{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
       "    return false;\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
    "    return false;\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# Introduction\n",
    "Public schools in the US represent a broad cross section of the regional population. They also tend to have robust and consistent collections of data. This data set is from New York City (NYC) public school surveys of the 2011-2012 school year. It consists of 161 columns of information for 363 schools.\n",
    "\n",
    "# Summary\n",
    "* Schools with below average assessment of safety and respect have below average results on the SAT.\n",
    "* Initial analysis shows a negative correlation between the percentage of Hispanic students and SAT results. This relationship is not seen in results on the AP exam. Furthermore, when magnet schools and international schools are removed from the data set, the remaining 90% of schools show a fairly uniform distribution and the correlation is lost.  \n",
    "* A small group of schools share SAT scores and AP exam values. This could be due to a cohort of students that is shared among the schools. Their influence on the original data set needs to be considered before further analysis is made."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Read in the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy\n",
    "import re\n",
    "import pprint\n",
    "pd.options.display.float_format = '{:20,.4f}'.format\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 3000)\n",
    "pd.set_option('display.colheader_justify', 'center')\n",
    "pd.set_option('display.precision', 3)\n",
    "\n",
    "data_files = [\n",
    "    \"ap_2010.csv\",\n",
    "    \"class_size.csv\",\n",
    "    \"demographics.csv\",\n",
    "    \"graduation.csv\",\n",
    "    \"hs_directory.csv\",\n",
    "    \"sat_results.csv\"\n",
    "]\n",
    "\n",
    "data = {}\n",
    "\n",
    "for f in data_files:\n",
    "    d = pd.read_csv(\"schools/{0}\".format(f))\n",
    "    data[f.replace(\".csv\", \"\")] = d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Read in the surveys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/tf/f9bv6m516pjcr2ytmmh92cw00000gn/T/ipykernel_3180/3674931809.py:5: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  survey[\"DBN\"] = survey[\"dbn\"]\n"
     ]
    }
   ],
   "source": [
    "all_survey = pd.read_csv(\"schools/survey_all.txt\", delimiter=\"\\t\", encoding='windows-1252')\n",
    "d75_survey = pd.read_csv(\"schools/survey_d75.txt\", delimiter=\"\\t\", encoding='windows-1252')\n",
    "survey = pd.concat([all_survey, d75_survey], axis=0)\n",
    "\n",
    "survey[\"DBN\"] = survey[\"dbn\"]\n",
    "\n",
    "survey_fields = [\n",
    "    \"DBN\", \n",
    "    \"rr_s\", \n",
    "    \"rr_t\", \n",
    "    \"rr_p\", \n",
    "    \"N_s\", \n",
    "    \"N_t\", \n",
    "    \"N_p\", \n",
    "    \"saf_p_11\", \n",
    "    \"com_p_11\", \n",
    "    \"eng_p_11\", \n",
    "    \"aca_p_11\", \n",
    "    \"saf_t_11\", \n",
    "    \"com_t_11\", \n",
    "    \"eng_t_11\", \n",
    "    \"aca_t_11\", \n",
    "    \"saf_s_11\", \n",
    "    \"com_s_11\", \n",
    "    \"eng_s_11\", \n",
    "    \"aca_s_11\", \n",
    "    \"saf_tot_11\", \n",
    "    \"com_tot_11\", \n",
    "    \"eng_tot_11\", \n",
    "    \"aca_tot_11\",\n",
    "]\n",
    "survey = survey.loc[:,survey_fields]\n",
    "data[\"survey\"] = survey"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Add DBN columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "data[\"hs_directory\"][\"DBN\"] = data[\"hs_directory\"][\"dbn\"]\n",
    "\n",
    "def pad_csd(num):\n",
    "    string_representation = str(num)\n",
    "    if len(string_representation) > 1:\n",
    "        return string_representation\n",
    "    else:\n",
    "        return \"0\" + string_representation\n",
    "    \n",
    "data[\"class_size\"][\"padded_csd\"] = data[\"class_size\"][\"CSD\"].apply(pad_csd)\n",
    "data[\"class_size\"][\"DBN\"] = data[\"class_size\"][\"padded_csd\"] + data[\"class_size\"][\"SCHOOL CODE\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Convert columns to numeric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "cols = ['SAT Math Avg. Score', 'SAT Critical Reading Avg. Score', 'SAT Writing Avg. Score']\n",
    "for c in cols:\n",
    "    data[\"sat_results\"][c] = pd.to_numeric(data[\"sat_results\"][c], errors=\"coerce\")\n",
    "\n",
    "data['sat_results']['sat_score'] = data['sat_results'][cols[0]] + data['sat_results'][cols[1]] + data['sat_results'][cols[2]]\n",
    "\n",
    "def find_lat(loc):\n",
    "    coords = re.findall(\"\\(.+, .+\\)\", loc)\n",
    "    lat = coords[0].split(\",\")[0].replace(\"(\", \"\")\n",
    "    return lat\n",
    "\n",
    "def find_lon(loc):\n",
    "    coords = re.findall(\"\\(.+, .+\\)\", loc)\n",
    "    lon = coords[0].split(\",\")[1].replace(\")\", \"\").strip()\n",
    "    return lon\n",
    "\n",
    "data[\"hs_directory\"][\"lat\"] = data[\"hs_directory\"][\"Location 1\"].apply(find_lat)\n",
    "data[\"hs_directory\"][\"lon\"] = data[\"hs_directory\"][\"Location 1\"].apply(find_lon)\n",
    "\n",
    "data[\"hs_directory\"][\"lat\"] = pd.to_numeric(data[\"hs_directory\"][\"lat\"], errors=\"coerce\")\n",
    "data[\"hs_directory\"][\"lon\"] = pd.to_numeric(data[\"hs_directory\"][\"lon\"], errors=\"coerce\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Condense datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "class_size = data[\"class_size\"]\n",
    "class_size = class_size[class_size[\"GRADE \"] == \"09-12\"]\n",
    "class_size = class_size[class_size[\"PROGRAM TYPE\"] == \"GEN ED\"]\n",
    "\n",
    "class_size = class_size.groupby(\"DBN\").agg(numpy.mean)\n",
    "class_size.reset_index(inplace=True)\n",
    "data[\"class_size\"] = class_size\n",
    "\n",
    "data[\"demographics\"] = data[\"demographics\"][data[\"demographics\"][\"schoolyear\"] == 20112012]\n",
    "\n",
    "data[\"graduation\"] = data[\"graduation\"][data[\"graduation\"][\"Cohort\"] == \"2006\"]\n",
    "data[\"graduation\"] = data[\"graduation\"][data[\"graduation\"][\"Demographic\"] == \"Total Cohort\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Convert AP scores to numeric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "cols = ['AP Test Takers ', 'Total Exams Taken', 'Number of Exams with scores 3 4 or 5']\n",
    "\n",
    "for col in cols:\n",
    "    data[\"ap_2010\"][col] = pd.to_numeric(data[\"ap_2010\"][col], errors=\"coerce\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Combine the datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/tf/f9bv6m516pjcr2ytmmh92cw00000gn/T/ipykernel_3180/3398560250.py:11: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.\n",
      "  combined = combined.fillna(combined.mean())\n"
     ]
    }
   ],
   "source": [
    "combined = data[\"sat_results\"]\n",
    "\n",
    "combined = combined.merge(data[\"ap_2010\"], on=\"DBN\", how=\"left\")\n",
    "combined = combined.merge(data[\"graduation\"], on=\"DBN\", how=\"left\")\n",
    "\n",
    "to_merge = [\"class_size\", \"demographics\", \"survey\", \"hs_directory\"]\n",
    "\n",
    "for m in to_merge:\n",
    "    combined = combined.merge(data[m], on=\"DBN\", how=\"inner\")\n",
    "\n",
    "combined = combined.fillna(combined.mean())\n",
    "combined = combined.fillna(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "## Add a school district column for mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "def get_first_two_chars(dbn):\n",
    "    return dbn[0:2]\n",
    "\n",
    "combined[\"school_dist\"] = combined[\"DBN\"].apply(get_first_two_chars)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlations & Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting survey correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# determine correlations\n",
    "correlations = combined.corr()\n",
    "correlations = correlations[\"sat_score\"]\n",
    "\n",
    "# bar plot for correlations between survey_fields and sat_score\n",
    "import matplotlib.pyplot as plt\n",
    "correlations.loc[\"rr_s\":\"aca_tot_11\"].plot.barh()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "It looks like the strongest correlations are between the SAT scores and the number of parents or students that respond to the survey. The response rate, on the other hand, is not correlated. This discrepancy might be worth looking at.\n",
    "<br>\n",
    "<br>\n",
    "Additional correlations are between SAT scores and two other factors, the students academic expectations and the perception of safety and respect by students, teachers, and parents. The next two sections look at each.\n",
    "## SAT Scores & Safety Scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 821.625x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create melted df from combined preserving school borough & DBN, sat_score,  and safety scores\n",
    "boroughs_long = combined[[\"boro\", \"DBN\", \"sat_score\", \"saf_s_11\", \"saf_t_11\", \"saf_p_11\", \"saf_tot_11\"]]\n",
    "boroughs_columns = [\"borough\", \"DBN\", \"sat_score\", \"safety_student\", \"safety_teacher\", \"safety_parent\", \"safety_total\"]\n",
    "boroughs_long.columns = boroughs_columns\n",
    "boroughs_long = boroughs_long.melt(id_vars=[\"borough\", \"DBN\", \"sat_score\"])\n",
    "\n",
    "# scatter plot with borough, sat_score, and safety scores (0-10)\n",
    "# plots are for student, teacher, parent, and total safety scores\n",
    "import seaborn as sns\n",
    "sns.relplot(data=boroughs_long, x=\"value\", y=\"sat_score\", hue=\"borough\", col=\"variable\", col_wrap=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "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: center;\">\n",
       "      <th></th>\n",
       "      <th>borough</th>\n",
       "      <th>sat_score</th>\n",
       "      <th>safety_student</th>\n",
       "      <th>safety_teacher</th>\n",
       "      <th>safety_parent</th>\n",
       "      <th>safety_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bronx</td>\n",
       "      <td>1,157.5982</td>\n",
       "      <td>6.6066</td>\n",
       "      <td>7.0269</td>\n",
       "      <td>8.3462</td>\n",
       "      <td>7.3226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>1,181.3645</td>\n",
       "      <td>6.3708</td>\n",
       "      <td>6.9858</td>\n",
       "      <td>8.0368</td>\n",
       "      <td>7.1292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Manhattan</td>\n",
       "      <td>1,278.3314</td>\n",
       "      <td>6.8314</td>\n",
       "      <td>7.2878</td>\n",
       "      <td>8.2889</td>\n",
       "      <td>7.4733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Queens</td>\n",
       "      <td>1,286.7530</td>\n",
       "      <td>6.7219</td>\n",
       "      <td>7.3656</td>\n",
       "      <td>8.0984</td>\n",
       "      <td>7.3875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Staten Island</td>\n",
       "      <td>1,382.5000</td>\n",
       "      <td>6.5300</td>\n",
       "      <td>7.2100</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     borough           sat_score         safety_student       safety_teacher        safety_parent        safety_total    \n",
       "0          Bronx           1,157.5982               6.6066               7.0269               8.3462               7.3226\n",
       "1       Brooklyn           1,181.3645               6.3708               6.9858               8.0368               7.1292\n",
       "2      Manhattan           1,278.3314               6.8314               7.2878               8.2889               7.4733\n",
       "3         Queens           1,286.7530               6.7219               7.3656               8.0984               7.3875\n",
       "4  Staten Island           1,382.5000               6.5300               7.2100               7.8000               7.2000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mean value for sat_score and safety scores, grouped by borough\n",
    "boroughs_means = combined.groupby(\"boro\").mean()\n",
    "boroughs_means = boroughs_means[[\"sat_score\", \"saf_s_11\", \"saf_t_11\", \"saf_p_11\", \"saf_tot_11\"]]\n",
    "boroughs_means.reset_index(inplace=True)\n",
    "boroughs_columns = [\"borough\", \"sat_score\", \"safety_student\", \"safety_teacher\", \"safety_parent\", \"safety_total\"]\n",
    "boroughs_means.columns = boroughs_columns\n",
    "display(boroughs_means)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ### Observations\n",
    "The scatter plots show two areas influencing the correlation between SAT scores and perceptions of safety and respect. First, the highest SAT scores come from schools with above average perceptions of safety and respect. Second, it looks like most schools have both SAT and safety and respect scores below the median values. It is also interesting that parents have a noticeably higher perception of safety and respect than either teachers or students.\n",
    "<br>\n",
    "<br>\n",
    "Grouping schools by borough and averaging scores paints a different picture. This seems to indicate that SAT scores and perception of safety do not have a strong positive correlation at all. For instance, Staten Island has the highest average SAT scores and Bronx the lowest. However, the student and parent perception of safety and respect scores are higher in the Bronx than in Staten Island. And while Manhattan has the highest total safety and respect scores, it ranks in the middle for SAT scores. So while using mean for comparison is a start, the scatter plot charts show a much more granular view that is closer to reality.\n",
    " ## SAT Scores & Student Academic Expectations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 461.625x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot with borough, sat_score, and academic expectations (0-10)\n",
    "sns.relplot(data=combined, x=\"aca_s_11\", y=\"sat_score\", hue=\"boro\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "The academic expectation scatter plot shows similar results to those for perception of safety and respect. Again, there are very few schools in the upper half of the academic expectation scores, and among them about half have better than average SAT scores. Also, we see that most schools have both SAT scores and academic expectations that are below the median value.\n",
    "\n",
    "## SAT Scores & Demographics on Race/Ethnicity\n",
    "Taking an objective look at the relationship between race & ethnicity and SAT scores in NYC schools can help in creating an egalitarian public school system that delivers success to all students."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make bar plot for correlations between race & ethnicity and sat_score\n",
    "correlations.loc[[\"asian_per\", \"black_per\", \"hispanic_per\", \"white_per\"]].plot.barh()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 461.625x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot for sat_scores and percent Hispanic\n",
    "sns.relplot(data=combined, x=\"hispanic_per\", y=\"sat_score\", hue=\"boro\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "The bar chart for race & ethnicity paints a stark picture, showing a moderately strong negative correlation between SAT scores and the percentage of Hispanic students in the school. That being said, the scatter plot suggests something a little more nuanced.\n",
    "<br>\n",
    "<br>\n",
    "The highest SAT scores (over 1500) occur in schools with a low percentage of Hispanic students, but this is only about 6% of the schools in the data set. These seem to be magnet schools, which draw the best students from any demographic. There are about 5-10 schools that show close to 100% Hispanic student populations. These schools have low SAT scores, a closer look might show relevant factors. It looks like most of the schools (i.e. school-wide average of less than 1500 on the SAT and student population less than 95% percent Hispanic) have a more even distribution of SAT scores.\n",
    "<br>\n",
    "<br>\n",
    "As a side note, almost all the schools in the Bronx have more than half the student population identifying as Hispanic. There are just a few with less than 40% Hispanic, and two of these schools score the highest SAT averages. \n",
    "<br>\n",
    "<br>\n",
    "That creates three groups of schools, with one group being divided again in two. The following sections take a look at each.\n",
    "## Group 1, High SAT scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4           NEW EXPLORATIONS INTO SCIENCE TECH AND MATH\n",
       "5                        BARD HIGH SCHOOL EARLY COLLEGE\n",
       "22             PROFESSIONAL PERFORMING ARTS HIGH SCHOOL\n",
       "23                    BARUCH COLLEGE CAMPUS HIGH SCHOOL\n",
       "24             NYC LAB SCHOOL FOR COLLABORATIVE STUDIES\n",
       "26                        ELEANOR ROOSEVELT HIGH SCHOOL\n",
       "27                               MILLENNIUM HIGH SCHOOL\n",
       "37                               STUYVESANT HIGH SCHOOL\n",
       "60                                   BEACON HIGH SCHOOL\n",
       "61     FIORELLO H. LAGUARDIA HIGH SCHOOL OF MUSIC & ART\n",
       "79      HIGH SCHOOL FOR MATHEMATICS SCI AND ENGINEERING\n",
       "151                        BRONX HIGH SCHOOL OF SCIENCE\n",
       "155    HIGH SCHOOL OF AMERICAN STUDIES AT LEHMAN COLLEG\n",
       "187                      BROOKLYN TECHNICAL HIGH SCHOOL\n",
       "198                                      BROOKLYN LATIN\n",
       "278      LEON M. GOLDSTEIN HIGH SCHOOL FOR THE SCIENCES\n",
       "287                   BARD HIGH SCHOOL EARLY COLLEGE II\n",
       "302                         TOWNSEND HARRIS HIGH SCHOOL\n",
       "304                     BENJAMIN N. CARDOZO HIGH SCHOOL\n",
       "314                                THE SCHOLARS ACADEMY\n",
       "325    QUEENS GATEWAY TO HEALTH SCIENCES SECONDARY SCHO\n",
       "327     QUEENS HIGH SCHOOL FOR SCIENCES AT YORK COLLEGE\n",
       "346           BACCALAUREATE SCHOOL FOR GLOBAL EDUCATION\n",
       "356                 STATEN ISLAND TECHNICAL HIGH SCHOOL\n",
       "Name: Name, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24\n",
      "363\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "151    BRONX HIGH SCHOOL OF SCIENCE                    \n",
       "155    HIGH SCHOOL OF AMERICAN STUDIES AT LEHMAN COLLEG\n",
       "Name: Name, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create high_sat data set\n",
    "high_sat = combined[\"Name\"][combined[\"sat_score\"] > 1500]\n",
    "high_sat = high_sat.str.strip()\n",
    "high_sat_bronx = combined[\"Name\"][(combined[\"sat_score\"] > 1500) & (combined[\"boro\"]==\"Bronx\")]\n",
    "display(high_sat)\n",
    "print(len(high_sat))\n",
    "print(len(combined))\n",
    "display(high_sat_bronx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "Sure enough, most of these schools sound pretty brainy. The two in the Bronx included.\n",
    "## Group 2, Hispanic Student Population Over 95%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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: center;\">\n",
       "      <th></th>\n",
       "      <th>DBN</th>\n",
       "      <th>SCHOOL NAME</th>\n",
       "      <th>sat_score</th>\n",
       "      <th>NUMBER OF STUDENTS / SEATS FILLED</th>\n",
       "      <th>AP Test Takers</th>\n",
       "      <th>Total Exams Taken</th>\n",
       "      <th>Number of Exams with scores 3 4 or 5</th>\n",
       "      <th>ell_percent</th>\n",
       "      <th>hispanic_per</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>02M542</td>\n",
       "      <td>MANHATTAN BRIDGES HIGH SCHOOL</td>\n",
       "      <td>1,058.0000</td>\n",
       "      <td>107.1875</td>\n",
       "      <td>67.0000</td>\n",
       "      <td>102.0000</td>\n",
       "      <td>59.0000</td>\n",
       "      <td>72.6000</td>\n",
       "      <td>99.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>06M348</td>\n",
       "      <td>WASHINGTON HEIGHTS EXPEDITIONARY LEARNING SCHOOL</td>\n",
       "      <td>1,174.0000</td>\n",
       "      <td>74.2000</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>19.6000</td>\n",
       "      <td>96.7000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>06M552</td>\n",
       "      <td>GREGORIO LUPERON HIGH SCHOOL FOR SCIENCE AND M...</td>\n",
       "      <td>1,014.0000</td>\n",
       "      <td>163.6154</td>\n",
       "      <td>88.0000</td>\n",
       "      <td>138.0000</td>\n",
       "      <td>73.0000</td>\n",
       "      <td>89.6000</td>\n",
       "      <td>99.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>09X365</td>\n",
       "      <td>ACADEMY FOR LANGUAGE AND TECHNOLOGY</td>\n",
       "      <td>951.0000</td>\n",
       "      <td>110.2143</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>86.6000</td>\n",
       "      <td>99.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>10X342</td>\n",
       "      <td>INTERNATIONAL SCHOOL FOR LIBERAL ARTS</td>\n",
       "      <td>934.0000</td>\n",
       "      <td>141.6923</td>\n",
       "      <td>55.0000</td>\n",
       "      <td>73.0000</td>\n",
       "      <td>45.0000</td>\n",
       "      <td>79.9000</td>\n",
       "      <td>99.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>12X388</td>\n",
       "      <td>PAN AMERICAN INTERNATIONAL HIGH SCHOOL AT MONROE</td>\n",
       "      <td>970.0000</td>\n",
       "      <td>119.1538</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>92.9000</td>\n",
       "      <td>99.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>19K583</td>\n",
       "      <td>MULTICULTURAL HIGH SCHOOL</td>\n",
       "      <td>887.0000</td>\n",
       "      <td>115.1667</td>\n",
       "      <td>44.0000</td>\n",
       "      <td>44.0000</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>94.6000</td>\n",
       "      <td>99.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>24Q296</td>\n",
       "      <td>PAN AMERICAN INTERNATIONAL HIGH SCHOOL</td>\n",
       "      <td>951.0000</td>\n",
       "      <td>116.0667</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>91.3000</td>\n",
       "      <td>100.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      DBN                      SCHOOL NAME                           sat_score       NUMBER OF STUDENTS / SEATS FILLED    AP Test Takers      Total Exams Taken   Number of Exams with scores 3 4 or 5      ell_percent         hispanic_per    \n",
       "44   02M542                      MANHATTAN BRIDGES HIGH SCHOOL           1,058.0000                    107.1875                     67.0000             102.0000                       59.0000                      72.6000              99.8000\n",
       "82   06M348   WASHINGTON HEIGHTS EXPEDITIONARY LEARNING SCHOOL           1,174.0000                     74.2000                    129.0288             197.0385                      153.4500                      19.6000              96.7000\n",
       "89   06M552  GREGORIO LUPERON HIGH SCHOOL FOR SCIENCE AND M...           1,014.0000                    163.6154                     88.0000             138.0000                       73.0000                      89.6000              99.8000\n",
       "125  09X365                ACADEMY FOR LANGUAGE AND TECHNOLOGY             951.0000                    110.2143                     20.0000              20.0000                       20.0000                      86.6000              99.4000\n",
       "141  10X342              INTERNATIONAL SCHOOL FOR LIBERAL ARTS             934.0000                    141.6923                     55.0000              73.0000                       45.0000                      79.9000              99.8000\n",
       "176  12X388   PAN AMERICAN INTERNATIONAL HIGH SCHOOL AT MONROE             970.0000                    119.1538                    129.0288             197.0385                      153.4500                      92.9000              99.8000\n",
       "253  19K583                          MULTICULTURAL HIGH SCHOOL             887.0000                    115.1667                     44.0000              44.0000                       39.0000                      94.6000              99.8000\n",
       "286  24Q296             PAN AMERICAN INTERNATIONAL HIGH SCHOOL             951.0000                    116.0667                    129.0288             197.0385                      153.4500                      91.3000             100.0000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create hispanic_per_95 data set\n",
    "import numpy as np\n",
    "columns = combined.iloc[:,[0,1,6,34,8,9,10,60,70]]\n",
    "hispanic_per_95 = columns[combined[\"hispanic_per\"] > 95]\n",
    "display(hispanic_per_95)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "This set of schools has the highest percentage of students identifying as Hispanic. The SAT scores all fall within the bottom quartile, with five of them scoring in the lowest tenth all the schools. The schools are further differentiated by having high percentages of students where English is a second language. The exception to this is the Washington Heights Expeditionary Learning School. All of the schools show a good percentage of passing scores on AP Exams.\n",
    "\n",
    "Some people would consider AP Exam pass rate as a proxy for academic achievement. This combined with the large number of ELL students suggests that these SAT scores may be non-representational for some groups of NYC public school students.\n",
    "## Group 3, The Majority of the Schools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 461.625x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create majority data set\n",
    "majority = combined[(combined[\"sat_score\"] < 1500) & (combined[\"hispanic_per\"] < 95)]\n",
    "\n",
    "# scatter plot for sat_scores and majority of schools\n",
    "sns.relplot(data=majority, x=\"hispanic_per\", y=\"sat_score\", hue=\"boro\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# correlations between race & ethnicity and sat_score in the majority of schools\n",
    "majority_correlations = majority.corr()\n",
    "majority_correlations = majority_correlations[\"sat_score\"]\n",
    "majority_correlations.loc[[\"asian_per\", \"black_per\", \"hispanic_per\", \"white_per\"]].plot.barh()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "Removing the schools with the highest percentage of Hispanic students (this includes many international and ELL students) and the schools with SAT scores over 1500 shows a more uniform distribution of SAT scores but still accounts for 91% of the schools in the original data set. The correlation between SAT scores and percentage of students identifying as Hispanic drops to less than -0.2.\n",
    "## SAT Scores & Gender\n",
    "Information on student gender percentages is also available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar plot for correlations between gender percentage and sat_score\n",
    "correlations.loc[[\"female_per\", \"male_per\"]].plot.barh()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 821.625x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plots for sat_scores and gender\n",
    "import matplotlib.pyplot as plt\n",
    "genders = combined[[\"boro\", \"DBN\", \"SCHOOL NAME\", \"sat_score\", \"female_per\", \"male_per\"]]\n",
    "genders_melt = genders.melt(id_vars=[\"boro\", \"DBN\", \"SCHOOL NAME\", \"sat_score\"])\n",
    "sns.relplot(data=genders_melt, x=\"value\", y=\"sat_score\", hue=\"boro\", col=\"variable\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total students = 62349.76177031602\n",
      "Percent female = 50.62066115702485\n",
      "Percent male = 49.37851239669419\n"
     ]
    }
   ],
   "source": [
    "# caluculate percentage female to male\n",
    "all_the_kids = combined[\"NUMBER OF STUDENTS / SEATS FILLED\"]\n",
    "per_female = combined[\"female_per\"].mean()\n",
    "per_male = combined[\"male_per\"].mean()\n",
    "print(\"Total students =\", all_the_kids.sum())\n",
    "print(\"Percent female =\", per_female)\n",
    "print(\"Percent male =\", per_male)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: center;\">\n",
       "      <th></th>\n",
       "      <th>SCHOOL NAME</th>\n",
       "      <th>sat_score</th>\n",
       "      <th>female_per</th>\n",
       "      <th>male_per</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BARD HIGH SCHOOL EARLY COLLEGE</td>\n",
       "      <td>1,856.0000</td>\n",
       "      <td>68.7000</td>\n",
       "      <td>31.3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ELEANOR ROOSEVELT HIGH SCHOOL</td>\n",
       "      <td>1,758.0000</td>\n",
       "      <td>67.5000</td>\n",
       "      <td>32.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>STUYVESANT HIGH SCHOOL</td>\n",
       "      <td>2,096.0000</td>\n",
       "      <td>40.7000</td>\n",
       "      <td>59.3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>BEACON HIGH SCHOOL</td>\n",
       "      <td>1,744.0000</td>\n",
       "      <td>61.0000</td>\n",
       "      <td>39.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>FIORELLO H. LAGUARDIA HIGH SCHOOL OF MUSIC &amp; A...</td>\n",
       "      <td>1,707.0000</td>\n",
       "      <td>73.6000</td>\n",
       "      <td>26.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>HIGH SCHOOL FOR MATHEMATICS, SCIENCE AND ENGIN...</td>\n",
       "      <td>1,847.0000</td>\n",
       "      <td>34.2000</td>\n",
       "      <td>65.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>BRONX HIGH SCHOOL OF SCIENCE</td>\n",
       "      <td>1,969.0000</td>\n",
       "      <td>42.2000</td>\n",
       "      <td>57.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>HIGH SCHOOL OF AMERICAN STUDIES AT LEHMAN COLLEGE</td>\n",
       "      <td>1,920.0000</td>\n",
       "      <td>46.2000</td>\n",
       "      <td>53.8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>BROOKLYN TECHNICAL HIGH SCHOOL</td>\n",
       "      <td>1,833.0000</td>\n",
       "      <td>41.7000</td>\n",
       "      <td>58.3000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>BROOKLYN LATIN SCHOOL, THE</td>\n",
       "      <td>1,740.0000</td>\n",
       "      <td>45.1000</td>\n",
       "      <td>54.9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>TOWNSEND HARRIS HIGH SCHOOL</td>\n",
       "      <td>1,910.0000</td>\n",
       "      <td>71.1000</td>\n",
       "      <td>28.9000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>QUEENS HIGH SCHOOL FOR THE SCIENCES AT YORK CO...</td>\n",
       "      <td>1,868.0000</td>\n",
       "      <td>43.5000</td>\n",
       "      <td>56.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>STATEN ISLAND TECHNICAL HIGH SCHOOL</td>\n",
       "      <td>1,953.0000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>57.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       SCHOOL NAME                           sat_score           female_per            male_per      \n",
       "5                       BARD HIGH SCHOOL EARLY COLLEGE           1,856.0000              68.7000              31.3000\n",
       "26                       ELEANOR ROOSEVELT HIGH SCHOOL           1,758.0000              67.5000              32.5000\n",
       "37                              STUYVESANT HIGH SCHOOL           2,096.0000              40.7000              59.3000\n",
       "60                                  BEACON HIGH SCHOOL           1,744.0000              61.0000              39.0000\n",
       "61   FIORELLO H. LAGUARDIA HIGH SCHOOL OF MUSIC & A...           1,707.0000              73.6000              26.4000\n",
       "79   HIGH SCHOOL FOR MATHEMATICS, SCIENCE AND ENGIN...           1,847.0000              34.2000              65.8000\n",
       "151                       BRONX HIGH SCHOOL OF SCIENCE           1,969.0000              42.2000              57.8000\n",
       "155  HIGH SCHOOL OF AMERICAN STUDIES AT LEHMAN COLLEGE           1,920.0000              46.2000              53.8000\n",
       "187                     BROOKLYN TECHNICAL HIGH SCHOOL           1,833.0000              41.7000              58.3000\n",
       "198                         BROOKLYN LATIN SCHOOL, THE           1,740.0000              45.1000              54.9000\n",
       "302                        TOWNSEND HARRIS HIGH SCHOOL           1,910.0000              71.1000              28.9000\n",
       "327  QUEENS HIGH SCHOOL FOR THE SCIENCES AT YORK CO...           1,868.0000              43.5000              56.5000\n",
       "356                STATEN ISLAND TECHNICAL HIGH SCHOOL           1,953.0000              43.0000              57.0000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create sat_score over 1700 data set with female and male percentages\n",
    "smart_kids = genders.iloc[:,2:6][genders[\"sat_score\"] > 1700]\n",
    "display(smart_kids)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "Three things from the results stand out.\n",
    "<br>\n",
    "<br>\n",
    "First, the ratio of male to female students seems to have little to no effect on SAT scores. \n",
    "<br>\n",
    "<br>\n",
    "Second, among the schools with SAT scores over 1700, there are five with over 60% female students and two with over 70%. There is only one with over 60% male students and none with over 70%. The two schools with the highest number of females are Townsend Harris High School (consistently ranked among the 100 best high schools in America) and LaGuardia High School. Both are magnet schools. The two schools with the highest average SAT scores are Stuyvesant High School (59% male) and Bronx High School of Science (58% male). Both of these are also magnet schools.\n",
    "<br>\n",
    "<br>\n",
    "Third, particularly interesting from a stats point of view, is that the gender break down among all the schools is so close to fifty-fifty. About 50.62% of the students are female and 49.37% male.\n",
    "## SAT Scores & AP Exams\n",
    "Advanced Placement (AP) courses are college preparatory classes in the US, and are scored on a 1-5 scale. Scores of 3 and above often receive credit in US colleges and universities. AP Exam scores can be seen as a proxy for academic success, similar to SAT scores. This data set provides a good look at how the two are related."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 461.625x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a column with percent of total sudents who took ap exams\n",
    "combined[\"ap_per\"] = combined[\"AP Test Takers \"]/combined[\"total_enrollment\"]\n",
    "# scatter plot for ap_per and gender\n",
    "sns.relplot(data=combined, x=\"ap_per\", y=\"sat_score\", hue=\"boro\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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: center;\">\n",
       "      <th></th>\n",
       "      <th>SCHOOL NAME</th>\n",
       "      <th>sat_score</th>\n",
       "      <th>ap_per</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>47 THE AMERICAN SIGN LANGUAGE AND ENGLISH SECO...</td>\n",
       "      <td>1,182.0000</td>\n",
       "      <td>0.7415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.5288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>MANHATTAN ACADEMY FOR ARTS &amp; LANGUAGE</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.7373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>HUDSON HIGH SCHOOL OF LEARNING TECHNOLOGIES</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.5709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>INTERNATIONAL HIGH SCHOOL AT UNION SQUARE</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.7331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>UNITY CENTER FOR URBAN TECHNOLOGIES</td>\n",
       "      <td>1,070.0000</td>\n",
       "      <td>0.5444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>REPERTORY COMPANY HIGH SCHOOL FOR THEATRE ARTS</td>\n",
       "      <td>1,253.0000</td>\n",
       "      <td>0.5946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>HUMANITIES PREPARATORY ACADEMY</td>\n",
       "      <td>1,255.0000</td>\n",
       "      <td>0.6720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>FRANK MCCOURT HIGH SCHOOL</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.5892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>HIGH SCHOOL FOR EXCELLENCE AND INNOVATION</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.7249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>BRONX BRIDGES HIGH SCHOOL</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.8324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>HIGH SCHOOL OF AMERICAN STUDIES AT LEHMAN COLLEGE</td>\n",
       "      <td>1,920.0000</td>\n",
       "      <td>0.5146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>THE CINEMA SCHOOL</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.5786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>BRONX CAREER AND COLLEGE PREPARATORY HIGH SCHOOL</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.5288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>FRANCES PERKINS ACADEMY</td>\n",
       "      <td>1,122.0000</td>\n",
       "      <td>0.7458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>EL PUENTE ACADEMY FOR PEACE AND JUSTICE</td>\n",
       "      <td>1,035.0000</td>\n",
       "      <td>0.5919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>THE BROOKLYN ACADEMY OF GLOBAL FINANCE</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.8115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>LIFE ACADEMY HIGH SCHOOL FOR FILM AND MUSIC</td>\n",
       "      <td>1,124.0000</td>\n",
       "      <td>0.5141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>EXPEDITIONARY LEARNING SCHOOL FOR COMMUNITY LE...</td>\n",
       "      <td>1,079.0000</td>\n",
       "      <td>0.5709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>TOWNSEND HARRIS HIGH SCHOOL</td>\n",
       "      <td>1,910.0000</td>\n",
       "      <td>0.5377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>HILLSIDE ARTS &amp; LETTERS ACADEMY</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.6451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>QUEENS HIGH SCHOOL FOR THE SCIENCES AT YORK CO...</td>\n",
       "      <td>1,868.0000</td>\n",
       "      <td>0.5144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>CAMBRIA HEIGHTS ACADEMY</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0.8777</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       SCHOOL NAME                           sat_score             ap_per       \n",
       "6    47 THE AMERICAN SIGN LANGUAGE AND ENGLISH SECO...           1,182.0000               0.7415\n",
       "20          THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY           1,223.4388               0.5288\n",
       "31               MANHATTAN ACADEMY FOR ARTS & LANGUAGE           1,223.4388               0.7373\n",
       "32         HUDSON HIGH SCHOOL OF LEARNING TECHNOLOGIES           1,223.4388               0.5709\n",
       "33           INTERNATIONAL HIGH SCHOOL AT UNION SQUARE           1,223.4388               0.7331\n",
       "39                 UNITY CENTER FOR URBAN TECHNOLOGIES           1,070.0000               0.5444\n",
       "43      REPERTORY COMPANY HIGH SCHOOL FOR THEATRE ARTS           1,253.0000               0.5946\n",
       "50                      HUMANITIES PREPARATORY ACADEMY           1,255.0000               0.6720\n",
       "59                           FRANK MCCOURT HIGH SCHOOL           1,223.4388               0.5892\n",
       "83           HIGH SCHOOL FOR EXCELLENCE AND INNOVATION           1,223.4388               0.7249\n",
       "111                          BRONX BRIDGES HIGH SCHOOL           1,223.4388               0.8324\n",
       "155  HIGH SCHOOL OF AMERICAN STUDIES AT LEHMAN COLLEGE           1,920.0000               0.5146\n",
       "177                                  THE CINEMA SCHOOL           1,223.4388               0.5786\n",
       "178   BRONX CAREER AND COLLEGE PREPARATORY HIGH SCHOOL           1,223.4388               0.5288\n",
       "208                            FRANCES PERKINS ACADEMY           1,122.0000               0.7458\n",
       "209            EL PUENTE ACADEMY FOR PEACE AND JUSTICE           1,035.0000               0.5919\n",
       "222             THE BROOKLYN ACADEMY OF GLOBAL FINANCE           1,223.4388               0.8115\n",
       "272        LIFE ACADEMY HIGH SCHOOL FOR FILM AND MUSIC           1,124.0000               0.5141\n",
       "273  EXPEDITIONARY LEARNING SCHOOL FOR COMMUNITY LE...           1,079.0000               0.5709\n",
       "302                        TOWNSEND HARRIS HIGH SCHOOL           1,910.0000               0.5377\n",
       "321                    HILLSIDE ARTS & LETTERS ACADEMY           1,223.4388               0.6451\n",
       "327  QUEENS HIGH SCHOOL FOR THE SCIENCES AT YORK CO...           1,868.0000               0.5144\n",
       "335                            CAMBRIA HEIGHTS ACADEMY           1,223.4388               0.8777"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# examine schools with high percentage of students taking ap exam\n",
    "all_ap = combined[[\"SCHOOL NAME\", \"sat_score\", \"ap_per\"]][combined[\"ap_per\"] > 0.5]\n",
    "display(all_ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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: center;\">\n",
       "      <th></th>\n",
       "      <th>DBN</th>\n",
       "      <th>SCHOOL NAME</th>\n",
       "      <th>Num of SAT Test Takers</th>\n",
       "      <th>SAT Critical Reading Avg. Score</th>\n",
       "      <th>SAT Math Avg. Score</th>\n",
       "      <th>SAT Writing Avg. Score</th>\n",
       "      <th>sat_score</th>\n",
       "      <th>SchoolName</th>\n",
       "      <th>AP Test Takers</th>\n",
       "      <th>Total Exams Taken</th>\n",
       "      <th>Number of Exams with scores 3 4 or 5</th>\n",
       "      <th>Demographic</th>\n",
       "      <th>School Name</th>\n",
       "      <th>Cohort</th>\n",
       "      <th>Total Cohort</th>\n",
       "      <th>Total Grads - n</th>\n",
       "      <th>Total Grads - % of cohort</th>\n",
       "      <th>Total Regents - n</th>\n",
       "      <th>Total Regents - % of cohort</th>\n",
       "      <th>Total Regents - % of grads</th>\n",
       "      <th>Advanced Regents - n</th>\n",
       "      <th>Advanced Regents - % of cohort</th>\n",
       "      <th>Advanced Regents - % of grads</th>\n",
       "      <th>Regents w/o Advanced - n</th>\n",
       "      <th>Regents w/o Advanced - % of cohort</th>\n",
       "      <th>Regents w/o Advanced - % of grads</th>\n",
       "      <th>Local - n</th>\n",
       "      <th>Local - % of cohort</th>\n",
       "      <th>Local - % of grads</th>\n",
       "      <th>Still Enrolled - n</th>\n",
       "      <th>Still Enrolled - % of cohort</th>\n",
       "      <th>Dropped Out - n</th>\n",
       "      <th>Dropped Out - % of cohort</th>\n",
       "      <th>CSD</th>\n",
       "      <th>NUMBER OF STUDENTS / SEATS FILLED</th>\n",
       "      <th>NUMBER OF SECTIONS</th>\n",
       "      <th>AVERAGE CLASS SIZE</th>\n",
       "      <th>SIZE OF SMALLEST CLASS</th>\n",
       "      <th>SIZE OF LARGEST CLASS</th>\n",
       "      <th>SCHOOLWIDE PUPIL-TEACHER RATIO</th>\n",
       "      <th>Name</th>\n",
       "      <th>schoolyear</th>\n",
       "      <th>fl_percent</th>\n",
       "      <th>frl_percent</th>\n",
       "      <th>total_enrollment</th>\n",
       "      <th>prek</th>\n",
       "      <th>k</th>\n",
       "      <th>grade1</th>\n",
       "      <th>grade2</th>\n",
       "      <th>grade3</th>\n",
       "      <th>grade4</th>\n",
       "      <th>grade5</th>\n",
       "      <th>grade6</th>\n",
       "      <th>grade7</th>\n",
       "      <th>grade8</th>\n",
       "      <th>grade9</th>\n",
       "      <th>grade10</th>\n",
       "      <th>grade11</th>\n",
       "      <th>grade12</th>\n",
       "      <th>ell_num</th>\n",
       "      <th>ell_percent</th>\n",
       "      <th>sped_num</th>\n",
       "      <th>sped_percent</th>\n",
       "      <th>ctt_num</th>\n",
       "      <th>selfcontained_num</th>\n",
       "      <th>asian_num</th>\n",
       "      <th>asian_per</th>\n",
       "      <th>black_num</th>\n",
       "      <th>black_per</th>\n",
       "      <th>hispanic_num</th>\n",
       "      <th>hispanic_per</th>\n",
       "      <th>white_num</th>\n",
       "      <th>white_per</th>\n",
       "      <th>male_num</th>\n",
       "      <th>male_per</th>\n",
       "      <th>female_num</th>\n",
       "      <th>female_per</th>\n",
       "      <th>rr_s</th>\n",
       "      <th>rr_t</th>\n",
       "      <th>rr_p</th>\n",
       "      <th>N_s</th>\n",
       "      <th>N_t</th>\n",
       "      <th>N_p</th>\n",
       "      <th>saf_p_11</th>\n",
       "      <th>com_p_11</th>\n",
       "      <th>eng_p_11</th>\n",
       "      <th>aca_p_11</th>\n",
       "      <th>saf_t_11</th>\n",
       "      <th>com_t_11</th>\n",
       "      <th>eng_t_11</th>\n",
       "      <th>aca_t_11</th>\n",
       "      <th>saf_s_11</th>\n",
       "      <th>com_s_11</th>\n",
       "      <th>eng_s_11</th>\n",
       "      <th>aca_s_11</th>\n",
       "      <th>saf_tot_11</th>\n",
       "      <th>com_tot_11</th>\n",
       "      <th>eng_tot_11</th>\n",
       "      <th>aca_tot_11</th>\n",
       "      <th>dbn</th>\n",
       "      <th>school_name</th>\n",
       "      <th>boro</th>\n",
       "      <th>building_code</th>\n",
       "      <th>phone_number</th>\n",
       "      <th>fax_number</th>\n",
       "      <th>grade_span_min</th>\n",
       "      <th>grade_span_max</th>\n",
       "      <th>expgrade_span_min</th>\n",
       "      <th>expgrade_span_max</th>\n",
       "      <th>bus</th>\n",
       "      <th>subway</th>\n",
       "      <th>primary_address_line_1</th>\n",
       "      <th>city</th>\n",
       "      <th>state_code</th>\n",
       "      <th>zip</th>\n",
       "      <th>website</th>\n",
       "      <th>total_students</th>\n",
       "      <th>campus_name</th>\n",
       "      <th>school_type</th>\n",
       "      <th>overview_paragraph</th>\n",
       "      <th>program_highlights</th>\n",
       "      <th>language_classes</th>\n",
       "      <th>advancedplacement_courses</th>\n",
       "      <th>online_ap_courses</th>\n",
       "      <th>online_language_courses</th>\n",
       "      <th>extracurricular_activities</th>\n",
       "      <th>psal_sports_boys</th>\n",
       "      <th>psal_sports_girls</th>\n",
       "      <th>psal_sports_coed</th>\n",
       "      <th>school_sports</th>\n",
       "      <th>partner_cbo</th>\n",
       "      <th>partner_hospital</th>\n",
       "      <th>partner_highered</th>\n",
       "      <th>partner_cultural</th>\n",
       "      <th>partner_nonprofit</th>\n",
       "      <th>partner_corporate</th>\n",
       "      <th>partner_financial</th>\n",
       "      <th>partner_other</th>\n",
       "      <th>addtl_info1</th>\n",
       "      <th>addtl_info2</th>\n",
       "      <th>start_time</th>\n",
       "      <th>end_time</th>\n",
       "      <th>se_services</th>\n",
       "      <th>ell_programs</th>\n",
       "      <th>school_accessibility_description</th>\n",
       "      <th>number_programs</th>\n",
       "      <th>priority01</th>\n",
       "      <th>priority02</th>\n",
       "      <th>priority03</th>\n",
       "      <th>priority04</th>\n",
       "      <th>priority05</th>\n",
       "      <th>priority06</th>\n",
       "      <th>priority07</th>\n",
       "      <th>priority08</th>\n",
       "      <th>priority09</th>\n",
       "      <th>priority10</th>\n",
       "      <th>Location 1</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>school_dist</th>\n",
       "      <th>ap_per</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>02M392</td>\n",
       "      <td>MANHATTAN BUSINESS ACADEMY</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>57.7143</td>\n",
       "      <td>2.2857</td>\n",
       "      <td>25.2571</td>\n",
       "      <td>23.4286</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>MANHATTAN BUSINESS ACADEMY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>64.0000</td>\n",
       "      <td>332</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>148</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td></td>\n",
       "      <td>33.0000</td>\n",
       "      <td>9.9000</td>\n",
       "      <td>46.0000</td>\n",
       "      <td>13.9000</td>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>98</td>\n",
       "      <td>29.5000</td>\n",
       "      <td>195</td>\n",
       "      <td>58.7000</td>\n",
       "      <td>16</td>\n",
       "      <td>4.8000</td>\n",
       "      <td>196.0000</td>\n",
       "      <td>59.0000</td>\n",
       "      <td>136.0000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>83.0000</td>\n",
       "      <td>94</td>\n",
       "      <td>40</td>\n",
       "      <td>172.0000</td>\n",
       "      <td>17.0000</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>02M392</td>\n",
       "      <td>MANHATTAN BUSINESS ACADEMY</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M440</td>\n",
       "      <td>212-647-1983</td>\n",
       "      <td>212-647-1989</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M11, M14A, M14D, M20, M23, M7</td>\n",
       "      <td>1 to 18th St ; 2, 3, F, M to 14th St ; A, C, E...</td>\n",
       "      <td>351 West 18 Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10011</td>\n",
       "      <td>www.manhattanbusinessacademy.org</td>\n",
       "      <td>426.0000</td>\n",
       "      <td>Bayard Rustin Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>We are a small community committed to creating...</td>\n",
       "      <td>4 years of core courses in Math, Science, Engl...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Statistics</td>\n",
       "      <td>0</td>\n",
       "      <td>French, Spanish</td>\n",
       "      <td>Burton Chill Programs: Snowboarding (Winter) a...</td>\n",
       "      <td>Baseball, Basketball &amp; JV Basketball, Soccer, ...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Soccer, Softball, ...</td>\n",
       "      <td>Bowling</td>\n",
       "      <td>Intramural Basketball, Cheerleading</td>\n",
       "      <td>Virtual Enterprises International</td>\n",
       "      <td>Mount Sinai</td>\n",
       "      <td>Baruch College College Now, BMCC College Now, ...</td>\n",
       "      <td>Student Press Initiative</td>\n",
       "      <td>Futures and Option: Career Essentials Program,...</td>\n",
       "      <td>Deloitte, Advent Solutions</td>\n",
       "      <td>0</td>\n",
       "      <td>Institute for Student Achievement</td>\n",
       "      <td>After-school tutoring, PSAT and SAT prep class...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:15 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Manhattan students or residents wh...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Manhattan students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>351 West 18 Street\\nNew York, NY 10011\\n(40.74...</td>\n",
       "      <td>40.7429</td>\n",
       "      <td>-74.0021</td>\n",
       "      <td>02</td>\n",
       "      <td>0.3886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>02M393</td>\n",
       "      <td>BUSINESS OF SPORTS SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>110.1429</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>22.1286</td>\n",
       "      <td>16.1429</td>\n",
       "      <td>26.4286</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>THE BUSINESS OF SPORTS SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>58.7000</td>\n",
       "      <td>304</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>150</td>\n",
       "      <td>114</td>\n",
       "      <td>40</td>\n",
       "      <td></td>\n",
       "      <td>23.0000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>65.0000</td>\n",
       "      <td>21.4000</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1.6000</td>\n",
       "      <td>108</td>\n",
       "      <td>35.5000</td>\n",
       "      <td>174</td>\n",
       "      <td>57.2000</td>\n",
       "      <td>13</td>\n",
       "      <td>4.3000</td>\n",
       "      <td>220.0000</td>\n",
       "      <td>72.4000</td>\n",
       "      <td>84.0000</td>\n",
       "      <td>27.6000</td>\n",
       "      <td>92.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>39</td>\n",
       "      <td>194.0000</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>5.8000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>6.1000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>02M393</td>\n",
       "      <td>BUSINESS OF SPORTS SCHOOL</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M625</td>\n",
       "      <td>212-246-2183</td>\n",
       "      <td>212-246-2913</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M10, M104, M11, M20, M31, M34A-SBS, M42, M50, ...</td>\n",
       "      <td>1, C, E to 50th St ; A to 42nd St-Port Authori...</td>\n",
       "      <td>439 West 49Th Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10019</td>\n",
       "      <td>www.nycBOSS.org</td>\n",
       "      <td>420.0000</td>\n",
       "      <td>Graphics Educational Campus</td>\n",
       "      <td>CTE School</td>\n",
       "      <td>We are a small Career &amp; Technical Education (C...</td>\n",
       "      <td>Students may receive CTE endorsement in Entrep...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>English Language and Composition, Environmenta...</td>\n",
       "      <td>0</td>\n",
       "      <td>French, Spanish</td>\n",
       "      <td>College Guidance, Computer Tech, Dance, Future...</td>\n",
       "      <td>Baseball &amp; JV Baseball, Basketball &amp; JV Basket...</td>\n",
       "      <td>Basketball, Softball</td>\n",
       "      <td>Bowling, Handball, Outdoor Track</td>\n",
       "      <td>BOSS has a Varsity Soccer team in the SSAL.</td>\n",
       "      <td>Federation Employment and Guidance Services, I...</td>\n",
       "      <td>0</td>\n",
       "      <td>St. John's University, Borough of Manhattan Co...</td>\n",
       "      <td>0</td>\n",
       "      <td>New Visions for Public Schools, iMentor</td>\n",
       "      <td>ESPN The Magazine, The Crons Brand, Morgan Sta...</td>\n",
       "      <td>0</td>\n",
       "      <td>Virtual Enterprises, Network for the Teaching ...</td>\n",
       "      <td>Business Dress Code Required: On certain days,...</td>\n",
       "      <td>Community Service Requirement, Extended Day Pr...</td>\n",
       "      <td>8:50 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Manhattan students or residents wh...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Manhattan students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>439 West 49Th Street\\nNew York, NY 10019\\n(40....</td>\n",
       "      <td>40.7634</td>\n",
       "      <td>-73.9905</td>\n",
       "      <td>02</td>\n",
       "      <td>0.4244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>02M399</td>\n",
       "      <td>THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>87.3636</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>17.8545</td>\n",
       "      <td>14.0909</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>80.8000</td>\n",
       "      <td>244</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>109</td>\n",
       "      <td>57</td>\n",
       "      <td>78</td>\n",
       "      <td></td>\n",
       "      <td>69.0000</td>\n",
       "      <td>28.3000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>16.8000</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>108</td>\n",
       "      <td>44.3000</td>\n",
       "      <td>38</td>\n",
       "      <td>15.6000</td>\n",
       "      <td>80</td>\n",
       "      <td>32.8000</td>\n",
       "      <td>13</td>\n",
       "      <td>5.3000</td>\n",
       "      <td>117.0000</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>127.0000</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>84.0000</td>\n",
       "      <td>50</td>\n",
       "      <td>36</td>\n",
       "      <td>123.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>3.2000</td>\n",
       "      <td>4.1000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>5.7000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>5.4000</td>\n",
       "      <td>5.8000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>02M399</td>\n",
       "      <td>THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M460</td>\n",
       "      <td>212-253-2480</td>\n",
       "      <td>212-253-2539</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M101, M102, M103, M14A, M14D, M15, M2, M23, M3...</td>\n",
       "      <td>1, 2, 3, F, M to 14th St - 6th Ave ; 4, 5, 6, ...</td>\n",
       "      <td>40 Irving Place</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10003</td>\n",
       "      <td>www.hsflad.org</td>\n",
       "      <td>358.0000</td>\n",
       "      <td>Washington Irving Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>A member of the Asia Society International Stu...</td>\n",
       "      <td>Intensive Chinese Language Program for all stu...</td>\n",
       "      <td>American Sign Language, Arabic, Chinese (Manda...</td>\n",
       "      <td>Biology, Calculus BC, Chinese Language and Cul...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IRIS Literary Magazine, Chess, Japanese, Journ...</td>\n",
       "      <td>Baseball, Basketball, Handball, Soccer, Volley...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Softball, Volleyball</td>\n",
       "      <td>Outdoor Track</td>\n",
       "      <td>As we expand, we plan to offer Intramural Spor...</td>\n",
       "      <td>The United Nations Association of the United S...</td>\n",
       "      <td>Beth Israel campus/school-based Health Center ...</td>\n",
       "      <td>New York University</td>\n",
       "      <td>Rueben Museum</td>\n",
       "      <td>YMCA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Asia Society International Studies Schools Net...</td>\n",
       "      <td>Senior Year Internship</td>\n",
       "      <td>Community Service Requirement, Dress Code Requ...</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Manhattan students or residents wh...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Manhattan students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>40 Irving Place\\nNew York, NY 10003\\n(40.73551...</td>\n",
       "      <td>40.7355</td>\n",
       "      <td>-73.9876</td>\n",
       "      <td>02</td>\n",
       "      <td>0.5288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>02M427</td>\n",
       "      <td>MANHATTAN ACADEMY FOR ARTS &amp; LANGUAGE</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>94.0000</td>\n",
       "      <td>4.4000</td>\n",
       "      <td>23.0200</td>\n",
       "      <td>16.6000</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>MANHATTAN ACADEMY FOR ARTS &amp; LANGUAGE</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>97.5000</td>\n",
       "      <td>175</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>94</td>\n",
       "      <td>81</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>152.0000</td>\n",
       "      <td>86.9000</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>14</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>148</td>\n",
       "      <td>84.6000</td>\n",
       "      <td>2</td>\n",
       "      <td>1.1000</td>\n",
       "      <td>96.0000</td>\n",
       "      <td>54.9000</td>\n",
       "      <td>79.0000</td>\n",
       "      <td>45.1000</td>\n",
       "      <td>95.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>39</td>\n",
       "      <td>82.0000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>8.6000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>9.7000</td>\n",
       "      <td>9.6000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>8.6000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>02M427</td>\n",
       "      <td>MANHATTAN ACADEMY FOR ARTS &amp; LANGUAGE</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M620</td>\n",
       "      <td>212-576-0502</td>\n",
       "      <td>212-576-0518</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M101, M102, M15, M15-SBS, M2, M34A-SBS, M34-SB...</td>\n",
       "      <td>4, 5, 7, G, S to Grand Central - 42nd St ; 6 t...</td>\n",
       "      <td>111 East 33Rd Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10016</td>\n",
       "      <td>www.maalnyc.org</td>\n",
       "      <td>312.0000</td>\n",
       "      <td>Norman Thomas Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>Our mission is to provide a high-quality educa...</td>\n",
       "      <td>Freestanding ESL, Transitional Bilingual Educa...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Strings Program, Leadership, Student Governmen...</td>\n",
       "      <td>Baseball, Basketball</td>\n",
       "      <td>Basketball, Softball, Volleyball</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hunter College</td>\n",
       "      <td>Urban Arts Partnership, National Dance Institu...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Dress Code Required: black polo shirt, beige/t...</td>\n",
       "      <td>0</td>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>3:40 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL; Transitional Bilingual Program: Spanish</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to New York City residents who are E...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>111 East 33Rd Street\\nNew York, NY 10016\\n(40....</td>\n",
       "      <td>40.7461</td>\n",
       "      <td>-73.9810</td>\n",
       "      <td>02</td>\n",
       "      <td>0.7373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>02M437</td>\n",
       "      <td>HUDSON HIGH SCHOOL OF LEARNING TECHNOLOGIES</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>84.0000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>HUDSON HIGH SCHOOL OF LEARNING TECHNOLOGIES</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>61.5000</td>\n",
       "      <td>226</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>122</td>\n",
       "      <td>104</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>20.0000</td>\n",
       "      <td>8.8000</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>16.4000</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>5.8000</td>\n",
       "      <td>53</td>\n",
       "      <td>23.5000</td>\n",
       "      <td>141</td>\n",
       "      <td>62.4000</td>\n",
       "      <td>15</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>137.0000</td>\n",
       "      <td>60.6000</td>\n",
       "      <td>89.0000</td>\n",
       "      <td>39.4000</td>\n",
       "      <td>94.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>73</td>\n",
       "      <td>102.0000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>8.7000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>8.7000</td>\n",
       "      <td>8.9000</td>\n",
       "      <td>9.4000</td>\n",
       "      <td>9.4000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>02M437</td>\n",
       "      <td>Hudson High School of Learning Technologies</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M440</td>\n",
       "      <td>212-488-3330</td>\n",
       "      <td>212-488-3335</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M11, M14A, M14D, M20, M23, M7</td>\n",
       "      <td>1 to 18th St ; 2, 3, F, M to 14th St ; A, C, E...</td>\n",
       "      <td>351 West 18 Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10011</td>\n",
       "      <td>www.hudsonhs.com</td>\n",
       "      <td>462.0000</td>\n",
       "      <td>Bayard Rustin Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>Hudson High School of Learning Technologies (H...</td>\n",
       "      <td>Core classes are scheduled in rotating blocks;...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>Biology, Calculus AB, English Literature and C...</td>\n",
       "      <td>Chinese, English, French, German, Italian, Latin</td>\n",
       "      <td>Art, Music, Dance, Photography, Knitting, Muse...</td>\n",
       "      <td>Baseball &amp; JV Baseball, Basketball &amp; JV Basket...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Tennis, Volleyball...</td>\n",
       "      <td>Bowling</td>\n",
       "      <td>0</td>\n",
       "      <td>Institute for Students Achievement (ISA)</td>\n",
       "      <td>The Mount Sinai Health Clinic (located on the ...</td>\n",
       "      <td>Bank Street College, Teachers College, New Yor...</td>\n",
       "      <td>Museum of the Moving Image, Museum of Mathemat...</td>\n",
       "      <td>The Stupski Foundation, MOUSE - Empowering You...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Before and after-school program offered, Satur...</td>\n",
       "      <td>Community Service Requirement, Student Summer ...</td>\n",
       "      <td>8:45 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Manhattan students or residents wh...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Manhattan students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>351 West 18 Street\\nNew York, NY 10011\\n(40.74...</td>\n",
       "      <td>40.7429</td>\n",
       "      <td>-74.0021</td>\n",
       "      <td>02</td>\n",
       "      <td>0.5709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>02M438</td>\n",
       "      <td>INTERNATIONAL HIGH SCHOOL AT UNION SQUARE</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>98.0000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>24.5000</td>\n",
       "      <td>23.0000</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>INTERNATIONAL HIGH SCHOOL AT UNION SQUARE</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>82.8000</td>\n",
       "      <td>176</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>70</td>\n",
       "      <td>106</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>167.0000</td>\n",
       "      <td>94.9000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.6000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>40.3000</td>\n",
       "      <td>22</td>\n",
       "      <td>12.5000</td>\n",
       "      <td>76</td>\n",
       "      <td>43.2000</td>\n",
       "      <td>6</td>\n",
       "      <td>3.4000</td>\n",
       "      <td>108.0000</td>\n",
       "      <td>61.4000</td>\n",
       "      <td>68.0000</td>\n",
       "      <td>38.6000</td>\n",
       "      <td>86.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>30</td>\n",
       "      <td>82.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>8.8000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>02M438</td>\n",
       "      <td>International High School at Union Square</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M460</td>\n",
       "      <td>212-533-2560</td>\n",
       "      <td>212-228-2946</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M101, M102, M103, M14A, M14D, M15, M2, M23, M3...</td>\n",
       "      <td>1, 2, 3, F, M to 14th St - 6th Ave ; 4, 5, 6, ...</td>\n",
       "      <td>40 Irving Place</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10003</td>\n",
       "      <td>www.ihs-us.org</td>\n",
       "      <td>339.0000</td>\n",
       "      <td>Washington Irving Educational Campus</td>\n",
       "      <td>International School</td>\n",
       "      <td>The mission of International High School at Un...</td>\n",
       "      <td>English and home language skill development th...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Before- and After-school Tutoring, Film, Stude...</td>\n",
       "      <td>Baseball, Baseball &amp; JV Baseball, Basketball, ...</td>\n",
       "      <td>Basketball, Softball, Volleyball &amp; JV Volleyball</td>\n",
       "      <td>Handball</td>\n",
       "      <td>New York Road Runners Team, Biking Club</td>\n",
       "      <td>McBurney YMCA, New York Cares, Arkadium, Day O...</td>\n",
       "      <td>Beth Israel School-based Health Clinic</td>\n",
       "      <td>City Universtiy of New York</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Member school of the Internationals Network fo...</td>\n",
       "      <td>0</td>\n",
       "      <td>Internship Requirement</td>\n",
       "      <td>8:45 AM</td>\n",
       "      <td>3:05 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to New York City residents living in...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>40 Irving Place\\nNew York, NY 10003\\n(40.73551...</td>\n",
       "      <td>40.7355</td>\n",
       "      <td>-73.9876</td>\n",
       "      <td>02</td>\n",
       "      <td>0.7331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>03M402</td>\n",
       "      <td>THE URBAN ASSEMBLY SCHOOL FOR GREEN CAREERS</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>THE URBAN ASSEMBLY SCHOOL FOR GREEN CAREERS</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>73.2000</td>\n",
       "      <td>283</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>124</td>\n",
       "      <td>84</td>\n",
       "      <td>75</td>\n",
       "      <td></td>\n",
       "      <td>71.0000</td>\n",
       "      <td>25.1000</td>\n",
       "      <td>61.0000</td>\n",
       "      <td>21.6000</td>\n",
       "      <td>33</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1.8000</td>\n",
       "      <td>56</td>\n",
       "      <td>19.8000</td>\n",
       "      <td>215</td>\n",
       "      <td>76.0000</td>\n",
       "      <td>5</td>\n",
       "      <td>1.8000</td>\n",
       "      <td>161.0000</td>\n",
       "      <td>56.9000</td>\n",
       "      <td>122.0000</td>\n",
       "      <td>43.1000</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>93.0000</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>48.0000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>4.4000</td>\n",
       "      <td>4.2000</td>\n",
       "      <td>5.2000</td>\n",
       "      <td>5.7000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>03M402</td>\n",
       "      <td>The Urban Assembly School for Green Careers</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M470</td>\n",
       "      <td>212-787-1189</td>\n",
       "      <td>212-787-1455</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M10, M104, M5, M7, M79, M86</td>\n",
       "      <td>1, B, C to 86th St ; 2, 3 to 96th St</td>\n",
       "      <td>145 West 84 Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10024</td>\n",
       "      <td>www.uagreencareers.org</td>\n",
       "      <td>395.0000</td>\n",
       "      <td>Louis D. Brandeis Educational Campus</td>\n",
       "      <td>CTE School</td>\n",
       "      <td>The Urban Assembly School for Green Careers (U...</td>\n",
       "      <td>All students must choose a Career and Technica...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>English Literature and Composition</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Internships with external partners (Friends of...</td>\n",
       "      <td>Baseball, Basketball &amp; JV Basketball, Bowling,...</td>\n",
       "      <td>Basketball, Bowling, Softball, Tennis, Volleyball</td>\n",
       "      <td>0</td>\n",
       "      <td>Intramural Basketball, Yoga</td>\n",
       "      <td>Ace Mentoring NYC Association of Energy Afford...</td>\n",
       "      <td>0</td>\n",
       "      <td>New York City College of Technology, The City ...</td>\n",
       "      <td>0</td>\n",
       "      <td>Urban Assembly, Urban Agenda, Regional Plan As...</td>\n",
       "      <td>Jonathan Rose Companies, Thornton Tomasetti, I...</td>\n",
       "      <td>0</td>\n",
       "      <td>New York State Department of Environmental Con...</td>\n",
       "      <td>We require an Academic Portfolio for graduatio...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Manhattan students or residents wh...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Manhattan students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>145 West 84 Street\\nNew York, NY 10024\\n(40.78...</td>\n",
       "      <td>40.7857</td>\n",
       "      <td>-73.9744</td>\n",
       "      <td>03</td>\n",
       "      <td>0.4559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>03M403</td>\n",
       "      <td>THE GLOBAL LEARNING COLLABORATIVE</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>84.4000</td>\n",
       "      <td>3.4000</td>\n",
       "      <td>24.9800</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>THE GLOBAL LEARNING COLLABORATIVE</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>68.4000</td>\n",
       "      <td>358</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>192</td>\n",
       "      <td>108</td>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>69.0000</td>\n",
       "      <td>19.3000</td>\n",
       "      <td>69.0000</td>\n",
       "      <td>19.3000</td>\n",
       "      <td>41</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>3.6000</td>\n",
       "      <td>99</td>\n",
       "      <td>27.7000</td>\n",
       "      <td>224</td>\n",
       "      <td>62.6000</td>\n",
       "      <td>21</td>\n",
       "      <td>5.9000</td>\n",
       "      <td>184.0000</td>\n",
       "      <td>51.4000</td>\n",
       "      <td>174.0000</td>\n",
       "      <td>48.6000</td>\n",
       "      <td>79.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>24</td>\n",
       "      <td>162.0000</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>03M403</td>\n",
       "      <td>The Global Learning Collaborative</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M470</td>\n",
       "      <td>212-877-1103</td>\n",
       "      <td>212-877-1138</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M10, M104, M5, M7, M79, M86</td>\n",
       "      <td>1, B, C to 86th St ; 2, 3 to 96th St</td>\n",
       "      <td>145 West 84 Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10024</td>\n",
       "      <td>www.theglcnyc.org</td>\n",
       "      <td>480.0000</td>\n",
       "      <td>Louis D. Brandeis Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>At the Global Learning Collaborative, our goal...</td>\n",
       "      <td>Small Group Advisories, Three-Tiered Recitatio...</td>\n",
       "      <td>Arabic, Chinese (Mandarin), Italian, Spanish</td>\n",
       "      <td>Biology, Calculus AB, English Literature and C...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Model UN, Mock Trial Team, Cooking, Student Go...</td>\n",
       "      <td>Baseball &amp; JV Baseball, Basketball &amp; JV Basket...</td>\n",
       "      <td>Basketball, Bowling, Soccer, Softball, Tennis,...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>St. Luke's Hospital School Based Clinic</td>\n",
       "      <td>Hunter College, Fordham University, Columbia U...</td>\n",
       "      <td>Confucious Classroom, American Council of Inte...</td>\n",
       "      <td>Sights for Students</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>International Studies Schools Network/Asia Soc...</td>\n",
       "      <td>0</td>\n",
       "      <td>Community Service Requirement, Extended Day Pr...</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Manhattan students or residents wh...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Manhattan students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>145 West 84 Street\\nNew York, NY 10024\\n(40.78...</td>\n",
       "      <td>40.7857</td>\n",
       "      <td>-73.9744</td>\n",
       "      <td>03</td>\n",
       "      <td>0.3604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>03M417</td>\n",
       "      <td>FRANK MCCOURT HIGH SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>75.0000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>FRANK MCCOURT HIGH SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>219</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>131</td>\n",
       "      <td>88</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2.0000</td>\n",
       "      <td>0.9000</td>\n",
       "      <td>38.0000</td>\n",
       "      <td>17.4000</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>40</td>\n",
       "      <td>18.3000</td>\n",
       "      <td>81</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>81</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>102.0000</td>\n",
       "      <td>46.6000</td>\n",
       "      <td>117.0000</td>\n",
       "      <td>53.4000</td>\n",
       "      <td>98.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>47</td>\n",
       "      <td>97.0000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>03M417</td>\n",
       "      <td>FRANK McCOURT HIGH SCHOOL</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M470</td>\n",
       "      <td>212-362-2015</td>\n",
       "      <td>212-362-5926</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M10, M104, M5, M7, M79, M86</td>\n",
       "      <td>1, B, C to 86th St ; 2, 3 to 96th St</td>\n",
       "      <td>145 West 84 Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10024</td>\n",
       "      <td>www.fmhsnyc.org</td>\n",
       "      <td>373.0000</td>\n",
       "      <td>Louis D. Brandeis Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>At Frank McCourt High School (FMHS), we prepar...</td>\n",
       "      <td>Advisory, Inquiry-based cooperative group work...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Asian Cultures, Community Cares, Model UN, New...</td>\n",
       "      <td>Baseball &amp; JV Baseball, Basketball &amp; JV Basket...</td>\n",
       "      <td>Bowling, Soccer, Softball, Tennis, Volleyball</td>\n",
       "      <td>0</td>\n",
       "      <td>As we expand, we plan to offer intramural spor...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Our school uses 'problem-based learning' to de...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:40 AM</td>\n",
       "      <td>3:00 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>145 West 84 Street\\nNew York, NY 10024\\n(40.78...</td>\n",
       "      <td>40.7857</td>\n",
       "      <td>-73.9744</td>\n",
       "      <td>03</td>\n",
       "      <td>0.5892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>05M362</td>\n",
       "      <td>COLUMBIA SECONDARY SCHOOL FOR MATH, SCIENCE, A...</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>84.6667</td>\n",
       "      <td>2.8333</td>\n",
       "      <td>25.3667</td>\n",
       "      <td>24.5000</td>\n",
       "      <td>25.8333</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>COLUMBIA SECONDARY SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>46.3000</td>\n",
       "      <td>474</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>97</td>\n",
       "      <td>96</td>\n",
       "      <td>95</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3.0000</td>\n",
       "      <td>0.6000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>11.6000</td>\n",
       "      <td>95</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>230</td>\n",
       "      <td>48.5000</td>\n",
       "      <td>87</td>\n",
       "      <td>18.4000</td>\n",
       "      <td>235.0000</td>\n",
       "      <td>49.6000</td>\n",
       "      <td>239.0000</td>\n",
       "      <td>50.4000</td>\n",
       "      <td>91.0000</td>\n",
       "      <td>90</td>\n",
       "      <td>44</td>\n",
       "      <td>343.0000</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>159.0000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>05M362</td>\n",
       "      <td>Columbia Secondary School</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M125</td>\n",
       "      <td>212-666-1278</td>\n",
       "      <td>212-666-3805</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx15, M10, M100, M101, M104, M11, M2, M3, M4, ...</td>\n",
       "      <td>1, A, B, C, D to 125th St</td>\n",
       "      <td>425 West 123 Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10027</td>\n",
       "      <td>www.columbiasecondary.org</td>\n",
       "      <td>664.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Columbia Secondary School (CSS) is a 6-12 scho...</td>\n",
       "      <td>Seven-year Math, Science and Engineering progr...</td>\n",
       "      <td>Latin, Spanish, Spanish Native Language Arts</td>\n",
       "      <td>Biology, English Literature and Composition, S...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Amnesty International, Ancient Egypt, Architec...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Co-ed Fitness Program: Basketball, Biking, Cap...</td>\n",
       "      <td>Double Discovery, Harlem Tutorial Program,Urba...</td>\n",
       "      <td>0</td>\n",
       "      <td>Columbia University, Teachers College</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Uniform Required: dark blue shirt with  CSS lo...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>4:00 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>425 West 123 Street\\nNew York, NY 10027\\n(40.8...</td>\n",
       "      <td>40.8109</td>\n",
       "      <td>-73.9569</td>\n",
       "      <td>05</td>\n",
       "      <td>0.2722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>06M423</td>\n",
       "      <td>HIGH SCHOOL FOR EXCELLENCE AND INNOVATION</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>34.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>17.0000</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>HIGH SCHOOL FOR EXCELLENCE AND INNOVATION</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>99.2000</td>\n",
       "      <td>178</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>76</td>\n",
       "      <td>48</td>\n",
       "      <td>54</td>\n",
       "      <td></td>\n",
       "      <td>35.0000</td>\n",
       "      <td>19.7000</td>\n",
       "      <td>61.0000</td>\n",
       "      <td>34.3000</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>46</td>\n",
       "      <td>25.8000</td>\n",
       "      <td>129</td>\n",
       "      <td>72.5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>94.0000</td>\n",
       "      <td>52.8000</td>\n",
       "      <td>84.0000</td>\n",
       "      <td>47.2000</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>73</td>\n",
       "      <td>114.0000</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>9.2000</td>\n",
       "      <td>8.6000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.7000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>06M423</td>\n",
       "      <td>High School for Excellence and Innovation</td>\n",
       "      <td>Manhattan</td>\n",
       "      <td>M052</td>\n",
       "      <td>212-569-1022</td>\n",
       "      <td>212-569-1190</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx12-SBS, Bx20, Bx7, M100, M3, M4</td>\n",
       "      <td>1 to Dyckman St ; A to Dyckman St-200th St</td>\n",
       "      <td>650 Academy Street</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10034</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/06/M423</td>\n",
       "      <td>223.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>At the High School for Excellence and Innovati...</td>\n",
       "      <td>Saturday Academy and PM School provide student...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>English Literature and Composition</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Arts and Cultural Trips, Photography Class, Co...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Boys: Baseball, Basketball, Flag Football, Tra...</td>\n",
       "      <td>East Side House (ESH) (provides comprehensive ...</td>\n",
       "      <td>New York-Presbyterian Hospital - Center for Co...</td>\n",
       "      <td>Columbia University Medical Center, Hostos Com...</td>\n",
       "      <td>Educational Video Center, New York City Histor...</td>\n",
       "      <td>Urban ARts- Fresh Prep Program Teen Leadership...</td>\n",
       "      <td>Educators for Social Responsibility, reDesign,...</td>\n",
       "      <td>0</td>\n",
       "      <td>Office of Postsecondary Readiness (Intermediary)</td>\n",
       "      <td>Uniform Required: shirt with school logo, Summ...</td>\n",
       "      <td>Extended Day Program, Student Summer Orientation</td>\n",
       "      <td>8:45 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to 15-16-year-old students entering ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>650 Academy Street\\nNew York, NY 10034\\n(40.86...</td>\n",
       "      <td>40.8660</td>\n",
       "      <td>-73.9249</td>\n",
       "      <td>06</td>\n",
       "      <td>0.7249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>08X269</td>\n",
       "      <td>BRONX STUDIO SCHOOL FOR WRITERS AND ARTISTS</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>87.7143</td>\n",
       "      <td>3.4286</td>\n",
       "      <td>27.2286</td>\n",
       "      <td>24.2857</td>\n",
       "      <td>30.2857</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>BRONX STUDIO SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>85.6000</td>\n",
       "      <td>500</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>96</td>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>110</td>\n",
       "      <td>83</td>\n",
       "      <td>43</td>\n",
       "      <td></td>\n",
       "      <td>46.0000</td>\n",
       "      <td>9.2000</td>\n",
       "      <td>67.0000</td>\n",
       "      <td>13.4000</td>\n",
       "      <td>11</td>\n",
       "      <td>41</td>\n",
       "      <td>6</td>\n",
       "      <td>1.2000</td>\n",
       "      <td>112</td>\n",
       "      <td>22.4000</td>\n",
       "      <td>374</td>\n",
       "      <td>74.8000</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>220.0000</td>\n",
       "      <td>44.0000</td>\n",
       "      <td>280.0000</td>\n",
       "      <td>56.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>28</td>\n",
       "      <td>17</td>\n",
       "      <td>598.2083</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>62.0000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.6117</td>\n",
       "      <td>6.0947</td>\n",
       "      <td>6.6203</td>\n",
       "      <td>7.3814</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>08X269</td>\n",
       "      <td>Bronx Studio School for Writers and Artists</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>X392</td>\n",
       "      <td>718-893-5158</td>\n",
       "      <td>718-893-5982</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx11, Bx17, Bx19, Bx27, Bx35, Bx4, Bx46, Bx4A,...</td>\n",
       "      <td>2, 5 to Intervale Ave ; 6 to Hunts Point Ave</td>\n",
       "      <td>928 Simpson Street</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>NY</td>\n",
       "      <td>10459</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/08/X269</td>\n",
       "      <td>540.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Our mission is to provide students of all acad...</td>\n",
       "      <td>Advisory, Leadership Classes, Electives in Lit...</td>\n",
       "      <td>Chinese (Mandarin), Spanish</td>\n",
       "      <td>English Literature and Composition, Environmen...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Student Council, Student Mediators, Art, Dance...</td>\n",
       "      <td>Rugby</td>\n",
       "      <td>Basketball, Rugby, Volleyball</td>\n",
       "      <td>Cross Country</td>\n",
       "      <td>Boys Basketball Team and Intramural 3-on-3 Bas...</td>\n",
       "      <td>Casita Maria, Inc., F.E.G.S., UNITAS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Afro-Latin Jazz Aliance</td>\n",
       "      <td>Teaching Matters Inc., Elevate NY</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Dress Code Required: short or long-sleeved dar...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:20 AM</td>\n",
       "      <td>3:20 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>928 Simpson Street\\nBronx, NY 10459\\n(40.82062...</td>\n",
       "      <td>40.8206</td>\n",
       "      <td>-73.8931</td>\n",
       "      <td>08</td>\n",
       "      <td>0.2581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>08X376</td>\n",
       "      <td>ANTONIA PANTOJA PREPARATORY ACADEMY, A COLLEGE...</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>23.5000</td>\n",
       "      <td>23.0000</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>ANTONIA PANTOJA PREPARATORY ACADEMY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>81.3000</td>\n",
       "      <td>432</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>91</td>\n",
       "      <td>97</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.0000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>104.0000</td>\n",
       "      <td>24.1000</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "      <td>21</td>\n",
       "      <td>4.9000</td>\n",
       "      <td>120</td>\n",
       "      <td>27.8000</td>\n",
       "      <td>285</td>\n",
       "      <td>66.0000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>203.0000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>229.0000</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>70.0000</td>\n",
       "      <td>92</td>\n",
       "      <td>20</td>\n",
       "      <td>252.0000</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>68.0000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>5.1000</td>\n",
       "      <td>3.5000</td>\n",
       "      <td>4.1000</td>\n",
       "      <td>5.1000</td>\n",
       "      <td>5.6000</td>\n",
       "      <td>5.9000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>6.1000</td>\n",
       "      <td>5.4000</td>\n",
       "      <td>5.7000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>08X376</td>\n",
       "      <td>Antonia Pantoja Preparatory Academy: A College...</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>X450</td>\n",
       "      <td>718-824-3152</td>\n",
       "      <td>718-824-3543</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx22, Bx27, Bx36, Bx39, Bx5</td>\n",
       "      <td>0</td>\n",
       "      <td>1980 Lafayette Avenue</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>NY</td>\n",
       "      <td>10473</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/08/X376</td>\n",
       "      <td>466.0000</td>\n",
       "      <td>Adlai E. Stevenson Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>Antonia Pantoja Preparatory Academy (APPA) is ...</td>\n",
       "      <td>Individualized university/college, academic an...</td>\n",
       "      <td>French, Japanese, Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Advisory, Chess, Community Service, Drama, Men...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Baseball, Basketball, Capoeira, Rugby, Soccer,...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hostos Community College, Fordham University, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>College Board, The Green Institute, DreamYard,...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Uniform Required: white blouse/button-down shi...</td>\n",
       "      <td>Community Service Requirement, Extended Day Pr...</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>2:45 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to Bronx students or residents who attend...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Bronx students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1980 Lafayette Avenue\\nBronx, NY 10473\\n(40.82...</td>\n",
       "      <td>40.8223</td>\n",
       "      <td>-73.8560</td>\n",
       "      <td>08</td>\n",
       "      <td>0.2987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>08X432</td>\n",
       "      <td>BRONX BRIDGES HIGH SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>53.4000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>19.0800</td>\n",
       "      <td>17.2000</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>BRONX BRIDGES HIGH SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>87.2000</td>\n",
       "      <td>155</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>75</td>\n",
       "      <td>80</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>123.0000</td>\n",
       "      <td>79.4000</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>5.2000</td>\n",
       "      <td>13</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>129</td>\n",
       "      <td>83.2000</td>\n",
       "      <td>4</td>\n",
       "      <td>2.6000</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>52.3000</td>\n",
       "      <td>74.0000</td>\n",
       "      <td>47.7000</td>\n",
       "      <td>99.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>81</td>\n",
       "      <td>76.0000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>61.0000</td>\n",
       "      <td>8.8000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>9.3000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>9.6000</td>\n",
       "      <td>9.8000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>08X432</td>\n",
       "      <td>BRONX BRIDGES HIGH SCHOOL</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>X450</td>\n",
       "      <td>718-829-2984</td>\n",
       "      <td>718-829-2987</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx22, Bx27, Bx36, Bx39, Bx5</td>\n",
       "      <td>0</td>\n",
       "      <td>1980 Lafayette Avenue</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>NY</td>\n",
       "      <td>10473</td>\n",
       "      <td>www.bronxbridges.org</td>\n",
       "      <td>313.0000</td>\n",
       "      <td>Adlai E. Stevenson Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>Our school is designed for English Language Le...</td>\n",
       "      <td>Small advisory groups led by a faculty mentor;...</td>\n",
       "      <td>French, Spanish</td>\n",
       "      <td>Biology, Calculus AB, Spanish Language and Cul...</td>\n",
       "      <td>French Language and Culture, French Literature</td>\n",
       "      <td>Arabic, Bengali</td>\n",
       "      <td>African Dance, Art, Basketball, Community Just...</td>\n",
       "      <td>Baseball, Basketball, Football &amp; JV Football, ...</td>\n",
       "      <td>Basketball, Bowling, Soccer, Softball, Tennis,...</td>\n",
       "      <td>0</td>\n",
       "      <td>Baseball, Soccer; all PSAL sports listed above...</td>\n",
       "      <td>Good Shepherd Services, Ramapo for Children, Inc.</td>\n",
       "      <td>School Based Health Clinic with Montefiore.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Ernst &amp; Young Mentoring Program</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Dress-Code Required: Please contact the school...</td>\n",
       "      <td>Community Service Requirement</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>3:45 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to New York City residents who are E...</td>\n",
       "      <td>Priority to Bronx students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1980 Lafayette Avenue\\nBronx, NY 10473\\n(40.82...</td>\n",
       "      <td>40.8223</td>\n",
       "      <td>-73.8560</td>\n",
       "      <td>08</td>\n",
       "      <td>0.8324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>09X324</td>\n",
       "      <td>BRONX EARLY COLLEGE ACADEMY FOR TEACHING &amp; LEA...</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>83.8750</td>\n",
       "      <td>3.1250</td>\n",
       "      <td>27.9625</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>BRONX EARLY COLLEGE ACADEMY FOR TEACHING &amp; LEARN</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>79.4000</td>\n",
       "      <td>493</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>85</td>\n",
       "      <td>91</td>\n",
       "      <td>84</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>81</td>\n",
       "      <td></td>\n",
       "      <td>54.0000</td>\n",
       "      <td>11.0000</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>16.2000</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>158</td>\n",
       "      <td>32.0000</td>\n",
       "      <td>318</td>\n",
       "      <td>64.5000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>239.0000</td>\n",
       "      <td>48.5000</td>\n",
       "      <td>254.0000</td>\n",
       "      <td>51.5000</td>\n",
       "      <td>88.0000</td>\n",
       "      <td>88</td>\n",
       "      <td>60</td>\n",
       "      <td>323.0000</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>207.0000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>5.1000</td>\n",
       "      <td>6.1000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>09X324</td>\n",
       "      <td>Bronx Early College Academy for Teaching &amp; Lea...</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>X166</td>\n",
       "      <td>718-681-8287</td>\n",
       "      <td>718-681-8650</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx1, Bx13, Bx2, Bx32, Bx35, Bx41, Bx41-SBS, Bx6</td>\n",
       "      <td>4, B to 161st St-Yankee Stadium ; B, D to 167t...</td>\n",
       "      <td>250 East 164 Street</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>NY</td>\n",
       "      <td>10456</td>\n",
       "      <td>www.bronxearlycollegeacademy.com</td>\n",
       "      <td>508.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bronx Early College Academy (BECA) is an Inter...</td>\n",
       "      <td>iZone School with blended online classrooms; f...</td>\n",
       "      <td>French, Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>After-school Club Day, Bronx Arts Ensemble, Br...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Baseball, Basketball, Flag Football, Track and...</td>\n",
       "      <td>Union Square Hospitality Group</td>\n",
       "      <td>Montefiore Medical Center</td>\n",
       "      <td>Lehman College, City University of New York (C...</td>\n",
       "      <td>Lehman College Art Gallery</td>\n",
       "      <td>Literacy Inc., Learning Leaders, PENCIL, Teach...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Kaplan, Aussie</td>\n",
       "      <td>Dress Code Required: School Shirt and khaki pa...</td>\n",
       "      <td>Extended Day Program Requirement</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:15 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>250 East 164 Street\\nBronx, NY 10456\\n(40.8287...</td>\n",
       "      <td>40.8287</td>\n",
       "      <td>-73.9178</td>\n",
       "      <td>09</td>\n",
       "      <td>0.2617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>12X478</td>\n",
       "      <td>THE CINEMA SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>69.6364</td>\n",
       "      <td>3.0909</td>\n",
       "      <td>22.6909</td>\n",
       "      <td>18.7273</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>THE CINEMA SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>75.9000</td>\n",
       "      <td>223</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>91</td>\n",
       "      <td>61</td>\n",
       "      <td>71</td>\n",
       "      <td></td>\n",
       "      <td>9.0000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>4.5000</td>\n",
       "      <td>64</td>\n",
       "      <td>28.7000</td>\n",
       "      <td>145</td>\n",
       "      <td>65.0000</td>\n",
       "      <td>4</td>\n",
       "      <td>1.8000</td>\n",
       "      <td>91.0000</td>\n",
       "      <td>40.8000</td>\n",
       "      <td>132.0000</td>\n",
       "      <td>59.2000</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>32</td>\n",
       "      <td>118.0000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>8.6000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.8000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>8.6000</td>\n",
       "      <td>9.2000</td>\n",
       "      <td>9.3000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.7000</td>\n",
       "      <td>12X478</td>\n",
       "      <td>THE CINEMA SCHOOL</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>X423</td>\n",
       "      <td>718-620-2560</td>\n",
       "      <td>718-620-2561</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx11, Bx27, Bx36, Bx4, Bx4A, Q44</td>\n",
       "      <td>6 to Elder Ave</td>\n",
       "      <td>1551 East 172Nd Street</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>NY</td>\n",
       "      <td>10472</td>\n",
       "      <td>www.thecinemaschool.org</td>\n",
       "      <td>318.0000</td>\n",
       "      <td>James Monroe Educational Annex</td>\n",
       "      <td>0</td>\n",
       "      <td>The Cinema School offers a rich liberal arts e...</td>\n",
       "      <td>Mid-year Animation &amp; Movie Institute: develop ...</td>\n",
       "      <td>0</td>\n",
       "      <td>Biology, Calculus AB, English Language and Com...</td>\n",
       "      <td>0</td>\n",
       "      <td>French, German, Italian, Portuguese, Spanish</td>\n",
       "      <td>Film Screenings, Acting &amp; Directing in Film, F...</td>\n",
       "      <td>Baseball &amp; JV Baseball, Basketball &amp; JV Basket...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Softball, Swimming</td>\n",
       "      <td>0</td>\n",
       "      <td>Archery, Basketball, Capoeira, Open Gym, Volle...</td>\n",
       "      <td>Ghetto Film School, our partner organization, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>City of New York (CUNY) - Lehman College: Coll...</td>\n",
       "      <td>Museum of the Moving Image, Lincoln Center Soc...</td>\n",
       "      <td>0</td>\n",
       "      <td>NewsCorp, Wieden + Kennedy, CNN, JP Morgan Cha...</td>\n",
       "      <td>0</td>\n",
       "      <td>New York Cares</td>\n",
       "      <td>0</td>\n",
       "      <td>Community Service Requirement, Extended Day Pr...</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:45 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1551 East 172Nd Street\\nBronx, NY 10472\\n(40.8...</td>\n",
       "      <td>40.8314</td>\n",
       "      <td>-73.8783</td>\n",
       "      <td>12</td>\n",
       "      <td>0.5786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>12X479</td>\n",
       "      <td>BRONX CAREER AND COLLEGE PREPARATORY HIGH SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>53.8571</td>\n",
       "      <td>2.5714</td>\n",
       "      <td>21.9429</td>\n",
       "      <td>18.8571</td>\n",
       "      <td>24.1429</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>BRONX CAREER AND COLLEGE PREPARATORY HIGH SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>72.2000</td>\n",
       "      <td>244</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>118</td>\n",
       "      <td>78</td>\n",
       "      <td>48</td>\n",
       "      <td></td>\n",
       "      <td>41.0000</td>\n",
       "      <td>16.8000</td>\n",
       "      <td>67.0000</td>\n",
       "      <td>27.5000</td>\n",
       "      <td>34</td>\n",
       "      <td>24</td>\n",
       "      <td>6</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>91</td>\n",
       "      <td>37.3000</td>\n",
       "      <td>146</td>\n",
       "      <td>59.8000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>108.0000</td>\n",
       "      <td>44.3000</td>\n",
       "      <td>136.0000</td>\n",
       "      <td>55.7000</td>\n",
       "      <td>61.0000</td>\n",
       "      <td>78</td>\n",
       "      <td>41</td>\n",
       "      <td>91.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>60.0000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>5.9000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>12X479</td>\n",
       "      <td>Bronx Career and College Preparatory High School</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>X158</td>\n",
       "      <td>718-542-4011</td>\n",
       "      <td>718-542-4377</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Bx11, Bx15, Bx17, Bx19, Bx21, Bx27, Bx35, Bx4,...</td>\n",
       "      <td>2, 5 to Intervale Av ; 2, 5 to Intervale Ave</td>\n",
       "      <td>800 Home Street</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>NY</td>\n",
       "      <td>10456</td>\n",
       "      <td>www.bccprep.com</td>\n",
       "      <td>323.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bronx Career and College Preparatory High Scho...</td>\n",
       "      <td>College &amp; Career Program, Internships, College...</td>\n",
       "      <td>Italian, Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Spanish, Spanish Native Language Arts</td>\n",
       "      <td>Yoga, Dance, Glee, Mentoring, Music Production...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Boys Intramural Basketball</td>\n",
       "      <td>Affinity Health Plan, Healthy Respect, South B...</td>\n",
       "      <td>0</td>\n",
       "      <td>Lehman College, Bronx Community College</td>\n",
       "      <td>Deep Sea Innertainment, Inc.</td>\n",
       "      <td>Solid Foundations for Healthy Families</td>\n",
       "      <td>Quests &amp; Summits, Inc., New Teacher Center</td>\n",
       "      <td>Bethex Federal Credit Union</td>\n",
       "      <td>0</td>\n",
       "      <td>Personal Technology is not allowed on school g...</td>\n",
       "      <td>Community Service Requirement, Internship Requ...</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>2:15 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to New York City residents who attend...</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>800 Home Street\\nBronx, NY 10456\\n(40.82776397...</td>\n",
       "      <td>40.8278</td>\n",
       "      <td>-73.9004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.5288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>13K527</td>\n",
       "      <td>URBAN ASSEMBLY INSTITUTE OF MATH AND SCIENCE F...</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>84.0000</td>\n",
       "      <td>3.3333</td>\n",
       "      <td>24.9000</td>\n",
       "      <td>23.6667</td>\n",
       "      <td>25.6667</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>URBAN ASSEMBLY INSTITUTE OF MATH AND SCIENCE FOR</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>62.2000</td>\n",
       "      <td>469</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>83</td>\n",
       "      <td>99</td>\n",
       "      <td>61</td>\n",
       "      <td>63</td>\n",
       "      <td></td>\n",
       "      <td>7.0000</td>\n",
       "      <td>1.5000</td>\n",
       "      <td>62.0000</td>\n",
       "      <td>13.2000</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>5.1000</td>\n",
       "      <td>372</td>\n",
       "      <td>79.3000</td>\n",
       "      <td>55</td>\n",
       "      <td>11.7000</td>\n",
       "      <td>12</td>\n",
       "      <td>2.6000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>469.0000</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>91.0000</td>\n",
       "      <td>89</td>\n",
       "      <td>39</td>\n",
       "      <td>352.0000</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>144.0000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>5.8000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>13K527</td>\n",
       "      <td>Urban Assembly Institute of Math and Science f...</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>K313</td>\n",
       "      <td>718-260-2300</td>\n",
       "      <td>718-260-2301</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>B103, B25, B26, B38, B41, B45, B54, B57, B61, ...</td>\n",
       "      <td>2, 3, 4, 5, R to Borough Hall ; A, C, F to Jay...</td>\n",
       "      <td>283 Adams Street</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>NY</td>\n",
       "      <td>11201</td>\n",
       "      <td>www.uainstitute.com</td>\n",
       "      <td>508.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>All-Girls School</td>\n",
       "      <td>Our school is an all-girls school designed to ...</td>\n",
       "      <td>Pre-Calculus and Engineering courses at Polyte...</td>\n",
       "      <td>French, Spanish</td>\n",
       "      <td>Calculus AB, English Literature and Compositio...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Girls Inc. of NYC Teen Program, Digital Design...</td>\n",
       "      <td>0</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>0</td>\n",
       "      <td>Intramural Volleyball, Cheerleading, Power Pla...</td>\n",
       "      <td>Crown Heights Mediation Center, Park Slope Cen...</td>\n",
       "      <td>Long Island College Hospital</td>\n",
       "      <td>Polytechnic Institute of New York University, ...</td>\n",
       "      <td>Learning Through an Expanded Arts Program (LEA...</td>\n",
       "      <td>Urban Assembly, Children’s Aid Society’s Carre...</td>\n",
       "      <td>Thornton-Tomasetti Group, Con Edison, Alexande...</td>\n",
       "      <td>0</td>\n",
       "      <td>New York City Department of Design and Constru...</td>\n",
       "      <td>0</td>\n",
       "      <td>Extended Day Program</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:20 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to female students</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>283 Adams Street\\nBrooklyn, NY 11201\\n(40.6946...</td>\n",
       "      <td>40.6946</td>\n",
       "      <td>-73.9886</td>\n",
       "      <td>13</td>\n",
       "      <td>0.2751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>14K322</td>\n",
       "      <td>FOUNDATIONS ACADEMY</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>Foundations Academy</td>\n",
       "      <td>42.0000</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>Total Cohort</td>\n",
       "      <td>FOUNDATIONS ACADEMY</td>\n",
       "      <td>2006</td>\n",
       "      <td>60.0000</td>\n",
       "      <td>41</td>\n",
       "      <td>68.3%</td>\n",
       "      <td>26</td>\n",
       "      <td>43.3%</td>\n",
       "      <td>63.4%</td>\n",
       "      <td>1</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>2.4%</td>\n",
       "      <td>25</td>\n",
       "      <td>41.7%</td>\n",
       "      <td>61%</td>\n",
       "      <td>15</td>\n",
       "      <td>25%</td>\n",
       "      <td>36.6%</td>\n",
       "      <td>14</td>\n",
       "      <td>23.3%</td>\n",
       "      <td>2</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>1.8333</td>\n",
       "      <td>20.6000</td>\n",
       "      <td>18.5000</td>\n",
       "      <td>22.8333</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>FOUNDATIONS ACADEMY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>78.7000</td>\n",
       "      <td>141</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>51</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>5.7000</td>\n",
       "      <td>40.0000</td>\n",
       "      <td>28.4000</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>1.4000</td>\n",
       "      <td>94</td>\n",
       "      <td>66.7000</td>\n",
       "      <td>42</td>\n",
       "      <td>29.8000</td>\n",
       "      <td>2</td>\n",
       "      <td>1.4000</td>\n",
       "      <td>80.0000</td>\n",
       "      <td>56.7000</td>\n",
       "      <td>61.0000</td>\n",
       "      <td>43.3000</td>\n",
       "      <td>62.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>42</td>\n",
       "      <td>103.0000</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>66.0000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>5.7000</td>\n",
       "      <td>5.9000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>14K322</td>\n",
       "      <td>Foundations Academy</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>K033</td>\n",
       "      <td>718-302-5092</td>\n",
       "      <td>718-599-1369</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>B15, B38, B43, B44, B46, B47, B48, B54, B57</td>\n",
       "      <td>G to Myrtle Ave-Willoughby Ave ; J, M to Flush...</td>\n",
       "      <td>70 Tompkins Avenue</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>NY</td>\n",
       "      <td>11206</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/14/K322</td>\n",
       "      <td>110.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>We prepare all of our students for career and ...</td>\n",
       "      <td>Leadership, Service Learning, Social Justice</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Biology, Calculus AB, English Literature and C...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Debate Team, Math, Mock Trial Team, Model UN, ...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Soccer, Volleyball...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Volleyball &amp; JV Vo...</td>\n",
       "      <td>Bowling, Golf, Outdoor Track</td>\n",
       "      <td>0</td>\n",
       "      <td>Reading Excellence and Discovery (READ) Founda...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Institute for Student Achievement (ISA)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Uniform Required: collared polo or button-down...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:30 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Brooklyn students or residents who...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Brooklyn students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>70 Tompkins Avenue\\nBrooklyn, NY 11206\\n(40.69...</td>\n",
       "      <td>40.6971</td>\n",
       "      <td>-73.9467</td>\n",
       "      <td>14</td>\n",
       "      <td>0.2979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>15K667</td>\n",
       "      <td>SUNSET PARK HIGH SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>376.7778</td>\n",
       "      <td>13.8889</td>\n",
       "      <td>26.8556</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>30.4444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>SUNSET PARK HIGH SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>79.9000</td>\n",
       "      <td>988</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>340</td>\n",
       "      <td>325</td>\n",
       "      <td>323</td>\n",
       "      <td></td>\n",
       "      <td>142.0000</td>\n",
       "      <td>14.4000</td>\n",
       "      <td>220.0000</td>\n",
       "      <td>22.3000</td>\n",
       "      <td>86</td>\n",
       "      <td>28</td>\n",
       "      <td>46</td>\n",
       "      <td>4.7000</td>\n",
       "      <td>77</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>798</td>\n",
       "      <td>80.8000</td>\n",
       "      <td>66</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>501.0000</td>\n",
       "      <td>50.7000</td>\n",
       "      <td>487.0000</td>\n",
       "      <td>49.3000</td>\n",
       "      <td>95.0000</td>\n",
       "      <td>98</td>\n",
       "      <td>47</td>\n",
       "      <td>629.0000</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>304.0000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>15K667</td>\n",
       "      <td>Sunset Park High School</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>K564</td>\n",
       "      <td>718-840-1900</td>\n",
       "      <td>718-840-1925</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>B35, B63, B70</td>\n",
       "      <td>D, N, R to 36th St</td>\n",
       "      <td>153 35Th Street</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>NY</td>\n",
       "      <td>11232</td>\n",
       "      <td>www.sunsetparkhighschool.org</td>\n",
       "      <td>1,309.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sunset Park High School is a diverse and inclu...</td>\n",
       "      <td>Advisory, Drop Everything and Read, Service Le...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Spanish Language and Culture</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Art, Clay Workshop, Creative Writing, Dance, F...</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>Basketball, Softball, Volleyball, Wrestling</td>\n",
       "      <td>0</td>\n",
       "      <td>Baseball, Basketball, Cheerleading, Fitness, F...</td>\n",
       "      <td>Center for Family Life, Youth Employment, Life...</td>\n",
       "      <td>Lutheran Medical Center</td>\n",
       "      <td>Brooklyn College, New York University (NYU), C...</td>\n",
       "      <td>Joyce Theatre, Tribeca Film Festival.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Institute for Student Achievement</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8:45 AM</td>\n",
       "      <td>3:30 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Districts 15 and 20 students or re...</td>\n",
       "      <td>Then to Brooklyn students or residents who att...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Districts 15 and 20 students or residents</td>\n",
       "      <td>Then to Brooklyn students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>153 35Th Street\\nBrooklyn, NY 11232\\n(40.65595...</td>\n",
       "      <td>40.6560</td>\n",
       "      <td>-74.0055</td>\n",
       "      <td>15</td>\n",
       "      <td>0.1306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>16K688</td>\n",
       "      <td>THE BROOKLYN ACADEMY OF GLOBAL FINANCE</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>64.0000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>21.4750</td>\n",
       "      <td>17.2500</td>\n",
       "      <td>25.5000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>THE BROOKLYN ACADEMY OF GLOBAL FINANCE</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>57.4000</td>\n",
       "      <td>159</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>54</td>\n",
       "      <td>61</td>\n",
       "      <td>44</td>\n",
       "      <td></td>\n",
       "      <td>10.0000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>33.0000</td>\n",
       "      <td>20.8000</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1.9000</td>\n",
       "      <td>118</td>\n",
       "      <td>74.2000</td>\n",
       "      <td>33</td>\n",
       "      <td>20.8000</td>\n",
       "      <td>4</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>82.0000</td>\n",
       "      <td>51.6000</td>\n",
       "      <td>77.0000</td>\n",
       "      <td>48.4000</td>\n",
       "      <td>76.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>17</td>\n",
       "      <td>99.0000</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>5.8000</td>\n",
       "      <td>5.7000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>3.9000</td>\n",
       "      <td>1.9000</td>\n",
       "      <td>3.8000</td>\n",
       "      <td>3.6000</td>\n",
       "      <td>4.9000</td>\n",
       "      <td>5.8000</td>\n",
       "      <td>5.4000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>4.9000</td>\n",
       "      <td>4.5000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>5.6000</td>\n",
       "      <td>16K688</td>\n",
       "      <td>The Brooklyn Academy of Global Finance</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>K057</td>\n",
       "      <td>718-574-3126</td>\n",
       "      <td>718-574-3681</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>B15, B38, B43, B46, B47, B52, B54, Q24</td>\n",
       "      <td>J to Kosciusko St ; M, Z to Myrtle Ave</td>\n",
       "      <td>125 Stuyvesant Avenue</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>NY</td>\n",
       "      <td>11221</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/16/K688</td>\n",
       "      <td>148.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The mission of The Brooklyn Academy of Global ...</td>\n",
       "      <td>National Academy of Finance (NAF) provides an ...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>English Literature and Composition, Environmen...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Art, Career Exploring, Chess, Debate Team, Eur...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Team First Basketball Program</td>\n",
       "      <td>National Academy Foundation (NAF)</td>\n",
       "      <td>0</td>\n",
       "      <td>Medgar Evers College Now, Kingsborough Communi...</td>\n",
       "      <td>Virtual Enterprise Platform</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Deloitte Consulting</td>\n",
       "      <td>Brooklyn Borough President’s Office, Team Firs...</td>\n",
       "      <td>0</td>\n",
       "      <td>Extended Day Program, Internship Requirement, ...</td>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>3:12 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to New York City residents who attend...</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>125 Stuyvesant Avenue\\nBrooklyn, NY 11221\\n(40...</td>\n",
       "      <td>40.6915</td>\n",
       "      <td>-73.9337</td>\n",
       "      <td>16</td>\n",
       "      <td>0.8115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>20K609</td>\n",
       "      <td>THE URBAN ASSEMBLY SCHOOL FOR CRIMINAL JUSTICE</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>26.2500</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>12.5750</td>\n",
       "      <td>10.7500</td>\n",
       "      <td>15.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>URBAN ASSEMBLY SCHOOL FOR CRIMINAL JUSTICE</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>82.7000</td>\n",
       "      <td>374</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>63</td>\n",
       "      <td>74</td>\n",
       "      <td>73</td>\n",
       "      <td>89</td>\n",
       "      <td>75</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>58.0000</td>\n",
       "      <td>15.5000</td>\n",
       "      <td>64.0000</td>\n",
       "      <td>17.1000</td>\n",
       "      <td>46</td>\n",
       "      <td>6</td>\n",
       "      <td>131</td>\n",
       "      <td>35.0000</td>\n",
       "      <td>126</td>\n",
       "      <td>33.7000</td>\n",
       "      <td>82</td>\n",
       "      <td>21.9000</td>\n",
       "      <td>34</td>\n",
       "      <td>9.1000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>374.0000</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>85.0000</td>\n",
       "      <td>92</td>\n",
       "      <td>20</td>\n",
       "      <td>247.0000</td>\n",
       "      <td>24.0000</td>\n",
       "      <td>54.0000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>20K609</td>\n",
       "      <td>Urban Assembly School for Criminal Justice</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>K223</td>\n",
       "      <td>718-438-3893</td>\n",
       "      <td>718-438-3527</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>B11, B16, B35, B67, B8</td>\n",
       "      <td>F to Ditmas Ave</td>\n",
       "      <td>4200 16 Avenue</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>NY</td>\n",
       "      <td>11204</td>\n",
       "      <td>www.uascriminaljustice.org</td>\n",
       "      <td>485.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>All-Girls School</td>\n",
       "      <td>The Urban Assembly School for Criminal Justice...</td>\n",
       "      <td>Accelerated Classes, Guest Speakers, Field Tri...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Calculus AB, Chemistry, English Literature and...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Advanced Art, Model UN, Double Dutch, Soccer, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Double Dutch, Flag Football, Softball</td>\n",
       "      <td>The Urban Assembly, Generation Citizen</td>\n",
       "      <td>0</td>\n",
       "      <td>Duke University, New York City College of Tech...</td>\n",
       "      <td>Smack Mellon, Center for Urban Pedagogy</td>\n",
       "      <td>Urban Assembly</td>\n",
       "      <td>Baker &amp; Hostetler LLP; Simpson, Thacher, Barle...</td>\n",
       "      <td>0</td>\n",
       "      <td>New York Police Department (NYPD)</td>\n",
       "      <td>Uniform Required: shirt with school logo, blac...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:45 AM</td>\n",
       "      <td>3:45 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to female students</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to Brooklyn students or residents who att...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Brooklyn students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>4200 16 Avenue\\nBrooklyn, NY 11204\\n(40.634908...</td>\n",
       "      <td>40.6349</td>\n",
       "      <td>-73.9815</td>\n",
       "      <td>20</td>\n",
       "      <td>0.3450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>21K468</td>\n",
       "      <td>KINGSBOROUGH EARLY COLLEGE SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>71.8000</td>\n",
       "      <td>3.0000</td>\n",
       "      <td>24.6300</td>\n",
       "      <td>22.4000</td>\n",
       "      <td>27.1000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>KINGSBOROUGH EARLY COLLEGE SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>70.0000</td>\n",
       "      <td>472</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>89</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>87</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td></td>\n",
       "      <td>13.0000</td>\n",
       "      <td>2.8000</td>\n",
       "      <td>74.0000</td>\n",
       "      <td>15.7000</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>118</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>107</td>\n",
       "      <td>22.7000</td>\n",
       "      <td>211</td>\n",
       "      <td>44.7000</td>\n",
       "      <td>273.0000</td>\n",
       "      <td>57.8000</td>\n",
       "      <td>199.0000</td>\n",
       "      <td>42.2000</td>\n",
       "      <td>97.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>72</td>\n",
       "      <td>383.0000</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>263.0000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>8.4000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.3000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>21K468</td>\n",
       "      <td>Kingsborough Early College School</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>K400</td>\n",
       "      <td>718-333-7850</td>\n",
       "      <td>718-333-7875</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>B1, B3, B4, B6, B64, B82</td>\n",
       "      <td>D to 25th Ave ; N to Ave U ; N to Gravesend - ...</td>\n",
       "      <td>2630 Benson Avenue</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>NY</td>\n",
       "      <td>11214</td>\n",
       "      <td>www.KECSS.info</td>\n",
       "      <td>551.0000</td>\n",
       "      <td>Lafayette Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>At Kingsborough Early College School (KECS), a...</td>\n",
       "      <td>Associate Degree, Advisory, Enrichment Cluster...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>All Subject Tutoring/Regents Preparation, Book...</td>\n",
       "      <td>Basketball &amp; JV Basketball, Football &amp; JV Foot...</td>\n",
       "      <td>Basketball, Bowling, Outdoor Track, Soccer, So...</td>\n",
       "      <td>0</td>\n",
       "      <td>Basketball, Flag Football, Flag Rugby, Lacross...</td>\n",
       "      <td>Bill and Melinda Gates Foundation, The Leaders...</td>\n",
       "      <td>Coney Island Hospital (Pediatric Unit)</td>\n",
       "      <td>Kingsborough Community College</td>\n",
       "      <td>Safety, Teamwork, Attitude, Respect, Responsib...</td>\n",
       "      <td>Penny Harvest</td>\n",
       "      <td>Merrill Lynch</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Uniform Required: navy blue shirt with school ...</td>\n",
       "      <td>0</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>2:20 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2630 Benson Avenue\\nBrooklyn, NY 11214\\n(40.59...</td>\n",
       "      <td>40.5936</td>\n",
       "      <td>-73.9847</td>\n",
       "      <td>21</td>\n",
       "      <td>0.2734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>28Q284</td>\n",
       "      <td>YORK EARLY COLLEGE ACADEMY</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>64.0000</td>\n",
       "      <td>2.5455</td>\n",
       "      <td>25.1091</td>\n",
       "      <td>21.7273</td>\n",
       "      <td>28.5455</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>YORK EARLY COLLEGE ACADEMY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>60.2000</td>\n",
       "      <td>489</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>87</td>\n",
       "      <td>82</td>\n",
       "      <td>85</td>\n",
       "      <td>81</td>\n",
       "      <td>78</td>\n",
       "      <td>76</td>\n",
       "      <td></td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>9.6000</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>115</td>\n",
       "      <td>23.5000</td>\n",
       "      <td>314</td>\n",
       "      <td>64.2000</td>\n",
       "      <td>50</td>\n",
       "      <td>10.2000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.6000</td>\n",
       "      <td>250.0000</td>\n",
       "      <td>51.1000</td>\n",
       "      <td>239.0000</td>\n",
       "      <td>48.9000</td>\n",
       "      <td>99.0000</td>\n",
       "      <td>88</td>\n",
       "      <td>39</td>\n",
       "      <td>394.0000</td>\n",
       "      <td>23.0000</td>\n",
       "      <td>144.0000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>28Q284</td>\n",
       "      <td>York Early College Academy</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Q008</td>\n",
       "      <td>718-262-8547</td>\n",
       "      <td>718-558-4257</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Q111, Q112, Q42, Q5, Q60</td>\n",
       "      <td>0</td>\n",
       "      <td>108-35 167 Street</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>NY</td>\n",
       "      <td>11433</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/28/Q284</td>\n",
       "      <td>592.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The mission of York Early College Academy is t...</td>\n",
       "      <td>Early College</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Chess, Art, Culture, Dance, Debate Team, Drama...</td>\n",
       "      <td>Basketball</td>\n",
       "      <td>0</td>\n",
       "      <td>Rugby</td>\n",
       "      <td>Girls Step Team</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>York College, Early College Initative; City Un...</td>\n",
       "      <td>0</td>\n",
       "      <td>Beacon Program</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Dress Code Required: white polo shirt, blue je...</td>\n",
       "      <td>Community Service Requirement, Extended Day Pr...</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>3:00 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to Queens students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>108-35 167 Street\\nJamaica, NY 11433\\n(40.6969...</td>\n",
       "      <td>40.6969</td>\n",
       "      <td>-73.7870</td>\n",
       "      <td>28</td>\n",
       "      <td>0.2639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>28Q325</td>\n",
       "      <td>HILLSIDE ARTS &amp; LETTERS ACADEMY</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>45.5000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>22.7500</td>\n",
       "      <td>21.2500</td>\n",
       "      <td>24.2500</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>HILLSIDE ARTS &amp; LETTERS ACADEMY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>65.6000</td>\n",
       "      <td>200</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>109</td>\n",
       "      <td>91</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>25.0000</td>\n",
       "      <td>12.5000</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>11.0000</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>56</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>78</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>42</td>\n",
       "      <td>21.0000</td>\n",
       "      <td>13</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>94.0000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>106.0000</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>97.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>33</td>\n",
       "      <td>87.0000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.9000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>28Q325</td>\n",
       "      <td>Hillside Arts &amp; Letters Academy</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Q470</td>\n",
       "      <td>718-658-1249</td>\n",
       "      <td>718-658-1613</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Q1, Q17, Q2, Q25, Q3, Q30, Q31, Q36, Q43, Q6, ...</td>\n",
       "      <td>F to 169th St</td>\n",
       "      <td>167-01 Gothic Drive</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>NY</td>\n",
       "      <td>11432</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/28/Q325</td>\n",
       "      <td>420.0000</td>\n",
       "      <td>Jamaica Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>The mission of Hillside Arts &amp; Letters Academy...</td>\n",
       "      <td>Art, Music, Writing, Pre-Calculus Honors, Smal...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Art History, Biology, English Literature and C...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Music, Student Government, Studio Art, Drama, ...</td>\n",
       "      <td>Baseball, Basketball, Bowling, Fencing, Footba...</td>\n",
       "      <td>Basketball, Bowling, Cross Country, Indoor Tra...</td>\n",
       "      <td>Fencing</td>\n",
       "      <td>Cheerleading, Cricket</td>\n",
       "      <td>Queens Community House</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Jamaica Center for Arts and Learning</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Student Summer Orientation</td>\n",
       "      <td>8:15 AM</td>\n",
       "      <td>3:00 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Queens students or residents who a...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Queens students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>167-01 Gothic Drive\\nJamaica, NY 11432\\n(40.71...</td>\n",
       "      <td>40.7136</td>\n",
       "      <td>-73.7965</td>\n",
       "      <td>28</td>\n",
       "      <td>0.6451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>28Q686</td>\n",
       "      <td>QUEENS METROPOLITAN HIGH SCHOOL</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>305.3333</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>29.5500</td>\n",
       "      <td>27.5000</td>\n",
       "      <td>30.5000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>QUEENS METROPOLITAN HIGH SCHOOL</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>47.3000</td>\n",
       "      <td>663</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>294</td>\n",
       "      <td>369</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>24.0000</td>\n",
       "      <td>3.6000</td>\n",
       "      <td>106.0000</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>41</td>\n",
       "      <td>20</td>\n",
       "      <td>80</td>\n",
       "      <td>12.1000</td>\n",
       "      <td>32</td>\n",
       "      <td>4.8000</td>\n",
       "      <td>256</td>\n",
       "      <td>38.6000</td>\n",
       "      <td>268</td>\n",
       "      <td>40.4000</td>\n",
       "      <td>329.0000</td>\n",
       "      <td>49.6000</td>\n",
       "      <td>334.0000</td>\n",
       "      <td>50.4000</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>81</td>\n",
       "      <td>33</td>\n",
       "      <td>328.0000</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>131.0000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.4000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.0000</td>\n",
       "      <td>6.7000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.2000</td>\n",
       "      <td>6.1000</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.9000</td>\n",
       "      <td>6.5000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>28Q686</td>\n",
       "      <td>QUEENS METROPOLITAN HIGH SCHOOL</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Q686</td>\n",
       "      <td>718-286-3600</td>\n",
       "      <td>718-286-3601</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Q11, Q23, Q53, Q54, Q55</td>\n",
       "      <td>0</td>\n",
       "      <td>91-30 Metropolitan Avenue</td>\n",
       "      <td>Forest Hills</td>\n",
       "      <td>NY</td>\n",
       "      <td>11375</td>\n",
       "      <td>http://schools.nyc.gov/schoolportals/28/Q686</td>\n",
       "      <td>1,139.0000</td>\n",
       "      <td>Metropolitan Educational Campus</td>\n",
       "      <td>0</td>\n",
       "      <td>Queens Metropolitan High School is a college p...</td>\n",
       "      <td>Dance, Theatre, Visual Arts, Chorus, Guitar, C...</td>\n",
       "      <td>French, Italian, Spanish</td>\n",
       "      <td>Biology, Calculus AB, Calculus BC, English Lan...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cheerleading, Drama, Glee, Law, Multicultural,...</td>\n",
       "      <td>Baseball, Basketball &amp; JV Basketball, Cross Co...</td>\n",
       "      <td>Basketball, Cross Country, Indoor Track, JV Ba...</td>\n",
       "      <td>0</td>\n",
       "      <td>Triathlon Team</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>LaGuardia Community College</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Student Summer Orientation</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>2:50 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to students who live in the zoned area</td>\n",
       "      <td>Then to Queens students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>91-30 Metropolitan Avenue\\nForest Hills, NY 11...</td>\n",
       "      <td>40.7104</td>\n",
       "      <td>-73.8506</td>\n",
       "      <td>28</td>\n",
       "      <td>0.1946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>29Q326</td>\n",
       "      <td>CAMBRIA HEIGHTS ACADEMY</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>54.6000</td>\n",
       "      <td>2.4000</td>\n",
       "      <td>22.3000</td>\n",
       "      <td>21.4000</td>\n",
       "      <td>23.2000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>CAMBRIA HEIGHTS ACADEMY</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>71.1000</td>\n",
       "      <td>147</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>87</td>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>13.6000</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3.4000</td>\n",
       "      <td>128</td>\n",
       "      <td>87.1000</td>\n",
       "      <td>11</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>81.0000</td>\n",
       "      <td>55.1000</td>\n",
       "      <td>66.0000</td>\n",
       "      <td>44.9000</td>\n",
       "      <td>95.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>70.0000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>67.0000</td>\n",
       "      <td>8.7000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>7.9000</td>\n",
       "      <td>8.6000</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>9.1000</td>\n",
       "      <td>9.3000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>6.8000</td>\n",
       "      <td>7.3000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.8000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>29Q326</td>\n",
       "      <td>Cambria Heights Academy</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Q799</td>\n",
       "      <td>718-776-2815</td>\n",
       "      <td>718-776-2818</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>Q110, Q17, Q2, Q3, Q36, Q76</td>\n",
       "      <td>0</td>\n",
       "      <td>188-04 91St Avenue</td>\n",
       "      <td>Hollis</td>\n",
       "      <td>NY</td>\n",
       "      <td>11423</td>\n",
       "      <td>www.nycacademy.org</td>\n",
       "      <td>336.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>At Cambria Heights Academy, we believe that st...</td>\n",
       "      <td>Software Engineering Program (SEP), Robotics, ...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>English Literature and Composition, Environmen...</td>\n",
       "      <td>Calculus AB</td>\n",
       "      <td>English, French, Spanish</td>\n",
       "      <td>Art, Basketball, Bowling, Chorus, Dance, Envir...</td>\n",
       "      <td>Basketball, Indoor Track, Outdoor Track</td>\n",
       "      <td>Basketball, Indoor Track, Outdoor Track</td>\n",
       "      <td>Indoor Track, Outdoor Track</td>\n",
       "      <td>Basketball, Bowling, Flag Football, Soccer, Track</td>\n",
       "      <td>Helping Hand Daycare, NYPD Career Explorers, N...</td>\n",
       "      <td>0</td>\n",
       "      <td>York College</td>\n",
       "      <td>Purelements: An Evolution in Dance, Afrikan Po...</td>\n",
       "      <td>Haitian Americans United for Progress (HAUP), ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Partnership with Council Member Daneek Miller'...</td>\n",
       "      <td>Dress Code Required: solid-colored collared sh...</td>\n",
       "      <td>Extended Day Program, Internship Requirement, ...</td>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>4:00 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Not Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Priority to Queens students or residents who a...</td>\n",
       "      <td>Then to New York City residents who attend an ...</td>\n",
       "      <td>Then to Queens students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>188-04 91St Avenue\\nHollis, NY 11423\\n(40.7118...</td>\n",
       "      <td>40.7118</td>\n",
       "      <td>-73.7712</td>\n",
       "      <td>29</td>\n",
       "      <td>0.8777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>30Q286</td>\n",
       "      <td>YOUNG WOMEN'S LEADERSHIP SCHOOL, ASTORIA</td>\n",
       "      <td>s</td>\n",
       "      <td>404.1194</td>\n",
       "      <td>419.6567</td>\n",
       "      <td>399.6627</td>\n",
       "      <td>1,223.4388</td>\n",
       "      <td>0</td>\n",
       "      <td>129.0288</td>\n",
       "      <td>197.0385</td>\n",
       "      <td>153.4500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.8710</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>92.8571</td>\n",
       "      <td>4.2857</td>\n",
       "      <td>21.5714</td>\n",
       "      <td>20.2857</td>\n",
       "      <td>23.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>YOUNG WOMEN'S LEADERSHIP SCHOOL ASTORIA</td>\n",
       "      <td>20112012</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>68.1000</td>\n",
       "      <td>495</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>91</td>\n",
       "      <td>80</td>\n",
       "      <td>87</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>80</td>\n",
       "      <td></td>\n",
       "      <td>27.0000</td>\n",
       "      <td>5.5000</td>\n",
       "      <td>26.0000</td>\n",
       "      <td>5.3000</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>194</td>\n",
       "      <td>39.2000</td>\n",
       "      <td>21</td>\n",
       "      <td>4.2000</td>\n",
       "      <td>200</td>\n",
       "      <td>40.4000</td>\n",
       "      <td>80</td>\n",
       "      <td>16.2000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>495.0000</td>\n",
       "      <td>100.0000</td>\n",
       "      <td>99.0000</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>422.0000</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>331.0000</td>\n",
       "      <td>8.9000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>8.2000</td>\n",
       "      <td>7.5000</td>\n",
       "      <td>6.6000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.6000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>8.3000</td>\n",
       "      <td>8.1000</td>\n",
       "      <td>7.2000</td>\n",
       "      <td>7.7000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>30Q286</td>\n",
       "      <td>Young Women's Leadership School, Astoria</td>\n",
       "      <td>Queens</td>\n",
       "      <td>Q739</td>\n",
       "      <td>718-267-2839</td>\n",
       "      <td>718-728-0218</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>M60, Q100, Q102, Q103, Q18, Q19, Q69</td>\n",
       "      <td>N, Q to 30 Ave-Grand Ave</td>\n",
       "      <td>23-15 Newtown Avenue</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>NY</td>\n",
       "      <td>11102</td>\n",
       "      <td>http://www.ywlnetwork.org/network_schl_astoria...</td>\n",
       "      <td>576.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>All-Girls School</td>\n",
       "      <td>The Young Women’s Leadership Schools (TYWLS) w...</td>\n",
       "      <td>CollegeBound Initiative, small interdisciplina...</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>After-School Tutoring, Chorus, RowNY, College ...</td>\n",
       "      <td>0</td>\n",
       "      <td>Outdoor Track, Rugby</td>\n",
       "      <td>0</td>\n",
       "      <td>Annual Field Day, Basketball, RowNY, Soccer, T...</td>\n",
       "      <td>Learning Leaders; SAYA (South Asian Youth Acti...</td>\n",
       "      <td>Mount Sinai Queens, New York Center for Rehabi...</td>\n",
       "      <td>Barnard College, Columbia University, New York...</td>\n",
       "      <td>Museum of the Moving Image</td>\n",
       "      <td>Young Women's Leadership Network, Girls Learn ...</td>\n",
       "      <td>High Water Women</td>\n",
       "      <td>0</td>\n",
       "      <td>Urban Advantage, Christodora, City Parks Found...</td>\n",
       "      <td>Uniform Required: official school uniform avai...</td>\n",
       "      <td>Community Service Requirement, Extended Day Pr...</td>\n",
       "      <td>8:00 AM</td>\n",
       "      <td>3:20 PM</td>\n",
       "      <td>This school will provide students with disabil...</td>\n",
       "      <td>ESL</td>\n",
       "      <td>Functionally Accessible</td>\n",
       "      <td>1</td>\n",
       "      <td>Open only to female students</td>\n",
       "      <td>Priority to continuing 8th graders</td>\n",
       "      <td>Then to Queens students or residents</td>\n",
       "      <td>Then to New York City residents</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>23-15 Newtown Avenue\\nAstoria, NY 11102\\n(40.7...</td>\n",
       "      <td>40.7713</td>\n",
       "      <td>-73.9246</td>\n",
       "      <td>30</td>\n",
       "      <td>0.2607</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      DBN                      SCHOOL NAME                     Num of SAT Test Takers  SAT Critical Reading Avg. Score  SAT Math Avg. Score  SAT Writing Avg. Score       sat_score           SchoolName         AP Test Takers      Total Exams Taken   Number of Exams with scores 3 4 or 5  Demographic      School Name      Cohort     Total Cohort     Total Grads - n Total Grads - % of cohort Total Regents - n Total Regents - % of cohort Total Regents - % of grads Advanced Regents - n Advanced Regents - % of cohort Advanced Regents - % of grads Regents w/o Advanced - n Regents w/o Advanced - % of cohort Regents w/o Advanced - % of grads Local - n Local - % of cohort Local - % of grads Still Enrolled - n Still Enrolled - % of cohort Dropped Out - n Dropped Out - % of cohort          CSD          NUMBER OF STUDENTS / SEATS FILLED  NUMBER OF SECTIONS   AVERAGE CLASS SIZE   SIZE OF SMALLEST CLASS  SIZE OF LARGEST CLASS  SCHOOLWIDE PUPIL-TEACHER RATIO                        Name                        schoolyear      fl_percent           frl_percent      total_enrollment  prek   k   grade1 grade2 grade3 grade4 grade5 grade6 grade7 grade8 grade9 grade10 grade11 grade12        ell_num            ell_percent           sped_num           sped_percent     ctt_num selfcontained_num  asian_num       asian_per       black_num       black_per       hispanic_num     hispanic_per      white_num       white_per            male_num             male_per            female_num           female_per              rr_s          rr_t  rr_p          N_s                  N_t                  N_p               saf_p_11             com_p_11             eng_p_11             aca_p_11             saf_t_11             com_t_11             eng_t_11             aca_t_11             saf_s_11             com_s_11             eng_s_11             aca_s_11            saf_tot_11           com_tot_11           eng_tot_11           aca_tot_11        dbn                      school_name                        boro    building_code  phone_number   fax_number  grade_span_min  grade_span_max expgrade_span_min   expgrade_span_max                         bus                                               subway                         primary_address_line_1        city     state_code   zip                       website                          total_students                 campus_name                    school_type                      overview_paragraph                                 program_highlights                                  language_classes                              advancedplacement_courses                              online_ap_courses                               online_language_courses                          extracurricular_activities                              psal_sports_boys                                  psal_sports_girls                           psal_sports_coed                           school_sports                     \\\n",
       "18   02M392                         MANHATTAN BUSINESS ACADEMY            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         2.0000                     57.7143                      2.2857              25.2571                23.4286                27.0000                      0.0000       MANHATTAN BUSINESS ACADEMY                         20112012                0.0000              64.0000         332                                                                             148      91      93                       33.0000               9.9000              46.0000              13.9000    38            2             22                  6.6000      98                 29.5000       195                  58.7000      16                  4.8000             196.0000              59.0000             136.0000              41.0000              83.0000    94   40              172.0000              17.0000              81.0000               8.3000               8.0000               7.6000               8.2000               7.4000               7.5000               7.5000               8.2000               6.9000               6.4000               6.8000               7.5000               7.5000               7.3000               7.3000               8.0000  02M392                         MANHATTAN BUSINESS ACADEMY  Manhattan      M440      212-647-1983  212-647-1989        9              12                0                     12.0000                      M11, M14A, M14D, M20, M23, M7  1 to 18th St ; 2, 3, F, M to 14th St ; A, C, E...         351 West 18 Street      New York     NY      10011                   www.manhattanbusinessacademy.org             426.0000       Bayard Rustin Educational Campus                     0  We are a small community committed to creating...  4 years of core courses in Math, Science, Engl...                                            Spanish                                         Statistics                                                  0                                   French, Spanish  Burton Chill Programs: Snowboarding (Winter) a...  Baseball, Basketball & JV Basketball, Soccer, ...  Basketball & JV Basketball, Soccer, Softball, ...                           Bowling                Intramural Basketball, Cheerleading   \n",
       "19   02M393                          BUSINESS OF SPORTS SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         2.0000                    110.1429                      5.0000              22.1286                16.1429                26.4286                      0.0000       THE BUSINESS OF SPORTS SCHOOL                      20112012                0.0000              58.7000         304                                                                             150     114      40                       23.0000               7.6000              65.0000              21.4000    37            4              5                  1.6000     108                 35.5000       174                  57.2000      13                  4.3000             220.0000              72.4000              84.0000              27.6000              92.0000   100   39              194.0000              18.0000              80.0000               8.1000               7.6000               7.5000               7.9000               6.2000               5.8000               6.6000               7.0000               6.2000               6.1000               6.3000               7.0000               6.8000               6.5000               6.8000               7.3000  02M393                          BUSINESS OF SPORTS SCHOOL  Manhattan      M625      212-246-2183  212-246-2913        9              12                0                     12.0000  M10, M104, M11, M20, M31, M34A-SBS, M42, M50, ...  1, C, E to 50th St ; A to 42nd St-Port Authori...       439 West 49Th Street      New York     NY      10019                                    www.nycBOSS.org             420.0000            Graphics Educational Campus            CTE School  We are a small Career & Technical Education (C...  Students may receive CTE endorsement in Entrep...                                            Spanish  English Language and Composition, Environmenta...                                                  0                                   French, Spanish  College Guidance, Computer Tech, Dance, Future...  Baseball & JV Baseball, Basketball & JV Basket...                               Basketball, Softball  Bowling, Handball, Outdoor Track        BOSS has a Varsity Soccer team in the SSAL.   \n",
       "20   02M399         THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         2.0000                     87.3636                      5.0000              17.8545                14.0909                24.0000                      0.0000       THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY         20112012                0.0000              80.8000         244                                                                             109      57      78                       69.0000              28.3000              41.0000              16.8000    14           15            108                 44.3000      38                 15.6000        80                  32.8000      13                  5.3000             117.0000              48.0000             127.0000              52.0000              84.0000    50   36              123.0000               7.0000              52.0000               8.1000               7.3000               7.1000               7.3000               6.3000               3.2000               4.1000               5.0000               6.6000               5.7000               6.3000               6.9000               7.0000               5.4000               5.8000               6.4000  02M399         THE HIGH SCHOOL FOR LANGUAGE AND DIPLOMACY  Manhattan      M460      212-253-2480  212-253-2539        9              12                0                     12.0000  M101, M102, M103, M14A, M14D, M15, M2, M23, M3...  1, 2, 3, F, M to 14th St - 6th Ave ; 4, 5, 6, ...            40 Irving Place      New York     NY      10003                                     www.hsflad.org             358.0000   Washington Irving Educational Campus                     0  A member of the Asia Society International Stu...  Intensive Chinese Language Program for all stu...  American Sign Language, Arabic, Chinese (Manda...  Biology, Calculus BC, Chinese Language and Cul...                                                  0                                                 0  IRIS Literary Magazine, Chess, Japanese, Journ...  Baseball, Basketball, Handball, Soccer, Volley...   Basketball & JV Basketball, Softball, Volleyball                     Outdoor Track  As we expand, we plan to offer Intramural Spor...   \n",
       "31   02M427              MANHATTAN ACADEMY FOR ARTS & LANGUAGE            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         2.0000                     94.0000                      4.4000              23.0200                16.6000                27.0000                      0.0000       MANHATTAN ACADEMY FOR ARTS & LANGUAGE              20112012                0.0000              97.5000         175                                                                              94      81                              152.0000              86.9000              12.0000               6.9000     7            2             11                  6.3000      14                  8.0000       148                  84.6000       2                  1.1000              96.0000              54.9000              79.0000              45.1000              95.0000   100   39               82.0000               8.0000              32.0000               9.0000               8.6000               8.1000               8.3000               9.0000               9.0000               9.7000               9.6000               7.7000               6.0000               7.3000               7.6000               8.6000               7.8000               8.4000               8.5000  02M427              MANHATTAN ACADEMY FOR ARTS & LANGUAGE  Manhattan      M620      212-576-0502  212-576-0518        9              12                0                     12.0000  M101, M102, M15, M15-SBS, M2, M34A-SBS, M34-SB...  4, 5, 7, G, S to Grand Central - 42nd St ; 6 t...       111 East 33Rd Street      New York     NY      10016                                    www.maalnyc.org             312.0000       Norman Thomas Educational Campus                     0  Our mission is to provide a high-quality educa...  Freestanding ESL, Transitional Bilingual Educa...                                            Spanish                                                  0                                                  0                                                 0  Strings Program, Leadership, Student Governmen...                               Baseball, Basketball                   Basketball, Softball, Volleyball                                 0                                                  0   \n",
       "32   02M437        HUDSON HIGH SCHOOL OF LEARNING TECHNOLOGIES            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         2.0000                     84.0000                      3.0000              28.0000                27.0000                29.0000                      0.0000       HUDSON HIGH SCHOOL OF LEARNING TECHNOLOGIES        20112012                0.0000              61.5000         226                                                                             122     104                               20.0000               8.8000              37.0000              16.4000    14           10             13                  5.8000      53                 23.5000       141                  62.4000      15                  6.6000             137.0000              60.6000              89.0000              39.4000              94.0000   100   73              102.0000              10.0000              80.0000               8.7000               7.6000               7.4000               7.7000               8.7000               8.9000               9.4000               9.4000               7.0000               7.0000               6.9000               7.5000               8.1000               7.8000               7.9000               8.2000  02M437        Hudson High School of Learning Technologies  Manhattan      M440      212-488-3330  212-488-3335        9              12                0                     12.0000                      M11, M14A, M14D, M20, M23, M7  1 to 18th St ; 2, 3, F, M to 14th St ; A, C, E...         351 West 18 Street      New York     NY      10011                                   www.hudsonhs.com             462.0000       Bayard Rustin Educational Campus                     0  Hudson High School of Learning Technologies (H...  Core classes are scheduled in rotating blocks;...                                            Spanish                                                  0  Biology, Calculus AB, English Literature and C...  Chinese, English, French, German, Italian, Latin  Art, Music, Dance, Photography, Knitting, Muse...  Baseball & JV Baseball, Basketball & JV Basket...  Basketball & JV Basketball, Tennis, Volleyball...                           Bowling                                                  0   \n",
       "33   02M438          INTERNATIONAL HIGH SCHOOL AT UNION SQUARE            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         2.0000                     98.0000                      4.0000              24.5000                23.0000                26.0000                      0.0000       INTERNATIONAL HIGH SCHOOL AT UNION SQUARE          20112012                0.0000              82.8000         176                                                                              70     106                              167.0000              94.9000               1.0000               0.6000     0            0             71                 40.3000      22                 12.5000        76                  43.2000       6                  3.4000             108.0000              61.4000              68.0000              38.6000              86.0000   100   30               82.0000               7.0000              28.0000               8.8000               7.6000               7.4000               8.1000               8.1000               7.9000               8.1000               8.3000               7.5000               6.8000               7.3000               7.3000               8.1000               7.4000               7.6000               7.9000  02M438          International High School at Union Square  Manhattan      M460      212-533-2560  212-228-2946        9              12                0                     12.0000  M101, M102, M103, M14A, M14D, M15, M2, M23, M3...  1, 2, 3, F, M to 14th St - 6th Ave ; 4, 5, 6, ...            40 Irving Place      New York     NY      10003                                     www.ihs-us.org             339.0000   Washington Irving Educational Campus  International School  The mission of International High School at Un...  English and home language skill development th...                                                  0                                                  0                                                  0                                                 0  Before- and After-school Tutoring, Film, Stude...  Baseball, Baseball & JV Baseball, Basketball, ...   Basketball, Softball, Volleyball & JV Volleyball                          Handball            New York Road Runners Team, Biking Club   \n",
       "56   03M402        THE URBAN ASSEMBLY SCHOOL FOR GREEN CAREERS            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         3.0000                     10.0000                      1.0000              10.0000                10.0000                10.0000                      0.0000       THE URBAN ASSEMBLY SCHOOL FOR GREEN CAREERS        20112012                0.0000              73.2000         283                                                                             124      84      75                       71.0000              25.1000              61.0000              21.6000    33            9              5                  1.8000      56                 19.8000       215                  76.0000       5                  1.8000             161.0000              56.9000             122.0000              43.1000              53.0000    30   27               93.0000               6.0000              48.0000               8.2000               7.9000               7.7000               8.0000               4.4000               4.2000               5.2000               5.7000               6.3000               6.4000               6.3000               7.2000               6.3000               6.2000               6.4000               7.0000  03M402        The Urban Assembly School for Green Careers  Manhattan      M470      212-787-1189  212-787-1455        9              12                0                     12.0000                        M10, M104, M5, M7, M79, M86               1, B, C to 86th St ; 2, 3 to 96th St         145 West 84 Street      New York     NY      10024                             www.uagreencareers.org             395.0000   Louis D. Brandeis Educational Campus            CTE School  The Urban Assembly School for Green Careers (U...  All students must choose a Career and Technica...                                            Spanish                 English Literature and Composition                                                  0                                                 0  Internships with external partners (Friends of...  Baseball, Basketball & JV Basketball, Bowling,...  Basketball, Bowling, Softball, Tennis, Volleyball                                 0                        Intramural Basketball, Yoga   \n",
       "57   03M403                  THE GLOBAL LEARNING COLLABORATIVE            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         3.0000                     84.4000                      3.4000              24.9800                20.0000                30.0000                      0.0000       THE GLOBAL LEARNING COLLABORATIVE                  20112012                0.0000              68.4000         358                                                                             192     108      58                       69.0000              19.3000              69.0000              19.3000    41            7             13                  3.6000      99                 27.7000       224                  62.6000      21                  5.9000             184.0000              51.4000             174.0000              48.6000              79.0000   100   24              162.0000              16.0000              47.0000               8.5000               7.9000               7.7000               7.6000               7.2000               7.6000               8.3000               8.2000               7.0000               6.7000               7.1000               7.4000               7.6000               7.4000               7.7000               7.7000  03M403                  The Global Learning Collaborative  Manhattan      M470      212-877-1103  212-877-1138        9              12                0                     12.0000                        M10, M104, M5, M7, M79, M86               1, B, C to 86th St ; 2, 3 to 96th St         145 West 84 Street      New York     NY      10024                                  www.theglcnyc.org             480.0000   Louis D. Brandeis Educational Campus                     0  At the Global Learning Collaborative, our goal...  Small Group Advisories, Three-Tiered Recitatio...       Arabic, Chinese (Mandarin), Italian, Spanish  Biology, Calculus AB, English Literature and C...                                                  0                                                 0  Model UN, Mock Trial Team, Cooking, Student Go...  Baseball & JV Baseball, Basketball & JV Basket...  Basketball, Bowling, Soccer, Softball, Tennis,...                                 0                                                  0   \n",
       "59   03M417                          FRANK MCCOURT HIGH SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         3.0000                     75.0000                      3.0000              25.0000                24.0000                27.0000                      0.0000       FRANK MCCOURT HIGH SCHOOL                          20112012                0.0000              24.0000         219                                                                             131      88                                2.0000               0.9000              38.0000              17.4000    14            0             15                  6.8000      40                 18.3000        81                  37.0000      81                 37.0000             102.0000              46.6000             117.0000              53.4000              98.0000   100   47               97.0000               8.0000              47.0000               8.4000               7.6000               7.3000               7.6000               6.9000               7.0000               7.0000               7.9000               7.3000               7.3000               7.1000               7.7000               7.5000               7.3000               7.2000               7.8000  03M417                          FRANK McCOURT HIGH SCHOOL  Manhattan      M470      212-362-2015  212-362-5926        9              12                0                     12.0000                        M10, M104, M5, M7, M79, M86               1, B, C to 86th St ; 2, 3 to 96th St         145 West 84 Street      New York     NY      10024                                    www.fmhsnyc.org             373.0000   Louis D. Brandeis Educational Campus                     0  At Frank McCourt High School (FMHS), we prepar...  Advisory, Inquiry-based cooperative group work...                                            Spanish                                                  0                                                  0                                                 0  Asian Cultures, Community Cares, Model UN, New...  Baseball & JV Baseball, Basketball & JV Basket...      Bowling, Soccer, Softball, Tennis, Volleyball                                 0  As we expand, we plan to offer intramural spor...   \n",
       "74   05M362  COLUMBIA SECONDARY SCHOOL FOR MATH, SCIENCE, A...            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         5.0000                     84.6667                      2.8333              25.3667                24.5000                25.8333                      0.0000       COLUMBIA SECONDARY SCHOOL                          20112012                0.0000              46.3000         474                                                         97     96     95     91      95                                3.0000               0.6000               2.0000               0.4000     1            0             55                 11.6000      95                 20.0000       230                  48.5000      87                 18.4000             235.0000              49.6000             239.0000              50.4000              91.0000    90   44              343.0000              18.0000             159.0000               7.8000               7.7000               7.5000               8.1000               7.3000               6.9000               7.1000               8.3000               6.9000               6.8000               7.0000               7.4000               7.3000               7.1000               7.2000               7.9000  05M362                          Columbia Secondary School  Manhattan      M125      212-666-1278  212-666-3805        6              12                0                     12.0000  Bx15, M10, M100, M101, M104, M11, M2, M3, M4, ...                          1, A, B, C, D to 125th St        425 West 123 Street      New York     NY      10027                          www.columbiasecondary.org             664.0000                                      0                     0  Columbia Secondary School (CSS) is a 6-12 scho...  Seven-year Math, Science and Engineering progr...       Latin, Spanish, Spanish Native Language Arts  Biology, English Literature and Composition, S...                                                  0                                                 0  Amnesty International, Ancient Egypt, Architec...                                                  0                                                  0                                 0  Co-ed Fitness Program: Basketball, Biking, Cap...   \n",
       "83   06M423          HIGH SCHOOL FOR EXCELLENCE AND INNOVATION            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         6.0000                     34.0000                      2.0000              17.0000                16.0000                18.0000                      0.0000       HIGH SCHOOL FOR EXCELLENCE AND INNOVATION          20112012                0.0000              99.2000         178                                                                              76      48      54                       35.0000              19.7000              61.0000              34.3000    27           10              0                  0.0000      46                 25.8000       129                  72.5000       0                  0.0000              94.0000              52.8000              84.0000              47.2000              90.0000   100   73              114.0000              13.0000              90.0000               9.2000               8.6000               8.2000               8.4000               8.2000               7.7000               8.3000               8.7000               7.6000               6.2000               6.5000               7.6000               8.3000               7.5000               7.7000               8.3000  06M423          High School for Excellence and Innovation  Manhattan      M052      212-569-1022  212-569-1190        9              12                0                     12.0000                  Bx12-SBS, Bx20, Bx7, M100, M3, M4         1 to Dyckman St ; A to Dyckman St-200th St         650 Academy Street      New York     NY      10034       http://schools.nyc.gov/schoolportals/06/M423             223.0000                                      0                     0  At the High School for Excellence and Innovati...  Saturday Academy and PM School provide student...                                            Spanish                 English Literature and Composition                                                  0                                                 0  Arts and Cultural Trips, Photography Class, Co...                                                  0                                                  0                                 0  Boys: Baseball, Basketball, Flag Football, Tra...   \n",
       "103  08X269        BRONX STUDIO SCHOOL FOR WRITERS AND ARTISTS            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         8.0000                     87.7143                      3.4286              27.2286                24.2857                30.2857                      0.0000       BRONX STUDIO SCHOOL                                20112012                0.0000              85.6000         500                                                         96     91     77    110      83      43                       46.0000               9.2000              67.0000              13.4000    11           41              6                  1.2000     112                 22.4000       374                  74.8000       5                  1.0000             220.0000              44.0000             280.0000              56.0000               0.0000    28   17              598.2083               9.0000              62.0000               8.5000               7.6000               7.4000               7.8000               6.4000               6.7000               6.0000               6.9000               6.6117               6.0947               6.6203               7.3814               7.3000               7.0000               6.6000               7.2000  08X269        Bronx Studio School for Writers and Artists      Bronx      X392      718-893-5158  718-893-5982        6              12                0                     12.0000  Bx11, Bx17, Bx19, Bx27, Bx35, Bx4, Bx46, Bx4A,...       2, 5 to Intervale Ave ; 6 to Hunts Point Ave         928 Simpson Street         Bronx     NY      10459       http://schools.nyc.gov/schoolportals/08/X269             540.0000                                      0                     0  Our mission is to provide students of all acad...  Advisory, Leadership Classes, Electives in Lit...                        Chinese (Mandarin), Spanish  English Literature and Composition, Environmen...                                                  0                                                 0  Student Council, Student Mediators, Art, Dance...                                              Rugby                      Basketball, Rugby, Volleyball                     Cross Country  Boys Basketball Team and Intramural 3-on-3 Bas...   \n",
       "109  08X376  ANTONIA PANTOJA PREPARATORY ACADEMY, A COLLEGE...            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         8.0000                     47.0000                      2.0000              23.5000                23.0000                24.0000                      0.0000       ANTONIA PANTOJA PREPARATORY ACADEMY                20112012                0.0000              81.3000         432                                                         91     97     98     97      49                               32.0000               7.4000             104.0000              24.1000    48           35             21                  4.9000     120                 27.8000       285                  66.0000       3                  0.7000             203.0000              47.0000             229.0000              53.0000              70.0000    92   20              252.0000              24.0000              68.0000               7.6000               6.7000               6.7000               6.8000               5.1000               3.5000               4.1000               5.1000               5.6000               5.9000               6.2000               7.0000               6.1000               5.4000               5.7000               6.3000  08X376  Antonia Pantoja Preparatory Academy: A College...      Bronx      X450      718-824-3152  718-824-3543        6              12                0                     12.0000                        Bx22, Bx27, Bx36, Bx39, Bx5                                                  0      1980 Lafayette Avenue         Bronx     NY      10473       http://schools.nyc.gov/schoolportals/08/X376             466.0000  Adlai E. Stevenson Educational Campus                     0  Antonia Pantoja Preparatory Academy (APPA) is ...  Individualized university/college, academic an...                          French, Japanese, Spanish                                                  0                                                  0                                                 0  Advisory, Chess, Community Service, Drama, Men...                                                  0                                                  0                                 0  Baseball, Basketball, Capoeira, Rugby, Soccer,...   \n",
       "111  08X432                          BRONX BRIDGES HIGH SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         8.0000                     53.4000                      3.0000              19.0800                17.2000                21.0000                      0.0000       BRONX BRIDGES HIGH SCHOOL                          20112012                0.0000              87.2000         155                                                                              75      80                              123.0000              79.4000              12.0000               7.7000     9            3              8                  5.2000      13                  8.4000       129                  83.2000       4                  2.6000              81.0000              52.3000              74.0000              47.7000              99.0000   100   81               76.0000               5.0000              61.0000               8.8000               8.3000               7.6000               8.5000               9.3000               7.8000               9.6000               9.8000               6.9000               6.3000               6.6000               7.1000               8.3000               7.5000               7.9000               8.5000  08X432                          BRONX BRIDGES HIGH SCHOOL      Bronx      X450      718-829-2984  718-829-2987        9              12                0                     12.0000                        Bx22, Bx27, Bx36, Bx39, Bx5                                                  0      1980 Lafayette Avenue         Bronx     NY      10473                               www.bronxbridges.org             313.0000  Adlai E. Stevenson Educational Campus                     0  Our school is designed for English Language Le...  Small advisory groups led by a faculty mentor;...                                    French, Spanish  Biology, Calculus AB, Spanish Language and Cul...     French Language and Culture, French Literature                                   Arabic, Bengali  African Dance, Art, Basketball, Community Just...  Baseball, Basketball, Football & JV Football, ...  Basketball, Bowling, Soccer, Softball, Tennis,...                                 0  Baseball, Soccer; all PSAL sports listed above...   \n",
       "123  09X324  BRONX EARLY COLLEGE ACADEMY FOR TEACHING & LEA...            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                         9.0000                     83.8750                      3.1250              27.9625                26.0000                30.0000                      0.0000       BRONX EARLY COLLEGE ACADEMY FOR TEACHING & LEARN   20112012                0.0000              79.4000         493                                                         85     91     84     77      75      81                       54.0000              11.0000              80.0000              16.2000    21           21             15                  3.0000     158                 32.0000       318                  64.5000       1                  0.2000             239.0000              48.5000             254.0000              51.5000              88.0000    88   60              323.0000              22.0000             207.0000               8.5000               8.2000               8.0000               8.1000               6.6000               5.1000               6.1000               6.7000               6.7000               6.7000               7.1000               8.2000               7.3000               6.6000               7.1000               7.7000  09X324  Bronx Early College Academy for Teaching & Lea...      Bronx      X166      718-681-8287  718-681-8650        6              12                0                     12.0000    Bx1, Bx13, Bx2, Bx32, Bx35, Bx41, Bx41-SBS, Bx6  4, B to 161st St-Yankee Stadium ; B, D to 167t...        250 East 164 Street         Bronx     NY      10456                   www.bronxearlycollegeacademy.com             508.0000                                      0                     0  Bronx Early College Academy (BECA) is an Inter...  iZone School with blended online classrooms; f...                                    French, Spanish                                                  0                                                  0                                                 0  After-school Club Day, Bronx Arts Ensemble, Br...                                                  0                                                  0                                 0  Baseball, Basketball, Flag Football, Track and...   \n",
       "177  12X478                                  THE CINEMA SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        12.0000                     69.6364                      3.0909              22.6909                18.7273                25.0000                      0.0000       THE CINEMA SCHOOL                                  20112012                0.0000              75.9000         223                                                                              91      61      71                        9.0000               4.0000               9.0000               4.0000     1            0             10                  4.5000      64                 28.7000       145                  65.0000       4                  1.8000              91.0000              40.8000             132.0000              59.2000              90.0000   100   32              118.0000              10.0000              41.0000               9.0000               8.6000               8.3000               8.8000               9.0000               8.6000               9.2000               9.3000               7.5000               7.1000               7.5000               8.1000               8.5000               8.1000               8.3000               8.7000  12X478                                  THE CINEMA SCHOOL      Bronx      X423      718-620-2560  718-620-2561        9              12                0                     12.0000                   Bx11, Bx27, Bx36, Bx4, Bx4A, Q44                                     6 to Elder Ave     1551 East 172Nd Street         Bronx     NY      10472                            www.thecinemaschool.org             318.0000         James Monroe Educational Annex                     0  The Cinema School offers a rich liberal arts e...  Mid-year Animation & Movie Institute: develop ...                                                  0  Biology, Calculus AB, English Language and Com...                                                  0      French, German, Italian, Portuguese, Spanish  Film Screenings, Acting & Directing in Film, F...  Baseball & JV Baseball, Basketball & JV Basket...     Basketball & JV Basketball, Softball, Swimming                                 0  Archery, Basketball, Capoeira, Open Gym, Volle...   \n",
       "178  12X479   BRONX CAREER AND COLLEGE PREPARATORY HIGH SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        12.0000                     53.8571                      2.5714              21.9429                18.8571                24.1429                      0.0000       BRONX CAREER AND COLLEGE PREPARATORY HIGH SCHOOL   20112012                0.0000              72.2000         244                                                                             118      78      48                       41.0000              16.8000              67.0000              27.5000    34           24              6                  2.5000      91                 37.3000       146                  59.8000       1                  0.4000             108.0000              44.3000             136.0000              55.7000              61.0000    78   41               91.0000               7.0000              60.0000               8.4000               7.6000               7.3000               7.6000               6.5000               6.4000               6.7000               7.6000               6.5000               5.9000               6.4000               7.4000               7.1000               6.6000               6.8000               7.6000  12X479   Bronx Career and College Preparatory High School      Bronx      X158      718-542-4011  718-542-4377        9              12                0                     12.0000  Bx11, Bx15, Bx17, Bx19, Bx21, Bx27, Bx35, Bx4,...       2, 5 to Intervale Av ; 2, 5 to Intervale Ave            800 Home Street         Bronx     NY      10456                                    www.bccprep.com             323.0000                                      0                     0  Bronx Career and College Preparatory High Scho...  College & Career Program, Internships, College...                                   Italian, Spanish                                                  0                                                  0             Spanish, Spanish Native Language Arts  Yoga, Dance, Glee, Mentoring, Music Production...                                                  0                                                  0                                 0                         Boys Intramural Basketball   \n",
       "191  13K527  URBAN ASSEMBLY INSTITUTE OF MATH AND SCIENCE F...            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        13.0000                     84.0000                      3.3333              24.9000                23.6667                25.6667                      0.0000       URBAN ASSEMBLY INSTITUTE OF MATH AND SCIENCE FOR   20112012                0.0000              62.2000         469                                                         88     75     83     99      61      63                        7.0000               1.5000              62.0000              13.2000    40            4             24                  5.1000     372                 79.3000        55                  11.7000      12                  2.6000               0.0000               0.0000             469.0000             100.0000              91.0000    89   39              352.0000              25.0000             144.0000               7.9000               7.6000               7.8000               7.8000               6.8000               6.8000               6.9000               7.6000               5.8000               6.4000               6.6000               7.4000               6.9000               6.9000               7.1000               7.6000  13K527  Urban Assembly Institute of Math and Science f...   Brooklyn      K313      718-260-2300  718-260-2301        6              12                0                     12.0000  B103, B25, B26, B38, B41, B45, B54, B57, B61, ...  2, 3, 4, 5, R to Borough Hall ; A, C, F to Jay...           283 Adams Street      Brooklyn     NY      11201                                www.uainstitute.com             508.0000                                      0      All-Girls School  Our school is an all-girls school designed to ...  Pre-Calculus and Engineering courses at Polyte...                                    French, Spanish  Calculus AB, English Literature and Compositio...                                                  0                                                 0  Girls Inc. of NYC Teen Program, Digital Design...                                                  0                                         Basketball                                 0  Intramural Volleyball, Cheerleading, Power Pla...   \n",
       "197  14K322                                FOUNDATIONS ACADEMY            s                             404.1194                   419.6567               399.6627            1,223.4388  Foundations Academy              42.0000              53.0000                      153.4500          Total Cohort  FOUNDATIONS ACADEMY  2006               60.0000        41                  68.3%                  26                    43.3%                      63.4%                     1                       1.7%                           2.4%                        25                           41.7%                               61%                   15             25%               36.6%               14                     23.3%                    2                  3.3%                        14.0000                     37.0000                      1.8333              20.6000                18.5000                22.8333                      0.0000       FOUNDATIONS ACADEMY                                20112012                0.0000              78.7000         141                                                                              51      32      27      31                8.0000               5.7000              40.0000              28.4000     9           21              2                  1.4000      94                 66.7000        42                  29.8000       2                  1.4000              80.0000              56.7000              61.0000              43.3000              62.0000   100   42              103.0000              14.0000              66.0000               8.4000               7.8000               7.6000               7.7000               6.0000               5.7000               5.9000               6.5000               6.9000               6.4000               7.2000               7.7000               7.1000               6.6000               6.9000               7.3000  14K322                                Foundations Academy   Brooklyn      K033      718-302-5092  718-599-1369        9              12                0                     12.0000        B15, B38, B43, B44, B46, B47, B48, B54, B57  G to Myrtle Ave-Willoughby Ave ; J, M to Flush...         70 Tompkins Avenue      Brooklyn     NY      11206       http://schools.nyc.gov/schoolportals/14/K322             110.0000                                      0                     0  We prepare all of our students for career and ...       Leadership, Service Learning, Social Justice                                            Spanish  Biology, Calculus AB, English Literature and C...                                                  0                                                 0  Debate Team, Math, Mock Trial Team, Model UN, ...  Basketball & JV Basketball, Soccer, Volleyball...  Basketball & JV Basketball, Volleyball & JV Vo...      Bowling, Golf, Outdoor Track                                                  0   \n",
       "218  15K667                            SUNSET PARK HIGH SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        15.0000                    376.7778                     13.8889              26.8556                24.0000                30.4444                      0.0000       SUNSET PARK HIGH SCHOOL                            20112012                0.0000              79.9000         988                                                                             340     325     323                      142.0000              14.4000             220.0000              22.3000    86           28             46                  4.7000      77                  7.8000       798                  80.8000      66                  6.7000             501.0000              50.7000             487.0000              49.3000              95.0000    98   47              629.0000              51.0000             304.0000               8.3000               7.9000               7.9000               8.1000               7.0000               7.0000               7.8000               8.4000               6.4000               6.4000               6.9000               7.3000               7.2000               7.1000               7.5000               7.9000  15K667                            Sunset Park High School   Brooklyn      K564      718-840-1900  718-840-1925        9              12                0                     12.0000                                      B35, B63, B70                                 D, N, R to 36th St            153 35Th Street      Brooklyn     NY      11232                       www.sunsetparkhighschool.org           1,309.0000                                      0                     0  Sunset Park High School is a diverse and inclu...  Advisory, Drop Everything and Read, Service Le...                                            Spanish                       Spanish Language and Culture                                                  0                                                 0  Art, Clay Workshop, Creative Writing, Dance, F...                                         Basketball        Basketball, Softball, Volleyball, Wrestling                                 0  Baseball, Basketball, Cheerleading, Fitness, F...   \n",
       "222  16K688             THE BROOKLYN ACADEMY OF GLOBAL FINANCE            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        16.0000                     64.0000                      3.0000              21.4750                17.2500                25.5000                      0.0000       THE BROOKLYN ACADEMY OF GLOBAL FINANCE             20112012                0.0000              57.4000         159                                                                              54      61      44                       10.0000               6.3000              33.0000              20.8000     6           19              3                  1.9000     118                 74.2000        33                  20.8000       4                  2.5000              82.0000              51.6000              77.0000              48.4000              76.0000   100   17               99.0000              12.0000              22.0000               6.0000               5.8000               5.7000               6.2000               3.9000               1.9000               3.8000               3.6000               4.9000               5.8000               5.4000               6.8000               4.9000               4.5000               5.0000               5.6000  16K688             The Brooklyn Academy of Global Finance   Brooklyn      K057      718-574-3126  718-574-3681        9              12                0                     12.0000             B15, B38, B43, B46, B47, B52, B54, Q24             J to Kosciusko St ; M, Z to Myrtle Ave      125 Stuyvesant Avenue      Brooklyn     NY      11221       http://schools.nyc.gov/schoolportals/16/K688             148.0000                                      0                     0  The mission of The Brooklyn Academy of Global ...  National Academy of Finance (NAF) provides an ...                                            Spanish  English Literature and Composition, Environmen...                                                  0                                                 0  Art, Career Exploring, Chess, Debate Team, Eur...                                                  0                                                  0                                 0                      Team First Basketball Program   \n",
       "264  20K609     THE URBAN ASSEMBLY SCHOOL FOR CRIMINAL JUSTICE            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        20.0000                     26.2500                      2.0000              12.5750                10.7500                15.0000                      0.0000       URBAN ASSEMBLY SCHOOL FOR CRIMINAL JUSTICE         20112012                0.0000              82.7000         374                                                         63     74     73     89      75                               58.0000              15.5000              64.0000              17.1000    46            6            131                 35.0000     126                 33.7000        82                  21.9000      34                  9.1000               0.0000               0.0000             374.0000             100.0000              85.0000    92   20              247.0000              24.0000              54.0000               8.3000               7.8000               7.7000               7.8000               7.8000               7.5000               8.1000               8.3000               7.7000               7.2000               7.8000               8.4000               7.9000               7.5000               7.9000               8.2000  20K609         Urban Assembly School for Criminal Justice   Brooklyn      K223      718-438-3893  718-438-3527        6              12                0                     12.0000                             B11, B16, B35, B67, B8                                    F to Ditmas Ave             4200 16 Avenue      Brooklyn     NY      11204                         www.uascriminaljustice.org             485.0000                                      0      All-Girls School  The Urban Assembly School for Criminal Justice...  Accelerated Classes, Guest Speakers, Field Tri...                                            Spanish  Calculus AB, Chemistry, English Literature and...                                                  0                                                 0  Advanced Art, Model UN, Double Dutch, Soccer, ...                                                  0                                                  0                                 0              Double Dutch, Flag Football, Softball   \n",
       "269  21K468                  KINGSBOROUGH EARLY COLLEGE SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        21.0000                     71.8000                      3.0000              24.6300                22.4000                27.1000                      0.0000       KINGSBOROUGH EARLY COLLEGE SCHOOL                  20112012                0.0000              70.0000         472                                                         89     69     77     87      80      70                       13.0000               2.8000              74.0000              15.7000    49            0             34                  7.2000     118                 25.0000       107                  22.7000     211                 44.7000             273.0000              57.8000             199.0000              42.2000              97.0000   100   72              383.0000              26.0000             263.0000               7.9000               7.5000               7.3000               7.8000               7.4000               8.0000               8.4000               8.5000               6.4000               6.3000               6.5000               7.2000               7.2000               7.3000               7.4000               7.9000  21K468                  Kingsborough Early College School   Brooklyn      K400      718-333-7850  718-333-7875        6              12                0                     12.0000                           B1, B3, B4, B6, B64, B82  D to 25th Ave ; N to Ave U ; N to Gravesend - ...         2630 Benson Avenue      Brooklyn     NY      11214                                     www.KECSS.info             551.0000           Lafayette Educational Campus                     0  At Kingsborough Early College School (KECS), a...  Associate Degree, Advisory, Enrichment Cluster...                                            Spanish                                                  0                                                  0                                                 0  All Subject Tutoring/Regents Preparation, Book...  Basketball & JV Basketball, Football & JV Foot...  Basketball, Bowling, Outdoor Track, Soccer, So...                                 0  Basketball, Flag Football, Flag Rugby, Lacross...   \n",
       "319  28Q284                         YORK EARLY COLLEGE ACADEMY            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        28.0000                     64.0000                      2.5455              25.1091                21.7273                28.5455                      0.0000       YORK EARLY COLLEGE ACADEMY                         20112012                0.0000              60.2000         489                                                         87     82     85     81      78      76                        0.0000               0.0000              47.0000               9.6000    31            0            115                 23.5000     314                 64.2000        50                  10.2000       3                  0.6000             250.0000              51.1000             239.0000              48.9000              99.0000    88   39              394.0000              23.0000             144.0000               8.3000               8.0000               7.5000               8.2000               7.3000               7.2000               7.2000               8.1000               6.6000               6.2000               6.8000               7.8000               7.4000               7.2000               7.2000               8.0000  28Q284                         York Early College Academy     Queens      Q008      718-262-8547  718-558-4257        6              12                0                     12.0000                           Q111, Q112, Q42, Q5, Q60                                                  0          108-35 167 Street       Jamaica     NY      11433       http://schools.nyc.gov/schoolportals/28/Q284             592.0000                                      0                     0  The mission of York Early College Academy is t...                                      Early College                                            Spanish                                                  0                                                  0                                                 0  Chess, Art, Culture, Dance, Debate Team, Drama...                                         Basketball                                                  0                             Rugby                                    Girls Step Team   \n",
       "321  28Q325                    HILLSIDE ARTS & LETTERS ACADEMY            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        28.0000                     45.5000                      2.0000              22.7500                21.2500                24.2500                      0.0000       HILLSIDE ARTS & LETTERS ACADEMY                    20112012                0.0000              65.6000         200                                                                             109      91                               25.0000              12.5000              22.0000              11.0000    16            4             56                 28.0000      78                 39.0000        42                  21.0000      13                  6.5000              94.0000              47.0000             106.0000              53.0000              97.0000   100   33               87.0000               9.0000              29.0000               8.2000               7.9000               7.5000               8.2000               8.0000               8.2000               8.1000               8.9000               6.4000               6.2000               6.5000               7.4000               7.6000               7.4000               7.4000               8.2000  28Q325                    Hillside Arts & Letters Academy     Queens      Q470      718-658-1249  718-658-1613        9              12                0                     12.0000  Q1, Q17, Q2, Q25, Q3, Q30, Q31, Q36, Q43, Q6, ...                                      F to 169th St        167-01 Gothic Drive       Jamaica     NY      11432       http://schools.nyc.gov/schoolportals/28/Q325             420.0000             Jamaica Educational Campus                     0  The mission of Hillside Arts & Letters Academy...  Art, Music, Writing, Pre-Calculus Honors, Smal...                                            Spanish  Art History, Biology, English Literature and C...                                                  0                                                 0  Music, Student Government, Studio Art, Drama, ...  Baseball, Basketball, Bowling, Fencing, Footba...  Basketball, Bowling, Cross Country, Indoor Tra...                           Fencing                              Cheerleading, Cricket   \n",
       "326  28Q686                    QUEENS METROPOLITAN HIGH SCHOOL            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        28.0000                    305.3333                      9.5000              29.5500                27.5000                30.5000                      0.0000       QUEENS METROPOLITAN HIGH SCHOOL                    20112012                0.0000              47.3000         663                                                                             294     369                               24.0000               3.6000             106.0000              16.0000    41           20             80                 12.1000      32                  4.8000       256                  38.6000     268                 40.4000             329.0000              49.6000             334.0000              50.4000              81.0000    81   33              328.0000              22.0000             131.0000               8.2000               7.3000               7.4000               7.1000               6.4000               6.0000               6.7000               6.9000               6.2000               6.1000               6.4000               6.9000               6.9000               6.5000               6.8000               7.0000  28Q686                    QUEENS METROPOLITAN HIGH SCHOOL     Queens      Q686      718-286-3600  718-286-3601        9              12                0                     12.0000                            Q11, Q23, Q53, Q54, Q55                                                  0  91-30 Metropolitan Avenue  Forest Hills     NY      11375       http://schools.nyc.gov/schoolportals/28/Q686           1,139.0000        Metropolitan Educational Campus                     0  Queens Metropolitan High School is a college p...  Dance, Theatre, Visual Arts, Chorus, Guitar, C...                           French, Italian, Spanish  Biology, Calculus AB, Calculus BC, English Lan...                                                  0                                                 0  Cheerleading, Drama, Glee, Law, Multicultural,...  Baseball, Basketball & JV Basketball, Cross Co...  Basketball, Cross Country, Indoor Track, JV Ba...                                 0                                     Triathlon Team   \n",
       "335  29Q326                            CAMBRIA HEIGHTS ACADEMY            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        29.0000                     54.6000                      2.4000              22.3000                21.4000                23.2000                      0.0000       CAMBRIA HEIGHTS ACADEMY                            20112012                0.0000              71.1000         147                                                                              87      60                                3.0000               2.0000              20.0000              13.6000    10            5              5                  3.4000     128                 87.1000        11                   7.5000       3                  2.0000              81.0000              55.1000              66.0000              44.9000              95.0000   100   93               70.0000               7.0000              67.0000               8.7000               8.1000               7.7000               7.9000               8.6000               8.5000               9.1000               9.3000               7.1000               6.8000               7.3000               7.8000               8.1000               7.8000               8.1000               8.3000  29Q326                            Cambria Heights Academy     Queens      Q799      718-776-2815  718-776-2818        9              12                0                     12.0000                        Q110, Q17, Q2, Q3, Q36, Q76                                                  0         188-04 91St Avenue        Hollis     NY      11423                                 www.nycacademy.org             336.0000                                      0                     0  At Cambria Heights Academy, we believe that st...  Software Engineering Program (SEP), Robotics, ...                                            Spanish  English Literature and Composition, Environmen...                                        Calculus AB                          English, French, Spanish  Art, Basketball, Bowling, Chorus, Dance, Envir...            Basketball, Indoor Track, Outdoor Track            Basketball, Indoor Track, Outdoor Track       Indoor Track, Outdoor Track  Basketball, Bowling, Flag Football, Soccer, Track   \n",
       "338  30Q286           YOUNG WOMEN'S LEADERSHIP SCHOOL, ASTORIA            s                             404.1194                   419.6567               399.6627            1,223.4388                    0             129.0288             197.0385                      153.4500                     0                    0     0              193.8710         0                      0                   0                        0                          0                     0                          0                              0                         0                               0                                 0                    0               0                   0                0                         0                    0                     0                        30.0000                     92.8571                      4.2857              21.5714                20.2857                23.0000                      0.0000       YOUNG WOMEN'S LEADERSHIP SCHOOL ASTORIA            20112012                0.0000              68.1000         495                                                         91     80     87     78      79      80                       27.0000               5.5000              26.0000               5.3000    10            1            194                 39.2000      21                  4.2000       200                  40.4000      80                 16.2000               0.0000               0.0000             495.0000             100.0000              99.0000   100   85              422.0000              28.0000             331.0000               8.9000               8.0000               8.1000               8.2000               7.5000               6.6000               7.1000               7.6000               8.1000               7.1000               7.7000               8.3000               8.1000               7.2000               7.7000               8.0000  30Q286           Young Women's Leadership School, Astoria     Queens      Q739      718-267-2839  718-728-0218        6              12                0                     12.0000               M60, Q100, Q102, Q103, Q18, Q19, Q69                           N, Q to 30 Ave-Grand Ave       23-15 Newtown Avenue       Astoria     NY      11102  http://www.ywlnetwork.org/network_schl_astoria...             576.0000                                      0      All-Girls School  The Young Women’s Leadership Schools (TYWLS) w...  CollegeBound Initiative, small interdisciplina...                                            Spanish                                                  0                                                  0                                                 0  After-School Tutoring, Chorus, RowNY, College ...                                                  0                               Outdoor Track, Rugby                                 0  Annual Field Day, Basketball, RowNY, Soccer, T...   \n",
       "\n",
       "                       partner_cbo                                      partner_hospital                                   partner_highered                                   partner_cultural                                  partner_nonprofit                                  partner_corporate                       partner_financial                         partner_other                                       addtl_info1                                        addtl_info2                     start_time end_time                    se_services                                      ell_programs                 school_accessibility_description  number_programs                     priority01                                         priority02                                         priority03                                         priority04                                    priority05                          priority06            priority07      priority08           priority09           priority10                          Location 1                              lat                  lon         school_dist        ap_per         \n",
       "18                   Virtual Enterprises International                                        Mount Sinai  Baruch College College Now, BMCC College Now, ...                           Student Press Initiative  Futures and Option: Career Essentials Program,...                         Deloitte, Advent Solutions                            0                  Institute for Student Achievement  After-school tutoring, PSAT and SAT prep class...                                                  0   8:30 AM   3:15 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to Manhattan students or residents wh...  Then to New York City residents who attend an ...            Then to Manhattan students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  351 West 18 Street\\nNew York, NY 10011\\n(40.74...              40.7429             -74.0021      02                   0.3886  \n",
       "19   Federation Employment and Guidance Services, I...                                                  0  St. John's University, Borough of Manhattan Co...                                                  0            New Visions for Public Schools, iMentor  ESPN The Magazine, The Crons Brand, Morgan Sta...                            0  Virtual Enterprises, Network for the Teaching ...  Business Dress Code Required: On certain days,...  Community Service Requirement, Extended Day Pr...   8:50 AM   3:30 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1         Priority to Manhattan students or residents wh...  Then to New York City residents who attend an ...            Then to Manhattan students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  439 West 49Th Street\\nNew York, NY 10019\\n(40....              40.7634             -73.9905      02                   0.4244  \n",
       "20   The United Nations Association of the United S...  Beth Israel campus/school-based Health Center ...                                New York University                                      Rueben Museum                                               YMCA                                                  0                            0  Asia Society International Studies Schools Net...                             Senior Year Internship  Community Service Requirement, Dress Code Requ...   8:00 AM   3:30 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to Manhattan students or residents wh...  Then to New York City residents who attend an ...            Then to Manhattan students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  40 Irving Place\\nNew York, NY 10003\\n(40.73551...              40.7355             -73.9876      02                   0.5288  \n",
       "31                                                   0                                                  0                                     Hunter College  Urban Arts Partnership, National Dance Institu...                                                  0                                                  0                            0                                                  0  Dress Code Required: black polo shirt, beige/t...                                                  0   9:00 AM   3:40 PM  This school will provide students with disabil...  ESL; Transitional Bilingual Program: Spanish        Functionally Accessible           1         Open only to New York City residents who are E...                                                  0                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  111 East 33Rd Street\\nNew York, NY 10016\\n(40....              40.7461             -73.9810      02                   0.7373  \n",
       "32            Institute for Students Achievement (ISA)  The Mount Sinai Health Clinic (located on the ...  Bank Street College, Teachers College, New Yor...  Museum of the Moving Image, Museum of Mathemat...  The Stupski Foundation, MOUSE - Empowering You...                                                  0                            0                                                  0  Before and after-school program offered, Satur...  Community Service Requirement, Student Summer ...   8:45 AM   3:30 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to Manhattan students or residents wh...  Then to New York City residents who attend an ...            Then to Manhattan students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  351 West 18 Street\\nNew York, NY 10011\\n(40.74...              40.7429             -74.0021      02                   0.5709  \n",
       "33   McBurney YMCA, New York Cares, Arkadium, Day O...             Beth Israel School-based Health Clinic                        City Universtiy of New York                                                  0                                                  0                                                  0                            0  Member school of the Internationals Network fo...                                                  0                             Internship Requirement   8:45 AM   3:05 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Open only to New York City residents living in...                                                  0                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  40 Irving Place\\nNew York, NY 10003\\n(40.73551...              40.7355             -73.9876      02                   0.7331  \n",
       "56   Ace Mentoring NYC Association of Energy Afford...                                                  0  New York City College of Technology, The City ...                                                  0  Urban Assembly, Urban Agenda, Regional Plan As...  Jonathan Rose Companies, Thornton Tomasetti, I...                            0  New York State Department of Environmental Con...  We require an Academic Portfolio for graduatio...                                                  0   8:30 AM   3:30 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to Manhattan students or residents wh...  Then to New York City residents who attend an ...            Then to Manhattan students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  145 West 84 Street\\nNew York, NY 10024\\n(40.78...              40.7857             -73.9744      03                   0.4559  \n",
       "57                                                   0            St. Luke's Hospital School Based Clinic  Hunter College, Fordham University, Columbia U...  Confucious Classroom, American Council of Inte...                                Sights for Students                                                  0                            0  International Studies Schools Network/Asia Soc...                                                  0  Community Service Requirement, Extended Day Pr...   8:30 AM   3:30 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to Manhattan students or residents wh...  Then to New York City residents who attend an ...            Then to Manhattan students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  145 West 84 Street\\nNew York, NY 10024\\n(40.78...              40.7857             -73.9744      03                   0.3604  \n",
       "59                                                   0                                                  0                                                  0                                                  0                                                  0                                                  0                            0                                                  0  Our school uses 'problem-based learning' to de...                                                  0   8:40 AM   3:00 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                           Open to New York City residents                                                  0                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  145 West 84 Street\\nNew York, NY 10024\\n(40.78...              40.7857             -73.9744      03                   0.5892  \n",
       "74   Double Discovery, Harlem Tutorial Program,Urba...                                                  0              Columbia University, Teachers College                                                  0                                                  0                                                  0                            0                                                  0  Uniform Required: dark blue shirt with  CSS lo...                                                  0   8:00 AM   4:00 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                        Priority to continuing 8th graders                    Then to New York City residents                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  425 West 123 Street\\nNew York, NY 10027\\n(40.8...              40.8109             -73.9569      05                   0.2722  \n",
       "83   East Side House (ESH) (provides comprehensive ...  New York-Presbyterian Hospital - Center for Co...  Columbia University Medical Center, Hostos Com...  Educational Video Center, New York City Histor...  Urban ARts- Fresh Prep Program Teen Leadership...  Educators for Social Responsibility, reDesign,...                            0   Office of Postsecondary Readiness (Intermediary)  Uniform Required: shirt with school logo, Summ...   Extended Day Program, Student Summer Orientation   8:45 AM   3:30 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1         Open only to 15-16-year-old students entering ...                                                  0                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  650 Academy Street\\nNew York, NY 10034\\n(40.86...              40.8660             -73.9249      06                   0.7249  \n",
       "103               Casita Maria, Inc., F.E.G.S., UNITAS                                                  0                                                  0                            Afro-Latin Jazz Aliance                  Teaching Matters Inc., Elevate NY                                                  0                            0                                                  0  Dress Code Required: short or long-sleeved dar...                                                  0   8:20 AM   3:20 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1                        Priority to continuing 8th graders  Then to New York City residents who attend an ...                    Then to New York City residents                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  928 Simpson Street\\nBronx, NY 10459\\n(40.82062...              40.8206             -73.8931      08                   0.2581  \n",
       "109                                                  0                                                  0  Hostos Community College, Fordham University, ...                                                  0  College Board, The Green Institute, DreamYard,...                                                  0                            0                                                  0  Uniform Required: white blouse/button-down shi...  Community Service Requirement, Extended Day Pr...   8:00 AM   2:45 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                        Priority to continuing 8th graders  Then to Bronx students or residents who attend...  Then to New York City residents who attend an ...                Then to Bronx students or residents         Then to New York City residents                                0      0                   0.0000               0.0000               0.0000  1980 Lafayette Avenue\\nBronx, NY 10473\\n(40.82...              40.8223             -73.8560      08                   0.2987  \n",
       "111  Good Shepherd Services, Ramapo for Children, Inc.        School Based Health Clinic with Montefiore.                                                  0                                                  0                                                  0                    Ernst & Young Mentoring Program                            0                                                  0  Dress-Code Required: Please contact the school...                      Community Service Requirement   8:00 AM   3:45 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Open only to New York City residents who are E...            Priority to Bronx students or residents                    Then to New York City residents                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  1980 Lafayette Avenue\\nBronx, NY 10473\\n(40.82...              40.8223             -73.8560      08                   0.8324  \n",
       "123                     Union Square Hospitality Group                          Montefiore Medical Center  Lehman College, City University of New York (C...                         Lehman College Art Gallery  Literacy Inc., Learning Leaders, PENCIL, Teach...                                                  0                            0                                     Kaplan, Aussie  Dress Code Required: School Shirt and khaki pa...                   Extended Day Program Requirement   8:30 AM   3:15 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1                        Priority to continuing 8th graders                    Then to New York City residents                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  250 East 164 Street\\nBronx, NY 10456\\n(40.8287...              40.8287             -73.9178      09                   0.2617  \n",
       "177  Ghetto Film School, our partner organization, ...                                                  0  City of New York (CUNY) - Lehman College: Coll...  Museum of the Moving Image, Lincoln Center Soc...                                                  0  NewsCorp, Wieden + Kennedy, CNN, JP Morgan Cha...                            0                                     New York Cares                                                  0  Community Service Requirement, Extended Day Pr...   8:30 AM   3:45 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                           Open to New York City residents                                                  0                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  1551 East 172Nd Street\\nBronx, NY 10472\\n(40.8...              40.8314             -73.8783      12                   0.5786  \n",
       "178  Affinity Health Plan, Healthy Respect, South B...                                                  0            Lehman College, Bronx Community College                       Deep Sea Innertainment, Inc.             Solid Foundations for Healthy Families         Quests & Summits, Inc., New Teacher Center  Bethex Federal Credit Union                                                  0  Personal Technology is not allowed on school g...  Community Service Requirement, Internship Requ...   8:00 AM   2:15 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to New York City residents who attend...                    Then to New York City residents                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  800 Home Street\\nBronx, NY 10456\\n(40.82776397...              40.8278             -73.9004      12                   0.5288  \n",
       "191  Crown Heights Mediation Center, Park Slope Cen...                       Long Island College Hospital  Polytechnic Institute of New York University, ...  Learning Through an Expanded Arts Program (LEA...  Urban Assembly, Children’s Aid Society’s Carre...  Thornton-Tomasetti Group, Con Edison, Alexande...                            0  New York City Department of Design and Constru...                                                  0                               Extended Day Program   8:30 AM   3:20 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                              Open only to female students                 Priority to continuing 8th graders  Then to New York City residents who attend an ...                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  283 Adams Street\\nBrooklyn, NY 11201\\n(40.6946...              40.6946             -73.9886      13                   0.2751  \n",
       "197  Reading Excellence and Discovery (READ) Founda...                                                  0                                                  0                                                  0            Institute for Student Achievement (ISA)                                                  0                            0                                                  0  Uniform Required: collared polo or button-down...                                                  0   8:30 AM   3:30 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1         Priority to Brooklyn students or residents who...  Then to New York City residents who attend an ...             Then to Brooklyn students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  70 Tompkins Avenue\\nBrooklyn, NY 11206\\n(40.69...              40.6971             -73.9467      14                   0.2979  \n",
       "218  Center for Family Life, Youth Employment, Life...                            Lutheran Medical Center  Brooklyn College, New York University (NYU), C...              Joyce Theatre, Tribeca Film Festival.                                                  0                                                  0                            0                  Institute for Student Achievement                                                  0                                                  0   8:45 AM   3:30 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1         Priority to Districts 15 and 20 students or re...  Then to Brooklyn students or residents who att...  Then to New York City residents who attend an ...  Then to Districts 15 and 20 students or residents  Then to Brooklyn students or residents  Then to New York City residents      0                   0.0000               0.0000               0.0000  153 35Th Street\\nBrooklyn, NY 11232\\n(40.65595...              40.6560             -74.0055      15                   0.1306  \n",
       "222                  National Academy Foundation (NAF)                                                  0  Medgar Evers College Now, Kingsborough Communi...                        Virtual Enterprise Platform                                                  0                                                  0          Deloitte Consulting  Brooklyn Borough President’s Office, Team Firs...                                                  0  Extended Day Program, Internship Requirement, ...   8:15 AM   3:12 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1         Priority to New York City residents who attend...                    Then to New York City residents                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  125 Stuyvesant Avenue\\nBrooklyn, NY 11221\\n(40...              40.6915             -73.9337      16                   0.8115  \n",
       "264             The Urban Assembly, Generation Citizen                                                  0  Duke University, New York City College of Tech...            Smack Mellon, Center for Urban Pedagogy                                     Urban Assembly  Baker & Hostetler LLP; Simpson, Thacher, Barle...                            0                  New York Police Department (NYPD)  Uniform Required: shirt with school logo, blac...                                                  0   8:45 AM   3:45 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                              Open only to female students                 Priority to continuing 8th graders  Then to Brooklyn students or residents who att...  Then to New York City residents who attend an ...  Then to Brooklyn students or residents  Then to New York City residents      0                   0.0000               0.0000               0.0000  4200 16 Avenue\\nBrooklyn, NY 11204\\n(40.634908...              40.6349             -73.9815      20                   0.3450  \n",
       "269  Bill and Melinda Gates Foundation, The Leaders...             Coney Island Hospital (Pediatric Unit)                     Kingsborough Community College  Safety, Teamwork, Attitude, Respect, Responsib...                                      Penny Harvest                                      Merrill Lynch                            0                                                  0  Uniform Required: navy blue shirt with school ...                                                  0   8:00 AM   2:20 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                        Priority to continuing 8th graders                    Then to New York City residents                                                  0                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  2630 Benson Avenue\\nBrooklyn, NY 11214\\n(40.59...              40.5936             -73.9847      21                   0.2734  \n",
       "319                                                  0                                                  0  York College, Early College Initative; City Un...                                                  0                                     Beacon Program                                                  0                            0                                                  0  Dress Code Required: white polo shirt, blue je...  Community Service Requirement, Extended Day Pr...   8:00 AM   3:00 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                        Priority to continuing 8th graders               Then to Queens students or residents                    Then to New York City residents                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  108-35 167 Street\\nJamaica, NY 11433\\n(40.6969...              40.6969             -73.7870      28                   0.2639  \n",
       "321                             Queens Community House                                                  0                                                  0               Jamaica Center for Arts and Learning                                                  0                                                  0                            0                                                  0                                                  0                         Student Summer Orientation   8:15 AM   3:00 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1         Priority to Queens students or residents who a...  Then to New York City residents who attend an ...               Then to Queens students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  167-01 Gothic Drive\\nJamaica, NY 11432\\n(40.71...              40.7136             -73.7965      28                   0.6451  \n",
       "326                                                  0                                                  0                        LaGuardia Community College                                                  0                                                  0                                                  0                            0                                                  0                                                  0                         Student Summer Orientation   8:00 AM   2:50 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1           Priority to students who live in the zoned area               Then to Queens students or residents                    Then to New York City residents                                                  0                                       0                                0      0                   0.0000               0.0000               0.0000  91-30 Metropolitan Avenue\\nForest Hills, NY 11...              40.7104             -73.8506      28                   0.1946  \n",
       "335  Helping Hand Daycare, NYPD Career Explorers, N...                                                  0                                       York College  Purelements: An Evolution in Dance, Afrikan Po...  Haitian Americans United for Progress (HAUP), ...                                                  0                            0  Partnership with Council Member Daneek Miller'...  Dress Code Required: solid-colored collared sh...  Extended Day Program, Internship Requirement, ...   9:00 AM   4:00 PM  This school will provide students with disabil...                                           ESL    Not Functionally Accessible           1         Priority to Queens students or residents who a...  Then to New York City residents who attend an ...               Then to Queens students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  188-04 91St Avenue\\nHollis, NY 11423\\n(40.7118...              40.7118             -73.7712      29                   0.8777  \n",
       "338  Learning Leaders; SAYA (South Asian Youth Acti...  Mount Sinai Queens, New York Center for Rehabi...  Barnard College, Columbia University, New York...                         Museum of the Moving Image  Young Women's Leadership Network, Girls Learn ...                                   High Water Women                            0  Urban Advantage, Christodora, City Parks Found...  Uniform Required: official school uniform avai...  Community Service Requirement, Extended Day Pr...   8:00 AM   3:20 PM  This school will provide students with disabil...                                           ESL        Functionally Accessible           1                              Open only to female students                 Priority to continuing 8th graders               Then to Queens students or residents                    Then to New York City residents                                       0                                0      0                   0.0000               0.0000               0.0000  23-15 Newtown Avenue\\nAstoria, NY 11102\\n(40.7...              40.7713             -73.9246      30                   0.2607  "
      ]
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   ],
   "source": [
    "# schools with sat_score == 1223.4388\n",
    "twelvetwentythree = combined[(1223 < combined[\"sat_score\"]) & (combined[\"sat_score\"] < 1224)]\n",
    "display(twelvetwentythree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
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    {
     "data": {
      "text/plain": [
       "s     28\n",
       "54     8\n",
       "72     8\n",
       "48     7\n",
       "63     6\n",
       "Name: Num of SAT Test Takers, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined[\"Num of SAT Test Takers\"].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n",
    "The scatter plot comparing SAT scores to the percent of students taking AP exams showed some interesting patterns.\n",
    "<br>\n",
    "<br>\n",
    "First, to answer the primary question, there does not appear to be a strong correlation between the two values. The schools with the highest SAT scores do have a large number of students taking AP exams. But there are many more schools with the same number of students taking the AP exam that have average SAT scores.\n",
    "<br>\n",
    "<br>\n",
    "Second, there are two large groups of schools with similar SAT scores but notably different numbers of AP exam takers. There is a group that has about 5-15% of the students taking the AP exam and another with about 20-30%. This is a little interesting.\n",
    "<br>\n",
    "<br>\n",
    "Third is a grouping of schools with identical SAT scores. Looking at the data set shows 28 schools with a SAT score of 1223.4388. This line shows up in the other scatter plots but is very obvious in this one. These schools also have the same numbers of AP exam test takers, AP exams taken, and AP scores of 3,4, or 5. They all also have the only non numeric value in the `Num of SAT Test Takers` column, namely `s`. Each of the groups of students does represent a different percentage of students in the school."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# Conclusions\n",
    "\n",
    "This initial look at academic and societal data for NYC schools suggests that the relationship between subgroups can be more nuanced than might first appear.\n",
    "* Schools that have high average SAT scores also have high safety and respect scores. While many schools with high safety and respect scores have average SAT scores, none of the schools in the bottom half of this group score above average SAT scores. This is a very important finding.\n",
    "* There doesn't seem to be a very strong connection in most high schools between high SAT scores and common demographic groups. Removing magnet schools and schools where the SAT has less emphasis or relevance (such as locations with very high percentages of international students) normalizes the distribution. It would be interesting to see what would happen to the overall data set if these students were re-introduced to schools in the same geographic area.\n",
    "* About 7% of the schools in the data set appear to share a group of students taking the SAT and AP exams. These schools represent key demographic data but their influence on the overall data set needs to be considered before further analysis is made."
   ]
  }
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