{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SHAPES実行結果のチェック" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "元々`SHAPES` は、$P(r)$関数に対してシミュレーションを行っているので、動径分布関数のチェックだけでも良いが念の為、散乱強度においてもシミュレーションのチェックを行う。\n", "\n", "・散乱曲線の比較\n", "\n", "  Original dataとOutput data\n", " \n", "・動径分布関数の比較\n", "\n", "  Original dataとOutput data\n", " \n", " の2点に関して、ビーズモデルから予想される$P(r)$、$I_{fit}(q)$を比較する。\n", " \n", " 両者の表示とも、結果ファイルを一括して選択した後、各ファイルのラベルを入力するプログラムになっている。\n", " \n", " 始めに、ファイルの構造をチェックしておこう。\n", " \n", " $I_{fit}(q)$に関しては" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['# Rvalue: 0.012 CHI-squared: 85.097',\n", " '0.0025 268.083 268.31071303293044',\n", " '0.005 267.688 267.91908469451465',\n", " '0.0075 267.032 267.2675296096724',\n", " '0.01 266.115 266.3577811119744',\n", " '0.0125 264.94 265.19225612372185',\n", " '0.015 263.511 263.7740454710893',\n", " '0.0175 261.833 262.1069015172529',\n", " '0.02 259.908 260.1952231766013',\n", " '0.0225 257.743 258.04403838638797']" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!!head 6lyz_intensity_1.dat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1行目がheaderで、1列目が$q$、2列目が$I(q)$、3列めが$I_{fit}(q)$という構造になっている。\n", "\n", "`ATSAS`では`*.fit`という拡張子がついているファイル形式であり、普通にそのままplotすると3列めが見えず、ファイルをプロットしても全く同じ??などということが起こる。\n", "\n", "$P(r)$に関しては" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['#',\n", " '0.0 0.0 0.0',\n", " '0.4464 2.766541091949083 0.0',\n", " '0.8929 5.553805338144977 0.0',\n", " '1.339 8.37560817475222 0.0',\n", " '1.786 11.247491967455916 0.0',\n", " '2.232 14.195360659064583 0.0',\n", " '2.679 17.245118192386734 0.0',\n", " '3.125 20.429576228313145 0.0',\n", " '3.571 23.779819498214028 0.0']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "!!head 6lyz_pr_calc_1.dat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "さきほど同様、`*.fit`というファイル形式で、\n", "\n", "1行目がheaderで、1列目が$r$、2列目が$P(r)$、3列めが$P_{fit}(r)$という構造になっている。\n", "\n", "**散乱強度にせよ、動径分布関数にせよ `*.fit` のファイル形式では2列めと3列めの差分をプロットするのが普通である。**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 散乱曲線の比較" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-12-09T02:27:11.300802Z", "start_time": "2019-12-09T02:27:00.697652Z" } }, "source": [ "以下のセルを実行すればモデルから予想されるフィットデータと入力ファイルの比較ができる。ここで、\n", "\n", "グラフの上部:Original dataとOutput dataの散乱曲線がプロットされる。\n", "\n", "グラフの下部:Original dataとOutput dataの散乱曲線のlog(I(q))の差分がプロットされる。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# -*- coding: utf-8 -*-\n", "\"\"\"\n", "Created on Thu Dec 13 14:17:03 2018\n", "\n", "@author: Takeuchi\n", "modified by Fujisawa\n", "\"\"\"\n", "\n", "import tkinter\n", "from tkinter import messagebox as tkMessageBox\n", "from tkinter import filedialog as tkFileDialog\n", "from tkinter import simpledialog as tkSimpleDialog\n", "import os,pylab\n", "import matplotlib.pyplot as plt\n", "\n", "root=tkinter.Tk()\n", "root.withdraw()\n", "\n", "dir0=os.getcwd()\n", "infiles=tkFileDialog.askopenfilenames(title='q-log(I(q)) plot',initialdir='.',filetypes=[(\"dat file\",\"*.dat\")])\n", "dir1=os.path.dirname(infiles[0])\n", "os.chdir(dir1)\n", "\n", "fig = pylab.figure(figsize=(7,5))\n", "#fig = pylab.figure()\n", "# サブプロットを8:2で分割\n", "ax1 = fig.add_axes((0, 0.2, 1, 0.8))\n", "ax2 = fig.add_axes((0, 0, 1, 0.2), sharex=ax1)\n", "\n", "# 散布図のx軸のラベルとヒストグラムのy軸のラベルを非表示\n", "#ax1.tick_params(labelbottom=\"off\")\n", "#ax2.tick_params(labelleft=\"off\")\n", "\n", "ax1.set_ylabel(r'$log(I(q))$',fontsize=22)\n", "ax2.set_ylabel(r'$I(q)-I(q)_{original}$',fontsize=22)\n", "ax2.set_xlabel(r\"$q$ (A^-1)\",fontsize=22)\n", "#ax1.tick_params(labelsize=18)\n", "ax2.tick_params(labelsize=18)\n", "\n", "cmap = plt.get_cmap(\"tab10\") # ココがポイント\n", "\n", "for i,infn in enumerate(infiles):\n", " pdata=pylab.loadtxt(infn,skiprows=1)\n", " st='label for %s' %os.path.basename(infn)\n", " plabel=st\n", " plabel=tkSimpleDialog.askstring('label for plot',os.path.basename(infn))\n", " if i==0:\n", " ax1.semilogy(pdata[5:,0],pdata[5:,1],color=cmap(0),label='original data')\n", " ax1.semilogy(pdata[:,0],pdata[:,-1],color=cmap(1+i),label=plabel)\n", " else:\n", " ax1.semilogy(pdata[:,0],pdata[:,-1],color=cmap(1+i),label=plabel)\n", " psub=pdata[5:,-1]-pdata[5:,1]\n", " ax2.plot(pdata[5:,0],psub,color=cmap(1+i))\n", "\n", "ax1_ymax=max(pdata[:,1])*2\n", "ax1_ymin=pdata[-1,1]*0.1\n", "ax2.set_xlim(0.0,pdata[-1,0])\n", "ax1.set_ylim(ax1_ymin,ax1_ymax)\n", "ax1.grid()\n", "ax2.grid()\n", "ax1.legend(bbox_to_anchor=(1.05, 1), loc='upper left',fontsize=14)\n", "ax2.legend(fontsize=14)\n", "pylab.show()\n", "\n", "os.chdir(dir0)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 動径分布関数の比較" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以下のセルを実行すればモデルから予想されるフィットデータと入力ファイルの比較ができる。ここで、\n", "\n", "グラフの上部:Original dataとOutput dataの動径分布関数がプロットされる。\n", "\n", "グラフの下部:Original dataとOutput dataの動径分布関数の$P(r)$の差がプロットされる。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# -*- coding: utf-8 -*-\n", "\"\"\"\n", "Created on Thu Dec 13 14:17:03 2018\n", "\n", "@author: Takeuchi\n", "modified by Fujisawa\n", "\"\"\"\n", "\n", "import tkinter\n", "from tkinter import messagebox as tkMessageBox\n", "from tkinter import filedialog as tkFileDialog\n", "from tkinter import simpledialog as tkSimpleDialog\n", "import os,pylab\n", "import matplotlib.pyplot as plt\n", "\n", "root=tkinter.Tk()\n", "root.withdraw()\n", "\n", "dir0=os.getcwd()\n", "infiles=tkFileDialog.askopenfilenames(title='q-log(I(q)) plot',initialdir='.',filetypes=[(\"dat file\",\"*.dat\")])\n", "dir1=os.path.dirname(infiles[0])\n", "os.chdir(dir1)\n", "\n", "fig = pylab.figure(figsize=(7,5))\n", "#fig = pylab.figure()\n", "# サブプロットを8:2で分割\n", "ax1 = fig.add_axes((0, 0.2, 1, 0.8))\n", "ax2 = fig.add_axes((0, 0, 1, 0.2), sharex=ax1)\n", "\n", "# 散布図のx軸のラベルとヒストグラムのy軸のラベルを非表示\n", "#ax1.tick_params(labelbottom=\"off\")\n", "#ax2.tick_params(labelleft=\"off\")\n", "\n", "ax1.set_ylabel(r'$P(r)$',fontsize=22)\n", "ax2.set_ylabel(r'$P(r)-P(r)_{original}$',fontsize=22)\n", "ax2.set_xlabel(r\"$r$ (A)\",fontsize=22)\n", "#ax1.tick_params(labelsize=18)\n", "ax2.tick_params(labelsize=18)\n", "\n", "cmap = plt.get_cmap(\"tab10\") # ココがポイント\n", "\n", "for i,infn in enumerate(infiles):\n", " pdata=pylab.loadtxt(infn,skiprows=1)\n", " st='label for %s' %os.path.basename(infn)\n", " plabel=st\n", " plabel=tkSimpleDialog.askstring('label for plot',os.path.basename(infn))\n", " if i==0:\n", " ax1.plot(pdata[5:,0],pdata[5:,1],color=cmap(0),label='original data')\n", " ax1.plot(pdata[:,0],pdata[:,-1],color=cmap(1+i),label=plabel)\n", " else:\n", " ax1.plot(pdata[:,0],pdata[:,-1],color=cmap(1+i),label=plabel)\n", " psub=pdata[5:,-1]-pdata[5:,1]\n", " ax2.plot(pdata[5:,0],psub,color=cmap(1+i))\n", "\n", "ax1_ymax=max(pdata[:,1])*1.2\n", "ax1_ymin=0.0\n", "ax2.set_xlim(0.0,pdata[-1,0])\n", "ax1.set_ylim(ax1_ymin,ax1_ymax)\n", "ax1.grid()\n", "ax2.grid()\n", "ax1.legend(bbox_to_anchor=(1.05, 1), loc='upper left',fontsize=14)\n", "ax2.legend(fontsize=14)\n", "pylab.show()\n", "\n", "os.chdir(dir0)\n", "\n" ] } ], "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }