.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples/Interactive/plot_eels_explorer.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code. .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_Interactive_plot_eels_explorer.py: EELS multi-spectrum explorer. ============================== Five synthetic EELS spectra (Carbon-rich, Nitride, Oxide, Silicide, Mixed) stacked vertically on a single axis, each with known characteristic edges and a power-law background. **Interaction** * **Click** a spectrum line — selects it (full opacity; others dim to 25 %). * **Dwell 250 ms** — shows eV position and intensity; nearby known edges (C K, N K, O K, Ti L) are annotated. * **Double-click** — places a permanent vertical edge marker on the active spectrum. * **Delete / Backspace** — removes the most recent marker on the active spectrum. * **Tab / Shift+Tab** — cycles the selection forward / backward. .. GENERATED FROM PYTHON SOURCE LINES 21-212 .. raw:: html

.. raw:: html .. rst-class:: sphx-glr-script-out .. code-block:: none Selected: Carbon-rich | .. code-block:: Python import numpy as np import anyplotlib as apl # ── synthetic data ───────────────────────────────────────────────────────────── ENERGY = np.linspace(50, 650, 1200) KNOWN_EDGES = {"C K": 284.0, "N K": 401.0, "O K": 532.0, "Ti L": 456.0} _SPECTRUM_DEFS = [ {"name": "Carbon-rich", "color": "#4fc3f7", "edges": [("C K", 284, 0.6)]}, {"name": "Nitride", "color": "#aed581", "edges": [("N K", 401, 0.5)]}, {"name": "Oxide", "color": "#ff8a65", "edges": [("O K", 532, 0.7)]}, {"name": "Silicide", "color": "#ba68c8", "edges": [("Si L", 99, 0.3)]}, {"name": "Mixed", "color": "#fff176", "edges": [("C K", 284, 0.2), ("O K", 532, 0.15)]}, ] def _power_law_bg(E, A=1e4, r=3.5): return A * E ** (-r) def _edge_onset(E, edge_ev, amplitude, width=20.0, decay=80.0): onset = amplitude * (np.arctan((E - edge_ev) / (width / 6)) / np.pi + 0.5) envelope = np.exp(-np.clip(E - edge_ev, 0, None) / decay) return onset * envelope def _make_spectrum(rng, defn, offset_y): E = ENERGY y = _power_law_bg(E) for _, edge_ev, amp_frac in defn["edges"]: peak = y.max() * amp_frac y += _edge_onset(E, edge_ev, peak) y += rng.normal(0, y.max() * 0.005, size=len(E)) y = np.clip(y, 0, None) y = y / y.max() return y + offset_y rng = np.random.default_rng(7) spectra_y = [] offset = 0.0 for defn in _SPECTRUM_DEFS: y = _make_spectrum(rng, defn, offset) spectra_y.append(y) offset += 1.2 * (y - offset).max() # ── helpers ──────────────────────────────────────────────────────────────────── def _safe_remove(plot, marker_type: str, name: str) -> None: try: plot.remove_marker(marker_type, name) except KeyError: pass # ── figure ───────────────────────────────────────────────────────────────────── # spectrum 0 is the primary line; spectra 1-4 are overlay lines fig, ax = apl.subplots(1, 1, figsize=(800, 500)) plot = ax.plot(spectra_y[0], axes=[ENERGY], color=_SPECTRUM_DEFS[0]["color"], linewidth=2.5) # overlay_lines[i] is the Line1D handle for spectrum i (None for the primary) overlay_lines = [] for i in range(1, len(_SPECTRUM_DEFS)): defn = _SPECTRUM_DEFS[i] line = plot.add_line(spectra_y[i], x_axis=ENERGY, color=defn["color"], linewidth=1.0) overlay_lines.append(line) # spectra index → Line1D (or None for primary) # lines[0] == None means "primary line", lines[1..] == Line1D handles line_handles = [None] + overlay_lines # len == len(_SPECTRUM_DEFS) active_idx: int = 0 markers_per_spectrum: list[list[str]] = [[] for _ in _SPECTRUM_DEFS] _marker_counter = [0] info_label_mg = plot.add_texts( offsets=np.array([[ENERGY[600], spectra_y[0][600]]]), texts=[""], name="info_label", color="#00e5ff", fontsize=11, ) # ── selection helpers ─────────────────────────────────────────────────────────── def _set_overlay_line_props(lid: str, linewidth: float, alpha: float) -> None: """Directly mutate an overlay line's entry in plot._state and push.""" for entry in plot._state["extra_lines"]: if entry["id"] == lid: entry["linewidth"] = float(linewidth) entry["alpha"] = float(alpha) break plot._push() def _apply_selection(new_idx: int) -> None: global active_idx active_idx = new_idx for i, handle in enumerate(line_handles): if i == active_idx: lw, alpha = 2.5, 1.0 else: lw, alpha = 1.0, 0.25 if handle is None: # primary line — use Plot1D setters plot.set_linewidth(lw) plot.set_alpha(alpha) else: _set_overlay_line_props(handle._lid, lw, alpha) print(f"Selected: {_SPECTRUM_DEFS[active_idx]['name']}") _apply_selection(0) # ── event handlers ───────────────────────────────────────────────────────────── def _make_line_handler(idx: int): def _handler(event) -> None: _apply_selection(idx) return _handler # primary line click handler — line_id is None for the primary plot.line.add_event_handler(_make_line_handler(0), "pointer_down") # overlay line click handlers for i, handle in enumerate(overlay_lines, start=1): handle.add_event_handler(_make_line_handler(i), "pointer_down") def _on_settled(event) -> None: if event.xdata is None: return ev = event.xdata intensity = float(np.interp(ev, ENERGY, spectra_y[active_idx])) label = f"eV: {ev:.1f} I: {intensity:.3f}" for edge_name, edge_ev in KNOWN_EDGES.items(): if abs(ev - edge_ev) < 15: label += f"\n~ {edge_name}-edge" y_pos = intensity + 0.05 plot.markers["texts"]["info_label"].set( offsets=np.array([[ev, y_pos]]), texts=[label], ) def _on_double_click(event) -> None: ev = event.xdata _marker_counter[0] += 1 name = f"edge_{active_idx}_{_marker_counter[0]}" plot.add_vlines([ev], name=name) markers_per_spectrum[active_idx].append(name) print(f"Edge marker placed at {ev:.1f} eV on '{_SPECTRUM_DEFS[active_idx]['name']}'") def _on_key(event) -> None: global active_idx if event.key in ("Delete", "Backspace"): if not markers_per_spectrum[active_idx]: return name = markers_per_spectrum[active_idx].pop() _safe_remove(plot, "vlines", name) elif event.key == "Tab": n = len(_SPECTRUM_DEFS) if "shift" in event.modifiers: new_idx = (active_idx - 1) % n else: new_idx = (active_idx + 1) % n _apply_selection(new_idx) plot.add_event_handler(_on_settled, "pointer_settled", ms=250) plot.add_event_handler(_on_double_click, "double_click") plot.add_event_handler(_on_key, "key_down") fig.set_help( "Click a spectrum: select it\n" "Dwell 250 ms: inspect eV + intensity\n" "Double-click: place edge marker\n" "Delete / Backspace: remove last marker\n" "Tab / Shift+Tab: cycle selection" ) fig # interactive .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 0.651 seconds) .. _sphx_glr_download_auto_examples_Interactive_plot_eels_explorer.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_eels_explorer.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_eels_explorer.py ` .. container:: sphx-glr-download sphx-glr-download-zip :download:`Download zipped: plot_eels_explorer.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_