{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup supporting packages"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from arcgis.gis import GIS\n",
"from arcgis.features import FeatureLayer\n",
"from arcgis.geocoding import geocode\n",
"\n",
"import requests"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## HUC12 of interest"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#huc12 = '051302030106' # Tennessee\n",
"huc12 = '010900010704'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Query ArcGIS based watershed web service"
]
},
{
"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: right;\">\n",
" <th></th>\n",
" <th>AREAACRES</th>\n",
" <th>AREASQKM</th>\n",
" <th>GNIS_ID</th>\n",
" <th>HUC12</th>\n",
" <th>HUMOD</th>\n",
" <th>HUTYPE</th>\n",
" <th>LOADDATE</th>\n",
" <th>METASOURCEID</th>\n",
" <th>NAME</th>\n",
" <th>NONCONTRIBUTINGAREAACRES</th>\n",
" <th>...</th>\n",
" <th>OBJECTID</th>\n",
" <th>SHAPE</th>\n",
" <th>SHAPE_Area</th>\n",
" <th>SHAPE_Length</th>\n",
" <th>SOURCEDATADESC</th>\n",
" <th>SOURCEFEATUREID</th>\n",
" <th>SOURCEORIGINATOR</th>\n",
" <th>STATES</th>\n",
" <th>TNMID</th>\n",
" <th>TOHUC</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>36639.444604</td>\n",
" <td>148.274556</td>\n",
" <td>None</td>\n",
" <td>010900010704</td>\n",
" <td>PD</td>\n",
" <td>F</td>\n",
" <td>NaT</td>\n",
" <td>None</td>\n",
" <td>Charles River-Frontal Boston Harbor</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>79751</td>\n",
" <td>{\"rings\": [[[-71.25066850628518, 42.3499071889...</td>\n",
" <td>2.714994e+08</td>\n",
" <td>153951.448827</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>MA</td>\n",
" <td>-334536</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" AREAACRES AREASQKM GNIS_ID HUC12 HUMOD HUTYPE LOADDATE \\\n",
"0 36639.444604 148.274556 None 010900010704 PD F NaT \n",
"\n",
" METASOURCEID NAME NONCONTRIBUTINGAREAACRES \\\n",
"0 None Charles River-Frontal Boston Harbor 0 \n",
"\n",
" ... OBJECTID SHAPE \\\n",
"0 ... 79751 {\"rings\": [[[-71.25066850628518, 42.3499071889... \n",
"\n",
" SHAPE_Area SHAPE_Length SOURCEDATADESC SOURCEFEATUREID \\\n",
"0 2.714994e+08 153951.448827 None None \n",
"\n",
" SOURCEORIGINATOR STATES TNMID TOHUC \n",
"0 None MA -334536 None \n",
"\n",
"[1 rows x 21 columns]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"huc_result = None\n",
"\n",
"lyr_url = 'https://watersgeo.epa.gov/arcgis/rest/services/Support/HydrologicUnits/MapServer/6'\n",
"huc12_conus = FeatureLayer(lyr_url)\n",
"\n",
"huc_result = huc12_conus.query(where=\"HUC12='\" + huc12 + \"'\", \n",
" out_fields='*',out_sr=4326)\n",
"huc_result.sdf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display watershed result on map"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "328914c386464df4a879d7395840d406",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"<p>Failed to display Jupyter Widget of type <code>MapView</code>.</p>\n",
"<p>\n",
" If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n",
" that the widgets JavaScript is still loading. If this message persists, it\n",
" likely means that the widgets JavaScript library is either not installed or\n",
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
" Widgets Documentation</a> for setup instructions.\n",
"</p>\n",
"<p>\n",
" If you're reading this message in another notebook frontend (for example, a static\n",
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
" it may mean that your frontend doesn't currently support widgets.\n",
"</p>\n"
],
"text/plain": [
"MapView(layout=Layout(height='400px', width='100%'))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div class=\"map-static-img-preview-743cb9a1-5faf-4905-82b9-c0f318be5416\"><img src=\"\"></img></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gis = GIS()\n",
"map1 = gis.map()\n",
"map1.basemap = \"gray\"\n",
"map1.height = '650px'\n",
"map1.clear_graphics()\n",
"\n",
"huc_symbol = {\n",
" \"type\": \"esriSFS\",\n",
" \"color\": [230, 76, 0, 50],\n",
" \"outline\": {\n",
" \"type\": \"esriSLS\",\n",
" \"color\": [0, 0, 0, 255],\n",
" \"width\": 0.75,\n",
" \"style\": \"esriSLSSolid\"\n",
" },\n",
" \"style\": \"esriSFSSolid\"\n",
"}\n",
"\n",
"map1.draw(huc_result,symbol=huc_symbol)\n",
"\n",
"map1.extent = huc_result.sdf.spatial.full_extent\n",
"\n",
"map1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieve ATTAINS assessment LINES from ATTAINS ArcGIS based web service (this is NOT the approach as it does not conform to the NHDPlus WBD to Catchment crosswalk)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"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>OBJECTID</th>\n",
" <th>algal_growth</th>\n",
" <th>ammonia</th>\n",
" <th>assessmentunitidentifier</th>\n",
" <th>assessmentunitname</th>\n",
" <th>biotoxins</th>\n",
" <th>cause_unknown</th>\n",
" <th>cause_unknown_fish_kills</th>\n",
" <th>cause_unknown_impaired_biota</th>\n",
" <th>chlorine</th>\n",
" <th>...</th>\n",
" <th>state</th>\n",
" <th>submissionid</th>\n",
" <th>taste_color_and_odor</th>\n",
" <th>temperature</th>\n",
" <th>total_toxics</th>\n",
" <th>toxic_inorganics</th>\n",
" <th>toxic_organics</th>\n",
" <th>trash</th>\n",
" <th>turbidity</th>\n",
" <th>visionpriority303d</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MT1-L0135</td>\n",
" <td>PRAIRIE VIEW LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LB1-L0020</td>\n",
" <td>CRYSTAL SPRINGS NORTHWEST LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-BB3-L0050</td>\n",
" <td>LAKE HASTINGS</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MT1-L0023</td>\n",
" <td>HALLECK PARK (PAPILLION)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-BB1-10000</td>\n",
" <td>BIG BLUE RIVER</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-NE2-L0195</td>\n",
" <td>MAYBERRY LAKE (WMA)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-RE1-L0040</td>\n",
" <td>HOLDREGE PARK LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MT1-10250</td>\n",
" <td>WEST PAPILLION CREEK</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MT2-L0060</td>\n",
" <td>PLAINVIEW COUNTRY CLUB LAKE</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-BB1-L0040</td>\n",
" <td>ARROWHEAD LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LP1-L0060</td>\n",
" <td>JERRY NEWMAN LAKE (PLATTE RIVER STATE PARK)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-SP1-L0070</td>\n",
" <td>EAST SUTHERLAND LAKE (WMA)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-WH1-11820</td>\n",
" <td>WEST ASH CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LO1-L0130</td>\n",
" <td>PIBEL LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MT2-12500</td>\n",
" <td>BAZILE CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MT2-10100</td>\n",
" <td>ELK CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-RE1-10200</td>\n",
" <td>LOST CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-WH1-11300</td>\n",
" <td>CHADRON CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-RE3-L0060</td>\n",
" <td>HUGH BUTLER LAKE (RED WILLOW RESERVOIR)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-NI3-L0070</td>\n",
" <td>CUB CREEK LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-EL1-21000</td>\n",
" <td>ROCK CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LO4-L0010</td>\n",
" <td>RAVENNA LAKE (SRA)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MP2-20400</td>\n",
" <td>PLUM CREEK</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-MP2-L0430</td>\n",
" <td>BLUE HOLE LAKE (ELM CREEK)(WMA)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>NE-LP2-L0260</td>\n",
" <td>WEST TWIN LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LB2-10100</td>\n",
" <td>BIG SANDY CREEK</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-NE2-12330</td>\n",
" <td>LONG BRANCH CREEK</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LP2-L0060</td>\n",
" <td>OAK LAKE</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-LO4-10100</td>\n",
" <td>MUD CREEK</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NE-BB1-L0100</td>\n",
" <td>WALNUT CREEK LAKE (2A)</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NE</td>\n",
" <td>{c92ee4b6-0fb4-a64a-556c-e98040793b15}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256913</th>\n",
" <td>257081</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0133</td>\n",
" <td>Rockwood Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256914</th>\n",
" <td>257082</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0134</td>\n",
" <td>Sprite Creek, Lower, and tribs</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256915</th>\n",
" <td>257083</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0135</td>\n",
" <td>Sprite Creek, Upper, and tribs</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256916</th>\n",
" <td>257084</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0136</td>\n",
" <td>Mud Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256917</th>\n",
" <td>257085</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0137</td>\n",
" <td>Peck Creek and tribs</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256918</th>\n",
" <td>257086</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0138</td>\n",
" <td>Tribs to Peck Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256919</th>\n",
" <td>257087</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0139</td>\n",
" <td>Vandenburg Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256920</th>\n",
" <td>257088</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0140</td>\n",
" <td>Woodworth Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256921</th>\n",
" <td>257089</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0141</td>\n",
" <td>Hinds Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256922</th>\n",
" <td>257090</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1201-0142</td>\n",
" <td>Mountain Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256923</th>\n",
" <td>257091</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>NY1301-0140</td>\n",
" <td>Wallace Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256924</th>\n",
" <td>257092</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0141</td>\n",
" <td>Canopus Creek and tribs</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256925</th>\n",
" <td>257093</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0142</td>\n",
" <td>Lake Celeste</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256926</th>\n",
" <td>257094</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0143</td>\n",
" <td>Indian Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256927</th>\n",
" <td>257095</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0144</td>\n",
" <td>Cortlandt Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256928</th>\n",
" <td>257096</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0145</td>\n",
" <td>Canopus Lake, Pelton Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256929</th>\n",
" <td>257097</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0146</td>\n",
" <td>Gregory Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256930</th>\n",
" <td>257098</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0147</td>\n",
" <td>Lake Peekskill</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256931</th>\n",
" <td>257099</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0148</td>\n",
" <td>Mud Lake, Clear Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256932</th>\n",
" <td>257100</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>NY1301-0149</td>\n",
" <td>Lake Mohegan</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256933</th>\n",
" <td>257101</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0150</td>\n",
" <td>Oceola Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256934</th>\n",
" <td>257102</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0151</td>\n",
" <td>Bryant Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256935</th>\n",
" <td>257103</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0152</td>\n",
" <td>Wiccopee Brook and tribs</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256936</th>\n",
" <td>257104</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0153</td>\n",
" <td>Wiccopee Reservoir</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256937</th>\n",
" <td>257105</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0154</td>\n",
" <td>Tribs to Wiccopee Reservoir</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256938</th>\n",
" <td>257106</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0155</td>\n",
" <td>Stillwater Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256939</th>\n",
" <td>257107</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0156</td>\n",
" <td>Lake Ossi</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256940</th>\n",
" <td>257108</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0157</td>\n",
" <td>Dickiebusch Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256941</th>\n",
" <td>257109</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0158</td>\n",
" <td>Brocey Pond</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256942</th>\n",
" <td>257110</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>NY1301-0159</td>\n",
" <td>Hessian Lake</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>NY</td>\n",
" <td>{f894344e-7181-d1d6-9526-fe1ebb3b9b12}</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>N</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>256943 rows × 57 columns</p>\n",
"</div>"
],
"text/plain": [
" OBJECTID algal_growth ammonia assessmentunitidentifier \\\n",
"0 1 None None NE-MT1-L0135 \n",
"1 2 None None NE-LB1-L0020 \n",
"2 3 None None NE-BB3-L0050 \n",
"3 4 None None NE-MT1-L0023 \n",
"4 5 None None NE-BB1-10000 \n",
"5 6 None None NE-NE2-L0195 \n",
"6 7 None None NE-RE1-L0040 \n",
"7 8 None None NE-MT1-10250 \n",
"8 9 None None NE-MT2-L0060 \n",
"9 10 None None NE-BB1-L0040 \n",
"10 11 None None NE-LP1-L0060 \n",
"11 12 None None NE-SP1-L0070 \n",
"12 13 None None NE-WH1-11820 \n",
"13 14 None None NE-LO1-L0130 \n",
"14 15 None None NE-MT2-12500 \n",
"15 16 None None NE-MT2-10100 \n",
"16 17 None None NE-RE1-10200 \n",
"17 18 None None NE-WH1-11300 \n",
"18 19 None None NE-RE3-L0060 \n",
"19 20 None None NE-NI3-L0070 \n",
"20 21 None None NE-EL1-21000 \n",
"21 22 None None NE-LO4-L0010 \n",
"22 23 None None NE-MP2-20400 \n",
"23 24 None None NE-MP2-L0430 \n",
"24 25 None Cause NE-LP2-L0260 \n",
"25 26 None None NE-LB2-10100 \n",
"26 27 None None NE-NE2-12330 \n",
"27 28 None None NE-LP2-L0060 \n",
"28 29 None None NE-LO4-10100 \n",
"29 30 None None NE-BB1-L0100 \n",
"... ... ... ... ... \n",
"256913 257081 None None NY1201-0133 \n",
"256914 257082 None None NY1201-0134 \n",
"256915 257083 None None NY1201-0135 \n",
"256916 257084 None None NY1201-0136 \n",
"256917 257085 None None NY1201-0137 \n",
"256918 257086 None None NY1201-0138 \n",
"256919 257087 None None NY1201-0139 \n",
"256920 257088 None None NY1201-0140 \n",
"256921 257089 None None NY1201-0141 \n",
"256922 257090 None None NY1201-0142 \n",
"256923 257091 Cause None NY1301-0140 \n",
"256924 257092 None None NY1301-0141 \n",
"256925 257093 None None NY1301-0142 \n",
"256926 257094 None None NY1301-0143 \n",
"256927 257095 None None NY1301-0144 \n",
"256928 257096 None None NY1301-0145 \n",
"256929 257097 None None NY1301-0146 \n",
"256930 257098 None None NY1301-0147 \n",
"256931 257099 None None NY1301-0148 \n",
"256932 257100 Cause None NY1301-0149 \n",
"256933 257101 None None NY1301-0150 \n",
"256934 257102 None None NY1301-0151 \n",
"256935 257103 None None NY1301-0152 \n",
"256936 257104 None None NY1301-0153 \n",
"256937 257105 None None NY1301-0154 \n",
"256938 257106 None None NY1301-0155 \n",
"256939 257107 None None NY1301-0156 \n",
"256940 257108 None None NY1301-0157 \n",
"256941 257109 None None NY1301-0158 \n",
"256942 257110 None None NY1301-0159 \n",
"\n",
" assessmentunitname biotoxins cause_unknown \\\n",
"0 PRAIRIE VIEW LAKE None None \n",
"1 CRYSTAL SPRINGS NORTHWEST LAKE None None \n",
"2 LAKE HASTINGS None None \n",
"3 HALLECK PARK (PAPILLION) None None \n",
"4 BIG BLUE RIVER None None \n",
"5 MAYBERRY LAKE (WMA) None None \n",
"6 HOLDREGE PARK LAKE None None \n",
"7 WEST PAPILLION CREEK None None \n",
"8 PLAINVIEW COUNTRY CLUB LAKE Cause None \n",
"9 ARROWHEAD LAKE None None \n",
"10 JERRY NEWMAN LAKE (PLATTE RIVER STATE PARK) None None \n",
"11 EAST SUTHERLAND LAKE (WMA) None None \n",
"12 WEST ASH CREEK Cause None \n",
"13 PIBEL LAKE None None \n",
"14 BAZILE CREEK Cause None \n",
"15 ELK CREEK Cause None \n",
"16 LOST CREEK Cause None \n",
"17 CHADRON CREEK Cause None \n",
"18 HUGH BUTLER LAKE (RED WILLOW RESERVOIR) None None \n",
"19 CUB CREEK LAKE None None \n",
"20 ROCK CREEK Cause None \n",
"21 RAVENNA LAKE (SRA) None None \n",
"22 PLUM CREEK None None \n",
"23 BLUE HOLE LAKE (ELM CREEK)(WMA) None None \n",
"24 WEST TWIN LAKE None None \n",
"25 BIG SANDY CREEK None None \n",
"26 LONG BRANCH CREEK None None \n",
"27 OAK LAKE None None \n",
"28 MUD CREEK None None \n",
"29 WALNUT CREEK LAKE (2A) None None \n",
"... ... ... ... \n",
"256913 Rockwood Lake None None \n",
"256914 Sprite Creek, Lower, and tribs None None \n",
"256915 Sprite Creek, Upper, and tribs None None \n",
"256916 Mud Lake None None \n",
"256917 Peck Creek and tribs None None \n",
"256918 Tribs to Peck Lake None None \n",
"256919 Vandenburg Pond None None \n",
"256920 Woodworth Lake None None \n",
"256921 Hinds Pond None None \n",
"256922 Mountain Lake None None \n",
"256923 Wallace Pond None None \n",
"256924 Canopus Creek and tribs None None \n",
"256925 Lake Celeste None None \n",
"256926 Indian Lake None None \n",
"256927 Cortlandt Lake None None \n",
"256928 Canopus Lake, Pelton Lake None None \n",
"256929 Gregory Pond None None \n",
"256930 Lake Peekskill None None \n",
"256931 Mud Lake, Clear Lake None None \n",
"256932 Lake Mohegan None None \n",
"256933 Oceola Lake None None \n",
"256934 Bryant Pond None None \n",
"256935 Wiccopee Brook and tribs None None \n",
"256936 Wiccopee Reservoir None None \n",
"256937 Tribs to Wiccopee Reservoir None None \n",
"256938 Stillwater Pond None None \n",
"256939 Lake Ossi None None \n",
"256940 Dickiebusch Lake None None \n",
"256941 Brocey Pond None None \n",
"256942 Hessian Lake None None \n",
"\n",
" cause_unknown_fish_kills cause_unknown_impaired_biota chlorine ... \\\n",
"0 None None None ... \n",
"1 None None None ... \n",
"2 None None None ... \n",
"3 None None None ... \n",
"4 None None None ... \n",
"5 None None None ... \n",
"6 None None None ... \n",
"7 None None None ... \n",
"8 None None None ... \n",
"9 None None None ... \n",
"10 None None None ... \n",
"11 None None None ... \n",
"12 None None None ... \n",
"13 None None None ... \n",
"14 None None None ... \n",
"15 None None None ... \n",
"16 None None None ... \n",
"17 None None None ... \n",
"18 None None None ... \n",
"19 None None None ... \n",
"20 None Cause None ... \n",
"21 None None None ... \n",
"22 None Cause None ... \n",
"23 None None None ... \n",
"24 None None None ... \n",
"25 None None None ... \n",
"26 None Cause None ... \n",
"27 None None None ... \n",
"28 None Cause None ... \n",
"29 None None None ... \n",
"... ... ... ... ... \n",
"256913 None None None ... \n",
"256914 None None None ... \n",
"256915 None None None ... \n",
"256916 None None None ... \n",
"256917 None None None ... \n",
"256918 None None None ... \n",
"256919 None None None ... \n",
"256920 None None None ... \n",
"256921 None None None ... \n",
"256922 None None None ... \n",
"256923 None None None ... \n",
"256924 None None None ... \n",
"256925 None None None ... \n",
"256926 None None None ... \n",
"256927 None None None ... \n",
"256928 None None None ... \n",
"256929 None None None ... \n",
"256930 None None None ... \n",
"256931 None None None ... \n",
"256932 None None None ... \n",
"256933 None None None ... \n",
"256934 None None None ... \n",
"256935 None None None ... \n",
"256936 None None None ... \n",
"256937 None None None ... \n",
"256938 None None None ... \n",
"256939 None None None ... \n",
"256940 None None None ... \n",
"256941 None None None ... \n",
"256942 None None None ... \n",
"\n",
" state submissionid taste_color_and_odor \\\n",
"0 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"1 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"2 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"3 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"4 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"5 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"6 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"7 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"8 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"9 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"10 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"11 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"12 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"13 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"14 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"15 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"16 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"17 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"18 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"19 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"20 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"21 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"22 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"23 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"24 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"25 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"26 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"27 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"28 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"29 NE {c92ee4b6-0fb4-a64a-556c-e98040793b15} None \n",
"... ... ... ... \n",
"256913 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256914 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256915 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256916 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256917 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256918 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256919 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256920 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256921 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256922 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256923 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256924 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256925 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256926 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256927 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256928 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256929 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256930 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256931 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256932 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256933 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256934 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256935 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256936 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256937 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256938 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256939 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256940 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256941 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"256942 NY {f894344e-7181-d1d6-9526-fe1ebb3b9b12} None \n",
"\n",
" temperature total_toxics toxic_inorganics toxic_organics trash \\\n",
"0 None None None None None \n",
"1 None None None None None \n",
"2 None None None None None \n",
"3 None None None None None \n",
"4 None None None None None \n",
"5 None None None None None \n",
"6 None None None None None \n",
"7 None None None None None \n",
"8 None None None None None \n",
"9 None None None None None \n",
"10 None None None None None \n",
"11 None None None None None \n",
"12 None None None None None \n",
"13 None None None None None \n",
"14 None None None None None \n",
"15 None None None None None \n",
"16 None None None None None \n",
"17 None None None None None \n",
"18 None None None None None \n",
"19 None None None None None \n",
"20 None None None None None \n",
"21 None None None None None \n",
"22 None None None None None \n",
"23 None None None None None \n",
"24 None None None None None \n",
"25 None None None None None \n",
"26 None None None None None \n",
"27 None None None None None \n",
"28 None None None None None \n",
"29 None None None None None \n",
"... ... ... ... ... ... \n",
"256913 None None None None None \n",
"256914 None None None None None \n",
"256915 None None None None None \n",
"256916 None None None None None \n",
"256917 None None None None None \n",
"256918 None None None None None \n",
"256919 None None None None None \n",
"256920 None None None None None \n",
"256921 None None None None None \n",
"256922 None None None None None \n",
"256923 None None None None None \n",
"256924 None None None None None \n",
"256925 None None None None None \n",
"256926 None None None None None \n",
"256927 None None None None None \n",
"256928 None None None None None \n",
"256929 None None None None None \n",
"256930 None None None None None \n",
"256931 None None None None None \n",
"256932 None None None None None \n",
"256933 None None None None None \n",
"256934 None None None None None \n",
"256935 None None None None None \n",
"256936 None None None None None \n",
"256937 None None None None None \n",
"256938 None None None None None \n",
"256939 None None None None None \n",
"256940 None None None None None \n",
"256941 None None None None None \n",
"256942 None None None None None \n",
"\n",
" turbidity visionpriority303d \n",
"0 None N \n",
"1 None N \n",
"2 None N \n",
"3 None N \n",
"4 None N \n",
"5 None N \n",
"6 None N \n",
"7 None N \n",
"8 None N \n",
"9 None N \n",
"10 None N \n",
"11 None N \n",
"12 None Y \n",
"13 None N \n",
"14 None Y \n",
"15 None Y \n",
"16 None Y \n",
"17 None Y \n",
"18 None N \n",
"19 None N \n",
"20 None Y \n",
"21 None N \n",
"22 None N \n",
"23 None N \n",
"24 None N \n",
"25 None Y \n",
"26 None N \n",
"27 None N \n",
"28 None N \n",
"29 None N \n",
"... ... ... \n",
"256913 None N \n",
"256914 None N \n",
"256915 None N \n",
"256916 None N \n",
"256917 None N \n",
"256918 None N \n",
"256919 None N \n",
"256920 None N \n",
"256921 None N \n",
"256922 None N \n",
"256923 None N \n",
"256924 None N \n",
"256925 None N \n",
"256926 None N \n",
"256927 None N \n",
"256928 None N \n",
"256929 None N \n",
"256930 None N \n",
"256931 None N \n",
"256932 None N \n",
"256933 None N \n",
"256934 None N \n",
"256935 None N \n",
"256936 None N \n",
"256937 None N \n",
"256938 None N \n",
"256939 None N \n",
"256940 None N \n",
"256941 None N \n",
"256942 None N \n",
"\n",
"[256943 rows x 57 columns]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from arcgis.geometry import filters\n",
"\n",
"attains_lines_result = None\n",
"\n",
"lines_lyr_url = 'https://gispub.epa.gov/arcgis/rest/services/OW/ATTAINS_Assessment/MapServer/1'\n",
"attains_lines_featurelayer = FeatureLayer(lines_lyr_url)\n",
"attains_lines_result = attains_lines_featurelayer.query(out_fields='*', out_sr=4326,\n",
" geometry_filter=filters.intersects(huc_result.features[0].geometry))\n",
"\n",
"attains_lines_result.sdf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show assessments from direct spatial query"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c8d0302f70e34ca5ad54b9ba1a7fb4ff",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"<p>Failed to display Jupyter Widget of type <code>MapView</code>.</p>\n",
"<p>\n",
" If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n",
" that the widgets JavaScript is still loading. If this message persists, it\n",
" likely means that the widgets JavaScript library is either not installed or\n",
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
" Widgets Documentation</a> for setup instructions.\n",
"</p>\n",
"<p>\n",
" If you're reading this message in another notebook frontend (for example, a static\n",
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
" it may mean that your frontend doesn't currently support widgets.\n",
"</p>\n"
],
"text/plain": [
"MapView(layout=Layout(height='400px', width='100%'))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div class=\"map-static-img-preview-3aa5704d-cb7a-43fa-9967-ef8cd7513fef\"><img src=\"\"></img></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gis = GIS()\n",
"map2 = gis.map()\n",
"map2.basemap = \"gray\"\n",
"map2.height = '650px'\n",
"map2.clear_graphics()\n",
"\n",
"symbol_attains = {\n",
" \"color\": [\n",
" 0,\n",
" 92,\n",
" 230,\n",
" 255\n",
" ],\n",
" \"width\": 2,\n",
" \"type\": \"esriSLS\",\n",
" \"style\": \"esriSLSSolid\"\n",
"}\n",
"\n",
"map2.draw(huc_result,symbol=huc_symbol)\n",
"\n",
"map2.draw(attains_result,symbol=symbol_attains)\n",
"\n",
"map2.extent = attains_result.sdf.spatial.full_extent\n",
"\n",
"map2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieve assessments from ATTAINS Java based web service"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"http://54.209.48.156/attains-public/api/huc12summary?huc=010900010704\n"
]
},
{
"data": {
"text/plain": [
"''"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = 'http://54.209.48.156/attains-public/api/huc12summary?huc=' + huc12\n",
"print(url)\n",
"response = requests.get(url) # To execute get request \n",
"#print(response.status_code) # To print http response code \n",
"#print(response.text) # To print formatted JSON response \n",
"\n",
"data = response.json()\n",
"\n",
"assessmentUnits = data['items'][0]['assessmentUnits']\n",
"\n",
"assessmentUnitList = []\n",
"for unit in assessmentUnits:\n",
" assessmentUnitList.append(unit['assessmentUnitId'])\n",
"\n",
"assessmentUnitList = \",\".join(map(lambda x: \"'\" + str(x) + \"'\",assessmentUnitList))\n",
"assessmentUnitList"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieve linear features from ArcGIS based on assessment list"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>OBJECTID</th>\n",
" <th>SHAPE</th>\n",
" <th>Shape_Length</th>\n",
" <th>abnormalflow</th>\n",
" <th>acidity</th>\n",
" <th>ammonia</th>\n",
" <th>assessmentunitidentifier</th>\n",
" <th>assessmentunitname</th>\n",
" <th>bacteriaandothermicrobes</th>\n",
" <th>biologicalpoisons</th>\n",
" <th>...</th>\n",
" <th>reportingcycle</th>\n",
" <th>salts</th>\n",
" <th>state</th>\n",
" <th>tastecolorandodor</th>\n",
" <th>temperature</th>\n",
" <th>totaltoxicchemicals</th>\n",
" <th>toxicinorganicchemicals</th>\n",
" <th>toxicorganicchemicals</th>\n",
" <th>trash</th>\n",
" <th>visionpriority303d</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5</td>\n",
" <td>{\"paths\": [[[-76.9667505038364, 38.87766563515...</td>\n",
" <td>1806.020444</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTPB01R_00</td>\n",
" <td>POPES BRANCH (HAWES RUN)</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9</td>\n",
" <td>{\"paths\": [[[-76.9534825065659, 38.86617797618...</td>\n",
" <td>668.726683</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTFD01R_00</td>\n",
" <td>FORT DAVIS TRIBUTARY</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>11</td>\n",
" <td>{\"paths\": [[[-76.94546523758953, 38.8862434426...</td>\n",
" <td>750.146112</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTFC01R_00</td>\n",
" <td>FORT CHAPLIN RUN</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>14</td>\n",
" <td>{\"paths\": [[[-76.94936394748217, 38.9130061189...</td>\n",
" <td>2268.004148</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTNA01R_00</td>\n",
" <td>NASH RUN</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>19</td>\n",
" <td>{\"paths\": [[[-76.95356791029826, 38.9067868554...</td>\n",
" <td>5764.890523</td>\n",
" <td>Cause</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>DCTWB00R_02</td>\n",
" <td>WATTS BRANCH DC</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Insufficient Information</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>20</td>\n",
" <td>{\"paths\": [[[-76.95753384381857, 38.9059979239...</td>\n",
" <td>522.760347</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTWB00R_01</td>\n",
" <td>WATTS BRANCH DC</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Insufficient Information</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>21</td>\n",
" <td>{\"paths\": [[[-76.9634179059476, 38.86311088822...</td>\n",
" <td>1289.339591</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTTX27R_00</td>\n",
" <td>TEXAS AVENUE TRIBUTARY</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>22</td>\n",
" <td>{\"paths\": [[[-76.96914131606617, 38.9170628668...</td>\n",
" <td>1968.783871</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTHR01R_00</td>\n",
" <td>HICKEY RUN</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>23</td>\n",
" <td>{\"paths\": [[[-76.97693208831835, 38.8574268728...</td>\n",
" <td>1186.674177</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTFS01R_00</td>\n",
" <td>FORT STANTON TRIBUTARY</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>24</td>\n",
" <td>{\"paths\": [[[-76.96316734605192, 38.8820414342...</td>\n",
" <td>2916.979367</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>DCTDU01R_00</td>\n",
" <td>FORT DUPONT CREEK</td>\n",
" <td>Cause</td>\n",
" <td>None</td>\n",
" <td>...</td>\n",
" <td>2020</td>\n",
" <td>None</td>\n",
" <td>DC</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Y</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10 rows × 55 columns</p>\n",
"</div>"
],
"text/plain": [
" OBJECTID SHAPE Shape_Length \\\n",
"0 5 {\"paths\": [[[-76.9667505038364, 38.87766563515... 1806.020444 \n",
"1 9 {\"paths\": [[[-76.9534825065659, 38.86617797618... 668.726683 \n",
"2 11 {\"paths\": [[[-76.94546523758953, 38.8862434426... 750.146112 \n",
"3 14 {\"paths\": [[[-76.94936394748217, 38.9130061189... 2268.004148 \n",
"4 19 {\"paths\": [[[-76.95356791029826, 38.9067868554... 5764.890523 \n",
"5 20 {\"paths\": [[[-76.95753384381857, 38.9059979239... 522.760347 \n",
"6 21 {\"paths\": [[[-76.9634179059476, 38.86311088822... 1289.339591 \n",
"7 22 {\"paths\": [[[-76.96914131606617, 38.9170628668... 1968.783871 \n",
"8 23 {\"paths\": [[[-76.97693208831835, 38.8574268728... 1186.674177 \n",
"9 24 {\"paths\": [[[-76.96316734605192, 38.8820414342... 2916.979367 \n",
"\n",
" abnormalflow acidity ammonia assessmentunitidentifier \\\n",
"0 None None None DCTPB01R_00 \n",
"1 None None None DCTFD01R_00 \n",
"2 None None None DCTFC01R_00 \n",
"3 Cause None None DCTNA01R_00 \n",
"4 Cause Cause None DCTWB00R_02 \n",
"5 Cause None None DCTWB00R_01 \n",
"6 Cause None None DCTTX27R_00 \n",
"7 Cause None None DCTHR01R_00 \n",
"8 None None None DCTFS01R_00 \n",
"9 None None None DCTDU01R_00 \n",
"\n",
" assessmentunitname bacteriaandothermicrobes biologicalpoisons \\\n",
"0 POPES BRANCH (HAWES RUN) Cause None \n",
"1 FORT DAVIS TRIBUTARY Cause None \n",
"2 FORT CHAPLIN RUN Cause None \n",
"3 NASH RUN Cause None \n",
"4 WATTS BRANCH DC Cause None \n",
"5 WATTS BRANCH DC Cause None \n",
"6 TEXAS AVENUE TRIBUTARY Cause None \n",
"7 HICKEY RUN Cause None \n",
"8 FORT STANTON TRIBUTARY Cause None \n",
"9 FORT DUPONT CREEK Cause None \n",
"\n",
" ... reportingcycle salts state tastecolorandodor temperature \\\n",
"0 ... 2020 None DC None None \n",
"1 ... 2020 None DC None None \n",
"2 ... 2020 None DC None None \n",
"3 ... 2020 None DC None None \n",
"4 ... 2020 None DC None None \n",
"5 ... 2020 None DC None None \n",
"6 ... 2020 None DC None None \n",
"7 ... 2020 None DC None None \n",
"8 ... 2020 None DC None None \n",
"9 ... 2020 None DC None None \n",
"\n",
" totaltoxicchemicals toxicinorganicchemicals toxicorganicchemicals trash \\\n",
"0 None None Cause None \n",
"1 None None None None \n",
"2 None None None None \n",
"3 None None Cause None \n",
"4 None None Insufficient Information None \n",
"5 None None Insufficient Information None \n",
"6 None None Cause None \n",
"7 None None Cause None \n",
"8 None None Cause None \n",
"9 None None None None \n",
"\n",
" visionpriority303d \n",
"0 Y \n",
"1 Y \n",
"2 Y \n",
"3 Y \n",
"4 Y \n",
"5 Y \n",
"6 Y \n",
"7 Y \n",
"8 Y \n",
"9 Y \n",
"\n",
"[10 rows x 55 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from arcgis.geometry import filters\n",
"\n",
"lyr_url = 'https://inlandwaters.geoplatform.gov/arcgis/rest/services/BETA/hmw_cip/MapServer/1'\n",
"attains_lines_featurelayer = FeatureLayer(lyr_url)\n",
"query_result3 = attains_lines_featurelayer.query(where=\"assessmentunitidentifier in (\" + assessmentUnitList + \")\", \n",
" out_fields='*',out_sr=4326)\n",
"\n",
"query_result3.sdf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display linear features on map"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7acd0c9574014cc0a73bfbcce17cd011",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"<p>Failed to display Jupyter Widget of type <code>MapView</code>.</p>\n",
"<p>\n",
" If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n",
" that the widgets JavaScript is still loading. If this message persists, it\n",
" likely means that the widgets JavaScript library is either not installed or\n",
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
" Widgets Documentation</a> for setup instructions.\n",
"</p>\n",
"<p>\n",
" If you're reading this message in another notebook frontend (for example, a static\n",
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
" it may mean that your frontend doesn't currently support widgets.\n",
"</p>\n"
],
"text/plain": [
"MapView(layout=Layout(height='400px', width='100%'))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gis = GIS()\n",
"map3 = gis.map()\n",
"map3.basemap = \"gray\"\n",
"map3.height = '650px'\n",
"map3.clear_graphics()\n",
"\n",
"symbol = {\n",
" \"color\": [\n",
" 0,\n",
" 92,\n",
" 230,\n",
" 255\n",
" ],\n",
" \"width\": 2,\n",
" \"type\": \"esriSLS\",\n",
" \"style\": \"esriSLSSolid\"\n",
"}\n",
"\n",
"map3.draw(query_result3,symbol=symbol)\n",
"\n",
"map3.extent = query_result3.sdf.spatial.full_extent\n",
"\n",
"map3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieve point features from ArcGIS based on assessment list"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No point features found.\n"
]
}
],
"source": [
"from arcgis.geometry import filters\n",
"\n",
"lyr_url = 'https://inlandwaters.geoplatform.gov/arcgis/rest/services/BETA/hmw_cip/MapServer/0'\n",
"attains_point_featurelayer = FeatureLayer(lyr_url)\n",
"query_result4 = attains_point_featurelayer.query(where=\"assessmentunitidentifier in (\" + assessmentUnitList + \")\", \n",
" out_fields='*',out_sr=4326)\n",
"\n",
"if len(query_result4.features) == 0:\n",
" print(\"No point features found.\")\n",
"else:\n",
" query_result4.sdf"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No point features found.\n"
]
}
],
"source": [
"if len(query_result4.features) == 0:\n",
" print(\"No point features found.\")\n",
"else:\n",
" gis = GIS()\n",
" map4 = gis.map()\n",
" map4.basemap = \"gray\"\n",
" map4.height = '650px'\n",
" map4.clear_graphics()\n",
"\n",
" symbol = {\n",
" \"color\": [\n",
" 0,\n",
" 92,\n",
" 230,\n",
" 255\n",
" ],\n",
" \"width\": 2,\n",
" \"type\": \"esriSLS\",\n",
" \"style\": \"esriSLSSolid\"\n",
" }\n",
"\n",
" map4.draw(query_result4,symbol=symbol)\n",
"\n",
" map4.extent = query_result4.sdf.spatial.full_extent\n",
"\n",
" map4"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieve area features from ArcGIS based on assessment list"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\"features\": [{\"geometry\": {\"rings\": [[[-76.97944572899354, 38.8775942904239], [-76.9793449694597, 38.87762191248607], [-76.97882819023631, 38.877756818321224], [-76.97563198265878, 38.87850024902246], [-76.97540715590274, 38.878589652048966], [-76.974887258627, 38.8787426152104], [-76.97456439602905, 38.87885620097714], [-76.97428030831205, 38.87897814127485], [-76.97410767187735, 38.87905314412901], [-76.9740162853652, 38.87912226707872], [-76.97375658241654, 38.879383453793146], [-76.97363015801504, 38.87946218004469], [-76.97327196018539, 38.87977008411757], [-76.97320195178034, 38.879974001002054], [-76.97319495570092, 38.88017685296246], [-76.9731457082604, 38.880258779040474], [-76.97300558365251, 38.880441355378935], [-76.97275981447223, 38.88084196657399], [-76.972078769316, 38.881786049464324], [-76.97172078079382, 38.8823237110277], [-76.97062514516763, 38.88377936918393], [-76.9704073189826, 38.88381007680539], [-76.9701056709984, 38.88392329434984], [-76.96999316599221, 38.8840107913492], [-76.96995111495544, 38.88409259413178], [-76.96993681647108, 38.88420096043705], [-76.96929063762595, 38.88440108160227], [-76.9692204459646, 38.88442929608964], [-76.96784386852153, 38.88552474781576], [-76.96643927082812, 38.88661164353865], [-76.96575814033191, 38.887348452864636], [-76.96544909022977, 38.88779516577837], [-76.96528755966696, 38.88797358892646], [-76.9647539136758, 38.88868988862065], [-76.96464840744399, 38.88896648166019], [-76.96454347882893, 38.889486344304764], [-76.9644380184112, 38.88981699982009], [-76.96436791658137, 38.889953334753585], [-76.96304148040251, 38.894224049190534], [-76.96259241798187, 38.89619586589122], [-76.96258571565154, 38.89663298199003], [-76.96252244101787, 38.89717466937157], [-76.96252254073086, 38.897426958272085], [-76.96251545571822, 38.89756223339658], [-76.96256497444995, 38.89803895153589], [-76.96266345226297, 38.898487815533315], [-76.96276921271799, 38.89916181546265], [-76.96277631659525, 38.89945903840124], [-76.96275534452664, 38.89963959879592], [-76.96265704278342, 38.899943099824505], [-76.96262884915822, 38.89996609978396], [-76.96251632888068, 38.90021127165964], [-76.96248152814658, 38.90022987765462], [-76.9622636938767, 38.90058945114673], [-76.9619689045297, 38.90095482113961], [-76.96160328571747, 38.901470053329646], [-76.96149819450733, 38.90156642816122], [-76.96138549726169, 38.90175303522345], [-76.96089372983076, 38.902319941489466], [-76.96068307040505, 38.90252170828257], [-76.96031075824565, 38.90295145001055], [-76.9600299071586, 38.90335262355252], [-76.95914481866873, 38.90483166986191], [-76.95847068784524, 38.90605488035318], [-76.95816144370698, 38.9067088158651], [-76.95814737159805, 38.90682618695964], [-76.95817552300241, 38.90689329202002], [-76.95807773958711, 38.90742654557002], [-76.95802131191255, 38.907431997340574], [-76.95790899016268, 38.90765914125967], [-76.95769837655106, 38.9077978291326], [-76.95760713826091, 38.907966051426726], [-76.95751579396955, 38.90830096884535], [-76.95719964627835, 38.908454941732934], [-76.9571361892867, 38.90853259352204], [-76.95705183029499, 38.908597080526064], [-76.95586427904894, 38.91009018368006], [-76.95502834906638, 38.91106830003908], [-76.9549651040771, 38.9111144108732], [-76.95468384245996, 38.911529094582136], [-76.95451529695309, 38.91174366100951], [-76.95437492171523, 38.91205236459728], [-76.95423463900383, 38.91264038738816], [-76.95424164945629, 38.912698837741125], [-76.95421347918729, 38.912762382227264], [-76.95410111701325, 38.91343553648935], [-76.95386279217173, 38.91443066780162], [-76.95381375763195, 38.91453510786595], [-76.95359591078568, 38.914831591948015], [-76.95346932019584, 38.91495985619061], [-76.95326552120395, 38.91509842215944], [-76.95294227322874, 38.915284038876855], [-76.95275233883496, 38.91533677517879], [-76.95249934989477, 38.91537704905191], [-76.95230962031685, 38.91538472848427], [-76.95188066668385, 38.91536937730718], [-76.94977216799842, 38.91547219930634], [-76.94671462526647, 38.91557279638487], [-76.9462224320341, 38.91563056214389], [-76.94585708271647, 38.91574027334193], [-76.94544233324474, 38.91596794144735], [-76.94511189874726, 38.91622123575467], [-76.94437412498083, 38.916855244441486], [-76.94428981988804, 38.91704136259643], [-76.94419825011956, 38.91713299146168], [-76.94396635182558, 38.91731255705083], [-76.94380440803774, 38.91740085303741], [-76.9436781462313, 38.917515586144226], [-76.94352353718774, 38.91762178018703], [-76.94331974358577, 38.91781439220858], [-76.94320730235997, 38.91794691384034], [-76.94315788873112, 38.91805135571926], [-76.94295426580905, 38.91832956284455], [-76.94279938457598, 38.91838620388343], [-76.94275041291826, 38.91842756635091], [-76.94260260501972, 38.91846606809074], [-76.94253936092878, 38.91853920295717], [-76.94252546668628, 38.9185980021078], [-76.94241992362355, 38.918626790106096], 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38.90693823537431], [-76.96147226014507, 38.906855956991265], [-76.96167571867547, 38.90651014305453], [-76.96176030763588, 38.906441143221976], [-76.96199912924574, 38.90630647920147]], [[-76.96319353194247, 38.90517361360787], [-76.96325643467361, 38.9050238838774], [-76.96316501312712, 38.90483169852334], [-76.96317891365783, 38.904799928329986], [-76.9633055177224, 38.90472571533428], [-76.96329828897932, 38.904698806366945], [-76.96288359789807, 38.90458414132183], [-76.96284134384206, 38.90459386248541], [-76.96270771944354, 38.90474027537916], [-76.96251130819657, 38.90489675442849], [-76.96249720734154, 38.90497357962798], [-76.96252549708646, 38.905058702562165], [-76.96238482001466, 38.905106119644145], [-76.96230767269806, 38.90517048952306], [-76.9623004933623, 38.9051976415833], [-76.96232854685032, 38.905287273857], [-76.96260993243497, 38.90536363585959], [-76.9627014168635, 38.90549274768767], [-76.96277180345928, 38.90552309989084], [-76.96291949727178, 38.905534131650676], [-76.96294761633679, 38.90556069007582], [-76.96292646011355, 38.90566917112904], [-76.96302495409624, 38.90571256546122], [-76.9631586521566, 38.90564724466388], [-76.96321451119759, 38.90554268596449], [-76.96317250058502, 38.905286596472045], [-76.96319353194247, 38.90517361360787]], [[-76.96499097009614, 38.90230960272252], [-76.96511751756684, 38.902181328203596], [-76.96533542819351, 38.90204700774402], [-76.96544077452519, 38.90171184969552], [-76.96542655509256, 38.90165352172468], [-76.9653562457519, 38.90157361273235], [-76.96528573788356, 38.901538758082914], [-76.96516639490143, 38.90153626302151], [-76.96490635777953, 38.901684806059514], [-76.96475889483406, 38.90178640280305], [-76.96449200985471, 38.90206571182923], [-76.96435163731178, 38.90217619900768], [-76.96411942909906, 38.902301746405115], [-76.96406368683905, 38.90239729309132], [-76.96395823270953, 38.902754977877045], [-76.96380365420869, 38.90309546845645], [-76.96359311515725, 38.90328822825686], [-76.96354384166558, 38.90337015005231], [-76.9635298665747, 38.90345147823965], [-76.96355082966019, 38.90353221911257], [-76.9635649017691, 38.903559014573226], [-76.96363528656826, 38.903589366204955], [-76.9640147241645, 38.90362803468376], [-76.96412012349677, 38.90360823905938], [-76.96438016960184, 38.90345969724905], [-76.96444326726741, 38.90326491199324], [-76.96443615350867, 38.90309834026565], [-76.96448531471091, 38.90289477917673], [-76.96463997495842, 38.90264889581364], [-76.96478011214276, 38.90254291705602], [-76.96487892682401, 38.90241510924762], [-76.96499097009614, 38.90230960272252]], [[-76.96671600852949, 38.8932746724334], [-76.96668097153847, 38.89277518571937], [-76.96671557733816, 38.892423197942016], [-76.96675782330932, 38.892282825069145], [-76.96674357692724, 38.891936164755265], [-76.96682764306816, 38.891457197602094], [-76.96685574326857, 38.89133958994532], [-76.96715783502052, 38.89101913579795], [-76.96724910385339, 38.89080134775651], [-76.96727015048218, 38.89071539456174], [-76.96725605591537, 38.890661569494036], [-76.96723514403388, 38.890634890827265], [-76.967129341358, 38.89058711657892], [-76.96701710764306, 38.89059351356295], [-76.96671517668953, 38.89056706490759], [-76.96650418219224, 38.89061116557197], [-76.96587191825085, 38.89087410699065], [-76.96581578971528, 38.89092911354026], [-76.9657595839246, 38.89103367977512], [-76.96573842320976, 38.89112864590874], [-76.9657811381015, 38.892024460145045], [-76.96585135042412, 38.89240171416407], [-76.96597111291948, 38.89274659698995], [-76.96597815391468, 38.892962728310074], [-76.96601324749957, 38.89313784046862], [-76.96602077358503, 38.89388107038146], [-76.96598549225224, 38.89402583016246], [-76.96602081131427, 38.89431356737014], [-76.96605591927221, 38.894371544097794], [-76.96618262664302, 38.8944324824306], [-76.96630195794704, 38.89443497774162], [-76.96652700838361, 38.8943906396385], [-76.96659000633616, 38.894231896613334], [-76.96671634000784, 38.894018023967696], [-76.9667302971324, 38.893923179157454], [-76.96669502478277, 38.893558853204155], [-76.96673724560111, 38.89339144906551], [-76.96671600852949, 38.8932746724334]]]}, \"attributes\": {\"OBJECTID\": 7, \"state\": \"DC\", \"region\": \"03\", \"organizationid\": \"DOEE\", \"reportingcycle\": 2020, \"assessmentunitidentifier\": \"DCAKL00L_00\", \"assessmentunitname\": \"KINGMAN LAKE\", \"ircategory\": \"4A\", \"isassessed\": \"Y\", \"isimpaired\": \"N\", \"on303dlist\": \"Y\", \"hastmdl\": \"Y\", \"hasotherplan\": \"N\", \"visionpriority303d\": \"Y\", \"drinkingwater_use\": null, \"ecological_use\": \"Not Supporting\", \"fishconsumption_use\": \"Not Supporting\", \"recreation_use\": \"Not Supporting\", \"other_use\": \"Fully Supporting\", \"abnormalflow\": null, \"acidity\": null, \"ammonia\": null, \"bacteriaandothermicrobes\": \"Cause\", \"biologicalpoisons\": null, \"causeunknown\": null, \"chlorine\": null, \"degradedaquaticlife\": null, \"degradedhabitat\": null, \"dioxins\": null, \"excessalgae\": null, \"excessaquaticweeds\": null, \"excesssediment\": null, \"fishkills\": null, \"fishunsafetoeat\": null, \"lowoxygen\": \"Cause\", \"mercury\": null, \"metalsotherthanmercury\": \"Insufficient Information\", \"murkywater\": \"Cause\", \"nitrogenandphosphorus\": null, \"nuisanceplantsoranimalsforeign\": null, \"nuisanceplantsoranimalsnative\": null, \"oilandgrease\": \"Cause\", \"pcbs\": \"Cause\", \"pesticides\": \"Insufficient Information\", \"pollutedothercause\": null, \"radiation\": null, \"salts\": null, \"tastecolorandodor\": null, \"temperature\": null, \"totaltoxicchemicals\": null, \"toxicinorganicchemicals\": null, \"toxicorganicchemicals\": \"Cause\", \"trash\": null, \"Shape_Length\": 11341.746782939324, \"Shape_Area\": 752543.2676347918}}], \"objectIdFieldName\": \"OBJECTID\", \"displayFieldName\": \"assessmentunitname\", \"spatialReference\": {\"wkid\": 4326, \"latestWkid\": 4326}, \"geometryType\": \"esriGeometryPolygon\", \"fields\": [{\"name\": \"OBJECTID\", \"type\": \"esriFieldTypeOID\", \"alias\": \"OBJECTID\"}, {\"name\": \"state\", \"type\": \"esriFieldTypeString\", \"alias\": \"State\", \"length\": 2}, {\"name\": \"region\", \"type\": \"esriFieldTypeString\", \"alias\": \"Region\", \"length\": 2}, {\"name\": \"organizationid\", \"type\": \"esriFieldTypeString\", \"alias\": \"OrganizationID\", \"length\": 30}, {\"name\": \"reportingcycle\", \"type\": \"esriFieldTypeInteger\", \"alias\": \"ReportingCycle\"}, {\"name\": \"assessmentunitidentifier\", \"type\": \"esriFieldTypeString\", \"alias\": \"AssessmentUnitIdentifier\", \"length\": 50}, {\"name\": \"assessmentunitname\", \"type\": \"esriFieldTypeString\", \"alias\": \"AssessmentUnitName\", \"length\": 255}, {\"name\": \"ircategory\", \"type\": \"esriFieldTypeString\", \"alias\": \"IRCategory\", \"length\": 5}, {\"name\": \"isassessed\", \"type\": \"esriFieldTypeString\", \"alias\": \"IsAssessed\", \"length\": 1}, {\"name\": \"isimpaired\", \"type\": \"esriFieldTypeString\", \"alias\": \"IsImpaired\", \"length\": 1}, {\"name\": \"on303dlist\", \"type\": \"esriFieldTypeString\", \"alias\": \"On303dList\", \"length\": 1}, {\"name\": \"hastmdl\", \"type\": \"esriFieldTypeString\", \"alias\": \"HasTMDL\", \"length\": 1}, {\"name\": \"hasotherplan\", \"type\": \"esriFieldTypeString\", \"alias\": \"HasOtherPlan\", \"length\": 1}, {\"name\": \"visionpriority303d\", \"type\": \"esriFieldTypeString\", \"alias\": \"VisionPriority303d\", \"length\": 1}, {\"name\": \"drinkingwater_use\", \"type\": \"esriFieldTypeString\", \"alias\": \"DrinkingWater_Use\", \"length\": 50}, {\"name\": \"ecological_use\", \"type\": \"esriFieldTypeString\", \"alias\": \"Ecological_Use\", \"length\": 50}, {\"name\": \"fishconsumption_use\", \"type\": \"esriFieldTypeString\", \"alias\": \"FishConsumption_Use\", \"length\": 50}, {\"name\": \"recreation_use\", \"type\": \"esriFieldTypeString\", \"alias\": \"Recreation_Use\", \"length\": 50}, {\"name\": \"other_use\", \"type\": \"esriFieldTypeString\", \"alias\": \"Other_Use\", \"length\": 50}, {\"name\": \"abnormalflow\", \"type\": \"esriFieldTypeString\", \"alias\": \"AbnormalFlow\", \"length\": 50}, {\"name\": \"acidity\", \"type\": \"esriFieldTypeString\", \"alias\": \"Acidity\", \"length\": 50}, {\"name\": \"ammonia\", \"type\": \"esriFieldTypeString\", \"alias\": \"Ammonia\", \"length\": 50}, {\"name\": \"bacteriaandothermicrobes\", \"type\": \"esriFieldTypeString\", \"alias\": \"BacteriaAndOtherMicrobes\", \"length\": 50}, {\"name\": \"biologicalpoisons\", \"type\": \"esriFieldTypeString\", \"alias\": \"BiologicalPoisons\", \"length\": 50}, {\"name\": \"causeunknown\", \"type\": \"esriFieldTypeString\", \"alias\": \"CauseUnknown\", \"length\": 50}, {\"name\": \"chlorine\", \"type\": \"esriFieldTypeString\", \"alias\": \"Chlorine\", \"length\": 50}, {\"name\": \"degradedaquaticlife\", \"type\": \"esriFieldTypeString\", \"alias\": \"DegradedAquaticLife\", \"length\": 50}, {\"name\": \"degradedhabitat\", \"type\": \"esriFieldTypeString\", \"alias\": \"DegradedHabitat\", \"length\": 50}, {\"name\": \"dioxins\", \"type\": \"esriFieldTypeString\", \"alias\": \"Dioxins\", \"length\": 50}, {\"name\": \"excessalgae\", \"type\": \"esriFieldTypeString\", \"alias\": \"ExcessAlgae\", \"length\": 50}, {\"name\": \"excessaquaticweeds\", \"type\": \"esriFieldTypeString\", \"alias\": \"ExcessAquaticWeeds\", \"length\": 50}, {\"name\": \"excesssediment\", \"type\": \"esriFieldTypeString\", \"alias\": \"ExcessSediment\", \"length\": 50}, {\"name\": \"fishkills\", \"type\": \"esriFieldTypeString\", \"alias\": \"FishKills\", \"length\": 50}, {\"name\": \"fishunsafetoeat\", \"type\": \"esriFieldTypeString\", \"alias\": \"FishUnsafeToEat\", \"length\": 50}, {\"name\": \"lowoxygen\", \"type\": \"esriFieldTypeString\", \"alias\": \"LowOxygen\", \"length\": 50}, {\"name\": \"mercury\", \"type\": \"esriFieldTypeString\", \"alias\": \"Mercury\", \"length\": 50}, {\"name\": \"metalsotherthanmercury\", \"type\": \"esriFieldTypeString\", \"alias\": \"MetalsOtherThanMercury\", \"length\": 50}, {\"name\": \"murkywater\", \"type\": \"esriFieldTypeString\", \"alias\": \"MurkyWater\", \"length\": 50}, {\"name\": \"nitrogenandphosphorus\", \"type\": \"esriFieldTypeString\", \"alias\": \"NitrogenAndPhosphorus\", \"length\": 50}, {\"name\": \"nuisanceplantsoranimalsforeign\", \"type\": \"esriFieldTypeString\", \"alias\": \"NuisancePlantsOrAnimalsForeign\", \"length\": 50}, {\"name\": \"nuisanceplantsoranimalsnative\", \"type\": \"esriFieldTypeString\", \"alias\": \"NuisancePlantsOrAnimalsNative\", \"length\": 50}, {\"name\": \"oilandgrease\", \"type\": \"esriFieldTypeString\", \"alias\": \"OilAndGrease\", \"length\": 50}, {\"name\": \"pcbs\", \"type\": \"esriFieldTypeString\", \"alias\": \"PCBs\", \"length\": 50}, {\"name\": \"pesticides\", \"type\": \"esriFieldTypeString\", \"alias\": \"Pesticides\", \"length\": 50}, {\"name\": \"pollutedothercause\", \"type\": \"esriFieldTypeString\", \"alias\": \"PollutedOtherCause\", \"length\": 50}, {\"name\": \"radiation\", \"type\": \"esriFieldTypeString\", \"alias\": \"Radiation\", \"length\": 50}, {\"name\": \"salts\", \"type\": \"esriFieldTypeString\", \"alias\": \"Salts\", \"length\": 50}, {\"name\": \"tastecolorandodor\", \"type\": \"esriFieldTypeString\", \"alias\": \"TasteColorAndOdor\", \"length\": 50}, {\"name\": \"temperature\", \"type\": \"esriFieldTypeString\", \"alias\": \"Temperature\", \"length\": 50}, {\"name\": \"totaltoxicchemicals\", \"type\": \"esriFieldTypeString\", \"alias\": \"TotalToxicChemicals\", \"length\": 50}, {\"name\": \"toxicinorganicchemicals\", \"type\": \"esriFieldTypeString\", \"alias\": \"ToxicInorganicChemicals\", \"length\": 50}, {\"name\": \"toxicorganicchemicals\", \"type\": \"esriFieldTypeString\", \"alias\": \"ToxicOrganicChemicals\", \"length\": 50}, {\"name\": \"trash\", \"type\": \"esriFieldTypeString\", \"alias\": \"Trash\", \"length\": 50}, {\"name\": \"Shape_Length\", \"type\": \"esriFieldTypeDouble\", \"alias\": \"Shape_Length\"}, {\"name\": \"Shape_Area\", \"type\": \"esriFieldTypeDouble\", \"alias\": \"Shape_Area\"}]}\n"
]
}
],
"source": [
"from arcgis.geometry import filters\n",
"\n",
"lyr_url = 'https://inlandwaters.geoplatform.gov/arcgis/rest/services/BETA/hmw_cip/MapServer/2'\n",
"attains_area_featurelayer = FeatureLayer(lyr_url)\n",
"query_result5 = attains_area_featurelayer.query(where=\"assessmentunitidentifier in (\" + assessmentUnitList + \")\", \n",
" out_fields='*',out_sr=4326)\n",
"\n",
"print(str(query_result5))\n",
"\n",
"if len(query_result5.features) == 0:\n",
" print(\"No area features found.\")\n",
"else:\n",
" query_result5.sdf"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"if len(query_result5.features) == 0:\n",
" print(\"No area features found.\")\n",
"else:\n",
" gis = GIS()\n",
" map5 = gis.map()\n",
" map5.basemap = \"gray\"\n",
" map5.height = '650px'\n",
" map5.clear_graphics()\n",
"\n",
" symbol = {\n",
" \"color\": [\n",
" 0,\n",
" 112,\n",
" 255,\n",
" 168\n",
" ],\n",
" \"outline\": {\n",
" \"color\": [\n",
" 0,\n",
" 0,\n",
" 0,\n",
" 255\n",
" ],\n",
" \"width\": 1,\n",
" \"type\": \"esriSLS\",\n",
" \"style\": \"esriSLSSolid\"\n",
" },\n",
" \"type\": \"esriSFS\",\n",
" \"style\": \"esriSFSSolid\"\n",
" }\n",
"\n",
" map5.draw(query_result5,symbol=symbol)\n",
"\n",
" map5.extent = query_result5.sdf.spatial.full_extent\n",
"\n",
" map5"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"celltoolbar": "Raw Cell Format",
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}