{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "371bd966",
   "metadata": {},
   "source": [
    "# Twenty years of New York City street trees\n",
    "\n",
    "New York City has counted its street trees three times, in 1995, 2005 and 2015, each time with volunteers and Parks\n",
    "staff walking every block. This notebook compares the three, neighbourhood by neighbourhood: every live tree placed by\n",
    "its own position into a 2010 Neighborhood Tabulation Area. The shapes in `data/geometry/` were made in\n",
    "[Plotlay](https://www.getplotlay.com). It reads only `../data`.\n",
    "\n",
    "What it measures is the trees each census recorded. The three censuses were run differently (1995 recorded positions\n",
    "later, from addresses), so small differences in a neighbourhood can be method rather than trees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6e1327f5",
   "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>records</th>\n",
       "      <th>trees</th>\n",
       "      <th>trees_no_position</th>\n",
       "      <th>trees_area_from_census</th>\n",
       "      <th>trees_no_area</th>\n",
       "      <th>trees_in_parks_cemeteries_airports</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>census</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>516989</td>\n",
       "      <td>482509</td>\n",
       "      <td>30193</td>\n",
       "      <td>15778</td>\n",
       "      <td>14478</td>\n",
       "      <td>2786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>592372</td>\n",
       "      <td>584252</td>\n",
       "      <td>8665</td>\n",
       "      <td>32</td>\n",
       "      <td>8715</td>\n",
       "      <td>1396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>683788</td>\n",
       "      <td>652173</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>6575</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        records   trees  trees_no_position  trees_area_from_census  \\\n",
       "census                                                               \n",
       "1995     516989  482509              30193                   15778   \n",
       "2005     592372  584252               8665                      32   \n",
       "2015     683788  652173                  0                      85   \n",
       "\n",
       "        trees_no_area  trees_in_parks_cemeteries_airports  \n",
       "census                                                     \n",
       "1995            14478                                2786  \n",
       "2005             8715                                1396  \n",
       "2015                0                                6575  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd, geopandas as gpd, matplotlib.pyplot as plt\n",
    "DATA = '../data'\n",
    "plt.rcParams.update({'figure.dpi': 110, 'axes.spines.top': False, 'axes.spines.right': False, 'font.size': 10})\n",
    "city = pd.read_csv(f'{DATA}/tables/citywide.csv').set_index('census')\n",
    "city"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "233c7e8a",
   "metadata": {},
   "source": [
    "## 1. Citywide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "77eb7023",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Live street trees: 482,509 in 1995, 584,252 in 2005, 652,173 in 2015\n",
      "1995 to 2015: +169,664 (+35.2%)\n"
     ]
    }
   ],
   "source": [
    "t = city.trees\n",
    "print(f\"Live street trees: {t[1995]:,} in 1995, {t[2005]:,} in 2005, {t[2015]:,} in 2015\")\n",
    "print(f\"1995 to 2015: {t[2015] - t[1995]:+,} ({t[2015] / t[1995] - 1:+.1%})\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3296bf92",
   "metadata": {},
   "source": [
    "## 2. By borough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "86e21e48",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 880x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>trees_1995</th>\n",
       "      <th>trees_2005</th>\n",
       "      <th>trees_2015</th>\n",
       "      <th>change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>borough</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bronx</th>\n",
       "      <td>41830.0</td>\n",
       "      <td>57070.0</td>\n",
       "      <td>78894.0</td>\n",
       "      <td>0.886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brooklyn</th>\n",
       "      <td>106540.0</td>\n",
       "      <td>140041.0</td>\n",
       "      <td>167857.0</td>\n",
       "      <td>0.576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Manhattan</th>\n",
       "      <td>42289.0</td>\n",
       "      <td>49018.0</td>\n",
       "      <td>61483.0</td>\n",
       "      <td>0.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Queens</th>\n",
       "      <td>201826.0</td>\n",
       "      <td>230417.0</td>\n",
       "      <td>235767.0</td>\n",
       "      <td>0.168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Staten Island</th>\n",
       "      <td>72631.0</td>\n",
       "      <td>97568.0</td>\n",
       "      <td>101443.0</td>\n",
       "      <td>0.397</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               trees_1995  trees_2005  trees_2015  change\n",
       "borough                                                  \n",
       "Bronx             41830.0     57070.0     78894.0   0.886\n",
       "Brooklyn         106540.0    140041.0    167857.0   0.576\n",
       "Manhattan         42289.0     49018.0     61483.0   0.454\n",
       "Queens           201826.0    230417.0    235767.0   0.168\n",
       "Staten Island     72631.0     97568.0    101443.0   0.397"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ch = pd.read_csv(f'{DATA}/tables/change_1995_2015.csv')\n",
    "b = ch.groupby('borough')[['trees_1995', 'trees_2005', 'trees_2015']].sum()\n",
    "b['change'] = (b.trees_2015 / b.trees_1995 - 1).round(3)\n",
    "ax = b[['trees_1995', 'trees_2005', 'trees_2015']].plot.bar(figsize=(8, 4), ylabel='Live street trees', rot=0); plt.show()\n",
    "b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0540f045",
   "metadata": {},
   "source": [
    "## 3. Neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "51193c51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "188 neighbourhoods; 14 have fewer trees; 51 at least doubled; median change 44.3 %\n"
     ]
    },
    {
     "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>name</th>\n",
       "      <th>borough</th>\n",
       "      <th>trees_1995</th>\n",
       "      <th>trees_2015</th>\n",
       "      <th>change</th>\n",
       "      <th>change_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>East New York</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>2892.0</td>\n",
       "      <td>9162.0</td>\n",
       "      <td>6270.0</td>\n",
       "      <td>216.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Great Kills</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>6893.0</td>\n",
       "      <td>10267.0</td>\n",
       "      <td>3374.0</td>\n",
       "      <td>48.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Hunts Point</td>\n",
       "      <td>Bronx</td>\n",
       "      <td>325.0</td>\n",
       "      <td>3292.0</td>\n",
       "      <td>2967.0</td>\n",
       "      <td>912.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Charleston-Richmond Valley-Tottenville</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>4964.0</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>2946.0</td>\n",
       "      <td>59.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Crown Heights North</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>3386.0</td>\n",
       "      <td>6181.0</td>\n",
       "      <td>2795.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Bushwick South</td>\n",
       "      <td>Brooklyn</td>\n",
       "      <td>1582.0</td>\n",
       "      <td>4334.0</td>\n",
       "      <td>2752.0</td>\n",
       "      <td>174.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Far Rockaway-Bayswater</td>\n",
       "      <td>Queens</td>\n",
       "      <td>2090.0</td>\n",
       "      <td>4711.0</td>\n",
       "      <td>2621.0</td>\n",
       "      <td>125.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Rossville-Woodrow</td>\n",
       "      <td>Staten Island</td>\n",
       "      <td>6219.0</td>\n",
       "      <td>8840.0</td>\n",
       "      <td>2621.0</td>\n",
       "      <td>42.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       name        borough  trees_1995  \\\n",
       "41                            East New York       Brooklyn      2892.0   \n",
       "187                             Great Kills  Staten Island      6893.0   \n",
       "63                              Hunts Point          Bronx       325.0   \n",
       "174  Charleston-Richmond Valley-Tottenville  Staten Island      4964.0   \n",
       "28                      Crown Heights North       Brooklyn      3386.0   \n",
       "38                           Bushwick South       Brooklyn      1582.0   \n",
       "123                  Far Rockaway-Bayswater         Queens      2090.0   \n",
       "181                       Rossville-Woodrow  Staten Island      6219.0   \n",
       "\n",
       "     trees_2015  change  change_pct  \n",
       "41       9162.0  6270.0       216.8  \n",
       "187     10267.0  3374.0        48.9  \n",
       "63       3292.0  2967.0       912.9  \n",
       "174      7910.0  2946.0        59.3  \n",
       "28       6181.0  2795.0        82.5  \n",
       "38       4334.0  2752.0       174.0  \n",
       "123      4711.0  2621.0       125.4  \n",
       "181      8840.0  2621.0        42.1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(ch), 'neighbourhoods;', (ch.change < 0).sum(), 'have fewer trees;', (ch.change_pct >= 100).sum(), 'at least doubled; median change', ch.change_pct.median(), '%')\n",
    "ch.sort_values('change', ascending=False).head(8)[['name', 'borough', 'trees_1995', 'trees_2015', 'change', 'change_pct']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a8640769",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 880x880 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = gpd.read_file(f'{DATA}/geometry/neighbourhoods.geojson').merge(ch[['nta', 'change_pct']], left_on='key', right_on='nta')\n",
    "ax = g.to_crs(2263).plot(column='change_pct', cmap='BrBG', vmin=-200, vmax=200, legend=True, figsize=(8, 8), legend_kwds={'label': 'Change in live street trees, 1995 to 2015 (%)'})\n",
    "ax.set_axis_off(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8af93594",
   "metadata": {},
   "source": [
    "## 4. East New York, tree by tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c3754de2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "census\n",
      "1995     5289\n",
      "2005     6717\n",
      "2015    15402\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1320x484 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = pd.read_csv(f'{DATA}/trees/east_new_york_trees.csv')\n",
    "print(e.groupby('census').size())\n",
    "fig, axs = plt.subplots(1, 3, figsize=(12, 4.4), sharex=True, sharey=True)\n",
    "for ax, y in zip(axs, (1995, 2005, 2015)):\n",
    "    s = e[e.census == y]; ax.scatter(s.lng, s.lat, s=1.5, c='#238b45'); ax.set_title(f'{y}: {len(s):,} trees'); ax.set_axis_off(); ax.set_aspect(1.32)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2daca5cd",
   "metadata": {},
   "source": [
    "## 5. Species"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4c2444ab",
   "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>share_1995</th>\n",
       "      <th>share_2005</th>\n",
       "      <th>share_2015</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>species</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>London planetree</th>\n",
       "      <td>18.1</td>\n",
       "      <td>15.3</td>\n",
       "      <td>13.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Honeylocust</th>\n",
       "      <td>6.9</td>\n",
       "      <td>8.9</td>\n",
       "      <td>9.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Callery pear</th>\n",
       "      <td>6.4</td>\n",
       "      <td>10.8</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pin oak</th>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway maple</th>\n",
       "      <td>22.2</td>\n",
       "      <td>12.7</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherry</th>\n",
       "      <td>0.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Littleleaf linden</th>\n",
       "      <td>5.4</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japanese zelkova</th>\n",
       "      <td>1.2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   share_1995  share_2005  share_2015\n",
       "species                                              \n",
       "London planetree         18.1        15.3        13.3\n",
       "Honeylocust               6.9         8.9         9.9\n",
       "Callery pear              6.4        10.8         9.0\n",
       "Pin oak                   7.5         7.5         8.2\n",
       "Norway maple             22.2        12.7         5.2\n",
       "Cherry                    0.3         1.7         4.6\n",
       "Littleleaf linden         5.4         4.7         4.6\n",
       "Japanese zelkova          1.2         2.5         4.5"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp = pd.read_csv(f'{DATA}/tables/species.csv').set_index('species')\n",
    "sp[['share_1995', 'share_2005', 'share_2015']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70d39196",
   "metadata": {},
   "source": [
    "## Read it carefully\n",
    "\n",
    "- **A tree is a live record.** Dead trees, stumps, shafts and planting spaces are left out of every census.\n",
    "- **Placed by position.** Each tree goes to the neighbourhood its latitude and longitude fall in. Trees a census could\n",
    "  not place go to the area the census named, or count only citywide (`citywide.csv` says how many).\n",
    "- **The neighbourhoods are 2010's**, dissolved from the 2010 census tracts; parks, cemeteries and airports are left out\n",
    "  of the map, and the few trees in them count only citywide."
   ]
  }
 ],
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