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diff --git a/data_prep_GE/.ipynb_checkpoints/Extract_data_GE-checkpoint.ipynb b/data_prep_GE/.ipynb_checkpoints/Extract_data_GE-checkpoint.ipynb
index 8fa0e15..065a7f1 100644
--- a/data_prep_GE/.ipynb_checkpoints/Extract_data_GE-checkpoint.ipynb
+++ b/data_prep_GE/.ipynb_checkpoints/Extract_data_GE-checkpoint.ipynb
@@ -1,9489 +1,15548 @@
{
"cells": [
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 1,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/walch/.local/lib/python3.6/site-packages/dask/config.py:129: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
+ " data = yaml.load(f.read()) or {}\n",
+ "/home/walch/.local/lib/python3.6/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
+ " defaults = yaml.load(f)\n"
+ ]
+ }
+ ],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import xarray as xr\n",
"\n",
"import os\n",
"import time\n",
"\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"\n",
"from geo_util import *\n",
"from demand_mapping import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load GE boundaries"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"CH_fp = '/work/hyenergy/raw/Surface_data/swissBOUNDARIES3D/BOUNDARIES_2019/DATEN/swissBOUNDARIES3D/SHAPEFILE_LV95_LN02/swissBOUNDARIES3D_1_3_TLM_HOHEITSGEBIET.shp'\n",
"CH = gpd.read_file( CH_fp )"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"GE = CH[CH.KANTONSNUM == 25]"
]
},
{
"cell_type": "code",
"execution_count": 4,
- "metadata": {},
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
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" <td>538.0</td>\n",
" <td>CH25006611</td>\n",
" <td>POLYGON Z ((2487481.864 1111135.718 353.256, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1564</th>\n",
" <td>{D6C7E262-30F3-46F8-9425-0E587C4D6CD0}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Genthod</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2779.0</td>\n",
" <td>6622</td>\n",
" <td>0</td>\n",
" <td>530.0</td>\n",
" <td>CH25006622</td>\n",
" <td>POLYGON Z ((2503273.286 1124502.365 372.130, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1579</th>\n",
" <td>{25EC46D8-A85D-4A01-AC3E-504091CBADF6}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1999</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Avusy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1434.0</td>\n",
" <td>6604</td>\n",
" <td>0</td>\n",
" <td>517.0</td>\n",
" <td>CH25006604</td>\n",
" <td>POLYGON Z ((2487481.864 1111135.718 353.256, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1604</th>\n",
" <td>{7736ECF1-FB76-4D2E-ACCE-C6EC2AEFCFE2}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Bardonnex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2215.0</td>\n",
" <td>6605</td>\n",
" <td>0</td>\n",
" <td>500.0</td>\n",
" <td>CH25006605</td>\n",
" <td>POLYGON Z ((2499615.782 1112332.407 450.335, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1615</th>\n",
" <td>{928FB155-862A-41E1-B336-14081E4FC8B6}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Russin</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>548.0</td>\n",
" <td>6637</td>\n",
" <td>0</td>\n",
" <td>491.0</td>\n",
" <td>CH25006637</td>\n",
" <td>POLYGON Z ((2489740.369 1114939.939 348.089, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1618</th>\n",
" <td>{7B1678A1-CB39-47FC-8DDE-D85FDE479F12}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Hermance</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1036.0</td>\n",
" <td>6625</td>\n",
" <td>0</td>\n",
" <td>491.0</td>\n",
" <td>CH25006625</td>\n",
" <td>POLYGON Z ((2507937.789 1126685.441 409.224, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1642</th>\n",
" <td>{ADC7D0ED-9836-4298-AB99-05F430CA35C0}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Lancy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>31942.0</td>\n",
" <td>6628</td>\n",
" <td>0</td>\n",
" <td>477.0</td>\n",
" <td>CH25006628</td>\n",
" <td>POLYGON Z ((2497435.086 1114714.788 397.654, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1656</th>\n",
" <td>{D49B4AA1-7176-418F-9E2B-D32C3BDDAAAA}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Presinge</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>687.0</td>\n",
" <td>6635</td>\n",
" <td>0</td>\n",
" <td>471.0</td>\n",
" <td>CH25006635</td>\n",
" <td>POLYGON Z ((2507047.061 1119261.180 430.229, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1670</th>\n",
" <td>{A1C1BD5E-A607-40D1-A9E5-AF3E882D0646}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Avully</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1763.0</td>\n",
" <td>6603</td>\n",
" <td>0</td>\n",
" <td>462.0</td>\n",
" <td>CH25006603</td>\n",
" <td>POLYGON Z ((2489740.369 1114939.939 348.089, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1705</th>\n",
" <td>{443E6758-E61E-4581-878D-BB2D7FDD6287}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Vandoeuvres</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2504.0</td>\n",
" <td>6642</td>\n",
" <td>0</td>\n",
" <td>442.0</td>\n",
" <td>CH25006642</td>\n",
" <td>POLYGON Z ((2505718.317 1118402.207 426.360, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1718</th>\n",
" <td>{3EB8F12A-8F4B-47A0-8162-95E59293B3A7}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Cartigny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>956.0</td>\n",
" <td>6609</td>\n",
" <td>0</td>\n",
" <td>438.0</td>\n",
" <td>CH25006609</td>\n",
" <td>POLYGON Z ((2492824.045 1115471.816 394.962, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1721</th>\n",
" <td>{1867B753-AAAB-48F3-BD42-42C9E369E6EE}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Le Grand-Saconnex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>12131.0</td>\n",
" <td>6623</td>\n",
" <td>0</td>\n",
" <td>438.0</td>\n",
" <td>CH25006623</td>\n",
" <td>POLYGON Z ((2499252.461 1120864.785 448.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1737</th>\n",
" <td>{247B2E26-E2B0-490D-812D-FAC63EDB05E9}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Corsier (GE)</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2071.0</td>\n",
" <td>6619</td>\n",
" <td>0</td>\n",
" <td>429.0</td>\n",
" <td>CH25006619</td>\n",
" <td>POLYGON Z ((2508348.911 1124110.354 432.789, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1767</th>\n",
" <td>{2C9A51F7-5111-4E5C-8B1D-8759C42C91DE}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Chêne-Bougeries</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>11862.0</td>\n",
" <td>6612</td>\n",
" <td>0</td>\n",
" <td>414.0</td>\n",
" <td>CH25006612</td>\n",
" <td>POLYGON Z ((2502913.558 1115001.976 388.826, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1811</th>\n",
" <td>{3023AB97-30A4-40B1-ABEF-5A9E5897DA1C}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Choulex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1149.0</td>\n",
" <td>6614</td>\n",
" <td>0</td>\n",
" <td>391.0</td>\n",
" <td>CH25006614</td>\n",
" <td>POLYGON Z ((2507047.061 1119261.180 430.229, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1829</th>\n",
" <td>{5ABCBD77-25F4-4C5B-9872-626AC8E3BD5C}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Laconnex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>682.0</td>\n",
" <td>6627</td>\n",
" <td>0</td>\n",
" <td>383.0</td>\n",
" <td>CH25006627</td>\n",
" <td>POLYGON Z ((2490443.456 1113451.058 430.210, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1831</th>\n",
" <td>{6D75284C-B2F5-4A22-9D29-C024C439CBC7}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Thônex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>14091.0</td>\n",
" <td>6640</td>\n",
" <td>0</td>\n",
" <td>382.0</td>\n",
" <td>CH25006640</td>\n",
" <td>POLYGON Z ((2506282.854 1117378.274 427.200, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1899</th>\n",
" <td>{23456159-F08F-4AAE-BD85-630F109A0230}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Troinex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2412.0</td>\n",
" <td>6641</td>\n",
" <td>0</td>\n",
" <td>343.0</td>\n",
" <td>CH25006641</td>\n",
" <td>POLYGON Z ((2499615.782 1112332.407 450.335, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1929</th>\n",
" <td>{4A99CCF1-E09F-4931-A2AD-2A8C78A811AE}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Gy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>481.0</td>\n",
" <td>6624</td>\n",
" <td>0</td>\n",
" <td>329.0</td>\n",
" <td>CH25006624</td>\n",
" <td>POLYGON Z ((2508888.006 1122038.852 451.598, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1983</th>\n",
" <td>{849BDD12-47C6-4F4A-95A5-554B6364C306}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Soral</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>822.0</td>\n",
" <td>6639</td>\n",
" <td>0</td>\n",
" <td>294.0</td>\n",
" <td>CH25006639</td>\n",
" <td>POLYGON Z ((2494620.573 1111796.561 421.872, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1987</th>\n",
" <td>{B30072C2-AF45-4B75-8AC8-8A3BB6A90822}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Aire-la-Ville</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1169.0</td>\n",
" <td>6601</td>\n",
" <td>0</td>\n",
" <td>293.0</td>\n",
" <td>CH25006601</td>\n",
" <td>POLYGON Z ((2492824.045 1115471.816 394.962, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <td>{76E49138-61AB-485C-AB3B-C9F46E25274B}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Onex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>18977.0</td>\n",
" <td>6631</td>\n",
" <td>0</td>\n",
" <td>281.0</td>\n",
" <td>CH25006631</td>\n",
" <td>POLYGON Z ((2495618.944 1116560.831 380.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025</th>\n",
" <td>{B13A80F1-DCCF-485F-852C-627AF9251DCD}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Confignon</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>4618.0</td>\n",
" <td>6618</td>\n",
" <td>0</td>\n",
" <td>277.0</td>\n",
" <td>CH25006618</td>\n",
" <td>POLYGON Z ((2495618.944 1116560.831 380.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2043</th>\n",
" <td>{D7E8A67B-13C5-46F6-B572-060AD44C3F27}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Carouge (GE)</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>22336.0</td>\n",
" <td>6608</td>\n",
" <td>0</td>\n",
" <td>270.0</td>\n",
" <td>CH25006608</td>\n",
" <td>POLYGON Z ((2500791.337 1115077.758 378.577, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2045</th>\n",
" <td>{B71E19AE-2803-4248-8AA8-A95D418459AA}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Puplinge</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2430.0</td>\n",
" <td>6636</td>\n",
" <td>0</td>\n",
" <td>267.0</td>\n",
" <td>CH25006636</td>\n",
" <td>POLYGON Z ((2506282.854 1117378.274 427.200, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2063</th>\n",
" <td>{BF098EA9-19C7-4D72-88A6-9369250188DD}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Perly-Certoux</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>3074.0</td>\n",
" <td>6632</td>\n",
" <td>0</td>\n",
" <td>254.0</td>\n",
" <td>CH25006632</td>\n",
" <td>POLYGON Z ((2494620.573 1111796.561 421.872, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2259</th>\n",
" <td>{2F46A233-6793-4A60-9B09-660DA424F829}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Chêne-Bourg</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>8708.0</td>\n",
" <td>6613</td>\n",
" <td>0</td>\n",
" <td>128.0</td>\n",
" <td>CH25006613</td>\n",
" <td>POLYGON Z ((2504493.884 1118057.310 422.798, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2306</th>\n",
" <td>{DF2524F4-7A19-4C6F-8705-D6FF4373F7D4}</td>\n",
" <td>2015-12-10</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2015</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Céligny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>NaN</td>\n",
" <td>6610</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>CH25006610</td>\n",
" <td>POLYGON Z ((2502086.490 1133206.430 472.669, 2...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>46 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" UUID DATUM_AEND DATUM_ERST \\\n",
"501 {1A1E783A-AB07-4534-93F0-5219E35CB82C} 2018-11-21 2008-11-24 \n",
"520 {B9D2A8BB-2A0B-4F54-9200-F9947892E6F1} 2018-11-21 2008-11-24 \n",
"634 {A474A84E-3D50-4DB1-BB29-4A92F2505237} 2018-11-21 2008-11-24 \n",
"740 {4C3030F2-6EEC-4CA1-9262-B25413E2283A} 2018-11-21 2008-11-24 \n",
"858 {153F078B-ABEC-4D0D-B322-F3732094BD7E} 2018-11-21 2008-11-24 \n",
"904 {498388F2-C3AA-451E-B621-27B6951175EA} 2018-11-21 2008-11-24 \n",
"965 {0C5DFFF1-4B34-4D9C-A9B3-AE5B149C2602} 2018-11-21 2008-11-24 \n",
"1080 {74530E45-7A87-4088-9469-DBFE5BA5523D} 2018-11-21 2008-11-24 \n",
"1091 {8C619DBC-B025-4134-A185-0C8BD06445D6} 2018-11-21 2008-11-24 \n",
"1153 {1B2E3EE3-44C7-4E3F-893B-64EF5AFA3C16} 2018-11-21 2008-11-24 \n",
"1192 {E2B72FE2-B742-4200-9EA6-74944A8C56A0} 2018-11-21 2008-11-24 \n",
"1227 {8817494B-847C-4C7C-9404-DB5484BA4F7E} 2018-11-21 2008-11-24 \n",
"1290 {C618FEA1-B080-44C3-8C48-546E22E8539A} 2018-11-21 2008-11-24 \n",
"1309 {F654FF53-2589-40F0-A882-E40BC5F4986D} 2018-11-21 2008-11-24 \n",
"1369 {5FD9C24B-77B7-4B78-A89E-DE8B366F684E} 2018-11-21 2008-11-24 \n",
"1389 {8123F4BC-48C0-439E-AF0D-D21E009583C8} 2018-11-21 2008-11-24 \n",
"1404 {CECE8C4B-8058-4726-A85F-5417232F7621} 2018-11-21 2008-11-24 \n",
"1458 {5D47EA52-2903-4440-A19E-F7F05DEF030C} 2018-11-21 2008-11-24 \n",
"1546 {5EED03E6-497A-4D9A-8EC5-0ADC110D81F3} 2018-11-21 2008-11-24 \n",
"1564 {D6C7E262-30F3-46F8-9425-0E587C4D6CD0} 2018-11-21 2008-11-24 \n",
"1579 {25EC46D8-A85D-4A01-AC3E-504091CBADF6} 2018-11-21 2008-11-24 \n",
"1604 {7736ECF1-FB76-4D2E-ACCE-C6EC2AEFCFE2} 2018-11-21 2008-11-24 \n",
"1615 {928FB155-862A-41E1-B336-14081E4FC8B6} 2018-11-21 2008-11-24 \n",
"1618 {7B1678A1-CB39-47FC-8DDE-D85FDE479F12} 2018-11-21 2008-11-24 \n",
"1642 {ADC7D0ED-9836-4298-AB99-05F430CA35C0} 2018-11-21 2008-11-24 \n",
"1656 {D49B4AA1-7176-418F-9E2B-D32C3BDDAAAA} 2018-11-21 2008-11-24 \n",
"1670 {A1C1BD5E-A607-40D1-A9E5-AF3E882D0646} 2018-11-21 2008-11-24 \n",
"1705 {443E6758-E61E-4581-878D-BB2D7FDD6287} 2018-11-21 2008-11-24 \n",
"1718 {3EB8F12A-8F4B-47A0-8162-95E59293B3A7} 2018-11-21 2008-11-24 \n",
"1721 {1867B753-AAAB-48F3-BD42-42C9E369E6EE} 2018-11-21 2008-11-24 \n",
"1737 {247B2E26-E2B0-490D-812D-FAC63EDB05E9} 2018-11-21 2008-11-24 \n",
"1767 {2C9A51F7-5111-4E5C-8B1D-8759C42C91DE} 2018-11-21 2008-11-24 \n",
"1811 {3023AB97-30A4-40B1-ABEF-5A9E5897DA1C} 2018-11-21 2008-11-24 \n",
"1829 {5ABCBD77-25F4-4C5B-9872-626AC8E3BD5C} 2018-11-21 2008-11-24 \n",
"1831 {6D75284C-B2F5-4A22-9D29-C024C439CBC7} 2018-11-21 2008-11-24 \n",
"1899 {23456159-F08F-4AAE-BD85-630F109A0230} 2018-11-21 2008-11-24 \n",
"1929 {4A99CCF1-E09F-4931-A2AD-2A8C78A811AE} 2018-11-21 2008-11-24 \n",
"1983 {849BDD12-47C6-4F4A-95A5-554B6364C306} 2018-11-21 2008-11-24 \n",
"1987 {B30072C2-AF45-4B75-8AC8-8A3BB6A90822} 2018-11-21 2008-11-24 \n",
"2019 {76E49138-61AB-485C-AB3B-C9F46E25274B} 2018-11-21 2008-11-24 \n",
"2025 {B13A80F1-DCCF-485F-852C-627AF9251DCD} 2018-11-21 2008-11-24 \n",
"2043 {D7E8A67B-13C5-46F6-B572-060AD44C3F27} 2018-11-21 2008-11-24 \n",
"2045 {B71E19AE-2803-4248-8AA8-A95D418459AA} 2018-11-21 2008-11-24 \n",
"2063 {BF098EA9-19C7-4D72-88A6-9369250188DD} 2018-11-21 2008-11-24 \n",
"2259 {2F46A233-6793-4A60-9B09-660DA424F829} 2018-11-21 2008-11-24 \n",
"2306 {DF2524F4-7A19-4C6F-8705-D6FF4373F7D4} 2015-12-10 2008-11-24 \n",
"\n",
" ERSTELL_J ERSTELL_M REVISION_J REVISION_M GRUND_AEND HERKUNFT \\\n",
"501 1997 1 2019 1 Verbessert AV \n",
"520 2000 1 2019 1 Verbessert AV \n",
"634 1997 1 2019 1 Verbessert AV \n",
"740 1997 1 2019 1 Verbessert AV \n",
"858 1997 1 2019 1 Verbessert AV \n",
"904 1997 1 2019 1 Verbessert AV \n",
"965 1997 1 2019 1 Verbessert AV \n",
"1080 1997 1 2019 1 Verbessert AV \n",
"1091 1997 1 2019 1 Verbessert AV \n",
"1153 1997 1 2019 1 Verbessert AV \n",
"1192 1997 1 2019 1 Verbessert AV \n",
"1227 1997 1 2019 1 Verbessert AV \n",
"1290 1997 1 2019 1 Verbessert AV \n",
"1309 1999 1 2019 1 Verbessert AV \n",
"1369 1997 1 2019 1 Verbessert AV \n",
"1389 1997 1 2019 1 Verbessert AV \n",
"1404 2000 1 2019 1 Verbessert AV \n",
"1458 1997 1 2019 1 Verbessert AV \n",
"1546 1997 1 2019 1 Verbessert AV \n",
"1564 1997 1 2019 1 Verbessert AV \n",
"1579 1999 1 2019 1 Verbessert AV \n",
"1604 2000 1 2019 1 Verbessert AV \n",
"1615 1997 1 2019 1 Verbessert AV \n",
"1618 1997 1 2019 1 Verbessert AV \n",
"1642 1997 1 2019 1 Verbessert AV \n",
"1656 1997 1 2019 1 Verbessert AV \n",
"1670 1997 1 2019 1 Verbessert AV \n",
"1705 1997 1 2019 1 Verbessert AV \n",
"1718 1997 1 2019 1 Verbessert AV \n",
"1721 1997 1 2019 1 Verbessert AV \n",
"1737 1997 1 2019 1 Verbessert AV \n",
"1767 1997 1 2019 1 Verbessert AV \n",
"1811 1997 1 2019 1 Verbessert AV \n",
"1829 1997 1 2019 1 Verbessert AV \n",
"1831 1997 1 2019 1 Verbessert AV \n",
"1899 1997 1 2019 1 Verbessert AV \n",
"1929 1997 1 2019 1 Verbessert AV \n",
"1983 2000 1 2019 1 Verbessert AV \n",
"1987 1997 1 2019 1 Verbessert AV \n",
"2019 2000 1 2019 1 Verbessert AV \n",
"2025 1997 1 2019 1 Verbessert AV \n",
"2043 1997 1 2019 1 Verbessert AV \n",
"2045 1997 1 2019 1 Verbessert AV \n",
"2063 1997 1 2019 1 Verbessert AV \n",
"2259 1997 1 2019 1 Verbessert AV \n",
"2306 1997 1 2019 1 Verbessert AV \n",
"\n",
" HERKUNFT_J ... REVISION_Q NAME KANTONSNUM ICC \\\n",
"501 2019 ... 2018_Aufbau Satigny 25.0 CH \n",
"520 2019 ... 2018_Aufbau Genève 25.0 CH \n",
"634 2019 ... 2018_Aufbau Versoix 25.0 CH \n",
"740 2019 ... 2018_Aufbau Bernex 25.0 CH \n",
"858 2019 ... 2018_Aufbau Jussy 25.0 CH \n",
"904 2019 ... 2018_Aufbau Collonge-Bellerive 25.0 CH \n",
"965 2019 ... 2018_Aufbau Meyrin 25.0 CH \n",
"1080 2019 ... 2018_Aufbau Anières 25.0 CH \n",
"1091 2019 ... 2018_Aufbau Dardagny 25.0 CH \n",
"1153 2019 ... 2018_Aufbau Céligny 25.0 CH \n",
"1192 2019 ... 2018_Aufbau Vernier 25.0 CH \n",
"1227 2019 ... 2018_Aufbau Cologny 25.0 CH \n",
"1290 2019 ... 2018_Aufbau Meinier 25.0 CH \n",
"1309 2019 ... 2018_Aufbau Collex-Bossy 25.0 CH \n",
"1369 2019 ... 2018_Aufbau Veyrier 25.0 CH \n",
"1389 2019 ... 2018_Aufbau Bellevue 25.0 CH \n",
"1404 2019 ... 2018_Aufbau Pregny-Chambésy 25.0 CH \n",
"1458 2019 ... 2018_Aufbau Plan-les-Ouates 25.0 CH \n",
"1546 2019 ... 2018_Aufbau Chancy 25.0 CH \n",
"1564 2019 ... 2018_Aufbau Genthod 25.0 CH \n",
"1579 2019 ... 2018_Aufbau Avusy 25.0 CH \n",
"1604 2019 ... 2018_Aufbau Bardonnex 25.0 CH \n",
"1615 2019 ... 2018_Aufbau Russin 25.0 CH \n",
"1618 2019 ... 2018_Aufbau Hermance 25.0 CH \n",
"1642 2019 ... 2018_Aufbau Lancy 25.0 CH \n",
"1656 2019 ... 2018_Aufbau Presinge 25.0 CH \n",
"1670 2019 ... 2018_Aufbau Avully 25.0 CH \n",
"1705 2019 ... 2018_Aufbau Vandoeuvres 25.0 CH \n",
"1718 2019 ... 2018_Aufbau Cartigny 25.0 CH \n",
"1721 2019 ... 2018_Aufbau Le Grand-Saconnex 25.0 CH \n",
"1737 2019 ... 2018_Aufbau Corsier (GE) 25.0 CH \n",
"1767 2019 ... 2018_Aufbau Chêne-Bougeries 25.0 CH \n",
"1811 2019 ... 2018_Aufbau Choulex 25.0 CH \n",
"1829 2019 ... 2018_Aufbau Laconnex 25.0 CH \n",
"1831 2019 ... 2018_Aufbau Thônex 25.0 CH \n",
"1899 2019 ... 2018_Aufbau Troinex 25.0 CH \n",
"1929 2019 ... 2018_Aufbau Gy 25.0 CH \n",
"1983 2019 ... 2018_Aufbau Soral 25.0 CH \n",
"1987 2019 ... 2018_Aufbau Aire-la-Ville 25.0 CH \n",
"2019 2019 ... 2018_Aufbau Onex 25.0 CH \n",
"2025 2019 ... 2018_Aufbau Confignon 25.0 CH \n",
"2043 2019 ... 2018_Aufbau Carouge (GE) 25.0 CH \n",
"2045 2019 ... 2018_Aufbau Puplinge 25.0 CH \n",
"2063 2019 ... 2018_Aufbau Perly-Certoux 25.0 CH \n",
"2259 2019 ... 2018_Aufbau Chêne-Bourg 25.0 CH \n",
"2306 2015 ... 2018_Aufbau Céligny 25.0 CH \n",
"\n",
" EINWOHNERZ BFS_NUMMER GEM_TEIL GEM_FLAECH SHN \\\n",
"501 4109.0 6638 0 1892.0 CH25006638 \n",
"520 200548.0 6621 0 1830.0 CH25006621 \n",
"634 13329.0 6644 0 1515.0 CH25006644 \n",
"740 10007.0 6607 0 1295.0 CH25006607 \n",
"858 1294.0 6626 0 1135.0 CH25006626 \n",
"904 8126.0 6616 0 1069.0 CH25006616 \n",
"965 24144.0 6630 0 994.0 CH25006630 \n",
"1080 2456.0 6602 0 877.0 CH25006602 \n",
"1091 1861.0 6620 0 860.0 CH25006620 \n",
"1153 787.0 6610 1 859.0 CH25006610 \n",
"1192 35132.0 6643 0 769.0 CH25006643 \n",
"1227 5531.0 6617 0 743.0 CH25006617 \n",
"1290 2141.0 6629 0 695.0 CH25006629 \n",
"1309 1687.0 6615 0 689.0 CH25006615 \n",
"1369 11540.0 6645 0 650.0 CH25006645 \n",
"1389 3322.0 6606 0 635.0 CH25006606 \n",
"1404 3970.0 6634 0 627.0 CH25006634 \n",
"1458 10697.0 6633 0 585.0 CH25006633 \n",
"1546 1691.0 6611 0 538.0 CH25006611 \n",
"1564 2779.0 6622 0 530.0 CH25006622 \n",
"1579 1434.0 6604 0 517.0 CH25006604 \n",
"1604 2215.0 6605 0 500.0 CH25006605 \n",
"1615 548.0 6637 0 491.0 CH25006637 \n",
"1618 1036.0 6625 0 491.0 CH25006625 \n",
"1642 31942.0 6628 0 477.0 CH25006628 \n",
"1656 687.0 6635 0 471.0 CH25006635 \n",
"1670 1763.0 6603 0 462.0 CH25006603 \n",
"1705 2504.0 6642 0 442.0 CH25006642 \n",
"1718 956.0 6609 0 438.0 CH25006609 \n",
"1721 12131.0 6623 0 438.0 CH25006623 \n",
"1737 2071.0 6619 0 429.0 CH25006619 \n",
"1767 11862.0 6612 0 414.0 CH25006612 \n",
"1811 1149.0 6614 0 391.0 CH25006614 \n",
"1829 682.0 6627 0 383.0 CH25006627 \n",
"1831 14091.0 6640 0 382.0 CH25006640 \n",
"1899 2412.0 6641 0 343.0 CH25006641 \n",
"1929 481.0 6624 0 329.0 CH25006624 \n",
"1983 822.0 6639 0 294.0 CH25006639 \n",
"1987 1169.0 6601 0 293.0 CH25006601 \n",
"2019 18977.0 6631 0 281.0 CH25006631 \n",
"2025 4618.0 6618 0 277.0 CH25006618 \n",
"2043 22336.0 6608 0 270.0 CH25006608 \n",
"2045 2430.0 6636 0 267.0 CH25006636 \n",
"2063 3074.0 6632 0 254.0 CH25006632 \n",
"2259 8708.0 6613 0 128.0 CH25006613 \n",
"2306 NaN 6610 2 NaN CH25006610 \n",
"\n",
" geometry \n",
"501 POLYGON Z ((2492576.699 1120949.887 442.962, 2... \n",
"520 POLYGON Z ((2498060.531 1119818.414 449.706, 2... \n",
"634 POLYGON Z ((2504443.293 1126647.032 372.130, 2... \n",
"740 POLYGON Z ((2495618.944 1116560.831 380.792, 2... \n",
"858 POLYGON Z ((2508888.006 1122038.852 451.598, 2... \n",
"904 POLYGON Z ((2502394.676 1121877.679 372.130, 2... \n",
"965 POLYGON Z ((2497638.415 1120142.532 437.753, 2... \n",
"1080 POLYGON Z ((2507937.789 1126685.441 409.224, 2... \n",
"1091 POLYGON Z ((2488270.348 1114962.683 347.372, 2... \n",
"1153 POLYGON Z ((2502708.166 1135341.359 472.803, 2... \n",
"1192 POLYGON Z ((2497638.415 1120142.532 437.753, 2... \n",
"1227 POLYGON Z ((2501865.866 1120021.790 372.130, 2... \n",
"1290 POLYGON Z ((2508888.006 1122038.852 451.598, 2... \n",
"1309 POLYGON Z ((2499984.874 1125372.267 425.443, 2... \n",
"1369 POLYGON Z ((2502913.558 1115001.976 388.826, 2... \n",
"1389 POLYGON Z ((2498588.035 1122986.756 413.685, 2... \n",
"1404 POLYGON Z ((2501865.866 1120021.790 372.130, 2... \n",
"1458 POLYGON Z ((2499615.782 1112332.407 450.335, 2... \n",
"1546 POLYGON Z ((2487481.864 1111135.718 353.256, 2... \n",
"1564 POLYGON Z ((2503273.286 1124502.365 372.130, 2... \n",
"1579 POLYGON Z ((2487481.864 1111135.718 353.256, 2... \n",
"1604 POLYGON Z ((2499615.782 1112332.407 450.335, 2... \n",
"1615 POLYGON Z ((2489740.369 1114939.939 348.089, 2... \n",
"1618 POLYGON Z ((2507937.789 1126685.441 409.224, 2... \n",
"1642 POLYGON Z ((2497435.086 1114714.788 397.654, 2... \n",
"1656 POLYGON Z ((2507047.061 1119261.180 430.229, 2... \n",
"1670 POLYGON Z ((2489740.369 1114939.939 348.089, 2... \n",
"1705 POLYGON Z ((2505718.317 1118402.207 426.360, 2... \n",
"1718 POLYGON Z ((2492824.045 1115471.816 394.962, 2... \n",
"1721 POLYGON Z ((2499252.461 1120864.785 448.792, 2... \n",
"1737 POLYGON Z ((2508348.911 1124110.354 432.789, 2... \n",
"1767 POLYGON Z ((2502913.558 1115001.976 388.826, 2... \n",
"1811 POLYGON Z ((2507047.061 1119261.180 430.229, 2... \n",
"1829 POLYGON Z ((2490443.456 1113451.058 430.210, 2... \n",
"1831 POLYGON Z ((2506282.854 1117378.274 427.200, 2... \n",
"1899 POLYGON Z ((2499615.782 1112332.407 450.335, 2... \n",
"1929 POLYGON Z ((2508888.006 1122038.852 451.598, 2... \n",
"1983 POLYGON Z ((2494620.573 1111796.561 421.872, 2... \n",
"1987 POLYGON Z ((2492824.045 1115471.816 394.962, 2... \n",
"2019 POLYGON Z ((2495618.944 1116560.831 380.792, 2... \n",
"2025 POLYGON Z ((2495618.944 1116560.831 380.792, 2... \n",
"2043 POLYGON Z ((2500791.337 1115077.758 378.577, 2... \n",
"2045 POLYGON Z ((2506282.854 1117378.274 427.200, 2... \n",
"2063 POLYGON Z ((2494620.573 1111796.561 421.872, 2... \n",
"2259 POLYGON Z ((2504493.884 1118057.310 422.798, 2... \n",
"2306 POLYGON Z ((2502086.490 1133206.430 472.669, 2... \n",
"\n",
"[46 rows x 24 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"GE"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
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]
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"output_type": "display_data"
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2b511f356278>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2b73feb800b8>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"GE.plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"GE.to_file('/work/hyenergy/output/data_geneva/communes_GE')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ROOFS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load roofs in GE"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "21.402756929397583\n"
+ "23.43117356300354\n"
]
}
],
"source": [
- "ROOF_COLS = ['DF_UID', 'geometry']\n",
+ "ROOF_COLS = ['DF_UID', 'geometry', 'BEDARF_WAR', 'BEDARF_HEI', 'GWR_EGID', 'SB_UUID']\n",
"\n",
"tt = time.time()\n",
"fp = '/work/hyenergy/output/solar_potential/geographic_potential/available_area/panel_fitting/SOLKAT_DACH_GVA'\n",
- "ROOFS = gpd.read_file(fp)[ROOF_COLS]\n",
+ "ROOFS_ALL = gpd.read_file(fp)[ROOF_COLS]\n",
"print(time.time()-tt)"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DF_UID</th>\n",
" <th>geometry</th>\n",
+ " <th>BEDARF_WAR</th>\n",
+ " <th>BEDARF_HEI</th>\n",
+ " <th>GWR_EGID</th>\n",
+ " <th>SB_UUID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4817410</td>\n",
" <td>POLYGON ((2503496.511 1134199.854, 2503490.657...</td>\n",
+ " <td>984</td>\n",
+ " <td>3346</td>\n",
+ " <td>295070969</td>\n",
+ " <td>{C0837EBA-3FE8-4166-99E4-A009D794F3F7}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4817425</td>\n",
" <td>POLYGON ((2503505.922 1134132.448, 2503507.485...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
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" <td>POLYGON ((2503514.369 1134138.302, 2503508.189...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
+ " <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4817427</td>\n",
" <td>POLYGON ((2503511.256 1134140.342, 2503508.446...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
+ " <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4817428</td>\n",
" <td>POLYGON ((2503508.446 1134140.096, 2503506.799...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
+ " <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " DF_UID geometry\n",
- "0 4817410 POLYGON ((2503496.511 1134199.854, 2503490.657...\n",
- "1 4817425 POLYGON ((2503505.922 1134132.448, 2503507.485...\n",
- "2 4817426 POLYGON ((2503514.369 1134138.302, 2503508.189...\n",
- "3 4817427 POLYGON ((2503511.256 1134140.342, 2503508.446...\n",
- "4 4817428 POLYGON ((2503508.446 1134140.096, 2503506.799..."
+ " DF_UID geometry BEDARF_WAR \\\n",
+ "0 4817410 POLYGON ((2503496.511 1134199.854, 2503490.657... 984 \n",
+ "1 4817425 POLYGON ((2503505.922 1134132.448, 2503507.485... 7608 \n",
+ "2 4817426 POLYGON ((2503514.369 1134138.302, 2503508.189... 7608 \n",
+ "3 4817427 POLYGON ((2503511.256 1134140.342, 2503508.446... 7608 \n",
+ "4 4817428 POLYGON ((2503508.446 1134140.096, 2503506.799... 7608 \n",
+ "\n",
+ " BEDARF_HEI GWR_EGID SB_UUID \n",
+ "0 3346 295070969 {C0837EBA-3FE8-4166-99E4-A009D794F3F7} \n",
+ "1 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} \n",
+ "2 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} \n",
+ "3 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} \n",
+ "4 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} "
]
},
- "execution_count": 8,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ROOFS.head()"
+ "ROOFS_ALL.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_demand = ROOFS_ALL[['GWR_EGID', 'BEDARF_WAR', 'BEDARF_HEI', 'SB_UUID']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ROOFS = ROOFS_ALL[['DF_UID', 'geometry']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get roof characteristics in GE"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "24.870035409927368\n"
+ "24.963582515716553\n"
]
}
],
"source": [
"fp = '/work/hyenergy/output/solar_potential/geographic_potential/CH_ROOFS_all_replaced.csv'\n",
"tt = time.time()\n",
"roof_data = pd.read_csv(fp)\n",
"print(time.time()-tt)"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"roof_data_GE = roof_data[roof_data.DF_UID.isin(ROOFS.DF_UID)]"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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" <th>DF_UID</th>\n",
" <th>SB_UUID</th>\n",
" <th>FLAECHE</th>\n",
" <th>NEIGUNG</th>\n",
" <th>AUSRICHTUNG</th>\n",
" <th>XCOORD</th>\n",
" <th>YCOORD</th>\n",
" <th>GWR_EGID</th>\n",
" <th>GBAUP</th>\n",
" <th>GKAT</th>\n",
" <th>...</th>\n",
" <th>GKODX</th>\n",
" <th>GKODY</th>\n",
" <th>Shape_Length</th>\n",
" <th>Shape_Ratio</th>\n",
" <th>n_corners</th>\n",
" <th>n_neighbors_100</th>\n",
" <th>panel_direction</th>\n",
" <th>panel_tilt</th>\n",
" <th>panelled_area_ratio_ftr</th>\n",
" <th>shaded_area_ratio_ftr</th>\n",
" </tr>\n",
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" <tbody>\n",
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" <td>40.053428</td>\n",
" <td>0.780254</td>\n",
" <td>7</td>\n",
" <td>3.0</td>\n",
" <td>123.0</td>\n",
" <td>31</td>\n",
" <td>0.155843</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>4817427</td>\n",
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" <td>36.861447</td>\n",
" <td>37</td>\n",
" <td>-147.0</td>\n",
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],
"text/plain": [
" DF_UID SB_UUID FLAECHE NEIGUNG \\\n",
"4646651 4817410 {C0837EBA-3FE8-4166-99E4-A009D794F3F7} 71.487047 10 \n",
"4646666 4817425 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 36.859836 37 \n",
"4646667 4817426 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 51.333864 31 \n",
"4646668 4817427 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 36.861447 37 \n",
"4646669 4817428 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 81.256555 28 \n",
"\n",
" AUSRICHTUNG XCOORD YCOORD GWR_EGID GBAUP \\\n",
"4646651 127.0 503491.325015 134197.490397 295070969.0 8011.0 \n",
"4646666 33.0 503503.812619 134131.833522 1004090.0 8012.0 \n",
"4646667 -57.0 503509.783165 134135.282805 1004090.0 8012.0 \n",
"4646668 -147.0 503510.594159 134142.188986 1004090.0 8012.0 \n",
"4646669 123.0 503504.226918 134138.960671 1004090.0 8012.0 \n",
"\n",
" GKAT ... GKODX GKODY Shape_Length Shape_Ratio \\\n",
"4646651 1021.0 ... 503491.0 134198.0 33.936595 0.474724 \n",
"4646666 1021.0 ... 503507.0 134137.0 28.208608 0.765294 \n",
"4646667 1021.0 ... 503507.0 134137.0 40.053428 0.780254 \n",
"4646668 1021.0 ... 503507.0 134137.0 28.210273 0.765306 \n",
"4646669 1021.0 ... 503507.0 134137.0 37.840077 0.465686 \n",
"\n",
" n_corners n_neighbors_100 panel_direction panel_tilt \\\n",
"4646651 4 3.0 307.0 10 \n",
"4646666 4 3.0 213.0 37 \n",
"4646667 7 3.0 123.0 31 \n",
"4646668 4 3.0 33.0 37 \n",
"4646669 4 3.0 303.0 28 \n",
"\n",
" panelled_area_ratio_ftr shaded_area_ratio_ftr \n",
"4646651 0.805740 0.117647 \n",
"4646666 0.390669 0.000000 \n",
"4646667 0.155843 0.000000 \n",
"4646668 0.390652 0.166667 \n",
"4646669 0.708866 0.333333 \n",
"\n",
"[5 rows x 22 columns]"
]
},
- "execution_count": 11,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"roof_data_GE.head()"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"roof_data_shapes = gpd.GeoDataFrame( ROOFS.merge(roof_data_GE, on = 'DF_UID') )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Save output"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
- "fp = '/work/hyenergy/output/data_geneva/buildings/ROOFS_GE'\n",
+ "fp = '/work/hyenergy/output/data_geneva/solar/ROOFS_GE'\n",
"roof_data_shapes.to_file(fp)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Project to LV03"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Projected CRS: EPSG:2056>\n",
+ "Name: CH1903+ / LV95\n",
+ "Axis Info [cartesian]:\n",
+ "- E[east]: Easting (metre)\n",
+ "- N[north]: Northing (metre)\n",
+ "Area of Use:\n",
+ "- name: Europe - Liechtenstein and Switzerland\n",
+ "- bounds: (5.96, 45.82, 10.49, 47.81)\n",
+ "Coordinate Operation:\n",
+ "- name: Swiss Oblique Mercator 1995\n",
+ "- method: Hotine Oblique Mercator (variant B)\n",
+ "Datum: CH1903+\n",
+ "- Ellipsoid: Bessel 1841\n",
+ "- Prime Meridian: Greenwich"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "roof_data_shapes.crs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "roof_LV03 = roof_data_shapes.to_crs({'init' : 'EPSG:21781'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp = '/work/hyenergy/output/data_geneva/solar/ROOFS_GE_LV03'\n",
+ "roof_LV03.to_file(fp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Projected CRS: EPSG:21781>\n",
+ "Name: CH1903 / LV03\n",
+ "Axis Info [cartesian]:\n",
+ "- E[east]: Easting (metre)\n",
+ "- N[north]: Northing (metre)\n",
+ "Area of Use:\n",
+ "- name: Europe - Liechtenstein and Switzerland\n",
+ "- bounds: (5.96, 45.82, 10.49, 47.81)\n",
+ "Coordinate Operation:\n",
+ "- name: Swiss Oblique Mercator 1903M\n",
+ "- method: Hotine Oblique Mercator (variant B)\n",
+ "Datum: CH1903\n",
+ "- Ellipsoid: Bessel 1841\n",
+ "- Prime Meridian: Greenwich"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "roof_LV03.crs"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load PV potential"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
- "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_annual_shared_v2.csv'\n",
+ "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_ELM50_1000_dhm25_200_V3_yearly.csv'\n",
"pv_annual = pd.read_csv(fp)"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"pv_annual_GE = pv_annual[pv_annual.DF_UID.isin(ROOFS.DF_UID)]"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "suitable = pd.concat( [ roof_data_GE.set_index('DF_UID')[['NEIGUNG', 'AUSRICHTUNG']], \n",
+ " pv_annual_GE.set_index('DF_UID')[['available_area']] ], axis = 1 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "suitable['suitable'] = ( ((suitable.NEIGUNG <= 10) | (abs(suitable.AUSRICHTUNG <= 90))) \n",
+ " & (suitable.available_area >= 8) ).astype(int)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pv_annual_GE = pv_annual_GE.merge(suitable.suitable.reset_index(), on = 'DF_UID')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>DF_UID</th>\n",
+ " <th>available_area</th>\n",
+ " <th>BFS_NUMMER</th>\n",
+ " <th>suitable_x</th>\n",
+ " <th>Gt_kWh_m2</th>\n",
+ " <th>EPV_kWh</th>\n",
+ " <th>suitable_y</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>4817410</td>\n",
+ " <td>37.002663</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>916.25230</td>\n",
+ " <td>4655.67240</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>4817425</td>\n",
+ " <td>6.344036</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>1298.50020</td>\n",
+ " <td>1125.26500</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>4817426</td>\n",
+ " <td>6.140266</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>1340.89360</td>\n",
+ " <td>1120.80350</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4817427</td>\n",
+ " <td>4.841171</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>692.89966</td>\n",
+ " <td>463.65918</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>4817428</td>\n",
+ " <td>36.256156</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>810.99790</td>\n",
+ " <td>4063.05980</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " DF_UID available_area BFS_NUMMER suitable_x Gt_kWh_m2 EPV_kWh \\\n",
+ "0 4817410 37.002663 6610.0 0 916.25230 4655.67240 \n",
+ "1 4817425 6.344036 6610.0 0 1298.50020 1125.26500 \n",
+ "2 4817426 6.140266 6610.0 0 1340.89360 1120.80350 \n",
+ "3 4817427 4.841171 6610.0 0 692.89966 463.65918 \n",
+ "4 4817428 36.256156 6610.0 0 810.99790 4063.05980 \n",
+ "\n",
+ " suitable_y \n",
+ "0 1 \n",
+ "1 0 \n",
+ "2 0 \n",
+ "3 0 \n",
+ "4 0 "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pv_annual_GE.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"pv_annual_GE.to_csv('/work/hyenergy/output/data_geneva/solar/pv_potential_annual_GE.csv', index = False)"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
- "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_hourly_shared_v2.nc'\n",
+ "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_ELM50_1000_dhm25_200_V3.nc'\n",
"pv_hourly = xr.open_dataset(fp)"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"pv_hourly_GE = pv_hourly.sel(DF_UID = ROOFS.DF_UID.values)"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"pv_hourly_GE.to_netcdf('/work/hyenergy/output/data_geneva/solar/pv_potential_hourly_GE.nc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building shapes"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"path = '/work/hyenergy/output/buildings/buildings_CH'"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"BLD = gpd.read_file(os.path.join(path, 'BLD_LV95_CH'), mask = GE)"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" .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>BLD_ID</th>\n",
" <th>batchID</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>150000000.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2499225.622 1110863.191 481.113, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>150000001.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2499203.369 1110877.216 457.660, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>150000002.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2499259.602 1110888.343 483.708, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>150000003.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2498584.736 1110981.144 456.812, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>150000004.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2492179.207 1110927.712 456.290, 2...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BLD_ID batchID geometry\n",
"0 150000000.0 15 POLYGON Z ((2499225.622 1110863.191 481.113, 2...\n",
"1 150000001.0 15 POLYGON Z ((2499203.369 1110877.216 457.660, 2...\n",
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"3 150000003.0 15 POLYGON Z ((2498584.736 1110981.144 456.812, 2...\n",
"4 150000004.0 15 POLYGON Z ((2492179.207 1110927.712 456.290, 2..."
]
},
- "execution_count": 24,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Project\n",
+ "BLD_LV03 = BLD.to_crs({'init' : 'EPSG:21781'})\n",
+ "BLD_LV03.to_file('/work/hyenergy/output/data_geneva/buildings/building_footprints_GE_LV03')"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"BLD.to_file('/work/hyenergy/output/data_geneva/buildings/building_footprints_GE')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"link_SON_BLD = pd.read_csv(os.path.join(path, 'SOLKAT_DACH_CH_BLD_ID.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"link_SON_BLD_GE = link_SON_BLD[link_SON_BLD.BLD_ID.isin(BLD.BLD_ID)]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
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"\n",
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"\n",
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"\n",
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" var x0 = msg['x0'] / mpl.ratio;\n",
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"\n",
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"\n",
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" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2b43fc899da0>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TLM"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"TLM_PATH = '/work/hyenergy/raw/Building_data/swissTLM3D/Update swissTLM3D 2017/LV95/swissTLM3D_LV95_LN02.gdb'\n",
"TLM_LAYR = 'TLM_GEBAEUDE_FOOTPRINT'\n",
"TLM_COLS = ['OBJECTID', 'UUID', 'geometry']"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"TLM = load_file(TLM_PATH, layer = TLM_LAYR, columns = TLM_COLS, mask = GE)"
]
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UUID</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>{AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD}</td>\n",
" <td>MULTIPOLYGON Z (((2492755.008 1121167.865 438....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>{96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87}</td>\n",
" <td>MULTIPOLYGON Z (((2495591.496 1111964.171 448....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>{34840010-948C-48B5-BF34-436197F4AE7C}</td>\n",
" <td>MULTIPOLYGON Z (((2505063.694 1116433.904 415....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>{42042726-6259-44CF-B160-3BE16A1F7FD6}</td>\n",
" <td>MULTIPOLYGON Z (((2508564.756 1118200.905 461....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>{E391C33D-321A-4C20-A91C-341719F3AD75}</td>\n",
" <td>MULTIPOLYGON Z (((2508596.666 1118224.794 463....</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" UUID \\\n",
"0 {AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD} \n",
"1 {96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87} \n",
"2 {34840010-948C-48B5-BF34-436197F4AE7C} \n",
"3 {42042726-6259-44CF-B160-3BE16A1F7FD6} \n",
"4 {E391C33D-321A-4C20-A91C-341719F3AD75} \n",
"\n",
" geometry \n",
"0 MULTIPOLYGON Z (((2492755.008 1121167.865 438.... \n",
"1 MULTIPOLYGON Z (((2495591.496 1111964.171 448.... \n",
"2 MULTIPOLYGON Z (((2505063.694 1116433.904 415.... \n",
"3 MULTIPOLYGON Z (((2508564.756 1118200.905 461.... \n",
"4 MULTIPOLYGON Z (((2508596.666 1118224.794 463.... "
]
},
- "execution_count": 31,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"TLM.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Project\n",
+ "TLM_LV03 = TLM.to_crs({'init' : 'EPSG:21781'})\n",
+ "TLM_LV03.to_file('/work/hyenergy/output/data_geneva/buildings/TLM_GE_LV03')"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"TLM.to_file('/work/hyenergy/output/data_geneva/buildings/TLM_GE')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"link_TLM_BLD = pd.read_csv(os.path.join(path, 'TLM_CH_BLD_ID.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"link_TLM_BLD_GE = link_TLM_BLD[link_TLM_BLD.BLD_ID.isin(BLD.BLD_ID)]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UUID</th>\n",
" <th>BLD_ID</th>\n",
" <th>batchID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>89812</th>\n",
" <td>{AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD}</td>\n",
" <td>150018357.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89854</th>\n",
" <td>{96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87}</td>\n",
" <td>150003932.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89915</th>\n",
" <td>{A7099DEC-ED13-43BE-B6F7-C8D50B077672}</td>\n",
" <td>150020812.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89916</th>\n",
" <td>{101336C4-9372-468D-B02D-8572D65A5CDD}</td>\n",
" <td>150020733.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89917</th>\n",
" <td>{D84E6922-889C-47B1-B71A-462AB39BA91C}</td>\n",
" <td>150020620.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" UUID BLD_ID batchID\n",
"89812 {AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD} 150018357.0 15\n",
"89854 {96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87} 150003932.0 15\n",
"89915 {A7099DEC-ED13-43BE-B6F7-C8D50B077672} 150020812.0 15\n",
"89916 {101336C4-9372-468D-B02D-8572D65A5CDD} 150020733.0 15\n",
"89917 {D84E6922-889C-47B1-B71A-462AB39BA91C} 150020620.0 15"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"link_TLM_BLD_GE.head()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"link_TLM_BLD_GE.to_csv('/work/hyenergy/output/data_geneva/buildings/TLM_GE_BLD_ID.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2b43fc8fb1d0>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"TLM.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## RegBL"
]
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"GWR_fp = '/work/hyenergy/raw/BFS/GWR_Reg-BL/GWR_MADD_Export_MADD-20200715-A3_20200722' # 'D:\\Building_data\\OFS\\Buildings\\'"
]
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"BLD_fp = 'GWR_MADD_GEB-10_Data_MADD-20200715-A3_20200722.dsv'\n",
"BLD_cols = ['EGID', 'GKODE', 'GKODN', 'GSTAT', 'GKAT', 'GKLAS', 'GGDENR', 'GDEKT', 'GAREA', 'GASTW']\n",
"GWR = pd.read_csv(os.path.join(GWR_fp, BLD_fp), sep = '\\t', usecols = BLD_cols)\n",
"\n",
"# Extract only those dwellings that are currently active (\"Wohnung bestehend\")\n",
"BLD = GWR[GWR.GSTAT == 1004]"
]
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"BLD_info = pd.read_csv('/work/hyenergy/output/buildings/GWR_w_sector_filled.csv')"
]
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"BLD_info = BLD[['EGID', 'GDEKT', 'GGDENR']].merge(BLD_info, on = 'EGID')"
]
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"BLD_info_GE = BLD_info[BLD_info.GDEKT == 'GE']"
]
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>EGID</th>\n",
" <th>GDEKT</th>\n",
" <th>GGDENR</th>\n",
" <th>GKODE</th>\n",
" <th>GKODN</th>\n",
" <th>GKAT</th>\n",
" <th>GKLAS</th>\n",
" <th>sector</th>\n",
" <th>BLD_ID</th>\n",
" <th>footprint</th>\n",
" <th>N_floors</th>\n",
" <th>floor_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2158489</th>\n",
" <td>1631457</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492426.75</td>\n",
" <td>1115937.50</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150013089.0</td>\n",
" <td>119.0</td>\n",
" <td>1.0</td>\n",
" <td>150.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158490</th>\n",
" <td>1631458</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492420.00</td>\n",
" <td>1115924.63</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150013089.0</td>\n",
" <td>131.0</td>\n",
" <td>3.0</td>\n",
" <td>393.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158491</th>\n",
" <td>1631459</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492413.00</td>\n",
" <td>1115911.69</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150013089.0</td>\n",
" <td>134.0</td>\n",
" <td>2.0</td>\n",
" <td>268.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158492</th>\n",
" <td>1631460</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492393.25</td>\n",
" <td>1115932.31</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150001743.0</td>\n",
" <td>119.0</td>\n",
" <td>2.0</td>\n",
" <td>238.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158493</th>\n",
" <td>1631461</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492389.50</td>\n",
" <td>1115918.88</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150001743.0</td>\n",
" <td>119.0</td>\n",
" <td>2.0</td>\n",
" <td>238.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" EGID GDEKT GGDENR GKODE GKODN GKAT GKLAS sector \\\n",
"2158489 1631457 GE 6601 2492426.75 1115937.50 1020.0 1110.0 RES \n",
"2158490 1631458 GE 6601 2492420.00 1115924.63 1020.0 1110.0 RES \n",
"2158491 1631459 GE 6601 2492413.00 1115911.69 1020.0 1110.0 RES \n",
"2158492 1631460 GE 6601 2492393.25 1115932.31 1020.0 1110.0 RES \n",
"2158493 1631461 GE 6601 2492389.50 1115918.88 1020.0 1110.0 RES \n",
"\n",
" BLD_ID footprint N_floors floor_area \n",
"2158489 150013089.0 119.0 1.0 150.0 \n",
"2158490 150013089.0 131.0 3.0 393.0 \n",
"2158491 150013089.0 134.0 2.0 268.0 \n",
"2158492 150001743.0 119.0 2.0 238.0 \n",
"2158493 150001743.0 119.0 2.0 238.0 "
]
},
- "execution_count": 43,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD_info_GE.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"BLD_info_GE.to_csv('/work/hyenergy/output/data_geneva/buildings/RegBL_GE.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/numpy/lib/arraysetops.py:569: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" mask |= (ar1 == a)\n"
]
}
],
"source": [
"regBL_link = pd.read_csv('/work/hyenergy/output/buildings/buildings_CH/GWR_BLD_ID.csv', index_col = 0)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"regBL_link_GE = regBL_link[regBL_link.EGID.isin(BLD_info_GE.EGID)]"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"regBL_link_GE.to_csv('/work/hyenergy/output/data_geneva/buildings/RegBL_GE_BLD_ID.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Geothermal data"
+ "# Heating demand"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
- "VERSION = 'V5_Tg1_HDD_newMargin'"
+ "fp = '/work/hyenergy/output/demand/heating_and_cooling_data'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
- "filepath = '/work/hyenergy/output/geothermal_potential/GIS_processing_VD_GVA/' # # '/Users/alinawalch/Documents/EPFL/data/geothermal_sample/sample'\n",
- "dataset = 'free_area_VD_GVA_buff3m_tol1m_fractalSelect_authorised'"
+ "heating = xr.open_dataset(os.path.join(fp, 'heat_demand_total_2.nc')) # heat_demand_total_2"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
- "fp_scratch = '/scratch/walch/geothermal_processing/files/'"
+ "heating['x'] = heating.x.values + 2e6\n",
+ "heating['y'] = heating.y.values + 1e6"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
- "free_area = gpd.read_file( os.path.join(filepath, dataset) )"
+ "coords_VD_GVA = pd.read_csv('/work/hyenergy/output/geothermal_potential/coords_dhm25_200_VD_GVA.csv')\n",
+ "coords_VD_GVA = create_grid_from_centers(coords_VD_GVA, 200, coord_names = ['x', 'y'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
+ "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
+ "\n",
+ "Left CRS: None\n",
+ "Right CRS: EPSG:2056\n",
+ "\n",
+ " \"\"\"Entry point for launching an IPython kernel.\n"
+ ]
+ }
+ ],
"source": [
- "free_area_GE = free_area[free_area.canton == 'GE']"
+ "coords_canton = gpd.sjoin( coords_VD_GVA, GE[['geometry', 'KANTONSNUM']], op = 'intersects' )"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
- "outputs": [],
- "source": [
- "free_area_GE.to_file('/work/hyenergy/output/data_geneva/geothermal/geothermal_area_GE')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
"outputs": [
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"text/plain": [
- " EGRID parcel_typ validity canton NUTZUNG OBJEKTART \\\n",
- "324 CH108063136545 privé 1 GE None 0 \n",
- "325 CH108063186530 privé 1 GE None 0 \n",
- "326 CH108063206524 privé 1 GE None 0 \n",
- "327 CH108063216521 privé 1 GE None 0 \n",
- "328 CH108063226518 privé 1 GE None 0 \n",
- "\n",
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- "328 {F60293BB-F453-4DE4-902F-85F6862A8E70} 1.034857 617 1.0 \n",
+ " geometry x y \\\n",
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"\n",
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- "328 permitted POLYGON ((2492468.113 1117473.909, 2492468.070... "
+ " index_right KANTONSNUM \n",
+ "0 1546 25.0 \n",
+ "1 1546 25.0 \n",
+ "2 1546 25.0 \n",
+ "3 1546 25.0 \n",
+ "4 1546 25.0 "
]
},
- "execution_count": 11,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "free_area_GE.head()"
+ "coords_canton.head()"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
- "q_DROP_REF = 'q_drop_wrt_norm'\n",
- "\n",
- "fp = os.path.join(fp_scratch, 'Q_POT_' + dataset + '_thresh_%s_%s.csv' %(q_DROP_REF.split('_')[-1], VERSION))\n",
- "Q_pot_auth = pd.read_csv( fp, index_col = 0 )"
+ "coords_GVA_xr = coords_canton.drop_duplicates(subset = ['x','y']).set_index(['x', 'y']).to_xarray()"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
- "Q_pot_auth_GE = Q_pot_auth[Q_pot_auth.UUID.isin(free_area_GE.UUID)]"
+ "heating_GVA = heating.where(coords_GVA_xr.KANTONSNUM == 25)\n",
+ "heating_GVA.heat_total.attrs['units'] = 'kWh'\n",
+ "heating_GVA_nonzero = heating_GVA.where(heating_GVA.heat_total > 0)"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 13,
"metadata": {},
"outputs": [
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+ ".xr-array-in:checked ~ .xr-array-data,\n",
+ ".xr-array-preview {\n",
+ " display: inline-block;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list {\n",
+ " display: inline-block !important;\n",
+ " list-style: none;\n",
+ " padding: 0 !important;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li {\n",
+ " display: inline-block;\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:before {\n",
+ " content: '(';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:after {\n",
+ " content: ')';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li:not(:last-child):after {\n",
+ " content: ',';\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-has-index {\n",
+ " font-weight: bold;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list,\n",
+ ".xr-var-item {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > div,\n",
+ ".xr-var-item label,\n",
+ ".xr-var-item > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-even);\n",
+ " margin-bottom: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > .xr-var-name:hover span {\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list > li:nth-child(odd) > div,\n",
+ ".xr-var-list > li:nth-child(odd) > label,\n",
+ ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-odd);\n",
+ "}\n",
+ "\n",
+ ".xr-var-name {\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dims {\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dtype {\n",
+ " grid-column: 3;\n",
+ " text-align: right;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-var-preview {\n",
+ " grid-column: 4;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name,\n",
+ ".xr-var-dims,\n",
+ ".xr-var-dtype,\n",
+ ".xr-preview,\n",
+ ".xr-attrs dt {\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name:hover,\n",
+ ".xr-var-dims:hover,\n",
+ ".xr-var-dtype:hover,\n",
+ ".xr-attrs dt:hover {\n",
+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
+ "}\n",
+ "\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: (x: 138, y: 125)\n",
+ "Coordinates:\n",
+ " * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
+ " * y (y) float64 1.135e+06 1.135e+06 1.135e+06 ... 1.11e+06 1.11e+06\n",
+ "Data variables:\n",
+ " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c42d04f9-acf0-4a14-9dac-293f4455e254' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c42d04f9-acf0-4a14-9dac-293f4455e254' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 138</li><li><span class='xr-has-index'>y</span>: 125</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-15faab57-0575-4d38-b02d-34b9b22e8827' class='xr-section-summary-in' type='checkbox' checked><label for='section-15faab57-0575-4d38-b02d-34b9b22e8827' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.485e+06 2.486e+06 ... 2.513e+06</div><input id='attrs-513d3a07-c9e2-4930-9ef1-97853d3d984f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-513d3a07-c9e2-4930-9ef1-97853d3d984f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb257db1-6ea0-481a-a846-fc30ee22ceb4' class='xr-var-data-in' type='checkbox'><label for='data-fb257db1-6ea0-481a-a846-fc30ee22ceb4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485487.5, 2485687.5, 2485887.5, 2486087.5, 2486287.5, 2486487.5,\n",
+ " 2486687.5, 2486887.5, 2487087.5, 2487287.5, 2487487.5, 2487687.5,\n",
+ " 2487887.5, 2488087.5, 2488287.5, 2488487.5, 2488687.5, 2488887.5,\n",
+ " 2489087.5, 2489287.5, 2489487.5, 2489687.5, 2489887.5, 2490087.5,\n",
+ " 2490287.5, 2490487.5, 2490687.5, 2490887.5, 2491087.5, 2491287.5,\n",
+ " 2491487.5, 2491687.5, 2491887.5, 2492087.5, 2492287.5, 2492487.5,\n",
+ " 2492687.5, 2492887.5, 2493087.5, 2493287.5, 2493487.5, 2493687.5,\n",
+ " 2493887.5, 2494087.5, 2494287.5, 2494487.5, 2494687.5, 2494887.5,\n",
+ " 2495087.5, 2495287.5, 2495487.5, 2495687.5, 2495887.5, 2496087.5,\n",
+ " 2496287.5, 2496487.5, 2496687.5, 2496887.5, 2497087.5, 2497287.5,\n",
+ " 2497487.5, 2497687.5, 2497887.5, 2498087.5, 2498287.5, 2498487.5,\n",
+ " 2498687.5, 2498887.5, 2499087.5, 2499287.5, 2499487.5, 2499687.5,\n",
+ " 2499887.5, 2500087.5, 2500287.5, 2500487.5, 2500687.5, 2500887.5,\n",
+ " 2501087.5, 2501287.5, 2501487.5, 2501687.5, 2501887.5, 2502087.5,\n",
+ " 2502287.5, 2502487.5, 2502687.5, 2502887.5, 2503087.5, 2503287.5,\n",
+ " 2503487.5, 2503687.5, 2503887.5, 2504087.5, 2504287.5, 2504487.5,\n",
+ " 2504687.5, 2504887.5, 2505087.5, 2505287.5, 2505487.5, 2505687.5,\n",
+ " 2505887.5, 2506087.5, 2506287.5, 2506487.5, 2506687.5, 2506887.5,\n",
+ " 2507087.5, 2507287.5, 2507487.5, 2507687.5, 2507887.5, 2508087.5,\n",
+ " 2508287.5, 2508487.5, 2508687.5, 2508887.5, 2509087.5, 2509287.5,\n",
+ " 2509487.5, 2509687.5, 2509887.5, 2510087.5, 2510287.5, 2510487.5,\n",
+ " 2510687.5, 2510887.5, 2511087.5, 2511287.5, 2511487.5, 2511687.5,\n",
+ " 2511887.5, 2512087.5, 2512287.5, 2512487.5, 2512687.5, 2512887.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.135e+06 1.135e+06 ... 1.11e+06</div><input id='attrs-0ad7e35b-ba59-4033-94c2-f500e60200e6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ad7e35b-ba59-4033-94c2-f500e60200e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-316a71cc-6fd4-46d8-be0f-0bb46acf326b' class='xr-var-data-in' type='checkbox'><label for='data-316a71cc-6fd4-46d8-be0f-0bb46acf326b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1135487.5, 1135287.5, 1135087.5, 1134887.5, 1134687.5, 1134487.5,\n",
+ " 1134287.5, 1134087.5, 1133887.5, 1133687.5, 1133487.5, 1133287.5,\n",
+ " 1133087.5, 1132887.5, 1132687.5, 1132487.5, 1132287.5, 1132087.5,\n",
+ " 1131887.5, 1131687.5, 1130487.5, 1130287.5, 1130087.5, 1129887.5,\n",
+ " 1129687.5, 1129487.5, 1129287.5, 1129087.5, 1128887.5, 1128687.5,\n",
+ " 1128487.5, 1128287.5, 1128087.5, 1127887.5, 1127687.5, 1127487.5,\n",
+ " 1127287.5, 1127087.5, 1126887.5, 1126687.5, 1126487.5, 1126287.5,\n",
+ " 1126087.5, 1125887.5, 1125687.5, 1125487.5, 1125287.5, 1125087.5,\n",
+ " 1124887.5, 1124687.5, 1124487.5, 1124287.5, 1124087.5, 1123887.5,\n",
+ " 1123687.5, 1123487.5, 1123287.5, 1123087.5, 1122887.5, 1122687.5,\n",
+ " 1122487.5, 1122287.5, 1122087.5, 1121887.5, 1121687.5, 1121487.5,\n",
+ " 1121287.5, 1121087.5, 1120887.5, 1120687.5, 1120487.5, 1120287.5,\n",
+ " 1120087.5, 1119887.5, 1119687.5, 1119487.5, 1119287.5, 1119087.5,\n",
+ " 1118887.5, 1118687.5, 1118487.5, 1118287.5, 1118087.5, 1117887.5,\n",
+ " 1117687.5, 1117487.5, 1117287.5, 1117087.5, 1116887.5, 1116687.5,\n",
+ " 1116487.5, 1116287.5, 1116087.5, 1115887.5, 1115687.5, 1115487.5,\n",
+ " 1115287.5, 1115087.5, 1114887.5, 1114687.5, 1114487.5, 1114287.5,\n",
+ " 1114087.5, 1113887.5, 1113687.5, 1113487.5, 1113287.5, 1113087.5,\n",
+ " 1112887.5, 1112687.5, 1112487.5, 1112287.5, 1112087.5, 1111887.5,\n",
+ " 1111687.5, 1111487.5, 1111287.5, 1111087.5, 1110887.5, 1110687.5,\n",
+ " 1110487.5, 1110287.5, 1110087.5, 1109887.5, 1109687.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8708b17b-d369-4971-9a3f-b1737b411dd9' class='xr-section-summary-in' type='checkbox' checked><label for='section-8708b17b-d369-4971-9a3f-b1737b411dd9' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>heat_total</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-532642ef-1bb9-4887-927b-37c3dd4ef066' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-532642ef-1bb9-4887-927b-37c3dd4ef066' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d45e0e6-7c70-4e7a-a829-20ef9b81d2aa' class='xr-var-data-in' type='checkbox'><label for='data-3d45e0e6-7c70-4e7a-a829-20ef9b81d2aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>+init=epsg:21781</dd><dt><span>transform :</span></dt><dd>[ 2.000000e+02 0.000000e+00 4.854875e+05 0.000000e+00 -2.000000e+02\n",
+ " 2.956875e+05]</dd><dt><span>res :</span></dt><dd>[200. 200.]</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [ 0., 0., 0., ..., nan, nan, nan],\n",
+ " [ 0., 0., 0., ..., nan, nan, nan],\n",
+ " [ 0., 0., nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c94005f7-cb30-495d-a932-30f20104aaa2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c94005f7-cb30-495d-a932-30f20104aaa2' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ ],
+ "text/plain": [
+ "<xarray.Dataset>\n",
+ "Dimensions: (x: 138, y: 125)\n",
+ "Coordinates:\n",
+ " * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
+ " * y (y) float64 1.135e+06 1.135e+06 1.135e+06 ... 1.11e+06 1.11e+06\n",
+ "Data variables:\n",
+ " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heating_GVA"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/javascript": [
+ "/* Put everything inside the global mpl namespace */\n",
+ "window.mpl = {};\n",
+ "\n",
+ "\n",
+ "mpl.get_websocket_type = function() {\n",
+ " if (typeof(WebSocket) !== 'undefined') {\n",
+ " return WebSocket;\n",
+ " } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert('Your browser does not have WebSocket support. ' +\n",
+ " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+ " 'Firefox 4 and 5 are also supported but you ' +\n",
+ " 'have to enable WebSockets in about:config.');\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+ " this.id = figure_id;\n",
+ "\n",
+ " this.ws = websocket;\n",
+ "\n",
+ " this.supports_binary = (this.ws.binaryType != undefined);\n",
+ "\n",
+ " if (!this.supports_binary) {\n",
+ " var warnings = document.getElementById(\"mpl-warnings\");\n",
+ " if (warnings) {\n",
+ " warnings.style.display = 'block';\n",
+ " warnings.textContent = (\n",
+ " \"This browser does not support binary websocket messages. \" +\n",
+ " \"Performance may be slow.\");\n",
+ " }\n",
+ " }\n",
+ "\n",
+ " this.imageObj = new Image();\n",
+ "\n",
+ " this.context = undefined;\n",
+ " this.message = undefined;\n",
+ " this.canvas = undefined;\n",
+ " this.rubberband_canvas = undefined;\n",
+ " this.rubberband_context = undefined;\n",
+ " this.format_dropdown = undefined;\n",
+ "\n",
+ " this.image_mode = 'full';\n",
+ "\n",
+ " this.root = $('<div/>');\n",
+ " this._root_extra_style(this.root)\n",
+ " this.root.attr('style', 'display: inline-block');\n",
+ "\n",
+ " $(parent_element).append(this.root);\n",
+ "\n",
+ " this._init_header(this);\n",
+ " this._init_canvas(this);\n",
+ " this._init_toolbar(this);\n",
+ "\n",
+ " var fig = this;\n",
+ "\n",
+ " this.waiting = false;\n",
+ "\n",
+ " this.ws.onopen = function () {\n",
+ " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+ " fig.send_message(\"send_image_mode\", {});\n",
+ " if (mpl.ratio != 1) {\n",
+ " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+ " }\n",
+ " fig.send_message(\"refresh\", {});\n",
+ " }\n",
+ "\n",
+ " this.imageObj.onload = function() {\n",
+ " if (fig.image_mode == 'full') {\n",
+ " // Full images could contain transparency (where diff images\n",
+ " // almost always do), so we need to clear the canvas so that\n",
+ " // there is no ghosting.\n",
+ " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+ " }\n",
+ " fig.context.drawImage(fig.imageObj, 0, 0);\n",
+ " };\n",
+ "\n",
+ " this.imageObj.onunload = function() {\n",
+ " fig.ws.close();\n",
+ " }\n",
+ "\n",
+ " this.ws.onmessage = this._make_on_message_function(this);\n",
+ "\n",
+ " this.ondownload = ondownload;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_header = function() {\n",
+ " var titlebar = $(\n",
+ " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+ " 'ui-helper-clearfix\"/>');\n",
+ " var titletext = $(\n",
+ " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+ " 'text-align: center; padding: 3px;\"/>');\n",
+ " titlebar.append(titletext)\n",
+ " this.root.append(titlebar);\n",
+ " this.header = titletext[0];\n",
+ "}\n",
+ "\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+ "\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+ "\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_canvas = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var canvas_div = $('<div/>');\n",
+ "\n",
+ " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+ "\n",
+ " function canvas_keyboard_event(event) {\n",
+ " return fig.key_event(event, event['data']);\n",
+ " }\n",
+ "\n",
+ " canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+ " canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+ " this.canvas_div = canvas_div\n",
+ " this._canvas_extra_style(canvas_div)\n",
+ " this.root.append(canvas_div);\n",
+ "\n",
+ " var canvas = $('<canvas/>');\n",
+ " canvas.addClass('mpl-canvas');\n",
+ " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+ "\n",
+ " this.canvas = canvas[0];\n",
+ " this.context = canvas[0].getContext(\"2d\");\n",
+ "\n",
+ " var backingStore = this.context.backingStorePixelRatio ||\n",
+ "\tthis.context.webkitBackingStorePixelRatio ||\n",
+ "\tthis.context.mozBackingStorePixelRatio ||\n",
+ "\tthis.context.msBackingStorePixelRatio ||\n",
+ "\tthis.context.oBackingStorePixelRatio ||\n",
+ "\tthis.context.backingStorePixelRatio || 1;\n",
+ "\n",
+ " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+ "\n",
+ " var rubberband = $('<canvas/>');\n",
+ " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+ "\n",
+ " var pass_mouse_events = true;\n",
+ "\n",
+ " canvas_div.resizable({\n",
+ " start: function(event, ui) {\n",
+ " pass_mouse_events = false;\n",
+ " },\n",
+ " resize: function(event, ui) {\n",
+ " fig.request_resize(ui.size.width, ui.size.height);\n",
+ " },\n",
+ " stop: function(event, ui) {\n",
+ " pass_mouse_events = true;\n",
+ " fig.request_resize(ui.size.width, ui.size.height);\n",
+ " },\n",
+ " });\n",
+ "\n",
+ " function mouse_event_fn(event) {\n",
+ " if (pass_mouse_events)\n",
+ " return fig.mouse_event(event, event['data']);\n",
+ " }\n",
+ "\n",
+ " rubberband.mousedown('button_press', mouse_event_fn);\n",
+ " rubberband.mouseup('button_release', mouse_event_fn);\n",
+ " // Throttle sequential mouse events to 1 every 20ms.\n",
+ " rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+ "\n",
+ " rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+ " rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+ "\n",
+ " canvas_div.on(\"wheel\", function (event) {\n",
+ " event = event.originalEvent;\n",
+ " event['data'] = 'scroll'\n",
+ " if (event.deltaY < 0) {\n",
+ " event.step = 1;\n",
+ " } else {\n",
+ " event.step = -1;\n",
+ " }\n",
+ " mouse_event_fn(event);\n",
+ " });\n",
+ "\n",
+ " canvas_div.append(canvas);\n",
+ " canvas_div.append(rubberband);\n",
+ "\n",
+ " this.rubberband = rubberband;\n",
+ " this.rubberband_canvas = rubberband[0];\n",
+ " this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+ " this.rubberband_context.strokeStyle = \"#000000\";\n",
+ "\n",
+ " this._resize_canvas = function(width, height) {\n",
+ " // Keep the size of the canvas, canvas container, and rubber band\n",
+ " // canvas in synch.\n",
+ " canvas_div.css('width', width)\n",
+ " canvas_div.css('height', height)\n",
+ "\n",
+ " canvas.attr('width', width * mpl.ratio);\n",
+ " canvas.attr('height', height * mpl.ratio);\n",
+ " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+ "\n",
+ " rubberband.attr('width', width);\n",
+ " rubberband.attr('height', height);\n",
+ " }\n",
+ "\n",
+ " // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+ " // upon first draw.\n",
+ " this._resize_canvas(600, 600);\n",
+ "\n",
+ " // Disable right mouse context menu.\n",
+ " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+ " return false;\n",
+ " });\n",
+ "\n",
+ " function set_focus () {\n",
+ " canvas.focus();\n",
+ " canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " window.setTimeout(set_focus, 100);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var nav_element = $('<div/>');\n",
+ " nav_element.attr('style', 'width: 100%');\n",
+ " this.root.append(nav_element);\n",
+ "\n",
+ " // Define a callback function for later on.\n",
+ " function toolbar_event(event) {\n",
+ " return fig.toolbar_button_onclick(event['data']);\n",
+ " }\n",
+ " function toolbar_mouse_event(event) {\n",
+ " return fig.toolbar_button_onmouseover(event['data']);\n",
+ " }\n",
+ "\n",
+ " for(var toolbar_ind in mpl.toolbar_items) {\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) {\n",
+ " // put a spacer in here.\n",
+ " continue;\n",
+ " }\n",
+ " var button = $('<button/>');\n",
+ " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+ " 'ui-button-icon-only');\n",
+ " button.attr('role', 'button');\n",
+ " button.attr('aria-disabled', 'false');\n",
+ " button.click(method_name, toolbar_event);\n",
+ " button.mouseover(tooltip, toolbar_mouse_event);\n",
+ "\n",
+ " var icon_img = $('<span/>');\n",
+ " icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+ " icon_img.addClass(image);\n",
+ " icon_img.addClass('ui-corner-all');\n",
+ "\n",
+ " var tooltip_span = $('<span/>');\n",
+ " tooltip_span.addClass('ui-button-text');\n",
+ " tooltip_span.html(tooltip);\n",
+ "\n",
+ " button.append(icon_img);\n",
+ " button.append(tooltip_span);\n",
+ "\n",
+ " nav_element.append(button);\n",
+ " }\n",
+ "\n",
+ " var fmt_picker_span = $('<span/>');\n",
+ "\n",
+ " var fmt_picker = $('<select/>');\n",
+ " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+ " fmt_picker_span.append(fmt_picker);\n",
+ " nav_element.append(fmt_picker_span);\n",
+ " this.format_dropdown = fmt_picker[0];\n",
+ "\n",
+ " for (var ind in mpl.extensions) {\n",
+ " var fmt = mpl.extensions[ind];\n",
+ " var option = $(\n",
+ " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+ " fmt_picker.append(option);\n",
+ " }\n",
+ "\n",
+ " // Add hover states to the ui-buttons\n",
+ " $( \".ui-button\" ).hover(\n",
+ " function() { $(this).addClass(\"ui-state-hover\");},\n",
+ " function() { $(this).removeClass(\"ui-state-hover\");}\n",
+ " );\n",
+ "\n",
+ " var status_bar = $('<span class=\"mpl-message\"/>');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+ " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+ " // which will in turn request a refresh of the image.\n",
+ " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.send_message = function(type, properties) {\n",
+ " properties['type'] = type;\n",
+ " properties['figure_id'] = this.id;\n",
+ " this.ws.send(JSON.stringify(properties));\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.send_draw_message = function() {\n",
+ " if (!this.waiting) {\n",
+ " this.waiting = true;\n",
+ " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+ " var format_dropdown = fig.format_dropdown;\n",
+ " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+ " fig.ondownload(fig, format);\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+ " var size = msg['size'];\n",
+ " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+ " fig._resize_canvas(size[0], size[1]);\n",
+ " fig.send_message(\"refresh\", {});\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+ " var x0 = msg['x0'] / mpl.ratio;\n",
+ " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+ " var x1 = msg['x1'] / mpl.ratio;\n",
+ " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+ " x0 = Math.floor(x0) + 0.5;\n",
+ " y0 = Math.floor(y0) + 0.5;\n",
+ " x1 = Math.floor(x1) + 0.5;\n",
+ " y1 = Math.floor(y1) + 0.5;\n",
+ " var min_x = Math.min(x0, x1);\n",
+ " var min_y = Math.min(y0, y1);\n",
+ " var width = Math.abs(x1 - x0);\n",
+ " var height = Math.abs(y1 - y0);\n",
+ "\n",
+ " fig.rubberband_context.clearRect(\n",
+ " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
+ "\n",
+ " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+ " // Updates the figure title.\n",
+ " fig.header.textContent = msg['label'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+ " var cursor = msg['cursor'];\n",
+ " switch(cursor)\n",
+ " {\n",
+ " case 0:\n",
+ " cursor = 'pointer';\n",
+ " break;\n",
+ " case 1:\n",
+ " cursor = 'default';\n",
+ " break;\n",
+ " case 2:\n",
+ " cursor = 'crosshair';\n",
+ " break;\n",
+ " case 3:\n",
+ " cursor = 'move';\n",
+ " break;\n",
+ " }\n",
+ " fig.rubberband_canvas.style.cursor = cursor;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+ " fig.message.textContent = msg['message'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+ " // Request the server to send over a new figure.\n",
+ " fig.send_draw_message();\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+ " fig.image_mode = msg['mode'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Called whenever the canvas gets updated.\n",
+ " this.send_message(\"ack\", {});\n",
+ "}\n",
+ "\n",
+ "// A function to construct a web socket function for onmessage handling.\n",
+ "// Called in the figure constructor.\n",
+ "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+ " return function socket_on_message(evt) {\n",
+ " if (evt.data instanceof Blob) {\n",
+ " /* FIXME: We get \"Resource interpreted as Image but\n",
+ " * transferred with MIME type text/plain:\" errors on\n",
+ " * Chrome. But how to set the MIME type? It doesn't seem\n",
+ " * to be part of the websocket stream */\n",
+ " evt.data.type = \"image/png\";\n",
+ "\n",
+ " /* Free the memory for the previous frames */\n",
+ " if (fig.imageObj.src) {\n",
+ " (window.URL || window.webkitURL).revokeObjectURL(\n",
+ " fig.imageObj.src);\n",
+ " }\n",
+ "\n",
+ " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+ " evt.data);\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+ " fig.imageObj.src = evt.data;\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var msg = JSON.parse(evt.data);\n",
+ " var msg_type = msg['type'];\n",
+ "\n",
+ " // Call the \"handle_{type}\" callback, which takes\n",
+ " // the figure and JSON message as its only arguments.\n",
+ " try {\n",
+ " var callback = fig[\"handle_\" + msg_type];\n",
+ " } catch (e) {\n",
+ " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " if (callback) {\n",
+ " try {\n",
+ " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+ " callback(fig, msg);\n",
+ " } catch (e) {\n",
+ " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+ " }\n",
+ " }\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+ "mpl.findpos = function(e) {\n",
+ " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+ " var targ;\n",
+ " if (!e)\n",
+ " e = window.event;\n",
+ " if (e.target)\n",
+ " targ = e.target;\n",
+ " else if (e.srcElement)\n",
+ " targ = e.srcElement;\n",
+ " if (targ.nodeType == 3) // defeat Safari bug\n",
+ " targ = targ.parentNode;\n",
+ "\n",
+ " // jQuery normalizes the pageX and pageY\n",
+ " // pageX,Y are the mouse positions relative to the document\n",
+ " // offset() returns the position of the element relative to the document\n",
+ " var x = e.pageX - $(targ).offset().left;\n",
+ " var y = e.pageY - $(targ).offset().top;\n",
+ "\n",
+ " return {\"x\": x, \"y\": y};\n",
+ "};\n",
+ "\n",
+ "/*\n",
+ " * return a copy of an object with only non-object keys\n",
+ " * we need this to avoid circular references\n",
+ " * http://stackoverflow.com/a/24161582/3208463\n",
+ " */\n",
+ "function simpleKeys (original) {\n",
+ " return Object.keys(original).reduce(function (obj, key) {\n",
+ " if (typeof original[key] !== 'object')\n",
+ " obj[key] = original[key]\n",
+ " return obj;\n",
+ " }, {});\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+ " var canvas_pos = mpl.findpos(event)\n",
+ "\n",
+ " if (name === 'button_press')\n",
+ " {\n",
+ " this.canvas.focus();\n",
+ " this.canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " var x = canvas_pos.x * mpl.ratio;\n",
+ " var y = canvas_pos.y * mpl.ratio;\n",
+ "\n",
+ " this.send_message(name, {x: x, y: y, button: event.button,\n",
+ " step: event.step,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ "\n",
+ " /* This prevents the web browser from automatically changing to\n",
+ " * the text insertion cursor when the button is pressed. We want\n",
+ " * to control all of the cursor setting manually through the\n",
+ " * 'cursor' event from matplotlib */\n",
+ " event.preventDefault();\n",
+ " return false;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " // Handle any extra behaviour associated with a key event\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.key_event = function(event, name) {\n",
+ "\n",
+ " // Prevent repeat events\n",
+ " if (name == 'key_press')\n",
+ " {\n",
+ " if (event.which === this._key)\n",
+ " return;\n",
+ " else\n",
+ " this._key = event.which;\n",
+ " }\n",
+ " if (name == 'key_release')\n",
+ " this._key = null;\n",
+ "\n",
+ " var value = '';\n",
+ " if (event.ctrlKey && event.which != 17)\n",
+ " value += \"ctrl+\";\n",
+ " if (event.altKey && event.which != 18)\n",
+ " value += \"alt+\";\n",
+ " if (event.shiftKey && event.which != 16)\n",
+ " value += \"shift+\";\n",
+ "\n",
+ " value += 'k';\n",
+ " value += event.which.toString();\n",
+ "\n",
+ " this._key_event_extra(event, name);\n",
+ "\n",
+ " this.send_message(name, {key: value,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ " return false;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+ " if (name == 'download') {\n",
+ " this.handle_save(this, null);\n",
+ " } else {\n",
+ " this.send_message(\"toolbar_button\", {name: name});\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+ " this.message.textContent = tooltip;\n",
+ "};\n",
+ "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+ "\n",
+ "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+ "\n",
+ "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+ " // Create a \"websocket\"-like object which calls the given IPython comm\n",
+ " // object with the appropriate methods. Currently this is a non binary\n",
+ " // socket, so there is still some room for performance tuning.\n",
+ " var ws = {};\n",
+ "\n",
+ " ws.close = function() {\n",
+ " comm.close()\n",
+ " };\n",
+ " ws.send = function(m) {\n",
+ " //console.log('sending', m);\n",
+ " comm.send(m);\n",
+ " };\n",
+ " // Register the callback with on_msg.\n",
+ " comm.on_msg(function(msg) {\n",
+ " //console.log('receiving', msg['content']['data'], msg);\n",
+ " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+ " ws.onmessage(msg['content']['data'])\n",
+ " });\n",
+ " return ws;\n",
+ "}\n",
+ "\n",
+ "mpl.mpl_figure_comm = function(comm, msg) {\n",
+ " // This is the function which gets called when the mpl process\n",
+ " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+ "\n",
+ " var id = msg.content.data.id;\n",
+ " // Get hold of the div created by the display call when the Comm\n",
+ " // socket was opened in Python.\n",
+ " var element = $(\"#\" + id);\n",
+ " var ws_proxy = comm_websocket_adapter(comm)\n",
+ "\n",
+ " function ondownload(figure, format) {\n",
+ " window.open(figure.imageObj.src);\n",
+ " }\n",
+ "\n",
+ " var fig = new mpl.figure(id, ws_proxy,\n",
+ " ondownload,\n",
+ " element.get(0));\n",
+ "\n",
+ " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+ " // web socket which is closed, not our websocket->open comm proxy.\n",
+ " ws_proxy.onopen();\n",
+ "\n",
+ " fig.parent_element = element.get(0);\n",
+ " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+ " if (!fig.cell_info) {\n",
+ " console.error(\"Failed to find cell for figure\", id, fig);\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var output_index = fig.cell_info[2]\n",
+ " var cell = fig.cell_info[0];\n",
+ "\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+ " var width = fig.canvas.width/mpl.ratio\n",
+ " fig.root.unbind('remove')\n",
+ "\n",
+ " // Update the output cell to use the data from the current canvas.\n",
+ " fig.push_to_output();\n",
+ " var dataURL = fig.canvas.toDataURL();\n",
+ " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+ " // the notebook keyboard shortcuts fail.\n",
+ " IPython.keyboard_manager.enable()\n",
+ " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+ " fig.close_ws(fig, msg);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+ " fig.send_message('closing', msg);\n",
+ " // fig.ws.close()\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+ " // Turn the data on the canvas into data in the output cell.\n",
+ " var width = this.canvas.width/mpl.ratio\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Tell IPython that the notebook contents must change.\n",
+ " IPython.notebook.set_dirty(true);\n",
+ " this.send_message(\"ack\", {});\n",
+ " var fig = this;\n",
+ " // Wait a second, then push the new image to the DOM so\n",
+ " // that it is saved nicely (might be nice to debounce this).\n",
+ " setTimeout(function () { fig.push_to_output() }, 1000);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var nav_element = $('<div/>');\n",
+ " nav_element.attr('style', 'width: 100%');\n",
+ " this.root.append(nav_element);\n",
+ "\n",
+ " // Define a callback function for later on.\n",
+ " function toolbar_event(event) {\n",
+ " return fig.toolbar_button_onclick(event['data']);\n",
+ " }\n",
+ " function toolbar_mouse_event(event) {\n",
+ " return fig.toolbar_button_onmouseover(event['data']);\n",
+ " }\n",
+ "\n",
+ " for(var toolbar_ind in mpl.toolbar_items){\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) { continue; };\n",
+ "\n",
+ " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+ " button.click(method_name, toolbar_event);\n",
+ " button.mouseover(tooltip, toolbar_mouse_event);\n",
+ " nav_element.append(button);\n",
+ " }\n",
+ "\n",
+ " // Add the status bar.\n",
+ " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+ " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+ " button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+ " button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+ " buttongrp.append(button);\n",
+ " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+ " titlebar.prepend(buttongrp);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function(el){\n",
+ " var fig = this\n",
+ " el.on(\"remove\", function(){\n",
+ "\tfig.close_ws(fig, {});\n",
+ " });\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+ " // this is important to make the div 'focusable\n",
+ " el.attr('tabindex', 0)\n",
+ " // reach out to IPython and tell the keyboard manager to turn it's self\n",
+ " // off when our div gets focus\n",
+ "\n",
+ " // location in version 3\n",
+ " if (IPython.notebook.keyboard_manager) {\n",
+ " IPython.notebook.keyboard_manager.register_events(el);\n",
+ " }\n",
+ " else {\n",
+ " // location in version 2\n",
+ " IPython.keyboard_manager.register_events(el);\n",
+ " }\n",
+ "\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager)\n",
+ " manager = IPython.keyboard_manager;\n",
+ "\n",
+ " // Check for shift+enter\n",
+ " if (event.shiftKey && event.which == 13) {\n",
+ " this.canvas_div.blur();\n",
+ " // select the cell after this one\n",
+ " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+ " IPython.notebook.select(index + 1);\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+ " fig.ondownload(fig, null);\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.find_output_cell = function(html_output) {\n",
+ " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+ " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+ " // IPython event is triggered only after the cells have been serialised, which for\n",
+ " // our purposes (turning an active figure into a static one), is too late.\n",
+ " var cells = IPython.notebook.get_cells();\n",
+ " var ncells = cells.length;\n",
+ " for (var i=0; i<ncells; i++) {\n",
+ " var cell = cells[i];\n",
+ " if (cell.cell_type === 'code'){\n",
+ " for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+ " var data = cell.output_area.outputs[j];\n",
+ " if (data.data) {\n",
+ " // IPython >= 3 moved mimebundle to data attribute of output\n",
+ " data = data.data;\n",
+ " }\n",
+ " if (data['text/html'] == html_output) {\n",
+ " return [cell, data, j];\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "// Register the function which deals with the matplotlib target/channel.\n",
+ "// The kernel may be null if the page has been refreshed.\n",
+ "if (IPython.notebook.kernel != null) {\n",
+ " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+ "}\n"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "heating_GVA_nonzero.heat_total.plot(x = 'x', y = 'y', norm = matplotlib.colors.LogNorm(), cmap = 'Spectral_r')\n",
+ "GE.plot(ax = plt.gca(), edgecolor = 'k', facecolor = 'None')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Heating degree days"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD = xr.open_dataset('/work/hyenergy/raw/METEO/SIA_heating_degree_days/heating_degree_days_from_TabsD_1991_2010.nc')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD['chx'] = HDD['chx'] + 2e6\n",
+ "HDD['chy'] = HDD['chy'] + 1e6"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD_df = HDD.sum(dim = 'month').where(HDD.sum(dim = 'month') > 0, drop = True).to_dataframe().dropna().reset_index()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": [
+ "HDD_df = create_grid_from_centers(HDD_df, 1000, coord_names = ['chx', 'chy'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
+ "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
+ "\n",
+ "Left CRS: None\n",
+ "Right CRS: EPSG:2056\n",
+ "\n",
+ " \"\"\"Entry point for launching an IPython kernel.\n"
+ ]
+ }
+ ],
+ "source": [
+ "HDD_GE_df = gpd.sjoin(HDD_df, GE[['geometry', 'KANTONSNUM']], op = 'intersects')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "mask_GE = HDD_GE_df.drop_duplicates(subset = ['chx', 'chy']).set_index(['chx', 'chy'])[['KANTONSNUM']].to_xarray()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD_GE = HDD.where(mask_GE.KANTONSNUM == 25)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD_GE_weights = HDD_GE / HDD_GE.sum(dim = 'month')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
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+ ".xr-section-item input:enabled + label:hover {\n",
+ " color: var(--xr-font-color0);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary {\n",
+ " grid-column: 1;\n",
+ " color: var(--xr-font-color2);\n",
+ " font-weight: 500;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary > span {\n",
+ " display: inline-block;\n",
+ " padding-left: 0.5em;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:disabled + label {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in + label:before {\n",
+ " display: inline-block;\n",
+ " content: '►';\n",
+ " font-size: 11px;\n",
+ " width: 15px;\n",
+ " text-align: center;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:disabled + label:before {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked + label:before {\n",
+ " content: '▼';\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked + label > span {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary,\n",
+ ".xr-section-inline-details {\n",
+ " padding-top: 4px;\n",
+ " padding-bottom: 4px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-inline-details {\n",
+ " grid-column: 2 / -1;\n",
+ "}\n",
+ "\n",
+ ".xr-section-details {\n",
+ " display: none;\n",
+ " grid-column: 1 / -1;\n",
+ " margin-bottom: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-array-wrap {\n",
+ " grid-column: 1 / -1;\n",
+ " display: grid;\n",
+ " grid-template-columns: 20px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-array-wrap > label {\n",
+ " grid-column: 1;\n",
+ " vertical-align: top;\n",
+ "}\n",
+ "\n",
+ ".xr-preview {\n",
+ " color: var(--xr-font-color3);\n",
+ "}\n",
+ "\n",
+ ".xr-array-preview,\n",
+ ".xr-array-data {\n",
+ " padding: 0 5px !important;\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-array-data,\n",
+ ".xr-array-in:checked ~ .xr-array-preview {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-array-in:checked ~ .xr-array-data,\n",
+ ".xr-array-preview {\n",
+ " display: inline-block;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list {\n",
+ " display: inline-block !important;\n",
+ " list-style: none;\n",
+ " padding: 0 !important;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li {\n",
+ " display: inline-block;\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:before {\n",
+ " content: '(';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:after {\n",
+ " content: ')';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li:not(:last-child):after {\n",
+ " content: ',';\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-has-index {\n",
+ " font-weight: bold;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list,\n",
+ ".xr-var-item {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > div,\n",
+ ".xr-var-item label,\n",
+ ".xr-var-item > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-even);\n",
+ " margin-bottom: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > .xr-var-name:hover span {\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list > li:nth-child(odd) > div,\n",
+ ".xr-var-list > li:nth-child(odd) > label,\n",
+ ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-odd);\n",
+ "}\n",
+ "\n",
+ ".xr-var-name {\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dims {\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dtype {\n",
+ " grid-column: 3;\n",
+ " text-align: right;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-var-preview {\n",
+ " grid-column: 4;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name,\n",
+ ".xr-var-dims,\n",
+ ".xr-var-dtype,\n",
+ ".xr-preview,\n",
+ ".xr-attrs dt {\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name:hover,\n",
+ ".xr-var-dims:hover,\n",
+ ".xr-var-dtype:hover,\n",
+ ".xr-attrs dt:hover {\n",
+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
+ "}\n",
+ "\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: (chx: 28, chy: 27, month: 12)\n",
+ "Coordinates:\n",
+ " * chx (chx) float64 2.486e+06 2.486e+06 2.488e+06 ... 2.512e+06 2.512e+06\n",
+ " * chy (chy) float64 1.11e+06 1.110e+06 1.112e+06 ... 1.134e+06 1.136e+06\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
+ "Data variables:\n",
+ " HDD (month, chy, chx) float32 0.19166148 0.18892218 nan ... nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-fc09b97b-63fd-403c-9946-d758be9d2752' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fc09b97b-63fd-403c-9946-d758be9d2752' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chx</span>: 28</li><li><span class='xr-has-index'>chy</span>: 27</li><li><span class='xr-has-index'>month</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c1102799-391d-4f1a-b99c-beaefcc167f7' class='xr-section-summary-in' type='checkbox' checked><label for='section-c1102799-391d-4f1a-b99c-beaefcc167f7' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chx</span></div><div class='xr-var-dims'>(chx)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.486e+06 2.486e+06 ... 2.512e+06</div><input id='attrs-24b60bda-7be6-493d-8a93-2a1f1c8ff010' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24b60bda-7be6-493d-8a93-2a1f1c8ff010' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-245b653a-27c8-495a-8315-e034eccbb793' class='xr-var-data-in' type='checkbox'><label for='data-245b653a-27c8-495a-8315-e034eccbb793' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485500., 2486500., 2487500., 2488500., 2489500., 2490500., 2491500.,\n",
+ " 2492500., 2493500., 2494500., 2495500., 2496500., 2497500., 2498500.,\n",
+ " 2499500., 2500500., 2501500., 2502500., 2503500., 2504500., 2505500.,\n",
+ " 2506500., 2507500., 2508500., 2509500., 2510500., 2511500., 2512500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chy</span></div><div class='xr-var-dims'>(chy)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.11e+06 1.110e+06 ... 1.136e+06</div><input id='attrs-6688df09-9c3b-4b0e-8b96-aad4f533701d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6688df09-9c3b-4b0e-8b96-aad4f533701d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acf76d38-0ee9-4ba6-b85c-60c7d7e1247a' class='xr-var-data-in' type='checkbox'><label for='data-acf76d38-0ee9-4ba6-b85c-60c7d7e1247a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1109500., 1110500., 1111500., 1112500., 1113500., 1114500., 1115500.,\n",
+ " 1116500., 1117500., 1118500., 1119500., 1120500., 1121500., 1122500.,\n",
+ " 1123500., 1124500., 1125500., 1126500., 1127500., 1128500., 1129500.,\n",
+ " 1130500., 1131500., 1132500., 1133500., 1134500., 1135500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-a2ba75d6-f857-433d-bd5c-aa0e538c9d36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a2ba75d6-f857-433d-bd5c-aa0e538c9d36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72d3d2c0-7823-47de-8939-47b44d4d3c7f' class='xr-var-data-in' type='checkbox'><label for='data-72d3d2c0-7823-47de-8939-47b44d4d3c7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c6d3892d-f510-4710-b169-922f2ffbb1cb' class='xr-section-summary-in' type='checkbox' checked><label for='section-c6d3892d-f510-4710-b169-922f2ffbb1cb' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>HDD</span></div><div class='xr-var-dims'>(month, chy, chx)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.19166148 0.18892218 ... nan nan</div><input id='attrs-7a8855c4-39b6-44a3-af28-cab0b8a5d54d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a8855c4-39b6-44a3-af28-cab0b8a5d54d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-940bda2e-63db-463d-8a98-6361a8fe7793' class='xr-var-data-in' type='checkbox'><label for='data-940bda2e-63db-463d-8a98-6361a8fe7793' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.19166148, 0.18892218, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [0.19230661, 0.19148843, 0.18986015, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, 0.19232398, 0.19229259, ..., nan,\n",
+ " nan, nan],\n",
+ " ...,\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan]],\n",
+ "\n",
+ " [[0.16321908, 0.16103819, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [0.16372307, 0.16307946, 0.1617659 , ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, 0.1637297 , 0.16370186, ..., nan,\n",
+ " nan, nan],\n",
+ "...\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan]],\n",
+ "\n",
+ " [[0.18286188, 0.18044889, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [0.18327081, 0.18270008, 0.18123585, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, 0.18326999, 0.18323687, ..., nan,\n",
+ " nan, nan],\n",
+ " ...,\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan],\n",
+ " [ nan, nan, nan, ..., nan,\n",
+ " nan, nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3adef388-a6c2-46e0-b80d-56284e90101f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3adef388-a6c2-46e0-b80d-56284e90101f' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ ],
+ "text/plain": [
+ "<xarray.Dataset>\n",
+ "Dimensions: (chx: 28, chy: 27, month: 12)\n",
+ "Coordinates:\n",
+ " * chx (chx) float64 2.486e+06 2.486e+06 2.488e+06 ... 2.512e+06 2.512e+06\n",
+ " * chy (chy) float64 1.11e+06 1.110e+06 1.112e+06 ... 1.134e+06 1.136e+06\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
+ "Data variables:\n",
+ " HDD (month, chy, chx) float32 0.19166148 0.18892218 nan ... nan nan nan"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "HDD_GE_weights"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/javascript": [
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+ "\n",
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+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert('Your browser does not have WebSocket support. ' +\n",
+ " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+ " 'Firefox 4 and 5 are also supported but you ' +\n",
+ " 'have to enable WebSockets in about:config.');\n",
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+ "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
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+ " if (warnings) {\n",
+ " warnings.style.display = 'block';\n",
+ " warnings.textContent = (\n",
+ " \"This browser does not support binary websocket messages. \" +\n",
+ " \"Performance may be slow.\");\n",
+ " }\n",
+ " }\n",
+ "\n",
+ " this.imageObj = new Image();\n",
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+ "\n",
+ " this.image_mode = 'full';\n",
+ "\n",
+ " this.root = $('<div/>');\n",
+ " this._root_extra_style(this.root)\n",
+ " this.root.attr('style', 'display: inline-block');\n",
+ "\n",
+ " $(parent_element).append(this.root);\n",
+ "\n",
+ " this._init_header(this);\n",
+ " this._init_canvas(this);\n",
+ " this._init_toolbar(this);\n",
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+ " var fig = this;\n",
+ "\n",
+ " this.waiting = false;\n",
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+ " this.ws.onmessage = this._make_on_message_function(this);\n",
+ "\n",
+ " this.ondownload = ondownload;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_header = function() {\n",
+ " var titlebar = $(\n",
+ " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+ " 'ui-helper-clearfix\"/>');\n",
+ " var titletext = $(\n",
+ " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+ " 'text-align: center; padding: 3px;\"/>');\n",
+ " titlebar.append(titletext)\n",
+ " this.root.append(titlebar);\n",
+ " this.header = titletext[0];\n",
+ "}\n",
+ "\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+ "\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+ "\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_canvas = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var canvas_div = $('<div/>');\n",
+ "\n",
+ " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+ "\n",
+ " function canvas_keyboard_event(event) {\n",
+ " return fig.key_event(event, event['data']);\n",
+ " }\n",
+ "\n",
+ " canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+ " canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+ " this.canvas_div = canvas_div\n",
+ " this._canvas_extra_style(canvas_div)\n",
+ " this.root.append(canvas_div);\n",
+ "\n",
+ " var canvas = $('<canvas/>');\n",
+ " canvas.addClass('mpl-canvas');\n",
+ " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+ "\n",
+ " this.canvas = canvas[0];\n",
+ " this.context = canvas[0].getContext(\"2d\");\n",
+ "\n",
+ " var backingStore = this.context.backingStorePixelRatio ||\n",
+ "\tthis.context.webkitBackingStorePixelRatio ||\n",
+ "\tthis.context.mozBackingStorePixelRatio ||\n",
+ "\tthis.context.msBackingStorePixelRatio ||\n",
+ "\tthis.context.oBackingStorePixelRatio ||\n",
+ "\tthis.context.backingStorePixelRatio || 1;\n",
+ "\n",
+ " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+ "\n",
+ " var rubberband = $('<canvas/>');\n",
+ " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+ "\n",
+ " var pass_mouse_events = true;\n",
+ "\n",
+ " canvas_div.resizable({\n",
+ " start: function(event, ui) {\n",
+ " pass_mouse_events = false;\n",
+ " },\n",
+ " resize: function(event, ui) {\n",
+ " fig.request_resize(ui.size.width, ui.size.height);\n",
+ " },\n",
+ " stop: function(event, ui) {\n",
+ " pass_mouse_events = true;\n",
+ " fig.request_resize(ui.size.width, ui.size.height);\n",
+ " },\n",
+ " });\n",
+ "\n",
+ " function mouse_event_fn(event) {\n",
+ " if (pass_mouse_events)\n",
+ " return fig.mouse_event(event, event['data']);\n",
+ " }\n",
+ "\n",
+ " rubberband.mousedown('button_press', mouse_event_fn);\n",
+ " rubberband.mouseup('button_release', mouse_event_fn);\n",
+ " // Throttle sequential mouse events to 1 every 20ms.\n",
+ " rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+ "\n",
+ " rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+ " rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+ "\n",
+ " canvas_div.on(\"wheel\", function (event) {\n",
+ " event = event.originalEvent;\n",
+ " event['data'] = 'scroll'\n",
+ " if (event.deltaY < 0) {\n",
+ " event.step = 1;\n",
+ " } else {\n",
+ " event.step = -1;\n",
+ " }\n",
+ " mouse_event_fn(event);\n",
+ " });\n",
+ "\n",
+ " canvas_div.append(canvas);\n",
+ " canvas_div.append(rubberband);\n",
+ "\n",
+ " this.rubberband = rubberband;\n",
+ " this.rubberband_canvas = rubberband[0];\n",
+ " this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+ " this.rubberband_context.strokeStyle = \"#000000\";\n",
+ "\n",
+ " this._resize_canvas = function(width, height) {\n",
+ " // Keep the size of the canvas, canvas container, and rubber band\n",
+ " // canvas in synch.\n",
+ " canvas_div.css('width', width)\n",
+ " canvas_div.css('height', height)\n",
+ "\n",
+ " canvas.attr('width', width * mpl.ratio);\n",
+ " canvas.attr('height', height * mpl.ratio);\n",
+ " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+ "\n",
+ " rubberband.attr('width', width);\n",
+ " rubberband.attr('height', height);\n",
+ " }\n",
+ "\n",
+ " // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+ " // upon first draw.\n",
+ " this._resize_canvas(600, 600);\n",
+ "\n",
+ " // Disable right mouse context menu.\n",
+ " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+ " return false;\n",
+ " });\n",
+ "\n",
+ " function set_focus () {\n",
+ " canvas.focus();\n",
+ " canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " window.setTimeout(set_focus, 100);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var nav_element = $('<div/>');\n",
+ " nav_element.attr('style', 'width: 100%');\n",
+ " this.root.append(nav_element);\n",
+ "\n",
+ " // Define a callback function for later on.\n",
+ " function toolbar_event(event) {\n",
+ " return fig.toolbar_button_onclick(event['data']);\n",
+ " }\n",
+ " function toolbar_mouse_event(event) {\n",
+ " return fig.toolbar_button_onmouseover(event['data']);\n",
+ " }\n",
+ "\n",
+ " for(var toolbar_ind in mpl.toolbar_items) {\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) {\n",
+ " // put a spacer in here.\n",
+ " continue;\n",
+ " }\n",
+ " var button = $('<button/>');\n",
+ " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+ " 'ui-button-icon-only');\n",
+ " button.attr('role', 'button');\n",
+ " button.attr('aria-disabled', 'false');\n",
+ " button.click(method_name, toolbar_event);\n",
+ " button.mouseover(tooltip, toolbar_mouse_event);\n",
+ "\n",
+ " var icon_img = $('<span/>');\n",
+ " icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+ " icon_img.addClass(image);\n",
+ " icon_img.addClass('ui-corner-all');\n",
+ "\n",
+ " var tooltip_span = $('<span/>');\n",
+ " tooltip_span.addClass('ui-button-text');\n",
+ " tooltip_span.html(tooltip);\n",
+ "\n",
+ " button.append(icon_img);\n",
+ " button.append(tooltip_span);\n",
+ "\n",
+ " nav_element.append(button);\n",
+ " }\n",
+ "\n",
+ " var fmt_picker_span = $('<span/>');\n",
+ "\n",
+ " var fmt_picker = $('<select/>');\n",
+ " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+ " fmt_picker_span.append(fmt_picker);\n",
+ " nav_element.append(fmt_picker_span);\n",
+ " this.format_dropdown = fmt_picker[0];\n",
+ "\n",
+ " for (var ind in mpl.extensions) {\n",
+ " var fmt = mpl.extensions[ind];\n",
+ " var option = $(\n",
+ " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+ " fmt_picker.append(option);\n",
+ " }\n",
+ "\n",
+ " // Add hover states to the ui-buttons\n",
+ " $( \".ui-button\" ).hover(\n",
+ " function() { $(this).addClass(\"ui-state-hover\");},\n",
+ " function() { $(this).removeClass(\"ui-state-hover\");}\n",
+ " );\n",
+ "\n",
+ " var status_bar = $('<span class=\"mpl-message\"/>');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+ " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+ " // which will in turn request a refresh of the image.\n",
+ " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.send_message = function(type, properties) {\n",
+ " properties['type'] = type;\n",
+ " properties['figure_id'] = this.id;\n",
+ " this.ws.send(JSON.stringify(properties));\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.send_draw_message = function() {\n",
+ " if (!this.waiting) {\n",
+ " this.waiting = true;\n",
+ " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+ " var format_dropdown = fig.format_dropdown;\n",
+ " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+ " fig.ondownload(fig, format);\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+ " var size = msg['size'];\n",
+ " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+ " fig._resize_canvas(size[0], size[1]);\n",
+ " fig.send_message(\"refresh\", {});\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+ " var x0 = msg['x0'] / mpl.ratio;\n",
+ " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+ " var x1 = msg['x1'] / mpl.ratio;\n",
+ " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+ " x0 = Math.floor(x0) + 0.5;\n",
+ " y0 = Math.floor(y0) + 0.5;\n",
+ " x1 = Math.floor(x1) + 0.5;\n",
+ " y1 = Math.floor(y1) + 0.5;\n",
+ " var min_x = Math.min(x0, x1);\n",
+ " var min_y = Math.min(y0, y1);\n",
+ " var width = Math.abs(x1 - x0);\n",
+ " var height = Math.abs(y1 - y0);\n",
+ "\n",
+ " fig.rubberband_context.clearRect(\n",
+ " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
+ "\n",
+ " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+ " // Updates the figure title.\n",
+ " fig.header.textContent = msg['label'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+ " var cursor = msg['cursor'];\n",
+ " switch(cursor)\n",
+ " {\n",
+ " case 0:\n",
+ " cursor = 'pointer';\n",
+ " break;\n",
+ " case 1:\n",
+ " cursor = 'default';\n",
+ " break;\n",
+ " case 2:\n",
+ " cursor = 'crosshair';\n",
+ " break;\n",
+ " case 3:\n",
+ " cursor = 'move';\n",
+ " break;\n",
+ " }\n",
+ " fig.rubberband_canvas.style.cursor = cursor;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+ " fig.message.textContent = msg['message'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+ " // Request the server to send over a new figure.\n",
+ " fig.send_draw_message();\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+ " fig.image_mode = msg['mode'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Called whenever the canvas gets updated.\n",
+ " this.send_message(\"ack\", {});\n",
+ "}\n",
+ "\n",
+ "// A function to construct a web socket function for onmessage handling.\n",
+ "// Called in the figure constructor.\n",
+ "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+ " return function socket_on_message(evt) {\n",
+ " if (evt.data instanceof Blob) {\n",
+ " /* FIXME: We get \"Resource interpreted as Image but\n",
+ " * transferred with MIME type text/plain:\" errors on\n",
+ " * Chrome. But how to set the MIME type? It doesn't seem\n",
+ " * to be part of the websocket stream */\n",
+ " evt.data.type = \"image/png\";\n",
+ "\n",
+ " /* Free the memory for the previous frames */\n",
+ " if (fig.imageObj.src) {\n",
+ " (window.URL || window.webkitURL).revokeObjectURL(\n",
+ " fig.imageObj.src);\n",
+ " }\n",
+ "\n",
+ " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+ " evt.data);\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+ " fig.imageObj.src = evt.data;\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var msg = JSON.parse(evt.data);\n",
+ " var msg_type = msg['type'];\n",
+ "\n",
+ " // Call the \"handle_{type}\" callback, which takes\n",
+ " // the figure and JSON message as its only arguments.\n",
+ " try {\n",
+ " var callback = fig[\"handle_\" + msg_type];\n",
+ " } catch (e) {\n",
+ " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " if (callback) {\n",
+ " try {\n",
+ " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+ " callback(fig, msg);\n",
+ " } catch (e) {\n",
+ " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+ " }\n",
+ " }\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+ "mpl.findpos = function(e) {\n",
+ " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+ " var targ;\n",
+ " if (!e)\n",
+ " e = window.event;\n",
+ " if (e.target)\n",
+ " targ = e.target;\n",
+ " else if (e.srcElement)\n",
+ " targ = e.srcElement;\n",
+ " if (targ.nodeType == 3) // defeat Safari bug\n",
+ " targ = targ.parentNode;\n",
+ "\n",
+ " // jQuery normalizes the pageX and pageY\n",
+ " // pageX,Y are the mouse positions relative to the document\n",
+ " // offset() returns the position of the element relative to the document\n",
+ " var x = e.pageX - $(targ).offset().left;\n",
+ " var y = e.pageY - $(targ).offset().top;\n",
+ "\n",
+ " return {\"x\": x, \"y\": y};\n",
+ "};\n",
+ "\n",
+ "/*\n",
+ " * return a copy of an object with only non-object keys\n",
+ " * we need this to avoid circular references\n",
+ " * http://stackoverflow.com/a/24161582/3208463\n",
+ " */\n",
+ "function simpleKeys (original) {\n",
+ " return Object.keys(original).reduce(function (obj, key) {\n",
+ " if (typeof original[key] !== 'object')\n",
+ " obj[key] = original[key]\n",
+ " return obj;\n",
+ " }, {});\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+ " var canvas_pos = mpl.findpos(event)\n",
+ "\n",
+ " if (name === 'button_press')\n",
+ " {\n",
+ " this.canvas.focus();\n",
+ " this.canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " var x = canvas_pos.x * mpl.ratio;\n",
+ " var y = canvas_pos.y * mpl.ratio;\n",
+ "\n",
+ " this.send_message(name, {x: x, y: y, button: event.button,\n",
+ " step: event.step,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ "\n",
+ " /* This prevents the web browser from automatically changing to\n",
+ " * the text insertion cursor when the button is pressed. We want\n",
+ " * to control all of the cursor setting manually through the\n",
+ " * 'cursor' event from matplotlib */\n",
+ " event.preventDefault();\n",
+ " return false;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " // Handle any extra behaviour associated with a key event\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.key_event = function(event, name) {\n",
+ "\n",
+ " // Prevent repeat events\n",
+ " if (name == 'key_press')\n",
+ " {\n",
+ " if (event.which === this._key)\n",
+ " return;\n",
+ " else\n",
+ " this._key = event.which;\n",
+ " }\n",
+ " if (name == 'key_release')\n",
+ " this._key = null;\n",
+ "\n",
+ " var value = '';\n",
+ " if (event.ctrlKey && event.which != 17)\n",
+ " value += \"ctrl+\";\n",
+ " if (event.altKey && event.which != 18)\n",
+ " value += \"alt+\";\n",
+ " if (event.shiftKey && event.which != 16)\n",
+ " value += \"shift+\";\n",
+ "\n",
+ " value += 'k';\n",
+ " value += event.which.toString();\n",
+ "\n",
+ " this._key_event_extra(event, name);\n",
+ "\n",
+ " this.send_message(name, {key: value,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ " return false;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+ " if (name == 'download') {\n",
+ " this.handle_save(this, null);\n",
+ " } else {\n",
+ " this.send_message(\"toolbar_button\", {name: name});\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+ " this.message.textContent = tooltip;\n",
+ "};\n",
+ "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+ "\n",
+ "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+ "\n",
+ "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+ " // Create a \"websocket\"-like object which calls the given IPython comm\n",
+ " // object with the appropriate methods. Currently this is a non binary\n",
+ " // socket, so there is still some room for performance tuning.\n",
+ " var ws = {};\n",
+ "\n",
+ " ws.close = function() {\n",
+ " comm.close()\n",
+ " };\n",
+ " ws.send = function(m) {\n",
+ " //console.log('sending', m);\n",
+ " comm.send(m);\n",
+ " };\n",
+ " // Register the callback with on_msg.\n",
+ " comm.on_msg(function(msg) {\n",
+ " //console.log('receiving', msg['content']['data'], msg);\n",
+ " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+ " ws.onmessage(msg['content']['data'])\n",
+ " });\n",
+ " return ws;\n",
+ "}\n",
+ "\n",
+ "mpl.mpl_figure_comm = function(comm, msg) {\n",
+ " // This is the function which gets called when the mpl process\n",
+ " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+ "\n",
+ " var id = msg.content.data.id;\n",
+ " // Get hold of the div created by the display call when the Comm\n",
+ " // socket was opened in Python.\n",
+ " var element = $(\"#\" + id);\n",
+ " var ws_proxy = comm_websocket_adapter(comm)\n",
+ "\n",
+ " function ondownload(figure, format) {\n",
+ " window.open(figure.imageObj.src);\n",
+ " }\n",
+ "\n",
+ " var fig = new mpl.figure(id, ws_proxy,\n",
+ " ondownload,\n",
+ " element.get(0));\n",
+ "\n",
+ " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+ " // web socket which is closed, not our websocket->open comm proxy.\n",
+ " ws_proxy.onopen();\n",
+ "\n",
+ " fig.parent_element = element.get(0);\n",
+ " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+ " if (!fig.cell_info) {\n",
+ " console.error(\"Failed to find cell for figure\", id, fig);\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var output_index = fig.cell_info[2]\n",
+ " var cell = fig.cell_info[0];\n",
+ "\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+ " var width = fig.canvas.width/mpl.ratio\n",
+ " fig.root.unbind('remove')\n",
+ "\n",
+ " // Update the output cell to use the data from the current canvas.\n",
+ " fig.push_to_output();\n",
+ " var dataURL = fig.canvas.toDataURL();\n",
+ " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+ " // the notebook keyboard shortcuts fail.\n",
+ " IPython.keyboard_manager.enable()\n",
+ " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+ " fig.close_ws(fig, msg);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+ " fig.send_message('closing', msg);\n",
+ " // fig.ws.close()\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+ " // Turn the data on the canvas into data in the output cell.\n",
+ " var width = this.canvas.width/mpl.ratio\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Tell IPython that the notebook contents must change.\n",
+ " IPython.notebook.set_dirty(true);\n",
+ " this.send_message(\"ack\", {});\n",
+ " var fig = this;\n",
+ " // Wait a second, then push the new image to the DOM so\n",
+ " // that it is saved nicely (might be nice to debounce this).\n",
+ " setTimeout(function () { fig.push_to_output() }, 1000);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var nav_element = $('<div/>');\n",
+ " nav_element.attr('style', 'width: 100%');\n",
+ " this.root.append(nav_element);\n",
+ "\n",
+ " // Define a callback function for later on.\n",
+ " function toolbar_event(event) {\n",
+ " return fig.toolbar_button_onclick(event['data']);\n",
+ " }\n",
+ " function toolbar_mouse_event(event) {\n",
+ " return fig.toolbar_button_onmouseover(event['data']);\n",
+ " }\n",
+ "\n",
+ " for(var toolbar_ind in mpl.toolbar_items){\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) { continue; };\n",
+ "\n",
+ " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+ " button.click(method_name, toolbar_event);\n",
+ " button.mouseover(tooltip, toolbar_mouse_event);\n",
+ " nav_element.append(button);\n",
+ " }\n",
+ "\n",
+ " // Add the status bar.\n",
+ " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+ " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+ " button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+ " button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+ " buttongrp.append(button);\n",
+ " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+ " titlebar.prepend(buttongrp);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function(el){\n",
+ " var fig = this\n",
+ " el.on(\"remove\", function(){\n",
+ "\tfig.close_ws(fig, {});\n",
+ " });\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+ " // this is important to make the div 'focusable\n",
+ " el.attr('tabindex', 0)\n",
+ " // reach out to IPython and tell the keyboard manager to turn it's self\n",
+ " // off when our div gets focus\n",
+ "\n",
+ " // location in version 3\n",
+ " if (IPython.notebook.keyboard_manager) {\n",
+ " IPython.notebook.keyboard_manager.register_events(el);\n",
+ " }\n",
+ " else {\n",
+ " // location in version 2\n",
+ " IPython.keyboard_manager.register_events(el);\n",
+ " }\n",
+ "\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager)\n",
+ " manager = IPython.keyboard_manager;\n",
+ "\n",
+ " // Check for shift+enter\n",
+ " if (event.shiftKey && event.which == 13) {\n",
+ " this.canvas_div.blur();\n",
+ " // select the cell after this one\n",
+ " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+ " IPython.notebook.select(index + 1);\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+ " fig.ondownload(fig, null);\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.find_output_cell = function(html_output) {\n",
+ " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+ " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+ " // IPython event is triggered only after the cells have been serialised, which for\n",
+ " // our purposes (turning an active figure into a static one), is too late.\n",
+ " var cells = IPython.notebook.get_cells();\n",
+ " var ncells = cells.length;\n",
+ " for (var i=0; i<ncells; i++) {\n",
+ " var cell = cells[i];\n",
+ " if (cell.cell_type === 'code'){\n",
+ " for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+ " var data = cell.output_area.outputs[j];\n",
+ " if (data.data) {\n",
+ " // IPython >= 3 moved mimebundle to data attribute of output\n",
+ " data = data.data;\n",
+ " }\n",
+ " if (data['text/html'] == html_output) {\n",
+ " return [cell, data, j];\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "// Register the function which deals with the matplotlib target/channel.\n",
+ "// The kernel may be null if the page has been refreshed.\n",
+ "if (IPython.notebook.kernel != null) {\n",
+ " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+ "}\n"
+ ],
+ "text/plain": [
+ "<IPython.core.display.Javascript object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2b97769a4eb8>"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "HDD_GE_weights.HDD.sel(month = 8).where(HDD_GE.HDD.sum(dim = 'month') > 0).plot(x = 'chx', y = 'chy')\n",
+ "GE.plot(ax = plt.gca(), edgecolor = 'k', facecolor = 'None')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD_weighted_df = HDD_GE_weights.to_dataframe().dropna().reset_index()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>chx</th>\n",
+ " <th>chy</th>\n",
+ " <th>month</th>\n",
+ " <th>HDD</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2485500.0</td>\n",
+ " <td>1109500.0</td>\n",
+ " <td>1</td>\n",
+ " <td>0.191661</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2485500.0</td>\n",
+ " <td>1109500.0</td>\n",
+ " <td>2</td>\n",
+ " <td>0.163219</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2485500.0</td>\n",
+ " <td>1109500.0</td>\n",
+ " <td>3</td>\n",
+ " <td>0.135901</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2485500.0</td>\n",
+ " <td>1109500.0</td>\n",
+ " <td>4</td>\n",
+ " <td>0.082220</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>2485500.0</td>\n",
+ " <td>1109500.0</td>\n",
+ " <td>5</td>\n",
+ " <td>0.019260</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " chx chy month HDD\n",
+ "0 2485500.0 1109500.0 1 0.191661\n",
+ "1 2485500.0 1109500.0 2 0.163219\n",
+ "2 2485500.0 1109500.0 3 0.135901\n",
+ "3 2485500.0 1109500.0 4 0.082220\n",
+ "4 2485500.0 1109500.0 5 0.019260"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "HDD_weighted_df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Compute monthly heat demand"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_df = heating_GVA_nonzero.to_dataframe().dropna().reset_index()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_df[['chx', 'chy']] = map_coords_to_pixel(heat_df[['x','y']], 500, 1000 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_df_w_HDD = heat_df.merge(HDD_weighted_df, on = ['chx', 'chy'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_df_w_HDD['heat_monthly'] = heat_df_w_HDD.heat_total * heat_df_w_HDD.HDD"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " <th>heat_total</th>\n",
+ " <th>chx</th>\n",
+ " <th>chy</th>\n",
+ " <th>month</th>\n",
+ " <th>HDD</th>\n",
+ " <th>heat_monthly</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2486087.5</td>\n",
+ " <td>1111487.5</td>\n",
+ " <td>8551.750205</td>\n",
+ " <td>2486500.0</td>\n",
+ " <td>1111500.0</td>\n",
+ " <td>1</td>\n",
+ " <td>0.192324</td>\n",
+ " <td>1644.706659</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2486087.5</td>\n",
+ " <td>1111487.5</td>\n",
+ " <td>8551.750205</td>\n",
+ " <td>2486500.0</td>\n",
+ " <td>1111500.0</td>\n",
+ " <td>2</td>\n",
+ " <td>0.163730</td>\n",
+ " <td>1400.175474</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2486087.5</td>\n",
+ " <td>1111487.5</td>\n",
+ " <td>8551.750205</td>\n",
+ " <td>2486500.0</td>\n",
+ " <td>1111500.0</td>\n",
+ " <td>3</td>\n",
+ " <td>0.135806</td>\n",
+ " <td>1161.380596</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2486087.5</td>\n",
+ " <td>1111487.5</td>\n",
+ " <td>8551.750205</td>\n",
+ " <td>2486500.0</td>\n",
+ " <td>1111500.0</td>\n",
+ " <td>4</td>\n",
+ " <td>0.081790</td>\n",
+ " <td>699.444019</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>2486087.5</td>\n",
+ " <td>1111487.5</td>\n",
+ " <td>8551.750205</td>\n",
+ " <td>2486500.0</td>\n",
+ " <td>1111500.0</td>\n",
+ " <td>5</td>\n",
+ " <td>0.018793</td>\n",
+ " <td>160.712085</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " x y heat_total chx chy month HDD \\\n",
+ "0 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 1 0.192324 \n",
+ "1 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 2 0.163730 \n",
+ "2 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 3 0.135806 \n",
+ "3 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 4 0.081790 \n",
+ "4 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 5 0.018793 \n",
+ "\n",
+ " heat_monthly \n",
+ "0 1644.706659 \n",
+ "1 1400.175474 \n",
+ "2 1161.380596 \n",
+ "3 699.444019 \n",
+ "4 160.712085 "
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_df_w_HDD.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_monthly = heat_df_w_HDD.set_index(['x', 'y', 'month'])[['HDD', 'heat_monthly']].to_xarray()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
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+ " alert('Your browser does not have WebSocket support. ' +\n",
+ " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
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+ "\n",
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+ " var size = msg['size'];\n",
+ " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+ " fig._resize_canvas(size[0], size[1]);\n",
+ " fig.send_message(\"refresh\", {});\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+ " var x0 = msg['x0'] / mpl.ratio;\n",
+ " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+ " var x1 = msg['x1'] / mpl.ratio;\n",
+ " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+ " x0 = Math.floor(x0) + 0.5;\n",
+ " y0 = Math.floor(y0) + 0.5;\n",
+ " x1 = Math.floor(x1) + 0.5;\n",
+ " y1 = Math.floor(y1) + 0.5;\n",
+ " var min_x = Math.min(x0, x1);\n",
+ " var min_y = Math.min(y0, y1);\n",
+ " var width = Math.abs(x1 - x0);\n",
+ " var height = Math.abs(y1 - y0);\n",
+ "\n",
+ " fig.rubberband_context.clearRect(\n",
+ " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
+ "\n",
+ " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+ " // Updates the figure title.\n",
+ " fig.header.textContent = msg['label'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+ " var cursor = msg['cursor'];\n",
+ " switch(cursor)\n",
+ " {\n",
+ " case 0:\n",
+ " cursor = 'pointer';\n",
+ " break;\n",
+ " case 1:\n",
+ " cursor = 'default';\n",
+ " break;\n",
+ " case 2:\n",
+ " cursor = 'crosshair';\n",
+ " break;\n",
+ " case 3:\n",
+ " cursor = 'move';\n",
+ " break;\n",
+ " }\n",
+ " fig.rubberband_canvas.style.cursor = cursor;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+ " fig.message.textContent = msg['message'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+ " // Request the server to send over a new figure.\n",
+ " fig.send_draw_message();\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+ " fig.image_mode = msg['mode'];\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Called whenever the canvas gets updated.\n",
+ " this.send_message(\"ack\", {});\n",
+ "}\n",
+ "\n",
+ "// A function to construct a web socket function for onmessage handling.\n",
+ "// Called in the figure constructor.\n",
+ "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+ " return function socket_on_message(evt) {\n",
+ " if (evt.data instanceof Blob) {\n",
+ " /* FIXME: We get \"Resource interpreted as Image but\n",
+ " * transferred with MIME type text/plain:\" errors on\n",
+ " * Chrome. But how to set the MIME type? It doesn't seem\n",
+ " * to be part of the websocket stream */\n",
+ " evt.data.type = \"image/png\";\n",
+ "\n",
+ " /* Free the memory for the previous frames */\n",
+ " if (fig.imageObj.src) {\n",
+ " (window.URL || window.webkitURL).revokeObjectURL(\n",
+ " fig.imageObj.src);\n",
+ " }\n",
+ "\n",
+ " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+ " evt.data);\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+ " fig.imageObj.src = evt.data;\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var msg = JSON.parse(evt.data);\n",
+ " var msg_type = msg['type'];\n",
+ "\n",
+ " // Call the \"handle_{type}\" callback, which takes\n",
+ " // the figure and JSON message as its only arguments.\n",
+ " try {\n",
+ " var callback = fig[\"handle_\" + msg_type];\n",
+ " } catch (e) {\n",
+ " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " if (callback) {\n",
+ " try {\n",
+ " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+ " callback(fig, msg);\n",
+ " } catch (e) {\n",
+ " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+ " }\n",
+ " }\n",
+ " };\n",
+ "}\n",
+ "\n",
+ "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+ "mpl.findpos = function(e) {\n",
+ " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+ " var targ;\n",
+ " if (!e)\n",
+ " e = window.event;\n",
+ " if (e.target)\n",
+ " targ = e.target;\n",
+ " else if (e.srcElement)\n",
+ " targ = e.srcElement;\n",
+ " if (targ.nodeType == 3) // defeat Safari bug\n",
+ " targ = targ.parentNode;\n",
+ "\n",
+ " // jQuery normalizes the pageX and pageY\n",
+ " // pageX,Y are the mouse positions relative to the document\n",
+ " // offset() returns the position of the element relative to the document\n",
+ " var x = e.pageX - $(targ).offset().left;\n",
+ " var y = e.pageY - $(targ).offset().top;\n",
+ "\n",
+ " return {\"x\": x, \"y\": y};\n",
+ "};\n",
+ "\n",
+ "/*\n",
+ " * return a copy of an object with only non-object keys\n",
+ " * we need this to avoid circular references\n",
+ " * http://stackoverflow.com/a/24161582/3208463\n",
+ " */\n",
+ "function simpleKeys (original) {\n",
+ " return Object.keys(original).reduce(function (obj, key) {\n",
+ " if (typeof original[key] !== 'object')\n",
+ " obj[key] = original[key]\n",
+ " return obj;\n",
+ " }, {});\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+ " var canvas_pos = mpl.findpos(event)\n",
+ "\n",
+ " if (name === 'button_press')\n",
+ " {\n",
+ " this.canvas.focus();\n",
+ " this.canvas_div.focus();\n",
+ " }\n",
+ "\n",
+ " var x = canvas_pos.x * mpl.ratio;\n",
+ " var y = canvas_pos.y * mpl.ratio;\n",
+ "\n",
+ " this.send_message(name, {x: x, y: y, button: event.button,\n",
+ " step: event.step,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ "\n",
+ " /* This prevents the web browser from automatically changing to\n",
+ " * the text insertion cursor when the button is pressed. We want\n",
+ " * to control all of the cursor setting manually through the\n",
+ " * 'cursor' event from matplotlib */\n",
+ " event.preventDefault();\n",
+ " return false;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " // Handle any extra behaviour associated with a key event\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.key_event = function(event, name) {\n",
+ "\n",
+ " // Prevent repeat events\n",
+ " if (name == 'key_press')\n",
+ " {\n",
+ " if (event.which === this._key)\n",
+ " return;\n",
+ " else\n",
+ " this._key = event.which;\n",
+ " }\n",
+ " if (name == 'key_release')\n",
+ " this._key = null;\n",
+ "\n",
+ " var value = '';\n",
+ " if (event.ctrlKey && event.which != 17)\n",
+ " value += \"ctrl+\";\n",
+ " if (event.altKey && event.which != 18)\n",
+ " value += \"alt+\";\n",
+ " if (event.shiftKey && event.which != 16)\n",
+ " value += \"shift+\";\n",
+ "\n",
+ " value += 'k';\n",
+ " value += event.which.toString();\n",
+ "\n",
+ " this._key_event_extra(event, name);\n",
+ "\n",
+ " this.send_message(name, {key: value,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ " return false;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+ " if (name == 'download') {\n",
+ " this.handle_save(this, null);\n",
+ " } else {\n",
+ " this.send_message(\"toolbar_button\", {name: name});\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+ " this.message.textContent = tooltip;\n",
+ "};\n",
+ "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+ "\n",
+ "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+ "\n",
+ "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+ " // Create a \"websocket\"-like object which calls the given IPython comm\n",
+ " // object with the appropriate methods. Currently this is a non binary\n",
+ " // socket, so there is still some room for performance tuning.\n",
+ " var ws = {};\n",
+ "\n",
+ " ws.close = function() {\n",
+ " comm.close()\n",
+ " };\n",
+ " ws.send = function(m) {\n",
+ " //console.log('sending', m);\n",
+ " comm.send(m);\n",
+ " };\n",
+ " // Register the callback with on_msg.\n",
+ " comm.on_msg(function(msg) {\n",
+ " //console.log('receiving', msg['content']['data'], msg);\n",
+ " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+ " ws.onmessage(msg['content']['data'])\n",
+ " });\n",
+ " return ws;\n",
+ "}\n",
+ "\n",
+ "mpl.mpl_figure_comm = function(comm, msg) {\n",
+ " // This is the function which gets called when the mpl process\n",
+ " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+ "\n",
+ " var id = msg.content.data.id;\n",
+ " // Get hold of the div created by the display call when the Comm\n",
+ " // socket was opened in Python.\n",
+ " var element = $(\"#\" + id);\n",
+ " var ws_proxy = comm_websocket_adapter(comm)\n",
+ "\n",
+ " function ondownload(figure, format) {\n",
+ " window.open(figure.imageObj.src);\n",
+ " }\n",
+ "\n",
+ " var fig = new mpl.figure(id, ws_proxy,\n",
+ " ondownload,\n",
+ " element.get(0));\n",
+ "\n",
+ " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+ " // web socket which is closed, not our websocket->open comm proxy.\n",
+ " ws_proxy.onopen();\n",
+ "\n",
+ " fig.parent_element = element.get(0);\n",
+ " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+ " if (!fig.cell_info) {\n",
+ " console.error(\"Failed to find cell for figure\", id, fig);\n",
+ " return;\n",
+ " }\n",
+ "\n",
+ " var output_index = fig.cell_info[2]\n",
+ " var cell = fig.cell_info[0];\n",
+ "\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+ " var width = fig.canvas.width/mpl.ratio\n",
+ " fig.root.unbind('remove')\n",
+ "\n",
+ " // Update the output cell to use the data from the current canvas.\n",
+ " fig.push_to_output();\n",
+ " var dataURL = fig.canvas.toDataURL();\n",
+ " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+ " // the notebook keyboard shortcuts fail.\n",
+ " IPython.keyboard_manager.enable()\n",
+ " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+ " fig.close_ws(fig, msg);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+ " fig.send_message('closing', msg);\n",
+ " // fig.ws.close()\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+ " // Turn the data on the canvas into data in the output cell.\n",
+ " var width = this.canvas.width/mpl.ratio\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Tell IPython that the notebook contents must change.\n",
+ " IPython.notebook.set_dirty(true);\n",
+ " this.send_message(\"ack\", {});\n",
+ " var fig = this;\n",
+ " // Wait a second, then push the new image to the DOM so\n",
+ " // that it is saved nicely (might be nice to debounce this).\n",
+ " setTimeout(function () { fig.push_to_output() }, 1000);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_toolbar = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var nav_element = $('<div/>');\n",
+ " nav_element.attr('style', 'width: 100%');\n",
+ " this.root.append(nav_element);\n",
+ "\n",
+ " // Define a callback function for later on.\n",
+ " function toolbar_event(event) {\n",
+ " return fig.toolbar_button_onclick(event['data']);\n",
+ " }\n",
+ " function toolbar_mouse_event(event) {\n",
+ " return fig.toolbar_button_onmouseover(event['data']);\n",
+ " }\n",
+ "\n",
+ " for(var toolbar_ind in mpl.toolbar_items){\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ "\n",
+ " if (!name) { continue; };\n",
+ "\n",
+ " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+ " button.click(method_name, toolbar_event);\n",
+ " button.mouseover(tooltip, toolbar_mouse_event);\n",
+ " nav_element.append(button);\n",
+ " }\n",
+ "\n",
+ " // Add the status bar.\n",
+ " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
+ "\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+ " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+ " button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+ " button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+ " buttongrp.append(button);\n",
+ " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+ " titlebar.prepend(buttongrp);\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function(el){\n",
+ " var fig = this\n",
+ " el.on(\"remove\", function(){\n",
+ "\tfig.close_ws(fig, {});\n",
+ " });\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+ " // this is important to make the div 'focusable\n",
+ " el.attr('tabindex', 0)\n",
+ " // reach out to IPython and tell the keyboard manager to turn it's self\n",
+ " // off when our div gets focus\n",
+ "\n",
+ " // location in version 3\n",
+ " if (IPython.notebook.keyboard_manager) {\n",
+ " IPython.notebook.keyboard_manager.register_events(el);\n",
+ " }\n",
+ " else {\n",
+ " // location in version 2\n",
+ " IPython.keyboard_manager.register_events(el);\n",
+ " }\n",
+ "\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager)\n",
+ " manager = IPython.keyboard_manager;\n",
+ "\n",
+ " // Check for shift+enter\n",
+ " if (event.shiftKey && event.which == 13) {\n",
+ " this.canvas_div.blur();\n",
+ " // select the cell after this one\n",
+ " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+ " IPython.notebook.select(index + 1);\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+ " fig.ondownload(fig, null);\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.find_output_cell = function(html_output) {\n",
+ " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+ " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+ " // IPython event is triggered only after the cells have been serialised, which for\n",
+ " // our purposes (turning an active figure into a static one), is too late.\n",
+ " var cells = IPython.notebook.get_cells();\n",
+ " var ncells = cells.length;\n",
+ " for (var i=0; i<ncells; i++) {\n",
+ " var cell = cells[i];\n",
+ " if (cell.cell_type === 'code'){\n",
+ " for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+ " var data = cell.output_area.outputs[j];\n",
+ " if (data.data) {\n",
+ " // IPython >= 3 moved mimebundle to data attribute of output\n",
+ " data = data.data;\n",
+ " }\n",
+ " if (data['text/html'] == html_output) {\n",
+ " return [cell, data, j];\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ "}\n",
+ "\n",
+ "// Register the function which deals with the matplotlib target/channel.\n",
+ "// The kernel may be null if the page has been refreshed.\n",
+ "if (IPython.notebook.kernel != null) {\n",
+ " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+ "}\n"
+ ],
+ "text/plain": [
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+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_monthly.heat_monthly.plot(x = 'x', y = 'y', col = 'month', \n",
+ " col_wrap=3, norm = matplotlib.colors.LogNorm(vmin = 1)) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heating_GE_all = xr.merge([heating_GVA_nonzero, heat_monthly])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
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+ "body.vscode-dark {\n",
+ " --xr-font-color0: rgba(255, 255, 255, 1);\n",
+ " --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+ " --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+ " --xr-border-color: #1F1F1F;\n",
+ " --xr-disabled-color: #515151;\n",
+ " --xr-background-color: #111111;\n",
+ " --xr-background-color-row-even: #111111;\n",
+ " --xr-background-color-row-odd: #313131;\n",
+ "}\n",
+ "\n",
+ ".xr-wrap {\n",
+ " display: block;\n",
+ " min-width: 300px;\n",
+ " max-width: 700px;\n",
+ "}\n",
+ "\n",
+ ".xr-text-repr-fallback {\n",
+ " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-header {\n",
+ " padding-top: 6px;\n",
+ " padding-bottom: 6px;\n",
+ " margin-bottom: 4px;\n",
+ " border-bottom: solid 1px var(--xr-border-color);\n",
+ "}\n",
+ "\n",
+ ".xr-header > div,\n",
+ ".xr-header > ul {\n",
+ " display: inline;\n",
+ " margin-top: 0;\n",
+ " margin-bottom: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-obj-type,\n",
+ ".xr-array-name {\n",
+ " margin-left: 2px;\n",
+ " margin-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-obj-type {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-sections {\n",
+ " padding-left: 0 !important;\n",
+ " display: grid;\n",
+ " grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-item {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input + label {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input:enabled + label {\n",
+ " cursor: pointer;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input:enabled + label:hover {\n",
+ " color: var(--xr-font-color0);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary {\n",
+ " grid-column: 1;\n",
+ " color: var(--xr-font-color2);\n",
+ " font-weight: 500;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary > span {\n",
+ " display: inline-block;\n",
+ " padding-left: 0.5em;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:disabled + label {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in + label:before {\n",
+ " display: inline-block;\n",
+ " content: '►';\n",
+ " font-size: 11px;\n",
+ " width: 15px;\n",
+ " text-align: center;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:disabled + label:before {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked + label:before {\n",
+ " content: '▼';\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked + label > span {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary,\n",
+ ".xr-section-inline-details {\n",
+ " padding-top: 4px;\n",
+ " padding-bottom: 4px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-inline-details {\n",
+ " grid-column: 2 / -1;\n",
+ "}\n",
+ "\n",
+ ".xr-section-details {\n",
+ " display: none;\n",
+ " grid-column: 1 / -1;\n",
+ " margin-bottom: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-array-wrap {\n",
+ " grid-column: 1 / -1;\n",
+ " display: grid;\n",
+ " grid-template-columns: 20px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-array-wrap > label {\n",
+ " grid-column: 1;\n",
+ " vertical-align: top;\n",
+ "}\n",
+ "\n",
+ ".xr-preview {\n",
+ " color: var(--xr-font-color3);\n",
+ "}\n",
+ "\n",
+ ".xr-array-preview,\n",
+ ".xr-array-data {\n",
+ " padding: 0 5px !important;\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-array-data,\n",
+ ".xr-array-in:checked ~ .xr-array-preview {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-array-in:checked ~ .xr-array-data,\n",
+ ".xr-array-preview {\n",
+ " display: inline-block;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list {\n",
+ " display: inline-block !important;\n",
+ " list-style: none;\n",
+ " padding: 0 !important;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li {\n",
+ " display: inline-block;\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:before {\n",
+ " content: '(';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:after {\n",
+ " content: ')';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li:not(:last-child):after {\n",
+ " content: ',';\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-has-index {\n",
+ " font-weight: bold;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list,\n",
+ ".xr-var-item {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > div,\n",
+ ".xr-var-item label,\n",
+ ".xr-var-item > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-even);\n",
+ " margin-bottom: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > .xr-var-name:hover span {\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list > li:nth-child(odd) > div,\n",
+ ".xr-var-list > li:nth-child(odd) > label,\n",
+ ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-odd);\n",
+ "}\n",
+ "\n",
+ ".xr-var-name {\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dims {\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dtype {\n",
+ " grid-column: 3;\n",
+ " text-align: right;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-var-preview {\n",
+ " grid-column: 4;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name,\n",
+ ".xr-var-dims,\n",
+ ".xr-var-dtype,\n",
+ ".xr-preview,\n",
+ ".xr-attrs dt {\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name:hover,\n",
+ ".xr-var-dims:hover,\n",
+ ".xr-var-dtype:hover,\n",
+ ".xr-attrs dt:hover {\n",
+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
+ "}\n",
+ "\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: (month: 12, x: 138, y: 125)\n",
+ "Coordinates:\n",
+ " * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
+ " * y (y) float64 1.11e+06 1.11e+06 1.11e+06 ... 1.135e+06 1.135e+06\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
+ "Data variables:\n",
+ " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
+ " HDD (x, y, month) float32 nan nan nan nan nan ... nan nan nan nan\n",
+ " heat_monthly (x, y, month) float64 nan nan nan nan nan ... nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-53ae83ec-c46f-4290-afab-a31bc1751185' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-53ae83ec-c46f-4290-afab-a31bc1751185' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>x</span>: 138</li><li><span class='xr-has-index'>y</span>: 125</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-86caae46-2e98-44f9-8149-cf3849a402e4' class='xr-section-summary-in' type='checkbox' checked><label for='section-86caae46-2e98-44f9-8149-cf3849a402e4' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.485e+06 2.486e+06 ... 2.513e+06</div><input id='attrs-dc31b69f-a451-4d7d-b761-d010865edd32' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc31b69f-a451-4d7d-b761-d010865edd32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90684850-4a4b-4e3e-8aa8-879272335de7' class='xr-var-data-in' type='checkbox'><label for='data-90684850-4a4b-4e3e-8aa8-879272335de7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485487.5, 2485687.5, 2485887.5, 2486087.5, 2486287.5, 2486487.5,\n",
+ " 2486687.5, 2486887.5, 2487087.5, 2487287.5, 2487487.5, 2487687.5,\n",
+ " 2487887.5, 2488087.5, 2488287.5, 2488487.5, 2488687.5, 2488887.5,\n",
+ " 2489087.5, 2489287.5, 2489487.5, 2489687.5, 2489887.5, 2490087.5,\n",
+ " 2490287.5, 2490487.5, 2490687.5, 2490887.5, 2491087.5, 2491287.5,\n",
+ " 2491487.5, 2491687.5, 2491887.5, 2492087.5, 2492287.5, 2492487.5,\n",
+ " 2492687.5, 2492887.5, 2493087.5, 2493287.5, 2493487.5, 2493687.5,\n",
+ " 2493887.5, 2494087.5, 2494287.5, 2494487.5, 2494687.5, 2494887.5,\n",
+ " 2495087.5, 2495287.5, 2495487.5, 2495687.5, 2495887.5, 2496087.5,\n",
+ " 2496287.5, 2496487.5, 2496687.5, 2496887.5, 2497087.5, 2497287.5,\n",
+ " 2497487.5, 2497687.5, 2497887.5, 2498087.5, 2498287.5, 2498487.5,\n",
+ " 2498687.5, 2498887.5, 2499087.5, 2499287.5, 2499487.5, 2499687.5,\n",
+ " 2499887.5, 2500087.5, 2500287.5, 2500487.5, 2500687.5, 2500887.5,\n",
+ " 2501087.5, 2501287.5, 2501487.5, 2501687.5, 2501887.5, 2502087.5,\n",
+ " 2502287.5, 2502487.5, 2502687.5, 2502887.5, 2503087.5, 2503287.5,\n",
+ " 2503487.5, 2503687.5, 2503887.5, 2504087.5, 2504287.5, 2504487.5,\n",
+ " 2504687.5, 2504887.5, 2505087.5, 2505287.5, 2505487.5, 2505687.5,\n",
+ " 2505887.5, 2506087.5, 2506287.5, 2506487.5, 2506687.5, 2506887.5,\n",
+ " 2507087.5, 2507287.5, 2507487.5, 2507687.5, 2507887.5, 2508087.5,\n",
+ " 2508287.5, 2508487.5, 2508687.5, 2508887.5, 2509087.5, 2509287.5,\n",
+ " 2509487.5, 2509687.5, 2509887.5, 2510087.5, 2510287.5, 2510487.5,\n",
+ " 2510687.5, 2510887.5, 2511087.5, 2511287.5, 2511487.5, 2511687.5,\n",
+ " 2511887.5, 2512087.5, 2512287.5, 2512487.5, 2512687.5, 2512887.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.11e+06 1.11e+06 ... 1.135e+06</div><input id='attrs-934965b3-426d-439e-8626-9894f7428734' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-934965b3-426d-439e-8626-9894f7428734' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce6f24ae-ee89-45ad-ac07-93075c3ffed5' class='xr-var-data-in' type='checkbox'><label for='data-ce6f24ae-ee89-45ad-ac07-93075c3ffed5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1109687.5, 1109887.5, 1110087.5, 1110287.5, 1110487.5, 1110687.5,\n",
+ " 1110887.5, 1111087.5, 1111287.5, 1111487.5, 1111687.5, 1111887.5,\n",
+ " 1112087.5, 1112287.5, 1112487.5, 1112687.5, 1112887.5, 1113087.5,\n",
+ " 1113287.5, 1113487.5, 1113687.5, 1113887.5, 1114087.5, 1114287.5,\n",
+ " 1114487.5, 1114687.5, 1114887.5, 1115087.5, 1115287.5, 1115487.5,\n",
+ " 1115687.5, 1115887.5, 1116087.5, 1116287.5, 1116487.5, 1116687.5,\n",
+ " 1116887.5, 1117087.5, 1117287.5, 1117487.5, 1117687.5, 1117887.5,\n",
+ " 1118087.5, 1118287.5, 1118487.5, 1118687.5, 1118887.5, 1119087.5,\n",
+ " 1119287.5, 1119487.5, 1119687.5, 1119887.5, 1120087.5, 1120287.5,\n",
+ " 1120487.5, 1120687.5, 1120887.5, 1121087.5, 1121287.5, 1121487.5,\n",
+ " 1121687.5, 1121887.5, 1122087.5, 1122287.5, 1122487.5, 1122687.5,\n",
+ " 1122887.5, 1123087.5, 1123287.5, 1123487.5, 1123687.5, 1123887.5,\n",
+ " 1124087.5, 1124287.5, 1124487.5, 1124687.5, 1124887.5, 1125087.5,\n",
+ " 1125287.5, 1125487.5, 1125687.5, 1125887.5, 1126087.5, 1126287.5,\n",
+ " 1126487.5, 1126687.5, 1126887.5, 1127087.5, 1127287.5, 1127487.5,\n",
+ " 1127687.5, 1127887.5, 1128087.5, 1128287.5, 1128487.5, 1128687.5,\n",
+ " 1128887.5, 1129087.5, 1129287.5, 1129487.5, 1129687.5, 1129887.5,\n",
+ " 1130087.5, 1130287.5, 1130487.5, 1131687.5, 1131887.5, 1132087.5,\n",
+ " 1132287.5, 1132487.5, 1132687.5, 1132887.5, 1133087.5, 1133287.5,\n",
+ " 1133487.5, 1133687.5, 1133887.5, 1134087.5, 1134287.5, 1134487.5,\n",
+ " 1134687.5, 1134887.5, 1135087.5, 1135287.5, 1135487.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-4f80314d-d3f4-45fe-aafa-12becdb65da3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f80314d-d3f4-45fe-aafa-12becdb65da3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40daa371-1e94-4a68-a122-8f96d437b02e' class='xr-var-data-in' type='checkbox'><label for='data-40daa371-1e94-4a68-a122-8f96d437b02e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-052583e3-1dc7-4b19-9a1e-589121b7e2c4' class='xr-section-summary-in' type='checkbox' checked><label for='section-052583e3-1dc7-4b19-9a1e-589121b7e2c4' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>heat_total</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-c9b61889-8462-4cc8-99f8-3e24d136be34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9b61889-8462-4cc8-99f8-3e24d136be34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dcde69c5-45cf-4eca-85da-d9f995296b30' class='xr-var-data-in' type='checkbox'><label for='data-dcde69c5-45cf-4eca-85da-d9f995296b30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>+init=epsg:21781</dd><dt><span>transform :</span></dt><dd>[ 2.000000e+02 0.000000e+00 4.854875e+05 0.000000e+00 -2.000000e+02\n",
+ " 2.956875e+05]</dd><dt><span>res :</span></dt><dd>[200. 200.]</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HDD</span></div><div class='xr-var-dims'>(x, y, month)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-015fc277-db59-4d00-8316-1bd78e2d4116' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-015fc277-db59-4d00-8316-1bd78e2d4116' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0096bac9-9b05-4a3a-a868-1b31019880c5' class='xr-var-data-in' type='checkbox'><label for='data-0096bac9-9b05-4a3a-a868-1b31019880c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heat_monthly</span></div><div class='xr-var-dims'>(x, y, month)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-75ec0173-c232-460f-9f45-b88547d66d97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-75ec0173-c232-460f-9f45-b88547d66d97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b890e1c9-ef1a-4a9b-b2e8-a56556a18296' class='xr-var-data-in' type='checkbox'><label for='data-b890e1c9-ef1a-4a9b-b2e8-a56556a18296' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]],\n",
+ "\n",
+ " [[nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " ...,\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan],\n",
+ " [nan, nan, nan, ..., nan, nan, nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7daf252f-fa85-46e9-966b-0d6846a8fdd0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7daf252f-fa85-46e9-966b-0d6846a8fdd0' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ ],
+ "text/plain": [
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+ "Dimensions: (month: 12, x: 138, y: 125)\n",
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+ " * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
+ " * y (y) float64 1.11e+06 1.11e+06 1.11e+06 ... 1.135e+06 1.135e+06\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
+ "Data variables:\n",
+ " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
+ " HDD (x, y, month) float32 nan nan nan nan nan ... nan nan nan nan\n",
+ " heat_monthly (x, y, month) float64 nan nan nan nan nan ... nan nan nan nan"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heating_GE_all"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heating_GE_all.to_netcdf('/work/hyenergy/output/data_geneva/heat_demand/heat_demand_GE.nc')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Heat demand per building based on Sonnendach data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
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+ " <th>BEDARF_HEI</th>\n",
+ " <th>SB_UUID</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>GWR_EGID</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
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+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
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+ " <td>{1C619591-F79F-4C5E-99C3-34BFF4506066}</td>\n",
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+ " <td>{00812533-DCC7-42FE-B824-B78BBC159355}</td>\n",
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+ " <td>2160</td>\n",
+ " <td>9224</td>\n",
+ " <td>{7F35E87D-C09F-4F33-B8D7-864C4909A81B}</td>\n",
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+ " <tr>\n",
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+ " <td>...</td>\n",
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+ " <tr>\n",
+ " <th>295512277</th>\n",
+ " <td>6768</td>\n",
+ " <td>8283</td>\n",
+ " <td>{2D447B96-34E4-4D08-A12B-F1B0CFE7BCB7}</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295512327</th>\n",
+ " <td>36</td>\n",
+ " <td>276</td>\n",
+ " <td>{406BBFBE-F988-422E-8BC9-318A5EAA0EF0}</td>\n",
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+ " <tr>\n",
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+ " <td>10200</td>\n",
+ " <td>12548</td>\n",
+ " <td>{2EF0EEB0-0E00-4534-96F6-C5271BCCF22B}</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295513281</th>\n",
+ " <td>1920</td>\n",
+ " <td>8229</td>\n",
+ " <td>{9D585DB2-1387-45F5-852F-9395F962EFA7}</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
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+ "<p>34414 rows × 3 columns</p>\n",
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+ " BEDARF_WAR BEDARF_HEI SB_UUID\n",
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+ "295513281 1920 8229 {9D585DB2-1387-45F5-852F-9395F962EFA7}\n",
+ "\n",
+ "[34414 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_demand.groupby('GWR_EGID').first()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ ],
+ "text/plain": [
+ " BEDARF_WAR BEDARF_HEI SB_UUID\n",
+ "GWR_EGID \n",
+ "0 0 0 {B0340CC5-829B-4F1C-A5AE-1FFD21666B26}\n",
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+ "1000005 2160 9224 {7F35E87D-C09F-4F33-B8D7-864C4909A81B}"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_demand_by_EGID = heat_demand.groupby('GWR_EGID').first()\n",
+ "std_EGID = heat_demand.groupby('GWR_EGID').std()\n",
+ "heat_demand_by_EGID.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "34414"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(heat_demand_by_EGID)"
+ ]
+ },
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+ "metadata": {},
+ "outputs": [
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- " <th>7</th>\n",
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+ " <th>{000166BB-B93F-4DA2-89C1-287DB3CB9B97}</th>\n",
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+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " GWR_EGID BEDARF_WAR BEDARF_HEI\n",
+ "SB_UUID \n",
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+ "{000166BB-B93F-4DA2-89C1-287DB3CB9B97} 1030371 19656 64129\n",
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+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_demand_by_UUID = heat_demand.groupby('SB_UUID').first()\n",
+ "heat_demand_by_UUID.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>BEDARF_WAR</th>\n",
+ " <th>BEDARF_HEI</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>GWR_EGID</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1000001</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1000002</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1000004</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1000005</th>\n",
+ " <td>0.0</td>\n",
+ " <td>11.547005</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295510725</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295511048</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295511621</th>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295512277</th>\n",
+ " <td>0.0</td>\n",
+ " <td>12.727922</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>295513281</th>\n",
+ " <td>0.0</td>\n",
+ " <td>1.032796</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>31533 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " BEDARF_WAR BEDARF_HEI\n",
+ "GWR_EGID \n",
+ "0 0.0 0.000000\n",
+ "1000001 0.0 0.000000\n",
+ "1000002 0.0 0.000000\n",
+ "1000004 0.0 0.000000\n",
+ "1000005 0.0 11.547005\n",
+ "... ... ...\n",
+ "295510725 0.0 0.000000\n",
+ "295511048 0.0 0.000000\n",
+ "295511621 0.0 0.000000\n",
+ "295512277 0.0 12.727922\n",
+ "295513281 0.0 1.032796\n",
+ "\n",
+ "[31533 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_demand.groupby('GWR_EGID').std().dropna(how = 'all')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "no_std_demand = heat_demand_by_EGID[std_EGID > 0].dropna(how = 'all').dropna(how = 'all', axis = 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <th>GWR_EGID</th>\n",
+ " <th>BEDARF_WAR</th>\n",
+ " <th>BEDARF_HEI</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>SB_UUID</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>{E25C2D96-9BD1-4B37-8DB5-F914F80C027F}</th>\n",
+ " <td>1000005</td>\n",
+ " <td>2160</td>\n",
+ " <td>9244</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>{7F35E87D-C09F-4F33-B8D7-864C4909A81B}</th>\n",
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+ " <td>1000011</td>\n",
+ " <td>4520</td>\n",
+ " <td>20503</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>{A2961B91-A6A8-4B86-82E5-9979E5893411}</th>\n",
+ " <td>1000012</td>\n",
+ " <td>3600</td>\n",
+ " <td>10734</td>\n",
+ " </tr>\n",
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+ " <th>...</th>\n",
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- " <th>35</th>\n",
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- " <td>17359.938262</td>\n",
- " <td>200.0</td>\n",
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- " <td>123625.128157</td>\n",
- " <td>16872.760897</td>\n",
- " <td>200.0</td>\n",
- " <td>15.0</td>\n",
+ " <th>{288A41A2-FF6B-4593-B0FE-0EB335286874}</th>\n",
+ " <td>295513281</td>\n",
+ " <td>1920</td>\n",
+ " <td>8227</td>\n",
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" <tr>\n",
- " <th>91</th>\n",
- " <td>{000E912D-81F2-4D93-8687-797966BC5214}</td>\n",
- " <td>200</td>\n",
- " <td>1.0</td>\n",
- " <td>40</td>\n",
- " <td>0.961500</td>\n",
- " <td>43.531065</td>\n",
- " <td>45.123878</td>\n",
- " <td>45.274108</td>\n",
- " <td>15661.606678</td>\n",
- " <td>16234.668892</td>\n",
- " <td>200.0</td>\n",
- " <td>NaN</td>\n",
+ " <th>{F1637707-D9BD-47B1-8D97-BEF8DD4AC29E}</th>\n",
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+ " <td>1920</td>\n",
+ " <td>8227</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>{9D585DB2-1387-45F5-852F-9395F962EFA7}</th>\n",
+ " <td>295513281</td>\n",
+ " <td>1920</td>\n",
+ " <td>8229</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
+ "<p>34524 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
- " UUID H BHE_count B \\\n",
- "7 {000166BB-B93F-4DA2-89C1-287DB3CB9B97} 200 31.0 30 \n",
- "15 {00032F84-C9E7-4880-A932-9DE7BDEF4BCA} 200 7.0 30 \n",
- "35 {0005DAD5-BB4B-47B7-B31D-0F39928E029D} 200 1.0 30 \n",
- "87 {000D635E-444B-44BA-A938-48A5DF3672DE} 200 9.0 15 \n",
- "91 {000E912D-81F2-4D93-8687-797966BC5214} 200 1.0 40 \n",
+ " GWR_EGID BEDARF_WAR BEDARF_HEI\n",
+ "SB_UUID \n",
+ "{E25C2D96-9BD1-4B37-8DB5-F914F80C027F} 1000005 2160 9244\n",
+ "{7F35E87D-C09F-4F33-B8D7-864C4909A81B} 1000005 2160 9224\n",
+ "{F6DF4F83-4EE6-4466-8E87-DBEF62EC97D2} 1000011 8120 31266\n",
+ "{360B5F3D-7640-4271-A703-9AC36FA9D830} 1000011 4520 20503\n",
+ "{A2961B91-A6A8-4B86-82E5-9979E5893411} 1000012 3600 10734\n",
+ "... ... ... ...\n",
+ "{2D447B96-34E4-4D08-A12B-F1B0CFE7BCB7} 295512277 6768 8283\n",
+ "{13C4ED33-61E9-4B2E-B12E-4A6F2A301229} 295512277 6768 8301\n",
+ "{288A41A2-FF6B-4593-B0FE-0EB335286874} 295513281 1920 8227\n",
+ "{F1637707-D9BD-47B1-8D97-BEF8DD4AC29E} 295513281 1920 8227\n",
+ "{9D585DB2-1387-45F5-852F-9395F962EFA7} 295513281 1920 8229\n",
+ "\n",
+ "[34524 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_test = heat_demand_by_UUID[heat_demand_by_UUID.GWR_EGID.isin(no_std_demand.index)].sort_values('GWR_EGID')\n",
+ "heat_test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "test_geom = TLM.merge(heat_test, left_on = 'UUID', right_index = True).sort_values('GWR_EGID')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>UUID</th>\n",
+ " <th>geometry</th>\n",
+ " <th>GWR_EGID</th>\n",
+ " <th>BEDARF_WAR</th>\n",
+ " <th>BEDARF_HEI</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>4273</th>\n",
+ " <td>{E25C2D96-9BD1-4B37-8DB5-F914F80C027F}</td>\n",
+ " <td>MULTIPOLYGON Z (((2506166.060 1125144.394 408....</td>\n",
+ " <td>1000005</td>\n",
+ " <td>2160</td>\n",
+ " <td>9244</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4272</th>\n",
+ " <td>{7F35E87D-C09F-4F33-B8D7-864C4909A81B}</td>\n",
+ " <td>MULTIPOLYGON Z (((2506175.214 1125149.195 409....</td>\n",
+ " <td>1000005</td>\n",
+ " <td>2160</td>\n",
+ " <td>9224</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " UUID \\\n",
+ "4273 {E25C2D96-9BD1-4B37-8DB5-F914F80C027F} \n",
+ "4272 {7F35E87D-C09F-4F33-B8D7-864C4909A81B} \n",
+ "\n",
+ " geometry GWR_EGID BEDARF_WAR \\\n",
+ "4273 MULTIPOLYGON Z (((2506166.060 1125144.394 408.... 1000005 2160 \n",
+ "4272 MULTIPOLYGON Z (((2506175.214 1125149.195 409.... 1000005 2160 \n",
+ "\n",
+ " BEDARF_HEI \n",
+ "4273 9244 \n",
+ "4272 9224 "
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "test_geom.iloc[0:2]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "roof_test = ROOFS_ALL[ROOFS_ALL.SB_UUID.isin(test_geom.iloc[2:14].UUID)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/javascript": [
+ "/* Put everything inside the global mpl namespace */\n",
+ "window.mpl = {};\n",
+ "\n",
+ "\n",
+ "mpl.get_websocket_type = function() {\n",
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+ " } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert('Your browser does not have WebSocket support. ' +\n",
+ " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+ " 'Firefox 4 and 5 are also supported but you ' +\n",
+ " 'have to enable WebSockets in about:config.');\n",
+ " };\n",
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+ " \"Performance may be slow.\");\n",
+ " }\n",
+ " }\n",
+ "\n",
+ " this.imageObj = new Image();\n",
+ "\n",
+ " this.context = undefined;\n",
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+ " this.rubberband_context = undefined;\n",
+ " this.format_dropdown = undefined;\n",
+ "\n",
+ " this.image_mode = 'full';\n",
+ "\n",
+ " this.root = $('<div/>');\n",
+ " this._root_extra_style(this.root)\n",
+ " this.root.attr('style', 'display: inline-block');\n",
+ "\n",
+ " $(parent_element).append(this.root);\n",
+ "\n",
+ " this._init_header(this);\n",
+ " this._init_canvas(this);\n",
+ " this._init_toolbar(this);\n",
+ "\n",
+ " var fig = this;\n",
+ "\n",
+ " this.waiting = false;\n",
+ "\n",
+ " this.ws.onopen = function () {\n",
+ " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+ " fig.send_message(\"send_image_mode\", {});\n",
+ " if (mpl.ratio != 1) {\n",
+ " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
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+ " }\n",
+ "\n",
+ " this.imageObj.onload = function() {\n",
+ " if (fig.image_mode == 'full') {\n",
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+ "\n",
+ " this.ws.onmessage = this._make_on_message_function(this);\n",
+ "\n",
+ " this.ondownload = ondownload;\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_header = function() {\n",
+ " var titlebar = $(\n",
+ " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+ " 'ui-helper-clearfix\"/>');\n",
+ " var titletext = $(\n",
+ " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+ " 'text-align: center; padding: 3px;\"/>');\n",
+ " titlebar.append(titletext)\n",
+ " this.root.append(titlebar);\n",
+ " this.header = titletext[0];\n",
+ "}\n",
+ "\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+ "\n",
+ "}\n",
+ "\n",
+ "\n",
+ "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+ "\n",
+ "}\n",
+ "\n",
+ "mpl.figure.prototype._init_canvas = function() {\n",
+ " var fig = this;\n",
+ "\n",
+ " var canvas_div = $('<div/>');\n",
+ "\n",
+ " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+ "\n",
+ " function canvas_keyboard_event(event) {\n",
+ " return fig.key_event(event, event['data']);\n",
+ " }\n",
+ "\n",
+ " canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+ " canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+ " this.canvas_div = canvas_div\n",
+ " this._canvas_extra_style(canvas_div)\n",
+ " this.root.append(canvas_div);\n",
"\n",
- " q_drop_wrt_norm q_max_field q_max_BHE q_norm Q_field \\\n",
- "7 0.839226 37.812919 44.768866 45.056910 421828.064482 \n",
- "15 0.823855 38.875648 46.412663 47.187497 99234.757499 \n",
- "35 0.933049 45.494379 48.053862 48.758852 16435.299185 \n",
- "87 0.816505 38.077633 46.772637 46.634891 123625.128157 \n",
- "91 0.961500 43.531065 45.123878 45.274108 15661.606678 \n",
+ " var canvas = $('<canvas/>');\n",
+ " canvas.addClass('mpl-canvas');\n",
+ " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
- " Q_BHE H_max B_eff \n",
- "7 16110.524191 200.0 30.0 \n",
- "15 16924.841625 200.0 30.0 \n",
- "35 17359.938262 200.0 NaN \n",
- "87 16872.760897 200.0 15.0 \n",
- "91 16234.668892 200.0 NaN "
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "Q_pot_auth_GE.head()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "Q_pot_auth_GE.to_csv('/work/hyenergy/output/data_geneva/geothermal/geothermal_potential_GE.csv', index = False)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Heating demand"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [],
- "source": [
- "fp = '/work/hyenergy/output/demand/heating_and_cooling_data'"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "heating = xr.open_dataset(os.path.join(fp, 'heat_demand_total_2.nc')) # heat_demand_total_2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [],
- "source": [
- "heating['x'] = heating.x.values + 2e6\n",
- "heating['y'] = heating.y.values + 1e6"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "coords_VD_GVA = pd.read_csv('/work/hyenergy/output/geothermal_potential/coords_dhm25_200_VD_GVA.csv')\n",
- "coords_VD_GVA = create_grid_from_centers(coords_VD_GVA, 200, coord_names = ['x', 'y'])"
- ]
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- "execution_count": 11,
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- "/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
- "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
- "\n",
- "Left CRS: None\n",
- "Right CRS: EPSG:2056\n",
- "\n",
- " \"\"\"Entry point for launching an IPython kernel.\n"
- ]
- }
- ],
- "source": [
- "coords_canton = gpd.sjoin( coords_VD_GVA, GE[['geometry', 'KANTONSNUM']], op = 'intersects' )"
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- },
- {
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- "execution_count": 13,
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"\n",
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- "coords_GVA_xr = coords_canton.drop_duplicates(subset = ['x','y']).set_index(['x', 'y']).to_xarray()"
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- "heating_GVA = heating.where(coords_GVA_xr.KANTONSNUM == 25)\n",
- "heating_GVA.heat_total.attrs['units'] = 'kWh'\n",
- "heating_GVA_nonzero = heating_GVA.where(heating_GVA.heat_total > 0)"
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+ " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+ " evt.data);\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
+ " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+ " fig.imageObj.src = evt.data;\n",
+ " fig.updated_canvas_event();\n",
+ " fig.waiting = false;\n",
+ " return;\n",
+ " }\n",
"\n",
- ".xr-section-summary {\n",
- " grid-column: 1;\n",
- " color: var(--xr-font-color2);\n",
- " font-weight: 500;\n",
- "}\n",
+ " var msg = JSON.parse(evt.data);\n",
+ " var msg_type = msg['type'];\n",
"\n",
- ".xr-section-summary > span {\n",
- " display: inline-block;\n",
- " padding-left: 0.5em;\n",
- "}\n",
+ " // Call the \"handle_{type}\" callback, which takes\n",
+ " // the figure and JSON message as its only arguments.\n",
+ " try {\n",
+ " var callback = fig[\"handle_\" + msg_type];\n",
+ " } catch (e) {\n",
+ " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+ " return;\n",
+ " }\n",
"\n",
- ".xr-section-summary-in:disabled + label {\n",
- " color: var(--xr-font-color2);\n",
+ " if (callback) {\n",
+ " try {\n",
+ " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+ " callback(fig, msg);\n",
+ " } catch (e) {\n",
+ " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+ " }\n",
+ " }\n",
+ " };\n",
"}\n",
"\n",
- ".xr-section-summary-in + label:before {\n",
- " display: inline-block;\n",
- " content: '►';\n",
- " font-size: 11px;\n",
- " width: 15px;\n",
- " text-align: center;\n",
- "}\n",
+ "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+ "mpl.findpos = function(e) {\n",
+ " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+ " var targ;\n",
+ " if (!e)\n",
+ " e = window.event;\n",
+ " if (e.target)\n",
+ " targ = e.target;\n",
+ " else if (e.srcElement)\n",
+ " targ = e.srcElement;\n",
+ " if (targ.nodeType == 3) // defeat Safari bug\n",
+ " targ = targ.parentNode;\n",
"\n",
- ".xr-section-summary-in:disabled + label:before {\n",
- " color: var(--xr-disabled-color);\n",
- "}\n",
+ " // jQuery normalizes the pageX and pageY\n",
+ " // pageX,Y are the mouse positions relative to the document\n",
+ " // offset() returns the position of the element relative to the document\n",
+ " var x = e.pageX - $(targ).offset().left;\n",
+ " var y = e.pageY - $(targ).offset().top;\n",
"\n",
- ".xr-section-summary-in:checked + label:before {\n",
- " content: '▼';\n",
- "}\n",
+ " return {\"x\": x, \"y\": y};\n",
+ "};\n",
"\n",
- ".xr-section-summary-in:checked + label > span {\n",
- " display: none;\n",
+ "/*\n",
+ " * return a copy of an object with only non-object keys\n",
+ " * we need this to avoid circular references\n",
+ " * http://stackoverflow.com/a/24161582/3208463\n",
+ " */\n",
+ "function simpleKeys (original) {\n",
+ " return Object.keys(original).reduce(function (obj, key) {\n",
+ " if (typeof original[key] !== 'object')\n",
+ " obj[key] = original[key]\n",
+ " return obj;\n",
+ " }, {});\n",
"}\n",
"\n",
- ".xr-section-summary,\n",
- ".xr-section-inline-details {\n",
- " padding-top: 4px;\n",
- " padding-bottom: 4px;\n",
- "}\n",
+ "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+ " var canvas_pos = mpl.findpos(event)\n",
"\n",
- ".xr-section-inline-details {\n",
- " grid-column: 2 / -1;\n",
- "}\n",
+ " if (name === 'button_press')\n",
+ " {\n",
+ " this.canvas.focus();\n",
+ " this.canvas_div.focus();\n",
+ " }\n",
"\n",
- ".xr-section-details {\n",
- " display: none;\n",
- " grid-column: 1 / -1;\n",
- " margin-bottom: 5px;\n",
- "}\n",
+ " var x = canvas_pos.x * mpl.ratio;\n",
+ " var y = canvas_pos.y * mpl.ratio;\n",
"\n",
- ".xr-section-summary-in:checked ~ .xr-section-details {\n",
- " display: contents;\n",
- "}\n",
+ " this.send_message(name, {x: x, y: y, button: event.button,\n",
+ " step: event.step,\n",
+ " guiEvent: simpleKeys(event)});\n",
"\n",
- ".xr-array-wrap {\n",
- " grid-column: 1 / -1;\n",
- " display: grid;\n",
- " grid-template-columns: 20px auto;\n",
+ " /* This prevents the web browser from automatically changing to\n",
+ " * the text insertion cursor when the button is pressed. We want\n",
+ " * to control all of the cursor setting manually through the\n",
+ " * 'cursor' event from matplotlib */\n",
+ " event.preventDefault();\n",
+ " return false;\n",
"}\n",
"\n",
- ".xr-array-wrap > label {\n",
- " grid-column: 1;\n",
- " vertical-align: top;\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
- ".xr-preview {\n",
- " color: var(--xr-font-color3);\n",
+ "mpl.figure.prototype.key_event = function(event, name) {\n",
+ "\n",
+ " // Prevent repeat events\n",
+ " if (name == 'key_press')\n",
+ " {\n",
+ " if (event.which === this._key)\n",
+ " return;\n",
+ " else\n",
+ " this._key = event.which;\n",
+ " }\n",
+ " if (name == 'key_release')\n",
+ " this._key = null;\n",
+ "\n",
+ " var value = '';\n",
+ " if (event.ctrlKey && event.which != 17)\n",
+ " value += \"ctrl+\";\n",
+ " if (event.altKey && event.which != 18)\n",
+ " value += \"alt+\";\n",
+ " if (event.shiftKey && event.which != 16)\n",
+ " value += \"shift+\";\n",
+ "\n",
+ " value += 'k';\n",
+ " value += event.which.toString();\n",
+ "\n",
+ " this._key_event_extra(event, name);\n",
+ "\n",
+ " this.send_message(name, {key: value,\n",
+ " guiEvent: simpleKeys(event)});\n",
+ " return false;\n",
"}\n",
"\n",
- ".xr-array-preview,\n",
- ".xr-array-data {\n",
- " padding: 0 5px !important;\n",
- " grid-column: 2;\n",
+ "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+ " if (name == 'download') {\n",
+ " this.handle_save(this, null);\n",
+ " } else {\n",
+ " this.send_message(\"toolbar_button\", {name: name});\n",
+ " }\n",
+ "};\n",
+ "\n",
+ "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+ " this.message.textContent = tooltip;\n",
+ "};\n",
+ "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+ "\n",
+ "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+ "\n",
+ "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+ " // Create a \"websocket\"-like object which calls the given IPython comm\n",
+ " // object with the appropriate methods. Currently this is a non binary\n",
+ " // socket, so there is still some room for performance tuning.\n",
+ " var ws = {};\n",
+ "\n",
+ " ws.close = function() {\n",
+ " comm.close()\n",
+ " };\n",
+ " ws.send = function(m) {\n",
+ " //console.log('sending', m);\n",
+ " comm.send(m);\n",
+ " };\n",
+ " // Register the callback with on_msg.\n",
+ " comm.on_msg(function(msg) {\n",
+ " //console.log('receiving', msg['content']['data'], msg);\n",
+ " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+ " ws.onmessage(msg['content']['data'])\n",
+ " });\n",
+ " return ws;\n",
"}\n",
"\n",
- ".xr-array-data,\n",
- ".xr-array-in:checked ~ .xr-array-preview {\n",
- " display: none;\n",
- "}\n",
+ "mpl.mpl_figure_comm = function(comm, msg) {\n",
+ " // This is the function which gets called when the mpl process\n",
+ " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+ "\n",
+ " var id = msg.content.data.id;\n",
+ " // Get hold of the div created by the display call when the Comm\n",
+ " // socket was opened in Python.\n",
+ " var element = $(\"#\" + id);\n",
+ " var ws_proxy = comm_websocket_adapter(comm)\n",
+ "\n",
+ " function ondownload(figure, format) {\n",
+ " window.open(figure.imageObj.src);\n",
+ " }\n",
"\n",
- ".xr-array-in:checked ~ .xr-array-data,\n",
- ".xr-array-preview {\n",
- " display: inline-block;\n",
- "}\n",
+ " var fig = new mpl.figure(id, ws_proxy,\n",
+ " ondownload,\n",
+ " element.get(0));\n",
"\n",
- ".xr-dim-list {\n",
- " display: inline-block !important;\n",
- " list-style: none;\n",
- " padding: 0 !important;\n",
- " margin: 0;\n",
- "}\n",
+ " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+ " // web socket which is closed, not our websocket->open comm proxy.\n",
+ " ws_proxy.onopen();\n",
"\n",
- ".xr-dim-list li {\n",
- " display: inline-block;\n",
- " padding: 0;\n",
- " margin: 0;\n",
- "}\n",
+ " fig.parent_element = element.get(0);\n",
+ " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+ " if (!fig.cell_info) {\n",
+ " console.error(\"Failed to find cell for figure\", id, fig);\n",
+ " return;\n",
+ " }\n",
"\n",
- ".xr-dim-list:before {\n",
- " content: '(';\n",
- "}\n",
+ " var output_index = fig.cell_info[2]\n",
+ " var cell = fig.cell_info[0];\n",
"\n",
- ".xr-dim-list:after {\n",
- " content: ')';\n",
- "}\n",
+ "};\n",
"\n",
- ".xr-dim-list li:not(:last-child):after {\n",
- " content: ',';\n",
- " padding-right: 5px;\n",
- "}\n",
+ "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+ " var width = fig.canvas.width/mpl.ratio\n",
+ " fig.root.unbind('remove')\n",
"\n",
- ".xr-has-index {\n",
- " font-weight: bold;\n",
+ " // Update the output cell to use the data from the current canvas.\n",
+ " fig.push_to_output();\n",
+ " var dataURL = fig.canvas.toDataURL();\n",
+ " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+ " // the notebook keyboard shortcuts fail.\n",
+ " IPython.keyboard_manager.enable()\n",
+ " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+ " fig.close_ws(fig, msg);\n",
"}\n",
"\n",
- ".xr-var-list,\n",
- ".xr-var-item {\n",
- " display: contents;\n",
+ "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+ " fig.send_message('closing', msg);\n",
+ " // fig.ws.close()\n",
"}\n",
"\n",
- ".xr-var-item > div,\n",
- ".xr-var-item label,\n",
- ".xr-var-item > .xr-var-name span {\n",
- " background-color: var(--xr-background-color-row-even);\n",
- " margin-bottom: 0;\n",
+ "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+ " // Turn the data on the canvas into data in the output cell.\n",
+ " var width = this.canvas.width/mpl.ratio\n",
+ " var dataURL = this.canvas.toDataURL();\n",
+ " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
- ".xr-var-item > .xr-var-name:hover span {\n",
- " padding-right: 5px;\n",
+ "mpl.figure.prototype.updated_canvas_event = function() {\n",
+ " // Tell IPython that the notebook contents must change.\n",
+ " IPython.notebook.set_dirty(true);\n",
+ " this.send_message(\"ack\", {});\n",
+ " var fig = this;\n",
+ " // Wait a second, then push the new image to the DOM so\n",
+ " // that it is saved nicely (might be nice to debounce this).\n",
+ " setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
- ".xr-var-list > li:nth-child(odd) > div,\n",
- ".xr-var-list > li:nth-child(odd) > label,\n",
- ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
- " background-color: var(--xr-background-color-row-odd);\n",
- "}\n",
+ "mpl.figure.prototype._init_toolbar = function() {\n",
+ " var fig = this;\n",
"\n",
- ".xr-var-name {\n",
- " grid-column: 1;\n",
- "}\n",
+ " var nav_element = $('<div/>');\n",
+ " nav_element.attr('style', 'width: 100%');\n",
+ " this.root.append(nav_element);\n",
"\n",
- ".xr-var-dims {\n",
- " grid-column: 2;\n",
- "}\n",
+ " // Define a callback function for later on.\n",
+ " function toolbar_event(event) {\n",
+ " return fig.toolbar_button_onclick(event['data']);\n",
+ " }\n",
+ " function toolbar_mouse_event(event) {\n",
+ " return fig.toolbar_button_onmouseover(event['data']);\n",
+ " }\n",
"\n",
- ".xr-var-dtype {\n",
- " grid-column: 3;\n",
- " text-align: right;\n",
- " color: var(--xr-font-color2);\n",
- "}\n",
+ " for(var toolbar_ind in mpl.toolbar_items){\n",
+ " var name = mpl.toolbar_items[toolbar_ind][0];\n",
+ " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+ " var image = mpl.toolbar_items[toolbar_ind][2];\n",
+ " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
- ".xr-var-preview {\n",
- " grid-column: 4;\n",
- "}\n",
+ " if (!name) { continue; };\n",
"\n",
- ".xr-var-name,\n",
- ".xr-var-dims,\n",
- ".xr-var-dtype,\n",
- ".xr-preview,\n",
- ".xr-attrs dt {\n",
- " white-space: nowrap;\n",
- " overflow: hidden;\n",
- " text-overflow: ellipsis;\n",
- " padding-right: 10px;\n",
- "}\n",
+ " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+ " button.click(method_name, toolbar_event);\n",
+ " button.mouseover(tooltip, toolbar_mouse_event);\n",
+ " nav_element.append(button);\n",
+ " }\n",
"\n",
- ".xr-var-name:hover,\n",
- ".xr-var-dims:hover,\n",
- ".xr-var-dtype:hover,\n",
- ".xr-attrs dt:hover {\n",
- " overflow: visible;\n",
- " width: auto;\n",
- " z-index: 1;\n",
- "}\n",
+ " // Add the status bar.\n",
+ " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+ " nav_element.append(status_bar);\n",
+ " this.message = status_bar[0];\n",
"\n",
- ".xr-var-attrs,\n",
- ".xr-var-data {\n",
- " display: none;\n",
- " background-color: var(--xr-background-color) !important;\n",
- " padding-bottom: 5px !important;\n",
+ " // Add the close button to the window.\n",
+ " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+ " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+ " button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+ " button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+ " buttongrp.append(button);\n",
+ " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+ " titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
- ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
- ".xr-var-data-in:checked ~ .xr-var-data {\n",
- " display: block;\n",
+ "mpl.figure.prototype._root_extra_style = function(el){\n",
+ " var fig = this\n",
+ " el.on(\"remove\", function(){\n",
+ "\tfig.close_ws(fig, {});\n",
+ " });\n",
"}\n",
"\n",
- ".xr-var-data > table {\n",
- " float: right;\n",
- "}\n",
+ "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+ " // this is important to make the div 'focusable\n",
+ " el.attr('tabindex', 0)\n",
+ " // reach out to IPython and tell the keyboard manager to turn it's self\n",
+ " // off when our div gets focus\n",
"\n",
- ".xr-var-name span,\n",
- ".xr-var-data,\n",
- ".xr-attrs {\n",
- " padding-left: 25px !important;\n",
- "}\n",
+ " // location in version 3\n",
+ " if (IPython.notebook.keyboard_manager) {\n",
+ " IPython.notebook.keyboard_manager.register_events(el);\n",
+ " }\n",
+ " else {\n",
+ " // location in version 2\n",
+ " IPython.keyboard_manager.register_events(el);\n",
+ " }\n",
"\n",
- ".xr-attrs,\n",
- ".xr-var-attrs,\n",
- ".xr-var-data {\n",
- " grid-column: 1 / -1;\n",
"}\n",
"\n",
- "dl.xr-attrs {\n",
- " padding: 0;\n",
- " margin: 0;\n",
- " display: grid;\n",
- " grid-template-columns: 125px auto;\n",
- "}\n",
+ "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+ " var manager = IPython.notebook.keyboard_manager;\n",
+ " if (!manager)\n",
+ " manager = IPython.keyboard_manager;\n",
"\n",
- ".xr-attrs dt, dd {\n",
- " padding: 0;\n",
- " margin: 0;\n",
- " float: left;\n",
- " padding-right: 10px;\n",
- " width: auto;\n",
+ " // Check for shift+enter\n",
+ " if (event.shiftKey && event.which == 13) {\n",
+ " this.canvas_div.blur();\n",
+ " // select the cell after this one\n",
+ " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+ " IPython.notebook.select(index + 1);\n",
+ " }\n",
"}\n",
"\n",
- ".xr-attrs dt {\n",
- " font-weight: normal;\n",
- " grid-column: 1;\n",
+ "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+ " fig.ondownload(fig, null);\n",
"}\n",
"\n",
- ".xr-attrs dt:hover span {\n",
- " display: inline-block;\n",
- " background: var(--xr-background-color);\n",
- " padding-right: 10px;\n",
- "}\n",
"\n",
- ".xr-attrs dd {\n",
- " grid-column: 2;\n",
- " white-space: pre-wrap;\n",
- " word-break: break-all;\n",
+ "mpl.find_output_cell = function(html_output) {\n",
+ " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+ " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+ " // IPython event is triggered only after the cells have been serialised, which for\n",
+ " // our purposes (turning an active figure into a static one), is too late.\n",
+ " var cells = IPython.notebook.get_cells();\n",
+ " var ncells = cells.length;\n",
+ " for (var i=0; i<ncells; i++) {\n",
+ " var cell = cells[i];\n",
+ " if (cell.cell_type === 'code'){\n",
+ " for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+ " var data = cell.output_area.outputs[j];\n",
+ " if (data.data) {\n",
+ " // IPython >= 3 moved mimebundle to data attribute of output\n",
+ " data = data.data;\n",
+ " }\n",
+ " if (data['text/html'] == html_output) {\n",
+ " return [cell, data, j];\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ " }\n",
"}\n",
"\n",
- ".xr-icon-database,\n",
- ".xr-icon-file-text2 {\n",
- " display: inline-block;\n",
- " vertical-align: middle;\n",
- " width: 1em;\n",
- " height: 1.5em !important;\n",
- " stroke-width: 0;\n",
- " stroke: currentColor;\n",
- " fill: currentColor;\n",
- "}\n",
- "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
- "Dimensions: (x: 138, y: 125)\n",
- "Coordinates:\n",
- " * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
- " * y (y) float64 1.135e+06 1.135e+06 1.135e+06 ... 1.11e+06 1.11e+06\n",
- "Data variables:\n",
- " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-5880d8c2-8488-4715-8bea-a3146f139817' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5880d8c2-8488-4715-8bea-a3146f139817' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 138</li><li><span class='xr-has-index'>y</span>: 125</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8f145199-a6fb-47cb-9d54-64d526cc42b3' class='xr-section-summary-in' type='checkbox' checked><label for='section-8f145199-a6fb-47cb-9d54-64d526cc42b3' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.485e+06 2.486e+06 ... 2.513e+06</div><input id='attrs-4171b73b-90a0-444b-ad2a-3f06c2647dcc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4171b73b-90a0-444b-ad2a-3f06c2647dcc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f44056b1-8835-423a-94bd-5345455c2475' class='xr-var-data-in' type='checkbox'><label for='data-f44056b1-8835-423a-94bd-5345455c2475' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485487.5, 2485687.5, 2485887.5, 2486087.5, 2486287.5, 2486487.5,\n",
- " 2486687.5, 2486887.5, 2487087.5, 2487287.5, 2487487.5, 2487687.5,\n",
- " 2487887.5, 2488087.5, 2488287.5, 2488487.5, 2488687.5, 2488887.5,\n",
- " 2489087.5, 2489287.5, 2489487.5, 2489687.5, 2489887.5, 2490087.5,\n",
- " 2490287.5, 2490487.5, 2490687.5, 2490887.5, 2491087.5, 2491287.5,\n",
- " 2491487.5, 2491687.5, 2491887.5, 2492087.5, 2492287.5, 2492487.5,\n",
- " 2492687.5, 2492887.5, 2493087.5, 2493287.5, 2493487.5, 2493687.5,\n",
- " 2493887.5, 2494087.5, 2494287.5, 2494487.5, 2494687.5, 2494887.5,\n",
- " 2495087.5, 2495287.5, 2495487.5, 2495687.5, 2495887.5, 2496087.5,\n",
- " 2496287.5, 2496487.5, 2496687.5, 2496887.5, 2497087.5, 2497287.5,\n",
- " 2497487.5, 2497687.5, 2497887.5, 2498087.5, 2498287.5, 2498487.5,\n",
- " 2498687.5, 2498887.5, 2499087.5, 2499287.5, 2499487.5, 2499687.5,\n",
- " 2499887.5, 2500087.5, 2500287.5, 2500487.5, 2500687.5, 2500887.5,\n",
- " 2501087.5, 2501287.5, 2501487.5, 2501687.5, 2501887.5, 2502087.5,\n",
- " 2502287.5, 2502487.5, 2502687.5, 2502887.5, 2503087.5, 2503287.5,\n",
- " 2503487.5, 2503687.5, 2503887.5, 2504087.5, 2504287.5, 2504487.5,\n",
- " 2504687.5, 2504887.5, 2505087.5, 2505287.5, 2505487.5, 2505687.5,\n",
- " 2505887.5, 2506087.5, 2506287.5, 2506487.5, 2506687.5, 2506887.5,\n",
- " 2507087.5, 2507287.5, 2507487.5, 2507687.5, 2507887.5, 2508087.5,\n",
- " 2508287.5, 2508487.5, 2508687.5, 2508887.5, 2509087.5, 2509287.5,\n",
- " 2509487.5, 2509687.5, 2509887.5, 2510087.5, 2510287.5, 2510487.5,\n",
- " 2510687.5, 2510887.5, 2511087.5, 2511287.5, 2511487.5, 2511687.5,\n",
- " 2511887.5, 2512087.5, 2512287.5, 2512487.5, 2512687.5, 2512887.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.135e+06 1.135e+06 ... 1.11e+06</div><input id='attrs-f537ac77-d9e6-47d9-bb0d-1a48b83917fe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f537ac77-d9e6-47d9-bb0d-1a48b83917fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3419977-ce0a-4fd9-927b-d8c08f7879aa' class='xr-var-data-in' type='checkbox'><label for='data-b3419977-ce0a-4fd9-927b-d8c08f7879aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1135487.5, 1135287.5, 1135087.5, 1134887.5, 1134687.5, 1134487.5,\n",
- " 1134287.5, 1134087.5, 1133887.5, 1133687.5, 1133487.5, 1133287.5,\n",
- " 1133087.5, 1132887.5, 1132687.5, 1132487.5, 1132287.5, 1132087.5,\n",
- " 1131887.5, 1131687.5, 1130487.5, 1130287.5, 1130087.5, 1129887.5,\n",
- " 1129687.5, 1129487.5, 1129287.5, 1129087.5, 1128887.5, 1128687.5,\n",
- " 1128487.5, 1128287.5, 1128087.5, 1127887.5, 1127687.5, 1127487.5,\n",
- " 1127287.5, 1127087.5, 1126887.5, 1126687.5, 1126487.5, 1126287.5,\n",
- " 1126087.5, 1125887.5, 1125687.5, 1125487.5, 1125287.5, 1125087.5,\n",
- " 1124887.5, 1124687.5, 1124487.5, 1124287.5, 1124087.5, 1123887.5,\n",
- " 1123687.5, 1123487.5, 1123287.5, 1123087.5, 1122887.5, 1122687.5,\n",
- " 1122487.5, 1122287.5, 1122087.5, 1121887.5, 1121687.5, 1121487.5,\n",
- " 1121287.5, 1121087.5, 1120887.5, 1120687.5, 1120487.5, 1120287.5,\n",
- " 1120087.5, 1119887.5, 1119687.5, 1119487.5, 1119287.5, 1119087.5,\n",
- " 1118887.5, 1118687.5, 1118487.5, 1118287.5, 1118087.5, 1117887.5,\n",
- " 1117687.5, 1117487.5, 1117287.5, 1117087.5, 1116887.5, 1116687.5,\n",
- " 1116487.5, 1116287.5, 1116087.5, 1115887.5, 1115687.5, 1115487.5,\n",
- " 1115287.5, 1115087.5, 1114887.5, 1114687.5, 1114487.5, 1114287.5,\n",
- " 1114087.5, 1113887.5, 1113687.5, 1113487.5, 1113287.5, 1113087.5,\n",
- " 1112887.5, 1112687.5, 1112487.5, 1112287.5, 1112087.5, 1111887.5,\n",
- " 1111687.5, 1111487.5, 1111287.5, 1111087.5, 1110887.5, 1110687.5,\n",
- " 1110487.5, 1110287.5, 1110087.5, 1109887.5, 1109687.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ebf60da-1e01-4e62-a76a-37f4a27fbf69' class='xr-section-summary-in' type='checkbox' checked><label for='section-3ebf60da-1e01-4e62-a76a-37f4a27fbf69' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>heat_total</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-6813c120-dbe8-4705-8e7b-497778558d32' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6813c120-dbe8-4705-8e7b-497778558d32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88f0b25c-6a39-4868-b440-b93efdb57a75' class='xr-var-data-in' type='checkbox'><label for='data-88f0b25c-6a39-4868-b440-b93efdb57a75' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>+init=epsg:21781</dd><dt><span>transform :</span></dt><dd>[ 2.000000e+02 0.000000e+00 4.854875e+05 0.000000e+00 -2.000000e+02\n",
- " 2.956875e+05]</dd><dt><span>res :</span></dt><dd>[200. 200.]</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
- " [nan, nan, nan, ..., nan, nan, nan],\n",
- " [nan, nan, nan, ..., nan, nan, nan],\n",
- " ...,\n",
- " [ 0., 0., 0., ..., nan, nan, nan],\n",
- " [ 0., 0., 0., ..., nan, nan, nan],\n",
- " [ 0., 0., nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc73ba66-4e7d-4681-a449-8f2a0f836394' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cc73ba66-4e7d-4681-a449-8f2a0f836394' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ "// Register the function which deals with the matplotlib target/channel.\n",
+ "// The kernel may be null if the page has been refreshed.\n",
+ "if (IPython.notebook.kernel != null) {\n",
+ " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+ "}\n"
],
"text/plain": [
- "<xarray.Dataset>\n",
- "Dimensions: (x: 138, y: 125)\n",
- "Coordinates:\n",
- " * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
- " * y (y) float64 1.135e+06 1.135e+06 1.135e+06 ... 1.11e+06 1.11e+06\n",
- "Data variables:\n",
- " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan"
+ "<IPython.core.display.Javascript object>"
]
},
- "execution_count": 32,
"metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "heating_GVA"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "metadata": {},
- "outputs": [
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
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\" width=\"640\">"
+ ],
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
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\" 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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2b5123ae4d68>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2b740461a320>"
]
},
- "execution_count": 45,
+ "execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "plt.figure()\n",
- "heating_GVA_nonzero.heat_total.plot(x = 'x', y = 'y', norm = matplotlib.colors.LogNorm(), cmap = 'Spectral_r')\n",
- "GE.plot(ax = plt.gca(), edgecolor = 'k', facecolor = 'None')"
+ "test_geom.iloc[2:14].plot(column = 'GWR_EGID', edgecolor = 'grey', cmap = 'tab10', legend = True, alpha = 0.5)\n",
+ "roof_test.plot(ax = plt.gca(), column = 'GWR_EGID', facecolor = 'None', edgecolor = 'k', cmap = 'tab10')\n",
+ "\n",
+ "roof_test.plot(column = 'BEDARF_HEI', cmap = 'Spectral_r', edgecolor = 'k', alpha = 0.5,\n",
+ " legend = True)\n",
+ "test_geom.iloc[2:14].plot(ax = plt.gca(), column = 'BEDARF_HEI', \n",
+ " facecolor = 'None', edgecolor = 'k', cmap = 'Spectral_r')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Electricity demand"
]
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
- "heating_GVA_nonzero.to_netcdf('/work/hyenergy/output/data_geneva/heat_demand/annual_heat_demand_GE.nc')"
+ "BLD_fp = '/work/hyenergy/output/buildings'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Heating degree days"
+ "### Residential sector"
]
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
- "HDD = xr.open_dataset('/work/hyenergy/raw/METEO/SIA_heating_degree_days/heating_degree_days_from_TabsD_1991_2010.nc')"
+ "RES = pd.read_csv(os.path.join(BLD_fp,'GWR_residential.csv'))\n",
+ "RES_GE = RES[RES.GDEKT == 'GE']"
]
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "RES_GE.to_csv('/work/hyenergy/output/data_geneva/electricity_demand/RegBL_residential_GE.csv', index = False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "demand_fp = '/work/hyenergy/output/demand' #\n",
+ "residential_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_residential.nc')) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
"metadata": {},
"outputs": [
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+ ".xr-var-preview {\n",
+ " grid-column: 4;\n",
+ "}\n",
"\n",
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- " this.message = status_bar[0];\n",
+ ".xr-var-name,\n",
+ ".xr-var-dims,\n",
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+ " white-space: nowrap;\n",
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"\n",
- "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
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- " // which will in turn request a refresh of the image.\n",
- " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+ ".xr-var-name:hover,\n",
+ ".xr-var-dims:hover,\n",
+ ".xr-var-dtype:hover,\n",
+ ".xr-attrs dt:hover {\n",
+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
"}\n",
"\n",
- "mpl.figure.prototype.send_message = function(type, properties) {\n",
- " properties['type'] = type;\n",
- " properties['figure_id'] = this.id;\n",
- " this.ws.send(JSON.stringify(properties));\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
"}\n",
"\n",
- "mpl.figure.prototype.send_draw_message = function() {\n",
- " if (!this.waiting) {\n",
- " this.waiting = true;\n",
- " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
- " }\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
"}\n",
"\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
"\n",
- "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
- " var format_dropdown = fig.format_dropdown;\n",
- " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
- " fig.ondownload(fig, format);\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
"}\n",
"\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
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"\n",
- "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
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- " fig._resize_canvas(size[0], size[1]);\n",
- " fig.send_message(\"refresh\", {});\n",
- " };\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
"}\n",
"\n",
- "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
- " var x0 = msg['x0'] / mpl.ratio;\n",
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- " var height = Math.abs(y1 - y0);\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
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+ "}\n",
"\n",
- " fig.rubberband_context.clearRect(\n",
- " 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
+ ".xr-attrs dt {\n",
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"\n",
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+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
"}\n",
"\n",
- "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
- " // Updates the figure title.\n",
- " fig.header.textContent = msg['label'];\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
"}\n",
"\n",
- "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
- " var cursor = msg['cursor'];\n",
- " switch(cursor)\n",
- " {\n",
- " case 0:\n",
- " cursor = 'pointer';\n",
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- " case 1:\n",
- " cursor = 'default';\n",
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- " case 2:\n",
- " cursor = 'crosshair';\n",
- " break;\n",
- " case 3:\n",
- " cursor = 'move';\n",
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+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: (daytype: 2, timestamp: 288)\n",
+ "Coordinates:\n",
+ " * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
+ " * daytype (daytype) object &#x27;weekday&#x27; &#x27;weekend&#x27;\n",
+ "Data variables:\n",
+ " appart (timestamp, daytype) float64 162.3 181.7 141.5 ... 233.7 227.8\n",
+ " maison (timestamp, daytype) float64 298.2 344.7 261.2 ... 377.5 411.3\n",
+ " communal_app (timestamp, daytype) float64 40.22 56.67 37.81 ... 39.51 55.79</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-cd1bb922-3a00-46b2-ada8-86908c5ab0f4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cd1bb922-3a00-46b2-ada8-86908c5ab0f4' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5dba64a8-697e-48e7-ba93-4081da61faca' class='xr-section-summary-in' type='checkbox' checked><label for='section-5dba64a8-697e-48e7-ba93-4081da61faca' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-919ef80a-fdc9-4f36-a25b-d4a6f46858d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-919ef80a-fdc9-4f36-a25b-d4a6f46858d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89275717-a223-495c-9b35-96f12b0447eb' class='xr-var-data-in' type='checkbox'><label for='data-89275717-a223-495c-9b35-96f12b0447eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
+ " &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
+ " &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
+ " dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-bc8cb7c3-198f-4486-a608-6b0393f7bbfc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc8cb7c3-198f-4486-a608-6b0393f7bbfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-181b33f7-dfb5-4907-942a-5c56f6d7468b' class='xr-var-data-in' type='checkbox'><label for='data-181b33f7-dfb5-4907-942a-5c56f6d7468b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37d08c5a-dae0-49a6-bc15-7253d0c6c6cd' class='xr-section-summary-in' type='checkbox' checked><label for='section-37d08c5a-dae0-49a6-bc15-7253d0c6c6cd' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>appart</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a9386f5c-7c73-4437-8eb0-a6aa812c0cb2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9386f5c-7c73-4437-8eb0-a6aa812c0cb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b69d37a0-d40e-4874-b793-83f1dd068c7f' class='xr-var-data-in' type='checkbox'><label for='data-b69d37a0-d40e-4874-b793-83f1dd068c7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[162.267134, 181.725886],\n",
+ " [141.511422, 147.918781],\n",
+ " [128.611598, 133.756344],\n",
+ " ...,\n",
+ " [419.152541, 397.512196],\n",
+ " [325.779659, 298.243901],\n",
+ " [233.661016, 227.804876]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>maison</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2eb80e25-e01a-488b-808a-13822302e49c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2eb80e25-e01a-488b-808a-13822302e49c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba98759b-ed51-4722-a7a4-126ecf325423' class='xr-var-data-in' type='checkbox'><label for='data-ba98759b-ed51-4722-a7a4-126ecf325423' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[298.236713, 344.72222 ],\n",
+ " [261.159419, 277.777777],\n",
+ " [252.00483 , 259.861109],\n",
+ " ...,\n",
+ " [584.516907, 600.138891],\n",
+ " [462.94686 , 511.527781],\n",
+ " [377.487921, 411.250001]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>communal_app</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-921f2009-058b-4a7e-bcba-daf8ed314953' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-921f2009-058b-4a7e-bcba-daf8ed314953' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-358fec9c-4f5a-4e8c-a823-cdc898cabad1' class='xr-var-data-in' type='checkbox'><label for='data-358fec9c-4f5a-4e8c-a823-cdc898cabad1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[40.224992, 56.666663],\n",
+ " [37.808052, 53.26224 ],\n",
+ " [37.808052, 53.26224 ],\n",
+ " ...,\n",
+ " [47.892617, 57.937453],\n",
+ " [37.279445, 52.63209 ],\n",
+ " [39.51387 , 55.786709]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bb08425f-80c7-464b-b6e1-b9feae9b334d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bb08425f-80c7-464b-b6e1-b9feae9b334d' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ ],
+ "text/plain": [
+ "<xarray.Dataset>\n",
+ "Dimensions: (daytype: 2, timestamp: 288)\n",
+ "Coordinates:\n",
+ " * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
+ " * daytype (daytype) object 'weekday' 'weekend'\n",
+ "Data variables:\n",
+ " appart (timestamp, daytype) float64 ...\n",
+ " maison (timestamp, daytype) float64 ...\n",
+ " communal_app (timestamp, daytype) float64 ..."
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "residential_demand"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Service sector"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "SER = pd.read_csv(os.path.join(BLD_fp,'GWR_service.csv'))\n",
+ "SER_GE = SER[SER.GDEKT == 'GE']\n",
+ "SER_GE.to_csv('/work/hyenergy/output/data_geneva/electricity_demand/RegBL_service_GE.csv', index = False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "demand_fp = '/work/hyenergy/output/demand' # \n",
+ "service_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_services.nc')) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Map residential sector demand"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
" }\n",
- " fig.rubberband_canvas.style.cursor = cursor;\n",
- "}\n",
- "\n",
- "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
- " fig.message.textContent = msg['message'];\n",
- "}\n",
"\n",
- "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
- " // Request the server to send over a new figure.\n",
- " fig.send_draw_message();\n",
- "}\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
"\n",
- "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
- " fig.image_mode = msg['mode'];\n",
- "}\n",
+ " .dataframe thead th {\n",
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+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>EGID</th>\n",
+ " <th>GGDENR</th>\n",
+ " <th>GDEKT</th>\n",
+ " <th>GKODE</th>\n",
+ " <th>GKODN</th>\n",
+ " <th>N_DWL_RES</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>681284</th>\n",
+ " <td>1000001</td>\n",
+ " <td>6602.0</td>\n",
+ " <td>GE</td>\n",
+ " <td>2506071.38</td>\n",
+ " <td>1125077.00</td>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>681285</th>\n",
+ " <td>1000002</td>\n",
+ " <td>6602.0</td>\n",
+ " <td>GE</td>\n",
+ " <td>2506093.63</td>\n",
+ " <td>1125043.50</td>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>681286</th>\n",
+ " <td>1000004</td>\n",
+ " <td>6602.0</td>\n",
+ " <td>GE</td>\n",
+ " <td>2506150.39</td>\n",
+ " <td>1125093.76</td>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>681287</th>\n",
+ " <td>1000005</td>\n",
+ " <td>6602.0</td>\n",
+ " <td>GE</td>\n",
+ " <td>2506165.01</td>\n",
+ " <td>1125141.97</td>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>681288</th>\n",
+ " <td>1000006</td>\n",
+ " <td>6602.0</td>\n",
+ " <td>GE</td>\n",
+ " <td>2506177.40</td>\n",
+ " <td>1125184.36</td>\n",
+ " <td>1.0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " EGID GGDENR GDEKT GKODE GKODN N_DWL_RES\n",
+ "681284 1000001 6602.0 GE 2506071.38 1125077.00 1.0\n",
+ "681285 1000002 6602.0 GE 2506093.63 1125043.50 1.0\n",
+ "681286 1000004 6602.0 GE 2506150.39 1125093.76 1.0\n",
+ "681287 1000005 6602.0 GE 2506165.01 1125141.97 1.0\n",
+ "681288 1000006 6602.0 GE 2506177.40 1125184.36 1.0"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "RES_GE.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(RES_GE) == len(RES_GE.EGID.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "RES_demand_GE,_ = get_cluster_demand_RES( RES_GE, residential_demand, grouping_col = 'EGID', dwell_nb = 'N_DWL_RES' )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
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+ "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
+ "</symbol>\n",
+ "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
+ "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
+ "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+ "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+ "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+ "</symbol>\n",
+ "</defs>\n",
+ "</svg>\n",
+ "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+ " *\n",
+ " */\n",
"\n",
- "mpl.figure.prototype.updated_canvas_event = function() {\n",
- " // Called whenever the canvas gets updated.\n",
- " this.send_message(\"ack\", {});\n",
+ ":root {\n",
+ " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+ " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+ " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+ " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+ " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+ " --xr-background-color: var(--jp-layout-color0, white);\n",
+ " --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+ " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
- "// A function to construct a web socket function for onmessage handling.\n",
- "// Called in the figure constructor.\n",
- "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
- " return function socket_on_message(evt) {\n",
- " if (evt.data instanceof Blob) {\n",
- " /* FIXME: We get \"Resource interpreted as Image but\n",
- " * transferred with MIME type text/plain:\" errors on\n",
- " * Chrome. But how to set the MIME type? It doesn't seem\n",
- " * to be part of the websocket stream */\n",
- " evt.data.type = \"image/png\";\n",
- "\n",
- " /* Free the memory for the previous frames */\n",
- " if (fig.imageObj.src) {\n",
- " (window.URL || window.webkitURL).revokeObjectURL(\n",
- " fig.imageObj.src);\n",
- " }\n",
- "\n",
- " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
- " evt.data);\n",
- " fig.updated_canvas_event();\n",
- " fig.waiting = false;\n",
- " return;\n",
- " }\n",
- " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
- " fig.imageObj.src = evt.data;\n",
- " fig.updated_canvas_event();\n",
- " fig.waiting = false;\n",
- " return;\n",
- " }\n",
+ "html[theme=dark],\n",
+ "body.vscode-dark {\n",
+ " --xr-font-color0: rgba(255, 255, 255, 1);\n",
+ " --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+ " --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+ " --xr-border-color: #1F1F1F;\n",
+ " --xr-disabled-color: #515151;\n",
+ " --xr-background-color: #111111;\n",
+ " --xr-background-color-row-even: #111111;\n",
+ " --xr-background-color-row-odd: #313131;\n",
+ "}\n",
"\n",
- " var msg = JSON.parse(evt.data);\n",
- " var msg_type = msg['type'];\n",
+ ".xr-wrap {\n",
+ " display: block;\n",
+ " min-width: 300px;\n",
+ " max-width: 700px;\n",
+ "}\n",
"\n",
- " // Call the \"handle_{type}\" callback, which takes\n",
- " // the figure and JSON message as its only arguments.\n",
- " try {\n",
- " var callback = fig[\"handle_\" + msg_type];\n",
- " } catch (e) {\n",
- " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
- " return;\n",
- " }\n",
+ ".xr-text-repr-fallback {\n",
+ " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+ " display: none;\n",
+ "}\n",
"\n",
- " if (callback) {\n",
- " try {\n",
- " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
- " callback(fig, msg);\n",
- " } catch (e) {\n",
- " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
- " }\n",
- " }\n",
- " };\n",
+ ".xr-header {\n",
+ " padding-top: 6px;\n",
+ " padding-bottom: 6px;\n",
+ " margin-bottom: 4px;\n",
+ " border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
- "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
- "mpl.findpos = function(e) {\n",
- " //this section is from http://www.quirksmode.org/js/events_properties.html\n",
- " var targ;\n",
- " if (!e)\n",
- " e = window.event;\n",
- " if (e.target)\n",
- " targ = e.target;\n",
- " else if (e.srcElement)\n",
- " targ = e.srcElement;\n",
- " if (targ.nodeType == 3) // defeat Safari bug\n",
- " targ = targ.parentNode;\n",
+ ".xr-header > div,\n",
+ ".xr-header > ul {\n",
+ " display: inline;\n",
+ " margin-top: 0;\n",
+ " margin-bottom: 0;\n",
+ "}\n",
"\n",
- " // jQuery normalizes the pageX and pageY\n",
- " // pageX,Y are the mouse positions relative to the document\n",
- " // offset() returns the position of the element relative to the document\n",
- " var x = e.pageX - $(targ).offset().left;\n",
- " var y = e.pageY - $(targ).offset().top;\n",
+ ".xr-obj-type,\n",
+ ".xr-array-name {\n",
+ " margin-left: 2px;\n",
+ " margin-right: 10px;\n",
+ "}\n",
"\n",
- " return {\"x\": x, \"y\": y};\n",
- "};\n",
+ ".xr-obj-type {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
"\n",
- "/*\n",
- " * return a copy of an object with only non-object keys\n",
- " * we need this to avoid circular references\n",
- " * http://stackoverflow.com/a/24161582/3208463\n",
- " */\n",
- "function simpleKeys (original) {\n",
- " return Object.keys(original).reduce(function (obj, key) {\n",
- " if (typeof original[key] !== 'object')\n",
- " obj[key] = original[key]\n",
- " return obj;\n",
- " }, {});\n",
+ ".xr-sections {\n",
+ " padding-left: 0 !important;\n",
+ " display: grid;\n",
+ " grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
- "mpl.figure.prototype.mouse_event = function(event, name) {\n",
- " var canvas_pos = mpl.findpos(event)\n",
+ ".xr-section-item {\n",
+ " display: contents;\n",
+ "}\n",
"\n",
- " if (name === 'button_press')\n",
- " {\n",
- " this.canvas.focus();\n",
- " this.canvas_div.focus();\n",
- " }\n",
+ ".xr-section-item input {\n",
+ " display: none;\n",
+ "}\n",
"\n",
- " var x = canvas_pos.x * mpl.ratio;\n",
- " var y = canvas_pos.y * mpl.ratio;\n",
+ ".xr-section-item input + label {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
"\n",
- " this.send_message(name, {x: x, y: y, button: event.button,\n",
- " step: event.step,\n",
- " guiEvent: simpleKeys(event)});\n",
+ ".xr-section-item input:enabled + label {\n",
+ " cursor: pointer;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
"\n",
- " /* This prevents the web browser from automatically changing to\n",
- " * the text insertion cursor when the button is pressed. We want\n",
- " * to control all of the cursor setting manually through the\n",
- " * 'cursor' event from matplotlib */\n",
- " event.preventDefault();\n",
- " return false;\n",
+ ".xr-section-item input:enabled + label:hover {\n",
+ " color: var(--xr-font-color0);\n",
"}\n",
"\n",
- "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
- " // Handle any extra behaviour associated with a key event\n",
+ ".xr-section-summary {\n",
+ " grid-column: 1;\n",
+ " color: var(--xr-font-color2);\n",
+ " font-weight: 500;\n",
"}\n",
"\n",
- "mpl.figure.prototype.key_event = function(event, name) {\n",
+ ".xr-section-summary > span {\n",
+ " display: inline-block;\n",
+ " padding-left: 0.5em;\n",
+ "}\n",
"\n",
- " // Prevent repeat events\n",
- " if (name == 'key_press')\n",
- " {\n",
- " if (event.which === this._key)\n",
- " return;\n",
- " else\n",
- " this._key = event.which;\n",
- " }\n",
- " if (name == 'key_release')\n",
- " this._key = null;\n",
+ ".xr-section-summary-in:disabled + label {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
"\n",
- " var value = '';\n",
- " if (event.ctrlKey && event.which != 17)\n",
- " value += \"ctrl+\";\n",
- " if (event.altKey && event.which != 18)\n",
- " value += \"alt+\";\n",
- " if (event.shiftKey && event.which != 16)\n",
- " value += \"shift+\";\n",
+ ".xr-section-summary-in + label:before {\n",
+ " display: inline-block;\n",
+ " content: '►';\n",
+ " font-size: 11px;\n",
+ " width: 15px;\n",
+ " text-align: center;\n",
+ "}\n",
"\n",
- " value += 'k';\n",
- " value += event.which.toString();\n",
+ ".xr-section-summary-in:disabled + label:before {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
"\n",
- " this._key_event_extra(event, name);\n",
+ ".xr-section-summary-in:checked + label:before {\n",
+ " content: '▼';\n",
+ "}\n",
"\n",
- " this.send_message(name, {key: value,\n",
- " guiEvent: simpleKeys(event)});\n",
- " return false;\n",
+ ".xr-section-summary-in:checked + label > span {\n",
+ " display: none;\n",
"}\n",
"\n",
- "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
- " if (name == 'download') {\n",
- " this.handle_save(this, null);\n",
- " } else {\n",
- " this.send_message(\"toolbar_button\", {name: name});\n",
- " }\n",
- "};\n",
+ ".xr-section-summary,\n",
+ ".xr-section-inline-details {\n",
+ " padding-top: 4px;\n",
+ " padding-bottom: 4px;\n",
+ "}\n",
"\n",
- "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
- " this.message.textContent = tooltip;\n",
- "};\n",
- "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+ ".xr-section-inline-details {\n",
+ " grid-column: 2 / -1;\n",
+ "}\n",
"\n",
- "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+ ".xr-section-details {\n",
+ " display: none;\n",
+ " grid-column: 1 / -1;\n",
+ " margin-bottom: 5px;\n",
+ "}\n",
"\n",
- "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
- " // Create a \"websocket\"-like object which calls the given IPython comm\n",
- " // object with the appropriate methods. Currently this is a non binary\n",
- " // socket, so there is still some room for performance tuning.\n",
- " var ws = {};\n",
+ ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+ " display: contents;\n",
+ "}\n",
"\n",
- " ws.close = function() {\n",
- " comm.close()\n",
- " };\n",
- " ws.send = function(m) {\n",
- " //console.log('sending', m);\n",
- " comm.send(m);\n",
- " };\n",
- " // Register the callback with on_msg.\n",
- " comm.on_msg(function(msg) {\n",
- " //console.log('receiving', msg['content']['data'], msg);\n",
- " // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
- " ws.onmessage(msg['content']['data'])\n",
- " });\n",
- " return ws;\n",
+ ".xr-array-wrap {\n",
+ " grid-column: 1 / -1;\n",
+ " display: grid;\n",
+ " grid-template-columns: 20px auto;\n",
"}\n",
"\n",
- "mpl.mpl_figure_comm = function(comm, msg) {\n",
- " // This is the function which gets called when the mpl process\n",
- " // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+ ".xr-array-wrap > label {\n",
+ " grid-column: 1;\n",
+ " vertical-align: top;\n",
+ "}\n",
"\n",
- " var id = msg.content.data.id;\n",
- " // Get hold of the div created by the display call when the Comm\n",
- " // socket was opened in Python.\n",
- " var element = $(\"#\" + id);\n",
- " var ws_proxy = comm_websocket_adapter(comm)\n",
+ ".xr-preview {\n",
+ " color: var(--xr-font-color3);\n",
+ "}\n",
"\n",
- " function ondownload(figure, format) {\n",
- " window.open(figure.imageObj.src);\n",
- " }\n",
+ ".xr-array-preview,\n",
+ ".xr-array-data {\n",
+ " padding: 0 5px !important;\n",
+ " grid-column: 2;\n",
+ "}\n",
"\n",
- " var fig = new mpl.figure(id, ws_proxy,\n",
- " ondownload,\n",
- " element.get(0));\n",
+ ".xr-array-data,\n",
+ ".xr-array-in:checked ~ .xr-array-preview {\n",
+ " display: none;\n",
+ "}\n",
"\n",
- " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
- " // web socket which is closed, not our websocket->open comm proxy.\n",
- " ws_proxy.onopen();\n",
+ ".xr-array-in:checked ~ .xr-array-data,\n",
+ ".xr-array-preview {\n",
+ " display: inline-block;\n",
+ "}\n",
"\n",
- " fig.parent_element = element.get(0);\n",
- " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
- " if (!fig.cell_info) {\n",
- " console.error(\"Failed to find cell for figure\", id, fig);\n",
- " return;\n",
- " }\n",
+ ".xr-dim-list {\n",
+ " display: inline-block !important;\n",
+ " list-style: none;\n",
+ " padding: 0 !important;\n",
+ " margin: 0;\n",
+ "}\n",
"\n",
- " var output_index = fig.cell_info[2]\n",
- " var cell = fig.cell_info[0];\n",
+ ".xr-dim-list li {\n",
+ " display: inline-block;\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ "}\n",
"\n",
- "};\n",
+ ".xr-dim-list:before {\n",
+ " content: '(';\n",
+ "}\n",
"\n",
- "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
- " var width = fig.canvas.width/mpl.ratio\n",
- " fig.root.unbind('remove')\n",
+ ".xr-dim-list:after {\n",
+ " content: ')';\n",
+ "}\n",
"\n",
- " // Update the output cell to use the data from the current canvas.\n",
- " fig.push_to_output();\n",
- " var dataURL = fig.canvas.toDataURL();\n",
- " // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
- " // the notebook keyboard shortcuts fail.\n",
- " IPython.keyboard_manager.enable()\n",
- " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
- " fig.close_ws(fig, msg);\n",
+ ".xr-dim-list li:not(:last-child):after {\n",
+ " content: ',';\n",
+ " padding-right: 5px;\n",
"}\n",
"\n",
- "mpl.figure.prototype.close_ws = function(fig, msg){\n",
- " fig.send_message('closing', msg);\n",
- " // fig.ws.close()\n",
+ ".xr-has-index {\n",
+ " font-weight: bold;\n",
"}\n",
"\n",
- "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
- " // Turn the data on the canvas into data in the output cell.\n",
- " var width = this.canvas.width/mpl.ratio\n",
- " var dataURL = this.canvas.toDataURL();\n",
- " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+ ".xr-var-list,\n",
+ ".xr-var-item {\n",
+ " display: contents;\n",
"}\n",
"\n",
- "mpl.figure.prototype.updated_canvas_event = function() {\n",
- " // Tell IPython that the notebook contents must change.\n",
- " IPython.notebook.set_dirty(true);\n",
- " this.send_message(\"ack\", {});\n",
- " var fig = this;\n",
- " // Wait a second, then push the new image to the DOM so\n",
- " // that it is saved nicely (might be nice to debounce this).\n",
- " setTimeout(function () { fig.push_to_output() }, 1000);\n",
+ ".xr-var-item > div,\n",
+ ".xr-var-item label,\n",
+ ".xr-var-item > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-even);\n",
+ " margin-bottom: 0;\n",
"}\n",
"\n",
- "mpl.figure.prototype._init_toolbar = function() {\n",
- " var fig = this;\n",
+ ".xr-var-item > .xr-var-name:hover span {\n",
+ " padding-right: 5px;\n",
+ "}\n",
"\n",
- " var nav_element = $('<div/>');\n",
- " nav_element.attr('style', 'width: 100%');\n",
- " this.root.append(nav_element);\n",
+ ".xr-var-list > li:nth-child(odd) > div,\n",
+ ".xr-var-list > li:nth-child(odd) > label,\n",
+ ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-odd);\n",
+ "}\n",
"\n",
- " // Define a callback function for later on.\n",
- " function toolbar_event(event) {\n",
- " return fig.toolbar_button_onclick(event['data']);\n",
- " }\n",
- " function toolbar_mouse_event(event) {\n",
- " return fig.toolbar_button_onmouseover(event['data']);\n",
- " }\n",
+ ".xr-var-name {\n",
+ " grid-column: 1;\n",
+ "}\n",
"\n",
- " for(var toolbar_ind in mpl.toolbar_items){\n",
- " var name = mpl.toolbar_items[toolbar_ind][0];\n",
- " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
- " var image = mpl.toolbar_items[toolbar_ind][2];\n",
- " var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+ ".xr-var-dims {\n",
+ " grid-column: 2;\n",
+ "}\n",
"\n",
- " if (!name) { continue; };\n",
+ ".xr-var-dtype {\n",
+ " grid-column: 3;\n",
+ " text-align: right;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
"\n",
- " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
- " button.click(method_name, toolbar_event);\n",
- " button.mouseover(tooltip, toolbar_mouse_event);\n",
- " nav_element.append(button);\n",
- " }\n",
+ ".xr-var-preview {\n",
+ " grid-column: 4;\n",
+ "}\n",
"\n",
- " // Add the status bar.\n",
- " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
- " nav_element.append(status_bar);\n",
- " this.message = status_bar[0];\n",
+ ".xr-var-name,\n",
+ ".xr-var-dims,\n",
+ ".xr-var-dtype,\n",
+ ".xr-preview,\n",
+ ".xr-attrs dt {\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ " padding-right: 10px;\n",
+ "}\n",
"\n",
- " // Add the close button to the window.\n",
- " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
- " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
- " button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
- " button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
- " buttongrp.append(button);\n",
- " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
- " titlebar.prepend(buttongrp);\n",
+ ".xr-var-name:hover,\n",
+ ".xr-var-dims:hover,\n",
+ ".xr-var-dtype:hover,\n",
+ ".xr-attrs dt:hover {\n",
+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
"}\n",
"\n",
- "mpl.figure.prototype._root_extra_style = function(el){\n",
- " var fig = this\n",
- " el.on(\"remove\", function(){\n",
- "\tfig.close_ws(fig, {});\n",
- " });\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
"}\n",
"\n",
- "mpl.figure.prototype._canvas_extra_style = function(el){\n",
- " // this is important to make the div 'focusable\n",
- " el.attr('tabindex', 0)\n",
- " // reach out to IPython and tell the keyboard manager to turn it's self\n",
- " // off when our div gets focus\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
+ "}\n",
"\n",
- " // location in version 3\n",
- " if (IPython.notebook.keyboard_manager) {\n",
- " IPython.notebook.keyboard_manager.register_events(el);\n",
- " }\n",
- " else {\n",
- " // location in version 2\n",
- " IPython.keyboard_manager.register_events(el);\n",
- " }\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
"\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
"}\n",
"\n",
- "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
- " var manager = IPython.notebook.keyboard_manager;\n",
- " if (!manager)\n",
- " manager = IPython.keyboard_manager;\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
+ "}\n",
"\n",
- " // Check for shift+enter\n",
- " if (event.shiftKey && event.which == 13) {\n",
- " this.canvas_div.blur();\n",
- " // select the cell after this one\n",
- " var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
- " IPython.notebook.select(index + 1);\n",
- " }\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
"}\n",
"\n",
- "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
- " fig.ondownload(fig, null);\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
"}\n",
"\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
"\n",
- "mpl.find_output_cell = function(html_output) {\n",
- " // Return the cell and output element which can be found *uniquely* in the notebook.\n",
- " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
- " // IPython event is triggered only after the cells have been serialised, which for\n",
- " // our purposes (turning an active figure into a static one), is too late.\n",
- " var cells = IPython.notebook.get_cells();\n",
- " var ncells = cells.length;\n",
- " for (var i=0; i<ncells; i++) {\n",
- " var cell = cells[i];\n",
- " if (cell.cell_type === 'code'){\n",
- " for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
- " var data = cell.output_area.outputs[j];\n",
- " if (data.data) {\n",
- " // IPython >= 3 moved mimebundle to data attribute of output\n",
- " data = data.data;\n",
- " }\n",
- " if (data['text/html'] == html_output) {\n",
- " return [cell, data, j];\n",
- " }\n",
- " }\n",
- " }\n",
- " }\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
"}\n",
"\n",
- "// Register the function which deals with the matplotlib target/channel.\n",
- "// The kernel may be null if the page has been refreshed.\n",
- "if (IPython.notebook.kernel != null) {\n",
- " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
- "}\n"
- ],
- "text/plain": [
- "<IPython.core.display.Javascript object>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/html": [
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\" 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+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
+ "array(692.27676115)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4fe5ba12-8874-4472-9993-557c6032a175' class='xr-array-in' type='checkbox' checked><label for='section-4fe5ba12-8874-4472-9993-557c6032a175' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>692.3</span></div><div class='xr-array-data'><pre>array(692.27676115)</pre></div></div></li><li class='xr-section-item'><input id='section-9f1515c0-8b40-4849-be84-353b8ea919d2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9f1515c0-8b40-4849-be84-353b8ea919d2' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-90e11f5a-2ec8-4490-9e87-845584ba5196' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-90e11f5a-2ec8-4490-9e87-845584ba5196' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
- "<IPython.core.display.HTML object>"
+ "<xarray.DataArray ()>\n",
+ "array(692.27676115)"
]
},
+ "execution_count": 21,
"metadata": {},
- "output_type": "display_data"
- },
- {
- "ename": "ValueError",
- "evalue": "Dataset.plot cannot be called directly. Use an explicit plot method, e.g. ds.plot.scatter(...)",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-53-45bb513dbaf6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mHDD\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'month'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'chx'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'chy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
- "\u001b[0;32m~/miniconda3/envs/py3_geo/lib/python3.6/site-packages/xarray/plot/dataset_plot.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 160\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 161\u001b[0m raise ValueError(\n\u001b[0;32m--> 162\u001b[0;31m \u001b[0;34m\"Dataset.plot cannot be called directly. Use \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0;34m\"an explicit plot method, e.g. ds.plot.scatter(...)\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m )\n",
- "\u001b[0;31mValueError\u001b[0m: Dataset.plot cannot be called directly. Use an explicit plot method, e.g. ds.plot.scatter(...)"
- ]
+ "output_type": "execute_result"
}
],
"source": [
- "plt.figure()\n",
- "HDD.sum(dim = 'month').plot(x = 'chx', y = 'chy')"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Electricity demand"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "BLD_fp = '/work/hyenergy/output/buildings'"
+ "get_yearly_sum(RES_demand_GE.sum(dim = 'EGID')) / 1e9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Residential sector"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [],
- "source": [
- "RES = pd.read_csv(os.path.join(BLD_fp,'GWR_residential.csv'))\n",
- "RES_GE = RES[RES.GDEKT == 'GE']"
+ "### Map service sector demand"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
- "RES_GE.to_csv('/work/hyenergy/output/data_geneva/electricity_demand/RegBL_residential_GE.csv', index = False)"
+ "SER_demand, SER_services = get_cluster_demand_SER(SER, service_demand, grouping_col = 'EGID')"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
- "demand_fp = '/work/hyenergy/output/demand' #\n",
- "residential_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_residential.nc')) "
+ "SER_demand_GE = SER_demand.sel(EGID = SER_GE.EGID.values)"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 24,
"metadata": {},
"outputs": [
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- "Dimensions: (daytype: 2, timestamp: 288)\n",
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- " * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
- " * daytype (daytype) object &#x27;weekday&#x27; &#x27;weekend&#x27;\n",
- "Data variables:\n",
- " appart (timestamp, daytype) float64 162.3 181.7 141.5 ... 233.7 227.8\n",
- " maison (timestamp, daytype) float64 298.2 344.7 261.2 ... 377.5 411.3\n",
- " communal_app (timestamp, daytype) float64 40.22 56.67 37.81 ... 39.51 55.79</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3ad9fe80-6bed-48ba-be19-6540e8d9ff2a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3ad9fe80-6bed-48ba-be19-6540e8d9ff2a' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fe50cc30-6a12-4fa5-89da-c4086563a775' class='xr-section-summary-in' type='checkbox' checked><label for='section-fe50cc30-6a12-4fa5-89da-c4086563a775' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-085ba5b5-e692-4542-a6b3-9e456b443039' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-085ba5b5-e692-4542-a6b3-9e456b443039' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c5a5123-ccf8-4b1c-80fb-e676f2801974' class='xr-var-data-in' type='checkbox'><label for='data-6c5a5123-ccf8-4b1c-80fb-e676f2801974' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
- " &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
- " &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
- " dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-9cf0b652-69a0-4a25-a7b3-9b3ff03b8c9f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9cf0b652-69a0-4a25-a7b3-9b3ff03b8c9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1824c2d2-37d2-4687-aea7-ae05c8649a3b' class='xr-var-data-in' type='checkbox'><label for='data-1824c2d2-37d2-4687-aea7-ae05c8649a3b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-296ebd50-69a7-4d42-8de0-417f166af25e' class='xr-section-summary-in' type='checkbox' checked><label for='section-296ebd50-69a7-4d42-8de0-417f166af25e' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>appart</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8f842560-4c02-4897-8f3f-d9677774d8df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f842560-4c02-4897-8f3f-d9677774d8df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49ddab66-fb2e-414e-ae73-500825974aba' class='xr-var-data-in' type='checkbox'><label for='data-49ddab66-fb2e-414e-ae73-500825974aba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[162.267134, 181.725886],\n",
- " [141.511422, 147.918781],\n",
- " [128.611598, 133.756344],\n",
- " ...,\n",
- " [419.152541, 397.512196],\n",
- " [325.779659, 298.243901],\n",
- " [233.661016, 227.804876]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>maison</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-79e0208f-a8c6-42e8-91b6-5dec0d0193f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79e0208f-a8c6-42e8-91b6-5dec0d0193f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d6c528a-f05a-477f-8aca-4f29b0bcc3df' class='xr-var-data-in' type='checkbox'><label for='data-0d6c528a-f05a-477f-8aca-4f29b0bcc3df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[298.236713, 344.72222 ],\n",
- " [261.159419, 277.777777],\n",
- " [252.00483 , 259.861109],\n",
- " ...,\n",
- " [584.516907, 600.138891],\n",
- " [462.94686 , 511.527781],\n",
- " [377.487921, 411.250001]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>communal_app</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b6f3163-8586-4044-8912-4e42b64843a4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b6f3163-8586-4044-8912-4e42b64843a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20ea857b-249b-4240-a956-03bb8a111754' class='xr-var-data-in' type='checkbox'><label for='data-20ea857b-249b-4240-a956-03bb8a111754' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[40.224992, 56.666663],\n",
- " [37.808052, 53.26224 ],\n",
- " [37.808052, 53.26224 ],\n",
- " ...,\n",
- " [47.892617, 57.937453],\n",
- " [37.279445, 52.63209 ],\n",
- " [39.51387 , 55.786709]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0bc44d7f-1092-46d5-9b58-0d9ceef0c2d1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0bc44d7f-1092-46d5-9b58-0d9ceef0c2d1' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
+ "array(1264.56206538)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-17f5fc4f-a504-4c76-baa8-e46c282c19b7' class='xr-array-in' type='checkbox' checked><label for='section-17f5fc4f-a504-4c76-baa8-e46c282c19b7' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.265e+03</span></div><div class='xr-array-data'><pre>array(1264.56206538)</pre></div></div></li><li class='xr-section-item'><input id='section-7a99cc5d-7679-4f08-b1c6-f3f9e43542c1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a99cc5d-7679-4f08-b1c6-f3f9e43542c1' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-5423dee5-d9cf-4d4f-acf1-97e7545b61a8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5423dee5-d9cf-4d4f-acf1-97e7545b61a8' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
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- "<xarray.Dataset>\n",
- "Dimensions: (daytype: 2, timestamp: 288)\n",
- "Coordinates:\n",
- " * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
- " * daytype (daytype) object 'weekday' 'weekend'\n",
- "Data variables:\n",
- " appart (timestamp, daytype) float64 ...\n",
- " maison (timestamp, daytype) float64 ...\n",
- " communal_app (timestamp, daytype) float64 ..."
+ "<xarray.DataArray ()>\n",
+ "array(1264.56206538)"
]
},
- "execution_count": 11,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "residential_demand"
+ "get_yearly_sum(SER_demand_GE.sum(dim = 'EGID')) / 1e9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Service sector"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "SER = pd.read_csv(os.path.join(BLD_fp,'GWR_service.csv'))\n",
- "SER_GE = SER[SER.GDEKT == 'GE']\n",
- "SER_GE.to_csv('/work/hyenergy/output/data_geneva/electricity_demand/RegBL_service_GE.csv', index = False)"
+ "### Merge residential and service sector"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
- "demand_fp = '/work/hyenergy/output/demand' # \n",
- "service_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_services.nc')) "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Map residential sector demand"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- " <th></th>\n",
- " <th>EGID</th>\n",
- " <th>GGDENR</th>\n",
- " <th>GDEKT</th>\n",
- " <th>GKODE</th>\n",
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- " <th>681284</th>\n",
- " <td>1000001</td>\n",
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- " <td>GE</td>\n",
- " <td>2506071.38</td>\n",
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- " <tr>\n",
- " <th>681285</th>\n",
- " <td>1000002</td>\n",
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- " <td>1000005</td>\n",
- " <td>6602.0</td>\n",
- " <td>GE</td>\n",
- " <td>2506165.01</td>\n",
- " <td>1125141.97</td>\n",
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- " <tr>\n",
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- " <td>1000006</td>\n",
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- " <td>2506177.40</td>\n",
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- ],
- "text/plain": [
- " EGID GGDENR GDEKT GKODE GKODN N_DWL_RES\n",
- "681284 1000001 6602.0 GE 2506071.38 1125077.00 1.0\n",
- "681285 1000002 6602.0 GE 2506093.63 1125043.50 1.0\n",
- "681286 1000004 6602.0 GE 2506150.39 1125093.76 1.0\n",
- "681287 1000005 6602.0 GE 2506165.01 1125141.97 1.0\n",
- "681288 1000006 6602.0 GE 2506177.40 1125184.36 1.0"
- ]
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- "execution_count": 14,
- "metadata": {},
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- }
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- "source": [
- "RES_GE.head()"
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- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "len(RES_GE) == len(RES_GE.EGID.unique())"
+ "hourly_profiles = xr.merge([RES_demand_GE.rename('residential_W'), SER_demand_GE.rename('service_W')]).fillna(0)"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
- "RES_demand_GE,_ = get_cluster_demand_RES( RES_GE, residential_demand, grouping_col = 'EGID', dwell_nb = 'N_DWL_RES' )"
+ "hourly_profiles['demand_all_W'] = hourly_profiles.residential_W + hourly_profiles.service_W"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 27,
"metadata": {},
"outputs": [
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- "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
- "array(692.27676115)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-cc244e51-6511-4204-a466-365b68e90d2f' class='xr-array-in' type='checkbox' checked><label for='section-cc244e51-6511-4204-a466-365b68e90d2f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>692.3</span></div><div class='xr-array-data'><pre>array(692.27676115)</pre></div></div></li><li class='xr-section-item'><input id='section-652a9530-1d1d-41b8-b908-726e38e89816' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-652a9530-1d1d-41b8-b908-726e38e89816' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-e1b8eb1a-7e60-48df-9c46-e5e80f1eb177' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e1b8eb1a-7e60-48df-9c46-e5e80f1eb177' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: ()\n",
+ "Data variables:\n",
+ " residential_W float64 0.6923\n",
+ " service_W float64 1.265\n",
+ " demand_all_W float64 1.957</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a27d780b-bfd3-4dd3-829d-a1ed2eb8e097' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a27d780b-bfd3-4dd3-829d-a1ed2eb8e097' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f2600f95-da97-4be2-9a4a-4f0e9de4acd8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f2600f95-da97-4be2-9a4a-4f0e9de4acd8' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-ed5adae1-d49d-4d4c-aef0-44af1ceffb43' class='xr-section-summary-in' type='checkbox' checked><label for='section-ed5adae1-d49d-4d4c-aef0-44af1ceffb43' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6923</div><input id='attrs-c98c01de-e083-4712-96c9-108c42dcda28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c98c01de-e083-4712-96c9-108c42dcda28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b7c2edb-05e7-41f7-b835-7b825e3a95c1' class='xr-var-data-in' type='checkbox'><label for='data-5b7c2edb-05e7-41f7-b835-7b825e3a95c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.69227676)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.265</div><input id='attrs-e365acda-45fd-40db-84df-ae5771ce94c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e365acda-45fd-40db-84df-ae5771ce94c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fc3f540-2dda-449a-90b0-7e9c9f2c66ac' class='xr-var-data-in' type='checkbox'><label for='data-0fc3f540-2dda-449a-90b0-7e9c9f2c66ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.26456207)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>demand_all_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.957</div><input id='attrs-da1e94a8-4898-4159-92e5-6058318f6d8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da1e94a8-4898-4159-92e5-6058318f6d8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88a7e51f-5d28-4a46-85e4-80747c7f91ac' class='xr-var-data-in' type='checkbox'><label for='data-88a7e51f-5d28-4a46-85e4-80747c7f91ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.95683883)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cb171a3a-0a34-4334-81a5-ea79524bbf84' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cb171a3a-0a34-4334-81a5-ea79524bbf84' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
- "<xarray.DataArray ()>\n",
- "array(692.27676115)"
+ "<xarray.Dataset>\n",
+ "Dimensions: ()\n",
+ "Data variables:\n",
+ " residential_W float64 0.6923\n",
+ " service_W float64 1.265\n",
+ " demand_all_W float64 1.957"
]
},
- "execution_count": 17,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "get_yearly_sum(RES_demand_GE.sum(dim = 'EGID')) / 1e9"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Map service sector demand"
+ "get_yearly_sum(hourly_profiles.sum(dim = 'EGID')) / 1e12"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
- "SER_demand, SER_services = get_cluster_demand_SER(SER, service_demand, grouping_col = 'EGID')"
+ "hourly_profiles.to_netcdf('/work/hyenergy/output/data_geneva/electricity_demand/electricity_demand_hourly_GE.nc')"
]
},
{
- "cell_type": "code",
- "execution_count": 19,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
"source": [
- "SER_demand_GE = SER_demand.sel(EGID = SER_GE.EGID.values)"
+ "### Map to BLD"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
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" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
- "dl.xr-attrs {\n",
- " padding: 0;\n",
- " margin: 0;\n",
- " display: grid;\n",
- " grid-template-columns: 125px auto;\n",
- "}\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
+ "Dimensions: (EGID: 46733, daytype: 2, timestamp: 288)\n",
+ "Coordinates:\n",
+ " * EGID (EGID) int64 1000001 1000002 1000004 ... 295522354 295523461\n",
+ " * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
+ " * daytype (daytype) object &#x27;weekday&#x27; &#x27;weekend&#x27;\n",
+ "Data variables:\n",
+ " residential_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03\n",
+ " service_W (EGID, daytype, timestamp) float64 0.0 0.0 0.0 ... 0.0 0.0\n",
+ " demand_all_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f78743ae-620a-467a-aacd-e54f2eb1b5b0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f78743ae-620a-467a-aacd-e54f2eb1b5b0' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>EGID</span>: 46733</li><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-aa713a3e-e65b-4a9f-a412-650be0514bd5' class='xr-section-summary-in' type='checkbox' checked><label for='section-aa713a3e-e65b-4a9f-a412-650be0514bd5' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>EGID</span></div><div class='xr-var-dims'>(EGID)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000001 1000002 ... 295523461</div><input id='attrs-bffff18c-d5a8-49e5-86c9-c064f53f3387' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bffff18c-d5a8-49e5-86c9-c064f53f3387' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4e9f2ce-587b-4de8-bf13-aef1887fcde3' class='xr-var-data-in' type='checkbox'><label for='data-c4e9f2ce-587b-4de8-bf13-aef1887fcde3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1000001, 1000002, 1000004, ..., 295522181, 295522354, 295523461])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-7ab828bb-797b-42bc-8d27-223d68f2a7be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ab828bb-797b-42bc-8d27-223d68f2a7be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5969edc4-2a4a-43d4-a57f-fcd7ec91b10f' class='xr-var-data-in' type='checkbox'><label for='data-5969edc4-2a4a-43d4-a57f-fcd7ec91b10f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
+ " &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
+ " &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
+ " dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-2c864622-3824-4a83-9a73-8767cb434b39' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c864622-3824-4a83-9a73-8767cb434b39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5db24a97-4dd3-43d9-8508-faa48dbf7029' class='xr-var-data-in' type='checkbox'><label for='data-5db24a97-4dd3-43d9-8508-faa48dbf7029' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ecd2f266-b73a-4167-9d9c-656cddcea3a4' class='xr-section-summary-in' type='checkbox' checked><label for='section-ecd2f266-b73a-4167-9d9c-656cddcea3a4' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>(EGID, timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>298.2 344.7 ... 1.366e+03 1.418e+03</div><input id='attrs-ee6d8344-80bb-4832-9ae6-1ba07bc91775' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee6d8344-80bb-4832-9ae6-1ba07bc91775' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3136479e-ec98-4716-8a10-abb03d334545' class='xr-var-data-in' type='checkbox'><label for='data-3136479e-ec98-4716-8a10-abb03d334545' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[1012.46063002, 1191.96274472],\n",
+ " [ 896.59737122, 1005.90510371],\n",
+ " [ 832.09825042, 935.09292252],\n",
+ " ...,\n",
+ " [2335.22578872, 2277.24824569],\n",
+ " [1815.29551624, 1754.37995198],\n",
+ " [1365.87442724, 1417.95792448]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>(EGID, daytype, timestamp)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-53c33deb-f2c8-44aa-879b-793c0d374046' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53c33deb-f2c8-44aa-879b-793c0d374046' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdbc474b-e2d4-4402-a7f0-510a6365cb7f' class='xr-var-data-in' type='checkbox'><label for='data-bdbc474b-e2d4-4402-a7f0-510a6365cb7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " [[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " [[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " [[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]],\n",
+ "\n",
+ " [[0., 0., 0., ..., 0., 0., 0.],\n",
+ " [0., 0., 0., ..., 0., 0., 0.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>demand_all_W</span></div><div class='xr-var-dims'>(EGID, timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>298.2 344.7 ... 1.366e+03 1.418e+03</div><input id='attrs-fece38b8-68f3-49a4-9208-f8faf0d2277a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fece38b8-68f3-49a4-9208-f8faf0d2277a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a468d57-f0f7-4660-9e89-9635de815395' class='xr-var-data-in' type='checkbox'><label for='data-0a468d57-f0f7-4660-9e89-9635de815395' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ "...\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[ 298.23671323, 344.7222201 ],\n",
+ " [ 261.15941892, 277.77777672],\n",
+ " [ 252.00482969, 259.8611095 ],\n",
+ " ...,\n",
+ " [ 584.51690729, 600.1388908 ],\n",
+ " [ 462.94686044, 511.52778104],\n",
+ " [ 377.48792056, 411.25000138]],\n",
+ "\n",
+ " [[1012.46063002, 1191.96274472],\n",
+ " [ 896.59737122, 1005.90510371],\n",
+ " [ 832.09825042, 935.09292252],\n",
+ " ...,\n",
+ " [2335.22578872, 2277.24824569],\n",
+ " [1815.29551624, 1754.37995198],\n",
+ " [1365.87442724, 1417.95792448]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-89e03fd8-3f99-4f91-ae35-11c124a98e47' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-89e03fd8-3f99-4f91-ae35-11c124a98e47' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ ],
+ "text/plain": [
+ "<xarray.Dataset>\n",
+ "Dimensions: (EGID: 46733, daytype: 2, timestamp: 288)\n",
+ "Coordinates:\n",
+ " * EGID (EGID) int64 1000001 1000002 1000004 ... 295522354 295523461\n",
+ " * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
+ " * daytype (daytype) object 'weekday' 'weekend'\n",
+ "Data variables:\n",
+ " residential_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03\n",
+ " service_W (EGID, daytype, timestamp) float64 0.0 0.0 0.0 ... 0.0 0.0\n",
+ " demand_all_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "hourly_profiles"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "BLD_info_demand = BLD_info[BLD_info.EGID.isin(hourly_profiles.EGID.values)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>EGID</th>\n",
+ " <th>GDEKT</th>\n",
+ " <th>GGDENR</th>\n",
+ " <th>GKODE</th>\n",
+ " <th>GKODN</th>\n",
+ " <th>GKAT</th>\n",
+ " <th>GKLAS</th>\n",
+ " <th>sector</th>\n",
+ " <th>BLD_ID</th>\n",
+ " <th>footprint</th>\n",
+ " <th>N_floors</th>\n",
+ " <th>floor_area</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2158823</th>\n",
+ " <td>295162433</td>\n",
+ " <td>GE</td>\n",
+ " <td>6601</td>\n",
+ " <td>2492344.77</td>\n",
+ " <td>1116238.05</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1122.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>408.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>1224.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2158879</th>\n",
+ " <td>1000053</td>\n",
+ " <td>GE</td>\n",
+ " <td>6602</td>\n",
+ " <td>2506067.50</td>\n",
+ " <td>1125633.06</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>28.0</td>\n",
+ " <td>1.0</td>\n",
+ " <td>28.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2159500</th>\n",
+ " <td>295512684</td>\n",
+ " <td>GE</td>\n",
+ " <td>6602</td>\n",
+ " <td>2507018.60</td>\n",
+ " <td>1126713.50</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>101.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>202.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2159501</th>\n",
+ " <td>295512685</td>\n",
+ " <td>GE</td>\n",
+ " <td>6602</td>\n",
+ " <td>2507031.51</td>\n",
+ " <td>1126704.11</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>101.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>202.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2159502</th>\n",
+ " <td>295512686</td>\n",
+ " <td>GE</td>\n",
+ " <td>6602</td>\n",
+ " <td>2507043.76</td>\n",
+ " <td>1126690.08</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>101.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>202.0</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",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2208897</th>\n",
+ " <td>295518396</td>\n",
+ " <td>GE</td>\n",
+ " <td>6645</td>\n",
+ " <td>2500163.63</td>\n",
+ " <td>1114437.18</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>79.0</td>\n",
+ " <td>3.0</td>\n",
+ " <td>237.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2208899</th>\n",
+ " <td>295518572</td>\n",
+ " <td>GE</td>\n",
+ " <td>6645</td>\n",
+ " <td>2501214.03</td>\n",
+ " <td>1114357.05</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>77.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>154.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2208917</th>\n",
+ " <td>295518753</td>\n",
+ " <td>GE</td>\n",
+ " <td>6645</td>\n",
+ " <td>2501461.23</td>\n",
+ " <td>1114115.71</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>94.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>188.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2208928</th>\n",
+ " <td>295518996</td>\n",
+ " <td>GE</td>\n",
+ " <td>6645</td>\n",
+ " <td>2501915.98</td>\n",
+ " <td>1114343.92</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>97.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>194.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2208929</th>\n",
+ " <td>295519296</td>\n",
+ " <td>GE</td>\n",
+ " <td>6645</td>\n",
+ " <td>2500196.57</td>\n",
+ " <td>1114493.35</td>\n",
+ " <td>1020.0</td>\n",
+ " <td>1110.0</td>\n",
+ " <td>RES</td>\n",
+ " <td>NaN</td>\n",
+ " <td>102.0</td>\n",
+ " <td>2.0</td>\n",
+ " <td>204.0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>920 rows × 12 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " EGID GDEKT GGDENR GKODE GKODN GKAT GKLAS \\\n",
+ "2158823 295162433 GE 6601 2492344.77 1116238.05 1020.0 1122.0 \n",
+ "2158879 1000053 GE 6602 2506067.50 1125633.06 1020.0 1110.0 \n",
+ "2159500 295512684 GE 6602 2507018.60 1126713.50 1020.0 1110.0 \n",
+ "2159501 295512685 GE 6602 2507031.51 1126704.11 1020.0 1110.0 \n",
+ "2159502 295512686 GE 6602 2507043.76 1126690.08 1020.0 1110.0 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "2208897 295518396 GE 6645 2500163.63 1114437.18 1020.0 1110.0 \n",
+ "2208899 295518572 GE 6645 2501214.03 1114357.05 1020.0 1110.0 \n",
+ "2208917 295518753 GE 6645 2501461.23 1114115.71 1020.0 1110.0 \n",
+ "2208928 295518996 GE 6645 2501915.98 1114343.92 1020.0 1110.0 \n",
+ "2208929 295519296 GE 6645 2500196.57 1114493.35 1020.0 1110.0 \n",
+ "\n",
+ " sector BLD_ID footprint N_floors floor_area \n",
+ "2158823 RES NaN 408.0 3.0 1224.0 \n",
+ "2158879 RES NaN 28.0 1.0 28.0 \n",
+ "2159500 RES NaN 101.0 2.0 202.0 \n",
+ "2159501 RES NaN 101.0 2.0 202.0 \n",
+ "2159502 RES NaN 101.0 2.0 202.0 \n",
+ "... ... ... ... ... ... \n",
+ "2208897 RES NaN 79.0 3.0 237.0 \n",
+ "2208899 RES NaN 77.0 2.0 154.0 \n",
+ "2208917 RES NaN 94.0 2.0 188.0 \n",
+ "2208928 RES NaN 97.0 2.0 194.0 \n",
+ "2208929 RES NaN 102.0 2.0 204.0 \n",
+ "\n",
+ "[920 rows x 12 columns]"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "BLD_info_demand[BLD_info_demand.BLD_ID.isna()]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Geothermal data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "VERSION = 'V5_Tg1_HDD_newMargin'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filepath = '/work/hyenergy/output/geothermal_potential/GIS_processing_VD_GVA/' # # '/Users/alinawalch/Documents/EPFL/data/geothermal_sample/sample'\n",
+ "dataset = 'free_area_VD_GVA_buff3m_tol1m_fractalSelect_authorised'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_scratch = '/scratch/walch/geothermal_processing/files/'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "free_area = gpd.read_file( os.path.join(filepath, dataset) )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "free_area_GE = free_area[free_area.canton == 'GE']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "free_area_GE.to_file('/work/hyenergy/output/data_geneva/geothermal/geothermal_area_GE')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>EGRID</th>\n",
+ " <th>parcel_typ</th>\n",
+ " <th>validity</th>\n",
+ " <th>canton</th>\n",
+ " <th>NUTZUNG</th>\n",
+ " <th>OBJEKTART</th>\n",
+ " <th>UUID</th>\n",
+ " <th>Fractal</th>\n",
+ " <th>index</th>\n",
+ " <th>AUTH_CODE</th>\n",
+ " <th>AUTH_TXT</th>\n",
+ " <th>geometry</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>324</th>\n",
+ " <td>CH108063136545</td>\n",
+ " <td>privé</td>\n",
+ " <td>1</td>\n",
+ " <td>GE</td>\n",
+ " <td>None</td>\n",
+ " <td>0</td>\n",
+ " <td>{87FFB065-7EB0-4D9C-BB1B-3A015F89713F}</td>\n",
+ " <td>1.001446</td>\n",
+ " <td>612</td>\n",
+ " <td>1.0</td>\n",
+ " <td>permitted</td>\n",
+ " <td>POLYGON ((2504815.598 1124040.566, 2504802.698...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>325</th>\n",
+ " <td>CH108063186530</td>\n",
+ " <td>privé</td>\n",
+ " <td>1</td>\n",
+ " <td>GE</td>\n",
+ " <td>None</td>\n",
+ " <td>0</td>\n",
+ " <td>{FE37E7C7-67E9-4EDB-A5DE-C847E160D00C}</td>\n",
+ " <td>1.013581</td>\n",
+ " <td>614</td>\n",
+ " <td>1.0</td>\n",
+ " <td>permitted</td>\n",
+ " <td>POLYGON ((2500403.349 1118916.539, 2500402.028...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>326</th>\n",
+ " <td>CH108063206524</td>\n",
+ " <td>privé</td>\n",
+ " <td>1</td>\n",
+ " <td>GE</td>\n",
+ " <td>None</td>\n",
+ " <td>0</td>\n",
+ " <td>{1910FB4D-A36A-4DEF-827B-FD63739DDC36}</td>\n",
+ " <td>1.002316</td>\n",
+ " <td>615</td>\n",
+ " <td>1.0</td>\n",
+ " <td>permitted</td>\n",
+ " <td>POLYGON ((2500483.986 1124015.051, 2500459.059...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>327</th>\n",
+ " <td>CH108063216521</td>\n",
+ " <td>privé</td>\n",
+ " <td>1</td>\n",
+ " <td>GE</td>\n",
+ " <td>None</td>\n",
+ " <td>0</td>\n",
+ " <td>{9A875B5A-061D-4EF6-9F09-988BB115F414}</td>\n",
+ " <td>0.999347</td>\n",
+ " <td>616</td>\n",
+ " <td>1.0</td>\n",
+ " <td>permitted</td>\n",
+ " <td>POLYGON ((2498842.021 1121391.582, 2498845.417...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>328</th>\n",
+ " <td>CH108063226518</td>\n",
+ " <td>privé</td>\n",
+ " <td>1</td>\n",
+ " <td>GE</td>\n",
+ " <td>None</td>\n",
+ " <td>0</td>\n",
+ " <td>{F60293BB-F453-4DE4-902F-85F6862A8E70}</td>\n",
+ " <td>1.034857</td>\n",
+ " <td>617</td>\n",
+ " <td>1.0</td>\n",
+ " <td>permitted</td>\n",
+ " <td>POLYGON ((2492468.113 1117473.909, 2492468.070...</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " EGRID parcel_typ validity canton NUTZUNG OBJEKTART \\\n",
+ "324 CH108063136545 privé 1 GE None 0 \n",
+ "325 CH108063186530 privé 1 GE None 0 \n",
+ "326 CH108063206524 privé 1 GE None 0 \n",
+ "327 CH108063216521 privé 1 GE None 0 \n",
+ "328 CH108063226518 privé 1 GE None 0 \n",
"\n",
- ".xr-attrs dt {\n",
- " font-weight: normal;\n",
- " grid-column: 1;\n",
- "}\n",
+ " UUID Fractal index AUTH_CODE \\\n",
+ "324 {87FFB065-7EB0-4D9C-BB1B-3A015F89713F} 1.001446 612 1.0 \n",
+ "325 {FE37E7C7-67E9-4EDB-A5DE-C847E160D00C} 1.013581 614 1.0 \n",
+ "326 {1910FB4D-A36A-4DEF-827B-FD63739DDC36} 1.002316 615 1.0 \n",
+ "327 {9A875B5A-061D-4EF6-9F09-988BB115F414} 0.999347 616 1.0 \n",
+ "328 {F60293BB-F453-4DE4-902F-85F6862A8E70} 1.034857 617 1.0 \n",
"\n",
- ".xr-attrs dt:hover span {\n",
- " display: inline-block;\n",
- " background: var(--xr-background-color);\n",
- " padding-right: 10px;\n",
- "}\n",
+ " AUTH_TXT geometry \n",
+ "324 permitted POLYGON ((2504815.598 1124040.566, 2504802.698... \n",
+ "325 permitted POLYGON ((2500403.349 1118916.539, 2500402.028... \n",
+ "326 permitted POLYGON ((2500483.986 1124015.051, 2500459.059... \n",
+ "327 permitted POLYGON ((2498842.021 1121391.582, 2498845.417... \n",
+ "328 permitted POLYGON ((2492468.113 1117473.909, 2492468.070... "
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "free_area_GE.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Get HDD for monthly potential"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " super(GeoDataFrame, self).__setitem__(key, value)\n"
+ ]
+ }
+ ],
+ "source": [
+ "free_area_GE['x'] = free_area_GE.centroid.x\n",
+ "free_area_GE['y'] = free_area_GE.centroid.y"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n",
+ "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+ "Try using .loc[row_indexer,col_indexer] = value instead\n",
+ "\n",
+ "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+ " super(GeoDataFrame, self).__setitem__(key, value)\n"
+ ]
+ }
+ ],
+ "source": [
+ "free_area_GE[['chx', 'chy']] = map_coords_to_pixel(free_area_GE[['x','y']], 500, 1000 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "HDD_weights = free_area_GE[['UUID', 'chx', 'chy']].drop_duplicates(subset = ['UUID']).merge(HDD_weighted_df, \n",
+ " on = ['chx', 'chy'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load potential"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "q_DROP_REF = 'q_drop_wrt_norm'\n",
+ "\n",
+ "fp = os.path.join(fp_scratch, 'Q_POT_' + dataset + '_thresh_%s_%s.csv' %(q_DROP_REF.split('_')[-1], VERSION))\n",
+ "Q_pot_auth = pd.read_csv( fp, index_col = 0 )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Q_pot_auth_GE = Q_pot_auth[Q_pot_auth.UUID.isin(free_area_GE.UUID)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
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"\n",
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- "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
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+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>UUID</th>\n",
+ " <th>H</th>\n",
+ " <th>BHE_count</th>\n",
+ " <th>B</th>\n",
+ " <th>q_drop_wrt_norm</th>\n",
+ " <th>q_max_field</th>\n",
+ " <th>q_max_BHE</th>\n",
+ " <th>q_norm</th>\n",
+ " <th>Q_field</th>\n",
+ " <th>Q_BHE</th>\n",
+ " <th>H_max</th>\n",
+ " <th>B_eff</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>{000166BB-B93F-4DA2-89C1-287DB3CB9B97}</td>\n",
+ " <td>200</td>\n",
+ " <td>31.0</td>\n",
+ " <td>30</td>\n",
+ " <td>0.839226</td>\n",
+ " <td>37.812919</td>\n",
+ " <td>44.768866</td>\n",
+ " <td>45.056910</td>\n",
+ " <td>421828.064482</td>\n",
+ " <td>16110.524191</td>\n",
+ " <td>200.0</td>\n",
+ " <td>30.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>{00032F84-C9E7-4880-A932-9DE7BDEF4BCA}</td>\n",
+ " <td>200</td>\n",
+ " <td>7.0</td>\n",
+ " <td>30</td>\n",
+ " <td>0.823855</td>\n",
+ " <td>38.875648</td>\n",
+ " <td>46.412663</td>\n",
+ " <td>47.187497</td>\n",
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+ " <td>16924.841625</td>\n",
+ " <td>200.0</td>\n",
+ " <td>30.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>{0005DAD5-BB4B-47B7-B31D-0F39928E029D}</td>\n",
+ " <td>200</td>\n",
+ " <td>1.0</td>\n",
+ " <td>30</td>\n",
+ " <td>0.933049</td>\n",
+ " <td>45.494379</td>\n",
+ " <td>48.053862</td>\n",
+ " <td>48.758852</td>\n",
+ " <td>16435.299185</td>\n",
+ " <td>17359.938262</td>\n",
+ " <td>200.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>87</th>\n",
+ " <td>{000D635E-444B-44BA-A938-48A5DF3672DE}</td>\n",
+ " <td>200</td>\n",
+ " <td>9.0</td>\n",
+ " <td>15</td>\n",
+ " <td>0.816505</td>\n",
+ " <td>38.077633</td>\n",
+ " <td>46.772637</td>\n",
+ " <td>46.634891</td>\n",
+ " <td>123625.128157</td>\n",
+ " <td>16872.760897</td>\n",
+ " <td>200.0</td>\n",
+ " <td>15.0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>91</th>\n",
+ " <td>{000E912D-81F2-4D93-8687-797966BC5214}</td>\n",
+ " <td>200</td>\n",
+ " <td>1.0</td>\n",
+ " <td>40</td>\n",
+ " <td>0.961500</td>\n",
+ " <td>43.531065</td>\n",
+ " <td>45.123878</td>\n",
+ " <td>45.274108</td>\n",
+ " <td>15661.606678</td>\n",
+ " <td>16234.668892</td>\n",
+ " <td>200.0</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
],
"text/plain": [
- "<xarray.DataArray ()>\n",
- "array(1264.56206538)"
+ " UUID H BHE_count B \\\n",
+ "7 {000166BB-B93F-4DA2-89C1-287DB3CB9B97} 200 31.0 30 \n",
+ "15 {00032F84-C9E7-4880-A932-9DE7BDEF4BCA} 200 7.0 30 \n",
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+ "91 {000E912D-81F2-4D93-8687-797966BC5214} 200 1.0 40 \n",
+ "\n",
+ " q_drop_wrt_norm q_max_field q_max_BHE q_norm Q_field \\\n",
+ "7 0.839226 37.812919 44.768866 45.056910 421828.064482 \n",
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+ "87 0.816505 38.077633 46.772637 46.634891 123625.128157 \n",
+ "91 0.961500 43.531065 45.123878 45.274108 15661.606678 \n",
+ "\n",
+ " Q_BHE H_max B_eff \n",
+ "7 16110.524191 200.0 30.0 \n",
+ "15 16924.841625 200.0 30.0 \n",
+ "35 17359.938262 200.0 NaN \n",
+ "87 16872.760897 200.0 15.0 \n",
+ "91 16234.668892 200.0 NaN "
]
},
- "execution_count": 20,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "get_yearly_sum(SER_demand_GE.sum(dim = 'EGID')) / 1e9"
+ "Q_pot_auth_GE.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Q_pot_auth_GE.to_csv('/work/hyenergy/output/data_geneva/geothermal/geothermal_potential_GE.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Merge residential and service sector"
+ "### Create monthly potential"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
- "hourly_profiles = xr.merge([RES_demand_GE.rename('residential_W'), SER_demand_GE.rename('service_W')]).fillna(0)"
+ "Q_pot_monthly = Q_pot_auth_GE[['UUID', 'Q_field']].merge(HDD_weights[['UUID', 'month', 'HDD']], on = 'UUID')"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
- "hourly_profiles['demand_all_W'] = hourly_profiles.residential_W + hourly_profiles.service_W"
+ "Q_pot_monthly['Q_field_monthly'] = Q_pot_monthly.Q_field * Q_pot_monthly.HDD"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Q_pot_month_xr = Q_pot_monthly.set_index(['UUID', 'month'])[['HDD', 'Q_field_monthly']].to_xarray()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Q_pot_month_xr['Q_field_monthly'].attrs['units'] = 'kWh'\n",
+ "Q_pot_month_xr = Q_pot_month_xr.rename({'Q_field_monthly' : 'Q_field'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
- "Dimensions: ()\n",
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- " residential_W float64 0.6923\n",
- " service_W float64 1.265\n",
- " demand_all_W float64 1.957</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-fd0bfc20-9eb5-4885-9bdb-10bc83dcb8cd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fd0bfc20-9eb5-4885-9bdb-10bc83dcb8cd' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4a863648-91ec-4e25-b36e-5ee1772d9c09' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4a863648-91ec-4e25-b36e-5ee1772d9c09' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-3a9da23b-16e8-43d5-83a5-e9115b352ac5' class='xr-section-summary-in' type='checkbox' checked><label for='section-3a9da23b-16e8-43d5-83a5-e9115b352ac5' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6923</div><input id='attrs-a0a22c2d-3adb-439f-9073-346907f1e29b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a0a22c2d-3adb-439f-9073-346907f1e29b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02bd61df-fcf2-4eea-ac41-2b17f158a3ca' class='xr-var-data-in' type='checkbox'><label for='data-02bd61df-fcf2-4eea-ac41-2b17f158a3ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.69227676)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.265</div><input id='attrs-8cd091a5-f27b-4e65-ad52-278759f7978c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cd091a5-f27b-4e65-ad52-278759f7978c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-451b4725-b03d-42fa-95c9-4acf877f732e' class='xr-var-data-in' type='checkbox'><label for='data-451b4725-b03d-42fa-95c9-4acf877f732e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.26456207)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>demand_all_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.957</div><input id='attrs-41493b9a-34d1-4c77-8116-de61c3fd1e5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41493b9a-34d1-4c77-8116-de61c3fd1e5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc23c919-b5ce-4339-84fa-9c48750e3427' class='xr-var-data-in' type='checkbox'><label for='data-cc23c919-b5ce-4339-84fa-9c48750e3427' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.95683883)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-40838e0b-dace-442b-bff9-36c4a0ebda16' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-40838e0b-dace-442b-bff9-36c4a0ebda16' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ " HDD (UUID, month) float32 0.19258045 0.16387075 ... 0.18211544\n",
+ " Q_field (UUID, month) float64 8.124e+04 6.913e+04 ... 8.004e+03 1.023e+04</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0c118359-1e2a-4cf1-93a7-2891ebd9af3e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0c118359-1e2a-4cf1-93a7-2891ebd9af3e' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>UUID</span>: 18666</li><li><span class='xr-has-index'>month</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6b69a453-7e82-445b-9f5f-d3c635274e25' class='xr-section-summary-in' type='checkbox' checked><label for='section-6b69a453-7e82-445b-9f5f-d3c635274e25' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>UUID</span></div><div class='xr-var-dims'>(UUID)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;{000166BB-B93F-4DA2-89C1-287DB3...</div><input id='attrs-1f8e5ec5-f080-4ddf-837f-0f0c729043bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f8e5ec5-f080-4ddf-837f-0f0c729043bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b772ed1c-a4eb-4277-8b05-636ea4d93963' class='xr-var-data-in' type='checkbox'><label for='data-b772ed1c-a4eb-4277-8b05-636ea4d93963' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;{000166BB-B93F-4DA2-89C1-287DB3CB9B97}&#x27;,\n",
+ " &#x27;{00032F84-C9E7-4880-A932-9DE7BDEF4BCA}&#x27;,\n",
+ " &#x27;{0005DAD5-BB4B-47B7-B31D-0F39928E029D}&#x27;, ...,\n",
+ " &#x27;{FFF95A19-8984-45A2-B748-29A0002E582C}&#x27;,\n",
+ " &#x27;{FFFD3DAE-27A0-47D6-8347-999E2E627CE7}&#x27;,\n",
+ " &#x27;{FFFFB4A9-FEED-4197-A806-2885566643C0}&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-f6ffcb31-9b5b-4c8b-b79f-5d10a98226ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6ffcb31-9b5b-4c8b-b79f-5d10a98226ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0570d816-5c12-4f72-9b3e-b972521a6f5a' class='xr-var-data-in' type='checkbox'><label for='data-0570d816-5c12-4f72-9b3e-b972521a6f5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7a4aa7bf-e413-43ee-b4b5-752ea9002339' class='xr-section-summary-in' type='checkbox' checked><label for='section-7a4aa7bf-e413-43ee-b4b5-752ea9002339' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>HDD</span></div><div class='xr-var-dims'>(UUID, month)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.19258045 ... 0.18211544</div><input id='attrs-50d387d8-120b-443f-ad4b-cd593895506f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50d387d8-120b-443f-ad4b-cd593895506f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d040861-6ff1-429f-94aa-7f77fd20c1cf' class='xr-var-data-in' type='checkbox'><label for='data-1d040861-6ff1-429f-94aa-7f77fd20c1cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.19258045, 0.16387075, 0.1353702 , ..., 0.06741802, 0.14327684,\n",
+ " 0.18333815],\n",
+ " [0.18487054, 0.15786278, 0.13482587, ..., 0.07185186, 0.13954437,\n",
+ " 0.17725132],\n",
+ " [0.18996061, 0.16179968, 0.13544248, ..., 0.06964614, 0.14186311,\n",
+ " 0.18117408],\n",
+ " ...,\n",
+ " [0.19091675, 0.16255808, 0.1353776 , ..., 0.06908458, 0.14243785,\n",
+ " 0.18202004],\n",
+ " [0.18779016, 0.16012847, 0.13519837, ..., 0.07033049, 0.14093742,\n",
+ " 0.17941685],\n",
+ " [0.19098555, 0.16263299, 0.13545178, ..., 0.06867427, 0.14248171,\n",
+ " 0.18211544]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q_field</span></div><div class='xr-var-dims'>(UUID, month)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.124e+04 6.913e+04 ... 1.023e+04</div><input id='attrs-0c2a4ade-a0a4-41e8-92a3-e06f47125256' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c2a4ade-a0a4-41e8-92a3-e06f47125256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15f82f14-3c9d-4d73-a514-e30cfeb9f15c' class='xr-var-data-in' type='checkbox'><label for='data-15f82f14-3c9d-4d73-a514-e30cfeb9f15c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[81235.83704676, 69125.28208138, 57102.94730827, ...,\n",
+ " 28438.81455146, 60438.19229145, 77337.17712138],\n",
+ " [18345.5833144 , 15665.4749374 , 13379.41255325, ...,\n",
+ " 7130.20234528, 13847.65149806, 17589.49215929],\n",
+ " [ 3122.059522 , 2659.22621738, 2226.03768852, ...,\n",
+ " 1144.65518783, 2331.5626181 , 2977.65028411],\n",
+ " ...,\n",
+ " [ 1703.16995368, 1450.18202983, 1207.70475018, ...,\n",
+ " 616.3041791 , 1270.68925417, 1623.80234014],\n",
+ " [ 7897.46309577, 6734.1587374 , 5685.73007655, ...,\n",
+ " 2957.72945585, 5927.08415957, 7545.32605922],\n",
+ " [10728.18786692, 9135.54600241, 7608.70214351, ...,\n",
+ " 3857.62403595, 8003.59313313, 10229.92918814]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eecdcfdf-fec8-4e6f-a697-36352d19044f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eecdcfdf-fec8-4e6f-a697-36352d19044f' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
- "Dimensions: ()\n",
+ "Dimensions: (UUID: 18666, month: 12)\n",
+ "Coordinates:\n",
+ " * UUID (UUID) object '{000166BB-B93F-4DA2-89C1-287DB3CB9B97}' ... '{FFF...\n",
+ " * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
- " residential_W float64 0.6923\n",
- " service_W float64 1.265\n",
- " demand_all_W float64 1.957"
+ " HDD (UUID, month) float32 0.19258045 0.16387075 ... 0.18211544\n",
+ " Q_field (UUID, month) float64 8.124e+04 6.913e+04 ... 8.004e+03 1.023e+04"
]
},
- "execution_count": 23,
+ "execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "get_yearly_sum(hourly_profiles.sum(dim = 'EGID')) / 1e12"
+ "Q_pot_month_xr"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
- "hourly_profiles.to_netcdf('/work/hyenergy/output/data_geneva/electricity_demand/electricity_demand_hourly_GE.nc')"
+ "Q_pot_month_xr.to_netcdf('/work/hyenergy/output/data_geneva/geothermal/geothermal_potential_monthly_GE.nc')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
diff --git a/data_prep_GE/Extract_data_GE.ipynb b/data_prep_GE/Extract_data_GE.ipynb
index ad556c5..73fd27c 100644
--- a/data_prep_GE/Extract_data_GE.ipynb
+++ b/data_prep_GE/Extract_data_GE.ipynb
@@ -1,13065 +1,13666 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/.local/lib/python3.6/site-packages/dask/config.py:129: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" data = yaml.load(f.read()) or {}\n",
"/home/walch/.local/lib/python3.6/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" defaults = yaml.load(f)\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import xarray as xr\n",
"\n",
"import os\n",
"import time\n",
"\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"\n",
"from geo_util import *\n",
"from demand_mapping import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load GE boundaries"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"CH_fp = '/work/hyenergy/raw/Surface_data/swissBOUNDARIES3D/BOUNDARIES_2019/DATEN/swissBOUNDARIES3D/SHAPEFILE_LV95_LN02/swissBOUNDARIES3D_1_3_TLM_HOHEITSGEBIET.shp'\n",
"CH = gpd.read_file( CH_fp )"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"GE = CH[CH.KANTONSNUM == 25]"
]
},
{
"cell_type": "code",
"execution_count": 4,
- "metadata": {},
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UUID</th>\n",
" <th>DATUM_AEND</th>\n",
" <th>DATUM_ERST</th>\n",
" <th>ERSTELL_J</th>\n",
" <th>ERSTELL_M</th>\n",
" <th>REVISION_J</th>\n",
" <th>REVISION_M</th>\n",
" <th>GRUND_AEND</th>\n",
" <th>HERKUNFT</th>\n",
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" <th>SHN</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>501</th>\n",
" <td>{1A1E783A-AB07-4534-93F0-5219E35CB82C}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
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" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Satigny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>4109.0</td>\n",
" <td>6638</td>\n",
" <td>0</td>\n",
" <td>1892.0</td>\n",
" <td>CH25006638</td>\n",
" <td>POLYGON Z ((2492576.699 1120949.887 442.962, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>520</th>\n",
" <td>{B9D2A8BB-2A0B-4F54-9200-F9947892E6F1}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Genève</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>200548.0</td>\n",
" <td>6621</td>\n",
" <td>0</td>\n",
" <td>1830.0</td>\n",
" <td>CH25006621</td>\n",
" <td>POLYGON Z ((2498060.531 1119818.414 449.706, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>634</th>\n",
" <td>{A474A84E-3D50-4DB1-BB29-4A92F2505237}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Versoix</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>13329.0</td>\n",
" <td>6644</td>\n",
" <td>0</td>\n",
" <td>1515.0</td>\n",
" <td>CH25006644</td>\n",
" <td>POLYGON Z ((2504443.293 1126647.032 372.130, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>{4C3030F2-6EEC-4CA1-9262-B25413E2283A}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Bernex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>10007.0</td>\n",
" <td>6607</td>\n",
" <td>0</td>\n",
" <td>1295.0</td>\n",
" <td>CH25006607</td>\n",
" <td>POLYGON Z ((2495618.944 1116560.831 380.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>858</th>\n",
" <td>{153F078B-ABEC-4D0D-B322-F3732094BD7E}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Jussy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1294.0</td>\n",
" <td>6626</td>\n",
" <td>0</td>\n",
" <td>1135.0</td>\n",
" <td>CH25006626</td>\n",
" <td>POLYGON Z ((2508888.006 1122038.852 451.598, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>904</th>\n",
" <td>{498388F2-C3AA-451E-B621-27B6951175EA}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Collonge-Bellerive</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>8126.0</td>\n",
" <td>6616</td>\n",
" <td>0</td>\n",
" <td>1069.0</td>\n",
" <td>CH25006616</td>\n",
" <td>POLYGON Z ((2502394.676 1121877.679 372.130, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>965</th>\n",
" <td>{0C5DFFF1-4B34-4D9C-A9B3-AE5B149C2602}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Meyrin</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>24144.0</td>\n",
" <td>6630</td>\n",
" <td>0</td>\n",
" <td>994.0</td>\n",
" <td>CH25006630</td>\n",
" <td>POLYGON Z ((2497638.415 1120142.532 437.753, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1080</th>\n",
" <td>{74530E45-7A87-4088-9469-DBFE5BA5523D}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Anières</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2456.0</td>\n",
" <td>6602</td>\n",
" <td>0</td>\n",
" <td>877.0</td>\n",
" <td>CH25006602</td>\n",
" <td>POLYGON Z ((2507937.789 1126685.441 409.224, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1091</th>\n",
" <td>{8C619DBC-B025-4134-A185-0C8BD06445D6}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Dardagny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1861.0</td>\n",
" <td>6620</td>\n",
" <td>0</td>\n",
" <td>860.0</td>\n",
" <td>CH25006620</td>\n",
" <td>POLYGON Z ((2488270.348 1114962.683 347.372, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1153</th>\n",
" <td>{1B2E3EE3-44C7-4E3F-893B-64EF5AFA3C16}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Céligny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>787.0</td>\n",
" <td>6610</td>\n",
" <td>1</td>\n",
" <td>859.0</td>\n",
" <td>CH25006610</td>\n",
" <td>POLYGON Z ((2502708.166 1135341.359 472.803, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1192</th>\n",
" <td>{E2B72FE2-B742-4200-9EA6-74944A8C56A0}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Vernier</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>35132.0</td>\n",
" <td>6643</td>\n",
" <td>0</td>\n",
" <td>769.0</td>\n",
" <td>CH25006643</td>\n",
" <td>POLYGON Z ((2497638.415 1120142.532 437.753, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1227</th>\n",
" <td>{8817494B-847C-4C7C-9404-DB5484BA4F7E}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Cologny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>5531.0</td>\n",
" <td>6617</td>\n",
" <td>0</td>\n",
" <td>743.0</td>\n",
" <td>CH25006617</td>\n",
" <td>POLYGON Z ((2501865.866 1120021.790 372.130, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1290</th>\n",
" <td>{C618FEA1-B080-44C3-8C48-546E22E8539A}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Meinier</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2141.0</td>\n",
" <td>6629</td>\n",
" <td>0</td>\n",
" <td>695.0</td>\n",
" <td>CH25006629</td>\n",
" <td>POLYGON Z ((2508888.006 1122038.852 451.598, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1309</th>\n",
" <td>{F654FF53-2589-40F0-A882-E40BC5F4986D}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1999</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Collex-Bossy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1687.0</td>\n",
" <td>6615</td>\n",
" <td>0</td>\n",
" <td>689.0</td>\n",
" <td>CH25006615</td>\n",
" <td>POLYGON Z ((2499984.874 1125372.267 425.443, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1369</th>\n",
" <td>{5FD9C24B-77B7-4B78-A89E-DE8B366F684E}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Veyrier</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>11540.0</td>\n",
" <td>6645</td>\n",
" <td>0</td>\n",
" <td>650.0</td>\n",
" <td>CH25006645</td>\n",
" <td>POLYGON Z ((2502913.558 1115001.976 388.826, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1389</th>\n",
" <td>{8123F4BC-48C0-439E-AF0D-D21E009583C8}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Bellevue</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>3322.0</td>\n",
" <td>6606</td>\n",
" <td>0</td>\n",
" <td>635.0</td>\n",
" <td>CH25006606</td>\n",
" <td>POLYGON Z ((2498588.035 1122986.756 413.685, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1404</th>\n",
" <td>{CECE8C4B-8058-4726-A85F-5417232F7621}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Pregny-Chambésy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>3970.0</td>\n",
" <td>6634</td>\n",
" <td>0</td>\n",
" <td>627.0</td>\n",
" <td>CH25006634</td>\n",
" <td>POLYGON Z ((2501865.866 1120021.790 372.130, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1458</th>\n",
" <td>{5D47EA52-2903-4440-A19E-F7F05DEF030C}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Plan-les-Ouates</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>10697.0</td>\n",
" <td>6633</td>\n",
" <td>0</td>\n",
" <td>585.0</td>\n",
" <td>CH25006633</td>\n",
" <td>POLYGON Z ((2499615.782 1112332.407 450.335, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1546</th>\n",
" <td>{5EED03E6-497A-4D9A-8EC5-0ADC110D81F3}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Chancy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1691.0</td>\n",
" <td>6611</td>\n",
" <td>0</td>\n",
" <td>538.0</td>\n",
" <td>CH25006611</td>\n",
" <td>POLYGON Z ((2487481.864 1111135.718 353.256, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1564</th>\n",
" <td>{D6C7E262-30F3-46F8-9425-0E587C4D6CD0}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Genthod</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2779.0</td>\n",
" <td>6622</td>\n",
" <td>0</td>\n",
" <td>530.0</td>\n",
" <td>CH25006622</td>\n",
" <td>POLYGON Z ((2503273.286 1124502.365 372.130, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1579</th>\n",
" <td>{25EC46D8-A85D-4A01-AC3E-504091CBADF6}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1999</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Avusy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1434.0</td>\n",
" <td>6604</td>\n",
" <td>0</td>\n",
" <td>517.0</td>\n",
" <td>CH25006604</td>\n",
" <td>POLYGON Z ((2487481.864 1111135.718 353.256, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1604</th>\n",
" <td>{7736ECF1-FB76-4D2E-ACCE-C6EC2AEFCFE2}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Bardonnex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2215.0</td>\n",
" <td>6605</td>\n",
" <td>0</td>\n",
" <td>500.0</td>\n",
" <td>CH25006605</td>\n",
" <td>POLYGON Z ((2499615.782 1112332.407 450.335, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1615</th>\n",
" <td>{928FB155-862A-41E1-B336-14081E4FC8B6}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Russin</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>548.0</td>\n",
" <td>6637</td>\n",
" <td>0</td>\n",
" <td>491.0</td>\n",
" <td>CH25006637</td>\n",
" <td>POLYGON Z ((2489740.369 1114939.939 348.089, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1618</th>\n",
" <td>{7B1678A1-CB39-47FC-8DDE-D85FDE479F12}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Hermance</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1036.0</td>\n",
" <td>6625</td>\n",
" <td>0</td>\n",
" <td>491.0</td>\n",
" <td>CH25006625</td>\n",
" <td>POLYGON Z ((2507937.789 1126685.441 409.224, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1642</th>\n",
" <td>{ADC7D0ED-9836-4298-AB99-05F430CA35C0}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Lancy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>31942.0</td>\n",
" <td>6628</td>\n",
" <td>0</td>\n",
" <td>477.0</td>\n",
" <td>CH25006628</td>\n",
" <td>POLYGON Z ((2497435.086 1114714.788 397.654, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1656</th>\n",
" <td>{D49B4AA1-7176-418F-9E2B-D32C3BDDAAAA}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Presinge</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>687.0</td>\n",
" <td>6635</td>\n",
" <td>0</td>\n",
" <td>471.0</td>\n",
" <td>CH25006635</td>\n",
" <td>POLYGON Z ((2507047.061 1119261.180 430.229, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1670</th>\n",
" <td>{A1C1BD5E-A607-40D1-A9E5-AF3E882D0646}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Avully</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1763.0</td>\n",
" <td>6603</td>\n",
" <td>0</td>\n",
" <td>462.0</td>\n",
" <td>CH25006603</td>\n",
" <td>POLYGON Z ((2489740.369 1114939.939 348.089, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1705</th>\n",
" <td>{443E6758-E61E-4581-878D-BB2D7FDD6287}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Vandoeuvres</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2504.0</td>\n",
" <td>6642</td>\n",
" <td>0</td>\n",
" <td>442.0</td>\n",
" <td>CH25006642</td>\n",
" <td>POLYGON Z ((2505718.317 1118402.207 426.360, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1718</th>\n",
" <td>{3EB8F12A-8F4B-47A0-8162-95E59293B3A7}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Cartigny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>956.0</td>\n",
" <td>6609</td>\n",
" <td>0</td>\n",
" <td>438.0</td>\n",
" <td>CH25006609</td>\n",
" <td>POLYGON Z ((2492824.045 1115471.816 394.962, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1721</th>\n",
" <td>{1867B753-AAAB-48F3-BD42-42C9E369E6EE}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Le Grand-Saconnex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>12131.0</td>\n",
" <td>6623</td>\n",
" <td>0</td>\n",
" <td>438.0</td>\n",
" <td>CH25006623</td>\n",
" <td>POLYGON Z ((2499252.461 1120864.785 448.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1737</th>\n",
" <td>{247B2E26-E2B0-490D-812D-FAC63EDB05E9}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Corsier (GE)</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2071.0</td>\n",
" <td>6619</td>\n",
" <td>0</td>\n",
" <td>429.0</td>\n",
" <td>CH25006619</td>\n",
" <td>POLYGON Z ((2508348.911 1124110.354 432.789, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1767</th>\n",
" <td>{2C9A51F7-5111-4E5C-8B1D-8759C42C91DE}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Chêne-Bougeries</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>11862.0</td>\n",
" <td>6612</td>\n",
" <td>0</td>\n",
" <td>414.0</td>\n",
" <td>CH25006612</td>\n",
" <td>POLYGON Z ((2502913.558 1115001.976 388.826, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1811</th>\n",
" <td>{3023AB97-30A4-40B1-ABEF-5A9E5897DA1C}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Choulex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1149.0</td>\n",
" <td>6614</td>\n",
" <td>0</td>\n",
" <td>391.0</td>\n",
" <td>CH25006614</td>\n",
" <td>POLYGON Z ((2507047.061 1119261.180 430.229, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1829</th>\n",
" <td>{5ABCBD77-25F4-4C5B-9872-626AC8E3BD5C}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Laconnex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>682.0</td>\n",
" <td>6627</td>\n",
" <td>0</td>\n",
" <td>383.0</td>\n",
" <td>CH25006627</td>\n",
" <td>POLYGON Z ((2490443.456 1113451.058 430.210, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1831</th>\n",
" <td>{6D75284C-B2F5-4A22-9D29-C024C439CBC7}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Thônex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>14091.0</td>\n",
" <td>6640</td>\n",
" <td>0</td>\n",
" <td>382.0</td>\n",
" <td>CH25006640</td>\n",
" <td>POLYGON Z ((2506282.854 1117378.274 427.200, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1899</th>\n",
" <td>{23456159-F08F-4AAE-BD85-630F109A0230}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Troinex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2412.0</td>\n",
" <td>6641</td>\n",
" <td>0</td>\n",
" <td>343.0</td>\n",
" <td>CH25006641</td>\n",
" <td>POLYGON Z ((2499615.782 1112332.407 450.335, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1929</th>\n",
" <td>{4A99CCF1-E09F-4931-A2AD-2A8C78A811AE}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Gy</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>481.0</td>\n",
" <td>6624</td>\n",
" <td>0</td>\n",
" <td>329.0</td>\n",
" <td>CH25006624</td>\n",
" <td>POLYGON Z ((2508888.006 1122038.852 451.598, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1983</th>\n",
" <td>{849BDD12-47C6-4F4A-95A5-554B6364C306}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Soral</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>822.0</td>\n",
" <td>6639</td>\n",
" <td>0</td>\n",
" <td>294.0</td>\n",
" <td>CH25006639</td>\n",
" <td>POLYGON Z ((2494620.573 1111796.561 421.872, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1987</th>\n",
" <td>{B30072C2-AF45-4B75-8AC8-8A3BB6A90822}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Aire-la-Ville</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>1169.0</td>\n",
" <td>6601</td>\n",
" <td>0</td>\n",
" <td>293.0</td>\n",
" <td>CH25006601</td>\n",
" <td>POLYGON Z ((2492824.045 1115471.816 394.962, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <td>{76E49138-61AB-485C-AB3B-C9F46E25274B}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Onex</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>18977.0</td>\n",
" <td>6631</td>\n",
" <td>0</td>\n",
" <td>281.0</td>\n",
" <td>CH25006631</td>\n",
" <td>POLYGON Z ((2495618.944 1116560.831 380.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025</th>\n",
" <td>{B13A80F1-DCCF-485F-852C-627AF9251DCD}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Confignon</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>4618.0</td>\n",
" <td>6618</td>\n",
" <td>0</td>\n",
" <td>277.0</td>\n",
" <td>CH25006618</td>\n",
" <td>POLYGON Z ((2495618.944 1116560.831 380.792, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2043</th>\n",
" <td>{D7E8A67B-13C5-46F6-B572-060AD44C3F27}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Carouge (GE)</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>22336.0</td>\n",
" <td>6608</td>\n",
" <td>0</td>\n",
" <td>270.0</td>\n",
" <td>CH25006608</td>\n",
" <td>POLYGON Z ((2500791.337 1115077.758 378.577, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2045</th>\n",
" <td>{B71E19AE-2803-4248-8AA8-A95D418459AA}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Puplinge</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>2430.0</td>\n",
" <td>6636</td>\n",
" <td>0</td>\n",
" <td>267.0</td>\n",
" <td>CH25006636</td>\n",
" <td>POLYGON Z ((2506282.854 1117378.274 427.200, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2063</th>\n",
" <td>{BF098EA9-19C7-4D72-88A6-9369250188DD}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Perly-Certoux</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>3074.0</td>\n",
" <td>6632</td>\n",
" <td>0</td>\n",
" <td>254.0</td>\n",
" <td>CH25006632</td>\n",
" <td>POLYGON Z ((2494620.573 1111796.561 421.872, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2259</th>\n",
" <td>{2F46A233-6793-4A60-9B09-660DA424F829}</td>\n",
" <td>2018-11-21</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2019</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Chêne-Bourg</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>8708.0</td>\n",
" <td>6613</td>\n",
" <td>0</td>\n",
" <td>128.0</td>\n",
" <td>CH25006613</td>\n",
" <td>POLYGON Z ((2504493.884 1118057.310 422.798, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2306</th>\n",
" <td>{DF2524F4-7A19-4C6F-8705-D6FF4373F7D4}</td>\n",
" <td>2015-12-10</td>\n",
" <td>2008-11-24</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" <td>2019</td>\n",
" <td>1</td>\n",
" <td>Verbessert</td>\n",
" <td>AV</td>\n",
" <td>2015</td>\n",
" <td>...</td>\n",
" <td>2018_Aufbau</td>\n",
" <td>Céligny</td>\n",
" <td>25.0</td>\n",
" <td>CH</td>\n",
" <td>NaN</td>\n",
" <td>6610</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>CH25006610</td>\n",
" <td>POLYGON Z ((2502086.490 1133206.430 472.669, 2...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>46 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" UUID DATUM_AEND DATUM_ERST \\\n",
"501 {1A1E783A-AB07-4534-93F0-5219E35CB82C} 2018-11-21 2008-11-24 \n",
"520 {B9D2A8BB-2A0B-4F54-9200-F9947892E6F1} 2018-11-21 2008-11-24 \n",
"634 {A474A84E-3D50-4DB1-BB29-4A92F2505237} 2018-11-21 2008-11-24 \n",
"740 {4C3030F2-6EEC-4CA1-9262-B25413E2283A} 2018-11-21 2008-11-24 \n",
"858 {153F078B-ABEC-4D0D-B322-F3732094BD7E} 2018-11-21 2008-11-24 \n",
"904 {498388F2-C3AA-451E-B621-27B6951175EA} 2018-11-21 2008-11-24 \n",
"965 {0C5DFFF1-4B34-4D9C-A9B3-AE5B149C2602} 2018-11-21 2008-11-24 \n",
"1080 {74530E45-7A87-4088-9469-DBFE5BA5523D} 2018-11-21 2008-11-24 \n",
"1091 {8C619DBC-B025-4134-A185-0C8BD06445D6} 2018-11-21 2008-11-24 \n",
"1153 {1B2E3EE3-44C7-4E3F-893B-64EF5AFA3C16} 2018-11-21 2008-11-24 \n",
"1192 {E2B72FE2-B742-4200-9EA6-74944A8C56A0} 2018-11-21 2008-11-24 \n",
"1227 {8817494B-847C-4C7C-9404-DB5484BA4F7E} 2018-11-21 2008-11-24 \n",
"1290 {C618FEA1-B080-44C3-8C48-546E22E8539A} 2018-11-21 2008-11-24 \n",
"1309 {F654FF53-2589-40F0-A882-E40BC5F4986D} 2018-11-21 2008-11-24 \n",
"1369 {5FD9C24B-77B7-4B78-A89E-DE8B366F684E} 2018-11-21 2008-11-24 \n",
"1389 {8123F4BC-48C0-439E-AF0D-D21E009583C8} 2018-11-21 2008-11-24 \n",
"1404 {CECE8C4B-8058-4726-A85F-5417232F7621} 2018-11-21 2008-11-24 \n",
"1458 {5D47EA52-2903-4440-A19E-F7F05DEF030C} 2018-11-21 2008-11-24 \n",
"1546 {5EED03E6-497A-4D9A-8EC5-0ADC110D81F3} 2018-11-21 2008-11-24 \n",
"1564 {D6C7E262-30F3-46F8-9425-0E587C4D6CD0} 2018-11-21 2008-11-24 \n",
"1579 {25EC46D8-A85D-4A01-AC3E-504091CBADF6} 2018-11-21 2008-11-24 \n",
"1604 {7736ECF1-FB76-4D2E-ACCE-C6EC2AEFCFE2} 2018-11-21 2008-11-24 \n",
"1615 {928FB155-862A-41E1-B336-14081E4FC8B6} 2018-11-21 2008-11-24 \n",
"1618 {7B1678A1-CB39-47FC-8DDE-D85FDE479F12} 2018-11-21 2008-11-24 \n",
"1642 {ADC7D0ED-9836-4298-AB99-05F430CA35C0} 2018-11-21 2008-11-24 \n",
"1656 {D49B4AA1-7176-418F-9E2B-D32C3BDDAAAA} 2018-11-21 2008-11-24 \n",
"1670 {A1C1BD5E-A607-40D1-A9E5-AF3E882D0646} 2018-11-21 2008-11-24 \n",
"1705 {443E6758-E61E-4581-878D-BB2D7FDD6287} 2018-11-21 2008-11-24 \n",
"1718 {3EB8F12A-8F4B-47A0-8162-95E59293B3A7} 2018-11-21 2008-11-24 \n",
"1721 {1867B753-AAAB-48F3-BD42-42C9E369E6EE} 2018-11-21 2008-11-24 \n",
"1737 {247B2E26-E2B0-490D-812D-FAC63EDB05E9} 2018-11-21 2008-11-24 \n",
"1767 {2C9A51F7-5111-4E5C-8B1D-8759C42C91DE} 2018-11-21 2008-11-24 \n",
"1811 {3023AB97-30A4-40B1-ABEF-5A9E5897DA1C} 2018-11-21 2008-11-24 \n",
"1829 {5ABCBD77-25F4-4C5B-9872-626AC8E3BD5C} 2018-11-21 2008-11-24 \n",
"1831 {6D75284C-B2F5-4A22-9D29-C024C439CBC7} 2018-11-21 2008-11-24 \n",
"1899 {23456159-F08F-4AAE-BD85-630F109A0230} 2018-11-21 2008-11-24 \n",
"1929 {4A99CCF1-E09F-4931-A2AD-2A8C78A811AE} 2018-11-21 2008-11-24 \n",
"1983 {849BDD12-47C6-4F4A-95A5-554B6364C306} 2018-11-21 2008-11-24 \n",
"1987 {B30072C2-AF45-4B75-8AC8-8A3BB6A90822} 2018-11-21 2008-11-24 \n",
"2019 {76E49138-61AB-485C-AB3B-C9F46E25274B} 2018-11-21 2008-11-24 \n",
"2025 {B13A80F1-DCCF-485F-852C-627AF9251DCD} 2018-11-21 2008-11-24 \n",
"2043 {D7E8A67B-13C5-46F6-B572-060AD44C3F27} 2018-11-21 2008-11-24 \n",
"2045 {B71E19AE-2803-4248-8AA8-A95D418459AA} 2018-11-21 2008-11-24 \n",
"2063 {BF098EA9-19C7-4D72-88A6-9369250188DD} 2018-11-21 2008-11-24 \n",
"2259 {2F46A233-6793-4A60-9B09-660DA424F829} 2018-11-21 2008-11-24 \n",
"2306 {DF2524F4-7A19-4C6F-8705-D6FF4373F7D4} 2015-12-10 2008-11-24 \n",
"\n",
" ERSTELL_J ERSTELL_M REVISION_J REVISION_M GRUND_AEND HERKUNFT \\\n",
"501 1997 1 2019 1 Verbessert AV \n",
"520 2000 1 2019 1 Verbessert AV \n",
"634 1997 1 2019 1 Verbessert AV \n",
"740 1997 1 2019 1 Verbessert AV \n",
"858 1997 1 2019 1 Verbessert AV \n",
"904 1997 1 2019 1 Verbessert AV \n",
"965 1997 1 2019 1 Verbessert AV \n",
"1080 1997 1 2019 1 Verbessert AV \n",
"1091 1997 1 2019 1 Verbessert AV \n",
"1153 1997 1 2019 1 Verbessert AV \n",
"1192 1997 1 2019 1 Verbessert AV \n",
"1227 1997 1 2019 1 Verbessert AV \n",
"1290 1997 1 2019 1 Verbessert AV \n",
"1309 1999 1 2019 1 Verbessert AV \n",
"1369 1997 1 2019 1 Verbessert AV \n",
"1389 1997 1 2019 1 Verbessert AV \n",
"1404 2000 1 2019 1 Verbessert AV \n",
"1458 1997 1 2019 1 Verbessert AV \n",
"1546 1997 1 2019 1 Verbessert AV \n",
"1564 1997 1 2019 1 Verbessert AV \n",
"1579 1999 1 2019 1 Verbessert AV \n",
"1604 2000 1 2019 1 Verbessert AV \n",
"1615 1997 1 2019 1 Verbessert AV \n",
"1618 1997 1 2019 1 Verbessert AV \n",
"1642 1997 1 2019 1 Verbessert AV \n",
"1656 1997 1 2019 1 Verbessert AV \n",
"1670 1997 1 2019 1 Verbessert AV \n",
"1705 1997 1 2019 1 Verbessert AV \n",
"1718 1997 1 2019 1 Verbessert AV \n",
"1721 1997 1 2019 1 Verbessert AV \n",
"1737 1997 1 2019 1 Verbessert AV \n",
"1767 1997 1 2019 1 Verbessert AV \n",
"1811 1997 1 2019 1 Verbessert AV \n",
"1829 1997 1 2019 1 Verbessert AV \n",
"1831 1997 1 2019 1 Verbessert AV \n",
"1899 1997 1 2019 1 Verbessert AV \n",
"1929 1997 1 2019 1 Verbessert AV \n",
"1983 2000 1 2019 1 Verbessert AV \n",
"1987 1997 1 2019 1 Verbessert AV \n",
"2019 2000 1 2019 1 Verbessert AV \n",
"2025 1997 1 2019 1 Verbessert AV \n",
"2043 1997 1 2019 1 Verbessert AV \n",
"2045 1997 1 2019 1 Verbessert AV \n",
"2063 1997 1 2019 1 Verbessert AV \n",
"2259 1997 1 2019 1 Verbessert AV \n",
"2306 1997 1 2019 1 Verbessert AV \n",
"\n",
" HERKUNFT_J ... REVISION_Q NAME KANTONSNUM ICC \\\n",
"501 2019 ... 2018_Aufbau Satigny 25.0 CH \n",
"520 2019 ... 2018_Aufbau Genève 25.0 CH \n",
"634 2019 ... 2018_Aufbau Versoix 25.0 CH \n",
"740 2019 ... 2018_Aufbau Bernex 25.0 CH \n",
"858 2019 ... 2018_Aufbau Jussy 25.0 CH \n",
"904 2019 ... 2018_Aufbau Collonge-Bellerive 25.0 CH \n",
"965 2019 ... 2018_Aufbau Meyrin 25.0 CH \n",
"1080 2019 ... 2018_Aufbau Anières 25.0 CH \n",
"1091 2019 ... 2018_Aufbau Dardagny 25.0 CH \n",
"1153 2019 ... 2018_Aufbau Céligny 25.0 CH \n",
"1192 2019 ... 2018_Aufbau Vernier 25.0 CH \n",
"1227 2019 ... 2018_Aufbau Cologny 25.0 CH \n",
"1290 2019 ... 2018_Aufbau Meinier 25.0 CH \n",
"1309 2019 ... 2018_Aufbau Collex-Bossy 25.0 CH \n",
"1369 2019 ... 2018_Aufbau Veyrier 25.0 CH \n",
"1389 2019 ... 2018_Aufbau Bellevue 25.0 CH \n",
"1404 2019 ... 2018_Aufbau Pregny-Chambésy 25.0 CH \n",
"1458 2019 ... 2018_Aufbau Plan-les-Ouates 25.0 CH \n",
"1546 2019 ... 2018_Aufbau Chancy 25.0 CH \n",
"1564 2019 ... 2018_Aufbau Genthod 25.0 CH \n",
"1579 2019 ... 2018_Aufbau Avusy 25.0 CH \n",
"1604 2019 ... 2018_Aufbau Bardonnex 25.0 CH \n",
"1615 2019 ... 2018_Aufbau Russin 25.0 CH \n",
"1618 2019 ... 2018_Aufbau Hermance 25.0 CH \n",
"1642 2019 ... 2018_Aufbau Lancy 25.0 CH \n",
"1656 2019 ... 2018_Aufbau Presinge 25.0 CH \n",
"1670 2019 ... 2018_Aufbau Avully 25.0 CH \n",
"1705 2019 ... 2018_Aufbau Vandoeuvres 25.0 CH \n",
"1718 2019 ... 2018_Aufbau Cartigny 25.0 CH \n",
"1721 2019 ... 2018_Aufbau Le Grand-Saconnex 25.0 CH \n",
"1737 2019 ... 2018_Aufbau Corsier (GE) 25.0 CH \n",
"1767 2019 ... 2018_Aufbau Chêne-Bougeries 25.0 CH \n",
"1811 2019 ... 2018_Aufbau Choulex 25.0 CH \n",
"1829 2019 ... 2018_Aufbau Laconnex 25.0 CH \n",
"1831 2019 ... 2018_Aufbau Thônex 25.0 CH \n",
"1899 2019 ... 2018_Aufbau Troinex 25.0 CH \n",
"1929 2019 ... 2018_Aufbau Gy 25.0 CH \n",
"1983 2019 ... 2018_Aufbau Soral 25.0 CH \n",
"1987 2019 ... 2018_Aufbau Aire-la-Ville 25.0 CH \n",
"2019 2019 ... 2018_Aufbau Onex 25.0 CH \n",
"2025 2019 ... 2018_Aufbau Confignon 25.0 CH \n",
"2043 2019 ... 2018_Aufbau Carouge (GE) 25.0 CH \n",
"2045 2019 ... 2018_Aufbau Puplinge 25.0 CH \n",
"2063 2019 ... 2018_Aufbau Perly-Certoux 25.0 CH \n",
"2259 2019 ... 2018_Aufbau Chêne-Bourg 25.0 CH \n",
"2306 2015 ... 2018_Aufbau Céligny 25.0 CH \n",
"\n",
" EINWOHNERZ BFS_NUMMER GEM_TEIL GEM_FLAECH SHN \\\n",
"501 4109.0 6638 0 1892.0 CH25006638 \n",
"520 200548.0 6621 0 1830.0 CH25006621 \n",
"634 13329.0 6644 0 1515.0 CH25006644 \n",
"740 10007.0 6607 0 1295.0 CH25006607 \n",
"858 1294.0 6626 0 1135.0 CH25006626 \n",
"904 8126.0 6616 0 1069.0 CH25006616 \n",
"965 24144.0 6630 0 994.0 CH25006630 \n",
"1080 2456.0 6602 0 877.0 CH25006602 \n",
"1091 1861.0 6620 0 860.0 CH25006620 \n",
"1153 787.0 6610 1 859.0 CH25006610 \n",
"1192 35132.0 6643 0 769.0 CH25006643 \n",
"1227 5531.0 6617 0 743.0 CH25006617 \n",
"1290 2141.0 6629 0 695.0 CH25006629 \n",
"1309 1687.0 6615 0 689.0 CH25006615 \n",
"1369 11540.0 6645 0 650.0 CH25006645 \n",
"1389 3322.0 6606 0 635.0 CH25006606 \n",
"1404 3970.0 6634 0 627.0 CH25006634 \n",
"1458 10697.0 6633 0 585.0 CH25006633 \n",
"1546 1691.0 6611 0 538.0 CH25006611 \n",
"1564 2779.0 6622 0 530.0 CH25006622 \n",
"1579 1434.0 6604 0 517.0 CH25006604 \n",
"1604 2215.0 6605 0 500.0 CH25006605 \n",
"1615 548.0 6637 0 491.0 CH25006637 \n",
"1618 1036.0 6625 0 491.0 CH25006625 \n",
"1642 31942.0 6628 0 477.0 CH25006628 \n",
"1656 687.0 6635 0 471.0 CH25006635 \n",
"1670 1763.0 6603 0 462.0 CH25006603 \n",
"1705 2504.0 6642 0 442.0 CH25006642 \n",
"1718 956.0 6609 0 438.0 CH25006609 \n",
"1721 12131.0 6623 0 438.0 CH25006623 \n",
"1737 2071.0 6619 0 429.0 CH25006619 \n",
"1767 11862.0 6612 0 414.0 CH25006612 \n",
"1811 1149.0 6614 0 391.0 CH25006614 \n",
"1829 682.0 6627 0 383.0 CH25006627 \n",
"1831 14091.0 6640 0 382.0 CH25006640 \n",
"1899 2412.0 6641 0 343.0 CH25006641 \n",
"1929 481.0 6624 0 329.0 CH25006624 \n",
"1983 822.0 6639 0 294.0 CH25006639 \n",
"1987 1169.0 6601 0 293.0 CH25006601 \n",
"2019 18977.0 6631 0 281.0 CH25006631 \n",
"2025 4618.0 6618 0 277.0 CH25006618 \n",
"2043 22336.0 6608 0 270.0 CH25006608 \n",
"2045 2430.0 6636 0 267.0 CH25006636 \n",
"2063 3074.0 6632 0 254.0 CH25006632 \n",
"2259 8708.0 6613 0 128.0 CH25006613 \n",
"2306 NaN 6610 2 NaN CH25006610 \n",
"\n",
" geometry \n",
"501 POLYGON Z ((2492576.699 1120949.887 442.962, 2... \n",
"520 POLYGON Z ((2498060.531 1119818.414 449.706, 2... \n",
"634 POLYGON Z ((2504443.293 1126647.032 372.130, 2... \n",
"740 POLYGON Z ((2495618.944 1116560.831 380.792, 2... \n",
"858 POLYGON Z ((2508888.006 1122038.852 451.598, 2... \n",
"904 POLYGON Z ((2502394.676 1121877.679 372.130, 2... \n",
"965 POLYGON Z ((2497638.415 1120142.532 437.753, 2... \n",
"1080 POLYGON Z ((2507937.789 1126685.441 409.224, 2... \n",
"1091 POLYGON Z ((2488270.348 1114962.683 347.372, 2... \n",
"1153 POLYGON Z ((2502708.166 1135341.359 472.803, 2... \n",
"1192 POLYGON Z ((2497638.415 1120142.532 437.753, 2... \n",
"1227 POLYGON Z ((2501865.866 1120021.790 372.130, 2... \n",
"1290 POLYGON Z ((2508888.006 1122038.852 451.598, 2... \n",
"1309 POLYGON Z ((2499984.874 1125372.267 425.443, 2... \n",
"1369 POLYGON Z ((2502913.558 1115001.976 388.826, 2... \n",
"1389 POLYGON Z ((2498588.035 1122986.756 413.685, 2... \n",
"1404 POLYGON Z ((2501865.866 1120021.790 372.130, 2... \n",
"1458 POLYGON Z ((2499615.782 1112332.407 450.335, 2... \n",
"1546 POLYGON Z ((2487481.864 1111135.718 353.256, 2... \n",
"1564 POLYGON Z ((2503273.286 1124502.365 372.130, 2... \n",
"1579 POLYGON Z ((2487481.864 1111135.718 353.256, 2... \n",
"1604 POLYGON Z ((2499615.782 1112332.407 450.335, 2... \n",
"1615 POLYGON Z ((2489740.369 1114939.939 348.089, 2... \n",
"1618 POLYGON Z ((2507937.789 1126685.441 409.224, 2... \n",
"1642 POLYGON Z ((2497435.086 1114714.788 397.654, 2... \n",
"1656 POLYGON Z ((2507047.061 1119261.180 430.229, 2... \n",
"1670 POLYGON Z ((2489740.369 1114939.939 348.089, 2... \n",
"1705 POLYGON Z ((2505718.317 1118402.207 426.360, 2... \n",
"1718 POLYGON Z ((2492824.045 1115471.816 394.962, 2... \n",
"1721 POLYGON Z ((2499252.461 1120864.785 448.792, 2... \n",
"1737 POLYGON Z ((2508348.911 1124110.354 432.789, 2... \n",
"1767 POLYGON Z ((2502913.558 1115001.976 388.826, 2... \n",
"1811 POLYGON Z ((2507047.061 1119261.180 430.229, 2... \n",
"1829 POLYGON Z ((2490443.456 1113451.058 430.210, 2... \n",
"1831 POLYGON Z ((2506282.854 1117378.274 427.200, 2... \n",
"1899 POLYGON Z ((2499615.782 1112332.407 450.335, 2... \n",
"1929 POLYGON Z ((2508888.006 1122038.852 451.598, 2... \n",
"1983 POLYGON Z ((2494620.573 1111796.561 421.872, 2... \n",
"1987 POLYGON Z ((2492824.045 1115471.816 394.962, 2... \n",
"2019 POLYGON Z ((2495618.944 1116560.831 380.792, 2... \n",
"2025 POLYGON Z ((2495618.944 1116560.831 380.792, 2... \n",
"2043 POLYGON Z ((2500791.337 1115077.758 378.577, 2... \n",
"2045 POLYGON Z ((2506282.854 1117378.274 427.200, 2... \n",
"2063 POLYGON Z ((2494620.573 1111796.561 421.872, 2... \n",
"2259 POLYGON Z ((2504493.884 1118057.310 422.798, 2... \n",
"2306 POLYGON Z ((2502086.490 1133206.430 472.669, 2... \n",
"\n",
"[46 rows x 24 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"GE"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x2b947b795e10>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x2b73feb800b8>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"GE.plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"GE.to_file('/work/hyenergy/output/data_geneva/communes_GE')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ROOFS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load roofs in GE"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "21.3679416179657\n"
+ "23.43117356300354\n"
]
}
],
"source": [
- "ROOF_COLS = ['DF_UID', 'geometry']\n",
+ "ROOF_COLS = ['DF_UID', 'geometry', 'BEDARF_WAR', 'BEDARF_HEI', 'GWR_EGID', 'SB_UUID']\n",
"\n",
"tt = time.time()\n",
"fp = '/work/hyenergy/output/solar_potential/geographic_potential/available_area/panel_fitting/SOLKAT_DACH_GVA'\n",
- "ROOFS = gpd.read_file(fp)[ROOF_COLS]\n",
+ "ROOFS_ALL = gpd.read_file(fp)[ROOF_COLS]\n",
"print(time.time()-tt)"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DF_UID</th>\n",
" <th>geometry</th>\n",
+ " <th>BEDARF_WAR</th>\n",
+ " <th>BEDARF_HEI</th>\n",
+ " <th>GWR_EGID</th>\n",
+ " <th>SB_UUID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4817410</td>\n",
" <td>POLYGON ((2503496.511 1134199.854, 2503490.657...</td>\n",
+ " <td>984</td>\n",
+ " <td>3346</td>\n",
+ " <td>295070969</td>\n",
+ " <td>{C0837EBA-3FE8-4166-99E4-A009D794F3F7}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4817425</td>\n",
" <td>POLYGON ((2503505.922 1134132.448, 2503507.485...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
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" <tr>\n",
" <th>2</th>\n",
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" <td>POLYGON ((2503514.369 1134138.302, 2503508.189...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
+ " <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4817427</td>\n",
" <td>POLYGON ((2503511.256 1134140.342, 2503508.446...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
+ " <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4817428</td>\n",
" <td>POLYGON ((2503508.446 1134140.096, 2503506.799...</td>\n",
+ " <td>7608</td>\n",
+ " <td>34158</td>\n",
+ " <td>1004090</td>\n",
+ " <td>{10B89BB0-60A3-4460-9D73-7C0036224AC5}</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " DF_UID geometry\n",
- "0 4817410 POLYGON ((2503496.511 1134199.854, 2503490.657...\n",
- "1 4817425 POLYGON ((2503505.922 1134132.448, 2503507.485...\n",
- "2 4817426 POLYGON ((2503514.369 1134138.302, 2503508.189...\n",
- "3 4817427 POLYGON ((2503511.256 1134140.342, 2503508.446...\n",
- "4 4817428 POLYGON ((2503508.446 1134140.096, 2503506.799..."
+ " DF_UID geometry BEDARF_WAR \\\n",
+ "0 4817410 POLYGON ((2503496.511 1134199.854, 2503490.657... 984 \n",
+ "1 4817425 POLYGON ((2503505.922 1134132.448, 2503507.485... 7608 \n",
+ "2 4817426 POLYGON ((2503514.369 1134138.302, 2503508.189... 7608 \n",
+ "3 4817427 POLYGON ((2503511.256 1134140.342, 2503508.446... 7608 \n",
+ "4 4817428 POLYGON ((2503508.446 1134140.096, 2503506.799... 7608 \n",
+ "\n",
+ " BEDARF_HEI GWR_EGID SB_UUID \n",
+ "0 3346 295070969 {C0837EBA-3FE8-4166-99E4-A009D794F3F7} \n",
+ "1 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} \n",
+ "2 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} \n",
+ "3 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} \n",
+ "4 34158 1004090 {10B89BB0-60A3-4460-9D73-7C0036224AC5} "
]
},
- "execution_count": 8,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "ROOFS.head()"
+ "ROOFS_ALL.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_demand = ROOFS_ALL[['GWR_EGID', 'BEDARF_WAR', 'BEDARF_HEI', 'SB_UUID']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ROOFS = ROOFS_ALL[['DF_UID', 'geometry']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get roof characteristics in GE"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "25.98197340965271\n"
+ "24.963582515716553\n"
]
}
],
"source": [
"fp = '/work/hyenergy/output/solar_potential/geographic_potential/CH_ROOFS_all_replaced.csv'\n",
"tt = time.time()\n",
"roof_data = pd.read_csv(fp)\n",
"print(time.time()-tt)"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"roof_data_GE = roof_data[roof_data.DF_UID.isin(ROOFS.DF_UID)]"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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" <th>SB_UUID</th>\n",
" <th>FLAECHE</th>\n",
" <th>NEIGUNG</th>\n",
" <th>AUSRICHTUNG</th>\n",
" <th>XCOORD</th>\n",
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" <th>GWR_EGID</th>\n",
" <th>GBAUP</th>\n",
" <th>GKAT</th>\n",
" <th>...</th>\n",
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" <th>GKODY</th>\n",
" <th>Shape_Length</th>\n",
" <th>Shape_Ratio</th>\n",
" <th>n_corners</th>\n",
" <th>n_neighbors_100</th>\n",
" <th>panel_direction</th>\n",
" <th>panel_tilt</th>\n",
" <th>panelled_area_ratio_ftr</th>\n",
" <th>shaded_area_ratio_ftr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
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" <td>40.053428</td>\n",
" <td>0.780254</td>\n",
" <td>7</td>\n",
" <td>3.0</td>\n",
" <td>123.0</td>\n",
" <td>31</td>\n",
" <td>0.155843</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>36.861447</td>\n",
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],
"text/plain": [
" DF_UID SB_UUID FLAECHE NEIGUNG \\\n",
"4646651 4817410 {C0837EBA-3FE8-4166-99E4-A009D794F3F7} 71.487047 10 \n",
"4646666 4817425 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 36.859836 37 \n",
"4646667 4817426 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 51.333864 31 \n",
"4646668 4817427 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 36.861447 37 \n",
"4646669 4817428 {10B89BB0-60A3-4460-9D73-7C0036224AC5} 81.256555 28 \n",
"\n",
" AUSRICHTUNG XCOORD YCOORD GWR_EGID GBAUP \\\n",
"4646651 127.0 503491.325015 134197.490397 295070969.0 8011.0 \n",
"4646666 33.0 503503.812619 134131.833522 1004090.0 8012.0 \n",
"4646667 -57.0 503509.783165 134135.282805 1004090.0 8012.0 \n",
"4646668 -147.0 503510.594159 134142.188986 1004090.0 8012.0 \n",
"4646669 123.0 503504.226918 134138.960671 1004090.0 8012.0 \n",
"\n",
" GKAT ... GKODX GKODY Shape_Length Shape_Ratio \\\n",
"4646651 1021.0 ... 503491.0 134198.0 33.936595 0.474724 \n",
"4646666 1021.0 ... 503507.0 134137.0 28.208608 0.765294 \n",
"4646667 1021.0 ... 503507.0 134137.0 40.053428 0.780254 \n",
"4646668 1021.0 ... 503507.0 134137.0 28.210273 0.765306 \n",
"4646669 1021.0 ... 503507.0 134137.0 37.840077 0.465686 \n",
"\n",
" n_corners n_neighbors_100 panel_direction panel_tilt \\\n",
"4646651 4 3.0 307.0 10 \n",
"4646666 4 3.0 213.0 37 \n",
"4646667 7 3.0 123.0 31 \n",
"4646668 4 3.0 33.0 37 \n",
"4646669 4 3.0 303.0 28 \n",
"\n",
" panelled_area_ratio_ftr shaded_area_ratio_ftr \n",
"4646651 0.805740 0.117647 \n",
"4646666 0.390669 0.000000 \n",
"4646667 0.155843 0.000000 \n",
"4646668 0.390652 0.166667 \n",
"4646669 0.708866 0.333333 \n",
"\n",
"[5 rows x 22 columns]"
]
},
- "execution_count": 11,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"roof_data_GE.head()"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"roof_data_shapes = gpd.GeoDataFrame( ROOFS.merge(roof_data_GE, on = 'DF_UID') )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Save output"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"fp = '/work/hyenergy/output/data_geneva/solar/ROOFS_GE'\n",
"roof_data_shapes.to_file(fp)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Project to LV03"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Projected CRS: EPSG:2056>\n",
+ "Name: CH1903+ / LV95\n",
+ "Axis Info [cartesian]:\n",
+ "- E[east]: Easting (metre)\n",
+ "- N[north]: Northing (metre)\n",
+ "Area of Use:\n",
+ "- name: Europe - Liechtenstein and Switzerland\n",
+ "- bounds: (5.96, 45.82, 10.49, 47.81)\n",
+ "Coordinate Operation:\n",
+ "- name: Swiss Oblique Mercator 1995\n",
+ "- method: Hotine Oblique Mercator (variant B)\n",
+ "Datum: CH1903+\n",
+ "- Ellipsoid: Bessel 1841\n",
+ "- Prime Meridian: Greenwich"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "roof_data_shapes.crs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "roof_LV03 = roof_data_shapes.to_crs({'init' : 'EPSG:21781'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp = '/work/hyenergy/output/data_geneva/solar/ROOFS_GE_LV03'\n",
+ "roof_LV03.to_file(fp)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Projected CRS: EPSG:21781>\n",
+ "Name: CH1903 / LV03\n",
+ "Axis Info [cartesian]:\n",
+ "- E[east]: Easting (metre)\n",
+ "- N[north]: Northing (metre)\n",
+ "Area of Use:\n",
+ "- name: Europe - Liechtenstein and Switzerland\n",
+ "- bounds: (5.96, 45.82, 10.49, 47.81)\n",
+ "Coordinate Operation:\n",
+ "- name: Swiss Oblique Mercator 1903M\n",
+ "- method: Hotine Oblique Mercator (variant B)\n",
+ "Datum: CH1903\n",
+ "- Ellipsoid: Bessel 1841\n",
+ "- Prime Meridian: Greenwich"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "roof_LV03.crs"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load PV potential"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
- "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_annual_shared_v2.csv'\n",
+ "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_ELM50_1000_dhm25_200_V3_yearly.csv'\n",
"pv_annual = pd.read_csv(fp)"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"pv_annual_GE = pv_annual[pv_annual.DF_UID.isin(ROOFS.DF_UID)]"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"suitable = pd.concat( [ roof_data_GE.set_index('DF_UID')[['NEIGUNG', 'AUSRICHTUNG']], \n",
" pv_annual_GE.set_index('DF_UID')[['available_area']] ], axis = 1 )"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"suitable['suitable'] = ( ((suitable.NEIGUNG <= 10) | (abs(suitable.AUSRICHTUNG <= 90))) \n",
" & (suitable.available_area >= 8) ).astype(int)"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"pv_annual_GE = pv_annual_GE.merge(suitable.suitable.reset_index(), on = 'DF_UID')"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DF_UID</th>\n",
- " <th>pv_potential_kWh_a</th>\n",
- " <th>pv_potential_kWh_a_std</th>\n",
- " <th>radiation_kWh_m2_a</th>\n",
- " <th>radiation_kWh_m2_a_std</th>\n",
" <th>available_area</th>\n",
- " <th>suitable</th>\n",
+ " <th>BFS_NUMMER</th>\n",
+ " <th>suitable_x</th>\n",
+ " <th>Gt_kWh_m2</th>\n",
+ " <th>EPV_kWh</th>\n",
+ " <th>suitable_y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4817410</td>\n",
- " <td>4655.67240</td>\n",
- " <td>1927.682388</td>\n",
- " <td>915.779135</td>\n",
- " <td>217.176670</td>\n",
" <td>37.002663</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>916.25230</td>\n",
+ " <td>4655.67240</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4817425</td>\n",
- " <td>1125.26500</td>\n",
- " <td>576.977069</td>\n",
- " <td>1297.643387</td>\n",
- " <td>315.597151</td>\n",
" <td>6.344036</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>1298.50020</td>\n",
+ " <td>1125.26500</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4817426</td>\n",
- " <td>1139.46020</td>\n",
- " <td>672.605898</td>\n",
- " <td>1361.228740</td>\n",
- " <td>333.006956</td>\n",
" <td>6.140266</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>1340.89360</td>\n",
+ " <td>1120.80350</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4817427</td>\n",
- " <td>472.01505</td>\n",
- " <td>292.359850</td>\n",
- " <td>704.052711</td>\n",
- " <td>150.158188</td>\n",
" <td>4.841171</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>692.89966</td>\n",
+ " <td>463.65918</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4817428</td>\n",
- " <td>4063.05980</td>\n",
- " <td>1711.567742</td>\n",
- " <td>810.469179</td>\n",
- " <td>186.409277</td>\n",
" <td>36.256156</td>\n",
+ " <td>6610.0</td>\n",
+ " <td>0</td>\n",
+ " <td>810.99790</td>\n",
+ " <td>4063.05980</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " DF_UID pv_potential_kWh_a pv_potential_kWh_a_std radiation_kWh_m2_a \\\n",
- "0 4817410 4655.67240 1927.682388 915.779135 \n",
- "1 4817425 1125.26500 576.977069 1297.643387 \n",
- "2 4817426 1139.46020 672.605898 1361.228740 \n",
- "3 4817427 472.01505 292.359850 704.052711 \n",
- "4 4817428 4063.05980 1711.567742 810.469179 \n",
- "\n",
- " radiation_kWh_m2_a_std available_area suitable \n",
- "0 217.176670 37.002663 1 \n",
- "1 315.597151 6.344036 0 \n",
- "2 333.006956 6.140266 0 \n",
- "3 150.158188 4.841171 0 \n",
- "4 186.409277 36.256156 0 "
+ " DF_UID available_area BFS_NUMMER suitable_x Gt_kWh_m2 EPV_kWh \\\n",
+ "0 4817410 37.002663 6610.0 0 916.25230 4655.67240 \n",
+ "1 4817425 6.344036 6610.0 0 1298.50020 1125.26500 \n",
+ "2 4817426 6.140266 6610.0 0 1340.89360 1120.80350 \n",
+ "3 4817427 4.841171 6610.0 0 692.89966 463.65918 \n",
+ "4 4817428 36.256156 6610.0 0 810.99790 4063.05980 \n",
+ "\n",
+ " suitable_y \n",
+ "0 1 \n",
+ "1 0 \n",
+ "2 0 \n",
+ "3 0 \n",
+ "4 0 "
]
},
- "execution_count": 25,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pv_annual_GE.head()"
]
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"pv_annual_GE.to_csv('/work/hyenergy/output/data_geneva/solar/pv_potential_annual_GE.csv', index = False)"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
- "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_hourly_shared_v2.nc'\n",
+ "fp = '/work/hyenergy/output/solar_potential/technical_potential/pv_potential_ELM50_1000_dhm25_200_V3.nc'\n",
"pv_hourly = xr.open_dataset(fp)"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"pv_hourly_GE = pv_hourly.sel(DF_UID = ROOFS.DF_UID.values)"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"pv_hourly_GE.to_netcdf('/work/hyenergy/output/data_geneva/solar/pv_potential_hourly_GE.nc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building shapes"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"path = '/work/hyenergy/output/buildings/buildings_CH'"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"BLD = gpd.read_file(os.path.join(path, 'BLD_LV95_CH'), mask = GE)"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BLD_ID</th>\n",
" <th>batchID</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>150000000.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2499225.622 1110863.191 481.113, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>150000001.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2499203.369 1110877.216 457.660, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>150000002.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2499259.602 1110888.343 483.708, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>150000003.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2498584.736 1110981.144 456.812, 2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>150000004.0</td>\n",
" <td>15</td>\n",
" <td>POLYGON Z ((2492179.207 1110927.712 456.290, 2...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BLD_ID batchID geometry\n",
"0 150000000.0 15 POLYGON Z ((2499225.622 1110863.191 481.113, 2...\n",
"1 150000001.0 15 POLYGON Z ((2499203.369 1110877.216 457.660, 2...\n",
"2 150000002.0 15 POLYGON Z ((2499259.602 1110888.343 483.708, 2...\n",
"3 150000003.0 15 POLYGON Z ((2498584.736 1110981.144 456.812, 2...\n",
"4 150000004.0 15 POLYGON Z ((2492179.207 1110927.712 456.290, 2..."
]
},
- "execution_count": 24,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Project\n",
+ "BLD_LV03 = BLD.to_crs({'init' : 'EPSG:21781'})\n",
+ "BLD_LV03.to_file('/work/hyenergy/output/data_geneva/buildings/building_footprints_GE_LV03')"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"BLD.to_file('/work/hyenergy/output/data_geneva/buildings/building_footprints_GE')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"link_SON_BLD = pd.read_csv(os.path.join(path, 'SOLKAT_DACH_CH_BLD_ID.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"link_SON_BLD_GE = link_SON_BLD[link_SON_BLD.BLD_ID.isin(BLD.BLD_ID)]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
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" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
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"\n",
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" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
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"\n",
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"\n",
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"\n",
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"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2b43fc899da0>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TLM"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"TLM_PATH = '/work/hyenergy/raw/Building_data/swissTLM3D/Update swissTLM3D 2017/LV95/swissTLM3D_LV95_LN02.gdb'\n",
"TLM_LAYR = 'TLM_GEBAEUDE_FOOTPRINT'\n",
"TLM_COLS = ['OBJECTID', 'UUID', 'geometry']"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"TLM = load_file(TLM_PATH, layer = TLM_LAYR, columns = TLM_COLS, mask = GE)"
]
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UUID</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>{AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD}</td>\n",
" <td>MULTIPOLYGON Z (((2492755.008 1121167.865 438....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>{96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87}</td>\n",
" <td>MULTIPOLYGON Z (((2495591.496 1111964.171 448....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>{34840010-948C-48B5-BF34-436197F4AE7C}</td>\n",
" <td>MULTIPOLYGON Z (((2505063.694 1116433.904 415....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>{42042726-6259-44CF-B160-3BE16A1F7FD6}</td>\n",
" <td>MULTIPOLYGON Z (((2508564.756 1118200.905 461....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>{E391C33D-321A-4C20-A91C-341719F3AD75}</td>\n",
" <td>MULTIPOLYGON Z (((2508596.666 1118224.794 463....</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" UUID \\\n",
"0 {AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD} \n",
"1 {96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87} \n",
"2 {34840010-948C-48B5-BF34-436197F4AE7C} \n",
"3 {42042726-6259-44CF-B160-3BE16A1F7FD6} \n",
"4 {E391C33D-321A-4C20-A91C-341719F3AD75} \n",
"\n",
" geometry \n",
"0 MULTIPOLYGON Z (((2492755.008 1121167.865 438.... \n",
"1 MULTIPOLYGON Z (((2495591.496 1111964.171 448.... \n",
"2 MULTIPOLYGON Z (((2505063.694 1116433.904 415.... \n",
"3 MULTIPOLYGON Z (((2508564.756 1118200.905 461.... \n",
"4 MULTIPOLYGON Z (((2508596.666 1118224.794 463.... "
]
},
- "execution_count": 31,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"TLM.head()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Project\n",
+ "TLM_LV03 = TLM.to_crs({'init' : 'EPSG:21781'})\n",
+ "TLM_LV03.to_file('/work/hyenergy/output/data_geneva/buildings/TLM_GE_LV03')"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"TLM.to_file('/work/hyenergy/output/data_geneva/buildings/TLM_GE')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"link_TLM_BLD = pd.read_csv(os.path.join(path, 'TLM_CH_BLD_ID.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"link_TLM_BLD_GE = link_TLM_BLD[link_TLM_BLD.BLD_ID.isin(BLD.BLD_ID)]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>UUID</th>\n",
" <th>BLD_ID</th>\n",
" <th>batchID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>89812</th>\n",
" <td>{AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD}</td>\n",
" <td>150018357.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89854</th>\n",
" <td>{96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87}</td>\n",
" <td>150003932.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89915</th>\n",
" <td>{A7099DEC-ED13-43BE-B6F7-C8D50B077672}</td>\n",
" <td>150020812.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89916</th>\n",
" <td>{101336C4-9372-468D-B02D-8572D65A5CDD}</td>\n",
" <td>150020733.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89917</th>\n",
" <td>{D84E6922-889C-47B1-B71A-462AB39BA91C}</td>\n",
" <td>150020620.0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" UUID BLD_ID batchID\n",
"89812 {AF66A10B-DB3D-4EE7-86CD-F2C7C48705AD} 150018357.0 15\n",
"89854 {96BECE7C-AAF4-4AF0-A07B-0ED0F88FBA87} 150003932.0 15\n",
"89915 {A7099DEC-ED13-43BE-B6F7-C8D50B077672} 150020812.0 15\n",
"89916 {101336C4-9372-468D-B02D-8572D65A5CDD} 150020733.0 15\n",
"89917 {D84E6922-889C-47B1-B71A-462AB39BA91C} 150020620.0 15"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"link_TLM_BLD_GE.head()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"link_TLM_BLD_GE.to_csv('/work/hyenergy/output/data_geneva/buildings/TLM_GE_BLD_ID.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2b43fc8fb1d0>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"TLM.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## RegBL"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"GWR_fp = '/work/hyenergy/raw/BFS/GWR_Reg-BL/GWR_MADD_Export_MADD-20200715-A3_20200722' # 'D:\\Building_data\\OFS\\Buildings\\'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"BLD_fp = 'GWR_MADD_GEB-10_Data_MADD-20200715-A3_20200722.dsv'\n",
"BLD_cols = ['EGID', 'GKODE', 'GKODN', 'GSTAT', 'GKAT', 'GKLAS', 'GGDENR', 'GDEKT', 'GAREA', 'GASTW']\n",
"GWR = pd.read_csv(os.path.join(GWR_fp, BLD_fp), sep = '\\t', usecols = BLD_cols)\n",
"\n",
"# Extract only those dwellings that are currently active (\"Wohnung bestehend\")\n",
"BLD = GWR[GWR.GSTAT == 1004]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"BLD_info = pd.read_csv('/work/hyenergy/output/buildings/GWR_w_sector_filled.csv')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"BLD_info = BLD[['EGID', 'GDEKT', 'GGDENR']].merge(BLD_info, on = 'EGID')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"BLD_info_GE = BLD_info[BLD_info.GDEKT == 'GE']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>EGID</th>\n",
" <th>GDEKT</th>\n",
" <th>GGDENR</th>\n",
" <th>GKODE</th>\n",
" <th>GKODN</th>\n",
" <th>GKAT</th>\n",
" <th>GKLAS</th>\n",
" <th>sector</th>\n",
" <th>BLD_ID</th>\n",
" <th>footprint</th>\n",
" <th>N_floors</th>\n",
" <th>floor_area</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2158489</th>\n",
" <td>1631457</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492426.75</td>\n",
" <td>1115937.50</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150013089.0</td>\n",
" <td>119.0</td>\n",
" <td>1.0</td>\n",
" <td>150.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158490</th>\n",
" <td>1631458</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492420.00</td>\n",
" <td>1115924.63</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150013089.0</td>\n",
" <td>131.0</td>\n",
" <td>3.0</td>\n",
" <td>393.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158491</th>\n",
" <td>1631459</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492413.00</td>\n",
" <td>1115911.69</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150013089.0</td>\n",
" <td>134.0</td>\n",
" <td>2.0</td>\n",
" <td>268.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158492</th>\n",
" <td>1631460</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492393.25</td>\n",
" <td>1115932.31</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150001743.0</td>\n",
" <td>119.0</td>\n",
" <td>2.0</td>\n",
" <td>238.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2158493</th>\n",
" <td>1631461</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492389.50</td>\n",
" <td>1115918.88</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>150001743.0</td>\n",
" <td>119.0</td>\n",
" <td>2.0</td>\n",
" <td>238.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" EGID GDEKT GGDENR GKODE GKODN GKAT GKLAS sector \\\n",
"2158489 1631457 GE 6601 2492426.75 1115937.50 1020.0 1110.0 RES \n",
"2158490 1631458 GE 6601 2492420.00 1115924.63 1020.0 1110.0 RES \n",
"2158491 1631459 GE 6601 2492413.00 1115911.69 1020.0 1110.0 RES \n",
"2158492 1631460 GE 6601 2492393.25 1115932.31 1020.0 1110.0 RES \n",
"2158493 1631461 GE 6601 2492389.50 1115918.88 1020.0 1110.0 RES \n",
"\n",
" BLD_ID footprint N_floors floor_area \n",
"2158489 150013089.0 119.0 1.0 150.0 \n",
"2158490 150013089.0 131.0 3.0 393.0 \n",
"2158491 150013089.0 134.0 2.0 268.0 \n",
"2158492 150001743.0 119.0 2.0 238.0 \n",
"2158493 150001743.0 119.0 2.0 238.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD_info_GE.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"BLD_info_GE.to_csv('/work/hyenergy/output/data_geneva/buildings/RegBL_GE.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/numpy/lib/arraysetops.py:569: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" mask |= (ar1 == a)\n"
]
}
],
"source": [
"regBL_link = pd.read_csv('/work/hyenergy/output/buildings/buildings_CH/GWR_BLD_ID.csv', index_col = 0)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"regBL_link_GE = regBL_link[regBL_link.EGID.isin(BLD_info_GE.EGID)]"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"regBL_link_GE.to_csv('/work/hyenergy/output/data_geneva/buildings/RegBL_GE_BLD_ID.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Heating demand"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"fp = '/work/hyenergy/output/demand/heating_and_cooling_data'"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"heating = xr.open_dataset(os.path.join(fp, 'heat_demand_total_2.nc')) # heat_demand_total_2"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"heating['x'] = heating.x.values + 2e6\n",
"heating['y'] = heating.y.values + 1e6"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"coords_VD_GVA = pd.read_csv('/work/hyenergy/output/geothermal_potential/coords_dhm25_200_VD_GVA.csv')\n",
"coords_VD_GVA = create_grid_from_centers(coords_VD_GVA, 200, coord_names = ['x', 'y'])"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 112,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
"Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
"\n",
"Left CRS: None\n",
"Right CRS: EPSG:2056\n",
"\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
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"source": [
"coords_canton = gpd.sjoin( coords_VD_GVA, GE[['geometry', 'KANTONSNUM']], op = 'intersects' )"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 113,
"metadata": {},
"outputs": [
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"\n",
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"source": [
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]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"coords_GVA_xr = coords_canton.drop_duplicates(subset = ['x','y']).set_index(['x', 'y']).to_xarray()"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"heating_GVA = heating.where(coords_GVA_xr.KANTONSNUM == 25)\n",
"heating_GVA.heat_total.attrs['units'] = 'kWh'\n",
"heating_GVA_nonzero = heating_GVA.where(heating_GVA.heat_total > 0)"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 116,
"metadata": {},
"outputs": [
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"Dimensions: (x: 138, y: 125)\n",
"Coordinates:\n",
" * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
" * y (y) float64 1.135e+06 1.135e+06 1.135e+06 ... 1.11e+06 1.11e+06\n",
"Data variables:\n",
- " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c42d04f9-acf0-4a14-9dac-293f4455e254' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c42d04f9-acf0-4a14-9dac-293f4455e254' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 138</li><li><span class='xr-has-index'>y</span>: 125</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-15faab57-0575-4d38-b02d-34b9b22e8827' class='xr-section-summary-in' type='checkbox' checked><label for='section-15faab57-0575-4d38-b02d-34b9b22e8827' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.485e+06 2.486e+06 ... 2.513e+06</div><input id='attrs-513d3a07-c9e2-4930-9ef1-97853d3d984f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-513d3a07-c9e2-4930-9ef1-97853d3d984f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb257db1-6ea0-481a-a846-fc30ee22ceb4' class='xr-var-data-in' type='checkbox'><label for='data-fb257db1-6ea0-481a-a846-fc30ee22ceb4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485487.5, 2485687.5, 2485887.5, 2486087.5, 2486287.5, 2486487.5,\n",
+ " heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-411772f1-8e7a-403d-810a-f6ff9f8c0bd1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-411772f1-8e7a-403d-810a-f6ff9f8c0bd1' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 138</li><li><span class='xr-has-index'>y</span>: 125</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0a15dbec-c442-4086-a30c-8f8c96d6e4e5' class='xr-section-summary-in' type='checkbox' checked><label for='section-0a15dbec-c442-4086-a30c-8f8c96d6e4e5' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.485e+06 2.486e+06 ... 2.513e+06</div><input id='attrs-7f706c67-68ed-4558-9229-a59627d4f2b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f706c67-68ed-4558-9229-a59627d4f2b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a13b7461-63db-4636-901a-3663be4006e3' class='xr-var-data-in' type='checkbox'><label for='data-a13b7461-63db-4636-901a-3663be4006e3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485487.5, 2485687.5, 2485887.5, 2486087.5, 2486287.5, 2486487.5,\n",
" 2486687.5, 2486887.5, 2487087.5, 2487287.5, 2487487.5, 2487687.5,\n",
" 2487887.5, 2488087.5, 2488287.5, 2488487.5, 2488687.5, 2488887.5,\n",
" 2489087.5, 2489287.5, 2489487.5, 2489687.5, 2489887.5, 2490087.5,\n",
" 2490287.5, 2490487.5, 2490687.5, 2490887.5, 2491087.5, 2491287.5,\n",
" 2491487.5, 2491687.5, 2491887.5, 2492087.5, 2492287.5, 2492487.5,\n",
" 2492687.5, 2492887.5, 2493087.5, 2493287.5, 2493487.5, 2493687.5,\n",
" 2493887.5, 2494087.5, 2494287.5, 2494487.5, 2494687.5, 2494887.5,\n",
" 2495087.5, 2495287.5, 2495487.5, 2495687.5, 2495887.5, 2496087.5,\n",
" 2496287.5, 2496487.5, 2496687.5, 2496887.5, 2497087.5, 2497287.5,\n",
" 2497487.5, 2497687.5, 2497887.5, 2498087.5, 2498287.5, 2498487.5,\n",
" 2498687.5, 2498887.5, 2499087.5, 2499287.5, 2499487.5, 2499687.5,\n",
" 2499887.5, 2500087.5, 2500287.5, 2500487.5, 2500687.5, 2500887.5,\n",
" 2501087.5, 2501287.5, 2501487.5, 2501687.5, 2501887.5, 2502087.5,\n",
" 2502287.5, 2502487.5, 2502687.5, 2502887.5, 2503087.5, 2503287.5,\n",
" 2503487.5, 2503687.5, 2503887.5, 2504087.5, 2504287.5, 2504487.5,\n",
" 2504687.5, 2504887.5, 2505087.5, 2505287.5, 2505487.5, 2505687.5,\n",
" 2505887.5, 2506087.5, 2506287.5, 2506487.5, 2506687.5, 2506887.5,\n",
" 2507087.5, 2507287.5, 2507487.5, 2507687.5, 2507887.5, 2508087.5,\n",
" 2508287.5, 2508487.5, 2508687.5, 2508887.5, 2509087.5, 2509287.5,\n",
" 2509487.5, 2509687.5, 2509887.5, 2510087.5, 2510287.5, 2510487.5,\n",
" 2510687.5, 2510887.5, 2511087.5, 2511287.5, 2511487.5, 2511687.5,\n",
- " 2511887.5, 2512087.5, 2512287.5, 2512487.5, 2512687.5, 2512887.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.135e+06 1.135e+06 ... 1.11e+06</div><input id='attrs-0ad7e35b-ba59-4033-94c2-f500e60200e6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ad7e35b-ba59-4033-94c2-f500e60200e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-316a71cc-6fd4-46d8-be0f-0bb46acf326b' class='xr-var-data-in' type='checkbox'><label for='data-316a71cc-6fd4-46d8-be0f-0bb46acf326b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1135487.5, 1135287.5, 1135087.5, 1134887.5, 1134687.5, 1134487.5,\n",
+ " 2511887.5, 2512087.5, 2512287.5, 2512487.5, 2512687.5, 2512887.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.135e+06 1.135e+06 ... 1.11e+06</div><input id='attrs-9789671c-3915-4ed6-b108-c109af889f61' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9789671c-3915-4ed6-b108-c109af889f61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75248d6e-dcb9-45f4-9b92-daf25cdf9619' class='xr-var-data-in' type='checkbox'><label for='data-75248d6e-dcb9-45f4-9b92-daf25cdf9619' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1135487.5, 1135287.5, 1135087.5, 1134887.5, 1134687.5, 1134487.5,\n",
" 1134287.5, 1134087.5, 1133887.5, 1133687.5, 1133487.5, 1133287.5,\n",
" 1133087.5, 1132887.5, 1132687.5, 1132487.5, 1132287.5, 1132087.5,\n",
" 1131887.5, 1131687.5, 1130487.5, 1130287.5, 1130087.5, 1129887.5,\n",
" 1129687.5, 1129487.5, 1129287.5, 1129087.5, 1128887.5, 1128687.5,\n",
" 1128487.5, 1128287.5, 1128087.5, 1127887.5, 1127687.5, 1127487.5,\n",
" 1127287.5, 1127087.5, 1126887.5, 1126687.5, 1126487.5, 1126287.5,\n",
" 1126087.5, 1125887.5, 1125687.5, 1125487.5, 1125287.5, 1125087.5,\n",
" 1124887.5, 1124687.5, 1124487.5, 1124287.5, 1124087.5, 1123887.5,\n",
" 1123687.5, 1123487.5, 1123287.5, 1123087.5, 1122887.5, 1122687.5,\n",
" 1122487.5, 1122287.5, 1122087.5, 1121887.5, 1121687.5, 1121487.5,\n",
" 1121287.5, 1121087.5, 1120887.5, 1120687.5, 1120487.5, 1120287.5,\n",
" 1120087.5, 1119887.5, 1119687.5, 1119487.5, 1119287.5, 1119087.5,\n",
" 1118887.5, 1118687.5, 1118487.5, 1118287.5, 1118087.5, 1117887.5,\n",
" 1117687.5, 1117487.5, 1117287.5, 1117087.5, 1116887.5, 1116687.5,\n",
" 1116487.5, 1116287.5, 1116087.5, 1115887.5, 1115687.5, 1115487.5,\n",
" 1115287.5, 1115087.5, 1114887.5, 1114687.5, 1114487.5, 1114287.5,\n",
" 1114087.5, 1113887.5, 1113687.5, 1113487.5, 1113287.5, 1113087.5,\n",
" 1112887.5, 1112687.5, 1112487.5, 1112287.5, 1112087.5, 1111887.5,\n",
" 1111687.5, 1111487.5, 1111287.5, 1111087.5, 1110887.5, 1110687.5,\n",
- " 1110487.5, 1110287.5, 1110087.5, 1109887.5, 1109687.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8708b17b-d369-4971-9a3f-b1737b411dd9' class='xr-section-summary-in' type='checkbox' checked><label for='section-8708b17b-d369-4971-9a3f-b1737b411dd9' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>heat_total</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-532642ef-1bb9-4887-927b-37c3dd4ef066' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-532642ef-1bb9-4887-927b-37c3dd4ef066' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d45e0e6-7c70-4e7a-a829-20ef9b81d2aa' class='xr-var-data-in' type='checkbox'><label for='data-3d45e0e6-7c70-4e7a-a829-20ef9b81d2aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>+init=epsg:21781</dd><dt><span>transform :</span></dt><dd>[ 2.000000e+02 0.000000e+00 4.854875e+05 0.000000e+00 -2.000000e+02\n",
+ " 1110487.5, 1110287.5, 1110087.5, 1109887.5, 1109687.5])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a42fa8db-85e8-47f9-866d-ba3f466e01f1' class='xr-section-summary-in' type='checkbox' checked><label for='section-a42fa8db-85e8-47f9-866d-ba3f466e01f1' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>heat_total</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-877d80a2-c76a-4acc-a261-b36546014364' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-877d80a2-c76a-4acc-a261-b36546014364' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f60a588-1ac9-4537-9318-1d670c512048' class='xr-var-data-in' type='checkbox'><label for='data-9f60a588-1ac9-4537-9318-1d670c512048' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>+init=epsg:21781</dd><dt><span>transform :</span></dt><dd>[ 2.000000e+02 0.000000e+00 4.854875e+05 0.000000e+00 -2.000000e+02\n",
" 2.956875e+05]</dd><dt><span>res :</span></dt><dd>[200. 200.]</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [ 0., 0., 0., ..., nan, nan, nan],\n",
" [ 0., 0., 0., ..., nan, nan, nan],\n",
- " [ 0., 0., nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c94005f7-cb30-495d-a932-30f20104aaa2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c94005f7-cb30-495d-a932-30f20104aaa2' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ " [ 0., 0., nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9f4dde86-e3db-4d7f-8fca-0cf2c0826827' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9f4dde86-e3db-4d7f-8fca-0cf2c0826827' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (x: 138, y: 125)\n",
"Coordinates:\n",
" * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
" * y (y) float64 1.135e+06 1.135e+06 1.135e+06 ... 1.11e+06 1.11e+06\n",
"Data variables:\n",
" heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan"
]
},
- "execution_count": 13,
+ "execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heating_GVA"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
- "application/javascript": [
- "/* Put everything inside the global mpl namespace */\n",
- "window.mpl = {};\n",
- "\n",
+ "text/html": [
+ "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
+ "<defs>\n",
+ "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
+ "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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+ "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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+ "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
+ "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
+ "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+ "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+ "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
+ "</symbol>\n",
+ "</defs>\n",
+ "</svg>\n",
+ "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
+ " *\n",
+ " */\n",
"\n",
- "mpl.get_websocket_type = function() {\n",
- " if (typeof(WebSocket) !== 'undefined') {\n",
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- " } else if (typeof(MozWebSocket) !== 'undefined') {\n",
- " return MozWebSocket;\n",
- " } else {\n",
- " alert('Your browser does not have WebSocket support. ' +\n",
- " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
- " 'Firefox 4 and 5 are also supported but you ' +\n",
- " 'have to enable WebSockets in about:config.');\n",
- " };\n",
+ ":root {\n",
+ " --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
+ " --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
+ " --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
+ " --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
+ " --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
+ " --xr-background-color: var(--jp-layout-color0, white);\n",
+ " --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
+ " --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
- "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
- " this.id = figure_id;\n",
- "\n",
- " this.ws = websocket;\n",
+ "html[theme=dark],\n",
+ "body.vscode-dark {\n",
+ " --xr-font-color0: rgba(255, 255, 255, 1);\n",
+ " --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
+ " --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
+ " --xr-border-color: #1F1F1F;\n",
+ " --xr-disabled-color: #515151;\n",
+ " --xr-background-color: #111111;\n",
+ " --xr-background-color-row-even: #111111;\n",
+ " --xr-background-color-row-odd: #313131;\n",
+ "}\n",
"\n",
- " this.supports_binary = (this.ws.binaryType != undefined);\n",
+ ".xr-wrap {\n",
+ " display: block;\n",
+ " min-width: 300px;\n",
+ " max-width: 700px;\n",
+ "}\n",
"\n",
- " if (!this.supports_binary) {\n",
- " var warnings = document.getElementById(\"mpl-warnings\");\n",
- " if (warnings) {\n",
- " warnings.style.display = 'block';\n",
- " warnings.textContent = (\n",
- " \"This browser does not support binary websocket messages. \" +\n",
- " \"Performance may be slow.\");\n",
- " }\n",
- " }\n",
+ ".xr-text-repr-fallback {\n",
+ " /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
+ " display: none;\n",
+ "}\n",
"\n",
- " this.imageObj = new Image();\n",
+ ".xr-header {\n",
+ " padding-top: 6px;\n",
+ " padding-bottom: 6px;\n",
+ " margin-bottom: 4px;\n",
+ " border-bottom: solid 1px var(--xr-border-color);\n",
+ "}\n",
"\n",
- " this.context = undefined;\n",
+ ".xr-header > div,\n",
+ ".xr-header > ul {\n",
+ " display: inline;\n",
+ " margin-top: 0;\n",
+ " margin-bottom: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-obj-type,\n",
+ ".xr-array-name {\n",
+ " margin-left: 2px;\n",
+ " margin-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-obj-type {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-sections {\n",
+ " padding-left: 0 !important;\n",
+ " display: grid;\n",
+ " grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-item {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input + label {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input:enabled + label {\n",
+ " cursor: pointer;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-section-item input:enabled + label:hover {\n",
+ " color: var(--xr-font-color0);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary {\n",
+ " grid-column: 1;\n",
+ " color: var(--xr-font-color2);\n",
+ " font-weight: 500;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary > span {\n",
+ " display: inline-block;\n",
+ " padding-left: 0.5em;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:disabled + label {\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in + label:before {\n",
+ " display: inline-block;\n",
+ " content: '►';\n",
+ " font-size: 11px;\n",
+ " width: 15px;\n",
+ " text-align: center;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:disabled + label:before {\n",
+ " color: var(--xr-disabled-color);\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked + label:before {\n",
+ " content: '▼';\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked + label > span {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary,\n",
+ ".xr-section-inline-details {\n",
+ " padding-top: 4px;\n",
+ " padding-bottom: 4px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-inline-details {\n",
+ " grid-column: 2 / -1;\n",
+ "}\n",
+ "\n",
+ ".xr-section-details {\n",
+ " display: none;\n",
+ " grid-column: 1 / -1;\n",
+ " margin-bottom: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-section-summary-in:checked ~ .xr-section-details {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-array-wrap {\n",
+ " grid-column: 1 / -1;\n",
+ " display: grid;\n",
+ " grid-template-columns: 20px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-array-wrap > label {\n",
+ " grid-column: 1;\n",
+ " vertical-align: top;\n",
+ "}\n",
+ "\n",
+ ".xr-preview {\n",
+ " color: var(--xr-font-color3);\n",
+ "}\n",
+ "\n",
+ ".xr-array-preview,\n",
+ ".xr-array-data {\n",
+ " padding: 0 5px !important;\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-array-data,\n",
+ ".xr-array-in:checked ~ .xr-array-preview {\n",
+ " display: none;\n",
+ "}\n",
+ "\n",
+ ".xr-array-in:checked ~ .xr-array-data,\n",
+ ".xr-array-preview {\n",
+ " display: inline-block;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list {\n",
+ " display: inline-block !important;\n",
+ " list-style: none;\n",
+ " padding: 0 !important;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li {\n",
+ " display: inline-block;\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:before {\n",
+ " content: '(';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list:after {\n",
+ " content: ')';\n",
+ "}\n",
+ "\n",
+ ".xr-dim-list li:not(:last-child):after {\n",
+ " content: ',';\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-has-index {\n",
+ " font-weight: bold;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list,\n",
+ ".xr-var-item {\n",
+ " display: contents;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > div,\n",
+ ".xr-var-item label,\n",
+ ".xr-var-item > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-even);\n",
+ " margin-bottom: 0;\n",
+ "}\n",
+ "\n",
+ ".xr-var-item > .xr-var-name:hover span {\n",
+ " padding-right: 5px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-list > li:nth-child(odd) > div,\n",
+ ".xr-var-list > li:nth-child(odd) > label,\n",
+ ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
+ " background-color: var(--xr-background-color-row-odd);\n",
+ "}\n",
+ "\n",
+ ".xr-var-name {\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dims {\n",
+ " grid-column: 2;\n",
+ "}\n",
+ "\n",
+ ".xr-var-dtype {\n",
+ " grid-column: 3;\n",
+ " text-align: right;\n",
+ " color: var(--xr-font-color2);\n",
+ "}\n",
+ "\n",
+ ".xr-var-preview {\n",
+ " grid-column: 4;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name,\n",
+ ".xr-var-dims,\n",
+ ".xr-var-dtype,\n",
+ ".xr-preview,\n",
+ ".xr-attrs dt {\n",
+ " white-space: nowrap;\n",
+ " overflow: hidden;\n",
+ " text-overflow: ellipsis;\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name:hover,\n",
+ ".xr-var-dims:hover,\n",
+ ".xr-var-dtype:hover,\n",
+ ".xr-attrs dt:hover {\n",
+ " overflow: visible;\n",
+ " width: auto;\n",
+ " z-index: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " display: none;\n",
+ " background-color: var(--xr-background-color) !important;\n",
+ " padding-bottom: 5px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
+ ".xr-var-data-in:checked ~ .xr-var-data {\n",
+ " display: block;\n",
+ "}\n",
+ "\n",
+ ".xr-var-data > table {\n",
+ " float: right;\n",
+ "}\n",
+ "\n",
+ ".xr-var-name span,\n",
+ ".xr-var-data,\n",
+ ".xr-attrs {\n",
+ " padding-left: 25px !important;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs,\n",
+ ".xr-var-attrs,\n",
+ ".xr-var-data {\n",
+ " grid-column: 1 / -1;\n",
+ "}\n",
+ "\n",
+ "dl.xr-attrs {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " display: grid;\n",
+ " grid-template-columns: 125px auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt, dd {\n",
+ " padding: 0;\n",
+ " margin: 0;\n",
+ " float: left;\n",
+ " padding-right: 10px;\n",
+ " width: auto;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt {\n",
+ " font-weight: normal;\n",
+ " grid-column: 1;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dt:hover span {\n",
+ " display: inline-block;\n",
+ " background: var(--xr-background-color);\n",
+ " padding-right: 10px;\n",
+ "}\n",
+ "\n",
+ ".xr-attrs dd {\n",
+ " grid-column: 2;\n",
+ " white-space: pre-wrap;\n",
+ " word-break: break-all;\n",
+ "}\n",
+ "\n",
+ ".xr-icon-database,\n",
+ ".xr-icon-file-text2 {\n",
+ " display: inline-block;\n",
+ " vertical-align: middle;\n",
+ " width: 1em;\n",
+ " height: 1.5em !important;\n",
+ " stroke-width: 0;\n",
+ " stroke: currentColor;\n",
+ " fill: currentColor;\n",
+ "}\n",
+ "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;heat_total&#x27; ()&gt;\n",
+ "array(4.76527472)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'heat_total'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ac4966ed-de6d-488d-b5c6-a1d94e72430b' class='xr-array-in' type='checkbox' checked><label for='section-ac4966ed-de6d-488d-b5c6-a1d94e72430b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>4.765</span></div><div class='xr-array-data'><pre>array(4.76527472)</pre></div></div></li><li class='xr-section-item'><input id='section-5bf6c8b2-7da0-48d9-b14c-6c7d5d9aea7c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5bf6c8b2-7da0-48d9-b14c-6c7d5d9aea7c' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-c2942557-226f-47a3-8b8b-353f8cca6d3d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c2942557-226f-47a3-8b8b-353f8cca6d3d' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+ ],
+ "text/plain": [
+ "<xarray.DataArray 'heat_total' ()>\n",
+ "array(4.76527472)"
+ ]
+ },
+ "execution_count": 117,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heating_GVA.heat_total.sum() / 1e9"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/javascript": [
+ "/* Put everything inside the global mpl namespace */\n",
+ "window.mpl = {};\n",
+ "\n",
+ "\n",
+ "mpl.get_websocket_type = function() {\n",
+ " if (typeof(WebSocket) !== 'undefined') {\n",
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+ " } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+ " return MozWebSocket;\n",
+ " } else {\n",
+ " alert('Your browser does not have WebSocket support. ' +\n",
+ " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+ " 'Firefox 4 and 5 are also supported but you ' +\n",
+ " 'have to enable WebSockets in about:config.');\n",
+ " };\n",
+ "}\n",
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+ "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
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+ " if (warnings) {\n",
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+ " warnings.textContent = (\n",
+ " \"This browser does not support binary websocket messages. \" +\n",
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"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
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"\n",
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"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
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" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
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"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
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"\n",
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"\n",
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" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
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},
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"data": {
"text/plain": [
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},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"heating_GVA_nonzero.heat_total.plot(x = 'x', y = 'y', norm = matplotlib.colors.LogNorm(), cmap = 'Spectral_r')\n",
"GE.plot(ax = plt.gca(), edgecolor = 'k', facecolor = 'None')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Heating degree days"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"HDD = xr.open_dataset('/work/hyenergy/raw/METEO/SIA_heating_degree_days/heating_degree_days_from_TabsD_1991_2010.nc')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"HDD['chx'] = HDD['chx'] + 2e6\n",
"HDD['chy'] = HDD['chy'] + 1e6"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"HDD_df = HDD.sum(dim = 'month').where(HDD.sum(dim = 'month') > 0, drop = True).to_dataframe().dropna().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"HDD_df = create_grid_from_centers(HDD_df, 1000, coord_names = ['chx', 'chy'])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
"Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
"\n",
"Left CRS: None\n",
"Right CRS: EPSG:2056\n",
"\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
]
}
],
"source": [
"HDD_GE_df = gpd.sjoin(HDD_df, GE[['geometry', 'KANTONSNUM']], op = 'intersects')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"mask_GE = HDD_GE_df.drop_duplicates(subset = ['chx', 'chy']).set_index(['chx', 'chy'])[['KANTONSNUM']].to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"HDD_GE = HDD.where(mask_GE.KANTONSNUM == 25)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"HDD_GE_weights = HDD_GE / HDD_GE.sum(dim = 'month')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
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" font-size: 11px;\n",
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" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
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" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
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"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
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"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
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"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
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"\n",
".xr-var-dims {\n",
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"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
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"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
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"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
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"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
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" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (chx: 28, chy: 27, month: 12)\n",
"Coordinates:\n",
" * chx (chx) float64 2.486e+06 2.486e+06 2.488e+06 ... 2.512e+06 2.512e+06\n",
" * chy (chy) float64 1.11e+06 1.110e+06 1.112e+06 ... 1.134e+06 1.136e+06\n",
" * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
" HDD (month, chy, chx) float32 0.19166148 0.18892218 nan ... nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-fc09b97b-63fd-403c-9946-d758be9d2752' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fc09b97b-63fd-403c-9946-d758be9d2752' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chx</span>: 28</li><li><span class='xr-has-index'>chy</span>: 27</li><li><span class='xr-has-index'>month</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c1102799-391d-4f1a-b99c-beaefcc167f7' class='xr-section-summary-in' type='checkbox' checked><label for='section-c1102799-391d-4f1a-b99c-beaefcc167f7' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chx</span></div><div class='xr-var-dims'>(chx)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.486e+06 2.486e+06 ... 2.512e+06</div><input id='attrs-24b60bda-7be6-493d-8a93-2a1f1c8ff010' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24b60bda-7be6-493d-8a93-2a1f1c8ff010' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-245b653a-27c8-495a-8315-e034eccbb793' class='xr-var-data-in' type='checkbox'><label for='data-245b653a-27c8-495a-8315-e034eccbb793' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485500., 2486500., 2487500., 2488500., 2489500., 2490500., 2491500.,\n",
" 2492500., 2493500., 2494500., 2495500., 2496500., 2497500., 2498500.,\n",
" 2499500., 2500500., 2501500., 2502500., 2503500., 2504500., 2505500.,\n",
" 2506500., 2507500., 2508500., 2509500., 2510500., 2511500., 2512500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chy</span></div><div class='xr-var-dims'>(chy)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.11e+06 1.110e+06 ... 1.136e+06</div><input id='attrs-6688df09-9c3b-4b0e-8b96-aad4f533701d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6688df09-9c3b-4b0e-8b96-aad4f533701d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-acf76d38-0ee9-4ba6-b85c-60c7d7e1247a' class='xr-var-data-in' type='checkbox'><label for='data-acf76d38-0ee9-4ba6-b85c-60c7d7e1247a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1109500., 1110500., 1111500., 1112500., 1113500., 1114500., 1115500.,\n",
" 1116500., 1117500., 1118500., 1119500., 1120500., 1121500., 1122500.,\n",
" 1123500., 1124500., 1125500., 1126500., 1127500., 1128500., 1129500.,\n",
" 1130500., 1131500., 1132500., 1133500., 1134500., 1135500.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-a2ba75d6-f857-433d-bd5c-aa0e538c9d36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a2ba75d6-f857-433d-bd5c-aa0e538c9d36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72d3d2c0-7823-47de-8939-47b44d4d3c7f' class='xr-var-data-in' type='checkbox'><label for='data-72d3d2c0-7823-47de-8939-47b44d4d3c7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c6d3892d-f510-4710-b169-922f2ffbb1cb' class='xr-section-summary-in' type='checkbox' checked><label for='section-c6d3892d-f510-4710-b169-922f2ffbb1cb' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>HDD</span></div><div class='xr-var-dims'>(month, chy, chx)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.19166148 0.18892218 ... nan nan</div><input id='attrs-7a8855c4-39b6-44a3-af28-cab0b8a5d54d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a8855c4-39b6-44a3-af28-cab0b8a5d54d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-940bda2e-63db-463d-8a98-6361a8fe7793' class='xr-var-data-in' type='checkbox'><label for='data-940bda2e-63db-463d-8a98-6361a8fe7793' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.19166148, 0.18892218, nan, ..., nan,\n",
" nan, nan],\n",
" [0.19230661, 0.19148843, 0.18986015, ..., nan,\n",
" nan, nan],\n",
" [ nan, 0.19232398, 0.19229259, ..., nan,\n",
" nan, nan],\n",
" ...,\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan],\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan],\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan]],\n",
"\n",
" [[0.16321908, 0.16103819, nan, ..., nan,\n",
" nan, nan],\n",
" [0.16372307, 0.16307946, 0.1617659 , ..., nan,\n",
" nan, nan],\n",
" [ nan, 0.1637297 , 0.16370186, ..., nan,\n",
" nan, nan],\n",
"...\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan],\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan],\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan]],\n",
"\n",
" [[0.18286188, 0.18044889, nan, ..., nan,\n",
" nan, nan],\n",
" [0.18327081, 0.18270008, 0.18123585, ..., nan,\n",
" nan, nan],\n",
" [ nan, 0.18326999, 0.18323687, ..., nan,\n",
" nan, nan],\n",
" ...,\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan],\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan],\n",
" [ nan, nan, nan, ..., nan,\n",
" nan, nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3adef388-a6c2-46e0-b80d-56284e90101f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3adef388-a6c2-46e0-b80d-56284e90101f' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (chx: 28, chy: 27, month: 12)\n",
"Coordinates:\n",
" * chx (chx) float64 2.486e+06 2.486e+06 2.488e+06 ... 2.512e+06 2.512e+06\n",
" * chy (chy) float64 1.11e+06 1.110e+06 1.112e+06 ... 1.134e+06 1.136e+06\n",
" * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
" HDD (month, chy, chx) float32 0.19166148 0.18892218 nan ... nan nan nan"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HDD_GE_weights"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
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" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
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},
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"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2b97769a4eb8>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"HDD_GE_weights.HDD.sel(month = 8).where(HDD_GE.HDD.sum(dim = 'month') > 0).plot(x = 'chx', y = 'chy')\n",
"GE.plot(ax = plt.gca(), edgecolor = 'k', facecolor = 'None')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"HDD_weighted_df = HDD_GE_weights.to_dataframe().dropna().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>chx</th>\n",
" <th>chy</th>\n",
" <th>month</th>\n",
" <th>HDD</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2485500.0</td>\n",
" <td>1109500.0</td>\n",
" <td>1</td>\n",
" <td>0.191661</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2485500.0</td>\n",
" <td>1109500.0</td>\n",
" <td>2</td>\n",
" <td>0.163219</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2485500.0</td>\n",
" <td>1109500.0</td>\n",
" <td>3</td>\n",
" <td>0.135901</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2485500.0</td>\n",
" <td>1109500.0</td>\n",
" <td>4</td>\n",
" <td>0.082220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2485500.0</td>\n",
" <td>1109500.0</td>\n",
" <td>5</td>\n",
" <td>0.019260</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" chx chy month HDD\n",
"0 2485500.0 1109500.0 1 0.191661\n",
"1 2485500.0 1109500.0 2 0.163219\n",
"2 2485500.0 1109500.0 3 0.135901\n",
"3 2485500.0 1109500.0 4 0.082220\n",
"4 2485500.0 1109500.0 5 0.019260"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HDD_weighted_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compute monthly heat demand"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"heat_df = heating_GVA_nonzero.to_dataframe().dropna().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"heat_df[['chx', 'chy']] = map_coords_to_pixel(heat_df[['x','y']], 500, 1000 )"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"heat_df_w_HDD = heat_df.merge(HDD_weighted_df, on = ['chx', 'chy'])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"heat_df_w_HDD['heat_monthly'] = heat_df_w_HDD.heat_total * heat_df_w_HDD.HDD"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>heat_total</th>\n",
" <th>chx</th>\n",
" <th>chy</th>\n",
" <th>month</th>\n",
" <th>HDD</th>\n",
" <th>heat_monthly</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2486087.5</td>\n",
" <td>1111487.5</td>\n",
" <td>8551.750205</td>\n",
" <td>2486500.0</td>\n",
" <td>1111500.0</td>\n",
" <td>1</td>\n",
" <td>0.192324</td>\n",
" <td>1644.706659</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2486087.5</td>\n",
" <td>1111487.5</td>\n",
" <td>8551.750205</td>\n",
" <td>2486500.0</td>\n",
" <td>1111500.0</td>\n",
" <td>2</td>\n",
" <td>0.163730</td>\n",
" <td>1400.175474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2486087.5</td>\n",
" <td>1111487.5</td>\n",
" <td>8551.750205</td>\n",
" <td>2486500.0</td>\n",
" <td>1111500.0</td>\n",
" <td>3</td>\n",
" <td>0.135806</td>\n",
" <td>1161.380596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2486087.5</td>\n",
" <td>1111487.5</td>\n",
" <td>8551.750205</td>\n",
" <td>2486500.0</td>\n",
" <td>1111500.0</td>\n",
" <td>4</td>\n",
" <td>0.081790</td>\n",
" <td>699.444019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2486087.5</td>\n",
" <td>1111487.5</td>\n",
" <td>8551.750205</td>\n",
" <td>2486500.0</td>\n",
" <td>1111500.0</td>\n",
" <td>5</td>\n",
" <td>0.018793</td>\n",
" <td>160.712085</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y heat_total chx chy month HDD \\\n",
"0 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 1 0.192324 \n",
"1 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 2 0.163730 \n",
"2 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 3 0.135806 \n",
"3 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 4 0.081790 \n",
"4 2486087.5 1111487.5 8551.750205 2486500.0 1111500.0 5 0.018793 \n",
"\n",
" heat_monthly \n",
"0 1644.706659 \n",
"1 1400.175474 \n",
"2 1161.380596 \n",
"3 699.444019 \n",
"4 160.712085 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heat_df_w_HDD.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"heat_monthly = heat_df_w_HDD.set_index(['x', 'y', 'month'])[['HDD', 'heat_monthly']].to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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"\n",
"\n",
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"}\n",
"\n",
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"\n",
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"}\n",
"\n",
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"}\n",
"\n",
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" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heat_monthly.heat_monthly.plot(x = 'x', y = 'y', col = 'month', \n",
" col_wrap=3, norm = matplotlib.colors.LogNorm(vmin = 1)) "
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"heating_GE_all = xr.merge([heating_GVA_nonzero, heat_monthly])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
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" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (month: 12, x: 138, y: 125)\n",
"Coordinates:\n",
" * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
" * y (y) float64 1.11e+06 1.11e+06 1.11e+06 ... 1.135e+06 1.135e+06\n",
" * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
" heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
" HDD (x, y, month) float32 nan nan nan nan nan ... nan nan nan nan\n",
" heat_monthly (x, y, month) float64 nan nan nan nan nan ... nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-53ae83ec-c46f-4290-afab-a31bc1751185' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-53ae83ec-c46f-4290-afab-a31bc1751185' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>x</span>: 138</li><li><span class='xr-has-index'>y</span>: 125</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-86caae46-2e98-44f9-8149-cf3849a402e4' class='xr-section-summary-in' type='checkbox' checked><label for='section-86caae46-2e98-44f9-8149-cf3849a402e4' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.485e+06 2.486e+06 ... 2.513e+06</div><input id='attrs-dc31b69f-a451-4d7d-b761-d010865edd32' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc31b69f-a451-4d7d-b761-d010865edd32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90684850-4a4b-4e3e-8aa8-879272335de7' class='xr-var-data-in' type='checkbox'><label for='data-90684850-4a4b-4e3e-8aa8-879272335de7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485487.5, 2485687.5, 2485887.5, 2486087.5, 2486287.5, 2486487.5,\n",
" 2486687.5, 2486887.5, 2487087.5, 2487287.5, 2487487.5, 2487687.5,\n",
" 2487887.5, 2488087.5, 2488287.5, 2488487.5, 2488687.5, 2488887.5,\n",
" 2489087.5, 2489287.5, 2489487.5, 2489687.5, 2489887.5, 2490087.5,\n",
" 2490287.5, 2490487.5, 2490687.5, 2490887.5, 2491087.5, 2491287.5,\n",
" 2491487.5, 2491687.5, 2491887.5, 2492087.5, 2492287.5, 2492487.5,\n",
" 2492687.5, 2492887.5, 2493087.5, 2493287.5, 2493487.5, 2493687.5,\n",
" 2493887.5, 2494087.5, 2494287.5, 2494487.5, 2494687.5, 2494887.5,\n",
" 2495087.5, 2495287.5, 2495487.5, 2495687.5, 2495887.5, 2496087.5,\n",
" 2496287.5, 2496487.5, 2496687.5, 2496887.5, 2497087.5, 2497287.5,\n",
" 2497487.5, 2497687.5, 2497887.5, 2498087.5, 2498287.5, 2498487.5,\n",
" 2498687.5, 2498887.5, 2499087.5, 2499287.5, 2499487.5, 2499687.5,\n",
" 2499887.5, 2500087.5, 2500287.5, 2500487.5, 2500687.5, 2500887.5,\n",
" 2501087.5, 2501287.5, 2501487.5, 2501687.5, 2501887.5, 2502087.5,\n",
" 2502287.5, 2502487.5, 2502687.5, 2502887.5, 2503087.5, 2503287.5,\n",
" 2503487.5, 2503687.5, 2503887.5, 2504087.5, 2504287.5, 2504487.5,\n",
" 2504687.5, 2504887.5, 2505087.5, 2505287.5, 2505487.5, 2505687.5,\n",
" 2505887.5, 2506087.5, 2506287.5, 2506487.5, 2506687.5, 2506887.5,\n",
" 2507087.5, 2507287.5, 2507487.5, 2507687.5, 2507887.5, 2508087.5,\n",
" 2508287.5, 2508487.5, 2508687.5, 2508887.5, 2509087.5, 2509287.5,\n",
" 2509487.5, 2509687.5, 2509887.5, 2510087.5, 2510287.5, 2510487.5,\n",
" 2510687.5, 2510887.5, 2511087.5, 2511287.5, 2511487.5, 2511687.5,\n",
" 2511887.5, 2512087.5, 2512287.5, 2512487.5, 2512687.5, 2512887.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.11e+06 1.11e+06 ... 1.135e+06</div><input id='attrs-934965b3-426d-439e-8626-9894f7428734' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-934965b3-426d-439e-8626-9894f7428734' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce6f24ae-ee89-45ad-ac07-93075c3ffed5' class='xr-var-data-in' type='checkbox'><label for='data-ce6f24ae-ee89-45ad-ac07-93075c3ffed5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1109687.5, 1109887.5, 1110087.5, 1110287.5, 1110487.5, 1110687.5,\n",
" 1110887.5, 1111087.5, 1111287.5, 1111487.5, 1111687.5, 1111887.5,\n",
" 1112087.5, 1112287.5, 1112487.5, 1112687.5, 1112887.5, 1113087.5,\n",
" 1113287.5, 1113487.5, 1113687.5, 1113887.5, 1114087.5, 1114287.5,\n",
" 1114487.5, 1114687.5, 1114887.5, 1115087.5, 1115287.5, 1115487.5,\n",
" 1115687.5, 1115887.5, 1116087.5, 1116287.5, 1116487.5, 1116687.5,\n",
" 1116887.5, 1117087.5, 1117287.5, 1117487.5, 1117687.5, 1117887.5,\n",
" 1118087.5, 1118287.5, 1118487.5, 1118687.5, 1118887.5, 1119087.5,\n",
" 1119287.5, 1119487.5, 1119687.5, 1119887.5, 1120087.5, 1120287.5,\n",
" 1120487.5, 1120687.5, 1120887.5, 1121087.5, 1121287.5, 1121487.5,\n",
" 1121687.5, 1121887.5, 1122087.5, 1122287.5, 1122487.5, 1122687.5,\n",
" 1122887.5, 1123087.5, 1123287.5, 1123487.5, 1123687.5, 1123887.5,\n",
" 1124087.5, 1124287.5, 1124487.5, 1124687.5, 1124887.5, 1125087.5,\n",
" 1125287.5, 1125487.5, 1125687.5, 1125887.5, 1126087.5, 1126287.5,\n",
" 1126487.5, 1126687.5, 1126887.5, 1127087.5, 1127287.5, 1127487.5,\n",
" 1127687.5, 1127887.5, 1128087.5, 1128287.5, 1128487.5, 1128687.5,\n",
" 1128887.5, 1129087.5, 1129287.5, 1129487.5, 1129687.5, 1129887.5,\n",
" 1130087.5, 1130287.5, 1130487.5, 1131687.5, 1131887.5, 1132087.5,\n",
" 1132287.5, 1132487.5, 1132687.5, 1132887.5, 1133087.5, 1133287.5,\n",
" 1133487.5, 1133687.5, 1133887.5, 1134087.5, 1134287.5, 1134487.5,\n",
" 1134687.5, 1134887.5, 1135087.5, 1135287.5, 1135487.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-4f80314d-d3f4-45fe-aafa-12becdb65da3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f80314d-d3f4-45fe-aafa-12becdb65da3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40daa371-1e94-4a68-a122-8f96d437b02e' class='xr-var-data-in' type='checkbox'><label for='data-40daa371-1e94-4a68-a122-8f96d437b02e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-052583e3-1dc7-4b19-9a1e-589121b7e2c4' class='xr-section-summary-in' type='checkbox' checked><label for='section-052583e3-1dc7-4b19-9a1e-589121b7e2c4' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>heat_total</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-c9b61889-8462-4cc8-99f8-3e24d136be34' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c9b61889-8462-4cc8-99f8-3e24d136be34' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dcde69c5-45cf-4eca-85da-d9f995296b30' class='xr-var-data-in' type='checkbox'><label for='data-dcde69c5-45cf-4eca-85da-d9f995296b30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>+init=epsg:21781</dd><dt><span>transform :</span></dt><dd>[ 2.000000e+02 0.000000e+00 4.854875e+05 0.000000e+00 -2.000000e+02\n",
" 2.956875e+05]</dd><dt><span>res :</span></dt><dd>[200. 200.]</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HDD</span></div><div class='xr-var-dims'>(x, y, month)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-015fc277-db59-4d00-8316-1bd78e2d4116' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-015fc277-db59-4d00-8316-1bd78e2d4116' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0096bac9-9b05-4a3a-a868-1b31019880c5' class='xr-var-data-in' type='checkbox'><label for='data-0096bac9-9b05-4a3a-a868-1b31019880c5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
"...\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>heat_monthly</span></div><div class='xr-var-dims'>(x, y, month)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-75ec0173-c232-460f-9f45-b88547d66d97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-75ec0173-c232-460f-9f45-b88547d66d97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b890e1c9-ef1a-4a9b-b2e8-a56556a18296' class='xr-var-data-in' type='checkbox'><label for='data-b890e1c9-ef1a-4a9b-b2e8-a56556a18296' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
"...\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]],\n",
"\n",
" [[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7daf252f-fa85-46e9-966b-0d6846a8fdd0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7daf252f-fa85-46e9-966b-0d6846a8fdd0' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
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"Coordinates:\n",
" * x (x) float64 2.485e+06 2.486e+06 ... 2.513e+06 2.513e+06\n",
" * y (y) float64 1.11e+06 1.11e+06 1.11e+06 ... 1.135e+06 1.135e+06\n",
" * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
" heat_total (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
" HDD (x, y, month) float32 nan nan nan nan nan ... nan nan nan nan\n",
" heat_monthly (x, y, month) float64 nan nan nan nan nan ... nan nan nan nan"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heating_GE_all"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"heating_GE_all.to_netcdf('/work/hyenergy/output/data_geneva/heat_demand/heat_demand_GE.nc')"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Heat demand per building based on Sonnendach data\n",
+ "Assignment policy: Take the largest heat demand & DHW per EGID"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_demand_by_EGID = ( heat_demand.sort_values('BEDARF_HEI', ascending = False)\n",
+ " .groupby('GWR_EGID').first().drop(columns = ['SB_UUID']) )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_demand_by_EGID = heat_demand_by_EGID.rename({'BEDARF_HEI' : 'demand_SH_kWh', \n",
+ " 'BEDARF_WAR' : 'demand_DHW_kWh' }, axis = 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "demand_DHW_kWh 0.726266\n",
+ "demand_SH_kWh 3.846582\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 131,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "heat_demand_by_EGID.sum() / 1e9"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "heat_demand_by_EGID.to_csv('/work/hyenergy/output/data_geneva/heat_demand/heat_demand_by_EGID_GE.csv')"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Electricity demand"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"BLD_fp = '/work/hyenergy/output/buildings'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Residential sector"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"RES = pd.read_csv(os.path.join(BLD_fp,'GWR_residential.csv'))\n",
"RES_GE = RES[RES.GDEKT == 'GE']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"RES_GE.to_csv('/work/hyenergy/output/data_geneva/electricity_demand/RegBL_residential_GE.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"demand_fp = '/work/hyenergy/output/demand' #\n",
"residential_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_residential.nc')) "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
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" appart (timestamp, daytype) float64 162.3 181.7 141.5 ... 233.7 227.8\n",
" maison (timestamp, daytype) float64 298.2 344.7 261.2 ... 377.5 411.3\n",
" communal_app (timestamp, daytype) float64 40.22 56.67 37.81 ... 39.51 55.79</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-cd1bb922-3a00-46b2-ada8-86908c5ab0f4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cd1bb922-3a00-46b2-ada8-86908c5ab0f4' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5dba64a8-697e-48e7-ba93-4081da61faca' class='xr-section-summary-in' type='checkbox' checked><label for='section-5dba64a8-697e-48e7-ba93-4081da61faca' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-919ef80a-fdc9-4f36-a25b-d4a6f46858d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-919ef80a-fdc9-4f36-a25b-d4a6f46858d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89275717-a223-495c-9b35-96f12b0447eb' class='xr-var-data-in' type='checkbox'><label for='data-89275717-a223-495c-9b35-96f12b0447eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
" &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
" &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-bc8cb7c3-198f-4486-a608-6b0393f7bbfc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc8cb7c3-198f-4486-a608-6b0393f7bbfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-181b33f7-dfb5-4907-942a-5c56f6d7468b' class='xr-var-data-in' type='checkbox'><label for='data-181b33f7-dfb5-4907-942a-5c56f6d7468b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37d08c5a-dae0-49a6-bc15-7253d0c6c6cd' class='xr-section-summary-in' type='checkbox' checked><label for='section-37d08c5a-dae0-49a6-bc15-7253d0c6c6cd' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>appart</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a9386f5c-7c73-4437-8eb0-a6aa812c0cb2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9386f5c-7c73-4437-8eb0-a6aa812c0cb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b69d37a0-d40e-4874-b793-83f1dd068c7f' class='xr-var-data-in' type='checkbox'><label for='data-b69d37a0-d40e-4874-b793-83f1dd068c7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[162.267134, 181.725886],\n",
" [141.511422, 147.918781],\n",
" [128.611598, 133.756344],\n",
" ...,\n",
" [419.152541, 397.512196],\n",
" [325.779659, 298.243901],\n",
" [233.661016, 227.804876]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>maison</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2eb80e25-e01a-488b-808a-13822302e49c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2eb80e25-e01a-488b-808a-13822302e49c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba98759b-ed51-4722-a7a4-126ecf325423' class='xr-var-data-in' type='checkbox'><label for='data-ba98759b-ed51-4722-a7a4-126ecf325423' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[298.236713, 344.72222 ],\n",
" [261.159419, 277.777777],\n",
" [252.00483 , 259.861109],\n",
" ...,\n",
" [584.516907, 600.138891],\n",
" [462.94686 , 511.527781],\n",
" [377.487921, 411.250001]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>communal_app</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-921f2009-058b-4a7e-bcba-daf8ed314953' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-921f2009-058b-4a7e-bcba-daf8ed314953' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-358fec9c-4f5a-4e8c-a823-cdc898cabad1' class='xr-var-data-in' type='checkbox'><label for='data-358fec9c-4f5a-4e8c-a823-cdc898cabad1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[40.224992, 56.666663],\n",
" [37.808052, 53.26224 ],\n",
" [37.808052, 53.26224 ],\n",
" ...,\n",
" [47.892617, 57.937453],\n",
" [37.279445, 52.63209 ],\n",
" [39.51387 , 55.786709]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bb08425f-80c7-464b-b6e1-b9feae9b334d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bb08425f-80c7-464b-b6e1-b9feae9b334d' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (daytype: 2, timestamp: 288)\n",
"Coordinates:\n",
" * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
" * daytype (daytype) object 'weekday' 'weekend'\n",
"Data variables:\n",
" appart (timestamp, daytype) float64 ...\n",
" maison (timestamp, daytype) float64 ...\n",
" communal_app (timestamp, daytype) float64 ..."
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"residential_demand"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Service sector"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"SER = pd.read_csv(os.path.join(BLD_fp,'GWR_service.csv'))\n",
"SER_GE = SER[SER.GDEKT == 'GE']\n",
"SER_GE.to_csv('/work/hyenergy/output/data_geneva/electricity_demand/RegBL_service_GE.csv', index = False)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"demand_fp = '/work/hyenergy/output/demand' # \n",
"service_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_services.nc')) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Map residential sector demand"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" EGID GGDENR GDEKT GKODE GKODN N_DWL_RES\n",
"681284 1000001 6602.0 GE 2506071.38 1125077.00 1.0\n",
"681285 1000002 6602.0 GE 2506093.63 1125043.50 1.0\n",
"681286 1000004 6602.0 GE 2506150.39 1125093.76 1.0\n",
"681287 1000005 6602.0 GE 2506165.01 1125141.97 1.0\n",
"681288 1000006 6602.0 GE 2506177.40 1125184.36 1.0"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"RES_GE.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"len(RES_GE) == len(RES_GE.EGID.unique())"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"RES_demand_GE,_ = get_cluster_demand_RES( RES_GE, residential_demand, grouping_col = 'EGID', dwell_nb = 'N_DWL_RES' )"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
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"\n",
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"\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
"array(692.27676115)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4fe5ba12-8874-4472-9993-557c6032a175' class='xr-array-in' type='checkbox' checked><label for='section-4fe5ba12-8874-4472-9993-557c6032a175' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>692.3</span></div><div class='xr-array-data'><pre>array(692.27676115)</pre></div></div></li><li class='xr-section-item'><input id='section-9f1515c0-8b40-4849-be84-353b8ea919d2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9f1515c0-8b40-4849-be84-353b8ea919d2' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-90e11f5a-2ec8-4490-9e87-845584ba5196' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-90e11f5a-2ec8-4490-9e87-845584ba5196' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
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"array(692.27676115)"
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},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_yearly_sum(RES_demand_GE.sum(dim = 'EGID')) / 1e9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Map service sector demand"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"SER_demand, SER_services = get_cluster_demand_SER(SER, service_demand, grouping_col = 'EGID')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"SER_demand_GE = SER_demand.sel(EGID = SER_GE.EGID.values)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
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"\n",
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" float: left;\n",
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"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
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"}\n",
"\n",
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"\n",
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"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
"array(1264.56206538)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-17f5fc4f-a504-4c76-baa8-e46c282c19b7' class='xr-array-in' type='checkbox' checked><label for='section-17f5fc4f-a504-4c76-baa8-e46c282c19b7' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.265e+03</span></div><div class='xr-array-data'><pre>array(1264.56206538)</pre></div></div></li><li class='xr-section-item'><input id='section-7a99cc5d-7679-4f08-b1c6-f3f9e43542c1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a99cc5d-7679-4f08-b1c6-f3f9e43542c1' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-5423dee5-d9cf-4d4f-acf1-97e7545b61a8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5423dee5-d9cf-4d4f-acf1-97e7545b61a8' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
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"array(1264.56206538)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_yearly_sum(SER_demand_GE.sum(dim = 'EGID')) / 1e9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Merge residential and service sector"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles = xr.merge([RES_demand_GE.rename('residential_W'), SER_demand_GE.rename('service_W')]).fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles['demand_all_W'] = hourly_profiles.residential_W + hourly_profiles.service_W"
]
},
{
"cell_type": "code",
"execution_count": 27,
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: ()\n",
"Data variables:\n",
" residential_W float64 0.6923\n",
" service_W float64 1.265\n",
" demand_all_W float64 1.957</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a27d780b-bfd3-4dd3-829d-a1ed2eb8e097' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a27d780b-bfd3-4dd3-829d-a1ed2eb8e097' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f2600f95-da97-4be2-9a4a-4f0e9de4acd8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f2600f95-da97-4be2-9a4a-4f0e9de4acd8' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-ed5adae1-d49d-4d4c-aef0-44af1ceffb43' class='xr-section-summary-in' type='checkbox' checked><label for='section-ed5adae1-d49d-4d4c-aef0-44af1ceffb43' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6923</div><input id='attrs-c98c01de-e083-4712-96c9-108c42dcda28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c98c01de-e083-4712-96c9-108c42dcda28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b7c2edb-05e7-41f7-b835-7b825e3a95c1' class='xr-var-data-in' type='checkbox'><label for='data-5b7c2edb-05e7-41f7-b835-7b825e3a95c1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.69227676)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.265</div><input id='attrs-e365acda-45fd-40db-84df-ae5771ce94c6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e365acda-45fd-40db-84df-ae5771ce94c6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fc3f540-2dda-449a-90b0-7e9c9f2c66ac' class='xr-var-data-in' type='checkbox'><label for='data-0fc3f540-2dda-449a-90b0-7e9c9f2c66ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.26456207)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>demand_all_W</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.957</div><input id='attrs-da1e94a8-4898-4159-92e5-6058318f6d8a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da1e94a8-4898-4159-92e5-6058318f6d8a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88a7e51f-5d28-4a46-85e4-80747c7f91ac' class='xr-var-data-in' type='checkbox'><label for='data-88a7e51f-5d28-4a46-85e4-80747c7f91ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.95683883)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cb171a3a-0a34-4334-81a5-ea79524bbf84' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cb171a3a-0a34-4334-81a5-ea79524bbf84' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
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},
"execution_count": 27,
"metadata": {},
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],
"source": [
"get_yearly_sum(hourly_profiles.sum(dim = 'EGID')) / 1e12"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles.to_netcdf('/work/hyenergy/output/data_geneva/electricity_demand/electricity_demand_hourly_GE.nc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Map to BLD"
]
},
{
"cell_type": "code",
"execution_count": 28,
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" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (EGID: 46733, daytype: 2, timestamp: 288)\n",
"Coordinates:\n",
" * EGID (EGID) int64 1000001 1000002 1000004 ... 295522354 295523461\n",
" * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
" * daytype (daytype) object &#x27;weekday&#x27; &#x27;weekend&#x27;\n",
"Data variables:\n",
" residential_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03\n",
" service_W (EGID, daytype, timestamp) float64 0.0 0.0 0.0 ... 0.0 0.0\n",
" demand_all_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f78743ae-620a-467a-aacd-e54f2eb1b5b0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f78743ae-620a-467a-aacd-e54f2eb1b5b0' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>EGID</span>: 46733</li><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-aa713a3e-e65b-4a9f-a412-650be0514bd5' class='xr-section-summary-in' type='checkbox' checked><label for='section-aa713a3e-e65b-4a9f-a412-650be0514bd5' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>EGID</span></div><div class='xr-var-dims'>(EGID)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1000001 1000002 ... 295523461</div><input id='attrs-bffff18c-d5a8-49e5-86c9-c064f53f3387' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bffff18c-d5a8-49e5-86c9-c064f53f3387' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4e9f2ce-587b-4de8-bf13-aef1887fcde3' class='xr-var-data-in' type='checkbox'><label for='data-c4e9f2ce-587b-4de8-bf13-aef1887fcde3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1000001, 1000002, 1000004, ..., 295522181, 295522354, 295523461])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-7ab828bb-797b-42bc-8d27-223d68f2a7be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ab828bb-797b-42bc-8d27-223d68f2a7be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5969edc4-2a4a-43d4-a57f-fcd7ec91b10f' class='xr-var-data-in' type='checkbox'><label for='data-5969edc4-2a4a-43d4-a57f-fcd7ec91b10f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
" &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
" &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-2c864622-3824-4a83-9a73-8767cb434b39' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c864622-3824-4a83-9a73-8767cb434b39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5db24a97-4dd3-43d9-8508-faa48dbf7029' class='xr-var-data-in' type='checkbox'><label for='data-5db24a97-4dd3-43d9-8508-faa48dbf7029' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ecd2f266-b73a-4167-9d9c-656cddcea3a4' class='xr-section-summary-in' type='checkbox' checked><label for='section-ecd2f266-b73a-4167-9d9c-656cddcea3a4' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>(EGID, timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>298.2 344.7 ... 1.366e+03 1.418e+03</div><input id='attrs-ee6d8344-80bb-4832-9ae6-1ba07bc91775' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee6d8344-80bb-4832-9ae6-1ba07bc91775' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3136479e-ec98-4716-8a10-abb03d334545' class='xr-var-data-in' type='checkbox'><label for='data-3136479e-ec98-4716-8a10-abb03d334545' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
"...\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[1012.46063002, 1191.96274472],\n",
" [ 896.59737122, 1005.90510371],\n",
" [ 832.09825042, 935.09292252],\n",
" ...,\n",
" [2335.22578872, 2277.24824569],\n",
" [1815.29551624, 1754.37995198],\n",
" [1365.87442724, 1417.95792448]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>(EGID, daytype, timestamp)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-53c33deb-f2c8-44aa-879b-793c0d374046' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53c33deb-f2c8-44aa-879b-793c0d374046' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdbc474b-e2d4-4402-a7f0-510a6365cb7f' class='xr-var-data-in' type='checkbox'><label for='data-bdbc474b-e2d4-4402-a7f0-510a6365cb7f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]],\n",
"\n",
" [[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]],\n",
"\n",
" [[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]],\n",
"\n",
" ...,\n",
"\n",
" [[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]],\n",
"\n",
" [[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]],\n",
"\n",
" [[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>demand_all_W</span></div><div class='xr-var-dims'>(EGID, timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>298.2 344.7 ... 1.366e+03 1.418e+03</div><input id='attrs-fece38b8-68f3-49a4-9208-f8faf0d2277a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fece38b8-68f3-49a4-9208-f8faf0d2277a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a468d57-f0f7-4660-9e89-9635de815395' class='xr-var-data-in' type='checkbox'><label for='data-0a468d57-f0f7-4660-9e89-9635de815395' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
"...\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[ 298.23671323, 344.7222201 ],\n",
" [ 261.15941892, 277.77777672],\n",
" [ 252.00482969, 259.8611095 ],\n",
" ...,\n",
" [ 584.51690729, 600.1388908 ],\n",
" [ 462.94686044, 511.52778104],\n",
" [ 377.48792056, 411.25000138]],\n",
"\n",
" [[1012.46063002, 1191.96274472],\n",
" [ 896.59737122, 1005.90510371],\n",
" [ 832.09825042, 935.09292252],\n",
" ...,\n",
" [2335.22578872, 2277.24824569],\n",
" [1815.29551624, 1754.37995198],\n",
" [1365.87442724, 1417.95792448]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-89e03fd8-3f99-4f91-ae35-11c124a98e47' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-89e03fd8-3f99-4f91-ae35-11c124a98e47' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (EGID: 46733, daytype: 2, timestamp: 288)\n",
"Coordinates:\n",
" * EGID (EGID) int64 1000001 1000002 1000004 ... 295522354 295523461\n",
" * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
" * daytype (daytype) object 'weekday' 'weekend'\n",
"Data variables:\n",
" residential_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03\n",
" service_W (EGID, daytype, timestamp) float64 0.0 0.0 0.0 ... 0.0 0.0\n",
" demand_all_W (EGID, timestamp, daytype) float64 298.2 344.7 ... 1.418e+03"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hourly_profiles"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"BLD_info_demand = BLD_info[BLD_info.EGID.isin(hourly_profiles.EGID.values)]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2158823</th>\n",
" <td>295162433</td>\n",
" <td>GE</td>\n",
" <td>6601</td>\n",
" <td>2492344.77</td>\n",
" <td>1116238.05</td>\n",
" <td>1020.0</td>\n",
" <td>1122.0</td>\n",
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" <td>NaN</td>\n",
" <td>408.0</td>\n",
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" <tr>\n",
" <th>2158879</th>\n",
" <td>1000053</td>\n",
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" <td>1125633.06</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>2159500</th>\n",
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" <td>6602</td>\n",
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" <td>1126713.50</td>\n",
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" <tr>\n",
" <th>2159501</th>\n",
" <td>295512685</td>\n",
" <td>GE</td>\n",
" <td>6602</td>\n",
" <td>2507031.51</td>\n",
" <td>1126704.11</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>101.0</td>\n",
" <td>2.0</td>\n",
" <td>202.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2159502</th>\n",
" <td>295512686</td>\n",
" <td>GE</td>\n",
" <td>6602</td>\n",
" <td>2507043.76</td>\n",
" <td>1126690.08</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>101.0</td>\n",
" <td>2.0</td>\n",
" <td>202.0</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2208897</th>\n",
" <td>295518396</td>\n",
" <td>GE</td>\n",
" <td>6645</td>\n",
" <td>2500163.63</td>\n",
" <td>1114437.18</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>79.0</td>\n",
" <td>3.0</td>\n",
" <td>237.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2208899</th>\n",
" <td>295518572</td>\n",
" <td>GE</td>\n",
" <td>6645</td>\n",
" <td>2501214.03</td>\n",
" <td>1114357.05</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>77.0</td>\n",
" <td>2.0</td>\n",
" <td>154.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2208917</th>\n",
" <td>295518753</td>\n",
" <td>GE</td>\n",
" <td>6645</td>\n",
" <td>2501461.23</td>\n",
" <td>1114115.71</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>94.0</td>\n",
" <td>2.0</td>\n",
" <td>188.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2208928</th>\n",
" <td>295518996</td>\n",
" <td>GE</td>\n",
" <td>6645</td>\n",
" <td>2501915.98</td>\n",
" <td>1114343.92</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>97.0</td>\n",
" <td>2.0</td>\n",
" <td>194.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2208929</th>\n",
" <td>295519296</td>\n",
" <td>GE</td>\n",
" <td>6645</td>\n",
" <td>2500196.57</td>\n",
" <td>1114493.35</td>\n",
" <td>1020.0</td>\n",
" <td>1110.0</td>\n",
" <td>RES</td>\n",
" <td>NaN</td>\n",
" <td>102.0</td>\n",
" <td>2.0</td>\n",
" <td>204.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>920 rows × 12 columns</p>\n",
"</div>"
],
"text/plain": [
" EGID GDEKT GGDENR GKODE GKODN GKAT GKLAS \\\n",
"2158823 295162433 GE 6601 2492344.77 1116238.05 1020.0 1122.0 \n",
"2158879 1000053 GE 6602 2506067.50 1125633.06 1020.0 1110.0 \n",
"2159500 295512684 GE 6602 2507018.60 1126713.50 1020.0 1110.0 \n",
"2159501 295512685 GE 6602 2507031.51 1126704.11 1020.0 1110.0 \n",
"2159502 295512686 GE 6602 2507043.76 1126690.08 1020.0 1110.0 \n",
"... ... ... ... ... ... ... ... \n",
"2208897 295518396 GE 6645 2500163.63 1114437.18 1020.0 1110.0 \n",
"2208899 295518572 GE 6645 2501214.03 1114357.05 1020.0 1110.0 \n",
"2208917 295518753 GE 6645 2501461.23 1114115.71 1020.0 1110.0 \n",
"2208928 295518996 GE 6645 2501915.98 1114343.92 1020.0 1110.0 \n",
"2208929 295519296 GE 6645 2500196.57 1114493.35 1020.0 1110.0 \n",
"\n",
" sector BLD_ID footprint N_floors floor_area \n",
"2158823 RES NaN 408.0 3.0 1224.0 \n",
"2158879 RES NaN 28.0 1.0 28.0 \n",
"2159500 RES NaN 101.0 2.0 202.0 \n",
"2159501 RES NaN 101.0 2.0 202.0 \n",
"2159502 RES NaN 101.0 2.0 202.0 \n",
"... ... ... ... ... ... \n",
"2208897 RES NaN 79.0 3.0 237.0 \n",
"2208899 RES NaN 77.0 2.0 154.0 \n",
"2208917 RES NaN 94.0 2.0 188.0 \n",
"2208928 RES NaN 97.0 2.0 194.0 \n",
"2208929 RES NaN 102.0 2.0 204.0 \n",
"\n",
"[920 rows x 12 columns]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD_info_demand[BLD_info_demand.BLD_ID.isna()]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Geothermal data"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"VERSION = 'V5_Tg1_HDD_newMargin'"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"filepath = '/work/hyenergy/output/geothermal_potential/GIS_processing_VD_GVA/' # # '/Users/alinawalch/Documents/EPFL/data/geothermal_sample/sample'\n",
"dataset = 'free_area_VD_GVA_buff3m_tol1m_fractalSelect_authorised'"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"fp_scratch = '/scratch/walch/geothermal_processing/files/'"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"free_area = gpd.read_file( os.path.join(filepath, dataset) )"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"free_area_GE = free_area[free_area.canton == 'GE']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"free_area_GE.to_file('/work/hyenergy/output/data_geneva/geothermal/geothermal_area_GE')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>EGRID</th>\n",
" <th>parcel_typ</th>\n",
" <th>validity</th>\n",
" <th>canton</th>\n",
" <th>NUTZUNG</th>\n",
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" <th>UUID</th>\n",
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" <th>geometry</th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>324</th>\n",
" <td>CH108063136545</td>\n",
" <td>privé</td>\n",
" <td>1</td>\n",
" <td>GE</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>{87FFB065-7EB0-4D9C-BB1B-3A015F89713F}</td>\n",
" <td>1.001446</td>\n",
" <td>612</td>\n",
" <td>1.0</td>\n",
" <td>permitted</td>\n",
" <td>POLYGON ((2504815.598 1124040.566, 2504802.698...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>325</th>\n",
" <td>CH108063186530</td>\n",
" <td>privé</td>\n",
" <td>1</td>\n",
" <td>GE</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>{FE37E7C7-67E9-4EDB-A5DE-C847E160D00C}</td>\n",
" <td>1.013581</td>\n",
" <td>614</td>\n",
" <td>1.0</td>\n",
" <td>permitted</td>\n",
" <td>POLYGON ((2500403.349 1118916.539, 2500402.028...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>326</th>\n",
" <td>CH108063206524</td>\n",
" <td>privé</td>\n",
" <td>1</td>\n",
" <td>GE</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>{1910FB4D-A36A-4DEF-827B-FD63739DDC36}</td>\n",
" <td>1.002316</td>\n",
" <td>615</td>\n",
" <td>1.0</td>\n",
" <td>permitted</td>\n",
" <td>POLYGON ((2500483.986 1124015.051, 2500459.059...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>327</th>\n",
" <td>CH108063216521</td>\n",
" <td>privé</td>\n",
" <td>1</td>\n",
" <td>GE</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>{9A875B5A-061D-4EF6-9F09-988BB115F414}</td>\n",
" <td>0.999347</td>\n",
" <td>616</td>\n",
" <td>1.0</td>\n",
" <td>permitted</td>\n",
" <td>POLYGON ((2498842.021 1121391.582, 2498845.417...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>328</th>\n",
" <td>CH108063226518</td>\n",
" <td>privé</td>\n",
" <td>1</td>\n",
" <td>GE</td>\n",
" <td>None</td>\n",
" <td>0</td>\n",
" <td>{F60293BB-F453-4DE4-902F-85F6862A8E70}</td>\n",
" <td>1.034857</td>\n",
" <td>617</td>\n",
" <td>1.0</td>\n",
" <td>permitted</td>\n",
" <td>POLYGON ((2492468.113 1117473.909, 2492468.070...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" EGRID parcel_typ validity canton NUTZUNG OBJEKTART \\\n",
"324 CH108063136545 privé 1 GE None 0 \n",
"325 CH108063186530 privé 1 GE None 0 \n",
"326 CH108063206524 privé 1 GE None 0 \n",
"327 CH108063216521 privé 1 GE None 0 \n",
"328 CH108063226518 privé 1 GE None 0 \n",
"\n",
" UUID Fractal index AUTH_CODE \\\n",
"324 {87FFB065-7EB0-4D9C-BB1B-3A015F89713F} 1.001446 612 1.0 \n",
"325 {FE37E7C7-67E9-4EDB-A5DE-C847E160D00C} 1.013581 614 1.0 \n",
"326 {1910FB4D-A36A-4DEF-827B-FD63739DDC36} 1.002316 615 1.0 \n",
"327 {9A875B5A-061D-4EF6-9F09-988BB115F414} 0.999347 616 1.0 \n",
"328 {F60293BB-F453-4DE4-902F-85F6862A8E70} 1.034857 617 1.0 \n",
"\n",
" AUTH_TXT geometry \n",
"324 permitted POLYGON ((2504815.598 1124040.566, 2504802.698... \n",
"325 permitted POLYGON ((2500403.349 1118916.539, 2500402.028... \n",
"326 permitted POLYGON ((2500483.986 1124015.051, 2500459.059... \n",
"327 permitted POLYGON ((2498842.021 1121391.582, 2498845.417... \n",
"328 permitted POLYGON ((2492468.113 1117473.909, 2492468.070... "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"free_area_GE.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get HDD for monthly potential"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" super(GeoDataFrame, self).__setitem__(key, value)\n"
]
}
],
"source": [
"free_area_GE['x'] = free_area_GE.centroid.x\n",
"free_area_GE['y'] = free_area_GE.centroid.y"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/geopandas/geodataframe.py:853: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" super(GeoDataFrame, self).__setitem__(key, value)\n"
]
}
],
"source": [
"free_area_GE[['chx', 'chy']] = map_coords_to_pixel(free_area_GE[['x','y']], 500, 1000 )"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"HDD_weights = free_area_GE[['UUID', 'chx', 'chy']].drop_duplicates(subset = ['UUID']).merge(HDD_weighted_df, \n",
" on = ['chx', 'chy'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load potential"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"q_DROP_REF = 'q_drop_wrt_norm'\n",
"\n",
"fp = os.path.join(fp_scratch, 'Q_POT_' + dataset + '_thresh_%s_%s.csv' %(q_DROP_REF.split('_')[-1], VERSION))\n",
"Q_pot_auth = pd.read_csv( fp, index_col = 0 )"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_auth_GE = Q_pot_auth[Q_pot_auth.UUID.isin(free_area_GE.UUID)]"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
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" <th></th>\n",
" <th>UUID</th>\n",
" <th>H</th>\n",
" <th>BHE_count</th>\n",
" <th>B</th>\n",
" <th>q_drop_wrt_norm</th>\n",
" <th>q_max_field</th>\n",
" <th>q_max_BHE</th>\n",
" <th>q_norm</th>\n",
" <th>Q_field</th>\n",
" <th>Q_BHE</th>\n",
" <th>H_max</th>\n",
" <th>B_eff</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>{000166BB-B93F-4DA2-89C1-287DB3CB9B97}</td>\n",
" <td>200</td>\n",
" <td>31.0</td>\n",
" <td>30</td>\n",
" <td>0.839226</td>\n",
" <td>37.812919</td>\n",
" <td>44.768866</td>\n",
" <td>45.056910</td>\n",
" <td>421828.064482</td>\n",
" <td>16110.524191</td>\n",
" <td>200.0</td>\n",
" <td>30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>{00032F84-C9E7-4880-A932-9DE7BDEF4BCA}</td>\n",
" <td>200</td>\n",
" <td>7.0</td>\n",
" <td>30</td>\n",
" <td>0.823855</td>\n",
" <td>38.875648</td>\n",
" <td>46.412663</td>\n",
" <td>47.187497</td>\n",
" <td>99234.757499</td>\n",
" <td>16924.841625</td>\n",
" <td>200.0</td>\n",
" <td>30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>{0005DAD5-BB4B-47B7-B31D-0F39928E029D}</td>\n",
" <td>200</td>\n",
" <td>1.0</td>\n",
" <td>30</td>\n",
" <td>0.933049</td>\n",
" <td>45.494379</td>\n",
" <td>48.053862</td>\n",
" <td>48.758852</td>\n",
" <td>16435.299185</td>\n",
" <td>17359.938262</td>\n",
" <td>200.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>{000D635E-444B-44BA-A938-48A5DF3672DE}</td>\n",
" <td>200</td>\n",
" <td>9.0</td>\n",
" <td>15</td>\n",
" <td>0.816505</td>\n",
" <td>38.077633</td>\n",
" <td>46.772637</td>\n",
" <td>46.634891</td>\n",
" <td>123625.128157</td>\n",
" <td>16872.760897</td>\n",
" <td>200.0</td>\n",
" <td>15.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>{000E912D-81F2-4D93-8687-797966BC5214}</td>\n",
" <td>200</td>\n",
" <td>1.0</td>\n",
" <td>40</td>\n",
" <td>0.961500</td>\n",
" <td>43.531065</td>\n",
" <td>45.123878</td>\n",
" <td>45.274108</td>\n",
" <td>15661.606678</td>\n",
" <td>16234.668892</td>\n",
" <td>200.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" UUID H BHE_count B \\\n",
"7 {000166BB-B93F-4DA2-89C1-287DB3CB9B97} 200 31.0 30 \n",
"15 {00032F84-C9E7-4880-A932-9DE7BDEF4BCA} 200 7.0 30 \n",
"35 {0005DAD5-BB4B-47B7-B31D-0F39928E029D} 200 1.0 30 \n",
"87 {000D635E-444B-44BA-A938-48A5DF3672DE} 200 9.0 15 \n",
"91 {000E912D-81F2-4D93-8687-797966BC5214} 200 1.0 40 \n",
"\n",
" q_drop_wrt_norm q_max_field q_max_BHE q_norm Q_field \\\n",
"7 0.839226 37.812919 44.768866 45.056910 421828.064482 \n",
"15 0.823855 38.875648 46.412663 47.187497 99234.757499 \n",
"35 0.933049 45.494379 48.053862 48.758852 16435.299185 \n",
"87 0.816505 38.077633 46.772637 46.634891 123625.128157 \n",
"91 0.961500 43.531065 45.123878 45.274108 15661.606678 \n",
"\n",
" Q_BHE H_max B_eff \n",
"7 16110.524191 200.0 30.0 \n",
"15 16924.841625 200.0 30.0 \n",
"35 17359.938262 200.0 NaN \n",
"87 16872.760897 200.0 15.0 \n",
"91 16234.668892 200.0 NaN "
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Q_pot_auth_GE.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_auth_GE.to_csv('/work/hyenergy/output/data_geneva/geothermal/geothermal_potential_GE.csv', index = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create monthly potential"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_monthly = Q_pot_auth_GE[['UUID', 'Q_field']].merge(HDD_weights[['UUID', 'month', 'HDD']], on = 'UUID')"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_monthly['Q_field_monthly'] = Q_pot_monthly.Q_field * Q_pot_monthly.HDD"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_month_xr = Q_pot_monthly.set_index(['UUID', 'month'])[['HDD', 'Q_field_monthly']].to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_month_xr['Q_field_monthly'].attrs['units'] = 'kWh'\n",
"Q_pot_month_xr = Q_pot_month_xr.rename({'Q_field_monthly' : 'Q_field'})"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (UUID: 18666, month: 12)\n",
"Coordinates:\n",
" * UUID (UUID) object &#x27;{000166BB-B93F-4DA2-89C1-287DB3CB9B97}&#x27; ... &#x27;{FFF...\n",
" * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
" HDD (UUID, month) float32 0.19258045 0.16387075 ... 0.18211544\n",
" Q_field (UUID, month) float64 8.124e+04 6.913e+04 ... 8.004e+03 1.023e+04</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0c118359-1e2a-4cf1-93a7-2891ebd9af3e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0c118359-1e2a-4cf1-93a7-2891ebd9af3e' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>UUID</span>: 18666</li><li><span class='xr-has-index'>month</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6b69a453-7e82-445b-9f5f-d3c635274e25' class='xr-section-summary-in' type='checkbox' checked><label for='section-6b69a453-7e82-445b-9f5f-d3c635274e25' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>UUID</span></div><div class='xr-var-dims'>(UUID)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;{000166BB-B93F-4DA2-89C1-287DB3...</div><input id='attrs-1f8e5ec5-f080-4ddf-837f-0f0c729043bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f8e5ec5-f080-4ddf-837f-0f0c729043bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b772ed1c-a4eb-4277-8b05-636ea4d93963' class='xr-var-data-in' type='checkbox'><label for='data-b772ed1c-a4eb-4277-8b05-636ea4d93963' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;{000166BB-B93F-4DA2-89C1-287DB3CB9B97}&#x27;,\n",
" &#x27;{00032F84-C9E7-4880-A932-9DE7BDEF4BCA}&#x27;,\n",
" &#x27;{0005DAD5-BB4B-47B7-B31D-0F39928E029D}&#x27;, ...,\n",
" &#x27;{FFF95A19-8984-45A2-B748-29A0002E582C}&#x27;,\n",
" &#x27;{FFFD3DAE-27A0-47D6-8347-999E2E627CE7}&#x27;,\n",
" &#x27;{FFFFB4A9-FEED-4197-A806-2885566643C0}&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-f6ffcb31-9b5b-4c8b-b79f-5d10a98226ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f6ffcb31-9b5b-4c8b-b79f-5d10a98226ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0570d816-5c12-4f72-9b3e-b972521a6f5a' class='xr-var-data-in' type='checkbox'><label for='data-0570d816-5c12-4f72-9b3e-b972521a6f5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7a4aa7bf-e413-43ee-b4b5-752ea9002339' class='xr-section-summary-in' type='checkbox' checked><label for='section-7a4aa7bf-e413-43ee-b4b5-752ea9002339' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>HDD</span></div><div class='xr-var-dims'>(UUID, month)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.19258045 ... 0.18211544</div><input id='attrs-50d387d8-120b-443f-ad4b-cd593895506f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50d387d8-120b-443f-ad4b-cd593895506f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d040861-6ff1-429f-94aa-7f77fd20c1cf' class='xr-var-data-in' type='checkbox'><label for='data-1d040861-6ff1-429f-94aa-7f77fd20c1cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.19258045, 0.16387075, 0.1353702 , ..., 0.06741802, 0.14327684,\n",
" 0.18333815],\n",
" [0.18487054, 0.15786278, 0.13482587, ..., 0.07185186, 0.13954437,\n",
" 0.17725132],\n",
" [0.18996061, 0.16179968, 0.13544248, ..., 0.06964614, 0.14186311,\n",
" 0.18117408],\n",
" ...,\n",
" [0.19091675, 0.16255808, 0.1353776 , ..., 0.06908458, 0.14243785,\n",
" 0.18202004],\n",
" [0.18779016, 0.16012847, 0.13519837, ..., 0.07033049, 0.14093742,\n",
" 0.17941685],\n",
" [0.19098555, 0.16263299, 0.13545178, ..., 0.06867427, 0.14248171,\n",
" 0.18211544]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Q_field</span></div><div class='xr-var-dims'>(UUID, month)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.124e+04 6.913e+04 ... 1.023e+04</div><input id='attrs-0c2a4ade-a0a4-41e8-92a3-e06f47125256' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c2a4ade-a0a4-41e8-92a3-e06f47125256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15f82f14-3c9d-4d73-a514-e30cfeb9f15c' class='xr-var-data-in' type='checkbox'><label for='data-15f82f14-3c9d-4d73-a514-e30cfeb9f15c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>kWh</dd></dl></div><div class='xr-var-data'><pre>array([[81235.83704676, 69125.28208138, 57102.94730827, ...,\n",
" 28438.81455146, 60438.19229145, 77337.17712138],\n",
" [18345.5833144 , 15665.4749374 , 13379.41255325, ...,\n",
" 7130.20234528, 13847.65149806, 17589.49215929],\n",
" [ 3122.059522 , 2659.22621738, 2226.03768852, ...,\n",
" 1144.65518783, 2331.5626181 , 2977.65028411],\n",
" ...,\n",
" [ 1703.16995368, 1450.18202983, 1207.70475018, ...,\n",
" 616.3041791 , 1270.68925417, 1623.80234014],\n",
" [ 7897.46309577, 6734.1587374 , 5685.73007655, ...,\n",
" 2957.72945585, 5927.08415957, 7545.32605922],\n",
" [10728.18786692, 9135.54600241, 7608.70214351, ...,\n",
" 3857.62403595, 8003.59313313, 10229.92918814]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eecdcfdf-fec8-4e6f-a697-36352d19044f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eecdcfdf-fec8-4e6f-a697-36352d19044f' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (UUID: 18666, month: 12)\n",
"Coordinates:\n",
" * UUID (UUID) object '{000166BB-B93F-4DA2-89C1-287DB3CB9B97}' ... '{FFF...\n",
" * month (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
"Data variables:\n",
" HDD (UUID, month) float32 0.19258045 0.16387075 ... 0.18211544\n",
" Q_field (UUID, month) float64 8.124e+04 6.913e+04 ... 8.004e+03 1.023e+04"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Q_pot_month_xr"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"Q_pot_month_xr.to_netcdf('/work/hyenergy/output/data_geneva/geothermal/geothermal_potential_monthly_GE.nc')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}

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