diff --git a/mollaDefinitiva/molla-1/molla1.ipynb b/mollaDefinitiva/molla-1/molla1.ipynb index f758b93..ecd3c30 100644 --- a/mollaDefinitiva/molla-1/molla1.ipynb +++ b/mollaDefinitiva/molla-1/molla1.ipynb @@ -5,13 +5,12 @@ "id": "bdf377b8", "metadata": {}, "source": [ - "# Analisi completa della molla 1\n", "Tutto quello che c'è da sapere sulla molla 1, possibilmente con la massima chiarezza." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 260, "id": "3a34cc3f", "metadata": {}, "outputs": [], @@ -40,7 +39,7 @@ "id": "0eaece9c", "metadata": {}, "source": [ - "# Analisi dati del calibro" + "# Calibro" ] }, { @@ -48,20 +47,17 @@ "id": "960e68a5", "metadata": {}, "source": [ - "## Import dei dati calibro (criterio di Chauvenet)\n", - "- Primo test di implementazione 1\n", - "- Scrittura con logica chiara 2\n", - "- Codice pulito per bene 3 (sono abbastanza soddisfatto)" + "## Import dati e ricerca outlier" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 261, "id": "1e2fabea", "metadata": {}, "outputs": [], "source": [ - "# Blocco funzioni per Chauvenet\n", + "# Funzioni criterio di Chauvenet\n", "# Probabilità\n", "def p_t_student(valori, err_strumentale):\n", " n = len(valori)\n", @@ -144,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 262, "id": "a5ff5ff5", "metadata": {}, "outputs": [ @@ -162,7 +158,7 @@ } ], "source": [ - "# Blocco funzioni calcolo simbolico la forza\n", + "# Calcolo simbolico F\n", "# simboli\n", "m, x, g = sp.symbols('m x g', positive=True)\n", "sigma_m, sigma_x, sigma_g = sp.symbols('sigma_m sigma_x sigma_g', positive=True)\n", @@ -188,11 +184,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 263, "id": "e649eddc", "metadata": {}, "outputs": [], "source": [ + "# Import dati, analisi statistica medie e ricerca outlier\n", + "\n", "dfCalibro = pd.read_csv(r'molla1Calibro.csv')\n", "\n", "# Costanti strumentali\n", @@ -210,14 +208,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 264, "id": "42ff21d6", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1cc893b29be14f7ca0499d657f9f656d", + "model_id": "960aa9065c084071b0b24391d679b814", "version_major": 2, "version_minor": 0 }, @@ -241,18 +239,19 @@ "id": "c58a6e26", "metadata": {}, "source": [ - "## Regressione lineare Carpi dati del calibro\n", - "chi² Come persone normali" + "## Regressione lineare\n", + "Regressione e residui" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "dfab4331", + "execution_count": 265, + "id": "0500f913", "metadata": {}, "outputs": [], "source": [ - "# Blocco di funzione regressione Carpi\n", + "# Funzioni regressione\n", + "\n", "def sigma_y_equiv(x, y, sigma_x, sigma_y):\n", " # Stima iniziale di A con sola sigma_y\n", " sy2 = sigma_y**2\n", @@ -304,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 266, "id": "5d7ca0a0", "metadata": {}, "outputs": [ @@ -322,7 +321,8 @@ } ], "source": [ - "# Blocco calcolo simbolico residui\n", + "# Calcolo simbolico residui\n", + "\n", "A, B, x, y = sp.symbols('A B x y', real=True)\n", "sigma_A, sigma_B, sigma_x, sigma_y = sp.symbols('sigma_A sigma_B sigma_x sigma_y', positive=True)\n", "cov_AB = sp.symbols('cov_AB', real=True)\n", @@ -360,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 267, "id": "cd68b201", "metadata": {}, "outputs": [ @@ -378,6 +378,8 @@ } ], "source": [ + "# Regressione lineare\n", + "\n", "AC, BC, uAC, uBC, covABC, chiC, PC = reg_lin(-dfCalibro[\"dx\"], dfCalibro[\"F\"], dfCalibro[\"udx\"], dfCalibro[\"uF\"])\n", "print(\"Ax + B : \")\n", "print(f\"AC = {AC:.4f} ± {uAC:.4f}\")\n", @@ -389,38 +391,7 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "f98a3612", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfCalibro\n", - "dfCalibro[\"r\"] = r_fn(\n", - " -dfCalibro[\"dx\"],\n", - " dfCalibro[\"F\"],\n", - " AC,\n", - " BC\n", - ")\n", - "\n", - "dfCalibro[\"ur\"] = sigma_r_fn(\n", - " -dfCalibro[\"dx\"], dfCalibro[\"F\"],\n", - " AC, BC,\n", - " dfCalibro[\"udx\"], dfCalibro[\"uF\"],\n", - " uAC, uBC, covABC\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "5de53d0e", - "metadata": {}, - "source": [ - "### Grafici calibro" - ] - }, - { - "cell_type": "code", - "execution_count": 10, + "execution_count": 268, "id": "68eb66dc", "metadata": {}, "outputs": [ @@ -436,7 +407,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione lineare\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -473,7 +445,31 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 269, + "id": "f98a3612", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "\n", + "dfCalibro[\"r\"] = r_fn(\n", + " -dfCalibro[\"dx\"],\n", + " dfCalibro[\"F\"],\n", + " AC,\n", + " BC\n", + ")\n", + "\n", + "dfCalibro[\"ur\"] = sigma_r_fn(\n", + " -dfCalibro[\"dx\"], dfCalibro[\"F\"],\n", + " AC, BC,\n", + " dfCalibro[\"udx\"], dfCalibro[\"uF\"],\n", + " uAC, uBC, covABC\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 270, "id": "831a4ac6", "metadata": {}, "outputs": [ @@ -489,6 +485,8 @@ } ], "source": [ + "# Plot residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -517,20 +515,37 @@ }, { "cell_type": "markdown", - "id": "c5e02e3d", + "id": "4af43cc4", "metadata": {}, "source": [ - "### Sezione non espressamente richiesta\n", - "Dal grafico dei residui risulta chiaro che tutti i punti sono \"sotto\" mentre uno solo è \"sopra\".\n", - "Per diletto personale ho voluto vedere cosa sarebbe successo escludendo quel punto.\n", - "\n", - "La sezione riguarda solo **Esclusione del punto 1**" + "### Rimozione outlier\n", + "Il punto 2 sembra molto fuori" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "17cbeaea", + "execution_count": 271, + "id": "a345ce91", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Indice outlier residui: None\n" + ] + } + ], + "source": [ + "# Outlier residui\n", + "outR = trova_outlier(dfCalibro['r'], dfCalibro['ur'])\n", + "print(f\"Indice outlier residui: {outR}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 272, + "id": "4d8e0c76", "metadata": {}, "outputs": [ { @@ -546,6 +561,8 @@ } ], "source": [ + "# Regressione lineare\n", + "\n", "mask = dfCalibro.index != 1\n", "dfCalibro_senza1 = dfCalibro.loc[mask]\n", "dfCalibro_senza1 = dfCalibro_senza1.copy()\n", @@ -561,128 +578,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "0bc01605", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dataFrame CALIBRO\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a5260403df9c4a96ab08fa1c2cf5b6b0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sheet(cells=(Cell(column_end=0, column_start=0, row_end=4, row_start=0, squeeze_row=False, type='numeric', val…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "dataFrame CALIBRO TOLTO DATO 1\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9f06c0d4d33e47f880fcc0b33229c9d6", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sheet(cells=(Cell(column_end=0, column_start=0, row_start=0, squeeze_row=False, type='numeric', value=[88.97, …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Ricalcolo Residui\n", - "dfCalibro_senza1[\"r\"] = r_fn(\n", - " -dfCalibro_senza1[\"dx\"],\n", - " dfCalibro_senza1[\"F\"],\n", - " AC2, BC2\n", - ")\n", - "\n", - "dfCalibro_senza1[\"ur\"] = sigma_r_fn(\n", - " -dfCalibro_senza1[\"dx\"], dfCalibro_senza1[\"F\"],\n", - " AC2, BC2,\n", - " dfCalibro_senza1[\"udx\"], dfCalibro_senza1[\"uF\"],\n", - " uAC2, uBC2, covABC2\n", - ")\n", - "\n", - "print(\"dataFrame CALIBRO\")\n", - "sheet = ipysheet.from_dataframe(dfCalibro)\n", - "display(sheet)\n", - "\n", - "print(\"\\ndataFrame CALIBRO TOLTO DATO 1\")\n", - "sheet = ipysheet.from_dataframe(dfCalibro_senza1)\n", - "display(sheet)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "d2c1a550", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Grafico ringraziate Cloude per l'idea super compatta di questo codice\n", - "# WARNING: non intuitivo, ma molto molto figo\n", - "fig, axes = plt.subplots(1, 2, figsize=(13, 5), sharey=True)\n", - "\n", - "for ax, (r_col, ur_col, f_col, uf_col, df_plot, titolo) in zip(axes, [\n", - " (\"r\", \"ur\", \"F\", \"uF\", dfCalibro, \"Fit completo (tutti i punti)\"),\n", - " (\"r\", \"ur\", \"F\", \"uF\", dfCalibro_senza1, \"Fit senza punto 1\"),\n", - "]):\n", - " ax.errorbar(\n", - " df_plot[f_col], df_plot[r_col],\n", - " xerr=df_plot[uf_col], yerr=df_plot[ur_col],\n", - " fmt='o', color=sns.color_palette()[0],\n", - " ecolor='gray', elinewidth=1, capsize=3,\n", - " markersize=5, label=\"Residui\"\n", - " )\n", - " ax.axhline(0, color='red', linestyle='--', linewidth=1)\n", - " sns.despine(ax=ax)\n", - " ax.set_xlabel(\"F [mN]\")\n", - " ax.set_title(titolo)\n", - " ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", - "\n", - "axes[0].set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", - "fig.suptitle(\"Confronto residui — Molla 1 (calibro)\", y=1.02)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "8f79348f", + "execution_count": 273, + "id": "d75d9912", "metadata": {}, "outputs": [ { @@ -697,7 +594,8 @@ } ], "source": [ - "# Fit senza un dato\n", + "# Plot regressione\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -732,12 +630,90 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 274, + "id": "26c5dc3c", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "\n", + "dfCalibro_senza1[\"r\"] = r_fn(\n", + " -dfCalibro_senza1[\"dx\"],\n", + " dfCalibro_senza1[\"F\"],\n", + " AC2, BC2\n", + ")\n", + "\n", + "dfCalibro_senza1[\"ur\"] = sigma_r_fn(\n", + " -dfCalibro_senza1[\"dx\"], dfCalibro_senza1[\"F\"],\n", + " AC2, BC2,\n", + " dfCalibro_senza1[\"udx\"], dfCalibro_senza1[\"uF\"],\n", + " uAC2, uBC2, covABC2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 275, + "id": "278a5713", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot residui\n", + "\n", + "# WARNING: non intuitivo, ma molto molto figo\n", + "fig, axes = plt.subplots(1, 2, figsize=(13, 5), sharey=True)\n", + "\n", + "for ax, (r_col, ur_col, f_col, uf_col, df_plot, titolo) in zip(axes, [\n", + " (\"r\", \"ur\", \"F\", \"uF\", dfCalibro, \"Fit completo (tutti i punti)\"),\n", + " (\"r\", \"ur\", \"F\", \"uF\", dfCalibro_senza1, \"Fit senza punto 1\"),\n", + "]):\n", + " ax.errorbar(\n", + " df_plot[f_col], df_plot[r_col],\n", + " xerr=df_plot[uf_col], yerr=df_plot[ur_col],\n", + " fmt='o', color=sns.color_palette()[0],\n", + " ecolor='gray', elinewidth=1, capsize=3,\n", + " markersize=5, label=\"Residui\"\n", + " )\n", + " ax.axhline(0, color='red', linestyle='--', linewidth=1)\n", + " sns.despine(ax=ax)\n", + " ax.set_xlabel(\"F [mN]\")\n", + " ax.set_title(titolo)\n", + " ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", + "\n", + "axes[0].set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", + "fig.suptitle(\"Confronto residui — Molla 1 (calibro)\", y=1.02)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, { "cell_type": "markdown", - "id": "b952c206", + "id": "a2e0cfa7", "metadata": {}, "source": [ - "# Analisi dati sonar" + "# Sonar statico" + ] + }, + { + "cell_type": "markdown", + "id": "988414a6", + "metadata": {}, + "source": [ + "## Sonar senza correzione $v_{suono}$" ] }, { @@ -745,14 +721,14 @@ "id": "8e347644", "metadata": {}, "source": [ - "## Import dei dati sonar (semidispersioni)\n", + "### Import dei dati, medie e incertezze\n", "- masse trattate come prima\n", "- $\\omega$, c trattati con semidispersione" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 276, "id": "d6195b96", "metadata": {}, "outputs": [], @@ -779,14 +755,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 277, "id": "02e2d183", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "df2bc11f953c400c8b820daa87af2178", + "model_id": "bd3b5e1a62994ef4a2b2d1ed69eca9ad", "version_major": 2, "version_minor": 0 }, @@ -807,16 +783,15 @@ }, { "cell_type": "markdown", - "id": "4e12f76c", + "id": "4c49606b", "metadata": {}, "source": [ - "## Regressione lineare Carpi dati del sonar Caso statico\n", - "chi² Come persone normali" + "### Regressione lineare" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 278, "id": "06f9ccef", "metadata": {}, "outputs": [ @@ -834,6 +809,8 @@ } ], "source": [ + "# Regressione lineare\n", + "\n", "AS, BS, uAS, uBS, covABS, chiS, PS = reg_lin(-dfSonar[\"c\"], dfSonar[\"F\"], dfSonar[\"uc\"], dfSonar[\"uF\"])\n", "print(\"Ax + B : \")\n", "print(f\"AS = {AS:.4f} ± {uAS:.4f}\")\n", @@ -845,44 +822,13 @@ }, { "cell_type": "code", - "execution_count": 19, - "id": "09445aac", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar\n", - "dfSonar[\"r\"] = r_fn(\n", - " -dfSonar[\"c\"],\n", - " dfSonar[\"F\"],\n", - " AS,\n", - " BS\n", - ")\n", - "\n", - "dfSonar[\"ur\"] = sigma_r_fn(\n", - " -dfSonar[\"c\"], dfSonar[\"F\"],\n", - " AS, BS,\n", - " dfSonar[\"uc\"], dfSonar[\"uF\"],\n", - " uAS, uBS, covABS\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "f6641e08", - "metadata": {}, - "source": [ - "### Grafici sonar valori statici" - ] - }, - { - "cell_type": "code", - "execution_count": 20, + "execution_count": 279, "id": "75653d7a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -892,7 +838,7 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -919,7 +865,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"$- x$ [mm]\")\n", "ax.set_ylabel(\"F [mN]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (sonar)\")\n", + "ax.set_title(\"Fit lineare — Molla 1 (sonar statico senza correzione)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -929,13 +875,36 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 280, + "id": "09445aac", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "dfSonar[\"r\"] = r_fn(\n", + " -dfSonar[\"c\"],\n", + " dfSonar[\"F\"],\n", + " AS,\n", + " BS\n", + ")\n", + "\n", + "dfSonar[\"ur\"] = sigma_r_fn(\n", + " -dfSonar[\"c\"], dfSonar[\"F\"],\n", + " AS, BS,\n", + " dfSonar[\"uc\"], dfSonar[\"uF\"],\n", + " uAS, uBS, covABS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 281, "id": "1ecf9ab2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -945,7 +914,8 @@ } ], "source": [ - "# Grafico Residui\n", + "# Plot Residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -964,7 +934,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(\"F [mN]\")\n", "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", - "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico)\")\n", + "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico senza correzione)\")\n", "ax.legend()\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -974,18 +944,26 @@ }, { "cell_type": "markdown", - "id": "4eebafaf", + "id": "29d0b0ab", "metadata": {}, "source": [ - "### Sezione non espressamente richiesta\n", - "La velocità del suono è chiaramente un fattore moltiplicativo che viene ignorato.\n", - "\n", - "Formula di Cramer 1993" + "## Sonar con correzione $v_{suono}$\n", + "- La velocità del suono dipende dalla temperatura -> anche la distanza misurata dal sonar\n", + "- Formula di Cramer 1993\n", + "- !! Io (Giulia) ho usato un'altra formula, non capisco il perchè di quella di Jacopo" + ] + }, + { + "cell_type": "markdown", + "id": "ac818d04", + "metadata": {}, + "source": [ + "### Correzione distanza sonar" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 282, "id": "4088453c", "metadata": {}, "outputs": [ @@ -993,23 +971,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "c = 0.00301841231512225*c_raw*v0/sqrt(0.00366099212886692*T + 1)\n", - "sigma_c = v0*sqrt(3.05277451303515e-11*c_raw**2*sigma_T**2 + 9.11081290408163e-6*sigma_c_raw**2*(0.00366099212886692*T + 1)**2)/(0.00366099212886692*T + 1)**(3/2)\n", + "c = 0.049862877088008*c_raw*v0/sqrt(T + 273.15)\n", + "sigma_c = v0*sqrt(0.000621576627873448*c_raw**2*sigma_T**2 + 0.00248630651149379*sigma_c_raw**2*(T + 273.15)**2)/(T + 273.15)**(3/2)\n", "\n", "Formula LaTeX:\n", - "c = \\frac{0.00301841231512225 c_{raw} v_{0}}{\\sqrt{0.00366099212886692 T + 1}}\n", - "sigma_c = \\frac{v_{0} \\sqrt{3.05277451303515 \\cdot 10^{-11} c_{raw}^{2} \\sigma_{T}^{2} + 9.11081290408163 \\cdot 10^{-6} \\sigma_{c raw}^{2} \\left(0.00366099212886692 T + 1\\right)^{2}}}{\\left(0.00366099212886692 T + 1\\right)^{\\frac{3}{2}}}\n" + "c = \\frac{0.049862877088008 c_{raw} v_{0}}{\\sqrt{T + 273.15}}\n", + "sigma_c = \\frac{v_{0} \\sqrt{0.000621576627873448 c_{raw}^{2} \\sigma_{T}^{2} + 0.00248630651149379 \\sigma_{c raw}^{2} \\left(T + 273.15\\right)^{2}}}{\\left(T + 273.15\\right)^{\\frac{3}{2}}}\n" ] } ], "source": [ - "# propagazione dell'errore con la temperatura\n", + "# Funzioni c\n", + "\n", "# simboli\n", "v0, T, c_raw = sp.symbols('v0 T c_raw', positive=True)\n", "sigma_T, sigma_c_raw = sp.symbols('sigma_T sigma_c_raw', positive=True)\n", "\n", "# velocità corretta e posizione\n", - "v = 331.3 * sp.sqrt(1 + T / 273.15)\n", + "# v = 331.3 * sp.sqrt(1 + T / 273.15)\n", + "v = 20.055 * sp.sqrt(T + 273.15)\n", "c = c_raw * v0 / v\n", "\n", "# derivate parziali\n", @@ -1031,13 +1011,17 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 283, "id": "1584a5d4", "metadata": {}, "outputs": [], "source": [ - "Temperatura = 22.6\n", - "uTemperatura = 0.7 / np.sqrt(12)\n", + "# Calcolo numerico c\n", + "\n", + "Temperatura = (23.6+21.2) / 2\n", + "Temperatura1 = 21.2\n", + "Temperatura2 = 23.6\n", + "uTemperatura = (23.6-21.2) / np.sqrt(12)\n", "Velocita_impostata = 343.0\n", "\n", "dfSonarCorrezione = dfSonar.copy()\n", @@ -1045,19 +1029,23 @@ "dfSonarCorrezione['c'] = c_fn(dfSonarCorrezione['c'], Temperatura, Velocita_impostata)\n", "dfSonarCorrezione['uc'] = uc_fn(dfSonarCorrezione['c'], dfSonarCorrezione['uc'],\n", " Temperatura, uTemperatura,\n", - " Velocita_impostata)" + " Velocita_impostata)\n", + "dfSonarCorrezione['cA'] = c_fn(dfSonarCorrezione['c'], Temperatura1, Velocita_impostata)\n", + "dfSonarCorrezione['cB'] = c_fn(dfSonarCorrezione['c'], Temperatura2, Velocita_impostata)\n", + "dfSonarCorrezione['vecchioC'] = dfSonar['c']\n", + "dfSonarCorrezione['vecchioUc'] = dfSonar['uc']" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 284, "id": "ac4860fa", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "31a0e5a6b1c44157b5e5ac5348c72645", + "model_id": "4424407c97a64e1aa8e7a26386338341", "version_major": 2, "version_minor": 0 }, @@ -1076,9 +1064,17 @@ "# dfSonar.head(4).to_json(orient=\"records\")" ] }, + { + "cell_type": "markdown", + "id": "6d8c8b79", + "metadata": {}, + "source": [ + "### Regressione lineare" + ] + }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 285, "id": "8917049c", "metadata": {}, "outputs": [ @@ -1087,16 +1083,17 @@ "output_type": "stream", "text": [ "Fit completo: chi²=3.89, P=0.1432\n", - "Temperatura : chi²=1.632, P=0.4422\n", + "Temperatura : chi²=0.227, P=0.8927\n", "\n", - "A: 23.5225 ± 0.0853 to 23.6160 ± 0.1404\n", - "B: 7371.9487 ± 21.4728 to 7365.6372 ± 35.4592\n" + "A: 23.5225 ± 0.0853 to 23.6041 ± 0.3869\n", + "B: 7371.9487 ± 21.4728 to 7361.9067 ± 98.1235\n" ] } ], "source": [ - "AS2, BS2, uAS2, uBS2, covABS2, chiS2, PS2 = reg_lin(-dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"], dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"])\n", + "# Regressione lineare\n", "\n", + "AS2, BS2, uAS2, uBS2, covABS2, chiS2, PS2 = reg_lin(-dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"], dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"])\n", "\n", "print(f\"Fit completo: chi²={chiS:.2f}, P={PS:.4f}\")\n", "print(f\"Temperatura : chi²={chiS2:.3f}, P={PS2:.4f}\")\n", @@ -1107,36 +1104,13 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "e35a9456", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar\n", - "dfSonarCorrezione[\"r\"] = r_fn(\n", - " -dfSonarCorrezione[\"c\"],\n", - " dfSonarCorrezione[\"F\"],\n", - " AS2,\n", - " BS2\n", - ")\n", - "\n", - "dfSonarCorrezione[\"ur\"] = sigma_r_fn(\n", - " -dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"],\n", - " AS2, BS2,\n", - " dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"],\n", - " uAS2, uBS2, covABS2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, + "execution_count": 286, "id": "d5646b8c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1146,7 +1120,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -1173,7 +1148,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"$- x$ [mm]\")\n", "ax.set_ylabel(\"F [mN]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (sonar Correzione della temperatura)\")\n", + "ax.set_title(\"Fit lineare — Molla 1 (sonar statico con correzione)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1183,13 +1158,37 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 287, + "id": "e35a9456", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "\n", + "dfSonarCorrezione[\"r\"] = r_fn(\n", + " -dfSonarCorrezione[\"c\"],\n", + " dfSonarCorrezione[\"F\"],\n", + " AS2,\n", + " BS2\n", + ")\n", + "\n", + "dfSonarCorrezione[\"ur\"] = sigma_r_fn(\n", + " -dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"],\n", + " AS2, BS2,\n", + " dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"],\n", + " uAS2, uBS2, covABS2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 288, "id": "8de2a48e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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6+sLD49yvMRUVFcjIyLC9rFDr80pVq1evhslkwpw5c6qdV3kfVT7Wpk+fbnf+ww8/DAD4+uuva7z8tLQ0/Pjjj/jnP/+Jli1bOrz8i2l49913O3w/Vn2eNy/Gxdw34eHhSE9Pv+jrJGPhS6Go0Vm6dCkuueQS5OTk4N1338WPP/5o9+a9Y8eOQSmFWbNmYdasWQ4vw2KxIC4uDk8//TRuvPFGXHLJJbjsssswfPhw3HHHHejSpUuN13/q1Cl4eHigTZs2dqe3b9/eOTewFqdOnUJsbCyCgoJqve663AdarVu3Ds888wz27t1b7XW8WsTFxcHHx8futKNHj+LQoUO2XfCOZgT+/32ekJBgd37btm1rvL6q2x49ehRKKbRr187h9pVvnE9ISMD06dOxaNEifPzxx+jfvz9uuOEG3H777bZFx7hx4/D2229j8uTJeOyxxzB48GCMGjUKN998s+0Xpaoqf8lz9HPSsWNHfPfddygoKEBgYKDt9Kq/uFT+opqVlYWQkBDNt8mR0tJSZGZm1nh+bXx8fOwWR7Xp3r07OnTogE8++QRhYWGIiYmx/QJU1alTp9CuXbtq92HHjh1t59fFwYMH8dRTT2HTpk3VfpE7//0yrqIcvKF15syZ2LhxI3r16oW2bdti6NChGD9+PPr27Qvg3C+uhYWFNf6cWK1WnDlzBpdeeqnt9Np+TirV5b5w9Fh1xNfXFwsXLsTDDz+Mpk2b4sorr8R1112HO++8U9P7UyrfC7Fs2TKcOHHC7v0eTZo0ueD3O3L8+HE0a9as1p/PyueTqs8fMTExCAsLq/Xn7O+//wYAXHbZZTVuczENqz5fVarP8+bFuJj7Riml+f8HyPi4sKBGp1evXrbXyY4cORL9+vXD+PHjcfjwYQQFBdn+gjxjxgwMGzbM4WVUPmkOGDAAx48fx5dffonvv/8eb7/9NhYvXozly5dj8uTJ9Z61pidbLW8erY+63Ada/PTTT7jhhhswYMAALFu2DLGxsfD29sZ7771X7U2nNTn/L6bnz9m5c2csWrTI4fe0aNFC84wXuj6r1QqTyYRvv/3W4V8Gz1+svfzyy5g4caLt52LatGlYsGABfv31VzRv3hz+/v748ccfsXnzZnz99ddYv349Vq5ciX/84x/4/vvvnfZJUDVdTuUvrHW5TVVt27btoj8GNTEx0e6Aihcyfvx4vPHGGwgODsa4ceNqXHw5U3Z2NhITExESEoKnn34abdq0gZ+fH3bv3o2ZM2dq3tN0sZo0aeLwr/gdO3bE4cOHsW7dOqxfvx6rV6/GsmXLMHv2bMybN++irutCPyd1vS8cPVZr8uCDD+L666/H2rVr8d1332HWrFlYsGABNm3adMHX3D/33HOYNWsW/vnPf2L+/PmIiIiAh4cHHnzwQZf3AbT/UaQh1HSfN/TzZqW63DfZ2dm292mQfFxYUKPm6emJBQsWYNCgQXj99dfx2GOP2XY9e3t7O/xElqoiIiIwadIkTJo0Cfn5+RgwYADmzp1b48KiVatWsFqtOH78uN1fpBx9lnp4eLjDT2yq619ez7/uH374Afn5+Xa/NFa97rreBxeyevVq+Pn54bvvvrPbO/Tee+/V63LbtGmDP/74A4MHD671/8gq7/MTJ07Y/XX+2LFjdboupRQSEhJwySWXXHD7zp07o3Pnznjqqaewbds29O3bF8uXL8czzzwD4NxHLQ4ePBiDBw/GokWL8Nxzz+HJJ5/E5s2bHd7nrVq1AuD45+Svv/5CZGSk3d4KV9ym83Xt2tXu08/qwtFLfGozfvx4zJ49G8nJyfjwww9r3K5Vq1bYt28frFar3eKj8qU6lfehFlu2bEFGRgbWrFmDAQMG2E4/ceJEnWa/WB06dMDHH3+MnJwc256uSoGBgRg3bhzGjRuH0tJSjBo1Cs8++ywef/xxREVFISAgoMafEw8Pjzr/4ujq+6JNmzZ4+OGH8fDDD+Po0aPo1q0bXn75ZXz00UcAav4l9fPPP8egQYPwzjvv2J1e9RfVuvyS26ZNG3z33XfIzMysca9F5fPJ0aNHbXvDACA1NRXZ2dm1/pxVPrceOHCgxm1c0fB8Wp83gZrvu5pOr+t9YzabUVpaarctycb3WFCjN3DgQPTq1QtLlixBcXExoqOjMXDgQLz55ptITk6utv35H8OYkZFhd15QUBDatm1b60cOjhgxAgDw6quv2p2+ZMmSatu2adMGOTk52Ldvn+205OTkC37qSE2uueYalJeX44033rCdVlFRgddee81uu7rcB1p4enrCZDLZ7Wk5efKkwwMv1cXYsWNhNpsdHhiwqKjI9ukolXtdqh6Iqertrs2oUaPg6emJefPmVXuJilLK9rOQm5uL8vJyu/M7d+4MDw8P28+Fo5cQdevWDQBq/NmJjY1Ft27d8MEHH9gtNg8cOIDvv/8e11xzjebbUtfb5Eh4eDiGDBlyUV+VnwSjVZs2bbBkyRIsWLAAvXr1qnG7a665BikpKXafZlReXo7XXnsNQUFBSExM1HydlX/FP/9+KS0tbbCDefXp0wdKKezatcvu9KpNfHx80KlTJyilUFZWBk9PTwwdOhRffvml7RPvgHO/2H3yySfo168fQkJC6jSLq+6LwsLCagcmbdOmDYKDg+0eB4GBgQ7/wOLp6Vnt53bVqlXV3v9VueDWcjC30aNHQynlcO9P5XVVPtaqPmdX7gGo7dPmoqKiMGDAALz77rs4ffq0w8t3RcPzaX3eBGq+72u6T+t631T+fNf2KV0kC/dYEAF45JFHMGbMGLz//vu45557sHTpUvTr1w+dO3fG3XffjdatWyM1NRXbt2/H2bNnbZ+T3qlTJwwcOBA9evRAREQEdu7cic8//xxTp06t8bq6deuGW2+9FcuWLUNOTg6uuuoq/PDDDw7/en7LLbdg5syZuOmmmzBt2jQUFhbijTfewCWXXHJRb068/vrr0bdvXzz22GM4efIkOnXqhDVr1jh8vbjW+0CLa6+9FosWLcLw4cMxfvx4WCwWLF26FG3btrVbNNXVHXfcgc8++wz33HMPNm/ejL59+6KiogJ//fUXPvvsM3z33Xfo2bMnevTogdGjR2PJkiXIyMiwfdzskSNHAGj7i2abNm3wzDPP4PHHH8fJkycxcuRIBAcH48SJE/jiiy8wZcoUzJgxA5s2bcLUqVMxZswYXHLJJSgvL8eHH34IT09PjB49GsC5o7//+OOPuPbaa9GqVStYLBYsW7YMzZs3tztmRlUvvvgiRowYgT59+uCuu+6yfdxsaGio3bE4tNJ6m4xAy0fFTpkyBW+++SYmTpyIXbt2IT4+Hp9//jl++eUXLFmyBMHBwZqv76qrrkJ4eDgmTJiAadOmwWQy4cMPP6zTgbxef/11ZGdnIykpCQDwv//9z3a8mgceeKDanojz9evXD02aNMHGjRvt3lMydOhQxMTEoG/fvmjatCkOHTqE119/Hddee63t9j3zzDO246Tcd9998PLywptvvomSkhK88MILmud35n3hyJEjRzB48GCMHTsWnTp1gpeXF7744gukpqbilltusW3Xo0cPvPHGG3jmmWfQtm1bREdH4x//+Aeuu+46PP3005g0aRKuuuoq7N+/Hx9//LHdG56Bcz/nYWFhWL58OYKDgxEYGIjevXs7fF/CoEGDcMcdd+DVV1/F0aNHMXz4cFitVvz0008YNGgQpk6diq5du2LChAlYsWKF7WViO3bswAcffICRI0de8CWCr776Kvr164fLL78cU6ZMQUJCAk6ePImvv/7adjwHZzc8n9bnzcr7fuPGjVi0aBGaNWuGhIQE9O7d2/bHgSeffBK33HILvL29cf3119f5vtmwYQNatmzJj5p1Jw33AVRE+qr8WL7ff/+92nkVFRWqTZs2qk2bNraP7Dt+/Li68847VUxMjPL29lZxcXHquuuuU59//rnt+5555hnVq1cvFRYWpvz9/VWHDh3Us88+q0pLS23bOPpo2KKiIjVt2jTVpEkTFRgYqK6//np15syZah+BqZRS33//vbrsssuUj4+Pat++vfroo48u+uNmlVIqIyND3XHHHSokJESFhoaqO+64w/YRqVU/jlHLfaD142bfeecd1a5dO+Xr66s6dOig3nvvPYe3w5HExMQaP2KztLRULVy4UF166aXK19dXhYeHqx49eqh58+apnJwc23YFBQXq/vvvVxERESooKEiNHDlSHT58WAFQzz//vG278z/q1JHVq1erfv36qcDAQBUYGKg6dOig7r//fnX48GGllFJ///23+uc//6natGmj/Pz8VEREhBo0aJDauHGj7TJ++OEHdeONN6pmzZopHx8f1axZM3XrrbeqI0eO2LZx9HGzSim1ceNG1bdvX+Xv769CQkLU9ddfr/7880+7bWq6DY4+UlXLbWpoF2pQCVU+blYppVJTU9WkSZNUZGSk8vHxUZ07d3b4MaNVH2uO7ptffvlFXXnllcrf3181a9ZMPfroo+q7776r9vNek1atWikADr+qNnBk2rRpdh+1q5RSb775phowYIBq0qSJ8vX1VW3atFGPPPKI3c+6Ukrt3r1bDRs2TAUFBamAgAA1aNAgtW3bNrttanpOdPSY1npf1PZYrSo9PV3df//9qkOHDiowMFCFhoaq3r17q88++8xuu5SUFHXttdeq4OBgBcD20bPFxcXq4YcfVrGxscrf31/17dtXbd++XSUmJlb7eNovv/xSderUSXl5edk9rhw9V5WXl6sXX3xRdejQQfn4+KioqCg1YsQItWvXLts2ZWVlat68eSohIUF5e3urFi1aqMcff1zzxxAfOHBA3XTTTSosLEz5+fmp9u3bq1mzZtltU5+GSjnnefOvv/5SAwYMUP7+/gqA3f/HzJ8/X8XFxSkPDw+7n2mt901FRYWKjY1VTz31lKb7jGQwKcXjqBNR47R37150794dH330EW677Ta9xyGy8/fff6NDhw749ttvMXjwYL3HIXKqtWvXYvz48Th+/DhiY2P1HoechO+xIKJGoaioqNppS5YsgYeHh90bUomMonXr1rjrrrvw/PPP6z0KkdMtXLgQU6dO5aLCzXCPBRE1CvPmzcOuXbswaNAgeHl54dtvv8W3335re10+ERER1Q8XFkTUKGzYsAHz5s3Dn3/+ifz8fLRs2RJ33HEHnnzySXh58XMsiIiI6osLCyIiIiIiqje+x4KIiIiIiOqNCwsiIiIiIqo3LiycRCmF3Nzceh8wiIiIiIhIIi4snCQvLw+hoaHIy8vTexTDKS0t1XsE0oitZGEvWdhLDraShb2MgwsLcrmKigq9RyCN2EoW9pKFveRgK1nYyzi4sCCXKyws1HsE0oitZGEvWdhLDraShb2MgwsLcjkeI0AOtpKFvWRhLznYShb2Mg4uLMjlPDz4YyYFW8nCXrKwlxxsJQt7GQdLkMsVFxfrPQJpxFaysJcs7CUHW8nCXsbBfUfkciEhIXqPQBqxlSzsJQt7ycFWDauiogJlZWUX/f2+vr5cXNSDt7c3PD09nXJZXFiQy6WnpyMuLk7vMUgDtpKFvWRhLznYqmEopZCSkoLs7Ox6XU55eTnfZ1FPYWFhiImJgclkqtflmBSP6OYUubm5CA0NRU5ODv/SQURERHQBycnJyM7ORnR0NAICAur9Sy3VnVIKhYWFsFgsCAsLQ2xsbL0uj8s7cjmz2cy//AjBVrKwlyzsJQdbuV5FRYVtUdGkSZN6XVZpaSl8fHycNFnj4+/vDwCwWCyIjo6u18ui+OZtcrlmzZrpPQJpxFaysJcs7CUHW7le5XsqAgIC6n1Z3t7e9b6Mxq6yQ33e6wJwjwU1gKSkJP7lRwi2koW9ZGEvOdiq4Vzsy5/y8vKQn58P4Nwvw1UXF0FBQQgODq73fI2Fs16GxoUFuVxkZKTeI5BGbCULe8nCXnKwlfHt2rULW7durfH8xMREDBw4sOEGIgBcWFADyM3NRVRUlN5jkAZsJQt7ycJecrCV8fXo0QPt27cHAKSkpOCrr77CqFGjbIvCoKAgPce7aCdPnkRCQgL27NmDbt26Odxmy5YtGDRoELKyshAWFqbpcidOnIjs7GysXbvWabM6woUFuZyvr6/eI5BGbCULe8nCXnKwlfEFBwfbXupUUVEB4Nyepvp+qpEWEydOxAcffAAA8PLyQvPmzTFmzBg8/fTT8PPzq9dlt2jRAsnJyU7fa/bKK6+gIT4Ilm/eJiIiIiLDy8vLw5YtW5CXl2c77UR6AZZvS8aW0gQs+8WME+kFF/weZxg+fDiSk5Px999/Y/HixXjzzTcxZ86cel+up6cnYmJinH5cjtDQUM17N+qDCwtyudLSUr1HII3YShb2koW95GArY8rPz8fWrVttb9r+bOcZDH55C/67x4KTFRH4ZFcqBr+8Bat2nqnxe5zF19cXMTExaNGiBUaOHIkhQ4Zgw4YNAACr1YoFCxYgISEB/v7+6Nq1Kz7//HPb92ZlZeG2225DVFQU/P390a5dO7z33nsAzr0UymQyYe/evbbtv/nmG1xyySXw9/fHoEGDcPLkSbtZ5s6dW+1lU0uWLEF8fLzt3xMnTsTIkSOdeRc4xJdCkcsFBgbqPQJpxFaysJcs7CUHWxnfifQCPLZ6H6y2V/eYUPF//z1z9T5cER+B+MiG6XjgwAFs27YNrVq1AgAsWLAAH330EZYvX4527drhxx9/xO23346oqCgkJiZi1qxZ+PPPP/Htt98iMjISx44dQ1FRkcPLPnPmDEaNGoX7778fU6ZMwc6dO/Hwww83yO26GFxYkMtlZWXZDr5CxtZYW53/sYWOGPVjCxtrL6nYSw62Mrb09HR8dtiM2j4g9Z0th3Bf3zikp6e7ZIZ169YhKCgI5eXlKCkpgYeHB15//XWUlJTgueeew8aNG9GnTx8AQOvWrfHzzz/jzTffRGJiIk6fPo3u3bujZ8+eAGC3Z6GqN954A23atMHLL78MAGjfvj3279+PhQsXuuR21RcXFuRyMTExeo9AGjXWVlI/trCx9pKKveRgK2Nbs2YNfi5NgFVFAA6WF0op/LznT3gd/NplMwwaNAhvvPEGCgoKsHjxYnh5eWH06NE4ePAgCgsLcfXVV9ttX1paiu7duwMA7r33XowePRq7d+/G0KFDMXLkSFx11VUOr+fQoUPo3bu33WmVCxYj4sKCXC45OZkHGhKisbY6/2ML09PTsWbNGhEfW9hYe0nFXnKwlbGNGjUK5YdLcHpXqu3lT+czmUzo170TpvS92vac7myBgYFo27YtAODdd99F165d8c477+Cyyy4DAHz99dfVfoYqP21sxIgROHXqFL755hts2LABgwcPxv3334+XXnrpombx8PCo9olP9T2C9sXiwoJcjk/OcjTWVud/bGGlhvrYwvporL2kYi852MrYIiMj8c/YEHy8K7XGbe4a2BGxDfQeCw8PDzzxxBOYPn06jhw5Al9fX5w+fRqJiYk1fk9UVBQmTJiACRMmoH///njkkUccLiw6duyIr776yu60X3/9tdplpaSkQCllO4L2+W/+bkj8VChyObPZrPcIpBFbycJesrCXHGxlfAmRgVg4ugs8TICnCTBBwcMEeJiAhaO7NNgbtyuNGTMGnp6eePPNNzFjxgw89NBD+OCDD3D8+HHs3r0br732mu3YF7Nnz8aXX36JY8eO4eDBg1i3bh06duzo8HLvueceHD16FI888ggOHz6MTz75BO+//77dNgMHDkRaWhpeeOEFHD9+HEuXLsW3337r6pvsEBcW5HI8eqkcbCULe8nCXnKwlTEFBQUhMTHR9vLUMT1bYNPDA3Hr5dGI98zEbT2aYtPDAzGmZ4sav8dVvLy8MHXqVLzwwgt4/PHHMWvWLCxYsAAdO3bE8OHD8fXXXyMhIQEA4OPjg8cffxxdunTBgAED4OnpiU8//dTh5bZs2RKrV6/G2rVr0bVrVyxfvhzPPfec3TYdO3bEsmXLsHTpUnTt2hU7duzAjBkzXHp7a2JSDXEYvkYgNzcXoaGhyMnJQUhIiN7jGIrFYkF0dLTeY5AGbHXutdUrVqzAlClTDP9SKPaShb3kYCvXKy4uxokTJ5CQkFDvo1WfOXMG7777rojnbaNyVg++x4JcLiAgQO8RSCO2koW9ZGEvOdjK+M7/mPCMjAwAsPtoWaN+TLi748KCXK68vFzvEUgjtpKFvWRhLznYyvgcfUz4+Z/+ZNSPCXd3XFiQy1mtVr1HII3YShb2koW95GAr4zv/Y8LLy8vh5WX/K61RPybc3XFhQS5X39dOUsNhK1nYSxb2koOtjO/8jwmvqKiAp6enzhMRwE+FogaQm5ur9wikEVvJwl6ysJccbCUL9zAZBxcW5HKVRy8m42MrWdhLFvaSg60ajjMWBVVfBkV156zFGUuQy6WmpvIopkKwlSzsJQt7ycFWrufj4wMPDw8kJSUhKioKPj4+tqNG11VpaSl8fHycPGHjoJRCaWkp0tLS4OHhUe/7kQsLcjk+OcvBVrKwlyzsJQdbuZ6HhwcSEhKQnJyMpKQkvcdp9AICAtCyZUt4eNTvxUxcWJDLmc1mPkkLwVaysJcs7CUHWzUMHx8ftGzZEuXl5aioqLjoy0lNTUXTpk2dOFnj4unpCS8vr4veY3Q+LizI5fhgl4OtZGEvWdhLDrZqOCaTCd7e3vD29r7oy4iLi+P7LAyCb94mlzv/SJhkbGwlC3vJwl5ysJUs7GUcXFiQy4WEhOg9AmnEVrKwlyzsJQdbycJexsGFBblccXGx3iOQRmwlC3vJwl5ysJUs7GUcXFiQyznjzUDUMNhKFvaShb3kYCtZ2Ms4uLAgl6vPG7KoYbGVLOwlC3vJwVaysJdxcGFBLldQUKD3CKQRW8nCXrKwlxxsJQt7GQcXFuRyEREReo9AGrGVLOwlC3vJwVaysJdxcGFBLmexWPQegTRiK1nYSxb2koOtZGEv4+DCglyORy+Vg61kYS9Z2EsOtpKFvYzDbRcWS5cuRXx8PPz8/NC7d2/s2LGjxm3feust9O/fH+Hh4QgPD8eQIUNq3Z7qxmw26z0CacRWsrCXLOwlB1vJwl7G4ZYLi5UrV2L69OmYM2cOdu/eja5du2LYsGE17irbsmULbr31VmzevBnbt29HixYtMHToUP6gOklsbKzeI5BGbCULe8nCXnKwlSzsZRxuubBYtGgR7r77bkyaNAmdOnXC8uXLERAQgHfffdfh9h9//DHuu+8+dOvWDR06dMDbb78Nq9WKH374oYEnd08pKSl6j0AasZUs7CULe8nBVrKwl3G43cKitLQUu3btwpAhQ2yneXh4YMiQIdi+fbumyygsLERZWVmtnzJQUlKC3Nxcuy9yLDw8XO8RSCO2koW9ZGEvOdhKFvYyDrdbWKSnp6OiogJNmza1O71p06aaV7QzZ85Es2bN7BYnVS1YsAChoaG2rxYtWgA4d1j5pKQkWK1W20upzGYzSktLYbFYkJ+fj+zsbGRmZqKoqAgpKSkoLy+327asrAwpKSkoLCxEZmYmsrKyUFBQgNTUVJSVldltW1FRgaSkJBQVFSEjIwM5OTnIy8tDWloaSkpK7LZVSsFsNqOkpARpaWm2BVF6ejqKioo0z11YWOhw7vLy8mpz5+fn227T+dtardYLzl05b9W58/LykJOTg4yMjBrnLisrQ2pqKvLz85GVlVWnubOzs5Gfnw+LxYLS0tIa505PT7fdh47mrvye2uauqKhwOHdBQUG1uaveh5VzFxUVaZ67uLjY4dxJSUlQSuHUqVN2c1sslmpzJycnX3DuC/3MJicn282dl5dXp7nT09Mv+FjLy8uze6xpnbuoqAgAqv2cnD/3+T+zFovF4WMtKSnJ4WPNmc8RmZmZbvEc4Whud3yOyM7OFv8cUXVud32OKCwsrNfcRnmOcJffIy70HJGcnOwWzxFG/j1CK5NSSmneWoCkpCTExcVh27Zt6NOnj+30Rx99FFu3bsVvv/1W6/c///zzeOGFF7BlyxZ06dKlxu1KSkpQUlJi+3dubi5atGiBnJwchISE1P+GuJGcnByEhobqPQZpwFZAcnIyVqxYgSlTphj+dbvsJQt7ycFWsrCXcXjpPYCzRUZGwtPTE6mpqXanp6amIiYmptbvfemll/D8889j48aNtS4qAMDX1xe+vr71nrcx8PBwux1jboutZGEvWdhLDraShb2Mw+1K+Pj4oEePHnZvvK58I/b5ezCqeuGFFzB//nysX78ePXv2bIhRG43i4mK9RyCN2EoW9pKFveRgK1nYyzjcbo8FAEyfPh0TJkxAz5490atXLyxZsgQFBQWYNGkSAODOO+9EXFwcFixYAABYuHAhZs+ejU8++QTx8fG292IEBQUhKChIt9vhLvjSMDnYShb2koW95GArWdjLONxujwUAjBs3Di+99BJmz56Nbt26Ye/evVi/fr3tDd2nT59GcnKybfs33ngDpaWluPnmmxEbG2v7eumll/S6CW4lPT1d7xFII7aShb1kYS852EoW9jIOt3vztl5yc3MRGhrKN287oJSCyWTSewzSgK1kvXmbvWRhLznYShb2Mg633GNBxpKUlKT3CKQRW8nCXrKwlxxsJQt7GQcXFuRyzZo103sE0oitZGEvWdhLDraShb2MgwsLcjn+JUEOtpKFvWRhLznYShb2Mg4uLMjlIiMj9R6BNGIrWdhLFvaSg61kYS/j4MKCXC43N1fvEUgjtpKFvWRhLznYShb2Mg4uLMjl/Pz89B6BNGIrWdhLFvaSg61kYS/j4MKCXM5qteo9AmnEVrKwlyzsJQdbycJexsGFBblceXm53iOQRmwlC3vJwl5ysJUs7GUcXFiQywUEBOg9AmnEVrKwlyzsJQdbycJexsGFBblcVlaW3iOQRmwlC3vJwl5ysJUs7GUcXFiQy8XExOg9AmnEVrKwlyzsJQdbycJexsGFBblccnKy3iOQRmwlC3vJwl5ysJUs7GUcXFiQy8XFxek9AmnEVrKwlyzsJQdbycJexsGFBbmc2WzWewTSiK1kYS9Z2EsOtpKFvYyDCwtyuejoaL1HII3YShb2koW95GArWdjLOLiwIJfLzMzUewTSiK1kYS9Z2EsOtpKFvYyDCwtyucDAQL1HII3YShb2koW95GArWdjLOLiwIJcrKyvTewTSiK1kYS9Z2EsOtpKFvYyDCwtyOaWU3iOQRmwlC3vJwl5ysJUs7GUcXFiQy/n5+ek9AmnEVrKwlyzsJQdbycJexsGFBblcbm6u3iOQRmwlC3vJwl5ysJUs7GUcXFiQy0VGRuo9AmnEVrKwlyzsJQdbycJexsGFBblcamqq3iOQRmwlC3vJwl5ysJUs7GUcXFiQy8XFxek9AmnEVrKwlyzsJQdbycJexsGFBbmc2WzWewTSiK1kYS9Z2EsOtpKFvYyDCwtyuaZNm+o9AmnEVrKwlyzsJQdbycJexsGFBblcenq63iOQRmwlC3vJwl5ysJUs7GUcXFiQy4WEhOg9AmnEVrKwlyzsJQdbycJexsGFBblccXGx3iOQRmwlC3vJwl5ysJUs7GUcXFiQy3l48MdMCraShb1kYS852EoW9jIOliCX8/Ly0nsE0oitZGEvWdhLDraShb2MgwsLcrnCwkK9RyCN2EoW9pKFveRgK1nYyzi4sCCXCwsL03sE0oitZGEvWdhLDraShb2MgwsLcrm0tDS9RyCN2EoW9pKFveRgK1nYyzi4sCCXi4uL03sE0oitZGEvWdhLDraShb2MgwsLcjmz2az3CKQRW8nCXrKwlxxsJQt7GQcXFuRysbGxeo9AGrGVLOwlC3vJwVaysJdxcGFBLpeSkqL3CKQRW8nCXrKwlxxsJQt7GQcXFuRy4eHheo9AGrGVLOwlC3vJwVaysJdxcGFBLldQUKD3CKQRW8nCXrKwlxxsJQt7GQcXFuRyPj4+eo9AGrGVLOwlC3vJwVaysJdxcGFBRERERET1xoUFuVxJSYneI5BGbCULe8nCXnKwlSzsZRxcWJDLhYSE6D0CacRWsrCXLOwlB1vJwl7GwYUFuVx6erreI5BGbCULe8nCXnKwlSzsZRxcWJDLNWvWTO8RSCO2koW9ZGEvOdhKFvYyDi4syOWSkpL0HoE0YitZ2EsW9pKDrWRhL+PgwoJcLi4uTu8RSCO2koW9ZGEvOdhKFvYyDi4syOXMZrPeI5BGbCULe8nCXnKwlSzsZRxcWJDLRUZG6j0CacRWsrCXLOwlB1vJwl7GwYUFuVxubq7eI5BGbCULe8nCXnKwlSzsZRxeeg9A7s/Pz0/vEUgjtpKFvWRx5155eXnIz8+v8fygoCAEBwc34ET1486t3BF7GQcXFuRyVqtV7xFII7aShb1kcedeu3btwtatW2s8PzExEQMHDmy4gerJnVu5I/YyDi4syOXKy8v1HoE0YitZ2EsWd+7Vo0cPtG/fHsC5g5WtWbMGo0aNsr32PSgoSM/x6sydW7kj9jIOLizI5QICAvQegTRiK1nYSxZ37hUcHFztpU6RkZGIjY3VaaL6cedW7oi9jINv3iaXy8rK0nsE0oitZGEvWdhLDraShb2MgwsLcrmmTZvqPQJp1NhbnUgvwKtbTmJLaQKe/GwHDpyy6D1SrRp7L2nYSw62koW9jOOiXwr11Vdf1fl7rr76avj7+1/sVZJQKSkpPCqmEI251Wc7z+Cx1fsAAEpF4GQysGX571g4ugvG9Gyh83SONeZeErGXHGwlC3sZx0UvLEaOHFmn7U0mE44ePYrWrVtf7FWSUHywy9FYW51IL8Bjq/fBqipPMQEAlAJmrt6HK+IjEB8ZqNt8NWmsvaRiLznYShb2Mo56vRQqJSUFVqtV0xffWNN4mc1mvUcgjRprq892noHJZHJ4nslkwsqdZxp4Im0aay+p2EsOtpKFvYzjohcWEyZMqNPLmm6//XaEhIRc7NWRYNHR0XqPQBo11lZns4qglHJ4nlIKZ7OKGngibRprL6nYSw62koW9jOOiFxbvvfdenY6i+cYbb9g+z5oal8zMTL1HII0aa6vm4f617rFoHm7M94Y11l5SsZccbCULexmH234q1NKlSxEfHw8/Pz/07t0bO3bsqHHbgwcPYvTo0YiPj4fJZMKSJUsabtBGQNqBkRqzxtpqbM8Wte6xGGfQN2831l5SsZccbCULexmH0w6QV1xcjH379sFisVQ7tPoNN9zgrKvRZOXKlZg+fTqWL1+O3r17Y8mSJRg2bBgOHz7scHdZYWEhWrdujTFjxuChhx5q0Fkbg9LSUgQGGu+Nr1RdY22VEBmIhaO7YKbtU6HOLTJMJhMWju5iyDduA423l1TsJQdbycJexuGUhcX69etx5513Ij09vdp5JpMJFRUVzrgazRYtWoS7774bkyZNAgAsX74cX3/9Nd5991089thj1ba/4oorcMUVVwCAw/Opfmr6SzAZT2NuNaZnC1wRH4E3N+zDrweOIiE6FA+P7INLWxn3tbuNuZdE7CUHW8nCXsbhlJdCPfDAAxgzZgySk5OrfRpUQy8qSktLsWvXLgwZMsR2moeHB4YMGYLt27c36Cx0jp+fn94jkEaNvVV8ZCCmDYzHQJ8TeHZsL0MvKgD2koa95GArWdjLOJyysEhNTcX06dMNceTD9PR0VFRUVJuladOmSElJcdr1lJSUIDc31+6LHON9IwdbycJesrCXHGwlC3sZh1MWFjfffDO2bNnijIsSY8GCBQgNDbV9tWhx7s2dxcXFSEpKgtVqtX2ustlsRmlpKSwWC/Lz85GdnY3MzEwUFRUhJSUF5eXldtuWlZUhJSUFhYWFyMzMRFZWFgoKCpCamoqysjK7bSsqKpCUlISioiJkZGQgJycHeXl5SEtLQ0lJid22SimYzWaUlJQgLS3NtiBKT09HUVGR5rkLCwsdzl1eXl5t7vz8fFit1mpzW63WC85dOW/VufPy8pCTk4OMjIwa5y4rK0Nqairy8/ORlZVVp7mzs7ORn58Pi8WC0tLSGudOT0+33YeO5q78ntrmrqiocDh3QUFBtbmr3oeVcxcVFWmeu7i42OHcSUlJUEqhpKTEbm6LxVJt7uTk5AvOfaGf2eTkZLu58/Ly6jR3enr6BR9reXl5do81rXMXFZ37aNmqPyfnz33+z6zFYnH4WEtKSnL4WHPmc4S/v79bPEc4mtsdnyOCgoLEP0dUndvRc0Tly6ItFovY54gmTZrUa26jPEe4y+8RF3qOMJlMbvEcYeTfI7QyKSe8MK2wsBBjxoxBVFQUOnfuDG9vb7vzp02bVt+r0Ky0tBQBAQH4/PPP7Y4OPmHCBGRnZ+PLL7+s9fvj4+Px4IMP4sEHH6x1u5KSEtsvYcC51XKLFi2Qk5PD43VUYTabeVRMIdgKSE5OxooVKzBlyhTExsbqPU6t2EuWxtJL0mOoJo2llbtgL+Nwypu3//vf/+L777+Hn58ftmzZYvd58CaTqUEXFj4+PujRowd++OEH28LCarXihx9+wNSpU512Pb6+vvD19XXa5bkzPtjlYCtZ2EsW9pKDrWRhL+NwykuhnnzyScybNw85OTk4efIkTpw4Yfv6+++/nXEVdTJ9+nS89dZb+OCDD3Do0CHce++9KCgosH1K1J133onHH3/ctn1paSn27t2LvXv32nb97N27F8eOHWvw2d1RXXahkb7YShb2koW95GArWdjLOJyyx6K0tBTjxo2Dh4cxjrc3btw4pKWlYfbs2UhJSUG3bt2wfv162xu6T58+bTdrUlISunfvbvv3Sy+9hJdeegmJiYmN7r0jrmCEN/WTNmwlC3vJwl5ysJUs7GUcTllYTJgwAStXrsQTTzzhjItziqlTp9b40qeqi4X4+Hh+BrILpaenIyYmRu8xSAO2koW9ZGEvOdhKFnfslZeXh/z8/BrPDwoKQnBwcANOpI1TFhYVFRV44YUX8N1336FLly7V3ry9aNEiZ1wNCRUaGqr3CKQRW8nCXrKwlxxsJYs79tq1axe2bt1a4/mJiYkYOHBgww2kkVMWFvv377e9lOjAgQN2553/Rm5qnIqKiuDv76/3GKQBW8nCXrKwlxxsJYs79urRowfat28P4NwemTVr1mDUqFGIjIwEcG6PhRE5ZWGxefNmZ1wMuSmjvPeGLoytZGEvWdhLDraSxR17BQcHV3upU2RkpOE/wtkpCwvg3IHh9u3bB4vFAqvVajvdZDLh+uuvd9bVkEBeXk77MSMXYytZ2EsW9pKDrWRhL+NwSon169fjjjvuQEZGRrXzTCYTKioqnHE1JFRhYaFhd9mRPbaShb1kYS852EoW9jIOp+w7euCBBzB27FgkJyfDarXafXFRQWFhYXqPQBqxlSzsJQt7ycFWsrCXcThlYZGamorp06fzc4TJobS0NL1HII3YShb2koW95GArWdjLOJyysLj55pt5IDmqUVxcnN4jkEZsJQt7ycJecrCVLOxlHE55j8Xrr7+OMWPG4KeffkLnzp2rHcdi2rRpzrgaEspsNvNBLwRbycJesrCXHGwlC3sZh1MWFv/973/x/fffw8/PD1u2bLE7doXJZOLCopEz+kej0f/HVrKwlyzsJQdbycJexuGUl0I9+eSTmDdvHnJycnDy5EmcOHHC9vX333874ypIsJSUFL1HII3YShb2koW95GArWdjLOJyysCgtLcW4cePc8gAlVH8RERF6j0AasZUs7CULe8nBVrKwl3E4ZSUwYcIErFy50hkXRW4oPz9f7xFII7aShb1kYS852EoW9jIOp7zHoqKiAi+88AK+++47dOnSpdqbtxctWuSMqyGhfHx89B6BNGIrWdhLFvaSg61kYS/jcMrCYv/+/ejevTsA4MCBA3bnnf9GbiIiIiIick9OWVhs3rzZGRdDbqqkpETvEUgjtpKFvWRhLznYShb2Mg6+25pcLiQkRO8RSCO2koW9ZGEvOdhKFvYyjoteWOzbtw9Wq1Xz9gcPHkR5efnFXh0JlpGRofcIpBFbycJesrCXHGwlC3sZx0W/FKp79+5ISUlBVFSUpu379OmDvXv3onXr1hd7lVRFXl5erZ+EEBQUhODg4AacyDEeuEYOtpKFvWRhLznYShb2Mo6LXlgopTBr1iwEBARo2r60tPRir4pqsGvXLmzdurXG8xMTEzFw4MCGG6gGSUlJiIuL03sM0oCtZGEvWdhLDraShb2M46IXFgMGDMDhw4c1b9+nTx/4+/tf7NWRAz169ED79u0BAOnp6VizZg1GjRqFyMhIAOf2WBgBH+xysJUs7CULe8nBVrKwl3Fc9MJiy5YtThyDLkZwcHC1lzpFRkYabpeg2Wzmg14ItpKFvWRhLznYShb2Mg5+KhS5XOUeFDI+tpKFvWRhLznYShb2Mg4uLMjlcnJy9B6BNGIrWdhLFvaSg61kYS/j4MKCXI7vrZGDrWRhL1nYSw62koW9jIMLC3K5uhzvhPTFVrKwlyzsJQdbycJexsGFBbkcD4woB1vJwl6ysJccbCULexkHFxbkclqPdUL6YytZ2EsW9pKDrWRhL+PgwoJcLjs7W+8RSCO2koW9ZGEvOdhKFvYyDi4syOWio6P1HoE0YitZ2EsW9pKDrWRhL+PgwoJcLiUlRe8RSCO2koW9ZGEvOdhKFvYyDi4syOV4NEw52EoW9pKFveRgK1nYyzi86vPNJSUl2LRpEzZt2oSzZ8/CYrGgqKgIUVFRiI6ORrdu3XDNNdcgISHBWfOSQGazmQ96IdhKFvaShb3kYCtZ2Ms4LmphYTabMW/ePPzwww9o3749LrvsMnTt2hUhISHw9fVFbm4u8vLysHPnTrzzzjvw8vLCzJkzMXr0aGfPTwLwtY9ysJUs7CULe8nBVrKwl3HUeWHx6quv4uzZs5gyZQpWrFih6Xtyc3OxcuVK3HPPPXjiiSfQsmXLOg9KcmVmZqJp06Z6j0EasJUs7CULe8nBVrKwl3HUaWGxbt06XH/99XV+aVNISAjuvvtuTJ48GZ999hkCAwPRpEmTOl0GyRUUFKT3CKQRW8nCXrKwlxxsJQt7GUed3rx93XXX1ev9EiaTCePGjeOiopEpLS3VewTSiK1kYS9Z2EsOtpKFvYzDJZ8K5enp6YqLJSIiIiIig3LJwkIp5YqLJaF8fHz0HoE0YitZ2EsW9pKDrWRhL+Oo88KisLDwgtuYTKaLGobcU35+vt4jkEZsJQt7ycJecrCVLOxlHHV68/bUqVPx/vvvo23btvj888+xaNEiWCwWDB48GPfee6/D70lNTcWff/5p+zp48CAOHTqE1NRUp9wAMr6IiAi9RyCN2EoW9pKFveRgK1nYyzjqtMfi22+/RXp6Ot544w3069cPzZs3x5133okff/wRs2bNsm2nlEL//v3RtGlTDBgwAIsXL8apU6ewatUqvPDCC/jrr7+cfkPIuCwWi94jkEZsJQt7ycJecrCVLOxlHHXaYxEaGgo/Pz/06dMHoaGheOKJJwAA1157LXr37o358+fbtm3WrBkqKiqwYMECJCYmAgBWrVqFXr16OXF8koBHw5SDrWRhL1nYSw62koW9jKNOeyzS0tKwdu1anDhxAoGBgbbTPT097d6wbTKZsHLlSrz55ptYsmQJhg4dit9++43vvWikzGaz3iOQRmwlC3vJwl5ysJUs7GUcddpjMX36dPzvf//DggUL8Pfff+Oqq65C+/bt0b59e2RkZFTbvnPnzvjiiy+wc+dOzJ49G6mpqfjtt9/Qu3dvp90AMr6YmBi9RyCN2EoW9pKFveRgK1nYyzjqtLB46KGH7P594sQJHDhwAAcOHEDfvn1tp1f9uNmePXvim2++wS+//IInnngCJpMJGzdurMfYJInFYkFsbKzeY5AGbCULe8nCXnKwlSzsZRx1WlhUlZCQgISEBFx//fV2p1utVofb9+3bFz/88AM2b95cn6slYcLCwvQegTRiK1nYSxb2koOtZGEv43DJAfIuZNCgQXpcLemkqKhI7xFII7aShb1kYS852EoW9jIOXRYW1Lh4ePDHTAq2koW9ZGEvOdhKFvYyDqeXOHLkCMrLy519sSSYp6en3iOQRmwlC3vJwl5ysJUs7GUcTl9YdOzYEX///bezL5YE4y5KOdhKFvaShb3kYCtZ2Ms4nL6wqPqJUER8U5UcbCULe8nCXnKwlSzsZRx8URq5XFpamt4jkEZsJQt7ycJecrCVLOxlHFxYkMvFxcXpPQJpxFaysJcs7CUHW8nCXsbBhQW5nNls1nsE0oitZGEvWdhLDraShb2MgwsLcjkeDVMOtpKFvWRpDL0OnLLgyc92YEtpAl7dchIn0gv0HumiNIZW7oS9jIMLC3K5lJQUvUcgjdhKFvaSxd17fbbzDG5Y/js2J3viZEUEVu7LxOCXt2DVzjN6j1Zn7t7K3bCXcXBhQS4XERGh9wikEVvJwl6yuHOvE+kFeGz1PlgVoGCCgglWBVgVMHP1PpwUtufCnVu5I/YyDqcvLGbOnIkmTZo4+2JJsPz8fL1HII3YShb2ksWde3228wxMJpPD80wmE1YK22vhzq3cEXsZh5ezL3DBggXOvkgSzsfHR+8RSCO2koW9ZHHnXmezimo8jpVSCmezZB3AzJ1buSP2Mg6+FIqIiIjqpXm4f617LJqH+zfwRESkBy4syOVKS0v1HoE0YitZ2EsWd+41tmeLWvdYjOvZooEnqh93buWO2Ms4uLAglwsKCtJ7BNKIrWRhL1ncuVdCZCAWju4CDxP+763bCh4mwMMELBzdBfGRgXqPWCfu3ModsZdxuGRh4enp6YqLrZOlS5ciPj4efn5+6N27N3bs2FHr9qtWrUKHDh3g5+eHzp0745tvvmmgSd1fZmam3iOQRmwlC3vJ4u69xvRsgf/dcwUGxVYg3jMT47pEYNPDAzFG2N4KwP1buRv2Mg6XLCxq2h3aUFauXInp06djzpw52L17N7p27Yphw4bBYrE43H7btm249dZbcdddd2HPnj0YOXIkRo4ciQMHDjTw5O4pJiZG7xFII7aShb1kaQy9Lm0VjWfH9sJAnxOYNjBe3J6KSo2hlTthL+O4qIXFM888g4ULF+Lbb791eBj1mt7A1VAWLVqEu+++G5MmTUKnTp2wfPlyBAQE4N1333W4/SuvvILhw4fjkUceQceOHTF//nxcfvnleP311xt4cveUnJys9wikEVvJwl6ysJccbCULexnHRS0snnrqKYwZMwYlJSV455138K9//avGbVNTU7F582YsXboU999/PwYOHIimTZte9MAXUlpail27dmHIkCG20zw8PDBkyBBs377d4fds377dbnsAGDZsWI3bU93ExcXpPQJpxFaysJcs7CUHW8nCXsZRp+NY3HPPPXj66acRHR2N1q1bo3Xr1hg5cmS17ZRS6N+/P44cOYKwsDC0b98eHTp0wKpVq7Bu3Tq0a9fOWfNXk56ejoqKimqLl6ZNm+Kvv/5y+D0pKSkOt6/tEPElJSUoKSmx/Ts3N/fcf+zdC5z/JqLwcCAhASguBv78s/oFXX75uf89fBgoqHJk0vh4ICICSEsDzlQ5uFBwMNCuHVBRAfzxB7zS0hCTlASvffuA5GSgc2fA2xs4fhzIybH/3rg4oGlTICsLOHHC/jx/f6Bjx3P/vWcPUPVlbR07ntvm1CkgI8P+vKZNz112Xh5w9KjtZIvFgui4uHMzAcD+/UBZmf33tmt37jaZzUBqqv15TZoArVoBRUXAoUP255lMQPfu5/770KFz25wvIeFcg9TUc5d9vtBQoE2bc7Ps349qunYFPD3P3Za8PPvzWrQAoqKAzEzg5En78wIDgfbtz/337t3VL7dTJ8DP79x9n5Vlf15s7Lmv3Fzg2DH783x9gUsvPfff+/YB5eX2519yybmfvbNngaov+4uMBFq2BAoLgaqPAw8PoFs3AEDq5s1oGhpqf37r1kBYGJCSAiQl2Z8XFnbu/NJSwNFLB7t1O3f5R44AVQ9g1LLlubnS04HTp+3PCwo6d3us1nOPqaouuwzw8QH+/hvIzrY/r1kzICbm3Ol//21/np/fufsfOHe5Vqv9+R06AABCsrP//2OpUnQ00Lz5udtx5Ij993l5AV26nPvvgweB854bAABt2wIhIecur+pf1urxHJHk44Nml12m6TmiGgM9RwA4N4ubP0dYLBZER0eLfo7An3+e+1k9X5XnCLv/PyoqEvkcYTabEZeW5vg5IiDg3Dzp6fbnGfA5oi6/R1Qj6DnCYrEgum9f8c8RNlWeI6r9jqfHc0Tlz9mFqDpYu3at6tGjh5ozZ47Kz8+vcTuTyaTGjh2r+vTpo7Zs2WI7PT4+vi5Xd1HMZrMCoLZt22Z3+iOPPKJ69erl8Hu8vb3VJ598Ynfa0qVLVXR0dI3XM2fOHAWg2lfOuYfQ//+67TZ19uxZVXLwoP3p//eVnJysysrKVMnll1c7r/jtt1VGRoYqeOGF6t87dKg6e/asKs/MdHi5aX/+qYqLi1Xh1VdXO69s4UJlsVhUwfvvVzvP2r27Onv2rFJKKauPT7Xzs3/5RRUUFKiC8eOrnVfx6KMqOTlZFX37bfXLjYuzXW55TEy18/P+9z+Vm5urCqZNq/69//znuftw9+7q5/n4KLPZrCoqKlTJZZdVO7/wP/9RmZmZqmD+/Or30/XXq7Nnz6qypCSH96Hl2DFVUlKiihITq51XsmiRSktLU4UrVlSf6corbbfV0eVm7tihCgsLVcGoUdXOK3/qKZWSkqKK1q6tfrlt2vz/+zAiotr5ud99p/Ly8lTBv/5V/XvvvVeZzWZVvG1b9fOCg5XZbFZWq1WVtGtX7fyCTz9V2dnZKv+pp6rfnptvVmfPnlWlf//t8LamnDqlSktLVfGVV1a/D5cuPffz/cor1b83MVGdPXtWVRQWOrzcjD/+UEVFRarw2mur/3zPn69SU1NVwaefVr+tnTrZ7sOKoKBq5+ds3qyOHz+udlxxRfWf73//WyUlJanizZurX25kpO1yy1q1qnZ+/urVKicnRxU88kj121OP54j85cv5HAE+R9gutwGeI0ovuaTa+e74HFFSUlLjc0R+fr4qmDix+s+3AZ8j+HsEnyPsLrcezxFamc7NrF1FRQVWrFiB5cuX495778WUKVPg4WH/iipPT09UVFRg//79mD17NgoKCjB//nzceuut+LvqXwecrLS0FAEBAfj888/t9qZMmDAB2dnZ+PLLL6t9T8uWLTF9+nQ8+OCDttPmzJmDtWvX4g9Hq3g43mPRokUL5GzdihAd9likpaVhzZo1GDVqFKKiogz1l4bMzExENG3q9n+NtBH818iMn35Ck8Aqb7ZsZHssknNy8OkLL+D24cPPPZYqGfCvkWmBgYhq397t/xoJwC2eIzIzMxERESH6OULLHgu7/z9q107kc4TFYkF0UhL3WAh5jsjMzERE797inyNsqjxHVPsdz8B7LOq8sACA06dPY9OmTZgxYwYiIyPx4osv4vrrr7edX7mwqLRz507Mnj0bW7duxaZNm9C7d++6XmWd9O7dG7169cJrr70GALBarWjZsiWmTp2Kxx57rNr248aNQ2FhIf73v//ZTrvqqqvQpUsXLF++XNN15ubmIjQ0FDk5OQgJCXHODamD5ORkrFixAlOmTEFsbGyDX39t8vLyEBwcrPcYpAFbGfuxVBV7ydJYekl6DNWksbRyF+7eS9Jjqk7vsRg+fDgOHTqEFi1a2H5xv+SSS7Bs2TL88MMPWLJkicPv69mzJ7755hv88ssveOKJJ2AymbBx40ZnzO/Q9OnTMWHCBPTs2RO9evXCkiVLUFBQgEmTJgEA7rzzTsTFxWHBggUAgH//+99ITEzEyy+/jGuvvRaffvopdu7ciRUrVrhsxsbk/EUmGRtbycJesrCXHGwlC3sZR50WFs8//zw6d+5c7QB477zzDjr835seAaCmnSB9+/bFDz/8gM2bN1/EqNqNGzcOaWlpmD17NlJSUtCtWzesX7/e9gbt06dP271866qrrsInn3yCp556Ck888QTatWuHtWvX4rLLLnPpnI2FtequZDIstpKFvWRhLznYShb2Mo46LSwyMjJQXl7u8Mja5x+purbAO3bsQJfK1xm60NSpUzF16lSH523ZsqXaaWPGjMGYMWNcPFXj5O/vr/cIpBFbycJesrCXHGwlC3sZR52OY3HVVVdhzpw5eP/991FQ5Q1CrVu3rvV7d+3ahUceeQQlJSVo0qRJ3SclsbKrvnGODIutZGEvWdhLDraShb2Mo057LPz9/fH888/ju+++wzXXXIOgoCB069YNnTt3RkREBEJCQuDj44O8vDzk5ubi5MmT2Lt3L/bu3YuhQ4fiiSeeQHh4uKtuCxlUdHS03iOQRmwlC3vJwl5ysJUs7GUcdVpYVBo2bBiGDRuG3bt349tvv8Vbb72Fs2fPwmKxoKioCJGRkYiOjkbXrl0xYsQIvPzyywgLC3Py6CRFSkoKj4opBFvJwl6ysJccbCULexnHRS0sKl1++eW4/PLL8eSTTzprHnJDfLDLwVaysJcs7CUHW8nCXsZRp/dYEF0Mc9UDypBhsZUs7CULe8nBVrKwl3FwYUEux9c+ysFWsrCXLOwlB1vJwl7GwYUFuVxmZqbeI5BGbCULe8nCXnKwlSzsZRxcWJDLBQUF6T0CacRWsrCXLOwlB1vJwl7GwYUFuVxpaaneI5BGbCULe8nCXnKwlSzsZRz1+lQoR44cOYLWrVvDy8vpF01E5BJ5eXnIz88HAKSnp9v9L3Dur2HBwcG6zEZERCSF03/779ixIw4dOoRLLrnE2RdNQvn4+Og9AmnUWFvt2rULW7dutTttzZo1tv9OTEzEwIEDG3iqC2usvaRiLznYShb2Mg6nLyyUUs6+SBIuPz8fgYGBeo9BGjTWVj169ED79u1rPN+or99trL2kYi852EoW9jIOvl6JXC4iIkLvEUijxtoqODhY5EudGmsvqdhLDraShb2Mg2/eJpezWCx6j0AasZUs7CULe8nBVrKwl3FwYUEuFxcXp/cIpBFbycJesrCXHGwlC3sZBxcW5HJms1nvEUgjtpKFvWRhLznYShZ37nXglAVPfrYDW0oT8OqWkziRXqD3SLXiwoJcLiYmRu8RSCO2koW9ZGEvOdhKFnft9dnOM7hh+e/YnOyJkxURWLkvE4Nf3oJVO8/oPVqNuLAgl+NrH+VgK1nYSxb2koOtZHHHXifSC/DY6n2wKkDBBAUTrAqwKmDm6n04adA9F05fWMycORNNmjRx9sWSYGFhYXqPQBqxlSzsJQt7ycFWsrhjr892noHJZHJ4nslkwkqD7rVw+sJiwYIFXFiQncLCQr1HII3YShb2koW95GArWdyx19msohqPDaeUwtmsogaeSBu+FIpczsuLh0uRgq1kYS9Z2EsOtpLFHXs1D/evdY9F83D/Bp5IGy4syOU8PPhjJgVbycJesrCXHGwlizv2GtuzRa17LMb1bNHAE2njfiXIcIqKjLm7jqpjK1nYSxb2koOtZHHHXgmRgVg4ugs8TPi/t24reJgADxOwcHQXxEcG6j2iQ05fWCxevBgAcPDgQVRUVDj74kmg0NBQvUcgjdhKFvaShb3kYCtZ3LXXmJ4t8L97rsCg2ArEe2ZiXJcIbHp4IMYYdG8F4IKFRbdu3QAATzzxBDp16oRu3brhtttuw/PPP49169Y5++pIgPT0dL1HII3YShb2koW95GArWdy516WtovHs2F4Y6HMC0wbGG3ZPRSWnvNslLy8PwcHBAIBBgwYBAL788ksAQH5+Pg4ePIj9+/dj48aNuO6665xxlSRIXFyc3iOQRmwlC3vJwl5ysJUs7GUcTtlj0b9/f6SkpDg8LygoCL1798bkyZOxZMkSZ1wdCWM2m/UegTRiK1nYSxb2koOtZGEv43DKwqJ79+7o3bs3/vrrL7vT9+7di2uuucYZV0GCNWvWTO8RSCO2koW9ZGEvOdhKFvYyDqcsLN577z1MnDgR/fr1w88//4wjR45g7Nix6NGjBzw9PZ1xFSRYcnKy3iOQRmwlC3vJwl5ysJUs7GUcTjuiyLx58+Dr64urr74aFRUVGDx4MLZv345evXo56ypIKB6JXQ62koW9ZGEvOdhKFvYyDqfssUhNTcW///1vPPPMM+jUqRO8vb0xceJELioIAJCbm6v3CKQRW8nCXrKwlxxsJQt7GYdTFhYJCQn48ccfsWrVKuzatQurV6/GlClT8OKLLzrj4kk4X19fvUcgjdhKFvaShb3kYCtZ2Ms4nPJSqHfffRe33HKL7d/Dhw/H5s2bcd111+HkyZNYunSpM66GiIiIiIgMyil7LM5fVFS6/PLLsW3bNmzatMkZV0GClZaW6j0CacRWsrCXLOwlB1vJwl7G4fQjb58vPj4e27Ztc+VVkABBQUF6j0AasZUs7CULe8nBVrKwl3G4dGEBAOHh4a6+CjK4zMxMvUcgjdhKFvaShb3kYCtZ2Ms4XL6wIIqJidF7BNKIrWRhL1nYSw62koW9jIMLC3I5HrhGDraShb1kYS852EoW9jIOLizI5eLi4vQegTRiK1nYSxb2koOtZGEv43DawiI7Oxsvv/wyJk+ejMmTJ2Px4sXIyclx1sWTYGazWe8RSCO2koW9ZGEvOdhKFvYyDqcsLHbu3Ik2bdpg8eLFyMzMRGZmJhYtWoQ2bdpg9+7dzrgKEiwqKkrvEUgjtpKFvWRhLznYShb2Mg6nLCweeugh3HDDDTh58iTWrFmDNWvW4MSJE7juuuvw4IMPOuMqSLDs7Gy9RyCN2EoW9pKFveRgK1nYyziccuTtnTt34q233oKX1/+/OC8vLzz66KPo2bOnM66CBAsICNB7BNKIrWRhL1nYSw62koW9jMMpeyxCQkJw+vTpaqefOXMGwcHBzrgKEqy8vFzvEUgjtpKFvWRhLznYShb2Mg6nLCzGjRuHu+66CytXrsSZM2dw5swZfPrpp5g8eTJuvfVWZ1wFCWa1WvUegTRiK1nYSxb2koOtZGEv43DKS6FeeuklmEwm3HnnnSgvL4dSCj4+Prj33nvx/PPPO+MqSDB/f3+9RyCN2EoW9pKFveRgK1nYyzicssfCx8cHr7zyCrKysrB371788ccfyMzMxOLFi+Hr6+uMqyDB+LHDcrCVLOwlC3vJwVaysJdxOGWPxdNPP13r+bNnz3bG1ZBQkZGReo9AGrGVLOwlC3vJwVaysJdxOGVh8cUXX9j9u6ysDCdOnICXlxfatGnDhUUjl5qayqNiCsFWsrCXLOwlB1vJwl7G4ZSFxZ49e6qdlpubi4kTJ+Kmm25yxlWQYHywy8FWsrCXLOwlB1vJwl7G4ZT3WDgSEhKCefPmYdasWa66ChLCbDbrPQJpxFaysJcs7CUHW8nCXsbhsoUFcO7NNHxDDUVHR+s9AmnEVrKwlyzsJQdbycJexuGUl0K9+uqrdv9WSiE5ORkffvghRowY4YyrIMEyMjIQExOj9xikAVvJwl6ysJccbCULexmHUxYWixcvtvu3h4cHoqKiMGHCBDz++OPOuAoSLCQkRO8RSCO2koW9ZGEvOdhKFvYyDqcsLE6cOOGMiyE3VVxcjICAAL3HIA3YShb2koW95GArWdjLOFz6HgsiADCZTHqPQBqxlSzsJQt7ycFWsrCXcVz0Hovp06dr3nbRokUXezXkBnx8fPQegTRiK1nYSxb2koOtZGEv47johUXVY1fs3r0b5eXlaN++PQDgyJEj8PT0RI8ePeo3IYmXn5+PwMBAvccgDdhKFvaShb3kYCtZ2Ms4LnphsXnzZtt/L1q0CMHBwfjggw8QHh4OAMjKysKkSZPQv3//+k9JokVEROg9AmnEVrKwlyzsJQdbycJexuGU91i8/PLLWLBggW1RAQDh4eF45pln8PLLLzvjKkgwi8Wi9wikEVvJwl6ysJccbCULexmHUxYWubm5SEtLq3Z6Wloa8vLynHEVJFhcXJzeI5BGbCULe8nCXnKwlSzsZRxOWVjcdNNNmDRpEtasWYOzZ8/i7NmzWL16Ne666y6MGjXKGVdBtThwyoInP9uBLaUJeHXLSZxIL9B7JDtms1nvEUgjtpKFvWRhLznYShb2Mg6nHMdi+fLlmDFjBsaPH4+ysrJzF+zlhbvuugsvvviiM66CavDZzjN4bPU+KOUJIAKn9mVi5b4tWDi6C8b0bKH3eADAo2EKwlaysJcs7CUHW8nCXsbhlD0WAQEBWLZsGTIyMrBnzx7s2bMHmZmZWLZsWYO/Sz8zMxO33XYbQkJCEBYWhrvuugv5+fm1fs+KFSswcOBAhISEwGQyITs7u2GGracT6QV4bPU+WBWgYIKCCVYFWBUwc/U+nDTInovU1FS9RyCN2EoW9pKFveRgK1nYyziceoC8wMBAdOnSBV26dNHtY79uu+02HDx4EBs2bMC6devw448/YsqUKbV+T2FhIYYPH44nnniigaZ0js92nqnxoDAmkwkrd55p4IkcO/9N/WRsbCULe8nizr3y8vKQnJyM5ORkpKenAwDS09Ntp0l7v6U7t3JH7GUc9TpA3vz58xEYGHjBg+U11AHyDh06hPXr1+P3339Hz549AQCvvfYarrnmGrz00kto1qyZw+978MEHAQBbtmxpkDmd5WxWEZRSDs9TSuFsVlEDT+RYYWEh/P399R6DNGArWdhLFnfutWvXLmzdutXutDVr1tj+OzExEQMHDmzgqS6eO7dyR+xlHPU6QF7l+ymqHizvfA15mPXt27cjLCzMtqgAgCFDhsDDwwO//fYbbrrppgabpSE0D/c/d/86WFyYTCY0DzfGg8zLyylv5aEGwFaysJcs7tyrR48etgPkOhIUFNSA09SfO7dyR+xlHE45QN75/62nlJQUREdH253m5eWFiIgIpKSkOPW6SkpKUFJSYvt3bm6uUy9fi7E9W+DNrccdnqeUwjiDvHnbw8Opr7gjF2IrWdhLFnfuFRwcjODgYL3HcBp3buWO2Ms4nFKiqKgIhYWFtn+fOnUKS5Yswffff++Mi8djjz0Gk8lU69dff/3llOvSasGCBQgNDbV9tWhx7pf44uJiJCUlwWq12j7+zGw2o7S0FBaLBfn5+cjOzkZmZiaKioqQkpKC8vJyu23LysqQkpKCwsJCZGZmIisrCwUFBUhNTUVZWZltW5+SbCwYdRlMwP+9dVvBwwR4mICnhiYgNtjL7nKVUjCbzSgpKUFaWhpyc3ORm5uL9PR0FBUVaZ67sLDQ4dzl5eXV5s7Pz0dycrLd3GazGVarFUlJSSgqKkJGRgZycnKQl5eHtLQ0lJSU2M1bde68vDzk5OQgIyOjxrnLysqQmpqK/Px8ZGVl1Wnu7Oxs5Ofnw2KxoLS0tMa509PTbfeho7krv6e2uSsqKhzOXVBQUG3uqvdh5dxFRUWa5y4uLnY4d1JS0rmXz509aze3xWKpNndycvIF567pZ9ZsNqOiogLJycl2c+fl5dVp7vT09As+1vLy8uwea86c+/yfWYvFYmt//mMtKSnJ4WPNmc8RldtdaO4LPdb0fo5wNLc7Pkfk5uaKf46oOre7PkcUFxe7xXPEhX6PcJfnCIvF4hbPETX9HlFaWgoAKCgo0O05QiuTqulF+nUwdOhQjBo1Cvfccw+ys7PRvn17+Pj4ID09HYsWLcK9995br8tPS0tDRkZGrdu0bt0aH330ER5++GFkZWXZTi8vL4efnx9WrVp1wZdCbdmyBYMGDUJWVhbCwsJq3dbRHosWLVogJycHISEhF75RTnTwlAUvr92OE5YcXHlZO/zr6i6Ij9TnzfOOlJSUwNfXV+8xSAO2koW9ZGEvOdhKFnfvlZycjBUrVmDKlCmIjY3Ve5xaOWWPxe7du9G/f38AwOeff46YmBicOnUK//nPf/Dqq6/W+/KjoqLQoUOHWr98fHzQp08fZGdnY9euXbbv3bRpE6xWK3r37l3vOc7n6+uLkJAQuy+9XNoqGs+O7YWBPicwbWC8oRYVAGyfEELGx1aysJcs7CUHW8nCXsbhlIVFYWGh7bWV33//PUaNGgUPDw9ceeWVOHXqlDOuQpOOHTti+PDhuPvuu7Fjxw788ssvmDp1Km655RbbJ0KZzWZ06NABO3bssH1fSkoK9u7di2PHjgEA9u/fj7179yIzM7PBZndncXFxeo9AGrGVLOwlC3vJwVaysJdxOGVh0bZtW6xduxZnzpzBd999h6FDhwIALBZLg/8l/+OPP0aHDh0wePBgXHPNNejXrx9WrFhhO7+srAyHDx+2e0/I8uXL0b17d9x9990AgAEDBqB79+746quvGnR2d1WX1+aRvthKFvaShb3kYCtZ2Ms4nPL5XLNnz8b48ePx0EMPYfDgwejTpw+Ac3svunfv7oyr0CwiIgKffPJJjefHx8dXO/bD3LlzMXfuXBdP1njVdPwQMh62koW9ZGEvOdhKFvYyDqfssbj55ptx+vRp7Ny5E+vXr7edPnjwYCxevNgZV0GCJSUl6T0CacRWsrCXLOwlB1vJwl7G4bQjisTExCAmJsbutF69ejnr4kmwyMhIvUcgjdhKFvaShb3kYCtZ2Ms4nHZEkZ9++gm33347+vTpY3ut24cffoiff/7ZWVdBQulx8EC6OGwlC3vJwl5ysJUs7GUcTllYrF69GsOGDYO/vz/27NljO75DTk4OnnvuOWdcBQnmzp8t7W7YShb2koW95GArWdjLOJyysHjmmWewfPlyvPXWW/D29rad3rdvX+zevdsZV0FERERERAbmlIXF4cOHMWDAgGqnh4aGIjs72xlXQYJVHoqejI+tZGEvWdhLDraShb2MwykLi5iYGNvB5c73888/o3Xr1s64ChIsMNBYRwKnmrGVLOwlC3vJwVaysJdxOGVhcffdd+Pf//43fvvtN5hMJiQlJeHjjz/GjBkzcO+99zrjKkiwrKwsvUcgjdhKFvaShb3kYCtZ2Ms4nPJxs4899hisVisGDx6MwsJCDBgwAL6+vpgxYwYeeOABZ1wFCVb1Y4jJuNhKFvaShb3kYCtZ2Ms4nLLHwmQy4cknn0RmZiYOHDiAX3/9FWlpaZg/fz6KioqccRUkWHJyst4jkEZsJQt7ycJecrCVLOxlHE47jgUA+Pj4oFOnTujVqxe8vb2xaNEiJCQkOPMqSKC4uDi9RyCN2EoW9pKFveRgK1nYyzjqtbAoKSnB448/jp49e+Kqq67C2rVrAQDvvfceEhISsHjxYjz00EPOmJMEqzxgIhkfW8nCXrKwlxxsJQt7GUe93mMxe/ZsvPnmmxgyZAi2bduGMWPGYNKkSfj111+xaNEijBkzBp6ens6alYSKiorSewTSiK1kYS9Z2EsOtpKFvYyjXnssVq1ahf/85z/4/PPP8f3336OiogLl5eX4448/cMstt3BRQQDAY5kIwlaysJcs7CUHW8nCXsZRr4XF2bNn0aNHDwDAZZddBl9fXzz00EMwmUxOGY7cQ0BAgN4jkEZsJQt7ycJecrCVLOxlHPVaWFRUVMDHx8f2by8vLwQFBdV7KHIv5eXleo9AGrGVLOwlC3vJwVaysJdx1Os9FkopTJw4Eb6+vgCA4uJi3HPPPdWOgLhmzZr6XA0JZ7Va9R6BNGIrWdhLFvaSg61kYS/jqNfCYsKECXb/vv322+s1DLknPz8/vUcgjdhKFvaShb3kYCtZ2Ms46rWweO+995w1B7mx3Nxcvv5RCLaShb1kYS852EoW9jIOpx4gj8iRyMhIvUcgjdhKFvaShb3kYCtZ2Ms4uLAgl0tNTdV7BNKIrWRhL1nYSw62koW9jIMLC3K5uLg4vUcgjdhKFvaShb3kYCtZ2Ms4uLAglzObzXqPQBqxlSzsJQt7ycFWsrCXcXBhQS7XtGlTvUcgjdhKFvaShb3kYCtZ2Ms4uLAgl0tPT9d7BNKIrWRhL1nYSw62koW9jIMLC3K5kJAQvUcgjdhKFvaShb3kYCtZ2Ms4uLAglysuLtZ7BNKIrWRhL1nYSw62koW9jIMLC3I5k8mk9wikEVvJwl6ysJccbCULexkHFxbkct7e3nqPQBqxlSzsJQt7ycFWsrCXcXBhQS5XUFCg9wikEVvJwl6ysJccbCULexkHFxbkchEREXqPQBqxlSzsJQt7ycFWsrCXcXBhQS5nsVj0HoE0YitZ2EsW9pKDrWRhL+PgwoJcLi4uTu8RSCO2koW9ZGEvOdhKFvYyDi4syOXMZrPeI5BGbCULe8nCXnKwlSzsZRxcWJDLxcbG6j0CacRWsrCXLOwlB1vJwl7GwYUFuVxKSoreI5BGbCULe8nCXnKwlSzsZRxcWJDLhYeH6z0CacRWsrCXLOwlB1vJwl7G4aX3AOT+CgsL4e/vr/cYpAFbycJesrCXHGwlizv2ysvLQ35+PgAgPT3d7n8BICgoCMHBwbrMVhsuLMjlvLz4YyYFW8nCXrKwlxxsJYs79tq1axe2bt1qd9qaNWts/52YmIiBAwc28FQX5n4lyHA8PPiKOynYShb2koW95GArWdyxV48ePdC+ffsazw8KCmrAabTjwoJcrri42JC766g6tpKFvWRhLznYShZ37BUcHCzyNrnfEo8MJyQkRO8RSCO2koW9ZGEvOdhKFvYyDi4syOXOf7MRGRtbycJesrCXHGwlC3sZBxcW5HLNmjXTewTSiK1kYS9Z2EsOtpKFvYyDCwtyuaSkJL1HII3YShb2koW95GArWdjLOLiwIJfjXxLkYCtZ2EsW9pKDrWRhL+PgwoJcjn9JkIOtZGEvWdhLDraShb2MgwsLcrnIyEi9RyCN2EoW9pKFveRgK1nYyzi4sCCXy83N1XsE0oitZGEvWdhLDraShb2MgwsLcjk/Pz+9RyCN2EoW9pKFveRgK1nYyzi4sCCXs1qteo9AGrGVLOwlC3vJwVaysJdxcGFBLldeXq73CKQRW8nCXrKwlxxsJQt7GQcXFuRyAQEBeo9AGrGVLOwlC3vJwVaysJdxcGFBLpeVlaX3CKQRW8nCXrKwlxxsJQt7GQcXFuRyMTExeo9AGrGVLOwlC3vJwVaysJdxcGFBLpecnKz3CKQRW8nCXrKwlxxsJQt7GQcXFuRycXFxeo9AGrGVLOwlC3vJwVaysJdxcGFBLmc2m/UegTRiK1nYSxb2koOtZGEv4+DCglwuOjpa7xFII7aShb1kYS852EoW9jIOLizI5TIzM/UegTRiK1nYSxb2koOtZGEv4+DCglwuMDBQ7xFII7aShb1kYS852EoW9jIOLizI5crKyvQegTRiK1nYSxb2koOtZGEv4+DCglxOKaX3CKQRW8nCXrKwlxxsJQt7GYfbLSwyMzNx2223ISQkBGFhYbjrrruQn59f6/YPPPAA2rdvD39/f7Rs2RLTpk1DTk5OA07t3vz8/PQegTRiK1nYSxb2koOtZGEv43C7hcVtt92GgwcPYsOGDVi3bh1+/PFHTJkypcbtk5KSkJSUhJdeegkHDhzA+++/j/Xr1+Ouu+5qwKndW25urt4jkEZsJQt7ycJecrCVLOxlHCblRvuPDh06hE6dOuH3339Hz549AQDr16/HNddcg7Nnz6JZs2aaLmfVqlW4/fbbUVBQAC8vL03fk5ubi9DQUOTk5CAkJOSib8PFSk5OxooVKzBlyhTExsY2+PXXpry8XPP9SPpiK1nYSxb2koOtZGEv43CrPRbbt29HWFiYbVEBAEOGDIGHhwd+++03zZdTuTio7Ye0pKQEubm5dl/kWGpqqt4jkEZsJQt7ycJecrCVLOxlHG61sEhJSal2kBQvLy9EREQgJSVF02Wkp6dj/vz5tb58CgAWLFiA0NBQ21eLFi0AAMXFxUhKSoLVarUdCdJsNqO0tBQWiwX5+fnIzs5GZmYmioqKkJKSgvLycrtty8rKkJKSgsLCQmRmZiIrKwsFBQVITU1FWVmZ3bYVFRVISkpCcXExACA/Px95eXlIS0tDSUmJ3bZKKZjNZpSUlCAtLc22IEpPT0dRUZHmuQsLCx3OXV5eXm3u/Px8eHl5VZvbarUiKSkJRUVFyMjIQE5OTrW5K+etOndeXh5ycnKQkZFR49xlZWVITU1Ffn4+srKy6jR3dnY28vPzYbFYUFpaWuPc6enptvvQ0dyV31Pb3BUVFQ7nLigoqDZ31fuwcu6ioiLNcxcXFzucOykpye7Nb5VzWyyWanMnJydfcO4L/cwmJyfbzZ2Xl1enudPT0y/4WMvLy7N7rDlz7vN/Zi0Wi8PHWlJSksPHmjOfI8LDwzU/R9T2WNP7OcLR3O74HBEZGSn+OaLq3O76HBEXF+cWzxF1+T1C8nOEn5+fWzxHGPn3CK1EvBTqsccew8KFC2vd5tChQ1izZg0++OADHD582O686OhozJs3D/fee2+tl5Gbm4urr74aERER+Oqrr+Dt7V3jtiUlJSgpKbH73hYtWvClUA5UPkmT8bGVLOwlC3vJwVaysJdxiHhB2sMPP4yJEyfWuk3r1q0RExMDi8Vid3p5eTkyMzMRExNT6/fn5eVh+PDhCA4OxhdffFHrogIAfH194evrq2n+xq5p06Z6j0AasZUs7CULe8nBVrKwl3GIWFhERUUhKirqgtv16dMH2dnZ2LVrF3r06AEA2LRpE6xWK3r37l3j9+Xm5mLYsGHw9fXFV199xY8tc7L09PQLLuzIGNhKFvaShb3kYCtZ2Ms43Oo9Fh07dsTw4cNx9913Y8eOHfjll18wdepU3HLLLbZPhDKbzejQoQN27NgB4NyiYujQoSgoKMA777yD3NxcpKSkICUlBRUVFXreHLehx0vD6OKwlSzsJQt7ycFWsrCXcbjVwgIAPv74Y3To0AGDBw/GNddcg379+mHFihW288vKynD48GEUFhYCAHbv3o3ffvsN+/fvR9u2bREbG2v7OnPmjF43w61UvrGcjI+tZGEvWdhLDraShb2MQ8RLoeoiIiICn3zySY3nx8fH2336zcCBA3koeBfz8HC79avbYitZ2EsW9pKDrWRhL+NgCXI5HrRGDraShb1kYS852EoW9jIOLizI5SpfdkbGx1aysJcs7CUHW8nCXsbBhQW5XFhYmN4jkEZsJQt7ycJecrCVLOxlHFxYkMulpaXpPQJpxFaysJcs7CUHW8nCXsbBhQW5HI+GKQdbycJesrCXHGwlC3sZBxcW5HJms1nvEUgjtpKFvWRhLznYShb2Mg4uLMjlYmNj9R6BNGIrWdhLFvaSg61kYS/j4MKCXC4lJUXvEUgjtpKFvWRhLznYShb2Mg4uLMjlwsPD9R6BNGIrWdhLFvaSg61kYS/j4MKCXK6goEDvEUgjtpKFvWRhLznYShb2Mg4uLMjlfHx89B6BNGIrWdhLFvaSg61kYS/j4MKCiIiIiIjqjQsLcrmSkhK9RyCN2EoW9pKFveRgK1nYyzi4sCCXCwkJ0XsE0oitZGEvWdhLDraShb2MgwsLcrn09HS9RyCN2EoW9pKFveRgK1nYyzi4sCCXa9asmd4jkEZsJQt7ycJecrCVLOxlHFxYkMslJSXpPQJpxFaysJcs7CUHW8nCXsbBhQW5XFxcnN4jkEZsJQt7ycJecrCVLOxlHFxYkMuZzWa9RyCN2EoW9pKFveRgK1nYyzi4sCCXi4yM1HsE0oitZGEvWdhLDraShb2MgwsLcrnc3Fy9RyCN2EoW9pKFveRgK1nYyzi4sCCX8/Pz03sE0oitZGEvWdhLDraShb2MgwsLcjmr1ar3CKQRW8nCXrKwlxxsJQt7GQcXFuRy5eXleo9AGrGVLOwlC3vJwVaysJdxcGFBLhcQEKD3CKQRW8nCXrKwlxxsJQt7GQcXFuRyWVlZeo9AGrGVLOwlC3vJwVaysJdxcGFBLte0aVO9RyCN2EoW9pKFveRgK1nYyzi4sCCXS0lJ0XsE0oitZGEvWdhLDraShb2MgwsLcrm4uDi9RyCN2EoW9pKFveRgK1nYyzi4sCCXM5vNeo9AGrGVLOwlC3vJwVaysJdxcGFBLhcdHa33CKQRW8nCXrKwlxxsJQt7GQcXFuRymZmZeo9AGrGVLOwlC3vJwVaysJdxcGFBLhcUFKT3CKQRW8nCXrKwlxxsJQt7GQcXFuRypaWleo9AGrGVLOwlC3vJwVaysJdxcGFBLqeU0nsE0oitZGEvWdhLDraShb2Mw0vvAeji5eXlIT8/HwCQnp5u97/AuV2DwcHBusx2Pj8/P71HII3YShb2koW95GArWdjLOLiwEGzXrl3YunWr3Wlr1qyx/XdiYiIGDhzYwFNVl5ubi4CAAL3HIA3YShb2koW95GArWdjLOEyK+4+cIjc3F6GhocjJyUFISEiDXOf5eywcMcoei7KyMnh7e+s9BmnAVrKwlyzsJQdbycJexsE9FoIFBwcbYuFwIRaLhUfFFIKtZGEvWdhLDraShb2Mg3ssnESPPRZEREREREbBT4UilzObzXqPQBqxlSzsJQt7ycFWsrCXcXCPhZNwj0XNysvL4eXFV91JwFaysJcs7CUHW8nCXsbBPRbkcud/BC4ZG1vJwl6ysJccbCULexkHFxbkcqGhoXqPQBqxlSzsJQt7ycFWsrCXcXBhQS5XVFSk9wikEVvJwl6ysJccbCULexkHFxbkch4e/DGTgq1kYS9Z2EsOtpKFvYyDJcjl+IYqOdhKFvaShb3kYCtZ2Ms4uLAglyssLNR7BNKIrWRhL1nYSw62koW9jIMLC3K5sLAwvUcgjdhKFvaShb3kYCtZ2Ms4uLAgl0tLS9N7BNKIrWRhL1nYSw62koW9jIMHyHMSHiCPiIiIiBoz7rEglzObzXqPQBqxlSzsJQt7ycFWsrCXcXCPhZNwj0XNrFYrPwpOCLaShb1kYS852EoW9jIOViCXS0lJ0XsE0oitZGEvWdhLDraShb2Mgx/86ySVO35yc3N1nsR4vLy8eL8IwVaysJcs7CUHW8nCXg0jODgYJpOp1m24sHCSvLw8AECLFi10noSIiIiIyLm0vNyf77FwEqvViqSkJE2rucYkNzcXLVq0wJkzZ/jeE4NjK1nYSxb2koOtZGGvhsM9Fg3Iw8MDzZs313sMwwoJCeEDXgi2koW9ZGEvOdhKFvYyBr55m4iIiIiI6o0LCyIiIiIiqjcuLMilfH19MWfOHPj6+uo9Cl0AW8nCXrKwlxxsJQt7GQvfvE1ERERERPXGPRZERERERFRvXFgQEREREVG9cWFBRERERET1xoUF1erHH3/E9ddfj2bNmsFkMmHt2rV2569ZswZDhw5FkyZNYDKZsHfv3mqXUVxcjPvvvx9NmjRBUFAQRo8ejdTUVLttTp8+jWuvvRYBAQGIjo7GI488gvLychfeMvdUW6+ysjLMnDkTnTt3RmBgIJo1a4Y777wTSUlJdpeRmZmJ2267DSEhIQgLC8Ndd92F/Px8u2327duH/v37w8/PDy1atMALL7zQEDfP7Vzo8TV37lx06NABgYGBCA8Px5AhQ/Dbb7/ZbcNeDedCvc53zz33wGQyYcmSJXans1fDuFCriRMnwmQy2X0NHz7cbhu2ajhaHluHDh3CDTfcgNDQUAQGBuKKK67A6dOnbefzdw1j4MKCalVQUICuXbti6dKlNZ7fr18/LFy4sMbLeOihh/C///0Pq1atwtatW5GUlIRRo0bZzq+oqMC1116L0tJSbNu2DR988AHef/99zJ492+m3x93V1quwsBC7d+/GrFmzsHv3bqxZswaHDx/GDTfcYLfdbbfdhoMHD2LDhg1Yt24dfvzxR0yZMsV2fm5uLoYOHYpWrVph165dePHFFzF37lysWLHC5bfP3Vzo8XXJJZfg9ddfx/79+/Hzzz8jPj4eQ4cORVpamm0b9mo4F+pV6YsvvsCvv/6KZs2aVTuPvRqGllbDhw9HcnKy7eu///2v3fls1XAu1Ov48ePo168fOnTogC1btmDfvn2YNWsW/Pz8bNvwdw2DUEQaAVBffPGFw/NOnDihAKg9e/bYnZ6dna28vb3VqlWrbKcdOnRIAVDbt29XSin1zTffKA8PD5WSkmLb5o033lAhISGqpKTE6bejsaitV6UdO3YoAOrUqVNKKaX+/PNPBUD9/vvvtm2+/fZbZTKZlNlsVkoptWzZMhUeHm7XZubMmap9+/bOvxGNiJZeOTk5CoDauHGjUoq99FRTr7Nnz6q4uDh14MAB1apVK7V48WLbeeylD0etJkyYoG688cYav4et9OOo17hx49Ttt99e4/fwdw3j4B4Lcqldu3ahrKwMQ4YMsZ3WoUMHtGzZEtu3bwcAbN++HZ07d0bTpk1t2wwbNgy5ubk4ePBgg8/cmOTk5MBkMiEsLAzAuRZhYWHo2bOnbZshQ4bAw8PD9hKc7du3Y8CAAfDx8bFtM2zYMBw+fBhZWVkNOn9jUlpaihUrViA0NBRdu3YFwF5GY7Vacccdd+CRRx7BpZdeWu189jKWLVu2IDo6Gu3bt8e9996LjIwM23lsZRxWqxVff/01LrnkEgwbNgzR0dHo3bu33cul+LuGcXBhQS6VkpICHx8f2y+ulZo2bYqUlBTbNuc/0CvPrzyPXKO4uBgzZ87ErbfeipCQEADn7u/o6Gi77by8vBAREcFeOlm3bh2CgoLg5+eHxYsXY8OGDYiMjATAXkazcOFCeHl5Ydq0aQ7PZy/jGD58OP7zn//ghx9+wMKFC7F161aMGDECFRUVANjKSCwWC/Lz8/H8889j+PDh+P7773HTTTdh1KhR2Lp1KwD+rmEkXnoPQEQNr6ysDGPHjoVSCm+88Ybe41AtBg0ahL179yI9PR1vvfUWxo4di99++63aLz2kr127duGVV17B7t27YTKZ9B6HLuCWW26x/Xfnzp3RpUsXtGnTBlu2bMHgwYN1nIyqslqtAIAbb7wRDz30EACgW7du2LZtG5YvX47ExEQ9x6MquMeCXComJgalpaXIzs62Oz01NRUxMTG2bap+ckPlvyu3IeepXFScOnUKGzZssO2tAM7d3xaLxW778vJyZGZmspdOAgMD0bZtW1x55ZV455134OXlhXfeeQcAexnJTz/9BIvFgpYtW8LLywteXl44deoUHn74YcTHxwNgLyNr3bo1IiMjcezYMQBsZSSRkZHw8vJCp06d7E7v2LGj7VOh+LuGcXBhQS7Vo0cPeHt744cffrCddvjwYZw+fRp9+vQBAPTp0wf79++3exKv/IW36hMJ1U/louLo0aPYuHEjmjRpYnd+nz59kJ2djV27dtlO27RpE6xWK3r37m3b5scff0RZWZltmw0bNqB9+/YIDw9vmBvSiFmtVpSUlABgLyO54447sG/fPuzdu9f21axZMzzyyCP47rvvALCXkZ09exYZGRmIjY0FwFZG4uPjgyuuuAKHDx+2O/3IkSNo1aoVAP6uYSh6v3ucjC0vL0/t2bNH7dmzRwFQixYtUnv27LF9ilBGRobas2eP+vrrrxUA9emnn6o9e/ao5ORk22Xcc889qmXLlmrTpk1q586dqk+fPqpPnz6288vLy9Vll12mhg4dqvbu3avWr1+voqKi1OOPP97gt1e62nqVlpaqG264QTVv3lzt3btXJScn277O/0SM4cOHq+7du6vffvtN/fzzz6pdu3bq1ltvtZ2fnZ2tmjZtqu644w514MAB9emnn6qAgAD15ptv6nGTRautV35+vnr88cfV9u3b1cmTJ9XOnTvVpEmTlK+vrzpw4IDtMtir4Vzo+bCqqp8KpRR7NZTaWuXl5akZM2ao7du3qxMnTqiNGzeqyy+/XLVr104VFxfbLoOtGs6FHltr1qxR3t7easWKFero0aPqtddeU56enuqnn36yXQZ/1zAGLiyoVps3b1YAqn1NmDBBKaXUe++95/D8OXPm2C6jqKhI3XfffSo8PFwFBASom266yW7hoZRSJ0+eVCNGjFD+/v4qMjJSPfzww6qsrKwBb6l7qK1X5UcCO/ravHmz7TIyMjLUrbfeqoKCglRISIiaNGmSysvLs7ueP/74Q/Xr10/5+vqquLg49fzzzzfwLXUPtfUqKipSN910k2rWrJny8fFRsbGx6oYbblA7duywuwz2ajgXej6sytHCgr0aRm2tCgsL1dChQ1VUVJTy9vZWrVq1Unfffbfdx5AqxVYNSctj65133lFt27ZVfn5+qmvXrmrt2rV2l8HfNYzBpJRSzt8PQkREREREjQnfY0FERERERPXGhQUREREREdUbFxZERERERFRvXFgQEREREVG9cWFBRERERET1xoUFERERERHVGxcWRERERERUb1xYEBERERFRvXFhQUREhmQymWAymRAWFtZg1zl37lzb9S5ZsqTBrpeIyB1wYUFERE43ceJE2y/o538dO3asTpfz3nvv4ciRI/WeJz4+HiaTCb/++qvd6Q8++CAGDhxo+/eMGTOQnJyM5s2b1/s6iYgaGy4siIjIJYYPH47k5GS7r4SEhDpdRlhYGKKjo50yj5+fH2bOnFnrNkFBQYiJiYGnp6dTrpOIqDHhwoKIiFzC19cXMTExdl/1/YV97ty56NatG9599120bNkSQUFBuO+++1BRUYEXXngBMTExiI6OxrPPPlvte6dMmYJff/0V33zzTb1mICIix7z0HoCIiKgujh8/jm+//Rbr16/H8ePHcfPNN+Pvv//GJZdcgq1bt2Lbtm345z//iSFDhqB3796270tISMA999yDxx9/HMOHD4eHB/+2RkTkTHxWJSIil1i3bh2CgoJsX2PGjHHK5VqtVrz77rvo1KkTrr/+egwaNAiHDx/GkiVL0L59e0yaNAnt27fH5s2bq33vU089hRMnTuDjjz92yixERPT/cY8FERG5xKBBg/DGG2/Y/h0YGOiUy42Pj0dwcLDt302bNoWnp6fdHoimTZvCYrFU+96oqCjMmDEDs2fPxrhx45wyDxERncM9FkRE5BKBgYFo27at7Ss2NtYpl+vt7W33b5PJ5PA0q9Xq8PunT5+OoqIiLFu2zCnzEBHROVxYEBFRoxIUFIRZs2bh2WefRV5ent7jEBG5DS4siIio0ZkyZQpCQ0PxySef6D0KEZHb4MKCiIgaHW9vb8yfPx/FxcV6j0JE5DZMSiml9xBERERVmUwmfPHFFxg5cmSDX3d8fDwefPBBPPjggw1+3UREUnGPBRERGdatt96K5s2bN9j1PffccwgKCsLp06cb7DqJiNwF91gQEZEhHTt2DADg6emJhISEBrnOzMxMZGZmAjj30bShoaENcr1ERO6ACwsiIiIiIqo3vhSKiIiIiIjqjQsLIiIiIiKqNy4siIiIiIio3riwICIiIiKieuPCgoiIiIiI6o0LCyIiIiIiqjcuLIiIiIiIqN64sCAiIiIionrjwoKIiIiIiOrt/wHQDr/CgztrtwAAAABJRU5ErkJggg==", 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", 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" ] @@ -1199,7 +1198,8 @@ } ], "source": [ - "# Grafico Residui\n", + "# Plot residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -1218,7 +1218,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(\"F [mN]\")\n", "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", - "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico corretto)\")\n", + "ax.set_title(\"Residui della regressione — Molla 1 (sonar statico con correzione)\")\n", "ax.legend()\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1228,16 +1228,16 @@ }, { "cell_type": "markdown", - "id": "c9c20bd0", + "id": "c6ca9f7e", "metadata": {}, "source": [ - "## Analisi dati sonar dinamica\n", + "# Sonar dinamico\n", "Ancora non abbiamo il parametro $\\alpha$, quindi useremo $\\alpha = \\frac 1 3$. Lo imposto nel csv così è più facile da cambiare con il metodo della molla" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 289, "id": "af6143df", "metadata": {}, "outputs": [ @@ -1250,7 +1250,8 @@ } ], "source": [ - "# Calcolo della massa della molla per bene\n", + "# Calcolo numerico massa molla\n", + "\n", "dfMasse = pd.DataFrame([[29.90, 29.89, 29.89]], columns=[\"m1\", \"m2\", \"m3\"])\n", "dfMasse = calcola_stats(dfMasse, \"m\", ERR_BILANCIA)\n", "\n", @@ -1261,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 290, "id": "a1e69bd3", "metadata": {}, "outputs": [ @@ -1279,7 +1280,8 @@ } ], "source": [ - "#massa della molla equivalente\n", + "# Calcolo simbolico Meq\n", + "\n", "# simboli\n", "m_osc, alp, m_molla = sp.symbols('m_osc alp m_molla', positive=True)\n", "sigma_m_osc, sigma_alp, sigma_m_molla = sp.symbols('sigma_m_osc sigma_alp sigma_m_molla', positive=True)\n", @@ -1311,7 +1313,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 291, "id": "56679fc4", "metadata": {}, "outputs": [ @@ -1329,7 +1331,7 @@ } ], "source": [ - "# w in w^2\n", + "# Calcolo simbolico w^2\n", "# simboli\n", "w = sp.symbols('w', positive=True)\n", "sigma_w = sp.symbols('sigma_w', positive=True)\n", @@ -1355,14 +1357,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 292, "id": "455271a9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3b51a0edcf7047c0ab2e16af0a3de188", + "model_id": "6c33f1b841294fafbac15037ed80ccfc", "version_major": 2, "version_minor": 0 }, @@ -1375,6 +1377,8 @@ } ], "source": [ + "# Calcolo numerico Meq e w^2\n", + "\n", "dfSonar['Meq'] = Meq_fn(dfSonar['m'], dfSonar['alp'], massaMolla)\n", "dfSonar['uMeq']= uMeq_fn(dfSonar['m'], dfSonar['um'], dfSonar['alp'], dfSonar['ualp'], massaMolla, umassaMolla)\n", "\n", @@ -1389,15 +1393,15 @@ }, { "cell_type": "markdown", - "id": "5dda09cd", + "id": "56713ba2", "metadata": {}, "source": [ - "## Regressione lineare Carpi dati del sonar Caso Dinamico" + "## Regressione lineare" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 293, "id": "02119d66", "metadata": {}, "outputs": [ @@ -1415,6 +1419,8 @@ } ], "source": [ + "# Regressione lineare\n", + "\n", "AD, BD, uAD, uBD, covABD, chiD, PD = reg_lin( dfSonar[\"Meq\"], dfSonar[\"Omega2\"], dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"])\n", "\n", "print(\"Ax + B : \")\n", @@ -1427,36 +1433,13 @@ }, { "cell_type": "code", - "execution_count": 34, - "id": "96f12fe6", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar caso dinamico\n", - "dfSonar[\"R\"] = r_fn(\n", - " dfSonar[\"Meq\"],\n", - " dfSonar[\"Omega2\"],\n", - " AD,\n", - " BD\n", - ")\n", - "\n", - "dfSonar[\"uR\"] = sigma_r_fn(\n", - " dfSonar[\"Meq\"], dfSonar[\"Omega2\"],\n", - " AD, BD,\n", - " dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"],\n", - " uAD, uBD, covABD\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 35, + "execution_count": 294, "id": "de571f32", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1466,7 +1449,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione lineare\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -1497,7 +1481,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"Meq [Kg$^{-1}$]\")\n", "ax.set_ylabel(r\"$\\omega^2$ [s$^{-2}$]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (sonar Dinamico)\")\n", + "ax.set_title(\"Fit lineare — Molla 1 (sonar dinamico)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1507,7 +1491,31 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 295, + "id": "96f12fe6", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "\n", + "dfSonar[\"R\"] = r_fn(\n", + " dfSonar[\"Meq\"],\n", + " dfSonar[\"Omega2\"],\n", + " AD,\n", + " BD\n", + ")\n", + "\n", + "dfSonar[\"uR\"] = sigma_r_fn(\n", + " dfSonar[\"Meq\"], dfSonar[\"Omega2\"],\n", + " AD, BD,\n", + " dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"],\n", + " uAD, uBD, covABD\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 296, "id": "c87033e0", "metadata": {}, "outputs": [ @@ -1523,7 +1531,8 @@ } ], "source": [ - "# Grafico Residui\n", + "# Plot residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -1552,15 +1561,15 @@ }, { "cell_type": "markdown", - "id": "b5ca1727", + "id": "c085b1c5", "metadata": {}, "source": [ - "# Raccolta finale di tutti i dati" + "# Raccolta finale dati" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 297, "id": "e87e24b7", "metadata": {}, "outputs": [ @@ -1568,7 +1577,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Calibro Con tutti i dati\n", + "Calibro\n", "AC = 23.9432 ± 0.0422\n", "BC = 2719.8356 ± 2.8402\n", "cov_ABC = 0.118646\n", @@ -1576,15 +1585,7 @@ "GdL = 5\n", "P(chi², ∞)= 0.0000\n", "\n", - "Calibro tolto il dato 1\n", - "AC = 23.8834 ± 0.0429\n", - "BC = 2718.1321 ± 2.8464\n", - "cov_ABC = 0.120249\n", - "chi² = 1.8108\n", - "GdL = 4\n", - "P(chi², ∞)= 0.4044\n", - "\n", - "Sonar caso statico (temperatura non considerata)\n", + "Sonar statico senza correzione\n", "AS = 23.5225 ± 0.0853\n", "BS = 7371.9487 ± 21.4728\n", "cov_ABS = 1.830281\n", @@ -1592,15 +1593,15 @@ "GdL = 4\n", "P(chi², ∞)= 0.1432\n", "\n", - "Sonar caso statico (temperatura considerata)\n", - "AS = 23.6160 ± 0.1404\n", - "BS = 7365.6372 ± 35.4592\n", - "cov_ABS = 4.976670\n", - "chi² = 1.6321\n", + "Sonar statico con correzione\n", + "AS = 23.6041 ± 0.3869\n", + "BS = 7361.9067 ± 98.1235\n", + "cov_ABS = 37.934456\n", + "chi² = 0.2270\n", "GdL = 4\n", - "P(chi², ∞)= 0.4422\n", + "P(chi², ∞)= 0.8927\n", "\n", - "Sonar caso Dinamico\n", + "Sonar dinamico\n", "AD = 23.8854 ± 0.0133\n", "BD = 1.5710 ± 0.0856\n", "cov_ABD = -0.001129\n", @@ -1611,7 +1612,9 @@ } ], "source": [ - "print(\"Calibro Con tutti i dati\")\n", + "# Stampa regressioni\n", + "\n", + "print(\"Calibro\")\n", "print(f\"AC = {AC:.4f} ± {uAC:.4f}\")\n", "print(f\"BC = {BC:.4f} ± {uBC:.4f}\")\n", "print(f\"cov_ABC = {covABC:.6f}\")\n", @@ -1619,15 +1622,7 @@ "print(f\"GdL = {len(dfCalibro)}\")\n", "print(f\"P(chi², ∞)= {PC:.4f}\")\n", "\n", - "print(\"\\nCalibro tolto il dato 1\")\n", - "print(f\"AC = {AC2:.4f} ± {uAC2:.4f}\")\n", - "print(f\"BC = {BC2:.4f} ± {uBC2:.4f}\")\n", - "print(f\"cov_ABC = {covABC2:.6f}\")\n", - "print(f\"chi² = {chiC2:.4f}\")\n", - "print(f\"GdL = {len(dfCalibro_senza1)}\")\n", - "print(f\"P(chi², ∞)= {PC2:.4f}\")\n", - "\n", - "print(\"\\nSonar caso statico (temperatura non considerata)\")\n", + "print(\"\\nSonar statico senza correzione\")\n", "print(f\"AS = {AS:.4f} ± {uAS:.4f}\")\n", "print(f\"BS = {BS:.4f} ± {uBS:.4f}\")\n", "print(f\"cov_ABS = {covABS:.6f}\")\n", @@ -1635,7 +1630,7 @@ "print(f\"GdL = {len(dfSonar)}\")\n", "print(f\"P(chi², ∞)= {PS:.4f}\")\n", "\n", - "print(\"\\nSonar caso statico (temperatura considerata)\")\n", + "print(\"\\nSonar statico con correzione\")\n", "print(f\"AS = {AS2:.4f} ± {uAS2:.4f}\")\n", "print(f\"BS = {BS2:.4f} ± {uBS2:.4f}\")\n", "print(f\"cov_ABS = {covABS2:.6f}\")\n", @@ -1643,7 +1638,7 @@ "print(f\"GdL = {len(dfSonar)}\")\n", "print(f\"P(chi², ∞)= {PS2:.4f}\")\n", "\n", - "print(\"\\nSonar caso Dinamico\")\n", + "print(\"\\nSonar dinamico\")\n", "print(f\"AD = {AD:.4f} ± {uAD:.4f}\")\n", "print(f\"BD = {BD:.4f} ± {uBD:.4f}\")\n", "print(f\"cov_ABD = {covABD:.6f}\")\n", @@ -1652,15 +1647,23 @@ "print(f\"P(chi², ∞)= {PD:.4f}\")" ] }, + { + "cell_type": "markdown", + "id": "12a4cb87", + "metadata": {}, + "source": [ + "# Compatibilità" + ] + }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 298, "id": "dc913446", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1720,11 +1723,52 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 299, + "id": "45a291fb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Compatibilità calibro e sonar statico:\n", + "k = 0.87\n", + "\n", + "Compatibilità calibro e sonar dinamico:\n", + "k = 1.31\n", + "\n", + "Compatibilità sonar statico e sonar dinamico:\n", + "k = 0.73\n", + "\n" + ] + } + ], + "source": [ + "# Fattori di compatibilità\n", + "\n", + "def print_k(x1, u1, x2, u2):\n", + " k = abs(x1-x2) / np.sqrt(u1**2 + u2**2)\n", + " print(f\"k = {k:.2f}\\n\")\n", + "\n", + "print(\"Compatibilità calibro e sonar statico:\")\n", + "print_k(AC, uAC, AS2, uAS2)\n", + "\n", + "print(\"Compatibilità calibro e sonar dinamico:\")\n", + "print_k(AC, uAC, AD, uAD)\n", + "\n", + "print(\"Compatibilità sonar statico e sonar dinamico:\")\n", + "print_k(AS2, uAS2, AD, uAD)" + ] + }, + { + "cell_type": "code", + "execution_count": 300, "id": "d4af85a1", "metadata": {}, "outputs": [], "source": [ + "# Compatibilità con t di Student\n", + "\n", "def p_t_student_compatibilita(x, ux, gx, y, uy, gy):\n", " GdL = gx + gy - 2\n", " s2 = ( (gx - 1) * ux**2 + (gy - 1) * uy**2 ) / GdL\n", @@ -1736,29 +1780,7 @@ }, { "cell_type": "code", - "execution_count": 57, - "id": "3005eb0f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "2 * (1 - stats.t.cdf(abs(2.6076), df=6))\n", - "len(dfCalibro)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, + "execution_count": 301, "id": "57de948b", "metadata": {}, "outputs": [ @@ -1769,9 +1791,9 @@ "Compatibilità: Calibro vs Sonar statico (T considerata)\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 5.0132 0.0015\n", - "2σ 2.5066 0.0406\n", - "3σ 1.6711 0.1386\n", + "1σ 1.9804 0.0881\n", + "2σ 0.9902 0.3551\n", + "3σ 0.6601 0.5303\n", "\n", "\n", "Compatibilità: Calibro vs Sonar dinamico\n", @@ -1785,14 +1807,13 @@ "Compatibilità: Sonar Dinamico vs Sonar statico (T considerata)\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 3.8197 0.0088\n", - "2σ 1.9098 0.1047\n", - "3σ 1.2732 0.2500\n" + "1σ 1.4534 0.1963\n", + "2σ 0.7267 0.4948\n", + "3σ 0.4845 0.6452\n" ] } ], "source": [ - "# Ringraziate Cloude per questo incredibile print\n", "print(\"Compatibilità: Calibro vs Sonar statico (T considerata)\")\n", "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n", "print(\"-\" * 30)\n", diff --git a/mollaDefinitiva/molla-2/molla2.ipynb b/mollaDefinitiva/molla-2/molla2.ipynb index 4e2eea6..3329aff 100644 --- a/mollaDefinitiva/molla-2/molla2.ipynb +++ b/mollaDefinitiva/molla-2/molla2.ipynb @@ -5,13 +5,12 @@ "id": "bdf377b8", "metadata": {}, "source": [ - "# Analisi completa della molla 1\n", - "Tutto quello che c'è da sapere sulla molla 1, possibilmente con la massima chiarezza." + "Tutto quello che c'è da sapere sulla molla 2, possibilmente con la massima chiarezza." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 281, "id": "3a34cc3f", "metadata": {}, "outputs": [], @@ -40,7 +39,7 @@ "id": "0eaece9c", "metadata": {}, "source": [ - "# Analisi dati del calibro" + "# Calibro" ] }, { @@ -48,20 +47,18 @@ "id": "960e68a5", "metadata": {}, "source": [ - "## Import dei dati calibro (criterio di Chauvenet)\n", - "- Primo test di implementazione 1\n", - "- Scrittura con logica chiara 2\n", - "- Codice pulito per bene 3 (sono abbastanza soddisfatto)" + "## Import dati e ricerca outlier" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 282, "id": "1e2fabea", "metadata": {}, "outputs": [], "source": [ - "# Blocco funzioni per Chauvenet\n", + "# Funzioni criterio di Chauvenet\n", + "\n", "# Probabilità\n", "def p_t_student(valori, err_strumentale):\n", " n = len(valori)\n", @@ -144,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 283, "id": "a5ff5ff5", "metadata": {}, "outputs": [ @@ -162,7 +159,8 @@ } ], "source": [ - "# Blocco funzioni calcolo simbolico la forza\n", + "# Calcolo simbolico F\n", + "\n", "# simboli\n", "m, x, g = sp.symbols('m x g', positive=True)\n", "sigma_m, sigma_x, sigma_g = sp.symbols('sigma_m sigma_x sigma_g', positive=True)\n", @@ -188,11 +186,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 284, "id": "e649eddc", "metadata": {}, "outputs": [], "source": [ + "# Import dati, analisi statistica medie e ricerca outlier\n", + "\n", "dfCalibro = pd.read_csv(r'molla2Calibro.csv')\n", "\n", "# Costanti strumentali\n", @@ -210,14 +210,14 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 285, "id": "42ff21d6", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ac92a8cbb63f4b5a9e8b0a61f9c44dc0", + "model_id": "f6f02e6c078c4e3aaa5bdfeeee71d1cb", "version_major": 2, "version_minor": 0 }, @@ -241,18 +241,19 @@ "id": "c58a6e26", "metadata": {}, "source": [ - "## Regressione lineare Carpi dati del calibro\n", - "chi² Come persone normali" + "## Regressione lineare\n", + "Regressione e residui" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 286, "id": "dfab4331", "metadata": {}, "outputs": [], "source": [ - "# Blocco di funzione regressione Carpi\n", + "# Funzioni regressione\n", + "\n", "def sigma_y_equiv(x, y, sigma_x, sigma_y):\n", " # Stima iniziale di A con sola sigma_y\n", " sy2 = sigma_y**2\n", @@ -304,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 287, "id": "5d7ca0a0", "metadata": {}, "outputs": [ @@ -313,22 +314,29 @@ "output_type": "stream", "text": [ "Residuo:\n", - " r = -A*x - B + y\n", + " r = x + B/A - y/A\n", "\n", "Formula LaTeX:\n", - " r = - A x - B + y\n", - " sigma_r = \\sqrt{A^{2} \\sigma_{x}^{2} + 2 cov_{AB} x + \\sigma_{A}^{2} x^{2} + \\sigma_{B}^{2} + \\sigma_{y}^{2}}\n" + " r = x + \\frac{B}{A} - \\frac{y}{A}\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sigma_r = \\sqrt{\\frac{A^{4} \\sigma_{x}^{2} + A^{2} \\left(\\sigma_{B}^{2} + \\sigma_{y}^{2}\\right) - 2 A cov_{AB} \\left(B - y\\right) + \\sigma_{A}^{2} \\left(B - y\\right)^{2}}{A^{4}}}\n" ] } ], "source": [ - "# Blocco calcolo simbolico residui\n", + "# Calcolo simbolico residui\n", + "\n", "A, B, x, y = sp.symbols('A B x y', real=True)\n", "sigma_A, sigma_B, sigma_x, sigma_y = sp.symbols('sigma_A sigma_B sigma_x sigma_y', positive=True)\n", "cov_AB = sp.symbols('cov_AB', real=True)\n", "\n", "# Residuo: r = x - (y/A - B/A)\n", - "r = y - (A*x + B)\n", + "r = x - (y / A - B / A)\n", "\n", "# Propagazione errore (con covarianza A,B)\n", "dr_dA = sp.diff(r, A)\n", @@ -360,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 288, "id": "cd68b201", "metadata": {}, "outputs": [ @@ -378,6 +386,8 @@ } ], "source": [ + "# Regressione lineare\n", + "\n", "AC, BC, uAC, uBC, covABC, chiC, PC = reg_lin(-dfCalibro[\"dx\"], dfCalibro[\"F\"], dfCalibro[\"udx\"], dfCalibro[\"uF\"])\n", "print(\"Ax + B : \")\n", "print(f\"AC = {AC:.4f} ± {uAC:.4f}\")\n", @@ -389,67 +399,13 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "f98a3612", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfCalibro\n", - "dfCalibro[\"r\"] = r_fn(\n", - " -dfCalibro[\"dx\"],\n", - " dfCalibro[\"F\"],\n", - " AC,\n", - " BC\n", - ")\n", - "\n", - "dfCalibro[\"ur\"] = sigma_r_fn(\n", - " -dfCalibro[\"dx\"], dfCalibro[\"F\"],\n", - " AC, BC,\n", - " dfCalibro[\"udx\"], dfCalibro[\"uF\"],\n", - " uAC, uBC, covABC\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "89564ae9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Probabilità chi quadro con incertezza residui invece di sigmaY_equiv\n", - "P(chi², ∞)= 0.1901\n" - ] - } - ], - "source": [ - "x2 = np.sum(dfCalibro['r']**2 / dfCalibro['ur']**2)\n", - "dof = 4 - 2\n", - "P = stats.chi2.sf(x2, dof)\n", - "print('Probabilità chi quadro con incertezza residui invece di sigmaY_equiv')\n", - "print(f\"P(chi², ∞)= {P:.4f}\")" - ] - }, - { - "cell_type": "markdown", - "id": "5de53d0e", - "metadata": {}, - "source": [ - "### Grafici calibro" - ] - }, - { - "cell_type": "code", - "execution_count": 28, + "execution_count": 289, "id": "68eb66dc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -459,7 +415,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -486,7 +443,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"$- x$ [mm]\")\n", "ax.set_ylabel(\"F [mN]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (calibro)\")\n", + "ax.set_title(\"Fit lineare — Molla 2 (calibro)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -496,13 +453,36 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 290, + "id": "f98a3612", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "dfCalibro[\"r\"] = r_fn(\n", + " -dfCalibro[\"dx\"],\n", + " dfCalibro[\"F\"],\n", + " AC,\n", + " BC\n", + ")\n", + "\n", + "dfCalibro[\"ur\"] = sigma_r_fn(\n", + " -dfCalibro[\"dx\"], dfCalibro[\"F\"],\n", + " AC, BC,\n", + " dfCalibro[\"udx\"], dfCalibro[\"uF\"],\n", + " uAC, uBC, covABC\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 291, "id": "831a4ac6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -512,6 +492,8 @@ } ], "source": [ + "# Plot residui\n", + " \n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -538,243 +520,59 @@ "plt.show()" ] }, - { - "cell_type": "markdown", - "id": "c5e02e3d", - "metadata": {}, - "source": [ - "### Sezione non espressamente richiesta\n", - "Dal grafico dei residui risulta chiaro che tutti i punti sono \"sotto\" mentre uno solo è \"sopra\".\n", - "Per diletto personale ho voluto vedere cosa sarebbe successo escludendo quel punto.\n", - "\n", - "La sezione riguarda solo **Esclusione del punto 1**" - ] - }, { "cell_type": "code", - "execution_count": 31, - "id": "17cbeaea", + "execution_count": 292, + "id": "5643144a", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fit completo: chi²=4.33, P=0.1150\n", - "Senza punto 1: chi²=0.007, P=0.9328\n", - "\n", - "A: 3.2009 ± 0.0034 to 3.1995 ± 0.0034\n", - "B: 1161.4138 ± 0.4687 to 1161.4675 ± 0.4694\n" - ] - } - ], - "source": [ - "mask = dfCalibro.index != 1\n", - "dfCalibro_senza1 = dfCalibro.loc[mask]\n", - "dfCalibro_senza1 = dfCalibro_senza1.copy()\n", - "\n", - "AC2, BC2, uAC2, uBC2, covABC2, chiC2, PC2 = reg_lin(-dfCalibro_senza1[\"dx\"], dfCalibro_senza1[\"F\"], dfCalibro_senza1[\"udx\"], dfCalibro_senza1[\"uF\"])\n", - "\n", - "print(f\"Fit completo: chi²={chiC:.2f}, P={PC:.4f}\")\n", - "print(f\"Senza punto 1: chi²={chiC2:.3f}, P={PC2:.4f}\")\n", - "print()\n", - "print(f\"A: {AC:.4f} ± {uAC:.4f} to {AC2:.4f} ± {uAC2:.4f}\")\n", - "print(f\"B: {BC:.4f} ± {uBC:.4f} to {BC2:.4f} ± {uBC2:.4f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "0bc01605", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dataFrame CALIBRO\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c65c6232130744bfb88bee203ff1afe0", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sheet(cells=(Cell(column_end=0, column_start=0, row_start=0, squeeze_row=False, type='numeric', value=[49.25, …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", "text": [ "\n", - "dataFrame CALIBRO TOLTO DATO 1\n" + "Probabilità chi quadro con uR invece di sigmaY_equiv\n", + "P(chi², ∞)= 0.1902\n" ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "932691f151f34a228f46544b11b0f080", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sheet(cells=(Cell(column_end=0, column_start=0, row_end=2, row_start=0, squeeze_row=False, type='numeric', val…" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# Ricalcolo Residui\n", - "dfCalibro_senza1[\"r\"] = r_fn(\n", - " -dfCalibro_senza1[\"dx\"],\n", - " dfCalibro_senza1[\"F\"],\n", - " AC2, BC2\n", - ")\n", - "\n", - "dfCalibro_senza1[\"ur\"] = sigma_r_fn(\n", - " -dfCalibro_senza1[\"dx\"], dfCalibro_senza1[\"F\"],\n", - " AC2, BC2,\n", - " dfCalibro_senza1[\"udx\"], dfCalibro_senza1[\"uF\"],\n", - " uAC2, uBC2, covABC2\n", - ")\n", - "\n", - "print(\"dataFrame CALIBRO\")\n", - "sheet = ipysheet.from_dataframe(dfCalibro)\n", - "display(sheet)\n", - "\n", - "print(\"\\ndataFrame CALIBRO TOLTO DATO 1\")\n", - "sheet = ipysheet.from_dataframe(dfCalibro_senza1)\n", - "display(sheet)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "d2c1a550", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Grafico ringraziate Cloude per l'idea super compatta di questo codice\n", - "# WARNING: non intuitivo, ma molto molto figo\n", - "fig, axes = plt.subplots(1, 2, figsize=(13, 5), sharey=True)\n", - "\n", - "for ax, (r_col, ur_col, f_col, uf_col, df_plot, titolo) in zip(axes, [\n", - " (\"r\", \"ur\", \"F\", \"uF\", dfCalibro, \"Fit completo (tutti i punti)\"),\n", - " (\"r\", \"ur\", \"F\", \"uF\", dfCalibro_senza1, \"Fit senza punto 1\"),\n", - "]):\n", - " ax.errorbar(\n", - " df_plot[f_col], df_plot[r_col],\n", - " xerr=df_plot[uf_col], yerr=df_plot[ur_col],\n", - " fmt='o', color=sns.color_palette()[0],\n", - " ecolor='gray', elinewidth=1, capsize=3,\n", - " markersize=5, label=\"Residui\"\n", - " )\n", - " ax.axhline(0, color='red', linestyle='--', linewidth=1)\n", - " sns.despine(ax=ax)\n", - " ax.set_xlabel(\"F [mN]\")\n", - " ax.set_title(titolo)\n", - " ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", - "\n", - "axes[0].set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", - "fig.suptitle(\"Confronto residui — Molla 1 (calibro)\", y=1.02)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "8f79348f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Fit senza un dato\n", - "SCALA = 10\n", - "fig, ax = plt.subplots(figsize=(8, 5))\n", - "\n", - "x_data = -dfCalibro_senza1[\"dx\"]\n", - "y_data = dfCalibro_senza1[\"F\"]\n", - "\n", - "x_fit = np.linspace(x_data.min(), x_data.max(), 300)\n", - "y_fit = AC2 * x_fit + BC2\n", - "\n", - "ax.errorbar(\n", - " x_data, y_data,\n", - " xerr=SCALA * dfCalibro_senza1[\"udx\"], yerr=SCALA * dfCalibro_senza1[\"uF\"],\n", - " fmt='o', color=sns.color_palette()[0],\n", - " ecolor='gray', elinewidth=1, capsize=3,\n", - " markersize=5, label=f\"Dati (barre errore x{SCALA})\"\n", - ")\n", - "ax.plot(\n", - " x_fit, y_fit,\n", - " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AC2:.3f}\\\\pm{uAC2:.3f}$\\n\"\n", - " f\" $B={BC2:.2f}\\\\pm{uBC2:.2f}$\\n\"\n", - ")\n", - "\n", - "sns.despine(ax=ax)\n", - "ax.set_xlabel(r\"$- x$ [mm]\")\n", - "ax.set_ylabel(\"F [mN]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (calibro tolto dato 1)\")\n", - "ax.legend(fontsize=9)\n", - "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" + "# Chi2 alternativo\n", + "x2 = np.sum(dfCalibro['r']**2 / dfCalibro['ur']**2)\n", + "dof = 4 - 2\n", + "P = stats.chi2.sf(x2, dof)\n", + "print('\\nProbabilità chi quadro con uR invece di sigmaY_equiv')\n", + "print(f\"P(chi², ∞)= {P:.4f}\")" ] }, { "cell_type": "markdown", - "id": "b952c206", + "id": "1b104df9", "metadata": {}, "source": [ - "# Analisi dati sonar" + "# Sonar statico" ] }, { "cell_type": "markdown", - "id": "8e347644", + "id": "4efaca0d", "metadata": {}, "source": [ - "## Import dei dati sonar (semidispersioni)\n", - "- masse, $\\omega$, c trattati come prima" + "## Sonar senza correzione $v_{suono}$" + ] + }, + { + "cell_type": "markdown", + "id": "414d21e7", + "metadata": {}, + "source": [ + "### Import dei dati, medie e incertezze\n", + "- masse, $\\omega$, c, t trattati come prima" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 293, "id": "d6195b96", "metadata": {}, "outputs": [], @@ -798,14 +596,14 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 294, "id": "02e2d183", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f3c0753abf4145cf8e63b1c692bcf464", + "model_id": "b823e2edf7a14e0fb65cecae3774c242", "version_major": 2, "version_minor": 0 }, @@ -826,16 +624,15 @@ }, { "cell_type": "markdown", - "id": "4e12f76c", + "id": "e4e07ecd", "metadata": {}, "source": [ - "## Regressione lineare Carpi dati del sonar Caso statico\n", - "chi² Come persone normali" + "### Regressione lineare" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 295, "id": "06f9ccef", "metadata": {}, "outputs": [ @@ -853,6 +650,8 @@ } ], "source": [ + "# Regressione lineare\n", + "\n", "AS, BS, uAS, uBS, covABS, chiS, PS = reg_lin(-dfSonar[\"c\"], dfSonar[\"F\"], dfSonar[\"uc\"], dfSonar[\"uF\"])\n", "print(\"Ax + B : \")\n", "print(f\"AS = {AS:.4f} ± {uAS:.4f}\")\n", @@ -864,44 +663,13 @@ }, { "cell_type": "code", - "execution_count": 38, - "id": "09445aac", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar\n", - "dfSonar[\"r\"] = r_fn(\n", - " -dfSonar[\"c\"],\n", - " dfSonar[\"F\"],\n", - " AS,\n", - " BS\n", - ")\n", - "\n", - "dfSonar[\"ur\"] = sigma_r_fn(\n", - " -dfSonar[\"c\"], dfSonar[\"F\"],\n", - " AS, BS,\n", - " dfSonar[\"uc\"], dfSonar[\"uF\"],\n", - " uAS, uBS, covABS\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "f6641e08", - "metadata": {}, - "source": [ - "### Grafici sonar valori statici" - ] - }, - { - "cell_type": "code", - "execution_count": 39, + "execution_count": 296, "id": "75653d7a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -911,7 +679,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -938,7 +707,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"$- x$ [mm]\")\n", "ax.set_ylabel(\"F [mN]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (sonar)\")\n", + "ax.set_title(\"Fit lineare — Molla 2 (sonar statico senza correzione)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -948,13 +717,36 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 297, + "id": "09445aac", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "dfSonar[\"r\"] = r_fn(\n", + " -dfSonar[\"c\"],\n", + " dfSonar[\"F\"],\n", + " AS,\n", + " BS\n", + ")\n", + "\n", + "dfSonar[\"ur\"] = sigma_r_fn(\n", + " -dfSonar[\"c\"], dfSonar[\"F\"],\n", + " AS, BS,\n", + " dfSonar[\"uc\"], dfSonar[\"uF\"],\n", + " uAS, uBS, covABS\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 298, "id": "1ecf9ab2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -964,7 +756,8 @@ } ], "source": [ - "# Grafico Residui\n", + "# Plot Residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -983,7 +776,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(\"F [mN]\")\n", "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", - "ax.set_title(\"Residui della regressione — Molla 2 (sonar statico)\")\n", + "ax.set_title(\"Residui della regressione — Molla 2 (sonar statico senza correzione)\")\n", "ax.legend()\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -993,18 +786,18 @@ }, { "cell_type": "markdown", - "id": "4eebafaf", + "id": "affcb57a", "metadata": {}, "source": [ - "### Sezione non espressamente richiesta\n", - "La velocità del suono è chiaramente un fattore moltiplicativo che viene ignorato.\n", - "\n", - "Formula di Cramer 1993" + "## Sonar con correzione $v_{suono}$\n", + "- La velocità del suono dipende dalla temperatura -> anche la distanza misurata dal sonar\n", + "- Formula di Cramer 1993\n", + "- !! Io (Giulia) ho usato un'altra formula, non capisco il perchè di quella di Jacopo" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 299, "id": "4088453c", "metadata": {}, "outputs": [ @@ -1022,7 +815,8 @@ } ], "source": [ - "# propagazione dell'errore con la temperatura\n", + "# Funzioni c\n", + "\n", "# simboli\n", "v0, T, c_raw = sp.symbols('v0 T c_raw', positive=True)\n", "sigma_T, sigma_c_raw = sp.symbols('sigma_T sigma_c_raw', positive=True)\n", @@ -1051,11 +845,13 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 300, "id": "1584a5d4", "metadata": {}, "outputs": [], "source": [ + "# Calcolo numerico c\n", + "\n", "Temperatura = (23.6+21.2) / 2\n", "Temperatura1 = 21.2\n", "Temperatura2 = 23.6\n", @@ -1076,14 +872,14 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 301, "id": "ac4860fa", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8215c947eed74d85be6c835c01f9e689", + "model_id": "43c6ba91a5734cbdbd447d5ad48dd212", "version_major": 2, "version_minor": 0 }, @@ -1102,9 +898,17 @@ "# dfSonar.head(4).to_json(orient=\"records\")" ] }, + { + "cell_type": "markdown", + "id": "74f92463", + "metadata": {}, + "source": [ + "### Regressione lineare" + ] + }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 302, "id": "8917049c", "metadata": {}, "outputs": [ @@ -1121,8 +925,9 @@ } ], "source": [ - "AS2, BS2, uAS2, uBS2, covABS2, chiS2, PS2 = reg_lin(-dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"], dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"])\n", + "#Regressione lineare\n", "\n", + "AS2, BS2, uAS2, uBS2, covABS2, chiS2, PS2 = reg_lin(-dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"], dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"])\n", "\n", "print(f\"Fit completo: chi²={chiS:.2f}, P={PS:.4f}\")\n", "print(f\"Temperatura : chi²={chiS2:.3f}, P={PS2:.4f}\")\n", @@ -1133,36 +938,13 @@ }, { "cell_type": "code", - "execution_count": 45, - "id": "e35a9456", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar\n", - "dfSonarCorrezione[\"r\"] = r_fn(\n", - " -dfSonarCorrezione[\"c\"],\n", - " dfSonarCorrezione[\"F\"],\n", - " AS2,\n", - " BS2\n", - ")\n", - "\n", - "dfSonarCorrezione[\"ur\"] = sigma_r_fn(\n", - " -dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"],\n", - " AS2, BS2,\n", - " dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"],\n", - " uAS2, uBS2, covABS2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 46, + "execution_count": 303, "id": "d5646b8c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1172,7 +954,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -1199,7 +982,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"$- x$ [mm]\")\n", "ax.set_ylabel(\"F [mN]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (sonar Correzione della temperatura)\")\n", + "ax.set_title(\"Fit lineare — Molla 2 (sonar statico con correzione)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1209,13 +992,36 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 304, + "id": "e35a9456", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "dfSonarCorrezione[\"r\"] = r_fn(\n", + " -dfSonarCorrezione[\"c\"],\n", + " dfSonarCorrezione[\"F\"],\n", + " AS2,\n", + " BS2\n", + ")\n", + "\n", + "dfSonarCorrezione[\"ur\"] = sigma_r_fn(\n", + " -dfSonarCorrezione[\"c\"], dfSonarCorrezione[\"F\"],\n", + " AS2, BS2,\n", + " dfSonarCorrezione[\"uc\"], dfSonarCorrezione[\"uF\"],\n", + " uAS2, uBS2, covABS2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 305, "id": "8de2a48e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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8fv36GDVqFH766Sf7z7/M5MmTHd5O2bNnT1itVpw9e9Z+WVVaOHuuOhMQEABfX1/s3LkT6enpl13+Un5+fvYPp7BarUhNTbW/lbCy+5VLbdiwASaTCXPmzCl3XVmjsufatGnTHK6fPn06AOC///1vhetPTk7GDz/8gAceeADXXnut0/XX1M9Qq7FMmjTJ6XEN1dmHXyw3Nxd33XUXwsPD8emnn1Z4DMWVss8MDw9HSkqK0zGSe/HtT6S5ZcuW4brrrkNmZibee+89/PDDDw4H6p08eRJKKcyaNQuzZs1yuo6kpCQ0bNgQ8+bNw5133onrrrsObdq0wcCBA3H//fejXbt2FW7/7Nmz8PLyQtOmTR0ub9GihXvuoAtnz55F/fr1ERQU5HLbVWlQWV9//TVeeOEFHDp0yOG9spU9h0fDhg3LvUf9xIkTOHr0KOrWrVvhGIH/NY+NjXW4vlmzZhVu79JlT5w4AaUUmjdv7nT5soPkY2NjMW3aNCxevBgff/wxevbsiTvuuAP33XeffcJxzz334J133sHEiRMxc+ZM9O3bF0OHDsXdd99d4Sd4lf1y4Oxx0qpVK2zZsgW5ubkIDAy0X37pLwplv6Smp6cjJCSk0vfJmaKiIqSlpVV4vSu+vr4O/5N3pUOHDmjZsiU++eQThIWFITo62v4Lx6XOnj2L5s2bl2vYqlUr+/VVceTIETz33HPYvn17uV+cLj4+5nIsFgsGDx6M0NBQfP7555U+kFT9/7fdXWzGjBn4/vvv0blzZzRr1gz9+/fHqFGj0L17dwClvyjm5eVV+Dix2Ww4f/68w1uwXD1OylSlhbPnqjN+fn5YuHAhpk+fjnr16uGmm27CbbfdhjFjxiA6Ovqyty879mH58uWIi4tzOL6jTp06l729M6dOnUKDBg1cPj7L9ieX7j+io6MRFhbm8nF2+vRpAHD56V819TPUaiyX7jvLVGcffrFJkybh1KlT2L17t8uf85Wyz1RKVfr/c1Q9nFSQ5jp37mx/X+yQIUPQo0cPjBo1CseOHUNQUJD9L8dPPPEEBgwY4HQdZf8z6dWrF06dOoUvv/wS3333Hd555x0sWbIEK1aswMSJE6s91op2RJU5ULQ6qtKgMn788Ufccccd6NWrF5YvX4769eujVq1aWL16dbkDTCty8V9KLx5n27ZtsXjxYqe3iYmJqfQYL7c9m80Gk8mEb7/91ukvhRdP1F577TWMGzfO/riYOnUqFixYgF9++QXXXHMNAgIC8MMPP2DHjh3473//i82bN2Pt2rX4xz/+ge+++85tn15S0XrKflmtyn261O7du8Ufddq7d2+HkyVezqhRo/DWW28hODgY99xzjyYfnZyRkYHevXsjJCQE8+bNQ9OmTeHv74+DBw9ixowZlX6FKTMzE4MGDUJGRgZ+/PFHNGjQoFK3q1OnjtNfCFu1aoVjx47h66+/xubNm7FhwwYsX74cs2fPxty5c6t0H8tc7nFS1RbOnqsVeeyxx3D77bdj06ZN2LJlC2bNmoUFCxZg+/bt5Y4nudRLL72EWbNm4YEHHsD8+fMREREBLy8vPPbYY5p8TOyV9Ivi5X6GWqro5++Offjrr7+OTz/9FB999FG5jwd2h5rYZ6anp1c4CSH34qSCdOXt7Y0FCxbg5ptvxr///W/MnDnT/hJvrVq1nH7yyqUiIiIwfvx4jB8/Hjk5OejVqxeef/75CicVjRo1gs1mw6lTpxz+gnLs2LFyy4aHhzv9ZKaq/sX14m1v27YNOTk5Dju/S7dd1QaXs2HDBvj7+2PLli0OrwqtXr26Wutt2rQpfv/9d/Tt29fl/+DLmsfFxTns3E+ePFmlbSmlEBsbi+uuu+6yy7dt2xZt27bFc889h927d6N79+5YsWIFXnjhBQCAl5cX+vbti759+2Lx4sV46aWX8Oyzz2LHjh1Omzdq1AiA88fJ33//jcjISIe/uNXEfbrYDTfcIP5EE2dv63Fl1KhRmD17NhISEvDhhx9WuFyjRo1w+PBh2Gw2h4lH2dtzyhpWxs6dO5GamoqNGzeiV69e9svj4uIqvY6CggLcfvvtOH78OL7//nu0bt260rdt2bIlPv74Y2RmZtpf4SoTGBiIe+65B/fccw+KioowdOhQvPjii3j66adRt25d1K5du8LHiZeXV5Un2+5o4UrTpk0xffp0TJ8+HSdOnED79u3x2muv4aOPPgJQ8S/vn3/+OW6++Wa8++67DpdnZGQgMjLS/n1Vfvlv2rQptmzZgrS0tApfrSjbn5w4ccL+KhgAJCYmIiMjw+XjrGzf+ueff1a4TE38DK/UsVR2Hw6U/nHqiSeewGOPPYbRo0dfdt1Xwj6zpKQE58+fxx133FGl7ZAMj6kg3fXp0wedO3fG0qVLUVBQgKioKPTp0wcrV65EQkJCueUv/pi+1NRUh+uCgoLQrFkzlx8rOGjQIADAG2+84XD50qVLyy3btGlTZGZm4vDhw/bLEhISLvvpIhW59dZbUVJSgrfeest+mdVqxZtvvumwXFUaVIa3tzdMJpPDKyxnzpxx+HQmiREjRiA+Ph5vv/12uevy8/PtnzxS9mrL8uXLHZa59H67MnToUHh7e2Pu3Lnl/vqnlLI/FrKyslBSUuJwfdu2beHl5WV/XDh721DZX90qeuzUr18f7du3x5o1axwmmn/++Se+++473HrrrZW+L1W9T86Eh4ejX79+oq+OHTtWaZxNmzbF0qVLsWDBAnTu3LnC5W699VZYLBaHT7wpKSnBm2++iaCgIPTu3bvS2yz7K+TFXYqKiso9hipitVpxzz33YM+ePVi/fj26du1a6W0DQNeuXaGUwoEDBxwuv/Rn4uvri9atW0MpheLiYnh7e6N///748ssv7Z9sB5T+wvvJJ5+gR48eCAkJqdJYqtuiInl5eSgoKHC4rGnTpggODnZ4HgQGBjr944q3t3e5x+369evLHe9V9otjRR+dfbFhw4ZBKeX0VZ+ybZU91y7dZ5f9td3Vp8rVrVsXvXr1wnvvvYdz5845XX9N/Ayv1LFUdh+ekJCAESNGoEePHpX+5LUrYZ/5119/oaCgwOWnjZH78JUKuiI8+eSTGD58ON5//308+OCDWLZsGXr06IG2bdti0qRJaNKkCRITE7Fnzx5cuHDB/jnorVu3Rp8+fdCxY0dERERg//79+PzzzzFlypQKt9W+fXvce++9WL58OTIzM9GtWzds27bN6V/NR44ciRkzZuCuu+7C1KlTkZeXh7feegvXXXed6EDE22+/Hd27d8fMmTNx5swZtG7dGhs3bnT6/vDKNqiMwYMHY/HixRg4cCBGjRqFpKQkLFu2DM2aNXOYMFXV/fffj3Xr1uHBBx/Ejh070L17d1itVvz9999Yt24dtmzZgk6dOqFjx44YNmwYli5ditTUVPtHyh4/fhxA5f6S2bRpU7zwwgt4+umncebMGQwZMgTBwcGIi4vDF198gcmTJ+OJJ57A9u3bMWXKFAwfPhzXXXcdSkpK8OGHH8Lb2xvDhg0DUHpW9x9++AGDBw9Go0aNkJSUhOXLl+Oaa65xOCfGpV555RUMGjQIXbt2xYQJE+wfjxgaGupwro3Kqux9uhJU5uNgJ0+ejJUrV2LcuHE4cOAAGjdujM8//xw///wzli5diuDg4Epvr1u3bggPD8fYsWMxdepUmEwmfPjhh5V+O8n06dPx1Vdf4fbbb0daWpr9r+5l7rvvPpe379GjB+rUqYPvv//e4RiS/v37Izo6Gt27d0e9evVw9OhR/Pvf/8bgwYPt9++FF16wnwfl4Ycfho+PD1auXInCwkIsWrSo0g3KVLdFRY4fP46+fftixIgRaN26NXx8fPDFF18gMTERI0eOtC/XsWNHvPXWW3jhhRfQrFkzREVF4R//+Aduu+02zJs3D+PHj0e3bt3wxx9/4OOPP3Y4oBgofZyHhYVhxYoVCA4ORmBgILp06eL0vf8333wz7r//frzxxhs4ceIEBg4cCJvNhh9//BE333wzpkyZghtuuAFjx47FqlWr7G8N27dvH9asWYMhQ4Zc9m2Bb7zxBnr06IEbb7wRkydPRmxsLM6cOYP//ve/OHToEAD3/wyv1LFUdh8+depUJCcn46mnnsJnn33msI527dpVeByj3vvMrVu3onbt2i4/Yp7cSINPmCJSSv3v4+5+/fXXctdZrVbVtGlT1bRpU/vH0506dUqNGTNGRUdHq1q1aqmGDRuq2267TX3++ef2273wwguqc+fOKiwsTAUEBKiWLVuqF198URUVFdmXcfbxr/n5+Wrq1KmqTp06KjAwUN1+++3q/Pnz5T7mUimlvvvuO9WmTRvl6+urWrRooT766CPxR8oqpVRqaqq6//77VUhIiAoNDVX333+//WNQL/3Ixco0qOxHyr777ruqefPmys/PT7Vs2VKtXr3a6f1wpnfv3hV+jGZRUZFauHChuv7665Wfn58KDw9XHTt2VHPnzlWZmZn25XJzc9UjjzyiIiIiVFBQkBoyZIg6duyYAqBefvll+3IXf5ypMxs2bFA9evRQgYGBKjAwULVs2VI98sgj6tixY0oppU6fPq0eeOAB1bRpU+Xv768iIiLUzTffrL7//nv7OrZt26buvPNO1aBBA+Xr66saNGig7r33XnX8+HH7Ms4+HlEppb7//nvVvXt3FRAQoEJCQtTtt9+u/vrrL4dlKroPzj42tTL3SWuX+xmUwSUfKauUUomJiWr8+PEqMjJS+fr6qrZt2zr9KNFLn2vO2vz888/qpptuUgEBAapBgwbqqaeeUlu2bCn3eHem7CM0K/qqjKlTpzp8nK5SSq1cuVL16tVL1alTR/n5+ammTZuqJ5980uGxrpRSBw8eVAMGDFBBQUGqdu3a6uabb1a7d+92WKaifaKz53RlW7h6rl4qJSVFPfLII6ply5YqMDBQhYaGqi5duqh169Y5LGexWNTgwYNVcHCwAmD/eNmCggI1ffp0Vb9+fRUQEKC6d++u9uzZo3r37l3uI2i//PJL1bp1a+Xj4+PwvHK2ryopKVGvvPKKatmypfL19VV169ZVgwYNUgcOHLAvU1xcrObOnatiY2NVrVq1VExMjHr66acr/VHDf/75p7rrrrtUWFiY8vf3Vy1atFCzZs1yWMbdP0O9xqJU9ffhrp5PZc/jK3Gf2aVLF3Xfffc5vd/kfialdDiKiIgIwKFDh9ChQwd89NFHlXqPLpGWTp8+jZYtW+Lbb79F37599R4OEVXBoUOHcOONN+LgwYM1clA5lcdJBRFpIj8/v9ynj4wbNw4ffvghzpw545YDH4nc7aGHHsLJkyfFB8UTkT5GjhwJm82GdevW6T2UqwYnFUSkiblz5+LAgQO4+eab4ePjg2+//Rbffvut/X34REREZFycVBCRJrZu3Yq5c+fir7/+Qk5ODq699lrcf//9ePbZZ+Hjw8+MICIiMjJOKoiIiIiIqFp4ngoiIiIiIqoWTiqIiIiIiKhaOKnQiFIKWVlZ1T5ZERERERHRlYaTCo1kZ2cjNDQU2dnZeg+lSoqKivQegiGxmwy7ybGdDLvJsJsc28mwm4yW3TipIJesVqveQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeRSXl6e3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkEs8fIMNuMuwmx3Yy7CbDbnJsJ8NuMlp246SCXPLy4kNEgt1k2E2O7WTYTYbd5NhOht1ktOzGnxC5VFBQoPcQDIndZNhNju1k2E2G3eTYTobdZLTsxteSyKWQkBC9h2BI7CbDbnJsJ8NuMuwm52ntrFYriouLa3w7fn5+nFg4UatWLXh7e1d4vZaPN04qyKWUlBQ0bNhQ72EYDrvJsJsc28mwmwy7yXlKO6UULBYLMjIyNNleSUkJj6uoQFhYGKKjo2Eymcpdp+XjzaR4NjZNZGVlITQ0FJmZmR73VwoiIiK6uiQkJCAjIwNRUVGoXbu2019oqWYppZCXl4ekpCSEhYWhfv36uo6HUz5yKT4+3iP+oqI1dpNhNzm2k2E3GXaT84R2VqvVPqGoU6eOJtssKiqCr6+vJtsykoCAAABAUlISoqKiyr0VSsvHG1+p0IhRX6lQSvGvDwLsJsNucmwnw24y7CbnCe0KCgoQFxeHxo0b23+prWme0K2m5Ofn48yZM4iNjYW/v7/DdVp246c/kUtms1nvIRgSu8mwmxzbybCbDLvJeVK76vyymp2djYSEhAq/srOzHZbX4mBwo3L1c9Dy8ca3P5FLkZGReg/BkNhNht3k2E6G3WTYTY7tSh04cAC7du2q8PrevXujT58+9u95kLaMlo83j32lYtmyZWjcuDH8/f3RpUsX7Nu3r8Jl+/TpA5PJVO5r8ODB9mXGjRtX7vqBAwdqcVd0lZWVpfcQDIndZNhNju1k2E2G3eTYrlTHjh0xefJkTJ48GUOHDgUADB061H5Zx44dHZa3Wq16DLNKzpw5A5PJhEOHDlW4zM6dO2Eymar0qVnjxo3DkCFDRGPS8vHmkdO+tWvXYtq0aVixYgW6dOmCpUuXYsCAATh27BiioqLKLb9x40YUFRXZv09NTcUNN9yA4cOHOyw3cOBArF692v69n59fzd2JK8TVcB9rArvJsJsc28mwmwy7ybFdqeDgYAQHBztcFhkZWeEnGLnrzNDjxo3DmjVrAJS++nHNNddg+PDhmDdvXrnjEaoqJiYGCQkJbn914PXXX4f0EGgtH28e+UrF4sWLMWnSJIwfPx6tW7fGihUrULt2bbz33ntOl4+IiEB0dLT9a+vWrahdu3a5SYWfn5/DcuHh4VrcHSIiIiJDy87Oxs6dO8sdKxGXkovlP8djZ1Eslv8cj7iU3ErdrjoGDhyIhIQEnD59GkuWLMHKlSsxZ86caq/X29sb0dHRbn+rVmhoKMLCwty6zprgcZOKoqIiHDhwAP369bNf5uXlhX79+mHPnj2VWse7776LkSNHIjAw0OHynTt3IioqCi1atMBDDz2E1NTUCtdRWFiIrKwshy8juvgVHKo8dpNhNzm2k2E3GXaTu1rb5eTkYNeuXcjJybFftm7/efR9bSc+OZCIM9YIfHIgEX1f24n1+8+Xu507JxVlfySOiYnBkCFD0K9fP2zduhUAYLPZsGDBAsTGxiIgIAA33HADPv/8c/tt09PTMXr0aNStWxcBAQFo3ry5/V0szt7+9M033+C6665DQEAAbr75Zpw5c8ZhLM8//zzat2/vcNnSpUvRuHFj+/fVefuTlo83j5tUpKSkwGq1ol69eg6X16tXDxaL5bK337dvH/78809MnDjR4fKBAwfigw8+wLZt27Bw4ULs2rULgwYNqvA9fgsWLEBoaKj9KyYmBkDpx7CZzWbYbDbEx8cDKP0M4aKiIiQlJSEnJwcZGRlIS0tDfn4+LBYLSkpKHJYtLi6GxWJBXl4e0tLSkJ6ejtzcXCQmJqK4uNhhWavVCrPZjPz8fKSmpiIzMxPZ2dlITk5GYWGhw7JKKcTHx6OwsBDJycnIysqCzWZDSkoK8vPzKz3uvLw8p+MuKSkpN+6cnByn47bZbJcdd9l4Lx13dnY2MjMzkZqaWuG4i4uLkZiYiJycHKSnp1dp3BkZGcjJyUFSUhKKioqcjtvb2xspKSn2CaWzcZfdxtW4rVar03Hn5uaWG/elDcvGnZ+fX+lxFxQUOB232Wx2Ou6kpKRy405ISLjsuCt6zGZnZ8NqtSIhIcFh3NnZ2VUad0pKymWfa9nZ2Q7PteqMu+y5Vjbuix+zSUlJTp9rZrPZ4blW2XFXtI8o+x+u1vuIsnEbdR/h7e2tyz4iPz/f0PsIm82myz7i0ueaEfcR3t7euuwj3Pl7RG5uLqxWK2w2m/2X1qKiIiilUFRUBJvNhuLiYlitVlitVhQXF8NmswGAfZm4lFzM3HAYNgVYFaBgglUBNgXM2HAYJy2ZUErZP/XJZrPZv7darSgpKUFJSYnD+isay8XLlq2nbJnffvsNu3fvRq1atWCz2fDCCy/ggw8+wLJly/D777/jX//6F+677z7s3LkTRUVFmDVrFo4cOYL//ve/OHz4MP79738jPDzcvv6L7+P58+cxdOhQ3Hbbbfj111/xwAMPYObMmQBgH7dSyv7WprIxlZSUAID9viqlYLPZ7PexbP1lt7HZbLBarcjNzS23j9DqI38BDzxPhdlsRsOGDbF792507drVfvlTTz2FXbt2Ye/evS5v/89//hN79uzB4cOHXS53+vRpNG3aFN9//z369u1b7vrCwkIUFhbav8/KykJMTIzhzlNhNpvRoEEDvYdhOOwmw25yntYuOzvb4S+alwoKCir3fmwJT+umFXaT84R2ZeepcHZehIokJCRg1apVGDp0KCIjI7H853h8ciARVie/hXqZgNEd6+Hh7g2RkpKCjRs3Yvz48bj22murPfZx48bho48+gr+/P0pKSlBYWAgvLy+sW7cOt912GyIiIvD99987/A45ceJE5OXl4ZNPPsEdd9yByMhIp2+pLztXxG+//Yb27dvjmWeewZdffokjR47Yl5k5cyYWLlyI9PR0hIWF4fnnn8emTZscXt1YunQpli5dan9VY9y4ccjIyMCmTZuc3idXPw8tH28ed6B2ZGQkvL29kZiY6HB5YmIioqOjXd42NzcXn332GebNm3fZ7TRp0gSRkZE4efKk00mFn5+fRxyMdblm5By7ybCbnKe1q+rHTUp5WjetsJvc1d5u48aNAICfimJhUxEAyp9jQSmFn377Cz5H/mu/zJ3HKdx888146623kJubiyVLlsDHxwfDhg3DkSNHkJeXh1tuucVh+aKiInTo0AEA8NBDD2HYsGE4ePAg+vfvjyFDhqBbt25Ot3P06FF06dLF4bKLJyta0PLx5nGTCl9fX3Ts2BHbtm2zv//MZrNh27ZtmDJlisvbrl+/HoWFhbjvvvsuu50LFy4gNTW1wk8p8BQJCQmand7dk7CbDLvJeVq7jh07okWLFgBg/0tl2V84gdJXKtzB07pphd3krvZ2Zc/jkp/jca6CVypMJhN6dGiNyd1vsT//y94S5A6BgYFo1qwZAOC9997DDTfcgHfffRdt2rQBAPz3v/8t9zMq+0PxoEGDcPbsWXzzzTfYunUr+vbti0ceeQSvvvqqaCxeXl7lPtnJnSf60/Lx5nGTCgCYNm0axo4di06dOqFz585YunQpcnNzMX78eADAmDFj0LBhQyxYsMDhdu+++y6GDBmCOnXqOFyek5ODuXPnYtiwYYiOjsapU6fw1FNPoVmzZhgwYIBm90sPV/OOrzrYTYbd5DytXVU/blLK07pphd3krvZ2Zc/jB/qE4OMDiRUuN6FPK9SP/N8H5tSqVatGxuPl5YVnnnkG06ZNw/Hjx+Hn54dz586hd+/eFd6mbt26GDt2LMaOHYuePXviySefdDqpaNWqFb766iuHy3755Zdy67JYLFBK2c+M7eo8F1Wl5ePN4w7UBoB77rkHr776KmbPno327dvj0KFD2Lx5s/3g7XPnziEhIcHhNseOHcNPP/2ECRMmlFuft7c3Dh8+jDvuuAPXXXcdJkyYgI4dO+LHH3/0iLc4uVJ2sBZVDbvJsJsc28mwmwy7ybFdqdjIQCwc1g5eJsDbBJig4GUqPZ5i4bB2aBzp+Amc7vzr/aWGDx8Ob29vrFy5Ek888QQef/xxrFmzBqdOncLBgwfx5ptv2s9tMXv2bHz55Zc4efIkjhw5gq+//hqtWrVyut4HH3wQJ06cwJNPPoljx47hk08+wfvvv++wTJ8+fZCcnIxFixbh1KlTWLZsGb799lu33TctH28e+UoFAEyZMqXCtzvt3Lmz3GUtWrSo8MQiAQEB2LJlizuHZxh169bVewiGxG4y7CbHdjLsJsNucldru6CgIPTu3dvhrYvDO8Xg/xpH4N2dR/HTb3+hR4fWmNCnlcOEoux2oaGhNTY2Hx8fTJkyBYsWLUJcXBzq1q2LBQsW4PTp0wgLC8ONN96IZ555BkDp2+yffvppnDlzBgEBAejZsyc+++wzp+u99tprsWHDBjz++ON488030blzZ7z00kt44IEH7Mu0atUKy5cvx0svvYT58+dj2LBheOKJJ7Bq1Sq33DctH28e9+lPV6qsrCyEhoYa7tOfkpKSnJ6FnFxjNxl2k/PkdmWfGjN58mS3v/3Jk7vVJHaT84R2kk9/cqUyz/Hi4uIaewuU0bn6eWj5ePPYVyrIPWrXrq33EAyJ3WTYTY7tZNhNht3k2K7UxR8bnZKS4vBfoPzHRnt5eeQ79muclo83TirIJXd+2sLVhN1k2E2O7WTYTYbd5NiulLOPjS77uFmg/MdG8401Mlo+3jipIJfKzoBJVcNuMuwmx3Yy7CbDbnJsV+rij412xl0fG3210/LxxkkFueSO90pejdhNht3k2E6G3WTYTY7tSjn72GhXyj5ulapGy8cb36BGLmVlZek9BENiNxl2k2M7GXaTYTc5tpPhKzwyWj7eOKkgl8rOXktVw24y7CbHdjLsJsNucp7UTtO31vjwzTUVcfVz0PLxxp8QuZSYmHjVn/1Tgt1k2E2O7WTYTYbd5Dyhna+vL7y8vGA2m1G3bl34+vrW+NuTioqK4OvrW6PbMBqlFIqKipCcnAwvLy+nfbR8vHFSQS4ZfcenF3aTYTc5tpNhNxl2k/OEdl5eXoiNjUVCQgLMZrPew7nq1a5dG9dee63Tj93V8vHGSQW5FB8f7xE7QK2xmwy7ybGdDLvJsJucp7Tz9fXFtddei5KSElit1hrfXmJiIurVq1fj2zEab29v+Pj4VPhKkZaPN04qyCU+gWXYTYbd5NhOht1k2E3Ok9qZTCbUqlVLkzNdN2zYkMdVCGj5eOOB2uTSxWe3pMpjNxl2k2M7GXaTYTc5tpNhNxktu3FSQS6FhIToPQRDYjcZdpNjOxl2k2E3ObaTYTcZLbtxUkEuFRQU6D0EQ2I3GXaTYzsZdpNhNzm2k2E3GS27cVJBLvEMljLsJsNucmwnw24y7CbHdjLsJqNlN04qyCUtDr7yROwmw25ybCfDbjLsJsd2Muwmo2U3TirIpdzcXL2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyKWIiAi9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsilpKQkvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3TirIJU8466ce2E2G3eTYTobdZNhNju1k2E1Gy26cVJBL8fHxeg/BkNhNht3k2E6G3WTYTY7tZNhNRstunFSQS/Xr19d7CIbEbjLsJsd2Muwmw25ybCfDbjJaduOkglyyWCx6D8GQ2E2G3eTYTobdZNhNju1k2E1Gy24+mm2JDCk8PFzvIRjS1dItOzsbOTk5FV4fFBSE4ODgSq/vaulWE9hOht1k2E2O7WTYTUbLbpxUkEt5eXkICAjQexiGc7V0O3DgAHbt2lXh9b1790afPn0qvb6rpVtNYDsZdpNhNzm2k2E3GS27cVJBLvn48CEicbV069ixI1q0aAEASElJwcaNGzF06FBERkYCKH2loiqulm41ge1k2E2G3eTYTobdZLTsxp8QueTlxcNuJK6WbsHBweXe3hQZGSk+MOxq6VYT2E6G3WTYTY7tZNhNRstu/AmRSwUFBXoPwZDYTYbd5NhOht1k2E2O7WTYTUbLbpxUkEshISF6D8GQ2E2G3eTYTobdZNhNju1k2E1Gy26cVJBLKSkpeg/BkNhNht3k2E6G3WTYTY7tZNhNRstunFSQSw0aNNB7CIbEbjLsJsd2Muwmw25ybCfDbjJaduOkglwym816D8GQ2E2G3eTYTobdZIzcLTs7GwkJCRV+ZWdn1+j2jdxOT+wmo2U3fvoTucS/DMiwmwy7ybGdDLvJGLmbu8+vU1VGbqcndpPRshsnFeSS2WxGw4YN9R6G4bCbDLvJsZ0Mu8kYuZu7z69TVUZupyd2k9GyGycV5FLZTpaqht1k2E2O7WTYTcbI3dx9fp2qMnI7PbGbjJbdeEwFuZSVlaX3EAyJ3WTYTY7tZNhNht3k2E6G3WS07MZJBbnk7++v9xAMid1k2E2O7WTYTYbd5NhOht1ktOzGSQW5ZLPZ9B6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbdOKkgl0pKSvQegiGxmwy7ybGdDLvJsJsc28mwm4yW3TipIJdq166t9xAMid1k2E2O7WTYTYbd5NhOht1ktOzGSQW5lJ6ervcQDIndZNhNju1k2E2G3eTYTobdZLTs5rGTimXLlqFx48bw9/dHly5dsG/fvgqXff/992EymRy+Lj2wRSmF2bNno379+ggICEC/fv1w4sSJmr4buouOjtZ7CIbEbjLsJsd2Muwmw25ybCfDbjJadvPIScXatWsxbdo0zJkzBwcPHsQNN9yAAQMGICkpqcLbhISEICEhwf519uxZh+sXLVqEN954AytWrMDevXsRGBiIAQMGoKCgoKbvjq4SEhL0HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt08clKxePFiTJo0CePHj0fr1q2xYsUK1K5dG++9916FtzGZTIiOjrZ/1atXz36dUgpLly7Fc889hzvvvBPt2rXDBx98ALPZjE2bNmlwj/TDs1fKsJsMu8mxnQy7ybCbHNvJsJuMlt08blJRVFSEAwcOoF+/fvbLvLy80K9fP+zZs6fC2+Xk5KBRo0aIiYnBnXfeiSNHjtivi4uLg8VicVhnaGgounTpUuE6CwsLkZWV5fBlRPHx8XoPwZDYTYbd5NhOht1k2E2O7WTYTUbLbh43qUhJSYHVanV4pQEA6tWrB4vF4vQ2LVq0wHvvvYcvv/wSH330EWw2G7p164YLFy4AgP12VVnnggULEBoaav+KiYkBABQUFMBsNsNms9l/0PHx8SgqKkJSUhJycnKQkZGBtLQ05Ofnw2KxoKSkxGHZ4uJiWCwW5OXlIS0tDenp6cjNzUViYiKKi4sdlrVarTCbzcjPz0dqaioyMzORnZ2N5ORkFBYWOiyrlEJ8fDwKCwuRnJyMrKws+Pv7IyUlBfn5+ZUed15entNxl5SUlBt3Tk6O03HbbLbLjrtsvJeOOzs7G5mZmUhNTa1w3MXFxUhMTEROTg7S09OrNO6MjAzk5OQgKSkJRUVFTscdEhKClJQU+4TS2bjLbuNq3Far1em4c3Nzy4370oZl487Pz6/0uAsKCpyO22w2Ox13UlKSfdwZGRkOz0FX467oMVtSUgKr1YqEhASHcWdnZ1dp3CkpKZd9rmVnZzs81xISEsTjLnuulY374sdsUlKS0+ea2Wx2eK5VdtwV7SPKPjZQ631E2bhrch+RmpoKAPa3sLpzHxESEqLLPiI/P9/Q+wh/f/8q7yPKxu3O51p19xHJycnlHls1vY8IDg7WZR+h1+8R7tpHlO3nrpbfI9y1j6hTpw60YlJKKc22pgGz2YyGDRti9+7d6Nq1q/3yp556Crt27cLevXsvu47i4mK0atUK9957L+bPn4/du3eje/fuMJvNqF+/vn25ESNGwGQyYe3ateXWUVhYiMLCQvv3WVlZiImJQWZmJkJCQqp5L7WTmJhYbjJFl3c1dktISMCqVaswefJkh+dJVVyN3dzFk9u547FVEU/uVpM8pVtNPrYq4inttMZuMlp287hXKiIjI+Ht7Y3ExESHyxMTEyt9BHytWrXQoUMHnDx5EsD/jpyvyjr9/PwQEhLi8GVEgYGBeg/BkNhNht3k2E6G3WTYTY7tZNhNRstuHjep8PX1RceOHbFt2zb7ZTabDdu2bXN45cIVq9WKP/74w/5Xi9jYWERHRzusMysrC3v37q30Oo2quLhY7yEYErvJsJsc28mwmwy7ybGdDLvJaNnNR7MtaWjatGkYO3YsOnXqhM6dO2Pp0qXIzc3F+PHjAQBjxoxBw4YNsWDBAgDAvHnzcNNNN6FZs2bIyMjAK6+8grNnz2LixIkASj8Z6rHHHsMLL7yA5s2bIzY2FrNmzUKDBg0wZMgQve6mJjzs3XGaYTcZdpNjOxl2k2E3ObaTYTcZLbt55KTinnvuQXJyMmbPng2LxYL27dtj8+bN9veUnTt3Dl5e/3uRJj09HZMmTYLFYkF4eDg6duyI3bt3o3Xr1vZlnnrqKeTm5mLy5MnIyMhAjx49sHnz5nInyfM0nn7/agq7ybCbHNvJsJsMu8mxnQy7yWjZzSMnFQAwZcoUTJkyxel1O3fudPh+yZIlWLJkicv1mUwmzJs3D/PmzXPXEA0hKysLtWvX1nsYhsNuMuwmx3Yy7CbDbnJsJ8NuMlp287hjKsi9IiMj9R6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbdOKkgly79xCuqHHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkkpand/ck7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsglLU/v7knYTYbd5NhOht1k2E2O7WTYTUbLbpxUkEs8e6UMu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnIpJSVF7yEYErvJsJsc28mwmwy7ybGdDLvJaNmNkwpyKSQkRO8hGBK7ybCbHNvJsJsMu8mxnQy7yWjZjZMKcqmgoEDvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnLp4jOPU+Wxmwy7ybGdDLvJsJsc28mwm4yW3fgTIpd8fDz2pOs1it1k2E2O7WTYTYbd5NhOht1ktOzGSQW5lJeXp/cQDIndZNhNju1k2E2G3eTYTobdZLTsxkkFuRQWFqb3EAyJ3WTYTY7tZNhNht3k2E6G3WS07MZJBbmUnJys9xAMid1k2E2O7WTYTYbd5NhOht1ktOzGSQW5pOXp3T0Ju8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCg+VnZ2NhISECr+ys7MrtR4tT+/uSdhNht3k2E6G3WTYTY7tZNhNRstuPJTeQx04cAC7du2q8PrevXujT58+l11P/fr13Tiqqwe7ybCbHNvJsJsMu8mxnQy7yWjZjZMKD9WxY0e0aNECQOkp2jdu3IihQ4ciMjISABAUFFSp9VgsFjRo0KDGxump2E2G3eTYTobdZNhNju1k2E1Gy26cVHio4OBgBAcHO1wWGRlZ5RlreHi4O4d11WA3GXaTYzsZdpNhNzm2k2E3GS278ZgKcik3N1fvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnLJ19dX7yEYErvJsJsc28mwmwy7ybGdDLvJaNmNkwoiIiIiIqoWTirIpcLCQr2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyKWQkBC9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsillJQUvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3TirIJX4mtAy7ybCbHNvJsJsMu8mxnQy7yWjZjZMKcslsNus9BENiNxl2k2M7GXaTYTc5tpNhNxktu3FSQS41bNhQ7yEYErvJsJsc28mwmwy7ybGdDLvJaNmNkwpyKT4+Xu8hGBK7ybCbHNvJsJsMu8mxnQy7yWjZjZMKcikyMlLvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnIpKytL7yEYErvJsJsc28mwmwy7ybGdDLvJaNmNkwpyyd/fX+8hGBK7ybCbHNvJsJsMu8mxnQy7yWjZjZMKcslms+k9BENiNxl2k2M7GXaTYTc5tpNhNxktu3FSQS6VlJToPQRDYjcZdpNjOxl2k2E3ObaTYTcZLbtxUkEu1a5dW+8hGBK7ybCbHNvJsJsMu8mxnQy7yWjZjZMKcik9PV3vIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnKpXr16eg/BkNhNht3k2E6G3WTYTY7tZNhNRstuPtIbfvXVV1W+zS233IKAgADpJkkHFouFZ7EUYDcZdpNjOxl2k2E3ObaTMVq37Oxs5OTkVHh9UFAQgoODa3wcWnYTTyqGDBlSpeVNJhNOnDiBJk2aSDdJOjDSE/hKwm4y7CbHdjLsJsNucmwnY7RuBw4cwK5duyq8vnfv3ujTp0+Nj0PLbuJJBVA6+4mKiqrUslrMxsj94uPjDfdEvhKwmwy7ybGdDLvJsJsc28kYrVvHjh3RokULAEBKSgo2btyIoUOH2s9wHRQUpMk4tOwmnlSMHTu2Sm9luu+++xASEiLdHOmkspNGcsRuMuwm56nt4lJysWrnGfxSFIuz6/Zh2pCuaNPIfffVU7vVNHaTYzsZo3ULDg4u9wf1yMhI1K9fX9NxaNlNfKD26tWrq/Tqw1tvvWWfnZFxpKWl6T0EQ2I3GXaT88R26/afR9/XdmLt4TScsUZgR4I37ljxK9bvP++2bXhiNy2wmxzbybCbjJbdPPbTn5YtW4bGjRvD398fXbp0wb59+ypc9u2330bPnj0RHh6O8PBw9OvXr9zy48aNg8lkcvgaOHBgTd8N3Wn18pynYTcZdpPztHZxKbmYueEwbAqwKUDBBAUTbAqYseEwzqTkumU7ntZNK+wmx3Yy7CajZbdqHVNxsYKCAhw+fBhJSUnlTgl+xx13uGszlbJ27VpMmzYNK1asQJcuXbB06VIMGDAAx44dc/oy0M6dO3HvvfeiW7du8Pf3x8KFC9G/f38cOXLE4X1oAwcOxOrVq+3f+/n5aXJ/9FRUVITAwEC9h2E47CbDbnKe1m7d/vMwmUyAUuWuM5lMWLv/PGYMbFnt7XhaN62wmxzbybCbjJbd3DKp2Lx5M8aMGYOUlJRy15lMJlitVndsptIWL16MSZMmYfz48QCAFStW4L///S/ee+89zJw5s9zyH3/8scP377zzDjZs2IBt27ZhzJgx9sv9/PwQHR1ds4O/wign/0Ony2M3GXaT87R2F9LzK7xPSilcSM93y3Y8rZtW2E2O7WTYTUbLbm55+9Ojjz6K4cOHIyEhATabzeFL6wlFUVERDhw4gH79+tkv8/LyQr9+/bBnz55KrSMvLw/FxcWIiIhwuHznzp2IiopCixYt8NBDDyE1NbXCdRQWFiIrK8vhy4j8/f31HoIhsZsMu8l5WrtrwgNKX6lwwmQy4Zpw95zzyNO6aYXd5NhOht1ktOzmlklFYmIipk2bdkWc7TAlJQVWq7XcWOrVqweLxVKpdcyYMQMNGjRwmJgMHDgQH3zwAbZt24aFCxdi165dGDRoUIWTpgULFiA0NNT+FRMTA6D0bWJmsxk2mw3x8fEASj/uq6ioCElJScjJyUFGRgbS0tKQn58Pi8WCkpISh2WLi4thsViQl5eHtLQ0pKenIzc3F4mJiSguLnZY1mq1Ijk5GQCQkZGBzMxMZGdnIzk5GYWFhQ7LKqUQHx+PwsJCJCcnIysrCxaLBSkpKcjPz6/0uPPy8pyOu6SkpNy4c3JynI7bZrPBbDYjPz8fqampTsddNt5Lx52dnY3MzEykpqZWOO7i4mIkJiYiJycH6enpVRp3RkYGcnJykJSUhKKiIqfjTklJQUpKin1C6WzcZbdxNW6r1ep03Lm5ueXGfWnDsnHn5+dXetwFBQVOx202m52OOykpyT7ujIwMh+egq3FX9JiNi4uD1WpFQkKCw7izs7OrNO6UlJTLPteys7MdnmsJCQnicZc918rGffFjNikpyelzzWw2OzzXKjvuivYRcXFx4n3E5Z5rrvYRZeN29z5iQLNgl69UDO/Y0C37iJSUFF32Efn5+YbeR1gslirvI8rG7c7nWnX3EWX/f0xKStJsH5GcnKzLPqI6v0dcCfuIuLg4Q/8eAZT+Dqj1PqLs/81aMCk3vC7ywAMPoHv37pgwYYI7xlQtZrMZDRs2xO7du9G1a1f75U899RR27dqFvXv3urz9yy+/jEWLFmHnzp1o165dhcudPn0aTZs2xffff4++ffuWu76wsBCFhYX277OyshATE4PMzEzNP1o3ISEBq1atwuTJk6v8UWbFxcWoVatWDY3Mc12N3arzOCtzNXZzF09st37/eczYcBjA/17CN5lMWDisHYZ3inHLNjyxmxY8pZs79ltV5SnttGbkbno8zspo2c0tx1T8+9//xvDhw/Hjjz+ibdu25QY/depUd2ymUiIjI+Ht7Y3ExESHyxMTEy97PMSrr76Kl19+Gd9//73LCQUANGnSBJGRkTh58qTTSYWfn59HHMidlJRkqJPNXCnYTYbd5Dyx3fBOMfi/xhFYufUwfvnzBGKjQjF9SFdc78bzVHhiNy2wmxzbybCbjJbd3DKp+PTTT/Hdd9/B398fO3fudHgfrMlk0nRS4evri44dO2Lbtm0YMmQIAMBms2Hbtm2YMmVKhbdbtGgRXnzxRWzZsgWdOnW67HYuXLiA1NRUzWecWuMTWIbdZNhNzlPbNY4MxNQ+jeF//DtMHjEZ9eu790ROntqtprGbHNvJsJuMlt3cckzFs88+i7lz5yIzMxNnzpxBXFyc/ev06dPu2ESVTJs2DW+//TbWrFmDo0eP4qGHHkJubq7906DGjBmDp59+2r78woULMWvWLLz33nto3LgxLBYLLBYLcnJyAAA5OTl48skn8csvv+DMmTPYtm0b7rzzTjRr1gwDBgzQ/P5pqew9e1Q17CbDbnJsJ8NuMuwmx3Yy7CajZTe3vFJRVFSEe+65B15eV8a59O655x4kJydj9uzZsFgsaN++PTZv3mw/ePvcuXMOY33rrbdQVFSEu+++22E9c+bMwfPPPw9vb28cPnwYa9asQUZGBho0aID+/ftj/vz5HvEWJ1euhIPvjYjdZNhNju1k2E2G3eTYTobdZLTs5pZJxdixY7F27Vo888wz7lidW0yZMqXCtzvt3LnT4fszZ864XFdAQAC2bNnippEZS0pKylV3bg53YDcZdpNjOxl2k2E3ObaTYTcZLbu5ZVJhtVqxaNEibNmyBe3atSt3oPbixYvdsRnSQWhoqN5DMCR2k2E3ObaTYTcZdpNjOxl2k9Gym1smFX/88Qc6dOgAAPjzzz8drqvo5EVkDPn5+QgIcM9Jpq4m7CbDbnJsJ8NuMuwmx3Yy7CajZTe3TCp27NjhjtXQFehKOU7GaNhNht3k2E6G3WTYTY7tZNhNRstubplUAKVnCTx8+DCSkpJgs9nsl5tMJtx+++3u2gxpzMfHbQ+Rqwq7ybCbHNvJsJsMu8mxnQy7yWjZzS1b2rx5M+6//36kpqaWu85kMsFqtbpjM6SDvLw8BAUF6T0Mw2E3GXaTYzsZdpNhNzm2k2E3GS27ueU1kUcffRQjRoxAQkICbDabwxcnFMYWFham9xAMid1k2E2O7WTYTYbd5NhOht1ktOzmlklFYmIipk2bxs8Q9kDJycl6D8GQ2E2G3eTYTobdZNhNju1k2E1Gy25umVTcfffd5c79QJ5By9O7exJ2k2E3ObaTYTcZdpNjOxl2k9Gym1uOqfj3v/+N4cOH48cff0Tbtm3Lnadi6tSp7tgM6SA+Pp5PZAF2k2E3ObaTYTcZdpNjOxl2k9Gym1smFZ9++im+++47+Pv7Y+fOnQ7npjCZTJxUGFj9+vX1HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt3c8vanZ599FnPnzkVmZibOnDmDuLg4+9fp06fdsQnSicVi0XsIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp2c8ukoqioCPfccw9PTOKBIiIi9B6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbd3DILGDt2LNauXeuOVdEVJicnR+8hGBK7ybCbHNvJsJsMu8mxnQy7yWjZzS3HVFitVixatAhbtmxBu3btyh2ovXjxYndshnTg6+ur9xAMid1k2E2O7WTYTYbd5NhOht1ktOzmlknFH3/8gQ4dOgAA/vzzT4frLj5om4iIiIiIPI9bJhU7duxwx2roClRYWKj3EAyJ3WTYTY7tZNhNxhO6xaXkYtXOM/ilKBZn1+3DtCFd0aZRVI1v1xPa6YHdZLTsxiOryaWQkBC9h2BI7CbDbnJsJ8NuMkbvtm7/efR9bSfWHk7DGWsEdiR4444Vv2L9/vM1vm2jt9MLu8lo2U08qTh8+DBsNlullz9y5AhKSkqkmyOdpKam6j0EQ2I3GXaTYzsZdpMxcre4lFzM3HAYNgXYFKBggoIJNgXM2HAYZ1Jya3T7Rm6nJ3aT0bKbeFLRoUOHKg20a9euOHfunHRzpBOebEaG3WTYTY7tZNhNxsjd1u0/X+HxniaTCWtr+NUKI7fTE7vJaNlNfEyFUgqzZs1C7dq1K7V8UVGRdFOkI7PZrNnp3T0Ju8mwmxzbybCbjJG7XUjPh1LK6XVKKVxIz6/R7Ru5nZ7YTUbLbuJJRa9evXDs2LFKL9+1a1cEBARIN0c64RNYht1k2E2O7WTYTcbI3a4JDyh9pcLJxMJkMuGa8Jr9XcXI7fTEbjJadhNPKnbu3OnGYdCVKj4+nk9kAXaTYTc5tpNhNxkjdxvRKQYrd51yep1SCvd0iqnR7Ru5nZ7YTUbLbvz0J3IpMjJS7yEYErvJsJsc28mwm4yRu8VGBmLhsHbwMgFeJvz/w7QVvEzAwmHt0DgysEa3b+R2emI3GS27cVJBLmVmZuo9BENiNxl2k2M7GXaTMXq34Z1isH16H9zTLgKNvdNwc30r/vPg/2F4Db9KARi/nV7YTUbLbpxUkEs8DkaG3WTYTY7tZNhNxhO6NY4MxNQ+jdHHNw4vjuiM6zU48R3gGe30wG4yWnbjpIJcqsq5SOh/2E2G3eTYTobdZNhNju1k2E1Gy26cVJBLPGGhDLvJsJsc28mwmwy7ybGdDLvJaNmNkwpyqbLnISFH7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsiljIwMvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3TirIpagobQ5c8zTsJsNucmwnw24y7CbHdjLsJqNlN04qyCWLxaL3EAyJ3WTYTY7tZNhNht3k2E6G3WS07MZJBbnEs1fKsJsMu8mxnQy7ybCbHNvJsJuMlt18qnPjwsJCbN++Hdu3b8eFCxeQlJSE/Px81K1bF1FRUWjfvj1uvfVWxMbGumu8pDEtT+/uSdhNht3k2E6G3WTYTY7tZNhNRstuoklFfHw85s6di23btqFFixZo06YNbrjhBoSEhMDPzw9ZWVnIzs7G/v378e6778LHxwczZszAsGHD3D1+qmF8D6MMu8mwmxzbybCbDLvJsZ0Mu8lo2a3Kk4o33ngDFy5cwOTJk7Fq1apK3SYrKwtr167Fgw8+iGeeeQbXXnttlQdK+khLS0O9evX0HobhsJsMu8mxnQy7ybCbHNvJsJuMlt2qNKn4+uuvcfvtt1f57UwhISGYNGkSJk6ciHXr1iEwMBB16tSp0jpIH0FBQXoPwZDYTYbd5NhOht1k2E2O7WTYTUbLblU6UPu2226r1vERJpMJ99xzDycUBlJUVKT3EAyJ3WTYTY7tZNhNht3k2E6G3WS07FYjn/7k7e1dE6slIiIiIqIrUI1MKpRSNbFa0oGvr6/eQzCkq61bXEouXtt6EjuLYvHa1pOIS8kVredq6+ZObCfDbjLsJsd2Muwmo2W3Kk8q8vLyLruMyWQSDYauPDk5OXoPwZCupm7r9p9H39d2YuPRLJyxRmDj0Sz0fW0n1u8/X+V1XU3d3I3tZNhNht3k2E6G3WS07FalScWUKVPs5584efIkHn74Ydx999146623KrxNYmIiduzYgWXLluGRRx5Bnz59ePS+gUREROg9BEO6WrrFpeRi5obDsCnApgAFk/3fMzYcxpkqvmJxtXSrCWwnw24y7CbHdjLsJqNltypNKr799lukpKTgrbfeQo8ePXDNNddgzJgx+OGHHzBr1iz7ckop9OzZE/Xq1UOvXr2wZMkSnD17FuvXr8eiRYvw999/u/2OXGrZsmVo3Lgx/P390aVLF+zbt8/l8uvXr0fLli3h7++Ptm3b4ptvvnG4XimF2bNno379+ggICEC/fv1w4sSJmrwLV4SkpCS9h2BIV0u3dfvPV/jKpMlkwtoqvlpxtXSrCWwnw24y7CbHdjLsJqNltypNKkJDQ+Hv74+uXbsiNDQUzzzzDO644w589NFH+Pbbbx2WbdCgAZo2bYpVq1bhq6++wqJFixAYGIjOnTsjPDzcrXfiUmvXrsW0adMwZ84cHDx4EDfccAMGDBhQYdjdu3fj3nvvxYQJE/Dbb79hyJAhGDJkCP7880/7MosWLcIbb7yBFStWYO/evQgMDMSAAQNQUFBQo/dFbzx7pczV0u1Cen6Fx1AppXAhPb9K67tautUEtpNhNxl2k2M7GXaT0bJblSYVycnJ2LRpE+Li4hAYGGi/3Nvb2+EXC5PJhLVr12LlypVYunQp+vfvj71792p2rMXixYsxadIkjB8/Hq1bt8aKFStQu3ZtvPfee06Xf/311zFw4EA8+eSTaNWqFebPn48bb7wR//73vwGU/nK0dOlSPPfcc7jzzjvRrl07fPDBBzCbzdi0aZMm90kv8fHxeg/BkK6WbteEB7h8peKa8IAqre9q6VYT2E6G3WTYTY7tZNhNRstuVTr53bRp0/Cf//wHCxYswOnTp9GtWze0aNECLVq0QGpqarnl27Ztiy+++AL79+/H7NmzkZiYiL1796JLly5uuwOXKioqwoEDB/D000/bL/Py8kK/fv2wZ88ep7fZs2cPpk2b5nDZgAED7BOGuLg4WCwW9OvXz359aGgounTpgj179mDkyJHl1llYWIjCwkL791lZWaX/OHQIuPhEJOHhQGwsUFAA/PVX+cHdeGPpf48dA3IveX9648ZARASQnAycv+RtJsHBQPPmgNUKn8OHEW02w+fwYSAhofT6tm2BWrWAU6eAzEzH2zZsCNSrB6SnI9psBhIT/3ddQADQqlXpv3/7Dbj0r9StWpUuc/YscOljol690nVnZwOXvnWsVq3SMQHAH38AxcWO1zdvXnqf4uMdxwMAdeoAjRoB+fnA0aOO15lMQIcOpf8+erR0mYvFxpb+DBITS9d9sdBQoGnT0rH88QfKueEGwNu79L5kZztcFd2gQek/0tKAM2ccbxcYCLRoUfrvgwfLr7d1a8DfH4iLA9LTHa+rX7/0KysLOHnS8To/P+D660v/ffgwUFLieP1115U+9i5cAC591S4yErj2WiAvD7j07YleXkD79qX//uuv0sfq/zcioAQrK3qlwqZwT9nhU0VFwEWv/Nm1b1+6/uPHgZwcRFut//v5Xntt6bhSUoBz5xxvFxRUen9sttLn1KXatAF8fYHTp4GMDMfrGjQAoqNLLz992vE6f//S/kDpem02x+tbtgRq1y4dT0qK43VRUcA11wA5OaX352I+PkC7dqX/PnIEuGjfAABo1gwICSl9fpY9R8tUch8RnZlZ/rlRyX0Efv+9/HoruY9AXJzjdTWwj/BJTkbUxffNjfuIaJutdJuApvsIxMQAdesadh/h8Fx1sY8AADRpAoSFARYLYDY7XhcWVnp9JfcRDtywj/A+e7b8/x9reB8RHRRU/ueqwT6iOr9HXAn7iGir9X/rNuDvEeUeZ4Am+4jolJT/7eNqmqqG06dPq6+++kq99NJLatSoUfbLTSaT0+V/+ukn9Y9//EP17du3Opt1KT4+XgFQu3fvdrj8ySefVJ07d3Z6m1q1aqlPPvnE4bJly5apqKgopZRSP//8swKgzGazwzLDhw9XI0aMcLrOOXPmKADlvjJLnz7/+xo9Wl24cEEVHjniePn//0pISFDFxcWq8MYby11X8M47KjU1VeUuWlT+tv37qwsXLqiStDSn603+6y9VUFCg8m65pdx1xQsXqqSkJJX7/vvlrrN16KAuXLiglFLK5utb7vqMn39Wubm5KnfUqHLXWZ96SiUkJKj8b78tv96GDe3rLYmOLnd99n/+o7KyslTu1Knlb/vAA6UNDx4sf52vr4qPj1dWq1UVtmlT7vq8Dz5QaWlpKnf+/PKdbr9dXbhwQRWbzU4bJp08qQoLC1V+797lrkuZN08lJyervFWryo/pppvs99XZetP27VN5eXkqd+jQcteVPPecslgsKn/TpvLrbdr0fw0jIspdn7Vli8rOzla5//xn+ds+9JCKj49XBbt3l78uOFjFx8crm82miq67rtz1Hy37XMXO/FrFPvWVin3yS9XkyS9V7JNfqXVt+ip1993qwoULquj0aaf31XL2rCoqKlIFN91U7rrCZctKH9+vv17+tr17qwsXLihrXp7T9ab+/rvKz89XeYMHl398z5+vEhMTVe5nn5W/r61b2xtag4LKXZ+5Y4fKyclRuePGlX98/+tfymw2q4IdO8qvNzLSvt7iRo3KXZ+zYYPKzMxUuU8+Wf7+VHIfkduuXbnrPGkfkRkcrA4dOuQx+4jCxYuvmn1E7mefqYyMDJXz3HPl74/O+4h0Z4/vGt5HmDdsKL9eDfYR/D1Cv33Ehd9+c9pQs32ERkyl49HWjh07cPPNN9fIus1mMxo2bIjdu3eja9eu9sufeuop7Nq1C3v37i13G19fX6xZswb33nuv/bLly5dj7ty5SExMxO7du9G9e3eYzWbUr1/fvsyIESPsb/W6lLNXKmJiYpC5axdCNH6lIvn777Fx40YMHToUdevWLb2+kn9hKDh6FP7+/v+7jq9U/I+LvzDkR0Yi4NprDftXSAeV+CvkmZJaWL7hJ/xx7AxuiInCgzc2RONgnyr/FbKgoOB/jze+UlGqkvuIgt9/h3/ZX/LKGOivkAAq3EckJyfj8y+/xJBZs0r3wW7cRxQUFsK/7P8VfKWi0vsIh+eqgV+pSPrlF3yxerXj/x9reB+Rn5yMgEufj3yl4n8q2EcUFBTAv1EjQ/4ekXDuHL568UXHxxmgyT6iICEB/t26lV+mBugyqahJRUVFqF27Nj7//HMMGTLEfvnYsWORkZGBL7/8stxtrr32WkybNg2PPfaY/bI5c+Zg06ZN+P3333H69Gk0bdoUv/32G9qX7TgB9O7dG+3bt8frr79+2XFlZWUhNDQUmZmZCAkJqc5drLKEhASsWrUKkydPdpgUVUZaWho/xk3gauxWncdZmauxm7t4cjt3PLYq4sndapKndKvJx1ZFPKWd1ozcTY/HWRktu9XIGbX15Ovri44dO2Lbtm32y2w2G7Zt2+bwysXFunbt6rA8AGzdutW+fGxsLKKjox2WycrKwt69eytcp6fw8vK4h4gm2E2G3eTYTobdZNhNju1k2E1Gy25VOlC7Mo4fP44mTZrAx8ftq660adOmYezYsejUqRM6d+6MpUuXIjc3F+PHjwcAjBkzBg0bNsSCBQsAAP/617/Qu3dvvPbaaxg8eDA+++wz7N+/H6tWrQJQ+ik2jz32GF544QU0b94csbGxmDVrFho0aODwaogn8vb21nsIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp2c/tv/q1atcLRo0dx3XXXuXvVlXbPPfcgOTkZs2fPhsViQfv27bF582b7mbzPnTvnMHPr1q0bPvnkEzz33HN45pln0Lx5c2zatAlt2rSxL/PUU08hNzcXkydPRkZGBnr06IHNmzc7Hm/ggfLz8xEcHKz3MAyH3WTYTY7tZNhNht3k2E6G3WS07Ob2ScWVcojGlClTMGXKFKfX7dy5s9xlw4cPx/Dhwytcn8lkwrx58zBv3jx3DdEQwsLC9B6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbd+AY1cik5OVnvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnJJy9O7exJ2k2E3ObaTYTcZdpNjOxl2k9GyGycV5JKWp3f3JOwmw25ybCfDbjLsJsd2Muwmo2U3TirIJa0/T9lTsJsMu8mxnQy7ybCbHNvJsJuMlt04qSCXLBaL3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkklHPXqk3dpNhNzm2k2E3GXaTYzsZdpPRspvbJxUzZsxAnTp13L1a0klOTo7eQzAkdpNhNzm2k2E3GXaTYzsZdpPRspvbz1NRdpZq8gy+vr56D8GQ2E2G3eTYTobdZNhNju1k2E1Gy258+xMREREREVULJxXkUlFRkd5DMCR2k2E3ObaTYTcZdpNjOxl2k9GyGycV5FJQUJDeQzAkdpNhNzm2k2E3GXaTYzsZdpPRsluNTCq8vb1rYrWkg7S0NL2HYEjsJsNucmwnw24y7CbHdjLsJqNltxqZVCilamK1pIPo6Gi9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTfRpOKFF17AwoUL8e233zo9/bfJZKr2wOjKkJCQoPcQDIndZNhNju1k2E2G3eTYTobdZLTsJvpI2eeeew6nT5/G4cOH8e677yI+Ph4rV650umxiYiL++usv+9eRI0dw9OhRJCYmVmvgpI2GDRvqPQRDYjcZdpNjOxl2k2E3ObaTYTcZLbtV6ZWKBx98EElJSQCAJk2aYMiQIZg9e3a5CYVSCj179kS9evXQq1cvLFmyBGfPnsX69euxaNEi/P333+67B1SjnL0SRZfHbjLsJsd2Muwmw25ybCfDbjJadqvSKxWDBg3Crbfeittuuw1PPvkkAgMDK1y2QYMGsFqtWLBgAXr37g0AWL9+PTp37ly9EZOm6tatq/cQDIndZNhNju1k2E2G3eTYTobdZLTsVqVXKu68807s3bsX9erVQ7du3bBixQrYbLZyy5lMJqxduxYrV67E0qVL0b9/f+zdu5fHWhhQRkaG3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bJblQ/U9vb2xuDBg/H444/jueeeQ+vWrfGf//zH6bJt27bFF198gZdeeglz585FYmIi9u7dW+1Bk3YCAgL0HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt2qNKkYOHAgGjVqhFGjRuHw4cN488038fHHH2PTpk147LHHKrxdp06d8M033+C7777DM888g379+lV33KQRq9Wq9xAMid1k2E2O7WTYTYbd5NhOxqjd4lJy8cbOM9hZFItn1+3Dn2eTNN2+lt2qdEzFyy+/jLZt25Y7ud27776Lli1b2r+v6DwV3bt3x7Zt27Bjxw7BUEkPzt7eRpfHbjLsJsd2Muwmw25ybCdjxG7r9p/HzA2HAQBKReBMArBzxa9YOKwdhneK0WQMWnar0isVqampKCkpcXrdN998Y/+3qzuwb98+tGvXriqbJR3x5UYZdpNhNzm2k2E3GXaTYzsZo3WLS8nFzA2HYVOATQEKJiiYYFPAjA2HcSYlV5NxXLFvf+rWrRvmzJmD999/H7m5jjGaNGni8rYHDhzAk08+icLCQtSpU6fqIyVd8MAoGXaTYTc5tpNhNxl2k2M7GaN1W7f/fIUfUGQymbB2/3lNxqFltyq9/SkgIAAvv/wytmzZgltvvRVBQUFo37492rZti4iICISEhMDX1xfZ2dnIysrCmTNncOjQIRw6dAj9+/fHM888g/Dw8Jq6L1QDoqKi9B6CIbGbDLvJsZ0Mu8mwmxzbyRit24X0/AoPB1BK4UJ6vibj0LKb6IzaAwYMwIABA3Dw4EF8++23ePvtt3HhwgUkJSUhPz8fkZGRiIqKwg033IBBgwbhtddeQ1hYmJuHTlqwWCw8i6UAu8mwmxzbybCbDLvJsZ2M0bpdEx5Q+kqFk4mFyWTCNeHavC1Jy26iSUWZG2+8ETfeeCOeffZZd42HrjBGegJfSdhNht3k2E6G3WTYTY7tZIzWbUSnGKzcdcrpdUop3KPRgdpadqvyeSro6qLl6d09CbvJsJsc28mwmwy7ybGdjNG6xUYGYuGwdvAyAV4m/P/DtBW8TMDCYe3QODJQk3Fo2a1ar1SQ5zPaexivFOwmw25ybCfDbjLsJsd2MkbsNrxTDP6vcQRWbj2MX/48gdioUEwf0hXXN9LuvmjZja9UkEtpaWl6D8GQ2E2G3eTYTobdZNhNju1kjNqtcWQgpvZpjD6+cXhxRGdNJxSAtt04qSCXgoKC9B6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbdOKkgl4qKivQegiGxmwy7ybGdDLvJsJsc28mwm4yW3dw+qTh+/HiFZ90mIiIiIiLP4/ZJRatWrXD69Gl3r5Z04uvrq/cQDIndZNhNju1k2E2G3eTYTobdZLTs5vZJRUVnDyRjysnJ0XsIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp24zEV5FJERITeQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeRSUlKS3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkkpand/ck7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsglLU/v7knYTYbd5NhOht1k2E2O7WTYTUbLbj6abYkMKTo6Wu8hGBK7ybCbnKe1y87Oth9gmJKS4vBfoPSETsHBwdXejqd10wq7ybGdDLvJaNmNkwpyKSkpCfXr19d7GIbDbjLsJudp7Q4cOIBdu3Y5XLZx40b7v3v37o0+ffpUezue1k0r7CbHdjLsJqNlN7dPKmbMmIE6deq4e7Wkk7CwML2HYEjsJsNucp7WrmPHjmjRokWF1wcFBbllO57WTSvsJsd2Muwmo2U3tx9TsWDBAl0nFWlpaRg9ejRCQkIQFhaGCRMmuPyM3rS0NDz66KNo0aIFAgICcO2112Lq1KnIzMx0WM5kMpX7+uyzz2r67uguLy9P7yEYErvJsJucp7ULDg5G/fr1K/xyx1ufAM/rphV2k2M7GXaT0bKbx739afTo0UhISMDWrVtRXFyM8ePHY/Lkyfjkk0+cLm82m2E2m/Hqq6+idevWOHv2LB588EGYzWZ8/vnnDsuuXr0aAwcOtH9/NcyafXw87iGiCXaTYTc5tpNhNxl2k2M7GXaT0bKbR/2Ejh49is2bN+PXX39Fp06dAABvvvkmbr31Vrz66qto0KBBudu0adMGGzZssH/ftGlTvPjii7jvvvtQUlLi8MMICwu76g4U8vLiB4RJsJsMu8mxnQy7ybCbHNvJsJuMlt086ie0Z88ehIWF2ScUANCvXz94eXlh7969lV5PZmYmQkJCys3uHnnkEURGRqJz58547733oJSqcB2FhYXIyspy+DKi/Px8vYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3t08qlixZAgA4cuQIrFaru1fvksViQVRUlMNlPj4+iIiIgMViqdQ6UlJSMH/+fEyePNnh8nnz5mHdunXYunUrhg0bhocffhhvvvlmhetZsGABQkND7V8xMTEAgIKCApjNZthsNvtnB8fHx6OoqAhJSUnIyclBRkYG0tLSkJ+fD4vFgpKSEodli4uLYbFYkJeXh7S0NKSnpyM3NxeJiYkoLi52WNZqtSI5ORkAkJGRgczMTGRnZyM5ORmFhYUOyyqlEB8fj8LCQiQnJyMrKwteXl5ISUlBfn5+pcedl5fndNwlJSXlxp2Tk+N03DabDWazGfn5+UhNTXU67rLxXjru7OxsZGZmIjU1tcJxFxcXIzExETk5OUhPT6/SuDMyMpCTk4OkpCQUFRU5Hbefnx9SUlLsE0pn4y67jatxW61Wp+POzc0tN+5LG5aNOz8/v9LjLigocDpus9nsdNxJSUn2cWdkZNifQ5cbd0WP2by8PFitViQkJDiMOzs7u0rjTklJuexzLTs72+G5lpCQIB532XOtbNwXP2aTkpKcPtfMZrPDc62y465oH1H2vlnJPuJyzzVX+4iycRt1H+Hn56fLPiI/P9/Q+wgvL68q7yPKxu3O51p19xFl/38sO+uwFvsIPz8/XfYR1fk94krYR+Tl5Rn69wig9HdArfcR7jr+rDJMytWf2wV27NiBm2++GXfeeSf+/vtvBAQE4Prrr0fbtm3Rpk0b3HbbbVVe58yZM7Fw4UKXyxw9ehQbN27EmjVrcOzYMYfroqKiMHfuXDz00EMu15GVlYVbbrkFERER+Oqrr1CrVq0Kl509ezZWr16N8+fPO72+sLAQhYWFDuuOiYmxvwqipYSEBKxatQqTJ0+u8seKxcfH8yyWAldjt+o8zspcjd3che1k2E3GU7q5Y79VVZ7STmtG7qbH46yMlt3cckxFdna2fSZ08803AwC+/PJLAEBOTg6OHDmCP/74A99//71oUjF9+nSMGzfO5TJNmjRBdHS0/a8NZUpKSpCWlnbZYyGys7MxcOBABAcH44svvnA5oQCALl26YP78+SgsLISfn1+56/38/JxebjRGfQLrjd1k2E2O7WTYTYbd5NhOht1ktOzmlklFz549sXnzZqe/uAcFBaFLly7o0qWLeP1169ZF3bp1L7tc165dkZGRgQMHDqBjx44AgO3bt8Nms7ncflZWFgYMGAA/Pz989dVX8Pf3v+y2Dh06hPDwcI+YOLhi5L8M6IndZNhNju1k2E2G3eTYTobdZLTs5pZjKjp06IAuXbrg77//drj80KFDuPXWW92xiUpp1aoVBg4ciEmTJmHfvn34+eefMWXKFIwcOdL+yU/x8fFo2bIl9u3bB6B0QtG/f3/k5ubi3XffRVZWFiwWCywWi/2YkP/85z9455138Oeff+LkyZN466238NJLL+HRRx/V7L7pxdknZtHlsZsMu8mxnQy7ybCbHNvJsJuMlt3cMqlYvXo1xo0bhx49euCnn37C8ePHMWLECHTs2BHe3t7u2ESlffzxx2jZsiX69u2LW2+9FT169MCqVavs1xcXF+PYsWP2gxoPHjyIvXv34o8//kCzZs0cTq5UdrxErVq1sGzZMnTt2hXt27fHypUrsXjxYsyZM0fT+6aHhIQEvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3t52nYu7cufDz88Mtt9wCq9WKvn37Ys+ePejcubO7NlEpERERFZ7oDgAaN27s8FGwffr0cfnRsAAwcOBAh5PeXU30PDu6kbGbDLvJsZ0Mu8mwmxzbybCbjJbd3PJKRWJiIv71r3/hhRdeQOvWrVGrVi2MGzdO8wkFuZ9Rz6+hN3aTYTc5tpNhNxl2k2M7GXaT0bKbWyYVsbGx+OGHH7B+/XocOHAAGzZswOTJk/HKK6+4Y/WkI08/EL2msJsMu8mxnQy7ybCbHNvJsJuMlt3c8van9957DyNHjrR/P3DgQOzYsQO33XYbzpw5g2XLlrljM0REREREdAVyyysVF08oytx4443YvXs3tm/f7o5NkFBcSi5e23oSO4ti8drWk4hLya3S7YuKimpoZJ6N3WTYTY7tZNhNht3k2E6G3WS07Oa2A7Wdady4MXbv3l2TmyAX1u0/j5kbDgMAlIrA2aNZ2Hh0JxYOa4fhnWIqtY6goKCaHKLHYjcZdpNjOxl2kzFyt+zsbOTk5AAAUlJSHP4LlN63shP61gQjt9MTu8lo2a1GJxUAEB4eXtObICfiUnIxc8Nh2OwfbGVC2YdczdhwGP/XOAKNIwMvu560tDR+NrQAu8mwmxzbybCbjJG7HThwALt27XK4bOPGjfZ/9+7dG3369Kmx7Ru5nZ7YTUbLbjU+qSB9rNt/HiaTCXDycbkmkwlr95/HjIEtL7seZ2dJp8tjNxl2k2M7GXaTMXK3jh07okWLFhVeX9N/2TVyOz2xm4yW3dxyTAVdeS6k51d4/g2lFC6k51dqPTzZjAy7ybCbHNvJsJuMkbsFBwc7nOj20q+afOsTYOx2emI3GS27cVLhoa4JDyh9pcIJk8mEa8IDKrWehg0bunNYVw12k2E3ObaTYTcZdpNjOxl2k9Gym9smFRkZGXjttdcwceJETJw4EUuWLEFmZqa7Vk9VNKJTjMtXKu6p5IHa8fHx7hzWVYPdZNhNju1k2E2G3eTYTobdZLTs5pZJxf79+9G0aVMsWbIEaWlpSEtLw+LFi9G0aVMcPHjQHZugKoqNDMTCYe3gZQK8TIAJyv7vhcPaVeogbQCoW7duDY/UM7GbDLvJsZ0Mu8mwmxzbybCbjJbd3DKpePzxx3HHHXfgzJkz2LhxIzZu3Ii4uDjcdttteOyxx9yxCRIY3ikG26f3wdBWIWjsnYahrUKwfXqfSn+cLFD6ChRVHbvJsJsc28mwmwy7ybGdDLvJaNnNba9UzJgxAz4+//swKR8fHzz11FPYv3+/OzZBQo0jAzH9lmbo4xuH6bc0q/QrFGVq165dQyPzbOwmw25ybCfDbjLsJsd2Muwmo2U3t0wqQkJCcO7cuXKXnz9/vsY/RYFqVklJid5DMCR2k2E3ObaTYTcZdpNjOxl2k9Gym1smFffccw8mTJiAtWvX4vz58zh//jw+++wzTJw4Effee687NkE6sdlseg/BkNhNht3k2E6G3WTYTY7tZNhNRstubjn53auvvgqTyYQxY8agpKQESin4+vrioYcewssvv+yOTZBOAgIq99Gz5IjdZNhNju1k2E2G3eTYTobdZLTs5pZXKnx9ffH6668jPT0dhw4dwu+//460tDQsWbIEfn5+7tgE6YQfCyzDbjLsJsd2Muwmw25ybCfDbjJadnPLKxXz5s1zef3s2bPdsRnSQWRkpN5DMCR2k2E3ObaTYTcZdpNjOxl2k9Gym1smFV988YXD98XFxYiLi4OPjw+aNm3KSYWBJSYm8iyWAuwmw25ybCfDbjLsJsd2Muwmo2U3t0wqfvvtt3KXZWVlYdy4cbjrrrvcsQnSCZ/AMuwmw25ybCfDbjLsJsd2Muwmo2U3txxT4UxISAjmzp2LWbNm1dQmSANant7dk7CbDLvJsZ0Mu8mwmxzbybCbjJbdamxSAZQeHMIDa4wtKipK7yEYErvJsJsc28mwmwy7ybGdDLvJaNnNLW9/euONNxy+V0ohISEBH374IQYNGuSOTZBOUlNTER0drfcwDIfdZNhNju1k2E2G3eTYTobdZLTs5pZJxZIlSxy+9/LyQt26dTF27Fg8/fTT7tgE6SQkJETvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2c0tk4q4uDh3rIauQAUFBahdu7bewzAcdpNhNzm2k2E3GXaTYzsZdpPRsluNHlNBxmcymfQegiGxmwy7ybGdDLvJsJsc28mwm4yW3cSvVEybNq3Syy5evFi6GdKZr6+v3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bKbeFJx6bkpDh48iJKSErRo0QIAcPz4cXh7e6Njx47VGyHpKicnB4GBgXoPw3DYTYbd5NhOht1k2E2O7WTYTUbLbuJJxY4dO+z/Xrx4MYKDg7FmzRqEh4cDANLT0zF+/Hj07Nmz+qMk3UREROg9BENiNxl2k2M7GXaTYTc5tpNhNxktu7nlmIrXXnsNCxYssE8oACA8PBwvvPACXnvtNXdsgnSSlJSk9xAMid1k2E2O7WTYTYbd5NhOht1ktOzmlklFVlYWkpOTy12enJyM7Oxsd2yCdKLl6d09CbvJsJsc28mwmwy7ybGdDLvJaNnNLZOKu+66C+PHj8fGjRtx4cIFXLhwARs2bMCECRMwdOhQd2yCdKLl6d09CbvJsJsc28mwmwy7ybGdDLvJaNnNLeepWLFiBZ544gmMGjUKxcXFpSv28cGECRPwyiuvuGMTpBOevVKG3WTYTY7tZNhNht3k2E6G3WS07OaWVypq166N5cuXIzU1Fb/99ht+++03pKWlYfny5TxS3+ASExP1HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt3c8kpFmcDAQLRr186dqySdXXzwPVUeu8mwmxzbybCbDLvJsZ0Mu8lo2a1aJ7+bP38+AgMDL3siPJ78zrjy8vIQEBCg9zAMh91k2E2O7WTYTYbd5NhOht1ktOxWrZPflR0/cemJ8C7G06obm4+PW1/Mumqwmwy7ybGdDLvJsJsc28mwm4yW3dxy8ruL/02excvLLYfdXHXYTYbd5NhOht1k2E2O7WTYTUbLbm7ZUn5+PvLy8uzfnz17FkuXLsV3333njtWTjgoKCvQegiGxmwy7ybGdDLvJsJsc28mwm4yW3dwyqbjzzjvxwQcfAAAyMjLQuXNnvPbaa7jzzjvx1ltvuWMTpJOQkBC9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTe3TCoOHjyInj17AgA+//xzREdH4+zZs/jggw/wxhtvuGMTpJOUlBS9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTe3TCry8vIQHBwMAPjuu+8wdOhQeHl54aabbsLZs2fdsYlKS0tLw+jRoxESEoKwsDBMmDABOTk5Lm/Tp08fmEwmh68HH3zQYZlz585h8ODBqF27NqKiovDkk0+ipKSkJu/KFUHL07t7EnaTYTc5tpNhNxl2k2M7GXaT0bKbWyYVzZo1w6ZNm3D+/Hls2bIF/fv3BwAkJSVp/nLV6NGjceTIEWzduhVff/01fvjhB0yePPmyt5s0aRISEhLsX4sWLbJfZ7VaMXjwYBQVFWH37t1Ys2YN3n//fcyePbsm78oVQcvTu3sSdpNhNzm2k2E3GXaTYzsZdpPRsptbJhWzZ8/GE088gcaNG6NLly7o2rUrgNJXLTp06OCOTVTK0aNHsXnzZrzzzjvo0qULevTogTfffBOfffYZzGazy9vWrl0b0dHR9q+LJ0Pfffcd/vrrL3z00Udo3749Bg0ahPnz52PZsmUoKiqq6bulqwYNGug9BENiNxl2k2M7GXaTYTc5tpNhNxktu7llUnH33Xfj3Llz2L9/PzZv3my/vG/fvliyZIk7NlEpe/bsQVhYGDp16mS/rF+/fvDy8sLevXtd3vbjjz9GZGQk2rRpg6efftrh06z27NmDtm3bol69evbLBgwYgKysLBw5csTp+goLC5GVleXwZUSXm4yRc+wmw25ybCfDbjLsJsd2Muwmo2U3t314bXR0NDp06ODwebidO3dGy5Yt3bWJy7JYLIiKinK4zMfHBxEREbBYLBXebtSoUfjoo4+wY8cOPP300/jwww9x3333Oaz34gkFAPv3Fa13wYIFCA0NtX/FxMQAKP1oL7PZDJvNZn9JKj4+HkVFRUhKSkJOTg4yMjKQlpaG/Px8WCwWlJSUOCxbXFwMi8WCvLw8pKWlIT09Hbm5uUhMTERxcbHDslarFcnJyQBKP5krMzMT2dnZSE5ORmFhocOySinEx8ejsLAQycnJyMrKgp+fH1JSUpCfn1/pcefl5Tkdd0lJSblx5+TkOB23zWaD2WxGfn4+UlNTnY67bLyXjjs7OxuZmZlITU2tcNzFxcVITExETk4O0tPTqzTujIwM5OTkICkpCUVFRU7HHRQUhJSUFPuE0tm4y27jatxWq9XpuHNzc8uN+9KGZePOz8+v9LgLCgqcjttsNjsdd1JSkn3cGRkZAEoPCrvcuCt6zBYXF8NqtSIhIcFh3NnZ2VUad0pKymWfa9nZ2Q7PtYSEBPG4y55rZeO++DGblJTk9LlmNpsdnmuVHXdF+4iyk5FK9hGXe6652keUjduo+4igoCBd9hH5+fmG3kf4+flVeR9RNm53PteMuI8ICgrSZR9Rnd8jroR9RHFxsaF/jwBKfwfUeh8REREBzSg3+eGHH9To0aPVTTfdpC5cuKCUUuqDDz5QP/74Y7XXPWPGDAXA5dfRo0fViy++qK677rpyt69bt65avnx5pbe3bds2BUCdPHlSKaXUpEmTVP/+/R2Wyc3NVQDUN99843QdBQUFKjMz0/51/vx5BUBlZmZW4Z67h9lsVs8//7wym81Vvm1SUlINjMjzXY3dqvM4K3M1dnMXtpNhNxl2k2M7GSN3c8f/H6W07OaWc3dv2LAB999/P0aPHo3ffvsNhYWFAIDMzEy89NJL+Oabb6q1/unTp2PcuHEul2nSpAmio6ORlJTkcHlJSQnS0tIQHR1d6e116dIFAHDy5Ek0bdoU0dHR2Ldvn8MyiYmJAFDhev38/ODn51fpbV6pPOE+6IHdZNhNju1k2E2G3eTYTobdZLTs5pZJxQsvvIAVK1ZgzJgx+Oyzz+yXd+/eHS+88EK111+3bl3UrVv3sst17doVGRkZOHDgADp27AgA2L59O2w2m32iUBmHDh0CANSvX9++3hdffBFJSUn2t1dt3boVISEhaN26dRXvDRERERGRZ3HLMRXHjh1Dr169yl0eGhpqf5+1Flq1aoWBAwdi0qRJ2LdvH37++WdMmTIFI0eOtB/9Hh8fj5YtW9pfeTh16hTmz5+PAwcO4MyZM/jqq68wZswY9OrVC+3atQMA9O/fH61bt8b999+P33//HVu2bMFzzz2HRx55xONnzp7+6VY1hd1k2E2O7WTYTYbd5NhOht1ktOzmlklFdHQ0Tp48We7yn376CU2aNHHHJirt448/RsuWLdG3b1/ceuut6NGjB1atWmW/vri4GMeOHbN/upOvry++//579O/fHy1btsT06dMxbNgw/Oc//7HfxtvbG19//TW8vb3RtWtX3HfffRgzZgzmzZun6X3TQ2BgoN5DMCR2k2E3ObaTYTcZdpNjOxl2k9Gym1ve/jRp0iT861//wnvvvQeTyQSz2Yw9e/bgiSeewKxZs9yxiUqLiIjAJ598UuH1jRs3hlLK/n1MTAx27dp12fU2atSo2seGGFF6ejoCAgL0HobhsJsMu8mxnQy7ybCbHNvJsJuMlt3cMqmYOXMmbDYb+vbti7y8PPTq1Qt+fn544okn8Oijj7pjE6STqhzgTv/DbjLsJsd2Muwmw25ybCfDbjJadnPL259MJhOeffZZpKWl4c8//8Qvv/yC5ORkzJ8/H/n5+e7YBOkkISFB7yEYErvJsJsc28mwmwy7ybGdDLvJaNnNbSe/A0qPT2jdujU6d+6MWrVqYfHixYiNjXXnJkhjDRs21HsIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp2q9akorCwEE8//TQ6deqEbt26YdOmTQCA1atXIzY2FkuWLMHjjz/ujnGSTsrO2EhVw24y7CbHdjLsJsNucmwnw24yWnar1jEVs2fPxsqVK9GvXz/s3r0bw4cPx/jx4/HLL79g8eLFGD58OLy9vd01VtJBZc4PQuWxmwy7ybGdDLvJsJsc28mwm4yW3ar1SsX69evxwQcf4PPPP8d3330Hq9WKkpIS/P777xg5ciQnFB5Ay/OMeBJ2k2E3ObaTYTcZdpNjOxl2k9GyW7UmFRcuXLCfubpNmzbw8/PD448/DpPJ5JbBkf5q166t9xAMid1k2E2O7WTYTYbd5NhOht1ktOxWrbc/Wa1W+Pr6/m9lPj4ICgqq9qDoylFSUqL3EAzpaumWnZ2NnJwcAEBKSorDfwEgKCgIwcHBlV7f1dKtJrCdDLvJsJsc28mwm4yW3ao1qVBKYdy4cfDz8wMAFBQU4MEHHyx39r6NGzdWZzOkI5vNpvcQDOlq6XbgwIFyJ4+8+Pneu3dv9OnTp9Lru1q61QS2k2E3GXaTYzsZdpPRslu1JhVjx451+P6+++6r1mDoyuPv76/3EAzpaunWsWNHtGjRosLrq/rK5dXSrSawnQy7ybCbHNvJGK2bu1/Jl9KyW7UmFatXr3bXOOgKlZWVxfcxClwt3YKDg926U7xautUEtpNhNxl2k2M7GaN1c/cr+VJadqvWpII8X2RkpN5DMCR2k2E3ObaTYTcZdpNjOxmjdXP3K/lSWnZz6xm1yfMkJibqPQRDYjcZdpNjOxl2k2E3ObaTMVq34OBg1K9fv8IvLd76BGjbjZMKcknL07t7EnaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkkpand/ck7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsilevXq6T0EQ2I3GXaTYzsZdpNhNzm2k2E3GS27cVJBLl388WdUeewmw25ybCfDbjLsJsd2Muwmo2U3TirIpZCQEL2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyKWCggK9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsglk8mk9xAMid1k2E2O7WTYTYbd5NhOht1ktOzGSQW5VKtWLb2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyKXc3Fy9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsiliIgIvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3TirIpaSkJL2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyCUtT+/uSdhNht3k2E6G3WTYTY7tZNhNRstunFSQS1qe3t2TsJsMu8mxnQy7ybCbHNvJsJuMlt04qSCX6tevr/cQDIndZNhNju1k2E2G3eTYTobdZLTsxkkFuWSxWPQegiGxmwy7ybGdDLvJsJsc28mwm4yW3TipIJfCw8P1HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt04qSCX8vLy9B6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbdOKkgl3x8fPQegiGxmwy7ybGdDLvJsJsc28mwm4yW3TipIJe8vPgQkWA3GXaTYzsZdpNhNzm2k2E3GS278SdELhUUFOg9BENiNxl2k2M7GXaTYTc5tpNhNxktu3FSQS6FhIToPQRDYjcZdpNjOxl2k2E3ObaTYTcZLbtxUkEupaSk6D0EQ2I3GXaTYzsZdpNhNzm2k2E3GS27cVJBLjVo0EDvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2Y2TCnLJbDbrPQRDYjcZdpNjOxl2k2E3ObaTYTcZLbtxUkEu8S8DMuwmw25ybCfDbjLsJsd2Muwmw1cq6IrBvwzIsJsMu8mxnQy7ybCbHNvJsJsMX6mgK0ZkZKTeQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeRSVlaW3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bKbx00q0tLSMHr0aISEhCAsLAwTJkxATk5OhcufOXMGJpPJ6df69evtyzm7/rPPPtPiLunK399f7yEYErvJsJsc28mwmwy7ybGdDLvJaNnNR7MtaWT06NFISEjA1q1bUVxcjPHjx2Py5Mn45JNPnC4fExODhIQEh8tWrVqFV155BYMGDXK4fPXq1Rg4cKD9+7CwMLeP/0pjs9n0HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt08alJx9OhRbN68Gb/++is6deoEAHjzzTdx66234tVXX3V6BLy3tzeio6MdLvviiy8wYsQIBAUFOVweFhZWbllPV1JSovcQDIndZNhNju1k2E2G3eTYTobdZLTs5lFvf9qzZw/CwsLsEwoA6NevH7y8vLB3795KrePAgQM4dOgQJkyYUO66Rx55BJGRkejcuTPee+89KKUqXE9hYSGysrIcvoyodu3aeg/BkNhNht3k2E6G3WTYTY7tZNhNRstuHjWpsFgsiIqKcrjMx8cHERERsFgslVrHu+++i1atWqFbt24Ol8+bNw/r1q3D1q1bMWzYMDz88MN48803K1zPggULEBoaav+KiYkBABQUFMBsNsNmsyE+Ph4AEB8fj6KiIiQlJSEnJwcZGRlIS0tDfn4+LBYLSkpKHJYtLi6GxWJBXl4e0tLSkJ6ejtzcXCQmJqK4uNhhWavViuTkZABARkYGMjMzkZ2djeTkZBQWFjosq5RCfHw8CgsLkZycjKysLMTHxyMlJQX5+fmVHndeXp7TcZeUlJQbd05OjtNx22w2mM1m5OfnIzU11em4y8Z76bizs7ORmZmJ1NTUCsddXFyMxMRE5OTkID09vUrjzsjIQE5ODpKSklBUVOR03ImJiUhJSbFPKJ2Nu+w2rsZttVqdjjs3N7fcuC9tWDbu/Pz8So+7oKDA6bjNZrPTcSclJZUbd0JCwmXHXdFj9uTJk7BarUhISHAYd3Z2dpXGnZKSctnnWnZ2tsNzrTrjLnuulY374sdsUlKS0+ea2Wx2eK5VdtwV7SNOnjwp3kdc7rnmah9RNm6j7iMSExN12Ufk5+cbeh8RHx+vyz7i0ueaEfcRiYmJuuwjqvN7xJWwjzh58uRV9XuEu/YRqamp0IpJufpz+xVi5syZWLhwoctljh49io0bN2LNmjU4duyYw3VRUVGYO3cuHnroIZfryM/PR/369TFr1ixMnz7d5bKzZ8/G6tWrcf78eafXFxYWorCw0P59VlYWYmJikJmZiZCQEJfrdreEhASsWrUKkydPRv369at0W5vNBi8vj5p7aoLdZNhNju1k2E2G3eTYTobdZLTsZoifzvTp03H06FGXX02aNEF0dDSSkpIcbltSUoK0tLRKHQvx+eefIy8vD2PGjLnssl26dMGFCxccJg4X8/PzQ0hIiMOXEV16EDtVDrvJsJsc28mwmwy7ybGdDLvJaNnNEAdq161bF3Xr1r3scl27dkVGRgYOHDiAjh07AgC2b98Om82GLl26XPb27777Lu64445KbevQoUMIDw+Hn5/f5e+AgTVs2FDvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2c0Qr1RUVqtWrTBw4EBMmjQJ+/btw88//4wpU6Zg5MiR9k9+io+PR8uWLbFv3z6H2548eRI//PADJk6cWG69//nPf/DOO+/gzz//xMmTJ/HWW2/hpZdewqOPPqrJ/dJT2Xv2qGrYTYbd5NhOht1k2E2O7WTYTUbLboZ4paIqPv74Y0yZMgV9+/aFl5cXhg0bhjfeeMN+fXFxMY4dO4a8vDyH27333nu45ppr0L9//3LrrFWrFpYtW4bHH38cSik0a9YMixcvxqRJk2r8/ujt0gPfqXLYTYbd5NhOht1k2E2O7WTYTUbLboY4UNsTZGVlITQ01HAHaicmJqJevXo1NDLPxW4y7CbHdjLsJsNucmwnw24yWnbzqLc/kfsFBgbqPQRDYjcZdpNjOxl2k2E3ObaTYTcZLbtxUkEuFRcX6z0EQ2I3GXaTYzsZdpNhNzm2k2E3GS27cVJBLvHdcTLsJsNucmwnw24y7CbHdjLsJqNlN04qyCV/f3+9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsilrKwsvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3TirIpcjISL2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyKXExES9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsglLU/v7knYTYbd5NhOht1k2E2O7WTYTUbLbpxUkEtant7dk7CbDLvJsZ0Mu8mwmxzbybCbjJbdOKkgl3j2Shl2k2E3ObaTYTcZdpNjOxl2k9GyGycV5FJKSoreQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeRSSEiI3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkUkFBgd5DMCR2k2E3ObaTYTcZdpNjOxl2k9GyGycV5JKXFx8iEuwmw25ybCfDbjLsJsd2Muwmo2U3/oTIJR8fH72HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyKW8vDy9h2BI7CbDbnJsJ8NuMuwmx3Yy7CajZTdOKsilsLAwvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3TirIpeTkZL2HYEjsJsNucmwnw24y7CbHdjLsJqNlN04qyCUtT+/uSdhNht3k2E6G3WTYTY7tZNhNRstunFSQS1qe3t2TsJsMu8mxnQy7ybCbHNvJsJuMlt04qSCX6tevr/cQDIndZNhNju1k2E2G3eTYTobdZLTsxkkFuWSxWPQegiGxmwy7ybGdDLvJsJsc28mwm4yW3TipIJfCw8P1HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt04qSCXcnNz9R6CIbGbDLvJsZ0Mu8mwmxzbybCbjJbdOKkgl3x9ffUegiGxmwy7ybGdDLvJsJsc28mwm4yW3TipICIiIiKiauGkglwqLCzUewiGxG4y7CbHdjLsJsNucmwnw24yWnbjpIJcCgkJ0XsIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp246SCXEpJSdF7CIbEbjLsJsd2Muwmw25ybCfDbjJaduOkglxq0KCB3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkktls1nsIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp246SCXGrYsKHeQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeRSfHy83kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkUmRkpN5DMCR2k2E3ObaTYTcZdpNjOxl2k9GyGycV5FJWVpbeQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeSSv7+/3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkks1m03sIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp246SCXCopKdF7CIbEbjLsJsd2Muwmw25ybCfDbjJaduOkglyqXbu23kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkUnp6ut5DMCR2k2E3ObaTYTcZdpNjOxl2k9GyGycV5FK9evX0HoIhsZsMu8mxnQy7ybCbHNvJsJuMlt08blLx4osvolu3bqhduzbCwsIqdRulFGbPno369esjICAA/fr1w4kTJxyWSUtLw+jRoxESEoKwsDBMmDABOTk5NXAPriwWi0XvIRgSu8mwmxzbybCbDLvJsZ0Mu8lo2c3jJhVFRUUYPnw4HnrooUrfZtGiRXjjjTewYsUK7N27F4GBgRgwYAAKCgrsy4wePRpHjhzB1q1b8fXXX+OHH37A5MmTa+IuXFG0PL27J2E3GXaTYzsZdpNhNzm2k2E3GS27edykYu7cuXj88cfRtm3bSi2vlMLSpUvx3HPP4c4770S7du3wwQcfwGw2Y9OmTQCAo0ePYvPmzXjnnXfQpUsX9OjRA2+++SY+++wzmM3mGrw3+tPy9O6ehN1k2E2O7WTYTYbd5NhOht1ktOzmcZOKqoqLi4PFYkG/fv3sl4WGhqJLly7Ys2cPAGDPnj0ICwtDp06d7Mv069cPXl5e2Lt3r9P1FhYWIisry+HLiKKiovQegiGxmwy7ybGdDLvJsJsc28mwm4yW3a76SUXZe80uPZClXr169ussFku5H4qPjw8iIiIqfK/aggULEBoaav+KiYkBABQUFMBsNsNms9lnj/Hx8SgqKkJSUhJycnKQkZGBtLQ05Ofnw2KxoKSkxGHZ4uJiWCwW5OXlIS0tDenp6cjNzUViYiKKi4sdlrVarUhOTgYAZGRkIDMzE9nZ2UhOTkZhYaHDskopxMfHo7CwEMnJycjKysKFCxeQkpKC/Pz8So87Ly/P6bhLSkrKjTsnJ8fpuG02G8xmM/Lz85Gamup03GXjvXTc2dnZyMzMRGpqaoXjLi4uRmJiInJycpCenl6lcWdkZCAnJwdJSUkoKipyOm6LxYKUlBT7hNLZuMtu42rcVqvV6bhzc3PLjfvShmXjzs/Pr/S4CwoKnI7bbDY7HXdSUlK5cSckJFx23BU9Zo8fPw6r1YqEhASHcWdnZ1dp3CkpKZd9rmVnZzs816oz7rLnWtm4L37MJiUlOX2umc1mh+daZcdd0T7i+PHj4n3E5Z5rrvYRZeM26j7CYrHoso/Iz8839D7iwoULuuwjLn2uGXEfkZCQoMs+ojq/R1wJ+4jjx49fVb9HuGsfkZKSAq2YlFJKs60JzZw5EwsXLnS5zNGjR9GyZUv79++//z4ee+wxZGRkuLzd7t270b17d5jNZtSvX99++YgRI2AymbB27Vq89NJLWLNmDY4dO+Zw26ioKMydO9fp8RuFhYUoLCy0f5+VlYWYmBhkZmYiJCTE5ZjcLSEhAatWrcLkyZMd7mNl5ObmIjAwsIZG5rnYTYbd5NhOht1k2E2O7WTYTUbLbj6abKWapk+fjnHjxrlcpkmTJqJ1R0dHAwASExMdfuFOTExE+/bt7cskJSU53K6kpARpaWn221/Kz88Pfn5+ojFdSYqKivgkFmA3GXaTYzsZdpNhNzm2k2E3GS27GWJSUbduXdStW7dG1h0bG4vo6Ghs27bNPonIysrC3r177a9AdO3aFRkZGThw4AA6duwIANi+fTtsNhu6dOlSI+O6UhjghawrErvJsJsc28mwmwy7ybGdDLvJaNnNEJOKqjh37hzS0tJw7tw5WK1WHDp0CADQrFkzBAUFAQBatmyJBQsW4K677oLJZMJjjz2GF154Ac2bN0dsbCxmzZqFBg0aYMiQIQCAVq1aYeDAgZg0aRJWrFiB4uJiTJkyBSNHjkSDBg10uqeuZWdn28+jUfZ+uovfVxcUFITg4ODLrsff379mBujh2E2G3eTYTobdZNhNju1k2E1Gy24eN6mYPXs21qxZY/++Q4cOAIAdO3agT58+AIBjx44hMzPTvsxTTz2F3NxcTJ48GRkZGejRowc2b97s8IP4+OOPMWXKFPTt2xdeXl4YNmwY3njjDW3ulMCBAwewa9cuh8s2btxo/3fv3r3tPVzJyspC7dq13T08j8duMuwmx3Yy7CbDbnJsJ8NuMlp2M8SB2p4gKysLoaGhmh2offErFc5U9pWK4uJi1KpVy51Duyqwmwy7ybGdDLvJsJsc28mwm4yW3a76j5T1VMHBwahfv36FX5WZUAAod4A6VQ67ybCbHNvJsJsMu8mxnQy7yWjZja9UaETrVyqIiIiIiLTCVyrIJS1P7+5J2E2G3eTYTobdZNhNju1k2E1Gy258pUIjRn2loqSkBD4+Hnc8f41jNxl2k2M7GXaTYTc5tpNhNxktu/GVCnJJy9O7exJ2k2E3ObaTYTcZdpNjOxl2k9GyGycV5FJoaKjeQzAkdpNhNzm2k2E3GXaTYzsZdpPRshsnFeRSfn6+3kMwJHaTYTc5tpNhNxl2k2M7GXaT0bIbJxXkkpcXHyIS7CbDbnJsJ8NuMuwmx3Yy7CajZTf+hMglHhQlw24y7CbHdjLsJsNucmwnw24yWnbjpIJcysvL03sIhsRuMuwmx3Yy7CbDbnJsJ8NuMlp246SCXAoLC9N7CIbEbjLsJsd2Muwmw25ybCfDbjJaduOkglxKTk7WewiGxG4y7CbHdjLsJsNucmwnw24yWnbjye80YtST3xERERERXQ5fqSCXtDy9uydhNxl2k2M7GXaTYTc5tpNhNxktu/GVCo0Y9ZUKm83Gj3ETYDcZdpNjOxl2k2E3ObaTYTcZLbvxp0MuWSwWvYdgSOwmw25ybCfDbjLsJsd2Muwmo2U3fuivRspeEMrKytJ5JFXj4+NjuDFfCdhNht3k2E6G3WTYTY7tZNhNpqxbcHAwTCZTzW6rRtdOdtnZ2QCAmJgYnUdCRERERFcTLd5+z2MqNGKz2WA2mzWZKbpLVlYWYmJicP78eUMdB6I3dpNhNzm2k2E3GXaTYzsZdpO5uFvDhg35SoWn8PLywjXXXKP3MERCQkL4JBZgNxl2k2M7GXaTYTc5tpNhN5mQkBBN/qDNA7WJiIiIiKhaOKkgIiIiIqJq4aSCKuTn54c5c+bAz89P76EYCrvJsJsc28mwmwy7ybGdDLvJaN2NB2oTEREREVG18JUKIiIiIiKqFk4qiIiIiIioWjipICIiIiKiauGk4irz/PPPw2QyOXy1bNnSfn1BQQEeeeQR1KlTB0FBQRg2bBgSExMd1nHu3DkMHjwYtWvXRlRUFJ588kmUlJRofVc0Fx8fj/vuuw916tRBQEAA2rZti/3799uvV0ph9uzZqF+/PgICAtCvXz+cOHHCYR1paWkYPXo0QkJCEBYWhgkTJiAnJ0fru6KZxo0bl3u8mUwmPPLIIwD4eKuI1WrFrFmzEBsbi4CAADRt2hTz58/HxYfA8fFWsezsbDz22GNo1KgRAgIC0K1bN/z666/269kO+OGHH3D77bejQYMGMJlM2LRpk8P17mp0+PBh9OzZE/7+/oiJicGiRYtq+q7VuMu127hxI/r37486derAZDLh0KFD5dZxNe77XHUrLi7GjBkz0LZtWwQGBqJBgwYYM2YMzGazwzquxsfc5R5vzz//PFq2bInAwECEh4ejX79+2Lt3r8MymnVTdFWZM2eOuv7661VCQoL9Kzk52X79gw8+qGJiYtS2bdvU/v371U033aS6detmv76kpES1adNG9evXT/3222/qm2++UZGRkerpp5/W4+5oJi0tTTVq1EiNGzdO7d27V50+fVpt2bJFnTx50r7Myy+/rEJDQ9WmTZvU77//ru644w4VGxur8vPz7csMHDhQ3XDDDeqXX35RP/74o2rWrJm699579bhLmkhKSnJ4rG3dulUBUDt27FBK8fFWkRdffFHVqVNHff311youLk6tX79eBQUFqddff92+DB9vFRsxYoRq3bq12rVrlzpx4oSaM2eOCgkJURcuXFBKsZ1SSn3zzTfq2WefVRs3blQA1BdffOFwvTsaZWZmqnr16qnRo0erP//8U3366acqICBArVy5Uqu7WSMu1+6DDz5Qc+fOVW+//bYCoH777bdy67ga932uumVkZKh+/fqptWvXqr///lvt2bNHde7cWXXs2NFhHVfjY+5yj7ePP/5Ybd26VZ06dUr9+eefasKECSokJEQlJSXZl9GqGycVV5k5c+aoG264wel1GRkZqlatWmr9+vX2y44ePaoAqD179iilSh/cXl5eymKx2Jd56623VEhIiCosLKzRsetpxowZqkePHhVeb7PZVHR0tHrllVfsl2VkZCg/Pz/16aefKqWU+uuvvxQA9euvv9qX+fbbb5XJZFLx8fE1N/gryL/+9S/VtGlTZbPZ+HhzYfDgweqBBx5wuGzo0KFq9OjRSik+3lzJy8tT3t7e6uuvv3a4/MYbb1TPPvss2zlx6S8q7mq0fPlyFR4e7vBcnTFjhmrRokUN3yPtOPslr0xcXJzTSQX3fa67ldm3b58CoM6ePauU4mNOqcp1y8zMVADU999/r5TSthvf/nQVOnHiBBo0aIAmTZpg9OjROHfuHADgwIEDKC4uRr9+/ezLtmzZEtdeey327NkDANizZw/atm2LevXq2ZcZMGAAsrKycOTIEW3viIa++uordOrUCcOHD0dUVBQ6dOiAt99+2359XFwcLBaLQ7vQ0FB06dLFoV1YWBg6depkX6Zfv37w8vIq91KlJyoqKsJHH32EBx54ACaTiY83F7p164Zt27bh+PHjAIDff/8dP/30EwYNGgSAjzdXSkpKYLVa4e/v73B5QEAAfvrpJ7arBHc12rNnD3r16gVfX1/7MgMGDMCxY8eQnp6u0b258nDfVzmZmZkwmUwICwsDwMdcZRQVFWHVqlUIDQ3FDTfcAEDbbpxUXGW6dOmC999/H5s3b8Zbb72FuLg49OzZE9nZ2bBYLPD19bU/gcvUq1cPFosFAGCxWBx2cmXXl13nqU6fPo233noLzZs3x5YtW/DQQw9h6tSpWLNmDYD/3XdnbS5uFxUV5XC9j48PIiIiPLpdmU2bNiEjIwPjxo0DAD7eXJg5cyZGjhyJli1bolatWujQoQMee+wxjB49GgAfb64EBweja9eumD9/PsxmM6xWKz766CPs2bMHCQkJbFcJ7mp0tT5/L4f7vssrKCjAjBkzcO+99yIkJAQAH3OufP311wgKCoK/vz+WLFmCrVu3IjIyEoC23XyqcyfIeMr+0gkA7dq1Q5cuXdCoUSOsW7cOAQEBOo7symaz2dCpUye89NJLAIAOHTrgzz//xIoVKzB27FidR2cM7777LgYNGoQGDRroPZQr3rp16/Dxxx//v/buJSbK643j+G8cYBSmFSPCDBAEvOCtaasLnLSLkppGY7wlKmFhFGOMsQup2hrTekkMrXFhWGnSRlm0Grtp03jD+yXeIJpBZQOC1wWpUUqElBbqPF38wxvnDyjmxaEO309yFu/tnPM+ObzMM2fmjA4ePKipU6eqtrZWZWVlyszMZLz1w48//qiVK1cqKytLXq9X06dPV0lJiW7cuDHYXQPwCl1dXVq6dKnMTHv37h3s7rwVioqKVFtbqydPnuiHH37Q0qVLVV1d3SOZeNOYqRjiUlNTNXHiRDU2NioQCKizs1Otra1R5/z+++8KBAKSpEAg0GOFiu7t7nPiUTAY1JQpU6L2TZ482fnoWPe99xabF2P3+PHjqOP//POPWlpa4jp2kvTgwQOdPn1aq1atcvYx3vr25ZdfOrMV7733npYtW6YvvvhC3333nSTG26uMGzdOFy5cUHt7ux49eqSamhp1dXUpPz+f2PXDQMVoqP79vgrPvr51JxQPHjzQqVOnnFkKiTH3MikpKRo/frxmzpypffv2KSEhQfv27ZMU27iRVAxx7e3tampqUjAY1IwZM5SYmKgzZ844x+vr6/Xw4UOFQiFJUigU0u3bt6MGaPcf/v+/6I4nH330kerr66P2NTQ0aOzYsZKkvLw8BQKBqNg9e/ZM1dXVUbFrbW2Nerf07NmzikQiKiwsjMFdDJ7Kykqlp6dr7ty5zj7GW9/+/PNPDRsW/Xj2er2KRCKSGG/9lZKSomAwqD/++EMnTpzQggULiF0/DFSMQqGQLl68qK6uLuecU6dOqaCgQKNGjYrR3fz38OzrXXdCcefOHZ0+fVqjR4+OOs6Y679IJKK///5bUozj9lpf68Zbb8OGDXb+/Hm7d++eXb582WbNmmVpaWnO0mNr1qyxnJwcO3v2rF2/ft1CoZCFQiHn+u5l7j777DOrra21qqoqGzNmzFu9zF1/1NTUWEJCgpWXl9udO3fswIEDlpycbD/99JNzzs6dOy01NdV+++03u3Xrli1YsKDXJRg//PBDq66utkuXLtmECRPiapnK3jx//txycnJs06ZNPY4x3nq3fPlyy8rKcpaU/eWXXywtLc2++uor5xzGW9+qqqrs+PHjdvfuXTt58qS9//77VlhYaJ2dnWZG7MzM2traLBwOWzgcNkm2e/duC4fDzko7AxGj1tZWy8jIsGXLllldXZ0dOnTIkpOT3+rlPc1eHbunT59aOBy2o0ePmiQ7dOiQhcNha25uduoYis++l8Wts7PT5s+fb9nZ2VZbWxu1FPmLKxINxTH3sri1t7fb5s2b7erVq3b//n27fv26lZaWms/ns7q6OqeOWMWNpGKIKS4utmAwaElJSZaVlWXFxcVRv7XQ0dFha9eutVGjRllycrItWrQo6kFoZnb//n2bM2eOjRgxwtLS0mzDhg3W1dUV61uJucOHD9u0adPM5/PZpEmT7Pvvv486HolEbMuWLZaRkWE+n88+/fRTq6+vjzrn6dOnVlJSYn6/3959910rLS21tra2WN5GzJ04ccIk9YiFGeOtL8+ePbN169ZZTk6ODR8+3PLz8+3rr7+O+ufKeOvbzz//bPn5+ZaUlGSBQMA+//xza21tdY4TO7Nz586ZpB5l+fLlZjZwMbp586Z9/PHH5vP5LCsry3bu3BmrW3xjXhW7ysrKXo9v27bNqWMoPvteFrfu5Xd7K92/a2Q2NMfcy+LW0dFhixYtsszMTEtKSrJgMGjz58+3mpqaqDpiFTeP2Qs/0QoAAAAAr4nvVAAAAABwhaQCAAAAgCskFQAAAABcIakAAAAA4ApJBQAAAABXSCoAAAAAuEJSAQAAAMAVkgoAAAAArpBUAAAGncfjkcfjUWpqasza3L59u9NuRUVFzNoFgHhEUgEAcGXFihXOi/MXS2Nj42vVU1lZqYaGBtf9yc3Nlcfj0bVr16L2l5WV6ZNPPnG2N27cqObmZmVnZ7tuEwCGOpIKAIBrs2fPVnNzc1TJy8t7rTpSU1OVnp4+IP0ZPny4Nm3a9NJz/H6/AoGAvF7vgLQJAEMZSQUAwDWfz6dAIBBV3L5Y3759uz744APt379fOTk58vv9Wrt2rZ4/f65du3YpEAgoPT1d5eXlPa5dvXq1rl27pmPHjrnqAwCgfxIGuwMAAPSlqalJx48fV1VVlZqamrR48WLdvXtXEydO1IULF3TlyhWtXLlSs2bNUmFhoXNdXl6e1qxZo82bN2v27NkaNoz30ADgTeIpCwBw7ciRI/L7/U5ZsmTJgNQbiUS0f/9+TZkyRfPmzVNRUZHq6+tVUVGhgoIClZaWqqCgQOfOnetx7TfffKN79+7pwIEDA9IXAEDfmKkAALhWVFSkvXv3OtspKSkDUm9ubq7eeecdZzsjI0Nerzdq5iEjI0OPHz/uce2YMWO0ceNGbd26VcXFxQPSHwBA75ipAAC4lpKSovHjxzslGAwOSL2JiYlR2x6Pp9d9kUi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" ] @@ -1225,7 +1031,8 @@ } ], "source": [ - "# Grafico Residui\n", + "# Plot residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -1244,7 +1051,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(\"F [mN]\")\n", "ax.set_ylabel(r\"Residuo $x_i - \\left(\\frac{y_i}{A} - \\frac{B}{A}\\right)$ [mm]\")\n", - "ax.set_title(\"Residui della regressione — Molla 2 (sonar statico corretto)\")\n", + "ax.set_title(\"Residui della regressione — Molla 2 (sonar statico con correzione)\")\n", "ax.legend()\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1254,16 +1061,17 @@ }, { "cell_type": "markdown", - "id": "c9c20bd0", + "id": "b575ad7d", "metadata": {}, "source": [ - "## Analisi dati sonar dinamica\n", - "Ancora non abbiamo il parametro $\\alpha$, quindi useremo $\\alpha = \\frac 1 3$. Lo imposto nel csv così è più facile da cambiare con il metodo della molla" + "# Sonar dinamico\n", + "Ancora non abbiamo il parametro $\\alpha$, quindi useremo $\\alpha = \\frac 1 3$. Lo imposto nel csv così è più facile da cambiare con il metodo della molla\n", + "- !! Succede qualcosa di strano con Meq" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 306, "id": "af6143df", "metadata": {}, "outputs": [ @@ -1271,13 +1079,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Massa molla = 29.8933 ± 0.0044\n" + "Massa molla = 15.4300 ± 0.0029\n" ] } ], "source": [ - "# Calcolo della massa della molla per bene\n", - "dfMasse = pd.DataFrame([[29.90, 29.89, 29.89]], columns=[\"m1\", \"m2\", \"m3\"])\n", + "# Calcolo numerico massa molla\n", + "\n", + "dfMasse = pd.DataFrame([[15.43, 15.43, 15.43]], columns=[\"m1\", \"m2\", \"m3\"])\n", + "# dfMasse = pd.DataFrame([[29.90, 29.89, 29.89]], columns=[\"m1\", \"m2\", \"m3\"])\n", "dfMasse = calcola_stats(dfMasse, \"m\", ERR_BILANCIA)\n", "\n", "massaMolla = dfMasse.m[0]\n", @@ -1287,7 +1097,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 307, "id": "a1e69bd3", "metadata": {}, "outputs": [ @@ -1305,7 +1115,8 @@ } ], "source": [ - "#massa della molla equivalente\n", + "# Calcolo simbolico Meq\n", + "\n", "# simboli\n", "m_osc, alp, m_molla = sp.symbols('m_osc alp m_molla', positive=True)\n", "sigma_m_osc, sigma_alp, sigma_m_molla = sp.symbols('sigma_m_osc sigma_alp sigma_m_molla', positive=True)\n", @@ -1337,7 +1148,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 308, "id": "56679fc4", "metadata": {}, "outputs": [ @@ -1355,7 +1166,8 @@ } ], "source": [ - "# w in w^2\n", + "# Calcolo simbolico w^2\n", + "\n", "# simboli\n", "w = sp.symbols('w', positive=True)\n", "sigma_w = sp.symbols('sigma_w', positive=True)\n", @@ -1381,14 +1193,14 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 309, "id": "455271a9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a17da393c1ea463caee2c3891f98037a", + "model_id": "45efe82629a04163b5008c384f0ccb3e", "version_major": 2, "version_minor": 0 }, @@ -1401,6 +1213,8 @@ } ], "source": [ + "# Calcolo numerico Meq e w^2\n", + "\n", "dfSonar['Meq'] = Meq_fn(dfSonar['m'], dfSonar['alp'], massaMolla)\n", "dfSonar['uMeq']= uMeq_fn(dfSonar['m'], dfSonar['um'], dfSonar['alp'], dfSonar['ualp'], massaMolla, umassaMolla)\n", "\n", @@ -1415,15 +1229,15 @@ }, { "cell_type": "markdown", - "id": "5dda09cd", + "id": "30a9d21f", "metadata": {}, "source": [ - "## Regressione lineare Carpi dati del sonar Caso Dinamico" + "## Regressione lineare" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 310, "id": "02119d66", "metadata": {}, "outputs": [ @@ -1432,15 +1246,17 @@ "output_type": "stream", "text": [ "Ax + B : \n", - "AD = 3.5059 ± 0.0010\n", - "BD = -1.1685 ± 0.0099\n", - "cov_ABD = -0.000009\n", - "chi² = 3294.6334\n", - "P(chi², ∞)= 0.0000\n" + "AD = 3.1496 ± 0.0009\n", + "BD = 0.7065 ± 0.0094\n", + "cov_ABD = -0.000008\n", + "chi² = 15.1284\n", + "P(chi², ∞)= 0.0017\n" ] } ], "source": [ + "# Regressione lineare\n", + "\n", "AD, BD, uAD, uBD, covABD, chiD, PD = reg_lin( dfSonar[\"Meq\"], dfSonar[\"Omega2\"], dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"])\n", "\n", "print(\"Ax + B : \")\n", @@ -1453,36 +1269,13 @@ }, { "cell_type": "code", - "execution_count": 53, - "id": "96f12fe6", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar caso dinamico\n", - "dfSonar[\"R\"] = r_fn(\n", - " dfSonar[\"Meq\"],\n", - " dfSonar[\"Omega2\"],\n", - " AD,\n", - " BD\n", - ")\n", - "\n", - "dfSonar[\"uR\"] = sigma_r_fn(\n", - " dfSonar[\"Meq\"], dfSonar[\"Omega2\"],\n", - " AD, BD,\n", - " dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"],\n", - " uAD, uBD, covABD\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 54, + "execution_count": 311, "id": "de571f32", "metadata": {}, "outputs": [ { "data": { - "image/png": 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moGfPnnB1dbU7iLM0denSBSNHjkRERASOHTuGHj16wN3dHefPn8eWLVvw5ptv4vHHH8d9992HSpUqYejQoZgwYQIMBgM2btxYrLdjPPPMM/j8888xatQo/Pzzz+jQoQMsFgvOnj2Lzz//HN9//73mx6UA6nvYi/LWqUWLFmHXrl3o2LEjxowZAzc3N7zzzjvIysrCsmXLivWavXv3xuuvv46HHnoITz/9NGJjY7F69Wo0aNAAJ06cKPTzk5OT8fbbbwOA7XSgq1atQlBQEIKCgvKcBvVWffv2xcKFC7F371706NEDgHqwca1atfD444/j7rvvhp+fH3788Uf88ccftgvpubu7IzIyEsOHD0eXLl3w1FNPISYmxnba15dffrlYHRzRojDJycn4+OOPAagXbsy98vbFixcxaNAgLFy4UPwaABzyPVNSAQEBeOONN/D888+jTZs2ePrpp1GpUiUcP34c6enp+PDDD4v9d/fjjz9CURT07du31Ocnqki4sCAih+rfvz/Gjx+PTz/9FB9//DEURSmzhQUArFu3DuHh4XjnnXcwc+ZMuLm5oW7duhgyZAg6dOgAQH0P/o4dOzB58mTMmjULlSpVwpAhQ9CtWzf07NmzSK/j4uKC7du344033sBHH32EL7/8Ej4+Prjjjjvw0ksv4a677irNL9PhmjZtin379mHGjBmIiIiA1WpFu3bt8PHHH9udxacoHnjgAbz//vtYunQpJk6ciHr16iEyMhKXL18u0i/TiYmJmD17tt19ub/816lTp9CFRXh4OFq0aIHPP//ctrDw8fHBmDFj8MMPP2Dbtm2wWq1o0KAB1qxZY/ev1sOGDYOPjw+WLl2KadOm2S4WFxkZWaI9cNIWhfn333/xzDPPAFAP7A8NDUX79u2xdu1a2zVlHMER3zMSI0aMQHBwMJYuXYqFCxfC3d0djRo1slswFOfvbsuWLejYsaPtbVZE5BgGRYsjpoiIiErRxo0bMXbsWFy9erXM35JHzi06Ohr16tXDp59+yj0WRA7G61gQEVG5M3jwYNSuXRurV6/WehRyMitXrkTz5s25qCAqBdxjQUREREREYtxjQUREREREYlxYEBERERGRGBcWREREREQkVmEXFoqiICUlpUzOwU1EREREVN5V2IVFamoqAgMDkZqaqvUoRERERES6V2EXFuQYRqNR6xF0jf3k2FCODeXYUI4N5dhQhv3kKuzpZlNSUhAYGIjk5GQEBARoPY5uKYoCg8Gg9Ri6xX5ybCjHhnJsKMeGcmwow35y3GNBIlFRUVqPoGvsJ8eGcmwox4ZybCjHhjLsJ8eFBYlUrVpV6xF0jf3k2FCODeXYUI4N5dhQhv3kuLAgkZSUFK1H0DX2k2NDOTaUY0M5NpRjQxn2k3PTegBnpSgKcnJyYLFYtB7FqRkMBmRmZmo9hm5p1c/V1RVubm7l4r2knp6eWo+ge2wox4ZybCjHhjLsJ8eFRT6ys7Nx/fp1pKenaz2K07NarYiLi9N6DN3Ssp+Pjw9CQ0Ph4eGhyesTERFR+eKUCwuj0Yhp06Zh586dSE9PR4MGDbB+/Xq0bt0agLo3Ye7cuXjvvfeQlJSEDh06YO3atbjzzjvFr221WnHp0iW4urqiRo0a8PDwKBf/qltazGYz3N3dtR5Dt7TopygKsrOzERcXh0uXLuHOO++Ei4t+3xWZnZ2t9Qi6x4ZybCjHhnJsKMN+ck63sEhMTESHDh1w//33Y+fOnahWrRrOnz+PSpUq2R6zbNkyvPXWW/jwww9Rr149zJ49Gz179sTp06fh5eUlev3s7GxYrVaEhYXBx8dH+uWUex4eHrr+pVRrWvXz9vaGu7s7rly5guzsbPH3jZZ8fX21HkH32FCODeXYUI4NZdhPzukWFpGRkQgLC8P69ett99WrV8/234qiYOXKlZg1axb69u0LAPjoo49QvXp1bN++HYMGDXLIHPxluWhycnL4VhoBLfuVl208MTER3t7eWo+ha2wox4ZybCjHhjLsJ+d0v1l8/fXXaN26NZ544gkEBwejVatWeO+992wfv3TpEqKjo9G9e3fbfYGBgWjXrh0OHDhQ4PNmZWUhJSXF7g/J8W1QMuwnFxISovUIuseGcmwox4ZybCjDfnJOt7D4559/bMdLfP/99xg9ejQmTJiADz/8EAAQHR0NAKhevbrd51WvXt32sfxEREQgMDDQ9icsLAwAkJmZiaioKFitVtul3HNycmC1WmE2m2GxWJCTk2N3X+571IH/f+vUrY+1WCwwm82wWq12j839XKvVWqzH5j7/rY8tziy3PlZRFPHcmZmZeWbJb+6bG2o1t6RhSebOb5bc+3Mfm5WVpencVqsVycnJSExMRFpaGmJiYmA2m23fC0ajERaLBdevX0dGRgYSEhKQlJSE1NRUxMbGIjs72+6xVqsVUVFRyMzMRHx8vG0RHx8fn+/3mtFoRHZ2NmJjY5GamoqkpCQkJCQgIyMD169fh8VisXus2WxGTEwM0tLSkJiYiMTERFy+fLnQuW/cuIHk5GTb3FlZWXaPVRQFUVFRyMrKQlxcXLHmNplMdnNHR0cjJycnz9zR0dFIT09HQkJCob2joqLyzB0XF5fv3EajMd+5MzIyijz35cuX8507Jycnz9wmkynfuXP/7m83d+68t86dmpqK5ORk3Lhxo8C5c//uTSYTEhMTkZCQgPT09CLNnZSUBJPJdNttNiMjw26bzW/u3M/Jb+4rV64gKiqq0G325rlvbZg7983fa4XNfev3Wu7cUVFR+c6d+712c++ifq+V9s+Iq1evlsrPiKLMXV5+Rly9erVUfkYU9XtN7z8jzp49W2o/I3Ln1uvPiKIyKIqiFPnRZcDDwwOtW7fGb7/9ZrtvwoQJ+OOPP3DgwAH89ttv6NChA6KiohAaGmp7zMCBA2EwGPDZZ5/l+7xZWVnIysqy3U5JSUFYWBiSk5MREBBguz8zMxOXLl1CvXr1dP2+c6LCcFsnIiIiR3K6PRahoaFo0qSJ3X2NGzfG1atXAfz/bqqYmBi7x8TExNx2F5anpycCAgLs/pRnTZs2xY4dO0r9dXgGBRn2k8v91xYqOTaUY0M5NpRjQxn2k3O6hUWHDh1w7tw5u/v+/vtv1KlTB4B6IHdISAh2795t+3hKSgoOHTqE9u3bl+msWuvatSs8PT3h5+dn+7NmzRoAwKlTp9CnTx8AQN26dbF9+/YSv85jjz0Gg8GQ71vN3NxKdvz/+PHjERYWhoCAANSsWRMTJ0687S/Zw4YNg4eHh93XevMxNWazGePGjUOlSpVQuXJljB8/Hjk5OXbP8fXXX6Nly5bw9fVFjRo1sG7duhLNfquivHZBjw8JCcnz+MKeb9WqVWjdujU8PT3Rr18/h3wNelatWjWtR9A9NpRjQzk2lGNDGfaTc7qFxcsvv4yDBw9iyZIluHDhAjZt2oR3330XY8eOBaBeqXjixIlYtGgRvv76a5w8eRLPPvssatSoUSF/yYqMjITJZLL9GTNmjEOff9euXfj+++/h5eWFY8eO5fl4Sa9MPmbMGJw9exYpKSk4fvw4jh8/jmXLlhX6OTd/rTcvJBctWoT9+/fj9OnTOHXqFPbt24clS5bYPv7dd99hzJgxWLlyJVJSUnDq1Cl07dr1tq+3Z8+eQh9TlNe+3eOPHTuW5/GFPV+NGjUwa9YsvPDCC4XOVhEkJSVpPYLusaEcG8qxoRwbyjhLv0vxaVj49Qk88fp/MWrNf/HXlVitRyo6xQl98803SrNmzRRPT0+lUaNGyrvvvmv3cavVqsyePVupXr264unpqXTr1k05d+5csV4jOTlZAaAkJyfb3Z+RkaGcPn1aycjIEH8dpa1Lly7KG2+8ke/H6tSpo3z55ZfK448/rhgMBsXLy0vx9fVVRo4cWeTnz87OVho3bqzMmjVLadOmjRIREZHnMTk5OSUd3yY2NlZ54IEHlGeffbbAxwwdOlR56aWXCvx4rVq1lC1btthuf/7550rt2rVtt1u3bq288847xZrr559/Vrp06VLo4wp77ds9PicnJ8/ji/p8c+fOVfr27VuEryR/etrWbyc1NVXrEXSPDeXYUI4N5dhQxhn6ffbHVaXe9B3KHdN3KHWnfaPUnfaNUm/6DuXzP65qPVqRON0eCwDo06cPTp48iczMTJw5cybPv8waDAYsWLAA0dHRyMzMxI8//oi77rpLo2md25YtW1C7dm1s3rwZJpPJ9vafpUuX2t4qVZC3334bSUlJmDZtGpo3b57vHgtFUTBmzBgEBQUV+Gf//v35Pv/SpUvh5+eH4OBgHD9+HOPHj7/tPB999BEqV66Mpk2bYsWKFbBarQDU807/+++/aNmype2xLVu2xNWrV5GcnIy0tDQcOXIERqMRd911F0JCQvDEE08U6ywHBSnstQt7vKIodo8v7vMRbvu2MyoaNpRjQzk2lGNDGa37XYpPw/QvTsCqABYFUGCAAgOsCjDtixO4HJ+m6XxF4ZQLCyq6GTNm2P0Sn5ZWtI1u+vTptz24OyYmBvPnz8eiRYvg5+dX4MICANasWYOkpKQC/3Ts2LHAGUwmE06fPo1Ro0bd9uD7CRMm4Ny5c4iLi8P777+PN998E2+++SYAwGQyAQCCgoJsj8/979TUVCQmJkJRFGzfvh27du3ChQsX4OnpiSFDhuR5nZsXSX369MH+/ftvu0gq7LVvVdjji/t8BNsCk0qODeXYUI4N5dhQRut+H/92EYbbfHzjbxfLbJaS4sJC5yIiIux+iXfU5einT5+OO+64A8OGDQMANG/eHOfPn0d6errd4wyG230LFE3jxo1x9913214rP/fccw+qVasGV1dX3HvvvZg+fbrt1MJ+fn4AYPcv+rn/7e/vb/v4hAkTUKdOHfj5+WH+/Pn4+eef8yzEbl4k7dixAx07drztIqmw177VrY83GAz5zlrU5yPwVLkOwIZybCjHhnJsKKN1vxMX/oW1gKtAKIqCExf+LeOJio8LiwrAxaV4f82///47PvzwQ5w/fx41atRASEgIBg0aBKvVihMnTtg91mq1YtSoUXZna7r1z759+wp9TbPZjPPnz5foa6pUqRJq1aplt0fl2LFjCAsLQ2BgIIKCglC7du18n0cRXsalsNcu7PFWq9Xu8cV9PlLPCkcybCjHhnJsKMeGMlr3q1LIuqawjzsDLiwqgOrVq+PixaLtPlMUBePHj8eTTz6JCxcu4NixYzh27BhOnjyJmjVr5nk7lJubG9atW2d3tqZb/3Tq1Mnuc0wmE9avX4+kpCQoioKTJ09i0aJF6NmzZ4Fzff7550hJSYGiKDh8+DCWLl2KAQMG2D4+fPhwLF68GNHR0YiOjsaSJUvw/PPP2z7+4osv4u2334bRaERGRgYWLFiAbt262fYQ5Kdr167Ys2dPoc0Ke+3bPT4+Pj7P4wt7vpycHGRmZtqurJ2ZmVmhr4dRtWpVrUfQPTaUY0M5NpRjQxmt+43r3brAd4IYDAaM7926jCcqPi4sKoCZM2di1apVCAoKsp2OdsmSJejVq1eex27YsAFXr17F6tWrERISYvcnPDw8z8LCbDYXex6DwYBNmzahfv368Pf3R9++fdG7d2+sXLnS9phRo0Zh1KhRtturVq1C7dq14e/vj8GDB2PMmDGYPHmy7eOzZ89G+/bt0bhxYzRu3BgdOnTAzJkzbR+fPn06unXrhrvvvhthYWFIT0/Hxo0b88xWkr0vhb32rV/LzY9v0qRJnscX9nyLFi2Ct7c3Fi9ejG+++Qbe3t7o0aNHMf4GypdbL5ZJxceGcmwox4ZybCijdb9mdYIROaAFXAyAKxS4WC0wKFa4GIDIAS3QtE6wpvMVhUGRvhdEp1JSUhAYGIjk5GS7q3BnZmbi0qVLqFevnubvtSMqTdzWiYiInIiiAFu24PKi5fisUhP8GxgMv5pVMWT6MF0sKgDusSChivwWHEdgPzmj0aj1CLrHhnJsKMeGcmwoo2m/AweADh2AJ59E3ZN/YNr5H/D2Y40RsWqybhYVAOCm9QCkb+7u7lqPoGvsJ1e9enWtR9A9NpRjQzk2lGNDGU36/fMPMGMG8Pnn6m0fH2DqVOCVVwAHnemzLHGPBYlofTEZvWM/ufj4eK1H0D02lGNDOTaUY0OZMu2XmKguHho3VhcVBgMwYgRw/jwwd64uFxUA91iQUHFPZUv22E/u5mOkqGTYUI4N5dhQjg1lyqRfdjawdi2wYAGQkKDe9+CDwPLlQIsWpf/6pYy/1ZBIBT3232HYTy4zM1PrEXSPDeXYUI4N5dhQplT7KQqwbRvQtCkwcaK6qGjaFNi5E/j++3KxqAC4sKD/MZvN8PLygq+vL/z8/ODr64u2bdvi+PHjZT7LqlWr0Lp1a3h6eqJfv37ix996ylh3d3e0cNA3sNlsxrhx41CpUiVUrlwZ48ePv+3bm259/EsvvWT3+OJ+7eSYq79XdGwox4ZybCjHhjKl1u+PP4AuXYABA4ALF4Dq1YF33wWOHQMeekh9G1Q5wYUFAQBOnTqF7OxsxMTEwGQyIT4+HlWrVsWMGTNu+3ml8U1Yo0YNzJo1Cy+88IJDHn/rBfsaN26MQYMG3fY59+zZg65duxb62osWLcL+/ftx+vRpnDp1Cvv27cOSJUuK/Phff/3V7vHF/dqJB8A7AhvKsaEcG8qxoYzD+125AgweDLRtC+zbB3h7A7NmqcdRvPAC4Fb+jkjgwqIwigKkpZXdH43eGnP06FHUq1fPdiVqb29v3H333YVeAM9qtTp8lv79+6Nfv35FvgJmcR7/+++/4/Tp0xg2bJhwStUHH3yAWbNmITQ0FKGhoXj11Vfx/vvvF/nx06ZNs3t8cb92AtLS0rQeQffYUI4N5dhQjg1lHNYvORmYPh1o2BDYtEndIzF0KPD338DChYC/v2NexwmVv6WSo6WnA//7ZbtMmEyanAng6NGjtrcHKYqCI0eO4JNPPsHatWvzPHbMmDHYtGlTgc+1Y8cOdOzYsdRmlXj//ffRq1cv1KhRQ/xciYmJ+Pfff9GyZUvbfS1btsTVq1eRnJyMwMDAQh9/zz33FPh4KprKlStrPYLusaEcG8qxoRwbyoj7mc3qW5zmzQNyzzB1//3AihVAq1bi+fSAeywIgLqw+O677xAUFAQfHx+0a9cO48ePR+/evfM8ds2aNUhKSkJSUhJiY2Nt/537J79FRZ8+fWAwGAr8c/ny5VL/GtPS0vDpp5/i+eefz/fjY8aMQVBQEIKCgtCnTx/s37/fdjsoKAj79++3e7zJZAIABAUF2e7L/e/U1NQ8z5/f43P3EOX3eCqa2NhYrUfQPTaUY0M5NpRjQ5kS91MU4OuvgebNgXHj1EVFo0bAN98Au3dXmEUFwD0WhfPxUfcilOXrlTGLxYLjx49j69at6N27NxRFwd69e/HAAw/goYceQvPmzQv8XA8PjyK9xqZNm257lemy+FeWLVu2wMfHJ9/FEqAumNasWQNAPcZi3rx52LNnT4HPl7soSE5Otr11KTk5GQDgn89uzvwen5GRUeDjqWhq1qyp9Qi6x4ZybCjHhnJsKFOifkePApMnA7m/L1SrBsyfDzz/PFABj3nhHovCGAzqW5PK6o8GZwY4e/Ys0tPT0aZNm/99yQZ06tQJHh4euHTpUp7Hjxo1Ks+Zlm7+s2/fvjyfExAQgKpVqxb4pyyu5/Cf//wHQ4cOhZuDDpaqVKkSatWqhWPHjtnuO3bsGMLCwvJ9W1N+jz98+HCBj6eiMRqNWo+ge2wox4ZybCjHhjLF6nftGvDss0B4uLqo8PRUr6B9/jwwenSFXFQA3GNBUN8GVadOHQQHBwMAUlJSsGjRIgQEBKBz5855Hr9u3TqsW7cOgHo8hqPPDJWTk2P7Y7VakZmZCRcXlwL3jhTl8efOncNvv/2G9evXF2mGrl273nZvRa7hw4dj8eLF6NChAwBgyZIlBb7VKr/HL1u2zO7xxf3aCQgNDdV6BN1jQzk2lGNDOTaUKVK/1FRg6VLg9deB3OteDB4MLFkC1K5dugPqgVJBJScnKwCU5ORku/szMjKU06dPKxkZGRpNVvYmTpyouLi4KL6+vkpAQIBSq1YtZfDgwcq5c+cK/dysrCyHzzN37lwFgN2fLl262D4+cuRIZeTIkUV+vKIoypQpU5TOnTvf9nVHjhyp+Pr6Fvjnl19+yfM52dnZypgxY5SgoCAlKChIGTdunGI2mwuc9dbHjx492u7xRflaHKW8bOtGo1HrEXSPDeXYUI4N5dhQ5rb9zGZFWbdOUYKDFUU9qkJROnVSlN9/L7sBdcCgKBXz0r8pKSkIDAxEcnKy3SXcMzMzcenSJdSrVw9eXl4aTqgPVqu1TN7GVF5p2a+8bOsZGRnw9vbWegxdY0M5NpRjQzk2lMm3n6KoV8eeMgU4fVq97847gWXLgL59y9XF7RyBvxGSSGlcx6IiYT+59PR0rUfQPTaUY0M5NpRjQ5k8/Y4fB3r0AHr3VhcVVaoAb70FnDoF9OvHRUU+eIwFEemaow7Gr8jYUI4N5dhQjg1lbP2iotQrZG/YoO6x8PAAXnoJmDkTuOmU8ZQXt0AScfSB2xUN+8nxrXhybCjHhnJsKMeGMi7p6epB2cuXqxdIBoAnnwQiIoB69bQdTie4BZII38ojw35ymbln5aASY0M5NpRjQzk2LCGLBXj/ffi0agUsWKAuKu67DzhwAPj0Uy4qioF7LEjE1dVV6xF0jf3kbj75ApUMG8qxoRwbyrFhCfzwA/DKK8DJk3AFgDvuACIjgQEDeAxFCXCPBYnk5ORoPYKusZ9cfHy81iPoHhvKsaEcG8qxYTH89RfQqxfQsydw8iRQqRKS5s5VD9J+/HEuKkqIeyxIxL2CXlnSUdhPrkaNGlqPoHtsKMeGcmwox4ZFEB0NzJkDvP8+YLWqV8geNw6YNQuBlSpxQSHEPRYkYjabtR5B19hPLioqSusRdI8N5dhQjg3l2PA20tOBhQuBBg2A995TFxUDBqh7KF5/Hahcmf0cgHssSIT/4i7DfnL8Fzo5NpRjQzk2lGPDfFitwMaNwKuvAkajel+7dsCKFUCHDnYPZT857rEgEf6Luwz7yfFfmOTYUI4N5dhQjg1v8dNPQHg4MGyYuqioUwfYvFk929MtiwqA/RyBeyxIhBfjkWE/uapVq2o9gu6xoRwbyrGhHBv+z5kzwNSpwI4d6u3AQHWPxfjxgJdXgZ/GfnLcY0EiFotF6xF0jf3kUlJStB5B99hQjg3l2FCuwjeMjQXGjAGaN1cXFW5u6mLiwgVgypTbLioA9nME/nMpifAqnzLsJ+dVyP9RUOHYUI4N5dhQrsI2zMgAVq5Ur5Cdmqre17cvsGwZcNddRX6aCtvPgbiwIBFFUbQeQdfYT45XL5djQzk2lGNDuQrX0GpVj5mYORO4elW9LzxcPTC7S5cSPF0F61cKuLAgIl3jRQbl2FCODeXYUK5CNfzlF2DyZODwYfV2WBiwZAnw9NNACd8NUKH6lRIuLEiEb+WRYT85Hx8frUfQPTaUY0M5NpSrEA3//huYNg3Yvl297e8PzJgBTJwIeHuLnrpC9Ctl/K2GRLi6l2E/ucTERK1H0D02lGNDOTaUK9cN4+OBCROApk3VRYWrKzB6tHpg9owZ4kUFUM77lRHusSARXuBNhv3kQkJCtB5B99hQjg3l2FCuXDbMzATefhtYvBhITlbv69NHPTC7cWOHvlS57FfGuMeCRHiBNxn2k7t+/brWI+geG8qxoRwbypWrhooCfPqpuniYOlVdVLRsCfz4I/DNNw5fVADlrJ9GuMeCRDw8PLQeQdfYT65mzZpaj6B7bCjHhnJsKFduGv76q3pg9qFD6u2aNdU9FkOGqG+BKiXlpp+GuMfCgVJTU3H9+vUC/6Tmnlu5HMnOztZ6BF1jPzmj0aj1CLrHhnJsKMeGcrpvePEi8PjjQMeO6qLC1xdYsEA9YHvo0FJdVADloJ8T4B4LBzpy5Aj27t1b4Me7dOmCrl27lt1AZcDNjZuQBPvJBQcHaz2C7rGhHBvKsaGcbhsmJAALFwKrVwNms3q62BEj1EVFGR73oNt+ToS/1ThQeHg4GjZsCACIj4/Htm3b0L9/f1StWhUA4Ofnp+V4pcJisfCUqQLsJ5eQkIDq1atrPYausaEcG8qxoZzuGmZnq4uJhQuB3DMyPfQQ8NprQLNmZT6O7vo5If5GI5Camoo9e/bY3uLk7++P0NBQZLoH4PNzWdiTXQ+fn8tCpnsAQkND4e/vn+dznM2oUaMwbdq0Qh+zZs0aAMAvv/yCoKCgMpisfCqtRUVqairq16+P+Pj4Unl+Z+Lr66v1CLrHhnJsKMeGcrppqCjA1q1AkybApEnqoqJ5c+D774GdOzVZVAA66ufEuLAQMJlM2Lt3L0wmk+2+zw9fQ7cVe7DpSAwuWypj05EYdFuxB1sOXyvwc0qia9eu8PT0hL+/PwIDA9GsWTNMnjwZcXFxRX6OefPmoV+/fnb3rVu3DpGRkQV+zoULF/Dtt9/i+eefL+nodBNFUQr82OzZs9G8eXO4ublh4sSJeT4eFRWFhx9+GL6+vqhduzbee+8928f8/f3x7LPPYvHixaUxtlPhmbXk2FCODeXYUE4XDQ8dAjp1Ap54Qj2mIiQE+M9/gD//BHr00HQ0XfRzclxYONCl+DRM/+IErApgUQAFBlgUwKoA0744gcvxaQ59vcjISKSmpiIpKQmff/45jEYjwsPDERMT49DXudm6devw5JNPltrZjPL7pi7ti8jl95rF/eGSk5Nz20VCSTRo0ADLli3Do48+mu/Hn3rqKYSEhCA2NhZbtmzBlClT7I7xGTp0KNavX4/09HSHzuVsHN29ImJDOTaUY0M5p2546RIwaBBw773qWZ+8vYE5c4Dz59XjKUr5wOyicOp+OsGFhQPEx8fj+vXr+GDPGRhu87j395wplbemGAwGNGnSBB9//DECAgKwYsUKAOrekb59+yI4OBiBgYHo3Lkzjh8/DgDYvn07lixZgh07dsDPz892/MewYcPy/dfxXF9//TUeeOCBPPe//fbbCA0NRUhICObOnWv75rx69SoefPBBVKtWDZUqVULv3r1x+fJl2+cNGzYMI0aMwMCBAxEQEIB169aha9eumDp1Knr06AFfX1/s3LkTJpMJ48aNQ+3atREcHIxnn30WybkXysnHxYsX8cgjj6BatWqoU6cOFi1aBKvVCgDYsGEDWrZsiblz5yIkJASDBg3CvHnz0KdPH4wePRqVK1fG9OnTYTabMWPGDNSuXRvVqlXDk08+abdHyGAwYNWqVWjWrBl8fX1hMplu+7q3mjJlCh544AHbx7du3WpbKADqwqBXr14ICAjI9+vbv38/IiIi4Ovri3bt2mHw4MH44IMPbI+pW7cuqlSpctsTCpQHXl5eWo+ge2wox4ZybCjnlA2TkoApU4BGjYDPPgMMBmD4cHVBMX8+4ETHnzplP53hwsIBtm3bhnfffRf7/zwNawGrXUVRsP/P09i2bVupzeHm5oZ+/frZfpG0Wq14+umncenSJcTExKBVq1YYOHAgFEVBv379MHPmTPTp0wcmk6lIb81KT0/H+fPn0ahRI7uvKzU1FUePHsXFixexZ88efPDBB/joo49sM0yaNAnXrl3DlStX4OPjgxdeeMHueTdv3owRI0YgKSkJI0aMAKD+8r9o0SKYTCZ0794dzz33HBISEnDixAlcunQJZrMZ48aNK3DObt26oVu3bjAajdi3bx8+/fRTrF+/3vaYv/76C25ubrh69So2btwIAPjuu+/Qrl07xMbGYuHChYiIiMCOHTuwf/9+XLp0CQaDAYMHD7Z7rU2bNuGHH35ASkoKXF1dC33dmy1evBhpaWlYtGgRrly5ghdffBEfffRRkc5KceLECYSGhtodZNayZUucOHHC7nFNmjTBsWPHCn0+PUtJSdF6BN1jQzk2lGNDOadqaDarV8xu0ABYvlw9ULtbN+DoUeCDD9RrUzgZp+qnU1xYOED//v3x4osvomOrJnAx5L/PwmAwoGOrJujfv3+pzlKzZk0kJCQAAAICAvDkk0/C19cXXl5emD9/Pv7++29ERUWV6LkT/3fGhpv/Bd3V1RVWqxWRkZHw8fFBo0aNMG7cONsv63Xr1kWvXr3g5eWFgIAAvPrqq9i3b5/dv+L36NEDPXv2hIuLC3x8fAAATz/9NNq2bQuDwQCTyYQvvvgCq1evRlBQEHx9fbFgwQJ89tlnsFgseeb89ttvUalSJUycOBEeHh6oXbs2XnrpJWzatMn2mMDAQLz66qvw8PCwvWazZs0wbNgwuLm5wcfHBxs3bsSsWbNQu3Zt+Pn54fXXX8euXbvs+k2dOhU1atSAp6dnkV73Zh4eHti8eTPeeOMNPPzwwxgxYgR6FPH9pSaTKc9B80FBQXlOChAQEGD7eyuvcs+6RiXHhnJsKMeGck7RUFGA7duBpk2BCROAGzfUg7S//RbYtUu9eraTcop+OsfTzTpA1apVERoaiue6BuCTIwUf3zCia2N4mkt3NWw0GlG5cmUAQEZGBiZPnoz//ve/SEhIsJ2BKD4+vkRXl6xUqRIAdUWf+82Xk5MDLy8vu39lr1Onju0iM3FxcXjppZewb98+21uXsrKykJqaisDAQABA7dq187zWzfddvnwZVqsV9erVs3uMi4sLoqOj83wtly9fxl9//WX3i7fVakVYWJjtds2aNfOckenWOf7991/UrVvXdjt3AfHvv/+iRo0a+c5Z2Oveqm7duujatSt27NiBn376qcDH3crPzy/PW8GSk5Ph7+9vd19KSgqaaXR2jbISExPDq6UKsaEcG8qxoZzmDQ8fVq+Y/csv6u3gYPVaFCNGADq4bpPm/coB7rFwoHpVfRE5oAVcDICrATBAgYsBcDEAkQNaoG7V0j2NWU5ODr766ivbRfhWrFiBI0eOYP/+/UhJSbEd25B7/ENxT3Xq4+ODO++8E2fPnrXd5+7ujszMTNtxAYB6XEXuN+aMGTOQnp6Oo0ePIiUlBb/874fNzQdI5TfHzfeFhYXBxcUFUVFRSEpKsv3JzMzM9wdAWFgYwsPD7R6bkpKCU6dOFfk1AaBWrVp2x4NER0cjKysLtWrVKnDOwl73Vl9//TUOHjyI3r17Y+zYsQU+7lYtWrRAVFSUXfdjx46hefPmdo87ffo0Wjrxvw45Av9PQI4N5dhQjg3lNGt49SowZAjQpo26qPDyAmbOVI+jGDlSF4sKgNugI3BhIeDn54cuXbrYXfjuidZh+GlyVzwdXh11XRMwOLw6fprcFU+0Divwcxzh7NmzGDp0KJKTkzFp0iQA6r9We3l5oVKlSjCZTJg5c6bd51SvXh1Xrlwp1lmXHnnkEfz888+222azGS4uLpgxYwYyMjJw7tw5rF692nYsQkpKCnx8fBAUFIQbN25g/vz5xf7aQkJC0K9fP4wbN8528Ht0dDS+/PLLfB/fp08fxMTEYM2aNcjMzITFYsG5c+ewZ8+eYr3ukCFDsGTJEly7dg0mkwmTJk1C9+7dbXsrpK979epVjBw5Eh9++CE++ugj/Pnnn3j33XdtHzebzbbnsVgsyMzMtJ2tqn79+ujQoQNmzpyJ9PR0/P777/jkk09sx6gAwJUrVxAfH4/OnTsX6+vWm9y9Y1RybCjHhnJsKFfmDVNSgBkzgLvuAj75RL3vmWeAv/8GFi8G8jn5iDPjNijnlAuLefPmwWAw2P25+YDhzMxMjB07FlWqVIGfnx8GDBhQqqdYLYi/vz+6du2a5+0ndav6YkyHmujqcQljOtS021NR0OeUxLRp02zXsejfvz9CQkJw+PBh2wG9kyZNgqurK6pXr45mzZqhffv2dp//xBNPICAgANWqVSvyRe5GjhyJTz/91PYLrpubG/z9/dGyZUvccccd6Ny5M5599lkMHToUADB//nxcuHABlSpVQocOHdCrV68Sfa0bNmxAUFAQ2rRpg4CAAHTq1AlHjhzJ97F+fn748ccfsXv3btuZkZ5++mlER0cX6zVnzJiBnj17on379qhbty7MZjM+/vjjAh9fnNe1WCwYPHgwhg0bhh49eiAgIACbN2/G1KlTcebMGQDACy+8AG9vb3z88cdYtWoVvL297Q5837x5M4xGI6pVq4YBAwZg2bJl6NKli+3jH330EYYNG1buL/jDq6TKsaEcG8qxoVyZNczJAdauVQ/MXroUyMoCunYFjhwBPvoIuM1bgJ0Zt0E5g+KEJ+2dN28etm7dih9//NF2n5ubm+19/aNHj8a3336LDRs2IDAwEOPGjYOLiwt+/fXXIr9GSkoKAgMDkZycbHcwcmZmJi5duoR69eoV+7RjqamptrMrxcfHY9u2bejfv79tbj8/P4csKLQ2cuRItGzZEqNHj4bZbIa7u7vWI+lWafVLTU1Fq1atcODAAVSrVi3fx0i2dWcSHR2NkJAQrcfQNTaUY0M5NpQr9YaKoh6EPWUKkPu26IYNgWXLgEceUU8lq2PcBuWc9k1vbm5u+f7lJicn4/3338emTZts11NYv349GjdujIMHD+Lee+8t61Ftjhw5kueaATefXrZLly624x/07J133rH9d3GP0yB7pdXP398fFy5cKJXndjb5XeeDiocN5dhQjg3lSrXhn38Cr7wC5J5opGpVYN484MUXgXLyD4zcBuWcdmFx/vx51KhRA15eXmjfvj0iIiJQu3ZtHDlyBGazGd27d7c9tlGjRqhduzYOHDhQ4MIiKysLWVlZttulca7i8PBwNGzYsMCPO/q4CmfghDu8dIX95DIzM22nDKaSYUM5NpRjQ7lSafjvv8CsWepbnBQF8PQEXnpJPTj7f2d3LC+4Dco55T83t2vXDhs2bMB3332HtWvX4tKlS+jUqRNSU1MRHR0NDw+PPMcEVK9e/bbvoY+IiEBgYKDtT+4pQDMzMxEVFQWr1Wo7aCcnJwdWqxVmsxkWiwU5OTl29ymKguzsbABAdna27X4fHx9Uq1YN1apVQ3BwMKpWrYrq1aujSpUqCA0Nhaenp+1zrVar7XktFgvMZjOsVqvd89782NxZbn1sQbPcPHfu59z6WEVRCnzs7Wa5+bEWiyXPLPnNfXNDreaWNCzJ3PnNknv/rduUVnNbrVYkJycjMTERaWlpiImJgdlstn0vGI1GWCwWXL9+HRkZGUhISEBSUhJSU1MRGxuL7Oxsu8darVZERUUhMzMT8fHxSElJQUpKCuLj4/P9XjMajcjOzkZsbCxSU1ORlJSEhIQEZGRk4Pr167BYLHaPNZvNiImJQVpaGhITE5GYmIisrKxC575x4waSk5Ntc2dlZdk9VlEUREVFISsrC3FxccWa22Qy2c0dHR2NnJycPHNHR0cjPT0dCQkJhfaOiorKM3dcXFy+cxuNxnznzsjIKPLc2dnZ+c6dk5OTZ26TyZTv3Ll/97ebO3feW+dOTU1FcnIybty4UeDcuX/3JpMJiYmJSEhIQHp6epHmTkpKgslkuu02m5GRYbfN5jd37ufkN7fZbEZUVFSh2+zNc9/aMHfum7/XCpv71u+13LmjoqLynTv3e+3m3kX9XivtnxE5OTml8jOiKHOXl58Rt/YQ/Yy4fh2ZU6ZAuesu4MMPAUWBddAgRO/ZA0RGwmgylbufEUlJSaX2MyJ3br3+jCgqpzzG4lZJSUmoU6cOXn/9dXh7e2P48OF2ex8AoG3btrj//vsRGRmZ73Pkt8ciLCyswGMs6tatC29v79L5gsoRi8UCV1dXrcfQLS37ZWRk4PLly7o/xsJkMpXLvYFliQ3l2FCODeUc0jAnB1i/Hpg9G8g9MU7HjsCKFUDbtvIhnRi3QTmn3GNxq6CgINx11124cOECQkJCkJ2djaSkJLvHxMTE3PaAG09PTwQEBNj9yU/ugbTp6ekOm788u/kK2lR8WvbL3cb1fvA9v1fl2FCODeXYUE7c8Lvv1Ctjv/iiuqho0AD44gv12hTlfFEBcBt0BKc9xuJmJpMJFy9exDPPPIPw8HC4u7tj9+7dGDBgAADg3LlzuHr1ap7TqZaEq6srgoKCbBce8/HxgUHnZzkoTVarFRaLResxdEuLfoqiID09HbGxsQgKCtL9HqeiniqZCsaGcmwox4ZyJW544oR6pqcfflBvV64MzJkDjB4NeHg4bD5nx21QzikXFq+88goeeeQR1KlTB1FRUZg7dy5cXV3x1FNPITAwECNGjMCkSZNQuXJlBAQEYPz48Wjfvr3DzgiVu+fj5qsaU/5ycnLgppMrajojLfsFBQWVi9PqxcXF8WqpQmwox4ZybChX7IZRUeoCYv16wGpVz+40YQLw6qtApUqlN6iT4jYo55S/Ef7777946qmncOPGDVSrVg0dO3bEwYMHbefjf+ONN+Di4oIBAwYgKysLPXv2xJo1axz2+gaDAaGhoQgODrZdCI6oPHF3d9f9nopc/D8BOTaUY0M5NpQrcsO0NGD5cvX6E7lv/xk4EIiIAO64o/QGdHLcBuV0cfB2aSjoAnlUPEajkd+IAuwnx4ZybCjHhnJsKFdoQ4tFPcPTrFlA7pl+7r0XeP11wAFvJ9c7boNyXFhwYSFitVp5kTwB9pNjQzk2lGNDOTaUu23DH38EJk9Wj6cAgHr1gMhI4PHHdX/FbEfhNijHeiRyu2uHUOHYT44N5dhQjg3l2FAu34anTgEPPww8+KC6qAgKUt8GdeYM8MQTXFTchNugnFMeY0H6UakCHtzlSOwnx4ZybCjHhnJsKGfXMCYGmDsXeO899cBsNzdg7Fj1+hRVqmg3pBPjNijHPRYkkpaWpvUIusZ+cmwox4ZybCjHhnJpaWnqwdiLF6vXoHjnHXVR0b8/cPo0sHIlFxW3wW1QjnssSMSjAp3fujSwnxwbyrGhHBvKsaGQ1QrfL74AFi0C/v1Xva9NG/WK2Z06aTubTnAblOPCgoiIiEjP9uwBJk+G99Gj6u06ddRTxz75JMCDkakMcWFBIllZWVqPoGvsJ8eGcmwox4ZybFgCZ88CU6cC33wDALD6+8Pl1VeBl14CvLw0Hk5/uA3KcWFBIjxVrwz7ybGhHBvKsaEcGxZDXBwwfz6wbp16bQpXV2DUKJinT4dnrVpaT6db3AbluH+MROLj47UeQdfYT44N5dhQjg3l2LAIMjPVa080aACsXq0uKh59FPjrL2DVKsTz1LEi3AbleIE8XiBPRFEUGPiDrMTYT44N5dhQjg3l2PA2rFbg00+BGTOAq1fV++65R70exf332x7GhjLsJ8c9FiQSFRWl9Qi6xn5ybCjHhnJsKMeGBdi3D7j3XmDwYHVRUasW8NFHwB9/2C0qADaUYj857rHgHgsiIiJyNufPA9OmAV9+qd728wOmTwdefhnw8dF2NqICcI8FiRiNRq1H0DX2k2NDOTaUY0M5NvyfGzeAiROBJk3URYWLCzByJHDhAvDqq7ddVLChDPvJ8axQJFK1alWtR9A19pNjQzk2lGNDuQrfMCsLWLVKvcBdUpJ638MPA8uWAU2bFukpKnxDIfaT4x4LEklJSdF6BF1jPzk2lGNDOTaUq7ANFQX4/HOgcWPglVfURUWLFsCuXcC33xZ5UQFU4IYOwn5y3GNBIl68AI8I+8mxoRwbyrGhXIVseOAAMGkScPCgejs0FFi8GHj2WfXaFMVUIRs6EPvJcWFBIlarVesRdI395NhQjg3l2FCuQjX85x/1QOwtW9TbPj7qgdqTJwO+viV+2grVsBSwnxwXFiSSk5Oj9Qi6xn5ybCjHhnJsKFchGiYmqsdQvP02YDYDBgPw3HPAwoXq3gqhCtGwFLGfHBcWJOLDU96JsJ8cG8qxoRwbypXrhtnZwNq1wIIFQEKCet+DD6oXuGvRwmEvU64blgH2k+PB2ySSmJio9Qi6xn5ybCjHhnJsKFcuGyoKsG2begD2xInqoqJpU2DnTuCHHxy6qADKacMyxH5yvEAeL5AnYrFY4FqCA8xIxX5ybCjHhnJsKFfuGv7+u3rMxP796u3q1dW3PA0fDriVzhtGyl3DMsZ+ctxjQSLR0dFaj6Br7CfHhnJsKMeGcuWm4eXLwNNPA+3aqYsKb29g9mz1StovvFBqiwqgHDXUCPvJcY8F91gQERGRVHIysGQJ8Oab6sXuDAZg6FB1L0WtWlpPR1QmuMeCRIxGo9Yj6Br7ybGhHBvKsaGcbhuazcDq1UCDBupVsrOygAceAI4cAdavL9NFhW4bOgn2k+MeC+6xEDGbzXB3d9d6DN1iPzk2lGNDOTaU011DRQG++QaYOhU4d069r1Ej4LXXgN691T0WZUx3DZ0M+8lxjwWJJOSeNo9KhP3k2FCODeXYUE5XDY8cUfdK9O2rLiqqVQPWrAFOngT69NFkUQHorKETYj85XseCRPz8/LQeQdfYT44N5dhQjg3ldNHw2jXg1VeBjRvV256ewKRJ6lW0neDdD7po6MTYT457LEgkOztb6xF0jf3k2FCODeXYUM6pG6amqguKu+76/0XFkCHA33+rB2w7waICcPKGOsB+ctxjQSIV9BAdh2E/OTaUY0M5NpRzyoY5OcB//gPMnQvExqr3de4MrFgBtG6t7Wz5cMqGOsJ+clxYkIiXl5fWI+ga+8mxoRwbyrGhnFM1VBT16thTpgCnT6v33Xmnetanvn01O4aiME7VUIfYT45vhSKRlJQUrUfQNfaTY0M5NpRjQzmnaXj8OPDgg+qZnU6fBqpUAd56Czh1CujXz2kXFYATNdQp9pPj6WZ5ulkRnppNhv3k2FCODeXYUE7zhkajeoXsDRvUPRYeHsBLLwEzZwJBQdrNVQyaN9Q59pPjHgsSic19zymVCPvJsaEcG8qxoZxmDU0m9RiKu+5SL2inKMCgQcDZs+pbn3SyqAC4HUqxnxz3WHCPBRERUcVjsagLidmzgeho9b777gNefx1o107b2Yh0inssSMRoNGo9gq6xnxwbyrGhHBvKlWbDv67EYtSa/+KJ1/+LhV+fwKXt3wOtWgEvvKAuKu64A9iyBdi/X9eLCm6HMuwnxz0W3GMhkpOTAzc3nlyspNhPjg3l2FCODeVKq+Hnh69h+hcn1FOJKgpcoL7bKXLnm3jCeFTdYzFmjHqxO53jdijDfnLcY0Ei8fHxWo+ga+wnx4ZybCjHhnKl0fBSfBqmf3ECVgVQYIBicIHF4AKrwYBpD0/E5T9OAi+/XC4WFQC3Qyn2k+PCgkQCAwO1HkHX2E+ODeXYUI4N5Uqj4Qe7TsBgteb9gMEAuBjw/p/XHf6aWuJ2KMN+clxYkEhGRobWI+ga+8mxoRwbyrGhnEMbWq3Ahg2I/+LbAq+mrCgK/jx3xXGv6QS4HcqwnxwXFiTi4sJNSIL95NhQjg3l2FDOYQ1/+gkIDweGD0fduH9R0OXsDAYDWjWs45jXdBLcDmXYT44FSYQHOcmwnxwbyrGhHBvKiRueOQP06QN06wYcOwYEBmJgr1ZQXF0L/JQRXRvLXtPJcDuUYT85LixIJD09XesRdI395NhQjg3l2FCuxA1jY9WzOjVvDnz7LeDmBowfD1y4gHrTX0LkgBZwMQAG9fBtuKiHVyByQAvUrerr2C9CY9wOZdhPjqeb5elmRbKzs+Hh4aH1GLrFfnJsKMeGcmwoV+yGGRnAypVARASQmqre168fEBmpXkX7JqeuxOLtbw/jRibQokEtPHNf/XK3qAC4HUqxnxwXFlxYiBiNRtSsWVPrMXSL/eTYUI4N5dhQrsgNrVZg0yZg5kzg2jX1vvBwYMUKoEuX0h3SyXE7lGE/OS4suLAgIiLSh717gcmTgSNH1NthYeoei6eeAnjgLZHm+F1IIkajUesRdI395NhQjg3l2FDutg3//lt9m1PXruqiwt8fWLIEOHcOGDyYi4r/4XYow35y3GPBPRYiVquVp2cTYD85NpRjQzk2lMu3YXw8MH8+sG4dkJMDuLoCL74IzJsHBAdrMqcz43Yow35yrEci0dHRWo+ga+wnx4ZybCjHhnJ2DTMzgddeAxo0AFatUhcVffoAJ08Ca9ZwUVEAbocy7CfHE/aSSOXKlbUeQdfYT44N5dhQjg3lKleuDCgK8NlnwIwZwOXL6gdatlQPzH7gAS3H0wVuhzLsJ8c9FiRiMpm0HkHX2E+ODeXYUI4N5TJ37wbuvVc9EPvyZaBmTWDDBvWYCi4qioTboQz7yXGPBYnwfM8y7CfHhnJsKMeGAhcvAtOmIeiLL9Tbvr7A9OnApEmAj4+2s+kMt0MZ9pPjwoKIiIjKXkICsHAhsHo1YDZDcXGBYcQIYMECICRE6+mIqAS4sCCRrKwsrUfQNfaTY0M5NpRjw2LIylIXEwsXAklJ6n0PPYTEGTNQuXNnTUfTO26HMuwnx4UFifBUvTLsJ8eGcmwox4ZFoCjAF18A06YB//yj3te8ObB8OdCjB3z5S50Yt0MZ9pNz+oO3ly5dCoPBgIkTJ9ruy8zMxNixY1GlShX4+flhwIABiImJ0W7ICuzGjRtaj6Br7CfHhnJsKMeGhTh4EOjYEXjiCXVRERIC/Oc/wJ9/Aj16AGBDR2BDGfaTc+qFxR9//IF33nkHLVq0sLv/5ZdfxjfffIMtW7Zg7969iIqKQv/+/TWasmILDQ3VegRdYz85NpRjQzk2LMClS8CgQUD79sBvv6kHY8+dC5w/D4wYoV7w7n/YUI4NZdhPzmkXFiaTCYMHD8Z7772HSpUq2e5PTk7G+++/j9dffx0PPPAAwsPDsX79evz22284ePBggc+XlZWFlJQUuz8kFxUVpfUIusZ+cmwox4ZybHiLpCRgyhSgUSP1uhQGAzB8OPD33+pVs/388nwKG8qxoQz7yTntwmLs2LHo3bs3unfvbnf/kSNHYDab7e5v1KgRateujQMHDhT4fBEREQgMDLT9CQsLA6C+rSoqKgpWqxVGoxEAYDQakZ2djdjYWJhMJiQlJSEhIQEZGRmIjo5GTk6O3WPNZjOio6ORnp6OhIQEJCYmIi0tDTExMTCbzXaPtVgsiIqKQkZGBm7cuIHk5GSkpqYiLi4OWVlZdo9VFAVGoxFZWVmIi4uzLYji4+ORkZFR5LnT09PznTsnJyfP3CaTKd+5rVZrvnN7eHjY5s6d99a5U1NTkZycjBs3bhQ4t9lsRkxMDEwmExITE4s1d1JSEkwmE2JjY5GdnV3g3PHx8baGN/fOnTf3c243t8ViyXfutLS0PHPf2jB37oyMDNvcgYGBt507MzMz37mjoqLynTs2NjbP3NevXy907sK22evXr9vNnZqaWqy54+PjC/1eS01NtfteK+rcQUFBhc598zYbGxub7/daVFRUvt9rFeFnRKVKlUrtZ0R+32vl8WdE5cqVS+VnRGFzO93PiJgYpEdGQrnjDvXYiexsZHbqBPz5J4wLF8IaGlrgz4gqVaqUys+IosxdXn5GVK1aVXe/RzjTzwh3d3fd/R5RVj8jisqgKIpS5EeXkU8//RSLFy/GH3/8AS8vL3Tt2hUtW7bEypUrsWnTJgwfPjzPkftt27bF/fffj8jIyHyfMysry+5zUlJSEBYWhuTkZB6sI2A0GlGzZk2tx9At9pNjQzk2lKvwDRUF+OorYOpU9W1OANCkCfDaa0CvXuoei0JU+IYOwIYy7CfndGeFunbtGl566SXs2rULXl5eDnteT09PeHp6Ouz5SFW1alWtR9A19pNjQzk2lKvQDQ8fBiZPBn75Rb0dHKxei2LECMCt6L9mVOiGDsKGMuwn53RvhTpy5AhiY2Nxzz33wM3NDW5ubti7dy/eeustuLm5oXr16sjOzkZS7rmv/ycmJgYhvKBOmUtOTtZ6BF1jPzk2lGNDuQrZ8OpVYMgQoE0bdVHh5QW8+ipw4QIwcmSxFhVABW3oYGwow35yTrfHolu3bjh58qTdfcOHD0ejRo0wbdo0hIWFwd3dHbt378aAAQMAAOfOncPVq1fRvn17LUau0Ly9vbUeQdfYT44N5dhQrkI1TEkBIiKAN95QL3YHAM88AyxeDPzv+MWSqFANSwkbyrCfnNMtLPz9/dGsWTO7+3x9fVGlShXb/SNGjMCkSZNQuXJlBAQEYPz48Wjfvj3uvfdeLUau0KxWq9Yj6Br7ybGhHBvKVYiGOTnAu++qZ3WKi1Pv69oVWLECuOce8dNXiIaljA1l2E/O6RYWRfHGG2/AxcUFAwYMQFZWFnr27Ik1a9ZoPVaFlJOTo/UIusZ+cmwox4Zy5bqhogDffquePvbsWfW+hg3VA7P79CnSgdlFUa4blhE2lGE/Oac8K1RZSElJQWBgIM8KJZSRkcFdhwLsJ8eGcmwoV24b/vmnemD2zz+rt6tWVfdYvPgi4O7u0Jcqtw3LEBvKsJ+c0x28Tfpy60H0VDzsJ8eGcmwoV+4a/vsvMGwYEB6uLio8PYFp09QDs8eOdfiiAiiHDTXAhjLsJ8c9FtxjIWKxWODq6qr1GLrFfnJsKMeGcuWmYWoqsGyZetxERoZ631NPAUuWAHXrlupLl5uGGmJDGfaT4x4LEomOjtZ6BF1jPzk2lGNDOd03zD0w+847gUWL1EVFx47AoUPApk2lvqgAykFDJ8CGMuwnxz0W3GNBREQVlaIA332nHph96pR6X4MG6l6Lfv0cdmA2EVUM3GNBIkajUesRdI395NhQjg3ldNnwxAmgZ0/g4YfVRUXlysCbb6r//dhjZb6o0GVDJ8OGMuwnxz0W3GMhYjab4V4KB/FVFOwnx4ZybCinq4ZRUcDs2cD69eoeCw8PYPx49arZlSppNpauGjopNpRhPznusSCRhIQErUfQNfaTY0M5NpTTRcO0NGD+fPU4ig8+UBcVAwcCZ84Ay5druqgAdNLQybGhDPvJ6fICeeQ8/Pz8tB5B19hPjg3l2FDOqRtaLMCHHwKzZgHXr6v3tW+vnvmpfXttZ7uJUzfUCTaUYT857rEgkezsbK1H0DX2k2NDOTaUc9qGu3YB99wDjBihLirq1QM+/xz49VenWlQATtxQR9hQhv3kuMeCiIiovDl1Sj3T086d6u2gIPW4irFj1YvdERGVAi4sSMTDw0PrEXSN/eTYUI4N5ZymYUwMMGcO8J//AFYr4OamLiZmzwaqVNF6uttymoY6xoYy7CfHt0KRiMlk0noEXWM/OTaUY0M5zRump6sXtmvQQL3QndUK9O8PnD4NrFzp9IsKwAkalgNsKMN+cjzdLE83K8JTs8mwnxwbyrGhnGYNrVbg44/VU8X++696X5s26oHZnTqV/TwC3A7l2FCG/eS4x4JEYmNjtR5B19hPjg3l2FBOk4Y//wy0bg0MHaouKurUATZtAg4e1N2iAuB26AhsKMN+ctxjwT0WRESkJ2fPAlOnAt98o94OCFD3WEyYAHh5aTsbEVVo3GNBIkajUesRdI395NhQjg3lyqRhXJx6IHazZuqiwtVVvX3hgrrQ0PmigtuhHBvKsJ8c91hwj4WIxWKBq6ur1mPoFvvJsaEcG8qVasPMTPUA7CVLgNRU9b5HHwWWLQMaNiyd19QAt0M5NpRhPznusSARvh9Rhv3k2FCODeVKpaHVqh4z0bAhMGOGuqi45x7gp5+Ar74qV4sKgNuhI7ChDPvJ8ToWJBIUFKT1CLrGfnJsKMeGcg5vuG8fMHky8Mcf6u1atdQ9FoMHAy7l898EuR3KsaEM+8mVz59OVGYyMjK0HkHX2E+ODeXYUM5hDc+fV68/0bmzuqjw8wMWLwbOnQOeeabcLioAboeOwIYy7CfHPRYk4lKO/0+uLLCfHBvKsaGcuOGNG8CCBcCaNUBOjrqAeOEFYP58oHp1xwzp5LgdyrGhDPvJcWFBIjzISYb95NhQjg3lStwwKwt4+231qtnJyep9Dz8MvPYa0KSJ4wbUAW6Hcmwow35yJVpYfP3118X+nAcffBDe3t4leTlyYhkZGfD399d6DN1iPzk2lGNDuWI3VBRgyxZg+nTg0iX1vhYt1Ctmd+9eOkM6OW6Hcmwow35yJTrdbHF3FRkMBpw/fx533HFHcV+q1PB0s46RnZ0NDw8PrcfQLfaTY0M5NpQrVsPfflMPzD54UL0dGqoeR/Hss+q1KSoobodybCjDfnIlfjNZdHQ0rFZrkf74+Pg4cmZyInFxcVqPoGvsJ8eGcmwoV6SGFy8CAwcCHTqoiwpfX/UYivPngeHDK/SiAuB26AhsKMN+ciV6K9TQoUOL9bamIUOGcK9AOVWzZk2tR9A19pNjQzk2lLttw8RE9RiKt98GzGb1wOznnlMP1g4NLbshnRy3Qzk2lGE/OV55m2+FEjEajfxGFGA/OTaUY0O53IaX4tPwwZ4z+PPcFbRqUAvPXTuMektmq4sLAOjRQz0wu0ULbQd2QtwO5dhQhv3kuLDgwkLEarXy9GwC7CfHhnJsKGe1WrH1qBHTvzgBAFCsVrgoChQYELnzTTyhRAPLlwMPPaTxpM6L26EcG8qwn1yx62VkZMBoNOa5/9SpUw4ZiPQlOjpa6xF0jf3k2FCODeV++fMspn9xAlYFsCqAYnCBxcUVVoMB03pPxKmvf+CiohDcDuXYUIb95Iq1sNi6dSvuvPNO9O7dGy1atMChQ4dsH3vmmWccPhw5v8qVK2s9gq6xnxwbyrGh3Oe7/wIslrwfMBigAHj7u2NlPZLucDuUY0MZ9pMr1sJi0aJFOHLkCI4dO4b169djxIgR2LRpEwCggr6jqsIzmUxaj6Br7CfHhnJsKJCUBEybBpffjt72YTcyy2YcPeN2KMeGMuwnV6yzQpnNZlSvXh0AEB4ejl9++QWPPfYYLly4AIPBUCoDknPj+Z5l2E+ODeXYsATMZuCdd4B584AbNxDWeWiB/z9oMBjQokGtsp1Ph7gdyrGhDPvJFWuPRXBwME6cOGG7XblyZezatQtnzpyxu5+IiKhcUhTgq6+AZs2A8eOBGzeAxo3xyPN9oNzmoM9n7qtfhkMSEWmjWAuLjRs3Ijg42O4+Dw8PbN68GXv37nXoYKQP2dnZWo+ga+wnx4ZybFhER44A998P9OsH/P03UK0asGYNcOIEgnt1ReSAFnAxAC4GwADF9t+RA1qgblVfrad3etwO5dhQhv3kRKebjY6ORkhIiCPnKTM83axjZGZmwsvLS+sxdIv95NhQjg0Lce0aMHMm8PHH6m0vL+Dll4Hp04H//f9HbsPL8Wl4P/c6Fg3rYETXxlxUFBG3Qzk2lGE/OdHJenv06OGoOUinEhIStB5B19hPjg3l2LAAKSnAq68Cd931/4uKIUOAc+eAJUtsiwrg/xvWreqLhY+3xo5XB2Dh4625qCgGbodybCjDfnKiPRbNmzfHyZMnHTlPmeEeC8fgxWRk2E+ODeXY8BY5OcB//gPMnQvExqr3de4MrFgBtG6d76ewoRwbyrGhDPvJierxTFB0/fp1rUfQNfaTY0M5NvwfRQG+/RZo0QIYPVpdVNx1F7B9O7BnT4GLCoANHYEN5dhQhv3kRHssWrRooduzQXGPBRER2Rw7BrzyCrB7t3q7ShV1j8WoUYC7u6ajERHpBff3kIjRaNR6BF1jPzk2lKvQDY1GYPhw4J571EWFhwcwZQpw4YJ6OtkiLioqdEMHYUM5NpRhP7liXSDvVq6uro6ag3SqWrVqWo+ga+wnx4ZyFbKhyQS89hqwfDmQnq7eN2gQEBEB1K1b7KerkA0djA3l2FCG/eREeyz+/PNPR81BOpWUlKT1CLrGfnJsKFehGlos6oHZd94JLFigLio6dAAOHgQ2by7RogKoYA1LCRvKsaEM+8mJ3wqVkZGB9Nx/7QFw5coVrFy5Ej/88IP0qUkHvL29tR5B19hPjg3lKkzD778HWrYEXngBiI4G6tcHtm4F9u0D2rUTPXWFaViK2FCODWXYT068sOjbty8++ugjAOpKr127dlixYgX69u2LtWvXigck52axWLQeQdfYT44N5cp9w5MngYceUv/89RdQqRLw+uvA6dPAgAGAA85wWO4blgE2lGNDGfaTEy8sjh49ik6dOgEAtm7diurVq+PKlSv46KOP8NZbb4kHJOdmtVq1HkHX2E+ODeXKbcPoaHXvRMuW6t4Kd3f1itkXLqj/6+HhsJcqtw3LEBvKsaEM+8mJDt4GgPT0dPj7+wMAfvjhB/Tv3x8uLi649957ceXKFfGA5Ny421CG/eTYUK7cNUxLU/dIREaq/w0Ajz8OLF2qvv2pFJS7hhpgQzk2lGE/OfEeiwYNGmD79u24du0avv/+e/To0QMAEBsby+tDVAA80EmG/eTYUK7cNLRYgA0b1IvazZmjLiratQP27we2bCm1RQVQjhpqiA3l2FCG/eREF8gD1Lc/Pf3007BYLOjWrZvtoO2IiAj88ssv2Llzp0MGdTReIM8xLBYLTzsswH5ybChXLhru3q1e4O7YMfV23brqHoqBAx1yDEVhykVDjbGhHBvKsJ+ceI/F448/jqtXr+Lw4cP47rvvbPd369YNb7zxhvTpyclFR0drPYKusZ8cG8rpuuHp00CfPkD37uqiIjBQvT7FmTPAk0+WyaIC0HlDJ8GGcmwow35y4j0WesU9FkREOhYbC8ydC7z3nvoWKDc3YPRo9S1QVatqPR0RUYVUoj0WJ06cKNaR86dOnUJOTk5JXoqcnNFo1HoEXWM/OTaU01XDjAz16tgNGgDr1qmLin79gFOngLfe0mxRoauGTooN5dhQhv3kSrTHwtXVFdHR0UW+9HlAQACOHTuGO+64o9gDlhbusXAMs9kMd3d3rcfQLfaTY0M5XTS0WoFNm4CZM4Fr19T7WrcGli8HunTRdjbopKGTY0M5NpRhP7kSnW5WURTMnj0bPj4+RXp8dnZ2SV6GdCAhIQHVq1fXegzdYj85NpRz+oZ79wKTJwNHjqi3w8LUvRZPPQW4iA8VdAinb6gDbCjHhjLsJ1eihUXnzp1x7ty5Ij++ffv2xTo38Nq1a7F27VpcvnwZANC0aVPMmTMHvXr1AgBkZmZi8uTJ+PTTT5GVlYWePXtizZo13Bg04Ofnp/UIusZ+cmwo57QNz50Dpk4Fvv5ave3vr+6xeOklwMnON++0DXWEDeXYUIb95Eq0sNizZ4+Dx7BXq1YtLF26FHfeeScURcGHH36Ivn374s8//0TTpk3x8ssv49tvv8WWLVsQGBiIcePGoX///vj1119LdS7KKzs7G76+vlqPoVvsJ8eGck7XMD4emD9fPYYiJwdwdQVGjlQP1g4O1nq6fDldQx1iQzk2lGE/OfGVt0vDI488Ynd78eLFWLt2LQ4ePIhatWrh/fffx6ZNm/DAAw8AANavX4/GjRvj4MGDuPfee/N9zqysLGRlZdlup6SklN4XQERExZeZqR6AvXgxkPszuk8fYNkyoHFjbWcjIqJCOcebU2/DYrHg008/RVpaGtq3b48jR47AbDaje/futsc0atQItWvXxoEDBwp8noiICAQGBtr+hIWFAVDfVhUVFQWr1Wo7G4DRaER2djZiY2NhMpmQlJSEhIQEZGRkIDo6Gjk5OXaPNZvNiI6ORnp6OhISEpCYmIi0tDTExMTAbDbbPdZisSAqKgoZGRm4ceMGkpOTkZqairi4OGRlZdk9VlEUGI1GZGVlIS4uDikpKUhJSUF8fDwyMjKKPHd6enq+c+fk5OSZ22Qy5Tu31WrNd26TyWSbO3feW+dOTU1FcnIybty4UeDcZrMZMTExMJlMSExMLNbcSUlJMJlMiI2NRXZ2doFzx8fH2xre3Dt33tzPud3cFosl37nT0tLyzH1rw9y5MzIybHPn5OTcdu7MzMx8546Kisp37tjY2DxzX79+vdC5C9tmr1+/bjd3ampqseaOj48v9HstNTXV7nutqHPn5OQUOvfN22xsbGy+32tRUVH5fq9VhJ8RFoul1H5G5Pe9ludnREoK0j/4AJa77gKmTQNSUqC0aoW4zz4DvvkGxoAAp/8Zkfs8jv4ZUdjc5elnRO73oaN/RhRl7vLyMyL3MY7+GVGav0cU6WdEGf0ekZqaqrvfI8rqZ0RROe11LE6ePIn27dsjMzMTfn5+2LRpEx5++GFs2rQJw4cPt9v7AABt27bF/fffj8jIyHyfL789FmFhYTwrlFBMTAyPbRFgPzk2lNO04f796oHZv/+u3q5ZU91j8cwzTnNgdlFwO5RjQzk2lGE/Oad8KxQANGzYEMeOHUNycjK2bt2KoUOHYu/evSV+Pk9PT3h6ejpwQgKAypUraz2CrrGfHBvKadLwwgV178S2beptX19g+nRg0iSgiGccdCbcDuXYUI4NZdhPzmn/OcjDwwMNGjRAeHg4IiIicPfdd+PNN99ESEgIsrOzkZSUZPf4mJgYhISEaDNsBRYbG6v1CLrGfnJsKFemDRMSgJdfBpo0URcVLi7Aiy+qC41Zs3S5qAC4HToCG8qxoQz7yTntwuJWVqsVWVlZCA8Ph7u7O3bv3m372Llz53D16lW0b99ewwkrppo1a2o9gq6xnxwbypVJw6ws4PXXgfr1gZUrAbMZeOgh4Phx4J13AJ3/wxC3Qzk2lGNDGfaTc8qFxYwZM/DLL7/g8uXLOHnyJGbMmIE9e/Zg8ODBCAwMxIgRIzBp0iT8/PPPOHLkCIYPH4727dsXeEYoKj25B/1QybCfHBvKlWpDRQG2bFH3UEyeDCQlAc2bA99/D+zcCTRrVnqvXYa4HcqxoRwbyrCfnFMeYxEbG4tnn30W169fR2BgIFq0aIHvv/8eDz74IADgjTfegIuLCwYMGGB3gTwqe3z7mQz7ybGhXKk1PHhQXUz89lvuCwGLFgHDhqnXpihHuB3KsaEcG8qwn5zTnhWqtKWkpCAwMJBnhRK6fv06QkNDtR5Dt9hPjg3lpA0vxafhgz1n8Oe5K2jVsA6ea+CHehFzgc8/Vx/g4wNMmQK88gpQTq9sy+1Qjg3l2FCG/eSKvcci99y5t74P7dSpU2jatKnDBiN9CAoK0noEXWM/OTaUkzT8/PA1TP/iBABAUTxx5o/r+OR3IPL0DTxhMADDhwMLFqinkS3HuB3KsaEcG8qwn1yxjrHYunUr7rzzTvTu3RstWrTAoUOHbB975plnHD4cOb/09HStR9A19pNjQ7mSNvzrSiymf3ECVgWwKoACAywGF1gNBkx7+CWc/m4v8P775X5RAXA7dAQ2lGNDGfaTK9bCYtGiRThy5AiOHTuG9evXY8SIEdi0aRMAoIK+o6rCc3NzysN0dIP95NhQrqQNV317GLBa837AYIBiMOCtC6nCyfSD26EcG8qxoQz7yRWroNlstl2RMDw8HL/88gsee+wxXLhwAQaDoVQGJOfmoqMr4zoj9pNjQ7kSNfzjDygHjwEhzYACfvzfyBSNpSvcDuXYUI4NZdhPrlgFg4ODceLECdvtypUrY9euXThz5ozd/VRxZGRkaD2CrrGfHBvKFavhlSvA4MFA27a448rfBa0pYDAY0KJBLYfMpwfcDuXYUI4NZdhPrlgLi40bNyI4ONjuPg8PD2zevBl79+516GCkD4GBgVqPoGvsJ8eGckVqmJwMzJgBNGwI/O8tsAPr+0K5zWljn7mvvqNGdHrcDuXYUI4NZdhPrlgLi1q1ahV4jt8OHTo4ZCDSl/j4eK1H0DX2k2NDuds2NJuBNWuABg2ApUvVK2h37QocOYJ6H6xG5IAWcDEALgbAAMX235EDWqBuVd8y+xq0xu1Qjg3l2FCG/eTE17FYtmwZjh07hujoaHh7e6NJkybo378/2rdv76gZSwWvY0FEdBuKAuzYAUydCpw9q97XsCHw2mtAnz7ATcfVXY5Pw/s3XcdiRNfGFWpRQUREKvHCIiwsDI0bN0blypWRmpqKEydOICoqCg8++CA+++wzp92txIWFYxiNxjzXNKGiYz85NpTL0/DPP9UrZv/8s3q7alVg/nzghRcAd3dthnRy3A7l2FCODWXYT65Urrx98OBBjB49Gk2bNsXHH3/s6Kd3CC4sHENRFJ4RTID95NhQztbw33+BV18FNm5U91h4egITJ6rHVjjpPxI5C26Hcmwox4Yy7CdXKufVuvfee7F+/Xp8/fXXpfH05ESuX7+u9Qi6xn5ybCgXff48MGsWcNddwEcfqYuKp58Gzp1Tj6vgoqJQ3A7l2FCODWXYT86hVwJZv349/P394eXlhe3bt6NKlSqOfHpyQvw7lmE/OTYUyMkBPvgAIXPmADEx6n0dOwIrVgBt22o7m85wO5RjQzk2lGE/OYfusTh06BBGjhyJvn37IjY2lnssKoCUlBStR9A19pNjwxJQFGDnTqBlS2DkSBhiYtSzPm3bBvzyCxcVJcDtUI4N5dhQhv3kHLqwWLduHeLj47Fjxw78888/OHr0qCOfnpyQp6en1iPoGvvJsWExHT8O9OwJPPwwcOoUULkyMiMj1f9+7DG7sz1R0XE7lGNDOTaUYT858cKic+fOOHTokO22wWBAr1698PHHH2PGjBnSpyciIkeIigJGjABatQJ27QI8PIBXXgEuXED2qFHqbSIiIgHxMRZNmzZFhw4d0LZtWwwYMADNmzeHn58fNm/ezEujVwDZ2dlaj6Br7CfHhoVIS1OvPfHaa0B6unrfwIFARARwxx0AgGxeFEqM26EcG8qxoQz7yTnkdLOnTp3Ca6+9hi+//BKpqanqExsMWLJkCaZNmyYesjTwdLOOkZmZCS8vL63H0C32k2PDAlgswIcfqmd7yj3TSfv26oHZt1zAlA3l2FCODeXYUIb95BxyjEXTpk2xYcMGJCQk4OzZszh48CCioqKcdlFBjpOQkKD1CLrGfnJsmI9du4B77lHf+nT9OlCvHvD558Cvv+ZZVABs6AhsKMeGcmwow35ypXKBPD3gHgvHsFqtcHEplcuhVAjsJ8eGNzl1CpgyRT3jEwAEBQGzZwNjx6oXuysAG8qxoRwbyrGhDPvJsR6J8GIyMuwnx4ZQr0ExciTQooW6qHB3V6+YfeECMGnSbRcVABs6AhvKsaEcG8qwnxz3WHCPBRHpVXo68PrrQGQkYDKp9/Xvr95u0EDb2YiIqMLhHgsSMRqNWo+ga+wnVyEbWq3qgdl33aW+1clkAtq0US9u98UXxV5UVMiGDsaGcmwox4Yy7CfHPRbcYyGSnZ0ND57/vsTYT67CNfz5Z2DyZODPP9Xbdeqop4598kmghO8NrnANSwEbyrGhHBvKsJ8c91iQSFJSktYj6Br7yVWYhmfPAo88AjzwgLqoCAhQ3/J09izw1FMlXlQAFahhKWJDOTaUY0MZ9pMTXyCPKjYfHx+tR9A19pMr9w3j4oB584B33lGvTeHqCoweDcyZA1Sr5pCXKPcNywAbyrGhHBvKsJ8cFxYkkpOTo/UIusZ+cnpueCk+DR/sOYM/z11Bq4Z18FzXxqhX1Vf9YEYG8OabwJIlwP8uPIpHHwWWLQMaNnToHHpu6CzYUI4N5dhQhv3kuLAgEavVqvUIusZ+cnpt+Pnha5j+xQkAgKJ44vSRGHxyJAaR/Zvjib/3ATNnAlevqg++5x71itldu5bKLHpt6EzYUI4N5dhQhv3keIwFiXh7e2s9gq6xn5weG16KT8P0L07AqgBWBVBgsP33tK3HcXncFHVRUasW8NFHwB9/lNqiAtBnQ2fDhnJsKMeGMuwnx4UFiSQnJ2s9gq6xn5weG37820UYCviYQVHwWevewOLFwN9/A888Izowuyj02NDZsKEcG8qxoQz7yfGtUCRStWpVrUfQNfaT02PDExf+hVVRgHyWFwoMONqtNzC9X5nNo8eGzoYN5dhQjg1l2E+OeyxIJCYmRusRdI395PTYsIq7FYYCLiGkuBhQKaBsz6Oux4bOhg3l2FCODWXYT44XyOMF8oiorCgK8PnnuLhwOR58eA6sBgNgsN9r4WIAvhnVBk3rBGs0JBERUclwjwWJGI1GrUfQNfaT003D334D7rsPGDQI9U8dRuSBD+FiUBcSBii2/44c0KLMFxW6aejE2FCODeXYUIb95LjHgnssRMxmM9zd3bUeQ7fYT87pG168CEyfDmzdqt729QWmTgUmT8blDOD9m65jMaJrY9TNvY5FGXL6hjrAhnJsKMeGMuwnx4UFFxYi0dHRCAkJ0XoM3WI/OadtmJgILFoEvP02YDarZ3Z67jlgwQIgNFTr6ew4bUMdYUM5NpRjQxn2k+NZoUiEizIZ9pNzuobZ2cCaNeoCIjFRva9HD2D5cqB5c21nK4DTNdQhNpRjQzk2lGE/OR5jQSKZmZlaj6Br7CfnNA0VBfjiC6BJE+Dll9VFRbNmwHffAd9/77SLCsCJGuoYG8qxoRwbyrCfHPdYkIjBUNBlvqgo2E/OKRoeOgRMngz8+qt6OyQEWLgQGDYMcHP+H7NO0VDn2FCODeXYUIb95Jz///HIqXl4lO359ssb9pPTtOHly8CMGcCnn6q3vb2BV15RD87289NurmLidijHhnJsKMeGMuwnx7dCkYjJZNJ6BF1jPzlNGiYlqYuHhg3VRYXBoO6dOH9ePbZCR4sKgNuhI7ChHBvKsaEM+8nxrFA8K5QIT80mw35yZdrQbAbeeQeYNw+4cUO974EHgBUrgJYty2aGUsDtUI4N5dhQjg1l2E+OeyxIJDY2VusRdI395MqkoaIAX32lHow9fry6qGjcGNixA/jxR10vKgBuh47AhnJsKMeGMuwnxz0W3GNBRLdz+LB63MTevertatXUtzs9/7wuDswmIiIqK9xjQSJGo1HrEXSN/eRKreG1a8AzzwBt2qiLCi8v9UDtCxeAUaPK1aKC26EcG8qxoRwbyrCfHPdYcI+FiMVigaurq9Zj6Bb7yTm8YUoKsHQp8MYbQO45zYcMARYvBmrXdtzrOBFuh3JsKMeGcmwow35y3GNBIjExMVqPoGvsJ+ewhjk5wLp1wJ13AhER6qKic2fgjz+AjRvL7aIC4HboCGwox4ZybCjDfnLlZ18+aaJSpUpaj6Br7CcnbqgowH//C0yZApw5o953113AsmXAo4+qp5It57gdyrGhHBvKsaEM+8lxjwWJpKenaz2CrrGfnKjhsWPAgw8Cffqoi4oqVYC33wb++gvo27dCLCoAboeOwIZybCjHhjLsJ8c9FiTiVo4OYNUC+8mVqKHRCMyaBXz4obrHwsMDeOklYOZMICjI4TM6O26Hcmwox4ZybCjDfnIsSCIuLtzpJcF+csVqaDKpb3FavhzIyFDvGzRIPaaibt1SmU8PuB3KsaEcG8qxoQz7ybEgiWTmnjWHSoT95IrU0GIB3nsPaNAAWLhQXVR06AAcPAhs3lyhFxUAt0NHYEM5NpRjQxn2k+MeCxLhqXpl2E+u0Ibff69e4O6vv9Tb9esDkZFA//4V5hiKwnA7lGNDOTaUY0MZ9pPjHgsSiY+P13oEXWM/uQIbnjwJPPSQ+uevv4BKldRrU5w+DQwYwEXFTbgdyrGhHBvKsaEM+8k55cIiIiICbdq0gb+/P4KDg9GvXz+cO3fO7jGZmZkYO3YsqlSpAj8/PwwYMIDnH9ZAzZo1tR5B19hPLk/D69eBF14AWrZU91a4uwMvv6xeMXviRPVAbbLD7VCODeXYUI4NZdhPzikXFnv37sXYsWNx8OBB7Nq1C2azGT169EBaWprtMS+//DK++eYbbNmyBXv37kVUVBT69++v4dQVk9Fo1HoEXWM/OVvDtDRgwQL1Anf/+Q9gtQKPP66eRvb114HKlbUd1IlxO5RjQzk2lGNDGfaTMyiKomg9RGHi4uIQHByMvXv3onPnzkhOTka1atWwadMmPP744wCAs2fPonHjxjhw4ADuvffeQp8zJSUFgYGBSE5O5nvqBBRFgYFvKSkx9pNTcnJg2LhRPX1sVJR65733AitWAPfdp+1wOsHtUI4N5dhQjg1l2E/OKfdY3Co5ORkAUPl//+J45MgRmM1mdO/e3faYRo0aoXbt2jhw4EC+z5GVlYWUlBS7PyQXlfuLHJUI+wnt3g3z3XcDzz2nLirq1gU+/RT47TcuKoqB26EcG8qxoRwbyrCfnNMvLKxWKyZOnIgOHTqgWbNmAIDo6Gh4eHgg6JYLWVWvXh3R0dH5Pk9ERAQCAwNtf8LCwgCox2pERUXBarXadoEZjUZkZ2cjNjYWJpMJSUlJSEhIQEZGBqKjo5GTk2P3WLPZjOjoaKSnpyMhIQGJiYlIS0tDTEwMzGaz3WMtFguioqKQkZGBGzduIDk5GampqYiLi0NWVpbdYxVFgdFoRFZWFuLi4mwLovj4eGRkZBR57vT09HznzsnJyTO3yWTKd26r1Zrv3AaDwTZ37ry3zp2amork5GTcuHGjwLnNZjNiYmJgMpmQmJhYrLmTkpJgMpkQGxuL7OzsAueOj4+3Nby5d+68uZ9zu7ktFku+c6elpeWZ+9aGuXNnZGTY5vb29r7t3JmZmfnOHRUVle/csbGxeea+fv16oXMXts1ev37dbu7U1NRizR0fH1/o91pqaqrd99rt5k4/fBjZPXsC3bvD4/RpWAMCYFm6FMbdu4Enn4Txf39XuXPfvM3Gxsbm+70WFRWV7/daRfgZ4evrW2o/I/L7XiuPPyP8/PxK5WdEYXOXp58R/v7+DvsZUdy5y8vPiICAAN39HuFMPyMURdHd7xFl9TOiqJz+rVCjR4/Gzp07sX//ftSqVQsAsGnTJgwfPhxZWVl2j23bti3uv/9+REZG5nmerKwsu8enpKQgLCyMb4USiouLQ7Vq1bQeQ7fYr5hiYoB589RrUlgsgJsb0ocPh8+SJUDVqlpPp1vcDuXYUI4N5dhQhv3knPo6FuPGjcOOHTvwyy+/2BYVABASEoLs7GwkJSXZ7bWIiYlBSEhIvs/l6ekJT0/P0h65wmFTGfYroowM9VSxS5cCqanqfY89BixdipyQEID/OCDC7VCODeXYUI4NZdhPzinfCqUoCsaNG4cvv/wSP/30E+rVq2f38fDwcLi7u2P37t22+86dO4erV6+iffv2ZT0uEZUWqxXYuBG46y7g1VfVRUXr1sDevcC2ber9RERE5BScco/F2LFjsWnTJnz11Vfw9/e3HTcRGBgIb29vBAYGYsSIEZg0aRIqV66MgIAAjB8/Hu3bty/SGaHIcbKzs7UeQdfY7zb27gUmTwaOHFFv164NREQAgwYBLv//byJsKMeGcmwox4ZybCjDfnJOeYxFQaf6Wr9+PYYNGwZAPeh68uTJ2Lx5M7KystCzZ0+sWbOmwLdC3Yqnm3WMjIwMeHt7az2GbrFfPs6dA6ZOBb7+Wr3t7w/MnAm89BKQTys2lGNDOTaUY0M5NpRhPzmn3GNRlLWOl5cXVq9ejdWrV5fBRFSQxMREfhMKsN9N4uKA+fOBdevUA7NdXYGRI4G5c4Hg4AI/jQ3l2FCODeXYUI4NZdhPzin3WJQF7rFwDKvVChcXpzxURxfYD0BmJvDWW8DixUDu9WUeeQSIjAQaNy7009lQjg3l2FCODeXYUIb95FiPRIpzbmPKq0L3UxRg82agUSNg2jR1UdGqFbB7t/o2qCIsKoAK3tBB2FCODeXYUI4NZdhPjnssuMeCqOzt368emP377+rtmjWBJUuAIUPsDswmIiIi/eD/g5NI7hUbqWQqXL8LF4ABA4BOndRFha8vsHAh8PffwLPPlmhRUeEalgI2lGNDOTaUY0MZ9pPjHgvusRDJzs6Gh4eH1mPoVoXpl5AALFgArFkDmM3qAuL559WDtYt4JreCVJiGpYgN5dhQjg3l2FCG/eS4x4JEkpKStB5B18p9v6ws4PXXgfr1gTffVBcVvXoBx48D77wjXlQAFaBhGWBDOTaUY0M5NpRhPzmnPN0s6YePj4/WI+haue2nKMDWrcD06cA//6j3NW8OrFgBPPigQ1+q3DYsQ2wox4ZybCjHhjLsJ8eFBYnk5ORoPYKulct+Bw6oB2YfOKDeDg0FFi0Chg5Vr03hYOWyYRljQzk2lGNDOTaUYT85LixIxGq1aj2CrpWrfpcuqXsoPv9cve3jA0yZArzyCuDnV2ovW64aaoQN5dhQjg3l2FCG/eS4sCARLy8vrUfQtXLRLzFRvbjd228D2dmAwQAMH66e7alGjVJ/+XLRUGNsKMeGcmwox4Yy7CfHg7dJJCX3SslUIrrul52tXjG7QQP12InsbKB7d+DPP4H33y+TRQWg84ZOgg3l2FCODeXYUIb95Hi6WZ5uViQnJwdubtzxVVK67KcowPbtwNSp6nUpAKBJE2D5cuChh9Q9FmVIlw2dDBvKsaEcG8qxoQz7yXGPBYnExMRoPYKu6a7fH38AXboA/furi4rgYPW0scePq6eRLeNFBaDDhk6IDeXYUI4N5dhQhv3kuMeCeyyICnflCjBzJrBpk3rby0s989O0aYC/v7azERERkVPgHgsSMRqNWo+ga07fLzlZPdNTw4bqosJgAJ59Fjh/Xj2FrBMsKpy+oQ6woRwbyrGhHBvKsJ8c91hwj4UI348o47T9zGbgvfeAuXOB+Hj1vvvvV4+juOcebWe7hdM21BE2lGNDOTaUY0MZ9pPjHgsSic/9pZNKxOn6KQrwzTfqVbLHjlUXFQ0bAl9/Deze7XSLCsAJG+oQG8qxoRwbyrGhDPvJcWFBItzbI+NU/Y4eBbp1Ax59FDh3DqhaFVi9Gjh5EnjkEU0OzC4Kp2qoU2wox4ZybCjHhjLsJ8eFBYlkZmZqPYKuOUW/a9fU4ybCw4GffwY8PdXjKi5cAMaMAdzdtZ7wtpyioc6xoRwbyrGhHBvKsJ8c30hGIgYn/VdsvdC0X2oqEBmpXtwu94fp4MHqVbTr1NFurmLiNijHhnJsKMeGcmwow35yXFiQiLuT/2u2s9OkX06OemXsOXOA2Fj1vk6d1AVGmzZlP48Qt0E5NpRjQzk2lGNDGfaT41uhSCQtLU3rEXStTPspCrBzJ3D33cCoUeqiokEDYNs2YO9eXS4qAG6DjsCGcmwox4ZybCjDfnI83SxPNytiNpu5whcos37HjwOvvAL8+KN6u3Jl9VSyo0YBHh6l//qliNugHBvKsaEcG8qxoQz7yXGPBYnE5r6Vhkqk1PtFRQHPPQe0aqUuKjw81AXGhQvAhAm6X1QA3AYdgQ3l2FCODeXYUIb95LjHgnssqDxKSwNee039k56u3vfkk8CSJcAdd2g7GxEREZVL3GNBIkajUesRdM3h/SwW9cDsO+8E5s9XFxXt2wMHDgCfflouFxXcBuXYUI4N5dhQjg1l2E+Oeyy4x0LEarXCxYXr05JyaL9du9S3OZ04od6uV089nezjjzvtxe0cgdugHBvKsaEcG8qxoQz7ybEeiURHR2s9gq45pN9ffwG9egE9eqiLiqAg9dSxZ84ATzxRrhcVALdBR2BDOTaUY0M5NpRhPzlex4JEKlWqpPUIuibqFx2tXovi/fcBq1W9QvbYscDs2epZnyoIboNybCjHhnJsKMeGMuwnxz0WJJKee2AwlUiJ+qWnA4sWqcdRvPeeuqgYMAA4fRp4440KtagAuA06AhvKsaEcG8qxoQz7yXGPBYm4uXETkihWP6sV2LgRePVVIPcAs7Zt1bc9dexYOgPqALdBOTaUY0M5NpRjQxn2k2NBEuFBTjJF7vfTT8DkycCxY+rtOnWAiAj1FLIV/O+A26AcG8qxoRwbyrGhDPvJsSCJZGZmaj2CrhXa78wZ4JFHgG7d1EVFQIB6pqezZ4GnnqrwiwqA26AjsKEcG8qxoRwbyrCfHPdYkAhP1StTYL/YWGDePODdd9VrU7i6AqNHA3PnAlWrlumMzo7boBwbyrGhHBvKsaEM+8nxnztJJD4+XusRdC1Pv4wMYOlSoEEDYO1adVHRty9w6hTw9ttcVOSD26AcG8qxoRwbyrGhDPvJ8QJ5vECeiKIoMJTz6ySUJls/qxXYvBmYORO4elX94D33qAdmd+2q6YzOjtugHBvKsaEcG8qxoQz7yXGPBYlERUVpPYKuRUVFAb/8ArRrBwwZoi4qatVSz/70xx9cVBQBt0E5NpRjQzk2lGNDGfaT4x4L7rEQ4epe4O+/oUybBsP27eptPz9gxgzg5ZcBb29NR9MTboNybCjHhnJsKMeGMuwnxz0WJMLVfQnExwMTJgBNm6qLChcXYNQo4MIF9a1QXFQUC7dBOTaUY0M5NpRjQxn2k+NZoUikKg8mLrrMTGDVKvWq2cnJAABLr15wXb4caNJE4+H0i9ugHBvKsaEcG8qxoQz7yXGPBYmkpKRoPYLzUxTgs8+Axo2BKVPURcXddwM//oiEDz/kokKI26AcG8qxoRwbyrGhDPvJcWFBIl5eXlqP4Nx++w1o3x4YNAi4fBmoUQNYvx44cgTo1o39HIAN5dhQjg3l2FCODWXYT45vhSIRq9Wq9QjO6eJFYPp0YOtW9bavLzB1KjB5svrf/8N+cmwox4ZybCjHhnJsKMN+clxYkEhOTo7WIziXhAT1GIpVqwCzWT0w+7nngAULgNDQPA9nPzk2lGNDOTaUY0M5NpRhPzkuLEjEx8dH6xGcQ3Y2sHo1sHAhkJio3tezJ/Daa0Dz5gV+GvvJsaEcG8qxoRwbyrGhDPvJ8RgLEknM/SW6olIU4Isv1AOwJ01SFxXNmgHffaf+uc2iAmA/R2BDOTaUY0M5NpRjQxn2k+MF8niBPBGr1QoXlwq6Pj10SD1m4tdf1dshIeoei+HDAVfXIj1Fhe7nIGwox4ZybCjHhnJsKMN+cqxHItevX9d6hLJ36RLw1FPAvfeqiwpvb2DOHOD8eeD554u8qAAqaD8HY0M5NpRjQzk2lGNDGfaT4x4L7rGgokpKApYsAd58Uz2mwmAAhg5VD9auWVPr6YiIiIg0xT0WJGI0GrUeofSZzcDbbwMNGqgHY2dnA926AUePqtekECwqKkS/UsaGcmwox4ZybCjHhjLsJ8c9FtxjIWI2m+Hu7q71GKVDUYCvvlKvP3H+vHpf48bq4uLhh9U9FkLlul8ZYUM5NpRjQzk2lGNDGfaT4x4LEklISNB6hNJx+DBw//3AY4+pi4pq1YC1a4ETJ4DevR2yqADKcb8yxIZybCjHhnJsKMeGMuwnx+tYkIjvTVeRLheuXgVefRX4+GP1tpeXehrZadOAUtizVe76aYAN5dhQjg3l2FCODWXYT84p91j88ssveOSRR1CjRg0YDAZs377d7uOKomDOnDkIDQ2Ft7c3unfvjvO5b1WhMmU2m7UewTFSUoCZM4GGDf9/UTFkCHDuHLB4caksKoBy1E9DbCjHhnJsKMeGcmwow35yTrmwSEtLw913343Vq1fn+/Fly5bhrbfewrp163Do0CH4+vqiZ8+eyMzMLONJSfeH6OTkqG9xatAAiIgAMjOBLl3Ut0Jt3AjUrl2qL6/7fk6ADeXYUI4N5dhQjg1l2E/OKd8K1atXL/Tq1SvfjymKgpUrV2LWrFno27cvAOCjjz5C9erVsX37dgwaNKgsR63wvLy8tB6hZBQF+PZbYMoU4OxZ9b677gKWLQMefdRhx1AURrf9nAgbyrGhHBvKsaEcG8qwn5xT7rG4nUuXLiE6Ohrdu3e33RcYGIh27drhwIEDBX5eVlYWUlJS7P6QnC47HjsGdO8OPPKIuqioUkU9nexffwF9+5bZogLQaT8nw4ZybCjHhnJsKMeGMuwnp7uFRXR0NACgevXqdvdXr17d9rH8REREIDAw0PYnLCwMAJCZmYmoqChYrVbb+YuNRiOys7MRGxsLk8mEpKQkJCQkICMjA9HR0cjJybF7rNlsRnR0NNLT05GQkIDExESkpaUhJiYGZrPZ7rEWiwVRUVHIyMjAjRs3kJycjNTUVMTFxSErK8vusYqiwGg0IisrC3FxcbYFUXx8PDIyMoo8d3p6er5z5+Tk5JnbZDLlO7fVas13bgC2uXPnvXXu1NRUJCcn48aNGwXObTabERMTA5PJhMTExGLNnZSUBJPJhNjYWGRnZxc4d8LJk8geMgTKPfcAP/0ExcMDqaNHQ7lwAcbHHgPc3Qud22Kx5Dt3WlpanrlvbZg7d0ZGhm1ub2/v286dmZmJ+Ph429997nYSFRVl65z7OVlZWYiNjc0z9/Xr1wudu7Bt9vr163Zzp6amFmvu+Pj4Qr/XUlNT7b7Xijq3j49PoXPfvM3Gxsbm+70WFRWV7/daRfgZ4ePjU2o/I26e29l/RuT3vXbzvDd/r906t5+fX6n8jChs7vL0MyK3oaN/RhRl7vLyMyIgIEB3v0c4088IRVFK7WdEaf0eUVY/I4rK6a9jYTAY8OWXX6Jfv34AgN9++w0dOnRAVFQUQkNDbY8bOHAgDAYDPvvss3yfJysrC1lZWbbbKSkpCAsL43UshIxGI2o6+1WnTSb1LU7LlwMZGep9gwapx1TUravpaLro5+TYUI4N5dhQjg3l2FCG/eSc8hiL2wkJCQEAxMTE2C0sYmJi0LJlywI/z9PTE56enqU9XoXj1N+AFgvwwQfA7NlATIx6X4cOwIoVQLt22s72P07dTyfYUI4N5dhQjg3l2FCG/eR091aoevXqISQkBLt377bdl5KSgkOHDqF9+/YaTlYx5e5CczrffQe0bAm8+KK6qKhfH/jiC2DfPqdZVABO3E9H2FCODeXYUI4N5dhQhv3knHKPhclkwoULF2y3L126hGPHjqFy5cqoXbs2Jk6ciEWLFuHOO+9EvXr1MHv2bNSoUcP2dikqO7ce66K5kyeBV14BfvhBvV2pEjBnDjBmDODhoe1s+XC6fjrEhnJsKMeGcmwox4Yy7CfnlHssDh8+jFatWqFVq1YAgEmTJqFVq1aYM2cOAGDq1KkYP348XnzxRbRp0wYmkwnfffcdTxOmgfj4eK1HUF2/DrzwgrqX4ocfAHd39YrZFy8CEyc65aICcKJ+OsaGcmwox4ZybCjHhjLsJ+f0B2+XlpSUFAQGBvLgbaH09HT4+PhoN0BamnrMxLJl6n8DwOOPA0uXqm9/cnKa9ysH2FCODeXYUI4N5dhQhv3knHKPBemHZlc7t1iA9evVi9rNnasuKu69F/j1V2DLFl0sKgAN+5UjbCjHhnJsKMeGcmwow35yTnmMBemHi4sGa9Mff1SPozh+XL1dr566h+KJJ8r04naOoEm/coYN5dhQjg3l2FCODWXYT44LCxJxcyvDTejUKWDqVOC//1VvBwaqp5IdNw7Q6amEy7RfOcWGcmwox4ZybCjHhjLsJ8elGYmkp6eX/ovExACjRgEtWqiLCjc3YMIE9cDsyZN1u6gAyqhfOceGcmwox4ZybCjHhjLsJ8elGYkEBQWV3pNnZABvvKFeIdtkUu977DH1bU933VV6r1uGSrVfBcGGcmwox4ZybCjHhjLsJ8c9FiQSFxfn+Ce1WoGNG9XFw6uvqouK1q2BvXuBbdvKzaICKKV+FQwbyrGhHBvKsaEcG8qwnxxPN8vTzTqXPXvUtzcdParerl1b3WMxaBDAg6qIiIiInBZ/UyMRo9HomCc6exbo2xe4/351UREQoL7l6exZ4Omny+2iwmH9KjA2lGNDOTaUY0M5NpRhPznuseAeCxGr1So7PVtcHDB/PrBunXptCldXYORIYN48oFo1h83prMT9iA0dgA3l2FCODeXYUIb95FiPRKKjo0v2iZmZQGQk0KABsHq1uqh45BHg5En1dgVYVACCfmTDhnJsKMeGcmwox4Yy7CfHs0KRSKVKlYr3CVYr8NlnwIwZwJUr6n2tWgHLlwMPPOD4AZ1csftRHmwox4ZybCjHhnJsKMN+ctxjQSJpaWlFf/D+/cC996rHTFy5AtSsCXz4IXD4cIVcVADF7Ef5YkM5NpRjQzk2lGNDGfaT4x4LEvHw8Cj8QefPA9Onq6eKBQA/P/X2yy8DPj6lO6CTK1I/ui02lGNDOTaUY0M5NpRhPzkuLKj03LgBLFyoHjORk6Oe2en559WDtUNCtJ6OiIiIiByICwsSycrKyu9OYNUqYNEiIClJva9XL+C114CmTct0PmeXbz8qFjaUY0M5NpRjQzk2lGE/OS4sSMTuVL2KAmzdqr7N6Z9/1PtatFAPzH7wQW0GdHI81bEcG8qxoRwbyrGhHBvKsJ8cD94mkfj4ePU/DhwAOnQABg5UFxWhocD776sXu+OiokC2flRibCjHhnJsKMeGcmwow35yvEAeL5Anoly8CMPMmcDnn6t3+PgAU6cCkyerB2nTbSmKAoPBoPUYusaGcmwox4ZybCjHhjLsJ8c9FlQyiYnAK68ATZqoiwqDAXjuOfUMUHPnclFRRFFRUVqPoHtsKMeGcmwox4ZybCjDfnLcY8E9FsWTnQ2sXQssWAAkJKj3PfigehxFixbazkZEREREmuEeCyoaRQG+/FI9q9PEieqiokkTxH/0EfD991xUlJDRaNR6BN1jQzk2lGNDOTaUY0MZ9pPjWaGocH/8oR4zsW+fejs4WL0+xXPPwd9iUd8GRSVStWpVrUfQPTaUY0M5NpRjQzk2lGE/Oe6xoIJduQIMHgy0basuKry9gVmzgAsXgBdfBNzckJKSovWUusZ+cmwox4ZybCjHhnJsKMN+ctxjQXklJwMREcDKlerF7gwG4JlngMWLgVq17B7q5eWlzYzlBPvJsaEcG8qxoRwbyrGhDPvJcWFB/89sBt59F5g3D8g9l/P996sHZt9zT76fYrVay26+coj95NhQjg3l2FCODeXYUIb95LiwIPXA7G++Ua8/ce6cel+jRsBrrwG9e9/2GIqcnJwyGrJ8Yj85NpRjQzk2lGNDOTaUYT85LiwquqNH1QOz9+xRb1etCsyfD7zwAuDuXuin+/j4lO585Rz7ybGhHBvKsaEcG8qxoQz7yfHg7Yrq2jXg2WeB8HB1UeHpCUyfrh6YPWZMkRYVAJCYmFi6c5Zz7CfHhnJsKMeGcmwox4Yy7CfHC+RVtAvkpaYCS5cCr78OZGaq9w0erB6YXadOsZ/OYrHA1dXVwUNWHOwnx4ZybCjHhnJsKMeGMuwnxz0WFUVODvDOO0CDBsCSJeqiolMn4PffgY8/LtGiAgCio6MdPGjFwn5ybCjHhnJsKMeGcmwow35y3GNR3vdYKAqwcycwZQpw+rR63513AsuWAX378uJ2REREROQQ3GNRnh0/DvTooZ7Z6fRpoHJl4M03gb/+Avr1c8iiwmg0yueswNhPjg3l2FCODeXYUI4NZdhPjnssyuMei6go9QrZGzaoeyw8PIAJE4BXXwWCghz6UmazGe5FPNCb8mI/OTaUY0M5NpRjQzk2lGE/Oe6xKE9MJmDuXPWtTuvXq4uKJ58Ezp5Vr0nh4EUFACQkJDj8OSsS9pNjQzk2lGNDOTaUY0MZ9pPjdSzKA4tF3TsxezZw/bp63333AStWAPfeW6ov7efnV6rPX96xnxwbyrGhHBvKsaEcG8qwnxz3WOjdDz8ArVoBzz+vLiruuAPYsgXYv7/UFxUAkJ2dXeqvUZ6xnxwbyrGhHBvKsaEcG8qwnxz3WOjVX3+pZ3r67jv1dlCQusdi7Fj1YndlpIIeouMw7CfHhnJsKMeGcmwox4Yy7CfHhYXeREcDc+YA778PWK3qFbLHjlUXFZUrl/k4Xl5eZf6a5Qn7ybGhHBvKsaEcG8qxoQz7yfGtUHqRng4sXKhe4O6999RFxYAB6mlk33hDk0UFoJ5di0qO/eTYUI4N5dhQjg3l2FCG/eR4ullnP92s1Qps3KieKjb3/Mpt26oHZnfsqO1s4KnZpNhPjg3l2FCODeXYUI4NZdhPjnssnNlPPwHh4cCwYeqiok4dYPNm4OBBp1hUAEBsbKzWI+ga+8mxoRwbyrGhHBvKsaEM+8lxj4Uz7rE4cwaYOhXYsUO9HRCg7rGYMAHg+/+IiIiIyAlxj4UziY0FxowBmjdXFxVubsC4ccDFi+pCwwkXFcbct2dRibCfHBvKsaEcG8qxoRwbyrCfHPdYOMMei4wMYOVKICICSE1V7+vbF4iMBBo21HS0wuTk5MDNjScXKyn2k2NDOTaUY0M5NpRjQxn2k+MeCy1ZrcAnnwCNGgEzZ6qLivBw4Oefge3bnX5RAQDx8fFaj6Br7CfHhnJsKMeGcmwox4Yy7CfHZZlWfvkFmDwZOHxYvR0WBixZAjz9NOCin/VeYGCg1iPoGvvJsaEcG8qxoRwbyrGhDPvJ6ec32PLi77+Bxx4DunRRFxX+/uqC4tw5YMgQXS0qACAjI0PrEXSN/eTYUI4N5dhQjg3l2FCG/eS4x6KsxMcDCxYAa9cCOTmAqyvwwgvAvHlA9epaT1diLjpbCDkb9pNjQzk2lGNDOTaUY0MZ9pPjwqK0ZWYCb78NLF4MJCer9/XuDSxbBjRpou1sDsCDnGTYT44N5dhQjg3l2FCODWXYT45Ls9KiKMCnnwKNG6unik1OBu6+G/jxR/VUsuVgUQEA6enpWo+ga+wnx4ZybCjHhnJsKMeGMuwnx6VZafj1V/XA7EOH1Ns1aqh7LJ55Rn0LVDkSFBSk9Qi6xn5ybCjHhnJsKMeGcmwow35y3GPhSBcvAo8/DnTsqC4qfH3V4yr+/hsYNqzcLSoAIC4uTusRdI395NhQjg3l2FCODeXYUIb95HiBPEdcIC8hAVi0CFi1CjCb1TM7jRgBzJ8PhIY6ZmAiIiIiIifGPRYS2dnAG28ADRqo/2s2Az17AseOAe++WyEWFUajUesRdI395NhQjg3l2FCODeXYUIb95HS9sFi9ejXq1q0LLy8vtGvXDr///nvZvLCiAFu3qgdgT5oEJCYCzZsD332n/mnevGzmcAKhFWDxVJrYT44N5dhQjg3l2FCODWXYT063C4vPPvsMkyZNwty5c3H06FHcfffd6NmzJ2JjY0v3hQ8dAjp1Ap54Qj2mIiQEeO894M8/1b0VFUx0dLTWI+ga+8mxoRwbyrGhHBvKsaEM+8np9hiLdu3aoU2bNli1ahUAwGq1IiwsDOPHj8f06dPzPD4rKwtZWVm228nJyahduzauXbtWtGMsLl9Wj5nYtk297eUFvPQSMGEC4OfniC9JlzIzM+Hl5aX1GLrFfnJsKMeGcmwox4ZybCjDfrfn7+8Pg8Fw28focmGRnZ0NHx8fbN26Ff369bPdP3ToUCQlJeGrr77K8znz5s3D/Pnzy3BKIiIiIqLyoSgnPNLldSzi4+NhsVhQvXp1u/urV6+Os2fP5vs5M2bMwKRJk2y3k5KSUKdOHVy9ehWBgYGlOm95lZKSgrCwsKLv9SE77CfHhnJsKMeGcmwox4Yy7Fc4f3//Qh+jy4VFSXh6esLT0zPP/YGBgdyAhAICAthQgP3k2FCODeXYUI4N5dhQhv1kdHnwdtWqVeHq6oqYmBi7+2NiYhASEqLRVEREREREFZcuFxYeHh4IDw/H7t27bfdZrVbs3r0b7du313AyIiIiIqKKSbdvhZo0aRKGDh2K1q1bo23btli5ciXS0tIwfPjwIn2+p6cn5s6dm+/bo6ho2FCG/eTYUI4N5dhQjg3l2FCG/RxDl2eFyrVq1Sq89tpriI6ORsuWLfHWW2+hXbt2Wo9FRERERFTh6HphQUREREREzkGXx1gQEREREZFz4cKCiIiIiIjEuLAgIiIiIiIxLiyIiIiIiEisQi4sVq9ejbp168LLywvt2rXD77//rvVIuhEREYE2bdrA398fwcHB6NevH86dO6f1WLq2dOlSGAwGTJw4UetRdMVoNGLIkCGoUqUKvL290bx5cxw+fFjrsXTDYrFg9uzZqFevHry9vVG/fn0sXLgQPJ9HwX755Rc88sgjqFGjBgwGA7Zv3273cUVRMGfOHISGhsLb2xvdu3fH+fPntRnWCd2un9lsxrRp09C8eXP4+vqiRo0aePbZZxEVFaXdwE6osG3wZqNGjYLBYMDKlSvLbD49KErDM2fO4NFHH0VgYCB8fX3Rpk0bXL16teyH1aEKt7D47LPPMGnSJMydOxdHjx7F3XffjZ49eyI2Nlbr0XRh7969GDt2LA4ePIhdu3bBbDajR48eSEtL03o0Xfrjjz/wzjvvoEWLFlqPoiuJiYno0KED3N3dsXPnTpw+fRorVqxApUqVtB5NNyIjI7F27VqsWrUKZ86cQWRkJJYtW4a3335b69GcVlpaGu6++26sXr06348vW7YMb731FtatW4dDhw7B19cXPXv2RGZmZhlP6pxu1y89PR1Hjx7F7NmzcfToUWzbtg3nzp3Do48+qsGkzquwbTDXl19+iYMHD6JGjRplNJl+FNbw4sWL6NixIxo1aoQ9e/bgxIkTmD17Nry8vMp4Up1SKpi2bdsqY8eOtd22WCxKjRo1lIiICA2n0q/Y2FgFgLJ3716tR9Gd1NRU5c4771R27dqldOnSRXnppZe0Hkk3pk37v/buPybKOo4D+Pvg+JUc2IFwx48jTNOEEpBg/lhC0KCRU5xpDQjFtdGO5FAvK+fcsqAyRGslUUa4RFZMRHHKr4ABlTbOM2lNUhjZJjK3OjlMIe7pD+etC1TskIene7+227zv95573jw7+fLh+32+bBGWLFkidgxJS0lJEbKysmzaVq5cKaSlpYmUSFoACFVVVdbnFotFUKlUws6dO61tf/zxh+Dm5iYcPHhQhIRT27+v31hOnTolABB6e3snJ5TE3O4a/vbbb0JgYKDQ2dkphISECEVFRZOeTSrGuoZr1qwR0tPTxQn0P+BQMxZDQ0Po6OhAYmKitc3JyQmJiYn47rvvREwmXSaTCQCgVCpFTiI9Wq0WKSkpNp9HGp8jR44gOjoazz33HPz8/BAZGYlPP/1U7FiSsmjRIjQ2NqKrqwsAcObMGbS1teGZZ54ROZk09fT0oK+vz+b/s7e3N2JjYzm+/EcmkwkymQzTp08XO4pkWCwWZGRkQK/XIywsTOw4kmOxWHDs2DE88sgjSEpKgp+fH2JjY++45IxsOVRhceXKFYyMjMDf39+m3d/fH319fSKlki6LxQKdTofFixcjPDxc7DiSUlFRAYPBgIKCArGjSFJ3dzf27t2L2bNno7a2Fi+//DI2bNiAsrIysaNJxmuvvYbnn38ec+fOhYuLCyIjI6HT6ZCWliZ2NEm6NYZwfJkY169fx5YtW/DCCy/Ay8tL7DiS8e6770Iul2PDhg1iR5Gk/v5+mM1mvPPOO0hOTkZdXR1SU1OxcuVKtLS0iB1PEuRiByDp0mq16OzsRFtbm9hRJOXixYvIzc1FfX0912z+RxaLBdHR0cjPzwcAREZGorOzE8XFxcjMzBQ5nTR89dVXOHDgAMrLyxEWFgaj0QidToeAgABeQxLV8PAwVq9eDUEQsHfvXrHjSEZHRwf27NkDg8EAmUwmdhxJslgsAIDly5cjLy8PABAREYFvv/0WxcXFWLp0qZjxJMGhZix8fX3h7OyMy5cv27RfvnwZKpVKpFTSlJOTg5qaGjQ1NSEoKEjsOJLS0dGB/v5+REVFQS6XQy6Xo6WlBR988AHkcjlGRkbEjjjlqdVqzJs3z6bt0Ucf5a4d90Cv11tnLR577DFkZGQgLy+Ps2j/0a0xhOOLfW4VFb29vaivr+dsxT1obW1Ff38/NBqNdWzp7e3Fpk2b8NBDD4kdTxJ8fX0hl8s5vtjBoQoLV1dXLFiwAI2NjdY2i8WCxsZGLFy4UMRk0iEIAnJyclBVVYVvvvkGoaGhYkeSnISEBJw9exZGo9H6iI6ORlpaGoxGI5ydncWOOOUtXrx41DbHXV1dCAkJESmR9Fy7dg1OTrZDgLOzs/U3dnRvQkNDoVKpbMaXq1ev4uTJkxxfxulWUfHLL7+goaEBPj4+YkeSlIyMDPz44482Y0tAQAD0ej1qa2vFjicJrq6ueOKJJzi+2MHhlkJt3LgRmZmZiI6ORkxMDHbv3o3BwUGsW7dO7GiSoNVqUV5ejurqaigUCuvaYW9vb3h4eIicThoUCsWoe1KmTZsGHx8f3qsyTnl5eVi0aBHy8/OxevVqnDp1CiUlJSgpKRE7mmQsW7YMb7/9NjQaDcLCwnD69Gns2rULWVlZYkebssxmM86fP2993tPTA6PRCKVSCY1GA51Oh7feeguzZ89GaGgotm3bhoCAAKxYsUK80FPIna6fWq3GqlWrYDAYUFNTg5GREev4olQq4erqKlbsKeVun8F/F2MuLi5QqVSYM2fOZEedsu52DfV6PdasWYMnn3wS8fHxOHHiBI4ePYrm5mbxQkuJ2NtSieHDDz8UNBqN4OrqKsTExAjff/+92JEkA8CYj9LSUrGjSRq3m713R48eFcLDwwU3Nzdh7ty5QklJidiRJOXq1atCbm6uoNFoBHd3d2HmzJnC1q1bhRs3bogdbcpqamoa8/tfZmamIAg3t5zdtm2b4O/vL7i5uQkJCQnCuXPnxA09hdzp+vX09Nx2fGlqahI7+pRxt8/gv3G72dHGcw337dsnzJo1S3B3dxfmz58vHD58WLzAEiMTBP6ZVSIiIiIiso9D3WNBRERERET3BwsLIiIiIiKyGwsLIiIiIiKyGwsLIiIiIiKyGwsLIiIiIiKyGwsLIiIiIiKyGwsLIiIiIiKyGwsLIiIiIiKyGwsLIiIiIiKyGwsLIiJyeKmpqXjwwQexatUqsaMQEUkWCwsiInJ4ubm52L9/v9gxiIgkjYUFERFNCXFxcZDJZJDJZDAajZN+boVCMWbf2rVrrbkOHz48qbmIiKSEhQURkYO59YNydnb2qD6tVguZTIa1a9dOfjAAL730Ei5duoTw8HAAN7OuWLHC5jWVlZVwd3dHYWHhpGTas2cPLl26NCnnIiKSMrnYAYiIaPIFBwejoqICRUVF8PDwAABcv34d5eXl0Gg0ouV64IEHoFKpbtv/2WefQavVori4GOvWrRv3+0ZEROCvv/4a1V5XV4eAgIA7Huvt7Q1vb+9xn4uIyFFxxoKIyAFFRUUhODgYhw4dsrYdOnQIGo0GkZGR1jaLxYKCggKEhobCw8MD8+fPR2Vlpc17DQ4O4sUXX4SnpyfUajUKCwsRFxcHnU43oZnfe+89vPLKK6ioqLApKgYGBpCWloZp06ZBrVajqKho1PmNRiM6OztHPe5WVBAR0fixsCAiclBZWVkoLS21Pv/8889HzQIUFBRg//79KC4uxk8//YS8vDykp6ejpaXF+hq9Xo+WlhZUV1ejrq4Ozc3NMBgME5p1y5Yt2LFjB2pqapCammrTt3HjRrS3t+PIkSOor69Ha2vrhJ+fiIjujkuhiIgcVHp6Ol5//XX09vYCANrb21FRUYHm5mYAwI0bN5Cfn4+GhgYsXLgQADBz5ky0tbXhk08+wdKlS2E2m7Fv3z58+eWXSEhIAACUlZUhKChownIeP34c1dXVaGxsxFNPPWXTNzAwgLKyMpSXl1vPX1paes8zEYmJiThz5gwGBwcRFBSEr7/+2vo1ExHR+LCwICJyUDNmzEBKSgq++OILCIKAlJQU+Pr6WvvPnz+Pa9eu4emnn7Y5bmhoyLpc6sKFCxgaGkJsbKy1X6lUYs6cOROW8/HHH8eVK1ewfft2xMTEwNPT09rX3d2N4eFhxMTEWNu8vb3v+fwNDQ0TlpeIyFGxsCAicmBZWVnIyckBAHz00Uc2fWazGQBw7NgxBAYG2vS5ublNTkAAgYGBqKysRHx8PJKTk3H8+PHbbg1LRETi4T0WREQOLDk5GUNDQxgeHkZSUpJN37x58+Dm5oZff/0Vs2bNsnkEBwcDAB5++GG4uLjg5MmT1uN+//13dHV1TWjOkJAQtLS0oK+vD8nJyRgYGABwc2mWi4sLfvjhB+trTSbThJ+fiIjujjMWREQOzNnZGT///LP13/+kUCiwefNm5OXlwWKxYMmSJTCZTGhvb4eXlxcyMzPh6emJ9evXQ6/Xw8fHB35+fti6dSucnCb+91bBwcFobm5GfHw8kpKScOLECWsOvV4PpVIJPz8/bN++HU5OTpDJZBOegYiIbo+FBRGRg/Py8rpt344dOzBjxgwUFBSgu7sb06dPR1RUFN544w3ra3bu3Amz2Yxly5ZBoVBg06ZNMJlM9yVrUFCQTXFRW1uLXbt2ITs7G88++yy8vLzw6quv4uLFi3B3d78vGYiIaGwyQRAEsUMQEdH/S1xcHCIiIrB79+77esxYBgcHERgYiMLCQqxfv96u9/onmUyGqqqqUX8JnIiIbuI9FkRENGV8/PHH8PT0xNmzZ8d9zOnTp3Hw4EFcuHABBoMBaWlpAIDly5dPSKbs7GybnaiIiGhsXApFRERTwoEDB/Dnn38CADQazT0d+/777+PcuXNwdXXFggUL0NraarN1rj3efPNNbN68GQCgVqsn5D2JiP6PuBSKiIiIiIjsxqVQRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkNxYWRERERERkt78BNcz8p2tNO8cAAAAASUVORK5CYII=", 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", 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" ] @@ -1492,7 +1285,8 @@ } ], "source": [ - "# Fit\n", + "# Plot regressione\n", + "\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -1523,7 +1317,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"Meq [Kg$^{-1}$]\")\n", "ax.set_ylabel(r\"$\\omega^2$ [s$^{-2}$]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (sonar Dinamico)\")\n", + "ax.set_title(\"Fit lineare — Molla 2 (sonar dinamico)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1533,13 +1327,37 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 312, + "id": "96f12fe6", + "metadata": {}, + "outputs": [], + "source": [ + "# Calcolo numerico residui\n", + "\n", + "dfSonar[\"R\"] = r_fn(\n", + " dfSonar[\"Meq\"],\n", + " dfSonar[\"Omega2\"],\n", + " AD,\n", + " BD\n", + ")\n", + "\n", + "dfSonar[\"uR\"] = sigma_r_fn(\n", + " dfSonar[\"Meq\"], dfSonar[\"Omega2\"],\n", + " AD, BD,\n", + " dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"],\n", + " uAD, uBD, covABD\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 313, "id": "c87033e0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1549,7 +1367,8 @@ } ], "source": [ - "# Grafico Residui\n", + "# Plot residui\n", + "\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -1581,12 +1400,12 @@ "id": "d35498c5", "metadata": {}, "source": [ - "# Analisi dati Cronometro" + "# Cronometro" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 314, "id": "97921cfc", "metadata": {}, "outputs": [ @@ -1605,7 +1424,8 @@ } ], "source": [ - "# t/20 to w\n", + "# Calcolo w^2 da t/20\n", + "\n", "# simboli\n", "t = sp.symbols('w', positive=True)\n", "sigma_t = sp.symbols('sigma_t', positive=True)\n", @@ -1633,14 +1453,14 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 315, "id": "0b3f8a4e", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1cc80fabe1b5423099a66eb4124d84c8", + "model_id": "f32452ef1d234e4d81610e7348cc60e4", "version_major": 2, "version_minor": 0 }, @@ -1663,7 +1483,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 316, "id": "0421b1cb", "metadata": {}, "outputs": [ @@ -1672,15 +1492,17 @@ "output_type": "stream", "text": [ "Ax + B : \n", - "ACr = 3.8380 ± 0.0526\n", - "BCr = -1.0200 ± 0.5757\n", - "cov_ABCr = -0.029589\n", - "chi² = 2.0359\n", - "P(chi², ∞)= 0.5650\n" + "ACr = 3.4239 ± 0.0469\n", + "BCr = 1.3116 ± 0.5445\n", + "cov_ABCr = -0.024903\n", + "chi² = 3.1950\n", + "P(chi², ∞)= 0.3625\n" ] } ], "source": [ + "# Regressione lineare\n", + "\n", "ACr, BCr, uACr, uBCr, covABCr, chiCr, PCr = reg_lin( dfSonar[\"Meq\"], dfSonar[\"Omega2t\"], dfSonar[\"uMeq\"], dfSonar[\"uOmega2t\"])\n", "\n", "print(\"Ax + B : \")\n", @@ -1693,36 +1515,13 @@ }, { "cell_type": "code", - "execution_count": 59, - "id": "2fb7140a", - "metadata": {}, - "outputs": [], - "source": [ - "# Calcolo numerico residui sul dfSonar caso dinamico\n", - "dfSonar[\"Rc\"] = r_fn(\n", - " dfSonar[\"Meq\"],\n", - " dfSonar[\"Omega2t\"],\n", - " ACr,\n", - " BCr\n", - ")\n", - "\n", - "dfSonar[\"uRc\"] = sigma_r_fn(\n", - " dfSonar[\"Meq\"], dfSonar[\"Omega2t\"],\n", - " ACr, BCr,\n", - " dfSonar[\"uMeq\"], dfSonar[\"uOmega2t\"],\n", - " uACr, uBCr, covABCr\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 60, + "execution_count": 317, "id": "739c2c88", "metadata": {}, "outputs": [ { "data": { - "image/png": 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nKMpNf6ju378/fH19sWbNGgwcONBx37feegv5+fm1OtPVL3/5S3z22WfYtm2b4ziL0tJS/PnPf0ZQUBD69etX48d05ZFHHkFISAiWLVuGBx54oMLZsq5everYm1fTr9/o6GjcddddeOeddzB37lzH53z//ff47LPPnI4zKXfixAk888wzsr8UEbkdFxZE5HG6desGAJg+fToeeeQRNGnSBE899VS9PHe/fv0wadIkLF++HKdOncKAAQPg4+OD8+fPY/v27fjTn/6EJ554Ar/4xS8QHh6OsWPHYvr06TAYDNiyZUuNXqYyevRofPjhh/j973+PL774Ar169UJZWRmSk5Px4YcfYs+ePZoflwKor7evzkunEhMTsXfvXvTu3RvPPvssvL29sXHjRpSUlLi8/sLNDBo0CH/84x8xcOBAjBo1CllZWVi7di06dOjgdIxBZfLz8/HnP/8ZABynJX3zzTcRFhaGsLAwTJ069aaf//jjj2Pp0qU4cOAABgwY4Lh92bJl+Oyzz9CvXz/HKYLT09Oxfft2fPnllzf9QbpFixaYO3cuFi9ejIEDB2LIkCE4d+4c1q1bh/vuu8/lD9BVmThxIjZu3Ihx48bh+PHjaNu2LT766CN89dVXWL16tehaHtcLCQnB+vXrMXr0aNxzzz146qmn0KJFC1y+fBl///vf0atXL7z55psAavf1u3LlSjz66KPo2bMnJkyY4DjdrKtt7/jx48jJycHjjz/ulr8bEbmRhmekIqJGoPzUm65Oz6kork8NW1paqkybNk1p0aKFYjAYqjz1bHVPNxsYGFjhcxcuXOjy8Tdt2qR069ZNadq0qRIcHKzceeedyosvvqgYjUbHfb766iulR48eStOmTZVWrVopL774orJnz54Kp1K9/vStN7JarcqKFSuUTp06KX5+fkp4eLjSrVs3ZfHixUp+fv5N/9515WbzlnN1ullFUZQTJ04ojzzyiBIUFKQEBAQoDzzwgPL111+7/NyqTjf71ltvKbfeeqvi5+enxMfHK0lJSZX+e92ofBtw9Xbj81SmS5cujlPtXu/SpUvKmDFjlBYtWih+fn5Ku3btlClTpiglJSWKolS9zb/55ptKfHy84uPjo7Rs2VKZPHmykpub63Sfyv4NXHXKzMxUxo8fr0RERCi+vr7KnXfe6bTtX99j5cqVTrdX9u9Y2d/hiy++UB555BElNDRU8ff3V9q3b6+MGzdO+fbbbx33qezrt7IZyu3bt0/p1auX0rRpUyUkJEQZPHiw8sMPP1S43+zZs5U2bdo4Tu9LRJ7DoCiCo8CIiIgaqC1btmDKlCm4fPlyvb8kj1wrKSlB27ZtMWfOnAoX/yMi7fE6FkRERC4888wzaNOmDdauXav1KPRfSUlJ8PHxqXA9GiLyDNxjQUREREREYtxjQUREREREYlxYEBERERGRGBcWREREREQk1mgXFoqiwGQy1eic80RERERE5FqjXVgUFBQgNDQUBQUFWo9CRERERKR7jXZhQe6Rlpam9Qi6xn5ybCjHhnJsKMeGcmwow35yjfZ0syaTCaGhocjPz0dISIjW4+iWoigwGAxaj6Fb7CfHhnJsKMeGcmwox4Yy7CfHPRYkYjQatR5B19hPjg3l2FCODeXYUI4NZdhPjgsLEomIiNB6BF1jPzk2lGNDOTaUY0M5NpRhPzkuLEjEZDJpPYKusZ8cG8qxoRwbyrGhHBvKsJ+ct9YDeCpFUVBaWoqysjKtR/FoBoMBFotF6zF0S6t+TZo0gbe3d4N4Lamfn5/WI+geG8qxoRwbyrGhDPvJcWHhgtVqRXp6OoqKirQexePZ7XZcvXpV6zF0S8t+AQEBiI6Ohq+vrybPT0RERA0LFxY3sNvtSElJQZMmTdCqVSv4+vo2iN/q1hWbzQYfHx+tx9AtLfopigKr1YqrV68iJSUFt956K7y89PuqSKvVqvUIuseGcmwox4ZybCjDfnJcWNzAarXCbrcjNjYWAQEBWo/j8Xx9fXX9Q6nWtOrXtGlT+Pj44NKlS7BarfD396/3GdwlMDBQ6xF0jw3l2FCODeXYUIb95PgTYSX4w3L1lJaWaj2CrmnZr6Fs47m5uVqPoHtsKMeGcmwox4Yy7CfXMH6yIM3wZVAy7CcXFRWl9Qi6x4ZybCjHhnJsKMN+clxYkIjNZtN6BF1jP7n09HStR9A9NpRjQzk2lGNDGfaT88iFRdu2bWEwGCq8TZkyBQBgsVgwZcoUNG/eHEFBQRg+fDgyMzM1nrpx4hmFZNhPrnXr1lqPoHtsKMeGcmwox4Yy7CfnkQuLY8eOIT093fG2d+9eAMCTTz4JAHjuuefw6aefYvv27Thw4ACMRiOGDRum5cgep1OnTti9e3edPw/PoCDDfnJpaWlaj6B7bCjHhnJsKMeGMuwn55ELixYtWiAqKsrxtnv3brRv3x79+vVDfn4+3nrrLfzxj3/Egw8+iG7duiEpKQlff/01vvnmG61Hr1cJCQnw8/NDUFCQ423dunUAgLNnz+Kxxx4DoO4B+vjjj2v9PL/61a9gMBiQkZFR4WPe3rU7sdi0adMQGxuLkJAQtG7dGjNnzrzpD9lpaWkYOnQomjdvjoiICIwYMcLp+g9VPV5Vny9hs9kwdepUhIeHo1mzZpg2bdpND8q+/v5RUVEV7j9u3Dj4+vo6/bsePny42n/XxqZFixZaj6B7bCjHhnJsKMeGMuwn55ELi+tZrVb89a9/xW9+8xsYDAYcP34cNpsN/fv3d9wnPj4ebdq0cfrh60YlJSUwmUxObw3BihUrYDabHW/PPvusWx9/79692LNnD/z9/XHq1KkKH6/tlcmfffZZJCcnw2Qy4fTp0zh9+jRee+21Su9f/jK4S5cuISUlBRaLBdOnT6/241X1+a7s378fCQkJVf5dEhMT8eWXX+KHH37A2bNncejQISxbtqxa9z916pTL+z/77LNO/649e/as9t+1scnLy9N6BN1jQzk2lGNDOTaUYT85j19YfPzxx8jLy8O4ceMAABkZGfD19UVYWJjT/Vq2bOnyN+rlli9fjtDQUMdbbGwsAPV4DaPRCLvd7tgFVlpaCrvdDpvNhrKyMpSWljrdVn6BMeB/17248b5lZWWw2Wyw2+1O9y3/XLvdXqP7lj/+9fdVFKXSWdq2bYsdO3bgiSeewOXLl/H0008jKCgIv/vd75we/2ZzFxYWYsaMGZg5cybuvPNOHD9+vMLcdrvdMXf5LK7mvr6h1WpFfHy844xIJSUl8PLywrlz51zOoigKfvrpJ4wYMcLxm/zhw4fju+++c9z3tttug6+vL+x2u9Pjlc9y8eJFDBs2DE2bNkVAQIDj86+f19W/p6IoTnO7uu/bb7+Nl156CS1atECLFi0wd+5cvPXWWy7/PW02G95++23MnTsXLVq0QHR0NGbPno233nrLcd/yf9vK/u07duwIHx8fKIri9He9We/K/o52ux35+fnIzc1FYWEhMjMzYbPZHF8LaWlpKCsrQ3p6OoqLi5GTk4O8vDwUFBQgKysLVqvV6b52ux1GoxEWiwXZ2dmORXx2drbLr7W0tDRYrVZkZWWhoKAAeXl5yMnJQXFxMdLT01FWVuZ0X5vNhszMTBQWFiI3Nxe5ubkwGAxVzn3t2jXk5+c75i4pKXG6r6IoMBqNKCkpwdWrV2s0t9lsdpo7IyMDpaWlFebOyMhAUVERcnJyquxtNBorzH316lWXc6elpbmcu7i4uNpzl++RvHHu0tLSCnObzWaXc5f/299s7vJ5b5y7oKAA+fn5uHbtWqVzl//bm81m5ObmIicnB0VFRdWaOy8vD2az+abbbHFxsdM262ru8s9xNbeXlxeMRmOV2+z1c9/YsHzu67/Wqpr7xq+18rmNRqPLucu/1q7vXd2vtbr+HtGkSZM6+R5RnbkbyvcIb2/vOvkeUd2vNb1/jyguLq6z7xHlc+v1e0S1KR5uwIABymOPPeZ4/7333lN8fX0r3O++++5TXnzxxUofx2KxKPn5+Y63K1euKACU/Px8p/sVFxcrP/zwg1JcXOy+v0Qd6devn/LGG2+4/Ngtt9yi/O1vf6vw53LLly9XBg0adNPHX7VqlRIdHa0UFBQov/nNb5SRI0dWuI/NZlMmT56shIaGVvp26NAhl4+/fPlyJTAwUAGgNG/eXDl27FilsyQlJSlDhw5V8vLylNzcXGXQoEHKnDlzqv141fn8G33xxRdKv379bnqfnJwcBYBy/vx5x23/+c9/FABKXl5elfe32WwV7j927FglPDxcCQ8PV+644w7l9ddfV8rKyqr9d60uPW3rN5Obm6v1CLrHhnJsKMeGcmwoo3U/k8mkGI3GSt9MJpOm81WHR195+9KlS9i3bx927tzpuC0qKgpWqxV5eXlOey0yMzNvev5hPz8/+Pn51eW4mpg7dy4WLVrkeD8tLa1aV46cM2fOTT+emZmJxYsX44033kBQUBDuvPNObNiwweV9161b5zi2oybmzJmDOXPm4Mcff8R7771303+/Xr164f/+7/8QHh4OAOjZsyfmzp1b7cerzucD6suMtm7dCkDdc2WxWJy2s927d6N3796O981mMwA43af8zwUFBQgNDXV6/Orcf/r06Vi5ciWaNWuGY8eOYcSIEfDy8sJzzz1Xq3YNnd1u13oE3WNDOTaUY0M5NpTRut/x48dx4MCBSj/er1+/ar1EW0se/VKopKQkREZGYtCgQY7bunXrBh8fH3z++eeO286dO4fLly87vQ69sVi+fDny8vIcb+66HP2cOXPQrl07x0vQ7rzzTpw/fx5FRUVO9zMYDOLnuv3229G1a1fHc93Ibrfj4YcfRq9evRzHHPTq1QsDBgyo1uPV5PPXrVvnaFm+iLi+7/WLCgAICgoCAOTn5ztuK/9zcHBwhce/8f4Gg6HC/e+55x60aNECTZo0QY8ePTBnzhxs27atVu0aA39/f61H0D02lGNDOTaUY0MZrft169YNEydOxMSJEx1nOx02bJjjtm7dumk6X3V47MLCbrcjKSkJY8eOdTrzUGhoKCZMmIDnn38eX3zxBY4fP47x48ejZ8+e6NGjh4YTey4vr5r9Mx89ehTvvPMOzp8/j1atWiEqKgpPPfUU7HY7zpw543Rfu92O3//+905nMLrx7dChQ1U+p81mw/nz511+LCcnB5cuXcL06dMREBCAgIAATJs2DUeOHEF2dnaVj1ebz6+u8PBwxMTEOB3YfurUKcTGxlbYW+Hq/na7/ab3B6r+97tZu8agoZyIQUtsKMeGcmwox4YyWvcLDg5GdHQ0oqOjERERAQCIiIhw3ObqF5aexmMXFvv27cPly5fxm9/8psLH3njjDTz22GMYPnw4+vbti6ioKKeXS5Gzli1b4qeffqrWfRVFwbRp0zBy5EhcuHABp06dwqlTp/Ddd9+hdevWFc4M5e3tjQ0bNjidwejGtz59+jh9jtlsRlJSEvLy8qAoCr777jskJibikUcecTlTREQEOnTogLVr18JiscBisWDt2rWIiYlBRERElY9X1edXJiEhAfv376+y2fjx4/HKK68gIyMDGRkZWLZsGX77299W6/7Z2dkV7v/hhx/CZDJBURR8++23ePXVVzF8+PBatWsMbvZvSNXDhnJsKMeGcmwow35uoOkRHhrKz89vNAdvf/LJJ0rbtm2V0NBQZfLkyYqiKMorr7yiDBw4sMLnvf3220pUVJRy7dq1Ch8bMmSIMmnSJKfbSkpKajy32WxW+vfvrzRr1kwJDAxU4uLilFmzZimFhYWO+0yaNMnpuc6ePasMGDBAadasmRIWFqY88MADyokTJ6r9eDf7/OtNmjRJCQwMrPTt4MGDFT7HarUqzz77rBIWFqaEhYUpU6dOVWw2W6V/l6ru36dPHyU0NFQJDAxUbrvtNmXFihWOg7er83etLj1t6zeTmpqq9Qi6x4ZybCjHhnJsKONJ/YxGo7Jo0SLFaDRqPUqNGBRFUbRe3GjBZDIhNDQU+fn5CAkJcdxusViQkpKCuLg4zV9rR1SXuK0TERF5pvT0dGzatAkTJ05EdHS01uNUm8e+FIr0oTFf8dkd2E+u/BzcVHtsKMeGcmwox4Yy7CfHhQWJlF/kjmqH/eRatmyp9Qi6x4ZybCjHhnJsKMN+clxYkEhpaanWI+ga+8lJz+xFbOgObCjHhnJsKMN+clxYkEhNT2VLzthP7vpjpKh22FCODeXYUI4NZdhPjj/VkEgjPfbfbdhPzmKxaD2C7rGhHBvKsaEcG8qwnxwXFgRAvciav78/AgMDERQUhMDAQHTv3h2nT5+u91nefPNN3HvvvfDz88PQoUOrvL/NZsPUqVMRHh6OZs2aYdq0aY6XGJWUlOB3v/sd4uLiEBwcjPj4eLz99ttum/Vmz+3KuHHj4Ovr67h4YFhYGA4fPuz4eFpaGoYOHYrmzZsjIiICI0aMwNWrV902b0Pkjqu/N3ZsKMeGcmwox4Yy7CfHhQUBAM6ePQur1YrMzEyYzWZkZ2cjIiICc+fOvenn1cUXYatWrTBv3jz87ne/q9b9ExMT8eWXX+KHH37A2bNncejQISxbtgyAegxDdHQ09u3bB5PJhM2bN+OFF17AZ599dtPH3L9/PxISEkTPXZlnn33WcfHA/Px89OzZ0/GxKVOmAAAuXbqElJQUWCwWTJ8+vco5GjMeAC/HhnJsKMeGcmwow35yXFhURVGAwsL6e9PopTEnTpxAXFwcgoKCAABNmzZF165dYbPZbvp5drvd7bMMGzYMQ4cOrfYVMN9++23MmzfPccn7l19+GW+99RYAIDAwEEuWLEH79u1hMBjQo0cPPPDAA/jyyy/dMuvNnrs6bux38eJFjBgxAkFBQQgODsbIkSPx3XffuWXWhqqwsFDrEXSPDeXYUI4N5dhQhv3kuLCoSlEREBRUf29FRZr8NU+cOIEuXboAUF/3/+233+K9997DzJkzK9z32WefRVhYGMLCwtCiRQvHn8vf3PVDe3Xk5uYiNTUVd911l+O2u+66C5cvX0Z+fn6F+1ssFhw9etTxd63P5y737rvvolmzZujUqRP+9Kc/OS0unn/+eWzfvh35+fnIy8vD+++/j8GDB4tnbciaNWum9Qi6x4ZybCjHhnJsKMN+clxYEAB1YfGvf/0LYWFhCAgIwP33349p06Zh0KBBFe67bt065OXlIS8vD1lZWY4/l7/17t27wuc89thjMBgMlb79/PPPtZrbbDYDAMLCwhy3lf+5oKDA6b6KouC3v/0tbr31VgwbNqzCY12/YHrsscfw5Zdf3nTBVJPnLjd9+nScO3cOV69exVtvvYU1a9bgT3/6k+PjvXr1QlZWluOYjdzc3CpfjtbYZWVlaT2C7rGhHBvKsaEcG8qwnxwXFlUJCADM5vp7Cwio979iWVkZTp8+jY8++gh5eXkoKirC559/jtmzZ1f5MhxfX99qPcfWrVtx9erVSt/atGlTq9nLX7p1/R6C8j8HBwc7blMUBc8++yzOnTuHjz/+2OVpXq9fMO3evRu9e/e+6YKpus99vXvuuQctWrRAkyZN0KNHD8yZMwfbtm0DoL4s6uGHH0avXr0cx2D06tULAwYMqHGXxqR169Zaj6B7bCjHhnJsKMeGMuwnx4VFVQwGIDCw/t40OCNBcnIyioqKcN999/33r2xAnz594Ovri5SUlAr3//3vf+84q5Grt0OHDlX4nJCQEERERFT6VtvrOYSHhyMmJganTp1y3Hbq1CnExsYiNDQUgLqomDJlCo4cOYLPPvvMcbtUdZ67Kte/DConJweXLl3C9OnTERAQgICAAEybNg1HjhzhRXtuIi0tTesRdI8N5dhQjg3l2FCG/eS4sCCcOHECt9xyCyIjIwEAJpMJc+fORUhICPr27Vvh/hs2bHD8Rr2goMDx5/K3Pn36iOYpLS2FxWJBaWkp7HY7LBYLrFZrpfcfP348XnnlFWRkZCAjIwPLli3Db3/7W8fHp06diq+++gp79+5FeHh4tWZISEjA/v37q7xfVc99ow8//BAmk8lxHMvrr7+O4cOHAwAiIiLQoUMHrF27FhaLBRaLBWvXrkVMTEy1D2RvjKKjo7UeQffYUI4N5dhQjg1l2E+OCwvCiRMncOXKFQQFBSE0NBSdOnWC0Wh0HGNwM1WdNao2EhMT0bRpU7zyyiv49NNP0bRpU6eXA/3+97/H73//e8f78+fPR8+ePXH77bfj9ttvR69evfDSSy8BUE/bum7dOpw7dw633HKLY6/K9Z9//ePWdE/MzZ7b1axvvvkm2rRpg+DgYDzzzDOYOHEiXnjhBcfHd+3ahRMnTqB169aIjo7G0aNH8cknn8iCNnAZGRlaj6B7bCjHhnJsKMeGMuwnZ1Aa6aV/TSYTQkNDkZ+f73QJd4vFgpSUFMTFxcHf31/DCfXBbrfX+mVMpG2/hrKtFxcXo2nTplqPoWtsKMeGcmwox4YyntQvPT0dmzZtwsSJE3W1J4U/EZJIXVzHojFhP7kijU7R3JCwoRwbyrGhHBvKsJ8cFxZEpGve3t5aj6B7bCjHhnJsKMeGMuwnx4UFiRg0OItVQ8J+cnwpnhwbyrGhHBvKsaEM+8mxIInwpTwy7CdnsVi0HkH32FCODeXYUI4NZdhPjgsLEmnSpInWI+ga+8ldf/IFqh02lGNDOTaUY0MZ9pPjwoJESktLtR5B19hPjhcPlGNDOTaUY0M5NpTxlH4p2YVYs/9n7LfG4eUPj+L7S1laj1RtPN0sTzcroigKjxMQ0LJfQ9nWuQ3KsaEcG8qxoRwbynhCvw+/vYI5O8445gHU4zFXDO+CJ++N1XK0auEeCxKpiwvkNSbsJ2c0GrUeQffYUI4N5dhQjg1ltO6Xkl2IOTvOwK4AdgVQYIACA+wKMHvHGfycXajpfNXBhQWJ+Pj4aD2CrrGfXKtWrbQeQffYUI4N5dhQjg1ltO734bdXKt1jYjAYsO3bK/U8Uc1xYUEi/I27DPvJaf0bpoaADeXYUI4N5dhQRut+qbnFqOwIBUVRkJpbXM8T1RwXFiTCi8nIsJ9cRESE1iPoHhvKsaEcG8qxoYzW/WLC/GGoZGFhMBgQE960nieqOS4sSKSsrEzrEXSN/eRMJpPWI+geG8qxoRwbyrGhjGb9FAX49FOMWDoVil1R369wFwUjefA2NXS8SqUM+8np+YxWnoIN5dhQjg3l2FCm3vspCrB3L9CjBzBkCOIO/xsrvtgILwPgZcB/D91W4GUAVgzvgrYRgfU7Xy3wdRgk0kjPVuw27CfHq5fLsaEcG8qxoRwbytRrv0OHgHnzgIMH1fcDAoDp0/HkrFm4T/HHxr1n8M335xEXGYoXhvZEp1si6282AS4siEjXeJFBOTaUY0M5NpRjQ5l66XfsGDB/PrBnj/q+ry8weTIwdy7QsiUAoC2A6Qlt4f+fzzBxxERER+tjUQFwYUFCfCmPDPvJBQQEaD2C7rGhHBvKsaEcG8rUab8zZ4AFC4Bdu9T3vb2BCROAl18GYj3/2Inq4k81JMLfjsiwn1xubq7WI+geG8qxoRwbyrGhTJ30S04GnnoK6NpVXVR4eQFjxwLnzgEbNjSoRQXAPRYkxAu8ybCfXFRUlNYj6B4byrGhHBvKsaGMW/ulpACLFwNbtgDlx26MHAksWgTEx7vveTwM91iQCC/wJsN+cunp6VqPoHtsKMeGcmwox4YybumXmqoeM3HbbcA776iLiiFDgFOngA8+aNCLCoB7LEjI19dX6xF0jf3kWrdurfUIuseGcmwox4ZybCgj6peZCbz6KrB+PVBSot42YACwdCnQvbt7BtQBLizcqKCgAGazudKPBwUFITg4uB4nqntWq5U/HAuwn1xaWhr/ZyrEhnJsKMeGcmwoU6t+OTnAypXAmjVAUZF6W58+QGIi0Lev+4f0cFxYuNHx48dx4MCBSj/er18/JCQk1N9A9cDbm5uQBPvJRUbq5zR8nooN5dhQjg3l2FCmRv1MJmD1amDVKvXPgLpnIjER6N8fMBjqZEZPx59q3Khbt27o2LEjACA7Oxs7d+7EsGHDEBERAUDdY9HQlJWV8ZSpAuwnl5OTg5b/Pfc31Q4byrGhHBvKsaFMtfoVFgJr1wIrVqh7KwCgSxf1JU+DBzfaBUU5/kQjUFBQgP3796OgoAAAEBwcjOjoaFh8QvDhuRLst8bhw3MlsPiEIDo6GsHBwRU+x9P8/ve/x+zZs6u8z7p16wAABw8eRFhYWD1M1jDV1aKioKAA7du3R3Z2dp08vicJDAzUegTdY0M5NpRjQzk2lLlpP4tFfblT+/bA7NnqoqJjR2DbNuDkSfUA7Ua+qAC4sBAxm804cOCA03EVH357BQ+t2o+txzPxc1kzbD2eiYdW7cf2b69U+jm1kZCQAD8/PwQHByM0NBSdO3fGCy+8gKtXr1b7MRYtWoShQ4c63bZhwwasWLGi0s+5cOEC/v73v+O3v/1tbUen6yiKUunH5s+fjzvvvBPe3t6YOXNmhY8bjUb88pe/RGBgINq0aYP/+7//c3wsODgYY8aMwSuvvFIXY3sUnllLjg3l2FCODeXYUMZlP5sN2LQJuPVWYMYM9SDtuDj1jE/ffw+MGKFem4IAcGHhVinZhZiz4wzsClCmAAoMKFMAuwLM3nEGP2cXuvX5VqxYgYKCAuTl5eHDDz9EWloaunXrhszMTLc+z/U2bNiAkSNH1tkBx66+qOv6InKunrOm35xLS0tvukiojQ4dOuC1117DkCFDXH786aefRlRUFLKysrB9+3b84Q9/cDrGZ+zYsUhKSkJR+cFkDZS7uzdGbCjHhnJsKMeGMk79ysrUa1DExwOTJqmnkY2JATZuVC9uN2aMevVscsKFhRtkZ2cjPT0db+//ETfbCfbW/h/r5KUpBoMBd9xxB/76178iJCQEq1atAqDuHXn88ccRGRmJ0NBQ9O3bF6dPnwYAfPzxx1i2bBl2796NoKAgx/Ef48aNc/nb8XKffPIJHnzwwQq3//nPf0Z0dDSioqKwcOFCxxfn5cuX8fDDD6NFixYIDw/HoEGD8PPPPzs+b9y4cZgwYQJGjBiBkJAQbNiwAQkJCXjxxRcxYMAABAYG4p///CfMZjOmTp2KNm3aIDIyEmPGjEF+fn6lc/70008YPHgwWrRogVtuuQWJiYmw//cCNZs3b8Zdd92FhQsXIioqCk899RQWLVqExx57DJMnT0azZs0wZ84c2Gw2zJ07F23atEGLFi0wcuRIpz1CBoMBb775Jjp37ozAwECYzeabPu+N/vCHP+DBBx90fPyjjz5yLBQAdWHw6KOPIiQkxOXf78svv8Ty5csRGBiI+++/H8888wzefvttx33atm2L5s2b3/SEAg2Bv7+/1iPoHhvKsaEcG8qxoYy/v7963Ynt24HOndXFw8WLQGSkeqD2+fPAxIkAL25bKS4s3GDnzp3YtGkTvjz5A+yV/LZAURR8efIH7Ny5s87m8Pb2xtChQx0/SNrtdowaNQopKSnIzMzE3XffjREjRkBRFAwdOhQvvfQSHnvsMZjN5mq9NKuoqAjnz59H/HUXd1EUBQUFBThx4gR++ukn7N+/H2+//TbeffddxwzPP/88rly5gkuXLiEgIAC/+93vnB73/fffx4QJE5CXl4cJEyYAUH/4T0xMhNlsRv/+/fGb3/wGOTk5OHPmDFJSUmCz2TB16tRK53zooYfw0EMPIS0tDYcOHcIHH3yApKQkx32+//57eHt74/Lly9iyZQsA4F//+hfuv/9+ZGVlYenSpVi+fDl2796NL7/8EikpKTAYDHjmmWecnmvr1q347LPPYDKZ0KRJkyqf93qvvPIKCgsLkZiYiEuXLmHixIl49913q3VWijNnziA6OtrpILO77roLZ86ccbrfHXfcgVOnTlX5eHpmKj8bB9UaG8qxoRwbyrGhgKKg5KOPgHvuUV/elJwMhIer16a4eFF9GRQXblXyyIVFWloafv3rX6N58+Zo2rQp7rzzTnz77beOjyuKggULFiA6OhpNmzZF//79cf78ec3mHTZsGCZOnIjed98Br0oO3DEYDOh99x0YNmxYnc7SunVr5Pz3LAUhISEYOXIkAgMD4e/vj8WLF+M///kPjEZjrR47NzfX8bjlmjRpArvdjhUrViAgIADx8fGYOnWq44f1tm3b4tFHH4W/vz9CQkLw8ssv49ChQ06/xR8wYAAeeeQReHl5ISAgAAAwatQodO/eHQaDAWazGTt27MDatWsRFhaGwMBALFmyBNu2bUNZWVmFOf/+978jPDwcM2fOhK+vL9q0aYMZM2Zg69atjvuEhobi5Zdfhq+vr+M5O3fujHHjxsHb2xsBAQHYsmUL5s2bhzZt2iAoKAh//OMfsXfvXqd+L774Ilq1agU/P79qPe/1fH198f777+ONN97AL3/5S0yYMAEDBgyo1r+F2WyucNB8WFhYhZMChISEOP7dGqrys65R7bGhHBvKsaEcG9aCogB79wI9eiB87Fjg9GkgOBhYtAhISVEP1OZB8dXmcQuL3Nxc9OrVCz4+PvjnP/+JH374AatWrUJ4eLjjPq+99hrWrFmDDRs24MiRIwgMDMQjjzwCi8WiycwRERGIjo7GbxJux81e3Tgh4fY6/6JPS0tDs2bNAADFxcV49tln0bZtW4SEhKBt27YAUOuXY5X/G1z/G5HS0lL4+/s7/Zb9lltuQVpaGgDg6tWrGDVqFGJjYxESEoK+ffuipKTE6QfgNm3aVHiu62/7+eefYbfbERcXh7CwMISFheG+++6Dl5cXMjIyKnzuzz//jO+//95x37CwMLzwwgtO923dunWFMzLdOEdqaqqjGQDHAiI1NbXSOat63hu1bdsWCQkJ+M9//oNZs2ZVer8bBQUFVXgpWH5+foULMJpMJqevnYaoLo8paizYUI4N5dhQjg1r6NAhICFBvUL20aOwN20KzJmjLigWLgRCQ7WeUHc8bmGxYsUKxMbGIikpCd27d0dcXBwGDBiA9u3bA1D3VqxevRrz5s3D448/ji5duuDdd9+F0WjExx9/XOnjlpSUwGQyOb25W1xEIFYM7wIvA9DEABigwMsAeBmAFcO7oG1E3a54S0tLsWvXLsdF+FatWoXjx4/jyy+/hMlkchzbUH78Q01PdRoQEIBbb70VycnJjtt8fHxgsVgcxwUA6nEV5VeunDt3LoqKinDixAmYTCYcPHjQaYbK5rj+ttjYWHh5ecFoNCIvL8/xZrFYXF4hMzY2Ft26dXO6r8lkwtmzZ6v9nAAQExPjdDxIRkYGSkpKEBMTU+mcVT3vjT755BN88803GDRoEKZMmVLp/W7UpUsXGI1Gp+6nTp3CnXfe6XS/H374AXfddVe1H1ePeJVZOTaUY0M5NpRjw2o6dgwYOFC9MvbBg4CvLzBjBrxSUoDly4HmzbWeULc8bmHxySef4N5778WTTz6JyMhI3H333U6n0UxJSUFGRgb69+/vuC00NBT3338/Dh8+XOnjLl++HKGhoY632NhYAIDFYoHRaITdbnf8lr20tBR2ux02mw1lZWUoLS11uk1RFFitVgQFBaF3794ICAhw3PdXd0Xjs5m98fTdkWjbJAej7onEnum98OS9sbBarQgMDHR8TvnjlpWVwWazwW63w2q1AgCsVqvjea6fpfy+5XOW3yc5ORmjR49Gfn4+pk2bhrKyMuTl5cHPz8/xcpi5c+c6elitVkRGRuLnn39GSUmJYxZFUWC32yud5bHHHsPnn3/umLukpAReXl6YPXs2ioqK8N1332Ht2rUYOXIk7HY78vLy0LRpUwQFBSEzMxOLFi0CAMfjAepF4q7/OyqK4vR3bdmyJYYMGYKpU6fCaDRCURRcuXIFO3bscNlwwIAByMzMxJo1a1BcXIzi4mL8+OOP2Ldvn+O5yv+e5X+38pdUXd971KhReOWVV5CSkgKTyYSZM2eif//+Tnudrp974MCByMzMxJtvvomCggLYbDZ899132L9/v+N5ymcsLS3FxYsXMWnSJLz11lvYvHkzTpw4gU2bNjnuW1hYiKKiIthsNpSWljret9vtiI2NRa9evTBnzhwUFRXhq6++wnvvvYexY8c6ttmffvoJ2dnZ6NGjh1Pv6/+Odrsd+fn5yM3NRWFhITIzM2Gz2RxfC2lpaSgrK0N6ejqKi4uRk5ODvLw8FBQUICsrC1ar1em+drsdRqMRFosF2dnZjkV8dna2y6+1tLQ0WK1WZGVlOc5wlpOTg+LiYqSnp6OsrMzpvjabDZmZmSgsLERubi5yc3Nx8eLFKue+du0a8vPzHXOXlJQ43VdRFBiNRpSUlODq1as1mttsNjvNnZGRgdLS0gpzZ2RkoKioCDk5OVX2NhqNFea+evWqy7nT0tJczl1cXFztuS9evOhy7tLS0gpzm81ml3OX/9vfbO7yeW+cu6CgAPn5+bh27Vqlc5f/25vNZuTm5iInJwdFRUXVmjsvLw9ms/mm22xxcbHTNutq7vLPcTV3SkoKjEZjldvs9XPf2LB87uu/1qqa+8avtfK5y79X3jh3+dfa9b2r+7VW198jfv755zr5HlGduRvK94iff/65Tr5HVPdrzeO/R5w5g+KBA9UrZO/ZA8XbG5Zx45B//DjMiYn44dq1OvseUT53db9HlL+6pPwXiFp/j6g2xcP4+fkpfn5+yty5c5UTJ04oGzduVPz9/ZXNmzcriqIoX331lQJAMRqNTp/35JNPKiNGjKj0cS0Wi5Kfn+94u3LligJAyc/Pd7pfcXGx8sMPPyjFxcWiv4fRaFQWLVpUYU536devn+Lr66sEBQUpISEhyu233648//zzSmZmpuM+6enpygMPPKAEBgYqt9xyi/Luu+8qAJSTJ08qiqIo165dU/r27auEhYUpoaGhiqIoytixY5UZM2ZU+rznzp1TYmJiFKvVqiiKovz73/9WQkNDlTVr1ihRUVFKZGSkMm/ePKWsrExRFEX54YcflPvuu08JDAxUOnbsqGzcuFEBoOTm5lb6fP369VPeeOMNp9tMJpPy3HPPKW3btlWCg4OVDh06KC+//HKlc164cEEZNmyY0rJlSyU0NFS55557lPfff19RFEVJSkpSunbt6nT/hQsXKo8//rjTbSUlJcof/vAHpXXr1krz5s2VJ554QsnIyHB8/PqW1Xne65WWliq9e/dWnn/+ecdtR44cUUJDQ5UffvjB0QaA09vYsWMd909NTVUGDhyoBAQEKDExMcqmTZucnmPJkiXK9OnTK23krm1dazabTesRdI8N5dhQjg3l2LASP/6oKCNHKop6RIWieHkpytixivLTT05386R+df1zZF0xKIpnnfTY19cX9957L77++mvHbdOnT8exY8dw+PBhfP311+jVqxeMRiOio6Md9xkxYgQMBgO2bdtWrecxmUwIDQ1Ffn6+08HIFosFKSkpiIuLq/Fp2woKChxnV8rOzsbOnTsxbNgwx2+4g4KCKrwGXo8mTZqEu+66C5MnT4bNZoMPT7tWa3XVr6CgAHfffTcOHz6MFi1auLyPZFv3JBkZGYiKitJ6DF1jQzk2lGNDOTa8QUoKsHixej2K8pPGjBypHph93Rkuy3lSv/T0dGzatAkTJ050+nnX03nclT2io6Nxxx13ON12++23Y8eOHQDg+AfPzMx0Cp2Zman5a8mPHz9e4ZoB159etl+/fo7jH/Rs48aNjj/X9DgNclZX/YKDg3HhwoU6eWxP4+o6H1QzbCjHhnJsKMeG/5WaCrzyCvCXvwDlF9kdMgRYsgTo2rXST2M/OY9bWPTq1Qvnzp1zuu0///kPbrnlFgBAXFwcoqKi8PnnnzsWEiaTCUeOHMHkyZPre1wn3bp1Q8eOHSv9ePlF6BoSD9vhpTvsJ2exWBynDKbaYUM5NpRjQ7lG3zAzU73uxPr1QEmJetuAAcDSpepxFVVo9P3cwOMWFs899xx+8YtfYNmyZRgxYgSOHj2KTZs2YdOmTQDU60HMnDkTiYmJuPXWWxEXF4f58+ejVatWGDp0qKazBwcHN4iXOhHpCfeaybGhHBvKsaFco22YkwOsXAmsWQMUFam39ekDJCaqZ36qpkbbz408bmFx33334W9/+xvmzp2LJUuWIC4uDqtXr3a64vGLL76IwsJCTJw4EXl5eejduzf+9a9/ufV14vxNcvUYKrkgIFWPlv0ayjbu7e1x38Z0hw3l2FCODeUaXUOTCVi9Gli1Sv0zoO6ZSEwE+vcHavj/2EbXrw54ZMHHHnsMjz32WKUfNxgMWLJkCZYsWeL25y4/kLaoqAhNmzZ1++M3NHa7HU2aNNF6DN3Ssl/Rf3+ro/eD74uKihrkywzrExvKsaEcG8o1moaFhcDatcCKFereCgDo0kV9ydPgwTVeUJTTut+NJwG6/r+APk4C5JELCy01adIEYWFhjvMGBwQE8LfyN2G32x3XgKCa06KfoigoKipCVlYWwsLCdL8wDAsL03oE3WNDOTaUY0O5Bt/QYgE2bQKWLVOPpwCAjh3Vg7KfeAIQvpRJ634N4SRAXFi4UH7mqeuvakyulZaWctehgJb9wsLCPOa0ehJXr17l1WaF2FCODeXYUK7BNrTZgKQkdY9Eaqp6W1ycetrYUaMAN/1/VOt+DeEkQB53HYv6Utl1LK53/VWuiRoSHx8f3e+pICKiBq6sDNi6VV1AXLyo3hYTA8yfD4wfD+j8pbwNEX/VfBNNmjThD19VSEtLa5i/Hakn7CfHhnJsKMeGcmwo12Aa2u3Ajh3AggVAcrJ6W2Qk8NJLwKRJQB1d1LXB9NMQ91jcZI8FVc1ut/P0bALsJ8eGcmwox4ZybCin+4aKAuzere6ROH1avS08HJg9G5g6FQgMrNOn130/D8B6JJKRkaH1CLrGfnJsKMeGcmwox4Zyum2oKMDevUCPHuoVsk+fBoKD1ZdApaSoC4s6XlQAOu7nQfhSKBIJDw/XegRdYz85NpRjQzk2lGNDOV02PHQImDcPOHhQfT8gAJg+HZg1C2jevF5H0WU/D8M9FiRSWFio9Qi6xn5ybCjHhnJsKMeGcrpqeOwYMHCgemXsgwcBX19gxgz1IO3ly+t9UQHorJ+H4h4LEvH19dV6BF1jPzk2lGNDOTaUY0M5XTQ8c0Y9KHvXLvV9b29gwgTg5ZeB2FhNR9NFPw/HhQURERER1a3kZPWYiW3b1Pe9vIDRo9VFRrt2mo5G7sOFBYmUlJRoPYKusZ8cG8qxoRwbyrGhnEc2TEkBFi8GtmxRTyMLACNHqouM+HhNR7uRR/bTGS4sSISn6pVhPzk2lGNDOTaUY0M5j2qYmgq88grwl78ApaXqbUOGAEuWAF27ajtbJTyqn07x4G0Syc7O1noEXWM/OTaUY0M5NpRjQzmPaJiZCTz3HNChA7Bhg7qoGDAAOHJEPa7CQxcVgIf00zleII8XyBNRFAUGg0HrMXSL/eTYUI4N5dhQjg3lNG2YkwOsXAmsWQMUFam39ekDJCaqZ37SAW6DctxjQSJGo1HrEXSN/eTYUI4N5dhQjg3lNGloMqkvb4qLA159VV1UdO8OfPYZcOCAbhYVALdBd+AeC+6xICIiIqqZwkJg7VpgxQp1bwUAdOkCLF0KDB4M8Df/jRL3WJBIWlqa1iPoGvvJsaEcG8qxoRwbytVLQ4tFfblT+/bA7NnqoqJjR/U0sidPqgdo63RRwW1QjmeFIpGIiAitR9A19pNjQzk2lGNDOTaUq9OGNhuQlKTukUhNVW+Li1NPGztqlHqhO53jNijHPRYkYjKZtB5B19hPjg3l2FCODeXYUK5OGpaVqdegiI8HJk1SFxUxMcDGjcC5c8CYMQ1iUQFwG3SHhrElkGb8/f21HkHX2E+ODeXYUI4N5dhQzq0N7XZgxw71ytjJyeptkZHASy+pC4wG+O/FbVCOCwsSsZdfRZNqhf3k2FCODeXYUI4N5dzSUFGA3buB+fOB06fV28LD1eMppk4FAgPlz+GhuA3KcWFBIqXlV9OkWmE/OTaUY0M5NpRjQzlRQ0UB9u0D5s0Djh5VbwsOBl54AZg5EwgNdcuMnozboBwXFiQSEBCg9Qi6xn5ybCjHhnJsKMeGcrVueOiQuqA4eLD8gYDp04FZs4Dmzd03oIfjNijHg7dJJDc3V+sRdI395NhQjg3l2FCODeVq3PDYMWDgQPUidgcPAr6+wIwZwMWLwPLljWpRAXAbdAdeII8XyBMpKytDkyZNtB5Dt9hPjg3l2FCODeXYUK7aDc+cUQ/K3rVLfd/bG5gwAXj5ZSA2tm6H9GDcBuW4x4JEMjIytB5B19hPjg3l2FCODeXYUK7KhsnJwFNPAV27qosKLy9g7Fj1tLEbNjTqRQXAbdAduMeCeyyIiIioIUtJARYvVq9HUX7mo5Ej1YvbxcdrOho1LNxjQSJpaWlaj6Br7CfHhnJsKMeGcmwoV6FhaioweTJw223AO++oi4ohQ4BTp4APPuCi4gbcBuW4x4J7LERsNht8fHy0HkO32E+ODeXYUI4N5dhQztEwMxN49VVg/XqgpET94IABwNKlQPfu2g7pwbgNynGPBYnk5ORoPYKusZ8cG8qxoRwbyrGhXO5PPwFz5wLt2gGrV6uLij59gAMHgD17uKioArdBOV7HgkSCgoK0HkHX2E+ODeXYUI4N5dhQwGQCVq9Gi1Wr1D8D6iIiMRHo3x8wGLSdTye4DcpxjwWJWK1WrUfQNfaTY0M5NpRjQzk2rIXCQuC114C4OGDhQhhMJqBLF/WMT998Azz8MBcVNcBtUI57LEikkR6i4zbsJ8eGcmwox4ZybFgDFguwaROwbJl6PAUAdOwI84svImjcOPU0slRj3AbluLAgEX9/f61H0DX2k2NDOTaUY0M5NqwGmw1ISlIPwk5NVW+Li1NPGztqFLysVi4qBLgNynHrIxFT+Ws5qVbYT44N5dhQjg3l2PAmysrUa1DExwOTJqmLipgYYONG9eJ2Y8YA3t5sKMR+cjzdLE83K8JTs8mwnxwbyrGhHBvKsaELdjuwYwewYIF61WwAiIwEXnpJXWDc8Bt2NpRhPznusSCRrKwsrUfQNfaTY0M5NpRjQzk2vI6iAJ9+CtxzDzBihLqoCA9Xr01x8SIwY0aFRQXAhlLsJ8c9FtxjQURERJ5AUYB9+4B584CjR9XbgoOBF14AZs4EQkM1HY+oKtxjQSJpaWlaj6Br7CfHhnJsKMeGco2+4aFDQEKCeoXso0eBgABgzhwgJQVYuLBai4pG31CI/eS4x4J7LERKS0vh7c2Ti9UW+8mxoRwbyrGhXKNteOwYMH++emVsAPD1BSZPVq+g3bJljR6q0TZ0E/aT4x4LEsnOztZ6BF1jPzk2lGNDOTaUa3QNz5wBhg5Vr5C9Zw/g7a0ekH3hArB6dY0XFUAjbOhm7CfHZRmJhPL1niLsJ8eGcmwox4ZyjaZhcrJ63Ylt29T3vbyA0aPVMz+1ayd66EbTsI6wnxz3WJBIcXGx1iPoGvvJsaEcG8qxoVyDb5iSAowbB3Tq9L9FxciRwNmzwObN4kUF0Aga1jH2k/PIhcWiRYtgMBic3uLj4x0ft1gsmDJlCpo3b46goCAMHz4cmeWXtKd65cUrfIqwnxwbyrGhHBvKNdiGqanqMRO33Qa88456bYohQ4BTp4APPlAveucmDbZhPWE/OY8t2KlTJ6SnpzvevvzyS8fHnnvuOXz66afYvn07Dhw4AKPRiGHDhmk4bePFg5xk2E+ODeXYUI4N5Rpcw8xM4LnngA4dgA0bgNJS9YxPR44Au3YBXbu6/SkbXMN6xn5yHlvQ29sbUVFRFW7Pz8/HW2+9ha1bt+LBBx8EACQlJeH222/HN998gx49erh8vJKSEpSUlDje52Xb3aOoqAhBQUFaj6Fb7CfHhnJsKMeGcg2mYU4OsHIlsGYNUFSk3tanD5CYCPTtW6dP3WAaaoT95Dx2j8X58+fRqlUrtGvXDs888wwuX74MADh+/DhsNhv69+/vuG98fDzatGmDw4cPV/p4y5cvR2hoqOMtNjYWgPqyKqPRCLvd7jh/cVpaGqxWK7KysmA2m5GXl4ecnBwUFxcjIyMDpaWlTve12WzIyMhAUVERcnJykJubi8LCQmRmZsJmszndt6ysDEajEcXFxbh27Rry8/NRUFCAq1evoqSkxOm+iqIgLS0NJSUluHr1KkwmE0wmE7Kzs1FcXFztuYuKilzOXVpaWmFus9nscm673e5y7rKyMsfc5fPeOHdBQQHy8/Nx7dq1Sue22WzIzMyE2WxGbm5ujebOy8uD2WxGVlYWrFZrpXNnZ2c7Gl7fu3ze8s+52dxlZWUu5y4sLKww940Ny+cuLi52zO3j43PTuS0Wi8u5jUajy7mzsrIqzJ2enl7l3FVts+np6U5zFxQU1Gju7OzsKr/WCgoKnL7Wqju3r69vlXNfv81mZWW5/FozGo0uv9Yaw/cIPz+/Ovse4eprrSF+j/D396+T7xFVzd2Qvkc0bdq0Tr5HVGdut3yPyMuDadYsIC5OvUJ2URFsd9+N4l27kLdrF3I6d67z7xEBAQG6+znCk75H2Gw23f0cUV/fI6rLI69j8c9//hNmsxkdO3ZEeno6Fi9ejLS0NHz//ff49NNPMX78eKe9DwDQvXt3PPDAA1ixYoXLx3S1xyI2NpbXsRBKS0tD69attR5Dt9hPjg3l2FCODeV027CwEFi7FlixQt1bAQBdugBLlwKDBwMGQ72NotuGHoL95DzypVCPPvqo489dunTB/fffj1tuuQUffvghmjZtWqvH9PPzg5+fn7tGpP/iF6AM+8mxoRwbyrGhnO4aWizApk3AsmXq8RQA0LEjsGQJ8MQT6mlk65nuGnoY9pPz2JdCXS8sLAy33XYbLly4gKioKFitVuTl5TndJzMz0+UxGVS3ynehUe2wnxwbyrGhHBvK1UXDgoICpxPB3PhWUFBQ8we12dQFxa23AjNmqIuKuDj1jE/ffw+MGKHJogLgdijFfnIeucfiRmazGT/99BNGjx6Nbt26wcfHB59//jmGDx8OADh37hwuX76Mnj17ajxp4xMdHa31CLrGfnJsKMeGcmwoVxcNjx8/jgMHDlT68X79+iEhIaF6D1ZWBmzdql7c7uJF9baYGGD+fGD8eMDHRzyvFLdDGfaT88iFxaxZszB48GDccsstMBqNWLhwIZo0aYKnn34aoaGhmDBhAp5//nk0a9YMISEhmDZtGnr27FnpGaGo7mRkZKBVq1Zaj6Fb7CfHhnJsKMeGcnXRsFu3bujYsSMAIDs7Gzt37sSwYcMQEREBANU7A5DdDuzYoV4ZOzlZvS0yEnjpJWDSJMDf360zS3A7lGE/OY9cWKSmpuLpp5/GtWvX0KJFC/Tu3RvffPMNWrRoAQB444034OXlheHDh6OkpASPPPII1q1bp/HUjVOzZs20HkHX2E+ODeXYUI4N5eqiYXBwMIKDg51ui4iIqN5vphUF2L1b3SNx+rR6W3g4MHs2MHUqEBjo9nmluB3KsJ+cRy4sPvjgg5t+3N/fH2vXrsXatWvraSKqjNlshr8H/bZGb9hPjg3l2FCODeU8pqGiAPv2AfPmAUePqrcFBwMvvADMnAmEhmo63s14TEOdYj85j1xYkH74+vpqPYKusZ8cG8qxoRwbynlEw0OH1AXFwYPq+wEBwPTpwKxZQPPm2s5WDR7RUMfYT44LCyIiImrcjh1TX/K0Z4/6vq8vMHkyMHcu0LKltrMR6QgXFiRy44UKqWbYT44N5dhQjg3lNGl45ox6UPauXer73t7AhAnAyy8DsbH1P48Qt0MZ9pPjwoJEeNVyGfaTY0M5NpRjQ7m6bPj9pSz88eOjSLHGwbL/Z0xsfxVxf1wGbNum3sHLCxg9Wl1ktGtXZ3PUNW6HMuwnp4sL5JHnunbtmtYj6Br7ybGhHBvKsaFcXTX88NsrGLLhGL5Ib4KfS5vhw1PZeOijS9h+Nlu9w8iRwNmzwObNul5UANwOpdhPzqAoiqL1EFowmUwIDQ1Ffn4+V6gCiqLAYDBoPYZusZ8cG8qxoRwbytVFw5TsQjy0aj/sN/6koyjwgoJ/D26Ftr27ufU5tcTtUIb95LjHgkSMRqPWI+ga+8mxoRwbyrGhXF00/PBAMgx2e8UPGAwwNGmCbWbPuxaFBLdDGfaT4zEWJNK6dWutR9A19pNjQzk2lGNDObc2zMkBVq5E6jkDlA49ABe/hFYUBam5xe57Tg/A7VCG/eS4x4JE0tLStB5B19hPjg3l2FCODeXc0tBkApYsAeLigFdfRcw1IwyuVhUADAYDYsKbyp/Tg3A7lGE/OS4sSCQiIkLrEXSN/eTYUI4N5dhQTtSwsBB47TV1QbFwobrA6NIFI54dBqWJ6x91FEXByHv1d0rZm+F2KMN+clxYkEh+fr7WI+ga+8mxoRwbyrGhXK0aWizAmjVA+/bA7NnqS6A6dlRPI3vyJOJGDsGK4V3gZQAMUGCAAi8D4GUAVgzvgrYRDesYC26HMuwnx2MsSKRp04a1G7m+sZ8cG8qxoRwbytWooc0GJCUBS5cCqanqbXFxwKJFwKhR6oXu/uvJe2NxRws/rPr4MFKy8tGj862Y9HDDW1QA3A6l2E+OeyxIxO7qbBtUbewnx4ZybCjHhnLValhWBmzZAsTHA5MmqYuKmBhg40bg3DlgzBinRUW5TrdE4pUR3ZHgm4LpCW0b5KIC4HYoxX5y3GNBIqWlpVqPoGvsJ8eGcmwox4ZyN21otwM7dqhXxk5OVm+LjAReekldYPj718+QHo7boQz7yXFhQSIBAQFaj6Br7CfHhnJsKMeGci4bKgqwezcwfz5w+rR6W3i4ejzF1KlAYMPc81Bb3A5l2E+OL4Uikby8PK1H0DX2k2NDOTaUY0M5p4aKAuzdC/ToAQwZoi4qgoPVYyhSUtSFBRcVFXA7lGE/Oe6xIJHIyEitR9A19pNjQzk2lGNDOUfDQ4eAefOAgwfV9wMCgOnTgVmzgObNtRtQB7gdyrCfHPdYkEhGRobWI+ga+8mxoRwbyrGh3LV//QsYOBDo21ddVPj6AjNmABcvAsuX12pRUVBQgPT0dKSnpyM7OxsAkJ2d7bitoKDA3X8NTXE7lGE/OYOiKIrWQ2jBZDIhNDQU+fn5CAkJ0XocIiKixunMGfWg7F271Pe9vYEJE4CXXwZiZRew279/Pw4cOFDpx/v164eEhATRcxDR//ClUCSSlpaG1q1baz2GbrGfHBvKsaEcG9ZCcrJ6zMS2bQAAxcsLhtGj1UVGu3ZueYpu3bqhY8eOlX48KCjILc/jKbgdyrCfHPdYcI+FiM1mg4+Pj9Zj6Bb7ybGhHBvKsWENpKQAixer16Mov27AyJGwvfwyfO68U9vZdI7boQz7yfEYCxLJycnRegRdYz85NpRjQzk2rIbUVGDyZOC224B33lEXFUOGAKdOAR98gBweOCvG7VCG/eT4UigSaWi7kesb+8mxoRwbyrHhTWRmAq++CqxfD5SUqLcNGAAsXQp07+64GxvKsaEM+8lxjwWJWK1WrUfQNfaTY0M5NpRjQxdycoC5c9XjJVavVhcVffoABw4Ae/Y4LSoANnQHNpRhPznusSAiIiL3MZnUhcSqVeqfAXURkZgI9O8PGAyajkdEdYcLCxLx9fXVegRdYz85NpRjQzk2BFBYCKxdC6xYoe6tAIAuXdSXPA0eXOWCgg3l2FCG/eT4UigSMZvNWo+ga+wnx4ZybCjXqBtaLMCaNUD79sDs2eqiomNH9TSyJ0+qB2hXYy9Fo27oJmwow35yPN0sTzcrwlOzybCfHBvKsaFco2xoswFJSeoeidRU9ba4OPXaFKNGqRe6q9HDNcKGbsaGMuwnxz0WJJKVlaX1CLrGfnJsKMeGco2qYVmZeg2K+Hhg0iR1URETA2zcCJw7B4wZU+NFBdDIGtYRNpRhPznuseAeCyIioqrZ7cCOHeqVsZOT1dsiI4GXXlIXGP7+2s5HRJrjHgsSSUtL03oEXWM/OTaUY0O5Bt1QUYBPPwXuuQcYMUJdVISHq9emuHgRmDHDLYuKBt2wnrChDPvJcY8F91iIlJWVoUmTJlqPoVvsJ8eGcmwo1yAbKgqwbx8wbx5w9Kh6W3Aw8MILwMyZQGioW5+uQTasZ2wow35y3GNBInw9ogz7ybGhHBvKNbiGhw4BCQnqFbKPHgUCAoA5c4CUFGDhQrcvKoAG2FADbCjDfnK8jgWJhIWFaT2CrrGfHBvKsaFcg2l47Bgwf756ZWwA8PUFJk9Wr6DdsmWdPnWDaaghNpRhPznusSCR4uJirUfQNfaTY0M5NpTTfcMzZ4ChQ9UrZO/Zo57VadIk4MIF9SradbyoABpAQw/AhjLsJ8c9FiTi5cW1qQT7ybGhHBvK6bZhcrJ63Ylt29T3vbyA0aPVMz+1a1evo+i2oQdhQxn2k+PCgkR4kJMM+8mxoRwbyumuYUoKsHixej0Ku129beRIdZERH6/JSLpr6IHYUIb95Gq1sPjkk09q/DkPP/wwmjZtWpunIw9WXFyM4OBgrcfQLfaTY0M5NpTTTcPUVOCVV4C//AUoLVVvGzIEWLIE6NpV09F009CDsaEM+8nV6nSzNd1VZDAYcP78ebSr592qN8PTzbqH1WqFr6+v1mPoFvvJsaEcG8p5fMPMTPW6E+vXAyUl6m0DBgBLl6rHVXgAj2+oA2wow35ytX4xWUZGBux2e7XeAgIC3DkzeZCrV69qPYKusZ8cG8qxoZzHNszJUc/o1K6dehB2SQnQpw9w4IB6kLaHLCoAD26oI2wow35ytXop1NixY2v0sqZf//rX3CvQQLVu3VrrEXSN/eTYUI4N5TyuocmkLiRWrVL/DKiLiMREoH9/wGDQdDxXPK6hDrGhDPvJ1WqPRVJSUo1eg7Z+/XpERETU5qnIw6WlpWk9gq6xnxwbyrGhnMc0LCwEXnsNiItTL2RnMgFdugC7dgHffAM8/LBHLioAD2qoY2wow35ytTrGoiHgMRbuYbfbeXo2AfaTY0M5NpTTvKHFAmzaBCxbph5PAQAdO6oHZT/xhHoaWQ+necMGgA1l2E+uxvWKi4tdrujOnj3rloFu9Oqrr8JgMGDmzJmO2ywWC6ZMmYLmzZsjKCgIw4cPR2b5N1KqVxkZGVqPoGvsJ8eGcmwop1lDm01dUNx6KzBjhrqoiIsD3nkH+P57YMQIXSwqAG6H7sCGMuwnV6PvNh999BFuvfVWDBo0CF26dMGRI0ccHxs9erTbhzt27Bg2btyILl26ON3+3HPP4dNPP8X27dtx4MABGI1GDBs2zO3PT1Vr1qyZ1iPoGvvJsaEcG8rVe8OyMvUaFPHx6hWyU1OBmBhg40bg3DlgzBj16tk6wu1Qjg1l2E+uRguLxMREHD9+HKdOnUJSUhImTJiArVu3AgDc/Yoqs9mMZ555Bv/3f/+H8PBwx+35+fl466238Mc//hEPPvggunXrhqSkJHz99df45ptv3DoDVc1sNms9gq6xnxwbyrGhXL01tNuB7duBzp3VxcPFi0BkpHqg9vnzwMSJgI9P/cziZtwO5dhQhv3kavTrDJvNhpYtWwIAunXrhoMHD+JXv/oVLly4AIObDwabMmUKBg0ahP79+yMxMdFx+/Hjx2Gz2dC/f3/HbfHx8WjTpg0OHz6MHj16uHy8kpISlJSfuxvqMRYkx/M9y7CfHBvKsaGc1WpFenp6pR8PCgqSXXhLUYDdu4H584HTp9XbwsOB2bOBqVOBwMDaP7aH4HYox4Yy7CdXoz0WkZGROHPmjOP9Zs2aYe/evfjxxx+dbpf64IMPcOLECSxfvrzCxzIyMuDr64uwsDCn21u2bHnT18YtX74coaGhjrfY2FgA6vEaRqMRdrvdcexIWloarFYrsrKyYDabkZeXh5ycHBQXFyMjIwOlpaVO97XZbMjIyEBRURFycnKQm5uLwsJCZGZmwmazOd23rKwMRqMRxcXFuHbtGvLz81FQUICrV6+ipKTE6b6KoiAtLQ0lJSW4evUqTCYTTCYTsrOzUVxcXO25i4qKXM5dWlpaYW6z2exybrvd7nLu3Nxcx9zl8944d0FBAfLz83Ht2rVK57bZbMjMzITZbEZubm6N5s7Ly4PZbEZWVhasVmulc2dnZzsaXt+7fN7yz7nZ3GVlZS7nLiwsrDD3jQ3L5y4uLnbMXVRUdNO5LRaLy7mNRqPLubOysirMnZ6eXuXcVW2z6enpTnMXFBTUaO7s7Owqv9YKCgqcvtaqO3dxcXGVc1+/zWZlZbn8WjMajS6/1hrD9wiLxVJn3yNcfa01xO8RJ0+exKZNmyp9O3z4cK2+R5gLCpC7fTvs99+vXiH79GnYg4JgX7gQ6V9/DcuMGcguLm4Q3yPK53b394jqzN1Qvkfc2FsPP0d40veIa9eu6e7niKq+t7nr54jqqtFZoVJTU+Ht7Y2oqKgKH/vqq6/Qq1evaj9xZa5cuYJ7770Xe/fudRxbkZCQgLvuugurV6/G1q1bMX78eKe9DwDQvXt3PPDAA1ixYoXLx3W1xyI2NpZnhRLKzs7mqYQF2E+ODeXYUO7SpUuO33ZmZ2dj586dGDZsmKNrrfZYHDoEzJsHHDyovh8QAEyfDsyaBTRv7s7xPQK3Qzk2lGE/uRq9FComJsbp/YyMDMciwx2LCkB9qVNWVhbuuecex21lZWU4ePAg3nzzTezZswdWqxV5eXlOey0yMzNdLnjK+fn5wc/Pzy0z0v8EBQVpPYKusZ8cG8qxoVzLli3h7+/vdFtERASio6Nr/mDHjqkvedqzR33f1xeYPFm9gvZ/X47cEHE7lGNDGfaTE52DbsCAAe6aw+Ghhx7Cd999h1OnTjne7r33XjzzzDOOP/v4+ODzzz93fM65c+dw+fJl9OzZ0+3z0M3l5ORoPYKusZ8cG8qxoZxbGp45Awwdql4he88e9axOkyYBFy6oB2c34EUFwO3QHdhQhv3kROeiq4tr6wUHB6Nz585OtwUGBqJ58+aO2ydMmIDnn38ezZo1Q0hICKZNm4aePXtWeuA21Z2b7SWiqrGfHBvKsaGcqGFyMrBoEbBtm/q+lxcwejSwYAHQrp1b5tMDbodybCjDfnKiPRbuPhNUdb3xxht47LHHMHz4cPTt2xdRUVHYuXOnJrM0djU5oIcqYj85NpRjQ7laNUxJAcaNAzp1+t+iYuRI4OxZYPPmRrWoALgdugMbyrCfXI0O3r5Rly5d3Ho2qPpkMpkQGhrKg7eJiMit0tPTsWnTJkycONH1MRapqcArrwB/+QtQWqreNmQIsGQJ0LVr/Q5LRORGoj0WROWnKaPaYT85NpRjQ7lqNczMBJ57DujQAdiwQV1UDBgAHDkC7NrV6BcV3A7l2FCG/eREx1g0adLEXXOQTrVo0ULrEXSN/eTYUI4N5cobpmQXYu3eCzhujUPB3guY8ssQxHmVACtXAmvWAEVF6if06QMkJgJ9+2o4tWfhdijHhjLsJyd6KZSe8aVQ7pGVlYXIyEitx9At9pNjQzk2lMvKysL+yyWYs0N9ebCiKDDAAEDBin9vxJPHdqt37N5dXVD07w9odJyip+J2KMeGMuwnJ9pjAQDFxcVQFAUBAQEA1IsE/e1vf8Mdd9xRJ6ejJc/StGlTrUfQNfaTY0M5NpTLKgbm7DgDu+NXdQYoAKAAsxMm4r4mZrSd+xwweDAXFJXgdijHhjLsJyc+xuLxxx/Hu+++CwDIy8vD/fffj1WrVuHxxx/H+vXrxQOSZysrK9N6BF1jPzk2lGNDuZ0njf/dQ3EDgwEGLwO2LVinHqDNRUWluB3KsaEM+8mJFxYnTpxAnz59AAAfffQRWrZsiUuXLuHdd9/FmjVrxAOSZ7Pb7VqPoGvsJ8eGcmwoZLMh/eSPUCr5oUQxGJCaZ6nnofSH26EcG8qwn5x4YVFUVITg4GAAwGeffYZhw4bBy8sLPXr0wKVLl8QDkmfjbkMZ9pNjQzk2rKWyMmDLFiA+Hm337yl/8VMFBoMBMeFsXBVuh3JsKMN+cuKFRYcOHfDxxx/jypUr2LNnj+O4iqysLB4U3Qjk5eVpPYKusZ8cG8qxYQ3Z7cD27UDnzsCYMcDFixie+i0UL9f/S1UUBSPvja3nIfWH26EcG8qwn5x4YbFgwQLMmjULbdu2xf3334+ePXsCUPde3H333eIBybPx7Aky7CfHhnJsWE2KAnz6KXDPPcCIEUByMhAeDrz6KuJOfo0VT3SFlwHwMqiHbpf/ecXwLmgbEaj19B6P26EcG8qwn5xbTjebkZGB9PR0dO3aFV7//Y3N0aNHERISgvj4ePGQdYGnm3WPtLQ0tG7dWusxdIv95NhQjg2roCjAvn3AvHnA0aPqbcHBwAsvADNnAqGhjoY/ZxfizX+cwPFzKejWMQ5Tf3kPFxXVxO1Qjg1l2E+O17HgwoKIiCpz6JC6oDh4UH0/IACYPh2YNQto3tzlp6Snp2PTpk2YOHEioqOj63FYIiJt1eqlUGfOnKnRkfNnz55FaWlpbZ6KPFxaWprWI+ga+8mxoRwbunDsGDBwoHpl7IMHAV9fYMYM4OJFYPnyCosKNpRjQzk2lGE/uVotLO6++25cu3at2vfv2bMnLl++XJunIg/H1yPKsJ8cG8qx4XXOnAGGDlWvkL1nD+DtDUyaBFy4AKxeDbRs6fLT2FCODeXYUIb95Gp15W1FUTB//nzH1barYrVaa/M0pAM5OTloWcn/aKlq7CfHhnJsCPVA7EWLgG3b1Pe9vIDRo4EFC4B27ar8dDaUY0M5NpRhP7laLSz69u2Lc+fOVfv+PXv25LmBG6igoCCtR9A19pNjQ7lG3TAlBVi8WL0eRflLfEeOVBcZNTj5SKNu6CZsKMeGMuwnV6uFxf79+908BumV1WpFYCDPeFJb7CfHhnKNsmFqKvDKK8Bf/gKUHwM4ZAiwZAnQtWuNH65RNnQzNpRjQxn2k6vVwoKIiEiXMjOBV18F1q8HSkrU2wYMAJYuVY+rqKXCwkJYLBYAQHZ2ttN/AfU3ocHBwbWfm4hIB7iwIBFfX1+tR9A19pNjQ7lG0TAnB1i5ElizBigqUm/r0wdITFTP/CT0ww8/4PDhw0637dy50/Hnfv36ISEhQfw8DVmj2A7rGBvKsJ8cFxYkYjabudtQgP3k2FCuQTc0mdSzOa1apf4ZUPdMJCYC/fsDBoNbnqZDhw648847K/04X7tdtQa9HdYTNpRhPzleII8XyBOx2Wzw8fHRegzdYj85NpRrkA0LC4G1a4EVK9S9FQDQpYv6kqfBg922oCjXIBvWMzaUY0MZ9pOr1XUsiMplZWVpPYKusZ8cG8o1qIYWi/pyp/btgdmz1UVFx47qaWRPnlQP0HbzogJoYA01woZybCjDfnLcY8E9FkRE+mezAUlJ6h6J1FT1trg49bSxo0apF7ojIqI6xT0WJJKWlqb1CLrGfnJsKKfrhmVl6jUo4uPVK2SnpgIxMcDGjcC5c8CYMfWyqNB1Qw/BhnJsKMN+ctxjwT0WImVlZWjSpInWY+gW+8mxoVxtGxYUFMBsNlf68To9xardDuzYoV4ZOzlZvS0yEnjpJXWB4e9fN89bCW6Hcmwox4Yy7CfHfcMkkpWVhejoaK3H0C32k2NDudo2PH78OA4cOFDpx+vkFKuKAuzeDcyfD5w+rd4WHq4eTzF1KqDRGV24HcqxoRwbyrCfXI0XFsXFxcjJyUHr1q2dbj979iw6derktsFIH8LCwrQeQdfYT44N5WrbsFu3bujYsSMA9WJwO3fuxLBhwxAREQHAzadYVRRg3z5g3jzg6FH1tuBg4IUXgJkzgdBQ9z1XLXA7lGNDOTaUYT+5Gh1j8dFHH+HWW2/FoEGD0KVLFxw5csTxsdGjR7t9OPJ8ReUXmqJaYT85NpSrbcPg4GBER0cjOjrasZiIiIhw3Oa2l0EdOgQkJKhXyD56FAgIAObMAVJSgIULNV9UANwO3YEN5dhQhv3karSwSExMxPHjx3Hq1CkkJSVhwoQJ2Lp1KwCgkR6q0eh580wrIuwnx4ZyHtvw2DFg4ED1ytgHDwK+vsCMGcDFi8Dy5UDz5lpP6OCxDXWEDeXYUIb95GpU0GazoWXLlgDUXeAHDx7Er371K1y4cAGGOjgvOHk+Ly+eWEyC/eTYUM7jGp45ox6UvWuX+r63NzBhAvDyy0BsrLazVcLjGuoQG8qxoQz7ydWoYGRkJM6cOeN4v1mzZti7dy9+/PFHp9up8SguLtZ6BF1jPzk2lPOYhsnJwFNPAV27qosKLy9g7Fj1tLEbNnjsogLwoIY6xoZybCjDfnI1Wlhs2bIFkZGRTrf5+vri/fffv+mZQajhCvWA1zbrGfvJsaGc5g1TUoBx44BOndQrZAPAyJHA2bPA5s1Au3ZaTlctmjdsANhQjg1l2E+uRguLmJgYREVFufxYr1693DIQ6Ut2drbWI+ga+8mxoZxmDVNTgcmTgdtuA955R702xZAhwKlTwAcfqBe90wluh3JsKMeGMuwnJz5K5bXXXsOpU6eQkZGBpk2b4o477sCwYcPQs2dPd8xHHu7G0w5TzbCfHBvK1XvDzEzg1VeB9euBkhL1tgEDgKVLge7d63cWN+F2KMeGcmwow35y4qNU/vznPyM7O9vxEqkPPvgAvXv3xsCBA5Gfny8ekDxbWlqa1iPoGvvJsaFcvTXMyQHmzlVf2rR6tbqo6NMHOHAA2LNHt4sKgNuhO7ChHBvKsJ+ceI/FlStXKtz2zTffYPLkyZgyZQr++te/Sp+CPFirVq20HkHX2E+ODeXqvKHJpC4kVq1S/wyoi4jERKB/f6ABnFWQ26EcG8qxoQz7ydXJebV69OiBpKQkfPLJJ3Xx8ORB0tPTtR5B19hPjg3lpA1Tsguxau8F7LfGYdXeC0jJLlQ/UFgIvPYaEBenXsjOZAK6dFHP+PTNN8DDDzeIRQXA7dAd2FCODWXYT86tVwJJSkpCcHAw/P398fHHH6O5B128iOoG/41l2E+ODeUkDT/89grm7FBPN64ozXDpRxN2/rgfK0Kz8OTquerxFADQsSOwZAnwxBPqaWQbGG6Hcmwox4Yy7Cfn1u/uR44cwaRJk/D4448jKyuLeywaAVP5yxqoVthPjg3latswJbsQc3acgV0B7AqgwKD+2a5gdk4Efi7xUvdWvPMO8P33wIgRDXJRAXA7dAc2lGNDGfaTc+t3+A0bNiA7Oxu7d+/GxYsXceLECXc+PHkgPz8/rUfQNfaTY0O52jb88NsrMLh6KZPBAAMUbJv9R/XidmPGqFfPbsC4HcqxoRwbyrCfnHhh0bdvXxw5csTxvsFgwKOPPoq//vWvmDt3rvThiYjIQ6XmFEGx211+TGnSBKm3dAR8fOp5KiIi0or4V0idOnVCr1690L17dwwfPhx33nkngoKC8P777/PS6I2A1WrVegRdYz85NpSrcUNFAXbvRszHh2Bo2xvwalLhLgaDATHhTd00oefjdijHhnJsKMN+cuKFxfr16zF16lSsXLkSS5YsQUFBAQD1fyrLli0TD0ieLSgoSOsRdI395NhQrtoNFQXYtw+YNw84ehQjwlth42/7AFAAGG64q4KR98a6fVZPxe1Qjg3l2FCG/eTccoxFp06dsHnzZuTk5CA5ORnffPMNjEYjZs+e7Y6HJw+Wk5Oj9Qi6xn5ybChXrYaHDgEJCeoVso8eBQICEDdpDFYM6gAvgwFeBsAABV4GwMsArBjeBW0jAut8dk/B7VCODeXYUIb95AyKoihaD6EFk8mE0NBQ5OfnIyQkROtxdMtut8OrgZ7lpT6wnxwbyt204bFjwPz56pWxAcDXF5g8Wb2CdsuWAICfswvx5j9O4Pi5FHTrGIepv7ynUS0qAG6H7sCGcmwow35yHllv/fr16NKlC0JCQhASEoKePXvin//8p+PjFosFU6ZMQfPmzREUFIThw4cjs/xc6VSveDEZGfaT02PDgoICpKenV/pW/pLS+uKy4ZkzwNCh6hWy9+xRz+o0aRJw4YJ6Fe3/LioAoG1EIF54uAMSfFPwwsMdGt2iAtDnduhp2FCODWXYT84jz/8XExODV199FbfeeisURcE777yDxx9/HCdPnkSnTp3w3HPP4e9//zu2b9+O0NBQTJ06FcOGDcNXX32l9eiNTuvWrbUeQdfYT06PDY8fP44DBw5U+vF+/fohISGh3uZxapicDCxaBGzbpr7v5QWMHg0sWAC0a1dvM+mNHrdDT8OGcmwow35yunkpVLNmzbBy5Uo88cQTaNGiBbZu3YonnngCAJCcnIzbb78dhw8fRo8ePVx+fklJCUpKShzvm0wmxMbG8qVQQmlpafxCFGA/OT02LCgogNlsBgBkZ2dj586dGDZsGCIiIgCoBxAGBwfX2zxpaWlobbUCixcDW7YA5aeQHTlSXWTEx1f5GOnp6di0aRMmTpyI6Ojouh3YA+lxO/Q0bCjHhjLsJ+eRL4W6XllZGT744AMUFhaiZ8+eOH78OGw2G/r37++4T3x8PNq0aYPDhw9X+jjLly9HaGio4y02Vj1bicVigdFohN1uR1paGgB1w7JarcjKyoLZbEZeXh5ycnJQXFyMjIwMlJaWOt3XZrMhIyMDRUVFyMnJQW5uLgoLC5GZmQmbzeZ037KyMhiNRhQXF+PatWvIz89HQUEBrl69ipKSEqf7KoqCtLQ0lJSU4OrVqzCZTDCZTMjOzkZxcXG15y4qKnI5d2lpaYW5zWazy7ntdrvLub28vBxzl89749wFBQXIz8/HtWvXKp3bZrMhMzMTZrMZubm5NZo7Ly8PZrMZWVlZsFqtlc6dnZ3taHh97/J5yz/nZnOXlZW5nLuwsLDC3Dc2LJ+7uLjYMXdAQMBN57ZYLC7nNhqNLufOysqqMHd6enqVc1e1zaanpzvNXVBQUKO5s7Ozq/xaKygocPpaq+7cgYGBVc59/TablZXl8mvNaDS6/Fqri+8RpaWlCAkJgZeXF8LCwgAAERERsNvtiIyMREFBQb19j8j97jtELFgA5bbb1Ctk2+3AkCHI/OwzlP71r8gIC6v294jy76mVzd2Qv0cEBwfXyfeIquZuSN8jQkJC6uR7RHXm9rTvEbX9OSI0NFR3P0d40vcIALr7OaK+vkdUl8fusfjuu+/Qs2dPWCwWBAUFYevWrfjlL3+JrVu3Yvz48U57HwCge/fueOCBB7BixQqXj8c9FnUjKysLkZGRWo+hW+wnp/eGmv2mPzMTePVVYP16oPx744ABwNKl6nEVNdTY91jofTv0BGwox4Yy7CfnkcdYAEDHjh1x6tQp5Ofn46OPPsLYsWNv+prkqvj5+fFS7XUgICBA6xF0jf3k2LCGcnKAlSuBNWuAoiIAQNkvfoEmy5cDfftqPJx+cTuUY0M5NpRhPzmPXVj4+vqiQ4cOAIBu3brh2LFj+NOf/oSRI0fCarUiLy/P8RICAMjMzERUVJRG0zZepaWlWo+ga+wnx4bVZDKpZ3NatUr9M6DumUhMRMG99yIsPFzT8fSO26EcG8qxoQz7yXn8MRbl7HY7SkpK0K1bN/j4+ODzzz93fOzcuXO4fPkyevbsqeGEjVP566qpdthPjg2rUFgIvPYaEBcHLFyoLiq6dAF27QK++QZ4+GHYPfMVsbrC7VCODeXYUIb95Dxyj8XcuXPx6KOPok2bNigoKMDWrVuxf/9+7NmzB6GhoZgwYQKef/55NGvWDCEhIZg2bRp69uxZ6RmhqO40bdpU6xF0jf3k2LASFguwaROwbJl6PAUAdOwILFkCPPGEehrZ/6ptwxvPbnX9f4H6P7uVlrgdyrGhHBvKsJ+cRy4ssrKyMGbMGKSnpyM0NBRdunTBnj178PDDDwMA3njjDXh5eWH48OEoKSnBI488gnXr1mk8deOUn5/PL0QB9pNjwxvYbEBSknoQdmqqeltcnHra2FGj1Avd3aC2DV1dj2Pnzp2OP9f39Ti0xO1Qjg3l2FCG/eQ89qxQdc1kMiE0NJRnhRIqLS2Ft4sfVKh62E9O7w3ddjalsjJg61Z1AXHxonpbTAwwfz4wfjzg41Ppp9a24fV7LFxpTHss9L4degI2lGNDGfaT080xFuSZMstfYkG1wn5yjb6h3Q5s3w507gyMGaMuKiIj1QO1z58HJk686aICqH3D4OBgREdHV/rWWBYVALdDd2BDOTaUYT85LstIhFeolGE/uUbbUFGA3bvVPRKnT6u3hYcDs2cDU6cCgYHVfqhG29CN2FCODeXYUIb95LjHgkTKr9hItcN+co2uoaIAe/cCPXoAQ4aoi4rgYPUlUCkp6sKiBosKoBE2rANsKMeGcmwow35y3GNBIrxCpQz7yTWqhocOAfPmAQcPqu8HBADTpwOzZgHNm9f6YRtVwzrChnJsKMeGMuwnxz0WJHLt2jWtR9A19pNrFA2PHQMGDlSvjH3wIODrC8yYoR5PsXy5aFEBNJKGdYwN5dhQjg1l2E+OeyxIhGfUkmE/uQbd8MwZYMEC9WJ2gHqq2AkTgJdfBmJj3fY0DbphPWFDOTaUY0MZ9pPjHgsSsVgsWo+ga+wn1yAbJicDTz0FdO2qLiq8vICxY4Fz54ANG9y6qAAaaMN6xoZybCjHhjLsJ8c9FiRiMBi0HkHX2E+uQTVMSQEWLwa2bFFPIwsAI0eqB2bHx9fZ0zaohhphQzk2lGNDGfaT48KCRHx9fbUeQdfYT07PDVOyC7F27wWcMcdAWfQOxu5ch7jsK+oHhwwBlixR91rUMT039BRsKMeGcmwow35yfCkUidzsqrtUNfaT02vDD7+9godW7cffzubhgqEFtoTegYfGr8X2p2YAR46oL4Gqh0UFoN+GnoQN5dhQjg1l2E/OoCiKovUQWjCZTAgNDUV+fj4P1hGw2WzwqeKqvlQ59pPTY8OUC2l46C8nYUfF3e5eBuDfLySgbUTNrkUhoceGnoYN5dhQjg1l2E+OeyxIJCsrS+sRdI395HTV0GQClizBh88uhqH8GIobGAwGbPv2Sr2OpauGHooN5dhQjg1l2E+OCwsSad26tdYj6Br7yemiYWEh8NprQFwcsHAhUv3DoLjYWwEAiqIgNbe4XsfTRUMPx4ZybCjHhjLsJ8eFBYmkpaVpPYKusZ+cRze0WIA1a4D27YHZs4GcHKBjR8Q80BMG7yYuP8VgMCAmvGm9junRDXWCDeXYUI4NZdhPjgsLEomKitJ6BF1jPzmPbGizAZs2Abfeql4hOzNT3VvxzjvA999jxOgBqOzwNkVRMPJe916noioe2VBn2FCODeXYUIb95LiwIJHMzEytR9A19pPzqIZlZeo1KOLjgUmTgNRUICYG2LhRvbjdmDGAtzfiIgKxYngXeBnUg7UNUBx/XjG8S70euA14WEOdYkM5NpRjQxn2k+NZoXhWKJHi4mI0bVq/L9toSNhPziMa2u3Ajh3AggXqVbMBIDISeOkldYHh7+/y037OLsSb/ziB4+dS0K1jHKb+8p56X1QAHtJQ59hQjg3l2FCG/eS4x4JEioqKtB5B19hPTtOGigJ8+ilwzz3AiBHqoiI8HHj1VeDiRfVlUJUsKgCgbUQgXni4AxJ8U/DCwx00WVQA3A7dgQ3l2FCODWXYT45X3iYRb29uQhLsJ6dJQ0UB9u0D5s0Djh5VbwsOBl54AZg5EwgNrf+ZBLgdyrGhHBvKsaEM+8mxIIl4eXGnlwT7ydV7w0OH1AXFwYPq+wEBwPTpwKxZQPPm9TuLm3A7lGNDOTaUY0MZ9pNjQRKxWCxaj6Br7CdXbw2PHQMGDgT69lUXFb6+6kudLl4Eli/X7aIC4HboDmwox4ZybCjDfnLcY0EiPPBdhv3k6rzhmTPqQdm7dqnve3sDEyYAL78MxNbvaWHrCrdDOTaUY0M5NpRhPznusSCR7OxsrUfQNfaTq7OGycnAU08BXbuqiwovL2DsWPW0sRs2NJhFBcDt0B3YUI4N5dhQhv3kuMeCRFq3bq31CLrGfnJub5iSAixerF6Pwm5Xbxs5Eli0SL0+RQPE7VCODeXYUI4NZdhPjnssSCQtLU3rEXSN/eTc1jA1FZg8GbjtNvUK2XY7MGQIcOoU8MEHDXZRAXA7dAc2lGNDOTaUYT857rEgkVatWmk9gq6xn5y4YWamet2J9euBkhL1tgEDgKVLge7d5QPqALdDOTaUY0M5NpRhPznusSARo9Go9Qi6xn5ytW6YkwPMnQu0awesXq0uKvr0AQ4cAPbsaTSLCoDboTuwoRwbyrGhDPvJcY8FiURERGg9gq6xn1yNG5pM6kJi1Sr1z4C6iEhMBPr3BwwGt8/o6bgdyrGhHBvKsaEM+8lxjwWJmMp/MKNaYT+5ajcsLAReew2IiwMWLlQXFV26qGd8+uYb4OGHG+WiAuB26A5sKMeGcmwow35y3GNBIn5+flqPoGvsJ1dlQ4sF2LQJWLZMPZ4CADp2BJYsAZ54Qj2NbCPH7VCODeXYUI4NZdhPjgsLImqYbDYgKUk9CDs1Vb0tLk49beyoUeqF7oiIiMht+H9WErFarVqPoGvsJ1ehYVkZsHWruoC4eFG9LSYGmD8fGD8e8PGp9xk9HbdDOTaUY0M5NpRhPzkuLEgkMDBQ6xF0jf3kHA3tdmDHDmDBAvWq2QAQGQm89BIwaRLg76/dkB6O26EcG8qxoRwbyrCfHF9cTCK5ublaj6Br7CeXm5MDfPopcM89wIgR6qIiPFy9NsXFi8CMGVxUVIHboRwbyrGhHBvKsJ8c91iQSFRUlNYj6Br7CSgKsG8foufNA44eVW8LDgZeeAGYORMIDdV0vJspKCiA2WwGAGRnZzv9FwCCgoIQHBxcb/NwO5RjQzk2lGNDGfaT48KCRNLT09G6dWutx9At9qulQ4eAefOAgwdhAICAAGD6dGDWLKB5c62nq9Lx48dx4MABp9t27tzp+HO/fv2QkJBQb/NwO5RjQzk2lGNDGfaTMyiKomg9hBZMJhNCQ0ORn5+PkJAQrcchouo4dkw9CHvPHvV9X19g8mT1CtotW2o7Ww1cv8fClfreY0FEROQOPMaCRNLS0rQeQdfYr5rOnAGGDlWvkL1nj3qq2EmTgAsXkPaHP+hqUQEAwcHBiI6OrvStvhcV3A7l2FCODeXYUIb95LjHgnssRKxWK3x9fbUeQ7fYrwrJyeppY7dtU9/38gJGj1bP/NSuHQA2dAc2lGNDOTaUY0MZ9pPjHgsSycvL03oEXWO/SqSkAOPGAZ06/W9RMXIkcPYssHmzY1EBsKE7sKEcG8qxoRwbyrCfHA/eJpGAgACtR9A19rtBairwyivAX/4ClJaqtw0ZAixZAnTt6vJT2FCODeXYUI4N5dhQhv3kuLAgkdLyH/6oVtjvvzIz1etOrF8PlJSotw0YACxdqh5XcRNsKMeGcmwox4ZybCjDfnJcWJCI3W7XegRda/T9cnKAlSuBNWuAoiL1tj59gMREoG/faj1Eo2/oBmwox4ZybCjHhjLsJ+eRx1gsX74c9913H4KDgxEZGYmhQ4fi3LlzTvexWCyYMmUKmjdvjqCgIAwfPhyZmZkaTdx4+fOKxiKNtp/JpL68KS5O3VNRVKTumfjsM+DAgWovKoBG3NCN2FCODeXYUI4NZdhPziMXFgcOHMCUKVPwzTffYO/evbDZbBgwYAAKCwsd93nuuefw6aefYvv27Thw4ACMRiOGDRum4dSNk8lk0noEXWt0/QoLgddeUxcUCxeqC4wuXYBdu4BvvgEefhgwGGr0kI2uYR1gQzk2lGNDOTaUYT85XZxu9urVq4iMjMSBAwfQt29f5Ofno0WLFti6dSueeOIJAEBycjJuv/12HD58GD169KjwGCUlJSgpf+021I0nNjaWp5sVKi0thbc3X1FXW42mn8UCbNoELFumHk8BAB07qnstnnhCPY1sLTWahnWIDeXYUI4N5dhQhv3kPHKPxY3y8/MBAM2aNQMAHD9+HDabDf3793fcJz4+Hm3atMHhw4ddPsby5csRGhrqeIuNjQWgvqTKaDTCbrc7LoySlpYGq9WKrKwsmM1m5OXlIScnB8XFxcjIyEBpaanTfW02GzIyMlBUVIScnBzk5uaisLAQmZmZsNlsTvctKyuD0WhEcXExrl27hvz8fBQUFODq1asoKSlxuq+iKEhLS0NJSQmuXr0Kk8kEk8mE7OxsFBcXV3vuoqIil3OXlpZWmNtsNruc2263u5z7/PnzjrnL571x7oKCAuTn5+PatWuVzm2z2ZCZmQmz2Yzc3NwazZ2Xlwez2YysrCxYrdZK587OznY0vL53+bzln3OzucvKylzOXVhYWGHuGxuWz11cXOyY+9KlSzed22KxuJzbaDS6nDsrK6vC3Onp6VXOXdU2m56e7jR3QUFB9ea+dg3Ff/oTytq3B2bMADIzocTFIWf1auD775HWqxespaWOua//Wqvu3JcvX65y7uu32aysLJdfa0aj0eXXWmP4HnH58uU6+x7h6mutIX6PuHLlSp18j6hqbt1/j7hum01NTb3pNlvb7xHVmbuhfI9ITU3V3c8RnvQ94j//+Y/ufo6or+8R1eXxeyzsdjuGDBmCvLw8fPnllwCArVu3Yvz48U57IACge/fueOCBB7BixYoKj8M9FkT1qKwM2LpVvbjdxYvqbTExwPz5wPjxgI+PpuMRERGR+3n8HospU6bg+++/xwcffCB6HD8/P4SEhDi9kVz5Spdqp8H1s9uB7duBzp2BMWPURUVkJLB6NXD+PDBxotsXFQ2uoQbYUI4N5dhQjg1l2E/Oo19INnXqVOzevRsHDx5ETEyM4/aoqChYrVbk5eUhLCzMcXtmZiaioqI0mLTxatmypdYj6FqD6acowO7d6h6J06fV28LDgdmzgalTgcDAOnvqBtNQQ2wox4ZybCjHhjLsJ+eReywURcHUqVPxt7/9Df/+978RFxfn9PFu3brBx8cHn3/+ueO2c+fO4fLly+jZs2d9j9uoZWdnaz2Crum+n6IAe/cCPXqoV8g+fRoIDlZfApWSoi4s6nBRATSAhh6ADeXYUI4N5dhQhv3kPHKPxZQpU7B161bs2rULwcHByMjIAACEhoaiadOmCA0NxYQJE/D888+jWbNmCAkJwbRp09CzZ0+XZ4SiusOXlMnout+hQ8C8ecDBg+r7AQHA9OnArFlA8+b1NoauG3oINpRjQzk2lGNDGfaT88g9FuvXr0d+fj4SEhIQHR3teNu2bZvjPm+88QYee+wxDB8+HH379kVUVBR27typ4dSNk8Vi0XoEXdNlv2PHgIED1YvYHTwI+PqqZ3y6eBFYvrxeFxWATht6GDaUY0M5NpRjQxn2k/PIPRbVOVGVv78/1q5di7Vr19bDRFQZQw0vZkbOdNXvzBlgwQL1YnYA4O0NTJgAvPwy8N/TN2tBVw09FBvKsaEcG8qxoQz7yXnkwoL0w4enDRXRRb/kZPWYifI9hl5ewOjR6iKjXTtNRwN00tDDsaEcG8qxoRwbyrCfnEe+FIr0o7CwUOsRdM2j+6WkAOPGAZ06/W9RMXIkcPYssHmzRywqAA9vqBNsKMeGcmwox4Yy7Cfn8RfIqysmkwmhoaG8QJ6QzWbjCl/AI/ulpgKvvAL85S9Aaal625AhwJIlQNeu2s7mgkc21Bk2lGNDOTaUY0MZ9pPjHgsSycrK0noEXfOofpmZwHPPAR06ABs2qIuKAQOAI0fU4yo8cFEBeFhDnWJDOTaUY0M5NpRhPznuseAeC2rscnKAlSuBNWuAoiL1tj59gMRE9cxPRERERNXAPRYkkpaWpvUIuqZpP5NJfXlTXBzw6qvqoqJ7d+Czz4ADB3SzqOA2KMeGcmwox4ZybCjDfnLcY8E9FiJ2ux1eXlyf1pYm/QoLgbVrgRUr1L0VANClC7B0KTB4MKCz0+1xG5RjQzk2lGNDOTaUYT851iOR8quiU+3Uaz+LRX25U/v2wOzZ6qKiY0f1jE8nT6oHaOtsUQFwG3QHNpRjQzk2lGNDGfaT43UsSCQ8PFzrEXStXvrZbEBSkrpHIjVVvS0uTr02xahR6oXudIzboBwbyrGhHBvKsaEM+8lxjwWJFJUf7Eu1Uqf9ysqALVuA+Hhg0iR1URETA2zcCJw7B4wZo/tFBcBt0B3YUI4N5dhQjg1l2E9O/z9VkKa8G8APplqqk352O7Bjh3pl7ORk9bbISOCll9QFhr+/+59TQ9wG5dhQjg3l2FCODWXYT44FSYQHOcm4tZ+iALt3A/PnA6dPq7eFh6vHU0ydCgQGuu+5PAi3QTk2lGNDOTaUY0MZ9pNjQRKxWCxaj6BrbumnKMDevUCPHuoB2KdPA8HB6jEUKSnqwqKBLioAboPuwIZybCjHhnJsKMN+ctxjQSI8Va+MuN+hQ8C8ecDBg+r7AQHA9OnArFlA8+byAXWA26AcG8qxoRwbyrGhDPvJcY8FiWRnZ2s9gq7Vut+xY8DAgepF7A4eBHx9gRkzgIsXgeXLG82iAuA26A5sKMeGcmwox4Yy7CfHC+TxAnkiiqLAoMNrH3iKGvc7c0Y9KHvXLvV9b29gwgTg5ZeB2Ni6GdLDcRuUY0M5NpRjQzk2lGE/Oe6xIBGj0aj1CLpW7X7JycBTTwFdu6qLCi8vYOxY9bSxGzY02kUFwG3QHdhQjg3l2FCODWXYT457LLjHQoSre5kq+6WkAIsXq9ejsNvV20aOVA/Mjo+vlxk9HbdBOTaUY0M5NpRjQxn2k+MeCxLh6l6m0n6pqcDkycBttwHvvKMuKoYMAU6dAj74gIuK63AblGNDOTaUY0M5NpRhPzmeFYpEIiIitB5B1yr0y8wEXn0VWL8eKClRbxswAFi6FOjevf4H1AFug3JsKMeGcmwox4Yy7CfHPRYkYjKZtB5B1xz9cnKAuXOBdu2A1avVRUWfPsCBA8CePVxU3AS3QTk2lGNDOTaUY0MZ9pPjHgsS8ff313oEXfO3WoElS4BVq4Dyb2jduwOJiUD//gBf61klboNybCjHhnJsKMeGMuwnx4UFidjLDyimmiksBNauReCrrwK5ueptXbqoL3kaPJgLihrgNijHhnJsKMeGcmwow35yXFiQSGlpqdYj6IvFAmzaBCxbBmRmqq9F7NhR3WvxxBPqaWSpRrgNyrGhHBvKsaEcG8qwnxwXFiQSEBCg9Qj6YLMBSUnqHonUVPW2uDhYX3oJvuPGqRe6o1rhNijHhnJsKMeGcmwow35y/PUoieSWv4yHXCsrU69BER8PTJqkLipiYoCNG4Fz55D9y19yUSHEbVCODeXYUI4N5dhQhv3keIE8XiBPxG63w4sv36nIbgd27AAWLFCvmg0AkZHASy+pC4z/HiDGfnJsKMeGcmwox4ZybCjDfnKsRyLp6elaj+BZFAX49FPgnnuAESPURUV4uHptiosXgRkzHIsKgP3cgQ3l2FCODeXYUI4NZdhPjnssuMeC3EFRgH37gHnzgKNH1duCg4EXXgBmzgRCQzUdj4iIiKiucY8FiaSlpWk9gvYOHQISEtQrZB89CgQEAHPmACkpwMKFN11UsJ8cG8qxoRwbyrGhHBvKsJ8c91hwj4WIzWaDj4+P1mNo49gxYP589crYAODrC0yerF5Bu2XLaj1Eo+7nJmwox4ZybCjHhnJsKMN+ctxjQSI5OTlaj1D/zpwBhg5Vr5C9Z496VqdJk4ALF4DVq6u9qAAaaT83Y0M5NpRjQzk2lGNDGfaT43kuSSQwMFDrEepPcjKwaBGwbZv6vpcXMHq0euandu1q9ZCNql8dYUM5NpRjQzk2lGNDGfaT48KCRGw2m9Yj1L2UFGDxYvV6FHa7etvIkeoiIz5e9NCNol8dY0M5NpRjQzk2lGNDGfaT48KCRBr0ITqpqcArrwB/+QtQWqreNmQIsGQJ0LWrW56iQferJ2wox4ZybCjHhnJsKMN+clxYkIj/dddkaDAyM9XrTqxfD5SUqLcNGAAsXaoeV+FGDbJfPWNDOTaUY0M5NpRjQxn2k+PB2yRiMpm0HsF9cnLUMzq1a6cehF1SAvTpAxw4oB6k7eZFBdDA+mmEDeXYUI4N5dhQjg1l2E+Op5vl6WZFSktL4e2t8x1fJpO6kFi1Sv0zoC4iEhOB/v0Bg6HOnrpB9NMYG8qxoRwbyrGhHBvKsJ8c91iQSGZmptYj1F5hIfDaa0BcnHohO5MJ6NIF2LUL+OYb4OGH63RRAei8n4dgQzk2lGNDOTaUY0MZ9pPjHgvusWh8LBZg0yZg2TL1eAoA6NhRPSj7iSfU08gSERERUY3wJygSSUtL03qE6rPZ1AXFrbcCM2aoi4q4OOCdd4DvvwdGjKj3RYWu+nkoNpRjQzk2lGNDOTaUYT857rHgHgsRXbwesawM2LpVve7ExYvqbTExwPz5wPjxgI+PZqPpop+HY0M5NpRjQzk2lGNDGfaT4x4LEsnOztZ6hMrZ7cD27UDnzsCYMeqiIjJSPVD7/Hlg4kRNFxWAh/fTCTaUY0M5NpRjQzk2lGE/OY9cWBw8eBCDBw9Gq1atYDAY8PHHHzt9XFEULFiwANHR0WjatCn69++P8+fPazNsI+eRe3sUBfj0U+Cee9SXNyUnA+Hh6rUpLl5UXwblIeeq9sh+OsOGcmwox4ZybCjHhjLsJ+eRC4vCwkJ07doVa9eudfnx1157DWvWrMGGDRtw5MgRBAYG4pFHHoHFYqnnScmjmisKsHcv0KOHeoXs06eB4GD1JVApKcDs2UBgoNZTOvGofjrFhnJsKMeGcmwox4Yy7CfnkS8ke/TRR/Hoo4+6/JiiKFi9ejXmzZuHxx9/HADw7rvvomXLlvj444/x1FNP1eeojZ6Xp5xB6dAhYN484OBB9f2AAGD6dGDWLKB5c21nuwmP6adjbCjHhnJsKMeGcmwow35yuiuYkpKCjIwM9O/f33FbaGgo7r//fhw+fLjSzyspKYHJZHJ6IznND3I6dgwYOBDo21ddVPj6qi91ungRWL7coxcVgAf0awDYUI4N5dhQjg3l2FCG/eR0t7DIyMgAALRs2dLp9pYtWzo+5sry5csRGhrqeIuNjQWg7vYyGo2w2+2O04ylpaXBarUiKysLZrMZeXl5yMnJQXFxMTIyMlBaWup0X5vNhoyMDBQVFSEnJwe5ubkoLCxEZmYmbDab033LyspgNBpRXFyMa9euIT8/HwUFBbh69SpKSkqc7qsoCtLS0lBSUoKrV686FkTZ2dkoLi6u9txFRUUu5y4tLa0wt9lsdjm33W53OXd6erpj7vJ5b5y7oKAA+fn5uHbtWqVz22w2ZGZmwmw2Izc3t8q5s//9b5QOHqxeIXvPHije3igeMwbWH35A2h/+ALRsWWHu7OxsR8Pre5fPW/74N5u7rKzM5dyFhYUV5r6xYXnv4uJi5OTkIC8vD9euXUNWVhasVqvL3haLxeXcRqPR5dxZWVkV5k5PT69y7qq22fT0dKe5CwoKajR3dnZ2lV9rBQUFTl9r1Z07Jyenyrmv32azsrJcfq0ZjUaXX2uN4XtEbm5unX2PcPW1Vh/fI66fOy8vD2az+abbrPR7RG5ubp18j6hq7ob0PSIvL69OvkdUZ+6G8j0iPz9fdz9HeNL3CKPRWGffI+rq54j6+h5RXR5/ulmDwYC//e1vGDp0KADg66+/Rq9evWA0GhEdHe2434gRI2AwGLBt2zaXj1NSUoKSkhLH+yaTCbGxsTzdrJDVaoWvr2/9PWFysnrMRPm/s5cXMHo0sGAB0K5d/c3hJvXerwFiQzk2lGNDOTaUY0MZ9pPT3R6LqKgoABUvu56Zmen4mCt+fn4ICQlxeiO5q1ev1s8TpaQA48YBnTr9b1ExciRw9iywebMuFxVAPfZrwNhQjg3l2FCODeXYUIb95HS3sIiLi0NUVBQ+//xzx20mkwlHjhxBz549NZyscWrdunXdPkFqKjB5MnDbbeoVsu129YxPp04BH3wAxMfX7fPXsTrv1wiwoRwbyrGhHBvKsaEM+8l55MLCbDbj1KlTOHXqFAD1gO1Tp07h8uXLMBgMmDlzJhITE/HJJ5/gu+++w5gxY9CqVSvHy6Wo/pS/Ns/tMjOB554DOnQANmwASkuBAQOAI0eAXbuArl3r5nnrWZ31a0TYUI4N5dhQjg3l2FCG/eQ88hiL/fv344EHHqhw+9ixY7F582YoioKFCxdi06ZNyMvLQ+/evbFu3Trcdttt1X4Ok8mE0NBQHmMhZLfb3Xt6tpwcYOVKYM0aoKhIva1PHyAxUT3zUwPj9n6NEBvKsaEcG8qxoRwbyrCfnEcuLOoDFxbuYTQa0apVK/kDmUzA6tXAqlXqnwH1jE+JiUD//oDBIH8OD+S2fo0YG8qxoRwbyrGhHBvKsJ8cT9hLIuHh4bIHKCwE1q4FVqxQ91YAQJcuwNKlwODBDXZBUU7cj9jQDdhQjg3l2FCODWXYT477e0iksLCwdp9osagvd2rfHpg9W11UdOyonvHp5En1AO0GvqgABP3IgQ3l2FCODeXYUI4NZdhPjnssSKTG53u22YCkJHWPRGqqeltcnHptilGjgEZ21UueL1uODeXYUI4N5dhQjg1l2E+ucf0UR9opKwO2blUXEBcvqrfFxADz5wPjxwM+PpqOR0REREQyXFiQyPVXM3fJbgd27FCvjJ2crN4WGQm89BIwaRLg71/3Q3qwKvtRldhQjg3l2FCODeXYUIb95LiwIJFKz6ilKMDu3eoeidOn1dvCw9XjKaZOBQID629ID8YzksmxoRwbyrGhHBvKsaEM+8nx4G0Syc7Odr5BUYC9e4EePdQDsE+fBoKD1ZdApaSoCwsuKhwq9KMaY0M5NpRjQzk2lGNDGfaT43UseB0LEUVRYCg/e9OhQ8C8ecDBg+r7AQHA9OnArFlA8+baDenBnPpRrbChHBvKsaEcG8qxoQz7yXGPBYkYjUbg2DFg4ED1ytgHDwK+vsCMGepB2suXc1FxE0ajUesRdI8N5dhQjg3l2FCODWXYT457LLjHovbOnFEPyt61S33f2xuYMAF4+WUgNlbb2YiIiIioXnGPBdVccjLw1FNA167qosLLCxg7Fjh3DtiwgYuKGkhLS9N6BN1jQzk2lGNDOTaUY0MZ9pPjWaGo+lJSgMWLgS1b1NPIAih78kk0WbIEiI/XeDh9ioiI0HoE3WNDOTaUY0M5NpRjQxn2k+MeC6paaioweTJw223AO++oi4ohQ4BTp5Czdi0XFQImk0nrEXSPDeXYUI4N5dhQjg1l2E+OeyyocpmZwKuvAuvXA+UXjRkwAFi6FOjeHQDgX1Cg4YD659/ILxDoDmwox4ZybCjHhnJsKMN+clxYUEU5OcDKlcCaNUBRkXpbnz5AYqJ65qfr2P/7kiiqHfaTY0M5NpRjQzk2lGNDGfaT48KC/sdkAlavBlatUv8MqHsmEhOB/v0BF+d2Li0trd8ZGxj2k2NDOTaUY0M5NpRjQxn2k+PCgoDCQmDtWmDFCnVvBQB06aK+5GnwYJcLinIBAQH1NGTDxH5ybCjHhnJsKMeGcmwow35yPHi7MbNY1Jc7tW8PzJ6tLio6dgS2bQNOnlQP0K7iCpS5ubn1NGzDxH5ybCjHhnJsKMeGcmwow35yvEBeY7xAns0GJCWpeyRSU9Xb4uKARYuAUaPUC91VU1lZGZo0aVI3czYC7CfHhnJsKMeGcmwox4Yy7CfHPRaNSVmZeg2K+Hhg0iR1URETA2zcqF7cbsyYGi0qACAjI6OOhm0c2E+ODeXYUI4N5dhQjg1l2E+Oeywawx4Lux3YsQNYsEC9ajYAREYCL72kLjB4ejUiIiIiEuIei4ZMUYBPPwXuuQcYMUJdVISHq9emuHgRmDFDvKhIS0tz07CNE/vJsaEcG8qxoRwbyrGhDPvJcY9FQ9xjoSjAvn3AvHnA0aPqbcHBwAsvADNnAqGhbnsqm80GHx8ftz1eY8N+cmwox4ZybCjHhnJsKMN+ctxj0dAcOgQk/H979x4U1X2+AfxZrouwoGi4CasYLzRe8IIwRlu1kmDHaDBjNRlE1EwbHUy4GIo2JTQxkaglGqOV2CbGTEOwcVQSMwaRClVbxbpBQ+pdxlsD1EkEwXCRPb8/zri/bryhL3D2uM9nhhn37C77+AzJ8eWc8z0T1Dtkl5cD3boBS5YAVVVAdnaHDhUA8N3N5WnpgbA/OXYoxw7l2KEcO5RjhzLsT473sXhYHD4MZGUBRUXqYw8PYOFCYOlSIDCw0z7Wx8en0763M2B/cuxQjh3KsUM5dijHDmXYnxyPWOjdsWNAfLx6h+yiInVVpxdeAM6cUe+i3YlDBQC0tLR06vd/2LE/OXYoxw7l2KEcO5RjhzLsT45HLPTqxAn1vhNbtqiPXVyAxER15ad+/boshpNeotNh2J8cO5Rjh3LsUI4dyrFDGfYnx8FCb6qqgNdeU+9HYbWq22bNUoeMiIguj2PkUrUi7E+OHcqxQzl2KMcO5dihDPuT46lQenHpknrNxMCBwObN6lAxbRpQUQEUFGgyVADq6lr04NifHDuUY4dy7FCOHcqxQxn2J8flZh19udmaGvW+Exs2AM3N6rYnnwSWLVOvq9AYl2aTYX9y7FCOHcqxQzl2KMcOZdifHI9YOKrvvlNXdOrXT70Iu7kZ+OlPgbIy9SJtBxgqAKC2tlbrCLrG/uTYoRw7lGOHcuxQjh3KsD85HrFwtCMW9fXqIJGbq/4ZUIeIN94AYmMBg0HTeEREREREt8MjFo6isRFYuRIID1dvZFdfDwwbBhQWAgcPAk884ZBDxeXLl7WOoGvsT44dyrFDOXYoxw7l2KEM+5PjEQutj1g0NQEbNwLLl6vXUwDAoEHA668DM2aoy8g6sBs3bsDNjYuLPSj2J8cO5dihHDuUY4dy7FCG/ck59r9aH2atrepAMWAAkJKiDhXh4eqKT5WVwMyZDj9UAMCVK1e0jqBr7E+OHcqxQzl2KMcO5dihDPuT41jW1dragPx89b4T586p20JDgawsYN48QGerEfj5+WkdQdfYnxw7lGOHcuxQjh3KsUMZ9ifn+L8Sf1hYrcCnnwJDhgBz5qhDRUCAeqH26dPAr3+tu6ECAH744QetI+ga+5Njh3LsUI4dyrFDOXYow/7keMSisykKsHOnekTi6FF1W48eQGYmsGgR4O2tbT4hFx2cruXI2J8cO5Rjh3LsUI4dyrFDGfYnx8GisygKsGcP8LvfAeXl6jaTCVi8GEhNBR6Sw228yEmG/cmxQzl2KMcO5dihHDuUYX9yHM06w759wIQJ6h2yy8uBbt2AJUuAqip1KdmHZKgAgOvXr2sdQdfYnxw7lGOHcuxQjh3KsUMZ9ifH0awjHT6snvJUVKQ+9vAAFi5U76AdGKhttk7SvXt3rSPoGvuTY4dy7FCOHcqxQzl2KMP+5HjEoiMcOwbEx6t3yC4qAtzcgBdeAM6cUS/OfkiHCgD473//q3UEXWN/cuxQjh3KsUM5dijHDmXYnxxvkCe5Qd6JE+qysVu2qI9dXIDERODVV4F+/TosKxERERGRo+MRiwdRVQXMnQsMHvz/Q8WsWcA33wAffuhUQ8Xly5e1jqBr7E+OHcqxQzl2KMcO5dihDPuT0/VgsX79evTt2xdGoxExMTEov7n6Ume5dEm9ZmLgQPUO2VYrMG0aUFEBFBQAERGd+/kOKDg4WOsIusb+5NihHDuUY4dy7FCOHcqwPzndDhZbtmxBeno6srOzYbFYEBkZibi4ONTW1nb8h9XUAGlpQP/+QF4ecOOGuuLToUNAYSEQGdnxn6kT1dXVWkfQNfYnxw7l2KEcO5Rjh3LsUIb9yen2GouYmBiMHj0a69atAwBYrVaEhYXhxRdfxJIlS255fXNzM5qbm22P6+rqYDabcfHixTtfY/Hdd8DateowcfNujGPGqCs/jR3b4X8nPWpqaoLRaNQ6hm6xPzl2KMcO5dihHDuUY4cy7O/uTCYTDAbDXV+jy8GipaUF3bp1w9atWxEfH2/bnpSUhKtXr6KwsPCW9/z+97/Ha6+91oUpiYiIiIgeDu1Z8EiX97G4cuUK2traEPijZVwDAwNx4sSJ275n6dKlSE9Ptz2+evUq+vTpgwsXLsDvIbphXVeqr69HWFjY3Y/60B2xPzl2KMcO5dihHDuUY4cy7O/eTCbTPV+jy8HiQXh6esLT0/OW7X5+fvwBEvL19WWHAuxPjh3KsUM5dijHDuXYoQz7k9Hlxdu9evWCq6srampq7LbX1NQgKChIo1RERERERM5Ll4OFh4cHRo0ahZKSEts2q9WKkpISjBkzRsNkRERERETOSbenQqWnpyMpKQlRUVGIjo7GmjVr0NjYiHnz5rXr/Z6ensjOzr7t6VHUPuxQhv3JsUM5dijHDuXYoRw7lGF/HUOXq0LdtG7dOqxatQrV1dUYPnw41q5di5iYGK1jERERERE5HV0PFkRERERE5Bh0eY0FERERERE5Fg4WREREREQkxsGCiIiIiIjEOFgQEREREZGYUw4W69evR9++fWE0GhETE4Py8nKtI+lGTk4ORo8eDZPJhICAAMTHx+PkyZNax9K1t956CwaDAampqVpH0ZXLly9j9uzZ6NmzJ7y8vDB06FD861//0jqWbrS1tSErKwvh4eHw8vLCo48+imXLloHredzZ3//+d0ydOhUhISEwGAzYsWOH3fOKouDVV19FcHAwvLy8EBsbi9OnT2sT1gHdrb/W1lZkZmZi6NCh8Pb2RkhICObMmYP//Oc/2gV2QPf6GfxfCxYsgMFgwJo1a7osnx60p8Pjx49j2rRp8PPzg7e3N0aPHo0LFy50fVgdcrrBYsuWLUhPT0d2djYsFgsiIyMRFxeH2tparaPpQllZGZKTk3Hw4EEUFxejtbUVTz75JBobG7WOpkuHDx/Ge++9h2HDhmkdRVe+//57jB07Fu7u7ti1axf+/e9/Izc3Fz169NA6mm6sWLECGzZswLp163D8+HGsWLECK1euxLvvvqt1NIfV2NiIyMhIrF+//rbPr1y5EmvXrkVeXh4OHToEb29vxMXFoampqYuTOqa79Xf9+nVYLBZkZWXBYrFg27ZtOHnyJKZNm6ZBUsd1r5/Bm7Zv346DBw8iJCSki5Lpx706PHv2LMaNG4eIiAiUlpbi2LFjyMrKgtFo7OKkOqU4mejoaCU5Odn2uK2tTQkJCVFycnI0TKVftbW1CgClrKxM6yi6c+3aNWXAgAFKcXGxMn78eCUlJUXrSLqRmZmpjBs3TusYujZlyhRl/vz5dtueeeYZJSEhQaNE+gJA2b59u+2x1WpVgoKClFWrVtm2Xb16VfH09FQ++eQTDRI6th/3dzvl5eUKAOX8+fNdE0pn7tThpUuXlN69eyuVlZVKnz59lNWrV3d5Nr24XYezZs1SZs+erU2gh4BTHbFoaWnBkSNHEBsba9vm4uKC2NhY/POf/9QwmX7V1dUBAPz9/TVOoj/JycmYMmWK3c8jtc9nn32GqKgo/PKXv0RAQABGjBiBP/3pT1rH0pXHH38cJSUlOHXqFADg6NGj2L9/P37xi19onEyfqqqqUF1dbfffs5+fH2JiYrh/eUB1dXUwGAzo3r271lF0w2q1IjExERkZGRg8eLDWcXTHarXiiy++wMCBAxEXF4eAgADExMTc9ZQzsudUg8WVK1fQ1taGwMBAu+2BgYGorq7WKJV+Wa1WpKamYuzYsRgyZIjWcXSloKAAFosFOTk5WkfRpXPnzmHDhg0YMGAAioqKsHDhQrz00kvYvHmz1tF0Y8mSJXj22WcREREBd3d3jBgxAqmpqUhISNA6mi7d3Idw/9IxmpqakJmZieeeew6+vr5ax9GNFStWwM3NDS+99JLWUXSptrYWDQ0NeOuttzB58mTs3r0b06dPxzPPPIOysjKt4+mCm9YBSL+Sk5NRWVmJ/fv3ax1FVy5evIiUlBQUFxfznM0HZLVaERUVheXLlwMARowYgcrKSuTl5SEpKUnjdPrw17/+FR9//DHy8/MxePBgVFRUIDU1FSEhIeyQNNXa2oqZM2dCURRs2LBB6zi6ceTIEbzzzjuwWCwwGAxax9Elq9UKAHj66aeRlpYGABg+fDj+8Y9/IC8vD+PHj9cyni441RGLXr16wdXVFTU1NXbba2pqEBQUpFEqfVq0aBF27tyJvXv3IjQ0VOs4unLkyBHU1tZi5MiRcHNzg5ubG8rKyrB27Vq4ubmhra1N64gOLzg4GI899pjdtp/85CdcteM+ZGRk2I5aDB06FImJiUhLS+NRtAd0cx/C/YvMzaHi/PnzKC4u5tGK+7Bv3z7U1tbCbDbb9i3nz5/H4sWL0bdvX63j6UKvXr3g5ubG/YuAUw0WHh4eGDVqFEpKSmzbrFYrSkpKMGbMGA2T6YeiKFi0aBG2b9+Ov/3tbwgPD9c6ku5MmjQJX3/9NSoqKmxfUVFRSEhIQEVFBVxdXbWO6PDGjh17yzLHp06dQp8+fTRKpD/Xr1+Hi4v9LsDV1dX2Gzu6P+Hh4QgKCrLbv9TX1+PQoUPcv7TTzaHi9OnT2LNnD3r27Kl1JF1JTEzEsWPH7PYtISEhyMjIQFFRkdbxdMHDwwOjR4/m/kXA6U6FSk9PR1JSEqKiohAdHY01a9agsbER8+bN0zqaLiQnJyM/Px+FhYUwmUy2c4f9/Pzg5eWlcTp9MJlMt1yT4u3tjZ49e/JalXZKS0vD448/juXLl2PmzJkoLy/Hxo0bsXHjRq2j6cbUqVPx5ptvwmw2Y/Dgwfjqq6/w9ttvY/78+VpHc1gNDQ04c+aM7XFVVRUqKirg7+8Ps9mM1NRUvPHGGxgwYADCw8ORlZWFkJAQxMfHaxfagdytv+DgYMyYMQMWiwU7d+5EW1ubbf/i7+8PDw8PrWI7lHv9DP54GHN3d0dQUBAGDRrU1VEd1r06zMjIwKxZs/Czn/0MEydOxJdffonPP/8cpaWl2oXWE62XpdLCu+++q5jNZsXDw0OJjo5WDh48qHUk3QBw269NmzZpHU3XuNzs/fv888+VIUOGKJ6enkpERISyceNGrSPpSn19vZKSkqKYzWbFaDQq/fr1U1555RWlublZ62gOa+/evbf9/19SUpKiKOqSs1lZWUpgYKDi6empTJo0STl58qS2oR3I3fqrqqq64/5l7969Wkd3GPf6GfwxLjd7q/Z0+P777yv9+/dXjEajEhkZqezYsUO7wDpjUBTeZpWIiIiIiGSc6hoLIiIiIiLqHBwsiIiIiIhIjIMFERERERGJcbAgIiIiIiIxDhZERERERCTGwYKIiIiIiMQ4WBARERERkRgHCyIiIiIiEuNgQUREREREYhwsiIjI6U2fPh09evTAjBkztI5CRKRbHCyIiMjppaSk4KOPPtI6BhGRrnGwICIihzBhwgQYDAYYDAZUVFR0+WebTKbbPjd37lxbrh07dnRpLiIiPeFgQUTkZG7+Q3nBggW3PJecnAyDwYC5c+d2fTAAv/rVr/Dtt99iyJAhANSs8fHxdq/ZunUrjEYjcnNzuyTTO++8g2+//bZLPouISM/ctA5ARERdLywsDAUFBVi9ejW8vLwAAE1NTcjPz4fZbNYsV7du3RAUFHTH5//85z8jOTkZeXl5mDdvXru/7/Dhw3Hjxo1btu/evRshISF3fa+fnx/8/Pza/VlERM6KRyyIiJzQyJEjERYWhm3bttm2bdu2DWazGSNGjLBts1qtyMnJQXh4OLy8vBAZGYmtW7fafa/GxkbMmTMHPj4+CA4ORm5uLiZMmIDU1NQOzbxy5Uq8+OKLKCgosBsqrl27hoSEBHh7eyM4OBirV6++5fMrKipQWVl5y9e9hgoiImo/DhZERE5q/vz52LRpk+3xBx98cMtRgJycHHz00UfIy8vDN998g7S0NMyePRtlZWW212RkZKCsrAyFhYXYvXs3SktLYbFYOjRrZmYmli1bhp07d2L69Ol2z6Wnp+PAgQP47LPPUFxcjH379nX45xMR0b3xVCgiIic1e/ZsLF26FOfPnwcAHDhwAAUFBSgtLQUANDc3Y/ny5dizZw/GjBkDAOjXrx/279+P9957D+PHj0dDQwPef/99/OUvf8GkSZMAAJs3b0ZoaGiH5dy1axcKCwtRUlKCn//853bPXbt2DZs3b0Z+fr7t8zdt2nTfRyJiY2Nx9OhRNDY2IjQ0FJ9++qnt70xERO3DwYKIyEk98sgjmDJlCj788EMoioIpU6agV69etufPnDmD69ev44knnrB7X0tLi+10qbNnz6KlpQUxMTG25/39/TFo0KAOyzls2DBcuXIF2dnZiI6Oho+Pj+25c+fOobW1FdHR0bZtfn5+9/35e/bs6bC8RETOioMFEZETmz9/PhYtWgQAWL9+vd1zDQ0NAIAvvvgCvXv3tnvO09OzawIC6N27N7Zu3YqJEydi8uTJ2LVr1x2XhiUiIu3wGgsiIic2efJktLS0oLW1FXFxcXbPPfbYY/D09MSFCxfQv39/u6+wsDAAwKOPPgp3d3ccOnTI9r7vv/8ep06d6tCcffr0QVlZGaqrqzF58mRcu3YNgHpqlru7Ow4fPmx7bV1dXYd/PhER3RuPWBAROTFXV1ccP37c9uf/ZTKZ8PLLLyMtLQ1WqxXjxo1DXV0dDhw4AF9fXyQlJcHHxwfPP/88MjIy0LNnTwQEBOCVV16Bi0vH/94qLCwMpaWlmDhxIuLi4vDll1/acmRkZMDf3x8BAQHIzs6Gi4sLDAZDh2cgIqI742BBROTkfH197/jcsmXL8MgjjyAnJwfnzp1D9+7dMXLkSPz2t7+1vWbVqlVoaGjA1KlTYTKZsHjxYtTV1XVK1tDQULvhoqioCG+//TYWLFiAp556Cr6+vvjNb36Dixcvwmg0dkoGIiK6PYOiKIrWIYiI6OEyYcIEDB8+HGvWrOnU99xOY2MjevfujdzcXDz//POi7/W/DAYDtm/ffsudwImISMVrLIiIyGH88Y9/hI+PD77++ut2v+err77CJ598grNnz8JisSAhIQEA8PTTT3dIpgULFtitREVERLfHU6GIiMghfPzxx/jhhx8AAGaz+b7e+4c//AEnT56Eh4cHRo0ahX379tktnSvx+uuv4+WXXwYABAcHd8j3JCJ6GPFUKCIiIiIiEuOpUEREREREJMbBgoiIiIiIxDhYEBERERGRGAcLIiIiIiIS42BBRERERERiHCyIiIiIiEiMgwUREREREYlxsCAiIiIiIjEOFkREREREJMbBgoiIiIiIxDhYEBERERGRGAcLIiIiIiIS+z/CjxrIORvEWgAAAABJRU5ErkJggg==", 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", 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" ] @@ -1732,7 +1531,6 @@ } ], "source": [ - "# Fit\n", "SCALA = 10\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", @@ -1763,7 +1561,7 @@ "sns.despine(ax=ax)\n", "ax.set_xlabel(r\"Meq [Kg$^{-1}$]\")\n", "ax.set_ylabel(r\"$\\omega^2$ [s$^{-2}$]\")\n", - "ax.set_title(\"Fit lineare — Molla 1 (cronometro)\")\n", + "ax.set_title(\"Fit lineare — Molla 2 (cronometro)\")\n", "ax.legend(fontsize=9)\n", "ax.grid(True, linestyle=':', linewidth=0.5, alpha=0.7)\n", "\n", @@ -1773,13 +1571,37 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 318, + "id": "2fb7140a", + "metadata": {}, + "outputs": [], + "source": [ + "# Residui\n", + "\n", + "dfSonar[\"Rc\"] = r_fn(\n", + " dfSonar[\"Meq\"],\n", + " dfSonar[\"Omega2t\"],\n", + " ACr,\n", + " BCr\n", + ")\n", + "\n", + "dfSonar[\"uRc\"] = sigma_r_fn(\n", + " dfSonar[\"Meq\"], dfSonar[\"Omega2t\"],\n", + " ACr, BCr,\n", + " dfSonar[\"uMeq\"], dfSonar[\"uOmega2t\"],\n", + " uACr, uBCr, covABCr\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 319, "id": "b44b497b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1789,7 +1611,6 @@ } ], "source": [ - "# Grafico Residui\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "# Residui con barre d'errore\n", @@ -1818,15 +1639,15 @@ }, { "cell_type": "markdown", - "id": "b5ca1727", + "id": "255e0632", "metadata": {}, "source": [ - "# Raccolta finale di tutti i dati" + "# Raccolta finale dati" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 320, "id": "e87e24b7", "metadata": {}, "outputs": [ @@ -1841,46 +1662,43 @@ "chi² = 4.3252\n", "GdL = 4\n", "P(chi², ∞)= 0.1150\n", - "[AC-2uAC; AC+2uAC] = [3.1942; 3.2076]\n", "\n", - "Sonar caso statico corretto\n", - "AS = 3.2390 ± 0.0076\n", - "BS = 2043.7514 ± 2.5703\n", - "cov_ABS = 0.018946\n", - "chi² = 0.9520\n", - "GdL = 5\n", - "P(chi², ∞)= 0.8129\n", - "[AS-2uAS; AS+2uAS] = [3.2238; 3.2542]\n", - "\n", - "Sonar caso statico non corretto\n", + "Sonar statico senza correzione\n", "AS = 3.2192 ± 0.0027\n", "BS = 2042.5203 ± 1.0326\n", "cov_ABS = 0.002760\n", "chi² = 9.0319\n", "GdL = 5\n", "P(chi², ∞)= 0.0289\n", - "[AS-2uAS; AS+2uAS] = [3.2138; 3.2247]\n", "\n", - "Sonar caso Dinamico\n", - "AD = 3.5059 ± 0.0010\n", - "BD = -1.1685 ± 0.0099\n", - "cov_ABD = -0.000009\n", - "chi² = 3294.6334\n", + "Sonar statico con correzione\n", + "AS = 3.2390 ± 0.0076\n", + "BS = 2043.7514 ± 2.5703\n", + "cov_ABS = 0.018946\n", + "chi² = 0.9520\n", "GdL = 5\n", - "P(chi², ∞)= 0.0000\n", - "[AD-2uAD; AD+2uAD] = [3.5040; 3.5079]\n", + "P(chi², ∞)= 0.8129\n", + "\n", + "Sonar dinamico\n", + "AD = 3.1496 ± 0.0009\n", + "BD = 0.7065 ± 0.0094\n", + "cov_ABD = -0.000008\n", + "chi² = 15.1284\n", + "GdL = 5\n", + "P(chi², ∞)= 0.0017\n", "\n", "Cronometro\n", - "ACr = 3.8380 ± 0.0526\n", - "BCr = -1.0200 ± 0.5757\n", - "cov_ABCr = -0.029589\n", - "chi² = 2.0359\n", - "P(chi², ∞)= 0.5650\n", - "[ACr-2uACr; ACr+2uACr] = [3.7328; 3.9432]\n" + "ACr = 3.4239 ± 0.0469\n", + "BCr = 1.3116 ± 0.5445\n", + "cov_ABCr = -0.024903\n", + "chi² = 3.1950\n", + "P(chi², ∞)= 0.3625\n" ] } ], "source": [ + "# Stampa regressioni\n", + "\n", "print(\"Calibro\")\n", "print(f\"AC = {AC:.4f} ± {uAC:.4f}\")\n", "print(f\"BC = {BC:.4f} ± {uBC:.4f}\")\n", @@ -1888,53 +1706,56 @@ "print(f\"chi² = {chiC:.4f}\")\n", "print(f\"GdL = {len(dfCalibro)}\")\n", "print(f\"P(chi², ∞)= {PC:.4f}\")\n", - "print(f\"[AC-2uAC; AC+2uAC] = [{AC - 2*uAC:.4f}; {AC + 2*uAC:.4f}]\")\n", "\n", - "print(\"\\nSonar caso statico corretto\")\n", - "print(f\"AS = {AS2:.4f} ± {uAS2:.4f}\")\n", - "print(f\"BS = {BS2:.4f} ± {uBS2:.4f}\")\n", - "print(f\"cov_ABS = {covABS2:.6f}\")\n", - "print(f\"chi² = {chiS2:.4f}\")\n", - "print(f\"GdL = {len(dfSonar)}\")\n", - "print(f\"P(chi², ∞)= {PS2:.4f}\")\n", - "print(f\"[AS-2uAS; AS+2uAS] = [{AS2 - 2*uAS2:.4f}; {AS2 + 2*uAS2:.4f}]\")\n", - "\n", - "print(\"\\nSonar caso statico non corretto\")\n", + "print(\"\\nSonar statico senza correzione\")\n", "print(f\"AS = {AS:.4f} ± {uAS:.4f}\")\n", "print(f\"BS = {BS:.4f} ± {uBS:.4f}\")\n", "print(f\"cov_ABS = {covABS:.6f}\")\n", "print(f\"chi² = {chiS:.4f}\")\n", "print(f\"GdL = {len(dfSonar)}\")\n", "print(f\"P(chi², ∞)= {PS:.4f}\")\n", - "print(f\"[AS-2uAS; AS+2uAS] = [{AS - 2*uAS:.4f}; {AS + 2*uAS:.4f}]\")\n", "\n", - "print(\"\\nSonar caso Dinamico\")\n", + "print(\"\\nSonar statico con correzione\")\n", + "print(f\"AS = {AS2:.4f} ± {uAS2:.4f}\")\n", + "print(f\"BS = {BS2:.4f} ± {uBS2:.4f}\")\n", + "print(f\"cov_ABS = {covABS2:.6f}\")\n", + "print(f\"chi² = {chiS2:.4f}\")\n", + "print(f\"GdL = {len(dfSonar)}\")\n", + "print(f\"P(chi², ∞)= {PS2:.4f}\")\n", + "\n", + "print(\"\\nSonar dinamico\")\n", "print(f\"AD = {AD:.4f} ± {uAD:.4f}\")\n", "print(f\"BD = {BD:.4f} ± {uBD:.4f}\")\n", "print(f\"cov_ABD = {covABD:.6f}\")\n", "print(f\"chi² = {chiD:.4f}\")\n", "print(f\"GdL = {len(dfSonar)}\")\n", "print(f\"P(chi², ∞)= {PD:.4f}\")\n", - "print(f\"[AD-2uAD; AD+2uAD] = [{AD - 2*uAD:.4f}; {AD + 2*uAD:.4f}]\")\n", "\n", "print(\"\\nCronometro\")\n", "print(f\"ACr = {ACr:.4f} ± {uACr:.4f}\")\n", "print(f\"BCr = {BCr:.4f} ± {uBCr:.4f}\")\n", "print(f\"cov_ABCr = {covABCr:.6f}\")\n", "print(f\"chi² = {chiCr:.4f}\")\n", - "print(f\"P(chi², ∞)= {PCr:.4f}\")\n", - "print(f\"[ACr-2uACr; ACr+2uACr] = [{ACr - 2*uACr:.4f}; {ACr + 2*uACr:.4f}]\")" + "print(f\"P(chi², ∞)= {PCr:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "c9fc6bca", + "metadata": {}, + "source": [ + "# Compatibilità" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 321, "id": "0bc96952", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1949,8 +1770,8 @@ "# Parametri gaussiane\n", "# (media, deviazione standard, colore, nome)\n", "gaussiane = [\n", - " # (AC, uAC, 1, 'calibro'),\n", - " # (AS2, uAS2, 2, 'sonar statico'),\n", + " (AC, uAC, 1, 'calibro'),\n", + " (AS2, uAS2, 2, 'sonar statico'),\n", " (AD, uAD, 4, 'sonar dinamico'),\n", " (ACr, uACr, 8, 'cronometro')\n", "]\n", @@ -1995,11 +1816,49 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 322, + "id": "da18d444", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Compatibilità calibro e sonar statico:\n", + "k = 4.59\n", + "\n", + "Compatibilità cronometro e sonar dinamico:\n", + "k = 5.84\n", + "\n", + "Dati statici e dinamici sono visibilmente incompatibili\n" + ] + } + ], + "source": [ + "# Fattori di compatibilità\n", + "\n", + "def print_k(x1, u1, x2, u2):\n", + " k = abs(x1-x2) / np.sqrt(u1**2 + u2**2)\n", + " print(f\"k = {k:.2f}\\n\")\n", + "\n", + "print(\"Compatibilità calibro e sonar statico:\")\n", + "print_k(AC, uAC, AS2, uAS2)\n", + "\n", + "print(\"Compatibilità cronometro e sonar dinamico:\")\n", + "print_k(ACr, uACr, AD, uAD)\n", + "\n", + "print(\"Dati statici e dinamici sono visibilmente incompatibili\")" + ] + }, + { + "cell_type": "code", + "execution_count": 323, "id": "d4af85a1", "metadata": {}, "outputs": [], "source": [ + "# Compatibilità con t di Student\n", + "\n", "def p_t_student_compatibilita(x, ux, gx, y, uy, gy):\n", " GdL = gx + gy - 2\n", " s2 = ( (gx - 1) * ux**2 + (gy - 1) * uy**2 ) / GdL\n", @@ -2011,7 +1870,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 324, "id": "57de948b", "metadata": {}, "outputs": [ @@ -2046,38 +1905,37 @@ "Compatibilità: Calibro vs Sonar dinamico\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 159.7965 0.0000\n", - "2σ 79.8982 0.0000\n", - "3σ 53.2655 0.0000\n", + "1σ 27.2492 0.0001\n", + "2σ 13.6246 0.0009\n", + "3σ 9.0831 0.0028\n", "\n", "\n", "Compatibilità: Calibro corretto vs Sonar dinamico\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 273.1973 0.0000\n", - "2σ 136.5986 0.0001\n", - "3σ 91.0658 0.0001\n", + "1σ 49.5399 0.0004\n", + "2σ 24.7699 0.0016\n", + "3σ 16.5133 0.0036\n", "\n", "\n", "Compatibilità: Sonar Dinamico vs Sonar statico\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 171.4131 0.0000\n", - "2σ 85.7065 0.0000\n", - "3σ 57.1377 0.0000\n", + "1σ 42.0850 0.0000\n", + "2σ 21.0425 0.0000\n", + "3σ 14.0283 0.0001\n", "\n", "\n", "Compatibilità: Sonar Dinamico vs cronometro\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 10.9307 0.0004\n", - "2σ 5.4654 0.0055\n", - "3σ 3.6436 0.0219\n" + "1σ 10.1203 0.0005\n", + "2σ 5.0601 0.0072\n", + "3σ 3.3734 0.0280\n" ] } ], "source": [ - "# Ringraziate Cloude per questo incredibile print\n", "print(\"Compatibilità: Calibro vs Sonar statico\")\n", "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n", "print(\"-\" * 30)\n",