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@ -138,59 +138,145 @@ def post_process_miles(seconds, miles, days):
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corrected_miles = [mile if mile > 0 else math.nan for mile in corrected_miles]
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return corrected_miles
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def post_process_clocks(seconds, clocks, days):
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good = []
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for i in range(1, len(seconds) - 2):
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if math.isnan(clocks[i]) or clocks[i] < 60 or clocks[i] > 780:
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continue
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if days[i] is None or days[i] == 'score':
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continue
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# handle big jumps to apparently good data
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if good and (seconds[i] - seconds[good[-1]] < 120):
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if clocks[i] - clocks[good[-1]] > math.ceil((seconds[i] - seconds[good[-1]]) / 60):
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continue
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if clocks[i] - clocks[good[-1]] < math.floor((seconds[i] - seconds[good[-1]]) / 60):
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continue
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if (clocks[i] - clocks[i - 1]) in [0, 1] and (clocks[i + 1] - clocks[i]) in [0, 1]:
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good.append(i)
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corrected_clocks = [clocks[i] if i in good else 0. for i in range(len(clocks))]
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for i in range(len(seconds)):
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if corrected_clocks[i]:
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continue
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if days[i] is None or days[i] == 'score':
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continue
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for j in range(i):
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if 59.5 <= (seconds[i] - seconds[j]) <= 60.5:
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if corrected_clocks[j]:
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corrected_clocks[i] = corrected_clocks[j] + 1
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break
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return corrected_clocks
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@app.route('/bus_synthesizer/latest')
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@request_stats
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def latest():
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ago_30_min = datetime.datetime.utcnow() - datetime.timedelta(minutes=30)
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query = common.database.query(app.db_manager.get_conn(), """
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SELECT timestamp, odometer, timeofday
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SELECT timestamp, odometer, clock, timeofday
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FROM bus_data
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WHERE timestamp > %(start)s
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--AND NOT segment LIKE '%%partial%%'
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ORDER BY timestamp;
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""", start=ago_30_min)
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rows = query.fetchall()
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times, miles, days = zip(*rows)
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times, miles, clocks, days = zip(*rows)
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seconds = [(time - times[0]) / datetime.timedelta(seconds=1) for time in times]
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miles = [math.nan if mile is None else mile for mile in miles]
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clocks = [math.nan if clock is None else clock for clock in clocks]
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corrected_miles = post_process_miles(seconds, miles, days)
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corrected_clocks = post_process_clocks(seconds, clocks, days)
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raw = times[-1], miles[-1], days[-1]
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raw = times[-1], miles[-1], days[-1], clocks[-1]
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latest = None
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second_latest = None
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for i in range(len(times) - 1, -1, -1):
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if not math.isnan(corrected_miles[i]):
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if latest is None:
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latest = times[i], seconds[i], corrected_miles[i], days[i]
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latest = {'time':times[i],
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'second':seconds[i],
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'mile':corrected_miles[i],
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'day':days[i],
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'clock':corrected_clocks[i]}
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elif second_latest is None:
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second_latest = times[i], seconds[i], corrected_miles[i], days[i]
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second_latest = {'time':times[i],
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'second':seconds[i],
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'mile':corrected_miles[i],
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'day':days[i],
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'clock':corrected_clocks[i]}
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else:
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break
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if latest is not None and latest['clock']:
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if latest['day'] == 'day':
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# before 7:30 is pm
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is_pm = latest['clock'] < 7 * 60 + 30
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elif latest['day'] == 'dusk':
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is_pm = True
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elif latest['day'] == 'night':
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# after 8:00 is pm
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is_pm = latest['clock'] >= 8 * 60
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else: # dawn - game does not go back to day
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# before 6:40 is pm
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if latest['clock'] < 6 * 60 + 40:
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is_pm = True
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elif latest['clock'] >= 7 * 60:
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is_pm = True
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else:
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# 6:40 to 7:00 is ambiguous; look back 21 min
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twenty_one = None
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for i in range(len(times)):
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if (21 * 60 - 0.5) <= (latest['second'] - seconds[i]) <= (21 * 60 + 0.5):
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twenty_one = i
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break
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if twenty_one is not None and days[twenty_one] == 'night':
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is_pm = False
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else:
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is_pm = True
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hour = latest['clock'] // 60
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minute = latest['clock'] % 60
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if is_pm:
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hour += 12
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proccessed_clock = '{}:{:02d}'.format(hour, minute)
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else:
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proccessed_clock = None
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if latest is not None:
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processed = latest[0], latest[2], latest[3]
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processed = latest['time'], latest['mile'], latest['day'], proccessed_clock
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else:
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processed = (None, None, None)
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processed = (None, None, None, None)
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if second_latest is not None:
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m = (latest[2] - second_latest[2]) / (latest[1] - second_latest[1])
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b = latest[2] - m * latest[1]
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m = (latest['mile'] - second_latest['mile']) / (latest['second'] - second_latest['second'])
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b = latest['mile'] - m * latest['second']
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now = datetime.datetime.utcnow()
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now_second = (now - times[0]) / datetime.timedelta(seconds=1)
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predicted = now, m * now_second + b, days[-1]
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if latest['clock']:
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diff = int(math.floor((now - latest['time']) / datetime.timedelta(minutes = 1)))
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new_clock = hour * 60 + minute + diff
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minute = new_clock % 60
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hour = (new_clock // 60) % 24
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predicted_clock = '{}:{:02d}'.format(hour, minute)
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else:
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predicted = None, None, None
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predicted_clock = None
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predicted = now, m * now_second + b, days[-1], predicted_clock
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else:
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predicted = None, None, None, None
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output = {'raw':tuple_to_dict(raw),
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'post_processed':tuple_to_dict(processed),
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'predicted':tuple_to_dict(predicted),
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}
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return to_json(output)
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def tuple_to_dict(t, names=['time', 'mile', 'ToD']):
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def tuple_to_dict(t, names=['time', 'mile', 'ToD', 'clock']):
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return {names[i]:t[i] for i in range(len(t))}
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