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solarPOT/DOM/shade_comparison.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Applications/anaconda2/envs/py3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import os\n",
"import sys\n",
"import util"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib \n",
"%matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from IPython.display import Image\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load data\n",
"### Load rooftop information "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['OBJECTID', 'DF_UID', 'DF_NUMMER', 'DATUM_ERST', 'DATUM_AEND',\n",
" 'SB_UUID', 'SB_OBJEKTA', 'SB_DATUM_E', 'SB_DATUM_A', 'KLASSE',\n",
" 'FLAECHE', 'AUSRICHTUN', 'NEIGUNG', 'MSTRAHLUNG', 'GSTRAHLUNG',\n",
" 'STROMERTRA', 'WAERMEERTR', 'DUSCHGAENG', 'DG_HEIZUNG', 'DG_WAERMEB',\n",
" 'BEDARF_WAR', 'BEDARF_HEI', 'FLAECHE_KO', 'VOLUMEN_SP', 'GWR_EGID',\n",
" 'SHAPE_Leng', 'SHAPE_Area', 'BUF30_Area', 'BUF30_Perc', 'XCOORD',\n",
" 'YCOORD'],\n",
" dtype='object')\n"
]
}
],
"source": [
"roof_select = '/Users/alinawalch/Documents/EPFL/data/rooftops/GVA_select_area8_buf30.txt'\n",
"roof_select = pd.read_csv(roof_select, index_col = 0)\n",
"print(roof_select.columns)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"roof_select = roof_select.loc[:,['DF_UID','FLAECHE','NEIGUNG','AUSRICHTUN','BUF30_Perc','XCOORD','YCOORD', 'GWR_EGID']]\n",
"roof_select.loc[roof_select.NEIGUNG == 0, 'AUSRICHTUN'] = 0\n",
"#roof_select = roof_select.loc[abs(roof_select.AUSRICHTUN) < 112.5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load GWR\n",
"Relevant columns below.\n",
"Explanation of codes in GWRCodes_20120927.xls"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(filename='/Users/alinawalch/Documents/EPFL/data/GWR/GWR_index.png')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"GWR = '/Users/alinawalch/Documents/EPFL/data/GWR/EPFL-150701-GEB.txt'\n",
"\n",
"GWR_column_names = pd.read_csv('/Users/alinawalch/Documents/EPFL/data/GWR/Maske_EINZELD-GEB.csv').columns\n",
"buildings = pd.read_csv(GWR, sep = '\\t', encoding = 'cp1250', header = None, names = GWR_column_names)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"GWR = buildings.loc[:,['EGID', 'GBAUP', 'GKAT', 'GAREA', 'GASTW']]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
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"</div>"
],
"text/plain": [
" EGID GBAUP GKAT GAREA GASTW\n",
"0 400064214 NaN 1060 25.0 NaN\n",
"1 400063706 NaN 1060 10.0 NaN\n",
"2 400064183 NaN 1060 16.0 NaN\n",
"3 400064684 NaN 1060 16.0 NaN\n",
"4 400064700 NaN 1060 32.0 NaN\n",
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"10 400068641 NaN 1060 13.0 NaN\n",
"11 400062722 NaN 1060 29.0 NaN\n",
"12 400062724 NaN 1060 66.0 NaN\n",
"13 400062750 NaN 1060 10.0 NaN\n",
"14 400063222 NaN 1060 98.0 NaN\n",
"15 400061459 NaN 1060 51.0 NaN\n",
"16 400053853 NaN 1060 91.0 NaN\n",
"17 400054389 NaN 1060 213.0 NaN\n",
"18 400055959 NaN 1060 56.0 NaN\n",
"19 400057023 NaN 1060 9.0 NaN\n",
"20 400057536 NaN 1060 14.0 NaN\n",
"21 400058600 NaN 1060 88.0 NaN\n",
"22 400058567 NaN 1060 16.0 NaN\n",
"23 400058574 NaN 1060 316.0 NaN\n",
"24 400059085 NaN 1060 29.0 NaN\n",
"25 400059086 NaN 1060 35.0 NaN\n",
"26 400059568 NaN 1060 3560.0 NaN\n",
"27 400060958 NaN 1060 18.0 NaN\n",
"28 400062293 NaN 1060 2319.0 NaN\n",
"29 400062305 NaN 1060 6.0 NaN\n",
"... ... ... ... ... ...\n",
"1992310 400048412 NaN 1060 17.0 NaN\n",
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"1992315 400042119 NaN 1060 75.0 NaN\n",
"1992316 400042124 NaN 1060 17.0 NaN\n",
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"1992322 400052748 NaN 1060 9.0 NaN\n",
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"1992325 400048064 NaN 1060 2789.0 NaN\n",
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"1992328 400051366 NaN 1060 99.0 NaN\n",
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"1992335 400043156 NaN 1060 17.0 NaN\n",
"1992336 400046377 NaN 1060 124.0 NaN\n",
"1992337 400005843 8011.0 1021 56.0 2.0\n",
"1992338 400045402 NaN 1060 15.0 NaN\n",
"1992339 400049127 NaN 1060 49.0 NaN\n",
"\n",
"[1992340 rows x 5 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"GWR"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# 146.000 buildings instead of 170.000\n",
"ROOFS = roof_select.merge(GWR, left_on = 'GWR_EGID', right_on = 'EGID', how='inner')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load shading information"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"horizon_2m = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/horizon_2m/shading.csv'\n",
"horizon_2m = pd.read_csv(horizon_2m, index_col = 0)\n",
"# horizon_2m = horizon_2m.loc[:,['DF_UID', 'non_null_cells', 'n_cells', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"\n",
"horizon_2m = horizon_2m.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"horizon_50cm = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/horizon_50cm/shading.csv'\n",
"horizon_50cm = pd.read_csv(horizon_50cm, index_col = 0)\n",
"# horizon_50cm = horizon_50cm.loc[:,['DF_UID', 'non_null_cells', 'n_cells', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"\n",
"horizon_50cm = horizon_50cm.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"relief_2m = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/relief_2m/shading.csv'\n",
"relief_2m = pd.read_csv(relief_2m, index_col = 0)\n",
"# relief_2m = relief_2m.loc[:,['DF_UID', 'non_null_cells', 'n_cells', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"\n",
"relief_2m = relief_2m.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"relief_50cm = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/relief_50cm/shading.csv'\n",
"relief_50cm = pd.read_csv(relief_50cm, index_col = 0)\n",
"# relief_50cm = relief_50cm.loc[:,['DF_UID', 'non_null_cells', 'n_cells', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"\n",
"relief_50cm = relief_50cm.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"combi_2m = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/combi_2m/shading.csv'\n",
"combi_2m = pd.read_csv(combi_2m, index_col = 0)\n",
"# combi_2m = combi_2m.loc[:,['DF_UID', 'non_null_cells', 'n_cells', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"\n",
"combi_2m = combi_2m.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"combi_50cm = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/combi_50cm/shading.csv'\n",
"combi_50cm = pd.read_csv(combi_50cm, index_col = 0)\n",
"# combi_50cm = combi_50cm.loc[:,['DF_UID', 'non_null_cells', 'n_cells', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"\n",
"combi_50cm = combi_50cm.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Check mean visibility"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"visibility_0 = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/visibility/summary_stats_vis_0_50cm.csv'\n",
"visibility_0 = pd.read_csv(visibility_0, sep='|')\n",
"\n",
"visibility_40 = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/visibility/summary_stats_vis_40_50cm.csv'\n",
"visibility_40 = pd.read_csv(visibility_40, sep='|')\n",
"\n",
"visibility_0_2m = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/visibility/summary_stats_vis_0_2m.csv'\n",
"visibility_0_2m = pd.read_csv(visibility_0_2m, sep='|')\n",
"\n",
"visibility_40_2m = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/visibility/summary_stats_vis_40_2m.csv'\n",
"visibility_40_2m = pd.read_csv(visibility_40_2m, sep='|')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"shading_40 = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/visibility/shading_vis_40_50cm.csv'\n",
"shading_40 = pd.read_csv(shading_40, index_col=0)\n",
"\n",
"shading_40_2m = '/Users/alinawalch/Documents/EPFL/data/rooftops/shading_images/visibility/shading_vis_40_2m.csv'\n",
"shading_40_2m = pd.read_csv(shading_40_2m, index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.3365489854323756\n",
"0.4274875008636968\n"
]
}
],
"source": [
"mean_shading_40 = 1 - visibility_40['mean']\n",
"print(mean_shading_40.mean())\n",
"\n",
"mean_shading_0 = 1 - visibility_0['mean']\n",
"print(mean_shading_0.mean())"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.2821540005764433\n",
"0.3235683969573303\n"
]
}
],
"source": [
"mean_shading_40_2m = 1 - visibility_40_2m['mean']\n",
"print(mean_shading_40_2m.mean())\n",
"\n",
"mean_shading_0_2m = 1 - visibility_0_2m['mean']\n",
"print(mean_shading_0_2m.mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare different resolutions"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"horizon_compare_x = horizon_50cm.loc[:,['DF_UID', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]\n",
"horizon_compare_y = horizon_2m.loc[:,['DF_UID', 'fully_shaded_ratio','mean_01_10h','mean_06_15h']]"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"horizon_compare = horizon_compare_x.merge(horizon_compare_y, how = 'inner', on = 'DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"horizon_compare['fully_shaded_diff'] = (horizon_compare.fully_shaded_ratio_x - horizon_compare.fully_shaded_ratio_y)\n",
"\n",
"horizon_compare['mean_01_10h_rel_diff'] = (horizon_compare.mean_01_10h_y / horizon_compare.mean_01_10h_x )\n",
"horizon_compare['mean_06_15h_rel_diff'] = (horizon_compare.mean_06_15h_y / horizon_compare.mean_06_15h_x)\n",
"\n",
"horizon_compare['mean_01_10h_rel_diff'] = (horizon_compare.mean_01_10h_y - horizon_compare.mean_01_10h_x )\n",
"horizon_compare['mean_06_15h_rel_diff'] = (horizon_compare.mean_06_15h_y - horizon_compare.mean_06_15h_x)\n",
"\n",
"#horizon_compare = horizon_compare.loc[:,['DF_UID', 'fully_shaded_diff','mean_01_10h_diff','mean_06_15h_diff']]\n",
"horizon_compare = horizon_compare.merge(roof_select, how='inner', on='DF_UID')"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"0 0.000582\n",
"1 0.005260\n",
"2 0.006803\n",
"3 0.007673\n",
"4 0.011905\n",
"5 0.017715\n",
"6 0.027000\n",
"7 0.000000\n",
"8 0.029178\n",
"9 0.000000\n",
"10 0.006849\n",
"11 0.000000\n",
"12 0.012887\n",
"13 0.000000\n",
"14 0.034423\n",
"15 0.000000\n",
"16 0.007752\n",
"17 0.000000\n",
"18 0.015152\n",
"19 0.014925\n",
"20 0.000000\n",
"21 0.000000\n",
"22 0.022222\n",
"23 0.008850\n",
"24 0.103581\n",
"25 0.141414\n",
"26 0.006410\n",
"27 0.078283\n",
"28 0.029762\n",
"29 0.000000\n",
" ... \n",
"26024 0.049275\n",
"26025 0.184898\n",
"26026 0.168793\n",
"26027 0.287841\n",
"26028 0.000000\n",
"26029 0.010753\n",
"26030 0.270548\n",
"26031 0.019694\n",
"26032 0.025840\n",
"26033 0.019544\n",
"26034 0.089286\n",
"26035 0.027397\n",
"26036 0.004329\n",
"26037 0.009259\n",
"26038 0.000000\n",
"26039 0.032815\n",
"26040 0.006431\n",
"26041 0.023121\n",
"26042 0.070175\n",
"26043 0.014388\n",
"26044 0.004975\n",
"26045 0.006024\n",
"26046 0.000000\n",
"26047 0.000000\n",
"26048 0.000000\n",
"26049 0.012411\n",
"26050 0.133929\n",
"26051 0.001372\n",
"26052 0.005821\n",
"26053 0.057143\n",
"Name: fully_shaded_diff, Length: 26054, dtype: float64"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"horizon_compare.dropna().fully_shaded_diff"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualisation"
]
},
{
"cell_type": "code",
"execution_count": 97,
"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, fig.canvas.height);\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",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Text(0,0.5,'orientation')"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var = horizon_compare\n",
"plt.figure()\n",
"plt.scatter(var.NEIGUNG, var.AUSRICHTUN, c=(var.fully_shaded_diff), s=3, vmin=-0.1, vmax=0.1)\n",
"#var.mean_06_15h.hist(bins=100, range=(0,1))\n",
"plt.colorbar()\n",
"plt.xlabel('tilt')\n",
"plt.ylabel('orientation')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DF_UID</th>\n",
" <th>non_null_cells</th>\n",
" <th>n_cells</th>\n",
" <th>fully_shaded_ratio</th>\n",
" <th>mean_12_13h</th>\n",
" <th>mean_11_10h</th>\n",
" <th>mean_01_09h</th>\n",
" <th>mean_06_12h</th>\n",
" <th>mean_05_16h</th>\n",
" <th>mean_03_08h</th>\n",
" <th>...</th>\n",
" <th>mean_08_08h</th>\n",
" <th>mean_06_05h</th>\n",
" <th>mean_02_15h</th>\n",
" <th>mean_07_19h</th>\n",
" <th>mean_03_12h</th>\n",
" <th>mean_10_06h</th>\n",
" <th>mean_04_09h</th>\n",
" <th>mean_06_06h</th>\n",
" <th>mean_06_07h</th>\n",
" <th>mean_12_12h</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4965782</td>\n",
" <td>5013</td>\n",
" <td>5159</td>\n",
" <td>0.028300</td>\n",
" <td>0.845601</td>\n",
" <td>0.897666</td>\n",
" <td>0.817475</td>\n",
" <td>0.999202</td>\n",
" <td>0.917415</td>\n",
" <td>0.854179</td>\n",
" <td>...</td>\n",
" <td>0.916218</td>\n",
" <td>0.772990</td>\n",
" <td>0.875524</td>\n",
" <td>0.547776</td>\n",
" <td>0.968083</td>\n",
" <td>0.195691</td>\n",
" <td>0.945741</td>\n",
" <td>0.859964</td>\n",
" <td>0.906443</td>\n",
" <td>0.870138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4965783</td>\n",
" <td>1487</td>\n",
" <td>1521</td>\n",
" <td>0.022354</td>\n",
" <td>0.995293</td>\n",
" <td>0.997983</td>\n",
" <td>0.993948</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.710827</td>\n",
" <td>...</td>\n",
" <td>0.495629</td>\n",
" <td>0.000000</td>\n",
" <td>0.999328</td>\n",
" <td>0.774042</td>\n",
" <td>1.000000</td>\n",
" <td>0.193679</td>\n",
" <td>0.994620</td>\n",
" <td>0.000000</td>\n",
" <td>0.037660</td>\n",
" <td>0.996638</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4965784</td>\n",
" <td>254</td>\n",
" <td>294</td>\n",
" <td>0.136054</td>\n",
" <td>0.771654</td>\n",
" <td>0.968504</td>\n",
" <td>0.929134</td>\n",
" <td>1.000000</td>\n",
" <td>0.925197</td>\n",
" <td>0.003937</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.661417</td>\n",
" <td>0.110236</td>\n",
" <td>0.996063</td>\n",
" <td>0.000000</td>\n",
" <td>0.149606</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.948819</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4965785</td>\n",
" <td>370</td>\n",
" <td>391</td>\n",
" <td>0.053708</td>\n",
" <td>0.970270</td>\n",
" <td>0.986486</td>\n",
" <td>0.737838</td>\n",
" <td>1.000000</td>\n",
" <td>0.800000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.018919</td>\n",
" <td>0.000000</td>\n",
" <td>0.937838</td>\n",
" <td>0.213514</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.716216</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.983784</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4965871</td>\n",
" <td>369</td>\n",
" <td>370</td>\n",
" <td>0.002703</td>\n",
" <td>0.997290</td>\n",
" <td>1.000000</td>\n",
" <td>0.728997</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.840108</td>\n",
" <td>...</td>\n",
" <td>0.972900</td>\n",
" <td>0.000000</td>\n",
" <td>0.994580</td>\n",
" <td>0.463415</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.983740</td>\n",
" <td>0.000000</td>\n",
" <td>0.972900</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>4965875</td>\n",
" <td>139</td>\n",
" <td>168</td>\n",
" <td>0.172619</td>\n",
" <td>0.510791</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.381295</td>\n",
" <td>...</td>\n",
" <td>0.683453</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.956835</td>\n",
" <td>0.215827</td>\n",
" <td>0.000000</td>\n",
" <td>0.208633</td>\n",
" <td>0.971223</td>\n",
" <td>1.000000</td>\n",
" <td>0.187050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>4965876</td>\n",
" <td>2125</td>\n",
" <td>2766</td>\n",
" <td>0.231743</td>\n",
" <td>0.992471</td>\n",
" <td>0.989176</td>\n",
" <td>0.251765</td>\n",
" <td>0.996235</td>\n",
" <td>1.000000</td>\n",
" <td>0.001412</td>\n",
" <td>...</td>\n",
" <td>0.004235</td>\n",
" <td>0.000000</td>\n",
" <td>0.998118</td>\n",
" <td>0.872471</td>\n",
" <td>0.993882</td>\n",
" <td>0.000000</td>\n",
" <td>0.312941</td>\n",
" <td>0.014118</td>\n",
" <td>0.008471</td>\n",
" <td>0.992471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4965878</td>\n",
" <td>966</td>\n",
" <td>1000</td>\n",
" <td>0.034000</td>\n",
" <td>0.997930</td>\n",
" <td>0.000000</td>\n",
" <td>0.607660</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.959627</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.940994</td>\n",
" <td>0.913043</td>\n",
" <td>0.000000</td>\n",
" <td>0.903727</td>\n",
" <td>0.824017</td>\n",
" <td>1.000000</td>\n",
" <td>0.916149</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>4965879</td>\n",
" <td>456</td>\n",
" <td>728</td>\n",
" <td>0.373626</td>\n",
" <td>0.006579</td>\n",
" <td>0.414474</td>\n",
" <td>0.969298</td>\n",
" <td>0.633772</td>\n",
" <td>0.962719</td>\n",
" <td>0.989035</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.017544</td>\n",
" <td>0.287281</td>\n",
" <td>0.315789</td>\n",
" <td>0.013158</td>\n",
" <td>0.006579</td>\n",
" <td>1.000000</td>\n",
" <td>0.017544</td>\n",
" <td>1.000000</td>\n",
" <td>0.013158</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>4965884</td>\n",
" <td>567</td>\n",
" <td>754</td>\n",
" <td>0.248011</td>\n",
" <td>0.350970</td>\n",
" <td>0.223986</td>\n",
" <td>0.583774</td>\n",
" <td>0.992945</td>\n",
" <td>0.915344</td>\n",
" <td>0.708995</td>\n",
" <td>...</td>\n",
" <td>0.848325</td>\n",
" <td>0.000000</td>\n",
" <td>0.841270</td>\n",
" <td>0.238095</td>\n",
" <td>0.262787</td>\n",
" <td>0.000000</td>\n",
" <td>0.730159</td>\n",
" <td>0.370370</td>\n",
" <td>0.987654</td>\n",
" <td>0.151675</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>4965886</td>\n",
" <td>1069</td>\n",
" <td>1174</td>\n",
" <td>0.089438</td>\n",
" <td>0.881197</td>\n",
" <td>0.975678</td>\n",
" <td>0.282507</td>\n",
" <td>1.000000</td>\n",
" <td>0.941066</td>\n",
" <td>0.095416</td>\n",
" <td>...</td>\n",
" <td>0.064546</td>\n",
" <td>0.000000</td>\n",
" <td>0.865295</td>\n",
" <td>0.021515</td>\n",
" <td>0.999065</td>\n",
" <td>0.012161</td>\n",
" <td>0.139383</td>\n",
" <td>0.009355</td>\n",
" <td>0.029935</td>\n",
" <td>0.940131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>4966558</td>\n",
" <td>158</td>\n",
" <td>163</td>\n",
" <td>0.030675</td>\n",
" <td>0.930380</td>\n",
" <td>0.981013</td>\n",
" <td>0.993671</td>\n",
" <td>1.000000</td>\n",
" <td>0.981013</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.943038</td>\n",
" <td>0.797468</td>\n",
" <td>0.987342</td>\n",
" <td>0.512658</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.962025</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>4972728</td>\n",
" <td>14</td>\n",
" <td>25</td>\n",
" <td>0.440000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.142857</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.428571</td>\n",
" <td>0.000000</td>\n",
" <td>0.214286</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.642857</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>4972729</td>\n",
" <td>391</td>\n",
" <td>402</td>\n",
" <td>0.027363</td>\n",
" <td>1.000000</td>\n",
" <td>0.268542</td>\n",
" <td>0.000000</td>\n",
" <td>0.994885</td>\n",
" <td>1.000000</td>\n",
" <td>0.002558</td>\n",
" <td>...</td>\n",
" <td>0.918159</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.918159</td>\n",
" <td>0.000000</td>\n",
" <td>0.918159</td>\n",
" <td>0.005115</td>\n",
" <td>0.918159</td>\n",
" <td>0.918159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>4972730</td>\n",
" <td>435</td>\n",
" <td>438</td>\n",
" <td>0.006849</td>\n",
" <td>1.000000</td>\n",
" <td>0.404598</td>\n",
" <td>0.820690</td>\n",
" <td>1.000000</td>\n",
" <td>0.995402</td>\n",
" <td>0.931034</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.779310</td>\n",
" <td>0.404598</td>\n",
" <td>0.218391</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.921839</td>\n",
" <td>1.000000</td>\n",
" <td>0.977011</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>4976075</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0.000000</td>\n",
" <td>0.400000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.400000</td>\n",
" <td>0.400000</td>\n",
" <td>0.800000</td>\n",
" <td>0.800000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.600000</td>\n",
" <td>0.200000</td>\n",
" <td>0.000000</td>\n",
" <td>0.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>4977566</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>0.166667</td>\n",
" <td>0.800000</td>\n",
" <td>0.800000</td>\n",
" <td>0.600000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.200000</td>\n",
" <td>0.800000</td>\n",
" <td>0.800000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.800000</td>\n",
" <td>1.000000</td>\n",
" <td>0.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>4977601</td>\n",
" <td>1185</td>\n",
" <td>1186</td>\n",
" <td>0.000843</td>\n",
" <td>0.686920</td>\n",
" <td>0.234599</td>\n",
" <td>0.061603</td>\n",
" <td>1.000000</td>\n",
" <td>0.997468</td>\n",
" <td>0.771308</td>\n",
" <td>...</td>\n",
" <td>0.989873</td>\n",
" <td>0.952743</td>\n",
" <td>0.757806</td>\n",
" <td>0.756118</td>\n",
" <td>0.989873</td>\n",
" <td>0.000000</td>\n",
" <td>0.996624</td>\n",
" <td>0.984810</td>\n",
" <td>0.993249</td>\n",
" <td>0.637975</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>4981768</td>\n",
" <td>31</td>\n",
" <td>159</td>\n",
" <td>0.805031</td>\n",
" <td>0.516129</td>\n",
" <td>0.032258</td>\n",
" <td>0.032258</td>\n",
" <td>0.677419</td>\n",
" <td>0.967742</td>\n",
" <td>0.193548</td>\n",
" <td>...</td>\n",
" <td>0.322581</td>\n",
" <td>0.290323</td>\n",
" <td>0.774194</td>\n",
" <td>0.967742</td>\n",
" <td>0.225806</td>\n",
" <td>0.000000</td>\n",
" <td>0.193548</td>\n",
" <td>0.387097</td>\n",
" <td>0.516129</td>\n",
" <td>0.161290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>5031245</td>\n",
" <td>2535</td>\n",
" <td>2716</td>\n",
" <td>0.066642</td>\n",
" <td>0.854438</td>\n",
" <td>0.880868</td>\n",
" <td>0.803945</td>\n",
" <td>1.000000</td>\n",
" <td>0.934517</td>\n",
" <td>0.874951</td>\n",
" <td>...</td>\n",
" <td>0.962919</td>\n",
" <td>0.879684</td>\n",
" <td>0.928205</td>\n",
" <td>0.000000</td>\n",
" <td>0.980276</td>\n",
" <td>0.072584</td>\n",
" <td>0.978698</td>\n",
" <td>0.940039</td>\n",
" <td>0.967258</td>\n",
" <td>0.867850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>5031246</td>\n",
" <td>457</td>\n",
" <td>459</td>\n",
" <td>0.004357</td>\n",
" <td>0.989059</td>\n",
" <td>0.971554</td>\n",
" <td>0.831510</td>\n",
" <td>1.000000</td>\n",
" <td>0.667396</td>\n",
" <td>0.700219</td>\n",
" <td>...</td>\n",
" <td>0.844639</td>\n",
" <td>0.811816</td>\n",
" <td>0.982495</td>\n",
" <td>0.000000</td>\n",
" <td>0.997812</td>\n",
" <td>0.179431</td>\n",
" <td>0.919037</td>\n",
" <td>0.807440</td>\n",
" <td>0.842451</td>\n",
" <td>0.989059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>5031249</td>\n",
" <td>2155</td>\n",
" <td>2295</td>\n",
" <td>0.061002</td>\n",
" <td>0.774014</td>\n",
" <td>0.826914</td>\n",
" <td>0.728074</td>\n",
" <td>0.999536</td>\n",
" <td>0.902552</td>\n",
" <td>0.816241</td>\n",
" <td>...</td>\n",
" <td>0.940603</td>\n",
" <td>0.848724</td>\n",
" <td>0.870998</td>\n",
" <td>0.000928</td>\n",
" <td>0.954060</td>\n",
" <td>0.129930</td>\n",
" <td>0.961949</td>\n",
" <td>0.915081</td>\n",
" <td>0.954524</td>\n",
" <td>0.794896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>5031250</td>\n",
" <td>2</td>\n",
" <td>26</td>\n",
" <td>0.923077</td>\n",
" <td>1.000000</td>\n",
" <td>0.500000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>5031251</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>5031252</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.909091</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>5031253</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.333333</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>5031254</td>\n",
" <td>160</td>\n",
" <td>162</td>\n",
" <td>0.012346</td>\n",
" <td>0.925000</td>\n",
" <td>0.900000</td>\n",
" <td>0.831250</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.856250</td>\n",
" <td>...</td>\n",
" <td>0.906250</td>\n",
" <td>0.818750</td>\n",
" <td>0.956250</td>\n",
" <td>0.000000</td>\n",
" <td>0.987500</td>\n",
" <td>0.343750</td>\n",
" <td>0.906250</td>\n",
" <td>0.856250</td>\n",
" <td>0.906250</td>\n",
" <td>0.931250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>5031255</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.962963</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.888889</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>5031256</td>\n",
" <td>1</td>\n",
" <td>19</td>\n",
" <td>0.947368</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>5031257</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0.000000</td>\n",
" <td>0.800000</td>\n",
" <td>0.800000</td>\n",
" <td>0.800000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.600000</td>\n",
" <td>...</td>\n",
" <td>0.800000</td>\n",
" <td>0.200000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.400000</td>\n",
" <td>0.600000</td>\n",
" <td>0.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33036</th>\n",
" <td>5097079</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33037</th>\n",
" <td>5097080</td>\n",
" <td>71</td>\n",
" <td>93</td>\n",
" <td>0.236559</td>\n",
" <td>0.239437</td>\n",
" <td>0.901408</td>\n",
" <td>0.929577</td>\n",
" <td>1.000000</td>\n",
" <td>0.267606</td>\n",
" <td>0.957746</td>\n",
" <td>...</td>\n",
" <td>0.971831</td>\n",
" <td>0.887324</td>\n",
" <td>0.000000</td>\n",
" <td>0.140845</td>\n",
" <td>0.887324</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.957746</td>\n",
" <td>0.957746</td>\n",
" <td>0.619718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33038</th>\n",
" <td>5097081</td>\n",
" <td>1</td>\n",
" <td>73</td>\n",
" <td>0.986301</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33039</th>\n",
" <td>5097086</td>\n",
" <td>358</td>\n",
" <td>457</td>\n",
" <td>0.216630</td>\n",
" <td>0.508380</td>\n",
" <td>0.821229</td>\n",
" <td>0.717877</td>\n",
" <td>0.997207</td>\n",
" <td>0.611732</td>\n",
" <td>0.793296</td>\n",
" <td>...</td>\n",
" <td>0.759777</td>\n",
" <td>0.377095</td>\n",
" <td>0.519553</td>\n",
" <td>0.178771</td>\n",
" <td>0.921788</td>\n",
" <td>0.000000</td>\n",
" <td>0.960894</td>\n",
" <td>0.466480</td>\n",
" <td>0.578212</td>\n",
" <td>0.511173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33040</th>\n",
" <td>5097087</td>\n",
" <td>44</td>\n",
" <td>774</td>\n",
" <td>0.943152</td>\n",
" <td>0.159091</td>\n",
" <td>0.727273</td>\n",
" <td>0.659091</td>\n",
" <td>0.977273</td>\n",
" <td>0.136364</td>\n",
" <td>0.795455</td>\n",
" <td>...</td>\n",
" <td>0.931818</td>\n",
" <td>0.931818</td>\n",
" <td>0.250000</td>\n",
" <td>0.227273</td>\n",
" <td>0.886364</td>\n",
" <td>0.000000</td>\n",
" <td>0.931818</td>\n",
" <td>0.931818</td>\n",
" <td>0.954545</td>\n",
" <td>0.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33041</th>\n",
" <td>5097090</td>\n",
" <td>502</td>\n",
" <td>614</td>\n",
" <td>0.182410</td>\n",
" <td>0.687251</td>\n",
" <td>0.750996</td>\n",
" <td>0.655378</td>\n",
" <td>1.000000</td>\n",
" <td>0.750996</td>\n",
" <td>0.794821</td>\n",
" <td>...</td>\n",
" <td>0.876494</td>\n",
" <td>0.541833</td>\n",
" <td>0.651394</td>\n",
" <td>0.310757</td>\n",
" <td>0.934263</td>\n",
" <td>0.227092</td>\n",
" <td>0.974104</td>\n",
" <td>0.619522</td>\n",
" <td>0.796813</td>\n",
" <td>0.711155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33042</th>\n",
" <td>5097092</td>\n",
" <td>46</td>\n",
" <td>56</td>\n",
" <td>0.178571</td>\n",
" <td>0.978261</td>\n",
" <td>0.956522</td>\n",
" <td>0.956522</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.956522</td>\n",
" <td>...</td>\n",
" <td>0.978261</td>\n",
" <td>0.956522</td>\n",
" <td>1.000000</td>\n",
" <td>0.804348</td>\n",
" <td>0.978261</td>\n",
" <td>0.369565</td>\n",
" <td>0.956522</td>\n",
" <td>0.956522</td>\n",
" <td>0.956522</td>\n",
" <td>0.956522</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33043</th>\n",
" <td>5097093</td>\n",
" <td>67</td>\n",
" <td>73</td>\n",
" <td>0.082192</td>\n",
" <td>0.731343</td>\n",
" <td>0.805970</td>\n",
" <td>0.761194</td>\n",
" <td>1.000000</td>\n",
" <td>0.970149</td>\n",
" <td>0.820896</td>\n",
" <td>...</td>\n",
" <td>0.865672</td>\n",
" <td>0.761194</td>\n",
" <td>0.895522</td>\n",
" <td>0.805970</td>\n",
" <td>0.910448</td>\n",
" <td>0.164179</td>\n",
" <td>0.940299</td>\n",
" <td>0.791045</td>\n",
" <td>0.880597</td>\n",
" <td>0.776119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33044</th>\n",
" <td>5097094</td>\n",
" <td>216</td>\n",
" <td>231</td>\n",
" <td>0.064935</td>\n",
" <td>0.939815</td>\n",
" <td>0.833333</td>\n",
" <td>0.597222</td>\n",
" <td>1.000000</td>\n",
" <td>0.967593</td>\n",
" <td>0.490741</td>\n",
" <td>...</td>\n",
" <td>0.689815</td>\n",
" <td>0.597222</td>\n",
" <td>0.944444</td>\n",
" <td>0.782407</td>\n",
" <td>0.962963</td>\n",
" <td>0.000000</td>\n",
" <td>0.833333</td>\n",
" <td>0.569444</td>\n",
" <td>0.671296</td>\n",
" <td>0.916667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33045</th>\n",
" <td>5097097</td>\n",
" <td>12</td>\n",
" <td>216</td>\n",
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" <td>0.833333</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.750000</td>\n",
" <td>0.666667</td>\n",
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" <td>0.916667</td>\n",
" <td>0.750000</td>\n",
" <td>0.583333</td>\n",
" <td>0.166667</td>\n",
" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
" <td>0.666667</td>\n",
" <td>0.916667</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33046</th>\n",
" <td>5097098</td>\n",
" <td>237</td>\n",
" <td>241</td>\n",
" <td>0.016598</td>\n",
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" <td>0.890295</td>\n",
" <td>0.725738</td>\n",
" <td>1.000000</td>\n",
" <td>0.856540</td>\n",
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" <td>...</td>\n",
" <td>0.556962</td>\n",
" <td>0.092827</td>\n",
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" <td>0.177215</td>\n",
" <td>0.987342</td>\n",
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" <td>0.835443</td>\n",
" <td>0.109705</td>\n",
" <td>0.329114</td>\n",
" <td>0.936709</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33047</th>\n",
" <td>5097105</td>\n",
" <td>387</td>\n",
" <td>579</td>\n",
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" <td>0.524548</td>\n",
" <td>0.700258</td>\n",
" <td>0.589147</td>\n",
" <td>0.994832</td>\n",
" <td>0.622739</td>\n",
" <td>0.576227</td>\n",
" <td>...</td>\n",
" <td>0.741602</td>\n",
" <td>0.379845</td>\n",
" <td>0.524548</td>\n",
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" <td>0.881137</td>\n",
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" <td>0.894057</td>\n",
" <td>0.465116</td>\n",
" <td>0.625323</td>\n",
" <td>0.604651</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33048</th>\n",
" <td>5097106</td>\n",
" <td>583</td>\n",
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" <td>0.814751</td>\n",
" <td>0.840480</td>\n",
" <td>0.680961</td>\n",
" <td>0.998285</td>\n",
" <td>0.929674</td>\n",
" <td>0.778731</td>\n",
" <td>...</td>\n",
" <td>0.867925</td>\n",
" <td>0.655232</td>\n",
" <td>0.837050</td>\n",
" <td>0.459691</td>\n",
" <td>0.958834</td>\n",
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" <td>0.919383</td>\n",
" <td>0.797599</td>\n",
" <td>0.855918</td>\n",
" <td>0.843911</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33049</th>\n",
" <td>5097107</td>\n",
" <td>213</td>\n",
" <td>346</td>\n",
" <td>0.384393</td>\n",
" <td>0.854460</td>\n",
" <td>0.258216</td>\n",
" <td>0.051643</td>\n",
" <td>0.995305</td>\n",
" <td>0.981221</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
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" <td>0.061033</td>\n",
" <td>0.882629</td>\n",
" <td>0.446009</td>\n",
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" <td>0.051643</td>\n",
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" <td>0.704225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33050</th>\n",
" <td>5097108</td>\n",
" <td>70</td>\n",
" <td>114</td>\n",
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" <td>0.985714</td>\n",
" <td>0.985714</td>\n",
" <td>0.214286</td>\n",
" <td>0.971429</td>\n",
" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>0.928571</td>\n",
" <td>0.142857</td>\n",
" <td>0.100000</td>\n",
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" <td>0.985714</td>\n",
" <td>0.985714</td>\n",
" <td>1.000000</td>\n",
" <td>0.871429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33051</th>\n",
" <td>5097109</td>\n",
" <td>1</td>\n",
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" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
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" <td>...</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33052</th>\n",
" <td>5097129</td>\n",
" <td>110</td>\n",
" <td>139</td>\n",
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" <td>0.863636</td>\n",
" <td>0.827273</td>\n",
" <td>1.000000</td>\n",
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" <td>0.772727</td>\n",
" <td>...</td>\n",
" <td>0.790909</td>\n",
" <td>0.727273</td>\n",
" <td>0.963636</td>\n",
" <td>0.972727</td>\n",
" <td>0.936364</td>\n",
" <td>0.009091</td>\n",
" <td>0.854545</td>\n",
" <td>0.763636</td>\n",
" <td>0.790909</td>\n",
" <td>0.900000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33053</th>\n",
" <td>5097130</td>\n",
" <td>196</td>\n",
" <td>201</td>\n",
" <td>0.024876</td>\n",
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" <td>0.923469</td>\n",
" <td>0.964286</td>\n",
" <td>0.994898</td>\n",
" <td>0.127551</td>\n",
" <td>0.974490</td>\n",
" <td>...</td>\n",
" <td>0.989796</td>\n",
" <td>0.892857</td>\n",
" <td>0.163265</td>\n",
" <td>0.096939</td>\n",
" <td>0.964286</td>\n",
" <td>0.561224</td>\n",
" <td>1.000000</td>\n",
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" <td>0.979592</td>\n",
" <td>0.857143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33054</th>\n",
" <td>5097138</td>\n",
" <td>294</td>\n",
" <td>332</td>\n",
" <td>0.114458</td>\n",
" <td>0.931973</td>\n",
" <td>0.959184</td>\n",
" <td>0.969388</td>\n",
" <td>1.000000</td>\n",
" <td>0.173469</td>\n",
" <td>0.969388</td>\n",
" <td>...</td>\n",
" <td>0.976190</td>\n",
" <td>0.948980</td>\n",
" <td>0.258503</td>\n",
" <td>0.125850</td>\n",
" <td>0.969388</td>\n",
" <td>0.945578</td>\n",
" <td>0.996599</td>\n",
" <td>0.962585</td>\n",
" <td>0.976190</td>\n",
" <td>0.955782</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33055</th>\n",
" <td>5097139</td>\n",
" <td>22</td>\n",
" <td>28</td>\n",
" <td>0.214286</td>\n",
" <td>0.909091</td>\n",
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" <td>0.045455</td>\n",
" <td>0.045455</td>\n",
" <td>0.863636</td>\n",
" <td>0.545455</td>\n",
" <td>0.909091</td>\n",
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" <td>0.090909</td>\n",
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" <td>0.045455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33056</th>\n",
" <td>5097140</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
" <td>0.785714</td>\n",
" <td>...</td>\n",
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" <td>0.428571</td>\n",
" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.785714</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33057</th>\n",
" <td>5097141</td>\n",
" <td>57</td>\n",
" <td>80</td>\n",
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" <td>0.000000</td>\n",
" <td>0.140351</td>\n",
" <td>0.052632</td>\n",
" <td>0.105263</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33058</th>\n",
" <td>5097142</td>\n",
" <td>35</td>\n",
" <td>89</td>\n",
" <td>0.606742</td>\n",
" <td>0.171429</td>\n",
" <td>0.342857</td>\n",
" <td>0.342857</td>\n",
" <td>0.971429</td>\n",
" <td>0.914286</td>\n",
" <td>0.742857</td>\n",
" <td>...</td>\n",
" <td>0.942857</td>\n",
" <td>0.657143</td>\n",
" <td>0.400000</td>\n",
" <td>0.457143</td>\n",
" <td>0.542857</td>\n",
" <td>0.200000</td>\n",
" <td>0.885714</td>\n",
" <td>0.914286</td>\n",
" <td>0.914286</td>\n",
" <td>0.257143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33059</th>\n",
" <td>5097143</td>\n",
" <td>332</td>\n",
" <td>348</td>\n",
" <td>0.045977</td>\n",
" <td>0.975904</td>\n",
" <td>0.978916</td>\n",
" <td>0.918675</td>\n",
" <td>1.000000</td>\n",
" <td>0.993976</td>\n",
" <td>0.096386</td>\n",
" <td>...</td>\n",
" <td>0.861446</td>\n",
" <td>0.048193</td>\n",
" <td>0.993976</td>\n",
" <td>0.951807</td>\n",
" <td>1.000000</td>\n",
" <td>0.030120</td>\n",
" <td>0.966867</td>\n",
" <td>0.048193</td>\n",
" <td>0.641566</td>\n",
" <td>0.981928</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33060</th>\n",
" <td>5097144</td>\n",
" <td>1321</td>\n",
" <td>1692</td>\n",
" <td>0.219267</td>\n",
" <td>0.735049</td>\n",
" <td>0.137774</td>\n",
" <td>0.002271</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.369417</td>\n",
" <td>0.246026</td>\n",
" <td>0.631340</td>\n",
" <td>0.289932</td>\n",
" <td>0.994701</td>\n",
" <td>0.000000</td>\n",
" <td>0.738077</td>\n",
" <td>0.114307</td>\n",
" <td>0.377744</td>\n",
" <td>0.650265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33061</th>\n",
" <td>5097145</td>\n",
" <td>53</td>\n",
" <td>336</td>\n",
" <td>0.842262</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.452830</td>\n",
" <td>0.981132</td>\n",
" <td>0.566038</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.037736</td>\n",
" <td>0.226415</td>\n",
" <td>0.018868</td>\n",
" <td>0.452830</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33062</th>\n",
" <td>5097147</td>\n",
" <td>705</td>\n",
" <td>729</td>\n",
" <td>0.032922</td>\n",
" <td>0.778723</td>\n",
" <td>0.890780</td>\n",
" <td>0.930496</td>\n",
" <td>0.998582</td>\n",
" <td>0.224113</td>\n",
" <td>0.933333</td>\n",
" <td>...</td>\n",
" <td>0.947518</td>\n",
" <td>0.879433</td>\n",
" <td>0.241135</td>\n",
" <td>0.117730</td>\n",
" <td>0.954610</td>\n",
" <td>0.106383</td>\n",
" <td>0.967376</td>\n",
" <td>0.920567</td>\n",
" <td>0.941844</td>\n",
" <td>0.846809</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33063</th>\n",
" <td>5097148</td>\n",
" <td>682</td>\n",
" <td>859</td>\n",
" <td>0.206054</td>\n",
" <td>0.708211</td>\n",
" <td>0.627566</td>\n",
" <td>0.344575</td>\n",
" <td>0.988270</td>\n",
" <td>0.909091</td>\n",
" <td>0.590909</td>\n",
" <td>...</td>\n",
" <td>0.762463</td>\n",
" <td>0.287390</td>\n",
" <td>0.785924</td>\n",
" <td>0.717009</td>\n",
" <td>0.900293</td>\n",
" <td>0.051320</td>\n",
" <td>0.870968</td>\n",
" <td>0.543988</td>\n",
" <td>0.702346</td>\n",
" <td>0.686217</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33064</th>\n",
" <td>5097149</td>\n",
" <td>116</td>\n",
" <td>175</td>\n",
" <td>0.337143</td>\n",
" <td>0.362069</td>\n",
" <td>0.560345</td>\n",
" <td>0.206897</td>\n",
" <td>1.000000</td>\n",
" <td>0.853448</td>\n",
" <td>0.517241</td>\n",
" <td>...</td>\n",
" <td>0.810345</td>\n",
" <td>0.362069</td>\n",
" <td>0.379310</td>\n",
" <td>0.594828</td>\n",
" <td>0.956897</td>\n",
" <td>0.008621</td>\n",
" <td>0.913793</td>\n",
" <td>0.612069</td>\n",
" <td>0.741379</td>\n",
" <td>0.482759</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33065</th>\n",
" <td>5097150</td>\n",
" <td>2</td>\n",
" <td>25</td>\n",
" <td>0.920000</td>\n",
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" <td>0.500000</td>\n",
" <td>0.500000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>33066 rows × 148 columns</p>\n",
"</div>"
],
"text/plain": [
" DF_UID non_null_cells n_cells fully_shaded_ratio mean_12_13h \\\n",
"0 4965782 5013 5159 0.028300 0.845601 \n",
"1 4965783 1487 1521 0.022354 0.995293 \n",
"2 4965784 254 294 0.136054 0.771654 \n",
"3 4965785 370 391 0.053708 0.970270 \n",
"4 4965871 369 370 0.002703 0.997290 \n",
"5 4965875 139 168 0.172619 0.510791 \n",
"6 4965876 2125 2766 0.231743 0.992471 \n",
"7 4965878 966 1000 0.034000 0.997930 \n",
"8 4965879 456 728 0.373626 0.006579 \n",
"9 4965884 567 754 0.248011 0.350970 \n",
"10 4965886 1069 1174 0.089438 0.881197 \n",
"11 4966558 158 163 0.030675 0.930380 \n",
"12 4972728 14 25 0.440000 1.000000 \n",
"13 4972729 391 402 0.027363 1.000000 \n",
"14 4972730 435 438 0.006849 1.000000 \n",
"15 4976075 5 5 0.000000 0.400000 \n",
"16 4977566 5 6 0.166667 0.800000 \n",
"17 4977601 1185 1186 0.000843 0.686920 \n",
"18 4981768 31 159 0.805031 0.516129 \n",
"19 5031245 2535 2716 0.066642 0.854438 \n",
"20 5031246 457 459 0.004357 0.989059 \n",
"21 5031249 2155 2295 0.061002 0.774014 \n",
"22 5031250 2 26 0.923077 1.000000 \n",
"23 5031251 1 1 0.000000 1.000000 \n",
"24 5031252 11 11 0.000000 1.000000 \n",
"25 5031253 6 6 0.000000 1.000000 \n",
"26 5031254 160 162 0.012346 0.925000 \n",
"27 5031255 27 27 0.000000 1.000000 \n",
"28 5031256 1 19 0.947368 0.000000 \n",
"29 5031257 5 5 0.000000 0.800000 \n",
"... ... ... ... ... ... \n",
"33036 5097079 1 1 0.000000 1.000000 \n",
"33037 5097080 71 93 0.236559 0.239437 \n",
"33038 5097081 1 73 0.986301 0.000000 \n",
"33039 5097086 358 457 0.216630 0.508380 \n",
"33040 5097087 44 774 0.943152 0.159091 \n",
"33041 5097090 502 614 0.182410 0.687251 \n",
"33042 5097092 46 56 0.178571 0.978261 \n",
"33043 5097093 67 73 0.082192 0.731343 \n",
"33044 5097094 216 231 0.064935 0.939815 \n",
"33045 5097097 12 216 0.944444 0.000000 \n",
"33046 5097098 237 241 0.016598 0.953586 \n",
"33047 5097105 387 579 0.331606 0.524548 \n",
"33048 5097106 583 622 0.062701 0.814751 \n",
"33049 5097107 213 346 0.384393 0.854460 \n",
"33050 5097108 70 114 0.385965 0.485714 \n",
"33051 5097109 1 4 0.750000 1.000000 \n",
"33052 5097129 110 139 0.208633 0.890909 \n",
"33053 5097130 196 201 0.024876 0.724490 \n",
"33054 5097138 294 332 0.114458 0.931973 \n",
"33055 5097139 22 28 0.214286 0.909091 \n",
"33056 5097140 14 14 0.000000 1.000000 \n",
"33057 5097141 57 80 0.287500 0.000000 \n",
"33058 5097142 35 89 0.606742 0.171429 \n",
"33059 5097143 332 348 0.045977 0.975904 \n",
"33060 5097144 1321 1692 0.219267 0.735049 \n",
"33061 5097145 53 336 0.842262 1.000000 \n",
"33062 5097147 705 729 0.032922 0.778723 \n",
"33063 5097148 682 859 0.206054 0.708211 \n",
"33064 5097149 116 175 0.337143 0.362069 \n",
"33065 5097150 2 25 0.920000 0.000000 \n",
"\n",
" mean_11_10h mean_01_09h mean_06_12h mean_05_16h mean_03_08h \\\n",
"0 0.897666 0.817475 0.999202 0.917415 0.854179 \n",
"1 0.997983 0.993948 1.000000 1.000000 0.710827 \n",
"2 0.968504 0.929134 1.000000 0.925197 0.003937 \n",
"3 0.986486 0.737838 1.000000 0.800000 0.000000 \n",
"4 1.000000 0.728997 1.000000 1.000000 0.840108 \n",
"5 0.000000 0.000000 1.000000 1.000000 0.381295 \n",
"6 0.989176 0.251765 0.996235 1.000000 0.001412 \n",
"7 0.000000 0.607660 1.000000 1.000000 0.959627 \n",
"8 0.414474 0.969298 0.633772 0.962719 0.989035 \n",
"9 0.223986 0.583774 0.992945 0.915344 0.708995 \n",
"10 0.975678 0.282507 1.000000 0.941066 0.095416 \n",
"11 0.981013 0.993671 1.000000 0.981013 1.000000 \n",
"12 0.000000 0.142857 1.000000 1.000000 0.000000 \n",
"13 0.268542 0.000000 0.994885 1.000000 0.002558 \n",
"14 0.404598 0.820690 1.000000 0.995402 0.931034 \n",
"15 0.000000 0.000000 1.000000 1.000000 0.000000 \n",
"16 0.800000 0.600000 1.000000 1.000000 1.000000 \n",
"17 0.234599 0.061603 1.000000 0.997468 0.771308 \n",
"18 0.032258 0.032258 0.677419 0.967742 0.193548 \n",
"19 0.880868 0.803945 1.000000 0.934517 0.874951 \n",
"20 0.971554 0.831510 1.000000 0.667396 0.700219 \n",
"21 0.826914 0.728074 0.999536 0.902552 0.816241 \n",
"22 0.500000 0.000000 1.000000 1.000000 0.000000 \n",
"23 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"24 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"25 1.000000 0.333333 1.000000 1.000000 0.000000 \n",
"26 0.900000 0.831250 1.000000 1.000000 0.856250 \n",
"27 1.000000 1.000000 1.000000 0.962963 1.000000 \n",
"28 0.000000 0.000000 1.000000 1.000000 0.000000 \n",
"29 0.800000 0.800000 1.000000 1.000000 0.600000 \n",
"... ... ... ... ... ... \n",
"33036 1.000000 1.000000 1.000000 0.000000 1.000000 \n",
"33037 0.901408 0.929577 1.000000 0.267606 0.957746 \n",
"33038 0.000000 0.000000 1.000000 1.000000 0.000000 \n",
"33039 0.821229 0.717877 0.997207 0.611732 0.793296 \n",
"33040 0.727273 0.659091 0.977273 0.136364 0.795455 \n",
"33041 0.750996 0.655378 1.000000 0.750996 0.794821 \n",
"33042 0.956522 0.956522 1.000000 1.000000 0.956522 \n",
"33043 0.805970 0.761194 1.000000 0.970149 0.820896 \n",
"33044 0.833333 0.597222 1.000000 0.967593 0.490741 \n",
"33045 0.833333 1.000000 1.000000 0.750000 0.666667 \n",
"33046 0.890295 0.725738 1.000000 0.856540 0.481013 \n",
"33047 0.700258 0.589147 0.994832 0.622739 0.576227 \n",
"33048 0.840480 0.680961 0.998285 0.929674 0.778731 \n",
"33049 0.258216 0.051643 0.995305 0.981221 0.000000 \n",
"33050 0.928571 0.985714 0.985714 0.214286 0.971429 \n",
"33051 1.000000 1.000000 1.000000 0.000000 1.000000 \n",
"33052 0.863636 0.827273 1.000000 1.000000 0.772727 \n",
"33053 0.923469 0.964286 0.994898 0.127551 0.974490 \n",
"33054 0.959184 0.969388 1.000000 0.173469 0.969388 \n",
"33055 0.000000 0.000000 1.000000 1.000000 0.000000 \n",
"33056 1.000000 1.000000 1.000000 1.000000 0.785714 \n",
"33057 0.000000 0.000000 1.000000 1.000000 0.035088 \n",
"33058 0.342857 0.342857 0.971429 0.914286 0.742857 \n",
"33059 0.978916 0.918675 1.000000 0.993976 0.096386 \n",
"33060 0.137774 0.002271 1.000000 1.000000 0.000000 \n",
"33061 0.000000 0.000000 1.000000 1.000000 0.000000 \n",
"33062 0.890780 0.930496 0.998582 0.224113 0.933333 \n",
"33063 0.627566 0.344575 0.988270 0.909091 0.590909 \n",
"33064 0.560345 0.206897 1.000000 0.853448 0.517241 \n",
"33065 0.500000 0.000000 1.000000 1.000000 0.500000 \n",
"\n",
" ... mean_08_08h mean_06_05h mean_02_15h mean_07_19h \\\n",
"0 ... 0.916218 0.772990 0.875524 0.547776 \n",
"1 ... 0.495629 0.000000 0.999328 0.774042 \n",
"2 ... 0.000000 0.000000 0.661417 0.110236 \n",
"3 ... 0.018919 0.000000 0.937838 0.213514 \n",
"4 ... 0.972900 0.000000 0.994580 0.463415 \n",
"5 ... 0.683453 0.000000 1.000000 0.956835 \n",
"6 ... 0.004235 0.000000 0.998118 0.872471 \n",
"7 ... 1.000000 0.000000 1.000000 0.940994 \n",
"8 ... 1.000000 0.017544 0.287281 0.315789 \n",
"9 ... 0.848325 0.000000 0.841270 0.238095 \n",
"10 ... 0.064546 0.000000 0.865295 0.021515 \n",
"11 ... 1.000000 1.000000 0.943038 0.797468 \n",
"12 ... 0.000000 0.000000 1.000000 1.000000 \n",
"13 ... 0.918159 0.000000 1.000000 1.000000 \n",
"14 ... 1.000000 0.779310 0.404598 0.218391 \n",
"15 ... 0.400000 0.400000 0.800000 0.800000 \n",
"16 ... 1.000000 0.200000 0.800000 0.800000 \n",
"17 ... 0.989873 0.952743 0.757806 0.756118 \n",
"18 ... 0.322581 0.290323 0.774194 0.967742 \n",
"19 ... 0.962919 0.879684 0.928205 0.000000 \n",
"20 ... 0.844639 0.811816 0.982495 0.000000 \n",
"21 ... 0.940603 0.848724 0.870998 0.000928 \n",
"22 ... 0.000000 0.000000 1.000000 0.000000 \n",
"23 ... 1.000000 1.000000 1.000000 0.000000 \n",
"24 ... 1.000000 1.000000 1.000000 0.000000 \n",
"25 ... 0.000000 0.000000 1.000000 0.000000 \n",
"26 ... 0.906250 0.818750 0.956250 0.000000 \n",
"27 ... 1.000000 1.000000 0.888889 0.000000 \n",
"28 ... 0.000000 0.000000 0.000000 0.000000 \n",
"29 ... 0.800000 0.200000 1.000000 0.000000 \n",
"... ... ... ... ... ... \n",
"33036 ... 1.000000 1.000000 0.000000 0.000000 \n",
"33037 ... 0.971831 0.887324 0.000000 0.140845 \n",
"33038 ... 1.000000 0.000000 0.000000 1.000000 \n",
"33039 ... 0.759777 0.377095 0.519553 0.178771 \n",
"33040 ... 0.931818 0.931818 0.250000 0.227273 \n",
"33041 ... 0.876494 0.541833 0.651394 0.310757 \n",
"33042 ... 0.978261 0.956522 1.000000 0.804348 \n",
"33043 ... 0.865672 0.761194 0.895522 0.805970 \n",
"33044 ... 0.689815 0.597222 0.944444 0.782407 \n",
"33045 ... 0.916667 0.750000 0.583333 0.166667 \n",
"33046 ... 0.556962 0.092827 0.928270 0.177215 \n",
"33047 ... 0.741602 0.379845 0.524548 0.320413 \n",
"33048 ... 0.867925 0.655232 0.837050 0.459691 \n",
"33049 ... 0.000000 0.061033 0.882629 0.446009 \n",
"33050 ... 1.000000 0.928571 0.142857 0.100000 \n",
"33051 ... 1.000000 1.000000 0.000000 1.000000 \n",
"33052 ... 0.790909 0.727273 0.963636 0.972727 \n",
"33053 ... 0.989796 0.892857 0.163265 0.096939 \n",
"33054 ... 0.976190 0.948980 0.258503 0.125850 \n",
"33055 ... 0.045455 0.045455 0.863636 0.545455 \n",
"33056 ... 0.857143 0.428571 1.000000 0.571429 \n",
"33057 ... 0.122807 0.070175 1.000000 1.000000 \n",
"33058 ... 0.942857 0.657143 0.400000 0.457143 \n",
"33059 ... 0.861446 0.048193 0.993976 0.951807 \n",
"33060 ... 0.369417 0.246026 0.631340 0.289932 \n",
"33061 ... 0.000000 0.452830 0.981132 0.566038 \n",
"33062 ... 0.947518 0.879433 0.241135 0.117730 \n",
"33063 ... 0.762463 0.287390 0.785924 0.717009 \n",
"33064 ... 0.810345 0.362069 0.379310 0.594828 \n",
"33065 ... 1.000000 0.500000 0.000000 0.500000 \n",
"\n",
" mean_03_12h mean_10_06h mean_04_09h mean_06_06h mean_06_07h \\\n",
"0 0.968083 0.195691 0.945741 0.859964 0.906443 \n",
"1 1.000000 0.193679 0.994620 0.000000 0.037660 \n",
"2 0.996063 0.000000 0.149606 0.000000 0.000000 \n",
"3 1.000000 0.000000 0.716216 0.000000 0.000000 \n",
"4 1.000000 0.000000 0.983740 0.000000 0.972900 \n",
"5 0.215827 0.000000 0.208633 0.971223 1.000000 \n",
"6 0.993882 0.000000 0.312941 0.014118 0.008471 \n",
"7 0.913043 0.000000 0.903727 0.824017 1.000000 \n",
"8 0.013158 0.006579 1.000000 0.017544 1.000000 \n",
"9 0.262787 0.000000 0.730159 0.370370 0.987654 \n",
"10 0.999065 0.012161 0.139383 0.009355 0.029935 \n",
"11 0.987342 0.512658 1.000000 1.000000 1.000000 \n",
"12 0.428571 0.000000 0.214286 0.000000 0.000000 \n",
"13 0.918159 0.000000 0.918159 0.005115 0.918159 \n",
"14 1.000000 0.000000 1.000000 0.921839 1.000000 \n",
"15 1.000000 0.000000 0.600000 0.200000 0.000000 \n",
"16 1.000000 0.000000 1.000000 0.800000 1.000000 \n",
"17 0.989873 0.000000 0.996624 0.984810 0.993249 \n",
"18 0.225806 0.000000 0.193548 0.387097 0.516129 \n",
"19 0.980276 0.072584 0.978698 0.940039 0.967258 \n",
"20 0.997812 0.179431 0.919037 0.807440 0.842451 \n",
"21 0.954060 0.129930 0.961949 0.915081 0.954524 \n",
"22 1.000000 0.000000 0.000000 0.000000 0.000000 \n",
"23 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"24 1.000000 0.909091 1.000000 1.000000 1.000000 \n",
"25 1.000000 0.000000 0.000000 0.000000 0.000000 \n",
"26 0.987500 0.343750 0.906250 0.856250 0.906250 \n",
"27 1.000000 1.000000 1.000000 1.000000 1.000000 \n",
"28 1.000000 0.000000 0.000000 0.000000 0.000000 \n",
"29 1.000000 0.000000 1.000000 0.400000 0.600000 \n",
"... ... ... ... ... ... \n",
"33036 1.000000 0.000000 1.000000 1.000000 1.000000 \n",
"33037 0.887324 0.000000 1.000000 0.957746 0.957746 \n",
"33038 1.000000 0.000000 1.000000 0.000000 1.000000 \n",
"33039 0.921788 0.000000 0.960894 0.466480 0.578212 \n",
"33040 0.886364 0.000000 0.931818 0.931818 0.954545 \n",
"33041 0.934263 0.227092 0.974104 0.619522 0.796813 \n",
"33042 0.978261 0.369565 0.956522 0.956522 0.956522 \n",
"33043 0.910448 0.164179 0.940299 0.791045 0.880597 \n",
"33044 0.962963 0.000000 0.833333 0.569444 0.671296 \n",
"33045 1.000000 0.000000 1.000000 0.666667 0.916667 \n",
"33046 0.987342 0.000000 0.835443 0.109705 0.329114 \n",
"33047 0.881137 0.000000 0.894057 0.465116 0.625323 \n",
"33048 0.958834 0.000000 0.919383 0.797599 0.855918 \n",
"33049 0.816901 0.000000 0.000000 0.051643 0.000000 \n",
"33050 0.985714 0.000000 0.985714 0.985714 1.000000 \n",
"33051 1.000000 0.000000 1.000000 1.000000 1.000000 \n",
"33052 0.936364 0.009091 0.854545 0.763636 0.790909 \n",
"33053 0.964286 0.561224 1.000000 0.938776 0.979592 \n",
"33054 0.969388 0.945578 0.996599 0.962585 0.976190 \n",
"33055 0.909091 0.000000 0.090909 0.000000 0.045455 \n",
"33056 1.000000 0.642857 1.000000 0.785714 0.785714 \n",
"33057 0.859649 0.000000 0.140351 0.052632 0.105263 \n",
"33058 0.542857 0.200000 0.885714 0.914286 0.914286 \n",
"33059 1.000000 0.030120 0.966867 0.048193 0.641566 \n",
"33060 0.994701 0.000000 0.738077 0.114307 0.377744 \n",
"33061 1.000000 0.000000 0.037736 0.226415 0.018868 \n",
"33062 0.954610 0.106383 0.967376 0.920567 0.941844 \n",
"33063 0.900293 0.051320 0.870968 0.543988 0.702346 \n",
"33064 0.956897 0.008621 0.913793 0.612069 0.741379 \n",
"33065 1.000000 0.000000 1.000000 0.500000 0.500000 \n",
"\n",
" mean_12_12h \n",
"0 0.870138 \n",
"1 0.996638 \n",
"2 0.948819 \n",
"3 0.983784 \n",
"4 1.000000 \n",
"5 0.187050 \n",
"6 0.992471 \n",
"7 0.916149 \n",
"8 0.013158 \n",
"9 0.151675 \n",
"10 0.940131 \n",
"11 0.962025 \n",
"12 0.642857 \n",
"13 0.918159 \n",
"14 0.977011 \n",
"15 0.400000 \n",
"16 0.800000 \n",
"17 0.637975 \n",
"18 0.161290 \n",
"19 0.867850 \n",
"20 0.989059 \n",
"21 0.794896 \n",
"22 1.000000 \n",
"23 1.000000 \n",
"24 1.000000 \n",
"25 1.000000 \n",
"26 0.931250 \n",
"27 1.000000 \n",
"28 0.000000 \n",
"29 0.800000 \n",
"... ... \n",
"33036 1.000000 \n",
"33037 0.619718 \n",
"33038 0.000000 \n",
"33039 0.511173 \n",
"33040 0.500000 \n",
"33041 0.711155 \n",
"33042 0.956522 \n",
"33043 0.776119 \n",
"33044 0.916667 \n",
"33045 0.000000 \n",
"33046 0.936709 \n",
"33047 0.604651 \n",
"33048 0.843911 \n",
"33049 0.704225 \n",
"33050 0.871429 \n",
"33051 1.000000 \n",
"33052 0.900000 \n",
"33053 0.857143 \n",
"33054 0.955782 \n",
"33055 0.045455 \n",
"33056 1.000000 \n",
"33057 0.000000 \n",
"33058 0.257143 \n",
"33059 0.981928 \n",
"33060 0.650265 \n",
"33061 0.452830 \n",
"33062 0.846809 \n",
"33063 0.686217 \n",
"33064 0.482759 \n",
"33065 0.500000 \n",
"\n",
"[33066 rows x 148 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shading_40"
]
},
{
"cell_type": "code",
"execution_count": 34,
"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, fig.canvas.height);\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",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\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"
],
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"column = 'mean_01_10h'\n",
"\n",
"# raw data\n",
"plt.figure()\n",
"bins=25\n",
"plt.hist(shading_40_2m[column], range=(0,1), bins=bins, facecolor='r',edgecolor='r', alpha=0.2, density=True, label = '2m DOM res.')\n",
"plt.hist(shading_40[column], range=(0,1), bins=bins, density=True, facecolor='g', alpha=0.2, edgecolor='g', label = '50cm DOM res.')\n",
"# prediction_hist = plt.hist(y_val, bins=bins, range=(0,1), density=True, facecolor='g', alpha=0.2, edgecolor='g', label = 'RF - validation')\n",
"plt.legend()\n",
"plt.title('Distribution of partly shading factor (January, 10AM)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"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, fig.canvas.height);\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",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"bins=25\n",
"#plt.figure()\n",
"#plt.scatter(var.NEIGUNG, var.AUSRICHTUN, c=np.log(var.mean_01_10h_rel_diff), s=3, vmin=-0.1, vmax=0.1)\n",
"horizon_2m_hist = plt.hist(horizon_2m.mean_01_10h, bins=bins, alpha=0.5, density=True)\n",
"horizon_50cm_hist = plt.hist(horizon_50cm.mean_01_10h,bins=bins, density=True, facecolor='r', alpha=0.2, edgecolor='r')\n",
"#plt.colorbar()\n",
"#plt.xlabel('tilt')\n",
"#plt.ylabel('orientation')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"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, fig.canvas.height);\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",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\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"
}
],
"source": [
"plt.figure()\n",
"horizon_compare.mean_01_10h_diff.hist(bins=100, range =(-1,1), density=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"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, fig.canvas.height);\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",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"Text(0,0.5,'tile')"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var = horizon_compare\n",
"plt.figure()\n",
"plt.scatter(var.FLAECHE, var.NEIGUNG, c = abs(var.mean_01_10h_diff), s=3)\n",
"plt.xlabel('area')\n",
"plt.ylabel('tile')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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