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play_with_statent.ipynb

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"id": "antique-shooting",
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"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import xarray as xr\n",
"import geopandas as gpd\n",
"import json\n",
"\n",
"from sklearn.metrics import r2_score\n",
"from demand_mapping import *\n",
"from geo_util import *\n",
"\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"\n",
"import os\n",
"import time"
]
},
{
"cell_type": "markdown",
"id": "unable-original",
"metadata": {},
"source": [
"# Load data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "headed-republican",
"metadata": {},
"outputs": [
{
"name": "stderr",
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"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3072: DtypeWarning: Columns (6) have mixed types.Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
],
"source": [
"GWR = pd.read_csv('/work/hyenergy/output/buildings/GWR_2019_filled_all.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "presidential-converter",
"metadata": {},
"outputs": [],
"source": [
"GWR.loc[ ~GWR.GKLAS.isin(['other_1040', 'other_1060', np.nan]), \n",
" 'GKLAS' ] = GWR.loc[ ~GWR.GKLAS.isin(['other_1040', 'other_1060', np.nan]), \n",
" 'GKLAS' ].astype(float).astype(int).astype(str)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "sufficient-acoustic",
"metadata": {},
"outputs": [
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" EGID GGDENR GKODE GKODN GSTAT GKAT GKLAS GBAUP \\\n",
"0 1600000 1 2679684.326 1237449.553 1004.0 1020.0 1122 8011.0 \n",
"1 1600001 1 2679702.150 1237493.958 1004.0 1030.0 1110 8011.0 \n",
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"3 1600003 1 2679655.455 1237516.450 1004.0 1020.0 1122 8017.0 \n",
"4 1600005 1 2679749.269 1237529.346 1004.0 1020.0 1110 8016.0 \n",
"\n",
" GAREA GASTW geom_area footprint N_floors floor_area N_DWL \\\n",
"0 NaN 3.0 204.610703 182.387543 3.0 547.162629 3.0 \n",
"1 NaN 2.0 188.945781 168.424018 2.0 336.848036 1.0 \n",
"2 NaN 3.0 199.400234 177.742993 3.0 533.228979 2.0 \n",
"3 NaN 3.0 173.917746 155.028207 3.0 465.084620 3.0 \n",
"4 NaN 2.0 163.017092 145.311494 2.0 290.622988 1.0 \n",
"\n",
" DWL_area DWL_area_2ndHome building_period Create_Date \n",
"0 279.0 0.0 8011.0 2001-11-29 \n",
"1 90.0 0.0 8011.0 2001-11-29 \n",
"2 237.0 0.0 8011.0 2001-11-29 \n",
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"source": [
"GWR.head()"
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"cell_type": "code",
"execution_count": 5,
"id": "increasing-copper",
"metadata": {},
"outputs": [],
"source": [
"GWR['Create_Date'] = pd.to_datetime(GWR.Create_Date)\n",
"# Extract only those dwellings that are currently active (\"Gebäude bestehend\") and which were added before 31/12/19\n",
"GWR = GWR[(GWR.GSTAT == 1004) & (GWR.Create_Date < '01/01/2020')].copy()"
]
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"cell_type": "code",
"execution_count": 6,
"id": "cubic-sense",
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"statent_fp = '/work/hyenergy/raw/BFS/STATENT2018'\n",
"stat_data = 'STATENT2018_N08_V200828.csv' # 'STATENT2018_N08_V200828_NOLOC.csv'\n",
"statent = xr.open_dataset( os.path.join( statent_fp, '%s.nc' %os.path.splitext(stat_data)[0] ) )\n",
"\n",
"stat_data = 'STATENT2018_N08_V200828_NOLOC.csv'\n",
"statent_noloc = xr.open_dataset( os.path.join( statent_fp, '%s.nc' %os.path.splitext(stat_data)[0] ) )"
]
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"cell_type": "code",
"execution_count": 7,
"id": "liberal-corruption",
"metadata": {},
"outputs": [],
"source": [
"stat_data = 'STATENT2018_N08_V200828_GMDE.csv'\n",
"statent_comm = xr.open_dataset( os.path.join( statent_fp, '%s.nc' %os.path.splitext(stat_data)[0] ) )"
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"id": "fluid-pencil",
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" 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: (RELI: 217025, noga_code: 95)\n",
"Coordinates:\n",
" * RELI (RELI) int64 48621113 48621115 ... 83111693\n",
" * noga_code (noga_code) object &#x27;1&#x27; &#x27;2&#x27; ... &#x27;S3_male&#x27; &#x27;total&#x27;\n",
" noga_type (noga_code) object &#x27;noga&#x27; &#x27;noga&#x27; ... &#x27;aggr&#x27; &#x27;aggr&#x27;\n",
"Data variables:\n",
" E_KOORD (RELI) int64 ...\n",
" N_KOORD (RELI) int64 ...\n",
" ERHJAHR (RELI) int64 ...\n",
" PUBJAHR (RELI) int64 ...\n",
" workplaces (RELI, noga_code) float64 ...\n",
" employees (RELI, noga_code) int64 ...\n",
" FT equivalents (RELI, noga_code) float64 ...\n",
" workplaces &lt;10 (RELI, noga_code) float64 ...\n",
" workplaces &gt;= 10, &lt; 50 (RELI, noga_code) float64 ...\n",
" workplaces &gt;= 50, &lt; 250 (RELI, noga_code) float64 ...\n",
" workplaces &gt;= 250 (RELI, noga_code) float64 ...</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-b1bc8151-5e5c-499f-98bb-110cd79d48af' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b1bc8151-5e5c-499f-98bb-110cd79d48af' 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'>RELI</span>: 217025</li><li><span class='xr-has-index'>noga_code</span>: 95</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f2e2df10-2a13-4459-80fe-7f87d545eecc' class='xr-section-summary-in' type='checkbox' checked><label for='section-f2e2df10-2a13-4459-80fe-7f87d545eecc' 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'>RELI</span></div><div class='xr-var-dims'>(RELI)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>48621113 48621115 ... 83111693</div><input id='attrs-1b4b90e2-a5af-425f-88f9-fa261b511f90' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b4b90e2-a5af-425f-88f9-fa261b511f90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6b45500-50bc-4809-83d3-9ac7196975b4' class='xr-var-data-in' type='checkbox'><label for='data-a6b45500-50bc-4809-83d3-9ac7196975b4' 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([48621113, 48621115, 48631117, ..., 83111691, 83111692, 83111693])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>noga_code</span></div><div class='xr-var-dims'>(noga_code)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;1&#x27; &#x27;2&#x27; &#x27;3&#x27; ... &#x27;S3_male&#x27; &#x27;total&#x27;</div><input id='attrs-28ff0f11-6934-454e-b5bf-283698d2dfe6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28ff0f11-6934-454e-b5bf-283698d2dfe6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a0338a3-575d-4778-a7da-28d09f3bc959' class='xr-var-data-in' type='checkbox'><label for='data-2a0338a3-575d-4778-a7da-28d09f3bc959' 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;1&#x27;, &#x27;2&#x27;, &#x27;3&#x27;, &#x27;5&#x27;, &#x27;6&#x27;, &#x27;7&#x27;, &#x27;8&#x27;, &#x27;9&#x27;, &#x27;10&#x27;, &#x27;11&#x27;, &#x27;12&#x27;, &#x27;13&#x27;, &#x27;14&#x27;,\n",
" &#x27;15&#x27;, &#x27;16&#x27;, &#x27;17&#x27;, &#x27;18&#x27;, &#x27;19&#x27;, &#x27;20&#x27;, &#x27;21&#x27;, &#x27;22&#x27;, &#x27;23&#x27;, &#x27;24&#x27;, &#x27;25&#x27;, &#x27;26&#x27;,\n",
" &#x27;27&#x27;, &#x27;28&#x27;, &#x27;29&#x27;, &#x27;30&#x27;, &#x27;31&#x27;, &#x27;32&#x27;, &#x27;33&#x27;, &#x27;35&#x27;, &#x27;36&#x27;, &#x27;37&#x27;, &#x27;38&#x27;, &#x27;39&#x27;,\n",
" &#x27;41&#x27;, &#x27;42&#x27;, &#x27;43&#x27;, &#x27;45&#x27;, &#x27;46&#x27;, &#x27;47&#x27;, &#x27;49&#x27;, &#x27;50&#x27;, &#x27;51&#x27;, &#x27;52&#x27;, &#x27;53&#x27;, &#x27;55&#x27;,\n",
" &#x27;56&#x27;, &#x27;58&#x27;, &#x27;59&#x27;, &#x27;60&#x27;, &#x27;61&#x27;, &#x27;62&#x27;, &#x27;63&#x27;, &#x27;64&#x27;, &#x27;65&#x27;, &#x27;66&#x27;, &#x27;68&#x27;, &#x27;69&#x27;,\n",
" &#x27;70&#x27;, &#x27;71&#x27;, &#x27;72&#x27;, &#x27;73&#x27;, &#x27;74&#x27;, &#x27;75&#x27;, &#x27;77&#x27;, &#x27;78&#x27;, &#x27;79&#x27;, &#x27;80&#x27;, &#x27;81&#x27;, &#x27;82&#x27;,\n",
" &#x27;84&#x27;, &#x27;85&#x27;, &#x27;86&#x27;, &#x27;87&#x27;, &#x27;88&#x27;, &#x27;90&#x27;, &#x27;91&#x27;, &#x27;92&#x27;, &#x27;93&#x27;, &#x27;94&#x27;, &#x27;95&#x27;, &#x27;96&#x27;,\n",
" &#x27;S1&#x27;, &#x27;S1_female&#x27;, &#x27;S1_male&#x27;, &#x27;S2&#x27;, &#x27;S2_female&#x27;, &#x27;S2_male&#x27;, &#x27;S3&#x27;,\n",
" &#x27;S3_female&#x27;, &#x27;S3_male&#x27;, &#x27;total&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>noga_type</span></div><div class='xr-var-dims'>(noga_code)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e2d62b17-7802-4e04-8f41-6cc1a525a16d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2d62b17-7802-4e04-8f41-6cc1a525a16d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07aac4b2-1fb1-42ef-8ed7-389c3412d0df' class='xr-var-data-in' type='checkbox'><label for='data-07aac4b2-1fb1-42ef-8ed7-389c3412d0df' 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;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;,\n",
" &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8660b8f0-bb4c-4fc9-a698-9c0c1e65afaf' class='xr-section-summary-in' type='checkbox' checked><label for='section-8660b8f0-bb4c-4fc9-a698-9c0c1e65afaf' class='xr-section-summary' >Data variables: <span>(11)</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>E_KOORD</span></div><div class='xr-var-dims'>(RELI)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b08051a6-993a-4266-b136-2670d0ffceeb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b08051a6-993a-4266-b136-2670d0ffceeb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b0e5878-296b-48ca-bd07-41779143912c' class='xr-var-data-in' type='checkbox'><label for='data-1b0e5878-296b-48ca-bd07-41779143912c' 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>[217025 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>N_KOORD</span></div><div class='xr-var-dims'>(RELI)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30bc93df-3394-41c8-975e-55fa7254066a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-30bc93df-3394-41c8-975e-55fa7254066a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd614649-f82f-4ce5-b8c0-b8edc66c3cfa' class='xr-var-data-in' type='checkbox'><label for='data-bd614649-f82f-4ce5-b8c0-b8edc66c3cfa' 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>[217025 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ERHJAHR</span></div><div class='xr-var-dims'>(RELI)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a4fb8e1b-ea34-440e-867f-1d42e55d64cb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a4fb8e1b-ea34-440e-867f-1d42e55d64cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe5b3317-492e-4af2-81ae-377384c9a7e9' class='xr-var-data-in' type='checkbox'><label for='data-fe5b3317-492e-4af2-81ae-377384c9a7e9' 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>[217025 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PUBJAHR</span></div><div class='xr-var-dims'>(RELI)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0847845-5fda-428b-8aa6-4fcc51e53499' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a0847845-5fda-428b-8aa6-4fcc51e53499' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a3417eb-4b9d-44a5-9178-8bb29aa9d822' class='xr-var-data-in' type='checkbox'><label for='data-4a3417eb-4b9d-44a5-9178-8bb29aa9d822' 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>[217025 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7dd358fd-dbd3-466b-9b1b-bc8a56ae46d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7dd358fd-dbd3-466b-9b1b-bc8a56ae46d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-965c7fc9-d911-4643-bd9b-061cc0b48a11' class='xr-var-data-in' type='checkbox'><label for='data-965c7fc9-d911-4643-bd9b-061cc0b48a11' 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>[20617375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>employees</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eec2ec44-22b8-45f2-8090-2c43846e3590' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eec2ec44-22b8-45f2-8090-2c43846e3590' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-269e6371-5986-4ac3-90e6-d1e6cdb4b63e' class='xr-var-data-in' type='checkbox'><label for='data-269e6371-5986-4ac3-90e6-d1e6cdb4b63e' 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>[20617375 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>FT equivalents</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-81e4fc48-71a8-42f1-8093-2c9b65414873' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81e4fc48-71a8-42f1-8093-2c9b65414873' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe54eb6f-973c-4fe1-abeb-74f49a7608c6' class='xr-var-data-in' type='checkbox'><label for='data-fe54eb6f-973c-4fe1-abeb-74f49a7608c6' 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>[20617375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &lt;10</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6b033200-9b61-4a27-86f4-fa8f2521d0d8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b033200-9b61-4a27-86f4-fa8f2521d0d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88104139-bf6a-4da9-ab06-61b42fb425dc' class='xr-var-data-in' type='checkbox'><label for='data-88104139-bf6a-4da9-ab06-61b42fb425dc' 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>[20617375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &gt;= 10, &lt; 50</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-96ebd28f-8f12-4f02-bf37-ba695f402f54' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-96ebd28f-8f12-4f02-bf37-ba695f402f54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2ac3c7b-15e3-4f8c-8f31-d779e354ed77' class='xr-var-data-in' type='checkbox'><label for='data-c2ac3c7b-15e3-4f8c-8f31-d779e354ed77' 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>[20617375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &gt;= 50, &lt; 250</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-663f1756-f08c-49c0-8aab-87b300597dc1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-663f1756-f08c-49c0-8aab-87b300597dc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57660af1-442d-4f94-a31b-4f40351bdc35' class='xr-var-data-in' type='checkbox'><label for='data-57660af1-442d-4f94-a31b-4f40351bdc35' 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>[20617375 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &gt;= 250</span></div><div class='xr-var-dims'>(RELI, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7196bc95-1970-4246-a3ef-6826cb907a83' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7196bc95-1970-4246-a3ef-6826cb907a83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-201735ee-2f7e-485b-a236-6c7fefb1408c' class='xr-var-data-in' type='checkbox'><label for='data-201735ee-2f7e-485b-a236-6c7fefb1408c' 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>[20617375 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9fd83d43-e505-4580-89ff-36ab5b6a3af6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9fd83d43-e505-4580-89ff-36ab5b6a3af6' 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: (RELI: 217025, noga_code: 95)\n",
"Coordinates:\n",
" * RELI (RELI) int64 48621113 48621115 ... 83111693\n",
" * noga_code (noga_code) object '1' '2' ... 'S3_male' 'total'\n",
" noga_type (noga_code) object ...\n",
"Data variables:\n",
" E_KOORD (RELI) int64 ...\n",
" N_KOORD (RELI) int64 ...\n",
" ERHJAHR (RELI) int64 ...\n",
" PUBJAHR (RELI) int64 ...\n",
" workplaces (RELI, noga_code) float64 ...\n",
" employees (RELI, noga_code) int64 ...\n",
" FT equivalents (RELI, noga_code) float64 ...\n",
" workplaces <10 (RELI, noga_code) float64 ...\n",
" workplaces >= 10, < 50 (RELI, noga_code) float64 ...\n",
" workplaces >= 50, < 250 (RELI, noga_code) float64 ...\n",
" workplaces >= 250 (RELI, noga_code) float64 ..."
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"statent"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "labeled-milton",
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (NOLOCSCE: 3, RELI: 10856, noga_code: 95)\n",
"Coordinates:\n",
" * RELI (RELI) int64 48661119 48761140 ... 83071686\n",
" * NOLOCSCE (NOLOCSCE) int64 2 3 4\n",
" * noga_code (noga_code) object &#x27;1&#x27; &#x27;2&#x27; ... &#x27;S3_male&#x27; &#x27;total&#x27;\n",
" noga_type (noga_code) object &#x27;noga&#x27; &#x27;noga&#x27; ... &#x27;aggr&#x27; &#x27;aggr&#x27;\n",
"Data variables:\n",
" E_KOORD (RELI, NOLOCSCE) float64 2.487e+06 nan ... nan nan\n",
" N_KOORD (RELI, NOLOCSCE) float64 1.112e+06 nan ... nan nan\n",
" ERHJAHR (RELI, NOLOCSCE) float64 2.018e+03 nan ... nan nan\n",
" PUBJAHR (RELI, NOLOCSCE) float64 2.02e+03 nan ... nan nan\n",
" workplaces (RELI, NOLOCSCE, noga_code) float64 ...\n",
" employees (RELI, NOLOCSCE, noga_code) float64 ...\n",
" FT equivalents (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces &lt;10 (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces &gt;= 10, &lt; 50 (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces &gt;= 50, &lt; 250 (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces &gt;= 250 (RELI, NOLOCSCE, noga_code) float64 ...</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-62612448-04aa-4466-9cb6-3ac07b9a28bc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-62612448-04aa-4466-9cb6-3ac07b9a28bc' 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'>NOLOCSCE</span>: 3</li><li><span class='xr-has-index'>RELI</span>: 10856</li><li><span class='xr-has-index'>noga_code</span>: 95</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6e79bb8e-0bf0-4d4e-ba83-70bafbb646b2' class='xr-section-summary-in' type='checkbox' checked><label for='section-6e79bb8e-0bf0-4d4e-ba83-70bafbb646b2' class='xr-section-summary' >Coordinates: <span>(4)</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'>RELI</span></div><div class='xr-var-dims'>(RELI)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>48661119 48761140 ... 83071686</div><input id='attrs-d6fe92b7-9c51-46b2-b0d6-818289d20afe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6fe92b7-9c51-46b2-b0d6-818289d20afe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19ace992-9af7-4d7e-a16f-032182d11cef' class='xr-var-data-in' type='checkbox'><label for='data-19ace992-9af7-4d7e-a16f-032182d11cef' 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([48661119, 48761140, 48821138, ..., 83041686, 83061973, 83071686])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>NOLOCSCE</span></div><div class='xr-var-dims'>(NOLOCSCE)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 3 4</div><input id='attrs-89a533ec-1342-491d-af2b-f20c89ff7f2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89a533ec-1342-491d-af2b-f20c89ff7f2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6516f61-76bb-46c6-86a4-58cab87700b4' class='xr-var-data-in' type='checkbox'><label for='data-a6516f61-76bb-46c6-86a4-58cab87700b4' 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([2, 3, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>noga_code</span></div><div class='xr-var-dims'>(noga_code)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;1&#x27; &#x27;2&#x27; &#x27;3&#x27; ... &#x27;S3_male&#x27; &#x27;total&#x27;</div><input id='attrs-6bc491a5-81f4-446a-a470-2b8a55cec33c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6bc491a5-81f4-446a-a470-2b8a55cec33c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a1cf844-4935-4545-a6b6-49d1228f0503' class='xr-var-data-in' type='checkbox'><label for='data-4a1cf844-4935-4545-a6b6-49d1228f0503' 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;1&#x27;, &#x27;2&#x27;, &#x27;3&#x27;, &#x27;5&#x27;, &#x27;6&#x27;, &#x27;7&#x27;, &#x27;8&#x27;, &#x27;9&#x27;, &#x27;10&#x27;, &#x27;11&#x27;, &#x27;12&#x27;, &#x27;13&#x27;, &#x27;14&#x27;,\n",
" &#x27;15&#x27;, &#x27;16&#x27;, &#x27;17&#x27;, &#x27;18&#x27;, &#x27;19&#x27;, &#x27;20&#x27;, &#x27;21&#x27;, &#x27;22&#x27;, &#x27;23&#x27;, &#x27;24&#x27;, &#x27;25&#x27;, &#x27;26&#x27;,\n",
" &#x27;27&#x27;, &#x27;28&#x27;, &#x27;29&#x27;, &#x27;30&#x27;, &#x27;31&#x27;, &#x27;32&#x27;, &#x27;33&#x27;, &#x27;35&#x27;, &#x27;36&#x27;, &#x27;37&#x27;, &#x27;38&#x27;, &#x27;39&#x27;,\n",
" &#x27;41&#x27;, &#x27;42&#x27;, &#x27;43&#x27;, &#x27;45&#x27;, &#x27;46&#x27;, &#x27;47&#x27;, &#x27;49&#x27;, &#x27;50&#x27;, &#x27;51&#x27;, &#x27;52&#x27;, &#x27;53&#x27;, &#x27;55&#x27;,\n",
" &#x27;56&#x27;, &#x27;58&#x27;, &#x27;59&#x27;, &#x27;60&#x27;, &#x27;61&#x27;, &#x27;62&#x27;, &#x27;63&#x27;, &#x27;64&#x27;, &#x27;65&#x27;, &#x27;66&#x27;, &#x27;68&#x27;, &#x27;69&#x27;,\n",
" &#x27;70&#x27;, &#x27;71&#x27;, &#x27;72&#x27;, &#x27;73&#x27;, &#x27;74&#x27;, &#x27;75&#x27;, &#x27;77&#x27;, &#x27;78&#x27;, &#x27;79&#x27;, &#x27;80&#x27;, &#x27;81&#x27;, &#x27;82&#x27;,\n",
" &#x27;84&#x27;, &#x27;85&#x27;, &#x27;86&#x27;, &#x27;87&#x27;, &#x27;88&#x27;, &#x27;90&#x27;, &#x27;91&#x27;, &#x27;92&#x27;, &#x27;93&#x27;, &#x27;94&#x27;, &#x27;95&#x27;, &#x27;96&#x27;,\n",
" &#x27;S1&#x27;, &#x27;S1_female&#x27;, &#x27;S1_male&#x27;, &#x27;S2&#x27;, &#x27;S2_female&#x27;, &#x27;S2_male&#x27;, &#x27;S3&#x27;,\n",
" &#x27;S3_female&#x27;, &#x27;S3_male&#x27;, &#x27;total&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>noga_type</span></div><div class='xr-var-dims'>(noga_code)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d860c613-bc68-4eb2-9d78-447d9dfe5b47' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d860c613-bc68-4eb2-9d78-447d9dfe5b47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-997a4ef2-2e70-49ef-81f1-a25c6e745a15' class='xr-var-data-in' type='checkbox'><label for='data-997a4ef2-2e70-49ef-81f1-a25c6e745a15' 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;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;,\n",
" &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;noga&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;,\n",
" &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;, &#x27;aggr&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-70f4820e-a36d-46b2-9c11-1f8a6bce09dc' class='xr-section-summary-in' type='checkbox' checked><label for='section-70f4820e-a36d-46b2-9c11-1f8a6bce09dc' class='xr-section-summary' >Data variables: <span>(11)</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>E_KOORD</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8fb5278f-4f57-4627-a90f-15071386d70d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8fb5278f-4f57-4627-a90f-15071386d70d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1718282b-c553-403c-ade2-13fcec2a33d3' class='xr-var-data-in' type='checkbox'><label for='data-1718282b-c553-403c-ade2-13fcec2a33d3' 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([[2486650., nan, nan],\n",
" [2487650., nan, nan],\n",
" [2488250., nan, nan],\n",
" ...,\n",
" [2830450., nan, nan],\n",
" [ nan, 2830650., nan],\n",
" [2830750., nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>N_KOORD</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eb159321-74a6-4837-bcc4-f38cc5ec94a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb159321-74a6-4837-bcc4-f38cc5ec94a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00649f6d-0c4e-4256-80ac-a8996b7e0a3b' class='xr-var-data-in' type='checkbox'><label for='data-00649f6d-0c4e-4256-80ac-a8996b7e0a3b' 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([[1111950., nan, nan],\n",
" [1114050., nan, nan],\n",
" [1113850., nan, nan],\n",
" ...,\n",
" [1168650., nan, nan],\n",
" [ nan, 1197350., nan],\n",
" [1168650., nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ERHJAHR</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-56e7e28e-101a-4d51-89a1-325a194d27ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-56e7e28e-101a-4d51-89a1-325a194d27ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02e6a4ec-c635-4013-93d1-ab6d67ff2e4e' class='xr-var-data-in' type='checkbox'><label for='data-02e6a4ec-c635-4013-93d1-ab6d67ff2e4e' 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([[2018., nan, nan],\n",
" [2018., nan, nan],\n",
" [2018., nan, nan],\n",
" ...,\n",
" [2018., nan, nan],\n",
" [ nan, 2018., nan],\n",
" [2018., nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PUBJAHR</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8c4c4572-69c6-4244-818f-62eb08d4b3c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8c4c4572-69c6-4244-818f-62eb08d4b3c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89c68687-e588-48bd-aac0-de8e021634d8' class='xr-var-data-in' type='checkbox'><label for='data-89c68687-e588-48bd-aac0-de8e021634d8' 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([[2020., nan, nan],\n",
" [2020., nan, nan],\n",
" [2020., nan, nan],\n",
" ...,\n",
" [2020., nan, nan],\n",
" [ nan, 2020., nan],\n",
" [2020., nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5c439593-cc97-4a68-8752-e50adbe1dd07' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c439593-cc97-4a68-8752-e50adbe1dd07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83ecc42a-1076-43c8-851b-fd968313a49b' class='xr-var-data-in' type='checkbox'><label for='data-83ecc42a-1076-43c8-851b-fd968313a49b' 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>[3093960 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>employees</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6a5db5ae-0f5c-47aa-ba8e-5dbb9fd39c47' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6a5db5ae-0f5c-47aa-ba8e-5dbb9fd39c47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6480def-a9cd-4f41-b00e-787d7489f2fb' class='xr-var-data-in' type='checkbox'><label for='data-d6480def-a9cd-4f41-b00e-787d7489f2fb' 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>[3093960 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>FT equivalents</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bd6d2065-2cc4-4f6c-af34-310434607a92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd6d2065-2cc4-4f6c-af34-310434607a92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b962459-d3fb-4b96-aa36-c870b02a2a45' class='xr-var-data-in' type='checkbox'><label for='data-8b962459-d3fb-4b96-aa36-c870b02a2a45' 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>[3093960 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &lt;10</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-69baf1ff-d2d0-4ddb-b12c-7329a2121133' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-69baf1ff-d2d0-4ddb-b12c-7329a2121133' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-974e5cf9-a775-498e-8e97-76561b7856a8' class='xr-var-data-in' type='checkbox'><label for='data-974e5cf9-a775-498e-8e97-76561b7856a8' 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>[3093960 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &gt;= 10, &lt; 50</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d0283b04-be58-4c9d-abb3-835f58349870' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0283b04-be58-4c9d-abb3-835f58349870' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c08bc84-f8a7-4954-9249-a2224f1986c7' class='xr-var-data-in' type='checkbox'><label for='data-4c08bc84-f8a7-4954-9249-a2224f1986c7' 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>[3093960 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &gt;= 50, &lt; 250</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bec1d4e1-5518-4981-b9cc-c3ec9bab4b49' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bec1d4e1-5518-4981-b9cc-c3ec9bab4b49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02a784d3-4eed-40ab-bc68-969fc26d16e3' class='xr-var-data-in' type='checkbox'><label for='data-02a784d3-4eed-40ab-bc68-969fc26d16e3' 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>[3093960 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>workplaces &gt;= 250</span></div><div class='xr-var-dims'>(RELI, NOLOCSCE, noga_code)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-65539ada-8643-4a5e-9511-afc67b366174' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65539ada-8643-4a5e-9511-afc67b366174' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c63e78fb-f045-4c97-a8fa-3d386be07adf' class='xr-var-data-in' type='checkbox'><label for='data-c63e78fb-f045-4c97-a8fa-3d386be07adf' 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>[3093960 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-840aecb3-8100-45c8-a103-e75262b07c77' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-840aecb3-8100-45c8-a103-e75262b07c77' 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: (NOLOCSCE: 3, RELI: 10856, noga_code: 95)\n",
"Coordinates:\n",
" * RELI (RELI) int64 48661119 48761140 ... 83071686\n",
" * NOLOCSCE (NOLOCSCE) int64 2 3 4\n",
" * noga_code (noga_code) object '1' '2' ... 'S3_male' 'total'\n",
" noga_type (noga_code) object ...\n",
"Data variables:\n",
" E_KOORD (RELI, NOLOCSCE) float64 ...\n",
" N_KOORD (RELI, NOLOCSCE) float64 ...\n",
" ERHJAHR (RELI, NOLOCSCE) float64 ...\n",
" PUBJAHR (RELI, NOLOCSCE) float64 ...\n",
" workplaces (RELI, NOLOCSCE, noga_code) float64 ...\n",
" employees (RELI, NOLOCSCE, noga_code) float64 ...\n",
" FT equivalents (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces <10 (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces >= 10, < 50 (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces >= 50, < 250 (RELI, NOLOCSCE, noga_code) float64 ...\n",
" workplaces >= 250 (RELI, NOLOCSCE, noga_code) float64 ..."
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"statent_noloc"
]
},
{
"cell_type": "markdown",
"id": "lightweight-hamilton",
"metadata": {},
"source": [
"### Get Swiss totals"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "northern-librarian",
"metadata": {},
"outputs": [],
"source": [
"comm_total = statent_comm.sel(noga_code = 'total').to_dataframe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "aggressive-evening",
"metadata": {},
"outputs": [],
"source": [
"var = ['workplaces', 'employees', 'FT equivalents']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "imported-standard",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 6.870230e+05\n",
"employees 5.249958e+06\n",
"FT equivalents 4.113221e+06\n",
"dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CH_total = comm_total[var].sum()\n",
"CH_total"
]
},
{
"cell_type": "markdown",
"id": "quarterly-announcement",
"metadata": {},
"source": [
"# Map NOGA codes for employees"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "varying-indonesian",
"metadata": {},
"outputs": [],
"source": [
"employees_communes = statent_comm.where(statent_comm.noga_type == 'noga', drop = True\n",
" ).drop('noga_type').employees.to_dataframe().reset_index()\n",
"employees_communes['noga_code'] = employees_communes.noga_code.astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "american-hopkins",
"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>GDENR</th>\n",
" <th>noga_code</th>\n",
" <th>employees</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>38.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GDENR noga_code employees\n",
"0 1 1 38.0\n",
"1 1 2 4.0\n",
"2 1 3 0.0\n",
"3 1 5 0.0\n",
"4 1 6 0.0"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"employees_communes.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "alive-pickup",
"metadata": {},
"outputs": [],
"source": [
"noga_map = pd.read_excel('/work/hyenergy/output/demand/services_mapping.xls', sheet_name = 'NOGA map')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "wrapped-maldives",
"metadata": {},
"outputs": [],
"source": [
"energy_map = pd.read_excel('/work/hyenergy/output/demand/services_mapping.xls', sheet_name = 'EV classes')\n",
"energy_map['EV_class'] = energy_map.EV_class.astype(float)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "attached-cleanup",
"metadata": {},
"outputs": [],
"source": [
"classes=(employees_communes.merge( noga_map[['Code', 'EV_CLS']].rename({'Code':'noga_code'}, axis=1), \n",
" how = 'left', on = 'noga_code' )\n",
" .merge( energy_map[['EV_class', 'ENERGY_CLS']].rename({'EV_class':'EV_CLS'}, axis=1),\n",
" how = 'left', on = 'EV_CLS') )"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "comprehensive-auction",
"metadata": {
"scrolled": true
},
"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>GDENR</th>\n",
" <th>noga_code</th>\n",
" <th>employees</th>\n",
" <th>EV_CLS</th>\n",
" <th>ENERGY_CLS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>38.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GDENR noga_code employees EV_CLS ENERGY_CLS\n",
"0 1 1 38.0 NaN NaN\n",
"1 1 2 4.0 NaN NaN\n",
"2 1 3 0.0 NaN NaN\n",
"3 1 5 0.0 NaN NaN\n",
"4 1 6 0.0 NaN NaN"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"classes.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "interim-start",
"metadata": {},
"outputs": [],
"source": [
"employees_per_class = classes.groupby('ENERGY_CLS').employees.sum()"
]
},
{
"cell_type": "markdown",
"id": "sought-centre",
"metadata": {},
"source": [
"### Aggregate to communes and energy classes"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "dominant-miller",
"metadata": {},
"outputs": [],
"source": [
"class_demand = pd.read_excel('/work/hyenergy/output/demand/services_mapping.xls', sheet_name = 0, \n",
" usecols = [0,1,11,12,13], index_col = 0).drop('Source')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "adapted-equality",
"metadata": {},
"outputs": [],
"source": [
"class_demand['Heat_employee_kWh'] = class_demand['Heat_use_TWh'] / employees_per_class * 1e9\n",
"class_demand['Cool_employee_kWh'] = class_demand['Cool_use_TWh'] / employees_per_class * 1e9\n",
"class_demand['Electricity_employee_kWh'] = class_demand['Electricity_use_TWh'] / employees_per_class * 1e9"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "asian-illinois",
"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>ENERGY_label</th>\n",
" <th>Heat_use_TWh</th>\n",
" <th>Cool_use_TWh</th>\n",
" <th>Electricity_use_TWh</th>\n",
" <th>Heat_employee_kWh</th>\n",
" <th>Cool_employee_kWh</th>\n",
" <th>Electricity_employee_kWh</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ENERGY_CLS</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Trade</td>\n",
" <td>2.332734</td>\n",
" <td>0.359118</td>\n",
" <td>3.093938</td>\n",
" <td>3691.111507</td>\n",
" <td>568.236020</td>\n",
" <td>4895.571867</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Hospitality</td>\n",
" <td>1.749473</td>\n",
" <td>0.244371</td>\n",
" <td>2.105351</td>\n",
" <td>6749.354970</td>\n",
" <td>942.767957</td>\n",
" <td>8122.308554</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Offices</td>\n",
" <td>1.140462</td>\n",
" <td>0.136182</td>\n",
" <td>1.173262</td>\n",
" <td>2555.232881</td>\n",
" <td>305.119649</td>\n",
" <td>2628.723130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Schools</td>\n",
" <td>2.104394</td>\n",
" <td>0.140978</td>\n",
" <td>1.214578</td>\n",
" <td>5608.994940</td>\n",
" <td>375.758373</td>\n",
" <td>3237.302903</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Hospitals</td>\n",
" <td>2.047929</td>\n",
" <td>0.204100</td>\n",
" <td>1.758400</td>\n",
" <td>2758.666652</td>\n",
" <td>274.933254</td>\n",
" <td>2368.655723</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Other services</td>\n",
" <td>3.948802</td>\n",
" <td>0.527800</td>\n",
" <td>4.547200</td>\n",
" <td>2438.068062</td>\n",
" <td>325.874081</td>\n",
" <td>2807.530544</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Industry</td>\n",
" <td>12.720606</td>\n",
" <td>1.478851</td>\n",
" <td>12.740871</td>\n",
" <td>12284.980647</td>\n",
" <td>1428.206895</td>\n",
" <td>12304.551708</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Industry unused</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>11.000000</td>\n",
" <td>12.000000</td>\n",
" <td>13.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ENERGY_label Heat_use_TWh Cool_use_TWh Electricity_use_TWh \\\n",
"ENERGY_CLS \n",
"1 Trade 2.332734 0.359118 3.093938 \n",
"2 Hospitality 1.749473 0.244371 2.105351 \n",
"3 Offices 1.140462 0.136182 1.173262 \n",
"4 Schools 2.104394 0.140978 1.214578 \n",
"5 Hospitals 2.047929 0.204100 1.758400 \n",
"6 Other services 3.948802 0.527800 4.547200 \n",
"7 Industry 12.720606 1.478851 12.740871 \n",
"8 Industry unused 0.000000 0.000000 0.000000 \n",
"0 1 11.000000 12.000000 13.000000 \n",
"\n",
" Heat_employee_kWh Cool_employee_kWh Electricity_employee_kWh \n",
"ENERGY_CLS \n",
"1 3691.111507 568.236020 4895.571867 \n",
"2 6749.354970 942.767957 8122.308554 \n",
"3 2555.232881 305.119649 2628.723130 \n",
"4 5608.994940 375.758373 3237.302903 \n",
"5 2758.666652 274.933254 2368.655723 \n",
"6 2438.068062 325.874081 2807.530544 \n",
"7 12284.980647 1428.206895 12304.551708 \n",
"8 NaN NaN NaN \n",
"0 NaN NaN NaN "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class_demand"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "suffering-panama",
"metadata": {},
"outputs": [],
"source": [
"class_demand.to_csv('energy_class_demand.csv')"
]
},
{
"cell_type": "markdown",
"id": "random-retreat",
"metadata": {},
"source": [
"## Compute class demand per commune"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "hearing-necessity",
"metadata": {},
"outputs": [],
"source": [
"comm_class = classes.groupby(['ENERGY_CLS', 'GDENR']).employees.sum().reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "involved-former",
"metadata": {},
"outputs": [],
"source": [
"comm_class['ENERGY_label'] = comm_class.ENERGY_CLS.map(class_demand.ENERGY_label)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "crucial-publisher",
"metadata": {},
"outputs": [],
"source": [
"for var in ['Heat', 'Cool', 'Electricity']:\n",
" comm_class['%s_use_MWh' %var] = ( comm_class.ENERGY_CLS.map(class_demand['%s_employee_kWh' %var])\n",
" * comm_class.employees /1e3 )"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "joint-forum",
"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>ENERGY_CLS</th>\n",
" <th>GDENR</th>\n",
" <th>employees</th>\n",
" <th>ENERGY_label</th>\n",
" <th>Heat_use_MWh</th>\n",
" <th>Cool_use_MWh</th>\n",
" <th>Electricity_use_MWh</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>17.0</td>\n",
" <td>Trade</td>\n",
" <td>62.748896</td>\n",
" <td>9.660012</td>\n",
" <td>83.224722</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>2</td>\n",
" <td>1121.0</td>\n",
" <td>Trade</td>\n",
" <td>4137.735999</td>\n",
" <td>636.992579</td>\n",
" <td>5487.936063</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.0</td>\n",
" <td>3</td>\n",
" <td>222.0</td>\n",
" <td>Trade</td>\n",
" <td>819.426754</td>\n",
" <td>126.148397</td>\n",
" <td>1086.816955</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.0</td>\n",
" <td>4</td>\n",
" <td>104.0</td>\n",
" <td>Trade</td>\n",
" <td>383.875597</td>\n",
" <td>59.096546</td>\n",
" <td>509.139474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.0</td>\n",
" <td>5</td>\n",
" <td>172.0</td>\n",
" <td>Trade</td>\n",
" <td>634.871179</td>\n",
" <td>97.736595</td>\n",
" <td>842.038361</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ENERGY_CLS GDENR employees ENERGY_label Heat_use_MWh Cool_use_MWh \\\n",
"0 1.0 1 17.0 Trade 62.748896 9.660012 \n",
"1 1.0 2 1121.0 Trade 4137.735999 636.992579 \n",
"2 1.0 3 222.0 Trade 819.426754 126.148397 \n",
"3 1.0 4 104.0 Trade 383.875597 59.096546 \n",
"4 1.0 5 172.0 Trade 634.871179 97.736595 \n",
"\n",
" Electricity_use_MWh \n",
"0 83.224722 \n",
"1 5487.936063 \n",
"2 1086.816955 \n",
"3 509.139474 \n",
"4 842.038361 "
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"comm_class.head()"
]
},
{
"cell_type": "markdown",
"id": "tough-arlington",
"metadata": {},
"source": [
"# Visualise and compare with ZHAW data"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "unique-occurrence",
"metadata": {},
"outputs": [],
"source": [
"data_ZHAW = pd.read_csv('/work/hyenergy/output/demand/ZHAW_demand_communes.csv', index_col = 0, header = [0,1])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "egyptian-journal",
"metadata": {},
"outputs": [],
"source": [
"data_ZHAW = data_ZHAW.drop_duplicates().dropna()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "boxed-liverpool",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" GDENR \n",
"Commune_info Inhabitants_2009 7.799698\n",
" Commune_area_ha 3.975031\n",
"Households Heat_all_MWh 56.667850\n",
" Space_heat_MWh 47.542203\n",
" DWH_MWh 9.125647\n",
" Electricity_MWh 17.935755\n",
"Services Heat_all_MWh 18.817403\n",
" Electricity_MWh 18.631102\n",
"Industry Heat_all_MWh 28.577724\n",
" Electricity_MWh 18.243607\n",
"Traffic Electricity_MWh 6.752485\n",
" Fuel_MWh 54.293200\n",
"dtype: float64"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_ZHAW.iloc[:,1:].sum() / 1e6"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "fossil-treasurer",
"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>GDENR</th>\n",
" <th>Heat_all_MWh</th>\n",
" <th>Electricity_MWh</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1.0</th>\n",
" <td>1838.0</td>\n",
" <td>1557.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2.0</th>\n",
" <td>25004.0</td>\n",
" <td>23007.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3.0</th>\n",
" <td>2798.0</td>\n",
" <td>2732.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4.0</th>\n",
" <td>2867.0</td>\n",
" <td>2611.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5.0</th>\n",
" <td>1796.0</td>\n",
" <td>1832.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"GDENR Heat_all_MWh Electricity_MWh\n",
"1.0 1838.0 1557.0\n",
"2.0 25004.0 23007.0\n",
"3.0 2798.0 2732.0\n",
"4.0 2867.0 2611.0\n",
"5.0 1796.0 1832.0"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_ZHAW['Services'].head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "encouraging-purple",
"metadata": {},
"outputs": [],
"source": [
"commune_service_all = comm_class[comm_class.ENERGY_CLS <= 6].groupby('GDENR').sum()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "danish-pierre",
"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>ENERGY_CLS</th>\n",
" <th>employees</th>\n",
" <th>Heat_use_MWh</th>\n",
" <th>Cool_use_MWh</th>\n",
" <th>Electricity_use_MWh</th>\n",
" </tr>\n",
" <tr>\n",
" <th>GDENR</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>21.0</td>\n",
" <td>395.0</td>\n",
" <td>1203.605769</td>\n",
" <td>132.394716</td>\n",
" <td>1140.631400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21.0</td>\n",
" <td>5628.0</td>\n",
" <td>18154.273375</td>\n",
" <td>2163.119189</td>\n",
" <td>18636.103781</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>21.0</td>\n",
" <td>891.0</td>\n",
" <td>3192.341740</td>\n",
" <td>358.061734</td>\n",
" <td>3084.839550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>21.0</td>\n",
" <td>825.0</td>\n",
" <td>2820.133521</td>\n",
" <td>316.271198</td>\n",
" <td>2724.798010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>21.0</td>\n",
" <td>783.0</td>\n",
" <td>2525.003221</td>\n",
" <td>312.983977</td>\n",
" <td>2696.477337</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ENERGY_CLS employees Heat_use_MWh Cool_use_MWh Electricity_use_MWh\n",
"GDENR \n",
"1 21.0 395.0 1203.605769 132.394716 1140.631400\n",
"2 21.0 5628.0 18154.273375 2163.119189 18636.103781\n",
"3 21.0 891.0 3192.341740 358.061734 3084.839550\n",
"4 21.0 825.0 2820.133521 316.271198 2724.798010\n",
"5 21.0 783.0 2525.003221 312.983977 2696.477337"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"commune_service_all.head()"
]
},
{
"cell_type": "markdown",
"id": "special-treasure",
"metadata": {},
"source": [
"### Compare"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "toxic-hybrid",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import r2_score"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "brief-sacramento",
"metadata": {},
"outputs": [],
"source": [
"heat_cmp = pd.concat([data_ZHAW['Services'], commune_service_all], axis = 1).dropna()\n",
"heat_cmp['Heat_use_MWh'] = heat_cmp['Heat_use_MWh'] / 0.86\n",
"heat_cmp['Electricity_use_sum_MWh'] = heat_cmp['Cool_use_MWh'] + heat_cmp['Electricity_use_MWh'] + heat_cmp['Heat_use_MWh'] * 0.129 / 1.831"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "cross-fusion",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Heat_all_MWh 18.384849\n",
"Electricity_MWh 18.209803\n",
"ENERGY_CLS 0.045339\n",
"employees 3.992558\n",
"Heat_use_MWh 15.168914\n",
"Cool_use_MWh 1.578905\n",
"Electricity_use_MWh 13.602872\n",
"Electricity_use_sum_MWh 16.250477\n",
"dtype: float64"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heat_cmp.sum()/1e6"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "mexican-franchise",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9652332506611467"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r2_score(heat_cmp['Heat_all_MWh'], heat_cmp['Heat_use_MWh'])"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "wireless-wedding",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
" var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
" 'canvas'\n",
" ));\n",
" rubberband_canvas.setAttribute(\n",
" 'style',\n",
" 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
" );\n",
"\n",
" var resizeObserver = new ResizeObserver(function (entries) {\n",
" var nentries = entries.length;\n",
" for (var i = 0; i < nentries; i++) {\n",
" var entry = entries[i];\n",
" var width, height;\n",
" if (entry.contentBoxSize) {\n",
" if (entry.contentBoxSize instanceof Array) {\n",
" // Chrome 84 implements new version of spec.\n",
" width = entry.contentBoxSize[0].inlineSize;\n",
" height = entry.contentBoxSize[0].blockSize;\n",
" } else {\n",
" // Firefox implements old version of spec.\n",
" width = entry.contentBoxSize.inlineSize;\n",
" height = entry.contentBoxSize.blockSize;\n",
" }\n",
" } else {\n",
" // Chrome <84 implements even older version of spec.\n",
" width = entry.contentRect.width;\n",
" height = entry.contentRect.height;\n",
" }\n",
"\n",
" // Keep the size of the canvas and rubber band canvas in sync with\n",
" // the canvas container.\n",
" if (entry.devicePixelContentBoxSize) {\n",
" // Chrome 84 implements new version of spec.\n",
" canvas.setAttribute(\n",
" 'width',\n",
" entry.devicePixelContentBoxSize[0].inlineSize\n",
" );\n",
" canvas.setAttribute(\n",
" 'height',\n",
" entry.devicePixelContentBoxSize[0].blockSize\n",
" );\n",
" } else {\n",
" canvas.setAttribute('width', width * fig.ratio);\n",
" canvas.setAttribute('height', height * fig.ratio);\n",
" }\n",
" canvas.setAttribute(\n",
" 'style',\n",
" 'width: ' + width + 'px; height: ' + height + 'px;'\n",
" );\n",
"\n",
" rubberband_canvas.setAttribute('width', width);\n",
" rubberband_canvas.setAttribute('height', height);\n",
"\n",
" // And update the size in Python. We ignore the initial 0/0 size\n",
" // that occurs as the element is placed into the DOM, which should\n",
" // otherwise not happen due to the minimum size styling.\n",
" if (width != 0 && height != 0) {\n",
" fig.request_resize(width, height);\n",
" }\n",
" }\n",
" });\n",
" resizeObserver.observe(canvas_div);\n",
"\n",
" function on_mouse_event_closure(name) {\n",
" return function (event) {\n",
" return fig.mouse_event(event, name);\n",
" };\n",
" }\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mousedown',\n",
" on_mouse_event_closure('button_press')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseup',\n",
" on_mouse_event_closure('button_release')\n",
" );\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband_canvas.addEventListener(\n",
" 'mousemove',\n",
" on_mouse_event_closure('motion_notify')\n",
" );\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseenter',\n",
" on_mouse_event_closure('figure_enter')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseleave',\n",
" on_mouse_event_closure('figure_leave')\n",
" );\n",
"\n",
" canvas_div.addEventListener('wheel', function (event) {\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" on_mouse_event_closure('scroll')(event);\n",
" });\n",
"\n",
" canvas_div.appendChild(canvas);\n",
" canvas_div.appendChild(rubberband_canvas);\n",
"\n",
" this.rubberband_context = rubberband_canvas.getContext('2d');\n",
" this.rubberband_context.strokeStyle = '#000000';\n",
"\n",
" this._resize_canvas = function (width, height, forward) {\n",
" if (forward) {\n",
" canvas_div.style.width = width + 'px';\n",
" canvas_div.style.height = height + 'px';\n",
" }\n",
" };\n",
"\n",
" // Disable right mouse context menu.\n",
" this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
" event.preventDefault();\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 toolbar = document.createElement('div');\n",
" toolbar.classList = 'mpl-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\n",
" continue;\n",
" }\n",
"\n",
" var button = (fig.buttons[name] = document.createElement('button'));\n",
" button.classList = 'mpl-widget';\n",
" button.setAttribute('role', 'button');\n",
" button.setAttribute('aria-disabled', 'false');\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
"\n",
" var icon_img = document.createElement('img');\n",
" icon_img.src = '_images/' + image + '.png';\n",
" icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
" icon_img.alt = tooltip;\n",
" button.appendChild(icon_img);\n",
"\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" var fmt_picker = document.createElement('select');\n",
" fmt_picker.classList = 'mpl-widget';\n",
" toolbar.appendChild(fmt_picker);\n",
" this.format_dropdown = fmt_picker;\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = document.createElement('option');\n",
" option.selected = fmt === mpl.default_extension;\n",
" option.innerHTML = fmt;\n",
" fmt_picker.appendChild(option);\n",
" }\n",
"\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\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",
"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",
"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], msg['forward']);\n",
" fig.send_message('refresh', {});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
" var x0 = msg['x0'] / fig.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
" var x1 = msg['x1'] / fig.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
" 0,\n",
" fig.canvas.width / fig.ratio,\n",
" fig.canvas.height / fig.ratio\n",
" );\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",
" 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.handle_history_buttons = function (fig, msg) {\n",
" for (var key in msg) {\n",
" if (!(key in fig.buttons)) {\n",
" continue;\n",
" }\n",
" fig.buttons[key].disabled = !msg[key];\n",
" fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
" if (msg['mode'] === 'PAN') {\n",
" fig.buttons['Pan'].classList.add('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" } else if (msg['mode'] === 'ZOOM') {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.add('active');\n",
" } else {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" }\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",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data\n",
" );\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" } else if (\n",
" typeof evt.data === 'string' &&\n",
" evt.data.slice(0, 21) === 'data:image/png;base64'\n",
" ) {\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(\n",
" \"No handler for the '\" + msg_type + \"' message type: \",\n",
" msg\n",
" );\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(\n",
" \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
" e,\n",
" e.stack,\n",
" msg\n",
" );\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",
" }\n",
" if (e.target) {\n",
" targ = e.target;\n",
" } else if (e.srcElement) {\n",
" targ = e.srcElement;\n",
" }\n",
" if (targ.nodeType === 3) {\n",
" // defeat Safari bug\n",
" targ = targ.parentNode;\n",
" }\n",
"\n",
" // pageX,Y are the mouse positions relative to the document\n",
" var boundingRect = targ.getBoundingClientRect();\n",
" var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
" var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
" }\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",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * this.ratio;\n",
" var y = canvas_pos.y * this.ratio;\n",
"\n",
" this.send_message(name, {\n",
" x: x,\n",
" y: y,\n",
" button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event),\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",
"};\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",
" // Prevent repeat events\n",
" if (name === 'key_press') {\n",
" if (event.which === this._key) {\n",
" return;\n",
" } else {\n",
" this._key = event.which;\n",
" }\n",
" }\n",
" if (name === 'key_release') {\n",
" this._key = null;\n",
" }\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which !== 17) {\n",
" value += 'ctrl+';\n",
" }\n",
" if (event.altKey && event.which !== 18) {\n",
" value += 'alt+';\n",
" }\n",
" if (event.shiftKey && event.which !== 16) {\n",
" value += 'shift+';\n",
" }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
"\n",
"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 = document.getElementById(id);\n",
" var ws_proxy = comm_websocket_adapter(comm);\n",
"\n",
" function ondownload(figure, _format) {\n",
" window.open(figure.canvas.toDataURL());\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
" fig.cell_info[0].output_area.element.one(\n",
" 'cleared',\n",
" { fig: fig },\n",
" fig._remove_fig_handler\n",
" );\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function (fig, msg) {\n",
" var width = fig.canvas.width / fig.ratio;\n",
" fig.cell_info[0].output_area.element.off(\n",
" 'cleared',\n",
" fig._remove_fig_handler\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.innerHTML =\n",
" '<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 / this.ratio;\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] =\n",
" '<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 () {\n",
" fig.push_to_output();\n",
" }, 1000);\n",
"};\n",
"\n",
"mpl.figure.prototype._init_toolbar = function () {\n",
" var fig = this;\n",
"\n",
" var toolbar = document.createElement('div');\n",
" toolbar.classList = 'btn-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" var button;\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" continue;\n",
" }\n",
"\n",
" button = fig.buttons[name] = document.createElement('button');\n",
" button.classList = 'btn btn-default';\n",
" button.href = '#';\n",
" button.title = name;\n",
" button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message pull-right';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = document.createElement('div');\n",
" buttongrp.classList = 'btn-group inline pull-right';\n",
" button = document.createElement('button');\n",
" button.classList = 'btn btn-mini btn-primary';\n",
" button.href = '#';\n",
" button.title = 'Stop Interaction';\n",
" button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
" button.addEventListener('click', function (_evt) {\n",
" fig.handle_close(fig, {});\n",
" });\n",
" button.addEventListener(\n",
" 'mouseover',\n",
" on_mouseover_closure('Stop Interaction')\n",
" );\n",
" buttongrp.appendChild(button);\n",
" var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
" titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
"};\n",
"\n",
"mpl.figure.prototype._remove_fig_handler = function (event) {\n",
" var fig = event.data.fig;\n",
" fig.close_ws(fig, {});\n",
"};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (el) {\n",
" el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (el) {\n",
" // this is important to make the div 'focusable\n",
" el.setAttribute('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",
" } else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\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",
"\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",
"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(\n",
" 'matplotlib',\n",
" mpl.mpl_figure_comm\n",
" );\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.lines.Line2D at 0x2b0ad10bd828>]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heat_cmp.plot.scatter(x = 'Heat_all_MWh', y = 'Heat_use_MWh', s = 3)\n",
"plt.xlim(1,)\n",
"plt.ylim(1,)\n",
"plt.xscale('log')\n",
"plt.yscale('log')\n",
"y = plt.gca().get_ylim()\n",
"plt.plot([y[0],y[1]],[y[0],y[1]], 'k--',lw = 1,scalex = False, scaley = False)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "noted-shower",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9757596746404469"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r2_score(heat_cmp['Electricity_MWh'], heat_cmp['Electricity_use_sum_MWh'])"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "democratic-belief",
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"/* global mpl */\n",
"window.mpl = {};\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(\n",
" '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",
"\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 = document.createElement('div');\n",
" this.root.setAttribute('style', 'display: inline-block');\n",
" this._root_extra_style(this.root);\n",
"\n",
" parent_element.appendChild(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 (fig.ratio !== 1) {\n",
" fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
" titlebar.classList =\n",
" 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
" var titletext = document.createElement('div');\n",
" titletext.classList = 'ui-dialog-title';\n",
" titletext.setAttribute(\n",
" 'style',\n",
" 'width: 100%; text-align: center; padding: 3px;'\n",
" );\n",
" titlebar.appendChild(titletext);\n",
" this.root.appendChild(titlebar);\n",
" this.header = titletext;\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._init_canvas = function () {\n",
" var fig = this;\n",
"\n",
" var canvas_div = (this.canvas_div = document.createElement('div'));\n",
" canvas_div.setAttribute(\n",
" 'style',\n",
" 'border: 1px solid #ddd;' +\n",
" 'box-sizing: content-box;' +\n",
" 'clear: both;' +\n",
" 'min-height: 1px;' +\n",
" 'min-width: 1px;' +\n",
" 'outline: 0;' +\n",
" 'overflow: hidden;' +\n",
" 'position: relative;' +\n",
" 'resize: both;'\n",
" );\n",
"\n",
" function on_keyboard_event_closure(name) {\n",
" return function (event) {\n",
" return fig.key_event(event, name);\n",
" };\n",
" }\n",
"\n",
" canvas_div.addEventListener(\n",
" 'keydown',\n",
" on_keyboard_event_closure('key_press')\n",
" );\n",
" canvas_div.addEventListener(\n",
" 'keyup',\n",
" on_keyboard_event_closure('key_release')\n",
" );\n",
"\n",
" this._canvas_extra_style(canvas_div);\n",
" this.root.appendChild(canvas_div);\n",
"\n",
" var canvas = (this.canvas = document.createElement('canvas'));\n",
" canvas.classList.add('mpl-canvas');\n",
" canvas.setAttribute('style', 'box-sizing: content-box;');\n",
"\n",
" this.context = canvas.getContext('2d');\n",
"\n",
" var backingStore =\n",
" this.context.backingStorePixelRatio ||\n",
" this.context.webkitBackingStorePixelRatio ||\n",
" this.context.mozBackingStorePixelRatio ||\n",
" this.context.msBackingStorePixelRatio ||\n",
" this.context.oBackingStorePixelRatio ||\n",
" this.context.backingStorePixelRatio ||\n",
" 1;\n",
"\n",
" this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
" if (this.ratio !== 1) {\n",
" fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
" }\n",
"\n",
" var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
" 'canvas'\n",
" ));\n",
" rubberband_canvas.setAttribute(\n",
" 'style',\n",
" 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
" );\n",
"\n",
" var resizeObserver = new ResizeObserver(function (entries) {\n",
" var nentries = entries.length;\n",
" for (var i = 0; i < nentries; i++) {\n",
" var entry = entries[i];\n",
" var width, height;\n",
" if (entry.contentBoxSize) {\n",
" if (entry.contentBoxSize instanceof Array) {\n",
" // Chrome 84 implements new version of spec.\n",
" width = entry.contentBoxSize[0].inlineSize;\n",
" height = entry.contentBoxSize[0].blockSize;\n",
" } else {\n",
" // Firefox implements old version of spec.\n",
" width = entry.contentBoxSize.inlineSize;\n",
" height = entry.contentBoxSize.blockSize;\n",
" }\n",
" } else {\n",
" // Chrome <84 implements even older version of spec.\n",
" width = entry.contentRect.width;\n",
" height = entry.contentRect.height;\n",
" }\n",
"\n",
" // Keep the size of the canvas and rubber band canvas in sync with\n",
" // the canvas container.\n",
" if (entry.devicePixelContentBoxSize) {\n",
" // Chrome 84 implements new version of spec.\n",
" canvas.setAttribute(\n",
" 'width',\n",
" entry.devicePixelContentBoxSize[0].inlineSize\n",
" );\n",
" canvas.setAttribute(\n",
" 'height',\n",
" entry.devicePixelContentBoxSize[0].blockSize\n",
" );\n",
" } else {\n",
" canvas.setAttribute('width', width * fig.ratio);\n",
" canvas.setAttribute('height', height * fig.ratio);\n",
" }\n",
" canvas.setAttribute(\n",
" 'style',\n",
" 'width: ' + width + 'px; height: ' + height + 'px;'\n",
" );\n",
"\n",
" rubberband_canvas.setAttribute('width', width);\n",
" rubberband_canvas.setAttribute('height', height);\n",
"\n",
" // And update the size in Python. We ignore the initial 0/0 size\n",
" // that occurs as the element is placed into the DOM, which should\n",
" // otherwise not happen due to the minimum size styling.\n",
" if (width != 0 && height != 0) {\n",
" fig.request_resize(width, height);\n",
" }\n",
" }\n",
" });\n",
" resizeObserver.observe(canvas_div);\n",
"\n",
" function on_mouse_event_closure(name) {\n",
" return function (event) {\n",
" return fig.mouse_event(event, name);\n",
" };\n",
" }\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mousedown',\n",
" on_mouse_event_closure('button_press')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseup',\n",
" on_mouse_event_closure('button_release')\n",
" );\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband_canvas.addEventListener(\n",
" 'mousemove',\n",
" on_mouse_event_closure('motion_notify')\n",
" );\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseenter',\n",
" on_mouse_event_closure('figure_enter')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseleave',\n",
" on_mouse_event_closure('figure_leave')\n",
" );\n",
"\n",
" canvas_div.addEventListener('wheel', function (event) {\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" on_mouse_event_closure('scroll')(event);\n",
" });\n",
"\n",
" canvas_div.appendChild(canvas);\n",
" canvas_div.appendChild(rubberband_canvas);\n",
"\n",
" this.rubberband_context = rubberband_canvas.getContext('2d');\n",
" this.rubberband_context.strokeStyle = '#000000';\n",
"\n",
" this._resize_canvas = function (width, height, forward) {\n",
" if (forward) {\n",
" canvas_div.style.width = width + 'px';\n",
" canvas_div.style.height = height + 'px';\n",
" }\n",
" };\n",
"\n",
" // Disable right mouse context menu.\n",
" this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
" event.preventDefault();\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 toolbar = document.createElement('div');\n",
" toolbar.classList = 'mpl-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\n",
" continue;\n",
" }\n",
"\n",
" var button = (fig.buttons[name] = document.createElement('button'));\n",
" button.classList = 'mpl-widget';\n",
" button.setAttribute('role', 'button');\n",
" button.setAttribute('aria-disabled', 'false');\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
"\n",
" var icon_img = document.createElement('img');\n",
" icon_img.src = '_images/' + image + '.png';\n",
" icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
" icon_img.alt = tooltip;\n",
" button.appendChild(icon_img);\n",
"\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" var fmt_picker = document.createElement('select');\n",
" fmt_picker.classList = 'mpl-widget';\n",
" toolbar.appendChild(fmt_picker);\n",
" this.format_dropdown = fmt_picker;\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = document.createElement('option');\n",
" option.selected = fmt === mpl.default_extension;\n",
" option.innerHTML = fmt;\n",
" fmt_picker.appendChild(option);\n",
" }\n",
"\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\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",
"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",
"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], msg['forward']);\n",
" fig.send_message('refresh', {});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
" var x0 = msg['x0'] / fig.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
" var x1 = msg['x1'] / fig.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
" 0,\n",
" fig.canvas.width / fig.ratio,\n",
" fig.canvas.height / fig.ratio\n",
" );\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",
" 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.handle_history_buttons = function (fig, msg) {\n",
" for (var key in msg) {\n",
" if (!(key in fig.buttons)) {\n",
" continue;\n",
" }\n",
" fig.buttons[key].disabled = !msg[key];\n",
" fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
" if (msg['mode'] === 'PAN') {\n",
" fig.buttons['Pan'].classList.add('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" } else if (msg['mode'] === 'ZOOM') {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.add('active');\n",
" } else {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" }\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",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data\n",
" );\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" } else if (\n",
" typeof evt.data === 'string' &&\n",
" evt.data.slice(0, 21) === 'data:image/png;base64'\n",
" ) {\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(\n",
" \"No handler for the '\" + msg_type + \"' message type: \",\n",
" msg\n",
" );\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(\n",
" \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
" e,\n",
" e.stack,\n",
" msg\n",
" );\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",
" }\n",
" if (e.target) {\n",
" targ = e.target;\n",
" } else if (e.srcElement) {\n",
" targ = e.srcElement;\n",
" }\n",
" if (targ.nodeType === 3) {\n",
" // defeat Safari bug\n",
" targ = targ.parentNode;\n",
" }\n",
"\n",
" // pageX,Y are the mouse positions relative to the document\n",
" var boundingRect = targ.getBoundingClientRect();\n",
" var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
" var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
" }\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",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * this.ratio;\n",
" var y = canvas_pos.y * this.ratio;\n",
"\n",
" this.send_message(name, {\n",
" x: x,\n",
" y: y,\n",
" button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event),\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",
"};\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",
" // Prevent repeat events\n",
" if (name === 'key_press') {\n",
" if (event.which === this._key) {\n",
" return;\n",
" } else {\n",
" this._key = event.which;\n",
" }\n",
" }\n",
" if (name === 'key_release') {\n",
" this._key = null;\n",
" }\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which !== 17) {\n",
" value += 'ctrl+';\n",
" }\n",
" if (event.altKey && event.which !== 18) {\n",
" value += 'alt+';\n",
" }\n",
" if (event.shiftKey && event.which !== 16) {\n",
" value += 'shift+';\n",
" }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
"\n",
"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 = document.getElementById(id);\n",
" var ws_proxy = comm_websocket_adapter(comm);\n",
"\n",
" function ondownload(figure, _format) {\n",
" window.open(figure.canvas.toDataURL());\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
" fig.cell_info[0].output_area.element.one(\n",
" 'cleared',\n",
" { fig: fig },\n",
" fig._remove_fig_handler\n",
" );\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function (fig, msg) {\n",
" var width = fig.canvas.width / fig.ratio;\n",
" fig.cell_info[0].output_area.element.off(\n",
" 'cleared',\n",
" fig._remove_fig_handler\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.innerHTML =\n",
" '<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 / this.ratio;\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] =\n",
" '<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 () {\n",
" fig.push_to_output();\n",
" }, 1000);\n",
"};\n",
"\n",
"mpl.figure.prototype._init_toolbar = function () {\n",
" var fig = this;\n",
"\n",
" var toolbar = document.createElement('div');\n",
" toolbar.classList = 'btn-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" var button;\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" continue;\n",
" }\n",
"\n",
" button = fig.buttons[name] = document.createElement('button');\n",
" button.classList = 'btn btn-default';\n",
" button.href = '#';\n",
" button.title = name;\n",
" button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message pull-right';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = document.createElement('div');\n",
" buttongrp.classList = 'btn-group inline pull-right';\n",
" button = document.createElement('button');\n",
" button.classList = 'btn btn-mini btn-primary';\n",
" button.href = '#';\n",
" button.title = 'Stop Interaction';\n",
" button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
" button.addEventListener('click', function (_evt) {\n",
" fig.handle_close(fig, {});\n",
" });\n",
" button.addEventListener(\n",
" 'mouseover',\n",
" on_mouseover_closure('Stop Interaction')\n",
" );\n",
" buttongrp.appendChild(button);\n",
" var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
" titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
"};\n",
"\n",
"mpl.figure.prototype._remove_fig_handler = function (event) {\n",
" var fig = event.data.fig;\n",
" fig.close_ws(fig, {});\n",
"};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (el) {\n",
" el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (el) {\n",
" // this is important to make the div 'focusable\n",
" el.setAttribute('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",
" } else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\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",
"\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",
"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(\n",
" 'matplotlib',\n",
" mpl.mpl_figure_comm\n",
" );\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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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.lines.Line2D at 0x2b0ad12ebc50>]"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heat_cmp.plot.scatter(x = 'Electricity_MWh', y = 'Electricity_use_sum_MWh', s = 3)\n",
"plt.xlim(1,)\n",
"plt.ylim(1,)\n",
"plt.xscale('log')\n",
"plt.yscale('log')\n",
"y = plt.gca().get_ylim()\n",
"plt.plot([y[0],y[1]],[y[0],y[1]], 'k--',lw = 1,scalex = False, scaley = False)"
]
},
{
"cell_type": "markdown",
"id": "sudden-maine",
"metadata": {},
"source": [
"# Save demand for communes"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "alert-march",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3072: DtypeWarning: Columns (6) have mixed types.Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
],
"source": [
"demand_RES = pd.read_csv('/scratch/walch/scratch/GWR_RES_w_demand.csv').drop(columns = ['Unnamed: 0'])"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "surprising-calculator",
"metadata": {},
"outputs": [],
"source": [
"demand_res_communes = demand_RES.groupby(['GGDENR', 'Building_type'])[['N_DWL', 'ERA', 'SH_kWh_corrected', \n",
" 'DHW_kWh', 'electricity_kWh']].sum() / 1e6"
]
},
{
"cell_type": "markdown",
"id": "traditional-foster",
"metadata": {},
"source": [
"### Get representative location"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "mobile-curtis",
"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>GGDENR</th>\n",
" <th>chx</th>\n",
" <th>chy</th>\n",
" <th>frequency</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>2678500.0</td>\n",
" <td>1234500.0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>2678500.0</td>\n",
" <td>1235500.0</td>\n",
" <td>23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>2678500.0</td>\n",
" <td>1236500.0</td>\n",
" <td>58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>2678500.0</td>\n",
" <td>1237500.0</td>\n",
" <td>34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>2679500.0</td>\n",
" <td>1234500.0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" GGDENR chx chy frequency\n",
"0 1 2678500.0 1234500.0 1\n",
"1 1 2678500.0 1235500.0 23\n",
"2 1 2678500.0 1236500.0 58\n",
"3 1 2678500.0 1237500.0 34\n",
"4 1 2679500.0 1234500.0 1"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hist2d = demand_RES.groupby(['GGDENR', 'chx', 'chy']).EGID.count().rename('frequency').reset_index()\n",
"hist2d.head()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "champion-mystery",
"metadata": {},
"outputs": [],
"source": [
"representative_loc = (hist2d.sort_values('frequency', ascending = False).groupby('GGDENR').first()\n",
" .drop(columns = ['frequency']))"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "powerful-badge",
"metadata": {},
"outputs": [
{
"data": {
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" .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>chx</th>\n",
" <th>chy</th>\n",
" </tr>\n",
" <tr>\n",
" <th>GGDENR</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2679500.0</td>\n",
" <td>1235500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2676500.0</td>\n",
" <td>1236500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2678500.0</td>\n",
" <td>1242500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2682500.0</td>\n",
" <td>1233500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2676500.0</td>\n",
" <td>1239500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6806</th>\n",
" <td>2578500.0</td>\n",
" <td>1255500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6807</th>\n",
" <td>2570500.0</td>\n",
" <td>1256500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6808</th>\n",
" <td>2578500.0</td>\n",
" <td>1246500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6809</th>\n",
" <td>2566500.0</td>\n",
" <td>1249500.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6810</th>\n",
" <td>2582500.0</td>\n",
" <td>1252500.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2202 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" chx chy\n",
"GGDENR \n",
"1 2679500.0 1235500.0\n",
"2 2676500.0 1236500.0\n",
"3 2678500.0 1242500.0\n",
"4 2682500.0 1233500.0\n",
"5 2676500.0 1239500.0\n",
"... ... ...\n",
"6806 2578500.0 1255500.0\n",
"6807 2570500.0 1256500.0\n",
"6808 2578500.0 1246500.0\n",
"6809 2566500.0 1249500.0\n",
"6810 2582500.0 1252500.0\n",
"\n",
"[2202 rows x 2 columns]"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"representative_loc"
]
},
{
"cell_type": "markdown",
"id": "fabulous-reply",
"metadata": {},
"source": [
"### Visualise representative locations"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "public-gasoline",
"metadata": {},
"outputs": [],
"source": [
"histCH = demand_RES.groupby(['chx', 'chy']).EGID.count().rename('frequency').to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "tender-intervention",
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;frequency&#x27; (chx: 347, chy: 220)&gt;\n",
"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",
"Coordinates:\n",
" * chx (chx) float64 2.486e+06 2.488e+06 2.488e+06 ... 2.832e+06 2.832e+06\n",
" * chy (chy) float64 1.076e+06 1.076e+06 1.078e+06 ... 1.294e+06 1.294e+06</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'frequency'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>chx</span>: 347</li><li><span class='xr-has-index'>chy</span>: 220</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-42dada03-2360-45d0-bdd2-ff80714989dc' class='xr-array-in' type='checkbox' checked><label for='section-42dada03-2360-45d0-bdd2-ff80714989dc' 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>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-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></div></li><li class='xr-section-item'><input id='section-5d15a8c1-766d-43f0-9205-b2cc7947e75c' class='xr-section-summary-in' type='checkbox' checked><label for='section-5d15a8c1-766d-43f0-9205-b2cc7947e75c' 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'>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 2.488e+06 ... 2.832e+06</div><input id='attrs-e09bd879-9ba8-4742-82ce-216e1c01f38d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e09bd879-9ba8-4742-82ce-216e1c01f38d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ee16977-5a88-4bd8-b3a0-29059d871cc7' class='xr-var-data-in' type='checkbox'><label for='data-9ee16977-5a88-4bd8-b3a0-29059d871cc7' 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([2486500., 2487500., 2488500., ..., 2830500., 2831500., 2832500.])</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'>1.076e+06 1.076e+06 ... 1.294e+06</div><input id='attrs-c68f2e3d-fede-46ca-a469-3c27024ef65b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c68f2e3d-fede-46ca-a469-3c27024ef65b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18088cc9-0d25-4fa6-bad2-7a2e398ae685' class='xr-var-data-in' type='checkbox'><label for='data-18088cc9-0d25-4fa6-bad2-7a2e398ae685' 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([1075500., 1076500., 1077500., ..., 1292500., 1293500., 1294500.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e656459d-7d8f-4d4e-8e31-51982b03d4a3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e656459d-7d8f-4d4e-8e31-51982b03d4a3' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
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" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])\n",
"Coordinates:\n",
" * chx (chx) float64 2.486e+06 2.488e+06 2.488e+06 ... 2.832e+06 2.832e+06\n",
" * chy (chy) float64 1.076e+06 1.076e+06 1.078e+06 ... 1.294e+06 1.294e+06"
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},
"execution_count": 78,
"metadata": {},
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}
],
"source": [
"histCH"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "piano-uncle",
"metadata": {},
"outputs": [],
"source": [
"CH_fp = '/work/hyenergy/raw/Surface_data/swissBOUNDARIES3D/BOUNDARIES_2019/DATEN/swissBOUNDARIES3D/SHAPEFILE_LV95_LN02/swissBOUNDARIES3D_1_3_TLM_HOHEITSGEBIET.shp'"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "emotional-preparation",
"metadata": {},
"outputs": [],
"source": [
"communes = gpd.read_file(CH_fp)[['geometry', 'BFS_NUMMER']]"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "collaborative-lexington",
"metadata": {},
"outputs": [
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" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = document.createElement('div');\n",
" this.root.setAttribute('style', 'display: inline-block');\n",
" this._root_extra_style(this.root);\n",
"\n",
" parent_element.appendChild(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 (fig.ratio !== 1) {\n",
" fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
" titlebar.classList =\n",
" 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
" var titletext = document.createElement('div');\n",
" titletext.classList = 'ui-dialog-title';\n",
" titletext.setAttribute(\n",
" 'style',\n",
" 'width: 100%; text-align: center; padding: 3px;'\n",
" );\n",
" titlebar.appendChild(titletext);\n",
" this.root.appendChild(titlebar);\n",
" this.header = titletext;\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
"\n",
"mpl.figure.prototype._init_canvas = function () {\n",
" var fig = this;\n",
"\n",
" var canvas_div = (this.canvas_div = document.createElement('div'));\n",
" canvas_div.setAttribute(\n",
" 'style',\n",
" 'border: 1px solid #ddd;' +\n",
" 'box-sizing: content-box;' +\n",
" 'clear: both;' +\n",
" 'min-height: 1px;' +\n",
" 'min-width: 1px;' +\n",
" 'outline: 0;' +\n",
" 'overflow: hidden;' +\n",
" 'position: relative;' +\n",
" 'resize: both;'\n",
" );\n",
"\n",
" function on_keyboard_event_closure(name) {\n",
" return function (event) {\n",
" return fig.key_event(event, name);\n",
" };\n",
" }\n",
"\n",
" canvas_div.addEventListener(\n",
" 'keydown',\n",
" on_keyboard_event_closure('key_press')\n",
" );\n",
" canvas_div.addEventListener(\n",
" 'keyup',\n",
" on_keyboard_event_closure('key_release')\n",
" );\n",
"\n",
" this._canvas_extra_style(canvas_div);\n",
" this.root.appendChild(canvas_div);\n",
"\n",
" var canvas = (this.canvas = document.createElement('canvas'));\n",
" canvas.classList.add('mpl-canvas');\n",
" canvas.setAttribute('style', 'box-sizing: content-box;');\n",
"\n",
" this.context = canvas.getContext('2d');\n",
"\n",
" var backingStore =\n",
" this.context.backingStorePixelRatio ||\n",
" this.context.webkitBackingStorePixelRatio ||\n",
" this.context.mozBackingStorePixelRatio ||\n",
" this.context.msBackingStorePixelRatio ||\n",
" this.context.oBackingStorePixelRatio ||\n",
" this.context.backingStorePixelRatio ||\n",
" 1;\n",
"\n",
" this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
" if (this.ratio !== 1) {\n",
" fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
" }\n",
"\n",
" var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
" 'canvas'\n",
" ));\n",
" rubberband_canvas.setAttribute(\n",
" 'style',\n",
" 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
" );\n",
"\n",
" var resizeObserver = new ResizeObserver(function (entries) {\n",
" var nentries = entries.length;\n",
" for (var i = 0; i < nentries; i++) {\n",
" var entry = entries[i];\n",
" var width, height;\n",
" if (entry.contentBoxSize) {\n",
" if (entry.contentBoxSize instanceof Array) {\n",
" // Chrome 84 implements new version of spec.\n",
" width = entry.contentBoxSize[0].inlineSize;\n",
" height = entry.contentBoxSize[0].blockSize;\n",
" } else {\n",
" // Firefox implements old version of spec.\n",
" width = entry.contentBoxSize.inlineSize;\n",
" height = entry.contentBoxSize.blockSize;\n",
" }\n",
" } else {\n",
" // Chrome <84 implements even older version of spec.\n",
" width = entry.contentRect.width;\n",
" height = entry.contentRect.height;\n",
" }\n",
"\n",
" // Keep the size of the canvas and rubber band canvas in sync with\n",
" // the canvas container.\n",
" if (entry.devicePixelContentBoxSize) {\n",
" // Chrome 84 implements new version of spec.\n",
" canvas.setAttribute(\n",
" 'width',\n",
" entry.devicePixelContentBoxSize[0].inlineSize\n",
" );\n",
" canvas.setAttribute(\n",
" 'height',\n",
" entry.devicePixelContentBoxSize[0].blockSize\n",
" );\n",
" } else {\n",
" canvas.setAttribute('width', width * fig.ratio);\n",
" canvas.setAttribute('height', height * fig.ratio);\n",
" }\n",
" canvas.setAttribute(\n",
" 'style',\n",
" 'width: ' + width + 'px; height: ' + height + 'px;'\n",
" );\n",
"\n",
" rubberband_canvas.setAttribute('width', width);\n",
" rubberband_canvas.setAttribute('height', height);\n",
"\n",
" // And update the size in Python. We ignore the initial 0/0 size\n",
" // that occurs as the element is placed into the DOM, which should\n",
" // otherwise not happen due to the minimum size styling.\n",
" if (width != 0 && height != 0) {\n",
" fig.request_resize(width, height);\n",
" }\n",
" }\n",
" });\n",
" resizeObserver.observe(canvas_div);\n",
"\n",
" function on_mouse_event_closure(name) {\n",
" return function (event) {\n",
" return fig.mouse_event(event, name);\n",
" };\n",
" }\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mousedown',\n",
" on_mouse_event_closure('button_press')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseup',\n",
" on_mouse_event_closure('button_release')\n",
" );\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband_canvas.addEventListener(\n",
" 'mousemove',\n",
" on_mouse_event_closure('motion_notify')\n",
" );\n",
"\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseenter',\n",
" on_mouse_event_closure('figure_enter')\n",
" );\n",
" rubberband_canvas.addEventListener(\n",
" 'mouseleave',\n",
" on_mouse_event_closure('figure_leave')\n",
" );\n",
"\n",
" canvas_div.addEventListener('wheel', function (event) {\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" on_mouse_event_closure('scroll')(event);\n",
" });\n",
"\n",
" canvas_div.appendChild(canvas);\n",
" canvas_div.appendChild(rubberband_canvas);\n",
"\n",
" this.rubberband_context = rubberband_canvas.getContext('2d');\n",
" this.rubberband_context.strokeStyle = '#000000';\n",
"\n",
" this._resize_canvas = function (width, height, forward) {\n",
" if (forward) {\n",
" canvas_div.style.width = width + 'px';\n",
" canvas_div.style.height = height + 'px';\n",
" }\n",
" };\n",
"\n",
" // Disable right mouse context menu.\n",
" this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
" event.preventDefault();\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 toolbar = document.createElement('div');\n",
" toolbar.classList = 'mpl-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'mpl-button-group';\n",
" continue;\n",
" }\n",
"\n",
" var button = (fig.buttons[name] = document.createElement('button'));\n",
" button.classList = 'mpl-widget';\n",
" button.setAttribute('role', 'button');\n",
" button.setAttribute('aria-disabled', 'false');\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
"\n",
" var icon_img = document.createElement('img');\n",
" icon_img.src = '_images/' + image + '.png';\n",
" icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
" icon_img.alt = tooltip;\n",
" button.appendChild(icon_img);\n",
"\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" var fmt_picker = document.createElement('select');\n",
" fmt_picker.classList = 'mpl-widget';\n",
" toolbar.appendChild(fmt_picker);\n",
" this.format_dropdown = fmt_picker;\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = document.createElement('option');\n",
" option.selected = fmt === mpl.default_extension;\n",
" option.innerHTML = fmt;\n",
" fmt_picker.appendChild(option);\n",
" }\n",
"\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\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",
"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",
"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], msg['forward']);\n",
" fig.send_message('refresh', {});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
" var x0 = msg['x0'] / fig.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
" var x1 = msg['x1'] / fig.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
" 0,\n",
" fig.canvas.width / fig.ratio,\n",
" fig.canvas.height / fig.ratio\n",
" );\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",
" 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.handle_history_buttons = function (fig, msg) {\n",
" for (var key in msg) {\n",
" if (!(key in fig.buttons)) {\n",
" continue;\n",
" }\n",
" fig.buttons[key].disabled = !msg[key];\n",
" fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
" if (msg['mode'] === 'PAN') {\n",
" fig.buttons['Pan'].classList.add('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" } else if (msg['mode'] === 'ZOOM') {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.add('active');\n",
" } else {\n",
" fig.buttons['Pan'].classList.remove('active');\n",
" fig.buttons['Zoom'].classList.remove('active');\n",
" }\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",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data\n",
" );\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" } else if (\n",
" typeof evt.data === 'string' &&\n",
" evt.data.slice(0, 21) === 'data:image/png;base64'\n",
" ) {\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(\n",
" \"No handler for the '\" + msg_type + \"' message type: \",\n",
" msg\n",
" );\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(\n",
" \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
" e,\n",
" e.stack,\n",
" msg\n",
" );\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",
" }\n",
" if (e.target) {\n",
" targ = e.target;\n",
" } else if (e.srcElement) {\n",
" targ = e.srcElement;\n",
" }\n",
" if (targ.nodeType === 3) {\n",
" // defeat Safari bug\n",
" targ = targ.parentNode;\n",
" }\n",
"\n",
" // pageX,Y are the mouse positions relative to the document\n",
" var boundingRect = targ.getBoundingClientRect();\n",
" var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
" var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
" }\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",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * this.ratio;\n",
" var y = canvas_pos.y * this.ratio;\n",
"\n",
" this.send_message(name, {\n",
" x: x,\n",
" y: y,\n",
" button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event),\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",
"};\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",
" // Prevent repeat events\n",
" if (name === 'key_press') {\n",
" if (event.which === this._key) {\n",
" return;\n",
" } else {\n",
" this._key = event.which;\n",
" }\n",
" }\n",
" if (name === 'key_release') {\n",
" this._key = null;\n",
" }\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which !== 17) {\n",
" value += 'ctrl+';\n",
" }\n",
" if (event.altKey && event.which !== 18) {\n",
" value += 'alt+';\n",
" }\n",
" if (event.shiftKey && event.which !== 16) {\n",
" value += 'shift+';\n",
" }\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, 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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"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\";/* global mpl */\n",
"\n",
"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 = document.getElementById(id);\n",
" var ws_proxy = comm_websocket_adapter(comm);\n",
"\n",
" function ondownload(figure, _format) {\n",
" window.open(figure.canvas.toDataURL());\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
" fig.cell_info[0].output_area.element.one(\n",
" 'cleared',\n",
" { fig: fig },\n",
" fig._remove_fig_handler\n",
" );\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function (fig, msg) {\n",
" var width = fig.canvas.width / fig.ratio;\n",
" fig.cell_info[0].output_area.element.off(\n",
" 'cleared',\n",
" fig._remove_fig_handler\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.innerHTML =\n",
" '<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 / this.ratio;\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] =\n",
" '<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 () {\n",
" fig.push_to_output();\n",
" }, 1000);\n",
"};\n",
"\n",
"mpl.figure.prototype._init_toolbar = function () {\n",
" var fig = this;\n",
"\n",
" var toolbar = document.createElement('div');\n",
" toolbar.classList = 'btn-toolbar';\n",
" this.root.appendChild(toolbar);\n",
"\n",
" function on_click_closure(name) {\n",
" return function (_event) {\n",
" return fig.toolbar_button_onclick(name);\n",
" };\n",
" }\n",
"\n",
" function on_mouseover_closure(tooltip) {\n",
" return function (event) {\n",
" if (!event.currentTarget.disabled) {\n",
" return fig.toolbar_button_onmouseover(tooltip);\n",
" }\n",
" };\n",
" }\n",
"\n",
" fig.buttons = {};\n",
" var buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" var button;\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",
" /* Instead of a spacer, we start a new button group. */\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
" buttonGroup = document.createElement('div');\n",
" buttonGroup.classList = 'btn-group';\n",
" continue;\n",
" }\n",
"\n",
" button = fig.buttons[name] = document.createElement('button');\n",
" button.classList = 'btn btn-default';\n",
" button.href = '#';\n",
" button.title = name;\n",
" button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
" button.addEventListener('click', on_click_closure(method_name));\n",
" button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
" buttonGroup.appendChild(button);\n",
" }\n",
"\n",
" if (buttonGroup.hasChildNodes()) {\n",
" toolbar.appendChild(buttonGroup);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = document.createElement('span');\n",
" status_bar.classList = 'mpl-message pull-right';\n",
" toolbar.appendChild(status_bar);\n",
" this.message = status_bar;\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = document.createElement('div');\n",
" buttongrp.classList = 'btn-group inline pull-right';\n",
" button = document.createElement('button');\n",
" button.classList = 'btn btn-mini btn-primary';\n",
" button.href = '#';\n",
" button.title = 'Stop Interaction';\n",
" button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
" button.addEventListener('click', function (_evt) {\n",
" fig.handle_close(fig, {});\n",
" });\n",
" button.addEventListener(\n",
" 'mouseover',\n",
" on_mouseover_closure('Stop Interaction')\n",
" );\n",
" buttongrp.appendChild(button);\n",
" var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
" titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
"};\n",
"\n",
"mpl.figure.prototype._remove_fig_handler = function (event) {\n",
" var fig = event.data.fig;\n",
" fig.close_ws(fig, {});\n",
"};\n",
"\n",
"mpl.figure.prototype._root_extra_style = function (el) {\n",
" el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
"};\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function (el) {\n",
" // this is important to make the div 'focusable\n",
" el.setAttribute('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",
" } else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\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",
"\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",
"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(\n",
" 'matplotlib',\n",
" mpl.mpl_figure_comm\n",
" );\n",
"}\n"
],
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\" width=\"1000\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/xarray/plot/plot.py:970: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n",
" primitive = ax.pcolormesh(x, y, z, **kwargs)\n"
]
}
],
"source": [
"communes.plot(edgecolor = 'k', facecolor = 'None', linewidth = 0.5, figsize = (10,5))\n",
"histCH.plot(x = 'chx', y = 'chy', alpha = 0.7, norm = matplotlib.colors.LogNorm())\n",
"plt.scatter(representative_loc.chx, representative_loc.chy, c = 'r', s = 3)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cooked-owner",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "married-expert",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "wooden-lotus",
"metadata": {},
"source": [
"# Small-scale analysis"
]
},
{
"cell_type": "markdown",
"id": "unlimited-injury",
"metadata": {},
"source": [
"### Get totals for hectares above and equal to 4"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "blank-mississippi",
"metadata": {},
"outputs": [],
"source": [
"stat_analysis = statent[var].sel(noga_code = 'total').drop(['noga_type', 'noga_code'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "expressed-palmer",
"metadata": {},
"outputs": [],
"source": [
"CH_4 = stat_analysis.where(stat_analysis == 4).to_dataframe().sum()\n",
"CH_more = stat_analysis.where(stat_analysis > 4).to_dataframe().sum()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "ranking-address",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 1.681338\n",
"employees 2.089406\n",
"FT equivalents 1.550135\n",
"dtype: float64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"4 * (CH_total - CH_more) / CH_4"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "hairy-heath",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 744852.0\n",
"employees 476704.0\n",
"FT equivalents 530512.0\n",
"dtype: float64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CH_4"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "viral-study",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 687023.0\n",
"employees 5249958.0\n",
"FT equivalents 4113221.0\n",
"dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CH_total.round()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "remarkable-count",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 373936.0\n",
"employees 5000951.0\n",
"FT equivalents 3907629.0\n",
"dtype: float64"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CH_more.round()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "removable-evaluation",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 313087.000000\n",
"employees 249007.000000\n",
"FT equivalents 205591.278606\n",
"dtype: float64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CH_total - CH_more"
]
},
{
"cell_type": "markdown",
"id": "reverse-occasion",
"metadata": {},
"source": [
"# Estimate minimum number of workplaces from NOGA"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "modular-active",
"metadata": {},
"outputs": [],
"source": [
"noga = statent[var].where(statent.noga_type == 'noga', drop = True).drop(['noga_type'])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "accepted-cholesterol",
"metadata": {},
"outputs": [],
"source": [
"min_count = (noga.where(noga > 0) * 0 + 1).sum(dim = 'noga_code')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "temporal-search",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"workplaces 293172.0\n",
"employees 157276.0\n",
"FT equivalents 187238.0\n",
"dtype: float64"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"min_count_4 = min_count.where(stat_analysis == 4).to_dataframe().sum()\n",
"min_count_4"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "regulated-milton",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9363914822397609"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"293172 / 313087"
]
},
{
"cell_type": "markdown",
"id": "incomplete-return",
"metadata": {},
"source": [
"### Look at NOLOC data\n",
"If the NOLOC count is higher than the minimum number of workplaces, use the NOLOC count\n",
"Difference: + 220 workplaces\n",
"Remaining difference: 19.7 k workplaces\n",
"Number of wp 4: 186 k pixels (~0.1 WP per pixel)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "crude-forest",
"metadata": {},
"outputs": [],
"source": [
"noloc = statent_noloc[var].sel(noga_code = 'total').sum(dim = 'NOLOCSCE').drop(['noga_type', 'noga_code'])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "driving-laugh",
"metadata": {},
"outputs": [],
"source": [
"WP4_df = min_count.where(stat_analysis == 4).workplaces.to_dataframe().dropna()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "contemporary-lease",
"metadata": {},
"outputs": [],
"source": [
"WP4_df = WP4_df.merge(noloc.workplaces.to_dataframe(), left_index = True, right_index = True, \n",
" how = 'left', suffixes = ('_min', '_noloc'))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "divided-engine",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"293397.0"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"WP4_df.max(axis = 1).sum()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "ready-accident",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"186213"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(WP4_df)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "fiscal-cornell",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.10573912669899524"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(313087 - 293397) / 186213"
]
},
{
"cell_type": "markdown",
"id": "rural-reviewer",
"metadata": {},
"source": [
"# Get number of GWR instances"
]
},
{
"cell_type": "markdown",
"id": "present-speaking",
"metadata": {},
"source": [
"### Add RELI coordinates to GWR"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "verified-sight",
"metadata": {},
"outputs": [],
"source": [
"coords = map_coords_to_pixel( GWR[['GKODE', 'GKODN']], pixel_res = 100, offset = 50 )"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "pressed-laser",
"metadata": {},
"outputs": [],
"source": [
"coords['GKODE'] = coords['GKODE'] - 2e6 - 50\n",
"coords['GKODN'] = coords['GKODN'] - 1e6 - 50"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "racial-dialogue",
"metadata": {},
"outputs": [],
"source": [
"GWR['RELI'] = (coords.GKODE * 100 + coords.GKODN / 100).round()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "vulnerable-detection",
"metadata": {},
"outputs": [],
"source": [
"nonRES = GWR[~(GWR.GKAT.isin([1010, 1020, 1080]))]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "bacterial-chemical",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"672643"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(nonRES)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "coupled-continuity",
"metadata": {},
"outputs": [],
"source": [
"nonRes_count = nonRES.groupby(['RELI']).EGID.count()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "hidden-volleyball",
"metadata": {},
"outputs": [],
"source": [
"WP4_df = WP4_df.merge(nonRes_count, left_index = True, right_index = True, how = 'left')"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "drawn-weekend",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"311162.0"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"WP4_df.EGID.sum()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "portuguese-arrangement",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"422288.0"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"WP4_df.max(axis = 1).sum()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "found-tobago",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"379159.0"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.minimum(WP4_df, 4).max(axis = 1).sum()"
]
},
{
"cell_type": "markdown",
"id": "residential-watch",
"metadata": {},
"source": [
"# Map via GKLAS"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "interstate-report",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"293172.0"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"WP4_df.workplaces_min.sum()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "electoral-spouse",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 53,
"id": "funky-reminder",
"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>workplaces_min</th>\n",
" <th>workplaces_noloc</th>\n",
" <th>EGID</th>\n",
" </tr>\n",
" <tr>\n",
" <th>RELI</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>48681120</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48691121</th>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48761140</th>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48801138</th>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48801181</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83021679</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83031686</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83041686</th>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83061687</th>\n",
" <td>2.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83061973</th>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>25870 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" workplaces_min workplaces_noloc EGID\n",
"RELI \n",
"48681120 2.0 NaN 1.0\n",
"48691121 3.0 NaN 1.0\n",
"48761140 3.0 1.0 1.0\n",
"48801138 4.0 NaN 2.0\n",
"48801181 2.0 NaN 1.0\n",
"... ... ... ...\n",
"83021679 2.0 NaN 1.0\n",
"83031686 2.0 NaN 1.0\n",
"83041686 3.0 1.0 2.0\n",
"83061687 2.0 NaN 1.0\n",
"83061973 3.0 3.0 2.0\n",
"\n",
"[25870 rows x 3 columns]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"WP4_df[WP4_df.workplaces_min > WP4_df.EGID]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "inappropriate-startup",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "ideal-freedom",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": 5
}

Event Timeline