mirror of
https://github.com/galera951/experiment-automation.git
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186 lines
247 KiB
Plaintext
186 lines
247 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 42,
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"id": "afd9cde8-c7b3-4c87-85d4-fdb3246a2424",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"from scipy.optimize import curve_fit"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 52,
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"id": "6f36ba20-5efd-4afb-98f4-ff87eac8a1e0",
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"metadata": {},
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"outputs": [],
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"source": [
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"def line(x, k, b):\n",
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" return x*k + b"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 53,
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"id": "17d7c03e-5547-4505-85d6-733678982f80",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv(r\"raw-data/data.csv\")\n",
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"\n",
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"rev_nu_0 = df['rev_nu_0']\n",
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"tau = df['tau']\n",
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"\n",
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"delta_rev_nu_0 = df['Delta_rev_nu_0']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 54,
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"id": "ec64aa59-2e42-4311-9b3b-f4daa99b8071",
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"metadata": {},
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"outputs": [],
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"source": [
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"opt, cov = curve_fit(line, tau, rev_nu_0)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 55,
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"id": "6922d03a-70b0-450e-be7a-626e92ecc348",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1600x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(8, 4.5), dpi=200)\n",
|
|
"\n",
|
|
"plt.minorticks_on()\n",
|
|
"plt.grid(which='minor', linestyle=':', color='0.9')\n",
|
|
"plt.grid(which='major', linestyle='-', color='0.8', linewidth=0.3)\n",
|
|
"\n",
|
|
"plt.errorbar(tau, rev_nu_0, yerr=delta_rev_nu_0, linestyle='', marker='.', markersize=10, label=\"Experiment\", color=\"tab:blue\", alpha=0.3)\n",
|
|
"plt.plot(tau, line(tau, opt[0], opt[1]), label=r\"Fitting\", color=\"tab:blue\", linestyle='-')\n",
|
|
"\n",
|
|
"plt.ylabel(r\"$1/\\nu_0$, мкс\", fontsize=14)\n",
|
|
"plt.xlabel(r\"$\\tau$, мкс\", fontsize=14)\n",
|
|
"\n",
|
|
"plt.legend()\n",
|
|
"plt.savefig(r\"images\\data.png\", facecolor=\"white\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "59d3e6e3-0861-4ded-a70b-9e85890e7168",
|
|
"metadata": {},
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"id": "df2005d7-8ad7-441a-83c0-8ebda7901ce2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"df = pd.read_csv(r\"raw-data/plot2.csv\")\n",
|
|
"\n",
|
|
"m = df['m']\n",
|
|
"k = df['k']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"id": "c52f43da-bb84-446a-b81a-b465d37290ff",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"opt, cov = curve_fit(line, m, k)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"id": "15b4a580-5da3-4c54-b918-414f50268e5e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1600x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(8, 4.5), dpi=200)\n",
|
|
"\n",
|
|
"plt.minorticks_on()\n",
|
|
"plt.grid(which='minor', linestyle=':', color='0.9')\n",
|
|
"plt.grid(which='major', linestyle='-', color='0.8', linewidth=0.3)\n",
|
|
"\n",
|
|
"plt.errorbar(m, k, linestyle='', marker='.', markersize=10, label=\"Experiment\", color=\"tab:blue\", alpha=0.3)\n",
|
|
"plt.plot(m, line(m, opt[0], opt[1]), label=r\"Fitting\", color=\"tab:blue\", linestyle='-')\n",
|
|
"\n",
|
|
"plt.ylabel(r\"$k$\", fontsize=18)\n",
|
|
"plt.xlabel(r\"$m$\", fontsize=18)\n",
|
|
"\n",
|
|
"plt.legend()\n",
|
|
"plt.savefig(r\"images\\plot2.png\", facecolor=\"white\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "fac6d1b6-3b03-42c1-8911-12b2f7279f41",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
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"name": "ipython",
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.2"
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}
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},
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}
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