From 4f9b986327327a56011ca194119da334bfa4dd69 Mon Sep 17 00:00:00 2001 From: "Hood, Jonathan D" Date: Thu, 4 Mar 2021 12:12:35 -0500 Subject: [PATCH] Routine Push --- .../FileLoadScript-checkpoint.ipynb | 70 +++------ .../PostProcessing-checkpoint.ipynb | 96 +++++++----- FileLoadScript.ipynb | 89 +++++------ PostProcessing.ipynb | 140 +++++++++++------- 4 files changed, 215 insertions(+), 180 deletions(-) diff --git a/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb b/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb index b63d5f3..54082df 100644 --- a/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb +++ b/.ipynb_checkpoints/FileLoadScript-checkpoint.ipynb @@ -47,16 +47,16 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "filename = '02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "filename = '02222021_H10M10S29MS224_F4_MOT_power' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", "\n", - "path = r'//?/S:/flir_images/binaries/'\n", + "path = r'//?/S:/flir_images/binaries/complete_45deg_scan/'\n", "file = np.load(path+filename+'.npz')\n", "\n", "index = file['index']\n", @@ -72,20 +72,22 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 7, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.]\n", - "[2.09664975]\n" - ] + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -107,44 +109,20 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 6, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '//?/S:/flir_images/binaries/complete_45deg_scan/npyfiles/02222021_H10M10S29MS224_F4_MOT_power_img0.npy'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mimageindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m \u001b[1;31m#Starts from zero!\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mimg\u001b[0m \u001b[1;33m=\u001b[0m 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\u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 421\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 422\u001b[1;33m \u001b[0mfid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mos_fspath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rb\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 423\u001b[0m \u001b[0mown_fid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 424\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '//?/S:/flir_images/binaries/complete_45deg_scan/npyfiles/02222021_H10M10S29MS224_F4_MOT_power_img0.npy'" + ] } ], "source": [ diff --git a/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb b/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb index f7f7522..7933636 100644 --- a/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb +++ b/.ipynb_checkpoints/PostProcessing-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 182, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -24,22 +24,21 @@ "us = 1e-6\n", "\n", "raw_pixel = 3.75 * um\n", - "mottolensdistance = 15+7\n", + "mottolensdistance = 28+2.5#15+7\n", "lenstocameradistance = 6\n", "magnification = mottolensdistance/lenstocameradistance\n", "pixel = magnification * raw_pixel\n", "binpixel = pixel * 4 \n", - "\n", "wavelength = 852 * nm\n", "sigma_0 = 3*wavelength**2/(2*np.pi)\n", "\n", - "formationrun = '02182021_H11M46S31MS785_Formation_Time' # Make sure units of self.variable are ms !!!\n", - "expansionrun = '02182021_H11M44S44MS263_Expansion_Time' # Make sure units of self.variable are us !!!" + "formationrun = '03032021_H11M56S14MS475_ExpansionTime' # Make sure units of self.variable are ms !!!\n", + "expansionrun = '03022021_H14M18S5MS413_ExpansionTime' # Make sure units of self.variable are us !!!" ] }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -69,14 +68,16 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Given Amp, Sigma_x, Sigma_y, returns the exact atom number\n", + "poly = np.frompyfunc(mp.polylog, 2, 1)\n", + "\n", "def atomnumber(A, sigma_x, sigma_y): \n", - " N = 2*np.pi*mp.polylog(2,A) / (sigma_0 / np.sqrt(sigma_x**2 * sigma_y**2))\n", - " return N\n", + " N = 2*np.pi*poly(2,A) / (sigma_0 / np.sqrt(sigma_x**2 * sigma_y**2))\n", + " return N \n", "\n", "# Given Amp, Sigma_x, Sigma_y, returns the approximate atom number\n", "def atomnumber_taylor(A, sigma_x, sigma_y): \n", @@ -96,24 +97,47 @@ }, { "cell_type": "code", - "execution_count": 185, - "metadata": { - "scrolled": false - }, + "execution_count": 15, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Loading rate is : 79887.82713878715 \n", - "Error in loading rate fit is : 1276.626218417588\n", - "Time constant is : 1.8712755012079827 \n", - "Error in time constant fit is : 0.046009651457644817\n" + "[0.25556025] [0.0041291] [0.00352961]\n", + "You have 67520229 atoms in this image\n" + ] + } + ], + "source": [ + "# Given an amp, sigmax, and sigmay, it will output the atom number of the fit\n", + "\n", + "print(\"You have\",int(atomnumber_taylor(amp,sigmax,sigmay)),\"atoms in this image\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Improper input: N=2 must not exceed M=1", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mt_fit_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mN_fit_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Raw'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# y axis should be 1k-10million, x axis should be 1-100's ms\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 19\u001b[1;33m \u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcovariance\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcurve_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0matomnumbervstime\u001b[0m\u001b[1;33m,\u001b[0m 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**kwargs)\u001b[0m\n\u001b[0;32m 750\u001b[0m \u001b[1;31m# Remove full_output from kwargs, otherwise we're passing it in twice.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 751\u001b[0m \u001b[0mreturn_full\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'full_output'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 752\u001b[1;33m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mleastsq\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mp0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDfun\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mjac\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfull_output\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m 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full_output, col_deriv, ftol, xtol, gtol, maxfev, epsfcn, factor, diag)\u001b[0m\n\u001b[0;32m 385\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 386\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mn\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 387\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Improper input: N=%s must not exceed M=%s'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 388\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 389\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mepsfcn\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: Improper input: N=2 must not exceed M=1" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -132,16 +156,16 @@ "t_fit_data = variable\n", "\n", "for i in range(len(N_fit_data)): #This changes any nan values to the mean of the surrounding values\n", - " if np.isnan(N_fit_data[i]) == True:\n", + " if np.isnan(N_fit_data[i]) == True or N_fit_data[i] > np.mean(N_fit_data)+2*np.nanstd(N_fit_data):\n", " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", " N_fit_data[i] = (N_fit_data[i-1]+N_fit_data[i+1])*0.5\n", " else:\n", " pass\n", - "\n", + " \n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Atom number')\n", "plt.title('Atom Number vs Time')\n", - "plt.plot(t_fit_data, N_fit_data, label='Raw') # y axis should be 1k-10million, x axis should be 1-100's ms\n", + "plt.scatter(t_fit_data, N_fit_data, label='Raw') # y axis should be 1k-10million, x axis should be 1-100's ms\n", "\n", "params, covariance = curve_fit(atomnumbervstime, t_fit_data, N_fit_data, p0=[1e5,1])\n", "R_fit = params[0]\n", @@ -149,7 +173,8 @@ "\n", "print('Loading rate is :', R_fit,'\\nError in loading rate fit is :', np.sqrt(np.diagonal(covariance)[0]))\n", "print('Time constant is :', tau_fit,'\\nError in time constant fit is :', np.sqrt(np.diagonal(covariance)[1]))\n", - "plt.plot(t_fit_data,atomnumbervstime(t_fit_data,params[0],params[1]), label='Fitted')\n", + "plt.scatter(t_fit_data,atomnumbervstime(t_fit_data,params[0],params[1]), label='Fitted')\n", + "plt.legend()\n", "plt.show()" ] }, @@ -185,29 +210,29 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 106, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Data point 3 failed. Averaging nearest neighbors.\n", - "Data point 6 failed. Averaging nearest neighbors.\n", - "Temperature (uK) is : 3.849164489145072 \n", - "Error in Temperature fit is : 4.670158067060396\n" + "Data point 7 failed. Averaging nearest neighbors.\n", + "Data point 9 failed. Averaging nearest neighbors.\n", + "Temperature (uK) is : 4.943155238477439e-05 \n", + "Error in Temperature fit is : 2.4459883493049123e-05\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\dpean\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in sqrt\n" + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: RuntimeWarning: invalid value encountered in sqrt\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -224,24 +249,27 @@ "\n", "sigma_magn_fit_data = np.sqrt(sigmax**2 + sigmay**2)\n", "t_fit_data = variable\n", - "\n", "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", - " if np.isnan(sigma_magn_fit_data[i]) == True:\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", - " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", " else:\n", " pass\n", - "\n", + " \n", "plt.xlabel('Time (ms)')\n", "plt.ylabel('MOT size (um)')\n", "plt.title('MOT size vs Time')\n", - "plt.plot(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", "\n", "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", "T_fit = params[0]\n", "\n", "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", "plt.scatter(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", "plt.show()" ] }, diff --git a/FileLoadScript.ipynb b/FileLoadScript.ipynb index b63d5f3..a78b85d 100644 --- a/FileLoadScript.ipynb +++ b/FileLoadScript.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -17,8 +17,7 @@ "output_type": "stream", "text": [ "['index', 'variable', 'transmission', 'amp', 'amperror', 'sigmax', 'sigmaxerror', 'sigmay', 'sigmayerror']\n", - "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17.\n", - " 18. 19.]\n" + "[0.]\n" ] } ], @@ -27,7 +26,7 @@ "import matplotlib.pyplot as plt\n", "\n", "# Put your file name in the np.load\n", - "file = np.load(r'//?/S:/flir_images/binaries/ 02172021175251_H17M52S51MS_F3ImagingPower.npz') #DONT FORGET THE SPACE BEFORE THE FILENAME!\n", + "file = np.load(r'//?/S:/flir_images/binaries/03022021_H14M18S5MS413_ExpansionTime.npz') #DONT FORGET THE SPACE BEFORE THE FILENAME!\n", "\n", "# np.load().files will display all variables within the file\n", "\n", @@ -47,14 +46,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "filename = '02182021_H10M31S8MS224_Picomotor_MOTz_y' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", + "filename = '03042021_H10M29S29MS143_FormationTime' #CHANGE ONLY THIS LINE WHEN YOU WANT TO LOAD A NEW .npz FILE\n", "\n", "path = r'//?/S:/flir_images/binaries/'\n", "file = np.load(path+filename+'.npz')\n", @@ -72,20 +71,26 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.]\n", - "[2.09664975]\n" + "24\n", + "[ nan 0. 3.28556674 2.93907685 2.79781204 2.64583981\n", + " 2.76401192 2.75865437 2.87877424 2.70551571 2.67999878 2.80252799\n", + " 2.72037937 2.86090613 2.76348333 2.82233893 2.78208963 2.80139726\n", + " 2.79280084 2.88529704 2.73468322 2.81890705 2.72398383 2.84901335\n", + " 2.7688844 2.80969582 2.89166643 2.86002381 2.80136814 2.79876938\n", + " 2.82271463]\n", + "hello\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -98,47 +103,24 @@ ], "source": [ "#Put plot labels, x and y scaling (i.e. y goes from 0 to 1 for amp), and change scatter points to be smaller\n", - "\n", - "plt.scatter(variable,amp)\n", - "# plt.plot(variable,sigmax)\n", + "print(np.nanargmax(amp))\n", + "print(sigmax)\n", + "#plt.scatter(variable,amp)\n", + "plt.plot(variable,sigmax)\n", "# plt.plot(variable,sigmay)\n", - "# plt.plot(variable,transmission)" + "#plt.plot(variable,transmission)" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -152,17 +134,21 @@ "\n", "img = np.load(path+'npyfiles/'+filename+'_img'+str(imageindex)+'.npy')\n", "bcg = np.load(path+'npyfiles/'+filename+'_bcg'+str(imageindex)+'.npy')\n", - "plt.imshow(img)\n", - "plt.show()\n", - "plt.imshow(bcg)\n", - "plt.show()\n", - "plt.imshow(img/bcg)\n", - "plt.show()" + "# plt.imshow(img)\n", + "# plt.show()\n", + "# plt.imshow(bcg)\n", + "# plt.show()\n", + "# plt.imshow(img/bcg)\n", + "# plt.show()\n", + "sub=img/bcg\n", + "plt.imshow(sub)\n", + "plt.colorbar()\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -173,6 +159,13 @@ "# print(np.argwhere(transmission>0.5))\n", "# print(np.argwhere(variable == 19))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/PostProcessing.ipynb b/PostProcessing.ipynb index f7f7522..9e843c3 100644 --- a/PostProcessing.ipynb +++ b/PostProcessing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 182, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -24,22 +24,21 @@ "us = 1e-6\n", "\n", "raw_pixel = 3.75 * um\n", - "mottolensdistance = 15+7\n", + "mottolensdistance = 28+2.5#15+7\n", "lenstocameradistance = 6\n", "magnification = mottolensdistance/lenstocameradistance\n", "pixel = magnification * raw_pixel\n", "binpixel = pixel * 4 \n", - "\n", "wavelength = 852 * nm\n", "sigma_0 = 3*wavelength**2/(2*np.pi)\n", "\n", - "formationrun = '02182021_H11M46S31MS785_Formation_Time' # Make sure units of self.variable are ms !!!\n", - "expansionrun = '02182021_H11M44S44MS263_Expansion_Time' # Make sure units of self.variable are us !!!" + "formationrun = '03042021_H10M29S29MS143_FormationTime' # Make sure units of self.variable are ms !!!\n", + "expansionrun = '03042021_H11M20S19MS093_FormationTime' # Make sure units of self.variable are us !!!\n" ] }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -69,14 +68,16 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "# Given Amp, Sigma_x, Sigma_y, returns the exact atom number\n", + "poly = np.frompyfunc(mp.polylog, 2, 1)\n", + "\n", "def atomnumber(A, sigma_x, sigma_y): \n", - " N = 2*np.pi*mp.polylog(2,A) / (sigma_0 / np.sqrt(sigma_x**2 * sigma_y**2))\n", - " return N\n", + " N = 2*np.pi*poly(2,A) / (sigma_0 / np.sqrt(sigma_x**2 * sigma_y**2))\n", + " return N \n", "\n", "# Given Amp, Sigma_x, Sigma_y, returns the approximate atom number\n", "def atomnumber_taylor(A, sigma_x, sigma_y): \n", @@ -96,7 +97,60 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 78, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ nan 0. 0.05629712 0.08383055 0.11269062 0.15244252\n", + " 0.15429671 0.19016292 0.19347884 0.21207961 0.23446757 0.22321317\n", + " 0.23637298 0.24435703 0.24023957 0.24995799 0.25056974 0.25177797\n", + " 0.24494132 0.26517839 0.25334804 0.25934796 0.26707901 0.26173192\n", + " 0.26779199 0.26239763 0.25603638 0.23503068 0.25668221 0.2647878\n", + " 0.26266358] [ nan 0. 0.00025052 0.0002241 0.00021333 0.00020175\n", + " 0.00021076 0.00021035 0.00021951 0.0002063 0.00020435 0.00021369\n", + " 0.00020743 0.00021814 0.00021072 0.0002152 0.00021213 0.00021361\n", + " 0.00021295 0.00022 0.00020852 0.00021494 0.0002077 0.00021724\n", + " 0.00021113 0.00021424 0.00022049 0.00021808 0.0002136 0.00021341\n", + " 0.00021523]\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Given an amp, sigmax, and sigmay, it will output the atom number of the fit\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msigmax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"You 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accuracy bound for x >= 1/2. However, based on\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_zeta_int\u001b[1;34m(s, prec, rnd)\u001b[0m\n\u001b[0;32m 1140\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1141\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_neg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfhalf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1142\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mmpf_div\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpf_bernoulli\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m 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precisions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpmath\\libmp\\gammazeta.py\u001b[0m in \u001b[0;36mmpf_bernoulli_huge\u001b[1;34m(n, prec, rnd)\u001b[0m\n\u001b[0;32m 479\u001b[0m \u001b[0mpiprec\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwp\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 480\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_gamma_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 481\u001b[1;33m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmpf_zeta_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 482\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmpf_mul\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmpf_pow_int\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmpf_pi\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpiprec\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m-\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 483\u001b[0m \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m 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failed. Averaging nearest neighbors.\n", + "Loading rate is : 134728.69531147732 \n", + "Error in loading rate fit is : 12851.808687679712\n", + "Time constant is : 1.1972527051434785 \n", + "Error in time constant fit is : 0.14713785809977178\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -132,16 +187,16 @@ "t_fit_data = variable\n", "\n", "for i in range(len(N_fit_data)): #This changes any nan values to the mean of the surrounding values\n", - " if np.isnan(N_fit_data[i]) == True:\n", + " if np.isnan(N_fit_data[i]) == True or N_fit_data[i] > np.mean(N_fit_data)+2*np.nanstd(N_fit_data):\n", " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", " N_fit_data[i] = (N_fit_data[i-1]+N_fit_data[i+1])*0.5\n", " else:\n", " pass\n", - "\n", + " \n", "plt.xlabel('Time (s)')\n", "plt.ylabel('Atom number')\n", "plt.title('Atom Number vs Time')\n", - "plt.plot(t_fit_data, N_fit_data, label='Raw') # y axis should be 1k-10million, x axis should be 1-100's ms\n", + "plt.scatter(t_fit_data, N_fit_data, label='Raw') # y axis should be 1k-10million, x axis should be 1-100's ms\n", "\n", "params, covariance = curve_fit(atomnumbervstime, t_fit_data, N_fit_data, p0=[1e5,1])\n", "R_fit = params[0]\n", @@ -149,13 +204,14 @@ "\n", "print('Loading rate is :', R_fit,'\\nError in loading rate fit is :', np.sqrt(np.diagonal(covariance)[0]))\n", "print('Time constant is :', tau_fit,'\\nError in time constant fit is :', np.sqrt(np.diagonal(covariance)[1]))\n", - "plt.plot(t_fit_data,atomnumbervstime(t_fit_data,params[0],params[1]), label='Fitted')\n", + "plt.scatter(t_fit_data,atomnumbervstime(t_fit_data,params[0],params[1]), label='Fitted')\n", + "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -185,29 +241,20 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Data point 3 failed. Averaging nearest neighbors.\n", - "Data point 6 failed. Averaging nearest neighbors.\n", - "Temperature (uK) is : 3.849164489145072 \n", - "Error in Temperature fit is : 4.670158067060396\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\dpean\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in sqrt\n" + "Temperature (uK) is : 87.03000709201798 \n", + "Error in Temperature fit is : 11.127097406062417\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -224,40 +271,29 @@ "\n", "sigma_magn_fit_data = np.sqrt(sigmax**2 + sigmay**2)\n", "t_fit_data = variable\n", - "\n", "for i in range(len(sigma_magn_fit_data)): #This changes any nan values to the mean of the surrounding values\n", - " if np.isnan(sigma_magn_fit_data[i]) == True:\n", + " if np.isnan(sigma_magn_fit_data[i]) == True or sigma_magn_fit_data[i] > np.mean(sigma_magn_fit_data)+2*np.nanstd(sigma_magn_fit_data) or sigma_magn_fit_data[i] < np.mean(sigma_magn_fit_data)-2*np.nanstd(sigma_magn_fit_data):\n", " print(\"Data point \",i,\" failed. Averaging nearest neighbors.\")\n", - " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", + " if i == len(sigma_magn_fit_data) - 1:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i-2])*0.5\n", + " else:\n", + " sigma_magn_fit_data[i] = (sigma_magn_fit_data[i-1]+sigma_magn_fit_data[i+1])*0.5\n", " else:\n", " pass\n", - "\n", + " \n", "plt.xlabel('Time (ms)')\n", "plt.ylabel('MOT size (um)')\n", "plt.title('MOT size vs Time')\n", - "plt.plot(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", + "plt.scatter(t_fit_data/ms, sigma_magn_fit_data/um, label='Raw') # y axis should be 50-500 um, x axis should be 1-100's ms\n", "\n", "params, covariance = curve_fit(tempfind, t_fit_data, sigma_magn_fit_data, p0=[200 * uk]);\n", "T_fit = params[0]\n", "\n", "print('Temperature (uK) is :', T_fit/uk,'\\nError in Temperature fit is :', np.sqrt(np.diagonal(covariance)[0])/uk)\n", "plt.scatter(t_fit_data/ms,tempfind(t_fit_data,params[0])/um, label='Fitted')\n", + "plt.legend()\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {