diff --git a/python_project_1.ipynb b/python_project_1.ipynb
new file mode 100644
index 0000000..1e1f4ec
--- /dev/null
+++ b/python_project_1.ipynb
@@ -0,0 +1,923 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "7acc26cb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c821dd0a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('https://raw.githubusercontent.com/CunyLaguardiaDataAnalytics/datasets/master/2014-15_To_2016-17_School-_Level_NYC_Regents_Report_For_All_Variables.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "e080ce64",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(212331, 15)"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "57651a37",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "School DBN                     object\n",
+       "School Name                    object\n",
+       "School Level                   object\n",
+       "Regents Exam                   object\n",
+       "Year                            int64\n",
+       "Total Tested                    int64\n",
+       "Mean Score                     object\n",
+       "Number Scoring Below 65        object\n",
+       "Percent Scoring Below 65       object\n",
+       "Number Scoring 65 or Above     object\n",
+       "Percent Scoring 65 or Above    object\n",
+       "Number Scoring 80 or Above     object\n",
+       "Percent Scoring 80 or Above    object\n",
+       "Number Scoring CR              object\n",
+       "Percent Scoring CR             object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "7147a7d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2015 2017\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Time range should be 2014-2015 to 2016-2017 school year. Does the 'Year' column reflect this range?\n",
+    "\n",
+    "print(df['Year'].min(), df['Year'].max())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "897e335b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "School DBN                      0\n",
+       "School Name                     0\n",
+       "School Level                    0\n",
+       "Regents Exam                   10\n",
+       "Year                            0\n",
+       "Total Tested                    0\n",
+       "Mean Score                      0\n",
+       "Number Scoring Below 65         0\n",
+       "Percent Scoring Below 65        0\n",
+       "Number Scoring 65 or Above      0\n",
+       "Percent Scoring 65 or Above     0\n",
+       "Number Scoring 80 or Above      0\n",
+       "Percent Scoring 80 or Above     0\n",
+       "Number Scoring CR               0\n",
+       "Percent Scoring CR              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Is there any missing data?\n",
+    "\n",
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "e0ab351b",
+   "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>School DBN</th>\n",
+       "      <th>School Name</th>\n",
+       "      <th>School Level</th>\n",
+       "      <th>Regents Exam</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Total Tested</th>\n",
+       "      <th>Mean Score</th>\n",
+       "      <th>Number Scoring Below 65</th>\n",
+       "      <th>Percent Scoring Below 65</th>\n",
+       "      <th>Number Scoring 65 or Above</th>\n",
+       "      <th>Percent Scoring 65 or Above</th>\n",
+       "      <th>Number Scoring 80 or Above</th>\n",
+       "      <th>Percent Scoring 80 or Above</th>\n",
+       "      <th>Number Scoring CR</th>\n",
+       "      <th>Percent Scoring CR</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>18654</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>90</td>\n",
+       "      <td>55.6</td>\n",
+       "      <td>61</td>\n",
+       "      <td>67.8</td>\n",
+       "      <td>29</td>\n",
+       "      <td>32.2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52756</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>81</td>\n",
+       "      <td>55.9</td>\n",
+       "      <td>55</td>\n",
+       "      <td>67.9</td>\n",
+       "      <td>26</td>\n",
+       "      <td>32.1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52757</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>9</td>\n",
+       "      <td>53.4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100865</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>5</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100866</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>54</td>\n",
+       "      <td>57.4</td>\n",
+       "      <td>34</td>\n",
+       "      <td>63</td>\n",
+       "      <td>20</td>\n",
+       "      <td>37</td>\n",
+       "      <td>6</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100867</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>31</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>s</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138300</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>54</td>\n",
+       "      <td>57.3</td>\n",
+       "      <td>34</td>\n",
+       "      <td>63</td>\n",
+       "      <td>20</td>\n",
+       "      <td>37</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9.3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138301</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>36</td>\n",
+       "      <td>53.2</td>\n",
+       "      <td>27</td>\n",
+       "      <td>75</td>\n",
+       "      <td>9</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209785</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>12</td>\n",
+       "      <td>59</td>\n",
+       "      <td>9</td>\n",
+       "      <td>75</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209786</th>\n",
+       "      <td>84M478</td>\n",
+       "      <td>Inwood Academy for Leadership Charter School</td>\n",
+       "      <td>Secondary School</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>78</td>\n",
+       "      <td>55.1</td>\n",
+       "      <td>52</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>26</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       School DBN                                   School Name  \\\n",
+       "18654      84M478  Inwood Academy for Leadership Charter School   \n",
+       "52756      84M478  Inwood Academy for Leadership Charter School   \n",
+       "52757      84M478  Inwood Academy for Leadership Charter School   \n",
+       "100865     84M478  Inwood Academy for Leadership Charter School   \n",
+       "100866     84M478  Inwood Academy for Leadership Charter School   \n",
+       "100867     84M478  Inwood Academy for Leadership Charter School   \n",
+       "138300     84M478  Inwood Academy for Leadership Charter School   \n",
+       "138301     84M478  Inwood Academy for Leadership Charter School   \n",
+       "209785     84M478  Inwood Academy for Leadership Charter School   \n",
+       "209786     84M478  Inwood Academy for Leadership Charter School   \n",
+       "\n",
+       "            School Level Regents Exam  Year  Total Tested Mean Score  \\\n",
+       "18654   Secondary School          NaN  2015            90       55.6   \n",
+       "52756   Secondary School          NaN  2015            81       55.9   \n",
+       "52757   Secondary School          NaN  2015             9       53.4   \n",
+       "100865  Secondary School          NaN  2015             5          s   \n",
+       "100866  Secondary School          NaN  2015            54       57.4   \n",
+       "100867  Secondary School          NaN  2015            31          s   \n",
+       "138300  Secondary School          NaN  2015            54       57.3   \n",
+       "138301  Secondary School          NaN  2015            36       53.2   \n",
+       "209785  Secondary School          NaN  2015            12         59   \n",
+       "209786  Secondary School          NaN  2015            78       55.1   \n",
+       "\n",
+       "       Number Scoring Below 65 Percent Scoring Below 65  \\\n",
+       "18654                       61                     67.8   \n",
+       "52756                       55                     67.9   \n",
+       "52757                        6                     66.7   \n",
+       "100865                       s                        s   \n",
+       "100866                      34                       63   \n",
+       "100867                       s                        s   \n",
+       "138300                      34                       63   \n",
+       "138301                      27                       75   \n",
+       "209785                       9                       75   \n",
+       "209786                      52                     66.7   \n",
+       "\n",
+       "       Number Scoring 65 or Above Percent Scoring 65 or Above  \\\n",
+       "18654                          29                        32.2   \n",
+       "52756                          26                        32.1   \n",
+       "52757                           3                        33.3   \n",
+       "100865                          s                           s   \n",
+       "100866                         20                          37   \n",
+       "100867                          s                           s   \n",
+       "138300                         20                          37   \n",
+       "138301                          9                          25   \n",
+       "209785                          3                          25   \n",
+       "209786                         26                        33.3   \n",
+       "\n",
+       "       Number Scoring 80 or Above Percent Scoring 80 or Above  \\\n",
+       "18654                           6                         6.7   \n",
+       "52756                           5                         6.2   \n",
+       "52757                           1                        11.1   \n",
+       "100865                          s                           s   \n",
+       "100866                          6                        11.1   \n",
+       "100867                          s                           s   \n",
+       "138300                          5                         9.3   \n",
+       "138301                          1                         2.8   \n",
+       "209785                          1                         8.3   \n",
+       "209786                          5                         6.4   \n",
+       "\n",
+       "       Number Scoring CR Percent Scoring CR  \n",
+       "18654                  0                  0  \n",
+       "52756                  0                  0  \n",
+       "52757                  0                  0  \n",
+       "100865                na                 na  \n",
+       "100866                 0                  0  \n",
+       "100867                na                 na  \n",
+       "138300                 0                  0  \n",
+       "138301                 0                  0  \n",
+       "209785                 0                  0  \n",
+       "209786                 0                  0  "
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['Regents Exam'].isna()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "c9a49215",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Cleaning the data\n",
+    "\n",
+    "# There are ten missing values. One school is responsible. We'll drop that school from the dataset\n",
+    "\n",
+    "df.dropna(inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "id": "1f05cd97",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 137101 entries, 1 to 212325\n",
+      "Data columns (total 15 columns):\n",
+      " #   Column                       Non-Null Count   Dtype  \n",
+      "---  ------                       --------------   -----  \n",
+      " 0   School DBN                   137101 non-null  object \n",
+      " 1   School Name                  137101 non-null  object \n",
+      " 2   School Level                 137101 non-null  object \n",
+      " 3   Regents Exam                 137101 non-null  object \n",
+      " 4   Year                         137101 non-null  int64  \n",
+      " 5   Total Tested                 137101 non-null  int64  \n",
+      " 6   Mean Score                   137101 non-null  float64\n",
+      " 7   Number Scoring Below 65      137101 non-null  object \n",
+      " 8   Percent Scoring Below 65     137101 non-null  object \n",
+      " 9   Number Scoring 65 or Above   137101 non-null  object \n",
+      " 10  Percent Scoring 65 or Above  137101 non-null  object \n",
+      " 11  Number Scoring 80 or Above   137101 non-null  object \n",
+      " 12  Percent Scoring 80 or Above  137101 non-null  object \n",
+      " 13  Number Scoring CR            137101 non-null  object \n",
+      " 14  Percent Scoring CR           137101 non-null  object \n",
+      "dtypes: float64(1), int64(2), object(12)\n",
+      "memory usage: 16.7+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 'Mean Score'\n",
+    "\n",
+    "# We expect integers or floats. Instead we have objects.\n",
+    "# Can we convert them to floats?\n",
+    "\n",
+    "# Yes, but first we have to deal with the nonsense value 's'.\n",
+    "# We don't know what 's' means so let's make a subset then\n",
+    "# convert the mean scores to floats.\n",
+    "\n",
+    "df = df[df['Mean Score'] != 's']\n",
+    "df['Mean Score'] = pd.to_numeric(df['Mean Score'])\n",
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "f62fbc11",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('O')"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 'Percent Scoring 80 or Above': an interesting column.\n",
+    "# This column's data type also needs to be recast.\n",
+    "\n",
+    "df['Percent Scoring 80 or Above'].dtype"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "id": "e3550ecb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dtype('float64')"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Percent Scoring 80 or Above'] = pd.to_numeric(df['Percent Scoring 80 or Above'])\n",
+    "df['Percent Scoring 80 or Above'].dtype"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "id": "138ebba4",
+   "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>School DBN</th>\n",
+       "      <th>School Name</th>\n",
+       "      <th>School Level</th>\n",
+       "      <th>Regents Exam</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Total Tested</th>\n",
+       "      <th>Mean Score</th>\n",
+       "      <th>Number Scoring Below 65</th>\n",
+       "      <th>Percent Scoring Below 65</th>\n",
+       "      <th>Number Scoring 65 or Above</th>\n",
+       "      <th>Percent Scoring 65 or Above</th>\n",
+       "      <th>Number Scoring 80 or Above</th>\n",
+       "      <th>Percent Scoring 80 or Above</th>\n",
+       "      <th>Number Scoring CR</th>\n",
+       "      <th>Percent Scoring CR</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>01M034</td>\n",
+       "      <td>P.S. 034 Franklin D. Roosevelt</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>16</td>\n",
+       "      <td>77.9</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>15</td>\n",
+       "      <td>93.8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>43.8</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>01M034</td>\n",
+       "      <td>P.S. 034 Franklin D. Roosevelt</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>9</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>88.9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>22.2</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>01M140</td>\n",
+       "      <td>P.S. 140 Nathan Straus</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>9</td>\n",
+       "      <td>67.4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>66.7</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>01M140</td>\n",
+       "      <td>P.S. 140 Nathan Straus</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>15</td>\n",
+       "      <td>72.6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13.3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>86.7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>01M140</td>\n",
+       "      <td>P.S. 140 Nathan Straus</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>9</td>\n",
+       "      <td>64.4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>55.6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>44.4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.1</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212321</th>\n",
+       "      <td>84X717</td>\n",
+       "      <td>Icahn Charter School</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Common Core Algebra</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>6</td>\n",
+       "      <td>87.2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212322</th>\n",
+       "      <td>84X717</td>\n",
+       "      <td>Icahn Charter School</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Common Core Algebra</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>6</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212323</th>\n",
+       "      <td>84X717</td>\n",
+       "      <td>Icahn Charter School</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Common Core Algebra</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>6</td>\n",
+       "      <td>88.3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "      <td>5</td>\n",
+       "      <td>83.3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212324</th>\n",
+       "      <td>84X717</td>\n",
+       "      <td>Icahn Charter School</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>8</td>\n",
+       "      <td>76.5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12.5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>87.5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212325</th>\n",
+       "      <td>84X717</td>\n",
+       "      <td>Icahn Charter School</td>\n",
+       "      <td>K-8</td>\n",
+       "      <td>Living Environment</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>6</td>\n",
+       "      <td>79.8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>100</td>\n",
+       "      <td>2</td>\n",
+       "      <td>33.3</td>\n",
+       "      <td>na</td>\n",
+       "      <td>na</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>137101 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       School DBN                     School Name School Level  \\\n",
+       "1          01M034  P.S. 034 Franklin D. Roosevelt          K-8   \n",
+       "2          01M034  P.S. 034 Franklin D. Roosevelt          K-8   \n",
+       "5          01M140          P.S. 140 Nathan Straus          K-8   \n",
+       "6          01M140          P.S. 140 Nathan Straus          K-8   \n",
+       "7          01M140          P.S. 140 Nathan Straus          K-8   \n",
+       "...           ...                             ...          ...   \n",
+       "212321     84X717            Icahn Charter School          K-8   \n",
+       "212322     84X717            Icahn Charter School          K-8   \n",
+       "212323     84X717            Icahn Charter School          K-8   \n",
+       "212324     84X717            Icahn Charter School          K-8   \n",
+       "212325     84X717            Icahn Charter School          K-8   \n",
+       "\n",
+       "               Regents Exam  Year  Total Tested  Mean Score  \\\n",
+       "1        Living Environment  2015            16        77.9   \n",
+       "2        Living Environment  2016             9        74.0   \n",
+       "5        Living Environment  2015             9        67.4   \n",
+       "6        Living Environment  2016            15        72.6   \n",
+       "7        Living Environment  2017             9        64.4   \n",
+       "...                     ...   ...           ...         ...   \n",
+       "212321  Common Core Algebra  2016             6        87.2   \n",
+       "212322  Common Core Algebra  2017             6        87.0   \n",
+       "212323  Common Core Algebra  2017             6        88.3   \n",
+       "212324   Living Environment  2015             8        76.5   \n",
+       "212325   Living Environment  2015             6        79.8   \n",
+       "\n",
+       "       Number Scoring Below 65 Percent Scoring Below 65  \\\n",
+       "1                            1                      6.3   \n",
+       "2                            1                     11.1   \n",
+       "5                            3                     33.3   \n",
+       "6                            2                     13.3   \n",
+       "7                            5                     55.6   \n",
+       "...                        ...                      ...   \n",
+       "212321                       0                        0   \n",
+       "212322                       0                        0   \n",
+       "212323                       0                        0   \n",
+       "212324                       1                     12.5   \n",
+       "212325                       0                        0   \n",
+       "\n",
+       "       Number Scoring 65 or Above Percent Scoring 65 or Above  \\\n",
+       "1                              15                        93.8   \n",
+       "2                               8                        88.9   \n",
+       "5                               6                        66.7   \n",
+       "6                              13                        86.7   \n",
+       "7                               4                        44.4   \n",
+       "...                           ...                         ...   \n",
+       "212321                          6                         100   \n",
+       "212322                          6                         100   \n",
+       "212323                          6                         100   \n",
+       "212324                          7                        87.5   \n",
+       "212325                          6                         100   \n",
+       "\n",
+       "       Number Scoring 80 or Above  Percent Scoring 80 or Above  \\\n",
+       "1                               7                         43.8   \n",
+       "2                               2                         22.2   \n",
+       "5                               0                          0.0   \n",
+       "6                               5                         33.3   \n",
+       "7                               1                         11.1   \n",
+       "...                           ...                          ...   \n",
+       "212321                          6                        100.0   \n",
+       "212322                          6                        100.0   \n",
+       "212323                          5                         83.3   \n",
+       "212324                          2                         25.0   \n",
+       "212325                          2                         33.3   \n",
+       "\n",
+       "       Number Scoring CR Percent Scoring CR  \n",
+       "1                     na                 na  \n",
+       "2                     na                 na  \n",
+       "5                     na                 na  \n",
+       "6                     na                 na  \n",
+       "7                     na                 na  \n",
+       "...                  ...                ...  \n",
+       "212321                 6                100  \n",
+       "212322                 6                100  \n",
+       "212323                 6                100  \n",
+       "212324                na                 na  \n",
+       "212325                na                 na  \n",
+       "\n",
+       "[137101 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}