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How do I sort a dataframe in a particular order?
I’ve got a large dataframe that I’m trying to sort in a particular order (i.e. the columns: team, points, goals, assists, total shots).
I think this should be something a) simple and b) fast. Here’s what I’ve tried so far…
In [28]: table( df.dtypes )
Out[28]:
team int64
goals float64
assists float64
points int64
shots int64
Freq: int64, dtype: object
In [29]: df.sort_values(by=[‘points’,’goals’,’assists’],ascending=[True, True, False])
Out[29]:
team points goals assists total_shots
0 Barcelona 1.1 1.1 0 2
4 Ajax 1.0 1.0 0 2
1 Argentina Bayern 1.0 1.0 1 4
3 Arsenal Barcelona 1.0 1.0 1
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Regjistri I Gjendjes Civile Shqiperi Download Free549.1. Field of the Invention
The present invention relates to a laser system, and more particularly to a monolithic multiple mode integrated laser system with low mode competition.
2. Discussion of the Related Art
In a conventional laser diode device, a laser system has been widely employed as an optical source in optical devices such as image forming apparatuses, optical measuring and controlling devices, optical communication and optical data storage devices.
The capability of the laser diode device to achieve the high output is increasing due to the recent development of the laser diode technology. For example, the threshold current density of the laser diode device is decreasing. Thus, the laser diode device can operate under a low electric current. Moreover, the laser diode device can emit light in higher wavelength range. The conventional laser diode device can be operated in single mode and multiple mode depending on the wavelength of laser light emitted by the laser diode device.
Therefore, a laser system capable of emitting laser light with a high output power at a high efficiency for a long period of time is required. Further, if the laser system has a structure to be operated in multiple modes, the efficiency of the laser system should be higher than that of a single mode.
In a conventional laser system, in the case of high power laser operation, an optical resonator is necessary for achieving the high power laser operation. As a result, the size of the laser system for high power laser operation becomes large.
In recent years, a laser system capable of emitting light of high power and wavelength in shorter period of time has been developed. However, when the laser system has multiple modes, there is a problem in that mode competition occurs in an optical resonator, and hence a mode of strong output cannot be selected.Quantitative determination of formaldehyde in the exhaled breath of patients with chronic cough.
Humans emit formaldehyde by breathing. The underlying pathophysiology of chronic cough is unknown, but numerous studies have shown that the concentration of formaldehyde in exhaled breath is elevated in patients with this disorder. The aim of this study was to establish the concentrations of formaldehyde in the exhaled air of patients with chronic cough. The concentrations of
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