Mercurial > ~darius > hgwebdir.cgi > vanlogger
annotate graph.py @ 4:a7e9775b33f6
Add graph script based on AGL code (but better)
author | Daniel O'Connor <darius@dons.net.au> |
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date | Fri, 22 Dec 2017 13:03:06 +0100 |
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children | 30e7adf283ca |
rev | line source |
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Add graph script based on AGL code (but better)
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1 #!/usr/bin/env python |
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2 |
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3 import argparse |
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4 import datetime |
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5 import dateutil |
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6 import exceptions |
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7 import matplotlib |
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8 import matplotlib.dates |
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9 import numpy |
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10 import os |
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11 import requests |
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12 import sqlite3 |
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13 import tzlocal |
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14 |
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15 class Column(object): |
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16 def __init__(self, rowname, title, table, units, limits = (None, None), conv = None): |
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17 self.rowname = rowname |
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18 self.title = title |
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19 self.table = table |
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20 self.units = units |
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21 self.limits = limits |
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22 self.conv = None |
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23 |
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24 columns = [ |
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25 Column('main_voltage', 'Battery Voltage', 'eprolog', 'Vdc'), |
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26 Column('aux_voltage', 'Aux Voltage', 'eprolog', 'Vdc'), |
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27 Column('battery_curr', 'Battery Current', 'eprolog', 'A'), |
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28 Column('amp_hours', 'Battery Amp Hours', 'eprolog', 'Ah'), |
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29 Column('state_of_charge', 'State of Charge', 'eprolog', '%', (0, 100)), |
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30 Column('time_remaining', 'Time Remaining', 'eprolog', 'min'), |
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31 Column('battery_temp', 'Battery Temperature', 'eprolog', 'C'), |
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32 |
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33 Column('ac_act_power', 'Active Power', 'giantlog', 'W'), |
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34 Column('ac_app_power', 'Apparent Power', 'giantlog', 'W'), |
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35 Column('ac_frequency', 'AC Frequency', 'giantlog', 'Hz'), |
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36 Column('ac_volts', 'AC Voltage', 'giantlog', 'Vac'), |
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37 Column('batt_chr_curr', 'Discharge Current', 'giantlog', 'A'), |
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38 Column('batt_dis_curr', 'Charge Current', 'giantlog', 'A'), |
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39 Column('battery_cap', 'Battery Capacity', 'giantlog', '%', (0, 100)), |
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40 Column('battery_volts', 'Battery Voltage', 'giantlog', 'Vdc'), |
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41 Column('grid_frequency', 'Grid Frequency', 'giantlog', 'Hz'), |
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42 Column('grid_volts', 'Grid Voltage', 'giantlog', 'Vac'), |
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43 Column('hs_temperature', 'HS Temperature', 'giantlog', 'C'), |
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44 Column('load_pct', 'Load', 'giantlog', '%', (0, 100)), |
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45 ] |
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46 |
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47 def valid_date(s): |
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48 try: |
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49 return datetime.datetime.strptime(s, "%Y-%m-%d") |
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50 except ValueError: |
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51 raise argparse.ArgumentTypeError("Not a valid date: '{0}'.".format(s)) |
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52 |
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53 def main(): |
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54 parser = argparse.ArgumentParser() |
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55 parser.add_argument('-f', '--filename', help = 'Path to database', type = str, required = True) |
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56 parser.add_argument('-g', '--graphfn', help = 'File to write graph to', type = str) |
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57 parser.add_argument('-d', '--days', help = 'Days ago to graph', type = int) |
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58 parser.add_argument('-s', '--start', help = 'Start date for graph (YYYY-MM-DD)', type = valid_date) |
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59 parser.add_argument('-e', '--end', help = 'End date for graph (YYYY-MM-DD)', type = valid_date) |
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60 parser.add_argument('-c', '--column', help = 'Column to plot (can be specified multiple times)', type = str, action = 'append') |
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61 |
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62 args = parser.parse_args() |
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63 |
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64 if args.days is not None and args.days < 0: |
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65 parser.error('days must be non-negative') |
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66 |
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67 # Can specify.. |
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68 # Start and end |
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69 # Start and days |
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70 # End and days |
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71 # Nothing |
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72 # Want to end up with a start & end |
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73 if args.start is not None and args.end is not None: |
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74 pass |
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75 elif args.start is not None and args.days is not None: |
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76 args.end = args.start + datetime.timedelta(days = args.days) |
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77 elif args.end is not None and args.days is not None: |
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78 args.start = args.end - datetime.timedelta(days = args.days) |
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79 elif args.start is None and args.end is None and args.days is None: |
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80 end = datetime.date.today() |
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81 end = datetime.datetime(start.year, start.month, start.day) |
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82 args.start = args.end - datetime.timedelta(days = args.days) |
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83 else: |
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84 parser.error('can\'t specify days, start and end simultaneously') |
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85 |
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86 if args.start >= args.end: |
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87 parser.error('Start must be before end') |
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88 |
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89 cols = args.column |
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90 if cols == None: |
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91 cols = ['main_voltage', 'aux_voltage', 'ac_app_power'] |
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92 |
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93 dbh = sqlite3.connect(args.filename, detect_types = sqlite3.PARSE_DECLTYPES) |
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94 cur = dbh.cursor() |
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95 |
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96 # Get local timezone name and convert start/end to it |
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97 # Why is this so hard... |
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98 ltname = tzlocal.get_localzone().zone |
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99 ltname = 'Australia/Adelaide' |
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100 lt = dateutil.tz.gettz(ltname) |
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101 utc = dateutil.tz.gettz('UTC') |
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102 matplotlib.rcParams['timezone'] = ltname |
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103 |
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104 if args.start.tzinfo == None: |
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105 args.start = args.start.replace(tzinfo = lt) |
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106 if args.end.tzinfo == None: |
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107 args.end = args.end.replace(tzinfo = lt) |
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108 startlt = args.start |
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109 endlt = args.end |
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110 args.start = args.start.astimezone(utc) |
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111 args.end = args.end.astimezone(utc) |
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112 graph(args.graphfn, cur, cols, int(args.start.strftime('%s')), int(args.end.strftime('%s')), lt, utc) |
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113 |
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114 def graph(fname, cur, _cols, start, end, lt, utc): |
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115 import numpy |
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116 import matplotlib |
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117 import matplotlib.dates |
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118 |
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119 startdt = datetime.datetime.fromtimestamp(start).replace(tzinfo = utc).astimezone(lt) |
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120 enddt = datetime.datetime.fromtimestamp(end).replace(tzinfo = utc).astimezone(lt) |
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121 |
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122 colourlist = ['b','g','r','c','m','y','k'] |
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123 |
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124 cols = [] |
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125 |
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126 yaxisunits1 = None |
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127 yaxisunits2 = None |
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128 ax1lines = [] |
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129 ax2lines = [] |
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130 colouridx = 0 |
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131 for col in _cols: |
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132 # Check the column exists |
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133 for c in columns: |
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134 if col == c.rowname: |
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135 cols.append(c) |
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136 break |
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137 else: |
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138 raise exceptions.Exception('Unknown column name ' + c) |
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139 |
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140 # Work out what axes we are using |
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141 if yaxisunits1 == None: |
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142 yaxisunits1 = c.units |
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143 if yaxisunits2 == None: |
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144 if c.units != yaxisunits1: |
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145 yaxisunits2 = c.units |
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146 else: |
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147 if c.units != yaxisunits1 and c.units != yaxisunits2: |
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148 raise exceptions.Exception('Asked to graph >2 different units') |
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149 |
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150 for c in cols: |
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151 # Get the data |
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152 cur.execute('SELECT tstamp, ' + c.rowname + ' FROM ' + c.table + ' WHERE tstamp > ? AND tstamp < ? ORDER BY tstamp', |
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153 (start, end)) |
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154 ary = numpy.array(cur.fetchall()) |
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155 if ary.shape[0] == 0: |
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156 print('No data for ' + c.rowname) |
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157 return |
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158 |
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159 # Create TZ naive from POSIX stamp, then convert to TZ aware UTC then adjust to local time |
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160 c.xdata = map(lambda f: datetime.datetime.fromtimestamp(f).replace(tzinfo = utc).astimezone(lt), ary[:,0]) |
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161 c.ydata = ary[:,1] |
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162 if c.conv != None: |
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163 c.ydata = map(c.conv, c.ydata) |
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164 |
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165 scale_min, scale_max = c.limits |
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166 |
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167 # DoD? |
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168 c.annotation = None |
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169 |
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170 # Work out which axis to plot on |
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171 if c.units == yaxisunits1: |
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172 ax = ax1lines |
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173 else: |
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174 ax = ax2lines |
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175 c.colour = colourlist[colouridx] |
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176 colouridx += 1 |
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177 ax.append(c) |
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178 |
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179 # Load the right backend for display or save |
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180 if fname == None: |
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181 import matplotlib.pylab |
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182 fig = matplotlib.pylab.figure() |
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183 else: |
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184 import matplotlib.backends.backend_agg |
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185 fig = matplotlib.figure.Figure(figsize = (12, 6), dpi = 75) |
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186 |
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187 # Do the plot |
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188 ax1 = fig.add_subplot(111) |
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189 ax1.set_ylabel(yaxisunits1) |
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190 |
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191 annotations = [] |
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192 for line in ax1lines: |
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193 ax1.plot(line.xdata, line.ydata, label = line.title, color = line.colour) |
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194 if line.limits[0] != None or line.limits[1] != None: |
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195 ax1.set_ylim(line.limits[0], line.limits[1]) |
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196 if line.annotation != None: |
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197 annotations.append(line.annotation) |
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198 ax1.legend(loc = 'upper left') |
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199 |
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200 if len(ax2lines) > 0: |
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201 ax2 = ax1.twinx() |
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202 ax2.set_ylabel(yaxisunits2) |
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203 |
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204 for line in ax2lines: |
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205 ax2.plot(line.xdata, line.ydata, label = line.title, color = line.colour) |
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206 if line.limits[0] != None or line.limits[1] != None: |
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207 ax2.set_ylim(line.limits[0], line.limits[1]) |
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208 if line.annotation != None: |
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209 annotations.append(line.annotation) |
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210 |
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211 ax2.legend(loc = 'upper right') |
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212 |
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213 if len(annotations) > 0: |
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214 ax1.text(0.02, 0.9, reduce(lambda a, b: a + '\n' + b, annotations), |
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215 transform = ax1.transAxes, bbox = dict(facecolor = 'red', alpha = 0.5), |
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216 ha = 'left', va = 'top') |
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217 ndays = int(max(1, round((end - start) / 86400))) |
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218 for ax in fig.get_axes(): |
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219 if (enddt - startdt).total_seconds() > 86400: |
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220 ax.set_title('%s to %s' % (startdt.strftime('%Y-%m-%d'), enddt.strftime('%Y-%m-%d'))) |
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221 else: |
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222 ax.set_title('%s' % (startdt.strftime('%Y-%m-%d'))) |
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223 ax.set_xlim([startdt, enddt]) |
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224 ax.format_xdata = lambda d: matplotlib.dates.num2date(d).strftime('%d %b %H:%M') |
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225 ax.xaxis.grid(True) |
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226 ax.xaxis.set_major_formatter(matplotlib.dates.DateFormatter('%d %b\n%H:%M')) |
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227 ax.xaxis.set_major_locator(matplotlib.dates.HourLocator(interval = 2 * ndays)) |
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228 ax.xaxis.set_minor_locator(matplotlib.dates.MinuteLocator(interval = 5 * ndays)) |
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229 for label in ax.get_xticklabels(): |
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230 label.set_ha('center') |
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231 label.set_rotation(90) |
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232 |
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233 # Fudge margins to give more graph and less space |
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234 fig.subplots_adjust(left = 0.10, right = 0.88, top = 0.95, bottom = 0.15) |
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235 if fname == None: |
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236 matplotlib.pyplot.show() |
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237 else: |
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238 canvas = matplotlib.backends.backend_agg.FigureCanvasAgg(fig) # Sets canvas in fig too |
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239 fig.savefig(startlt.strftime(fname)) |
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240 |
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241 def updatedb(cur, data): |
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242 mkdb(cur) |
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243 for d in data['reads']['data']: |
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244 ts = datetime.datetime.strptime(d['t_stamp'], '%Y-%m-%dT%H:%M:%SZ') |
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245 # Note we rename *energy* to *power* here to match what it actually means |
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246 vals = [ts, d['battery_charge'], d['battery_energy'], d['energy_consumed'], d['energy_expected'], d['energy_exported'], d['energy_generated'], |
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247 d['energy_imported'], d['estimated_savings'], d['pv_forecast'], d['pv_generation']['battery_energy'], |
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248 d['pv_generation']['grid_energy'], d['pv_generation']['site_energy'], d['site_consumption']['battery_energy'], |
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249 d['site_consumption']['grid_energy'], d['site_consumption']['pv_energy']] |
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250 skip = True |
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251 for v in vals[1:]: |
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252 if v != None: |
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253 skip = False |
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254 break |
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255 if skip: |
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256 print('Skipping empty record at ' + str(ts)) |
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257 continue |
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258 cur.execute('INSERT OR IGNORE INTO agl(t_stamp, battery_charge, battery_power, power_consumed, power_expected, power_exported, power_generated, power_imported, estimated_savings, pv_forecast, pv_gen_battery, pv_gen_grid, pv_gen_site, site_cons_battery, site_cons_grid, site_cons_pv) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)', vals) |
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259 |
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260 def gettoken(username, password): |
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261 authblob = json.encoder.JSONEncoder().encode({'email' : username, 'password' : password}) |
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262 reply = requests.request('POST', loginurl, data = authblob, headers = {'Content-Type' : 'application/json'}) |
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263 if reply.status_code != 200: |
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264 return None |
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265 return json.decoder.JSONDecoder().decode(reply.content)['access_token'] |
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266 |
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267 def getdata(token, startdate, enddate): |
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268 #print('getting ' + startdate.strftime('%Y-%m-%d')) |
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269 reply = requests.request('GET', dataurl, params = { |
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270 'startDate' : startdate.strftime('%Y-%m-%d'), |
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271 'endDate' : enddate.strftime('%Y-%m-%d'), |
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272 'granularity' : 'Minute', |
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273 'metrics' : 'read', |
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274 'units' : 'W', |
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275 }, headers = { 'Authorization' : 'Bearer ' + token}) |
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276 |
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277 if reply.status_code != 200: |
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278 return None |
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279 |
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280 return json.decoder.JSONDecoder().decode(reply.content) |
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281 |
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282 def logout(token): |
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283 reply = requests.request('GET', logouturl, headers = { 'Authorization' : 'Bearer ' + token}) |
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284 return reply.status_code == 200 |
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285 |
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286 if __name__ == '__main__': |
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287 main() |