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{
"cells": [
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"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
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"name": "stderr",
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"text": [
"/home/walch/.local/lib/python3.6/site-packages/dask/config.py:129: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" data = yaml.load(f.read()) or {}\n",
"/home/walch/.local/lib/python3.6/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" defaults = yaml.load(f)\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import xarray as xr\n",
"\n",
"import os\n",
"import calendar\n",
"\n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from geo_util import *\n",
"from demand_mapping import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"CH_fp = '/work/hyenergy/raw/Surface_data/swissBOUNDARIES3D/BOUNDARIES_2019/DATEN/swissBOUNDARIES3D/SHAPEFILE_LV95_LN02/swissBOUNDARIES3D_1_3_TLM_HOHEITSGEBIET.shp'\n",
"CH = gpd.read_file( CH_fp )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load GWR"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"BLD_fp = '/work/hyenergy/output/buildings'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Residential sector"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"RES = pd.read_csv(os.path.join(BLD_fp,'GWR_residential.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"demand_fp = '/work/hyenergy/output/demand' #\n",
"residential_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_residential.nc')) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Service sector"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"SER = pd.read_csv(os.path.join(BLD_fp,'GWR_service.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"demand_fp = '/work/hyenergy/output/demand' # \n",
"service_demand = xr.open_dataset(os.path.join(demand_fp, 'electricity_demand_services.nc')) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Map residential sector demand"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"RES_demand, N_units = get_cluster_demand_RES( RES, residential_demand, dwell_nb = 'N_DWL_RES' )"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
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"execution_count": 9,
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"source": [
"get_yearly_sum(RES_demand) / 1e12"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"RES_demand_noComm, _ = get_cluster_demand_RES( RES, residential_demand, dwell_nb = 'N_DWL_RES', \n",
" add_communal_demand = False )"
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{
"cell_type": "code",
"execution_count": 11,
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" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
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"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
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"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
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" grid-column: 1;\n",
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"\n",
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".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
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" background-color: var(--xr-background-color-row-odd);\n",
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"\n",
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" grid-column: 4;\n",
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"\n",
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" overflow: hidden;\n",
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"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
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" overflow: visible;\n",
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" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
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"\n",
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"\n",
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"}\n",
"\n",
".xr-attrs dt, dd {\n",
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"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
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" padding-right: 10px;\n",
"}\n",
"\n",
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"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
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" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
"array(12.25787118)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-cddc4614-db72-4fe1-bf9f-124f3de07841' class='xr-array-in' type='checkbox' checked><label for='section-cddc4614-db72-4fe1-bf9f-124f3de07841' 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>12.26</span></div><div class='xr-array-data'><pre>array(12.25787118)</pre></div></div></li><li class='xr-section-item'><input id='section-106b8dc4-3a82-4016-bd43-6a38002f76e4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-106b8dc4-3a82-4016-bd43-6a38002f76e4' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-cd040d82-9962-4527-9ff9-e129b97b304f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cd040d82-9962-4527-9ff9-e129b97b304f' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray ()>\n",
"array(12.25787118)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_yearly_sum(RES_demand_noComm) / 1e12"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Map service sector demand"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"SER_demand, SER_services = get_cluster_demand_SER(SER, service_demand)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
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".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray ()&gt;\n",
"array(15.6)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6eb0ecf9-9118-4faa-8f07-837185b76e59' class='xr-array-in' type='checkbox' checked><label for='section-6eb0ecf9-9118-4faa-8f07-837185b76e59' 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>15.6</span></div><div class='xr-array-data'><pre>array(15.6)</pre></div></div></li><li class='xr-section-item'><input id='section-39fda387-5e6a-40a7-9d39-25508af2767c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-39fda387-5e6a-40a7-9d39-25508af2767c' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-54d28e90-5195-42cd-9741-2a168fc4c306' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-54d28e90-5195-42cd-9741-2a168fc4c306' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray ()>\n",
"array(15.6)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_yearly_sum(SER_demand) / 1e12"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
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"\n",
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"}\n",
"\n",
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" 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",
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"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
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" vertical-align: middle;\n",
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" fill: currentColor;\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: ()\n",
"Data variables:\n",
" COMMERCIAL OFFICES float64 8.731\n",
" HOSPITALS float64 1.354\n",
" HOTELS float64 1.667\n",
" MEAN float64 1.15\n",
" RESTAURANTS float64 0.0005262\n",
" SCHOOLS float64 2.697</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-d5f6eb81-a875-46f2-a21c-27bac90e9cec' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d5f6eb81-a875-46f2-a21c-27bac90e9cec' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d2ecd3de-7887-486f-bb23-c8dfb305a3f9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d2ecd3de-7887-486f-bb23-c8dfb305a3f9' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-8eb627f4-885c-4aef-ac88-e9a2ba7db0c7' class='xr-section-summary-in' type='checkbox' checked><label for='section-8eb627f4-885c-4aef-ac88-e9a2ba7db0c7' class='xr-section-summary' >Data variables: <span>(6)</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>COMMERCIAL OFFICES</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.731</div><input id='attrs-c4885d2f-9603-4bf2-892d-cd4ab3aea277' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c4885d2f-9603-4bf2-892d-cd4ab3aea277' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c76c6224-2f2c-4e6a-b4c5-5dbd0669f432' class='xr-var-data-in' type='checkbox'><label for='data-c76c6224-2f2c-4e6a-b4c5-5dbd0669f432' 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(8.73101544)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HOSPITALS</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.354</div><input id='attrs-729e46c5-f5b3-4c06-97d7-07a1000937fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-729e46c5-f5b3-4c06-97d7-07a1000937fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56706c75-ef8c-411a-8429-e2e5854b69ad' class='xr-var-data-in' type='checkbox'><label for='data-56706c75-ef8c-411a-8429-e2e5854b69ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.354069)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HOTELS</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.667</div><input id='attrs-c6f8a6e2-5665-439b-9415-ee7d43441a32' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6f8a6e2-5665-439b-9415-ee7d43441a32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dae4a136-81d1-4b31-a3d4-2696fdc0eda1' class='xr-var-data-in' type='checkbox'><label for='data-dae4a136-81d1-4b31-a3d4-2696fdc0eda1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.66734209)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>MEAN</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.15</div><input id='attrs-f1aa047a-1cd0-4f70-b154-de90a81a3c8d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1aa047a-1cd0-4f70-b154-de90a81a3c8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40d16aa1-2bb6-42aa-91d9-3045c8e85826' class='xr-var-data-in' type='checkbox'><label for='data-40d16aa1-2bb6-42aa-91d9-3045c8e85826' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.15047027)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>RESTAURANTS</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0005262</div><input id='attrs-2fcedf70-7990-4ffa-9dbf-e922fbaf068e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2fcedf70-7990-4ffa-9dbf-e922fbaf068e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-014a8a0a-e6e5-46a1-a56d-3976c76540af' class='xr-var-data-in' type='checkbox'><label for='data-014a8a0a-e6e5-46a1-a56d-3976c76540af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.00052624)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SCHOOLS</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.697</div><input id='attrs-9424b565-3ba2-481f-b27f-cb9e27a94d18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9424b565-3ba2-481f-b27f-cb9e27a94d18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d498fec4-e269-4e22-ad7f-055d24010bfa' class='xr-var-data-in' type='checkbox'><label for='data-d498fec4-e269-4e22-ad7f-055d24010bfa' 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(2.69657696)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0eef78b2-781e-4755-b4c7-644b7083db18' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0eef78b2-781e-4755-b4c7-644b7083db18' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: ()\n",
"Data variables:\n",
" COMMERCIAL OFFICES float64 8.731\n",
" HOSPITALS float64 1.354\n",
" HOTELS float64 1.667\n",
" MEAN float64 1.15\n",
" RESTAURANTS float64 0.0005262\n",
" SCHOOLS float64 2.697"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_yearly_sum(SER_services) / 1e12"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Merge residential and service sector"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles = xr.merge([RES_demand.rename('residential_W'), SER_demand.rename('service_W'), \n",
" (RES_demand + SER_demand).rename('both_W')])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (daytype: 2, timestamp: 288)\n",
"Coordinates:\n",
" * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
" * daytype (daytype) object &#x27;weekday&#x27; &#x27;weekend&#x27;\n",
"Data variables:\n",
" residential_W (timestamp, daytype) float64 1.037e+09 ... 1.445e+09\n",
" service_W (daytype, timestamp) float64 1.171e+09 ... 1.572e+09\n",
" both_W (timestamp, daytype) float64 2.208e+09 ... 3.016e+09</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-17c06b95-cd90-4abd-8a91-64044b7136f0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-17c06b95-cd90-4abd-8a91-64044b7136f0' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dee9efa9-0d77-45a4-a202-adf6ee194117' class='xr-section-summary-in' type='checkbox' checked><label for='section-dee9efa9-0d77-45a4-a202-adf6ee194117' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-15fe75ca-e8f6-4680-8824-f171e6466f41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15fe75ca-e8f6-4680-8824-f171e6466f41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45c27602-e4ff-42ac-8623-afdd0dee88c2' class='xr-var-data-in' type='checkbox'><label for='data-45c27602-e4ff-42ac-8623-afdd0dee88c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
" &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
" &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-5f1cb727-73f2-4836-8d35-b4cf7653e7e8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f1cb727-73f2-4836-8d35-b4cf7653e7e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1031092b-36b6-47db-9536-2d1bfa2a7895' class='xr-var-data-in' type='checkbox'><label for='data-1031092b-36b6-47db-9536-2d1bfa2a7895' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37c4f856-3df9-4add-9440-448a30b7f5c9' class='xr-section-summary-in' type='checkbox' checked><label for='section-37c4f856-3df9-4add-9440-448a30b7f5c9' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.037e+09 1.213e+09 ... 1.445e+09</div><input id='attrs-4fee01db-7225-4e6b-bcff-ee6240357e4f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4fee01db-7225-4e6b-bcff-ee6240357e4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8982c30-27d8-4421-a89c-e89b8d4a064b' class='xr-var-data-in' type='checkbox'><label for='data-f8982c30-27d8-4421-a89c-e89b8d4a064b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.03670708e+09, 1.21330678e+09],\n",
" [9.14746903e+08, 1.00911395e+09],\n",
" [8.59797924e+08, 9.39921775e+08],\n",
" [8.46546277e+08, 9.02458620e+08],\n",
" [8.47571624e+08, 9.00569227e+08],\n",
" [9.08045946e+08, 9.11982039e+08],\n",
" [1.20796684e+09, 9.78616301e+08],\n",
" [1.39762111e+09, 1.18743025e+09],\n",
" [1.52268046e+09, 1.49791352e+09],\n",
" [1.61004145e+09, 1.93496595e+09],\n",
" [1.76813556e+09, 2.38766534e+09],\n",
" [2.47880618e+09, 2.56463010e+09],\n",
" [2.32103449e+09, 2.80865792e+09],\n",
" [1.99687218e+09, 2.46414765e+09],\n",
" [1.85765394e+09, 2.41650852e+09],\n",
" [1.67332142e+09, 2.28728582e+09],\n",
" [1.73963368e+09, 2.34320293e+09],\n",
" [2.38129185e+09, 2.86961740e+09],\n",
" [3.14554652e+09, 3.32467179e+09],\n",
" [2.80890503e+09, 2.79280371e+09],\n",
"...\n",
" [8.18931416e+08, 8.89675195e+08],\n",
" [8.77289365e+08, 8.94124627e+08],\n",
" [1.12968613e+09, 9.39497246e+08],\n",
" [1.40565549e+09, 1.18477469e+09],\n",
" [1.54520853e+09, 1.59947794e+09],\n",
" [1.68065025e+09, 2.02242191e+09],\n",
" [1.78343016e+09, 2.23581535e+09],\n",
" [2.37027535e+09, 2.70127152e+09],\n",
" [2.25574416e+09, 2.75008833e+09],\n",
" [2.10988858e+09, 2.29697517e+09],\n",
" [1.85501679e+09, 2.35890804e+09],\n",
" [1.73328239e+09, 2.31580991e+09],\n",
" [1.91982133e+09, 2.36536236e+09],\n",
" [2.53246807e+09, 2.91847992e+09],\n",
" [2.99637653e+09, 3.12482552e+09],\n",
" [2.82123671e+09, 2.76535200e+09],\n",
" [2.56635790e+09, 2.48188857e+09],\n",
" [2.27466304e+09, 2.25214959e+09],\n",
" [1.77787589e+09, 1.79047353e+09],\n",
" [1.37057605e+09, 1.44466590e+09]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>(daytype, timestamp)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.171e+09 1.148e+09 ... 1.572e+09</div><input id='attrs-b5477f02-99d7-41b5-a5cf-95bbabfa0615' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5477f02-99d7-41b5-a5cf-95bbabfa0615' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26495b35-1c4e-4f40-b57b-6947eb7402e5' class='xr-var-data-in' type='checkbox'><label for='data-26495b35-1c4e-4f40-b57b-6947eb7402e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.17149013e+09, 1.14836362e+09, 1.12807142e+09, 1.16526273e+09,\n",
" 1.28159580e+09, 1.55221197e+09, 1.90609483e+09, 2.25829586e+09,\n",
" 2.40324976e+09, 2.43833038e+09, 2.38855198e+09, 2.26490285e+09,\n",
" 2.26968406e+09, 2.23693654e+09, 2.16923663e+09, 2.13906674e+09,\n",
" 2.09459810e+09, 1.97778735e+09, 1.77641567e+09, 1.61686976e+09,\n",
" 1.50488498e+09, 1.36021574e+09, 1.25977451e+09, 1.22783461e+09,\n",
" 1.18994079e+09, 1.16545158e+09, 1.14309973e+09, 1.15845971e+09,\n",
" 1.30007733e+09, 1.57146801e+09, 1.91620859e+09, 2.22173729e+09,\n",
" 2.36640537e+09, 2.41698847e+09, 2.36522920e+09, 2.26705607e+09,\n",
" 2.26878988e+09, 2.23685652e+09, 2.17152178e+09, 2.11285256e+09,\n",
" 2.06121066e+09, 1.98858645e+09, 1.79444378e+09, 1.62846256e+09,\n",
" 1.51741345e+09, 1.36976726e+09, 1.26878703e+09, 1.23891195e+09,\n",
" 1.18210738e+09, 1.15265491e+09, 1.13535242e+09, 1.14868511e+09,\n",
" 1.28979531e+09, 1.55399524e+09, 1.88201101e+09, 2.21916485e+09,\n",
" 2.37446079e+09, 2.43741164e+09, 2.39299700e+09, 2.28234953e+09,\n",
" 2.28805611e+09, 2.25169181e+09, 2.18135501e+09, 2.12010220e+09,\n",
" 2.04983678e+09, 1.96778202e+09, 1.80528317e+09, 1.64582053e+09,\n",
" 1.52493668e+09, 1.36739532e+09, 1.26548455e+09, 1.22099667e+09,\n",
" 1.13618413e+09, 1.11001684e+09, 1.12172078e+09, 1.25702652e+09,\n",
" 1.52921374e+09, 1.86781262e+09, 2.20024775e+09, 2.36824044e+09,\n",
"...\n",
" 1.95640737e+09, 1.88658972e+09, 1.81537180e+09, 1.73645371e+09,\n",
" 1.64710677e+09, 1.55469884e+09, 1.52089354e+09, 1.47961293e+09,\n",
" 1.45424156e+09, 1.41200294e+09, 1.43690821e+09, 1.48753737e+09,\n",
" 1.64648909e+09, 1.79600929e+09, 1.87308860e+09, 1.98717149e+09,\n",
" 2.05141196e+09, 2.02425406e+09, 2.00766511e+09, 1.98769442e+09,\n",
" 1.94138458e+09, 1.91221049e+09, 1.92947754e+09, 1.94726666e+09,\n",
" 1.94877008e+09, 1.92504665e+09, 1.84142770e+09, 1.77430789e+09,\n",
" 1.69149340e+09, 1.59158466e+09, 1.55445596e+09, 1.51782629e+09,\n",
" 1.51990443e+09, 1.46369323e+09, 1.43270619e+09, 1.43407787e+09,\n",
" 1.49916672e+09, 1.67357297e+09, 1.78825415e+09, 1.88609973e+09,\n",
" 1.99412058e+09, 2.05654080e+09, 2.02807252e+09, 2.00008745e+09,\n",
" 1.98068860e+09, 1.93624917e+09, 1.91764380e+09, 1.93758100e+09,\n",
" 1.98466943e+09, 1.94760949e+09, 1.87891957e+09, 1.81606245e+09,\n",
" 1.75202489e+09, 1.67450416e+09, 1.58545603e+09, 1.55202078e+09,\n",
" 1.54769144e+09, 1.49151824e+09, 1.45507188e+09, 1.45670280e+09,\n",
" 1.53892126e+09, 1.67641387e+09, 1.81266136e+09, 1.87789233e+09,\n",
" 1.97394441e+09, 2.02197856e+09, 1.99388031e+09, 1.98464635e+09,\n",
" 1.94710364e+09, 1.90197365e+09, 1.87904312e+09, 1.91780383e+09,\n",
" 1.98370151e+09, 1.95361873e+09, 1.88264277e+09, 1.82394517e+09,\n",
" 1.76987633e+09, 1.67963681e+09, 1.59744187e+09, 1.57161573e+09]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>both_W</span></div><div class='xr-var-dims'>(timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.208e+09 2.712e+09 ... 3.016e+09</div><input id='attrs-c27b4a54-f53d-4d3e-9b78-42514c8070f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c27b4a54-f53d-4d3e-9b78-42514c8070f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8366cf7-fe96-42e6-83bc-73e5d1828004' class='xr-var-data-in' type='checkbox'><label for='data-d8366cf7-fe96-42e6-83bc-73e5d1828004' 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([[2.20819721e+09, 2.71205290e+09],\n",
" [2.06311053e+09, 2.47882596e+09],\n",
" [1.98786934e+09, 2.40741851e+09],\n",
" [2.01180900e+09, 2.38010451e+09],\n",
" [2.12916742e+09, 2.43574425e+09],\n",
" [2.46025791e+09, 2.58736021e+09],\n",
" [3.11406166e+09, 2.79771341e+09],\n",
" [3.65591697e+09, 3.06980229e+09],\n",
" [3.92593022e+09, 3.47809121e+09],\n",
" [4.04837183e+09, 3.96055436e+09],\n",
" [4.15668754e+09, 4.39989266e+09],\n",
" [4.74370903e+09, 4.53382117e+09],\n",
" [4.59071855e+09, 4.76073933e+09],\n",
" [4.23380872e+09, 4.36449067e+09],\n",
" [4.02689057e+09, 4.29829319e+09],\n",
" [3.81238816e+09, 4.20313659e+09],\n",
" [3.83423178e+09, 4.32652535e+09],\n",
" [4.35907920e+09, 4.85279996e+09],\n",
" [4.92196219e+09, 5.22562776e+09],\n",
" [4.42577479e+09, 4.63126022e+09],\n",
"...\n",
" [2.11558655e+09, 2.42859646e+09],\n",
" [2.46172040e+09, 2.57053850e+09],\n",
" [3.04219187e+09, 2.75215861e+09],\n",
" [3.60724355e+09, 3.06266702e+09],\n",
" [3.87698221e+09, 3.57342236e+09],\n",
" [4.05664505e+09, 4.04440048e+09],\n",
" [4.11633960e+09, 4.22969565e+09],\n",
" [4.59331418e+09, 4.68591787e+09],\n",
" [4.46914699e+09, 4.69719197e+09],\n",
" [4.30401111e+09, 4.19894882e+09],\n",
" [3.99164871e+09, 4.23795116e+09],\n",
" [3.85621191e+09, 4.23361374e+09],\n",
" [3.99989806e+09, 4.34906388e+09],\n",
" [4.49370026e+09, 4.87209865e+09],\n",
" [4.80246757e+09, 5.00746829e+09],\n",
" [4.47312018e+09, 4.58929717e+09],\n",
" [4.11339570e+09, 4.25176490e+09],\n",
" [3.67150887e+09, 3.93178641e+09],\n",
" [3.08629267e+09, 3.38791540e+09],\n",
" [2.65386457e+09, 3.01628164e+09]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f7e95a83-b557-42fe-8511-64c13a893b28' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f7e95a83-b557-42fe-8511-64c13a893b28' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (daytype: 2, timestamp: 288)\n",
"Coordinates:\n",
" * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
" * daytype (daytype) object 'weekday' 'weekend'\n",
"Data variables:\n",
" residential_W (timestamp, daytype) float64 1.037e+09 ... 1.445e+09\n",
" service_W (daytype, timestamp) float64 1.171e+09 ... 1.572e+09\n",
" both_W (timestamp, daytype) float64 2.208e+09 ... 3.016e+09"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hourly_profiles"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles_mixedDay = ( hourly_profiles.sel(daytype = 'weekday') * 5/7 \n",
" + hourly_profiles.sel(daytype = 'weekend') * 2/7)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles.to_dataframe().to_csv('demand_national.csv')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles_mixedDay.to_dataframe().to_csv('demand_national_mixedDay.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot data"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import calendar"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"xr_plot = hourly_profiles.copy() / 1e9\n",
"xr_plot.coords['timestamp'] = (xr_plot.timestamp.dt.month-1) * 24 + xr_plot.timestamp.dt.hour"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"1000\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"var = 'weekday'\n",
"\n",
"# PLOTTING ROUTINE\n",
"plt.figure(figsize = (10, 3.5))\n",
"ax = plt.subplot()\n",
"\n",
"#plt.plot(tilted_rad_hourly['flat'], label = 'Flat')\n",
"xr_plot.sel(daytype = var).to_dataframe().plot(ax = ax)\n",
"\n",
"ax.set_xticks(list(range(12, 24*12, 24)))\n",
"ax.set_xticklabels(calendar.month_abbr[1:])\n",
"ax.set_ylabel('Electricity demand ($GW$)')\n",
"\n",
"plt.xlabel('')\n",
"plt.xlim((0, 12*24))\n",
"\n",
"ax = plt.gca()\n",
"ax.set_axisbelow(True)\n",
"ax.yaxis.grid(linestyle = '--')\n",
"plt.title(var)\n",
"\n",
"plt.legend(loc = 'upper right')\n",
"plt.show()\n",
"plt.tight_layout()\n",
"\n",
"plt.savefig('national_demand_%s.pdf' %var)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"xr_plot = hourly_profiles_mixedDay.copy() / 1e9\n",
"xr_plot.coords['timestamp'] = (xr_plot.timestamp.dt.month-1) * 24 + xr_plot.timestamp.dt.hour"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# PLOTTING ROUTINE\n",
"plt.figure(figsize = (10, 3.5))\n",
"ax = plt.subplot()\n",
"\n",
"#plt.plot(tilted_rad_hourly['flat'], label = 'Flat')\n",
"xr_plot.to_dataframe().plot(ax = ax)\n",
"\n",
"ax.set_xticks(list(range(12, 24*12, 24)))\n",
"ax.set_xticklabels(calendar.month_abbr[1:])\n",
"ax.set_ylabel('Electricity demand ($GW$)')\n",
"\n",
"plt.xlabel('')\n",
"plt.xlim((0, 12*24))\n",
"\n",
"ax = plt.gca()\n",
"ax.set_axisbelow(True)\n",
"ax.yaxis.grid(linestyle = '--')\n",
"plt.title('Weighted day')\n",
"\n",
"plt.legend(loc = 'upper right')\n",
"plt.show()\n",
"plt.tight_layout()\n",
"\n",
"plt.savefig('national_demand_mixedDay.pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compute demand per commune"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"SER_demand, SER_services = get_cluster_demand_SER(SER, service_demand, grouping_col = 'GGDENR')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"RES_demand, N_units = get_cluster_demand_RES( RES.reset_index(), residential_demand, grouping_col = 'GGDENR', \n",
" dwell_nb = 'N_DWL_RES' )"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles = xr.merge([RES_demand.rename('residential_W'), SER_demand.rename('service_W'), \n",
" (RES_demand + SER_demand).rename('both_W')])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (GGDENR: 2202, daytype: 2, timestamp: 288)\n",
"Coordinates:\n",
" * GGDENR (GGDENR) float64 1.0 2.0 3.0 ... 6.808e+03 6.809e+03 6.81e+03\n",
" * timestamp (timestamp) datetime64[ns] 2001-01-15 ... 2001-12-15T23:00:00\n",
" * daytype (daytype) object &#x27;weekday&#x27; &#x27;weekend&#x27;\n",
"Data variables:\n",
" residential_W (GGDENR, timestamp, daytype) float64 2.281e+05 ... 2.363e+05\n",
" service_W (GGDENR, daytype, timestamp) float64 1.271e+05 ... 7.226e+04\n",
" both_W (GGDENR, timestamp, daytype) float64 3.552e+05 ... 3.086e+05</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-423aa2db-1e38-433a-8f61-6a46a5d9cf2d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-423aa2db-1e38-433a-8f61-6a46a5d9cf2d' 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'>GGDENR</span>: 2202</li><li><span class='xr-has-index'>daytype</span>: 2</li><li><span class='xr-has-index'>timestamp</span>: 288</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-32fc0952-a896-433a-a086-398bbaa416a6' class='xr-section-summary-in' type='checkbox' checked><label for='section-32fc0952-a896-433a-a086-398bbaa416a6' 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'>GGDENR</span></div><div class='xr-var-dims'>(GGDENR)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 ... 6.809e+03 6.81e+03</div><input id='attrs-09d40d2c-1e2f-40c8-9004-5b3d2cbd8806' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-09d40d2c-1e2f-40c8-9004-5b3d2cbd8806' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17932725-bbaf-41f7-b562-0c4172f02148' class='xr-var-data-in' type='checkbox'><label for='data-17932725-bbaf-41f7-b562-0c4172f02148' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.000e+00, 2.000e+00, 3.000e+00, ..., 6.808e+03, 6.809e+03, 6.810e+03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>timestamp</span></div><div class='xr-var-dims'>(timestamp)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2001-01-15 ... 2001-12-15T23:00:00</div><input id='attrs-0c54ffd6-b1c1-4141-96b0-7c3ff8e5c001' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c54ffd6-b1c1-4141-96b0-7c3ff8e5c001' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-587e195a-b9cc-4d79-a50c-6069810e0b99' class='xr-var-data-in' type='checkbox'><label for='data-587e195a-b9cc-4d79-a50c-6069810e0b99' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2001-01-15T00:00:00.000000000&#x27;, &#x27;2001-01-15T01:00:00.000000000&#x27;,\n",
" &#x27;2001-01-15T02:00:00.000000000&#x27;, ..., &#x27;2001-12-15T21:00:00.000000000&#x27;,\n",
" &#x27;2001-12-15T22:00:00.000000000&#x27;, &#x27;2001-12-15T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>daytype</span></div><div class='xr-var-dims'>(daytype)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;weekday&#x27; &#x27;weekend&#x27;</div><input id='attrs-af64ac3f-b927-4580-9cf1-3af39a0f88f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af64ac3f-b927-4580-9cf1-3af39a0f88f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffd3f5cf-890e-44e3-9f27-7139d28406a4' class='xr-var-data-in' type='checkbox'><label for='data-ffd3f5cf-890e-44e3-9f27-7139d28406a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;weekday&#x27;, &#x27;weekend&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0e15a2f5-752e-48c1-8302-1a64fe7ccd8a' class='xr-section-summary-in' type='checkbox' checked><label for='section-0e15a2f5-752e-48c1-8302-1a64fe7ccd8a' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>residential_W</span></div><div class='xr-var-dims'>(GGDENR, timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.281e+05 2.658e+05 ... 2.363e+05</div><input id='attrs-51de67b4-4dd7-42f8-a25a-0d7e3da64a65' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-51de67b4-4dd7-42f8-a25a-0d7e3da64a65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-657e605c-8671-467c-8a72-65e4eb25b210' class='xr-var-data-in' type='checkbox'><label for='data-657e605c-8671-467c-8a72-65e4eb25b210' 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([[[ 228092.41070954, 265809.54768737],\n",
" [ 200734.33010644, 218722.66223226],\n",
" [ 190397.46284133, 204023.10631231],\n",
" ...,\n",
" [ 482059.73621993, 482928.54239946],\n",
" [ 378381.85506676, 392997.95392897],\n",
" [ 297124.12199683, 316704.70145008]],\n",
"\n",
" [[1277404.08202785, 1496332.49807095],\n",
" [1127739.95156241, 1247251.63807498],\n",
" [1057989.08510475, 1161383.88291139],\n",
" ...,\n",
" [2824243.79323996, 2789713.47694557],\n",
" [2205557.28491264, 2207266.70952271],\n",
" [1693949.28579501, 1781416.20301807]],\n",
"\n",
" [[ 582392.43067693, 680266.31940058],\n",
" [ 513262.89059148, 563021.03793082],\n",
" [ 484450.61413993, 524765.45844305],\n",
" ...,\n",
"...\n",
" ...,\n",
" [ 469302.67051565, 474164.55023162],\n",
" [ 369510.73345571, 392246.66494412],\n",
" [ 294006.16892417, 315830.71633681]],\n",
"\n",
" [[ 180666.39843966, 209572.68404887],\n",
" [ 158549.90542037, 170436.46838282],\n",
" [ 151854.54153418, 159239.27907778],\n",
" ...,\n",
" [ 366160.53479721, 371805.25725124],\n",
" [ 288827.18051257, 310487.75527478],\n",
" [ 231577.67345025, 249879.00327578]],\n",
"\n",
" [[ 170917.04951363, 198177.91126813],\n",
" [ 149954.56822137, 160991.10768396],\n",
" [ 143752.30889572, 150437.54570373],\n",
" ...,\n",
" [ 345017.50542787, 350795.41184586],\n",
" [ 272280.15733272, 293662.49039983],\n",
" [ 218748.25880497, 236308.59729588]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>service_W</span></div><div class='xr-var-dims'>(GGDENR, daytype, timestamp)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.271e+05 1.259e+05 ... 7.226e+04</div><input id='attrs-d208dfb9-126a-4cc3-a057-6b0f399e1810' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d208dfb9-126a-4cc3-a057-6b0f399e1810' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4969e44e-5137-4b13-8ff0-57b41ebaf43d' class='xr-var-data-in' type='checkbox'><label for='data-4969e44e-5137-4b13-8ff0-57b41ebaf43d' 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([[[ 127115.35483296, 125943.58237257, 124563.72267528, ...,\n",
" 151026.25650371, 141697.86763843, 137575.83744966],\n",
" [ 165916.50764635, 164099.62922052, 164574.33033833, ...,\n",
" 186655.43533536, 177392.77605372, 173464.80085319]],\n",
"\n",
" [[1033455.1465648 , 1019365.85426695, 1001298.55997764, ...,\n",
" 1192092.459334 , 1127993.33748968, 1115701.78618839],\n",
" [1302316.58934253, 1285513.18521011, 1283653.05283518, ...,\n",
" 1426072.43959337, 1367714.70672628, 1358293.9581007 ]],\n",
"\n",
" [[ 91602.99692584, 90276.02592943, 90035.97957306, ...,\n",
" 116326.06404338, 108368.41055325, 103542.72151963],\n",
" [ 135711.33414632, 133246.61565486, 134556.08761566, ...,\n",
" 159105.96333142, 150291.08406532, 144889.42429286]],\n",
"\n",
" ...,\n",
"\n",
" [[ 135174.76582284, 132194.91350373, 130801.9138029 , ...,\n",
" 180397.58655666, 159074.30069711, 145164.3772466 ],\n",
" [ 153602.71192286, 149259.77946724, 148306.6894122 , ...,\n",
" 191758.78450153, 171503.15085825, 157045.41107758]],\n",
"\n",
" [[ 439461.11275936, 430384.93357879, 420289.66437648, ...,\n",
" 499789.19941614, 476945.72716062, 480109.73993103],\n",
" [ 554878.29878351, 545075.36022198, 543238.92896427, ...,\n",
" 597823.58415105, 578757.29993962, 582542.93848741]],\n",
"\n",
" [[ 60881.78547945, 60380.18369534, 59650.86987206, ...,\n",
" 73635.05400841, 67447.10702097, 63994.04768653],\n",
" [ 70824.43409435, 70073.43288062, 69804.52138237, ...,\n",
" 81282.40070695, 75475.72718268, 72264.4032938 ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>both_W</span></div><div class='xr-var-dims'>(GGDENR, timestamp, daytype)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.552e+05 4.317e+05 ... 3.086e+05</div><input id='attrs-c8e9dc7b-e450-43a1-ab0c-cf25ad452484' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c8e9dc7b-e450-43a1-ab0c-cf25ad452484' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f80f6dc-5c53-49d9-8330-d00574ca9a18' class='xr-var-data-in' type='checkbox'><label for='data-1f80f6dc-5c53-49d9-8330-d00574ca9a18' 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([[[ 355207.76554251, 431726.05533372],\n",
" [ 326677.91247901, 382822.29145278],\n",
" [ 314961.18551662, 368597.43665064],\n",
" ...,\n",
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"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"hourly_profiles"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles_mixedDay = ( hourly_profiles.sel(daytype = 'weekday') * 5/7 \n",
" + hourly_profiles.sel(daytype = 'weekend') * 2/7)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"hourly_profiles.to_dataframe().to_csv('demand_communes.csv')\n",
"hourly_profiles_mixedDay.to_dataframe().to_csv('demand_communes_mixedDay.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DEPRECATED"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load Arealstatistik"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"fp = '/work/hyenergy/raw/Surface_data/OFS_Arealstatistik/Standard-noas04B/AREA_NOAS04_27_161114.csv'"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"cols = ['X','Y','GMDE', 'AS09_27', 'AS09_17', 'AS09_4']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"area_stat = pd.read_csv(fp, usecols = cols)\n",
"area_stat['X'] = area_stat.X + 2e6\n",
"area_stat['Y'] = area_stat.Y + 1e6"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
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"source": [
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{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"area_stat_xr = area_stat.set_index(['X','Y']).to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
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"Dimensions: (X: 3484, Y: 2207)\n",
"Coordinates:\n",
" * X (X) float64 2.486e+06 2.486e+06 2.486e+06 ... 2.834e+06 2.834e+06\n",
" * Y (Y) float64 1.075e+06 1.075e+06 1.076e+06 ... 1.296e+06 1.296e+06\n",
"Data variables:\n",
" GMDE (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan\n",
" AS09_27 (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan\n",
" AS09_17 (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan\n",
" AS09_4 (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e832b21d-05da-4224-b36d-d47f04b84674' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e832b21d-05da-4224-b36d-d47f04b84674' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>X</span>: 3484</li><li><span class='xr-has-index'>Y</span>: 2207</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c7a2dfea-bf65-4bca-baa8-c59ec8481e89' class='xr-section-summary-in' type='checkbox' checked><label for='section-c7a2dfea-bf65-4bca-baa8-c59ec8481e89' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>X</span></div><div class='xr-var-dims'>(X)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.486e+06 2.486e+06 ... 2.834e+06</div><input id='attrs-67f3b6af-e2bd-4ca8-befd-6e97e8db8a4e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67f3b6af-e2bd-4ca8-befd-6e97e8db8a4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0852e39-8db6-4207-8cdd-c8e3a928ca9b' class='xr-var-data-in' type='checkbox'><label for='data-b0852e39-8db6-4207-8cdd-c8e3a928ca9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2485500., 2485600., 2485700., ..., 2833600., 2833700., 2833800.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Y</span></div><div class='xr-var-dims'>(Y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.075e+06 1.075e+06 ... 1.296e+06</div><input id='attrs-9bae9412-ebb6-402b-bb37-90a65c76e95b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9bae9412-ebb6-402b-bb37-90a65c76e95b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21c0c735-80cc-43cb-89fe-9ba9949e54bf' class='xr-var-data-in' type='checkbox'><label for='data-21c0c735-80cc-43cb-89fe-9ba9949e54bf' 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([1075300., 1075400., 1075500., ..., 1295700., 1295800., 1295900.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-80fc7282-f5e7-466a-923e-3697f12cfd09' class='xr-section-summary-in' type='checkbox' checked><label for='section-80fc7282-f5e7-466a-923e-3697f12cfd09' class='xr-section-summary' >Data variables: <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>GMDE</span></div><div class='xr-var-dims'>(X, Y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-cd6b76f4-9694-4e1c-ba23-6f4115cdf9cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd6b76f4-9694-4e1c-ba23-6f4115cdf9cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54715815-8f0f-420a-8e80-f19e58d1db30' class='xr-var-data-in' type='checkbox'><label for='data-54715815-8f0f-420a-8e80-f19e58d1db30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>AS09_27</span></div><div class='xr-var-dims'>(X, Y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-07b91632-2c0c-4709-81fb-96d93cd1ed24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07b91632-2c0c-4709-81fb-96d93cd1ed24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8978d3b0-1132-4c74-bf77-c91846b12b56' class='xr-var-data-in' type='checkbox'><label for='data-8978d3b0-1132-4c74-bf77-c91846b12b56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>AS09_17</span></div><div class='xr-var-dims'>(X, Y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-f2d4ef58-1da9-45f6-9d0d-d3c03268eb2a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2d4ef58-1da9-45f6-9d0d-d3c03268eb2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08143211-e569-4411-ad3b-b931084306cd' class='xr-var-data-in' type='checkbox'><label for='data-08143211-e569-4411-ad3b-b931084306cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>AS09_4</span></div><div class='xr-var-dims'>(X, Y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-8232f05f-aa79-4da0-a857-255fc28c7374' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8232f05f-aa79-4da0-a857-255fc28c7374' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d4e7a6b-12a9-454e-9ff6-d839014174bc' class='xr-var-data-in' type='checkbox'><label for='data-8d4e7a6b-12a9-454e-9ff6-d839014174bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b7385090-6f41-43e8-ab5e-8eff6c2438e9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b7385090-6f41-43e8-ab5e-8eff6c2438e9' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (X: 3484, Y: 2207)\n",
"Coordinates:\n",
" * X (X) float64 2.486e+06 2.486e+06 2.486e+06 ... 2.834e+06 2.834e+06\n",
" * Y (Y) float64 1.075e+06 1.075e+06 1.076e+06 ... 1.296e+06 1.296e+06\n",
"Data variables:\n",
" GMDE (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan\n",
" AS09_27 (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan\n",
" AS09_17 (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan\n",
" AS09_4 (X, Y) float64 nan nan nan nan nan nan ... nan nan nan nan nan nan"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"area_stat_xr"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"area_stat_service = area_stat_xr.where( area_stat_xr.AS09_17.isin([2,3,4,5]) )\n",
"area_stat_industry = area_stat_xr.where( area_stat_xr.AS09_17 == 1 )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Assign land use to BLD"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/home/walch/miniconda3/envs/py3_geo/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n"
]
}
],
"source": [
"BLD['X'] = round_to_interval(BLD.GKODE, 100)\n",
"BLD['Y'] = round_to_interval(BLD.GKODN, 100)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"BLD = BLD.merge(area_stat, on = ['X', 'Y'], how = 'left')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Filled NaN values in 17.62s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/walch/code/geoPOT/libs/geo_util.py:235: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" remaining_nan[ field_name ] = matched_data.iloc[ idx_closest_coord ][ field_name ].values\n"
]
}
],
"source": [
"fill_na_by_closest(BLD, ['GMDE', 'AS09_27', 'AS09_17', 'AS09_4'], coords = ['X', 'Y'])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"nan_BLD = BLD[BLD.GKODE.isna()]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GET BUILDINGS WITH AND WITHOUT DWELLING INFO"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>EGID</th>\n",
" <th>GKODE</th>\n",
" <th>GKODN</th>\n",
" <th>GSTAT</th>\n",
" <th>GKAT</th>\n",
" <th>GKLAS</th>\n",
" <th>GAREA</th>\n",
" <th>GASTW</th>\n",
" <th>GGDENR</th>\n",
" <th>X</th>\n",
" <th>Y</th>\n",
" <th>GMDE</th>\n",
" <th>AS09_27</th>\n",
" <th>AS09_17</th>\n",
" <th>AS09_4</th>\n",
" <th>N_DWELL</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1.752032e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1752032.0</td>\n",
" <td>1.752027e+06</td>\n",
" <td>1.706922e+06</td>\n",
" <td>1.376160e+06</td>\n",
" <td>1.751632e+06</td>\n",
" <td>1.752032e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.750871e+06</td>\n",
" <td>1.752032e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>4.378267e+07</td>\n",
" <td>2.646290e+06</td>\n",
" <td>1.205950e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1.021980e+03</td>\n",
" <td>1.116216e+03</td>\n",
" <td>1.715729e+02</td>\n",
" <td>2.673804e+00</td>\n",
" <td>3.056099e+03</td>\n",
" <td>2.646290e+06</td>\n",
" <td>1.205950e+06</td>\n",
" <td>3.062367e+03</td>\n",
" <td>6.459098e+00</td>\n",
" <td>3.778490e+00</td>\n",
" <td>1.310541e+00</td>\n",
" <td>2.642059e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>8.709320e+07</td>\n",
" <td>6.832418e+04</td>\n",
" <td>5.216806e+04</td>\n",
" <td>0.0</td>\n",
" <td>4.962990e+00</td>\n",
" <td>1.706929e+01</td>\n",
" <td>2.409282e+02</td>\n",
" <td>1.201425e+00</td>\n",
" <td>2.139829e+03</td>\n",
" <td>6.832421e+04</td>\n",
" <td>5.216806e+04</td>\n",
" <td>2.150909e+03</td>\n",
" <td>5.938221e+00</td>\n",
" <td>2.835123e+00</td>\n",
" <td>5.837527e-01</td>\n",
" <td>4.361880e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000e+00</td>\n",
" <td>2.486216e+06</td>\n",
" <td>1.075516e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1.010000e+03</td>\n",
" <td>1.110000e+03</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>2.486200e+06</td>\n",
" <td>1.075500e+06</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>5.949578e+05</td>\n",
" <td>2.597353e+06</td>\n",
" <td>1.168951e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1.020000e+03</td>\n",
" <td>1.110000e+03</td>\n",
" <td>8.600000e+01</td>\n",
" <td>2.000000e+00</td>\n",
" <td>9.420000e+02</td>\n",
" <td>2.597400e+06</td>\n",
" <td>1.169000e+06</td>\n",
" <td>9.420000e+02</td>\n",
" <td>2.000000e+00</td>\n",
" <td>2.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>1.300960e+06</td>\n",
" <td>2.648824e+06</td>\n",
" <td>1.219679e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1.020000e+03</td>\n",
" <td>1.110000e+03</td>\n",
" <td>1.230000e+02</td>\n",
" <td>2.000000e+00</td>\n",
" <td>3.005000e+03</td>\n",
" <td>2.648800e+06</td>\n",
" <td>1.219700e+06</td>\n",
" <td>3.006000e+03</td>\n",
" <td>3.000000e+00</td>\n",
" <td>2.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" <td>1.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>1.110616e+07</td>\n",
" <td>2.699632e+06</td>\n",
" <td>1.249896e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1.020000e+03</td>\n",
" <td>1.121000e+03</td>\n",
" <td>1.890000e+02</td>\n",
" <td>3.000000e+00</td>\n",
" <td>5.050000e+03</td>\n",
" <td>2.699600e+06</td>\n",
" <td>1.249900e+06</td>\n",
" <td>5.072000e+03</td>\n",
" <td>1.100000e+01</td>\n",
" <td>6.000000e+00</td>\n",
" <td>2.000000e+00</td>\n",
" <td>2.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>5.020117e+08</td>\n",
" <td>2.832034e+06</td>\n",
" <td>1.294822e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1.080000e+03</td>\n",
" <td>1.278000e+03</td>\n",
" <td>6.209300e+04</td>\n",
" <td>3.600000e+01</td>\n",
" <td>6.810000e+03</td>\n",
" <td>2.832000e+06</td>\n",
" <td>1.294800e+06</td>\n",
" <td>9.760000e+03</td>\n",
" <td>2.700000e+01</td>\n",
" <td>1.700000e+01</td>\n",
" <td>4.000000e+00</td>\n",
" <td>4.600000e+02</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" EGID GKODE GKODN GSTAT GKAT \\\n",
"count 1.752032e+06 1.750871e+06 1.750871e+06 1752032.0 1.752027e+06 \n",
"mean 4.378267e+07 2.646290e+06 1.205950e+06 1004.0 1.021980e+03 \n",
"std 8.709320e+07 6.832418e+04 5.216806e+04 0.0 4.962990e+00 \n",
"min 1.000000e+00 2.486216e+06 1.075516e+06 1004.0 1.010000e+03 \n",
"25% 5.949578e+05 2.597353e+06 1.168951e+06 1004.0 1.020000e+03 \n",
"50% 1.300960e+06 2.648824e+06 1.219679e+06 1004.0 1.020000e+03 \n",
"75% 1.110616e+07 2.699632e+06 1.249896e+06 1004.0 1.020000e+03 \n",
"max 5.020117e+08 2.832034e+06 1.294822e+06 1004.0 1.080000e+03 \n",
"\n",
" GKLAS GAREA GASTW GGDENR X \\\n",
"count 1.706922e+06 1.376160e+06 1.751632e+06 1.752032e+06 1.750871e+06 \n",
"mean 1.116216e+03 1.715729e+02 2.673804e+00 3.056099e+03 2.646290e+06 \n",
"std 1.706929e+01 2.409282e+02 1.201425e+00 2.139829e+03 6.832421e+04 \n",
"min 1.110000e+03 1.000000e+00 1.000000e+00 1.000000e+00 2.486200e+06 \n",
"25% 1.110000e+03 8.600000e+01 2.000000e+00 9.420000e+02 2.597400e+06 \n",
"50% 1.110000e+03 1.230000e+02 2.000000e+00 3.005000e+03 2.648800e+06 \n",
"75% 1.121000e+03 1.890000e+02 3.000000e+00 5.050000e+03 2.699600e+06 \n",
"max 1.278000e+03 6.209300e+04 3.600000e+01 6.810000e+03 2.832000e+06 \n",
"\n",
" Y GMDE AS09_27 AS09_17 AS09_4 \\\n",
"count 1.750871e+06 1.750871e+06 1.750871e+06 1.750871e+06 1.750871e+06 \n",
"mean 1.205950e+06 3.062367e+03 6.459098e+00 3.778490e+00 1.310541e+00 \n",
"std 5.216806e+04 2.150909e+03 5.938221e+00 2.835123e+00 5.837527e-01 \n",
"min 1.075500e+06 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 \n",
"25% 1.169000e+06 9.420000e+02 2.000000e+00 2.000000e+00 1.000000e+00 \n",
"50% 1.219700e+06 3.006000e+03 3.000000e+00 2.000000e+00 1.000000e+00 \n",
"75% 1.249900e+06 5.072000e+03 1.100000e+01 6.000000e+00 2.000000e+00 \n",
"max 1.294800e+06 9.760000e+03 2.700000e+01 1.700000e+01 4.000000e+00 \n",
"\n",
" N_DWELL \n",
"count 1.752032e+06 \n",
"mean 2.642059e+00 \n",
"std 4.361880e+00 \n",
"min 1.000000e+00 \n",
"25% 1.000000e+00 \n",
"50% 1.000000e+00 \n",
"75% 2.000000e+00 \n",
"max 4.600000e+02 "
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD_w_dwell = BLD_dwell.dropna(subset = ['N_DWELL'])\n",
"BLD_w_dwell.describe()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>EGID</th>\n",
" <th>GKODE</th>\n",
" <th>GKODN</th>\n",
" <th>GSTAT</th>\n",
" <th>GKAT</th>\n",
" <th>GKLAS</th>\n",
" <th>GAREA</th>\n",
" <th>GASTW</th>\n",
" <th>GGDENR</th>\n",
" <th>X</th>\n",
" <th>Y</th>\n",
" <th>GMDE</th>\n",
" <th>AS09_27</th>\n",
" <th>AS09_17</th>\n",
" <th>AS09_4</th>\n",
" <th>N_DWELL</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>4.868190e+05</td>\n",
" <td>4.836730e+05</td>\n",
" <td>4.836730e+05</td>\n",
" <td>486819.0</td>\n",
" <td>486759.000000</td>\n",
" <td>385346.000000</td>\n",
" <td>310999.000000</td>\n",
" <td>159807.000000</td>\n",
" <td>486819.000000</td>\n",
" <td>4.836730e+05</td>\n",
" <td>4.836730e+05</td>\n",
" <td>483673.000000</td>\n",
" <td>483673.000000</td>\n",
" <td>483673.000000</td>\n",
" <td>483673.000000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2.242431e+08</td>\n",
" <td>2.667721e+06</td>\n",
" <td>1.223940e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1061.086513</td>\n",
" <td>1259.070861</td>\n",
" <td>318.175907</td>\n",
" <td>1.673149</td>\n",
" <td>2609.160209</td>\n",
" <td>2.667721e+06</td>\n",
" <td>1.223939e+06</td>\n",
" <td>2619.993831</td>\n",
" <td>7.711843</td>\n",
" <td>4.271061</td>\n",
" <td>1.408906</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.160244e+08</td>\n",
" <td>5.838437e+04</td>\n",
" <td>5.044193e+04</td>\n",
" <td>0.0</td>\n",
" <td>7.253691</td>\n",
" <td>19.792612</td>\n",
" <td>1031.823424</td>\n",
" <td>1.364606</td>\n",
" <td>2107.564323</td>\n",
" <td>5.838434e+04</td>\n",
" <td>5.044189e+04</td>\n",
" <td>2131.703566</td>\n",
" <td>6.386054</td>\n",
" <td>3.157129</td>\n",
" <td>0.666622</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>3.060000e+02</td>\n",
" <td>2.486181e+06</td>\n",
" <td>1.075511e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1010.000000</td>\n",
" <td>1110.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.486200e+06</td>\n",
" <td>1.075500e+06</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.914498e+08</td>\n",
" <td>2.622204e+06</td>\n",
" <td>1.199478e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1060.000000</td>\n",
" <td>1242.000000</td>\n",
" <td>24.000000</td>\n",
" <td>1.000000</td>\n",
" <td>261.000000</td>\n",
" <td>2.622200e+06</td>\n",
" <td>1.199500e+06</td>\n",
" <td>261.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2.102320e+08</td>\n",
" <td>2.682731e+06</td>\n",
" <td>1.244282e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1060.000000</td>\n",
" <td>1271.000000</td>\n",
" <td>62.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2771.000000</td>\n",
" <td>2.682700e+06</td>\n",
" <td>1.244300e+06</td>\n",
" <td>2771.000000</td>\n",
" <td>6.000000</td>\n",
" <td>3.000000</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2.630306e+08</td>\n",
" <td>2.707067e+06</td>\n",
" <td>1.260472e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1060.000000</td>\n",
" <td>1274.000000</td>\n",
" <td>256.000000</td>\n",
" <td>2.000000</td>\n",
" <td>4461.000000</td>\n",
" <td>2.707100e+06</td>\n",
" <td>1.260500e+06</td>\n",
" <td>4461.000000</td>\n",
" <td>14.000000</td>\n",
" <td>7.000000</td>\n",
" <td>2.000000</td>\n",
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" <tr>\n",
" <th>max</th>\n",
" <td>5.020145e+08</td>\n",
" <td>2.831961e+06</td>\n",
" <td>1.295317e+06</td>\n",
" <td>1004.0</td>\n",
" <td>1080.000000</td>\n",
" <td>1278.000000</td>\n",
" <td>99545.000000</td>\n",
" <td>49.000000</td>\n",
" <td>6810.000000</td>\n",
" <td>2.832000e+06</td>\n",
" <td>1.295300e+06</td>\n",
" <td>9760.000000</td>\n",
" <td>27.000000</td>\n",
" <td>17.000000</td>\n",
" <td>4.000000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" EGID GKODE GKODN GSTAT GKAT \\\n",
"count 4.868190e+05 4.836730e+05 4.836730e+05 486819.0 486759.000000 \n",
"mean 2.242431e+08 2.667721e+06 1.223940e+06 1004.0 1061.086513 \n",
"std 1.160244e+08 5.838437e+04 5.044193e+04 0.0 7.253691 \n",
"min 3.060000e+02 2.486181e+06 1.075511e+06 1004.0 1010.000000 \n",
"25% 1.914498e+08 2.622204e+06 1.199478e+06 1004.0 1060.000000 \n",
"50% 2.102320e+08 2.682731e+06 1.244282e+06 1004.0 1060.000000 \n",
"75% 2.630306e+08 2.707067e+06 1.260472e+06 1004.0 1060.000000 \n",
"max 5.020145e+08 2.831961e+06 1.295317e+06 1004.0 1080.000000 \n",
"\n",
" GKLAS GAREA GASTW GGDENR \\\n",
"count 385346.000000 310999.000000 159807.000000 486819.000000 \n",
"mean 1259.070861 318.175907 1.673149 2609.160209 \n",
"std 19.792612 1031.823424 1.364606 2107.564323 \n",
"min 1110.000000 1.000000 1.000000 1.000000 \n",
"25% 1242.000000 24.000000 1.000000 261.000000 \n",
"50% 1271.000000 62.000000 1.000000 2771.000000 \n",
"75% 1274.000000 256.000000 2.000000 4461.000000 \n",
"max 1278.000000 99545.000000 49.000000 6810.000000 \n",
"\n",
" X Y GMDE AS09_27 \\\n",
"count 4.836730e+05 4.836730e+05 483673.000000 483673.000000 \n",
"mean 2.667721e+06 1.223939e+06 2619.993831 7.711843 \n",
"std 5.838434e+04 5.044189e+04 2131.703566 6.386054 \n",
"min 2.486200e+06 1.075500e+06 1.000000 1.000000 \n",
"25% 2.622200e+06 1.199500e+06 261.000000 2.000000 \n",
"50% 2.682700e+06 1.244300e+06 2771.000000 6.000000 \n",
"75% 2.707100e+06 1.260500e+06 4461.000000 14.000000 \n",
"max 2.832000e+06 1.295300e+06 9760.000000 27.000000 \n",
"\n",
" AS09_17 AS09_4 N_DWELL \n",
"count 483673.000000 483673.000000 0.0 \n",
"mean 4.271061 1.408906 NaN \n",
"std 3.157129 0.666622 NaN \n",
"min 1.000000 1.000000 NaN \n",
"25% 2.000000 1.000000 NaN \n",
"50% 3.000000 1.000000 NaN \n",
"75% 7.000000 2.000000 NaN \n",
"max 17.000000 4.000000 NaN "
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD_wo_dwell = BLD_dwell[BLD_dwell.N_DWELL.isna()]\n",
"BLD_wo_dwell.describe()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.2174414465277055"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(BLD_wo_dwell) / len(BLD_dwell)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.7915590804796033"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD_wo_dwell.describe().loc['count', 'GKLAS'] / len(BLD_wo_dwell)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GKAT\n",
"1010.0 0.001115\n",
"1020.0 0.661294\n",
"1030.0 0.088385\n",
"1040.0 0.036106\n",
"1060.0 0.194824\n",
"1080.0 0.018248\n",
"Name: EGID, dtype: float64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD.groupby('GKAT').EGID.count() / len(BLD)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GKLAS\n",
"1110.0 48.011770\n",
"1121.0 9.639185\n",
"1122.0 17.314238\n",
"1130.0 0.197735\n",
"1211.0 0.278536\n",
"1212.0 0.135829\n",
"1220.0 0.786832\n",
"1230.0 0.463943\n",
"1231.0 0.000581\n",
"1241.0 0.161645\n",
"1242.0 3.217588\n",
"1251.0 1.352569\n",
"1252.0 1.255108\n",
"1261.0 0.298233\n",
"1262.0 0.022333\n",
"1263.0 0.451303\n",
"1264.0 0.121402\n",
"1265.0 0.098979\n",
"1271.0 3.369764\n",
"1272.0 0.183934\n",
"1273.0 0.004333\n",
"1274.0 6.083076\n",
"1275.0 0.000625\n",
"1276.0 0.000447\n",
"1277.0 0.000089\n",
"1278.0 0.002680\n",
"Name: EGID, dtype: float64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BLD.groupby('GKLAS').EGID.count() / len(BLD) * 100"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get all BLD that can be assigned to the service sector by their GKLAS"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"GKLAS_service = [1211, 1212, 1220, 1230, 1231, 1261, 1262, 1263, 1264, 1265]\n",
"GKLAS_w_profile = [1211, 1212, 1220, 1230, 1231, 1263, 1264, 1265]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"service_GKLAS = BLD_wo_dwell[BLD_wo_dwell.GKLAS.isin(GKLAS_service)]"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.08893654520468593"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(service_GKLAS) / len(BLD_wo_dwell)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"43296"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(service_GKLAS)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"GKLAS_other = [1241, 1242, 1251, 1252, 1271, 1277, 1278]\n",
"other_GKLAS = BLD_wo_dwell[BLD_wo_dwell.GKLAS.isin(GKLAS_other)]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"unkowns = BLD_wo_dwell[ np.logical_not( BLD_wo_dwell.GKLAS.isin( GKLAS_service )) \n",
" & np.logical_not( BLD_wo_dwell.GKLAS.isin( GKLAS_other )) ]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# VISUALISATION"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"scrolled": false
},
"outputs": [
{
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" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2b3749148550>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"BLD_w_dwell.dropna(subset = ['N_DWELL']).GKAT.plot.hist(range = (1010, 1080), bins = 7, label = 'With dwelling info', alpha = 0.7)\n",
"BLD_wo_dwell.GKAT.plot.hist(range = (1010, 1080), bins = 7, label = 'Without dwelling info', alpha = 0.7)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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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.legend.Legend at 0x2b3748f09278>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"BLD_w_dwell.dropna(subset = ['N_DWELL']).GKLAS.plot.hist(range = (1110, 1280), bins = 17, label = 'With dwelling info', alpha = 0.7)\n",
"BLD_wo_dwell.GKLAS.plot.hist(range = (1110, 1280), bins = 17, label = 'Without dwelling info', alpha = 0.7)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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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.legend.Legend at 0x2b3749148400>"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure()\n",
"nan_BLD.GKAT.plot.hist(range = (1010, 1080), bins = 7, label = 'Without coordinates', alpha = 0.7)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
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width=\"900\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"900\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(2485450.0, 2833850.0, 1075250.0, 1295950.0)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.figure(figsize = (9,5))\n",
"area_stat_xr.AS09_17.plot(x = 'X', y = 'Y')\n",
"plt.axis('equal')\n",
"plt.axis('off')\n",
"\n",
"plt.figure(figsize = (9,5))\n",
"area_stat_service.AS09_17.plot(x = 'X', y = 'Y')\n",
"area_stat_industry.AS09_17.plot(x = 'X', y = 'Y', add_colorbar=False, cmap = 'brg')\n",
"plt.axis('equal')\n",
"plt.axis('off')"
]
},
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