{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Example: Maps tool of RamPy\n", "\n", "Everything is handle through an object `maps`. \n", "\n", "This object allows us to import a map file from a Horiba or Renishaw spectrometer (CSV format), then allows performing some data treatment. More will come in the future." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import rampy\n", "from rampy.maps import maps\n", "from rampy import peak_shapes\n", "from scipy.optimize import curve_fit\n", "import matplotlib.pyplot as plt\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Data import\n", "\n", "This is a Renishaw map" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# file name\n", "file='./data/4338-NDC1-(31)_4X4.txt'" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We create a map object providing the above file name (with relative path)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "my_map = maps(file, spectrometer_type=\"renishaw\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This object has attributes that save the X, Y, Raman shift and intensities.\n", "\n", "We can access them like my_map.X, my_map.Y, my_map.w, my_map.I\n", "\n", "We can use that to make a first plot:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(my_map.w, my_map.I[:,1])\n", "plt.xlabel('Raman shift, cm$^{-1}$')\n", "plt.ylabel(\"Intensities\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Remove background" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "bir = np.array([[1300,1350],[2000,2400],[2800,2850]])\n", "my_map.background(bir, method=\"poly\", polynomial_order=2)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We make a nice figure to see the background" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "\n", "# we plot the original signal\n", "plt.plot(my_map.w, my_map.I[:,1])\n", "\n", "# we plot the background\n", "plt.plot(my_map.w, my_map.I_background[:,1])\n", "\n", "# we plot the corrected spectra\n", "plt.plot(my_map.w, my_map.I_corrected[:,1])\n", "\n", "plt.xlabel('Raman shift, cm$^{-1}$')\n", "plt.ylabel(\"Intensities\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Normalisation of the signal to total area" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_map.normalise(my_map.I_corrected, method = \"area\")\n", "\n", "plt.figure()\n", "\n", "# we plot the normalised spectra\n", "plt.plot(my_map.w, my_map.I_normalised[:,1])\n", "\n", "plt.xlabel('Raman shift, cm$^{-1}$')\n", "plt.ylabel(\"Intensities\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the centroid of the peak near 2700 cm$^{-1}$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "region_of_interest = np.array([[2600,2850]])\n", "my_map.centroid(my_map.I_normalised, region_of_interest)\n", "my_map.intensity(my_map.I_normalised*1000, region_of_interest)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.tricontourf(my_map.X, my_map.Y, my_map.I_max)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "cbar = plt.colorbar()\n", "cbar.set_label(\"Intensity near 2700 cm-1\")\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the ratio of the intensities of peak at 2700 and that at 1522 cm-1, and make a contour plot." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "region_of_interest_for_ratio = np.array([[1500,1600],[2600,2850]])\n", "my_map.intensity_ratio(my_map.I_normalised, region_of_interest_for_ratio)\n", "\n", "plt.figure()\n", "plt.tricontourf(my_map.X, my_map.Y, my_map.I_ratio)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "cbar = plt.colorbar()\n", "cbar.set_label(\"Intensity ratio 1522 cm-1 / 2700 cm-1\")\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the area ratio of the two peaks to make a contour map" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "region_of_interest_for_ratio = np.array([[1500,1600],[2600,2850]])\n", "my_map.area_ratio(my_map.I_normalised, region_of_interest_for_ratio)\n", "\n", "plt.figure()\n", "plt.tricontourf(my_map.X, my_map.Y, my_map.A_ratio)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "cbar = plt.colorbar()\n", "cbar.set_label(\"Area ratio 1522 cm-1 / 2700 cm-1\")\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Under development : peak fitting" ] } ], "metadata": { "kernelspec": { "display_name": "gpvisc", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }