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@ColinTalbert
Created August 10, 2017 15:18
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"cells": [
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Exploring habitat persistence"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# %matplotlib qt4\n",
"%matplotlib inline\n",
"\n",
"import os, sys\n",
"import time\n",
"from datetime import date\n",
"\n",
"import random\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import rasterio\n",
"from osgeo import gdal\n",
"from rasterio.features import rasterize\n",
"import fiona\n",
"from shapely.geometry import shape\n",
"\n",
"import matplotlib.animation as animation\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_style(\"dark\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we need to read in the various data we have,\n",
"Each covariate has an individual raser for each of our flows.\n",
"There's also a binary habitat raster for each flow.\n",
"\n",
"Bringing these into memory for fast usage comes at the cost of system memory.\n",
"for all it's a bit over 3Gb. Just habitat is quite a bit less."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"out_dir = r\"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\"\n",
"\n",
"flow_lookup = {}\n",
"cov_lookup = {'depth':{},\n",
" 'froude':{},\n",
" 'reynolds':{},\n",
" 'shear':{},\n",
" 'shearstress':{},\n",
" 'velocity':{}}\n",
"\n",
"ndval = -3.4028234663852886e+38\n",
"flows = [float(d) for d in os.listdir(out_dir) if os.path.isdir(os.path.join(out_dir, d))]\n",
"flows.sort()\n",
"for flow in flows:\n",
" flow_dir = os.path.join(out_dir, str(flow))\n",
" print flow_dir\n",
" hab_fname = os.path.join(flow_dir, 'habitat.tif')\n",
" hab = rasterio.open(hab_fname)\n",
" flow_lookup[flow] = hab.read_band(1).astype(np.int8)\n",
" \n",
" for cov in cov_lookup.keys():\n",
" cov_fname = os.path.join(flow_dir, cov + '.tif')\n",
" src_ds = gdal.Open(cov_fname)\n",
" data = src_ds.GetRasterBand(1).ReadAsArray()\n",
" cov_data = np.ma.masked_array(data, mask=(data == ndval))\n",
" cov_lookup[cov][flow] = cov_data\n",
" \n",
" \n",
" \n",
"# if os.path.isdir(os.path.join(out_dir, d)) and d.endswith('cms'):\n",
"# flow = int(d.replace('cms',''))\n",
" \n",
"# hab_fname = os.path.join(out_dir, d, d+'_dwm_habitat.tif')\n",
"# print d,\n",
"# hab = rasterio.open(hab_fname)\n",
"# flow_lookup[flow] = hab.read_band(1).astype(np.int8)\n",
" \n",
"# for cov in cov_lookup.keys():\n",
"# cov_fname = os.path.join(out_dir, d, d+'_' + cov + '.tif')\n",
"# src_ds = gdal.Open(cov_fname)\n",
"# data = src_ds.GetRasterBand(1).ReadAsArray()\n",
"# cov_data = np.ma.masked_array(data, mask=(data == ndval))\n",
"# cov_lookup[cov][flow] = cov_data\n",
" \n",
"g_minx = hab.transform[0]\n",
"g_maxy = hab.transform[3]\n",
"g_maxx = g_minx + hab.transform[1]*flow_lookup[flow_lookup.iterkeys().next()].shape[1]\n",
"g_miny = g_maxy - hab.transform[1]*flow_lookup[flow_lookup.iterkeys().next()].shape[0]\n",
" \n",
" "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\2.5\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\14.3"
]
},
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"text": [
"\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\18.3"
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"\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\23.6"
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"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\30.0"
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"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\50.4"
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"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\107.6"
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"\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\138.5"
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"stream": "stdout",
"text": [
"\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\178.3"
]
},
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"\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\229.6"
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"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\295.6"
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"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\380.6"
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"\n",
"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Output_2005\\490.0"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"C:\\GoogleDrive\\work\\Python\\VisTrails_SAHM_x64\\VisTrails\\Python27_64\\Lib\\site-packages\\IPython\\core\\interactiveshell.py:2883: FutureWarning: The value of this property will change in version 1.0. Please see https://github.com/mapbox/rasterio/issues/86 for details.\n",
" exec(code_obj, self.user_global_ns, self.user_ns)\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"flows = list(flow_lookup.keys())\n",
"flows.sort()\n",
"np_flows = np.array(flows)\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"array = np.array([1, 10, 99, 100])\n",
"find_nearest(array, 9)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"10"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def find_nearest(array, value):\n",
" idx = (np.abs(array-value)).argmin()\n",
" return array[idx]\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"flow_data = r\"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Source\\repythonscripts\\USGS_1427510_CallicoonQ.xlsx\"\n",
"flow_df = pd.io.excel.read_excel(flow_data, 'USGS_Gage_Callicoon', skipinitialspace=True,\n",
" index_col='date_1', parse_dates={'date_1': [3,1,2]},\n",
" te_parser=lambda x: pd.datetime.strptime(x, '%Y %m %d'))\n",
"flow_df['closestflow'] = flow_df[['Qcms']].apply(lambda row: find_nearest(np_flows, row.Qcms), axis=1)\n",
"print flow_df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" SiteNum Qcfs Qcms ModQ DaysInPast closestflow\n",
"date_1 \n",
"1975-06-29 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-06-30 1427510 1300 36.81600 40 NaN 39.0\n",
"1975-07-01 1427510 900 25.48800 25 NaN 23.6\n",
"1975-07-02 1427510 800 22.65600 25 NaN 23.6\n",
"1975-07-03 1427510 600 16.99200 17 NaN 18.3\n",
"1975-07-04 1427510 940 26.62080 25 NaN 23.6\n",
"1975-07-05 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-06 1427510 920 26.05440 25 NaN 23.6\n",
"1975-07-07 1427510 620 17.55840 18 NaN 18.3\n",
"1975-07-08 1427510 400 11.32800 11 NaN 14.3\n",
"1975-07-09 1427510 700 19.82400 20 NaN 18.3\n",
"1975-07-10 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-07-11 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-07-12 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-13 1427510 860 24.35520 25 NaN 23.6\n",
"1975-07-14 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-15 1427510 880 24.92160 25 NaN 23.6\n",
"1975-07-16 1427510 770 21.80640 20 NaN 23.6\n",
"1975-07-17 1427510 700 19.82400 20 NaN 18.3\n",
"1975-07-18 1427510 580 16.42560 16 NaN 18.3\n",
"1975-07-19 1427510 540 15.29280 15 NaN 14.3\n",
"1975-07-20 1427510 1650 46.72800 50 NaN 50.4\n",
"1975-07-21 1427510 3500 99.12000 100 NaN 107.6\n",
"1975-07-22 1427510 3170 89.77440 90 NaN 83.6\n",
"1975-07-23 1427510 1700 48.14400 50 NaN 50.4\n",
"1975-07-24 1427510 1270 35.96640 40 NaN 39.0\n",
"1975-07-25 1427510 1460 41.34720 40 NaN 39.0\n",
"1975-07-26 1427510 1570 44.46240 43 NaN 39.0\n",
"1975-07-27 1427510 1370 38.79840 40 NaN 39.0\n",
"1975-07-28 1427510 1230 34.83360 31 NaN 39.0\n",
"1975-07-29 1427510 1120 31.71840 31 NaN 30.0\n",
"1975-07-30 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-31 1427510 900 25.48800 25 NaN 23.6\n",
"1975-08-01 1427510 840 23.78880 25 NaN 23.6\n",
"1975-08-02 1427510 920 26.05440 25 NaN 23.6\n",
"1975-08-03 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-08-04 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-08-05 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-08-06 1427510 960 27.18720 25 NaN 30.0\n",
"1975-08-07 1427510 1400 39.64800 40 NaN 39.0\n",
"1975-08-08 1427510 1160 32.85120 31 NaN 30.0\n",
"1975-08-09 1427510 893 25.28976 25 NaN 23.6\n",
"1975-08-10 1427510 816 23.10912 25 NaN 23.6\n",
"1975-08-11 1427510 627 17.75664 18 NaN 18.3\n",
"1975-08-12 1427510 552 15.63264 16 NaN 14.3\n",
"1975-08-13 1427510 541 15.32112 15 NaN 14.3\n",
"1975-08-14 1427510 787 22.28784 20 NaN 23.6\n",
"1975-08-15 1427510 952 26.96064 25 NaN 30.0\n",
"1975-08-16 1427510 1430 40.49760 40 NaN 39.0\n",
"1975-08-17 1427510 1730 48.99360 50 NaN 50.4\n",
"1975-08-18 1427510 1120 31.71840 31 NaN 30.0\n",
"1975-08-19 1427510 993 28.12176 30 NaN 30.0\n",
"1975-08-20 1427510 913 25.85616 25 NaN 23.6\n",
"1975-08-21 1427510 1030 29.16960 30 NaN 30.0\n",
"1975-08-22 1427510 1140 32.28480 31 NaN 30.0\n",
"1975-08-23 1427510 1450 41.06400 40 NaN 39.0\n",
"1975-08-24 1427510 1990 56.35680 60 NaN 50.4\n",
"1975-08-25 1427510 1920 54.37440 50 NaN 50.4\n",
"1975-08-26 1427510 1190 33.70080 31 NaN 30.0\n",
"1975-08-27 1427510 966 27.35712 25 NaN 30.0\n",
" ... ... ... ... ... ...\n",
"\n",
"[14119 rows x 6 columns]\n"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"flow_df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SiteNum</th>\n",
" <th>Qcfs</th>\n",
" <th>Qcms</th>\n",
" <th>ModQ</th>\n",
" <th>DaysInPast</th>\n",
" <th>closestflow</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date_1</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>1975-06-29</th>\n",
" <td> 1427510</td>\n",
" <td> 1100</td>\n",
" <td> 31.15200</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-06-30</th>\n",
" <td> 1427510</td>\n",
" <td> 1300</td>\n",
" <td> 36.81600</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-01</th>\n",
" <td> 1427510</td>\n",
" <td> 900</td>\n",
" <td> 25.48800</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-02</th>\n",
" <td> 1427510</td>\n",
" <td> 800</td>\n",
" <td> 22.65600</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-03</th>\n",
" <td> 1427510</td>\n",
" <td> 600</td>\n",
" <td> 16.99200</td>\n",
" <td> 17</td>\n",
" <td>NaN</td>\n",
" <td> 18.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-04</th>\n",
" <td> 1427510</td>\n",
" <td> 940</td>\n",
" <td> 26.62080</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-05</th>\n",
" <td> 1427510</td>\n",
" <td> 1000</td>\n",
" <td> 28.32000</td>\n",
" <td> 30</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-06</th>\n",
" <td> 1427510</td>\n",
" <td> 920</td>\n",
" <td> 26.05440</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-07</th>\n",
" <td> 1427510</td>\n",
" <td> 620</td>\n",
" <td> 17.55840</td>\n",
" <td> 18</td>\n",
" <td>NaN</td>\n",
" <td> 18.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-08</th>\n",
" <td> 1427510</td>\n",
" <td> 400</td>\n",
" <td> 11.32800</td>\n",
" <td> 11</td>\n",
" <td>NaN</td>\n",
" <td> 14.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-09</th>\n",
" <td> 1427510</td>\n",
" <td> 700</td>\n",
" <td> 19.82400</td>\n",
" <td> 20</td>\n",
" <td>NaN</td>\n",
" <td> 18.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-10</th>\n",
" <td> 1427510</td>\n",
" <td> 1100</td>\n",
" <td> 31.15200</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-11</th>\n",
" <td> 1427510</td>\n",
" <td> 1100</td>\n",
" <td> 31.15200</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-12</th>\n",
" <td> 1427510</td>\n",
" <td> 1000</td>\n",
" <td> 28.32000</td>\n",
" <td> 30</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-13</th>\n",
" <td> 1427510</td>\n",
" <td> 860</td>\n",
" <td> 24.35520</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-14</th>\n",
" <td> 1427510</td>\n",
" <td> 1000</td>\n",
" <td> 28.32000</td>\n",
" <td> 30</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-15</th>\n",
" <td> 1427510</td>\n",
" <td> 880</td>\n",
" <td> 24.92160</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-16</th>\n",
" <td> 1427510</td>\n",
" <td> 770</td>\n",
" <td> 21.80640</td>\n",
" <td> 20</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-17</th>\n",
" <td> 1427510</td>\n",
" <td> 700</td>\n",
" <td> 19.82400</td>\n",
" <td> 20</td>\n",
" <td>NaN</td>\n",
" <td> 18.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-18</th>\n",
" <td> 1427510</td>\n",
" <td> 580</td>\n",
" <td> 16.42560</td>\n",
" <td> 16</td>\n",
" <td>NaN</td>\n",
" <td> 18.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-19</th>\n",
" <td> 1427510</td>\n",
" <td> 540</td>\n",
" <td> 15.29280</td>\n",
" <td> 15</td>\n",
" <td>NaN</td>\n",
" <td> 14.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-20</th>\n",
" <td> 1427510</td>\n",
" <td> 1650</td>\n",
" <td> 46.72800</td>\n",
" <td> 50</td>\n",
" <td>NaN</td>\n",
" <td> 50.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-21</th>\n",
" <td> 1427510</td>\n",
" <td> 3500</td>\n",
" <td> 99.12000</td>\n",
" <td> 100</td>\n",
" <td>NaN</td>\n",
" <td> 107.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-22</th>\n",
" <td> 1427510</td>\n",
" <td> 3170</td>\n",
" <td> 89.77440</td>\n",
" <td> 90</td>\n",
" <td>NaN</td>\n",
" <td> 83.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-23</th>\n",
" <td> 1427510</td>\n",
" <td> 1700</td>\n",
" <td> 48.14400</td>\n",
" <td> 50</td>\n",
" <td>NaN</td>\n",
" <td> 50.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-24</th>\n",
" <td> 1427510</td>\n",
" <td> 1270</td>\n",
" <td> 35.96640</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-25</th>\n",
" <td> 1427510</td>\n",
" <td> 1460</td>\n",
" <td> 41.34720</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-26</th>\n",
" <td> 1427510</td>\n",
" <td> 1570</td>\n",
" <td> 44.46240</td>\n",
" <td> 43</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-27</th>\n",
" <td> 1427510</td>\n",
" <td> 1370</td>\n",
" <td> 38.79840</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-28</th>\n",
" <td> 1427510</td>\n",
" <td> 1230</td>\n",
" <td> 34.83360</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-29</th>\n",
" <td> 1427510</td>\n",
" <td> 1120</td>\n",
" <td> 31.71840</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-30</th>\n",
" <td> 1427510</td>\n",
" <td> 1000</td>\n",
" <td> 28.32000</td>\n",
" <td> 30</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-07-31</th>\n",
" <td> 1427510</td>\n",
" <td> 900</td>\n",
" <td> 25.48800</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-01</th>\n",
" <td> 1427510</td>\n",
" <td> 840</td>\n",
" <td> 23.78880</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-02</th>\n",
" <td> 1427510</td>\n",
" <td> 920</td>\n",
" <td> 26.05440</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-03</th>\n",
" <td> 1427510</td>\n",
" <td> 1100</td>\n",
" <td> 31.15200</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-04</th>\n",
" <td> 1427510</td>\n",
" <td> 1100</td>\n",
" <td> 31.15200</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-05</th>\n",
" <td> 1427510</td>\n",
" <td> 1100</td>\n",
" <td> 31.15200</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-06</th>\n",
" <td> 1427510</td>\n",
" <td> 960</td>\n",
" <td> 27.18720</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-07</th>\n",
" <td> 1427510</td>\n",
" <td> 1400</td>\n",
" <td> 39.64800</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-08</th>\n",
" <td> 1427510</td>\n",
" <td> 1160</td>\n",
" <td> 32.85120</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-09</th>\n",
" <td> 1427510</td>\n",
" <td> 893</td>\n",
" <td> 25.28976</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-10</th>\n",
" <td> 1427510</td>\n",
" <td> 816</td>\n",
" <td> 23.10912</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-11</th>\n",
" <td> 1427510</td>\n",
" <td> 627</td>\n",
" <td> 17.75664</td>\n",
" <td> 18</td>\n",
" <td>NaN</td>\n",
" <td> 18.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-12</th>\n",
" <td> 1427510</td>\n",
" <td> 552</td>\n",
" <td> 15.63264</td>\n",
" <td> 16</td>\n",
" <td>NaN</td>\n",
" <td> 14.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-13</th>\n",
" <td> 1427510</td>\n",
" <td> 541</td>\n",
" <td> 15.32112</td>\n",
" <td> 15</td>\n",
" <td>NaN</td>\n",
" <td> 14.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-14</th>\n",
" <td> 1427510</td>\n",
" <td> 787</td>\n",
" <td> 22.28784</td>\n",
" <td> 20</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-15</th>\n",
" <td> 1427510</td>\n",
" <td> 952</td>\n",
" <td> 26.96064</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-16</th>\n",
" <td> 1427510</td>\n",
" <td> 1430</td>\n",
" <td> 40.49760</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-17</th>\n",
" <td> 1427510</td>\n",
" <td> 1730</td>\n",
" <td> 48.99360</td>\n",
" <td> 50</td>\n",
" <td>NaN</td>\n",
" <td> 50.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-18</th>\n",
" <td> 1427510</td>\n",
" <td> 1120</td>\n",
" <td> 31.71840</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-19</th>\n",
" <td> 1427510</td>\n",
" <td> 993</td>\n",
" <td> 28.12176</td>\n",
" <td> 30</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-20</th>\n",
" <td> 1427510</td>\n",
" <td> 913</td>\n",
" <td> 25.85616</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 23.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-21</th>\n",
" <td> 1427510</td>\n",
" <td> 1030</td>\n",
" <td> 29.16960</td>\n",
" <td> 30</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-22</th>\n",
" <td> 1427510</td>\n",
" <td> 1140</td>\n",
" <td> 32.28480</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-23</th>\n",
" <td> 1427510</td>\n",
" <td> 1450</td>\n",
" <td> 41.06400</td>\n",
" <td> 40</td>\n",
" <td>NaN</td>\n",
" <td> 39.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-24</th>\n",
" <td> 1427510</td>\n",
" <td> 1990</td>\n",
" <td> 56.35680</td>\n",
" <td> 60</td>\n",
" <td>NaN</td>\n",
" <td> 50.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-25</th>\n",
" <td> 1427510</td>\n",
" <td> 1920</td>\n",
" <td> 54.37440</td>\n",
" <td> 50</td>\n",
" <td>NaN</td>\n",
" <td> 50.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-26</th>\n",
" <td> 1427510</td>\n",
" <td> 1190</td>\n",
" <td> 33.70080</td>\n",
" <td> 31</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975-08-27</th>\n",
" <td> 1427510</td>\n",
" <td> 966</td>\n",
" <td> 27.35712</td>\n",
" <td> 25</td>\n",
" <td>NaN</td>\n",
" <td> 30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>14119 rows \u00d7 6 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
" SiteNum Qcfs Qcms ModQ DaysInPast closestflow\n",
"date_1 \n",
"1975-06-29 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-06-30 1427510 1300 36.81600 40 NaN 39.0\n",
"1975-07-01 1427510 900 25.48800 25 NaN 23.6\n",
"1975-07-02 1427510 800 22.65600 25 NaN 23.6\n",
"1975-07-03 1427510 600 16.99200 17 NaN 18.3\n",
"1975-07-04 1427510 940 26.62080 25 NaN 23.6\n",
"1975-07-05 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-06 1427510 920 26.05440 25 NaN 23.6\n",
"1975-07-07 1427510 620 17.55840 18 NaN 18.3\n",
"1975-07-08 1427510 400 11.32800 11 NaN 14.3\n",
"1975-07-09 1427510 700 19.82400 20 NaN 18.3\n",
"1975-07-10 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-07-11 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-07-12 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-13 1427510 860 24.35520 25 NaN 23.6\n",
"1975-07-14 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-15 1427510 880 24.92160 25 NaN 23.6\n",
"1975-07-16 1427510 770 21.80640 20 NaN 23.6\n",
"1975-07-17 1427510 700 19.82400 20 NaN 18.3\n",
"1975-07-18 1427510 580 16.42560 16 NaN 18.3\n",
"1975-07-19 1427510 540 15.29280 15 NaN 14.3\n",
"1975-07-20 1427510 1650 46.72800 50 NaN 50.4\n",
"1975-07-21 1427510 3500 99.12000 100 NaN 107.6\n",
"1975-07-22 1427510 3170 89.77440 90 NaN 83.6\n",
"1975-07-23 1427510 1700 48.14400 50 NaN 50.4\n",
"1975-07-24 1427510 1270 35.96640 40 NaN 39.0\n",
"1975-07-25 1427510 1460 41.34720 40 NaN 39.0\n",
"1975-07-26 1427510 1570 44.46240 43 NaN 39.0\n",
"1975-07-27 1427510 1370 38.79840 40 NaN 39.0\n",
"1975-07-28 1427510 1230 34.83360 31 NaN 39.0\n",
"1975-07-29 1427510 1120 31.71840 31 NaN 30.0\n",
"1975-07-30 1427510 1000 28.32000 30 NaN 30.0\n",
"1975-07-31 1427510 900 25.48800 25 NaN 23.6\n",
"1975-08-01 1427510 840 23.78880 25 NaN 23.6\n",
"1975-08-02 1427510 920 26.05440 25 NaN 23.6\n",
"1975-08-03 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-08-04 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-08-05 1427510 1100 31.15200 31 NaN 30.0\n",
"1975-08-06 1427510 960 27.18720 25 NaN 30.0\n",
"1975-08-07 1427510 1400 39.64800 40 NaN 39.0\n",
"1975-08-08 1427510 1160 32.85120 31 NaN 30.0\n",
"1975-08-09 1427510 893 25.28976 25 NaN 23.6\n",
"1975-08-10 1427510 816 23.10912 25 NaN 23.6\n",
"1975-08-11 1427510 627 17.75664 18 NaN 18.3\n",
"1975-08-12 1427510 552 15.63264 16 NaN 14.3\n",
"1975-08-13 1427510 541 15.32112 15 NaN 14.3\n",
"1975-08-14 1427510 787 22.28784 20 NaN 23.6\n",
"1975-08-15 1427510 952 26.96064 25 NaN 30.0\n",
"1975-08-16 1427510 1430 40.49760 40 NaN 39.0\n",
"1975-08-17 1427510 1730 48.99360 50 NaN 50.4\n",
"1975-08-18 1427510 1120 31.71840 31 NaN 30.0\n",
"1975-08-19 1427510 993 28.12176 30 NaN 30.0\n",
"1975-08-20 1427510 913 25.85616 25 NaN 23.6\n",
"1975-08-21 1427510 1030 29.16960 30 NaN 30.0\n",
"1975-08-22 1427510 1140 32.28480 31 NaN 30.0\n",
"1975-08-23 1427510 1450 41.06400 40 NaN 39.0\n",
"1975-08-24 1427510 1990 56.35680 60 NaN 50.4\n",
"1975-08-25 1427510 1920 54.37440 50 NaN 50.4\n",
"1975-08-26 1427510 1190 33.70080 31 NaN 30.0\n",
"1975-08-27 1427510 966 27.35712 25 NaN 30.0\n",
" ... ... ... ... ... ...\n",
"\n",
"[14119 rows x 6 columns]"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"quads_shapefile = r\"X:\\Delaware_DSS\\2011_DSS\\DerivedData\\Persistence\\Source\\repythonscripts\\DR_Quad_cells_Merge.shp\"\n",
"quads_features = fiona.open(quads_shapefile)\n",
"quads = list(quads_features)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_quad_data(Id=None, start_date=None, end_date=None):\n",
" if Id is None:\n",
" quad = random.sample(quads, 1)[0]\n",
" Id = quad['properties']['Id']\n",
" else:\n",
" quad = [quad for quad in quads if quad['properties']['Id'] == Id][0]\n",
"\n",
" points = rasterize((quad['geometry'], 255), out_shape=hab.shape, fill=0, transform=hab.transform)\n",
" indices = np.where(points>0)\n",
"\n",
" if start_date is None:\n",
" start_date = flow_df.index.min()\n",
" if end_date is None:\n",
" end_date = flow_df.index.max()\n",
"\n",
" hab_list = [flow_lookup[float(Q)][indices] for Q in flow_df.closestflow[start_date:end_date]]\n",
" hab_stack = np.ma.dstack(hab_list)\n",
"\n",
" cov_data = {}\n",
" for k in cov_lookup.keys():\n",
" cov_list = [cov_lookup[k][float(Q)][indices] for Q in flow_df.closestflow[start_date:end_date]]\n",
" cov_stack = np.ma.dstack(cov_list)\n",
" cov_data[str(k)] = cov_stack\n",
" \n",
" return Id, quad, hab_stack, cov_data\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 5,
"metadata": {},
"source": [
"Select a quad for further inspection, or chose num to visualize a random quad"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"quad_id = None #540 # set to None if you want a random quad\n",
"start_date = \"2000-10-1\"#date(2000, 10, 1)\n",
"end_date = \"2001-09-30\"#date(2000, 10, 1)\n",
"our_dates = np.array(flow_df.Qcms[start_date:end_date].index)\n",
"Id, our_quad, hab_data, cov_data = get_quad_data(Id=quad_id, start_date=start_date, end_date=end_date)\n",
"print Id"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"738\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print hab.transform\n",
"g_minx = hab.transform[0]\n",
"g_maxy = hab.transform[3]\n",
"g_maxx = g_minx + hab.transform[1]*flow_lookup[flow_lookup.iterkeys().next()].shape[1]\n",
"g_miny = g_maxy - hab.transform[1]*flow_lookup[flow_lookup.iterkeys().next()].shape[0]\n",
"g_extent = [g_minx, g_maxx, g_miny, g_maxy]\n",
"print hab.transform[0], hab.transform[0]+hab.shape[1], hab.transform[3]-hab.shape[0], hab.transform[3]\n",
"print g_minx, g_maxx, g_miny, g_maxy"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[491969.6716, 1.0, 0.0, 4624522.6074, 0.0, -1.0]\n",
"491969.6716 495318.6716 4623424.6074 4624522.6074\n",
"491969.6716 495318.6716 4623424.6074 4624522.6074\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "heading",
"level": 5,
"metadata": {},
"source": [
"Let's take a quick look at a map of this quad with habitat for the 50cms flow"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(10, 10))\n",
"ax= fig.add_subplot(111)\n",
"\n",
"cmap = mpl.colors.ListedColormap(['white', 'red'])\n",
"plt.imshow(flow_lookup[flows[-4]], cmap=cmap, interpolation=\"nearest\",\n",
" extent=g_extent)\n",
" \n",
"\n",
"points = our_quad['geometry']['coordinates']\n",
"pnts = np.array(points).transpose()\n",
"\n",
"pylab.plot(pnts[0],pnts[1])\n",
"\n",
"ax.set_xlim([pnts[0].min()-50,pnts[0].max()+50])\n",
"ax.set_ylim([pnts[1].min()-50,pnts[1].max()+50])\n",
"# pylab.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"(4623862.5921498425, 4623972.9731985461)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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JKQCAQkIKAKCQkAIAKCSkAAAKCSkAgEJCCgCgkJACACgkpAAACgkpAIBCQgoA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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1be29a20>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.html.widgets import *\n",
"def pltone(f):\n",
" fig = plt.figure(figsize=(20, 15))\n",
" ax= fig.add_subplot(111)\n",
"\n",
" cmap = mpl.colors.ListedColormap(['white', 'red'])\n",
" plt.imshow(flow_lookup[float(f)], cmap=cmap, interpolation=\"nearest\",\n",
" extent=g_extent)\n",
"\n",
"\n",
" points = our_quad['geometry']['coordinates']\n",
" pnts = np.array(points).transpose()\n",
"\n",
" pylab.plot(pnts[0],pnts[1])\n",
" \n",
" ax.set_title(f)\n",
" \n",
" ax.set_xlim([pnts[0].min()-50,pnts[0].max()+50])\n",
" ax.set_ylim([pnts[1].min()-50,pnts[1].max()+50])\n",
"\n",
"\n",
"interact(pltone, f=[str(f) for f in flows]);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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jOc/t5Z0AAAAF8+6dAAAABRN9AAAABRN9AAAABRN9AAAA\nBRN9AAAABRN9AAAABRN9AAAABRN9AAAABfsvT3Mm3zZf7RUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1c20d588>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"How about this displayed as a line instead of a color for each pixel? Each grey line is the time series for a single pixel within this one quad, the red line is their spatial average as a time series"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(20, 15))\n",
"\n",
"HSC = {'depth':(0.06, 100), \n",
" 'velocity':(0.02, 3.3),\n",
" 'froude':(0, 0.44),\n",
" 'shear':(0, 0.22),\n",
" 'shearstress':(0, 47.5),\n",
" 'reynolds':(0, cov_data['reynolds'].max()),}\n",
"\n",
"#add a plot of our habitat\n",
"ax = fig.add_subplot((len(cov_data.keys())+1)*100+11)\n",
"for hd in hab_data[0]:\n",
" ax.plot(our_dates, hd, color='0.5', alpha=0.2)\n",
"ax.plot(our_dates, np.ma.mean(hab_data[0,:], axis=0), color='red', lw=1, alpha=0.5)\n",
"\n",
"#add in the cfs for comparison\n",
"ax2 = ax.twinx()\n",
"ax2.plot(our_dates, flow_df.Qcms[start_date:end_date], color='blue', lw=1, alpha=0.5)\n",
"ax2.set_ylabel('Q cms', color='b')\n",
"ax2.set_yscale('log')\n",
"for tl in ax2.get_yticklabels():\n",
" tl.set_color('b')\n",
"\n",
"# data = pd.DataFrame(np.mean(hab_data, axis=1)[0,:num_days], index= flow_df[:num_days].index)\n",
"# data.plot(ax=ax, legend=False)\n",
"ax.set_ylabel('habitat', color='r')\n",
"for tl in ax.get_yticklabels():\n",
" tl.set_color('r')\n",
"ax.xaxis.set_major_locator(plt.NullLocator())\n",
"\n",
"#and each of our covariates\n",
"i = 2\n",
"for cov_name in cov_data.keys():\n",
"# print cov_name\n",
" ax1 = fig.add_subplot((len(cov_data.keys())+1)*100+10+i, sharex=ax)\n",
" for hd in cov_data[cov_name][0]:\n",
" ax1.plot(our_dates, hd, color='0.5', alpha=0.4, lw=0.3)\n",
"# ax.plot(our_dates np.ma.mean(m, axis=0), color='red', lw=1, alpha=0.5)\n",
"# data = pd.DataFrame(np.mean(cov_data[cov_name], axis=1)[0,:num_days], index= flow_df[:num_days].index)\n",
"# data.plot(ax=ax, legend=False)\n",
"# ax.plot(np.mean(cov_data[cov_name], axis=1)[0,:365])\n",
" ax1.set_ylabel(cov_name)\n",
" if i != len(cov_data.keys())+1:\n",
" ax1.xaxis.set_major_locator(plt.NullLocator())\n",
" \n",
" green_min = HSC[cov_name][0]\n",
" green_max = min(HSC[cov_name][1], ax1.get_ylim()[1])\n",
" p = plt.axhspan(green_min, green_max, facecolor='g', alpha=0.3)\n",
" i += 1\n",
" \n",
"\n",
"fig.suptitle(\"Data for quad: \" + str(Id), y=.92, fontsize=15)\n",
"# plt.show()\n",
"# from mpld3 import display\n",
"# display(fig)\n",
"# from bokeh import mpl\n",
"# plt.title(\"Seaborn kdeplot in bokeh.\")\n",
"\n",
"# mpl.to_bokeh(name=\"kde\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"<matplotlib.text.Text at 0x1befdf28>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Qf+kSEjT7yahRFpcuaezeHfipqxBCCCFqn5wcePttePpptb9keS5fVqGnceNg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\n6ZrZtx1S4fPZx+But0JTD/vK57MrybpKPLa1apX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JkqlQrPPffcvD+TiLKXv8tU5586sm4AbSJaJDFmzgzlL3P6D3SyzJmHxm169L1tgOGoAfqNernD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\nIiIiIiIiP/8fDWYj0vIOD+4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x8b069e10>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"A figure to look at the raw covariates for this quad"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pnts"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"array([[[ 494527.16324076],\n",
" [ 494523.92857992],\n",
" [ 494514.17329633],\n",
" [ 494517.05475286],\n",
" [ 494527.16324076]],\n",
"\n",
" [[ 4623920.23625215],\n",
" [ 4623912.59214984],\n",
" [ 4623915.25039768],\n",
" [ 4623922.97319855],\n",
" [ 4623920.23625215]]])"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"@interact(flow = [str(f) for f in flows], pnts=fixed(pnts))\n",
"def plot_one(flow, pnts):\n",
" fig = plt.figure(figsize=(24, 16))\n",
"\n",
" ax1 = fig.add_subplot(231)\n",
"\n",
" axes = {'depth':ax1, \n",
" 'velocity':fig.add_subplot(232, sharex=ax1, sharey=ax1),\n",
" 'froude':fig.add_subplot(233, sharex=ax1, sharey=ax1),\n",
" 'shear':fig.add_subplot(234, sharex=ax1, sharey=ax1),\n",
" 'shearstress':fig.add_subplot(235, sharex=ax1, sharey=ax1),\n",
" 'reynolds':fig.add_subplot(236, sharex=ax1, sharey=ax1),}\n",
"\n",
"\n",
"\n",
" for label, ax in axes.iteritems():\n",
" masked_data = ma.masked_where(cov_lookup['depth'][flows[-1]] < 0, cov_lookup[label][flows[-1]])\n",
"# masked_data = cov_lookup['depth'][float(flow)]\n",
" im = ax.imshow(masked_data, cmap=plt.cm.jet, #vmin=regular_grids[label].min(), vmax=regular_grids[label].max(), \n",
" extent=g_extent,\n",
" interpolation=\"none\")\n",
" ax.set_title(label)\n",
" ax.set_xlim([pnts[0].min()-50,pnts[0].max()+50])\n",
" ax.set_ylim([pnts[1].min()-50,pnts[1].max()+50])\n",
" plt.colorbar(im, ax=ax)\n",
" points = our_quad['geometry']['coordinates']\n",
" pnts = np.array(points).transpose()\n",
"\n",
" ax.plot(pnts[0],pnts[1])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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BVbG6qSq1gC7NgC5VgdPtOg7TGhARETlhKKfVtyjqOpPBS9VexuN8xfbO+1DtS5dyoFVR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\niiTwar9eEj88ZOdWHP4uvk75129SWF74mlV9WOnOnWw7mzEVXsgeUzL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6xPaVgsH2Va/g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Krxx1UYnlRGUlJ3AEjkDcmuBKCOelAN307GnJ+LbBxC1fCIg3Vzj+O6keNij3bnI9L9uWoVZaQl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\n6xGNRrFkyRJs3LgRk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CtA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\nGP1VK/K/OoucE+eR23AeZbu/QjDdgzOluTh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"text": [
"<matplotlib.figure.Figure at 0x8baafac8>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"What if we want to look at the spatial average of each quad together? No problem "
]
},
{
"cell_type": "heading",
"level": 6,
"metadata": {},
"source": [
"Note: only first 10 shown for speed and clarity of display. To actually see comment out [:10] on line 4"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"quad_dict = {}\n",
"quad_ids = [quad['properties']['Id'] for quad in quads][:40]\n",
"for quad_id in quad_ids:\n",
" print quad_id,\n",
" quad_dict[quad_id] = get_quad_data(Id=quad_id, start_date=start_date, end_date=end_date)\n",
" #Id, quad, hab_data, cov_data"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# %matplotlib qt4\n",
"fig = plt.figure(figsize=(20, 15))\n",
"\n",
"HSC = {'depth':(0.06, 100), \n",
" 'velocity':(0.02, 3.3),\n",
" 'froude':(0, 0.44),\n",
" 'shear':(0, 0.22),\n",
" 'shearstress':(0, 47.5),\n",
" 'reynolds':(0, cov_data['reynolds'].max()),}\n",
"\n",
"#add a plot of our habitat\n",
"ax1 = fig.add_subplot((len(cov_data.keys())+1)*100+11)\n",
"for Id, quad, hab_data, cov_data in list(quad_dict.itervalues())[:5]:\n",
" ax1.plot(np.ma.mean(hab_data[0,:], axis=0), color='0.5', lw=1, alpha=0.5)\n",
"ax1.set_ylabel('habitat')\n",
"ax1.xaxis.set_major_locator(plt.NullLocator())\n",
"\n",
"#and each of our covariates\n",
"i = 2\n",
"for cov_name in cov_data.keys():\n",
"# print cov_name\n",
" ax = fig.add_subplot((len(cov_data.keys())+1)*100+10+i, sharex=ax1)\n",
" for Id, quad, hab_data, cov_data in list(quad_dict.itervalues())[:5]:\n",
" ax.plot(np.ma.mean(cov_data[cov_name][0,:], axis=0), color='0.5', lw=1, alpha=0.5)\n",
"# for hd in cov_data[cov_name][0]:\n",
"# ax.plot(hd, color='0.5', alpha=0.4, lw=0.3)\n",
"# ax.plot(np.ma.mean(cov_data[cov_name][0,:], axis=0), color='red', lw=1, alpha=0.5)\n",
"# ax.plot(np.mean(cov_data[cov_name], axis=1)[0,:365])\n",
" ax.set_ylabel(cov_name)\n",
" if i != len(cov_data.keys())+1:\n",
" ax.xaxis.set_major_locator(plt.NullLocator())\n",
" \n",
" green_min = HSC[cov_name][0]\n",
" green_max = min(HSC[cov_name][1], ax.get_ylim()[1])\n",
" p = plt.axhspan(green_min, green_max, facecolor='g', alpha=0.3)\n",
" i += 1\n",
" \n",
"\n",
"fig.suptitle(\"Spatial average for each time step, Data for first 100 quads\")\n",
"plt.show()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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BsGDHjrdhsVig6zoURUFr64l4++3NcLnckz7XVAQCIfT2dpXc7nK5RzPIspCk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H4n85mmCdf1blRAd5OgqmoglnkWOJDq5FnCnNiZ/hwl6rwwDHOp4o3rkvHf5/WvbnGLq4QkSQNP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NTRo0dx9913L3r7Pffcgy9/+cvruCIiIiIiIiIiIlrOpg9MfeMb38Cf//mfI47jBW8/dOgQ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\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rabxm/OkMVl0oEBERkR6teWDqX//rfz3ntrWW8+fPL7lfrVajVCp1b/u+j7UWz/Oo1Wrd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\nCtMnY0gmQWsFFC84op1TP5FAz8t5H13VpUWWBUG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"text": [
"<matplotlib.figure.Figure at 0x91ac06d8>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"A simple map of all our quads, color coded by the mean dwm habitat over the last 30 days."
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Next let's look at a plot of the study polygons colored according to their mean habitat value over the last 30 days\n",
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"quad_dict = {}\n",
"quad_ids = [quad['properties']['Id'] for quad in quads]#[:100]\n",
"for quad_id in quad_ids:\n",
" print quad_id,\n",
" quad_dict[quad_id] = get_quad_data(Id=quad_id, start_date=start_date, end_date=end_date)\n",
" Id, quad, hab_data, cov_data"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"1 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"3 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"36 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"4 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"37 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"38 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"39 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"7 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"40 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"8 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"41 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"73 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"138 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"9 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"74 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"42 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"10 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"75 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"43 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"11 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"76 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"139 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"44 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"12 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"77 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"45 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"173 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"13 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"46 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"78 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"140 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"47 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"79 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"48 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"141 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"175 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"80 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"81 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"14 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"82 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"49 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"142 "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
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{
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"input": [
"\n",
"def plot_polygon(ax, poly, color='red', alpha=0.3):\n",
" a = np.asarray(poly.exterior)\n",
" ax.add_patch(Polygon(a, facecolor=color, alpha=alpha))\n",
" ax.plot(a[:, 0], a[:, 1], color='black', linewidth=0.1, alpha=0.5)\n",
"\n",
"def plot_multipolygon(ax, geom, color='red', alpha=0.3):\n",
" \"\"\" Can safely call with either Polygon or Multipolygon geometry\n",
" \"\"\"\n",
" if geom.type == 'Polygon':\n",
" plot_polygon(ax, geom, color, alpha)\n",
" elif geom.type == 'MultiPolygon':\n",
" for poly in geom.geoms:\n",
" plot_polygon(ax, poly, color, alpha) \n",
" \n",
" \n",
" \n",
"mycm = pylab.cm.RdYlGn\n",
"\n",
"fig = plt.figure(figsize=(10, 10))\n",
"ax = fig.add_subplot(111)\n",
"\n",
"for k, q in list(quad_dict.iteritems()):\n",
" lag_data = q[2][:,:,-30:]\n",
" spatial_mean = np.ma.mean(lag_data[0], axis=0)\n",
" temporal_min = np.ma.min(spatial_mean)\n",
" \n",
" s = shape(q[1]['geometry'])\n",
" c = mycm(temporal_min)\n",
" plot_multipolygon(ax, s, color=c, alpha=0.8)\n",
"\n",
"norm = matplotlib.colors.Normalize(0.0, 1.0) \n",
"cmmapable = pylab.cm.ScalarMappable(norm, mycm)\n",
"cmmapable.set_array(range(0, 1))\n",
"\n",
" \n",
"plt.colorbar(cmmapable, ax=ax)\n",
"plt.show()\n"
],
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Tqx1FTDC5+MjXxgF/JxOKHaiqypSQTrDbhx4zKA7FuPoLE4jQctqKuUebGily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\nelAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x91ac0f98>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"The same as above but varing the time period from 7, 30, 60, 90, 180, 365 days (this one takes a few min to draw)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"def plot_one(ax, day_lag):\n",
" for k, q in list(quad_dict.iteritems()):\n",
" plot_single_quad(ax, day_lag, q)\n",
" \n",
" \n",
"def plot_single_quad(ax, day_lag, q):\n",
" lag_data = q[2][:,:,-1*day_lag:]\n",
" spatial_mean = np.ma.mean(lag_data[0], axis=0)\n",
" temporal_min = np.ma.min(spatial_mean)\n",
"\n",
"# temporal_min = np.ma.mean(q[2][:,:,-1*day_lag:])\n",
"# print temporal_min,\n",
" \n",
" s = shape(q[1]['geometry'])\n",
" c = mycm(temporal_min)\n",
" plot_multipolygon(ax, s, color=c, alpha=0.8)\n",
" \n",
" \n",
"fig = plt.figure(figsize=(20, 10))\n",
"\n",
"ax1 = fig.add_subplot(231)\n",
"first_lag = 1\n",
"plot_one(ax1, day_lag = first_lag)\n",
"ax1.get_xaxis().set_visible(False)\n",
"ax1.get_yaxis().set_visible(False)\n",
"ax1.set_title(\"lag = \"+str(first_lag))\n",
"\n",
"# norm = matplotlib.colors.Normalize(0.0, 1.0) \n",
"# cmmapable = pylab.cm.ScalarMappable(norm, mycm)\n",
"# cmmapable.set_array(range(0, 1))\n",
"\n",
"inc = 2\n",
"for lag in [2, 7, 14, 30, 180]:\n",
"# print lag\n",
" ax = fig.add_subplot(2,3,inc, sharex=ax1, sharey=ax1)\n",
" plot_one(ax, day_lag=lag)\n",
"# plot_single_quad(ax, lag, (Id, our_quad, hab_data, cov_data))\n",
" \n",
" \n",
" ax.get_xaxis().set_visible(False)\n",
" ax.get_yaxis().set_visible(False)\n",
" ax.set_title(\"lag = \"+str(lag))\n",
" inc+=1\n",
"plt.tight_layout()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Gh6yqKvn9Oh788j2jPwFCCCHEKLn4ws/wxyc2sO/dA9z1n+dw2/VzKXdHcO1q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\nwYksisx5glS2W7EYtXzjwhgLkxv85WeeZ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h8eY4HVYIiVZJRDhhL0okQglSAmJ3im2sV+\nu4VlJcdiJsVUIcF42McRSxmSRmQs6qVU0tKmsWBc3ORS93XWzl9ncnQMTyyEu6lJPUm0DXQ6HbJG\nT16zjtmqRxQ1jM6vE5mNED+5i09+7rME+kapShQAqC4YuJj04Uul+P3JNfyP76BizE+LduvuhFwk\nzItdF7j/6We2c1qqe4RaYFa9pUrKK/nicy9Qq8nSUWbn7HKAp0+38o3Lk3yopZJFfwRJEvnsqQ7O\nXRsjo5WJxhPoK5zIbgfB3jlkSSLviWM/1kTSGybrj5LN55H0OpRIksJKmODSOtrqrUCsrEeR3ywc\ny+Ecxk43coWNyNACuUgSJZohXchQiCbRVTkp5Aqklv3oXE4EQUCI5Ei2VrCUF7j6tW4krYHIepC8\nkCObzFL6ZrF5Y2STmid2YjhRw2o2w7VCjPlEgt61JT50rJ5ym5lgLMHw/CaPVxZTn4lx8W4X+aU+\npifHWdzwUluvBuJ/T067k6XxRcKWCLlMlsCwl1xpKb/x2T+nqLQUQ3kpU+evYFNEUtksV70rfH1l\ng+CBeiSjjpXFDQ7XVXO3Z4Kvfec1Dn+gjs2pHLXV9ds9NdXbnJrwqn5SgiDgSSTpvn6LVsHKUMJP\njaRHLgjM52K0aK2MKHE+KVXjH1piPZ8i6zAgRfNYjjYS651Dq9OT0YGULGDY7ybUP4MmKyAks+hd\nRWQmNgiPLqGrK0JnNxOf3UAqsyOb9STWfJgqizC2V5IXIdQ3i5RWSMWTyBmQ37ygSNmIIVdunSpK\nrQbIt1Ww4DDy2sgyc/0zbGyGsVkMTE+vsf9gMwCvv3qbp549zAPPHMS6q4jpvJ8ZTYr5SJhANMZO\nw9aH40klyX6tnZJwmsH+XrznrjNyt4fx6Qmq21rQ6/Xb83DegQRBwOWspmuoC32xnpU7iySzeZ78\n9f/CodMPUNPQSNfdbor9cQAC2TR/0j/IxO5aKLORLDUTG1qlzm7gL+
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