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Created April 21, 2017 01:57
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lightning talk on xlwings
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lighting Talk (5 minute)\n",
"Denis Akhiyarov\n",
" * senior consultant at Wood Group\n",
" * Python.NET (Python for .NET) core developer\n",
" * Python, VBA, C#, Mathematica, Matlab\n",
"\n",
"xlwings:\n",
" * call vba from python\n",
" * call python from vba\n",
" * call python Macros and UDF in Excel\n",
" * work with active spreadsheets dynamically\n",
"\n",
"\n",
"https://www.xlwings.org/"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from numpy import exp\n",
"from IPython.display import HTML\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import seaborn as sns\n",
"import xlwings as xw\n",
"%matplotlib notebook\n",
"pd.options.display.max_columns=50\n",
"pd.options.display.max_colwidth=100"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Historic data of weather in Houston requested and retrieved from Department of Commerce > NOAA > NESDIS > NCEI\n",
"\n",
"https://www.ncdc.noaa.gov/"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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" <td>*****</td>\n",
" <td>*****</td>\n",
" <td>*****</td>\n",
" <td>**</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>201604010115</td>\n",
" <td>330</td>\n",
" <td>6</td>\n",
" <td>***</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>10.0</td>\n",
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" <td>**</td>\n",
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" <td>**</td>\n",
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" <td>*</td>\n",
" <td>73</td>\n",
" <td>66</td>\n",
" <td>******</td>\n",
" <td>29.68</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>4</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>201604010135</td>\n",
" <td>340</td>\n",
" <td>7</td>\n",
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" <td>64</td>\n",
" <td>******</td>\n",
" <td>29.70</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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" USAF WBAN YR--MODAHRMN DIR SPD GUS CLG SKC L M H VSB MW MW.1 \\\n",
"0 720617 208 201604010015 *** 0 *** 722 CLR * * * 10.0 ** ** \n",
"1 720617 208 201604010035 330 6 *** 722 CLR * * * 9.1 ** ** \n",
"2 720617 208 201604010055 330 3 *** 722 CLR * * * 10.0 ** ** \n",
"3 720617 208 201604010115 330 6 *** 722 CLR * * * 10.0 ** ** \n",
"4 720617 208 201604010135 340 7 *** 722 CLR * * * 10.0 ** ** \n",
"\n",
" MW.2 MW.3 AW AW.1 AW.2 AW.3 W TEMP DEWP SLP ALT STP MAX MIN \\\n",
"0 ** ** ** ** ** ** * 79 66 ****** 29.67 ****** *** *** \n",
"1 ** ** ** ** ** ** * 75 66 ****** 29.66 ****** *** *** \n",
"2 ** ** ** ** ** ** * 73 66 ****** 29.67 ****** *** *** \n",
"3 ** ** ** ** ** ** * 73 66 ****** 29.68 ****** *** *** \n",
"4 ** ** ** ** ** ** * 72 64 ****** 29.70 ****** *** *** \n",
"\n",
" PCP01 PCP06 PCP24 PCPXX SD \n",
"0 ***** ***** ***** ***** ** \n",
"1 ***** ***** ***** ***** ** \n",
"2 ***** ***** ***** ***** ** \n",
"3 ***** ***** ***** ***** ** \n",
"4 ***** ***** ***** ***** ** "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown=pd.read_csv(\"9693687323818dat.txt\", delim_whitespace=True)\n",
"dfhtown.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dfheader=pd.read_html(\"72061700208-2016-04_9693687323818dat.html\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <tbody>\n",
" <tr>\n",
" <td>AWS ID 720617</td>\n",
" <td>WBAN ID 00208</td>\n",
" <td>Name HOUSTON EXECUTIVE AIRPORT</td>\n",
" <td>Country UNITED STATES</td>\n",
" <td>State TEXAS</td>\n",
" <td>Latitude +29.800</td>\n",
" <td>Longitude -095.900</td>\n",
" <td>Elevation +0051.2 (meters)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def pd2html(df, header=False, index=False):\n",
" return HTML(df.to_html(index=False, header=False))\n",
"pd2html(dfheader[0])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <tbody>\n",
" <tr>\n",
" <td>USAF</td>\n",
" <td>WBAN</td>\n",
" <td>YR--MODAHRMN</td>\n",
" <td>DIR</td>\n",
" <td>SPD</td>\n",
" <td>GUS</td>\n",
" <td>CLG</td>\n",
" <td>SKC</td>\n",
" <td>L</td>\n",
" <td>M</td>\n",
" <td>H</td>\n",
" <td>VSB</td>\n",
" <td>MW</td>\n",
" <td>MW</td>\n",
" <td>MW</td>\n",
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" <td>AW</td>\n",
" <td>AW</td>\n",
" <td>AW</td>\n",
" <td>AW</td>\n",
" <td>W</td>\n",
" <td>TEMP</td>\n",
" <td>DEWP</td>\n",
" <td>SLP</td>\n",
" <td>ALT</td>\n",
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" <td>MAX</td>\n",
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" <td>PCPXX</td>\n",
" <td>SD</td>\n",
" </tr>\n",
" <tr>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>GMT</td>\n",
" <td>NaN</td>\n",
" <td>MPH</td>\n",
" <td>MPH</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Miles</td>\n",
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" <td>NaN</td>\n",
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" <td>F</td>\n",
" <td>F</td>\n",
" <td>Mb</td>\n",
" <td>inches</td>\n",
" <td>Mb</td>\n",
" <td>F</td>\n",
" <td>F</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
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" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd2html(dfheader[1][:2])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>USAF</th>\n",
" <th>WBAN</th>\n",
" <th>DIR</th>\n",
" <th>SPD</th>\n",
" <th>GUS</th>\n",
" <th>CLG</th>\n",
" <th>SKC</th>\n",
" <th>L</th>\n",
" <th>M</th>\n",
" <th>H</th>\n",
" <th>VSB</th>\n",
" <th>MW</th>\n",
" <th>MW.1</th>\n",
" <th>MW.2</th>\n",
" <th>MW.3</th>\n",
" <th>AW</th>\n",
" <th>AW.1</th>\n",
" <th>AW.2</th>\n",
" <th>AW.3</th>\n",
" <th>W</th>\n",
" <th>TEMP</th>\n",
" <th>DEWP</th>\n",
" <th>SLP</th>\n",
" <th>ALT</th>\n",
" <th>STP</th>\n",
" <th>MAX</th>\n",
" <th>MIN</th>\n",
" <th>PCP01</th>\n",
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" <th>PCP24</th>\n",
" <th>PCPXX</th>\n",
" <th>SD</th>\n",
" </tr>\n",
" <tr>\n",
" <th>YR--MODAHRMN</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>201604010015</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>***</td>\n",
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" <td>722</td>\n",
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" <td>*</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>10.0</td>\n",
" <td>**</td>\n",
" <td>**</td>\n",
" <td>**</td>\n",
" <td>**</td>\n",
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" <td>**</td>\n",
" <td>**</td>\n",
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" <td>*</td>\n",
" <td>79</td>\n",
" <td>66</td>\n",
" <td>******</td>\n",
" <td>29.67</td>\n",
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" <td>*****</td>\n",
" <td>*****</td>\n",
" <td>*****</td>\n",
" <td>*****</td>\n",
" <td>**</td>\n",
" </tr>\n",
" <tr>\n",
" <th>201604010035</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>330</td>\n",
" <td>6</td>\n",
" <td>***</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>9.1</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>75</td>\n",
" <td>66</td>\n",
" <td>******</td>\n",
" <td>29.66</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>201604010055</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>330</td>\n",
" <td>3</td>\n",
" <td>***</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>*</td>\n",
" <td>10.0</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>73</td>\n",
" <td>66</td>\n",
" <td>******</td>\n",
" <td>29.67</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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" USAF WBAN DIR SPD GUS CLG SKC L M H VSB MW MW.1 \\\n",
"YR--MODAHRMN \n",
"201604010015 720617 208 *** 0 *** 722 CLR * * * 10.0 ** ** \n",
"201604010035 720617 208 330 6 *** 722 CLR * * * 9.1 ** ** \n",
"201604010055 720617 208 330 3 *** 722 CLR * * * 10.0 ** ** \n",
"\n",
" MW.2 MW.3 AW AW.1 AW.2 AW.3 W TEMP DEWP SLP ALT STP \\\n",
"YR--MODAHRMN \n",
"201604010015 ** ** ** ** ** ** * 79 66 ****** 29.67 ****** \n",
"201604010035 ** ** ** ** ** ** * 75 66 ****** 29.66 ****** \n",
"201604010055 ** ** ** ** ** ** * 73 66 ****** 29.67 ****** \n",
"\n",
" MAX MIN PCP01 PCP06 PCP24 PCPXX SD \n",
"YR--MODAHRMN \n",
"201604010015 *** *** ***** ***** ***** ***** ** \n",
"201604010035 *** *** ***** ***** ***** ***** ** \n",
"201604010055 *** *** ***** ***** ***** ***** ** "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown.set_index(dfhtown.columns[2], inplace=True)\n",
"dfhtown.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>USAF</th>\n",
" <th>WBAN</th>\n",
" <th>DIR</th>\n",
" <th>SPD</th>\n",
" <th>GUS</th>\n",
" <th>CLG</th>\n",
" <th>SKC</th>\n",
" <th>VSB</th>\n",
" <th>AW</th>\n",
" <th>TEMP</th>\n",
" <th>DEWP</th>\n",
" <th>ALT</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2016-04-01 00:15:00</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>10.0</td>\n",
" <td>NaN</td>\n",
" <td>79</td>\n",
" <td>66</td>\n",
" <td>29.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 00:35:00</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>330</td>\n",
" <td>6</td>\n",
" <td>NaN</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>9.1</td>\n",
" <td>NaN</td>\n",
" <td>75</td>\n",
" <td>66</td>\n",
" <td>29.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 00:55:00</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>330</td>\n",
" <td>3</td>\n",
" <td>NaN</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>10.0</td>\n",
" <td>NaN</td>\n",
" <td>73</td>\n",
" <td>66</td>\n",
" <td>29.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 01:15:00</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>330</td>\n",
" <td>6</td>\n",
" <td>NaN</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>10.0</td>\n",
" <td>NaN</td>\n",
" <td>73</td>\n",
" <td>66</td>\n",
" <td>29.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 01:35:00</th>\n",
" <td>720617</td>\n",
" <td>208</td>\n",
" <td>340</td>\n",
" <td>7</td>\n",
" <td>NaN</td>\n",
" <td>722</td>\n",
" <td>CLR</td>\n",
" <td>10.0</td>\n",
" <td>NaN</td>\n",
" <td>72</td>\n",
" <td>64</td>\n",
" <td>29.70</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" USAF WBAN DIR SPD GUS CLG SKC VSB AW TEMP \\\n",
"datetime \n",
"2016-04-01 00:15:00 720617 208 NaN 0 NaN 722 CLR 10.0 NaN 79 \n",
"2016-04-01 00:35:00 720617 208 330 6 NaN 722 CLR 9.1 NaN 75 \n",
"2016-04-01 00:55:00 720617 208 330 3 NaN 722 CLR 10.0 NaN 73 \n",
"2016-04-01 01:15:00 720617 208 330 6 NaN 722 CLR 10.0 NaN 73 \n",
"2016-04-01 01:35:00 720617 208 340 7 NaN 722 CLR 10.0 NaN 72 \n",
"\n",
" DEWP ALT \n",
"datetime \n",
"2016-04-01 00:15:00 66 29.67 \n",
"2016-04-01 00:35:00 66 29.66 \n",
"2016-04-01 00:55:00 66 29.67 \n",
"2016-04-01 01:15:00 66 29.68 \n",
"2016-04-01 01:35:00 64 29.70 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown.index=pd.to_datetime(dfhtown.index, format=\"%Y%m%d%H%M\")\n",
"dfhtown.index.name='datetime'\n",
"dfhtown.replace(to_replace='\\*+', value=np.nan, regex=True, inplace=True)\n",
"dfhtown.dropna(axis=1, inplace=True, how='all')\n",
"dfhtown.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>10</th>\n",
" <th>11</th>\n",
" <th>12</th>\n",
" <th>13</th>\n",
" <th>14</th>\n",
" <th>15</th>\n",
" <th>16</th>\n",
" <th>17</th>\n",
" <th>18</th>\n",
" <th>19</th>\n",
" <th>20</th>\n",
" <th>21</th>\n",
" <th>22</th>\n",
" <th>23</th>\n",
" <th>24</th>\n",
" <th>25</th>\n",
" <th>26</th>\n",
" <th>27</th>\n",
" <th>28</th>\n",
" <th>29</th>\n",
" <th>30</th>\n",
" <th>31</th>\n",
" <th>32</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>USAF</td>\n",
" <td>WBAN</td>\n",
" <td>YR--MODAHRMN</td>\n",
" <td>DIR</td>\n",
" <td>SPD</td>\n",
" <td>GUS</td>\n",
" <td>CLG</td>\n",
" <td>SKC</td>\n",
" <td>L</td>\n",
" <td>M</td>\n",
" <td>H</td>\n",
" <td>VSB</td>\n",
" <td>MW</td>\n",
" <td>MW</td>\n",
" <td>MW</td>\n",
" <td>MW</td>\n",
" <td>AW</td>\n",
" <td>AW</td>\n",
" <td>AW</td>\n",
" <td>AW</td>\n",
" <td>W</td>\n",
" <td>TEMP</td>\n",
" <td>DEWP</td>\n",
" <td>SLP</td>\n",
" <td>ALT</td>\n",
" <td>STP</td>\n",
" <td>MAX</td>\n",
" <td>MIN</td>\n",
" <td>PCP01</td>\n",
" <td>PCP06</td>\n",
" <td>PCP24</td>\n",
" <td>PCPXX</td>\n",
" <td>SD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>GMT</td>\n",
" <td>NaN</td>\n",
" <td>MPH</td>\n",
" <td>MPH</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Miles</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>F</td>\n",
" <td>F</td>\n",
" <td>Mb</td>\n",
" <td>inches</td>\n",
" <td>Mb</td>\n",
" <td>F</td>\n",
" <td>F</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" <td>inches</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 7 8 9 10 11 \\\n",
"0 USAF WBAN YR--MODAHRMN DIR SPD GUS CLG SKC L M H VSB \n",
"1 NaN NaN GMT NaN MPH MPH NaN NaN NaN NaN NaN Miles \n",
"\n",
" 12 13 14 15 16 17 18 19 20 21 22 23 24 25 \\\n",
"0 MW MW MW MW AW AW AW AW W TEMP DEWP SLP ALT STP \n",
"1 NaN NaN NaN NaN NaN NaN NaN NaN NaN F F Mb inches Mb \n",
"\n",
" 26 27 28 29 30 31 32 \n",
"0 MAX MIN PCP01 PCP06 PCP24 PCPXX SD \n",
"1 F F inches inches inches inches inches "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfunits=dfheader[1][:2]\n",
"dfunits"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SPD</th>\n",
" <td>MPH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GUS</th>\n",
" <td>MPH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>VSB</th>\n",
" <td>Miles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEMP</th>\n",
" <td>F</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DEWP</th>\n",
" <td>F</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALT</th>\n",
" <td>inches</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 1\n",
"SPD MPH\n",
"GUS MPH\n",
"VSB Miles\n",
"TEMP F\n",
"DEWP F\n",
"ALT inches"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfunits.rename(columns=dfunits.iloc[0]).iloc[1].loc[dfhtown.columns].dropna().to_frame()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"USAF int64\n",
"WBAN int64\n",
"DIR object\n",
"SPD object\n",
"GUS object\n",
"CLG object\n",
"SKC object\n",
"VSB object\n",
"AW object\n",
"TEMP object\n",
"DEWP object\n",
"ALT object\n",
"dtype: object"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DIR</th>\n",
" <th>SPD</th>\n",
" <th>VSB</th>\n",
" <th>TEMP</th>\n",
" <th>DEWP</th>\n",
" <th>ALT</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2016-04-01 00:15:00</th>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>79.0</td>\n",
" <td>66.0</td>\n",
" <td>29.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 00:35:00</th>\n",
" <td>330.0</td>\n",
" <td>6.0</td>\n",
" <td>9.1</td>\n",
" <td>75.0</td>\n",
" <td>66.0</td>\n",
" <td>29.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 00:55:00</th>\n",
" <td>330.0</td>\n",
" <td>3.0</td>\n",
" <td>10.0</td>\n",
" <td>73.0</td>\n",
" <td>66.0</td>\n",
" <td>29.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 01:15:00</th>\n",
" <td>330.0</td>\n",
" <td>6.0</td>\n",
" <td>10.0</td>\n",
" <td>73.0</td>\n",
" <td>66.0</td>\n",
" <td>29.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04-01 01:35:00</th>\n",
" <td>340.0</td>\n",
" <td>7.0</td>\n",
" <td>10.0</td>\n",
" <td>72.0</td>\n",
" <td>64.0</td>\n",
" <td>29.70</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DIR SPD VSB TEMP DEWP ALT\n",
"datetime \n",
"2016-04-01 00:15:00 NaN 0.0 10.0 79.0 66.0 29.67\n",
"2016-04-01 00:35:00 330.0 6.0 9.1 75.0 66.0 29.66\n",
"2016-04-01 00:55:00 330.0 3.0 10.0 73.0 66.0 29.67\n",
"2016-04-01 01:15:00 330.0 6.0 10.0 73.0 66.0 29.68\n",
"2016-04-01 01:35:00 340.0 7.0 10.0 72.0 64.0 29.70"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown = dfhtown[['DIR','SPD','VSB','TEMP','DEWP','ALT']].astype('float64',raise_on_error=False)\n",
"dfhtown.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"DIR float64\n",
"SPD float64\n",
"VSB float64\n",
"TEMP float64\n",
"DEWP float64\n",
"ALT float64\n",
"dtype: object"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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",
" this.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 overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#RH =100*(EXP((17.625*TD)/(243.04+TD))/EXP((17.625*T)/(243.04+T))) \n",
"dfhtown['T']=(dfhtown['TEMP']-32)/1.8\n",
"dfhtown['TD']=(dfhtown['DEWP']-32)/1.8\n",
"dfhtown['RH']=dfhtown.eval(\"100*(exp((17.625*TD)/(243.04+TD))/exp((17.625*T)/(243.04+T)))\")\n",
"dfhtown[['RH']].plot(style='.');"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DIR</th>\n",
" <th>SPD</th>\n",
" <th>VSB</th>\n",
" <th>TEMP</th>\n",
" <th>DEWP</th>\n",
" <th>ALT</th>\n",
" <th>T</th>\n",
" <th>TD</th>\n",
" <th>RH</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>20087.000000</td>\n",
" <td>25833.000000</td>\n",
" <td>23997.000000</td>\n",
" <td>25844.000000</td>\n",
" <td>25844.000000</td>\n",
" <td>25853.000000</td>\n",
" <td>25844.000000</td>\n",
" <td>25844.000000</td>\n",
" <td>25844.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>168.682232</td>\n",
" <td>6.866527</td>\n",
" <td>8.109147</td>\n",
" <td>71.196835</td>\n",
" <td>63.041751</td>\n",
" <td>30.041237</td>\n",
" <td>21.776019</td>\n",
" <td>17.245417</td>\n",
" <td>78.277455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>108.760045</td>\n",
" <td>5.283873</td>\n",
" <td>2.605837</td>\n",
" <td>12.736647</td>\n",
" <td>13.240728</td>\n",
" <td>0.162329</td>\n",
" <td>7.075915</td>\n",
" <td>7.355960</td>\n",
" <td>19.340430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>10.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>19.000000</td>\n",
" <td>10.000000</td>\n",
" <td>29.450000</td>\n",
" <td>-7.222222</td>\n",
" <td>-12.222222</td>\n",
" <td>17.552120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>110.000000</td>\n",
" <td>3.000000</td>\n",
" <td>7.000000</td>\n",
" <td>64.000000</td>\n",
" <td>57.000000</td>\n",
" <td>29.950000</td>\n",
" <td>17.777778</td>\n",
" <td>13.888889</td>\n",
" <td>64.138382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>170.000000</td>\n",
" <td>7.000000</td>\n",
" <td>9.100000</td>\n",
" <td>73.000000</td>\n",
" <td>66.000000</td>\n",
" <td>30.020000</td>\n",
" <td>22.777778</td>\n",
" <td>18.888889</td>\n",
" <td>83.472995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>200.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>81.000000</td>\n",
" <td>73.000000</td>\n",
" <td>30.130000</td>\n",
" <td>27.222222</td>\n",
" <td>22.777778</td>\n",
" <td>93.564177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>990.000000</td>\n",
" <td>36.000000</td>\n",
" <td>10.000000</td>\n",
" <td>99.000000</td>\n",
" <td>81.000000</td>\n",
" <td>30.790000</td>\n",
" <td>37.222222</td>\n",
" <td>27.222222</td>\n",
" <td>100.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DIR SPD VSB TEMP DEWP \\\n",
"count 20087.000000 25833.000000 23997.000000 25844.000000 25844.000000 \n",
"mean 168.682232 6.866527 8.109147 71.196835 63.041751 \n",
"std 108.760045 5.283873 2.605837 12.736647 13.240728 \n",
"min 10.000000 0.000000 0.000000 19.000000 10.000000 \n",
"25% 110.000000 3.000000 7.000000 64.000000 57.000000 \n",
"50% 170.000000 7.000000 9.100000 73.000000 66.000000 \n",
"75% 200.000000 10.000000 10.000000 81.000000 73.000000 \n",
"max 990.000000 36.000000 10.000000 99.000000 81.000000 \n",
"\n",
" ALT T TD RH \n",
"count 25853.000000 25844.000000 25844.000000 25844.000000 \n",
"mean 30.041237 21.776019 17.245417 78.277455 \n",
"std 0.162329 7.075915 7.355960 19.340430 \n",
"min 29.450000 -7.222222 -12.222222 17.552120 \n",
"25% 29.950000 17.777778 13.888889 64.138382 \n",
"50% 30.020000 22.777778 18.888889 83.472995 \n",
"75% 30.130000 27.222222 22.777778 93.564177 \n",
"max 30.790000 37.222222 27.222222 100.000000 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfhtown.describe()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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",
" this.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 overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfhtown.rolling(window=72).mean()[['TEMP']].plot();"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"usage: xlwings-script.py addin [-h]\n",
" {install,update,upgrade,remove,uninstall,status}\n",
" ...\n",
"\n",
"positional arguments:\n",
" {install,update,upgrade,remove,uninstall,status}\n",
"\n",
"optional arguments:\n",
" -h, --help show this help message and exit\n"
]
}
],
"source": [
"!xlwings addin --help"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Successfully installed the xlwings add-in! Please restart Excel.\n"
]
}
],
"source": [
"!xlwings addin install"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"usage: xlwings-script.py [-h] {addin,template,quickstart} ...\n",
"\n",
"positional arguments:\n",
" {addin,template,quickstart}\n",
" addin xlwings Excel Add-in\n",
" template xlwings Excel template\n",
" quickstart xlwings quickstart\n",
"\n",
"optional arguments:\n",
" -h, --help show this help message and exit\n"
]
}
],
"source": [
"!xlwings --help"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"!xlwings quickstart htown"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"wb = xw.Book(\".\\htown\\htown.xlsm\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"wsh = wb.sheets['Sheet1']"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"wsh.name = 'data'"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Python\\Anaconda3_64b\\lib\\site-packages\\xlwings\\_xlwindows.py:1024: FutureWarning: to_datetime is deprecated. Use self.to_pydatetime()\n",
" return _datetime_to_com_time(x)\n"
]
}
],
"source": [
"wsh.range('A1').value = dfhtown"
]
},
{
"cell_type": "code",
"execution_count": 23,
"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",
" this.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 overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" // select the cell after this one\n",
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
" IPython.notebook.select(index + 1);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Picture 'Relative Humidity and Temperature Over Last Year' in <Sheet [htown.xlsm]data>>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig=plt.figure()\n",
"dfhtown[['RH']].plot(style='.', ax=plt.gca())\n",
"plt.legend(loc='lower left', title='legend')\n",
"dfhtown[['T']].plot(style='.', ax=plt.gca(), secondary_y = True);\n",
"wsh.pictures.add(fig, name='Relative Humidity and Temperature Over Last Year', update = True, top=100, left=600)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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