{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to the mudseries Post-processing IPython Notebook \n", "-------------------------------\n", "\n", "Please define the following inputs in the box below:\n", "The configuration file set in **indir** must have the following format and rows and be named **postproc_config.csv**:\n", "\n", "| Variable | Description | \n", "| :------------- |:---------------------|\n", "| **column** | Column number (starting from 0) [see pre-processing results] |\n", "| **ExpDur** | Experiment duration in hours |\n", "| **sample** | Mud well-known name [ex: Delfzijl] |\n", "| **ColumnName** | Column name used in the plots [ex: col_0] |\n", "| **Ci** | Concentration-i [g/l] |\n", "| **Cg** | Concentration-g [g/l] |\n", "| **H_ini** | Initial water level of the settling column [meters] |\n", "| **Rho_s** | Density of solids in [kg/m3] |\n", "| **Rho_w** | Initial water content = mass of water / mass of dry material |\n", "| **SandFrac** | Fraction of sand present in sample |\n", "| **T1** | Time point start of the first phase of consolidation |\n", "| **T2** | Time point start of the second phase of consolidation |\n", "| **H_final** | Final bed height in the experiment in meters |\n", "| **pix2m** | Pixels to meters conversion factor per column |\n", "| **khm** | Constant added to the measurement for calibration [in meters] |\n", "\n", "**Example**:\n", "\n", "|Column|ExpDur|SampleName|ColumnName|Ci|Cg|H_ini|Rho_s|Rho_w|SandFrac|T1|T2|H_finalbed|pix2m|khm\n", "|:---- |:----|:----|:----|:----|:----|:----|:----|:----|:----|:----|:----\n", "|0|25| Delfzijl|col_0|50|60|0.4|2540|1008|0.1|2200|50000|0.074|0.0005|0.01\n", "\n", "\n", "**Algorithm**:\n", "- From a given set of results from mudseries.py [mudlevel, time] csv's read from **indir** directory\n", "- LogLog Plot time vs height + Outliers detection\n", "- Show plot + Selection of initial land final point of linear region of loglog plot.\n", "- Fitting of the equation (merckelbach) in the linear loglog part.\n", "\n", "**Outputs** [inside the folder defined in **outdir**]:\n", "- Save output of fitting: Kk and nf (or D).\n", "- Linear trend indicators\n", "- Store all choices from raw data to final result in text file: initial concentration, sand fraction, manual selection of points\n", "- Settling phase Dankers equation\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "from postprocessing_Master import Master\n", "import pandas as pd\n", "from qgrid import QGridWidget\n", "import matplotlib.pyplot as plt\n", "\n", "# Please fill this input values [explanation above]\n", "indir = \"D:\\sala\\Documents\\mudseries\\IMAGES\\CHATTAM_IMAGES\\preprocess\"\n", "outdir = \"D:\\sala\\Documents\\mudseries\\IMAGES\\CHATTAM_IMAGES\\postprocess\"\n", "\n", "# Color map for the plots\n", "cmap = ['sienna', 'darkviolet', 'green', 'darkorange', 'magenta', 'gold', 'limegreen',\n", " 'blue', 'darkgray', 'pink', 'cyan', 'purple'] # every column one colour [red is forbidden]\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Re-filtering [to avoid launching pre-processing again]\n", "# EDIT %% mudseries_config.txt inside the main directory with the images %%\n", "from mudseries import Mudseries\n", "m = Mudseries(os.path.abspath(os.path.join(indir, os.pardir)))\n", "m.read_config()\n", "incsv = os.path.join(indir, 'columns_unfiltered.csv')\n", "m.filter_outliers(incsv)\n", "m.preview_plots()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dc2edc5b4ee145719737dd6315ee46c2", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type QgridWidget.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "QgridWidget(grid_options={'enableTextSelectionOnCells': True, 'editable': True, 'explicitInitialization': True, 'minVisibleRows': 8, 'enableColumnReorder': False, 'defaultColumnWidth': 150, 'maxVisibleRows': 15, 'fullWidthRows': True, 'rowHeight': 28, 'autoEdit': False, 'syncColumnCellResize': True, 'forceFitColumns': True}, precision=5, show_toolbar=True)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read default values for post-processing and EDIT if needed [changes will be saved in the next step]\n", "config_file = os.path.join(indir, 'postproc_config.csv')\n", "df = pd.read_csv(config_file, delimiter=\";\")\n", "qgrid_widget = QGridWidget(df=df, show_toolbar=True)\n", "qgrid_widget" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Save changes made in the table\n", "df = qgrid_widget.get_changed_df()\n", "df.to_csv(config_file, sep=\";\", index=False)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# Fit and plot [post-processing]\n", "results = os.path.join(indir, 'columns.csv')\n", "config = pd.read_csv(config_file, delimiter=\";\")\n", "pre_result = pd.read_csv(results, delimiter=\";\")\n", "predata = pre_result.column.unique()\n", "\n", "# For every column\n", "for i, column in enumerate(predata):\n", "\n", " # Slice \n", " colconf = config[config.column == i].iloc[0]\n", " colresult = pre_result[pre_result.column == i]\n", "\n", " # CsvName ExpDur SampleName ColumnName Ci Cg H_ini Rho_s Rho_w SandFrac T1 T2 H_finalbed\n", " m = Master(colresult, colconf, outdir, i, color=cmap[i])\n", " m.get_xydata_phaseI()\n", " #m.timewindow()\n", " m.cal_n_kk()\n", " m.plot_fitted_line_phaseI()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (mud)", "language": "python", "name": "mud" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 1 }