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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Access of XBT Near Realtime data using WMS/WFS capabilities from Geoserver\n",
"\n",
"In the following examples, we will demonstrate how to use the OWSLib python package to query the AODN geoserver to retrieve near real time XBT data south of Tasmania."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from owslib.etree import etree\n",
"from owslib.fes import PropertyIsLike, BBox, And\n",
"from owslib.wfs import WebFeatureService\n",
"from owslib.wms import WebMapService\n",
"import os\n",
"import xml.etree.ElementTree as ET\n",
"\n",
"GEOSERVER_URL = 'http://geoserver-123.aodn.org.au/geoserver'\n",
"GEOSERVER_WFS_LAYER = '{geoserver_url}/wfs'.format(geoserver_url=GEOSERVER_URL)\n",
"GEOSERVER_WMS_LAYER = '{geoserver_url}/wms'.format(geoserver_url=GEOSERVER_URL)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Connection to Geoserver/ retrieve basic information"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'AODN Web Mapping Services (WMS)'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wms = WebMapService(GEOSERVER_WFS_LAYER, version='1.1.1')\n",
"wms.identification.title"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Listing of different wms/wfs layers available in the AODN geoserver. \n",
"By convention:\n",
"* WMS(visualisation) layers end with **_map**\n",
"* WFS(data values) layers end with **_data**\n",
"\n",
"For each WMS layer, a WFS layer should exist. However, in some rare cases, this is not the case."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['imos:aad_so_cpr_map', 'imos:aatams_biologging_penguin_data', 'imos:aatams_biologging_penguin_map', 'imos:aatams_biologging_shearwater_data', 'imos:aatams_biologging_shearwater_map']\n"
]
}
],
"source": [
"wms_wfs_ls = list(wms.contents) # list containing ALL IMOS/AODN geoserver layers\n",
"print wms_wfs_ls[0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will then search for layer names containing the word \"XBT\" "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['aodn:aodn_csiro_cmar_xbt_data', 'aodn:aodn_csiro_cmar_xbt_map', 'imos:soop_xbt_dm_profile_data', 'imos:soop_xbt_dm_profile_map', 'imos:soop_xbt_nrt_profiles_data', 'imos:soop_xbt_nrt_profiles_map']\n"
]
}
],
"source": [
"aodn_collection_to_search_str = \"XBT\"\n",
"matching = [s.lower() for s in wms_wfs_ls if aodn_collection_to_search_str.lower() in s]\n",
"print matching"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the following examples, we will focus the the IMOS XBT data.\n",
"\n",
"More info can be used with the AODN portal:\n",
"https://portal.aodn.org.au/search?uuid=35234913-aa3c-48ec-b9a4-77f822f66ef8\n",
"\n",
"## XBT WMS visualisation"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"layer1_wms_name = 'imos:soop_xbt_nrt_profiles_map'\n",
"layer1_wfs_name = 'imos:soop_xbt_nrt_profiles_data'\n",
"bounding_box_wms = [140, 154, -65, -40] # [lon_min, lon_max, lat_min, lat_max]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"\n",
"from cartopy.io.img_tiles import StamenTerrain\n",
"\n",
"tiler = StamenTerrain()\n",
"fig = plt.figure(figsize=(100, 100))\n",
"mercator = tiler.crs\n",
"ax = fig.add_subplot(1, 1, 1, projection=mercator)\n",
"ax.set_extent(bounding_box_wms, crs=ccrs.PlateCarree())\n",
"ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
"\n",
"ax.add_wms(wms=GEOSERVER_WMS_LAYER,\n",
" layers=layer1_wms_name)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Querying XBT data via WFS"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>geometry.coordinates</th>\n",
" <th>geometry.type</th>\n",
" <th>geometry_name</th>\n",
" <th>id</th>\n",
" <th>properties.Callsign</th>\n",
" <th>properties.DEPTH</th>\n",
" <th>properties.LATITUDE</th>\n",
" <th>properties.LONGITUDE</th>\n",
" <th>properties.TEMP</th>\n",
" <th>properties.TIME</th>\n",
" <th>properties.measurement_id</th>\n",
" <th>properties.profile_id</th>\n",
" <th>properties.vessel_name</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>[145.8572, -47.6479]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>soop_xbt_nrt_profiles_data.fid--55653d83_169eb...</td>\n",
" <td>FHZI</td>\n",
" <td>4.0</td>\n",
" <td>-47.647931</td>\n",
" <td>145.857241</td>\n",
" <td>10.750</td>\n",
" <td>2013-01-06T03:13:00Z</td>\n",
" <td>160968</td>\n",
" <td>1274</td>\n",
" <td>Astrolabe</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>[145.8572, -47.6479]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>soop_xbt_nrt_profiles_data.fid--55653d83_169eb...</td>\n",
" <td>FHZI</td>\n",
" <td>38.0</td>\n",
" <td>-47.647931</td>\n",
" <td>145.857241</td>\n",
" <td>10.705</td>\n",
" <td>2013-01-06T03:13:00Z</td>\n",
" <td>160969</td>\n",
" <td>1274</td>\n",
" <td>Astrolabe</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>[145.8572, -47.6479]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>soop_xbt_nrt_profiles_data.fid--55653d83_169eb...</td>\n",
" <td>FHZI</td>\n",
" <td>47.5</td>\n",
" <td>-47.647931</td>\n",
" <td>145.857241</td>\n",
" <td>10.410</td>\n",
" <td>2013-01-06T03:13:00Z</td>\n",
" <td>160970</td>\n",
" <td>1274</td>\n",
" <td>Astrolabe</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>[145.8572, -47.6479]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>soop_xbt_nrt_profiles_data.fid--55653d83_169eb...</td>\n",
" <td>FHZI</td>\n",
" <td>72.0</td>\n",
" <td>-47.647931</td>\n",
" <td>145.857241</td>\n",
" <td>10.240</td>\n",
" <td>2013-01-06T03:13:00Z</td>\n",
" <td>160971</td>\n",
" <td>1274</td>\n",
" <td>Astrolabe</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>[145.8572, -47.6479]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>soop_xbt_nrt_profiles_data.fid--55653d83_169eb...</td>\n",
" <td>FHZI</td>\n",
" <td>79.5</td>\n",
" <td>-47.647931</td>\n",
" <td>145.857241</td>\n",
" <td>9.780</td>\n",
" <td>2013-01-06T03:13:00Z</td>\n",
" <td>160972</td>\n",
" <td>1274</td>\n",
" <td>Astrolabe</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" geometry.coordinates geometry.type geometry_name \\\n",
"0 [145.8572, -47.6479] Point geom \n",
"1 [145.8572, -47.6479] Point geom \n",
"2 [145.8572, -47.6479] Point geom \n",
"3 [145.8572, -47.6479] Point geom \n",
"4 [145.8572, -47.6479] Point geom \n",
"\n",
" id properties.Callsign \\\n",
"0 soop_xbt_nrt_profiles_data.fid--55653d83_169eb... FHZI \n",
"1 soop_xbt_nrt_profiles_data.fid--55653d83_169eb... FHZI \n",
"2 soop_xbt_nrt_profiles_data.fid--55653d83_169eb... FHZI \n",
"3 soop_xbt_nrt_profiles_data.fid--55653d83_169eb... FHZI \n",
"4 soop_xbt_nrt_profiles_data.fid--55653d83_169eb... FHZI \n",
"\n",
" properties.DEPTH properties.LATITUDE properties.LONGITUDE \\\n",
"0 4.0 -47.647931 145.857241 \n",
"1 38.0 -47.647931 145.857241 \n",
"2 47.5 -47.647931 145.857241 \n",
"3 72.0 -47.647931 145.857241 \n",
"4 79.5 -47.647931 145.857241 \n",
"\n",
" properties.TEMP properties.TIME properties.measurement_id \\\n",
"0 10.750 2013-01-06T03:13:00Z 160968 \n",
"1 10.705 2013-01-06T03:13:00Z 160969 \n",
"2 10.410 2013-01-06T03:13:00Z 160970 \n",
"3 10.240 2013-01-06T03:13:00Z 160971 \n",
"4 9.780 2013-01-06T03:13:00Z 160972 \n",
"\n",
" properties.profile_id properties.vessel_name type \n",
"0 1274 Astrolabe Feature \n",
"1 1274 Astrolabe Feature \n",
"2 1274 Astrolabe Feature \n",
"3 1274 Astrolabe Feature \n",
"4 1274 Astrolabe Feature "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wfs = WebFeatureService(url=GEOSERVER_WFS_LAYER, version='1.1.0', timeout=30)\n",
"#[operation.name for operation in wfs.operations]\n",
"xbt_nrt = wfs[layer1_wms_name]\n",
"\n",
"# BBox filters south of Tasmania\n",
"lon_min = 142\n",
"lon_max = 146\n",
"lat_min = -48\n",
"lat_max = -46\n",
"bbox = [lon_min, lat_min, lon_max, lat_max] # [lon_min, lat_min, lon_max, lat_max]\n",
"filter_1 = BBox(bbox, wfs.contents[layer1_wfs_name].crsOptions[0].getcodeurn())\n",
"\n",
"## string property\n",
"filename_wfs_filter ='FHZI'\n",
"column = 'Callsign' \n",
"filter_2 = PropertyIsLike(propertyname=column, literal=filename_wfs_filter, wildCard='%')\n",
"\n",
"# add both filters with AND operator and convert to XML\n",
"filters = And([filter_1, filter_2])\n",
"filters_xml = etree.tostring(filters.toXML()).decode(\"utf-8\")\n",
"\n",
"response = wfs.getfeature(typename=layer1_wfs_name, bbox=bbox, outputFormat='application/json')\n",
"#response = wfs.getfeature(typename=layer1_wfs_name, bbox=bbox, outputFormat='application/json', maxfeatures=1)\n",
"res = response.read()\n",
"\n",
"import json\n",
"json_output = json.dumps(json.loads(res))\n",
"\n",
"from pandas.io.json import json_normalize\n",
"data = json.loads(json_output)\n",
"df_xbt = json_normalize(data['features'])\n",
"\n",
"df_xbt.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot of a specific temperature profile"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"variables = df_xbt.columns\n",
"profile_data = df_xbt[df_xbt['properties.profile_id'] == 9313]\n",
"profile_data.plot(x='properties.TEMP', y='properties.DEPTH').invert_yaxis()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot XBT profiles for all months of February"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0,'Temperature / Deg')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"pd.to_datetime(df_xbt['properties.TIME']) # converting TIME values to date type\n",
"\n",
"profile_data_xbt = df_xbt[pd.to_datetime(df_xbt['properties.TIME']).dt.month == 2].copy()\n",
"#profile_data = df[ pd.to_datetime(df['properties.TIME']) > '2017-02-26T11:24:00Z'].copy()\n",
"\n",
"# Plot Temperature profile\n",
"fig, ax = plt.subplots(figsize=(15,7))\n",
"\n",
"for label, df_sub in profile_data_xbt.groupby('properties.TIME'):\n",
" df_sub.plot(x='properties.TEMP',\n",
" y='properties.DEPTH', \n",
" title='XBT temperature profiles',\n",
" linestyle='dashed',marker='D', ax=ax, label=label).invert_yaxis()\n",
"\n",
"ax.set_ylabel('Depth (meters)')\n",
"ax.set_xlabel('Temperature / Deg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking for Argo data in similar region, all months of February"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['imos:argo_primary_profile_core_low_res_good_qc_data', 'imos:argo_profile_map']\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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"\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>geometry.coordinates</th>\n",
" <th>geometry.type</th>\n",
" <th>geometry_name</th>\n",
" <th>id</th>\n",
" <th>properties.cycle_number</th>\n",
" <th>properties.data_centre_name</th>\n",
" <th>properties.data_mode</th>\n",
" <th>properties.data_state_indicator</th>\n",
" <th>properties.direction</th>\n",
" <th>properties.juld</th>\n",
" <th>...</th>\n",
" <th>properties.psal_adjusted_qc</th>\n",
" <th>properties.psal_qc</th>\n",
" <th>properties.size</th>\n",
" <th>properties.temp</th>\n",
" <th>properties.temp_adjusted</th>\n",
" <th>properties.temp_adjusted_error</th>\n",
" <th>properties.temp_adjusted_qc</th>\n",
" <th>properties.temp_qc</th>\n",
" <th>properties.url</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>[145.824, -45.212]</td>\n",
" <td>Point</td>\n",
" <td>position</td>\n",
" <td>argo_primary_profile_core_low_res_good_qc_data...</td>\n",
" <td>22</td>\n",
" <td>CSIRO</td>\n",
" <td>A</td>\n",
" <td>2B</td>\n",
" <td>A</td>\n",
" <td>2016-04-29T13:17:08.999Z</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>43796</td>\n",
" <td>16.215</td>\n",
" <td>16.215</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>IMOS/Argo/dac/csiro/5905030/profiles/R5905030_...</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>[145.824, -45.212]</td>\n",
" <td>Point</td>\n",
" <td>position</td>\n",
" <td>argo_primary_profile_core_low_res_good_qc_data...</td>\n",
" <td>22</td>\n",
" <td>CSIRO</td>\n",
" <td>A</td>\n",
" <td>2B</td>\n",
" <td>A</td>\n",
" <td>2016-04-29T13:17:08.999Z</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>43796</td>\n",
" <td>16.216</td>\n",
" <td>16.216</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>IMOS/Argo/dac/csiro/5905030/profiles/R5905030_...</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>[145.824, -45.212]</td>\n",
" <td>Point</td>\n",
" <td>position</td>\n",
" <td>argo_primary_profile_core_low_res_good_qc_data...</td>\n",
" <td>22</td>\n",
" <td>CSIRO</td>\n",
" <td>A</td>\n",
" <td>2B</td>\n",
" <td>A</td>\n",
" <td>2016-04-29T13:17:08.999Z</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>43796</td>\n",
" <td>16.218</td>\n",
" <td>16.218</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>IMOS/Argo/dac/csiro/5905030/profiles/R5905030_...</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>[145.824, -45.212]</td>\n",
" <td>Point</td>\n",
" <td>position</td>\n",
" <td>argo_primary_profile_core_low_res_good_qc_data...</td>\n",
" <td>22</td>\n",
" <td>CSIRO</td>\n",
" <td>A</td>\n",
" <td>2B</td>\n",
" <td>A</td>\n",
" <td>2016-04-29T13:17:08.999Z</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>43796</td>\n",
" <td>16.211</td>\n",
" <td>16.211</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>IMOS/Argo/dac/csiro/5905030/profiles/R5905030_...</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>[145.824, -45.212]</td>\n",
" <td>Point</td>\n",
" <td>position</td>\n",
" <td>argo_primary_profile_core_low_res_good_qc_data...</td>\n",
" <td>22</td>\n",
" <td>CSIRO</td>\n",
" <td>A</td>\n",
" <td>2B</td>\n",
" <td>A</td>\n",
" <td>2016-04-29T13:17:08.999Z</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>43796</td>\n",
" <td>16.212</td>\n",
" <td>16.212</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>IMOS/Argo/dac/csiro/5905030/profiles/R5905030_...</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 40 columns</p>\n",
"</div>"
],
"text/plain": [
" geometry.coordinates geometry.type geometry_name \\\n",
"0 [145.824, -45.212] Point position \n",
"1 [145.824, -45.212] Point position \n",
"2 [145.824, -45.212] Point position \n",
"3 [145.824, -45.212] Point position \n",
"4 [145.824, -45.212] Point position \n",
"\n",
" id properties.cycle_number \\\n",
"0 argo_primary_profile_core_low_res_good_qc_data... 22 \n",
"1 argo_primary_profile_core_low_res_good_qc_data... 22 \n",
"2 argo_primary_profile_core_low_res_good_qc_data... 22 \n",
"3 argo_primary_profile_core_low_res_good_qc_data... 22 \n",
"4 argo_primary_profile_core_low_res_good_qc_data... 22 \n",
"\n",
" properties.data_centre_name properties.data_mode \\\n",
"0 CSIRO A \n",
"1 CSIRO A \n",
"2 CSIRO A \n",
"3 CSIRO A \n",
"4 CSIRO A \n",
"\n",
" properties.data_state_indicator properties.direction \\\n",
"0 2B A \n",
"1 2B A \n",
"2 2B A \n",
"3 2B A \n",
"4 2B A \n",
"\n",
" properties.juld ... properties.psal_adjusted_qc \\\n",
"0 2016-04-29T13:17:08.999Z ... 1 \n",
"1 2016-04-29T13:17:08.999Z ... 1 \n",
"2 2016-04-29T13:17:08.999Z ... 1 \n",
"3 2016-04-29T13:17:08.999Z ... 1 \n",
"4 2016-04-29T13:17:08.999Z ... 1 \n",
"\n",
" properties.psal_qc properties.size properties.temp \\\n",
"0 1 43796 16.215 \n",
"1 1 43796 16.216 \n",
"2 1 43796 16.218 \n",
"3 1 43796 16.211 \n",
"4 1 43796 16.212 \n",
"\n",
" properties.temp_adjusted properties.temp_adjusted_error \\\n",
"0 16.215 NaN \n",
"1 16.216 NaN \n",
"2 16.218 NaN \n",
"3 16.211 NaN \n",
"4 16.212 NaN \n",
"\n",
" properties.temp_adjusted_qc properties.temp_qc \\\n",
"0 1 1 \n",
"1 1 1 \n",
"2 1 1 \n",
"3 1 1 \n",
"4 1 1 \n",
"\n",
" properties.url type \n",
"0 IMOS/Argo/dac/csiro/5905030/profiles/R5905030_... Feature \n",
"1 IMOS/Argo/dac/csiro/5905030/profiles/R5905030_... Feature \n",
"2 IMOS/Argo/dac/csiro/5905030/profiles/R5905030_... Feature \n",
"3 IMOS/Argo/dac/csiro/5905030/profiles/R5905030_... Feature \n",
"4 IMOS/Argo/dac/csiro/5905030/profiles/R5905030_... Feature \n",
"\n",
"[5 rows x 40 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aodn_collection_to_search_str = \"argo\"\n",
"matching = [s.lower() for s in wms_wfs_ls if aodn_collection_to_search_str.lower() in s]\n",
"print matching\n",
"\n",
"layer1_wms_name = 'imos:argo_profile_map'\n",
"layer1_wfs_name = 'imos:argo_primary_profile_core_low_res_good_qc_data'\n",
"\n",
"wfs = WebFeatureService(url=GEOSERVER_WFS_LAYER, version='1.1.0', timeout=120)\n",
"\n",
"# BBox filters south of Tasmania\n",
"bbox = [145, -46, 146, -44] # [lon_min, lat_min, lon_max, lat_max] -44.836, 145.668 to Lat/Lon -44.204, 146.464\n",
"\n",
"response = wfs.getfeature(typename=layer1_wfs_name, bbox=bbox, outputFormat='application/json')\n",
"res = response.read()\n",
"\n",
"import json\n",
"json_output = json.dumps(json.loads(res))\n",
"\n",
"from pandas.io.json import json_normalize\n",
"data = json.loads(json_output)\n",
"df_argo = json_normalize(data['features'])\n",
"\n",
"df_argo.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"pd.to_datetime(df_argo['properties.juld']) # converting TIME values to date type\n",
"\n",
"profile_data_argo = df_argo[pd.to_datetime(df_argo['properties.juld']).dt.month == 2].copy()\n",
"#profile_data = df[ pd.to_datetime(df['properties.TIME']) > '2017-02-26T11:24:00Z'].copy()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Temperature / Deg')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot Temperature profile\n",
"fig, ax = plt.subplots(figsize=(15,7))\n",
"\n",
"for label, df_sub in profile_data_argo.groupby('properties.juld'):\n",
" df_sub.plot(x='properties.temp_adjusted', \n",
" y='properties.pres_adjusted',\n",
" title='Temperature profile of Argo floats for months of February\\nlocation:\\n{location}'.\n",
" format(location=bbox),\n",
" linestyle='dashed',marker='D', ax=ax, label=label).invert_yaxis()\n",
"\n",
"ax.set_ylabel('Pressure')\n",
"ax.set_xlabel('Temperature / Deg')\n",
"\n",
"# TS diagram \n",
"fig2, ax2 = plt.subplots(figsize=(15,7))\n",
"profile_data_argo.plot.scatter(x='properties.psal_adjusted', \n",
" y='properties.temp_adjusted', \n",
" c='properties.pres_adjusted', \n",
" title='Temperature Salinity Diagram of Argo floats for months of February\\nlocation:\\n{location}'.\n",
" format(location=bbox),\n",
" marker='+', linestyle=\"None\", ax=ax2,\n",
" cmap='RdYlBu_r')\n",
"\n",
"\n",
"ax2.set_xlabel('Salinity / PSU')\n",
"ax2.set_ylabel('Temperature / Deg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Could do some machine learning examples on clustering data in TS diagram"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.basemap import Basemap\n",
"import numpy as np\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,7))\n",
"# Define the projection, scale, the corners of the map, and the resolution.\n",
"degree_delta = 4\n",
"m = Basemap(projection='merc',llcrnrlat=lat_min - degree_delta,urcrnrlat=lat_max + degree_delta,\\\n",
" llcrnrlon=lon_min - degree_delta,urcrnrlon=lon_max + degree_delta,lat_ts=10,resolution='i')\n",
"\n",
"m.drawcoastlines()\n",
"parallels = np.arange(lat_min - degree_delta, lat_max + degree_delta,(lat_max - lat_min)/2.)\n",
"m.drawparallels(parallels, labels=[1,0,0,0])\n",
"\n",
"meridians = np.arange(lon_min - degree_delta, lon_max + degree_delta, 5.)\n",
"m.drawmeridians(meridians,labels=[True,True,False,True])\n",
"\n",
"lats = profile_data_argo['properties.latitude']\n",
"lons = profile_data_argo['properties.longitude']\n",
"\n",
"x, y = m(np.array(lons), np.array(lats))\n",
"m.scatter(x, y)\n",
"ax.set_title('Location of Argo floats')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Glider Data South of Tasmania for comparaison"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['imos:anfog_dm_trajectory_data', 'imos:anfog_dm_trajectory_map', 'imos:anfog_rt_trajectory_data', 'imos:anfog_rt_trajectory_map']\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>geometry.coordinates</th>\n",
" <th>geometry.type</th>\n",
" <th>geometry_name</th>\n",
" <th>id</th>\n",
" <th>properties.CDOM</th>\n",
" <th>properties.CDOM_quality_control</th>\n",
" <th>properties.CNDC</th>\n",
" <th>properties.CNDC_quality_control</th>\n",
" <th>properties.CPHL</th>\n",
" <th>properties.CPHL_quality_control</th>\n",
" <th>...</th>\n",
" <th>properties.VCUR_GPS</th>\n",
" <th>properties.VCUR_GPS_quality_control</th>\n",
" <th>properties.VCUR_quality_control</th>\n",
" <th>properties.deployment_name</th>\n",
" <th>properties.file_id</th>\n",
" <th>properties.platform_code</th>\n",
" <th>properties.platform_type</th>\n",
" <th>properties.time_coverage_end</th>\n",
" <th>properties.time_coverage_start</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>[145.3171, -44.7239]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>anfog_dm_trajectory_data.fid--55653d83_169ebf4...</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
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" <td>9</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>SOTS20100913</td>\n",
" <td>287</td>\n",
" <td>SG521</td>\n",
" <td>seaglider</td>\n",
" <td>2011-01-24T11:50:48Z</td>\n",
" <td>2010-09-13T07:20:19Z</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>[145, -44.8091]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>anfog_dm_trajectory_data.fid--55653d83_169ebf4...</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>3.478149</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>SOTS20100913</td>\n",
" <td>287</td>\n",
" <td>SG521</td>\n",
" <td>seaglider</td>\n",
" <td>2011-01-24T11:50:48Z</td>\n",
" <td>2010-09-13T07:20:19Z</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>[145, -44.8091]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>anfog_dm_trajectory_data.fid--55653d83_169ebf4...</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>3.478867</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>SOTS20100913</td>\n",
" <td>287</td>\n",
" <td>SG521</td>\n",
" <td>seaglider</td>\n",
" <td>2011-01-24T11:50:48Z</td>\n",
" <td>2010-09-13T07:20:19Z</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>[145, -44.8091]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>anfog_dm_trajectory_data.fid--55653d83_169ebf4...</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>3.480029</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>SOTS20100913</td>\n",
" <td>287</td>\n",
" <td>SG521</td>\n",
" <td>seaglider</td>\n",
" <td>2011-01-24T11:50:48Z</td>\n",
" <td>2010-09-13T07:20:19Z</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>[145.0001, -44.8091]</td>\n",
" <td>Point</td>\n",
" <td>geom</td>\n",
" <td>anfog_dm_trajectory_data.fid--55653d83_169ebf4...</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>3.481580</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>9</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>SOTS20100913</td>\n",
" <td>287</td>\n",
" <td>SG521</td>\n",
" <td>seaglider</td>\n",
" <td>2011-01-24T11:50:48Z</td>\n",
" <td>2010-09-13T07:20:19Z</td>\n",
" <td>Feature</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 61 columns</p>\n",
"</div>"
],
"text/plain": [
" geometry.coordinates geometry.type geometry_name \\\n",
"0 [145.3171, -44.7239] Point geom \n",
"1 [145, -44.8091] Point geom \n",
"2 [145, -44.8091] Point geom \n",
"3 [145, -44.8091] Point geom \n",
"4 [145.0001, -44.8091] Point geom \n",
"\n",
" id properties.CDOM \\\n",
"0 anfog_dm_trajectory_data.fid--55653d83_169ebf4... NaN \n",
"1 anfog_dm_trajectory_data.fid--55653d83_169ebf4... NaN \n",
"2 anfog_dm_trajectory_data.fid--55653d83_169ebf4... NaN \n",
"3 anfog_dm_trajectory_data.fid--55653d83_169ebf4... NaN \n",
"4 anfog_dm_trajectory_data.fid--55653d83_169ebf4... NaN \n",
"\n",
" properties.CDOM_quality_control properties.CNDC \\\n",
"0 9 NaN \n",
"1 9 3.478149 \n",
"2 9 3.478867 \n",
"3 9 3.480029 \n",
"4 9 3.481580 \n",
"\n",
" properties.CNDC_quality_control properties.CPHL \\\n",
"0 9 NaN \n",
"1 1 NaN \n",
"2 1 NaN \n",
"3 1 NaN \n",
"4 1 NaN \n",
"\n",
" properties.CPHL_quality_control ... properties.VCUR_GPS \\\n",
"0 9 ... NaN \n",
"1 9 ... NaN \n",
"2 9 ... NaN \n",
"3 9 ... NaN \n",
"4 9 ... NaN \n",
"\n",
" properties.VCUR_GPS_quality_control properties.VCUR_quality_control \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" properties.deployment_name properties.file_id properties.platform_code \\\n",
"0 SOTS20100913 287 SG521 \n",
"1 SOTS20100913 287 SG521 \n",
"2 SOTS20100913 287 SG521 \n",
"3 SOTS20100913 287 SG521 \n",
"4 SOTS20100913 287 SG521 \n",
"\n",
" properties.platform_type properties.time_coverage_end \\\n",
"0 seaglider 2011-01-24T11:50:48Z \n",
"1 seaglider 2011-01-24T11:50:48Z \n",
"2 seaglider 2011-01-24T11:50:48Z \n",
"3 seaglider 2011-01-24T11:50:48Z \n",
"4 seaglider 2011-01-24T11:50:48Z \n",
"\n",
" properties.time_coverage_start type \n",
"0 2010-09-13T07:20:19Z Feature \n",
"1 2010-09-13T07:20:19Z Feature \n",
"2 2010-09-13T07:20:19Z Feature \n",
"3 2010-09-13T07:20:19Z Feature \n",
"4 2010-09-13T07:20:19Z Feature \n",
"\n",
"[5 rows x 61 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aodn_collection_to_search_str = \"anfog\"\n",
"matching = [s.lower() for s in wms_wfs_ls if aodn_collection_to_search_str.lower() in s]\n",
"print matching\n",
"\n",
"layer1_wms_name = 'imos:anfog_dm_trajectory_map'\n",
"layer1_wfs_name = 'imos:anfog_dm_trajectory_data'\n",
"\n",
"wfs = WebFeatureService(url=GEOSERVER_WFS_LAYER, version='1.1.0', timeout=30)\n",
"\n",
"# BBox filters south of Tasmania\n",
"bbox = [145, -46, 146, -44] # [lon_min, lat_min, lon_max, lat_max] -44.836, 145.668 to Lat/Lon -44.204, 146.464\n",
"\n",
"response = wfs.getfeature(typename=layer1_wfs_name, bbox=bbox, outputFormat='application/json')\n",
"res = response.read()\n",
"\n",
"import json\n",
"json_output = json.dumps(json.loads(res))\n",
"\n",
"from pandas.io.json import json_normalize\n",
"data = json.loads(json_output)\n",
"df_anfog = json_normalize(data['features'])\n",
"\n",
"pd.to_datetime(df_anfog['properties.TIME']) # converting TIME values to date type\n",
"\n",
"df_anfog.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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eewFo3rw5OTk5vPLKK1x77bVA6mNply5dus9zrb+qzz//nJ07dwLwyCOPcOSRR3LmmWdSUFDA1KlTmTRpEv369ePhhx8ubeUNGjQgKyuL6667jpYtW1bKuOJOc+AikQO5gXfu3JnOnTszYcIEJk2aRK9evYDUpeZFRUVkZ2cDqXCvDI0aNaJfv35ccsklTJ06lVatWrFx40aOOOIIcnNzufXWWxk/fjzjx4/n6quv5rHHHmPJkiW88MILybnophKogYtEDuQGXuKuu+7ihhtuYNu2baXrSsK7MnXs2JHx48dz+eWXM3fuXJo1a0bdunW54YYb2LFjxy6fYVLycbOzZ8+mW7duNGzYsNLHF1exCnA1cAnpQG7gJfLz8ykuLmbIkCFfaz+TJk3iZz/7Wcbbv/POO5x11llA6pL3G2+8EYA//OEPdO/enVWrVgEwd+7c0t/vuXDhQlq3bv21xpl0sQpwNXAJSQ08NZVx1113sXHjxtJ1b731Fp999hkvvvgi7du357vf/e5uH/Na1qOPPsqDDz5Y+sbovlSvXp2XX34ZSM2Hl8jOzi79eNl+/fqRnZ3N4sWLueOOO1iwYAEH+i9B1xy4SEQNPCU3N7f0I1xHjBjB9773PQB69OjBDTfcwH333cfixYt54oknWL9+Pffee2/pz+6GDRsYMWIEs2fPBlIf9dqtW7e9Hm/OnDm89tprpffffffdXR6/5557uPbaa2nXrh2NGzfm7bff5pJLLmHr1q2MGzeuwl53EsUqwNXAJaQD6bNQ9iY3N5fly5czcOBAXnvtNa655hpatmzJr3/9awYOHMjLL7/MoEGDaNKkCYWFhTRo0ICWLVtSu3ZtVq9eTX5+PlOnTgXgjjvuYMyYMXs93hNPPMF9990HwJNPPrnb4/n5+eTn55fe79OnD++99x41a9bc7cKfA02sAlwNXEJSA0/Jzc1lxIgRXHPNNZx55pkMGTKE6tWrc91111G3bl1efPFFhg8fzmWXXUZeXh6fffYZy5Yt44svvmDnzp0cf/zxFBcXc/311/PXv/6Vf/7zn3v9cy05ffDjjz+mTZs2GY0x/SNmD2SxCnA1cAlJDTzl2GOP5eGHH+bHP/7xLqWqpO3WqVOHq666qnR948aNady48S77yMrKYujQofTs2ZMBAwbw9NNPM2jQoHLPaNm0aRO5ublMmTKl9CIdyUys3sRUA5eQ1MBTunXrxvXXX/+1fx6zs7O54oorOO2007jsssu4/vrr2bJlC7/61a/o3LkzDz/8MNu3b2fIkCF06NCBvLy8CnoFB45YBbgauISks1Aqx/Dhw3nppZcYMWIEHTt2ZP78+QwZMoRHH32U3//+95x55pkcd9xxpacRSuZiNYWiBi4hqYFXjnr16nHWWWcxZMgQWrduzYknnghAu3bteOKJJzjnnHN44IEH9PP/FcQqwNXAJSTNgVeuyy67bJf7Y8eOVWh/TbGaQtFfpoSkBl619PP+9cUqwNXAJSTNgUvSxCrA9S+yhKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZqMA9zMss1smpmNK7P+ITPbnHa/tpmNNbM3zCw/WtfUzMaZ2Qwzm21m/9jDMb7q6xD52tTAJWn2p4H/FPgofYWZ9QQalNluEPB4tP1PonV3AK+7+5Hu3gm4rbwDqIFLSGrgkjQZBbiZtQBOB55IW5cN3AvcUmbzbKA4upVU6mbA0pIN3H3mHo6T6bhFKpwauCRNpp9G+ACpoK6Ttu56YKy7rygTvM8Dw4HqwPejdUOBv5vZ9cC/gafcfXnZgxQVFZX+Wqbs7GwttazS5ZIlSxg7dixHH310LMazp+W2wh38Z8F6Cot2kpOdRXFxMTnZ2eDFFKz4gqXrt/L+4vUU7nSq5WSRl21Uz8kmL8eokZdN54NrU7dGLtkGRzSvR628LI5oXo/CHUUsWruNw5rUjMXrPJCXFRbgZjYQWO3uU8ysb7QuH/gu0Lfs9u6+HjitzLpXzawN8J3osWlmdri7f5a+3erVq3nuuedYtmwZzZs311LLKl0uWLCArKws/vjHP8ZiPHtavrqkmKk7D83oB3xTOeumfbpxt3Vta2xly7ZCVng9Ts2ZTY9D6gZ/nQfyMlO2r3lnM/s9qSZdRKpV1wW2R7dt0WaHAp+4e7uMDpp6I/Qpdx+Vvr579+5e8tusRaraokWLeOihh7j//vtDD2WvvvPA28xZuYl/33ACO4th+HtLePqdRbtsc1KHxrQ8qBbbi4rZXrST7TtSy/VbdvDB4nW7bPvzUw5jyL/nld7v0bIBI685VlOaAZnZFHfvua/t9tnA3X0wMDjaaV/gJncfWOZgm/cW3mZ2MvCuu28xszpAW2BJOdvtazgilSYpc+AH16tOTrbR8qBa/Hrsh/xt8hKObFGPGUs30Kt1Q164+th97uPTtVvo84c3ARg64eNdHruw5yGVMm6peFV1HngP4AMzmwlMAp5w9/fLbqSzUCSkpJyF8vnmQqrlZHP50+/zt8lLuLZvW8Zc15saudkc0bxeRvs4pGFNhl3SHYDCouJoXQ2q52YxYd5qlamE2K9fqebuE4AJ5ayvvY/n3UvqjJW90jeNhJSUBj5r2QYAcrKMe847gguPOpQNW3awdcdOmtWrnvF+dhTvWpiWrtuKO2zfUVyh45XKoysxRSJJaOCfrt1S+vUzl/fiwqNSb2ZuK0qduZCTlXkJemtu6hyCo1o1YPYd36bjwXUBWPDZ5r09TWIkVgGuBi4hJaGBX/d86k3+S49tSe92jUrXN6lTjYPrVmfsjOUUF++7CBXtLGbU1NSlGQ9/rzs183J45vKjAFj0+Za9PVViJFYBrgYuIcW9gb88fVnp9EnNarvOfpoZN3+7A1OXrOeZSYv2ua+H3/jyjcuDo2mX2tX2a0ZVYiBWAa4GLiHFuYEvXbeF28cU0KNlA3q1bsjrs1ftts253Ztzcscm3DFuNk/855M9FqKZS9fz4Pj5ADz+/R6l69d+UVg5g5dKE6sAVwOXkOLcwH8xpgAHhlzQle90PpiPV29m8edf7LKNmTH04u58p/PB3PnKR/x0xHRWbti2yzbbduzkzEf+C0CbRrU45VtNWbZ+K/f8aw7H3/NmVb0cqSCxCnA1cAkprg180oLPeWveZ/y0X3sOPagmJ3dsAsDfJu92KQU18rIZenF3ftqvPf8qWMkxvx/Ptc9NYdqSdRQXOxf96d3SbbcXFdP2f/9B77vf4PG3FlTZ65GKE6sAVwOXkOLawEe8v4T6NXP5/rEtAWjVqBYAj7/9CZu27dht+6ws4+f9D2P8jSdyxpH5/LNgJec8+g5t/vcfTP90fel2y9ZvBeB/B3TkuSuOLl1fPTdWsSB7Eau/KTVwCSmODby42PnP/DWc3LEJ1XOzS9fXqZ56w/HUIW/v8bmHNKzJw9/rxoxfncr5PVqUrs+vV53quVmMuvY4Ft19Oled0JYn/rOw9PFtOg88MWIV4GrgElIcG/jcVZtY+0Uhx7VttMv6Gb86lYNq5bFiwzZmLl2/h2en1KuZW3q1ZY3cbDZs3cGwQT3o0TL1Uf73/GsOb8xZXbr9wXUzvxhIwopVgKuBS0hxbOAlUx5Htdr196ZkZRlv3NSXpnWr8fO/T2fpuj2fuz12xnLGzljOWV3z2bpjJz875TBO6pCaR5+5dD3DJuw6/931kPoV/CqkssQqwNXAJaQ4NvCCZRuoUz2HQxvW3O2xejVyGXJBV1Zt3M7pD03ktQ9X7rbNyg3buH3MLADmrNiEGZzZNR+AFz74tPSMlHO7NS99TjXNgSdGrP6m1MAlpDg28LkrN9Hx4Dp7/Nk4rl0jxv3P8RzSsAZX/XUKg0fPZM3m7UCqEN08cgaFO1PTJ3NXbaJ320bUq5HLbaNmcsvImRzb5iBe/nFverVuWLrPW77TsfJfmFSIWF16pQYuIZU08P79+4ceCpD6eZi7ahNnRY15T1o1qsWoa4/jj6/O5cn/LmLUlGWccFgjPv+ikGlL1vPjk9oy9M0FnHlkPr84/Vuc8fBE5q9Ofd7Jui2FnDX0v6X76tKiHs3r16jU1yUVJ1YBrgYuIcWtgX+6diubthXRqdm+PyK2Wk42vzi9Exf1OpThk5fwxMQvzyoZ+mZqjrtkLryEGdStnsut3+nISR0bc/GfJ2f8cbQSD7EKcDVwCSluDXzz9iIAGtbKzfg5bRvX5tbTOjJ54VpmLdtQ2r7T9WnfiEuOPpTO+fU4JJpb31nsrN9SSMNaeRX3AqTSxSrA1cAlpLg18JI3E7cX7d952Y+88TGzlm3g0Uu6c1SrhqUBfumxLRk84Fu7nE9eYuPWHRQ7CvCEiVWAq4FLSHFr4NVyogDfy4U1O3YWM2HuZ2wpLCInK4uC5RsYNmEBHQ+uwwmHNWbuyi9/gfHVJ7bl7XmfMWvZBj5asZG2TWrzo96taVK3Op9HH2SlAE+WWAW4GriEFLcG3qBmKkzHz1nFBUft/nsq35yzmh8+vdtvJgRgzspNHP7rV3dZd9bQ//LZpu1kZxmtDqrJG3NW8/y7S3hn8Mms21K4yzElGWJ1GqEauIQUt/PAa0Wfz/3qh7t/dOyclRtLw/vEwxoz/sYTOaZN6lTA7/U6lKtPaLPbc9ydv11xNAW/+TaPXNydvJwsOuXXpXZeTulHyaqBJ0usAlwNXEKKWwPfWrhzj49954H/ANCsXnWeubwXS9dt5d1P1nJ579b87uzDeWveZ+RlZ9G+Se3Sc7yHXNiV49o1onBnMdc+N4W61XN55OJuZGWZAjyhYhXgauASUtwaeMkFOWWVBHtedhaTBvdj/ZZCbn5xBu2b1OZ7vQ7h4ifeZc7KTdz73S68fsOJnHhYYwCOatWQ4mLnphdnsHTdVoZe0p0mdVKfe1IS4JpCSRbNgYtEYtfAd5TfwEt+6fBtp3XE3fnFSwWs/aKQ357ZmUF/mcyWwp3cdc4RnHlk6gKgGtFZJ+u2FDJm2jJen72KXw7sxFGtvrz6ct0XhdTIzaZG3u5nqEh8xSrA1cAlpLidhfL2vM/KXV/yeeB3jJtNTrbxyswVfP+Yltz1z4/YXlTMi9ccW/ob5gGOb9+InCzj/GGTWLFhKwO7NOPy3q122edanQOeSLGaQlEDl5Di1sBf+OBTADrn191lffovH/7Vyx/S8eA6TF74Oeu+2MEzP+y1S3gDHNa0Dmcemc+y9VspdrjnvC67/ayt/UIBnkSxCnA1cAkpDnPg7s4/Z62g1W2vMG9Vaqrkw+Ubd9lm6pJ1u9yfs3ITH6/ezNBLunNkOR8FW1hUzNxVm0rvj5q6lJ3Fu/6srfuikAYK8MSJVYCrgUtIoRt4cbHT485/c+3zU3d7LL3cnPvoO7s9/vNTDit9s7KsO1+ZzYfLNzLkwiPp074Rv3r5Q0578G3+b8by0jcv124p5KBaeSxbv5UdO/UbeZJCc+AikTjMgfc9rDGjpy3bbX1Jufnjq3PLfd6iz8v/hQ4vTVvGs5MWc2Wf1pzTrQVnHdmcV2atYMi/5/E/w6cB0LRuNVZt3M6na5cxZtoyBnZpxiMXd6+gVySVKVYBrgYuIYVu4FlZxv0XduX+C7ty1iMTmbF0Q+ljWwqL6PSrV/f43NaNdv+FDx+t2Mhto2fSq3VDbo0+4zsryzjjyHxOO/xgJi9cy4fLN/DRik2Mif7RqF8zl5/0a1/Br0wqS6wCXA1cQopDAweYvXwjM5Zu4NdndOL0Ls2YtODzvYY3wJTFu86Lb9i6Y5eLdXKyd50tzcnOone7RvRul/pdm0Mu7FqxL0KqRKwCXA1cQgrdwEv8/f0l5OVkcXbX5lz61HvMTGvie/JF2lWb6RfrDL/qmNKLdeSbJ1ZvYqqBS0hxOAtl246dPDNpMYVFxXT7f69nFN4AF/b88sOuHnt7Aa/PXsXgAd/a5WId+eZRAxeJhG7gxcVOx1/+a5/b9e3QmN+dcwTN69fA3dm6Yyc181I/yv/9eA1/fHVuuRfryDdPrAJcDVxCCj0Hvq/+cmWf1vzi9E5lnmOl4b1iw1Z+MnwabRomqTmXAAAcs0lEQVTXLvdiHfnmiVWA6xtOQgrdwNMvrsmvV53/3HoyG7bu4NsPvE3DmnnceGqHPT63sKiY656fyrYdO3lsUI/Sj6KVb7ZY/S2rgUtIoRt4TnYWb998Eo3rVKNGXjbuzu0vzWL9lkKe/uFR5f4qtBJ3vjKbaUvW8+gl3WnXpHYVjlpCilWAq4FLSKEbOMChB315PvdL05fxj1krueU7Heicv+ffFl9ysc4Vx7dmwBHNqmKYEhMZn4ViZtlmNs3MxkX3nzazhWY2Pbp1jdZnmdmzZvaOmXWO1tU0s+fNbJaZFZjZRDPbrSaogUtIcTgLpcSy9Vv51Usf0rNlA64+oe0et5uzMu1indM6VuEIJQ72p4H/FPgISP+os5vdfWSZ7U4FJgM3A78HLo+eu8rdjwAwsw7AjrIHUAOXkOLQwCE6j/uFGRS7c/8FXcnOKv/nYuO2HVzz1y8v1snNjtVZwVIFMvobN7MWwOnAExlsng0UR7eS77xmQOkHPLj7XHff7deNqIFLSHFp4E/+dyGTPvmcXw7stMuUSjr3VMiX/c06cmDJ9J/sB4BbSIVyut+Z2UwzG2Jm1aJ1rwInAmOB+6N1TwK3mtkkM7vTzMr9sAU1cAkpDg183qpN/OHVuZzyrSZcWM5voi/x2Fuf8Jou1jng7XMKxcwGAqvdfYqZ9U17aDCwEsgD/gTcCtzh7kXARen7cPfpZtaG1PTKKcD7Znasu3+Uvt3q1asZNWoUq1atomnTplpqWaXL2bNn89577zF//vwgx1+5chXDPz+EwqIseuV+yrBh75e73XuLN/DC6iZ0rLmFeiun8uij/4zFn5+WFbessAAHegNnmtkAoDpQ18yec/dB0ePbzewp4Ka97cTdNwOjgdFmVgwMIDWnXqpu3br07NmT7du3U61aNS21rNJlq1ataN26Nb169Qpy/C1btzHm/5bClm3cNbMa0BKWwK/7HUPPww5i+/btbNiRxR2zPubQBjncM7Ad9WvXCP7npmXFLysswN19MKm2TdTAb3L3QWbWzN1XWGre42ygYE/7MLPewGx3X2dmeUAnYELZ7apVq0bLli0zHrxIRXJ3pk6dyqBBg/a9cSX5V/v2jJ62jFtGzixd99vxKzj7uMOpVS2HC/80iaJi+MsPj9H53vK1PszqeTObBcwCGgF37mXbtsBb0fbTgA+AUWU30hy4hBSHOfCc7Cwu6HkIi+4+nTvPPrx0fZZZ6cU69373SIW3APt5IY+7TyBqzu5+8n4871ng2Qy225/hiFSo0Fdipktdhfnlf2pfnb1SF+vIbmJ14qgauIQUhwZe4rf/N3uX+7eMnEmvVrpYR3YVqwBXA5eQ4nIe+JbCIp5+Z9Fu63WxjpQVq+8GNXAJKS4NvP/9b5e7vkldXawju4pVgKuBS0hxaOBvz/uMZeu3Bh2DJEesAlwNXEIK3cCLdhbzgyffC3Z8SZ5YBbgauIQUuoHnZGfRo2WDch9r3ahWFY9GkkCfBy4SCd3AAUZdexyQKjPLN2xj1tL1fLLmC7531KFBxyXxFKsAVwOXkOJ0HriZ0bx+DZrXrxF6KBJjsZpCUQOXkOLQwEX2R6wCXA1cQgo9By6yv2IV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0GQe4mWWb2TQzGxfdNzP7nZnNM7OPzOwn0fosM3vWzN4xs87Ruppm9ryZzTKzAjObaGa1yx5DDVxCUgOXpMnZj21/CnwE1I3uXwYcAnR092IzaxKtPxWYDNwM/B64PHruKnc/AsDMOgA7yh5ADVxCUgOXpMmogZtZC+B04Im01dcCd7h7MYC7r47WZwPF0a0kkZsBy0qe6O5z3X172eOogUtIauCSNJlOoTwA3EIqlEu0BS40sw/M7J9m1j5a/ypwIjAWuD9a9yRwq5lNMrM707bdhRq4hKQGLkmzzykUMxsIrHb3KWbWN+2hasA2d+9pZueSCuk+7l4EXJS+D3efbmZtSE2vnAK8b2bHuvtH6dutW7eON998k7Vr19KwYUMttazS5Zw5c3jjjTfYuHFjLMaj5YG7rLAAB3oDZ5rZAKA6UNfMngOWAqOjbcYAT+1tJ+6+Odp+tJkVAwNIzamXys3NpX79+uTk5FC7dm0ttazSZatWrTj55JNp0qRJLMaj5YG7rLAAd/fBwGCAqIHf5O6DzOxu4CRgIakpk3l72oeZ9QZmu/s6M8sDOgETym5Xq1YtunXrlvHgRSrSokWLeP3117n22mtDD0UkI/tzFkpZdwPPm9nPgc3AFXvZti0wzFKT3FnAK8CoshtpDlxC0hy4JM1+Bbi7TyBqzu6+ntSZKZk871ng2Qy225/hiFSokrNQ+vfvH3ooIhnRlZgiETVwSZpYBbgauISk88AlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJIm4wA3s2wzm2Zm46L7/zGz6dFtuZm9FK3PMrNnzewdM+scratpZs+b2SwzKzCziWZWu5xjVNTrEtlvauCSNPvTwH8KfFRyx937uHtXd+8KTAJGRw+dCkwGzgFuTHvuKnc/wt0PB34E7Ch7ADVwCUkNXJImowA3sxbA6cAT5TxWFzgZeClalQ0UR7eSSt0MWFbyHHef6+7by9nX/oxdpEKpgUvSZNrAHwBuIRXKZZ0NjHf3jdH9V4ETgbHA/dG6J4FbzWySmd1pZu3LO4gauISkBi5Jk7OvDcxsILDa3aeYWd9yNvkeac3c3YuAi9I3cPfpZtaG1PTKKcD7Znasu3+Uvt2GDRt48803Wbt2LQ0bNtRSyypdfvrppzRr1oxRo0bFYjxaHrjLCgtwoDdwppkNAKoDdc3sOXcfZGaNgF6k5rv3yt03k5onH21mxcAA0ubUAbKzs6lfvz45OTnUrl1bSy2rdPnZZ58xY8YMjjnmmFiMR8sDd1lhAe7ug4HBAFEDv8ndB0UPnw+Mc/dte9uHmfUGZrv7OjPLAzoBE8puV6dOHbp165bx4EUqUps2bWjQoAF9+vQJPRSRjHzd88AvAoZnsF1b4C0zmwVMAz4ARpXdSHPgEpLmwCVpMu/qgLtPIK05u3vfDJ/3LPDsvrbTWSgSks5CkaTRlZgiETVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJuMAN7NsM5tmZuOi+/3MbKqZTTeziWbWLlpf28zGmtkbZpYfrWtqZuPMbIaZzTazf+zhGBXxmkS+EjVwSZr9aeA/BT5Kuz8MuMTduwJ/A26P1g8CHo+2/0m07g7gdXc/0t07AbeVdwA1cAlJDVySJqMAN7MWwOnAE2mrHagbfV0PWB59nQ0UR7eSSt0MWFr6RPeZezhOpuMWqXBq4JI0ORlu9wBwC1Anbd0VwD/MbCuwETgmWv88MByoDnw/WjcU+LuZXQ/8G3jK3ZdThhq4hFTSwPv37x96KCIZ2WeAm9lAYLW7TzGzvmkP/RwY4O6Tzexm4H7gCndfD+xSY9z9VTNrA3wnemyamR3u7p+lb/f5558zduxY1qxZQ6NGjbTUskqXS5YsoX79+jz55JOxGI+WB+6ywgIc6A2caWYDSLXqumb2CtDR3SdH2/wd+NfeduLua0nNlf8teiP0BGBU+jY1a9akU6dObNmyhZo1a2qpZZUuc3NzmTp1KmeffXYsxqPlgbussAB398HAYICogd8EnA2sNLPD3H0e0J9d3+DchZmdDLzr7lvMrA7QFlhSdruaNWvSrl27jAcvUpEaN25MTk4OXbp0CT0UkYx8pfPA3b0IuBIYZWYzSM1137yXp/QAPjCzmcAk4Al3f7+c/X6V4YhUCJ2FIkmT6ZuYALj7BGBC9PUYYEyGz7sXuHdf2+ksFAlJZ6FI0uhKTJGIGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaTIOcDPLNrNpZjYuun+ymU01swIze8bMcqL1WWb2rJm9Y2ado3U1zex5M5sVbT/RzGqXPYYauISkBi5Jsz8N/KfAR5AKaeAZ4CJ3PxxYDFwabXcqMBk4B7gx7bmr3P2IaPsfATvKHkANXEJSA5ekySjAzawFcDrwRLTqIKDQ3edF918Hzou+zgaKo1tJIjcDlpXsz93nuvv2ssdRA5eQ1MAlaTJt4A8At5AKZYA1QI6Z9Yzunw8cEn39KnAiMBa4P1r3JHCrmU0yszvNrH15B1EDl5DUwCVpcva1gZkNBFa7+xQz6wvg7m5mFwFDzKwa8BqwM3qsCLgofR/uPt3M2pCaXjkFeN/MjnX3j9K3W7FiBU899RTLly8nPz9fSy2rdPnhhx8ya9Ys3nvvvViMR8sDd5kp29e0hZn9Hvg+UARUB+oCo919UNo2pwJXuPsFGR3U7BFgobvfl77+yCOP9AkTJlBUVEROTo6WWlbpcu3atcyYMYM+ffrEYjxaHrjLJk2aTHH3nnuI0FL7bODuPhgYHAVvX+Amdx9kZk3cfXXUwG8FfreXwO4NzHb3dWaWB3QCJpTdLjs7mwYNGuxrSCKVYsOGDUycOJFzzz039FBEMrLPAN+Lm6PplSxgmLu/sZdt2wLDLDXJnQW8Aowqu5HmwCUkzYFL0uxXgLv7BKLm7O43Azdn+LxngWcz2G5/hiNSoUrOQunfv3/ooYhkRFdiikTUwCVpYhXgauASks4Dl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNRgFuZovMbJaZTTezD6J1Dc3sdTObHy0bROuzzOxZM3vHzDpH62qa2fPRPgrMbKKZ1S57HDVwCUkNXJJmfxr4Se7e1d17RvdvA8a7e3tgfHQf4FRgMnAOcGO07qfAKnc/wt0PB34E7Ch7ADVwCUkNXJLm60yhnAU8E339DHB29HU2UBzdShK5GbCs5InuPtfdt5fdoRq4hKQGLkmTk+F2DrxmZg487u5/Apq6+4ro8ZVA0+jrV4HngB8AV0Xrnoyefz6ptv6Mu88v70A7duzA3TEzLbWs0mWtWrXo378/hYWFsRiPlgfusqID/Hh3X2ZmTYDXzWxO+oPu7pYKd9y9CLiozOPTzawNqemVU4D3zexYd/8ofbtly5bx2GOP8emnn3LIIYdoqWWVLgsKCpg3bx5vvvlmLMaj5YG7zJTtT9oDmNlvgM3AlUBfd19hZs2ACe7eIcN9PAIsdPf70tf36NHDp0yZsl/jEakoGzZs4L333qN///6hhyIHODOb4l++37hH+5wDN7NaZlan5GtSLboAGAtcGm12KfDyXvbR2748SyUP6AQsLrvd/v5jIlKRNAcuSZPJFEpTYIyZlWz/N3f/l5m9D7xgZj8iFcYX7GUfbYFhltpJFvAKMKrsRtExRILQWSiSNPsMcHf/BDiynPWfA/0yOYi7Pws8m8F2mexOpFKUNHBNoUhS6EpMkYgauCRNrAJcDVxC0hy4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWliFeBq4BKSGrgkTawCXA1cQlIDl6SJVYCrgUtIauCSNLEKcDVwCUkNXJImVgGuBi4hqYFL0sQqwNXAJSQ1cEmaWAW4GriEpAYuSROrAFcDl5DUwCVpYhXgauASkhq4JE2sAlwNXEJSA5ekiVWAq4FLSGrgkjSxCnA1cAlJDVySJlYBrgYuIamBS9LEKsDVwCUkNXBJmlgFuBq4hKQGLkkTqwBXA5eQ1MAlaWIV4GrgEpIauCRNrAJcDVxCUgOXpIlVgKuBS0hq4JI0sQpwNXAJSQ1ckiZWAa4GLiGpgUvSxCrA1cAlJDVwSZpYBbgauISkBi5JE6sAVwOXkNTAJWkyCnAzW2Rms8xsupl9EK37rpl9aGbFZtazzPb3mtkHZnZidD/LzB4ys4JoP++bWeuyx1EDl5DUwCVpcvZj25PcfU3a/QLgXODx9I3MrGP05QnA08BbwIVAPtDF3YvNrAXwRdkDqIFLSGrgkjRfeQrF3T9y97nlPJQNFAMOlCRyM2CFuxdHz13q7uvK2edXHY7I16YGLkmTaYA78JqZTTGzq/a6ofuHQE1gIjAsWv0CcEY0BXOfmXUr77lq4BKSGrgkTaZTKMe7+zIzawK8bmZz3P3tPW3s7v9T5v5SM+sAnBzdxpvZd919fPp2hYWFrFmzhsLCQvLy8rTUskqXCxYsYPTo0XTu3DkW49HywF1myvZ32sLMfgNsdvc/RvcnADe5+wf7sY+bgJZlg97MPgMW79eARES+eVq6e+N9bbTPBm5mtYAsd98UfX0qcMf+jMTMugMr3X25mWUBXYCZZbfLZMAiIpKSyRx4U2Cimc0A3gNecfd/mdk5ZrYUOBZ4xcxe3cs+mgD/Z2YFpIK7CHjka45dROSAtt9TKCIiEg+xuhJTREQyVykBbmZPmtnqaMqkZN3/M7OZ0amEr5lZfrS+gZmNiR57z8wOT3vORWY21cx+lrYu/arQ6Wb2UGW8Bkm+8r4P0x670czczBqVWX+UmRWZ2flp634efR9emLZuZ9r34HQzu61yX43I7iqrgT8NfKfMunvdvYu7dwXGAb+K1v8vMN3duwA/AB5Me85FwFHAMWZWO239Se7eNbr9pFJegXwTPM3u34eY2SGk3oxfUmZ9NnAP8Frautqkvgd7ARenbb417Xuwq7vfXfHDF9m7Sgnw6BzxtWXWbUy7W4vUxUEAnYA3om3mAK3MrGn0WMmVPelXdYpkpLzvw8gQ4Ba+/B4s8T/AKGB12rr070GRWKnSOXAz+52ZfQpcwpcNfAapz1TBzHoBLYEW0WOjgQ+AD9x9U9qu3kz7r+vPq2b08k1gZmcBy9x9Rpn1zYFz+PLqYQCi77tZpL4P/572UI0yUygXIlLFKu0sFDNrBYxz98PLeWwwUN3df21mdUlNm3Qj9YPSEbjS3afvYb+LgJ5lPlhLpFzp34dmVhN4EzjV3Tekfy+Z2YvAfe7+rpk9HT1n5F72u9nda+/pcZGqsD+fRliRngf+Afw6mlr5IYClPgxlIfBJoHHJN1tboDUwI/rcnRbA1Oh/fj2BEdH6RsAAMyty95dCDVZkX6oswM2svbvPj+6eBcyJ1tcHtrh7IXAF8HaZ+XKRCuHus0hdVAbs9r+51mnrnybVwBXeEmuVEuBmNhzoCzSKrtb8NalG04HUR80uBq6JNv8W8IyZOfAh8KMMDvGmme2Mvp7p7j+oyPHLN0N534fu/pcK2n0NM0uf5vuXu+tUQqlSuhJTRCShdCWmiEhCKcBFRBJKAS4iklAKcBGRhFKAi4gklAJcRCShFOAiIgmlABcRSaj/Dzt2ztdAtbHFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.basemap import Basemap\n",
"import numpy as np\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,7))\n",
"# Define the projection, scale, the corners of the map, and the resolution.\n",
"degree_delta = 3\n",
"m = Basemap(projection='merc',llcrnrlat=lat_min - degree_delta,urcrnrlat=lat_max + degree_delta,\\\n",
" llcrnrlon=lon_min - degree_delta,urcrnrlon=lon_max + degree_delta,lat_ts=10,resolution='i')\n",
"\n",
"m.drawcoastlines()\n",
"parallels = np.arange(lat_min - degree_delta, lat_max + degree_delta,(lat_max - lat_min)/2.)\n",
"m.drawparallels(parallels, labels=[1,0,0,0])\n",
"\n",
"meridians = np.arange(lon_min - degree_delta, lon_max + degree_delta, 5.)\n",
"m.drawmeridians(meridians,labels=[True,True,False,True])\n",
"\n",
"lats = df_anfog['properties.LATITUDE']\n",
"lons = df_anfog['properties.LONGITUDE']\n",
"\n",
"x, y = m(np.array(lons), np.array(lats))\n",
"m.plot(x, y)\n",
"ax.set_title('Location of Argo floats')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Temperature / Deg')"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# TS diagram \n",
"fig2, ax2 = plt.subplots(figsize=(15,7))\n",
"df_anfog.plot.scatter(x='properties.PSAL', \n",
" y='properties.TEMP', \n",
" c='properties.PRES', \n",
" title='Temperature Salinity Diagram of Anfog',\n",
" marker='+', linestyle=\"None\", ax=ax2,\n",
" cmap='RdYlBu_r')\n",
"\n",
"\n",
"ax2.set_xlabel('Salinity / PSU')\n",
"ax2.set_ylabel('Temperature / Deg')"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Pressure')"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Profile \n",
"fig2, ax2 = plt.subplots(figsize=(15,7))\n",
"df_anfog.plot.scatter(x='properties.PROFILE',\n",
" y='properties.PRES', \n",
" c='properties.TEMP',\n",
" title='Profile Temperature for Anfog',\n",
" ax=ax2,\n",
" cmap='RdYlBu_r'\n",
" ).invert_yaxis()\n",
"\n",
"\n",
"ax2.set_xlabel('Profile Number')\n",
"ax2.set_ylabel('Pressure')\n"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'geometry.coordinates', u'geometry.type', u'geometry_name', u'id',\n",
" u'properties.CDOM', u'properties.CDOM_quality_control',\n",
" u'properties.CNDC', u'properties.CNDC_quality_control',\n",
" u'properties.CPHL', u'properties.CPHL_quality_control',\n",
" u'properties.DEPTH', u'properties.DEPTH_quality_control',\n",
" u'properties.DOX1', u'properties.DOX1_quality_control',\n",
" u'properties.DOX2', u'properties.DOX2_quality_control',\n",
" u'properties.HEAD', u'properties.HEAD_quality_control',\n",
" u'properties.IRRAD443', u'properties.IRRAD443_quality_control',\n",
" u'properties.IRRAD490', u'properties.IRRAD490_quality_control',\n",
" u'properties.IRRAD555', u'properties.IRRAD555_quality_control',\n",
" u'properties.IRRAD670', u'properties.IRRAD670_quality_control',\n",
" u'properties.LATITUDE', u'properties.LATITUDE_quality_control',\n",
" u'properties.LONGITUDE', u'properties.LONGITUDE_quality_control',\n",
" u'properties.NTRA', u'properties.NTRA_quality_control',\n",
" u'properties.PHASE', u'properties.PHASE_quality_control',\n",
" u'properties.PRES', u'properties.PRES_quality_control',\n",
" u'properties.PROFILE', u'properties.PROFILE_quality_control',\n",
" u'properties.PSAL', u'properties.PSAL_quality_control',\n",
" u'properties.TEMP', u'properties.TEMP_quality_control',\n",
" u'properties.TIME', u'properties.TIME_quality_control',\n",
" u'properties.UCUR', u'properties.UCUR_GPS',\n",
" u'properties.UCUR_GPS_quality_control',\n",
" u'properties.UCUR_quality_control', u'properties.VBSC',\n",
" u'properties.VBSC_quality_control', u'properties.VCUR',\n",
" u'properties.VCUR_GPS', u'properties.VCUR_GPS_quality_control',\n",
" u'properties.VCUR_quality_control', u'properties.deployment_name',\n",
" u'properties.file_id', u'properties.platform_code',\n",
" u'properties.platform_type', u'properties.time_coverage_end',\n",
" u'properties.time_coverage_start', u'type'],\n",
" dtype='object')"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_anfog.columns"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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