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{"cells":[{"cell_type":"markdown","metadata":{"id":"v2q_VxPnRxIF"},"source":["# Python for research"]},{"cell_type":"markdown","metadata":{"id":"YdJu926HujJo"},"source":["## Week 1\n","\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":422,"status":"ok","timestamp":1641507424664,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"g2zwtJRpaJqm","outputId":"a9a92b27-4f3a-4942-9228-f6dd57fea309"},"outputs":[{"data":{"text/plain":["[1, 1, 1]"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["def update():\n"," \n"," x.append(1)\n","\n","x = [1,1]\n","update()\n","x"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":322,"status":"ok","timestamp":1641506971537,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"gADJ0HPobcbE","outputId":"5a3b1efb-5b41-4962-d603-a586a3362b30"},"outputs":[{"name":"stdout","output_type":"stream","text":["main: 1 [0, 1, 2, 3]\n","update: 2 [0, 1, 2, 3, 4]\n","main: 1 [0, 1, 2, 3, 4]\n"]}],"source":["def update(x,n):\n"," n = 2\n"," x.append(4)\n"," print('update: ', n, x)\n","\n","def main():\n"," n = 1\n"," x = [0,1,2,3]\n"," print('main: ', n, x)\n"," update(x,n)\n"," print('main: ', n, x)\n","\n","main()"]},{"cell_type":"markdown","metadata":{"id":"4vm9vw3LvCK0"},"source":["## Week2"]},{"cell_type":"markdown","metadata":{"id":"wH9sXJO2vEcz"},"source":["### Numpy"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":414,"status":"ok","timestamp":1641593180034,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"j7Qg7DIqjjNw","outputId":"aac4c512-4755-43e9-950f-52dde307cae2"},"outputs":[{"data":{"text/plain":["array([[3, 5],\n"," [6, 7]])"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["import numpy as np\n","\n","x = np.array([[3,6], [5,7]])\n","y = x.transpose()\n","y"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":292,"status":"ok","timestamp":1641595507468,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"LLw3Bt66mf1R","outputId":"80157bdc-ffc5-40da-eb09-1232ee58f5a3"},"outputs":[{"data":{"text/plain":["False"]},"execution_count":20,"metadata":{},"output_type":"execute_result"}],"source":["a = np.array([1,2])\n","b = np.array([3,4,5])\n","c=b[1:]\n","b[a] is c"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":285,"status":"ok","timestamp":1641595516544,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"h5yCpATotrpm","outputId":"b545e561-6bfc-4f29-e1a6-ae906304dc4a"},"outputs":[{"data":{"text/plain":["True"]},"execution_count":21,"metadata":{},"output_type":"execute_result"}],"source":["x = 20\n","np.any([x%i == 0 for i in range(2,x)])"]},{"cell_type":"markdown","metadata":{"id":"g7s_0PaFVgQ_"},"source":["### Part 3: Matplotlib Pyplot"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":526},"executionInfo":{"elapsed":1022,"status":"ok","timestamp":1641690121719,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"KmrEgg9UVelU","outputId":"bdc969f6-f287-44cc-b9b9-2758b050b629"},"outputs":[{"data":{"text/plain":["(array([0.09129, 0.26424, 0.44017, 0.59124, 0.71034, 0.7992 , 0.86261,\n"," 0.90768, 0.93817, 0.95915, 0.97283, 0.9824 , 0.98845, 0.99231,\n"," 0.99513, 0.99682, 0.99793, 0.99866, 0.99913, 0.99947, 0.99964,\n"," 0.99975, 0.99986, 0.99991, 0.99994, 0.99995, 0.99999, 0.99999,\n"," 0.99999, 1. ]),\n"," array([1.62896308e-02, 1.50546181e+00, 2.99463398e+00, 4.48380616e+00,\n"," 5.97297833e+00, 7.46215051e+00, 8.95132268e+00, 1.04404949e+01,\n"," 1.19296670e+01, 1.34188392e+01, 1.49080114e+01, 1.63971836e+01,\n"," 1.78863557e+01, 1.93755279e+01, 2.08647001e+01, 2.23538723e+01,\n"," 2.38430444e+01, 2.53322166e+01, 2.68213888e+01, 2.83105610e+01,\n"," 2.97997331e+01, 3.12889053e+01, 3.27780775e+01, 3.42672497e+01,\n"," 3.57564218e+01, 3.72455940e+01, 3.87347662e+01, 4.02239384e+01,\n"," 4.17131105e+01, 4.32022827e+01, 4.46914549e+01]),\n"," \u003ca list of 1 Patch objects\u003e)"]},"execution_count":6,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 432x288 with 4 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"source":["# -*- coding: utf-8 -*-\n","\"\"\"\n","Created on Sat Jan 8 18:22:25 2022\n","\n","@author: Sherwood\n","\"\"\"\n","import numpy as np\n","import matplotlib.pyplot as plt\n","\n","# # crt+1 for comment/uncomment\n","\n","# x = np.logspace(-1, 1, 20)\n","# y1 = x**2\n","# y2 = x**1.5\n","# plt.loglog(x, y1, \"bo-\", linewidth = 2, markersize = 2, label = \"$Variación 1$\")\n","# plt.semilogy(x, y2, \"cs-\", linewidth = 1, markersize = 3, label = \"$Variación 2$\")\n","# plt.xlabel(\"$X$\")\n","# plt.ylabel(\"$Y$\")\n","# plt.axis([-10, 20, -10, 200])\n","# plt.legend(loc = \"right\")\n","# #runcell(0, 'C:/Users/amoam/untitled5.py')\n","# #plt.savefig(\"plot.png\")\n","\n","\n","# x = np.logspace(0,1,10)\n","# y = x**2\n","# plt.loglog(x, y, \"bo-\")\n","\n","x = np.random.gamma(2, 3, 100000)\n","\n","#plt.hist(x, bins = 30)\n","\n","plt.figure()\n","plt.subplot(221)\n","plt.hist(x, bins = 30)\n","plt.subplot(222)\n","plt.hist(x, bins = 30, density=True, stacked=True)\n","plt.subplot(223)\n","plt.hist(x, bins = 30, cumulative = True)\n","plt.subplot(224)\n","plt.hist(x, bins = 30, density=True, stacked=True, cumulative = True, histtype = \"step\")\n"]},{"cell_type":"markdown","metadata":{"id":"wH4vFxy1QNlQ"},"source":["# Wavelets"]},{"cell_type":"code","execution_count":35,"metadata":{"executionInfo":{"elapsed":285,"status":"ok","timestamp":1642635218435,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"Ngp9R7pOYVtz"},"outputs":[],"source":["import numpy as np\n","import pywt\n","import matplotlib.pyplot as plt\n","import pandas as pd\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true},"id":"nu7GHIZlr9Lb"},"outputs":[{"ename":"NameError","evalue":"ignored","output_type":"error","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","\u001b[0;32m\u003cipython-input-1-9084d1de28b4\u003e\u001b[0m in \u001b[0;36m\u003cmodule\u003e\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m def plot_wavelet(time, signal, scales, \n\u001b[1;32m 2\u001b[0m \u001b[0mwaveletname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'cmor'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----\u003e 3\u001b[0;31m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseismic\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mtitle\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Wavelet Transform (Power Spectrum) of signal'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mylabel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'Period (years)'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"]}],"source":["def plot_wavelet(time, signal, scales, \n"," waveletname = 'cmor', \n"," cmap = plt.cm.seismic, \n"," title = 'Wavelet Transform (Power Spectrum) of signal', \n"," ylabel = 'Period (years)', \n"," xlabel = 'Time'):\n"," \n"," dt = time[1] - time[0]\n"," [coefficients, frequencies] = pywt.cwt(signal, scales, waveletname, dt)\n"," power = (abs(coefficients)) ** 2\n"," period = 1. / frequencies\n"," levels = [0.0625, 0.125, 0.25, 0.5, 1, 2, 4, 8]\n"," contourlevels = np.log2(levels)\n"," \n"," fig, ax = plt.subplots(figsize=(15, 10))\n"," im = ax.contourf(time, np.log2(period), np.log2(power), contourlevels, extend='both',cmap=cmap)\n"," \n"," ax.set_title(title, fontsize=20)\n"," ax.set_ylabel(ylabel, fontsize=18)\n"," ax.set_xlabel(xlabel, fontsize=18)\n"," \n"," yticks = 2**np.arange(np.ceil(np.log2(period.min())), np.ceil(np.log2(period.max())))\n"," ax.set_yticks(np.log2(yticks))\n"," ax.set_yticklabels(yticks)\n"," ax.invert_yaxis()\n"," ylim = ax.get_ylim()\n"," ax.set_ylim(ylim[0], -1)\n"," \n"," cbar_ax = fig.add_axes([0.95, 0.5, 0.03, 0.25])\n"," fig.colorbar(im, cax=cbar_ax, orientation=\"vertical\")\n"," plt.show()\n","\n","def plot_signal_plus_average(time, signal, average_over = 5):\n"," fig, ax = plt.subplots(figsize=(15, 3))\n"," time_ave, signal_ave = get_ave_values(time, signal, average_over)\n"," ax.plot(time, signal, label='signal')\n"," ax.plot(time_ave, signal_ave, label = 'time average (n={})'.format(5))\n"," ax.set_xlim([time[0], time[-1]])\n"," ax.set_ylabel('Signal Amplitude', fontsize=18)\n"," ax.set_title('Signal + Time Average', fontsize=18)\n"," ax.set_xlabel('Time', fontsize=18)\n"," ax.legend()\n"," plt.show()\n"," \n","def get_fft_values(y_values, T, N, f_s):\n"," f_values = np.linspace(0.0, 1.0/(2.0*T), N//2)\n"," fft_values_ = fft(y_values)\n"," fft_values = 2.0/N * np.abs(fft_values_[0:N//2])\n"," return f_values, fft_values\n","\n","def plot_fft_plus_power(time, signal):\n"," dt = time[1] - time[0]\n"," N = len(signal)\n"," fs = 1/dt\n"," \n"," fig, ax = plt.subplots(figsize=(15, 3))\n"," variance = np.std(signal)**2\n"," f_values, fft_values = get_fft_values(signal, dt, N, fs)\n"," fft_power = variance * abs(fft_values) ** 2 # FFT power spectrum\n"," ax.plot(f_values, fft_values, 'r-', label='Fourier Transform')\n"," ax.plot(f_values, fft_power, 'k--', linewidth=1, label='FFT Power Spectrum')\n"," ax.set_xlabel('Frequency [Hz / year]', fontsize=18)\n"," ax.set_ylabel('Amplitude', fontsize=18)\n"," ax.legend()\n"," plt.show()\n","\n","dataset = \"http://paos.colorado.edu/research/wavelets/wave_idl/sst_nino3.dat\"\n","df_nino = pd.read_table(dataset)\n","N = df_nino.shape[0]\n","t0=1871\n","dt=0.25\n","time = np.arange(0, N) * dt + t0\n","signal = df_nino.values.squeeze()\n","\n","scales = np.arange(1, 128)\n","plot_signal_plus_average(time, signal)\n","plot_fft_plus_power(time, signal)\n","plot_wavelet(time, signal, scales)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"jsPWOu5hQRLe"},"outputs":[],"source":["t_n = 1\n","N = 100000\n","T = t_n / N\n","f_s = 1/T\n"," \n","xa = np.linspace(0, t_n, num = N)\n","xb = np.linspace(0, t_n//4, num = N//4)\n"," \n","frequencies = [4, 30, 60, 90]\n","y1a, y1b = np.sin(2*np.pi*frequencies[0]*xa), np.sin(2*np.pi*frequencies[0]*xb)\n","y2a, y2b = np.sin(2*np.pi*frequencies[1]*xa), np.sin(2*np.pi*frequencies[1]*xb)\n","y3a, y3b = np.sin(2*np.pi*frequencies[2]*xa), np.sin(2*np.pi*frequencies[2]*xb)\n","y4a, y4b = np.sin(2*np.pi*frequencies[3]*xa), np.sin(2*np.pi*frequencies[3]*xb)\n"," \n","composite_signal1 = y1a + y2a + y3a + y4a\n","composite_signal2 = np.concatenate([y1b, y2b, y3b, y4b])\n"," \n","f_values1, fft_values1 = get_fft_values(composite_signal1, T, N, f_s)\n","f_values2, fft_values2 = get_fft_values(composite_signal2, T, N, f_s)\n"," \n","fig, axarr = plt.subplots(nrows=2, ncols=2, figsize=(12,8))\n","axarr[0,0].plot(xa, composite_signal1)\n","axarr[1,0].plot(xa, composite_signal2)\n","axarr[0,1].plot(f_values1, fft_values1)\n","axarr[1,1].plot(f_values2, fft_values2)\n","(...)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":30,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":325,"status":"ok","timestamp":1642633487723,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"r9wkJhViXxT5","outputId":"303a76a2-df0f-48f5-da47-22bcddb01b57"},"outputs":[{"name":"stdout","output_type":"stream","text":["['haar', 'db', 'sym', 'coif', 'bior', 'rbio', 'dmey', 'gaus', 'mexh', 'morl', 'cgau', 'shan', 'fbsp', 'cmor']\n"]}],"source":["print(pywt.families())"]},{"cell_type":"code","execution_count":29,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":432},"executionInfo":{"elapsed":1389,"status":"ok","timestamp":1642633333583,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"_xNZXXczkx6p","outputId":"6f6b5feb-e8cc-4596-8c82-677316e6b87a"},"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/numpy/core/_asarray.py:83: ComplexWarning: Casting complex values to real discards the imaginary part\n"," return array(a, dtype, copy=False, order=order)\n"]},{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 1152x576 with 8 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"source":["discrete_wavelets = ['db5', 'sym5', 'coif5', 'bior2.4']\n","continuous_wavelets = ['mexh', 'morl', 'cgau5', 'gaus5']\n"," \n","list_list_wavelets = [discrete_wavelets, continuous_wavelets]\n","list_funcs = [pywt.Wavelet, pywt.ContinuousWavelet]\n"," \n","fig, axarr = plt.subplots(nrows=2, ncols=4, figsize=(16,8))\n","for ii, list_wavelets in enumerate(list_list_wavelets):\n"," func = list_funcs[ii]\n"," row_no = ii\n"," for col_no, waveletname in enumerate(list_wavelets):\n"," wavelet = func(waveletname)\n"," family_name = wavelet.family_name\n"," biorthogonal = wavelet.biorthogonal\n"," orthogonal = wavelet.orthogonal\n"," symmetry = wavelet.symmetry\n"," if ii == 0:\n"," _ = wavelet.wavefun()\n"," wavelet_function = _[0]\n"," x_values = _[-1]\n"," else:\n"," wavelet_function, x_values = wavelet.wavefun()\n"," if col_no == 0 and ii == 0:\n"," axarr[row_no, col_no].set_ylabel(\"Discrete Wavelets\", fontsize=16)\n"," if col_no == 0 and ii == 1:\n"," axarr[row_no, col_no].set_ylabel(\"Continuous Wavelets\", fontsize=16)\n"," axarr[row_no, col_no].set_title(\"{}\".format(family_name), fontsize=16)\n"," axarr[row_no, col_no].plot(x_values, wavelet_function)\n"," axarr[row_no, col_no].set_yticks([])\n"," axarr[row_no, col_no].set_yticklabels([])\n"," \n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":33,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":586},"executionInfo":{"elapsed":3486,"status":"ok","timestamp":1642633924607,"user":{"displayName":"Maby Esperanza Gavilan Abanto","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhgOy_Zxz0nWC-1Puz3kF3OLfwdLY_FxxiqMn8vOA=s64","userId":"16732862938746092311"},"user_tz":300},"id":"qVdO5xMclhXn","outputId":"136290de-e599-4522-e126-e920bbadc53b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 1440x1152 with 25 Axes\u003e"]},"metadata":{},"output_type":"display_data"}],"source":["db_wavelets = pywt.wavelist('db')[:5]\n","#print(db_wavelets) # muestra un array de la wavelet db desde 1 hasta 5\n","fig, axarr = plt.subplots(ncols = 5, nrows = 5 , figsize = (20,16))\n","fig.suptitle('Daubechies wavelet family', fontsize = 16)\n","for col_no, waveletname in enumerate(db_wavelets):\n"," wavelet = pywt.Wavelet(waveletname)\n"," no_moments = wavelet.vanishing_moments_psi\n"," family_name = wavelet.family_name\n"," for row_no, level in enumerate(range(1,6)):\n"," wavelet_function, scaling_function, x_values = wavelet.wavefun(level = level)\n"," axarr[row_no, col_no].set_title(\"{} - level {}\\n{} vanishing moments\\n{} samples\".format(\n"," waveletname, level, no_moments, len(x_values)), loc='left')\n"," axarr[row_no, col_no].plot(x_values, wavelet_function, 'bD--')\n"," axarr[row_no, col_no].set_yticks([])\n"," axarr[row_no, col_no].set_yticklabels([])\n","plt.tight_layout()\n","plt.subplots_adjust(top=0.9)\n","plt.show()"]}],"metadata":{"colab":{"authorship_tag":"ABX9TyMp1j8tdr3Zd6P9rsSf0/0q","collapsed_sections":["YdJu926HujJo","4vm9vw3LvCK0","wH9sXJO2vEcz","g7s_0PaFVgQ_"],"name":"Codigos_enClase","version":""},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}