diff --git a/Drag_auto.ipynb b/Drag_auto.ipynb deleted file mode 100644 index ad0e29a..0000000 --- a/Drag_auto.ipynb +++ /dev/null @@ -1,457 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 95, - "id": "725806fa", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded 4 files from '/Users/mpitell/Documents/Tweezer Tracking Data/March 2026/March 20/Drag':\n", - " 0.1 mm/s: 154 frames, 3 particles\n", - " 0.15 mm/s: 135 frames, 3 particles\n", - " 0.2 mm/s: 133 frames, 3 particles\n", - " 0.25 mm/s: 140 frames, 3 particles\n", - " p1_x p1_y p1_r p2_x p2_y p2_r \\\n", - "0 237.365994 480.290526 30.439982 212.573866 696.366159 30.356757 \n", - "1 237.281867 479.974495 30.575185 212.629066 696.191585 30.320838 \n", - "2 237.167486 479.895626 30.648266 212.682561 696.322582 30.357013 \n", - "3 237.597747 479.880938 30.482996 212.617840 696.285966 30.304173 \n", - "4 237.118949 479.670620 30.670648 212.748796 696.108134 30.341875 \n", - "\n", - " p3_x p3_y p3_r frame speed \n", - "0 185.147363 934.042896 28.831773 0 0.1 mm/s \n", - "1 185.062258 933.897448 28.867888 1 0.1 mm/s \n", - "2 185.143973 933.729596 28.974594 2 0.1 mm/s \n", - "3 184.990122 933.825793 28.888123 3 0.1 mm/s \n", - "4 184.918671 933.891425 28.837432 4 0.1 mm/s \n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import glob\n", - "import os\n", - "\n", - "folder = '/Users/mpitell/Documents/Tweezer Tracking Data/March 2026/March 20/Drag'\n", - "num_particles = 3\n", - "\n", - "# Column names: p1_x, p1_y, p1_r, p2_x, p2_y, p2_r, p3_x, p3_y, p3_r\n", - "cols = []\n", - "for p in range(1, num_particles + 1):\n", - " cols += [f\"p{p}_x\", f\"p{p}_y\", f\"p{p}_r\"]\n", - "\n", - "dfs = []\n", - "\n", - "for fpath in sorted(glob.glob(os.path.join(folder, \"*.csv\"))):\n", - " fname = os.path.splitext(os.path.basename(fpath))[0]\n", - " speed = fname.replace(\"mms\", \"mm/s\")\n", - "\n", - " df = pd.read_csv(\n", - " fpath,\n", - " header=None,\n", - " usecols=range(num_particles * 3),\n", - " names=cols\n", - " )\n", - " df[\"frame\"] = df.index\n", - " df[\"speed\"] = speed\n", - " dfs.append(df)\n", - "\n", - "data = pd.concat(dfs, ignore_index=True)\n", - "\n", - "print(f\"Loaded {len(dfs)} files from '{folder}':\")\n", - "for d in dfs:\n", - " print(f\" {d['speed'].iloc[0]}: {len(d)} frames, {num_particles} particles\")\n", - "print(data.head())" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "id": "65b9ef82", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " 0.1 mm/s:\n", - " Stationary: frames 0-54 (analysis window: 3-51, 49 frames)\n", - " Movement1: frames 55-84 (analysis window: 58-81, 24 frames)\n", - " Movement2: frames 105-129 (analysis window: 108-126, 19 frames)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " 0.15 mm/s:\n", - " Stationary: frames 0-44 (analysis window: 3-41, 39 frames)\n", - " Movement1: frames 45-74 (analysis window: 48-71, 24 frames)\n", - " Movement2: frames 95-119 (analysis window: 98-116, 19 frames)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " 0.2 mm/s:\n", - " Stationary: frames 0-44 (analysis window: 3-41, 39 frames)\n", - " Movement1: frames 45-69 (analysis window: 48-66, 19 frames)\n", - " Movement2: frames 90-119 (analysis window: 93-116, 24 frames)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - " 0.25 mm/s:\n", - " Stationary: frames 0-44 (analysis window: 3-41, 39 frames)\n", - " Movement1: frames 45-74 (analysis window: 48-71, 24 frames)\n", - " Movement2: frames 85-114 (analysis window: 88-111, 24 frames)\n" - ] - } - ], - "source": [ - "import ruptures as rpt\n", - "from matplotlib.patches import Patch\n", - "\n", - "pen = 7 # increase for fewer breakpoints, decrease for more sensitivity\n", - "TRIM = 3 # frames to drop from both the start and end of each segment\n", - "min_disp_px = .5 # minimum pixel shift to classify a segment as movement\n", - "\n", - "phase_colors = {\"stationary\": \"#0072B2\", \"movement\": \"#D55E00\"}\n", - "all_ranges = {}\n", - "\n", - "for speed_str, group in data.groupby(\"speed\"):\n", - " # Use mean x across all particles as the detection signal\n", - " x_cols = [f\"p{p}_x\" for p in range(1, num_particles + 1)]\n", - " signal = group[x_cols].mean(axis=1).to_numpy()\n", - " frames = group[\"frame\"].to_numpy()\n", - "\n", - " # Changepoint detection\n", - " model = rpt.Pelt(model=\"rbf\").fit(signal)\n", - " breakpoints = model.predict(pen=pen)\n", - "\n", - " # Build (start, end) index segments\n", - " segments, prev = [], 0\n", - " for bp in breakpoints:\n", - " segments.append((prev, bp - 1))\n", - " prev = bp\n", - "\n", - " # Classify: first segment always stationary\n", - " # A later segment is movement only if its mean differs from the baseline\n", - " # by BOTH more than 3*stat_std AND more than min_disp_px pixels\n", - " stat_vals = signal[segments[0][0]:segments[0][1] + 1]\n", - " stat_mean = stat_vals.mean()\n", - " stat_std = stat_vals.std()\n", - " threshold = max(3 * stat_std, min_disp_px)\n", - "\n", - " labeled = []\n", - " for i, (start, end) in enumerate(segments):\n", - " if i == 0:\n", - " labeled.append(((start, end), \"stationary\"))\n", - " else:\n", - " seg_mean = signal[start:end + 1].mean()\n", - " lbl = \"movement\" if abs(seg_mean - stat_mean) > threshold else \"stationary\"\n", - " labeled.append(((start, end), lbl))\n", - "\n", - " # Build ranges dict\n", - " stationary_segs = [seg for seg, lbl in labeled if lbl == \"stationary\"]\n", - " movement_segs = [seg for seg, lbl in labeled if lbl == \"movement\"]\n", - " ranges = {\"Stationary\": stationary_segs[0]}\n", - " for j, seg in enumerate(movement_segs, 1):\n", - " ranges[f\"Movement{j}\"] = seg\n", - " all_ranges[speed_str] = ranges\n", - "\n", - " # --- Plot ---\n", - " fig, ax = plt.subplots(figsize=(12, 4))\n", - " ax.plot(frames, signal, color=\"gray\", lw=1, label=\"Mean X\")\n", - "\n", - " for (start, end), lbl in labeled:\n", - " color = phase_colors[lbl]\n", - " f_start = frames[start]\n", - " f_end = frames[min(end, len(frames) - 1)]\n", - "\n", - " ax.axvspan(f_start, f_end, alpha=0.15, color=color)\n", - "\n", - " trim_start = min(start + TRIM, end)\n", - " trim_end = max(end - TRIM, trim_start)\n", - " f_trim_s = frames[trim_start]\n", - " f_trim_e = frames[min(trim_end, len(frames) - 1)]\n", - " ax.axvspan(f_trim_s, f_trim_e, alpha=0.35, color=color, label=lbl.capitalize())\n", - "\n", - " handles, labels = ax.get_legend_handles_labels()\n", - " ax.legend(dict(zip(labels, handles)).values(), dict(zip(labels, handles)).keys(), fontsize=8)\n", - " ax.set_xlabel(\"Frame\")\n", - " ax.set_ylabel(\"Mean X position (px)\")\n", - " ax.set_title(f\"Speed: {speed_str} -- auto-detected phases (pen={pen}, trim={TRIM}, min_disp={min_disp_px}px)\")\n", - " plt.tight_layout()\n", - " plt.show()\n", - "\n", - " print(f\"\\n {speed_str}:\")\n", - " for phase, r in ranges.items():\n", - " win_start = r[0] + TRIM\n", - " win_end = r[1] - TRIM\n", - " n = win_end - win_start + 1\n", - " print(f\" {phase}: frames {r[0]}-{r[1]} (analysis window: {win_start}-{win_end}, {n} frames)\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "0bf72919", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " speed particle phase F_drag_pN dx_um dx_se_um\n", - " 0.1 mm/s 1 Movement1 1.884956 0.073240 0.003527\n", - " 0.1 mm/s 1 Movement2 1.884956 0.113108 0.003078\n", - " 0.1 mm/s 2 Movement1 1.884956 0.060153 0.003859\n", - " 0.1 mm/s 2 Movement2 1.884956 0.101481 0.002707\n", - " 0.1 mm/s 3 Movement1 1.884956 0.045355 0.003049\n", - " 0.1 mm/s 3 Movement2 1.884956 0.081744 0.001990\n", - "0.15 mm/s 1 Movement1 2.827433 0.114410 0.004396\n", - "0.15 mm/s 1 Movement2 2.827433 0.175162 0.003920\n", - "0.15 mm/s 2 Movement1 2.827433 0.098627 0.003700\n", - "0.15 mm/s 2 Movement2 2.827433 0.147281 0.003327\n", - "0.15 mm/s 3 Movement1 2.827433 0.071152 0.003469\n", - "0.15 mm/s 3 Movement2 2.827433 0.138791 0.003826\n", - " 0.2 mm/s 1 Movement1 3.769911 0.173976 0.003741\n", - " 0.2 mm/s 1 Movement2 3.769911 0.224383 0.002807\n", - " 0.2 mm/s 2 Movement1 3.769911 0.150188 0.002980\n", - " 0.2 mm/s 2 Movement2 3.769911 0.198249 0.003038\n", - " 0.2 mm/s 3 Movement1 3.769911 0.122997 0.002495\n", - " 0.2 mm/s 3 Movement2 3.769911 0.171450 0.003193\n", - "0.25 mm/s 1 Movement1 4.712389 0.224721 0.005706\n", - "0.25 mm/s 1 Movement2 4.712389 0.254537 0.006603\n", - "0.25 mm/s 2 Movement1 4.712389 0.202411 0.005647\n", - "0.25 mm/s 2 Movement2 4.712389 0.224075 0.006861\n", - "0.25 mm/s 3 Movement1 4.712389 0.164814 0.005411\n", - "0.25 mm/s 3 Movement2 4.712389 0.189783 0.006075\n", - "Movement1 P1: k = 21.9347 +/- 0.8747 pN/um (95% CI: +/- 2.7836)\n", - "Movement2 P1: k = 17.3621 +/- 0.5682 pN/um (95% CI: +/- 1.8084)\n", - "Movement1 P2: k = 24.8761 +/- 1.3108 pN/um (95% CI: +/- 4.1714)\n", - "Movement2 P2: k = 19.8434 +/- 0.5816 pN/um (95% CI: +/- 1.8508)\n", - "Movement1 P3: k = 30.9042 +/- 2.2862 pN/um (95% CI: +/- 7.2757)\n", - "Movement2 P3: k = 22.8463 +/- 1.0138 pN/um (95% CI: +/- 3.2263)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from scipy import stats\n", - "\n", - "PIXELS_PER_MICRON = 18.0\n", - "ETA = 0.001 # Pa·s, viscosity of water\n", - "R = 1e-6 # m, fixed particle radius (1 µm)\n", - "# TRIM is defined in the phase detection cell above\n", - "\n", - "def trimmed_vals(series, start, end, trim=TRIM):\n", - " s = start + trim\n", - " e = end - trim\n", - " if s >= e:\n", - " s, e = start, end\n", - " return series.iloc[s:e + 1]\n", - "\n", - "results = []\n", - "\n", - "for speed_str, group in data.groupby(\"speed\"):\n", - " ranges = all_ranges[speed_str]\n", - " v = float(speed_str.split()[0]) * 1e-3\n", - " F_drag_pN = 6 * np.pi * ETA * R * v * 1e12\n", - "\n", - " s_start, s_end = ranges[\"Stationary\"]\n", - "\n", - " for p in range(1, num_particles + 1):\n", - " xcol = f\"p{p}_x\"\n", - "\n", - " x_stat_vals = trimmed_vals(group[xcol], s_start, s_end)\n", - " x_stat = x_stat_vals.mean()\n", - " x_stat_se = x_stat_vals.std() / np.sqrt(len(x_stat_vals))\n", - "\n", - " for key in [\"Movement1\", \"Movement2\"]:\n", - " if key not in ranges:\n", - " continue\n", - " m_start, m_end = ranges[key]\n", - " vals = trimmed_vals(group[xcol], m_start, m_end)\n", - " x_move = vals.mean()\n", - " x_move_se = vals.std() / np.sqrt(len(vals))\n", - "\n", - " dx_um = abs(x_move - x_stat) / PIXELS_PER_MICRON\n", - " dx_se_um = np.sqrt(x_stat_se**2 + x_move_se**2) / PIXELS_PER_MICRON\n", - "\n", - " results.append({\n", - " \"speed\": speed_str,\n", - " \"particle\": p,\n", - " \"phase\": key,\n", - " \"F_drag_pN\": F_drag_pN,\n", - " \"dx_um\": dx_um,\n", - " \"dx_se_um\": dx_se_um,\n", - " })\n", - "\n", - "results_df = pd.DataFrame(results)\n", - "print(results_df.to_string(index=False))\n", - "\n", - "# ---- Okabe-Ito color-blind safe palette — one color per particle ----\n", - "particle_colors = {1: \"#0072B2\", 2: \"#D55E00\", 3: \"#009E73\"}\n", - "particle_markers = {1: \"o\", 2: \"s\", 3: \"^\"}\n", - "\n", - "# ---- Line style + fill distinguishes movement phase ----\n", - "phase_styles = {\n", - " \"Movement1\": dict(linestyle=\"-\", filled=True),\n", - " \"Movement2\": dict(linestyle=\"--\", filled=False),\n", - "}\n", - "\n", - "fig, ax = plt.subplots(figsize=(7, 5))\n", - "\n", - "for p in range(1, num_particles + 1):\n", - " color = particle_colors[p]\n", - " marker = particle_markers[p]\n", - "\n", - " for phase, pstyle in phase_styles.items():\n", - " df_pp = results_df[(results_df[\"particle\"] == p) & (results_df[\"phase\"] == phase)]\n", - " if df_pp.empty:\n", - " continue\n", - "\n", - " face = color if pstyle[\"filled\"] else \"none\"\n", - "\n", - " # Data points\n", - " for _, row in df_pp.iterrows():\n", - " ax.errorbar(\n", - " row[\"dx_um\"], row[\"F_drag_pN\"],\n", - " xerr=row[\"dx_se_um\"],\n", - " fmt=marker,\n", - " markersize=6,\n", - " markerfacecolor=face,\n", - " markeredgecolor=color,\n", - " ecolor=color,\n", - " capsize=3,\n", - " linestyle=\"none\",\n", - " zorder=3,\n", - " label=\"_nolegend_\"\n", - " )\n", - "\n", - " # Fit\n", - " x_p = df_pp[\"dx_um\"].to_numpy(dtype=float)\n", - " y_p = df_pp[\"F_drag_pN\"].to_numpy(dtype=float)\n", - "\n", - " k = np.sum(x_p * y_p) / np.sum(x_p**2)\n", - " resid = y_p - k * x_p\n", - " sigma_k = np.sqrt(np.sum(resid**2) / ((len(x_p) - 1) * np.sum(x_p**2)))\n", - "\n", - " t_val = stats.t.ppf(0.975, df=len(x_p) - 1)\n", - " ci_k = t_val * sigma_k\n", - "\n", - " x_fit = np.linspace(0, x_p.max() * 1.05, 300)\n", - "\n", - " ax.plot(\n", - " x_fit, k * x_fit,\n", - " linestyle=pstyle[\"linestyle\"],\n", - " color=color,\n", - " linewidth=1.5,\n", - " zorder=2,\n", - " label=fr\"{phase} P{p}: $k = {k:.3g} \\pm {sigma_k:.2g}$ pN/$\\mu$m\"\n", - " )\n", - " ax.fill_between(\n", - " x_fit,\n", - " (k - ci_k) * x_fit,\n", - " (k + ci_k) * x_fit,\n", - " color=color,\n", - " alpha=0.08,\n", - " zorder=1\n", - " )\n", - " print(f\"{phase} P{p}: k = {k:.4f} +/- {sigma_k:.4f} pN/um (95% CI: +/- {ci_k:.4f})\")\n", - "\n", - "ax.set_xlabel(r\"$\\Delta X$ ($\\mu$m)\")\n", - "ax.set_ylabel(\"Drag Force (pN)\")\n", - "ax.set_title(\"Drag Force vs Displacement\")\n", - "ax.legend(fontsize=7, frameon=False)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "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": "3.12.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}