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Make weather data more user friendly
STATION STATION_NAME DATE PRCP TMAX TMIN AWND WT14 WT01 WT17 WT05 WT02 WT22 WT04 WT13 WT16 WT08 WT18 WT03
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120101 0 128 50 47 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120102 109 106 28 45 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120103 8 117 72 23 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120104 203 122 56 47 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120105 13 89 28 61 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120106 25 44 22 22 1 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120107 0 72 28 23 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120108 0 100 28 20 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120109 43 94 50 34 1 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120110 10 61 6 34 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120111 0 61 -11 51 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120112 0 61 -17 19 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120113 0 50 -28 13 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120114 41 44 6 53 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120115 53 11 -33 32 -9999 1 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120116 25 17 -28 50 -9999 -9999 -9999 -9999 -9999 -9999 -9999 1 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120117 81 33 0 56 -9999 1 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120118 198 0 -28 50 1 -9999 1 -9999 -9999 -9999 -9999 -9999 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120119 152 -11 -28 16 1 -9999 -9999 -9999 -9999 -9999 1 -9999 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120120 135 72 -11 23 1 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120121 30 83 33 82 1 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120122 61 67 22 48 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120123 0 83 11 36 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120124 86 100 22 51 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120125 81 89 44 54 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120126 48 89 11 48 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120127 0 67 -22 14 -9999 1 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120128 0 67 6 22 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120129 277 94 39 45 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120130 36 83 61 51 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120201 135 89 33 27 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120203 0 144 22 53 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120204 0 156 50 43 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120206 0 161 17 50 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120216 18 72 33 21 1 -9999 -9999 -9999 1 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120217 173 100 44 34 -9999 1 -9999 -9999 1 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120218 64 67 39 81 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120219 0 67 22 47 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120220 30 78 17 29 1 -9999 -9999 -9999 -9999 -9999 -9999 1 1 1 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120221 8 100 78 75 1 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120222 86 100 28 59 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120223 0 83 28 39 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120224 114 67 44 35 -9999 1 -9999 -9999 -9999 -9999 -9999 1 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120225 0 72 28 64 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120226 13 50 -11 34 1 -9999 -9999 -9999 -9999 -9999 1 -9999 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120227 0 67 -22 30 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120228 36 67 -6 42 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120229 8 50 11 70 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 1 -9999 1 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120301 0 61 11 31 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120308 0 156 6 25 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20120309 36 94 50 28 1 1 -9999 -9999 1 -9999 -9999 -9999 1 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20150904 0 183 100 29 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20150905 3 206 89 35 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20150907 3 211 133 15 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151021 0 161 83 13 -9999 1 -9999 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151106 0 156 83 27 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151107 127 122 94 30 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151108 66 111 78 18 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151110 13 111 39 39 -9999 1 -9999 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151111 15 111 61 46 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151112 99 111 50 51 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151113 335 133 94 65 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151114 472 94 61 45 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151115 224 89 22 41 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151201 122 100 39 35 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151202 25 106 44 50 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151203 127 156 78 59 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151217 218 67 39 60 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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GHCND:USW00024233 SEATTLE TACOMA INTERNATIONAL AIRPORT WA US 20151228 15 50 17 13 -9999 1 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999 -9999
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import csv
import sys
import datetime
reader = csv.reader(sys.stdin)
headers = reader.next()
# WT14 - Drizzle
# WT03 - Thunder
# WT04 - Ice pellets, sleet, snow pellets, or small hail"
# WT05 - Hail (may include small hail)
# WT16 - Rain (may include freezing rain, drizzle, and freezing drizzle)"
# WT17 - Freezing rain
# WT18 - Snow, snow pellets, snow grains, or ice crystals
# WT08 - Smoke or haze
# WT11 - High or damaging winds
# WT22 - Ice fog or freezing fog
# WT01 - Fog, ice fog, or freezing fog (may include heavy fog)
# WT02 - Heavy fog or heaving freezing fog (not always distinguished from fog)
# WT13 - Mist
# AWND - Average daily wind speed (tenths of meters per second)
# TOBS - Temperature at the time of observation (tenths of degrees C)
# TMAX - Maximum temperature (tenths of degrees C)
# TMIN - Minimum temperature (tenths of degrees C)
# PRCP - Precipitation (tenths of mm)
names = ['DATE', 'PRCP', 'TMAX', 'TMIN', 'AWND', 'WEATHER']
writer = csv.DictWriter(sys.stdout, fieldnames=names, extrasaction='ignore')
# writer.writeheader()
sys.stdout.write('date,precipitation,temp_max,temp_min,wind,weather\n')
for row in reader:
d = dict(zip(headers, row))
d['WEATHER'] = 'sun'
if d['WT22'] == '1' or d['WT02'] == '1' or d['WT01'] == '1':
d['WEATHER'] = 'fog'
if d['WT14'] == '1' or d['WT08'] == '1' or d['WT13'] == '1':
d['WEATHER'] = 'drizzle'
if d['WT16'] == '1' or d['WT17'] == '1' or d['WT05'] == '1' or d['WT03'] == '1':
d['WEATHER'] = 'rain'
if d['WT18'] == '1' or d['WT04'] == '1':
d['WEATHER'] = 'snow'
date = d['DATE']
date = datetime.datetime.strptime(date, "%Y%m%d").strftime('%Y-%m-%d')
d['DATE'] = date
d['AWND'] = 1.0 * int(d['AWND'])/10
d['TMAX'] = 1.0 * int(d['TMAX'])/10
d['TMIN'] = 1.0 * int(d['TMIN'])/10
d['PRCP'] = 1.0 * int(d['PRCP'])/10
writer.writerow(d)
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