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DATA ANALYTICS & XRD

Scientific Data Analytics & XRD Plotter Guide

Master the AG Grid spreadsheet, Plotly interactive charts, baseline subtraction, noise reduction, and XRD peak search.

Scientific Data Spreadsheet

Manage tabular data and interactive charts.

1

Import & Edit Spreadsheets

Open the Data Plot tab in your project or notebook. You can paste data directly from Excel/CSV into the smart AG Grid.

2

Automated Plotly Charting

Select X and Y columns in the grid and click **Plot Chart**. The system generates interactive charts supporting zoom, pan, and high-res export.


UI & Button Specs - Data Analytics & Spectroscopy

Detailed explanation of plotting tools, XRD spectrum processing, data smoothing, and scientific calculation modules:

Data Plot & XRD Spectrum Analysis Tools Table

15 UI elements
UI Element / Button NameUI TypePurpose & Operation DetailsRecommended Value / Format
Upload Data FileButtonUpload raw data files (.csv, .txt, .dat, .xy) from analytical instruments.Supports files up to 50MB with automatic comma/tab delimiter detection.
Analysis ModeDropdown SelectionSelect dedicated processing mode: XRD Spectrum, Battery Cycling, UV-Vis, FTIR, Raman.Dynamically updates UI and mathematical calculation modules.
Select X / Y ColumnsDropdown SelectionAssign independent (X) and dependent (Y) data columns on AG Grid spreadsheet.Example: 2-Theta column -> X axis, Intensity column -> Y axis.
X / Y Axis LabelsInput FieldEnter axis titles and unit labels displayed on Plotly interactive charts.Supports LaTeX formatting (e.g., 2\theta (^\circ)).
Savitzky-Golay SmoothingToggle SettingsEnable Savitzky-Golay noise filtering without distorting peak sharpness.Customizable Polynomial Order (1-5) and Frame Length.
Peak FindingButtonAutomatically detect major diffraction peaks and mark 2-theta angles.Adjustable peak prominence and minimum inter-peak distance.
JCPDS / COD LookupButtonCross-reference sample peaks with international crystal structure databases.Overlays standard PDF card diffraction lines onto chart.
Scherrer Grain Size CalculationButtonCompute crystallite size D based on FWHM full-width at half maximum.Uses Scherrer equation K=0.9, Wavelength Lambda=0.15406 nm.
Battery Cycling & Cell EnergymoduleAnalyze battery charge/discharge cycling, capacity retention %, Coulombic efficiency, and dQ/dV plots.Auto-extracts C-rate cycles from raw data.
UV-Vis Bandgap Tauc PlotmoduleLinear regression Tauc Plot ((alpha*h*nu)^(1/n) vs h*nu) to extract optical bandgap Eg (eV).Supports direct transition (n=1/2) and indirect transition (n=2).
Photocatalysis & Ion KineticsmoduleAnalyze photocatalytic degradation rates, % C/C0 efficiency, and 1st order kinetic rate constant (k).Exports ln(C0/C) vs irradiation time plots.
Solar Cell J-V & EQE ISOS T80moduleExtract Solar Cell parameters: Jsc, Voc, FF, PCE %, integrated EQE photon efficiency, and ISOS-T80 lifetime.Supports standard ISOS-D/L/T protocols.
Sensor & Telemetry ResponsemoduleCalculate SNR signal-to-noise ratio, Response/Recovery Time, and sensitivity calibration curves.Connects real-time telemetry stream data.
Export HD ChartButtonDownload high-resolution plot images for international publishing.PNG format (300 DPI) or vector SVG.
Save to ProjectButtonSync entire dataset and chart configurations to cloud project folder.Allows team members to collaborate and edit.

X-ray Diffraction (XRD) Spectrum Analysis

Advanced XRD spectral data processing.

1

Baseline Subtraction & Smoothing

Click **XRD Tools**. Apply the Savitzky-Golay algorithm to smooth noisy spectra and automatically subtract baseline drift.

2

Peak Search & 2-Theta Labeling

Click **Peak Search** and adjust the threshold. The system automatically identifies $2\theta$ angles, $d$-spacing, and FWHM values.

3

JCPDS / COD Crystal Database Lookup

Click **COD/JCPDS Lookup** and input chemical formulas to match experimental diffraction peaks against standard crystal structure databases.

Tip
Khử nhiễu tự động Savitzky-Golay

Tùy chỉnh tham số Polynomial Order và Window Size trên công cụ XRD Tools để có đường cong phổ mượt mà mà không làm méo mó cường độ đỉnh (Intensity).

CSV
sample_xrd_titanium.csv

Tệp dữ liệu góc 2-theta và cường độ phổ XRD mẫu TiO2 Anatase/Rutile

Sample File (csv)

Data Export & Reporting

Share your spectral analysis results.

1

Export to CSV / PNG / PDF

Export high-resolution 300dpi publication-ready PNG plots or download processed datasets in CSV/Excel formats.

2

Attach to Research Notebooks

Click **Save to QuickNote/Notebook** to embed processed XRD plots with peak metrics directly into your lab notebook.

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