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price flagging repl.txt
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Python interactive window. Type $help for a list of commands.
>>> import stat_script
Fetching item list from SDE: oceanus-1.0-105658
Finished calculating convert.
Fetching market data ...
Finished calculating raw_query.
Finished calculating raw_data.
Finished calculating expected_dates.
Finished calculating raw_data_filled.
Finished calculating market_data_groups.
Crunching Stats
Finished calculating stats.
Finished calculating market_sigmas.
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File ".\stat_script.py", line 413, in <module>
main()
File ".\stat_script.py", line 384, in main
region=region
File ".\stat_script.py", line 210, in volume_sigma_report
of_interest = pd.merge(vol_means, market_sigmas, left_on='itemid', right_on='itemid')
File "D:\Anaconda\lib\site-packages\pandas\tools\merge.py", line 38, in merge
copy=copy)
File "D:\Anaconda\lib\site-packages\pandas\tools\merge.py", line 184, in __init__
self.join_names) = self._get_merge_keys()
File "D:\Anaconda\lib\site-packages\pandas\tools\merge.py", line 344, in _get_merge_keys
right_keys.append(right[rk].values)
File "D:\Anaconda\lib\site-packages\pandas\core\frame.py", line 1743, in __getitem__
return self._getitem_column(key)
File "D:\Anaconda\lib\site-packages\pandas\core\frame.py", line 1750, in _getitem_column
return self._get_item_cache(key)
File "D:\Anaconda\lib\site-packages\pandas\core\generic.py", line 1058, in _get_item_cache
values = self._data.get(item)
File "D:\Anaconda\lib\site-packages\pandas\core\internals.py", line 2806, in get
loc = self.items.get_loc(item)
File "D:\Anaconda\lib\site-packages\pandas\core\index.py", line 1385, in get_loc
return self._engine.get_loc(_values_from_object(key))
File "pandas\index.pyx", line 133, in pandas.index.IndexEngine.get_loc (pandas\index.c:3795)
File "pandas\index.pyx", line 153, in pandas.index.IndexEngine.get_loc (pandas\index.c:3675)
File "pandas\hashtable.pyx", line 696, in pandas.hashtable.PyObjectHashTable.get_item (pandas\hashtable.c:12299)
File "pandas\hashtable.pyx", line 704, in pandas.hashtable.PyObjectHashTable.get_item (pandas\hashtable.c:12250)
KeyError: 'itemid'
>>> from stat_script import V
Fetching item list from SDE: oceanus-1.0-105658
Finished calculating convert.
Fetching market data ...
Finished calculating raw_query.
Finished calculating raw_data.
Finished calculating expected_dates.
Finished calculating raw_data_filled.
Finished calculating market_data_groups.
Crunching Stats
Finished calculating stats.
Finished calculating market_sigmas.
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File ".\stat_script.py", line 413, in <module>
main()
File ".\stat_script.py", line 384, in main
region=region
File ".\stat_script.py", line 210, in volume_sigma_report
of_interest = pd.merge(vol_means, market_sigmas, left_on='itemid', right_on='itemid')
File "D:\Anaconda\lib\site-packages\pandas\tools\merge.py", line 38, in merge
copy=copy)
File "D:\Anaconda\lib\site-packages\pandas\tools\merge.py", line 184, in __init__
self.join_names) = self._get_merge_keys()
File "D:\Anaconda\lib\site-packages\pandas\tools\merge.py", line 344, in _get_merge_keys
right_keys.append(right[rk].values)
File "D:\Anaconda\lib\site-packages\pandas\core\frame.py", line 1743, in __getitem__
return self._getitem_column(key)
File "D:\Anaconda\lib\site-packages\pandas\core\frame.py", line 1750, in _getitem_column
return self._get_item_cache(key)
File "D:\Anaconda\lib\site-packages\pandas\core\generic.py", line 1058, in _get_item_cache
values = self._data.get(item)
File "D:\Anaconda\lib\site-packages\pandas\core\internals.py", line 2806, in get
loc = self.items.get_loc(item)
File "D:\Anaconda\lib\site-packages\pandas\core\index.py", line 1385, in get_loc
return self._engine.get_loc(_values_from_object(key))
File "pandas\index.pyx", line 133, in pandas.index.IndexEngine.get_loc (pandas\index.c:3795)
File "pandas\index.pyx", line 153, in pandas.index.IndexEngine.get_loc (pandas\index.c:3675)
File "pandas\hashtable.pyx", line 696, in pandas.hashtable.PyObjectHashTable.get_item (pandas\hashtable.c:12299)
File "pandas\hashtable.pyx", line 704, in pandas.hashtable.PyObjectHashTable.get_item (pandas\hashtable.c:12250)
KeyError: 'itemid'
>>> "{0:3d}".format(1)
' 1'
>>> V
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
NameError: name 'V' is not defined
>>> import stat_script as s
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File ".\stat_script.py", line 30, in <module>
V = AttrLogger()
File ".\stat_script.py", line 25, in __init__
self.start_time = time.clock()
File ".\stat_script.py", line 27, in __setattr__
print "{0:5d} Finished calculating {0}.".format(time.clock(), name)
ValueError: Unknown format code 'd' for object of type 'float'
>>> "{0:3f}".format(1)
'1.000000'
>>> "{0:4.2f}".format(1)
'1.00'
>>> "{0:>4.2f}".format(1)
'1.00'
>>> "{0:>4.2f}".format(1)
'1.00'
>>> "{0:>4.1f}".format(1)
' 1.0'
>>> "{0:>7.1f}".format(1)
' 1.0'
>>> "{0:>6.1f}".format(1)
' 1.0'
>>> import stat_script as s
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File ".\stat_script.py", line 30, in <module>
V = AttrLogger()
File ".\stat_script.py", line 25, in __init__
self.start_time = time.clock()
File ".\stat_script.py", line 27, in __setattr__
print "{0:5d} Finished calculating {0}.".format(time.clock(), name)
ValueError: Unknown format code 'd' for object of type 'float'
>>> import stat_script as s
1e+02 Finished calculating 129.92129712.
Fetching item list from SDE: oceanus-1.0-105658
1e+02 Finished calculating 130.066723494.
Fetching market data ...
1e+02 Finished calculating 130.067406961.
2e+02 Finished calculating 176.128034499.
2e+02 Finished calculating 176.151533435.
2e+02 Finished calculating 196.679380131.
2e+02 Finished calculating 196.680091953.
Crunching Stats
3e+02 Finished calculating 275.87370832.
3e+02 Finished calculating 276.043314653.
3e+02 Finished calculating 276.729748474.
>>> s.V
<stat_script.AttrLogger object at 0x0000000028FCE828>
Resetting execution engine
The Python REPL process has exited
>>> import stat_script as s
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File ".\stat_script.py", line 30, in <module>
V = AttrLogger()
File ".\stat_script.py", line 25, in __init__
self.start_time = time.clock()
File ".\stat_script.py", line 27, in __setattr__
print "{0:10.1f} Finished calculating {1}.".format(time.clock()-self.start_time, name)
AttributeError: 'AttrLogger' object has no attribute 'start_time'
>>> import stat_script as s
Fetching item list from SDE: oceanus-1.0-105658
0.2 Finished calculating convert.
Fetching market data ...
0.2 Finished calculating raw_query.
45.3 Finished calculating raw_data.
45.3 Finished calculating expected_dates.
65.6 Finished calculating raw_data_filled.
65.6 Finished calculating market_data_groups.
Crunching Stats
144.3 Finished calculating stats.
144.5 Finished calculating market_sigmas.
145.1 Finished calculating vol_means.
>>> s.V.market_sigmas
typename N MIN \
typeid
18 Plagioclase 366 3875802
19 Spodumain 363 0
20 Kernite 365 0
21 Hedbergite 366 854
22 Arkonor 366 1247
34 Tritanium 366 6422449079
35 Pyerite 366 1538021810
36 Mexallon 366 640981265
37 Isogen 366 103925510
38 Nocxium 366 26201277
39 Zydrine 366 10148009
40 Megacyte 366 4775428
41 Garbage 366 50
42 Spiced Wine 366 273
43 Antibiotics 366 5959
44 Enriched Uranium 366 199842
45 Frozen Plant Seeds 362 0
178 Carbonized Lead S 366 13965
179 Nuclear S 366 24019
180 Proton S 365 0
181 Depleted Uranium S 366 23513
182 Titanium Sabot S 366 25500
183 Fusion S 366 67246
184 Phased Plasma S 366 121667
185 EMP S 365 0
186 Carbonized Lead M 366 12650
187 Nuclear M 365 0
188 Proton M 366 14656
189 Depleted Uranium M 366 19902
190 Titanium Sabot M 366 46947
... ... ... ...
34050 Women's 'Hover' Tights (opaque blue) 38 0
34051 Women's 'Hover' Tights (opaque gray) 29 0
34056 Men's 'Nova' Headwear (black) 41 0
34057 Men's 'Tectonic' Headwear (matte black) 30 0
34059 Men's 'Nova' Headwear (silver) 15 0
34061 Men's 'Nova' Headwear (bronze) 30 0
34062 Men's 'Tectonic' Headwear (metal) 21 0
34064 Women's 'Aeriform' Headwear (cyan) 31 0
34065 Women's 'Blades' Headwear (gunmetal) 40 0
34068 Women's 'Spiderweb' Headwear (black) 31 0
34070 Women's 'Aeriform' Headwear (orange) 25 0
34072 Women's 'Spiderweb' Headwear (copper) 10 0
34073 Women's 'Spiderweb' Headwear (metallic) 14 0
34074 Women's 'Blades' Headwear (jade) 46 0
34118 Megathron Quafe Edition 17 0
34122 Limited Jump Drive Economizer 67 0
34124 Experimental Jump Drive Economizer 68 0
34126 Prototype Jump Drive Economizer 39 0
34132 Pilot's Body Resculpt Certificate 69 0
34133 Multiple Pilot Training Certificate 69 0
34156 Men's 'Marshal' Jacket (Caldari) 27 0
34157 Men's 'Marshal' Jacket (Amarr) 19 0
34158 Men's 'Marshal' Jacket (Minmatar) 12 0
34159 Men's 'Marshal' Jacket (Gallente) 20 0
34160 Men's 'Marshal' Jacket (ORE) 32 0
34169 Women's 'Gunner' Jacket (Caldari) 18 0
34170 Women's 'Gunner' Jacket (Amarr) 6 0
34171 Women's 'Gunner' Jacket (Minmatar) 8 0
34172 Women's 'Gunner' Jacket (Gallente) 18 0
34173 Women's 'Gunner' Jacket (ORE) 33 0
P10 MED AVG P90 MAX \
typeid
18 9.873781e+06 2.162093e+07 2.540986e+07 4.486723e+07 130717578
19 2.130000e+02 1.096000e+03 3.395891e+03 1.027100e+04 59892
20 1.236256e+06 2.473058e+06 3.050467e+06 5.615875e+06 17211306
21 1.214550e+04 5.243400e+04 7.008960e+04 1.427900e+05 378672
22 5.975500e+03 2.096150e+04 2.774916e+04 5.763450e+04 214052
34 1.088581e+10 2.171377e+10 2.118469e+10 3.001181e+10 70739309589
35 2.466574e+09 4.650055e+09 4.570852e+09 6.580050e+09 10138178126
36 9.330175e+08 1.532116e+09 1.552161e+09 2.142851e+09 3685797317
37 1.791796e+08 3.037027e+08 3.073356e+08 4.292438e+08 716042085
38 6.023771e+07 8.903914e+07 9.011936e+07 1.207838e+08 167774017
39 2.342593e+07 3.554910e+07 3.814063e+07 5.730580e+07 140878739
40 1.214083e+07 1.782762e+07 1.940243e+07 2.769441e+07 76990015
41 4.989500e+03 7.368150e+04 1.574267e+05 3.156255e+05 3009350
42 5.235000e+02 9.550000e+02 2.282784e+03 4.045500e+03 50934
43 9.261050e+04 6.484625e+05 8.083263e+05 1.775064e+06 3712128
44 7.384760e+05 1.105792e+06 1.157393e+06 1.668376e+06 3016940
45 7.300000e+02 1.230000e+03 3.280445e+03 3.169000e+03 337580
178 6.002950e+04 2.127870e+05 6.009328e+05 1.303730e+06 28965718
179 5.332800e+04 1.622330e+05 6.272011e+05 1.012520e+06 21651636
180 4.766900e+04 1.266165e+05 2.112741e+05 4.873800e+05 1701470
181 7.364750e+04 2.091325e+05 4.943779e+05 1.015583e+06 27276720
182 9.184950e+04 2.729415e+05 5.889185e+05 1.152280e+06 13927848
183 2.243195e+05 7.514325e+05 1.755055e+06 2.860353e+06 42620887
184 3.176410e+05 1.067938e+06 2.256453e+06 4.321959e+06 30690857
185 6.976535e+05 1.790854e+06 3.281341e+06 6.565668e+06 47690308
186 4.946400e+04 1.918815e+05 3.669229e+05 9.553145e+05 4441016
187 4.762100e+04 1.520575e+05 2.995353e+05 6.372435e+05 5000403
188 4.849500e+04 1.753805e+05 3.196233e+05 7.230605e+05 5264080
189 1.132935e+05 4.168740e+05 6.491696e+05 1.395928e+06 12653208
190 1.915945e+05 4.872435e+05 7.347406e+05 1.583376e+06 5959894
... ... ... ... ... ...
34050 0.000000e+00 0.000000e+00 1.857923e-01 1.000000e+00 5
34051 0.000000e+00 0.000000e+00 1.448087e-01 0.000000e+00 5
34056 0.000000e+00 0.000000e+00 2.267760e-01 1.000000e+00 9
34057 0.000000e+00 0.000000e+00 1.393443e-01 0.000000e+00 5
34059 0.000000e+00 0.000000e+00 1.284153e-01 0.000000e+00 9
34061 0.000000e+00 0.000000e+00 1.393443e-01 0.000000e+00 6
34062 0.000000e+00 0.000000e+00 9.289617e-02 0.000000e+00 4
34064 0.000000e+00 0.000000e+00 1.502732e-01 0.000000e+00 6
34065 0.000000e+00 0.000000e+00 2.131148e-01 1.000000e+00 5
34068 0.000000e+00 0.000000e+00 1.639344e-01 0.000000e+00 8
34070 0.000000e+00 0.000000e+00 8.196721e-02 0.000000e+00 2
34072 0.000000e+00 0.000000e+00 3.825137e-02 0.000000e+00 3
34073 0.000000e+00 0.000000e+00 1.530055e-01 0.000000e+00 10
34074 0.000000e+00 0.000000e+00 1.994536e-01 1.000000e+00 4
34118 0.000000e+00 0.000000e+00 2.868852e-01 0.000000e+00 17
34122 0.000000e+00 0.000000e+00 3.426230e+00 1.400000e+01 66
34124 0.000000e+00 0.000000e+00 3.819672e+00 1.700000e+01 50
34126 0.000000e+00 0.000000e+00 4.672131e-01 1.000000e+00 17
34132 0.000000e+00 0.000000e+00 4.221311e+00 1.600000e+01 93
34133 0.000000e+00 0.000000e+00 5.693989e+00 2.600000e+01 92
34156 0.000000e+00 0.000000e+00 1.229508e-01 0.000000e+00 3
34157 0.000000e+00 0.000000e+00 6.284153e-02 0.000000e+00 2
34158 0.000000e+00 0.000000e+00 6.557377e-02 0.000000e+00 6
34159 0.000000e+00 0.000000e+00 1.229508e-01 0.000000e+00 7
34160 0.000000e+00 0.000000e+00 3.251366e-01 0.000000e+00 12
34169 0.000000e+00 0.000000e+00 6.557377e-02 0.000000e+00 4
34170 0.000000e+00 0.000000e+00 2.185792e-02 0.000000e+00 2
34171 0.000000e+00 0.000000e+00 2.732240e-02 0.000000e+00 2
34172 0.000000e+00 0.000000e+00 7.103825e-02 0.000000e+00 3
34173 0.000000e+00 0.000000e+00 4.125683e-01 0.000000e+00 10
STD SN2P5 SN2P0 SN1P5 SN1P0 \
typeid
18 1.506960e+07 6.035313e+06 6.977596e+06 8.913571e+06 1.265614e+07
19 6.139415e+03 2.665278e-01 3.591139e+01 1.360770e+02 3.422733e+02
20 2.179127e+06 6.208978e+05 8.442900e+05 1.152355e+06 1.435115e+06
21 6.262922e+04 2.536861e+03 3.832924e+03 9.392007e+03 1.861349e+04
22 2.475475e+04 1.466987e+03 2.684064e+03 4.849928e+03 8.288731e+03
34 8.130761e+09 7.598860e+09 8.534222e+09 9.929784e+09 1.180023e+10
35 1.605941e+09 1.613244e+09 1.861975e+09 2.188221e+09 2.744249e+09
36 4.894501e+08 6.943336e+08 7.537885e+08 8.531130e+08 1.022635e+09
37 1.021077e+08 1.268325e+08 1.470933e+08 1.629908e+08 1.968935e+08
38 2.363299e+07 4.113423e+07 4.829226e+07 5.551247e+07 6.710391e+07
39 1.560885e+07 1.409584e+07 1.903873e+07 2.255090e+07 2.529721e+07
40 7.471629e+06 7.487058e+06 9.871065e+06 1.149511e+07 1.309292e+07
41 2.959170e+05 1.241322e+02 1.967722e+02 1.830616e+03 1.206573e+04
42 5.195491e+03 3.366653e+02 3.900127e+02 4.880000e+02 5.652733e+02
43 6.604984e+05 9.768385e+03 3.092231e+04 6.161909e+04 1.618247e+05
44 3.832359e+05 5.016825e+05 5.927369e+05 6.882094e+05 8.089656e+05
45 1.836044e+04 0.000000e+00 4.927595e+02 6.700000e+02 7.890917e+02
178 1.719773e+06 2.742231e+04 3.601209e+04 4.872823e+04 7.669339e+04
179 2.149308e+06 2.662473e+04 3.121568e+04 4.325055e+04 6.392657e+04
180 2.352051e+05 2.088939e+04 2.814704e+04 3.716880e+04 5.366955e+04
181 1.539985e+06 2.717579e+04 4.122572e+04 6.500515e+04 8.736500e+04
182 1.280530e+06 4.570785e+04 5.600803e+04 8.085970e+04 1.149963e+05
183 4.479860e+06 9.530701e+04 1.400438e+05 1.851978e+05 2.927057e+05
184 4.043335e+06 1.386321e+05 1.892892e+05 2.635983e+05 4.208045e+05
185 4.737079e+06 3.161578e+05 4.143414e+05 5.765894e+05 8.287799e+05
186 4.959138e+05 2.555384e+04 3.064496e+04 4.378508e+04 6.376877e+04
187 4.509906e+05 1.602940e+04 2.087905e+04 4.343455e+04 6.030212e+04
188 4.966987e+05 2.068695e+04 2.802390e+04 4.031623e+04 6.021732e+04
189 9.194526e+05 3.095105e+04 4.903074e+04 9.540735e+04 1.501683e+05
190 7.724652e+05 7.885844e+04 1.182965e+05 1.578048e+05 2.251442e+05
... ... ... ... ... ...
34050 6.397048e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34051 5.859663e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34056 8.635346e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34057 5.436897e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34059 7.815764e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34061 5.731275e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34062 4.467279e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34064 6.383518e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34065 6.971116e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34068 7.695648e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34070 3.207055e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34072 2.535473e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34073 9.237086e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34074 6.202958e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34118 1.753960e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34122 8.755352e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34124 9.472107e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34126 1.765038e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34132 1.111522e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34133 1.371448e+01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34156 4.838975e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34157 2.845551e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34158 4.329770e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34159 6.526389e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34160 1.238988e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34169 3.409344e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34170 1.799934e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34171 1.939268e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34172 3.398348e-01 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34173 1.428384e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
SN0P5 S0P0 S0P5 S1P0 S1P5 \
typeid
18 1.691769e+07 2.162093e+07 2.882915e+07 3.935387e+07 5.000580e+07
19 5.946972e+02 1.096000e+03 2.493303e+03 5.245074e+03 1.439969e+04
20 1.806961e+06 2.473058e+06 3.242705e+06 4.538457e+06 6.164179e+06
21 3.419496e+04 5.243400e+04 7.940992e+04 1.186574e+05 1.786848e+05
22 1.320027e+04 2.096150e+04 3.144103e+04 4.621635e+04 6.657123e+04
34 1.727268e+10 2.171377e+10 2.508490e+10 2.822678e+10 3.232504e+10
35 3.717868e+09 4.650055e+09 5.382107e+09 6.158091e+09 6.905491e+09
36 1.259825e+09 1.532116e+09 1.791856e+09 2.026487e+09 2.314235e+09
37 2.456065e+08 3.037027e+08 3.567435e+08 4.015688e+08 4.560941e+08
38 7.818745e+07 8.903914e+07 9.985305e+07 1.139705e+08 1.261441e+08
39 2.953541e+07 3.554910e+07 4.080690e+07 4.883764e+07 6.176456e+07
40 1.552811e+07 1.782762e+07 2.107549e+07 2.528295e+07 3.087783e+07
41 3.061140e+04 7.368150e+04 1.354846e+05 2.311204e+05 4.337787e+05
42 7.264648e+02 9.550000e+02 1.298989e+03 2.488453e+03 6.510688e+03
43 3.391462e+05 6.484625e+05 1.027273e+06 1.521916e+06 2.000742e+06
44 9.467118e+05 1.105792e+06 1.258719e+06 1.522144e+06 1.730049e+06
45 1.010000e+03 1.230000e+03 1.623454e+03 2.411363e+03 4.860922e+03
178 1.197367e+05 2.127870e+05 4.080517e+05 9.353023e+05 1.805385e+06
179 1.004886e+05 1.622330e+05 3.015196e+05 5.244189e+05 1.257133e+06
180 7.986169e+04 1.266165e+05 2.090313e+05 3.629333e+05 6.481258e+05
181 1.312009e+05 2.091325e+05 3.674118e+05 7.080302e+05 1.278931e+06
182 1.722001e+05 2.729415e+05 4.355399e+05 8.827767e+05 1.322597e+06
183 4.839627e+05 7.514325e+05 1.322608e+06 2.267675e+06 4.014577e+06
184 6.563623e+05 1.067938e+06 1.668773e+06 2.813737e+06 6.278214e+06
185 1.153667e+06 1.790854e+06 2.884520e+06 4.824140e+06 9.023470e+06
186 1.068975e+05 1.918815e+05 3.359747e+05 6.312887e+05 1.166037e+06
187 9.203899e+04 1.520575e+05 2.771035e+05 5.077628e+05 8.059125e+05
188 1.045954e+05 1.753805e+05 2.903271e+05 4.617828e+05 8.835734e+05
189 2.562186e+05 4.168740e+05 6.433341e+05 1.041432e+06 1.604527e+06
190 3.242767e+05 4.872435e+05 7.443359e+05 1.287284e+06 1.784333e+06
... ... ... ... ... ...
34050 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34051 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34056 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34057 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34059 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34061 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34062 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34064 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34065 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34068 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34070 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 6.153715e-01
34072 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34073 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34074 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34118 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34122 0.000000e+00 0.000000e+00 0.000000e+00 7.090832e+00 2.061537e+01
34124 0.000000e+00 0.000000e+00 0.000000e+00 9.000000e+00 2.161537e+01
34126 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 3.000000e+00
34132 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+01 2.300000e+01
34133 0.000000e+00 0.000000e+00 0.000000e+00 1.500000e+01 3.100000e+01
34156 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+00
34157 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34158 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34159 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34160 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 2.000000e+00
34169 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34170 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34171 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34172 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34173 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 3.000000e+00
S2P0 S2P5
typeid
18 6.430829e+07 7.829332e+07
19 2.191913e+04 2.864078e+04
20 9.337316e+06 1.152126e+07
21 2.654841e+05 3.398883e+05
22 9.506447e+04 1.170923e+05
34 3.757319e+10 4.813529e+10
35 7.926839e+09 8.558797e+09
36 2.550204e+09 2.917229e+09
37 5.425092e+08 6.027989e+08
38 1.426165e+08 1.582939e+08
39 7.682722e+07 9.995405e+07
40 3.802282e+07 4.870905e+07
41 1.026069e+06 1.650216e+06
42 1.563617e+04 3.508980e+04
43 2.320696e+06 2.726959e+06
44 2.098982e+06 2.515438e+06
45 1.256631e+04 5.068874e+04
178 3.722688e+06 6.018544e+06
179 4.814628e+06 1.557714e+07
180 9.663622e+05 1.165662e+06
181 2.206676e+06 4.594836e+06
182 2.296009e+06 9.196804e+06
183 8.609251e+06 4.040689e+07
184 1.866111e+07 2.534615e+07
185 1.624594e+07 2.730497e+07
186 1.785865e+06 2.746817e+06
187 1.511681e+06 2.111183e+06
188 1.560639e+06 3.179314e+06
189 2.769261e+06 4.853952e+06
190 2.738676e+06 5.065089e+06
... ... ...
34050 2.000000e+00 3.733472e+00
34051 2.000000e+00 3.000000e+00
34056 3.000000e+00 4.733472e+00
34057 2.000000e+00 3.000000e+00
34059 2.000000e+00 5.466944e+00
34061 2.000000e+00 3.733472e+00
34062 1.000000e+00 3.000000e+00
34064 2.000000e+00 4.000000e+00
34065 3.000000e+00 3.000000e+00
34068 2.000000e+00 5.200416e+00
34070 1.000000e+00 2.000000e+00
34072 1.000000e+00 1.733472e+00
34073 2.000000e+00 6.000000e+00
34074 2.000000e+00 3.733472e+00
34118 3.696202e+00 1.200000e+01
34122 3.069620e+01 4.433472e+01
34124 3.469620e+01 4.700000e+01
34126 5.696202e+00 1.146694e+01
34132 3.869620e+01 5.500000e+01
34133 4.869620e+01 6.473347e+01
34156 2.000000e+00 3.000000e+00
34157 1.000000e+00 2.000000e+00
34158 1.000000e+00 2.000000e+00
34159 2.000000e+00 5.000000e+00
34160 5.000000e+00 6.000000e+00
34169 1.000000e+00 1.733472e+00
34170 0.000000e+00 1.000000e+00
34171 0.000000e+00 1.000000e+00
34172 1.000000e+00 2.000000e+00
34173 5.696202e+00 7.000000e+00
[7374 rows x 20 columns]
>>> s.V.market_sigmas.loc[34]
typename Tritanium
N 366
MIN 6.422449e+09
P10 1.088581e+10
MED 2.171377e+10
AVG 2.118469e+10
P90 3.001181e+10
MAX 7.073931e+10
STD 8.130761e+09
SN2P5 7.59886e+09
SN2P0 8.534222e+09
SN1P5 9.929784e+09
SN1P0 1.180023e+10
SN0P5 1.727268e+10
S0P0 2.171377e+10
S0P5 2.50849e+10
S1P0 2.822678e+10
S1P5 3.232504e+10
S2P0 3.757319e+10
S2P5 4.813529e+10
Name: 34, dtype: object
>>> s.V.vol_means
volume avgprice
itemid
18 4.951411e+07 7.278400e+01
19 6.664600e+03 2.934085e+03
20 6.141051e+06 2.859110e+02
21 2.670550e+04 4.878660e+02
22 9.377600e+03 2.549039e+03
34 1.298940e+10 5.577000e+00
35 2.908354e+09 1.109100e+01
36 9.735055e+08 6.965800e+01
37 1.953079e+08 1.207280e+02
38 7.483399e+07 5.586820e+02
39 4.798707e+07 4.442870e+02
40 2.379535e+07 7.368250e+02
41 2.850157e+05 2.834300e+01
42 2.401600e+03 1.108641e+03
43 1.087038e+06 3.167660e+02
44 9.860134e+05 7.861122e+03
45 1.095500e+03 3.114700e+01
178 2.230821e+05 3.694000e+00
179 2.093950e+05 4.293000e+00
180 8.487140e+04 3.641111e+00
181 2.947335e+05 7.049000e+00
182 2.990328e+05 7.460000e+00
183 2.109958e+06 1.915900e+01
184 1.342858e+06 1.709400e+01
185 2.116115e+06 2.316600e+01
186 5.155122e+05 1.459800e+01
187 2.661350e+05 1.442300e+01
188 3.298968e+05 2.380300e+01
189 3.309673e+05 4.234800e+01
190 5.659888e+05 3.776400e+01
... ... ...
34050 4.000000e-01 2.726667e+07
34051 9.000000e-01 2.925000e+07
34056 6.000000e-01 1.927622e+08
34057 3.000000e-01 2.025590e+08
34059 2.800000e+00 4.341484e+07
34061 7.000000e-01 2.432768e+08
34062 4.000000e-01 2.240642e+08
34064 5.000000e-01 1.419917e+08
34065 1.300000e+00 1.786945e+08
34068 1.100000e+00 2.208815e+08
34070 5.000000e-01 2.022150e+08
34072 0.000000e+00 NaN
34073 3.700000e+00 4.011113e+07
34074 9.000000e-01 2.157286e+08
34118 6.500000e+00 1.073979e+09
34122 1.580000e+01 1.098613e+07
34124 2.370000e+01 6.189488e+07
34126 3.400000e+00 3.873418e+08
34132 1.940000e+01 1.090149e+08
34133 2.440000e+01 8.243759e+08
34156 1.400000e+00 1.381180e+08
34157 7.000000e-01 1.657772e+08
34158 6.000000e-01 1.072660e+08
34159 1.700000e+00 1.331857e+08
34160 4.200000e+00 8.730644e+07
34169 5.000000e-01 2.028002e+08
34170 2.000000e-01 1.700000e+08
34171 2.000000e-01 2.387500e+08
34172 8.000000e-01 1.782917e+08
34173 4.600000e+00 8.227702e+07
[7374 rows x 2 columns]
>>> import pandas as pd
>>> s.V.of_interest
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
AttributeError: 'AttrLogger' object has no attribute 'of_interest'
>>> s.V.of_interest = pd.merge(vol_means, market_sigmas, left_index=True, right_index=True)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
NameError: name 'vol_means' is not defined
>>> s.V.of_interest = pd.merge(s.V.vol_means, s.V.market_sigmas, left_index=True, right_index=True)
360.2 Finished calculating of_interest.
>>> s.V.of_interest
volume avgprice typename \
itemid
18 4.951411e+07 7.278400e+01 Plagioclase
19 6.664600e+03 2.934085e+03 Spodumain
20 6.141051e+06 2.859110e+02 Kernite
21 2.670550e+04 4.878660e+02 Hedbergite
22 9.377600e+03 2.549039e+03 Arkonor
34 1.298940e+10 5.577000e+00 Tritanium
35 2.908354e+09 1.109100e+01 Pyerite
36 9.735055e+08 6.965800e+01 Mexallon
37 1.953079e+08 1.207280e+02 Isogen
38 7.483399e+07 5.586820e+02 Nocxium
39 4.798707e+07 4.442870e+02 Zydrine
40 2.379535e+07 7.368250e+02 Megacyte
41 2.850157e+05 2.834300e+01 Garbage
42 2.401600e+03 1.108641e+03 Spiced Wine
43 1.087038e+06 3.167660e+02 Antibiotics
44 9.860134e+05 7.861122e+03 Enriched Uranium
45 1.095500e+03 3.114700e+01 Frozen Plant Seeds
178 2.230821e+05 3.694000e+00 Carbonized Lead S
179 2.093950e+05 4.293000e+00 Nuclear S
180 8.487140e+04 3.641111e+00 Proton S
181 2.947335e+05 7.049000e+00 Depleted Uranium S
182 2.990328e+05 7.460000e+00 Titanium Sabot S
183 2.109958e+06 1.915900e+01 Fusion S
184 1.342858e+06 1.709400e+01 Phased Plasma S
185 2.116115e+06 2.316600e+01 EMP S
186 5.155122e+05 1.459800e+01 Carbonized Lead M
187 2.661350e+05 1.442300e+01 Nuclear M
188 3.298968e+05 2.380300e+01 Proton M
189 3.309673e+05 4.234800e+01 Depleted Uranium M
190 5.659888e+05 3.776400e+01 Titanium Sabot M
... ... ... ...
34050 4.000000e-01 2.726667e+07 Women's 'Hover' Tights (opaque blue)
34051 9.000000e-01 2.925000e+07 Women's 'Hover' Tights (opaque gray)
34056 6.000000e-01 1.927622e+08 Men's 'Nova' Headwear (black)
34057 3.000000e-01 2.025590e+08 Men's 'Tectonic' Headwear (matte black)
34059 2.800000e+00 4.341484e+07 Men's 'Nova' Headwear (silver)
34061 7.000000e-01 2.432768e+08 Men's 'Nova' Headwear (bronze)
34062 4.000000e-01 2.240642e+08 Men's 'Tectonic' Headwear (metal)
34064 5.000000e-01 1.419917e+08 Women's 'Aeriform' Headwear (cyan)
34065 1.300000e+00 1.786945e+08 Women's 'Blades' Headwear (gunmetal)
34068 1.100000e+00 2.208815e+08 Women's 'Spiderweb' Headwear (black)
34070 5.000000e-01 2.022150e+08 Women's 'Aeriform' Headwear (orange)
34072 0.000000e+00 NaN Women's 'Spiderweb' Headwear (copper)
34073 3.700000e+00 4.011113e+07 Women's 'Spiderweb' Headwear (metallic)
34074 9.000000e-01 2.157286e+08 Women's 'Blades' Headwear (jade)
34118 6.500000e+00 1.073979e+09 Megathron Quafe Edition
34122 1.580000e+01 1.098613e+07 Limited Jump Drive Economizer
34124 2.370000e+01 6.189488e+07 Experimental Jump Drive Economizer
34126 3.400000e+00 3.873418e+08 Prototype Jump Drive Economizer
34132 1.940000e+01 1.090149e+08 Pilot's Body Resculpt Certificate
34133 2.440000e+01 8.243759e+08 Multiple Pilot Training Certificate
34156 1.400000e+00 1.381180e+08 Men's 'Marshal' Jacket (Caldari)
34157 7.000000e-01 1.657772e+08 Men's 'Marshal' Jacket (Amarr)
34158 6.000000e-01 1.072660e+08 Men's 'Marshal' Jacket (Minmatar)
34159 1.700000e+00 1.331857e+08 Men's 'Marshal' Jacket (Gallente)
34160 4.200000e+00 8.730644e+07 Men's 'Marshal' Jacket (ORE)
34169 5.000000e-01 2.028002e+08 Women's 'Gunner' Jacket (Caldari)
34170 2.000000e-01 1.700000e+08 Women's 'Gunner' Jacket (Amarr)
34171 2.000000e-01 2.387500e+08 Women's 'Gunner' Jacket (Minmatar)
34172 8.000000e-01 1.782917e+08 Women's 'Gunner' Jacket (Gallente)
34173 4.600000e+00 8.227702e+07 Women's 'Gunner' Jacket (ORE)
N MIN P10 MED AVG \
itemid
18 366 3875802 9.873781e+06 2.162093e+07 2.540986e+07
19 363 0 2.130000e+02 1.096000e+03 3.395891e+03
20 365 0 1.236256e+06 2.473058e+06 3.050467e+06
21 366 854 1.214550e+04 5.243400e+04 7.008960e+04
22 366 1247 5.975500e+03 2.096150e+04 2.774916e+04
34 366 6422449079 1.088581e+10 2.171377e+10 2.118469e+10
35 366 1538021810 2.466574e+09 4.650055e+09 4.570852e+09
36 366 640981265 9.330175e+08 1.532116e+09 1.552161e+09
37 366 103925510 1.791796e+08 3.037027e+08 3.073356e+08
38 366 26201277 6.023771e+07 8.903914e+07 9.011936e+07
39 366 10148009 2.342593e+07 3.554910e+07 3.814063e+07
40 366 4775428 1.214083e+07 1.782762e+07 1.940243e+07
41 366 50 4.989500e+03 7.368150e+04 1.574267e+05
42 366 273 5.235000e+02 9.550000e+02 2.282784e+03
43 366 5959 9.261050e+04 6.484625e+05 8.083263e+05
44 366 199842 7.384760e+05 1.105792e+06 1.157393e+06
45 362 0 7.300000e+02 1.230000e+03 3.280445e+03
178 366 13965 6.002950e+04 2.127870e+05 6.009328e+05
179 366 24019 5.332800e+04 1.622330e+05 6.272011e+05
180 365 0 4.766900e+04 1.266165e+05 2.112741e+05
181 366 23513 7.364750e+04 2.091325e+05 4.943779e+05
182 366 25500 9.184950e+04 2.729415e+05 5.889185e+05
183 366 67246 2.243195e+05 7.514325e+05 1.755055e+06
184 366 121667 3.176410e+05 1.067938e+06 2.256453e+06
185 365 0 6.976535e+05 1.790854e+06 3.281341e+06
186 366 12650 4.946400e+04 1.918815e+05 3.669229e+05
187 365 0 4.762100e+04 1.520575e+05 2.995353e+05
188 366 14656 4.849500e+04 1.753805e+05 3.196233e+05
189 366 19902 1.132935e+05 4.168740e+05 6.491696e+05
190 366 46947 1.915945e+05 4.872435e+05 7.347406e+05
... ... ... ... ... ...
34050 38 0 0.000000e+00 0.000000e+00 1.857923e-01
34051 29 0 0.000000e+00 0.000000e+00 1.448087e-01
34056 41 0 0.000000e+00 0.000000e+00 2.267760e-01
34057 30 0 0.000000e+00 0.000000e+00 1.393443e-01
34059 15 0 0.000000e+00 0.000000e+00 1.284153e-01
34061 30 0 0.000000e+00 0.000000e+00 1.393443e-01
34062 21 0 0.000000e+00 0.000000e+00 9.289617e-02
34064 31 0 0.000000e+00 0.000000e+00 1.502732e-01
34065 40 0 0.000000e+00 0.000000e+00 2.131148e-01
34068 31 0 0.000000e+00 0.000000e+00 1.639344e-01
34070 25 0 0.000000e+00 0.000000e+00 8.196721e-02
34072 10 0 0.000000e+00 0.000000e+00 3.825137e-02
34073 14 0 0.000000e+00 0.000000e+00 1.530055e-01
34074 46 0 0.000000e+00 0.000000e+00 1.994536e-01
34118 17 0 0.000000e+00 0.000000e+00 2.868852e-01
34122 67 0 0.000000e+00 0.000000e+00 3.426230e+00
34124 68 0 0.000000e+00 0.000000e+00 3.819672e+00
34126 39 0 0.000000e+00 0.000000e+00 4.672131e-01
34132 69 0 0.000000e+00 0.000000e+00 4.221311e+00
34133 69 0 0.000000e+00 0.000000e+00 5.693989e+00
34156 27 0 0.000000e+00 0.000000e+00 1.229508e-01
34157 19 0 0.000000e+00 0.000000e+00 6.284153e-02
34158 12 0 0.000000e+00 0.000000e+00 6.557377e-02
34159 20 0 0.000000e+00 0.000000e+00 1.229508e-01
34160 32 0 0.000000e+00 0.000000e+00 3.251366e-01
34169 18 0 0.000000e+00 0.000000e+00 6.557377e-02
34170 6 0 0.000000e+00 0.000000e+00 2.185792e-02
34171 8 0 0.000000e+00 0.000000e+00 2.732240e-02
34172 18 0 0.000000e+00 0.000000e+00 7.103825e-02
34173 33 0 0.000000e+00 0.000000e+00 4.125683e-01
P90 MAX ... SN2P0 SN1P5 \
itemid ...
18 4.486723e+07 130717578 ... 6.977596e+06 8.913571e+06
19 1.027100e+04 59892 ... 3.591139e+01 1.360770e+02
20 5.615875e+06 17211306 ... 8.442900e+05 1.152355e+06
21 1.427900e+05 378672 ... 3.832924e+03 9.392007e+03
22 5.763450e+04 214052 ... 2.684064e+03 4.849928e+03
34 3.001181e+10 70739309589 ... 8.534222e+09 9.929784e+09
35 6.580050e+09 10138178126 ... 1.861975e+09 2.188221e+09
36 2.142851e+09 3685797317 ... 7.537885e+08 8.531130e+08
37 4.292438e+08 716042085 ... 1.470933e+08 1.629908e+08
38 1.207838e+08 167774017 ... 4.829226e+07 5.551247e+07
39 5.730580e+07 140878739 ... 1.903873e+07 2.255090e+07
40 2.769441e+07 76990015 ... 9.871065e+06 1.149511e+07
41 3.156255e+05 3009350 ... 1.967722e+02 1.830616e+03
42 4.045500e+03 50934 ... 3.900127e+02 4.880000e+02
43 1.775064e+06 3712128 ... 3.092231e+04 6.161909e+04
44 1.668376e+06 3016940 ... 5.927369e+05 6.882094e+05
45 3.169000e+03 337580 ... 4.927595e+02 6.700000e+02
178 1.303730e+06 28965718 ... 3.601209e+04 4.872823e+04
179 1.012520e+06 21651636 ... 3.121568e+04 4.325055e+04
180 4.873800e+05 1701470 ... 2.814704e+04 3.716880e+04
181 1.015583e+06 27276720 ... 4.122572e+04 6.500515e+04
182 1.152280e+06 13927848 ... 5.600803e+04 8.085970e+04
183 2.860353e+06 42620887 ... 1.400438e+05 1.851978e+05
184 4.321959e+06 30690857 ... 1.892892e+05 2.635983e+05
185 6.565668e+06 47690308 ... 4.143414e+05 5.765894e+05
186 9.553145e+05 4441016 ... 3.064496e+04 4.378508e+04
187 6.372435e+05 5000403 ... 2.087905e+04 4.343455e+04
188 7.230605e+05 5264080 ... 2.802390e+04 4.031623e+04
189 1.395928e+06 12653208 ... 4.903074e+04 9.540735e+04
190 1.583376e+06 5959894 ... 1.182965e+05 1.578048e+05
... ... ... ... ... ...
34050 1.000000e+00 5 ... 0.000000e+00 0.000000e+00
34051 0.000000e+00 5 ... 0.000000e+00 0.000000e+00
34056 1.000000e+00 9 ... 0.000000e+00 0.000000e+00
34057 0.000000e+00 5 ... 0.000000e+00 0.000000e+00
34059 0.000000e+00 9 ... 0.000000e+00 0.000000e+00
34061 0.000000e+00 6 ... 0.000000e+00 0.000000e+00
34062 0.000000e+00 4 ... 0.000000e+00 0.000000e+00
34064 0.000000e+00 6 ... 0.000000e+00 0.000000e+00
34065 1.000000e+00 5 ... 0.000000e+00 0.000000e+00
34068 0.000000e+00 8 ... 0.000000e+00 0.000000e+00
34070 0.000000e+00 2 ... 0.000000e+00 0.000000e+00
34072 0.000000e+00 3 ... 0.000000e+00 0.000000e+00
34073 0.000000e+00 10 ... 0.000000e+00 0.000000e+00
34074 1.000000e+00 4 ... 0.000000e+00 0.000000e+00
34118 0.000000e+00 17 ... 0.000000e+00 0.000000e+00
34122 1.400000e+01 66 ... 0.000000e+00 0.000000e+00
34124 1.700000e+01 50 ... 0.000000e+00 0.000000e+00
34126 1.000000e+00 17 ... 0.000000e+00 0.000000e+00
34132 1.600000e+01 93 ... 0.000000e+00 0.000000e+00
34133 2.600000e+01 92 ... 0.000000e+00 0.000000e+00
34156 0.000000e+00 3 ... 0.000000e+00 0.000000e+00
34157 0.000000e+00 2 ... 0.000000e+00 0.000000e+00
34158 0.000000e+00 6 ... 0.000000e+00 0.000000e+00
34159 0.000000e+00 7 ... 0.000000e+00 0.000000e+00
34160 0.000000e+00 12 ... 0.000000e+00 0.000000e+00
34169 0.000000e+00 4 ... 0.000000e+00 0.000000e+00
34170 0.000000e+00 2 ... 0.000000e+00 0.000000e+00
34171 0.000000e+00 2 ... 0.000000e+00 0.000000e+00
34172 0.000000e+00 3 ... 0.000000e+00 0.000000e+00
34173 0.000000e+00 10 ... 0.000000e+00 0.000000e+00
SN1P0 SN0P5 S0P0 S0P5 S1P0 \
itemid
18 1.265614e+07 1.691769e+07 2.162093e+07 2.882915e+07 3.935387e+07
19 3.422733e+02 5.946972e+02 1.096000e+03 2.493303e+03 5.245074e+03
20 1.435115e+06 1.806961e+06 2.473058e+06 3.242705e+06 4.538457e+06
21 1.861349e+04 3.419496e+04 5.243400e+04 7.940992e+04 1.186574e+05
22 8.288731e+03 1.320027e+04 2.096150e+04 3.144103e+04 4.621635e+04
34 1.180023e+10 1.727268e+10 2.171377e+10 2.508490e+10 2.822678e+10
35 2.744249e+09 3.717868e+09 4.650055e+09 5.382107e+09 6.158091e+09
36 1.022635e+09 1.259825e+09 1.532116e+09 1.791856e+09 2.026487e+09
37 1.968935e+08 2.456065e+08 3.037027e+08 3.567435e+08 4.015688e+08
38 6.710391e+07 7.818745e+07 8.903914e+07 9.985305e+07 1.139705e+08
39 2.529721e+07 2.953541e+07 3.554910e+07 4.080690e+07 4.883764e+07
40 1.309292e+07 1.552811e+07 1.782762e+07 2.107549e+07 2.528295e+07
41 1.206573e+04 3.061140e+04 7.368150e+04 1.354846e+05 2.311204e+05
42 5.652733e+02 7.264648e+02 9.550000e+02 1.298989e+03 2.488453e+03
43 1.618247e+05 3.391462e+05 6.484625e+05 1.027273e+06 1.521916e+06
44 8.089656e+05 9.467118e+05 1.105792e+06 1.258719e+06 1.522144e+06
45 7.890917e+02 1.010000e+03 1.230000e+03 1.623454e+03 2.411363e+03
178 7.669339e+04 1.197367e+05 2.127870e+05 4.080517e+05 9.353023e+05
179 6.392657e+04 1.004886e+05 1.622330e+05 3.015196e+05 5.244189e+05
180 5.366955e+04 7.986169e+04 1.266165e+05 2.090313e+05 3.629333e+05
181 8.736500e+04 1.312009e+05 2.091325e+05 3.674118e+05 7.080302e+05
182 1.149963e+05 1.722001e+05 2.729415e+05 4.355399e+05 8.827767e+05
183 2.927057e+05 4.839627e+05 7.514325e+05 1.322608e+06 2.267675e+06
184 4.208045e+05 6.563623e+05 1.067938e+06 1.668773e+06 2.813737e+06
185 8.287799e+05 1.153667e+06 1.790854e+06 2.884520e+06 4.824140e+06
186 6.376877e+04 1.068975e+05 1.918815e+05 3.359747e+05 6.312887e+05
187 6.030212e+04 9.203899e+04 1.520575e+05 2.771035e+05 5.077628e+05
188 6.021732e+04 1.045954e+05 1.753805e+05 2.903271e+05 4.617828e+05
189 1.501683e+05 2.562186e+05 4.168740e+05 6.433341e+05 1.041432e+06
190 2.251442e+05 3.242767e+05 4.872435e+05 7.443359e+05 1.287284e+06
... ... ... ... ... ...
34050 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34051 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34056 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34057 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34059 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34061 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34062 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34064 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34065 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34068 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34070 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34072 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34073 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34074 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34118 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34122 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 7.090832e+00
34124 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 9.000000e+00
34126 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34132 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.000000e+01
34133 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.500000e+01
34156 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34157 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34158 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34159 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34160 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34169 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34170 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34171 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34172 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
34173 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
S1P5 S2P0 S2P5
itemid
18 5.000580e+07 6.430829e+07 7.829332e+07
19 1.439969e+04 2.191913e+04 2.864078e+04
20 6.164179e+06 9.337316e+06 1.152126e+07
21 1.786848e+05 2.654841e+05 3.398883e+05
22 6.657123e+04 9.506447e+04 1.170923e+05
34 3.232504e+10 3.757319e+10 4.813529e+10
35 6.905491e+09 7.926839e+09 8.558797e+09
36 2.314235e+09 2.550204e+09 2.917229e+09
37 4.560941e+08 5.425092e+08 6.027989e+08
38 1.261441e+08 1.426165e+08 1.582939e+08
39 6.176456e+07 7.682722e+07 9.995405e+07
40 3.087783e+07 3.802282e+07 4.870905e+07
41 4.337787e+05 1.026069e+06 1.650216e+06
42 6.510688e+03 1.563617e+04 3.508980e+04
43 2.000742e+06 2.320696e+06 2.726959e+06
44 1.730049e+06 2.098982e+06 2.515438e+06
45 4.860922e+03 1.256631e+04 5.068874e+04
178 1.805385e+06 3.722688e+06 6.018544e+06
179 1.257133e+06 4.814628e+06 1.557714e+07
180 6.481258e+05 9.663622e+05 1.165662e+06
181 1.278931e+06 2.206676e+06 4.594836e+06
182 1.322597e+06 2.296009e+06 9.196804e+06
183 4.014577e+06 8.609251e+06 4.040689e+07
184 6.278214e+06 1.866111e+07 2.534615e+07
185 9.023470e+06 1.624594e+07 2.730497e+07
186 1.166037e+06 1.785865e+06 2.746817e+06
187 8.059125e+05 1.511681e+06 2.111183e+06
188 8.835734e+05 1.560639e+06 3.179314e+06
189 1.604527e+06 2.769261e+06 4.853952e+06
190 1.784333e+06 2.738676e+06 5.065089e+06
... ... ... ...
34050 1.000000e+00 2.000000e+00 3.733472e+00
34051 1.000000e+00 2.000000e+00 3.000000e+00
34056 1.000000e+00 3.000000e+00 4.733472e+00
34057 1.000000e+00 2.000000e+00 3.000000e+00
34059 0.000000e+00 2.000000e+00 5.466944e+00
34061 1.000000e+00 2.000000e+00 3.733472e+00
34062 0.000000e+00 1.000000e+00 3.000000e+00
34064 1.000000e+00 2.000000e+00 4.000000e+00
34065 1.000000e+00 3.000000e+00 3.000000e+00
34068 1.000000e+00 2.000000e+00 5.200416e+00
34070 6.153715e-01 1.000000e+00 2.000000e+00
34072 0.000000e+00 1.000000e+00 1.733472e+00
34073 0.000000e+00 2.000000e+00 6.000000e+00
34074 1.000000e+00 2.000000e+00 3.733472e+00
34118 0.000000e+00 3.696202e+00 1.200000e+01
34122 2.061537e+01 3.069620e+01 4.433472e+01
34124 2.161537e+01 3.469620e+01 4.700000e+01
34126 3.000000e+00 5.696202e+00 1.146694e+01
34132 2.300000e+01 3.869620e+01 5.500000e+01
34133 3.100000e+01 4.869620e+01 6.473347e+01
34156 1.000000e+00 2.000000e+00 3.000000e+00
34157 0.000000e+00 1.000000e+00 2.000000e+00
34158 0.000000e+00 1.000000e+00 2.000000e+00
34159 0.000000e+00 2.000000e+00 5.000000e+00
34160 2.000000e+00 5.000000e+00 6.000000e+00
34169 0.000000e+00 1.000000e+00 1.733472e+00
34170 0.000000e+00 0.000000e+00 1.000000e+00
34171 0.000000e+00 0.000000e+00 1.000000e+00
34172 0.000000e+00 1.000000e+00 2.000000e+00
34173 3.000000e+00 5.696202e+00 7.000000e+00
[7374 rows x 22 columns]
D:\Anaconda\lib\site-packages\pandas\core\format.py:1965: RuntimeWarning: invalid value encountered in greater
has_large_values = (abs_vals > 1e8).any()
D:\Anaconda\lib\site-packages\pandas\core\format.py:1966: RuntimeWarning: invalid value encountered in less
has_small_values = ((abs_vals < 10 ** (-self.digits)) &
D:\Anaconda\lib\site-packages\pandas\core\format.py:1967: RuntimeWarning: invalid value encountered in greater
(abs_vals > 0)).any()
>>> s.V.of_interest.loc[34]
volume 1.29894e+10
avgprice 5.577
typename Tritanium
N 366
MIN 6.422449e+09
P10 1.088581e+10
MED 2.171377e+10
AVG 2.118469e+10
P90 3.001181e+10
MAX 7.073931e+10
STD 8.130761e+09
SN2P5 7.59886e+09
SN2P0 8.534222e+09
SN1P5 9.929784e+09
SN1P0 1.180023e+10
SN0P5 1.727268e+10
S0P0 2.171377e+10
S0P5 2.50849e+10
S1P0 2.822678e+10
S1P5 3.232504e+10
S2P0 3.757319e+10
S2P5 4.813529e+10
Name: 34, dtype: object
>>> s.V.market_data_groups
<pandas.core.groupby.DataFrameGroupBy object at 0x000000000DBB5C50>
>>> s.V.market_data_groups.get_group(34)
itemid price_date volume avgprice
1830 34 2013-11-02 29112987907 4.75
1831 34 2013-11-03 36693361984 4.78
1832 34 2013-11-04 23069079781 4.78
1833 34 2013-11-05 26005580179 4.80
1834 34 2013-11-06 23654600552 4.79
1835 34 2013-11-07 24645749948 4.81
1836 34 2013-11-08 24397879623 4.80
1837 34 2013-11-09 31235106425 4.83
1838 34 2013-11-10 30529126145 4.81
1839 34 2013-11-11 22698778748 4.80
1840 34 2013-11-12 22413630385 4.86
1841 34 2013-11-13 24357785596 4.87
1842 34 2013-11-14 22898083113 4.78
1843 34 2013-11-15 25930441847 4.83
1844 34 2013-11-16 29777622031 4.84
1845 34 2013-11-17 25492688514 4.81
1846 34 2013-11-18 23267308672 4.84
1847 34 2013-11-19 18702274437 4.82
1848 34 2013-11-20 29861761354 4.83
1849 34 2013-11-21 21055486896 4.81
1850 34 2013-11-22 15471884772 4.80
1851 34 2013-11-23 24830596182 4.79
1852 34 2013-11-24 27364596015 4.80
1853 34 2013-11-25 17866574436 4.76
1854 34 2013-11-26 19727693721 4.76
1855 34 2013-11-27 18264210919 4.76
1856 34 2013-11-28 23969141777 4.76
1857 34 2013-11-29 23008027938 4.76
1858 34 2013-11-30 26238246428 4.76
1859 34 2013-12-01 23291661308 4.76
... ... ... ... ...
2166 34 2014-10-04 11964839000 5.46
2167 34 2014-10-05 12179560833 5.48
2168 34 2014-10-06 11558176515 5.53
2169 34 2014-10-07 15251307675 5.55
2170 34 2014-10-08 10235833952 5.51
2171 34 2014-10-09 13070837708 5.53
2172 34 2014-10-10 12875202112 5.49
2173 34 2014-10-11 10122357991 5.51
2174 34 2014-10-12 12374422863 5.58
2175 34 2014-10-13 10307106850 5.57
2176 34 2014-10-14 10308307822 5.53
2177 34 2014-10-15 12071957971 5.55
2178 34 2014-10-16 7649868427 5.47
2179 34 2014-10-17 11259645249 5.46
2180 34 2014-10-18 12925536177 5.51
2181 34 2014-10-19 13866506798 5.48
2182 34 2014-10-20 11430195304 5.53
2183 34 2014-10-21 8655125843 5.50
2184 34 2014-10-22 9166774536 5.50
2185 34 2014-10-23 11889511146 5.54
2186 34 2014-10-24 11449260792 5.56
2187 34 2014-10-25 10979265898 5.60
2188 34 2014-10-26 13986878657 5.66
2189 34 2014-10-27 14510989613 5.71
2190 34 2014-10-28 13256462532 5.65
2191 34 2014-10-29 11246050970 5.48
2192 34 2014-10-30 14610354056 5.62
2193 34 2014-10-31 16935147479 5.50