Created
August 9, 2025 13:11
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "817efcc7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from scipy.interpolate import UnivariateSpline\n", | |
| "\n", | |
| "# Extracted from .shot file by hand\n", | |
| "raw_stamps = pd.to_datetime(list(map(float, \"-8.673 -8.480 -8.223 -7.585 -7.360 -7.173 -6.910 -6.721 -6.047 -5.784 -5.598 -5.410 -5.145 -4.510 -4.283 -4.059 -3.834 -3.648 -2.333 -2.073 -1.886 -1.622 0.154 0.327 0.568 0.741 0.964 1.189 1.415 1.640 1.865 2.282 2.546 2.727 2.952 3.186 3.413 3.628 3.815 4.039 4.264 4.490 4.715 4.911 5.145 5.360 5.577 5.820 6.064 6.253 6.477 6.664 6.900 7.115 7.344 7.565 7.790 8.014 8.202 8.428 8.652 8.876 9.102 9.327 9.580 9.783 9.965 10.189 10.414 10.639 10.877 11.114 11.315 11.502 11.727 11.953 12.178 12.406 12.664 12.852 13.078 13.311 13.529 13.715 13.941 14.202 14.427 14.613 14.839 15.064 15.262 15.477 15.702 15.926 16.153 16.380 16.602 16.837 17.027 17.240 17.465 17.728 17.940 18.140 18.364 18.576 18.806 19.001 19.263 19.460 19.677 19.901 20.127 20.324 20.552 20.779 20.989 21.214 21.439 21.686 21.852 22.076 22.304 22.527 22.752 22.993 23.249 23.464 23.727 23.914 24.140 24.364 24.590 24.776 25.043 25.226 25.489 25.676 25.902 26.126 26.353 26.550 26.803 27.020 27.213 27.446 27.664 27.891\".split())), unit=\"s\")\n", | |
| "raw_weights = pd.Series(map(float, \"0.3 0.2 0.0 0.0 0.4 0.4 0.0 0.0 0.0 0.0 0.2 0.6 0.4 0.0 0.0 0.5 1.0 0.7 0.0 0.0 0.4 0.0 0.2 0.0 0.0 0.0 0.0 0.0 0.3 0.5 0.0 0.0 0.0 0.2 0.3 0.8 0.6 0.3 0.3 0.5 1.2 0.7 0.0 0.0 0.3 0.8 1.2 2.3 2.3 2.1 2.6 3.1 3.2 3.0 3.5 4.2 4.7 5.0 5.0 5.1 5.2 5.3 5.5 7.0 7.6 8.1 8.0 7.9 8.0 8.6 9.6 10.2 10.4 10.6 11.2 12.1 13.1 13.7 13.5 14.1 14.8 15.4 15.4 15.3 15.5 16.8 17.2 17.5 18.3 18.6 18.7 18.9 19.8 19.8 20.0 21.4 22.2 21.9 22.1 22.2 22.4 23.3 24.8 25.2 25.4 25.3 26.0 26.7 26.9 27.0 27.4 28.4 29.4 28.9 29.0 30.0 30.4 31.6 31.3 31.7 32.9 33.2 32.9 32.5 33.1 34.6 35.1 35.6 35.9 36.5 36.6 36.1 37.0 37.0 37.1 36.9 36.7 36.4 36.2 36.1 36.0 36.2 36.4 36.5 36.5 36.4 36.3 36.3\".split()), index=raw_stamps)\n", | |
| "\n", | |
| "def flow(window: int|str, weight_series, func=\"mean\"):\n", | |
| " \"\"\"Calculate flow rate per sample to previous, then smooth\"\"\"\n", | |
| " delta_value = weight_series.diff()\n", | |
| " delta_time = weight_series.index.to_series().diff().dt.total_seconds()\n", | |
| " delta_per_sec = (delta_value / delta_time)\n", | |
| " out = getattr(delta_per_sec.rolling(window=window, min_periods=1), func)()\n", | |
| " return out[out > 0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "befb5bd7", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from scipy.interpolate import UnivariateSpline\n", | |
| "\n", | |
| "# Assume raw_weights is a Pandas Series with datetime index\n", | |
| "timestamps = raw_weights.index\n", | |
| "weights = raw_weights.values\n", | |
| "\n", | |
| "# Step 1: Convert time to seconds relative to the first timestamp\n", | |
| "time_seconds = np.array([(t - timestamps[0]).total_seconds() for t in timestamps])\n", | |
| "\n", | |
| "# Step 2: Compute rate of change (g/s)\n", | |
| "dt = np.diff(time_seconds)\n", | |
| "dw = np.diff(weights)\n", | |
| "rate = dw / dt\n", | |
| "rate_time = (time_seconds[1:] + time_seconds[:-1]) / 2 # midpoint times for rate\n", | |
| "\n", | |
| "# Step 3: Fit a smooth spline to the rate\n", | |
| "spline = UnivariateSpline(rate_time, rate, s=2) # s controls smoothing\n", | |
| "\n", | |
| "# Step 4: Plot\n", | |
| "t_fine = np.linspace(rate_time.min(), rate_time.max(), 10)\n", | |
| "rate_spline = spline(t_fine)\n", | |
| "\n", | |
| "# Convert back to datetime for plotting\n", | |
| "t_fine_datetime = pd.to_datetime(t_fine, unit='s', origin=timestamps[0])\n", | |
| "\n", | |
| "mean_rate = flow(10, raw_weights)\n", | |
| "\n", | |
| "plt.figure(figsize=(10, 5))\n", | |
| "plt.plot(timestamps[1:], rate, 'o', label='Raw rate (g/s)', markersize=3)\n", | |
| "plt.plot(t_fine_datetime, rate_spline, '-', label='Interpolated spline', linewidth=2)\n", | |
| "plt.plot(mean_rate.index, mean_rate.values, '-', label='Interpolated mean', linewidth=2)\n", | |
| "plt.xlabel(\"Time\")\n", | |
| "plt.ylabel(\"Rate of weight change (g/s)\")\n", | |
| "plt.title(\"Interpolated Rate of Weight Change\")\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "105d8431", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from numpy.polynomial import Polynomial\n", | |
| "\n", | |
| "# Step 0: Assume raw_weights is a Pandas Series with a DatetimeIndex\n", | |
| "# Example: raw_weights = pd.Series([...], index=pd.to_datetime([...])) \n", | |
| "\n", | |
| "# Step 1: Convert time to seconds from the first timestamp\n", | |
| "time_seconds = np.array([(t - raw_weights.index[0]).total_seconds() for t in raw_weights.index])\n", | |
| "weights = raw_weights.values\n", | |
| "\n", | |
| "# Step 2: Compute rate of change (g/s)\n", | |
| "dt = np.diff(time_seconds)\n", | |
| "dw = np.diff(weights)\n", | |
| "rate = dw / dt\n", | |
| "rate_time = (time_seconds[:-1] + time_seconds[1:]) / 2 # midpoints\n", | |
| "\n", | |
| "# Step 3: Fit a polynomial using least squares (e.g., degree 5)\n", | |
| "degree = 10\n", | |
| "coefs = np.polyfit(rate_time, rate, deg=degree)\n", | |
| "rate_poly = np.poly1d(coefs)\n", | |
| "\n", | |
| "# Step 4: Evaluate polynomial and plot\n", | |
| "t_fine = np.linspace(rate_time.min(), rate_time.max(), 1000)\n", | |
| "rate_fitted = rate_poly(t_fine)\n", | |
| "\n", | |
| "# Convert times for plotting\n", | |
| "t_fine_datetime = pd.to_datetime(t_fine, unit='s', origin=raw_weights.index[0])\n", | |
| "rate_time_datetime = pd.to_datetime(rate_time, unit='s', origin=raw_weights.index[0])\n", | |
| "\n", | |
| "# Step 5: Plot\n", | |
| "plt.figure(figsize=(10, 5))\n", | |
| "plt.plot(rate_time_datetime, rate, 'o', label='Raw rate (g/s)', markersize=3)\n", | |
| "plt.plot(t_fine_datetime, rate_fitted, '-', label=f'Least squares fit (deg={degree})', linewidth=2)\n", | |
| "plt.plot(mean_rate.index, mean_rate.values, '-', label='Interpolated mean', linewidth=2)\n", | |
| "plt.xlabel(\"Time\")\n", | |
| "plt.ylabel(\"Rate of weight change (g/s)\")\n", | |
| "plt.title(\"Rate of Change (g/s) Fitted with Least Squares Polynomial\")\n", | |
| "plt.legend()\n", | |
| "plt.grid(True)\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "a1b33b81", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "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": "3.13.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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