From d420b80e937b201bb21c9294001bee4372f88345 Mon Sep 17 00:00:00 2001 From: Steinn Ymir Agustsson Date: Tue, 15 Aug 2023 14:48:24 +0200 Subject: [PATCH] WIP tutorial --- .../5 - pre-processing pipeline [WIP].ipynb | 1774 +++++++++++++++++ 1 file changed, 1774 insertions(+) create mode 100644 tutorial/5 - pre-processing pipeline [WIP].ipynb diff --git a/tutorial/5 - pre-processing pipeline [WIP].ipynb b/tutorial/5 - pre-processing pipeline [WIP].ipynb new file mode 100644 index 00000000..4945504c --- /dev/null +++ b/tutorial/5 - pre-processing pipeline [WIP].ipynb @@ -0,0 +1,1774 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "8ad4167a-e4e7-498d-909a-c04da9f177ed", + "metadata": { + "tags": [] + }, + "source": [ + "# Demonstration of the preprocessing pipeline using time-resolved ARPES data stored on Zenodo\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "fb045e17-fa89-4c11-9d51-7f06e80d96d5", + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'pynxtools'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\stein\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\tutorial\\5 - pre-processing pipeline.ipynb Cell 2\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mmatplotlib\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mpyplot\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mplt\u001b[39;00m\n\u001b[0;32m 5\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mos\u001b[39;00m\n\u001b[1;32m----> 7\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39msed\u001b[39;00m\n\u001b[0;32m 9\u001b[0m get_ipython()\u001b[39m.\u001b[39mrun_line_magic(\u001b[39m'\u001b[39m\u001b[39mmatplotlib\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39mwidget\u001b[39m\u001b[39m'\u001b[39m)\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\__init__.py:4\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39m\"\"\"sed module easy access APIs\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \n\u001b[0;32m 3\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mcore\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mprocessor\u001b[39;00m \u001b[39mimport\u001b[39;00m SedProcessor\n\u001b[0;32m 6\u001b[0m __version__ \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m0.1.0\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 7\u001b[0m __all__ \u001b[39m=\u001b[39m [\u001b[39m\"\u001b[39m\u001b[39mSedProcessor\u001b[39m\u001b[39m\"\u001b[39m]\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\core\\__init__.py:4\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39m\"\"\"sed.core module easy access APIs\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \n\u001b[0;32m 3\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m----> 4\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mprocessor\u001b[39;00m \u001b[39mimport\u001b[39;00m SedProcessor\n\u001b[0;32m 6\u001b[0m __all__ \u001b[39m=\u001b[39m [\u001b[39m\"\u001b[39m\u001b[39mSedProcessor\u001b[39m\u001b[39m\"\u001b[39m]\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\core\\processor.py:33\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msed\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mcore\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mpreprocessing\u001b[39;00m \u001b[39mimport\u001b[39;00m as_pre_processing\n\u001b[0;32m 32\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msed\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mdiagnostics\u001b[39;00m \u001b[39mimport\u001b[39;00m grid_histogram\n\u001b[1;32m---> 33\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msed\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mio\u001b[39;00m \u001b[39mimport\u001b[39;00m to_h5\n\u001b[0;32m 34\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msed\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mio\u001b[39;00m \u001b[39mimport\u001b[39;00m to_nexus\n\u001b[0;32m 35\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msed\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mio\u001b[39;00m \u001b[39mimport\u001b[39;00m to_tiff\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\io\\__init__.py:6\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mhdf5\u001b[39;00m \u001b[39mimport\u001b[39;00m load_h5\n\u001b[0;32m 5\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mhdf5\u001b[39;00m \u001b[39mimport\u001b[39;00m to_h5\n\u001b[1;32m----> 6\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mnexus\u001b[39;00m \u001b[39mimport\u001b[39;00m to_nexus\n\u001b[0;32m 7\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mtiff\u001b[39;00m \u001b[39mimport\u001b[39;00m load_tiff\n\u001b[0;32m 8\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mtiff\u001b[39;00m \u001b[39mimport\u001b[39;00m to_tiff\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\io\\nexus.py:10\u001b[0m, in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mtyping\u001b[39;00m \u001b[39mimport\u001b[39;00m Union\n\u001b[0;32m 9\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mxarray\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mxr\u001b[39;00m\n\u001b[1;32m---> 10\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mpynxtools\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mdataconverter\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mconvert\u001b[39;00m \u001b[39mimport\u001b[39;00m convert\n\u001b[0;32m 13\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mto_nexus\u001b[39m(\n\u001b[0;32m 14\u001b[0m data: xr\u001b[39m.\u001b[39mDataArray,\n\u001b[0;32m 15\u001b[0m faddr: \u001b[39mstr\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds,\n\u001b[0;32m 20\u001b[0m ):\n\u001b[0;32m 21\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Saves the x-array provided to a NeXus file at faddr, using the provided reader,\u001b[39;00m\n\u001b[0;32m 22\u001b[0m \u001b[39m NeXus definition and configuration file.\u001b[39;00m\n\u001b[0;32m 23\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[39m **kwds: Keyword arguments for ``nexusutils.dataconverter.convert``.\u001b[39;00m\n\u001b[0;32m 32\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pynxtools'" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "\n", + "import sed\n", + "\n", + "%matplotlib widget" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "42a6afaa-17dd-4637-ba75-a28c4ead1adf", + "metadata": {}, + "source": [ + "# Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34f46d54", + "metadata": {}, + "outputs": [], + "source": [ + "data_path = 'F:\\Data\\mpes_data' # Put in Path to a storage of at least 20 Gbyte free space.\n", + "if not os.path.exists(data_path + \"/WSe2.zip\"):\n", + " os.system(f\"curl --output {data_path}/WSe2.zip https://zenodo.org/record/6369728/files/WSe2.zip\")\n", + "if not os.path.isdir(data_path + \"/Scan049_1\") or not os.path.isdir(data_path + \"energycal_2019_01_08/\"):\n", + " os.system(f\"unzip -d {data_path} -o {data_path}/WSe2.zip\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f1f82054", + "metadata": {}, + "outputs": [], + "source": [ + "# The Scan directory\n", + "fdir = data_path + '/Scan049_1'\n", + "# create sed processor using the config file:\n", + "sp = sed.SedProcessor(folder=fdir, config=\"../tests/data/config/config.yaml\")" + ] + }, + { + "cell_type": "markdown", + "id": "c5c5c687", + "metadata": {}, + "source": [ + "# define pre-processing pipeline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0788b0d5", + "metadata": {}, + "outputs": [], + "source": [ + "from sed.core import dfops" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6048454", + "metadata": {}, + "outputs": [], + "source": [ + "pipe = [\n", + " dfops.apply_jitter(col='X', out_col='Xj', amplitude=0.5, jitter_type='uniform',name='jitter_X',duplicate_policy='overwrite'),\n", + " dfops.apply_jitter(col='Y', out_col='Yj', amplitude=0.5, jitter_type='uniform',name='jitter_Y',duplicate_policy='overwrite'),\n", + " dfops.apply_filter(col='ADC', lower_bound=0, upper_bound=100,duplicate_policy='overwrite'),\n", + " # calibrate_energy(...),\n", + " # calibrate_momentum(...),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e52fece8", + "metadata": {}, + "outputs": [], + "source": [ + "sp.pre_process(pipe)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "063ac472", + "metadata": {}, + "outputs": [], + "source": [ + "axes = ['kx', 'ky', 'energy', 'delay']\n", + "bins = [100, 100, 200, 50]\n", + "ranges = [[-2, 2], [-2, 2], [-4, 2], [-600, 1600]]\n", + "res = sp.compute(bins=bins, axes=axes, ranges=ranges)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9f42d5b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6b81c530", + "metadata": {}, + "outputs": 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" + ], + "text/plain": [ + " X Y t ADC\n", + "0 0.0 0.0 0.0 0.0\n", + "1 365.0 1002.0 70101.0 6317.0\n", + "2 761.0 818.0 75615.0 6316.0\n", + "3 692.0 971.0 66455.0 6317.0\n", + "4 671.0 712.0 73026.0 6317.0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp._dataframe.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3b1d9108", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp._preprocessing_pipeline" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "34942e8e", + "metadata": {}, + "source": [ + "# test dfops" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d50caa28", + "metadata": {}, + "outputs": [], + "source": [ + "from typing import *\n", + "import pandas as pd\n", + "import dask\n", + "from sed.core.dfops import apply_filter, apply_jitter, map_columns_2d\n", + "from sed.core.preprocessing import as_pre_processing" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "974a476e", + "metadata": {}, + "outputs": [], + "source": [ + "@as_pre_processing\n", + "def apply_jitter(\n", + " df: Union[pd.DataFrame, dask.dataframe.DataFrame],\n", + " col: Union[str, Sequence[str]],\n", + " out_col: Union[str, Sequence[str]] = None,\n", + " amplitude: Union[float, Sequence[float]] = 0.5,\n", + " jitter_type: str = \"uniform\",\n", + ") -> Union[pd.DataFrame, dask.dataframe.DataFrame]:\n", + " \"\"\"Add jittering to one or more dataframe columns.\n", + "\n", + " Args:\n", + " df (Union[pd.DataFrame, dask.dataframe.DataFrame]): Dataframe to add\n", + " noise/jittering to.\n", + " cols (Union[str, Sequence[str]]): Names of the columns to add jittering to.\n", + " cols_jittered (Union[str, Sequence[str]], optional): Names of the columns\n", + " with added jitter. Defaults to None.\n", + " amps (Union[float, Sequence[float]], optional): Amplitude scalings for the\n", + " jittering noise. If one number is given, the same is used for all axes.\n", + " Defaults to 0.5.\n", + " jitter_type (str, optional): the type of jitter to add. 'uniform' or 'normal'\n", + " distributed noise. Defaults to \"uniform\".\n", + "\n", + " Returns:\n", + " Union[pd.DataFrame, dask.dataframe.DataFrame]: dataframe with added columns.\n", + " \"\"\"\n", + " assert col is not None, \"cols needs to be provided!\"\n", + " assert jitter_type in (\n", + " \"uniform\",\n", + " \"normal\",\n", + " ), \"type needs to be one of 'normal', 'uniform'!\"\n", + " col_size = df.shape[0]\n", + " if jitter_type == \"uniform\":\n", + " # Uniform Jitter distribution\n", + " jitter_array = np.random.uniform(low=-1, high=1, size=col_size)\n", + " elif jitter_type == \"normal\":\n", + " # Normal Jitter distribution works better for non-linear transformations and\n", + " # jitter sizes that don't match the original bin sizes\n", + " jitter_array = np.random.standard_normal(size=col_size)\n", + " df[out_col] = df[col] + jitter_array * amplitude\n", + " return df\n", + "\n", + "\n", + "@as_pre_processing\n", + "def apply_filter(\n", + " df: Union[pd.DataFrame, dask.dataframe.DataFrame],\n", + " col: str,\n", + " lower_bound: float = -np.inf,\n", + " upper_bound: float = np.inf,\n", + ") -> Union[pd.DataFrame, dask.dataframe.DataFrame]:\n", + " \"\"\"Application of bound filters to a specified column (can be used consecutively).\n", + "\n", + " Args:\n", + " df (Union[pd.DataFrame, dask.dataframe.DataFrame]): Dataframe to use.\n", + " col (str): Name of the column to filter.\n", + " lower_bound (float, optional): The lower bound used in the filtering.\n", + " Defaults to -np.inf.\n", + " upper_bound (float, optional): The lower bound used in the filtering.\n", + " Defaults to np.inf.\n", + "\n", + " Returns:\n", + " Union[pd.DataFrame, dask.dataframe.DataFrame]: The filtered dataframe.\n", + " \"\"\"\n", + " out_df = df[(df[col] > lower_bound) & (df[col] < upper_bound)]\n", + "\n", + " return out_df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4a692c2b", + "metadata": {}, + "outputs": [], + "source": [ + "pipe = [\n", + " apply_jitter(col='X', out_col='Xj', amplitude=0.5, jitter_type='uniform',name='jitter_X',duplicate_policy='overwrite'),\n", + " apply_jitter(col='Y', out_col='Yj', amplitude=0.5, jitter_type='uniform',name='jitter_Y',duplicate_policy='overwrite'),\n", + " apply_filter(col='ADC', lower_bound=0, upper_bound=100,duplicate_policy='overwrite'),\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1adc26e2", + "metadata": {}, + "outputs": [], + "source": [ + "sp._preprocessing_pipeline = pipe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6bf51b24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Dask DataFrame Structure:
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XYtADC0
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Dask Name: apply_filter, 800 tasks
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot of the count rate through the scan\n", + "rate, secs = sp.loader.get_count_rate(range(100))\n", + "plt.plot(secs, rate)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "dfb42777", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2588.4949999999994" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# The time elapsed in the scan\n", + "sp.loader.get_elapsed_time()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "85ac3c83", + "metadata": {}, + "outputs": [], + "source": [ + "# Apply jittering to X, Y, t, ADC columns. \n", + "# Columns are defined in the config, or can be provided as list.\n", + "sp.add_jitter()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "fb074f29", + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; 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\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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100]\n", + "# ranges = [(0, 1800), (0, 1800), (130000, 140000), (0, 9000)]\n", + "# sp.viewEventHistogram(dfpid=1, axes=axes, bins=bins, ranges=ranges)\n", + "sp.view_event_histogram(dfpid=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9760750b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Dask DataFrame Structure:
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XYtADC
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Dask Name: apply_jitter, 600 tasks
" + ], + "text/plain": [ + "Dask DataFrame Structure:\n", + " X Y t ADC\n", + "npartitions=100 \n", + " float64 float64 float64 float64\n", + " ... ... ... ...\n", + "... ... ... ... ...\n", + " ... ... ... ...\n", + " ... ... ... ...\n", + "Dask Name: apply_jitter, 600 tasks" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp._dataframe" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "70aa4343", + "metadata": {}, + "source": [ + "# Distortion correction and Momentum Calibration workflow\n", + "### 1. step: \n", + "Bin and load part of the dataframe in detector coordinates, and choose energy plane where high-symmetry points can well be identified. Either use the interactive tool, or pre-select the range:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "76bf8aad", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 7/7 [01:05<00:00, 9.41s/it]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bdab8aba764b4c6db035f48ad20ea79e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=33, description='plane', max=290), IntSlider(value=10, description='widt…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2f8770e85ea643a9b234fefce470305b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='apply', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + 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These can either be auto-detected (for well-isolated points), or provided as a list (these can be read-off the graph in the cell above).\n", + "These are then symmetrized according to the rotational symmetry, and a spline-warping correction for the x/y coordinates is calculated, which corrects for any geometric distortions from the perfect n-fold rotational symmetry." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fd9666c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original slice with reference features\n" + ] + }, + { + "data": { + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? 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\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(null);\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = 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Application\",\"version\":\"2.4.3\"}};\n const render_items = [{\"docid\":\"8a83f997-c638-4bc7-b1c9-22d8caf2ad2d\",\"root_ids\":[\"1526\"],\"roots\":{\"1526\":\"15926dd6-b2d7-4e6c-871e-bc13cedd80dc\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "id": "1526" + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Corrected slice with target features\n" + ] + }, + { + "data": { + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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{ + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n 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\"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(null);\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"913e616b-e3e6-4e89-ba3b-098790c0c2e8\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2028\"}],\"center\":[{\"id\":\"2031\"},{\"id\":\"2035\"}],\"height\":300,\"left\":[{\"id\":\"2032\"}],\"renderers\":[{\"id\":\"2062\"},{\"id\":\"2068\"}],\"title\":{\"id\":\"2154\"},\"toolbar\":{\"id\":\"2044\"},\"width\":320,\"x_range\":{\"id\":\"2020\"},\"x_scale\":{\"id\":\"2024\"},\"y_range\":{\"id\":\"2022\"},\"y_scale\":{\"id\":\"2026\"}},\"id\":\"2019\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"2037\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2039\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2040\",\"type\":\"ResetTool\"},{\"attributes\":{\"tools\":[{\"id\":\"2036\"},{\"id\":\"2037\"},{\"id\":\"2038\"},{\"id\":\"2039\"},{\"id\":\"2040\"},{\"id\":\"2041\"},{\"id\":\"2043\"}]},\"id\":\"2044\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"2160\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2036\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"2042\"}},\"id\":\"2038\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"2162\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"image\":[{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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Application\",\"version\":\"2.4.3\"}};\n const render_items = [{\"docid\":\"913e616b-e3e6-4e89-ba3b-098790c0c2e8\",\"root_ids\":[\"2019\"],\"roots\":{\"2019\":\"462322a7-391d-4606-9c25-66279115e093\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "id": "2019" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "#features = np.array([[203.2, 341.96], [299.16, 345.32], [350.25, 243.70], [304.38, 149.88], [199.52, 152.48], [154.28, 242.27], [248.29, 248.62]])\n", + "#sp.generate_splinewarp(features=features, include_center=True)\n", + "# Autodetect: Uses the DAOStarFinder routine to locate maxima. \n", + "# Parameters are: \n", + "# fwhm: Full-width at half maximum of peaks.\n", + "# sigma: Number of standard deviations above the mean value of the image peaks must have.\n", + "# sigma_radius: number of standard deviations around a peak that peaks are fitted\n", + "sp.generate_splinewarp(auto_detect=True, include_center=True, fwhm=10, sigma=12, sigma_radius=4)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "b5e69ffa", + "metadata": {}, + "source": [ + "### 3rd Step:\n", + "To adjust scaling, position and orientation of the corrected momentum space image, you can apply further affine transformations to the distortion correction field. Here, first a postential scaling is applied, next a translation, and finally a rotation around the center of the image (defined via the config). One can either use an interactive tool, or provide the adjusted values and apply them directly." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "62abfa41", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "42a5a7a617f04ff4a9785c36e20adc38", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=1.0, description='scale', max=1.2, min=0.8, step=0.01), FloatSlider(va…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "15a20aa0c9b3410091b5c6bfbaf13ac4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='apply', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "148ece869a49495d96ce2ef99dec6238", + "version_major": 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Dask Name: apply_corrections, 700 tasks
" + ], + "text/plain": [ + "Dask DataFrame Structure:\n", + " X Y t ADC\n", + "npartitions=100 \n", + " float64 float64 float64 float64\n", + " ... ... ... ...\n", + "... ... ... ... ...\n", + " ... ... ... ...\n", + " ... ... ... ...\n", + "Dask Name: apply_corrections, 700 tasks" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp.pre_process()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "457c705e", + "metadata": {}, + "outputs": [ + { + "ename": "Exception", + "evalue": "Stop here", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mException\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\stein\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\tutorial\\5 - pre-processing pipeline.ipynb Cell 26\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mException\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mStop here\u001b[39m\u001b[39m\"\u001b[39m)\n", + "\u001b[1;31mException\u001b[0m: Stop here" + ] + } + ], + "source": [ + "raise Exception(\"Stop here\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "d9810488", + "metadata": {}, + "source": [ + "## Momentum calibration workflow\n", + "### 1. Step:\n", + "First, the momentum scaling needs to be calibtrated. Either, one can provide the coordinates of one point outside the center, and provide its distane to the Brillouin zone center (which is assumed to be located in the center of the image), one can specify two points on the image and their distance (where the 2nd point marks the BZ center),or one can provide absolute k-coordinates of two distinct momentum points.\n", + "\n", + "If no points are provided, an interactive tool is created. Here, left mouse click selectes the off-center point (brillouin_zone_cetnered=True) or toggle-selects the off-center and center point." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a358f07d", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "13b68f04db234823af30c306b3aa1f15", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntText(value=308, description='point_a_x'), IntText(value=345, description='point_a_y')…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "474cdd379a3540699a1432beae62d6f5", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='apply', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "516139477aa544578b7ebb2d24d6df44", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k_distance = 4/3*np.pi/3.28\n", + "#sp.calibrate_momentum_axes(k_distance = k_distance)\n", + "point_a = [308, 345]\n", + "sp.calibrate_momentum_axes(point_a=point_a, k_distance = k_distance, apply=True)\n", + "#point_b = [247, 249]\n", + "#sp.calibrate_momentum_axes(point_a=point_a, point_b = point_b, k_coord_a = [.5, 1.1], k_coord_b = [1.3, 0], equiscale=False" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "c2f8a513", + "metadata": {}, + "source": [ + "### 2. Step:\n", + "Now, the distortion correction and momentum calibration needs to be applied to the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f9ae5066", + "metadata": {}, + "outputs": [], + "source": [ + "# sp.apply_momentum_calibration()\n", + "# sp.reset_pre_processing()\n", + "sp._preprocessing_pipeline = []\n", + "sp.add_pre_processing(sp.mc.append_k_axis)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "4e8c853d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'jittering': ['X', 'Y', 't', 'ADC'], 'apply_corrections': {'func': >, 'args': (), 'kwargs': {}}}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp._attributes" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a73a525b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Calculating inverse deformation field, this might take a moment...\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "'DataFrame' object has no attribute 'map_partitions'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\stein\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\tutorial\\5 - pre-processing pipeline.ipynb Cell 32\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m sp\u001b[39m.\u001b[39;49mpre_process()\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\core\\processor.py:680\u001b[0m, in \u001b[0;36mSedProcessor.pre_process\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 678\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Apply preprocessing pipeline to dataframe\"\"\"\u001b[39;00m\n\u001b[0;32m 679\u001b[0m \u001b[39mfor\u001b[39;00m step \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_preprocessing_pipeline:\n\u001b[1;32m--> 680\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dataframe \u001b[39m=\u001b[39m step\u001b[39m.\u001b[39;49mmap(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_dataframe, metadata\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_attributes)\n\u001b[0;32m 681\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dataframe\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\core\\preprocessing.py:96\u001b[0m, in \u001b[0;36mPreProcessingStep.map\u001b[1;34m(self, df, metadata)\u001b[0m\n\u001b[0;32m 85\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mlog_metadata(metadata)\n\u001b[0;32m 86\u001b[0m \u001b[39m# try:\u001b[39;00m\n\u001b[0;32m 87\u001b[0m \n\u001b[0;32m 88\u001b[0m \u001b[39m# pandas_df = self(df.head())\u001b[39;00m\n\u001b[0;32m 89\u001b[0m \u001b[39m# dtypes = pandas_df.dtypes\u001b[39;00m\n\u001b[0;32m 90\u001b[0m \u001b[39m# Create the _meta information for Dask DataFrame\u001b[39;00m\n\u001b[0;32m 91\u001b[0m \u001b[39m# meta = \u001b[39;00m\n\u001b[0;32m 92\u001b[0m out \u001b[39m=\u001b[39m df\u001b[39m.\u001b[39mmap_partitions(\n\u001b[0;32m 93\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfunc, \n\u001b[0;32m 94\u001b[0m \u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39margs, \n\u001b[0;32m 95\u001b[0m \u001b[39m*\u001b[39m\u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mkwargs, \n\u001b[1;32m---> 96\u001b[0m meta\u001b[39m=\u001b[39mdf\u001b[39m.\u001b[39;49mhead()\u001b[39m.\u001b[39mdtypes\u001b[39m.\u001b[39mto_dict())\n\u001b[0;32m 97\u001b[0m \u001b[39m# except TypeError:\u001b[39;00m\n\u001b[0;32m 98\u001b[0m \u001b[39m# out = df.map_partitions(self.func, *self.args, **self.kwargs)\u001b[39;00m\n\u001b[0;32m 99\u001b[0m \u001b[39mreturn\u001b[39;00m out\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\dataframe\\core.py:1140\u001b[0m, in \u001b[0;36m_Frame.head\u001b[1;34m(self, n, npartitions, compute)\u001b[0m\n\u001b[0;32m 1138\u001b[0m \u001b[39m# No need to warn if we're already looking at all partitions\u001b[39;00m\n\u001b[0;32m 1139\u001b[0m safe \u001b[39m=\u001b[39m npartitions \u001b[39m!=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnpartitions\n\u001b[1;32m-> 1140\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_head(n\u001b[39m=\u001b[39;49mn, npartitions\u001b[39m=\u001b[39;49mnpartitions, compute\u001b[39m=\u001b[39;49mcompute, safe\u001b[39m=\u001b[39;49msafe)\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\dataframe\\core.py:1174\u001b[0m, in \u001b[0;36m_Frame._head\u001b[1;34m(self, n, npartitions, compute, safe)\u001b[0m\n\u001b[0;32m 1169\u001b[0m result \u001b[39m=\u001b[39m new_dd_object(\n\u001b[0;32m 1170\u001b[0m graph, name, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_meta, [\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdivisions[\u001b[39m0\u001b[39m], \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdivisions[npartitions]]\n\u001b[0;32m 1171\u001b[0m )\n\u001b[0;32m 1173\u001b[0m \u001b[39mif\u001b[39;00m compute:\n\u001b[1;32m-> 1174\u001b[0m result \u001b[39m=\u001b[39m result\u001b[39m.\u001b[39;49mcompute()\n\u001b[0;32m 1175\u001b[0m \u001b[39mreturn\u001b[39;00m result\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\base.py:290\u001b[0m, in \u001b[0;36mDaskMethodsMixin.compute\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 266\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mcompute\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m 267\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Compute this dask collection\u001b[39;00m\n\u001b[0;32m 268\u001b[0m \n\u001b[0;32m 269\u001b[0m \u001b[39m This turns a lazy Dask collection into its in-memory equivalent.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 288\u001b[0m \u001b[39m dask.base.compute\u001b[39;00m\n\u001b[0;32m 289\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 290\u001b[0m (result,) \u001b[39m=\u001b[39m compute(\u001b[39mself\u001b[39;49m, traverse\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 291\u001b[0m \u001b[39mreturn\u001b[39;00m result\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\base.py:573\u001b[0m, in \u001b[0;36mcompute\u001b[1;34m(traverse, optimize_graph, scheduler, get, *args, **kwargs)\u001b[0m\n\u001b[0;32m 570\u001b[0m keys\u001b[39m.\u001b[39mappend(x\u001b[39m.\u001b[39m__dask_keys__())\n\u001b[0;32m 571\u001b[0m postcomputes\u001b[39m.\u001b[39mappend(x\u001b[39m.\u001b[39m__dask_postcompute__())\n\u001b[1;32m--> 573\u001b[0m results \u001b[39m=\u001b[39m schedule(dsk, keys, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 574\u001b[0m \u001b[39mreturn\u001b[39;00m repack([f(r, \u001b[39m*\u001b[39ma) \u001b[39mfor\u001b[39;00m r, (f, a) \u001b[39min\u001b[39;00m \u001b[39mzip\u001b[39m(results, postcomputes)])\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\threaded.py:81\u001b[0m, in \u001b[0;36mget\u001b[1;34m(dsk, result, cache, num_workers, pool, **kwargs)\u001b[0m\n\u001b[0;32m 78\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(pool, multiprocessing\u001b[39m.\u001b[39mpool\u001b[39m.\u001b[39mPool):\n\u001b[0;32m 79\u001b[0m pool \u001b[39m=\u001b[39m MultiprocessingPoolExecutor(pool)\n\u001b[1;32m---> 81\u001b[0m results \u001b[39m=\u001b[39m get_async(\n\u001b[0;32m 82\u001b[0m pool\u001b[39m.\u001b[39;49msubmit,\n\u001b[0;32m 83\u001b[0m pool\u001b[39m.\u001b[39;49m_max_workers,\n\u001b[0;32m 84\u001b[0m dsk,\n\u001b[0;32m 85\u001b[0m result,\n\u001b[0;32m 86\u001b[0m cache\u001b[39m=\u001b[39;49mcache,\n\u001b[0;32m 87\u001b[0m get_id\u001b[39m=\u001b[39;49m_thread_get_id,\n\u001b[0;32m 88\u001b[0m pack_exception\u001b[39m=\u001b[39;49mpack_exception,\n\u001b[0;32m 89\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs,\n\u001b[0;32m 90\u001b[0m )\n\u001b[0;32m 92\u001b[0m \u001b[39m# Cleanup pools associated to dead threads\u001b[39;00m\n\u001b[0;32m 93\u001b[0m \u001b[39mwith\u001b[39;00m pools_lock:\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\local.py:506\u001b[0m, in \u001b[0;36mget_async\u001b[1;34m(submit, num_workers, dsk, result, cache, get_id, rerun_exceptions_locally, pack_exception, raise_exception, callbacks, dumps, loads, chunksize, **kwargs)\u001b[0m\n\u001b[0;32m 504\u001b[0m _execute_task(task, data) \u001b[39m# Re-execute locally\u001b[39;00m\n\u001b[0;32m 505\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m--> 506\u001b[0m raise_exception(exc, tb)\n\u001b[0;32m 507\u001b[0m res, worker_id \u001b[39m=\u001b[39m loads(res_info)\n\u001b[0;32m 508\u001b[0m state[\u001b[39m\"\u001b[39m\u001b[39mcache\u001b[39m\u001b[39m\"\u001b[39m][key] \u001b[39m=\u001b[39m res\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\local.py:314\u001b[0m, in \u001b[0;36mreraise\u001b[1;34m(exc, tb)\u001b[0m\n\u001b[0;32m 312\u001b[0m \u001b[39mif\u001b[39;00m exc\u001b[39m.\u001b[39m__traceback__ \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m tb:\n\u001b[0;32m 313\u001b[0m \u001b[39mraise\u001b[39;00m exc\u001b[39m.\u001b[39mwith_traceback(tb)\n\u001b[1;32m--> 314\u001b[0m \u001b[39mraise\u001b[39;00m exc\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\local.py:219\u001b[0m, in \u001b[0;36mexecute_task\u001b[1;34m(key, task_info, dumps, loads, get_id, pack_exception)\u001b[0m\n\u001b[0;32m 217\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m 218\u001b[0m task, data \u001b[39m=\u001b[39m loads(task_info)\n\u001b[1;32m--> 219\u001b[0m result \u001b[39m=\u001b[39m _execute_task(task, data)\n\u001b[0;32m 220\u001b[0m \u001b[39mid\u001b[39m \u001b[39m=\u001b[39m get_id()\n\u001b[0;32m 221\u001b[0m result \u001b[39m=\u001b[39m dumps((result, \u001b[39mid\u001b[39m))\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\core.py:119\u001b[0m, in \u001b[0;36m_execute_task\u001b[1;34m(arg, cache, dsk)\u001b[0m\n\u001b[0;32m 115\u001b[0m func, args \u001b[39m=\u001b[39m arg[\u001b[39m0\u001b[39m], arg[\u001b[39m1\u001b[39m:]\n\u001b[0;32m 116\u001b[0m \u001b[39m# Note: Don't assign the subtask results to a variable. numpy detects\u001b[39;00m\n\u001b[0;32m 117\u001b[0m \u001b[39m# temporaries by their reference count and can execute certain\u001b[39;00m\n\u001b[0;32m 118\u001b[0m \u001b[39m# operations in-place.\u001b[39;00m\n\u001b[1;32m--> 119\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49m(_execute_task(a, cache) \u001b[39mfor\u001b[39;49;00m a \u001b[39min\u001b[39;49;00m args))\n\u001b[0;32m 120\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mnot\u001b[39;00m ishashable(arg):\n\u001b[0;32m 121\u001b[0m \u001b[39mreturn\u001b[39;00m arg\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\optimization.py:969\u001b[0m, in \u001b[0;36mSubgraphCallable.__call__\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m 967\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m==\u001b[39m \u001b[39mlen\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39minkeys):\n\u001b[0;32m 968\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mExpected \u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m args, got \u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m\"\u001b[39m \u001b[39m%\u001b[39m (\u001b[39mlen\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39minkeys), \u001b[39mlen\u001b[39m(args)))\n\u001b[1;32m--> 969\u001b[0m \u001b[39mreturn\u001b[39;00m core\u001b[39m.\u001b[39;49mget(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mdsk, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moutkey, \u001b[39mdict\u001b[39;49m(\u001b[39mzip\u001b[39;49m(\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49minkeys, args)))\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\core.py:149\u001b[0m, in \u001b[0;36mget\u001b[1;34m(dsk, out, cache)\u001b[0m\n\u001b[0;32m 147\u001b[0m \u001b[39mfor\u001b[39;00m key \u001b[39min\u001b[39;00m toposort(dsk):\n\u001b[0;32m 148\u001b[0m task \u001b[39m=\u001b[39m dsk[key]\n\u001b[1;32m--> 149\u001b[0m result \u001b[39m=\u001b[39m _execute_task(task, cache)\n\u001b[0;32m 150\u001b[0m cache[key] \u001b[39m=\u001b[39m result\n\u001b[0;32m 151\u001b[0m result \u001b[39m=\u001b[39m _execute_task(out, cache)\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\core.py:119\u001b[0m, in \u001b[0;36m_execute_task\u001b[1;34m(arg, cache, dsk)\u001b[0m\n\u001b[0;32m 115\u001b[0m func, args \u001b[39m=\u001b[39m arg[\u001b[39m0\u001b[39m], arg[\u001b[39m1\u001b[39m:]\n\u001b[0;32m 116\u001b[0m \u001b[39m# Note: Don't assign the subtask results to a variable. numpy detects\u001b[39;00m\n\u001b[0;32m 117\u001b[0m \u001b[39m# temporaries by their reference count and can execute certain\u001b[39;00m\n\u001b[0;32m 118\u001b[0m \u001b[39m# operations in-place.\u001b[39;00m\n\u001b[1;32m--> 119\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49m(_execute_task(a, cache) \u001b[39mfor\u001b[39;49;00m a \u001b[39min\u001b[39;49;00m args))\n\u001b[0;32m 120\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mnot\u001b[39;00m ishashable(arg):\n\u001b[0;32m 121\u001b[0m \u001b[39mreturn\u001b[39;00m arg\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\utils.py:39\u001b[0m, in \u001b[0;36mapply\u001b[1;34m(func, args, kwargs)\u001b[0m\n\u001b[0;32m 37\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mapply\u001b[39m(func, args, kwargs\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n\u001b[0;32m 38\u001b[0m \u001b[39mif\u001b[39;00m kwargs:\n\u001b[1;32m---> 39\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 40\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 41\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39margs)\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\dask\\dataframe\\core.py:6259\u001b[0m, in \u001b[0;36mapply_and_enforce\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 6257\u001b[0m func \u001b[39m=\u001b[39m kwargs\u001b[39m.\u001b[39mpop(\u001b[39m\"\u001b[39m\u001b[39m_func\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 6258\u001b[0m meta \u001b[39m=\u001b[39m kwargs\u001b[39m.\u001b[39mpop(\u001b[39m\"\u001b[39m\u001b[39m_meta\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m-> 6259\u001b[0m df \u001b[39m=\u001b[39m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[0;32m 6260\u001b[0m \u001b[39mif\u001b[39;00m is_dataframe_like(df) \u001b[39mor\u001b[39;00m is_series_like(df) \u001b[39mor\u001b[39;00m is_index_like(df):\n\u001b[0;32m 6261\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mlen\u001b[39m(df):\n", + "File \u001b[1;32m~\\OneDrive\\Documents\\_Work\\_code\\openCOMPES\\sed\\sed\\calibrator\\momentum.py:1494\u001b[0m, in \u001b[0;36mMomentumCorrector.apply_corrections\u001b[1;34m(self, df, x_column, y_column, new_x_column, new_y_column, **kwds)\u001b[0m\n\u001b[0;32m 1486\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39minverse_dfield \u001b[39m=\u001b[39m generate_inverse_dfield(\n\u001b[0;32m 1487\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mrdeform_field,\n\u001b[0;32m 1488\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcdeform_field,\n\u001b[0;32m 1489\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mbin_ranges,\n\u001b[0;32m 1490\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdetector_ranges,\n\u001b[0;32m 1491\u001b[0m )\n\u001b[0;32m 1492\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdfield_updated \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[1;32m-> 1494\u001b[0m out_df \u001b[39m=\u001b[39m df\u001b[39m.\u001b[39;49mmap_partitions(\n\u001b[0;32m 1495\u001b[0m apply_dfield,\n\u001b[0;32m 1496\u001b[0m dfield\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39minverse_dfield,\n\u001b[0;32m 1497\u001b[0m x_column\u001b[39m=\u001b[39mx_column,\n\u001b[0;32m 1498\u001b[0m y_column\u001b[39m=\u001b[39my_column,\n\u001b[0;32m 1499\u001b[0m new_x_column\u001b[39m=\u001b[39mnew_x_column,\n\u001b[0;32m 1500\u001b[0m new_y_column\u001b[39m=\u001b[39mnew_y_column,\n\u001b[0;32m 1501\u001b[0m detector_ranges\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdetector_ranges,\n\u001b[0;32m 1502\u001b[0m \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds,\n\u001b[0;32m 1503\u001b[0m )\n\u001b[0;32m 1505\u001b[0m metadata \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mgather_correction_metadata()\n\u001b[0;32m 1507\u001b[0m \u001b[39mreturn\u001b[39;00m out_df, metadata\n", + "File \u001b[1;32mc:\\Users\\stein\\anaconda3\\envs\\sed\\lib\\site-packages\\pandas\\core\\generic.py:5575\u001b[0m, in \u001b[0;36mNDFrame.__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m 5568\u001b[0m \u001b[39mif\u001b[39;00m (\n\u001b[0;32m 5569\u001b[0m name \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_internal_names_set\n\u001b[0;32m 5570\u001b[0m \u001b[39mand\u001b[39;00m name \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_metadata\n\u001b[0;32m 5571\u001b[0m \u001b[39mand\u001b[39;00m name \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_accessors\n\u001b[0;32m 5572\u001b[0m \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_info_axis\u001b[39m.\u001b[39m_can_hold_identifiers_and_holds_name(name)\n\u001b[0;32m 5573\u001b[0m ):\n\u001b[0;32m 5574\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m[name]\n\u001b[1;32m-> 5575\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mobject\u001b[39;49m\u001b[39m.\u001b[39;49m\u001b[39m__getattribute__\u001b[39;49m(\u001b[39mself\u001b[39;49m, name)\n", + "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'map_partitions'" + ] + } + ], + "source": [ + "sp.pre_process()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "0bce2388", + "metadata": {}, + "source": [ + "# Energy Correction (optional)\n", + "The purpose of the energy correction is to correct for any momentum-dependent distortion of the energy axis, e.g. from geometric effects in the flight tube, or from space charge" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "5289de59", + "metadata": {}, + "source": [ + "### 1st step:\n", + "Here, one can select the functional form to be used, and adjust its parameters. The binned data used for the momentum calibration is plotted around the Fermi energy (defined by tof_fermi), and the correction function is plotted ontop. Possible correction functions are: \"sperical\" (parameter: diameter), \"Lorentzian\" (parameter: gamma), \"Gaussian\" (parameter: sigma), and \"Lorentzian_asymmetric\" (parameters: gamma, amplitude2, gamma2).\n", + "\n", + "One can either use an interactive alignment tool, or provide parameters directly." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "72c6c8f9", + "metadata": {}, + "outputs": [], + "source": [ + "#sp.adjust_energy_correction(amplitude=2.5, center=(730, 730), gamma=920, tof_fermi = 66200)\n", + "sp.adjust_energy_correction(amplitude=2.5, center=(730, 730), gamma=920, tof_fermi = 66200, apply=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "41a6a3e6", + "metadata": {}, + "source": [ + "### 2. Step\n", + "After adjustment, the energy correction is directly applied to the TOF axis." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb1e2bee", + "metadata": {}, + "outputs": [], + "source": [ + "sp.apply_energy_correction()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "8b571b4c", + "metadata": {}, + "source": [ + "# 3. Energy calibration\n", + "For calibrating the energy axis, a set of data taken at different bias voltages around the value where the measurement was taken is required." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6bc28642", + "metadata": {}, + "source": [ + "### 1. Step:\n", + "In a first step, the data are loaded, binned along the TOF dimension, and normalized. The used bias voltages can be either provided, or read from attributes in the source files if present." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9f44a586", + "metadata": {}, + "outputs": [], + "source": [ + "# Load energy calibration EDCs\n", + "energycalfolder = data_path + \"energycal_2019_01_08/\"\n", + "scans = np.arange(1,12)\n", + "voltages = np.arange(12,23,1)\n", + "files = [energycalfolder + r'Scan' + str(num).zfill(3) + '_' + str(num+11) + '.h5' for num in scans]\n", + "sp.load_bias_series(files, normalize=True, biases=voltages, ranges=[(64000, 75000)])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "314a79c8", + "metadata": {}, + "source": [ + "### 2. Step:\n", + "Next, the same peak or feature needs to be selected in each curve. For this, one needs to define \"ranges\" for each curve, within which the peak of interest is located. One can either provide these ranges manually, or provide one range for a \"reference\" curve, and infer the ranges for the other curves using a dynamic time warping algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f843244", + "metadata": {}, + "outputs": [], + "source": [ + "# Option 1 = specify the ranges containing a common feature (e.g an equivalent peak) for all bias scans\n", + "# rg = [(129031.03103103103, 129621.62162162163), (129541.54154154155, 130142.14214214214), (130062.06206206206, 130662.66266266267), (130612.61261261262, 131213.21321321322), (131203.20320320321, 131803.8038038038), (131793.7937937938, 132384.38438438438), (132434.43443443443, 133045.04504504506), (133105.10510510512, 133715.71571571572), (133805.8058058058, 134436.43643643643), (134546.54654654654, 135197.1971971972)]\n", + "# Option 2 = specify the range for one curve and infer the others\n", + "# IMPORTANT: Don't choose the range too narrow about a peak, and choose a refid \n", + "# somewhere in the middle or towards larger biases!\n", + "rg = (66100, 67000)\n", + "sp.find_bias_peaks(ranges=rg, ref_id=5, infer_others=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "b2638818", + "metadata": {}, + "source": [ + "### 3. Step:\n", + "Next, the detected peak positions and bias voltages are used to determine the calibration function. This can be either done by fitting the functional form d^2/(t-t0)^2 via lmfit (\"lmfit\"), or using a polynomial approxiamtion (\"lstsq\" or \"lsqr\"). Here, one can also define a reference id, and a reference energy. Those define the absolute energy position of the feature used for calibration in the \"reference\" trace, at the bias voltage where the final measurement has been performed. The energy scale can be either \"kientic\" (decreasing energy with increasing TOF), or \"binding\" (increasing energy with increasing TOF).\n", + "\n", + "After calculating the calibration, all traces corrected with the calibration are plotted ontop of each other, the calibration function together with the extracted features is plotted." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "22e15f5d", + "metadata": {}, + "outputs": [], + "source": [ + "# use the refid of the bias that the measurement was taken at\n", + "# Eref can be used to set the absolute energy (kinetic energy, E-EF) of the feature used for energy calibration (if known)\n", + "refid=4\n", + "Eref=-0.5\n", + "# the lmfit method uses a fit of (d/(t-t0))**2 to determine the energy calibration\n", + "sp.calibrate_energy_axis(ref_energy=Eref, ref_id=refid, energy_scale=\"kinetic\", method=\"lmfit\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "563709c7", + "metadata": {}, + "source": [ + "### 4. Step:\n", + "Finally, the the energy axis is added to the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c470ffd9", + "metadata": {}, + "outputs": [], + "source": [ + "sp.append_energy_axis()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "b2d8cdf9", + "metadata": {}, + "source": [ + "# 4. Delay calibration:\n", + "The delay axis is calculated from the ADC input column based on the provided delay range. ALternatively, the delay scan range can also be extracted from attributes inside a source file, if present." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0943d349", + "metadata": {}, + "outputs": [], + "source": [ + "#from pathlib import Path\n", + "#datafile = \"file.h5\"\n", + "#print(datafile)\n", + "#sp.calibrate_delay_axis(datafile=datafile)\n", + "delay_range = (-500, 1500)\n", + "sp.calibrate_delay_axis(delay_range=delay_range, preview=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "d9d0b018", + "metadata": {}, + "source": [ + "# 5. Visualization of calibrated histograms\n", + "With all calibrated axes present in the dataframe, we can visualize the corresponding histograms, and determine the respective binning ranges" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c330da64", + "metadata": {}, + "outputs": [], + "source": [ + "axes = ['kx', 'ky', 'energy', 'delay']\n", + "ranges = [[-3, 3], [-3, 3], [-6, 2], [-600, 1600]]\n", + "sp.view_event_histogram(dfpid=1, axes=axes, ranges=ranges)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6902fd56-1456-4da6-83a4-0f3f6b831eb6", + "metadata": {}, + "source": [ + "# Define the binning ranges and compute calibrated data volume" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7601cd7-cd51-40a9-8fc7-8b7d32ff15d0", + "metadata": {}, + "outputs": [], + "source": [ + "axes = ['kx', 'ky', 'energy', 'delay']\n", + "bins = [100, 100, 200, 50]\n", + "ranges = [[-2, 2], [-2, 2], [-4, 2], [-600, 1600]]\n", + "res = sp.compute(bins=bins, axes=axes, ranges=ranges)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "523794dc", + "metadata": {}, + "source": [ + "# Some visualization:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99d7d136-b677-4c16-bc8f-31ba8216579c", + "metadata": {}, + "outputs": [], + "source": [ + "fig, axs = plt.subplots(4, 1, figsize=(6, 18), constrained_layout=True)\n", + "res.loc[{'energy':slice(-.1, 0)}].sum(axis=(2,3)).T.plot(ax=axs[0])\n", + "res.loc[{'kx':slice(-.8, -.5)}].sum(axis=(0,3)).T.plot(ax=axs[1])\n", + "res.loc[{'ky':slice(-.2, .2)}].sum(axis=(1,3)).T.plot(ax=axs[2])\n", + "res.loc[{'kx':slice(-.8, -.5), 'energy':slice(.5, 2)}].sum(axis=(0,1)).plot(ax=axs[3])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3073b9ba", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60dfa14c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05488944", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "728003ee06929e5fa5ff815d1b96bf487266025e4b7440930c6bf4536d02d243" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}