,5.5,1.8,6.7,5.2,4.8,2.24,Low
+766,6.7,1.6,7.6,1,7.1,2.93,Moderate
+767,7.9,3.2,8.8,0.6,3.5,3.09,Moderate
+768,6.8,1.6,8.4,0.3,6.9,2.88,Moderate
+769,5.2,1.6,8.5,1.2,7.5,2.52,Low
+770,9.4,3.6,6.5,1,3.5,3.57,High
+771,7.1,1,8.4,5,2.5,3.26,Moderate
+772,7,0.6,8.7,2.2,5.5,3.15,Moderate
+773,8.4,1.1,5.4,6,3.1,3.44,High
+774,9.3,1.2,7.3,3.7,2.5,3.76,High
+775,7.1,1.7,6.7,3.4,5.1,2.99,Moderate
+776,9.7,2.8,9.1,1.3,1.1,3.54,High
+777,8.9,0.1,9.1,0.2,5.7,3.14,High
+778,8.8,1,9.3,0.5,4.4,3.18,High
+779,5.6,3.9,8.4,5.1,1,3.08,Low
+780,8,2.4,8.4,3,2.2,2.96,Moderate
+781,7.1,1.1,8.8,1.4,5.6,2.85,Moderate
+782,8.1,3,6.1,0.4,6.4,3.37,High
+783,5.7,2.4,9.2,0.3,6.4,2.69,Low
+784,7.4,3.7,6.7,2.8,3.4,3.36,Moderate
+785,5.1,0.3,6.3,0.2,12.1,2.55,Low
+786,7.7,0.7,6.5,4,5.1,3.54,Moderate
+787,9.8,0.2,9.5,2.6,1.9,3.47,High
+788,5.3,0.4,8,2,8.3,3.37,Low
+789,9.6,1.6,5.7,4.3,2.8,3.49,High
+790,8.5,3.6,9,2,0.9,2.9,High
+791,8.4,3.8,6.5,0,5.3,3.08,High
+792,8.3,2.5,8,0.1,5.1,3.1,High
+793,8.6,1.3,8.3,3.2,2.6,3.11,High
+794,5.5,3.3,9.6,3.6,2,2.75,Low
+795,5.5,1.6,8.6,4.7,3.6,2.64,Low
+796,6.3,0.1,7.7,5.1,4.8,3.22,Moderate
+797,9.8,2.3,7.6,0.4,3.9,3.04,High
+798,8,1.6,6.2,0.6,7.6,3.38,Moderate
+799,6.6,0.4,5.9,5.9,5.2,3.27,High
+800,9.4,4,7.9,2.2,0.5,2.91,High
+801,6.6,1.2,7,4,5.2,2.76,Moderate
+802,5.7,2.5,5.6,3.5,6.7,3.08,High
+803,8.5,2.8,8.8,3.4,0.5,3.63,High
+804,8.1,0.7,5.1,1.7,8.4,3.21,High
+805,7.2,2.5,9.2,1,4.1,3.07,Moderate
+806,7.9,2.2,5.4,0.3,8.2,2.99,High
+807,5.5,2.3,7.7,1.4,7.1,3.05,Low
+808,5.2,2,8.4,1.5,6.9,2.88,Low
+809,6.5,2.5,9.5,4.5,1,3.29,Moderate
+810,6.8,2.6,7.3,1.1,6.2,3.13,Moderate
+811,8.5,2.2,6.8,5.5,1,3.07,High
+812,8.4,1.6,8.8,2.4,2.8,3.51,High
+813,7.1,3.7,6.3,0.7,6.2,3.15,Moderate
+814,6.9,0.2,6.7,3,7.2,3.05,Moderate
+815,5.8,2.6,10,2.5,3.1,2.64,Low
+816,5.6,3.5,7.1,2.3,5.5,2.5,Low
+817,8.3,1.8,8.2,0.4,5.3,3.33,High
+818,5.8,1.9,8,3.5,4.8,2.9,Low
+819,7,1.4,5.6,2.4,7.6,3.15,High
+820,6,0.2,7.8,3.6,6.4,2.75,Moderate
+821,9.4,2.3,6.7,4.5,1.1,3.25,High
+822,7.8,3.6,7,1.7,3.9,3.19,Moderate
+823,5.7,0.6,7.2,3.6,6.9,2.96,Low
+824,9.1,0.3,7.4,3.8,3.4,3.66,High
+825,9.1,3.1,6.4,5.1,0.3,3.45,High
+826,7.9,3.7,8.4,1.9,2.1,2.68,Moderate
+827,9,3.8,5.1,5.9,0.2,3.22,High
+828,7.2,2.6,6.9,0.3,7,3,Moderate
+829,8,3.6,6.9,1.2,4.3,3.08,Moderate
+830,9.1,3.3,7.9,1.3,2.4,3.35,High
+831,9,2.2,9.1,2.3,1.4,3.44,High
+832,7.1,3.8,7.7,3.3,2.1,3.33,Moderate
+833,6.1,2.5,7.9,1.1,6.4,2.94,Moderate
+834,8.8,2.1,6.1,4,3,3.2,High
+835,5.4,1.8,5.8,1.1,9.9,2.71,High
+836,5.3,1.6,7.6,2.9,6.6,2.54,Low
+837,6.9,3.4,5.7,3,5,3.37,High
+838,9.4,2.2,9.8,0.1,2.5,3.79,High
+839,5.5,0.2,5.9,3.2,9.2,2.74,High
+840,9.7,3.4,6.5,0.3,4.1,3.48,High
+841,5.8,0.5,5.6,3.1,9,2.73,High
+842,9.9,2.7,9.7,0.2,1.5,3.23,High
+843,6.9,2.2,5.4,0,9.5,3.27,High
+844,7.1,2,7.1,0.1,7.7,3.34,Moderate
+845,6.7,0.7,5.5,5.7,5.4,3.31,High
+846,6.6,1.6,6.2,0.6,9,3.12,Moderate
+847,5.9,3.2,8.4,3.3,3.2,3.05,Low
+848,5.4,1.1,6.7,4.7,6.1,2.8,Low
+849,10,1,9.4,3,0.6,3.4,High
+850,7,3.9,5.9,4.8,2.4,2.78,High
+851,6.7,2.9,7.1,3.5,3.8,3.09,Moderate
+852,9.3,0.2,8.5,0.8,5.2,3.49,High
+853,7.1,2.2,7,3.1,4.6,2.87,Moderate
+854,5.7,0.6,9.7,5.3,2.7,3.18,Low
+855,9.5,4,6,1.6,2.9,3.39,High
+856,7.1,1.4,8,3.5,4,3.48,Moderate
+857,5.8,1.9,7.8,3.4,5.1,3.01,Low
+858,5.1,1.4,8.9,3.4,5.2,2.6,Low
+859,6.3,2.8,7.8,4.8,2.3,3.08,Moderate
+860,7.4,0.5,6.3,2.5,7.3,3.4,Moderate
+861,8,2.1,6.4,0,7.5,2.83,Moderate
+862,8.7,0.1,7.9,5.6,1.7,3.3,High
+863,5.9,1.9,5.5,3.8,6.9,2.45,High
+864,7.6,3.6,6,0.1,6.7,3.38,Moderate
+865,9.3,2.3,9.5,1.7,1.2,3.34,High
+866,8.7,3.7,7.9,0.7,3,3.57,High
+867,6.3,0.8,6.2,1.8,8.9,3.37,Moderate
+868,7.1,2.5,5.4,0.5,8.5,3.33,High
+869,5.9,2.1,6.1,1.7,8.2,3.13,Low
+870,5.1,2.6,8.3,4.8,3.2,2.69,Low
+871,9.7,0.1,5.8,5.3,3.1,3.92,High
+872,8.3,2.7,9.7,3.3,0,2.95,High
+873,8.6,1.1,9.4,0.2,4.7,3.36,High
+874,6.3,0.9,5.7,5.2,5.9,2.9,High
+875,7.5,2.7,6.2,4.5,3.1,2.97,Moderate
+876,7.1,0.8,9.9,3.9,2.3,3.28,Moderate
+877,9.7,1.2,8.9,3.2,1,3.26,High
+878,8.4,2.9,7.9,1,3.8,3.2,High
+879,7.5,1.2,7.1,3.9,4.3,2.96,Moderate
+880,7,1.1,6,4.7,5.2,3.2,Moderate
+881,9.5,1.5,8.8,3.8,0.4,3.36,High
+882,9.8,1.5,6.7,0.4,5.6,3.54,High
+883,7.4,0.4,6.2,1.9,8.1,3.16,Moderate
+884,6.5,3.4,9.3,3.7,1.1,3.02,Moderate
+885,5.7,2.8,9.7,4,1.8,2.86,Low
+886,8.2,2,5.6,1.9,6.3,2.81,High
+887,9,3.4,5.7,5.6,0.3,3.59,High
+888,8.8,3.2,9.7,0.7,1.6,3.07,High
+889,9.3,0.5,8.5,4.2,1.5,3.17,High
+890,9.4,0.7,5.3,4.3,4.3,3.57,High
+891,7.4,3.4,6.9,1,5.3,3.15,Moderate
+892,5.9,2.9,7.6,3.6,4,3.13,Low
+893,7.3,3.3,9.1,3.1,1.2,3.34,Moderate
+894,6.8,3.5,8.6,0.6,4.5,3.23,Moderate
+895,7,3.5,5.2,5.8,2.5,3.26,High
+896,6.4,1,9.7,1.8,5.1,3.25,Moderate
+897,8.9,1.6,5.7,0.1,7.7,3.42,High
+898,6.8,1.4,6.7,3.1,6,3.03,Moderate
+899,7.2,3.5,7.5,2.9,2.9,3.04,Moderate
+900,8.3,2.4,7.1,2.5,3.7,3.22,High
+901,8.9,0.8,9.1,3.4,1.8,3.1,High
+902,6.3,3,7.6,1.9,5.2,2.48,Moderate
+903,8,4,7.2,4.4,0.4,3.11,Moderate
+904,6,1.7,6.1,0,10.2,2.87,Moderate
+905,9.6,3.4,8.7,0.4,1.9,3.5,High
+906,7.2,0.5,7.6,2.1,6.6,3.11,Moderate
+907,6.9,2.5,8.6,0.7,5.3,3.29,Moderate
+908,6.7,1.8,8.4,3.1,4,2.92,Moderate
+909,9.3,3.5,5,4.7,1.5,3.45,High
+910,7.4,3.9,8.8,1,2.9,3.11,Moderate
+911,7.7,4,9.3,0.3,2.7,2.96,Moderate
+912,5,1.6,6.2,4.9,6.3,3.01,Low
+913,6.7,3.3,5,1.8,7.2,2.85,High
+914,5.3,0.7,7.8,1.7,8.5,2.64,Low
+915,7.1,1.5,9.4,5.4,0.6,2.65,Moderate
+916,5.5,3.8,5.3,1.8,7.6,2.81,High
+917,6.5,1.3,5.8,4.7,5.7,3.04,High
+918,5.6,0.3,9.5,1.1,7.5,2.66,Low
+919,9.1,2.2,5.4,5.7,1.6,3.48,High
+920,5.8,3.4,5.1,3.1,6.6,2.79,High
+921,8.8,3.7,9.5,1.6,0.4,3.29,High
+922,6.4,1.2,6.9,2.4,7.1,3,Moderate
+923,7.7,0.6,8.5,1,6.2,3.16,Moderate
+924,9,3,8.2,0.6,3.2,2.96,High
+925,7.7,0.3,6.9,2.5,6.6,3.08,Moderate
+926,5.9,1.6,9.7,0.8,6,2.86,Low
+927,8.8,0.4,9.9,1.9,3,3.19,High
+928,8.1,0.8,5.7,5.6,3.8,3.45,High
+929,9.6,3.5,8.1,2.3,0.5,3.4,High
+930,6.6,2.5,6.8,0.9,7.2,2.88,Moderate
+931,8,3.3,6.9,0.8,5,3.08,Moderate
+932,6.5,2.6,8,4.2,2.7,2.83,Moderate
+933,6.8,3.3,6,2.8,5.1,2.92,Moderate
+934,5.5,3.5,6.7,4.1,4.2,2.92,Low
+935,5.1,2.8,6.6,0.3,9.2,2.49,Low
+936,6.9,0.3,5.7,1.8,9.3,3.15,High
+937,5.4,3.6,5,2.9,7.1,2.74,High
+938,9.6,0.6,9.8,0.8,3.2,3.29,High
+939,8.7,2.2,9.4,2,1.7,3.03,High
+940,5.8,3.7,6.6,2.2,5.7,2.9,Low
+941,8.8,1.4,9.8,3,1,3.51,High
+942,5.2,1,7.3,1.4,9.1,2.83,Low
+943,8.7,3.7,7.1,1.5,3,3.29,High
+944,7.4,1.4,9.5,3.2,2.5,3.22,Moderate
+945,8.8,3.2,6.7,2.3,3,3.24,High
+946,9,3.8,8.1,2.3,0.8,3.55,High
+947,9,3.4,7,0.2,4.4,3.68,High
+948,7.3,3,6.8,3.8,3.1,2.91,Moderate
+949,5.9,3,7.7,1.2,6.2,3.09,Low
+950,7.4,0.9,9.8,4.2,1.7,2.94,Moderate
+951,9.8,1.7,7.4,4.6,0.5,3.84,High
+952,6.3,1.8,5.6,1.2,9.1,2.99,High
+953,5,0.2,9.9,1.5,7.4,2.94,Low
+954,7.8,0.6,8.6,3.6,3.4,3.26,Moderate
+955,8.7,3.1,9.9,1.3,1,3.55,High
+956,5.3,3.6,5.6,2,7.5,2.53,High
+957,9.1,2.4,7,2.6,2.9,3.28,High
+958,9.3,0.4,8.9,4.6,0.8,3.58,High
+959,5.9,1.7,5.8,4.2,6.4,3.32,High
+960,6,0.8,5.2,1.9,10.1,3.01,High
+961,7.8,3.4,8.3,2,2.5,3.18,Moderate
+962,6.3,0.2,8.6,0.7,8.2,3.1,Moderate
+963,6.5,2.1,7.8,3.6,4,2.9,Moderate
+964,8.1,3.9,8.6,3.1,0.3,2.99,High
+965,8.8,2.4,6,4,2.8,3.59,High
+966,7.4,2.1,6.7,3.1,4.7,3.44,Moderate
+967,6,3.2,5.9,0.5,8.4,3.28,High
+968,7.2,1.1,7.8,2.1,5.8,2.93,Moderate
+969,9.7,3.7,7.5,1,2.1,3.04,High
+970,9.6,0,7.8,4.4,2.2,3.38,High
+971,7.4,0.3,9.9,3.1,3.3,2.84,Moderate
+972,7.4,1.7,5.4,0.6,8.9,3.23,High
+973,9.2,1,6,3,4.8,3.18,High
+974,5.2,0.2,9.2,0.7,8.7,2.82,Low
+975,5.2,1.8,9.2,1.6,6.2,2.68,Low
+976,7.2,2.3,7.9,2,4.6,3.06,Moderate
+977,6.6,0.4,6.8,0.6,9.6,3.31,Moderate
+978,6.4,2.5,7.3,2.9,4.9,3.12,Moderate
+979,8.8,1.1,6.6,5.5,2,3.32,High
+980,9.6,2.4,7.7,1.1,3.2,3.3,High
+981,6.7,3.4,7.8,3.1,3,2.98,Moderate
+982,8,0.3,8.4,5.6,1.7,3.28,Moderate
+983,7.9,0.5,7.9,4.6,3.1,3.38,Moderate
+984,8.2,3.6,8.1,0.5,3.6,3.18,High
+985,6.5,0.8,9.5,4.6,2.6,2.74,Moderate
+986,5.9,3,7.4,1.4,6.3,3.1,Low
+987,8.1,0.2,6.6,2.8,6.3,3.14,High
+988,6,3.1,7.1,3.4,4.4,2.84,Moderate
+989,5.1,0.1,7.2,4.9,6.7,2.94,Low
+990,6.9,3.3,5.7,5.6,2.5,3.05,High
+991,8.8,3.8,8.4,1.1,1.9,3.3,High
+992,6.7,2.8,8.8,5.3,0.4,3.05,Moderate
+993,6,3.2,8.7,0.4,5.7,2.6,Moderate
+994,6.5,3.9,8.2,3.9,1.5,2.82,Moderate
+995,9.9,1.5,9,1.6,2,3.44,High
+996,9.7,0.9,6.6,4.5,2.3,3.5,High
+997,7,2.4,7.2,4.5,2.9,3,Moderate
+998,5.8,1.4,7,0.3,9.5,2.49,Low
+999,7.9,3.5,5.8,3.6,3.2,3.01,High
+1000,8.5,1.6,7.5,0,6.4,3.63,High
+1001,8.5,2.6,5.2,2.2,5.5,3.26,High
+1002,7.5,3.6,8.6,2.5,1.8,3.19,Moderate
+1003,9,3.5,7.3,2,2.2,3.43,High
+1004,8.5,0.3,9.3,2.8,3.1,3.26,High
+1005,5.3,2.2,7.1,5.3,4.1,2.9,Low
+1006,7.8,0.2,9.9,3.1,3,3.07,Moderate
+1007,6.5,1.9,9.3,1.8,4.5,2.92,Moderate
+1008,6.5,3.1,7.4,1.4,5.6,2.93,Moderate
+1009,5.8,1.3,9.7,2.1,5.1,2.87,Low
+1010,5.9,3.6,7.3,4.3,2.9,2.95,Low
+1011,9.9,0.2,5.5,4.3,4.1,3.32,High
+1012,5.2,0.1,8.9,0.8,9,2.66,Low
+1013,7.3,2.4,7.1,0.2,7,3.17,Moderate
+1014,7.2,2.1,7.4,2.3,5,3.13,Moderate
+1015,9.4,3.6,6.7,2.6,1.7,2.81,High
+1016,6.4,3.8,5.7,3.5,4.6,3.07,High
+1017,6.4,1.1,7,6,3.5,2.98,Moderate
+1018,5.4,0.6,7.2,3.1,7.7,2.68,Low
+1019,6.3,1.3,5.4,1.8,9.2,3.1,High
+1020,9.5,0,9.1,5.1,0.3,3.05,High
+1021,5.5,0.6,9.8,3.2,4.9,3.2,Low
+1022,8.7,4,6.4,2.6,2.3,3.21,High
+1023,7.7,1.6,5.8,5.9,3,3.15,High
+1024,8,0.9,7.7,4.2,3.2,3.44,Moderate
+1025,7.6,4,8.1,1.6,2.7,3.02,Moderate
+1026,6.9,1.4,7.2,4.7,3.8,3.14,Moderate
+1027,7.4,3.2,7.9,1.9,3.6,2.99,Moderate
+1028,6.1,2,6.3,0.1,9.5,3.05,Moderate
+1029,8.2,2,7.2,5.8,0.8,3.45,High
+1030,5.7,2.3,9.3,3.5,3.2,2.9,Low
+1031,8.6,1.5,5.5,2.7,5.7,3.49,High
+1032,6.2,3.9,9.8,1,3.1,2.87,Moderate
+1033,6.7,3.6,9.8,1.7,2.2,3.06,Moderate
+1034,8.4,1.1,8.7,0.3,5.5,2.86,High
+1035,5.2,1.5,6.8,1.9,8.6,2.38,Low
+1036,6,1.2,9.9,2.5,4.4,2.88,Moderate
+1037,7.2,2.3,9.9,1.1,3.5,3.31,Moderate
+1038,8,0.4,8.4,0.4,6.8,3.39,Moderate
+1039,8,3,6.1,5,1.9,2.9,Moderate
+1040,5.7,3.8,5.4,1.2,7.9,2.81,High
+1041,6.7,2.5,7.7,0.8,6.3,2.81,Moderate
+1042,6.1,1.6,8.5,1.3,6.5,2.76,Moderate
+1043,6.8,1.6,9.9,5.4,0.3,2.89,Moderate
+1044,5.3,1.3,6.3,3,8.1,2.94,Low
+1045,8.9,3.4,9.2,0.9,1.6,3.11,High
+1046,5.3,2.8,5,2.5,8.4,3.02,High
+1047,6.6,2.8,8.8,1.8,4,2.87,Moderate
+1048,7.2,2.9,8.5,5.3,0.1,3.26,Moderate
+1049,6.1,2.6,8,5.5,1.8,3.01,Moderate
+1050,7.8,1.1,7.4,2,5.7,3.04,Moderate
+1051,7.9,3.6,7.8,3,1.7,3.05,Moderate
+1052,6.2,2,6.6,1.1,8.1,2.94,Moderate
+1053,7.5,1.3,6.3,2.8,6.1,3.21,Moderate
+1054,5.5,3.1,9,4.6,1.8,2.97,Low
+1055,5.6,2.6,9.2,3.5,3.1,2.72,Low
+1056,7.6,0.1,8.2,0.5,7.6,3.56,Moderate
+1057,7.2,1.2,7.7,0.8,7.1,3.28,Moderate
+1058,5.8,0.4,5.7,5.3,6.8,3,High
+1059,7.6,1.9,5.5,3.9,5.1,3.17,High
+1060,8.1,0.3,5.6,0.3,9.7,3.25,High
+1061,6.3,0.5,6.3,2.3,8.6,2.97,Moderate
+1062,9.2,2.8,5.6,4.4,2,3.5,High
+1063,6.4,2.6,6.7,6,2.3,2.78,Moderate
+1064,9.7,0.1,8.5,4.1,1.6,3.26,High
+1065,9.2,3.9,9.9,0.1,0.9,3.48,High
+1066,8.2,0.5,8.3,5.9,1.1,3.44,High
+1067,9.6,1.8,5.2,2.2,5.2,3.55,High
+1068,7.3,0.2,7.1,2.8,6.6,3.27,Moderate
+1069,9.6,2.6,6.6,2.7,2.5,3.37,High
+1070,6.8,2.7,8.3,4.3,1.9,2.58,Moderate
+1071,6.3,1.3,5.6,3.9,6.9,2.97,High
+1072,9.3,3.6,7.2,1.8,2.1,3.3,High
+1073,5.4,2.7,9.1,1.5,5.3,3.04,Low
+1074,9.4,1,7.8,1.1,4.7,3.36,High
+1075,5.5,3.6,9.1,4.4,1.4,2.44,Low
+1076,7.7,0.4,8.8,3.5,3.6,3,Moderate
+1077,5.9,0.8,5.9,0.3,11.1,3.11,High
+1078,5.1,0.2,7.9,4.9,5.9,2.82,Low
+1079,6.6,1.4,8,1.6,6.4,3.23,Moderate
+1080,8.7,2.7,6,2.1,4.5,3.67,High
+1081,5.6,0.5,8.4,5.2,4.3,2.86,Low
+1082,5.9,0.4,9.1,3.5,5.1,2.96,Low
+1083,8.1,3.1,8.5,3.6,0.7,3.12,High
+1084,8.2,1.3,9.8,0.2,4.5,3.38,High
+1085,7.9,0.7,8.6,1.1,5.7,3.18,Moderate
+1086,9.6,0.8,5.7,4.6,3.3,3.12,High
+1087,7.5,3.6,5.7,3.9,3.3,3.01,High
+1088,8.4,2.4,8.8,1.4,3,3.17,High
+1089,7.2,1.6,9.9,1.5,3.8,2.89,Moderate
+1090,7.8,1,9.6,1.5,4.1,2.9,Moderate
+1091,9.5,0.4,8.3,5.3,0.5,3.56,High
+1092,8.4,1.2,5.9,1.8,6.7,3.25,High
+1093,5.5,0.6,5.5,2.5,9.9,2.74,High
+1094,5.7,2.6,6,0.6,9.1,2.92,Low
+1095,5.8,3.7,9.1,1.9,3.5,2.97,Low
+1096,8.4,2.7,8.1,1.3,3.5,3.68,High
+1097,5.2,1.8,9.5,3.4,4.1,2.88,Low
+1098,8.4,3.9,9.9,1.2,0.6,3.08,High
+1099,6.2,3.2,5.5,4.7,4.4,2.89,High
+1100,8.2,1.7,7.2,1.9,5,3.38,High
+1101,8.8,3.7,9.7,0.3,1.5,3.39,High
+1102,6.3,0.3,6.3,5.5,5.6,3.06,Moderate
+1103,8.2,2.9,6.3,4.3,2.3,3.21,High
+1104,8.1,0.6,9.1,1.4,4.8,3.15,High
+1105,8.3,1.6,8,0.6,5.5,3.4,High
+1106,10,0.8,6.3,4,2.9,3.39,High
+1107,9.8,3.7,7.5,2.4,0.6,3.35,High
+1108,6.4,3.3,6.9,0.5,6.9,2.9,Moderate
+1109,6.7,3.9,8.1,2.2,3.1,2.89,Moderate
+1110,5.4,0.2,5.6,3.5,9.3,2.98,High
+1111,9.6,2,9.2,1.4,1.8,3.64,High
+1112,5.9,1.4,8.2,0.4,8.1,3.07,Low
+1113,6.8,2.1,10,2.4,2.7,2.96,Moderate
+1114,9,2.4,9.4,1.3,1.9,3.61,High
+1115,8,2.5,7.1,0.9,5.5,3.13,Moderate
+1116,6.1,2.9,6.6,3,5.4,3.01,Moderate
+1117,5.8,3.8,9.3,4.4,0.7,3.16,Low
+1118,5.7,0,5.1,3.5,9.7,2.75,High
+1119,7.3,2.1,5,2.5,7.1,3,High
+1120,8.7,0.9,9.1,3.1,2.2,3.65,High
+1121,6.1,0.9,8.1,5,3.9,2.61,Moderate
+1122,9.3,2.7,7.2,2.3,2.5,3.29,High
+1123,6,2.5,6.8,6,2.7,2.5,Moderate
+1124,7.8,3.7,9,1.6,1.9,2.6,Moderate
+1125,8.6,2.3,7.5,1.1,4.5,2.97,High
+1126,9.6,1.3,9.8,1.8,1.5,3.39,High
+1127,8.2,2.2,5.6,2.3,5.7,3.28,High
+1128,7.2,3.1,6.1,1,6.6,2.92,Moderate
+1129,7,3.7,8.6,2,2.7,2.88,Moderate
+1130,9.9,2.7,6.4,2.9,2.1,3.49,High
+1131,5.5,3.9,5.9,3.9,4.8,2.99,High
+1132,8.9,2.7,8.1,3.8,0.5,3.14,High
+1133,5.4,1.3,6.2,5.9,5.2,3.1,Low
+1134,8.4,0.8,6.2,1.7,6.9,3.12,High
+1135,7.1,0.9,5.1,5.3,5.6,3.05,High
+1136,6.7,0,8.4,5,3.9,3.05,Moderate
+1137,5.7,0.6,9,3.7,5,2.88,Low
+1138,6.5,1.5,8.8,4.9,2.3,2.88,Moderate
+1139,7,3.8,7,4.6,1.6,3.24,Moderate
+1140,9.5,0.3,9.7,3.7,0.8,3.42,High
+1141,9,0.8,9,4.4,0.8,3.37,High
+1142,5.2,0.6,7.7,3.5,7,2.77,Low
+1143,8.2,0.1,9.8,0.3,5.6,3.37,High
+1144,8.3,3.3,5.1,3.3,4,3.27,High
+1145,7.3,2,5.4,4.1,5.2,3.41,High
+1146,7.4,0.6,8.2,1,6.8,3.11,Moderate
+1147,9.4,2.5,5.8,5.8,0.5,3.25,High
+1148,8.1,1,9,4.8,1.1,3.22,High
+1149,9.9,2,7.3,3.6,1.2,3.51,High
+1150,7.7,0.4,7.1,5.1,3.7,2.94,Moderate
+1151,9.3,0.4,5.5,1.6,7.2,3.29,High
+1152,8.1,1.4,8.9,1.3,4.3,3.27,High
+1153,8.2,0.9,8.6,5.2,1.1,3.03,High
+1154,7.1,0.6,8.5,4.6,3.2,3.11,Moderate
+1155,5.5,2,9.1,5.6,1.8,2.95,Low
+1156,7.7,1.6,9.2,2.7,2.8,3.16,Moderate
+1157,7.4,2,9.2,4.5,0.9,2.77,Moderate
+1158,7.5,2.3,6.2,4.8,3.2,2.93,Moderate
+1159,7.4,1.3,5.5,1.4,8.4,3.09,High
+1160,5.8,1.8,6.5,0.2,9.7,2.92,Low
+1161,6.6,2.2,7.8,2.1,5.3,3.09,Moderate
+1162,6.9,1,6.2,2.7,7.2,3.02,Moderate
+1163,8.8,0.8,8.5,0.1,5.8,3.61,High
+1164,6.7,2.3,6,4.5,4.5,2.92,Moderate
+1165,5.3,3.4,6,5.2,4.1,3.06,Low
+1166,6.6,3.6,5.6,1.1,7.1,2.82,High
+1167,7.5,0.3,6,5.7,4.5,3.11,Moderate
+1168,9.6,2.2,6.3,4.1,1.8,3.49,High
+1169,8.3,4,6.3,3.6,1.8,3.36,High
+1170,7.5,1.2,5.8,1.7,7.8,3.25,High
+1171,6.9,3,7.7,0.5,5.9,3.17,Moderate
+1172,8.2,3.2,7.3,1.9,3.4,3.2,High
+1173,5.5,3.5,8.9,1,5.1,2.3,Low
+1174,8.1,3.8,7.9,2.3,1.9,3.72,High
+1175,5.3,0.3,5.9,0.2,12.3,2.97,High
+1176,5.7,3.3,5.8,1.8,7.4,3.04,High
+1177,6.2,1.5,6.3,2.9,7.1,2.97,Moderate
+1178,5.3,0.6,5.3,3.8,9,2.79,High
+1179,5.3,3.3,7.6,3.2,4.6,2.55,Low
+1180,6,1.3,8,1.3,7.4,2.95,Moderate
+1181,5.6,3.9,5.1,4.8,4.6,2.7,High
+1182,5.7,0.6,8.5,3.9,5.3,3.05,Low
+1183,8.9,3.7,8.5,0.5,2.4,3.46,High
+1184,6,0.3,8.5,2.4,6.8,2.81,Moderate
+1185,9.6,2.6,5.5,5.7,0.6,3.28,High
+1186,7,0.2,7.5,0.7,8.6,2.81,Moderate
+1187,7,1.4,8.9,4.8,1.9,2.97,Moderate
+1188,6.9,0.6,9,4.2,3.3,2.83,Moderate
+1189,6,1.5,5.5,3.8,7.2,2.8,High
+1190,7.9,3.6,7.8,0.8,3.9,3.45,Moderate
+1191,6.9,3.4,8.2,3.6,1.9,3.37,Moderate
+1192,8.8,2.4,5.8,4.8,2.2,3.38,High
+1193,8.6,0.3,7.3,1,6.8,3.51,High
+1194,8.1,2.7,9.2,0.9,3.1,2.78,High
+1195,5.6,3.4,5.8,5.8,3.4,2.84,High
+1196,9.9,0.4,6.5,3.8,3.4,3.73,High
+1197,6.8,3.7,5.3,3.3,4.9,3.37,High
+1198,6.3,1.5,9.2,1.2,5.8,3.15,Moderate
+1199,9.1,2.3,8.8,2.7,1.1,3.43,High
+1200,9.3,1.7,9.8,1.4,1.8,3.12,High
+1201,5.7,1.6,9.8,1.9,5,2.72,Low
+1202,8.6,1.2,8.9,2.3,3,3.24,High
+1203,7.4,3.1,6.9,2.7,3.9,2.82,Moderate
+1204,7.6,3.2,6.8,3.1,3.3,2.87,Moderate
+1205,8.4,1.1,6.4,5.6,2.5,3.37,High
+1206,8.2,0.1,8.1,3.1,4.5,3.56,High
+1207,7.7,1.4,5.4,1.2,8.3,3.13,High
+1208,7.3,0.2,5.2,4.3,7,3.21,High
+1209,7.7,2,6.2,4.5,3.6,3.07,Moderate
+1210,7.3,1.1,6.2,3.9,5.5,3,Moderate
+1211,8.3,3.3,7.1,0.4,4.9,3.56,High
+1212,5,2.1,5.2,3.4,8.3,2.9,High
+1213,9.6,3.9,7.7,1.3,1.5,3.47,High
+1214,5.3,1.9,6.2,2.8,7.8,2.87,Low
+1215,7.3,2.3,6.8,1,6.6,3.35,Moderate
+1216,8.3,1.4,9.7,4.2,0.4,3.25,High
+1217,6,0.2,8.7,5,4.1,3.04,Moderate
+1218,5.1,1,7.3,3.8,6.8,3.24,Low
+1219,7.8,3,6.4,3.4,3.4,3.14,Moderate
+1220,8.8,2.8,10,0.7,1.7,3.16,High
+1221,7.5,1.3,7.2,5.1,2.9,3.27,Moderate
+1222,6,3.5,5.3,5.3,3.9,2.97,High
+1223,6.6,1.3,7.6,5.6,2.9,2.96,Moderate
+1224,9.3,1.6,6,2.5,4.6,3.31,High
+1225,6.9,3.7,8.8,2.3,2.3,3.03,Moderate
+1226,5.3,1,7.2,0.9,9.6,2.85,Low
+1227,9.7,3.1,6.3,2.9,2,3.5,High
+1228,9.4,2.1,8.9,2,1.6,3.43,High
+1229,7.8,0.5,5.6,3.2,6.9,3.36,High
+1230,9.8,1.9,5.3,3.3,3.7,3.93,High
+1231,9.2,4,7.2,1.2,2.4,3.1,High
+1232,5.2,1.4,6.3,4.1,7,3.12,Low
+1233,9.7,1.1,9.1,0.2,3.9,3.3,High
+1234,9.7,3.1,8.3,2.4,0.5,3.47,High
+1235,8.2,3.9,8.6,3.1,0.2,3.02,High
+1236,7.6,0.5,8,2.9,5,3.15,Moderate
+1237,8.1,0,6,2.9,7,3.19,High
+1238,7.1,2.9,8,1.8,4.2,3.17,Moderate
+1239,7.1,0.9,9.8,0.8,5.4,3.01,Moderate
+1240,6.1,3.1,6,0.5,8.3,2.9,Moderate
+1241,7.4,0,5.4,4.8,6.4,3.14,High
+1242,9.3,2.7,5.3,4.7,2,3.41,High
+1243,9.2,3.2,7.5,1,3.1,3.48,High
+1244,9.9,0.6,6.1,1.3,6.1,3.63,High
+1245,9,0.7,5.3,6,3,3.56,High
+1246,7.8,3.6,9.6,0,3,3.09,Moderate
+1247,5.4,1,8.3,5.3,4,3.27,Low
+1248,5.9,3.2,9.8,1.4,3.7,2.71,Low
+1249,7.5,0.3,7.8,3,5.4,3.09,Moderate
+1250,6.7,2.1,7.9,0.1,7.2,2.78,Moderate
+1251,8.8,2.9,6.8,0.3,5.2,3.17,High
+1252,5.9,2.3,5.8,2.1,7.9,2.66,High
+1253,8.5,2.2,6.9,2.5,3.9,3.25,High
+1254,5.4,3.5,5.4,4.2,5.5,2.81,High
+1255,9.6,1.1,6.9,3.4,3,3.37,High
+1256,8.3,1.6,7.4,0.3,6.4,3.29,High
+1257,6,3.2,7.3,1.8,5.7,3.11,Moderate
+1258,8.7,1.1,5.6,1.5,7.1,3.24,High
+1259,9.6,2.3,7.7,2.6,1.8,3.67,High
+1260,7.6,0.5,5.6,3.2,7.1,3.04,High
+1261,9.7,1.2,9.3,2.9,0.9,3.51,High
+1262,6,1.5,7.5,4.4,4.6,2.8,Moderate
+1263,5.6,1.6,7.4,3.2,6.2,2.75,Low
+1264,9,2.8,7.8,3.1,1.3,3.43,High
+1265,7.1,0.6,8.3,3.1,4.9,2.79,Moderate
+1266,9.5,2.3,5.4,2.7,4.1,3.67,High
+1267,8.8,3.2,7.5,4,0.5,3.2,High
+1268,9.5,3.6,8.4,2.1,0.4,3.11,High
+1269,5.4,3.5,6.6,1.1,7.4,2.72,Low
+1270,6.3,1.3,5.7,1.8,8.9,2.65,High
+1271,7.9,1.8,6.7,4.5,3.1,3.24,Moderate
+1272,6.7,3,5.8,0.8,7.7,3.09,High
+1273,6.7,3.2,6.2,0.4,7.5,2.74,Moderate
+1274,7.8,2.1,8.3,1.4,4.4,3.31,Moderate
+1275,9.3,1.2,8.5,0.1,4.9,3.1,High
+1276,7.7,0.3,9,1.3,5.7,2.9,Moderate
+1277,8.4,3.2,7.8,3.4,1.2,3.02,High
+1278,9,1.2,7.9,4.4,1.5,3.62,High
+1279,6.9,1.2,7.3,4.9,3.7,3.05,Moderate
+1280,8.3,3.6,5.5,1.4,5.2,3.4,High
+1281,8.5,3.3,9.3,1.2,1.7,3.25,High
+1282,6.2,1.2,8.9,0.5,7.2,2.76,Moderate
+1283,9.1,1.7,8,0.5,4.7,3.23,High
+1284,9.8,3.2,7.3,0.8,2.9,3.42,High
+1285,9.7,1.4,5.8,3.4,3.7,3.67,High
+1286,7.4,4,8.4,0.3,3.9,3.15,Moderate
+1287,10,1.6,6.4,3.3,2.7,3.39,High
+1288,5,1.8,9.2,3.4,4.6,2.7,Low
+1289,10,1.1,6.4,1,5.5,3.4,High
+1290,9,3.6,9.9,0.3,1.2,3.19,High
+1291,9.4,1.3,5.6,5.2,2.5,3.2,High
+1292,7.1,1.1,8.7,2.7,4.4,3.15,Moderate
+1293,9.9,0.2,6.8,2.9,4.2,3.09,High
+1294,8.6,3.5,9.7,1.8,0.4,3.3,High
+1295,9.3,2.2,9.1,1,2.4,3.07,High
+1296,7.3,1.1,9.8,1.8,4,2.91,Moderate
+1297,5.5,2.1,5.3,0.7,10.4,2.79,High
+1298,7.2,3.2,8.7,2.1,2.8,2.78,Moderate
+1299,6.7,1.3,8.9,0.3,6.8,2.79,Moderate
+1300,6.2,3.7,9.3,3.4,1.4,2.92,Moderate
+1301,7.4,2.1,9.9,4.4,0.2,3.23,Moderate
+1302,6,0.9,8.4,2.4,6.3,2.79,Moderate
+1303,9.7,0.4,7.6,5.5,0.8,3.73,High
+1304,5.8,3.9,9.6,0.8,3.9,2.57,Low
+1305,5.6,0.3,9.5,1.2,7.4,2.57,Low
+1306,8,0.3,6.1,5.6,4,2.76,Moderate
+1307,9.5,3.1,5.1,2,4.3,3.14,High
+1308,9.5,2.5,5.4,5.5,1.1,3.59,High
+1309,9.8,0.3,7.7,1.8,4.4,3.23,High
+1310,7.9,3.8,7.5,0.4,4.4,3.11,Moderate
+1311,8.1,1.4,9.3,2.3,2.9,3.11,High
+1312,8.8,1.1,8.8,1.1,4.2,3.22,High
+1313,6.6,1.9,9.7,5.4,0.4,2.88,Moderate
+1314,5.7,2,7.3,5.4,3.6,2.62,Low
+1315,9.7,1.5,7.5,4.8,0.5,3.3,High
+1316,6.1,0.8,5.2,3.9,8,2.56,High
+1317,6.3,0.2,6.2,4.8,6.5,2.93,Moderate
+1318,7.1,3.9,6,1.3,5.7,3.3,Moderate
+1319,6.5,0.7,6.9,5.5,4.4,2.71,Moderate
+1320,9.7,0.2,6.1,3.4,4.6,3.81,High
+1321,8.1,0.2,7,3.9,4.8,3.41,High
+1322,6.6,0.4,7.1,0.8,9.1,3.27,Moderate
+1323,9.7,1.9,6.6,4.4,1.4,3.06,High
+1324,9.1,3.5,8.4,0.1,2.9,3.36,High
+1325,7.8,3.1,5.7,1.4,6,3.14,High
+1326,7.2,0,9.1,2.2,5.5,3.41,Moderate
+1327,7.7,2.7,8.5,4.9,0.2,2.68,Moderate
+1328,9.8,2.6,6.5,0.6,4.5,3.62,High
+1329,9.2,1.4,8.3,2.4,2.7,3.47,High
+1330,5.3,1.7,7.7,2.6,6.7,2.54,Low
+1331,8.7,3.3,8.9,0.1,3,3.34,High
+1332,9.7,3.3,9.2,0.5,1.3,3.18,High
+1333,7.1,1.9,5.8,0.2,9,3.02,High
+1334,9.6,2.3,8.3,3.5,0.3,3.41,High
+1335,6.7,2.5,5.2,1.1,8.5,3.11,High
+1336,6.8,1.5,7.7,0,8,3.15,Moderate
+1337,6.2,0.8,6.3,4.8,5.9,2.76,Moderate
+1338,7.5,3.5,6.2,0.5,6.3,3,Moderate
+1339,6.8,3,7.8,4.9,1.5,2.99,Moderate
+1340,5.2,3.9,6.9,0.9,7.1,3.28,Low
+1341,8.3,1.1,7.9,3.5,3.2,3.49,High
+1342,6.3,1.8,7.7,4,4.2,2.91,Moderate
+1343,8.9,1.6,8.2,0.8,4.5,3.3,High
+1344,8.6,0.1,6,2.9,6.4,3.42,High
+1345,9.4,2.1,9.6,1.4,1.5,3.2,High
+1346,9,1,9.5,4.1,0.4,3.34,High
+1347,9.7,2.1,8.4,3,0.8,3.51,High
+1348,5.2,2,5.8,1.1,9.9,2.58,High
+1349,6.8,1.7,8.1,0.4,7,2.75,Moderate
+1350,7.9,2.5,7.8,4.3,1.5,3.19,Moderate
+1351,6.7,3.1,7.2,2.9,4.1,3.24,Moderate
+1352,6.5,0.3,5.5,5.5,6.2,3.28,High
+1353,8.4,0.5,6.8,3.6,4.7,3.34,High
+1354,5,0.8,9.8,3.7,4.7,2.69,Low
+1355,6.3,0.3,5.1,1.5,10.8,2.9,High
+1356,8.6,3.7,7,0.9,3.8,3.48,High
+1357,7.6,3.6,9,0.3,3.5,3.27,Moderate
+1358,9.5,0.5,7.7,5.3,1,3.78,High
+1359,7.1,1.9,5.4,1.7,7.9,3.14,High
+1360,6.4,1.8,8.4,1,6.4,2.93,Moderate
+1361,7.4,3,9.3,2.7,1.6,2.95,Moderate
+1362,9.7,0.5,8.9,1.3,3.6,3.53,High
+1363,9.7,2.9,8.8,0.6,2,3.87,High
+1364,8.8,0.4,9.8,4.5,0.5,3.12,High
+1365,6.4,3.3,7.6,2.8,3.9,3.11,Moderate
+1366,8.6,1.6,8.1,4,1.7,2.94,High
+1367,8.6,0.2,9.3,2.7,3.2,3.11,High
+1368,7.4,3.5,6.9,4.5,1.7,2.95,Moderate
+1369,5.5,1.9,10,4.6,2,2.83,Low
+1370,6.2,1.6,8.9,4.6,2.7,2.63,Moderate
+1371,6.1,3.7,8,2.3,3.9,3.41,Moderate
+1372,7.8,1.9,7.5,1.1,5.7,3.18,Moderate
+1373,9.1,2.2,5.7,4.6,2.4,3.17,High
+1374,7.6,0.5,9.7,1.1,5.1,3.07,Moderate
+1375,6.3,1.6,6.9,4.8,4.4,2.69,Moderate
+1376,6.3,2,5.7,3.7,6.3,2.91,High
+1377,7.8,2.9,9.7,3.3,0.3,3.09,Moderate
+1378,9.5,3.9,9.3,0.1,1.2,3.28,High
+1379,9.7,1.7,5,2.7,4.9,3.47,High
+1380,6.7,1.9,8.1,5.2,2.1,2.88,Moderate
+1381,8.3,1.7,9.1,4.4,0.5,3.26,High
+1382,6.4,0.2,8.3,5.2,3.9,2.75,Moderate
+1383,5.8,3.2,9.3,5.2,0.5,2.96,Low
+1384,6.6,2.2,5.3,0.3,9.6,2.94,High
+1385,8.6,1.8,6.3,1.1,6.2,3.2,High
+1386,7.4,1.4,6.6,5.8,2.8,2.87,Moderate
+1387,8.2,0.1,7.2,5.3,3.2,3.12,High
+1388,8.8,2.4,7.9,0.3,4.6,3.26,High
+1389,5.7,2.5,6,3,6.8,2.5,Low
+1390,9.7,3.4,8.6,0.2,2.1,3.53,High
+1391,5.5,2,5.8,5.9,4.8,2.82,High
+1392,6.8,2.6,5.6,2.6,6.4,2.77,High
+1393,6.4,3.6,5.2,5.5,3.3,2.86,High
+1394,8.9,0.1,9.8,2.7,2.5,3.51,High
+1395,6.5,1.5,5.3,5.9,4.8,3,High
+1396,7.2,3.8,6.2,3.2,3.6,3.02,Moderate
+1397,7.4,2.8,5.3,1.2,7.3,3.25,High
+1398,5.9,2.3,6.1,5.2,4.5,2.72,Low
+1399,9.7,2.1,6.8,1.3,4.1,3.55,High
+1400,9.7,1.6,8.5,2.1,2.1,3.87,High
+1401,7.6,1.1,7.3,2.8,5.2,3.2,Moderate
+1402,6.6,0.2,7.5,3.3,6.4,3.02,Moderate
+1403,5.8,3,9.9,5,0.3,2.93,Low
+1404,8.5,1.8,7.7,5.1,0.9,3.23,High
+1405,7.4,1.5,7.5,3.5,4.1,3.33,Moderate
+1406,5.5,2.4,5.6,0.5,10,3.11,High
+1407,7.6,1.6,7.9,0.5,6.4,2.89,Moderate
+1408,9.9,2.2,8.4,1.1,2.4,3.43,High
+1409,5.5,3.9,6.4,2.5,5.7,2.8,Low
+1410,9.1,2.1,6.4,0.4,6,3.37,High
+1411,5.8,3.6,8.4,1.5,4.7,2.91,Low
+1412,7.9,1.6,6.8,1.3,6.4,3.1,Moderate
+1413,8.3,3.9,5.9,3.5,2.4,2.95,High
+1414,6.3,3.3,7.4,3.3,3.7,2.52,Moderate
+1415,6.5,0.7,5.4,4.3,7.1,3.1,High
+1416,7,1.7,7.3,2.2,5.8,2.85,Moderate
+1417,5.5,1.2,8.3,4,5,2.76,Low
+1418,6,0.8,5.1,5.4,6.7,2.54,High
+1419,6.1,0.9,6.4,0.8,9.8,2.79,Moderate
+1420,5.7,2.6,6.7,4.2,4.8,2.9,Low
+1421,7.8,1,8.3,0.7,6.2,2.69,Moderate
+1422,6.3,2.4,9.4,5.9,0,3.22,Moderate
+1423,8,1.6,6.1,1.5,6.8,2.75,Moderate
+1424,9.6,1.5,6.9,2.3,3.7,3.37,High
+1425,9.2,2.6,8.1,1.4,2.7,3.39,High
+1426,7,2,8.3,0.1,6.6,3.27,Moderate
+1427,9.4,1.8,6.7,0.8,5.3,3.37,High
+1428,7,2.7,7.1,5.8,1.4,2.47,Moderate
+1429,8,3.2,5.5,2.4,4.9,3.36,High
+1430,9.3,0.3,5.4,5.1,3.9,3.02,High
+1431,6.1,2.7,7.7,5,2.5,3.04,Moderate
+1432,7.1,1.3,8,5.6,2,3.08,Moderate
+1433,9.2,4,5.1,0.6,5.1,3.62,High
+1434,6.4,1,8.9,0.3,7.4,3.04,Moderate
+1435,6.8,2,7.8,4.4,3,3.27,Moderate
+1436,7.9,2.2,8.2,1.5,4.2,2.87,Moderate
+1437,5.4,0.5,6.1,3,9,2.91,Low
+1438,8.9,1.4,7,2.4,4.3,3.5,High
+1439,6,0.2,8,5.9,3.9,2.76,Moderate
+1440,9.1,2.8,9.7,1,1.4,3.53,High
+1441,8.3,1.9,8.2,2.5,3.1,3.25,High
+1442,7.6,3.2,8.7,3,1.5,2.86,Moderate
+1443,5.6,2.9,7.5,5.4,2.6,2.98,Low
+1444,5.7,3,5,1,9.3,2.42,High
+1445,7.9,2.9,9.6,2.5,1.1,2.99,Moderate
+1446,5,0.5,7.7,4.1,6.7,3.07,Low
+1447,7.1,2.9,7.6,0.4,6,3.15,Moderate
+1448,8.6,3.6,5.6,5.9,0.3,3.21,High
+1449,6,0,10,1.7,6.3,2.7,Moderate
+1450,7.9,3.6,6.6,4,1.9,3.29,Moderate
+1451,5.9,2.5,6.7,1.3,7.6,2.7,Low
+1452,9.5,1.6,6.2,2.7,4,3.32,High
+1453,6.6,3,9.9,2,2.5,3.03,Moderate
+1454,5.8,2.8,7.6,3.9,3.9,3.09,Low
+1455,9.4,1.8,9.5,2.5,0.8,3.91,High
+1456,6.6,3.9,8.3,0.2,5,2.93,Moderate
+1457,6.6,2.5,5.3,0.1,9.5,2.6,High
+1458,7.2,1.1,5.8,4.1,5.8,2.96,High
+1459,7.6,0.8,6.6,3.6,5.4,3.3,Moderate
+1460,8.6,2.7,7.4,3.4,1.9,3.45,High
+1461,5.2,2.5,8.9,3,4.4,2.51,Low
+1462,8.2,2.8,9.4,1.2,2.4,3.06,High
+1463,8.8,2.2,9.4,1.9,1.7,3.85,High
+1464,8.7,3.9,5.4,0.3,5.7,3.42,High
+1465,9.7,2.1,8.1,2,2.1,3.49,High
+1466,8.7,1.2,6.5,5,2.6,3.25,High
+1467,5.4,3.5,6.3,3.6,5.2,2.85,Low
+1468,7.1,2.8,6.7,1.7,5.7,3.16,Moderate
+1469,10,3,8.2,1,1.8,3.81,High
+1470,7.7,3.4,5.2,2.2,5.5,3.22,High
+1471,6.2,1.8,5.4,5.7,4.9,2.98,High
+1472,7.8,3.7,5,4.5,3,3.16,High
+1473,9.5,0.6,5.5,2.5,5.9,3.44,High
+1474,7.6,0.6,5,4.9,5.9,3.29,High
+1475,5.4,2.5,9.6,1.3,5.2,2.69,Low
+1476,8,0.7,8.7,1.8,4.8,3.25,Moderate
+1477,7.3,2.4,5.9,4.4,4,3.3,High
+1478,5.8,2.8,5.6,2.6,7.2,2.62,High
+1479,6.2,3,6.3,5.3,3.2,2.91,Moderate
+1480,8.1,0.4,7,4.3,4.2,3.24,High
+1481,8.3,2.5,6.4,2.3,4.5,3.31,High
+1482,7.5,2.8,6.2,1.9,5.6,3.02,Moderate
+1483,6.7,0.1,6.7,4.8,5.7,3.01,Moderate
+1484,7.3,0.1,9.4,0.1,7.1,3.29,Moderate
+1485,9.7,2,6.7,5.2,0.4,3.47,High
+1486,7.7,0.9,7.1,3.9,4.4,3.08,Moderate
+1487,8.6,0,9.7,0.9,4.8,3.14,High
+1488,5.2,0.5,9.9,1.9,6.5,2.61,Low
+1489,5.6,0.4,8.6,5.1,4.3,2.81,Low
+1490,6.1,2.1,6.3,5.6,3.9,2.73,Moderate
+1491,9.5,2.3,6.8,2.1,3.3,3.74,High
+1492,7.3,3.4,9.7,1.2,2.4,2.97,Moderate
+1493,7.8,0.4,6,2.5,7.3,3.24,Moderate
+1494,5.8,1.8,8,4.2,4.2,2.82,Low
+1495,6.9,3.5,7.8,2.5,3.3,3.02,Moderate
+1496,9.1,2.5,9.2,1.6,1.6,3.22,High
+1497,5.6,0.1,6.5,4.2,7.6,2.71,Low
+1498,7.5,1.7,7.1,1.4,6.3,3.32,Moderate
+1499,5.7,0.8,5.3,1.2,11,2.74,High
+1500,6.8,0,9.2,0.2,7.8,2.8,Moderate
+1501,9.7,3.6,7.7,1.6,1.4,3.22,High
+1502,8.2,0.2,5.3,2.7,7.6,3.55,High
+1503,7.7,3.6,5.5,4.9,2.3,3.06,High
+1504,6.6,1.6,5.8,3,7,2.73,High
+1505,9,1.8,7.5,4.8,0.9,3.33,High
+1506,6.3,3.5,7.9,1.3,5,3.32,Moderate
+1507,6.3,3.2,5.2,6,3.3,3,High
+1508,7,2,9.4,2.3,3.3,2.98,Moderate
+1509,7.7,0.2,5,1.5,9.6,3,High
+1510,5.6,1.6,8.2,4.3,4.3,2.91,Low
+1511,5.9,0.3,9.7,1.6,6.5,2.76,Low
+1512,9.1,3.1,8,1.3,2.5,3.46,High
+1513,6.3,0.5,7.5,3.5,6.2,2.87,Moderate
+1514,6.8,2.6,9.5,0.8,4.3,2.58,Moderate
+1515,6.9,0.6,8.1,4.4,4,3,Moderate
+1516,9.8,0.3,8,0.3,5.6,3.53,High
+1517,9.5,2.1,8.3,3.4,0.7,3.35,High
+1518,5.6,1.9,8,0.2,8.3,2.99,Low
+1519,6.4,0.1,7.1,5.4,5,2.72,Moderate
+1520,9.6,3,8.7,1.9,0.8,3.45,High
+1521,6,0.8,8.4,1.3,7.5,3.19,Moderate
+1522,8.9,1.8,9,3.6,0.7,3.27,High
+1523,8.3,0.9,6.4,1.9,6.5,3.18,High
+1524,6,1.8,9.5,0.6,6.1,2.78,Moderate
+1525,8.6,2.7,5.5,5.5,1.7,2.9,High
+1526,8.8,1,8.5,0.2,5.5,3.52,High
+1527,9.2,1.8,8.2,1.1,3.7,3.6,High
+1528,7.4,2.5,7.3,5.4,1.4,3.25,Moderate
+1529,7.5,3.4,9,1.7,2.4,3.03,Moderate
+1530,9.1,0.9,7.6,4.8,1.6,3.08,High
+1531,6.8,2.6,6.2,0.7,7.7,3,Moderate
+1532,6.4,3.4,6.7,5.8,1.7,2.98,Moderate
+1533,9.9,1.1,5.2,4.2,3.6,3.3,High
+1534,8.5,0.1,9.4,0.8,5.2,3.25,High
+1535,5.6,0.7,9.8,4.2,3.7,2.75,Low
+1536,6.7,0.9,7.4,3.3,5.7,3.26,Moderate
+1537,8.2,1,9.7,0.9,4.2,2.81,High
+1538,7.2,2.3,7.2,2.5,4.8,3.03,Moderate
+1539,8.7,2.7,9.2,0.8,2.6,3.58,High
+1540,6.8,1.9,6.6,0.9,7.8,3.38,Moderate
+1541,6.1,0.4,8.4,4,5.1,2.88,Moderate
+1542,7.9,3.9,7.7,4.1,0.4,3.4,Moderate
+1543,5.4,0.8,7.2,3.5,7.1,2.71,Low
+1544,9,2.4,6,3,3.6,3.32,High
+1545,8.7,3.1,7.5,1.4,3.3,2.99,High
+1546,8.7,1,5.9,3.2,5.2,3.17,High
+1547,6.4,2.5,5.6,3.9,5.6,2.89,High
+1548,8.9,2.4,9.9,1,1.8,3.44,High
+1549,8.4,0.3,7,5.8,2.5,2.9,High
+1550,5.6,2.8,8.2,2.2,5.2,2.91,Low
+1551,9.8,0.1,6.5,5.5,2.1,3.24,High
+1552,7.7,3.3,5.5,5.7,1.8,2.99,High
+1553,9,0.7,8.6,2.2,3.5,3.62,High
+1554,9.8,0.5,7.1,2.9,3.7,3.38,High
+1555,6.9,1.5,5.3,4.1,6.2,2.77,High
+1556,9.1,3.2,7.4,1.3,3,3.31,High
+1557,8.2,1.2,6.2,4.4,4,3.08,High
+1558,6.2,3.7,7.6,2.2,4.3,2.84,Moderate
+1559,9.4,1.6,6.7,1.2,5.1,3.11,High
+1560,8.4,1.2,7.9,0.4,6.1,3.06,High
+1561,6,1.6,9.7,2.3,4.4,2.66,Moderate
+1562,5.6,0.2,6.5,0.9,10.8,3,Low
+1563,5.9,3,5.1,3.3,6.7,2.91,High
+1564,7.8,1.3,6.5,4.4,4,2.69,Moderate
+1565,9.4,0.8,5.5,5.4,2.9,3.55,High
+1566,6.8,0.5,7.9,3.2,5.6,2.61,Moderate
+1567,6,1.8,9,3.5,3.7,2.92,Moderate
+1568,8.5,3.2,8.1,0.6,3.6,3.09,High
+1569,8.6,2.7,5.1,2.5,5.1,3.54,High
+1570,6.1,2.4,9.6,4.7,1.2,2.67,Moderate
+1571,9.6,3.9,5.1,3.4,2,3.65,High
+1572,6.3,3.9,8.1,4.5,1.2,2.89,Moderate
+1573,5.4,0.7,8.8,0.1,9,2.57,Low
+1574,8.1,2.8,6.7,0.6,5.8,3.5,High
+1575,5.3,2.4,7.6,4.5,4.2,2.25,Low
+1576,7,0.1,6.7,5.9,4.3,3.12,Moderate
+1577,9.4,1.3,7.9,4.6,0.8,3.34,High
+1578,5.4,2,9.8,4.2,2.6,2.8,Low
+1579,5.4,0.8,8.9,5,3.9,3.12,Low
+1580,5.1,3.3,8.9,1.6,5.1,3.02,Low
+1581,8.5,0.9,5.2,1.2,8.2,3.17,High
+1582,7.1,2,7.4,1.6,5.9,2.86,Moderate
+1583,5.1,2.4,7,1.8,7.7,2.84,Low
+1584,9.3,2,5.7,4.2,2.8,3.51,High
+1585,6,1.8,5.3,5,5.9,2.88,High
+1586,8.7,2.5,9,1.6,2.2,3.53,High
+1587,8.9,1.8,9.7,1.8,1.8,3.63,High
+1588,9.1,2.2,5.9,2.8,4,3.33,High
+1589,9.8,3,9.1,0.1,2,3.9,High
+1590,9.2,0.2,9.3,2.9,2.4,3.29,High
+1591,6,1.3,6.4,3.2,7.1,2.84,Moderate
+1592,6.2,1.8,7.6,4.6,3.8,2.98,Moderate
+1593,7.2,3.2,8.1,0.6,4.9,3.04,Moderate
+1594,7,3,7.9,2.3,3.8,2.81,Moderate
+1595,5.9,0.9,7.9,2.5,6.8,2.63,Low
+1596,8.3,3.4,6.3,2.9,3.1,3.26,High
+1597,9.9,1.3,8,0.4,4.4,3.33,High
+1598,9.8,2.9,8.9,1.7,0.7,3.51,High
+1599,7.9,1.8,9.3,4.8,0.2,3.34,Moderate
+1600,7.9,2.2,7.3,1.3,5.3,3.18,Moderate
+1601,5,1,7.5,2.3,8.2,2.82,Low
+1602,6.8,1.8,5.7,0.3,9.4,3.01,High
+1603,8.9,2.3,8.8,0.6,3.4,3.02,High
+1604,6.1,0,5.7,1.9,10.3,3.01,High
+1605,5.6,3.9,6.5,0.8,7.2,2.92,Low
+1606,5.3,3.4,9.8,1.4,4.1,2.53,Low
+1607,7.3,0.1,8.2,2.5,5.9,2.92,Moderate
+1608,8.3,1.7,5.9,4.1,4,3.11,High
+1609,7.8,3.4,5.6,4.7,2.5,3.02,High
+1610,8.5,1.8,9.7,0.6,3.4,3.34,High
+1611,8.2,1.5,9.8,1.5,3,3.4,High
+1612,10,1,7.2,3,2.8,3.37,High
+1613,6.5,0.1,6.1,1.7,9.6,2.72,Moderate
+1614,9.4,2.8,5.4,3.9,2.5,3.37,High
+1615,8.3,3.8,5,1.5,5.4,3.43,High
+1616,5.5,2.1,6.2,1.1,9.1,2.98,Low
+1617,9.1,0.5,7.3,5.6,1.5,3.37,High
+1618,5.9,1.3,7.1,1.9,7.8,2.91,Low
+1619,6.4,3.9,5.8,4.4,3.5,2.91,High
+1620,5.9,2.6,8.6,4.1,2.8,2.98,Low
+1621,6.6,1,9.8,5.5,1.1,3.23,Moderate
+1622,7.3,1.7,5.8,2.6,6.6,3.07,High
+1623,7.7,0.1,7.2,4.7,4.3,3.37,Moderate
+1624,9.5,0.1,7.8,4.7,1.9,3.71,High
+1625,7.7,1.3,5.7,5.3,4,3.36,High
+1626,7.9,2.7,9,2.9,1.5,3.17,Moderate
+1627,7,2.1,9,2.2,3.7,2.89,Moderate
+1628,9.6,0.4,8.2,2.4,3.4,3.4,High
+1629,7,2.7,5.3,3.6,5.4,3.17,High
+1630,5.9,3.6,8.3,5.3,0.9,2.99,Low
+1631,7.4,2.2,9.6,4.3,0.5,2.77,Moderate
+1632,7,1.6,6.4,1.6,7.4,2.97,Moderate
+1633,9.3,0.3,8.4,1,5,3.29,High
+1634,6.3,3.1,9.4,1.2,4,2.91,Moderate
+1635,7.3,1.9,9.4,4.1,1.3,3.51,Moderate
+1636,9.2,0,7,5.4,2.4,3.41,High
+1637,8.7,2.2,7.6,1.9,3.6,3.73,High
+1638,7.1,2.9,9.3,0.7,4,3.12,Moderate
+1639,7.3,1.6,8.4,1.5,5.2,3.27,Moderate
+1640,7.1,3.6,10,0.4,2.9,3.13,Moderate
+1641,6.2,3.8,9.8,0.4,3.8,3.17,Moderate
+1642,5.1,2.4,6.4,5.2,4.9,2.77,Low
+1643,6.4,2.7,8.4,1.3,5.2,2.94,Moderate
+1644,6.4,3.2,9,2.5,2.9,2.87,Moderate
+1645,8,2.4,9.1,1.9,2.6,3.01,Moderate
+1646,7.7,1.8,7.2,0.5,6.8,2.97,Moderate
+1647,8.6,0.9,6,2.5,6,3.38,High
+1648,6.9,1.8,7.7,1.2,6.4,2.75,Moderate
+1649,5.8,3.5,7.2,2.5,5,2.87,Low
+1650,7.8,2.2,8.5,1,4.5,3.06,Moderate
+1651,6.3,3.2,9.7,0.7,4.1,2.65,Moderate
+1652,5.3,1.3,5.7,4.3,7.4,2.79,High
+1653,7.7,0.6,5,4.8,5.9,3.23,High
+1654,6.7,2.3,6.6,0.5,7.9,2.77,Moderate
+1655,6.1,0.8,7.1,3.9,6.1,3.4,Moderate
+1656,9.8,2.4,7.4,2.5,1.9,3.56,High
+1657,9.6,3.3,6.6,1.1,3.4,3.45,High
+1658,8.7,2,5.3,4.3,3.7,2.96,High
+1659,9,1.2,8.3,2.3,3.2,3.74,High
+1660,9.4,2,6.6,4.5,1.5,3.46,High
+1661,6.1,1.6,9.3,4.3,2.7,2.65,Moderate
+1662,6.8,1.1,5.9,4.5,5.7,2.93,High
+1663,6.3,1.8,6.9,5.9,3.1,2.8,Moderate
+1664,5.4,2.4,8,2.5,5.7,2.77,Low
+1665,7.2,0.2,7.6,3,6,2.83,Moderate
+1666,6.3,0.7,9.8,5.1,2.1,3.03,Moderate
+1667,6.2,1.3,6,3,7.5,3.12,Moderate
+1668,5.8,3.2,9,0.8,5.2,2.88,Low
+1669,7,0.7,6.3,1.6,8.4,2.63,Moderate
+1670,9.7,0.5,9.9,0.9,3,3.72,High
+1671,8.9,1.4,5.7,5.1,2.9,3.55,High
+1672,7.8,1.9,7.5,4.4,2.4,2.91,Moderate
+1673,5.4,2.7,9.5,0.3,6.1,2.9,Low
+1674,7.2,1.6,5.7,3,6.5,2.94,High
+1675,5.6,1.9,8.8,1.5,6.2,2.89,Low
+1676,8.4,3.4,7.1,3.9,1.2,3.26,High
+1677,5.2,0.5,6,2.4,9.9,2.69,Low
+1678,8.3,2.8,7.9,1.8,3.2,3.44,High
+1679,7.9,1.4,5.4,6,3.3,3.11,High
+1680,8.3,1.3,7,1.6,5.8,3.39,High
+1681,6.7,1.6,8.6,3.1,4,3.54,Moderate
+1682,9.6,0.2,7.9,5.1,1.2,3.46,High
+1683,6.2,3.5,5.1,4.4,4.8,2.97,High
+1684,7.2,0.2,9.6,2.8,4.2,3.19,Moderate
+1685,5.1,2.8,7.4,0.7,8,3.15,Low
+1686,7.5,3.3,9.3,2.4,1.5,3.36,Moderate
+1687,5.1,2.8,7.1,3.4,5.6,2.5,Low
+1688,9.6,0.5,8.4,0,5.5,3.7,High
+1689,9.6,0.5,5.5,2,6.4,3.19,High
+1690,7.9,1.8,5.2,1.9,7.2,3.07,High
+1691,9.1,2.8,8.6,2.4,1.1,3.24,High
+1692,6.4,3.3,9.9,2.2,2.2,2.9,Moderate
+1693,5,0.6,6.6,3.5,8.3,2.89,Low
+1694,8.9,3,8,2.6,1.5,3.29,High
+1695,8.2,2.5,7.8,5.4,0.1,3.4,High
+1696,9.4,0.9,5.4,2.9,5.4,3.56,High
+1697,7.6,3.3,7.2,3.4,2.5,3.03,Moderate
+1698,8.1,3.3,5.8,3.6,3.2,3.22,High
+1699,8,0.7,5.6,5.9,3.8,2.93,High
+1700,5.9,2.7,8,3.9,3.5,2.78,Low
+1701,5.4,3.6,6.9,1.9,6.2,2.35,Low
+1702,9.3,3.7,6.5,3.9,0.6,3.24,High
+1703,8.9,3.7,6.2,3,2.2,3.49,High
+1704,5,2.3,6.7,1.9,8.1,2.64,Low
+1705,8.2,3.4,8,3.8,0.6,3.26,High
+1706,7.3,0,7.8,4,4.9,2.75,Moderate
+1707,8,2.9,7.9,0.3,4.9,3.25,Moderate
+1708,6.4,0.3,7.1,3.3,6.9,2.77,Moderate
+1709,6.6,2.9,8.2,2,4.3,3.14,Moderate
+1710,8.2,2.2,5.1,4.2,4.3,3.48,High
+1711,6.9,3.8,9.1,2.5,1.7,2.88,Moderate
+1712,6.7,1.9,6.5,3.1,5.8,2.87,Moderate
+1713,5.8,3.9,5.5,5.6,3.2,2.88,High
+1714,8.6,1.7,8.2,1.9,3.6,3.46,High
+1715,6.5,2.3,7.5,3.5,4.2,2.8,Moderate
+1716,5.4,0.2,6.3,0.4,11.7,2.53,Low
+1717,5.5,3.3,5.2,4,6,2.95,High
+1718,7.4,1.2,7.6,2.3,5.5,3.03,Moderate
+1719,7.8,0.5,10,2.4,3.3,3.43,Moderate
+1720,6.8,3.3,7.3,4.3,2.3,2.83,Moderate
+1721,5.5,3.4,8.7,1.3,5.1,2.74,Low
+1722,9.9,1,7.3,0.2,5.6,3.32,High
+1723,7,2.3,9.8,2.5,2.4,3.09,Moderate
+1724,5.2,1.3,7.9,5.7,3.9,3.04,Low
+1725,9.3,0.9,6.1,1.2,6.5,3.29,High
+1726,7.5,1.9,6.3,3,5.3,3.4,Moderate
+1727,5.2,0.5,9.4,4.5,4.4,2.9,Low
+1728,6.8,3,8.9,4,1.3,2.49,Moderate
+1729,8.6,0.8,6.7,2.8,5.1,3.52,High
+1730,6.6,0.6,7,5.9,3.9,2.83,Moderate
+1731,6.1,2.4,7.2,0.4,7.9,3.29,Moderate
+1732,7.6,3.5,6.4,0.5,6,3.12,Moderate
+1733,9.7,1.5,7.9,3.9,1,3.69,High
+1734,5.7,1.2,5.7,4.9,6.5,2.66,High
+1735,6.1,2.9,9.7,2.8,2.5,2.5,Moderate
+1736,6.6,1.9,8,5.9,1.6,3.41,Moderate
+1737,9.7,3.4,9.4,0.7,0.8,3.6,High
+1738,7,3.8,7.1,3.6,2.5,3.11,Moderate
+1739,8.5,3.8,6.2,4.1,1.4,2.93,High
+1740,8.9,2.2,8.3,1.5,3.1,3.37,High
+1741,7.4,2.5,7,1.2,5.9,3.11,Moderate
+1742,8.7,1.6,6.8,2.4,4.5,3.42,High
+1743,7,2.2,7.7,3,4.1,3.05,Moderate
+1744,5.8,0.5,9.7,3.6,4.4,2.65,Low
+1745,8.3,1.6,9.5,2.9,1.7,3.12,High
+1746,9.8,3.3,9.3,0.3,1.3,3.73,High
+1747,6.4,1.1,6.4,5.1,5,2.79,Moderate
+1748,6.2,3.2,7.8,0,6.8,2.8,Moderate
+1749,7.1,1.6,5.6,4.1,5.6,3.28,High
+1750,8.6,0,9.8,4.6,1,3.48,High
+1751,9.5,0.1,9.7,3.8,0.9,3.57,High
+1752,9.7,1.8,8,2.1,2.4,3.82,High
+1753,9.7,0.3,7.5,4.1,2.4,3.53,High
+1754,9.5,3.8,5.3,2.2,3.2,3.7,High
+1755,5.1,1.3,7.7,5.5,4.4,2.8,Low
+1756,7.7,1.1,9.5,5.3,0.4,2.99,Moderate
+1757,7,3.6,6.9,4.4,2.1,2.84,Moderate
+1758,9.6,1.8,8.7,1.4,2.5,3.43,High
+1759,5.1,0.4,7.5,4.1,6.9,3.01,Low
+1760,8.5,2.8,7.5,4.8,0.4,3.06,High
+1761,7.4,1.8,6,1.8,7,3.13,Moderate
+1762,6.2,1.2,8.9,2,5.7,2.85,Moderate
+1763,6.2,0.7,8.9,0.8,7.4,3.02,Moderate
+1764,8.4,2.5,9.1,0.2,3.8,2.65,High
+1765,6.5,1.1,5.7,1.7,9,3.02,High
+1766,8.3,1.5,8.6,1.9,3.7,2.86,High
+1767,6.5,2.2,5.1,0.5,9.7,3.1,High
+1768,8.6,0.4,9.2,4.2,1.6,3.27,High
+1769,8.1,3.3,7,1.2,4.4,3.8,High
+1770,7.7,2.3,9.7,3.9,0.4,3.3,Moderate
+1771,9.4,3.2,9.7,0.2,1.5,3.4,High
+1772,9.2,2,8.7,0.6,3.5,3.03,High
+1773,6.3,2.9,5.8,2.1,6.9,2.78,High
+1774,8.5,1.5,7.8,0.6,5.6,3.02,High
+1775,9,1.5,8.2,3.8,1.5,3.41,High
+1776,8.1,1.7,5.9,5.7,2.6,3.17,High
+1777,8.8,0.8,6.7,4.9,2.8,3.53,High
+1778,7.2,2.9,6.9,1.3,5.7,3.23,Moderate
+1779,8.2,3.9,6.6,2.4,2.9,3.32,High
+1780,9.2,3,5.3,6,0.5,3.77,High
+1781,8.8,3.5,8.3,2.9,0.5,3.26,High
+1782,9.4,0.8,5.4,4.7,3.7,3.25,High
+1783,9.2,0.7,9.3,3.3,1.5,3.64,High
+1784,7.1,0.8,6.4,3,6.7,3.08,Moderate
+1785,7.7,3.2,9,2.4,1.7,3.03,Moderate
+1786,5.3,3.5,5.4,1.5,8.3,2.91,High
+1787,8.5,1.6,9.4,1.3,3.2,2.9,High
+1788,7.7,3.5,9.6,0.9,2.3,3.39,Moderate
+1789,7.3,2.2,9.7,4.8,0,3.25,Moderate
+1790,6.9,0,5,2.8,9.3,2.85,High
+1791,7.4,0.1,8.4,1.8,6.3,2.75,Moderate
+1792,5.8,1.6,6.2,3.2,7.2,2.98,Low
+1793,6,2,5.8,4,6.2,2.81,High
+1794,7.3,0.3,8,1.6,6.8,3.15,Moderate
+1795,7.6,2.1,9.6,2.6,2.1,2.78,Moderate
+1796,9.7,3.1,6.4,4.1,0.7,3.76,High
+1797,7.2,3.3,9.1,0.8,3.6,2.87,Moderate
+1798,6.5,1.2,8.6,1.4,6.3,3.18,Moderate
+1799,5,2.9,5.9,0.6,9.6,2.63,High
+1800,7.4,0.2,9.9,4.3,2.2,2.84,Moderate
+1801,6.6,1.3,7.2,3.8,5.1,2.93,Moderate
+1802,9.3,1,6.9,5.2,1.6,3.32,High
+1803,8.3,1.4,8.4,0.1,5.8,3.23,High
+1804,9.1,3.8,9.6,1.4,0.1,3.71,High
+1805,7.6,1.4,7.3,4.1,3.6,3.09,Moderate
+1806,9.6,3.3,9.9,1.1,0.1,3.5,High
+1807,6.4,0.4,5.6,1.7,9.9,3.21,High
+1808,9.5,2.5,5,1.1,5.9,3.52,High
+1809,5.5,1.5,7.5,0.3,9.2,2.61,Low
+1810,8.2,1.9,7.5,2.6,3.8,3.13,High
+1811,9.8,0.9,7.6,4.2,1.5,3.62,High
+1812,6.9,1.9,5.4,3.7,6.1,3.05,High
+1813,6.4,0.6,7.7,3.2,6.1,3,Moderate
+1814,8.1,0.8,7.3,4.3,3.5,3.12,High
+1815,7.6,1.6,6.6,3.7,4.5,3.18,Moderate
+1816,5.4,1.8,9.5,0.6,6.7,2.9,Low
+1817,9.9,3.8,5.4,4.6,0.3,3.69,High
+1818,7.1,1.8,8.2,4.6,2.3,2.98,Moderate
+1819,5.2,2.4,5.9,2.1,8.4,2.69,High
+1820,6.7,0.4,5.7,0.2,11,2.58,High
+1821,7.4,3.8,5.6,5.7,1.5,3.27,High
+1822,8.2,3.3,5.5,3,4,3.5,High
+1823,8.5,2.3,9.2,0.3,3.7,3.34,High
+1824,6.9,1.4,8.1,5.3,2.3,3.42,Moderate
+1825,7.5,3.3,7,0.6,5.6,2.82,Moderate
+1826,8.6,3,5.3,1.3,5.8,3.06,High
+1827,6.4,2.2,5.7,0.8,8.9,2.89,High
+1828,6.8,3.2,7.6,0.8,5.6,2.78,Moderate
+1829,8.7,1.6,6.3,2.3,5.1,2.87,High
+1830,6.2,1.6,5.1,4.6,6.5,2.92,High
+1831,5.9,0.2,8.3,4.6,5,2.88,Low
+1832,6,2.9,8.5,1.5,5.1,3.17,Moderate
+1833,9.5,0.4,9.9,3.6,0.6,3.5,High
+1834,8.6,0.8,7.2,0.4,7,3.32,High
+1835,6.9,3,6.9,2,5.2,3.23,Moderate
+1836,5.2,1.5,5.8,4.2,7.3,2.83,High
+1837,5.5,2.7,6.4,1.2,8.2,2.75,Low
+1838,7.4,2,6.6,0.8,7.2,3.1,Moderate
+1839,6.9,2.7,8.9,2.9,2.6,2.77,Moderate
+1840,6.4,0.6,6.2,1.3,9.5,3.04,Moderate
+1841,7.6,2.3,9.7,0.9,3.5,3.36,Moderate
+1842,7.8,1,6.3,0.2,8.7,3.27,Moderate
+1843,6.5,3,5.2,1.3,8,3.17,High
+1844,7.3,2.8,6.9,1,6,3.24,Moderate
+1845,7,2.3,9.7,0.3,4.7,2.64,Moderate
+1846,7.5,0.1,6.6,4.9,4.9,3.14,Moderate
+1847,7.8,1.8,6.4,1.8,6.2,3.39,Moderate
+1848,9.8,1.8,7,4.6,0.8,3.39,High
+1849,7.1,2.2,6.2,4.5,4,3.34,Moderate
+1850,8.9,0.9,8.6,4.5,1.1,3.36,High
+1851,6.7,0.7,5,2.7,8.9,3.15,High
+1852,5.9,3.4,6.3,1.4,7,2.48,Low
+1853,7.4,2,6.1,1.6,6.9,3.22,Moderate
+1854,8.9,1.8,8.6,3.5,1.2,3.17,High
+1855,5.7,3.9,9.1,1.1,4.2,2.81,Low
+1856,5.7,3,7.3,4.7,3.3,2.82,Low
+1857,8.7,2.4,8.4,0.1,4.4,3.51,High
+1858,5,0.1,9.3,4.1,5.5,2.47,Low
+1859,6.3,2.8,9,1.8,4.1,2.79,Moderate
+1860,7.5,3.1,6.1,1.6,5.7,3.07,Moderate
+1861,6.2,4,6,3.5,4.3,2.88,Moderate
+1862,8.2,3,9.9,0.5,2.4,3.3,High
+1863,8.8,1.4,5.9,2.5,5.4,3.29,High
+1864,7.7,4,7,3.3,2,3.44,Moderate
+1865,6.8,1.6,8.5,5.6,1.5,3.33,Moderate
+1866,5.4,0.8,7.5,0.1,10.2,2.86,Low
+1867,6.3,2.1,5.1,1.6,8.9,3.49,High
+1868,9.6,2.6,7.1,4.4,0.3,3.54,High
+1869,8.9,0.8,5.7,4.1,4.5,3.62,High
+1870,8.7,2.5,9.9,1.5,1.4,3.36,High
+1871,5.6,3.3,6.3,4.7,4.1,2.85,Low
+1872,8,1.8,6.8,2.1,5.3,3.23,Moderate
+1873,8.2,3,8.4,0.9,3.5,3.52,High
+1874,7.4,2.1,8.9,3.7,1.9,3.1,Moderate
+1875,7,3.6,5.8,6,1.6,2.99,High
+1876,8.6,3.2,9.3,2.9,0,3.38,High
+1877,6.5,2.8,5.6,2.4,6.7,2.9,High
+1878,8,2,8.2,5.6,0.2,3.4,Moderate
+1879,5.3,2.3,9.3,2.9,4.2,2.82,Low
+1880,6.7,0.6,9.2,3.1,4.4,2.85,Moderate
+1881,9.7,3.2,8.5,0,2.6,3.19,High
+1882,9.6,0.7,6.4,3.1,4.2,3.38,High
+1883,6.3,0.8,8,0.5,8.4,2.91,Moderate
+1884,8.6,2.2,7.1,3.4,2.7,3.18,High
+1885,6.8,3.7,5.3,4,4.2,3.04,High
+1886,5.9,1.2,8.6,0.5,7.8,2.92,Low
+1887,9.1,2.9,8.6,0.3,3.1,3.56,High
+1888,9.2,0.2,5.1,2.2,7.3,3.61,High
+1889,5.7,2.2,9.6,2.3,4.2,2.98,Low
+1890,5.5,2.4,7.3,5.6,3.2,2.77,Low
+1891,5.6,0.8,5.1,2.6,9.9,2.97,High
+1892,8,2.5,7.7,0.5,5.3,3.12,Moderate
+1893,7.2,4,9.2,3.2,0.4,2.95,Moderate
+1894,7.4,2.7,9.4,3.4,1.1,3.04,Moderate
+1895,9.7,0.2,5.1,4,5,3.25,High
+1896,6.7,1.1,7.6,2.6,6,2.83,Moderate
+1897,7.6,2.7,6.9,1.5,5.3,3.05,Moderate
+1898,8.7,3,8.3,0.9,3.1,3.1,High
+1899,7.9,2.3,7.4,3.3,3.1,3.75,Moderate
+1900,8.6,0.4,8.7,0.8,5.5,3.22,High
+1901,5.3,3.9,9.8,0.3,4.7,2.53,Low
+1902,7.4,3.3,9.8,2.2,1.3,3.06,Moderate
+1903,6.8,2.4,6.6,5.5,2.7,3.05,Moderate
+1904,6.6,1.2,5.2,4.9,6.1,3.2,High
+1905,7.3,1.3,7.4,4.9,3.1,2.83,Moderate
+1906,6.9,1.3,5.9,3.6,6.3,2.94,High
+1907,7.4,3.5,5.2,3.9,4,3.26,High
+1908,9.4,2.9,9.6,0.7,1.4,3.57,High
+1909,7.5,0.1,5,1.4,10,3.07,High
+1910,5.9,0.1,9.5,0,8.5,2.79,Low
+1911,8.7,0.6,9.6,4.6,0.5,3.57,High
+1912,5,3.9,9.4,5.1,0.6,2.98,Low
+1913,8.3,1.4,9.5,1.4,3.4,3.06,High
+1914,9.6,0.6,6.1,3.3,4.4,3.47,High
+1915,8.8,2.5,6.2,0,6.5,3.29,High
+1916,9.5,1.6,7.6,2.5,2.8,3.7,High
+1917,7.2,3.1,7.6,1.9,4.2,2.79,Moderate
+1918,5.7,2.6,8.4,4.5,2.8,2.94,Low
+1919,7.5,3.6,9.7,2.6,0.6,2.84,Moderate
+1920,9.9,1.1,6,2.7,4.3,3.68,High
+1921,5.3,3.9,7.9,3.3,3.6,2.79,Low
+1922,5.2,2.4,8.6,2.5,5.3,3.21,Low
+1923,8.8,0.9,6.1,1,7.2,3.53,High
+1924,9.1,1.5,7.9,4,1.5,3.29,High
+1925,6.2,0.7,9.9,3.7,3.5,2.73,Moderate
+1926,6.3,2,6.6,1,8.1,3.09,Moderate
+1927,6.3,0.1,8.5,3,6.1,2.99,Moderate
+1928,5.5,3,5.1,1.5,8.9,2.66,High
+1929,9.5,2.9,5.4,4.9,1.3,3.67,High
+1930,8,2.7,10,0.8,2.5,3.2,Moderate
+1931,8.1,1.8,5.2,0.1,8.8,3.28,High
+1932,7.8,2.2,5.2,2.8,6,3,High
+1933,9.6,1.6,8.1,3.7,1,3.46,High
+1934,9.3,1.6,9.4,0.9,2.8,3.69,High
+1935,6.4,0.2,9,2.5,5.9,2.81,Moderate
+1936,9.5,3.3,7.8,2.1,1.3,3.28,High
+1937,7.4,1.6,9.6,0.7,4.7,2.75,Moderate
+1938,7.5,1.8,7.6,0.8,6.3,2.93,Moderate
+1939,7.6,1,5.9,0.4,9.1,3.06,High
+1940,8.1,2.9,8.4,2.2,2.4,3.52,High
+1941,6.9,1.5,8.2,3,4.4,2.99,Moderate
+1942,8.2,1.2,5.1,5.3,4.2,3.19,High
+1943,6.1,3.7,8.6,4.3,1.3,2.79,Moderate
+1944,7.6,0.7,6.5,1.9,7.3,3,Moderate
+1945,5.8,0.8,8.9,1,7.5,2.89,Low
+1946,9.9,1.3,5.6,3.4,3.8,3.43,High
+1947,9.5,3.1,8.1,1,2.3,3.25,High
+1948,8.4,2.9,9.8,0.8,2.1,3.28,High
+1949,5.1,2.2,8.5,4.7,3.5,2.64,Low
+1950,7.6,1.3,9.3,2.7,3.1,2.98,Moderate
+1951,9,2.3,8.9,1.3,2.5,3.24,High
+1952,7.7,0.9,7.4,1.9,6.1,3.31,Moderate
+1953,6.3,3.9,5.8,4.7,3.3,2.73,High
+1954,5.2,1.6,9.7,0.1,7.4,2.95,Low
+1955,7.9,2,9.4,0.4,4.3,3.42,Moderate
+1956,8.3,3.8,9.1,0.1,2.7,3.48,High
+1957,7.4,1.6,6.6,2.7,5.7,2.88,Moderate
+1958,9.9,0.4,9.6,2,2.1,3.09,High
+1959,8.1,3.3,6.8,2.5,3.3,2.86,High
+1960,9.6,3.3,5.5,0.6,5,3.19,High
+1961,7.1,0.4,8.1,0.9,7.5,3.02,Moderate
+1962,6.6,2.7,7.4,5.9,1.4,2.99,Moderate
+1963,9.4,1.4,5.2,5.1,2.9,3.59,High
+1964,9.5,0.9,9.5,1.3,2.8,3.24,High
+1965,9.9,1.1,9.8,0.2,3,3.54,High
+1966,7.4,0.9,8.5,1.1,6.1,3.48,Moderate
+1967,7.8,1,9.8,0.2,5.2,3.04,Moderate
+1968,7.1,0.9,7.5,5.2,3.3,2.92,Moderate
+1969,8.6,2.3,5.4,4.2,3.5,3.38,High
+1970,6.3,1.7,6.8,5.2,4,2.84,Moderate
+1971,5.6,2.3,5.7,4.2,6.2,2.81,High
+1972,7.4,3.7,7.6,2.6,2.7,3.29,Moderate
+1973,7.9,2.8,5.5,4.9,2.9,3.03,High
+1974,8.9,1.5,5.5,3.8,4.3,3.31,High
+1975,9.4,3.6,9.8,1,0.2,3.32,High
+1976,8,2.4,6.8,5.4,1.4,3.42,Moderate
+1977,7.5,1.9,10,2.3,2.3,3.14,Moderate
+1978,9.1,3.1,8.9,2.1,0.8,3.1,High
+1979,6.3,3.4,9.5,0.9,3.9,2.97,Moderate
+1980,8.2,2.2,5.3,4.5,3.8,3.43,High
+1981,7.5,2.6,7.5,3,3.4,3.02,Moderate
+1982,5.8,0.8,9.9,0.9,6.6,2.71,Low
+1983,6.3,2.4,8.1,0.9,6.3,3.07,Moderate
+1984,6.2,1.2,9.7,5,1.9,3.06,Moderate
+1985,8.5,0.3,7.1,3.4,4.7,3.23,High
+1986,8,1.3,8.9,4.9,0.9,2.93,Moderate
+1987,6.6,3.4,5.5,5,3.5,2.9,High
+1988,9.5,1.5,6.4,3,3.6,3.86,High
+1989,7.3,1.4,8.5,4.6,2.2,3.28,Moderate
+1990,7,2.7,7.4,6,0.9,2.85,Moderate
+1991,8.6,3.8,9.2,2.2,0.2,3.26,High
+1992,6.3,1.5,5.1,3.1,8,3.21,High
+1993,7.5,2.1,9.9,4.1,0.4,3.04,Moderate
+1994,7.1,1.4,9,3.1,3.4,2.85,Moderate
+1995,7.9,3.4,9,0.5,3.2,3.08,Moderate
+1996,6.5,0.2,7.4,2.1,7.8,3.32,Moderate
+1997,6.3,2.8,8.8,1.5,4.6,2.65,Moderate
+1998,6.2,0,6.2,0.8,10.8,3.14,Moderate
+1999,8.1,0.7,7.6,3.5,4.1,3.04,High
+2000,9,1.7,7.3,3.1,2.9,3.58,High