notebooks/Time Series School District Poverty.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "edc62bfd-fcaa-4bdb-a5c8-482226d6060c",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Time Series School District Poverty\n",
    "\n",
    "In this notebook, we load and use a timeseries data set from the U.S. Census.\n",
    "It is easy to tell that a data set is a timeseries dataset because it's\n",
    "name begins with `\"timeseries/\"`. So the data set we use in this notebook,\n",
    "`\"timeseries/poverty/saipe/schdist\"` is clearly a timeseries data set\n",
    "and `\"acs/acs5\"` is not.\n",
    "\n",
    "When a dataset is a time series, it means that we don't\n",
    "query for a specific year like we do with survey data like the\n",
    "ACS. Instead, when we download it one call gets us multiple years of \n",
    "data at once.\n",
    "\n",
    "When working with a timeseries data set, we don't specify\n",
    "a year when we call `censusdis.data.download`. Instead, we use the\n",
    "literal `\"timeseries\"`. The reason is that the dataset we are using\n",
    "is organized as a time series designed to be queried for all years with\n",
    "one call, rather than for a single year in a single call. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7baf5890-10e0-4ad3-b6d8-1a4ec0eade84",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Imports and Configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "109a0731-08ea-4822-b612-1595d4b8f495",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import censusdis.data as ced\n",
    "\n",
    "from censusdis.states import STATE_NJ"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b453e82-1e32-420f-84fd-e21f0ead6e15",
   "metadata": {},
   "source": [
    "### The timeseries data set we will use.\n",
    "\n",
    "See https://www.census.gov/data/developers/data-sets/Poverty-Statistics.html for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd46ebc9-cad9-489d-9786-8e318e8089fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATASET = \"timeseries/poverty/saipe/schdist\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f71aa7d6-811e-4822-9f45-c12384b9c7f2",
   "metadata": {},
   "source": [
    "### School districts in and around the Oranges in NJ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "474bcd98-4ee7-448e-9dc7-5fc02ecb3888",
   "metadata": {},
   "outputs": [],
   "source": [
    "SD_UNIFIED_EO = \"04230\"\n",
    "SD_UNIFIED_EWR = \"11340\"\n",
    "SD_UNIFIED_IRV = \"07680\"\n",
    "SD_UNIFIED_MB = \"10200\"\n",
    "SD_UNIFIED_MC = \"10560\"\n",
    "SD_UNIFIED_OC = \"12270\"\n",
    "SD_UNIFIED_SOMA = \"15330\"\n",
    "SD_UNIFIED_UNT = \"16500\"\n",
    "SD_UNIFIED_WO = \"17610\"\n",
    "\n",
    "SD_UNIFIED_ALL = [\n",
    "    SD_UNIFIED_EO,\n",
    "    SD_UNIFIED_EWR,\n",
    "    SD_UNIFIED_IRV,\n",
    "    SD_UNIFIED_MB,\n",
    "    SD_UNIFIED_MC,\n",
    "    SD_UNIFIED_OC,\n",
    "    SD_UNIFIED_SOMA,\n",
    "    SD_UNIFIED_UNT,\n",
    "    SD_UNIFIED_WO,\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e5b9164-9f51-4aed-a798-1c121f0adb67",
   "metadata": {},
   "source": [
    "### The variables in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fcb3222c-61ea-4a8a-8a87-490a2c01b2c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YEAR</th>\n",
       "      <th>DATASET</th>\n",
       "      <th>GROUP</th>\n",
       "      <th>VARIABLE</th>\n",
       "      <th>LABEL</th>\n",
       "      <th>SUGGESTED_WEIGHT</th>\n",
       "      <th>VALUES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>GEOCAT</td>\n",
       "      <td>Summary Level (950 Elementary, 960 Secondary, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'950': 'Elementary', '960': 'Secondary', '970...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>GEOID</td>\n",
       "      <td>Combined codes for the reference geography</td>\n",
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       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>GRADE</td>\n",
       "      <td>Grade Range of District</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>LEAID</td>\n",
       "      <td>School District ID</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>SAEPOV5_17RV_PT</td>\n",
       "      <td>Relevant Age 5 to 17 in Families in Poverty</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'0': 'Relevant Age 5 to 17 in Families in Pov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>SAEPOV5_17V_PT</td>\n",
       "      <td>Relevant Age 5 to 17 Population</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'0': 'Relevant Age 5 to 17 Population'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>SAEPOVALL_PT</td>\n",
       "      <td>Total Population</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'0': 'Total Population'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>SAEPOVRAT5_17RV_PT</td>\n",
       "      <td>Relevant Age 5 to 17 Poverty Ratio Estimate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>SD_NAME</td>\n",
       "      <td>District Name</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>STATE</td>\n",
       "      <td>State Fips Code</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>YEAR</td>\n",
       "      <td>Estimate Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'1995': 'Estimate Year', '1997': 'Estimate Ye...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>timeseries</td>\n",
       "      <td>timeseries/poverty/saipe/schdist</td>\n",
       "      <td>N/A</td>\n",
       "      <td>time</td>\n",
       "      <td>ISO-8601 Date/Time value</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          YEAR                           DATASET GROUP            VARIABLE  \\\n",
       "0   timeseries  timeseries/poverty/saipe/schdist   N/A              GEOCAT   \n",
       "1   timeseries  timeseries/poverty/saipe/schdist   N/A               GEOID   \n",
       "2   timeseries  timeseries/poverty/saipe/schdist   N/A               GRADE   \n",
       "3   timeseries  timeseries/poverty/saipe/schdist   N/A               LEAID   \n",
       "4   timeseries  timeseries/poverty/saipe/schdist   N/A     SAEPOV5_17RV_PT   \n",
       "5   timeseries  timeseries/poverty/saipe/schdist   N/A      SAEPOV5_17V_PT   \n",
       "6   timeseries  timeseries/poverty/saipe/schdist   N/A        SAEPOVALL_PT   \n",
       "7   timeseries  timeseries/poverty/saipe/schdist   N/A  SAEPOVRAT5_17RV_PT   \n",
       "8   timeseries  timeseries/poverty/saipe/schdist   N/A             SD_NAME   \n",
       "9   timeseries  timeseries/poverty/saipe/schdist   N/A               STATE   \n",
       "10  timeseries  timeseries/poverty/saipe/schdist   N/A                YEAR   \n",
       "11  timeseries  timeseries/poverty/saipe/schdist   N/A                time   \n",
       "\n",
       "                                                LABEL  SUGGESTED_WEIGHT  \\\n",
       "0   Summary Level (950 Elementary, 960 Secondary, ...               NaN   \n",
       "1          Combined codes for the reference geography               NaN   \n",
       "2                             Grade Range of District               NaN   \n",
       "3                                  School District ID               NaN   \n",
       "4         Relevant Age 5 to 17 in Families in Poverty               NaN   \n",
       "5                     Relevant Age 5 to 17 Population               NaN   \n",
       "6                                    Total Population               NaN   \n",
       "7         Relevant Age 5 to 17 Poverty Ratio Estimate               NaN   \n",
       "8                                       District Name               NaN   \n",
       "9                                     State Fips Code               NaN   \n",
       "10                                      Estimate Year               NaN   \n",
       "11                           ISO-8601 Date/Time value               NaN   \n",
       "\n",
       "                                               VALUES  \n",
       "0   {'950': 'Elementary', '960': 'Secondary', '970...  \n",
       "1                                                None  \n",
       "2                                                None  \n",
       "3                                                None  \n",
       "4   {'0': 'Relevant Age 5 to 17 in Families in Pov...  \n",
       "5            {'0': 'Relevant Age 5 to 17 Population'}  \n",
       "6                           {'0': 'Total Population'}  \n",
       "7                                                None  \n",
       "8                                                None  \n",
       "9                                                None  \n",
       "10  {'1995': 'Estimate Year', '1997': 'Estimate Ye...  \n",
       "11                                               None  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_variables = ced.variables.all_variables(DATASET, \"timeseries\", None)\n",
    "\n",
    "df_variables"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c610429-bcf2-42fd-9905-c005a59db3af",
   "metadata": {},
   "source": [
    "### The variables we want"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a2ec121d-adbd-4eb4-b1f8-b33812b2d293",
   "metadata": {},
   "outputs": [],
   "source": [
    "variables = [\"YEAR\", \"SD_NAME\", \"SAEPOVRAT5_17RV_PT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1af01b0e-2c22-46e4-8fd5-b7a3d0947db2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATE</th>\n",
       "      <th>SCHOOL_DISTRICT_UNIFIED</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>SD_NAME</th>\n",
       "      <th>SAEPOVRAT5_17RV_PT</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>04230</td>\n",
       "      <td>1995</td>\n",
       "      <td>EAST ORANGE</td>\n",
       "      <td>28.8</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>07680</td>\n",
       "      <td>1995</td>\n",
       "      <td>IRVINGTON TOWNSHIP</td>\n",
       "      <td>20.6</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34</td>\n",
       "      <td>10200</td>\n",
       "      <td>1995</td>\n",
       "      <td>MILLBURN TWP</td>\n",
       "      <td>1.6</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34</td>\n",
       "      <td>10560</td>\n",
       "      <td>1995</td>\n",
       "      <td>MONTCLAIR TOWN</td>\n",
       "      <td>7.3</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34</td>\n",
       "      <td>11340</td>\n",
       "      <td>1995</td>\n",
       "      <td>NEWARK CITY</td>\n",
       "      <td>42.3</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>34</td>\n",
       "      <td>11340</td>\n",
       "      <td>2022</td>\n",
       "      <td>Newark City School District</td>\n",
       "      <td>31.9</td>\n",
       "      <td>POLYGON ((-74.25136 40.73753, -74.24975 40.738...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>34</td>\n",
       "      <td>12270</td>\n",
       "      <td>2022</td>\n",
       "      <td>Orange City Township School District</td>\n",
       "      <td>25.2</td>\n",
       "      <td>POLYGON ((-74.25429 40.76006, -74.25290 40.761...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>34</td>\n",
       "      <td>15330</td>\n",
       "      <td>2022</td>\n",
       "      <td>South Orange-Maplewood School District</td>\n",
       "      <td>4.0</td>\n",
       "      <td>POLYGON ((-74.29266 40.75272, -74.29214 40.756...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>34</td>\n",
       "      <td>16500</td>\n",
       "      <td>2022</td>\n",
       "      <td>Union Township School District</td>\n",
       "      <td>7.9</td>\n",
       "      <td>POLYGON ((-74.31176 40.69007, -74.30893 40.690...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>34</td>\n",
       "      <td>17610</td>\n",
       "      <td>2022</td>\n",
       "      <td>West Orange Town School District</td>\n",
       "      <td>10.0</td>\n",
       "      <td>POLYGON ((-74.29914 40.77004, -74.29439 40.779...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>234 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    STATE SCHOOL_DISTRICT_UNIFIED  YEAR  \\\n",
       "0      34                   04230  1995   \n",
       "1      34                   07680  1995   \n",
       "2      34                   10200  1995   \n",
       "3      34                   10560  1995   \n",
       "4      34                   11340  1995   \n",
       "..    ...                     ...   ...   \n",
       "229    34                   11340  2022   \n",
       "230    34                   12270  2022   \n",
       "231    34                   15330  2022   \n",
       "232    34                   16500  2022   \n",
       "233    34                   17610  2022   \n",
       "\n",
       "                                    SD_NAME  SAEPOVRAT5_17RV_PT  \\\n",
       "0                               EAST ORANGE                28.8   \n",
       "1                        IRVINGTON TOWNSHIP                20.6   \n",
       "2                              MILLBURN TWP                 1.6   \n",
       "3                            MONTCLAIR TOWN                 7.3   \n",
       "4                               NEWARK CITY                42.3   \n",
       "..                                      ...                 ...   \n",
       "229             Newark City School District                31.9   \n",
       "230    Orange City Township School District                25.2   \n",
       "231  South Orange-Maplewood School District                 4.0   \n",
       "232          Union Township School District                 7.9   \n",
       "233        West Orange Town School District                10.0   \n",
       "\n",
       "                                              geometry  \n",
       "0                                                 None  \n",
       "1                                                 None  \n",
       "2                                                 None  \n",
       "3                                                 None  \n",
       "4                                                 None  \n",
       "..                                                 ...  \n",
       "229  POLYGON ((-74.25136 40.73753, -74.24975 40.738...  \n",
       "230  POLYGON ((-74.25429 40.76006, -74.25290 40.761...  \n",
       "231  POLYGON ((-74.29266 40.75272, -74.29214 40.756...  \n",
       "232  POLYGON ((-74.31176 40.69007, -74.30893 40.690...  \n",
       "233  POLYGON ((-74.29914 40.77004, -74.29439 40.779...  \n",
       "\n",
       "[234 rows x 6 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_ts = ced.download(\n",
    "    DATASET,\n",
    "    \"timeseries\",\n",
    "    variables,\n",
    "    state=STATE_NJ,\n",
    "    school_district_unified=SD_UNIFIED_ALL,\n",
    "    with_geometry=True,\n",
    ")\n",
    "\n",
    "gdf_ts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69da5148-c0c5-4800-b43f-5ae053d84201",
   "metadata": {},
   "source": [
    "## A Map of the Area\n",
    "\n",
    "Notice that we used the `with_geometry=True` argument above. The issue is that maps\n",
    "change over time. A school district my grow or shrink over time. The same is true\n",
    "for other geographies, like metro areas. For this reason, rows representing the same\n",
    "school district in different years each have their own value in the `geometry`\n",
    "column. \n",
    "\n",
    "You may also notice that some of the row have `None` for their `geometry`.\n",
    "This is because maps are not available for every geography in every year, especially\n",
    "before 2010. Rather than raise an exception when this happens for a row, we simply\n",
    "put `None` in that row. This is in contrast to the non-timeseries case where if we\n",
    "cannot find a map we raise a `MapException` explaining what we looked for and could\n",
    "not find.\n",
    "\n",
    "If we want to plot a map, we need to pick a year. Usually we will pick the most recent\n",
    "one, but you might choose another for any of a variety of reasons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6be8a140-5b3c-45d6-9332-921a4b26cc7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "map_year = 2021\n",
    "\n",
    "gdf_map = gdf_ts[gdf_ts[\"YEAR\"] == map_year]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "61cd5ab4-6db2-4767-9e4f-681f3b606cf7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from adjustText import adjust_text\n",
    "\n",
    "ax = gdf_map.plot(color=\"beige\", figsize=(12, 12))\n",
    "ax = gdf_map.boundary.plot(ax=ax, color=\"darkgrey\", linewidth=1)\n",
    "\n",
    "texts = []\n",
    "\n",
    "for _, row in gdf_map.iterrows():\n",
    "    centroid = row[\"geometry\"].centroid\n",
    "    texts.append(\n",
    "        ax.text(\n",
    "            centroid.x,\n",
    "            centroid.y,\n",
    "            row[\"SD_NAME\"]\n",
    "            .split(\",\")[0]\n",
    "            .replace(\" School District\", \"\\nSchool District\"),\n",
    "            ha=\"center\",\n",
    "            fontsize=7,\n",
    "        )\n",
    "    )\n",
    "\n",
    "adjust_text(texts, autoalign=\"y\", force_points=(0, 0))\n",
    "\n",
    "ax.axis(\"off\")\n",
    "\n",
    "ax.set_title(f\"School Districts In and Around the Oranges in NJ in {map_year}\")\n",
    "\n",
    "None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50c4c01f-b0d1-4f58-af4b-5f33ff3ed120",
   "metadata": {},
   "source": [
    "## Plotting the Time Series\n",
    "\n",
    "Now that we have visually verified that the data covers the regions we are interested in,\n",
    "it's time to look at the actual time series data. \n",
    "\n",
    "First, we will normalize to the most recent name of each school district, since\n",
    "the names in the data have changed over the years (mostly a matter of capitalization\n",
    "and use of abbreviations)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c2957054-3d43-482f-a299-fcfdf32e2b76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATE</th>\n",
       "      <th>SCHOOL_DISTRICT_UNIFIED</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>SD_NAME</th>\n",
       "      <th>SAEPOVRAT5_17RV_PT</th>\n",
       "      <th>geometry</th>\n",
       "      <th>School District</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>04230</td>\n",
       "      <td>1995</td>\n",
       "      <td>EAST ORANGE</td>\n",
       "      <td>28.8</td>\n",
       "      <td>None</td>\n",
       "      <td>East Orange City School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>07680</td>\n",
       "      <td>1995</td>\n",
       "      <td>IRVINGTON TOWNSHIP</td>\n",
       "      <td>20.6</td>\n",
       "      <td>None</td>\n",
       "      <td>Irvington Township School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34</td>\n",
       "      <td>10200</td>\n",
       "      <td>1995</td>\n",
       "      <td>MILLBURN TWP</td>\n",
       "      <td>1.6</td>\n",
       "      <td>None</td>\n",
       "      <td>Millburn Township School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34</td>\n",
       "      <td>10560</td>\n",
       "      <td>1995</td>\n",
       "      <td>MONTCLAIR TOWN</td>\n",
       "      <td>7.3</td>\n",
       "      <td>None</td>\n",
       "      <td>Montclair Town School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34</td>\n",
       "      <td>11340</td>\n",
       "      <td>1995</td>\n",
       "      <td>NEWARK CITY</td>\n",
       "      <td>42.3</td>\n",
       "      <td>None</td>\n",
       "      <td>Newark City School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>34</td>\n",
       "      <td>11340</td>\n",
       "      <td>2022</td>\n",
       "      <td>Newark City School District</td>\n",
       "      <td>31.9</td>\n",
       "      <td>POLYGON ((-74.25136 40.73753, -74.24975 40.738...</td>\n",
       "      <td>Newark City School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>34</td>\n",
       "      <td>12270</td>\n",
       "      <td>2022</td>\n",
       "      <td>Orange City Township School District</td>\n",
       "      <td>25.2</td>\n",
       "      <td>POLYGON ((-74.25429 40.76006, -74.25290 40.761...</td>\n",
       "      <td>Orange City Township School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>34</td>\n",
       "      <td>15330</td>\n",
       "      <td>2022</td>\n",
       "      <td>South Orange-Maplewood School District</td>\n",
       "      <td>4.0</td>\n",
       "      <td>POLYGON ((-74.29266 40.75272, -74.29214 40.756...</td>\n",
       "      <td>South Orange-Maplewood School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>34</td>\n",
       "      <td>16500</td>\n",
       "      <td>2022</td>\n",
       "      <td>Union Township School District</td>\n",
       "      <td>7.9</td>\n",
       "      <td>POLYGON ((-74.31176 40.69007, -74.30893 40.690...</td>\n",
       "      <td>Union Township School District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>34</td>\n",
       "      <td>17610</td>\n",
       "      <td>2022</td>\n",
       "      <td>West Orange Town School District</td>\n",
       "      <td>10.0</td>\n",
       "      <td>POLYGON ((-74.29914 40.77004, -74.29439 40.779...</td>\n",
       "      <td>West Orange Town School District</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>234 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    STATE SCHOOL_DISTRICT_UNIFIED  YEAR  \\\n",
       "0      34                   04230  1995   \n",
       "1      34                   07680  1995   \n",
       "2      34                   10200  1995   \n",
       "3      34                   10560  1995   \n",
       "4      34                   11340  1995   \n",
       "..    ...                     ...   ...   \n",
       "229    34                   11340  2022   \n",
       "230    34                   12270  2022   \n",
       "231    34                   15330  2022   \n",
       "232    34                   16500  2022   \n",
       "233    34                   17610  2022   \n",
       "\n",
       "                                    SD_NAME  SAEPOVRAT5_17RV_PT  \\\n",
       "0                               EAST ORANGE                28.8   \n",
       "1                        IRVINGTON TOWNSHIP                20.6   \n",
       "2                              MILLBURN TWP                 1.6   \n",
       "3                            MONTCLAIR TOWN                 7.3   \n",
       "4                               NEWARK CITY                42.3   \n",
       "..                                      ...                 ...   \n",
       "229             Newark City School District                31.9   \n",
       "230    Orange City Township School District                25.2   \n",
       "231  South Orange-Maplewood School District                 4.0   \n",
       "232          Union Township School District                 7.9   \n",
       "233        West Orange Town School District                10.0   \n",
       "\n",
       "                                              geometry  \\\n",
       "0                                                 None   \n",
       "1                                                 None   \n",
       "2                                                 None   \n",
       "3                                                 None   \n",
       "4                                                 None   \n",
       "..                                                 ...   \n",
       "229  POLYGON ((-74.25136 40.73753, -74.24975 40.738...   \n",
       "230  POLYGON ((-74.25429 40.76006, -74.25290 40.761...   \n",
       "231  POLYGON ((-74.29266 40.75272, -74.29214 40.756...   \n",
       "232  POLYGON ((-74.31176 40.69007, -74.30893 40.690...   \n",
       "233  POLYGON ((-74.29914 40.77004, -74.29439 40.779...   \n",
       "\n",
       "                            School District  \n",
       "0          East Orange City School District  \n",
       "1        Irvington Township School District  \n",
       "2         Millburn Township School District  \n",
       "3            Montclair Town School District  \n",
       "4               Newark City School District  \n",
       "..                                      ...  \n",
       "229             Newark City School District  \n",
       "230    Orange City Township School District  \n",
       "231  South Orange-Maplewood School District  \n",
       "232          Union Township School District  \n",
       "233        West Orange Town School District  \n",
       "\n",
       "[234 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf_ts[\"School District\"] = gdf_ts[\"SCHOOL_DISTRICT_UNIFIED\"].map(\n",
    "    {\n",
    "        district: df_district[df_district[\"YEAR\"] == max(df_district[\"YEAR\"])][\n",
    "            \"SD_NAME\"\n",
    "        ].iloc[0]\n",
    "        for district, df_district in gdf_ts.groupby(\"SCHOOL_DISTRICT_UNIFIED\")\n",
    "    },\n",
    ")\n",
    "\n",
    "gdf_ts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fd60811-2ba4-445b-b007-92a7e4eaa4b6",
   "metadata": {},
   "source": [
    "Now we can plot. We'll pivot the data so that the year is the index and we have one column for each school district.\n",
    "This will produce a nice time series plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "64766c2e-044d-4f9f-b5ca-ef1906818c04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = gdf_ts.pivot(\n",
    "    index=\"YEAR\", columns=\"School District\", values=\"SAEPOVRAT5_17RV_PT\"\n",
    ").plot(figsize=(12, 6))\n",
    "\n",
    "ax.grid(True)\n",
    "\n",
    "ax.set_title(\n",
    "    df_variables[df_variables.VARIABLE == \"SAEPOVRAT5_17RV_PT\"][\"LABEL\"].iloc[0]\n",
    ")\n",
    "\n",
    "ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, -0.15), ncols=2)\n",
    "\n",
    "None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "beb23efa-d58e-47ac-b5b9-f375d226fe1a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}