675 lines
392 KiB
Plaintext
675 lines
392 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "4557c12a",
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib widget"
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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": 2,
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"id": "7bf36843",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" T uT nT outT V uV nV outV\n",
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"0 20.018911 0.098293 4.0 [] 2.209829 0.025628 4.0 []\n",
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"1 31.378608 0.071720 4.0 [] 2.752721 0.020042 4.0 []\n",
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"2 42.858354 0.064409 4.0 [] 3.326787 0.017355 4.0 []\n",
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"3 54.333966 0.081619 4.0 [] 3.938112 0.021662 4.0 []\n",
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"4 65.715137 0.110980 4.0 [] 4.494095 0.017458 4.0 []\n",
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"5 77.135309 0.077455 4.0 [] 5.062716 0.017437 4.0 []\n",
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"6 88.606404 0.059940 4.0 [] 5.619317 0.016902 4.0 []\n",
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"7 99.980813 0.055538 4.0 [] 6.197263 0.018829 4.0 []\n",
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"Ax + B : \n",
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"A = 0.0500 ± 0.0003\n",
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"B = 1.1958 ± 0.0189\n",
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"covAB = -0.000005\n",
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"chi² = 3.19\n",
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"P(chi², ∞) = 0.78\n"
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]
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "f5077a966d534023b20ff75f714f58f8",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"text/html": [
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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" <img 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' width=800.0/>\n",
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" </div>\n",
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" "
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],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "b5c1f59f90ee4d198fac0da5d5191194",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=800.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<statlib.Data at 0x7f838f3ac590>"
|
|
]
|
|
},
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from statlib import *\n",
|
|
"np.random.seed(0)\n",
|
|
"\n",
|
|
"# ------------------------------\n",
|
|
"# PARAMETRI \"VERI\"\n",
|
|
"# ------------------------------\n",
|
|
"\n",
|
|
"n_misure = 8\n",
|
|
"n_ripetizioni = 4\n",
|
|
"\n",
|
|
"A_vero = 0.05\n",
|
|
"B_vero = 1.2\n",
|
|
"\n",
|
|
"# Variabile indipendente (senza rumore sistematico)\n",
|
|
"T_veri = np.linspace(20, 100, n_misure)\n",
|
|
"\n",
|
|
"# ------------------------------\n",
|
|
"# GENERAZIONE DATI\n",
|
|
"# ------------------------------\n",
|
|
"\n",
|
|
"campione_dict = {}\n",
|
|
"\n",
|
|
"for j in range(n_ripetizioni):\n",
|
|
" # rumore su x\n",
|
|
" T_noise = T_veri + np.random.normal(0, 0.1, n_misure)\n",
|
|
"\n",
|
|
" # relazione lineare + rumore su y\n",
|
|
" V_noise = A_vero * T_noise + B_vero + np.random.normal(0, 0.03, n_misure)\n",
|
|
"\n",
|
|
" campione_dict[f\"T_{j+1}\"] = T_noise\n",
|
|
" campione_dict[f\"V_{j+1}\"] = V_noise\n",
|
|
"\n",
|
|
"campione = pd.DataFrame(campione_dict)\n",
|
|
"\n",
|
|
"# ------------------------------\n",
|
|
"# OGGETTO DATA\n",
|
|
"# ------------------------------\n",
|
|
"\n",
|
|
"data = Data(\n",
|
|
" campione=campione,\n",
|
|
" analisi_stat=None,\n",
|
|
" param_reg=None\n",
|
|
")\n",
|
|
"\n",
|
|
"# ------------------------------\n",
|
|
"# ANALISI STATISTICA\n",
|
|
"# ------------------------------\n",
|
|
"\n",
|
|
"data.stat_chauv(\n",
|
|
" prefissi=[\"T\", \"V\"],\n",
|
|
" err_strumentale=[0.05, 0.01]\n",
|
|
")\n",
|
|
"\n",
|
|
"# Rinomino per compatibilità con regressione\n",
|
|
"data.analisi_stat[\"x\"] = data.analisi_stat[\"T\"]\n",
|
|
"data.analisi_stat[\"y\"] = data.analisi_stat[\"V\"]\n",
|
|
"data.analisi_stat[\"ux\"] = data.analisi_stat[\"uT\"]\n",
|
|
"data.analisi_stat[\"uy\"] = data.analisi_stat[\"uV\"]\n",
|
|
"\n",
|
|
"# ------------------------------\n",
|
|
"# OUTPUT STATISTICA\n",
|
|
"# ------------------------------\n",
|
|
"\n",
|
|
"print(\n",
|
|
" data.analisi_stat[\n",
|
|
" [\"T\", \"uT\", \"nT\", \"outT\",\n",
|
|
" \"V\", \"uV\", \"nV\", \"outV\"]\n",
|
|
" ]\n",
|
|
")\n",
|
|
"\n",
|
|
"# ------------------------------\n",
|
|
"# REGRESSIONE\n",
|
|
"# ------------------------------\n",
|
|
"\n",
|
|
"data.reg_lin(\n",
|
|
" x_label=\"T\",\n",
|
|
" y_label=\"V\",\n",
|
|
" r_label=\"Residui\",\n",
|
|
" titolo_reg=\"Regressione lineare\",\n",
|
|
" titolo_residui=\"Residui\",\n",
|
|
" scala_barre=50\n",
|
|
")"
|
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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": 3,
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"id": "a89d56a4",
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"metadata": {},
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"outputs": [],
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"source": [
|
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"# ── Import ──────────────────────────────────────────────────────\n",
|
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"import matplotlib.patches as patches\n",
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"from matplotlib.widgets import RectangleSelector\n",
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"import ipysheet\n",
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"import ipywidgets as widgets\n",
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"from IPython.display import display\n",
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"\n",
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"\n",
|
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"def fit_interattivo_da_data(data_obj, prefisso_x, prefisso_y, scala_barre=1):\n",
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" \"\"\"\n",
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" Visualizza i dati con barre di errore e permette di selezionare\n",
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" un rettangolo di punti tramite drag del mouse.\n",
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" Al click su \"Fit selezionati\" esegue reg_lin sul sottoinsieme.\n",
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"\n",
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" Parametri\n",
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" ----------\n",
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" data_obj : oggetto con attributo analisi_stat (DataFrame)\n",
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" prefisso_x : nome colonna x (le incertezze si chiamano u+prefisso)\n",
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" prefisso_y : nome colonna y\n",
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" scala_barre : fattore moltiplicativo iniziale per le barre (default 1)\n",
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" \"\"\"\n",
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"\n",
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" # Estrazione colonne dal DataFrame\n",
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" df = data_obj.analisi_stat.copy()\n",
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"\n",
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" # Nomi colonne dati e incertezze\n",
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" col_x = prefisso_x\n",
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" col_y = prefisso_y\n",
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" col_ux = f\"u{prefisso_x}\"\n",
|
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" col_uy = f\"u{prefisso_y}\"\n",
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"\n",
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" x = df[col_x].values.astype(float)\n",
|
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" y = df[col_y].values.astype(float)\n",
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"\n",
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" # Le incertezze sono opzionali: se la colonna non esiste si usa zero\n",
|
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" ux = df[col_ux].values.astype(float) if col_ux in df else np.zeros_like(x)\n",
|
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" uy = df[col_uy].values.astype(float) if col_uy in df else np.zeros_like(y)\n",
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"\n",
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" ha_errori = not (np.all(ux == 0) and np.all(uy == 0))\n",
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"\n",
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" # Maschera di selezione\n",
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" selected_mask = np.ones(len(x), dtype=bool)\n",
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"\n",
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" # Costruzione della figura matplotlib\n",
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" fig, ax = plt.subplots(figsize=(8, 5))\n",
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"\n",
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" # Scatter di tutti i punti e dei punti selezionati\n",
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" sc_all = ax.scatter(x, y, alpha=0.4, label=\"tutti\")\n",
|
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" sc_sel = ax.scatter([], [], s=60, color='tomato', label=\"selezionati\")\n",
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"\n",
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" eb = ax.errorbar(x, y, xerr=scala_barre*ux, yerr=scala_barre*uy,\n",
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" fmt='none', alpha=0.4)\n",
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"\n",
|
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" # Rettangolo semitrasparente che mostra l'area di selezione\n",
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" box_patch = patches.Rectangle((0, 0), 0, 0,\n",
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" edgecolor='tomato', facecolor='tomato', alpha=0.08,\n",
|
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" linewidth=1.5, linestyle='--', zorder=1)\n",
|
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" ax.add_patch(box_patch)\n",
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"\n",
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" ax.set_xlabel(prefisso_x)\n",
|
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" ax.set_ylabel(prefisso_y)\n",
|
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" ax.legend()\n",
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" ax.grid(True, alpha=0.3)\n",
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"\n",
|
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" # Mostra quanti punti selezionati\n",
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" sel_label = widgets.Label(value=f\"Selezionati: {len(x)} / {len(x)}\")\n",
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"\n",
|
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" # scala barre d'errore\n",
|
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" if ha_errori:\n",
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" scala_slider = widgets.FloatSlider(\n",
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" value=scala_barre,\n",
|
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" min=0.1, max=scala_barre * 3, step=0.05,\n",
|
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" description=\"Scala barre:\",\n",
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" style={\"description_width\": \"initial\"},\n",
|
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" layout=widgets.Layout(width=\"480px\")\n",
|
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" )\n",
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" else:\n",
|
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" scala_slider = None\n",
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"\n",
|
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" # output dati\n",
|
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" out_dati = widgets.Output(layout=widgets.Layout(border=\"1px solid #ccc\", padding=\"8px\"))\n",
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"\n",
|
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" # Helper: aggiorna barre errore\n",
|
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" def aggiorna_errorbar(eb, xs, ys, uxs, uys, scala):\n",
|
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" n = len(xs)\n",
|
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" if n == 0:\n",
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" for lc in eb[2]: lc.set_segments([])\n",
|
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" for cap in eb[1]: cap.set_data([], [])\n",
|
|
" return\n",
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"\n",
|
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" segs_x = [np.array([[xs[i] - scala*uxs[i], ys[i]],\n",
|
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" [xs[i] + scala*uxs[i], ys[i]]]) for i in range(n)]\n",
|
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" segs_y = [np.array([[xs[i], ys[i] - scala*uys[i]],\n",
|
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" [xs[i], ys[i] + scala*uys[i]]]) for i in range(n)]\n",
|
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" if len(eb[2]) >= 2:\n",
|
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" eb[2][0].set_segments(segs_x)\n",
|
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" eb[2][1].set_segments(segs_y)\n",
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"\n",
|
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" caps = eb[1]\n",
|
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" cap_data = [\n",
|
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" ([xs[i] - scala*uxs[i] for i in range(n)], [ys[i] for i in range(n)]),\n",
|
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" ([xs[i] + scala*uxs[i] for i in range(n)], [ys[i] for i in range(n)]),\n",
|
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" ([xs[i] for i in range(n)], [ys[i] - scala*uys[i] for i in range(n)]),\n",
|
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" ([xs[i] for i in range(n)], [ys[i] + scala*uys[i] for i in range(n)]),\n",
|
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" ]\n",
|
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" for cap, (cx, cy) in zip(caps, cap_data):\n",
|
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" cap.set_data(cx, cy)\n",
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"\n",
|
|
" # Callback: selezione rettangolare\n",
|
|
" def on_select(eclick, erelease):\n",
|
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" nonlocal selected_mask\n",
|
|
" if eclick.xdata is None or erelease.xdata is None:\n",
|
|
" return\n",
|
|
"\n",
|
|
" x0, x1 = sorted([eclick.xdata, erelease.xdata])\n",
|
|
" y0, y1 = sorted([eclick.ydata, erelease.ydata])\n",
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"\n",
|
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" new_mask = (\n",
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" (x >= x0) & (x <= x1) &\n",
|
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" (y >= y0) & (y <= y1)\n",
|
|
" )\n",
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"\n",
|
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" ctrl_held = eclick.key in ('ctrl', 'control')\n",
|
|
" if ctrl_held:\n",
|
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" selected_mask = selected_mask | new_mask\n",
|
|
" else:\n",
|
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" selected_mask = new_mask\n",
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"\n",
|
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" xs, ys = x[selected_mask], y[selected_mask]\n",
|
|
" pts = np.column_stack([xs, ys]) if len(xs) else np.empty((0, 2))\n",
|
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" sc_sel.set_offsets(pts)\n",
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"\n",
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" box_patch.set(xy=(x0, y0), width=x1-x0, height=y1-y0, visible=True)\n",
|
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" sel_label.value = f\"Selezionati: {selected_mask.sum()} / {len(x)}\"\n",
|
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" fig.canvas.draw_idle()\n",
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"\n",
|
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" # Collega il callback al RectangleSelector di matplotlib\n",
|
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" rect_selector = RectangleSelector(ax, on_select, useblit=False,\n",
|
|
" state_modifier_keys={'move': '', 'clear': '', 'square': '', 'center': ''})\n",
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"\n",
|
|
" # Area di output per il risultato del fit\n",
|
|
" out_fit = widgets.Output(layout=widgets.Layout(border='1px solid #ddd', padding='8px'))\n",
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"\n",
|
|
" # ── 8. Callback: esecuzione del fit ──────────────────────────\n",
|
|
" def esegui_fit(_):\n",
|
|
" out_fit.clear_output(wait=True)\n",
|
|
" with out_fit:\n",
|
|
" if selected_mask.sum() < 2:\n",
|
|
" print(\"Troppi pochi punti selezionati\")\n",
|
|
" return\n",
|
|
"\n",
|
|
" # Costruisce un DataFrame temporaneo rinominando le colonne\n",
|
|
" # in x/y/ux/uy per compatibilità con reg_lin\n",
|
|
" df_sel = df[selected_mask].copy()\n",
|
|
" df_sel[\"x\"] = df_sel[col_x]\n",
|
|
" df_sel[\"y\"] = df_sel[col_y]\n",
|
|
" df_sel[\"ux\"] = df_sel[col_ux]\n",
|
|
" df_sel[\"uy\"] = df_sel[col_uy]\n",
|
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"\n",
|
|
" # Oggetto Data temporaneo che punta al sottoinsieme\n",
|
|
" data_tmp = Data(\n",
|
|
" campione=None,\n",
|
|
" analisi_stat=df_sel,\n",
|
|
" param_reg=None\n",
|
|
" )\n",
|
|
"\n",
|
|
" # Recupera la scala corrente dallo slider\n",
|
|
" scala = scala_slider.value if scala_slider else 1.0\n",
|
|
"\n",
|
|
" # Lancia la regressione lineare con plot e residui\n",
|
|
" data_tmp.reg_lin(\n",
|
|
" stampa_param=True,\n",
|
|
" plot_regressione=True,\n",
|
|
" calc_residui=True,\n",
|
|
" x_label=col_x,\n",
|
|
" y_label=col_y,\n",
|
|
" titolo_reg=\"Fit selezionato\",\n",
|
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" titolo_residui=\"Residui selezionati\",\n",
|
|
" scala_barre=scala\n",
|
|
" )\n",
|
|
"\n",
|
|
" # Callback: reset selezione\n",
|
|
" def reset(_):\n",
|
|
" nonlocal selected_mask\n",
|
|
"\n",
|
|
" # Tutti i punti tornano selezionati\n",
|
|
" selected_mask = np.ones(len(x), dtype=bool)\n",
|
|
" sc_sel.set_offsets(np.empty((0, 2)))\n",
|
|
" box_patch.set_visible(False)\n",
|
|
"\n",
|
|
" # Aggiorna label e barre di errore con la scala corrente dello slider\n",
|
|
" sel_label.value = f\"Selezionati: {len(x)} / {len(x)}\"\n",
|
|
" scala = scala_slider.value if scala_slider else 1.0\n",
|
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" aggiorna_errorbar(eb, x, y, ux, uy, scala)\n",
|
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"\n",
|
|
" # Svuota anche la tabella dati se era aperta\n",
|
|
" out_dati.clear_output()\n",
|
|
"\n",
|
|
" fig.canvas.draw_idle()\n",
|
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"\n",
|
|
" # Callback: scala barre di errore\n",
|
|
" def on_scala_change(change):\n",
|
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" \"\"\"Ridisegna le barre di errore ogni volta che lo slider cambia.\"\"\"\n",
|
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" scala = change[\"new\"]\n",
|
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" aggiorna_errorbar(eb, x, y, ux, uy, scala)\n",
|
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" fig.canvas.draw_idle()\n",
|
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"\n",
|
|
" # Collega l'osservatore allo slider\n",
|
|
" if scala_slider is not None:\n",
|
|
" scala_slider.observe(on_scala_change, names=\"value\")\n",
|
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"\n",
|
|
" # Callback: mostra dati selezionati\n",
|
|
" def mostra_dati(_):\n",
|
|
" \"\"\"\n",
|
|
" Visualizza il sottoinsieme selezionato in una tabella ipysheet.\n",
|
|
" Se non ci sono incertezze, mostra solo x e y.\n",
|
|
" \"\"\"\n",
|
|
" out_dati.clear_output(wait=True)\n",
|
|
" with out_dati:\n",
|
|
" xs = x[selected_mask]\n",
|
|
" ys = y[selected_mask]\n",
|
|
" uxs = ux[selected_mask]\n",
|
|
" uys = uy[selected_mask]\n",
|
|
"\n",
|
|
" if len(xs) == 0:\n",
|
|
" print(\"Nessun punto selezionato.\")\n",
|
|
" return\n",
|
|
"\n",
|
|
" print(f\"Dati selezionati: {len(xs)} / {len(x)} punti\\n\")\n",
|
|
"\n",
|
|
" # Colonne e dati cambiano in base alla presenza di incertezze\n",
|
|
" if ha_errori:\n",
|
|
" headers = [col_x, col_y, col_ux, col_uy]\n",
|
|
" colonne = [xs, ys, uxs, uys]\n",
|
|
" else:\n",
|
|
" headers = [col_x, col_y]\n",
|
|
" colonne = [xs, ys]\n",
|
|
"\n",
|
|
" sheet = ipysheet.sheet(\n",
|
|
" rows=len(xs),\n",
|
|
" columns=len(headers),\n",
|
|
" column_headers=headers\n",
|
|
" )\n",
|
|
"\n",
|
|
" # Formatta ogni colonna con precisione completa\n",
|
|
" for i, col in enumerate(colonne):\n",
|
|
" ipysheet.column(i, [f\"{v:.6g}\" for v in col], sheet=sheet)\n",
|
|
"\n",
|
|
" display(sheet)\n",
|
|
"\n",
|
|
" # Creazione pulsanti, binding e layout finale\n",
|
|
" fit_btn = widgets.Button(description=\"Fit selezionati\", button_style='success')\n",
|
|
" reset_btn = widgets.Button(description=\"Reset selezione\", button_style='warning')\n",
|
|
" mostra_btn = widgets.Button(description=\"Mostra dati selezionati\", button_style='info')\n",
|
|
"\n",
|
|
" fit_btn.on_click(esegui_fit)\n",
|
|
" reset_btn.on_click(reset)\n",
|
|
" mostra_btn.on_click(mostra_dati)\n",
|
|
"\n",
|
|
" # Layout\n",
|
|
" fila_pulsanti = widgets.HBox([fit_btn, reset_btn, mostra_btn])\n",
|
|
"\n",
|
|
" # Lo slider viene aggiunto solo se ci sono barre di errore\n",
|
|
" fila_slider = (widgets.HBox([scala_slider]) if scala_slider is not None else widgets.HBox([]))\n",
|
|
"\n",
|
|
" display(widgets.VBox([\n",
|
|
" fila_pulsanti,\n",
|
|
" fila_slider,\n",
|
|
" sel_label,\n",
|
|
" fig.canvas,\n",
|
|
" out_fit,\n",
|
|
" out_dati,\n",
|
|
" ]))\n",
|
|
"\n",
|
|
" # Restituisce il selettore per mantenerlo vivo (evita garbage collection)\n",
|
|
" return rect_selector"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "f8314a82",
|
|
"metadata": {},
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"outputs": [
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{
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"version_major": 2,
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"version_minor": 0
|
|
},
|
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"text/plain": [
|
|
"VBox(children=(HBox(children=(Button(button_style='success', description='Fit selezionati', style=ButtonStyle(…"
|
|
]
|
|
},
|
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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},
|
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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vpovfTSS7rwwgsz01566WUdc8wxg35tL730kk4++WRdfvnlmWkfHo0JBAJKp9ODXiZyjwACAACQK0XFkjWI8CH1z1dcktXVr1q1SkuXLtUZZ5yh6upqrVq1Sh0dHTr66KM1f/58XXnllSorK9NZZ52lRCKhNWvWaPfu3Zo3b95ey5o7d64WLlyoWbNm6Vvf+pYqKiq0adMmPfzww7r//vu1YcMGXXjhhfr2t7+tY489Vm1tbZL6A0BFRcVey/vmN7+pmTNn6sQTT9Skk0/RH/+/J7Vkye/13HPPDfr1HXnkkfrv//5vPfPMMxo9erR+9atfafXq1Ro9+oNRpKamJj3zzDN64403VFlZqbKysoP4TSKbOAYEAAAgVyZMGdzuV1L/fBOmfPR8H0MoFNKLL76oL3zhCzrqqKP0ve99T3fccYemTZumf/3Xf9X999+vBx98UOPGjdMpp5yiRYsWDfjw/o/q6ur00ksvKZ1O64wzztC4ceN09dVXq7y8XB6PR2vWrFFPT49uvvlm1dbWZm57DnL/sHPPPVd33nmn7rjjDn36pPH67wcf0H/91wOZ0/YOxte//nXNmDFD559/viZPnqyurq4BoyGSdNlll2nMmDGaNGmSqqqq9NJLLw16+cgNw7Isy+ki0C8SiaisrEzhcFihUCjn6zNNU+3t7aqurt7vAWLIP/TNneib+9Azd8pV3+LxuLZu3arRo0crGAx+vCcv+Eb/KXgPFEQ8Hql5bNbPguUGlmVpV6xPaTOtw0oK5fEYTpd0wH7b/XltKOIdFQAAIJcu+aZUWNwfMvbF4+l//OJr7a0LcAgBBAAAIJdG1knX39k/wiH1Bw6v74NA0jy2//GRdc7VCNiIg9ABAABybWRd/+5VO7b2n2o31t1/wPmEKdKoJqerA2xFAAEAALBL/eisXucDcCN2wQIAAABgGwIIAADAIHHy0OGBPucWAQQAAOAjeL1eSVJfX19Olm9Zlrq6E+rqTvDhNw/09PRIkvx+v8OVDE0cAwIAAPARfD6fioqK1NHRIb/fn/Vrw1iWpb5EUpIU95oyDOevhWGXPa/dtNKKxw1HrwNiWZZ6enrU3t6u8vLyTPBEdhFAAAAAPoJhGKqtrdXWrVv1zjvvZH35lmWppy8tSdod8A67ANLTl5ZpmgoH/Xnx2svLy1VTU+N0GUMWAQQAAGAQAoGAjjzyyJzshpVKm/rj+jZJ0llH1sjnHT57yafSpp7+a6tisZhmnNSogN/Zj6d+v5+RjxwjgAAAAAySx+NRMBjM+nJTaVN9738sCwaDwy6A9MmruGkoGAw6HkCQe8PnrxsAAACA4wggAAAAAGxDAAEAAABgGwIIAAAAHGNZlqLxlCK9SbVH41wHZRjgKB8AAAA4YvuuHi3f1KkVm7vkM+P69cptaq4uVUtzpRoqipwuDzlCAAEAAIDttu/q0ZJ1O9QV61NRwKeg/CovDGhja0Rt4V5NH19PCBmi2AULAAAAhyyVNgd9S6bSWr6pU12xPjVVFMvvNWRZUtDvVVNlsXbF+rR8U6eSqfSglgd3YQQEAAAAh2zxmh2DnjcST2rF5i4VBbzaHUtq264eGemkzO275TE8iifT2trZpnBvUqGg/yOXd8HkxkMpHTZjBAQAAAC2SqZMpUxT/v1ccDHg8yhlmkqmGN0YihgBAQAAwCGbOal+0PPujMYVS6RUXhRQ0O+VLEueVFwnNoyQ1+tRdzypcG9QMyaO0sjS7F95Hs4igAAAAOCQ+fYzmrEvdWWFaq4u0cbWiJoqi+XxGPIYhrweQx5D6uhOaGxtSHVlhTIMI4dVwwkEEAAAANjKMAy1NFeqLdyrLZ3diifTKpSl7nhSHbE+lRf51dJcSfgYojgGBAAAALZrqCjS9PH1GlMTUm9fWpF4UuF4UmNrQ5yCd4gjgGTR3//+d33lK19RZWWlCgsLNW7cOK1Zs8bpsgAAAPJSQ0WRvjxhlFqOqNSYkaX6yqcadd5EwsdQxy5YWbJ7925NmTJFp512mp5++mlVVVXprbfe0ogRI5wuDQAAIG8ZhqHSoE9K+lVdGmS3q2GAAJIlt99+uxoaGvTggw9mpo0ePdrBigAAAID8QwDJkieeeEJnnnmmzjvvPC1btkyjRo3S5Zdfrssuu2y/z0kkEkokEpn7kUhEkmSapkwz9+e9Nk1TlmXZsi5kD31zJ/rmPvTMndzat/66zczP5jAaBNjTM8uy7zPQocj3+tyAAJIlW7Zs0b333qt58+bp+uuv1+rVq3XllVcqEAhozpw5+3zOggULNH/+/L2md3R0KB6P57pkmaapcDgsy7Lk8XA4kFvQN3eib+5Dz9zJrX1LmZai0agkqb2jQz7P8EkgKdNSJBpVb2+v2js6FPB5nS7pgPb0CQfPsCzLcrqIoSAQCGjSpEl6+eWXM9OuvPJKrV69WitWrNjnc/Y1AtLQ0KDdu3crFArlvGbTNNXR0aGqqipXvUkPd/TNneib+9Azd3Jr31JpU4+u3SFJOm9i/ce6pobbpdKmFq/Zrmi0WxefMkYBf35/Px6JRDRixAiFw2FbPq8NRfndYRepra3VMcccM2Da0Ucfrccee2y/zykoKFBBQcFe0z0ej21vmoZh2Lo+ZAd9cyf65j70zJ3c2DePJRlGf71uq/1Q9b92Q4bhjtee7/W5Ab/BLJkyZYreeOONAdPefPNNHX744Q5VBAAAAOQfAkiWfOMb39DKlSt16623atOmTXrooYf0i1/8QnPnznW6NAAAXCGVNvXQqm16aNU2pdIc6AsMVQSQLPnkJz+pJUuW6Le//a2OO+44/eAHP9BPf/pTzZ492+nSAAAAgLzBMSBZ9MUvflFf/OIXnS4DAAAAyFuMgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAACHWZalSDypru6EdkbjsizL6ZKAnOFChAAAAA7avqtHyzd1asXmLqVMU7FESs3VJWpprlRDRZHT5QFZRwABAABwyPZdPVqyboe6Yn0qCnjl9/pVXhTQxtaI2sK9mj6+nhCCIYddsAAAALIklTYHfUum0lq+qVNdsT41VRTL7+3/WBb0e9VUWaxdsT4t39SpZCr9sZYL5DtGQAAAALJk8Zodg543Ek9qxeYuFQW82h1LaltXT+Yxj2Eonkxra2ebwr1JhYL+QS/3gsmNH6tmwG6MgAAAADggmTKVMs3MyMeHBXwepUxTyRSjGhhaGAEBAADIkpmT6gc9785oXLFESuVFAQX93sz0CY0j5PUY6o4nFe4NasbEURpZGsxFuYAjCCAAAABZ4tvPaMa+1JUVqrm6RBtbI2qqLJbHMCRJXo8hjyF1dCc0tjakurJCGe8/BgwFBBAAAAAHGIahluZKtYV7taWzW/FkWgGfR93xpDq6Eyov8quluZLwgSGHY0AAAAAc0lBRpOnj6zWmJqTeZFpdsYTCvUmNrQ1xCl4MWYyAAAAAOKihokhfnjBK4d6kkilTMyaOYrcrDGkEEAAAAIcZhpE51e7I0iDhA0Mau2ABAAAAsA0BBAAAAIBtCCAAAAAAbEMAAQAAAGAbAggAAAAA23AWLAAA8kwqbWrxmh2SpJmT6j/W1bUBIN/xjgYAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsw1mwAAAA4Bif16NZJzWqvb2dM74NE3QZAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAyAuWZSkST6qrO6Gd0bgsy3K6JAA5wEHoAADAcdt39Wj5pk6t2NyllGkqlkipubpELc2Vaqgocro8AFlEAAEAAI7avqtHS9btUFesT0UBr/xev8qLAtrYGlFbuFfTx9cTQoAhhAACAAAOWiptHtLzLcvS8k2d6or1qamiWLtjSUlS0O9VU2WxtnR2a/mmTn15wigZhvGRyzNNUynTUiptyvOhPbg4xSuQHwggWXTTTTdp/vz5A6aNGTNGGzdudKgiAABya/GaHYf0/Eg8qRWbu1QU8Gp3LKltXT2ZxzyGoXgyra2dbQr3JhUK+j9yeZZlKhqNqrQ0IcMYGDgumNx4SLUCyA4CSJYde+yxeu655zL3fT5+xQAA7E8yZSplmvJ79x0uAj6PoomkkqlDG2kBkD/4dJxlPp9PNTU1TpcBAIAtZk6qP6Tn74zGFUukVF4UUNDvzUyf0DhCXo+h7nhS4d6gZkwcpZGlwY9cnmmaau/oUHVVlTwedrkC8hEBJMveeust1dXVKRgMqqWlRQsWLFBj476HfBOJhBKJROZ+JBKR1P/maZq5/6bHNE1ZlmXLupA99M2d6NvHl0qbenRt/+49502st33/fSd71r9uM/Oz+dGHPjjGc4i11ZQWqLmqWBtbI2qqLM4sz2tIHlnqiMY1tjakmtICDeIQEMl4/7nG3rXl8/bnpp7ngpveI91QY74jgGTR5MmTtWjRIo0ZM0atra2aP3++PvOZz2j9+vUqLS3da/4FCxbsdcyIJHV0dCgej+e8XtM0FQ6HZVkW3xK5CH1zJ/r28aVMS9FoVJLU3tEh36F+0v2YnOyZ06/dbkeXWwrvSqizM6ZUPCm/16O+bkvReEq1BV4dXW6po6NjUMty67Y23Hr+YW7q254+4eARQLJo2rRpmZ+PP/54TZ48WYcffrgWL16sSy+9dK/5r7vuOs2bNy9zPxKJqKGhQVVVVQqFQjmv1zRNGYahKoapXYW+uRN9+/hSaVOlpf2jxNVVVY6MgDjVM6dfu92qq6Wyikq9tKlLf+5sUyppqSMVVHNtiT7VXKH6EYM/Ba9bt7Xh1vMPc1PfgsGP3hUQB0YAyaHy8nIdddRR2rRp0z4fLygoUEFBwV7TPR6PbRufYRi2rg/ZQd/cib59PB5LmbMYOfV7c6pn+fDa7dZYWaLaskKF4yklU6ZmTBylurLCQZ1698PcuK0Nx55/mFv6lu/1uQG/wRzq7u7W5s2bVVtb63QpAADkPcMwFAr6VVlSoJGlwYMKHwDyHwEki6699lotW7ZMb7/9tl5++WVNnz5dXq9Xs2bNcro0AAAAIC+wC1YW7dixQ7NmzVJXV5eqqqr06U9/WitXrlRVVZXTpQEAAAB5gQCSRQ8//LDTJQAAAAB5jV2wAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwDQehAwAAOMzn9eiCyY1OlwHYghEQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAPKMZVmKxJPq6k5oZzQuy7KcLgkAsoYroQMAkEe27+rR8k2dWrG5SynTVCyRUnN1iVqaK9VQUeR0eQBwyAggAADkie27erRk3Q51xfpUFPDK7/WrvCigja0RtYV7NX18PSEEgOsRQAAAOIBU2pTHhj2gLMvS8k2d6or1qamiWLtjSUlS0O9VU2WxtnR2a/mmTn15wigZhpHTWnxe9tAGkDsEEAAADuDRtTtkGLn/QB6JJ7Vic5eKAl7tjiW1rasn85jHMBRPprW1s03h3qRCQX9Oa7lgcmNOlw9geOMrDgAA8kAyZSplmvLvZ/Qh4PMoZZpKpkybKwOA7GIEBACAAzhvYr08ntx/X7czGlcskVJ5UUBBvzczfULjCHk9hrrjSYV7g5oxcZRGlgZzXg8A5AoBBACAA/B5PbYEkLqyQjVXl2hja0RNlcXyvH+ch9djyGNIHd0Jja0Nqa6sMOfHgABALhFAAADIA4ZhqKW5Um3hXm3p7FY8mVbA51F3PKmO7oTKi/xqaa4kfABwPY4BAQAgTzRUFGn6+HqNqQmpN5lWVyyhcG9SY2tDnIIXwJDBCAgAAHmkoaJIX54wSuHepJIpUzMmjmK3KwBDCgEEAIA8YxhG5lS7I0uDhA8AQwq7YAEAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAAAAtuFChACQx1JpU4vX7JAkzZxUL5+X740wdPm8Hl0wudHpMgDkGP+SAQAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwJIjtx2220yDENXX32106UAAAAAeYMAkgOrV6/Wfffdp+OPP97pUgAAAIC8QgDJsu7ubs2ePVsLFy7UiBEjnC4HAFzLsixF4kl1dSe0MxqXZVlOlwQAyAKuA5Jlc+fO1dlnn62pU6fq5ptvPuC8iURCiUQicz8SiUiSTNOUaZo5rXPPeizLsmVdyB765k4H27f+55mZn00jF9Xlnx27e/TSpi6t2NSplGkplkiquapEn2quUP2IIltqcHJbG659zwbeI93JTX1zQ435jgCSRQ8//LBeffVVrV69elDzL1iwQPPnz99rekdHh+LxeLbL24tpmgqHw7IsSx4Pg2FuQd/c6WD7ljItRaNRSVJ7R4d8nqH/SbQjmtDKLZ2KxFMq9abkDxiq8iX0bmu3ntnVoU81H6aq0oKc1+HktjYc+54tvEe6k5v6tmfbxMEjgGTJ9u3bddVVV+nZZ59VMBgc1HOuu+46zZs3L3M/EomooaFBVVVVCoVCuSo1wzRNGYahqqqqvN/Y8QH65k4H27dU2lRpaf9IaXVVVV5fCT2VPvRvBS3L0vPvvKsd8YCaKkbondh7SkvyFpWrolja0tmt9bukGYdXyjAO/UP5gX6fTm5rbup7vuE90p3c1LfBfs7D/hFAsmTt2rVqb2/XhAkTMtPS6bRefPFF/exnP1MikZDX6x3wnIKCAhUU7P0tnsfjsW3jMwzD1vUhO+ibOx1M3zyWZBj98+d7z3+3eschLyMST2rF5i4VBbza3ZPStl29/Q8YhjyGoXgyra1dOxWOpxQK+g95fRdMbjzg405ta27qez7iPdKd3NK3fK/PDQggWXL66afrr3/964BpF198scaOHatvf/vbe4UPAMDekilTKdOU37vvcBHweRRNJJVMsQ82ALgVASRLSktLddxxxw2YVlxcrMrKyr2mA8BQNHNS/SEvY2c0rlgipfKigIL+D764mdA4Ql6Poe54UuHeoGZMHKWRpewGAQBuRAABAGRFNo5TqCsrVHN1iTa2RtRUWSzP+8d5eD2GPIbU0Z3Q2NqQ6soKs3IMCADAfgSQHHrhhRecLgEAXMUwDLU0V6ot3Kstnd2KJ9MK+DzqjifV0Z1QeZFfLc3ZOQAdAOAMjqIBAOSVhooiTR9frzE1IfUm0+qKJRTuTWpsbUjTx9erocKe64AAAHKDERAAQN5pqCjSlyeMUri3/4DzGRNHsdsVAAwRBBAAQF4yDCNzqt2RpUHCBwAMEeyCBQAAAMA2BBAAAAAAtmEXLAB5L5U2tXhN/1W2Z06qz8rpXgEAgDP4VxwAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsM2wCyfv16p0sAAAAAhp1hG0COP/54TZ48WQsXLlQ0GnW6HAAAAGBYGLYBZNmyZTr22GN1zTXXqLa2VnPmzNH//d//OV0WAADyeT26YHKjLpjcyGmnAQw5w/Zd7TOf+YweeOABtba26u6779bbb7+tU045RUcddZRuv/12tbW1OV0iAAAAMOQM2wCyR3FxsS6++GItW7ZMb775ps477zzdc889amxs1D/90z85XR4AAAAwpAz7APKPPvGJT+j666/X9773PZWWlup//ud/nC4JAAAAGFJ8TheQL1588UU98MADeuyxx+TxeDRz5kxdeumlTpcFAAAADCnDOoC8++67WrRokRYtWqRNmzbp5JNP1l133aWZM2equLjY6fIAAACAIWfYBpBp06bpueee02GHHaYLL7xQl1xyicaMGeN0WcABpdKmHlm9TdFoVJecepgCHvaiBAAA7jJsA4jf79fvfvc7ffGLX5TX63W6HAAAAGBYGLYB5IknnnC6BAAAAGDYYf8NAMhjlmUpEk+qqzuhndG4LMtyuiQAAA7JsB0BAYB8t31Xj5Zv6tSKzV1KmaZiiZSaq0vU0lyphooip8sDAOCgEEAAIA9t39WjJet2qCvWp6KAV36vX+VFAW1sjagt3Kvp4+sJIQAAV2IXLADIsVTa7L+Z1gc/H+CWTKW1fFOnumJ9aqoolt/b/1Yd9HvVVFmsXbE+Ld/UqWQqPajl/eMNAACnMQICADm2eM0OWZapaDSq0tKEDOPA3/1E4kmt2NylooBXu2NJbevqyTzmMQzFk2lt7WxTuDepUND/sWq5YHLjQb0GAACyhREQAMgzyZSplGlmRj4+LODzKGWaSqYY0QAAuA8jIACQYzMn1cs0TbV3dKi6qkqej7iA5M5oXLFESuVFAQX9H1ynaELjCHk9hrrjSYV7g5oxcZRGlgZzXT4AAFlFAAGAHPN5PTINyecx5PN6PjKA1JUVqrm6RBtbI2qqLJbHMCRJXo8hjyF1dCc0tjakurJCGe8/BgCAWxBAACDPGIahluZKtYV7taWzW/FkWgGfR93xpDq6Eyov8quluZLwAQBwJY4BAYA81FBRpOnj6zWmJqTeZFpdsYTCvUmNrQ1xCl4AgKsxAgIAeaqhokhfnjBK4d6kkilTMyaOYrcrAIDrEUAAII8ZhpE51e7I0iDhAwDgeuyCBQAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAMmie++9V8cff7xCoZBCoZBaWlr09NNPO10WAAAAkDcIIFlUX1+v2267TWvXrtWaNWv0uc99Tl/60pf0t7/9zenSAAAAgLzAdUCy6Jxzzhlw/5ZbbtG9996rlStX6thjj3WoKgAAACB/EEByJJ1O69FHH1UsFlNLS8s+50kkEkokEpn7kUhEkmSapkzTzHmNpmnKsixb1oXs2NMzy7Lv7yQf9L9uM/Oz6cJr8R3s9jYUXvvBcvq18x7pTvTNndzUNzfUmO8IIFn217/+VS0tLYrH4yopKdGSJUt0zDHH7HPeBQsWaP78+XtN7+joUDwez3WpMk1T4XBYlmXJ42FvPDdImZYi0ah6e3vV3tGhgM/rdEm2SJmWotGoJKm9o0M+j/s+hR/s9jYUXvvBcvq18x7pTvTNndzUtz3vSzh4BJAsGzNmjF577TWFw2H97ne/05w5c7Rs2bJ9hpDrrrtO8+bNy9yPRCJqaGhQVVWVQqFQzms1TVOGYaiqqirvN3b0S6VNhUrjMmSouqpKAf/w2IRTaVOlpf2jhdVVVfJ53ff3erDb21B47QfL6dfOe6Q70Td3clPfgsGg0yW43vD49GKjQCCgT3ziE5KkiRMnavXq1brzzjt133337TVvQUGBCgoK9pru8Xhs2/gMw7B1fTg0Hqu/Z4Zh79+J0/pfd/9rdfPrPpjtbai89oORD6+d90h3om/u5Ja+5Xt9bsBvMMdM0xxwnAcAAAAwnDECkkXXXXedpk2bpsbGRkWjUT300EN64YUX9MwzzzhdGgAAAJAXCCBZ1N7ergsvvFCtra0qKyvT8ccfr2eeeUaf//znnS4NAAAAyAsEkCz6r//6L6dLAAAAAPIax4AAAAAAsA0jIADynmVZisSTSqZM7YzGVVdWKMMYPtfDGK58Xo8umNzodBkAgCwjgADIa9t39Wj5pk6t2NyllGkqlkipubpELc2Vaqgocro8AADwMRFAAOSt7bt6tGTdDnXF+lQU8Mrv9au8KKCNrRG1hXs1fXw9IQQAAJchgADIqVTaPKjnWZal5Zs61RXrU1NFsXbHkpKkoN+rpspibens1vJNnfryhFEHvTvWcLqqOAAA+YIAAiCnFq/ZcVDPi8STWrG5S0UBr3bHktrW1ZN5zGMYiifT2trZpnBvUqGg/6DWwfEFAADYj6//AOSlZMpUyjTl388oRcDnUco0lUwd3AgLAABwBiMgAHJq5qT6g3rezmhcsURK5UUBBf3ezPQJjSPk9RjqjicV7g1qxsRRGlkazFa5AAAgxwggAHLqYI+zqCsrVHN1iTa2RtRUWSzP+8d5eD2GPIbU0Z3Q2NoQp+QFAMBlCCAA8pJhGGpprlRbuFdbOrsVT6YV8HnUHU+qozuh8iK/WporCR8AALgMx4AAyFsNFUWaPr5eY2pC6k2m1RVLKNyb1NjaEKfgBQDApRgBAZDXGiqK9OUJoxTu7b8S+oyJo9jtCgAAFyOAAMh7hmFkTrU7sjRI+AAAwMXYBQsAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsQQAAAAADYhgACAAAAwDYEEAAAAAC24TogAJDHfF6PLpjc6HQZAABkDSMgAAAAAGxDAAEAAABgGwIIAAAAANsQQAAAAADYhgACAAAAwDYEEAAAAAC2IYAALmJZlqLxlCK9SbVH47Isy+mSAAAAPhauAwK4xPZdPVq+qVMrNnfJZ8b165Xb1FxdqpbmSjVUFDldHgAAwKAQQAAX2L6rR0vW7VBXrE9FAZ+C8qu8MKCNrRG1hXs1fXw9IQQAALgCAQTIklTazMlyLcvS8k2d6or1qamiWLu7+2SlpKDfq6bKYm3p7NbyTZ368oRRMgwj6+v3edlTEwAAZA8BBMiSxWt25GS5kXhSKzZ3qSjg1e5YUtt29chIJ2Vu3y2P4VE8mdbWzjaFe5MKBf1ZX/8FkxuzvkwAADB88dUmkOeSKVMp05R/PyMRAZ9HKdNUMpWbERgAAIBsYgQEyJKZk+pzstyd0bhiiZTKiwIK+r2SZcmTiuvEhhHyej3qjicV7g1qxsRRGlkazEkNAAAA2UIAAbIkV8dK1JUVqrm6RBtbI2qqLJbHY8hjGPJ6DHkMqaM7obG1IdWVFebkGBAAAIBsIoAAec4wDLU0V6ot3Kstnd2KJ9MqlKXueFIdsT6VF/nV0lxJ+AAAAK7AMSCACzRUFGn6+HqNqQmpty+tSDypcDypsbUhTsELAABchREQwCUaKor05QmjFO7pUyQS0QWfatSoEcWMfAAAAFdhBCSLFixYoE9+8pMqLS1VdXW1zj33XL3xxhtOl4UhxDAMlQZ9ChX6VV0aJHwAAADXIYBk0bJlyzR37lytXLlSzz77rJLJpM444wzFYjGnSwMAAADyArtgZdEf//jHAfcXLVqk6upqrV27Vp/97GcdqgoAAADIHwSQHAqHw5KkioqKfT6eSCSUSCQy9yORiCTJNE2ZZu4vKmeapizLsmVdyI49PbMs+/5O8kH/6zYzP5su3POM7c196Jk70Td3clPf3FBjviOA5Ihpmrr66qs1ZcoUHXfccfucZ8GCBZo/f/5e0zs6OhSPx3NdokzTVDgclmVZ8njYG88NUqalSDSq3t5etXd0KODzOl2SLVKmpWg0Kklq7+iQz+O+BML25j70zJ3omzu5qW97/j3CwSOA5MjcuXO1fv16LV++fL/zXHfddZo3b17mfiQSUUNDg6qqqhQKhXJeo2maMgxDVVVVeb+xo18qbSpUGpchQ9VVVQr4h8cmnEqbKi3tHy2srqrK2UUfc4ntzX3omTvRN3dyU9+CwaDTJbje8Pj0YrMrrrhCTz31lF588UXV19fvd76CggIVFBTsNd3j8di28RmGYev6cGg8Vn/PDMPevxOn9b/u/tfq5tfN9uY+9Myd6Js7uaVv+V6fGxBAssiyLP2///f/tGTJEr3wwgsaPXq00yUBAAAAeYUAkkVz587VQw89pD/84Q8qLS1VW1ubJKmsrEyFhYUOVwcAAAA4jzGkLLr33nsVDod16qmnqra2NnN75JFHnC4NAAAAyAuMgGSRZVlOlwAAAADkNUZAAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsw2l4AeQ9n9ejCyY3Ol0GAADIAkZAAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsQQAAAAADYhgACAAAAwDYEEAAAAAC2IYAAAAAAsA0BBAAAAIBtCCAAAAAAbEMAAQAAAGAbAggAAAAA2xBAAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCSBa9+OKLOuecc1RXVyfDMPT44487XRIAAACQVwggWRSLxXTCCSfonnvucboUAAAAIC/5nC5gKJk2bZqmTZvmdBkAAABA3iKAOCiRSCiRSGTuRyIRSZJpmjJNM+frN01TlmXZsi5kx56eWZZ9fyfIDrY396Fn7kTf3MlNfXNDjfmOAOKgBQsWaP78+XtN7+joUDwez/n6TdNUOByWZVnyeNgbzw1SpqVINKre3l61d3Qo4PM6XRIGie3NfeiZO9E3d3JT36LRqNMluB4BxEHXXXed5s2bl7kfiUTU0NCgqqoqhUKhnK/fNE0ZhqGqqqq839jRL5U2FSqNy5Ch6qoqBfxswm7B9uY+9Myd6Js7ualvwWDQ6RJcj08vDiooKFBBQcFe0z0ej20bn2EYtq4Ph8Zj9ffMMOz9O0F2sL25Dz1zJ/rmTm7pW77X5wb8BgEAAADYhhGQLOru7tamTZsy97du3arXXntNFRUVamxsdLAyDBU+r0ezTmpUe3u7fF6+PwAAAO5DAMmiNWvW6LTTTsvc33N8x5w5c7Ro0SKHqgIAAADyBwEki0499VRZluV0GQAAAEDeYh8OAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsQQAAAAADYhgACAAAAwDYEEAAAAAC2IYAAAAAAsA0BBAAAAIBtCCAAAAAAbEMAAQAAAGAbAggAAAAA2xBAAAAAANiGAAIAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsQQLLsnnvuUVNTk4LBoCZPnqxXXnnF6ZIAAACAvEEAyaJHHnlE8+bN04033qhXX31VJ5xwgs4880y1t7c7XRoAAACQFwggWfSTn/xEl112mS6++GIdc8wx+vnPf66ioiI98MADTpcGAAAA5AUCSJb09fVp7dq1mjp1amaax+PR1KlTtWLFCgcrAwAAAPKHz+kChorOzk6l02mNHDlywPSRI0dq48aN+3xOIpFQIpHI3I9EIpIk0zRlmmbuin2faZqyLMuWdSF76Js70Tf3oWfuRN/cyU19c0ON+Y4A4qAFCxZo/vz5e03v6OhQPB7P+fpN01Q4HJZlWfJ4GAxzC/rmTvTNfeiZO9E3d3JT36LRqNMluB4BJEsOO+wweb1e7dy5c8D0nTt3qqamZp/Pue666zRv3rzM/UgkooaGBlVVVSkUCuW0Xql/YzcMQ1VVVXm/seMD9M2d6Jv70DN3om/u5Ka+BYNBp0twPQJIlgQCAU2cOFFLly7VueeeK6l/Y1q6dKmuuOKKfT6noKBABQUFe033eDy2bXyGYdi6PmQHfXMn+uY+9Myd6Js7uaVv+V6fGxBAsmjevHmaM2eOJk2apJNOOkk//elPFYvFdPHFFztdGgAAAJAXCCBZdP7556ujo0M33HCD2tradOKJJ+qPf/zjXgemAwAAAMMVASTLrrjiiv3ucgUAAAAMd+zEBgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsQQAAAAADYhgACAAAAwDYEEAAAAAC28TldAD5gWZYkKRKJ2LI+0zQVjUYVDAbl8ZBF3YK+uRN9cx965k70zZ3c1Lc9n9P2fG7Dx0cAySPRaFSS1NDQ4HAlAAAAOJBoNKqysjKny3AlwyK+5Q3TNPXuu++qtLRUhmHkfH2RSEQNDQ3avn27QqFQzteH7KBv7kTf3IeeuRN9cyc39c2yLEWjUdXV1eX9aE2+YgQkj3g8HtXX19u+3lAolPcbO/ZG39yJvrkPPXMn+uZObukbIx+HhtgGAAAAwDYEEAAAAAC2IYAMYwUFBbrxxhtVUFDgdCn4GOibO9E396Fn7kTf3Im+DS8chA4AAADANoyAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwLIMHbPPfeoqalJwWBQkydP1iuvvOJ0SXjfggUL9MlPflKlpaWqrq7WueeeqzfeeGPAPPF4XHPnzlVlZaVKSkr0z//8z9q5c6dDFWNfbrvtNhmGoauvvjozjb7ln7///e/6yle+osrKShUWFmrcuHFas2ZN5nHLsnTDDTeotrZWhYWFmjp1qt566y0HK0Y6ndb3v/99jR49WoWFhTriiCP0gx/8QP94Xh365rwXX3xR55xzjurq6mQYhh5//PEBjw+mR7t27dLs2bMVCoVUXl6uSy+9VN3d3Ta+CuQCAWSYeuSRRzRv3jzdeOONevXVV3XCCSfozDPPVHt7u9OlQdKyZcs0d+5crVy5Us8++6ySyaTOOOMMxWKxzDzf+MY39OSTT+rRRx/VsmXL9O6772rGjBkOVo1/tHr1at133306/vjjB0ynb/ll9+7dmjJlivx+v55++mm9/vrruuOOOzRixIjMPD/84Q9111136ec//7lWrVql4uJinXnmmYrH4w5WPrzdfvvtuvfee/Wzn/1MGzZs0O23364f/vCHuvvuuzPz0DfnxWIxnXDCCbrnnnv2+fhgejR79mz97W9/07PPPqunnnpKL774or72ta/Z9RKQKxaGpZNOOsmaO3du5n46nbbq6uqsBQsWOFgV9qe9vd2SZC1btsyyLMt67733LL/fbz366KOZeTZs2GBJslasWOFUmXhfNBq1jjzySOvZZ5+1TjnlFOuqq66yLIu+5aNvf/vb1qc//en9Pm6aplVTU2P96Ec/ykx77733rIKCAuu3v/2tHSViH84++2zrkksuGTBtxowZ1uzZsy3Lom/5SJK1ZMmSzP3B9Oj111+3JFmrV6/OzPP0009bhmFYf//7322rHdnHCMgw1NfXp7Vr12rq1KmZaR6PR1OnTtWKFSscrAz7Ew6HJUkVFRWSpLVr1yqZTA7o4dixY9XY2EgP88DcuXN19tlnD+iPRN/y0RNPPKFJkybpvPPOU3V1tcaPH6+FCxdmHt+6dava2toG9KysrEyTJ0+mZw46+eSTtXTpUr355puSpD//+c9avny5pk2bJom+ucFgerRixQqVl5dr0qRJmXmmTp0qj8ejVatW2V4zssfndAGwX2dnp9LptEaOHDlg+siRI7Vx40aHqsL+mKapq6++WlOmTNFxxx0nSWpra1MgEFB5efmAeUeOHKm2tjYHqsQeDz/8sF599VWtXr16r8foW/7ZsmWL7r33Xs2bN0/XX3+9Vq9erSuvvFKBQEBz5szJ9GVf75f0zDnf+c53FIlENHbsWHm9XqXTad1yyy2aPXu2JNE3FxhMj9ra2lRdXT3gcZ/Pp4qKCvrocgQQIM/NnTtX69ev1/Lly50uBR9h+/btuuqqq/Tss88qGAw6XQ4GwTRNTZo0Sbfeeqskafz48Vq/fr1+/vOfa86cOQ5Xh/1ZvHixfvOb3+ihhx7Sscceq9dee01XX3216urq6BvgAuyCNQwddthh8nq9e515Z+fOnaqpqXGoKuzLFVdcoaeeekrPP/+86uvrM9NramrU19en9957b8D89NBZa9euVXt7uyZMmCCfzyefz6dly5bprrvuks/n08iRI+lbnqmtrdUxxxwzYNrRRx+tbdu2SVKmL7xf5pdvfvOb+s53vqN/+Zd/0bhx4/TVr35V3/jGN7RgwQJJ9M0NBtOjmpqavU6Ok0qltGvXLvrocgSQYSgQCGjixIlaunRpZpppmlq6dKlaWlocrAx7WJalK664QkuWLNGf/vQnjR49esDjEydOlN/vH9DDN954Q9u2baOHDjr99NP117/+Va+99lrmNmnSJM2ePTvzM33LL1OmTNnrFNdvvvmmDj/8cEnS6NGjVVNTM6BnkUhEq1atomcO6unpkccz8COM1+uVaZqS6JsbDKZHLS0teu+997R27drMPH/6059kmqYmT55se83IIqePgoczHn74YaugoMBatGiR9frrr1tf+9rXrPLycqutrc3p0mBZ1r//+79bZWVl1gsvvGC1trZmbj09PZl5/u3f/s1qbGy0/vSnP1lr1qyxWlparJaWFgerxr7841mwLIu+5ZtXXnnF8vl81i233GK99dZb1m9+8xurqKjI+vWvf52Z57bbbrPKy8utP/zhD9Zf/vIX60tf+pI1evRoq7e318HKh7c5c+ZYo0aNsp566ilr69at1u9//3vrsMMOs771rW9l5qFvzotGo9a6deusdevWWZKsn/zkJ9a6deusd955x7KswfXorLPOssaPH2+tWrXKWr58uXXkkUdas2bNcuolIUsIIMPY3XffbTU2NlqBQMA66aSTrJUrVzpdEt4naZ+3Bx98MDNPb2+vdfnll1sjRoywioqKrOnTp1utra3OFY19+nAAoW/558knn7SOO+44q6CgwBo7dqz1i1/8YsDjpmla3//+962RI0daBQUF1umnn2698cYbDlULy7KsSCRiXXXVVVZjY6MVDAat5uZm67vf/a6VSCQy89A35z3//PP7/Ldszpw5lmUNrkddXV3WrFmzrJKSEisUClkXX3yxFY1GHXg1yCbDsv7hsqEAAAAAkEMcAwIAAADANgQQAAAAALYhgAAAAACwDQEEAAAAgG0IIAAAAABsQwABAAAAYBsCCAAAAADbEEAAAAAA2IYAAgDIKsMwDni76aabnC4RAOAgn9MFAACGltbW1szPjzzyiG644Qa98cYbmWklJSVOlAUAyBMEEABAVtXU1GR+Lisrk2EYA6YBAIY3dsECAAAAYBsCCAAAAADbEEAAAAAA2IYAAgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQzLsiyniwAAAAAwPDACAgAAAMA2BBAAAAAAtiGAAAAAALANAQQAAACAbQggAAAAAGxDAAEAAABgGwIIAAAAANsQQAAAAADYhgACAAAAwDYEEAAAAAC2IYAAAAAAsA0BBAAAAIBtCCAAAAAAbEMAAQAAAGCb/x+XeLJcqfDG4gAAAABJRU5ErkJggg==' width=800.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"rf = fit_interattivo_da_data(\n",
|
|
" data,\n",
|
|
" prefisso_x=\"T\",\n",
|
|
" prefisso_y=\"V\",\n",
|
|
" scala_barre=50\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "c03c11c9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "1ab9ad3dd4414a0fa6cfaeec566a4912",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"Sheet(cells=(Cell(column_end=0, column_start=0, row_end=5, row_start=0, squeeze_row=False, type='numeric', val…"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Ax + B : \n",
|
|
"A = 23.6313 ± 0.0166\n",
|
|
"B = 7.2240 ± 0.0044\n",
|
|
"covAB = 0.000072\n",
|
|
"chi² = 48.46\n",
|
|
"P(chi², ∞) = 0.00\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "32a6ad001b134744b0a13a20a3ef69d9",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' 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" </div>\n",
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" "
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],
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"text/plain": [
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"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "34a1d92c18714cdc98d1f3253a18fdc4",
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"version_major": 2,
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"version_minor": 0
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},
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"image/png": 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",
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"\n",
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" <div style=\"display: inline-block;\">\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
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" Figure\n",
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" </div>\n",
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' width=800.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import importlib\n",
|
|
"from statlib import *\n",
|
|
"\n",
|
|
"g = 9.806\n",
|
|
"ug = 0.004\n",
|
|
"\n",
|
|
"df = pd.read_csv(\"k1.csv\")\n",
|
|
"df.insert(1, \"um\", 0.01/np.sqrt(12))\n",
|
|
"df[\"g\"] = g\n",
|
|
"df[\"ug\"] = ug\n",
|
|
"\n",
|
|
"molla1 = Data(df)\n",
|
|
"molla1.analisi_stat = molla1.campione\n",
|
|
"\n",
|
|
"\n",
|
|
"# Fg = mg\n",
|
|
"m, g = sp.symbols('m g', positive=True)\n",
|
|
"F = m/1000*g\n",
|
|
"\n",
|
|
"# x = h\n",
|
|
"h =sp.Symbol('h')\n",
|
|
"x = -h / 1000\n",
|
|
"\n",
|
|
"# y = Fg\n",
|
|
"y = F\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"molla1 = molla1.calc_var(F, \"Fg\")\n",
|
|
"molla1 = molla1.calc_var(x, \"x\")\n",
|
|
"molla1 = molla1.calc_var(y, \"y\")\n",
|
|
"sheet = ipysheet.from_dataframe(molla1.analisi_stat)\n",
|
|
"display(sheet)\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"molla1 = molla1.reg_lin(stampa_param=True, plot_regressione=True, calc_residui=True,\n",
|
|
" x_label=\"\", y_label=\"\", r_label=\"\",\n",
|
|
" titolo_reg=\"\", titolo_residui=\"\",\n",
|
|
" cd_A=4, cd_B=4, scala_barre=1)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"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
|
|
}
|