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@Wesitos
Last active June 9, 2017 16:47
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"## Otro backend bonis (aunque aveces algo raro) es:\n",
"## %matplotlib notebook\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"from scipy.signal import savgol_filter\n",
"import glob as gb\n",
"from functools import reduce"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Plot size parameters\n",
"fig_size = plt.rcParams[\"figure.figsize\"]\n",
"fig_size[0] = 9\n",
"fig_size[1] = 4.5\n",
"plt.rcParams[\"figure.figsize\"] = fig_size"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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ZYz7KIqMOPraBeMBRQRJX4zYrZEJNZPW72kAOARwUl4h2PvRvkJNzHvJkNCTT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HFbMTtDsYIoGEnnpNv1Vpqbm5kwYUpkoWxoaqK5ZSxjkv3kayvJqOXXqQrVuV6jkOS4zicY47r6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6qdr7SmUdfkZE3izJkzFpvNRmJjY92lpaXCpk2bIh988MFz/DFjx44tXLJkScx9992Xf/bs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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7097069908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Frequencies available {1, 3, 5, 7, 9, 12}\n",
"\n",
"#Defining frequency\n",
"freq = 9\n",
"\n",
"#Gathering all the CSV files which filename starts with 'freq' \n",
"#in alphabetical ordered list\n",
"#e.g. (for freq = 5): '5MHZA.CSV'\n",
"\n",
"## Por orden, te recomiendo que almacenes tus archivos en una subcarpeta\n",
"files = sorted([file for file in gb.glob(\"data/{}*\".format(freq))])\n",
"#OBS: \"{}*\".format(5) == \"5*\"\n",
"#OBS: e.g. (filenames which starts with \"5\"): gb.glob(\"5*\") \n",
"\n",
"#Data from CSV\n",
"\n",
"#Column names for every CSV ## Es mas facil trabajarlos desde una lista\n",
"col_names = [ \n",
" ['t','RE', 'sn100mV', 'sn500mV'],\n",
" ['t','sn1000mV', 'sn1500mV', 'sn1800mV'],\n",
" ['t','sn2200mV', 'sn2700mV', 'sn3200mV'],\n",
" ['t','sn3600mV', 'sn4100mV', 'sn4500mV'],\n",
" ['t','sn5000mV'],\n",
"]\n",
"\n",
"#Passing CSVs to variables ## Repetir es malo\n",
"data_frames = [pd.read_csv(trace, sep=',', skiprows=range(0, 16),\n",
" header=None, names=cols)\n",
" for trace,cols in zip(files, col_names)]\n",
"\n",
"## Combina los DataFrame\n",
"## Usar reduce puede que no sea tan legible, pero es mas facil que\n",
"## usar un bucle empezando con el primer DataFrame\n",
"data = reduce(lambda x,y: pd.merge(x,y, on='t'), data_frames)\n",
"\n",
"#Datasets of traces\n",
"noise_labels = {\n",
" 'RE': \"R. Eletrônico\",\n",
" 'sn100mV': \"100mV\",\n",
" 'sn500mV': \"500mV\",\n",
" 'sn1000mV': \"1.0V\",\n",
" 'sn1500mV': \"1.5V\",\n",
" 'sn1800mV': \"1.8V\", \n",
" 'sn2200mV': \"2.2V\",\n",
" 'sn2700mV': \"2.7V\",\n",
" 'sn3200mV': \"3.2V\",\n",
" 'sn3600mV': \"3.6V\",\n",
" 'sn4100mV': \"4.1V\",\n",
" 'sn4500mV': \"4.5V\",\n",
" 'sn5000mV': \"5.0V\",\n",
"}\n",
"\n",
"#Smoothing by Savitzky-Golay filter\n",
"#y1_= savgol_filter(y11, 3, 1)\n",
"\n",
"#Plotting all the datasets - Intensity(dBm) vs. Time(ms)\n",
"\n",
"## Convertimos el tiempo de milisegundos a segundos\n",
"data.t *= 1E3 ## Operador asignacion con multiplicacion\n",
"\n",
"ax = plt.subplot(111)\n",
"\n",
"#Defining plot axis limits\n",
"#ax.set_xlim([0,100])\n",
"\n",
"## Podemos graficar todo con una sola llamada a `data.plot`\n",
"## `data.plot` usa los nombres de las columnas como etiquetas\n",
"## para cambiarlas facilemnte, creamos un dataFrame temporal\n",
"## usando el metodo `rename` (`copy=False` deberia ahorrar algo\n",
"## de memoria al evitar copiar los valores)\n",
"data.rename(columns=noise_labels, copy=False).plot('t', kind='line', ax=ax)\n",
"\n",
"## Los cambios en el axes los incluimos despues de llamar a `data.plot`\n",
"## para que sobrescriba los cambios que hace\n",
"## No concatenes cadenas si ya usas format\n",
"ax.set_title('Shot Noise - {} MHz'.format(freq))\n",
"ax.set_xlabel('Tempo (ms)', size=12)\n",
"ax.set_ylabel('Intensidade (dBm)', size=12)\n",
"ax.grid(True)\n",
"\n",
"\n",
"ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), \n",
" fancybox=True, ncol=1)\n",
"\n",
"## No concatenes cadenas si ya usas format\n",
"plt.savefig('sn{}mhzRaw.png'.format(freq), bbox_inches='tight', dpi=300);\n",
"#e.g. sn9mhzRaw.png"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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sY6cxjHWkQehx4GUz+yWQYGZfA35P6JJZJIqAnmHrPYJt9bUpNLMkoC2weT99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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7092827a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Plotting Intensity(nW) vs. Voltage(mV)\n",
"\n",
"## Copiamos el DataFrame original, pero obviamos la columna\n",
"## de tiempo\n",
"noises_data = data.drop('t', axis=1)\n",
"\n",
"## Renombramos la columna de ruido electronico\n",
"## `inplace=True` significa que mutamos el DataFrame en vez\n",
"## de crear uno nuevo\n",
"noises_data.rename(index=str, columns={'RE': 'sn0mV'}, inplace=True)\n",
"\n",
"voltages = [0, 100, 500, 1000, 1500, 1800, 2200, 2700, 3200, 3600, 4100, \n",
" 4500, 5000]\n",
"#noises in nW\n",
"## Podemos iterar sobre el DataFrame como si fuera una matriz\n",
"noises_nw = 10**(noises_data/10 + 6)\n",
"\n",
"#Averaging noises \n",
"## `df.mean()` devuelve una serie con los promedios de cada columna\n",
"avg_noises = noises_nw.mean()\n",
"\n",
"## Podemos tratar los objetos pd.Series como diccionarios :3\n",
"## Parseamos el voltaje del nombre de las columnas usando slicing\n",
"## Es algo `hacky`, pero funciona bien con nuestra convencion de nombres\n",
"matrix_noises = np.array([( int(col[2:-2]), noise) \n",
" for col,noise in avg_noises.items()])\n",
"\n",
"ax2 = plt.subplot(111)\n",
"## No concatenes cadenas si ya usas format\n",
"ax2.set_title('Shot Noise - {}MHz'.format(freq))\n",
"ax2.set_xlabel('Voltagem (mV)', size=12)\n",
"ax2.set_ylabel('Intensidade (nW)', size=12)\n",
"ax2.grid(True)\n",
"\n",
"## Extraemos las columnas de la matriz\n",
"ax2.plot(matrix_noises[:, 0], matrix_noises[:, 1], \"*-\")\n",
"## No concatenes cadenas si ya usas format\n",
"plt.savefig('sn{}mhz.png'.format(freq), bbox_inches='tight', dpi=300)\n",
"#e.g. sn9mhz.png"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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