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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# Como leer un cubo de datos\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: VerifyWarning: Verification reported errors: [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'CRVAL1' is not FITS standard (invalid value string: '-2.307985e+02 / coord value at CRPIX1'). Fixed 'CRVAL1' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Note: astropy.io.fits uses zero-based indexing.\n", " [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'CDELT1' is not FITS standard (invalid value string: '1.300400e+00 / pixel spacing for axis 1'). Fixed 'CDELT1' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'CRVAL2' is not FITS standard (invalid value string: '3.000000e+02 / coord value at CRPIX2'). Fixed 'CRVAL2' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'CDELT2' is not FITS standard (invalid value string: '1.250000e-01 / pixel spacing for axis 2'). Fixed 'CDELT2' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'CRVAL3' is not FITS standard (invalid value string: '-2.000000e+00 / coord value at CRPIX3'). Fixed 'CRVAL3' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'CDELT3' is not FITS standard (invalid value string: '1.250000e-01 / pixel spacing for axis 3'). Fixed 'CDELT3' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'DATAMIN' is not FITS standard (invalid value string: '-1.018392e+00 / minimum real value'). Fixed 'DATAMIN' card to meet the FITS standard. [astropy.io.fits.verify]\n", "WARNING: VerifyWarning: Card 'DATAMAX' is not FITS standard (invalid value string: '1.636313e+01 / maximum real value'). Fixed 'DATAMAX' card to meet the FITS standard. [astropy.io.fits.verify]\n" ] }, { "data": { "text/plain": [ "SIMPLE = T / Standard FITS format \n", "BITPIX = -32 / Bits per pixel \n", "NAXIS = 3 / Number of axes \n", "NAXIS1 = 306 / Number pixels on axis 1 \n", "NAXIS2 = 385 / Number pixels on axis 2 \n", "NAXIS3 = 33 / Number pixels on axis 3 \n", "CTYPE1 = 'VELO-LSR' / axis 1 coord type \n", "CRVAL1 = -2.307985E+02 / coord value at CRPIX1 \n", "CDELT1 = 1.300400E+00 / pixel spacing for axis 1 \n", "CRPIX1 = 1.000000 / ref pixel for axis 1 \n", "CTYPE2 = 'GLON-FLT' / axis 2 coord type \n", "CRVAL2 = 3.000000E+02 / coord value at CRPIX2 \n", "CDELT2 = 1.250000E-01 / pixel spacing for axis 2 \n", "CRPIX2 = 1.000000 / ref pixel for axis 2 \n", "CTYPE3 = 'GLAT-FLT' / axis 3 coord type \n", "CRVAL3 = -2.000000E+00 / coord value at CRPIX3 \n", "CDELT3 = 1.250000E-01 / pixel spacing for axis 3 \n", "CRPIX3 = 1.000000 / ref pixel for axis 3 \n", "DATAMIN = -1.018392E+00 / minimum real value \n", "DATAMAX = 1.636313E+01 / maximum real value \n", "COMMENT iv=102-102, ix=1-289, iy=1-33 set blank \n", "COMMENT iv=199-201, ix=1-289, iy=1-33 set blank \n", "COMMENT iv=216-216, ix=1-289, iy=1-33 set blank \n", "COMMENT iv=219-219, ix=1-289, iy=1-33 set blank \n", "COMMENT Axis 1 linearly interpolated \n", "COMMENT Written by T. M. Dame's MacFITS \n", "COMMENT Created: Thu Jun 27 15:58:19 1996 \n", "COMMENT 6 chans eliminated & interpolated \n", "COMMENT velocity slices interpolated \n", " \n", " " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#import pyfits #modulo para leer archivos fits\n", "from astropy.io import fits\n", "import matplotlib.pyplot as plt #modulo para graficar\n", "import numpy as np #este modulo es para trabajar con matrices como en matlab\n", "import scipy as sp\n", "\n", "#esta es una forma \"automatizada\" de obtener la velocidad(v) longitud(l) y latitud(b)\n", "#esta funcion les entrega un arreglo con los valores reales del eje correspondiente\n", "#1 es velocidad, 2 es longitud galactica, 3 es latitud galactica\n", "def values(h,j):\n", "\tN=h['NAXIS'+str(j)];\n", "\tval=np.zeros(N);\n", "\tfor i in range(0,N):\n", "\t\tval[i] = (i+1-float(h['CRPIX'+str(j)]))*float(h['CDELT'+str(j)]) + float(h['CRVAL'+str(j)]);\n", "\treturn val;\n", "\n", "cubo\t= fits.open(\"southgal_fixbadc.fits\") #abrir objeto cubo de datos\n", "data \t= cubo[0].data #extraer matriz de datos\n", "header\t= cubo[0].header #extraer el header del archivo fits\n", "\n", "\n", "#Estos seran los tres arreglos con los valores reales de los tres ejes del cubo\n", "velocidad=values(header,1)\n", "longitud=values(header,2)\n", "latitud=values(header,3)\n", "\n", "#print ('v =',velocidad)\n", "#print ('l =',longitud)\n", "#print ('b =',latitud)\n", "\n", "#esta es una forma manual de obtener v, l, b, leyendo el header\n", "#velocidad= np.linspace(-230.7985, 165.8235, 306)\n", "#longitud= np.linspace(300, 348., 385)\n", "header" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ahora pueden trabajar con el cubo como si fuera una matriz\n", "\n", "### Ejemplo 1, graficar el espectro localizado en l=325.00 y b=-0.25" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i_l=-1\n", "i_b=-1\n", "i_k=-1\n", "#con este par de ciclos buscan en que indice esta la longitud y la latitud esperada\n", "for i,lat in enumerate(latitud):\n", " if lat <= -0.25:\n", " i_b = i\n", "for j,lon in enumerate(longitud):\n", " if lon <= 325.0:\n", " i_l = j\n", "\n", "\n", "#ahora grafican el espectro\n", "plt.plot(velocidad, data[i_b][i_l][:], '.')\n", "plt.xlabel('Velocidad')\n", "plt.ylabel('Temperatura')\n", "\n", "#cuidado pues para llamar en data el orden es indice lat, indice longitud, indice velocidad, al reves del orden del header\n", "#plt.xlim(-100, 0)\n", "plt.show()\n", "\n", "# #Se grafica T vs. latitud para l=325.00 y b=-0.25\n", "# plt.plot(latitud, aux)\n", "# #plt.plot(latitud, data[:][i_l][i_k]) # Este no funciona\n", "# #cuidado pues para llamar en data el orden es indice lat, indice longitud, indice velocidad, al reves del orden del header\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2. , -1.875, -1.75 , -1.625, -1.5 , -1.375, -1.25 , -1.125,\n", " -1. , -0.875, -0.75 , -0.625, -0.5 , -0.375, -0.25 , -0.125,\n", " 0. , 0.125, 0.25 , 0.375, 0.5 , 0.625, 0.75 , 0.875,\n", " 1. , 1.125, 1.25 , 1.375, 1.5 , 1.625, 1.75 , 1.875,\n", " 2. ])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "latitud" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ejemplo 2, hacer un mapa de contornos de todo el cubo.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Ejemplo 2, hacer un mapa de contornos de todo el cubo.\n", "#Para esto integran en velocidad, colapsan el eje de velocidad para que les quede un fits en 2 dimensiones, latitud y longitud\n", "\n", "data_2 = np.zeros((len(latitud),len(longitud))) #con esto crean un imagen con ceros de las dimensiones de latitud y longitud\n", "for i in range(len(latitud)):\n", "\tfor j in range(len(longitud)):\n", "\t\tdata_2[i][j] = sum(data[i][j][:])\n", "#plotean los contornos\n", "\n", "\n", "fig2=plt.figure()\n", "plt.xlabel('longitud')\n", "plt.ylabel('latitud')\n", "plt.contour(longitud,latitud,data_2)\n", "plt.xlim(350, 300)\n", "plt.colorbar()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ejemplo 3, hacer un mapa del cubo." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Igual que el ejemplo 2, pero sin contornos\n", "#plt.imshow(data_2)\n", "plt.matshow(data_2)\n", "plt.xlabel('longitud')\n", "plt.ylabel('latitud')\n", "plt.colorbar()\n", "#plt.xlim(350, 300)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ejemplo 4: Se hace un mapa de longitud vs. velocidad" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_3 = np.zeros((len(velocidad),len(longitud))) \n", "for i in range(len(velocidad)):\n", " for j in range(len(longitud)):\n", " # Es necesario crear un arreglo auxiliar con los valores para cada b, dado un l,v\n", " aux=np.zeros(33)\n", " for h in range(33):\n", " aux[h]=data[h][j][i]\n", " data_3[i][j] = sum(aux)\n", "#plotean los contornos\n", "fig2=plt.figure()\n", "plt.contour(longitud,velocidad,data_3)\n", "plt.xlabel('longitud')\n", "plt.ylabel('velocidad')\n", "#plt.xlim(350, 300)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Maneras de Separar Ruido de Senal" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Se hace al ojo\n", "ruido = np.where((velocidad <= -90) | (velocidad >= -4)) #otra forma es T>0.5 \n", "T = data[i_b][i_l][:]\n", "plt.plot(velocidad, T, color='r', label='Signal') \n", "plt.plot(velocidad[ruido], T[ruido], color='b', label='Noise')\n", "plt.legend()\n", "plt.xlabel('Velocidad')\n", "plt.ylabel('Temperatura')\n", "plt.title('Separando a mano')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "v_terminla con mascara = -86.45409999999998\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "v_terminal sin mascara = -86.45409999999998\n" ] } ], "source": [ "# Usando Sigma clipping\n", "from astropy.stats import sigma_clip\n", "\n", "#r = sigma_clip(T, sigma=3)\n", "r = sigma_clip(T, sigma_lower=3, sigma_upper=3)\n", "rms = np.sqrt(np.mean(r**2))\n", "rmask = r.mask\n", "v_terminal = velocidad[rmask][0]\n", "print ('v_terminla con mascara =', v_terminal)\n", "plt.plot(velocidad, T, color='b', label='All')\n", "plt.plot(velocidad, r, color='r', label='Filtered')\n", "plt.plot([-300,300],[3*rms,3*rms], 'g--', label='3 sigma')\n", "plt.plot([-300,300],[5*rms,5*rms], 'k--', label='5 sigma')\n", "plt.plot([v_terminal,v_terminal],[-10,10], 'g--', label='v_ter')\n", "plt.xlim(-250,200)\n", "plt.ylim(-0.3,1.51)\n", "plt.legend()\n", "plt.title('Usando Sigma clipping')\n", "plt.show()\n", "\n", "# Se encuentra V_terminal cuando no se tiene mascara\n", "v_terminal = np.nan\n", "for i in range(len(T)):\n", " temp = T[i]\n", " if temp >= 3*rms:\n", " v_terminal = velocidad[i]\n", " break\n", "print( 'v_terminal sin mascara =', v_terminal)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Curva de rotacion\n", "\n", "#### Partimos de la expresion para la Velocidad de local standard of rest\n", "\n", "\\begin{align}\n", "V_{LSR} = R_{0} sin(l)[\\omega(R) - \\omega(R_{0}) ] \n", "\\end{align}\n", "\n", "#### Donde R0 es la distancia radial del Sol al centro de la galaxia, l la longitud y ω(R) es la velocidad angular con respecto al centro de la galaxia\n", "#### Donde V(R_0) es la velocidad del sol respecto al centro galáctico, el valor de esta constante, corresponde a 220[km/s]. Ademas se puede calcular omega(R_0) como:\n", "\n", "\\begin{align}\n", "\\omega_0 = V(R_0)R_0\n", "\\end{align}\n", "\n", "#### Con R_0=8.5kpc\n", "\n", "#### Sin embargo, lo que se busca para realizar el calculo necesario son los máximos V_LSR, para esto senecesitan las velocidades tangenciales que ocurren cuando R = R0sin(l), por lo tanto se ocupara\n", "\n", "\\begin{align}\n", "V^{max}_{LSR} =R0sin(l)[ω(R0sin(l)) − ω(R0)]\n", "\\end{align}\n", "\n", "\n", "#### Valor que se calcula para cada punto del espectro, eligiendo para una longitud fija, la latitud que entregue el valor mas negativo entre todas las longitudes, así se puede calcular la velocidad de rotación como:\n", "\n", "\\begin{align}\n", "\\omega(R=R_0 sin(l)) = \\frac{V_{LSR}^{MAX}}{R_0 sin(l)} + \\omega(R_0) \n", "\\end{align}\n", "\n", "\n", "\n", "#### El signo - de la Vlsr se anula con el signo - de sin(l) en esta ecuación, en el cuarto cuadrante de longitud donde estamos trabajando (360 > l > 270)\n", "\n", "\n", "#### Luego se obtiene la curva de velocidad de rotación como:\n", "\n", "\n", "\\begin{align}\n", "V (R=R_0 sin(l)) = \\frac{V_{LSR}^{MAX} |sin(l)|}{sin(l)} + V(R_0) |sin(l)|\n", "\\end{align}\n", "\n", "#### O tambien como:\n", "\\begin{align}\n", "V (R=R_0 sin(l)) = \\omega (R=R_0 sin(l)) \\cdot R_0 · |sin(l)| \n", "\\end{align}\n", "\n", "#### V(R) debe ser positivo por eso el valor absoluto en el seno\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Se crea una funcion que para una longitud(l) fija, se recorre latitud(b) y se calcula el rms de las\n", "# velocidades\n", "# Esta misma funcion recorre el cubo de las velocidades asociadas a l y b, hasta que se llega a una\n", "# velocidad que es 5 veces mayor que el rms, esta ultima se guarda un arreglo\n", "\n", "def fmin(l,latitud,vs):\n", " #recorre latitud\n", " for q in range(33):\n", " T1=data[q][l][:]\n", " rms=np.sqrt(np.mean(T1**2)) #calcula rms\n", " #recorre velocidad\n", " for w in range(306):\n", " if data[q][l][w]>=5*rms: #buscamos que no sea ruido\n", " vs[q]=velocidad[w] #guardamos la primera v donde T mayor a 5rms\n", " break\n", "\n", "vmin=np.zeros(385)\n", "bvmin=np.zeros(385)\n", "R=np.zeros(385)\n", "R0=8.5 #kPc\n", "vsol=220\n", "\n", "#maximorum\n", "# Se recorren las longitudes y se busca la velocidad más negativa (mayor en modulo), se guarda esta\n", "# y su latitud asociada\n", "# Se obtiene un arreglo de R con la ecuacion R =| R0 · cos(l π/180 ) |\n", "\n", "for i in range(385):\n", " vs=np.zeros(33)\n", " fmin(i,latitud,vs)\n", " v1=vs[0]\n", " b1=latitud[0]\n", " for j in range(32):\n", " if vs[j+1]" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#curva de rotacion\n", "plt.plot(R,vR, 'maroon')\n", "plt.plot(R,vR, 'r.')\n", "plt.grid\n", "plt.title(\"Velocidad de rotacion en funcion de R\")\n", "plt.xlabel(\"R\")\n", "plt.ylabel(\"Vtan\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.optimize import curve_fit\n", "G=4.302e-6\n", "def masapuntual(R,M0):\n", " M=M0\n", " v=sp.sqrt(G*M/R)\n", " return v\n", "\n", "mpuntual,covmpuntual=curve_fit(masapuntual, R, vR)\n", "\n", "plt.plot(R,vR,'maroon',label='datos')\n", "plt.plot(R,vR,'y-',label='datos')\n", "plt.plot(R,masapuntual(R,mpuntual[0]),'k',label='masa puntual')\n", "plt.xlabel('R')\n", "plt.ylabel('Velocidad [km/s]')\n", "plt.grid()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }