diff --git a/mollaDefinitiva/molla-1/molla1.ipynb b/mollaDefinitiva/molla-1/molla1.ipynb index ecd3c30..a2a0c3d 100644 --- a/mollaDefinitiva/molla-1/molla1.ipynb +++ b/mollaDefinitiva/molla-1/molla1.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 260, + "execution_count": 98, "id": "3a34cc3f", "metadata": {}, "outputs": [], @@ -52,12 +52,13 @@ }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 99, "id": "1e2fabea", "metadata": {}, "outputs": [], "source": [ "# Funzioni criterio di Chauvenet\n", + "\n", "# Probabilità\n", "def p_t_student(valori, err_strumentale):\n", " n = len(valori)\n", @@ -104,11 +105,11 @@ "def stats_riga(valori_raw, err_strumentale):\n", " # caso 0\n", " if len(valori_raw) == 0:\n", - " return {\"media\": np.nan, \"u\": np.nan, \"n\": 0, \"rimossi\": []}\n", + " return {\"media\": np.nan, \"u_strum\": err_strumentale, \"u_stat\": np.nan, \"u\": np.nan, \"n\": 0, \"rimossi\": []}\n", "\n", " # caso 1\n", " if len(valori_raw) == 1:\n", - " return {\"media\": valori_raw[0], \"u\": err_strumentale, \"n\": 1, \"rimossi\": []}\n", + " return {\"media\": valori_raw[0], \"u_strum\": err_strumentale, \"u_stat\": np.nan, \"u\": np.nan, \"n\": 1, \"rimossi\": []}\n", "\n", " # caso n>1\n", " puliti, rimossi = rimuovi_outlier(valori_raw, err_strumentale)\n", @@ -118,29 +119,52 @@ " s = puliti.std(ddof=1)\n", " n = len(puliti)\n", " s = s / np.sqrt(n)\n", - " s = np.sqrt(s**2 + err_strumentale**2)\n", + " u = np.sqrt(s**2 + err_strumentale**2)\n", "\n", - " return {\"media\": media, \"u\": s, \"n\": n, \"rimossi\": rimossi}\n", - "\n", - "# Calcola la statistica con Criterio di Chauvenet\n", - "def calcola_stats(df, prefix, err_strumentale):\n", - " cols = [col for col in df.columns if col.startswith(prefix)]\n", - "\n", - " for i, row in df.iterrows():\n", - " valori = row[cols].dropna().values.astype(float)\n", - " ans = stats_riga(valori, err_strumentale)\n", - "\n", - " df.at[i, prefix] = ans[\"media\"]\n", - " df.at[i, f\"u{prefix}\"] = ans[\"u\"]\n", - " df.at[i, f\"n{prefix}\"] = int(ans[\"n\"])\n", - " df.at[i, f\"out{prefix}\"] = str(ans[\"rimossi\"])\n", - "\n", - " return df\n" + " return {\"media\": media, \"u_strum\": err_strumentale, \"u_stat\": s, \"u\": u, \"n\": n, \"rimossi\": rimossi}" ] }, { "cell_type": "code", - "execution_count": 262, + "execution_count": 100, + "id": "5f29a38d", + "metadata": {}, + "outputs": [], + "source": [ + "# Accessor: aggiunta metodi ai df\n", + "\n", + "# Nasconde specificamente l'avviso di sovrascrittura dell'accessor\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\", message=\"registration of accessor\")\n", + "\n", + "@pd.api.extensions.register_dataframe_accessor(\"acc\")\n", + "\n", + "class Miei_Metodi:\n", + "\n", + " def __init__(self, pandas_obj):\n", + " self._df = pandas_obj\n", + " \n", + " # Calcola la statistica con Criterio di Chauvenet\n", + " def calcola_stats(self, df, prefix, err_strumentale):\n", + " cols = [col for col in df.columns if col.startswith(prefix)]\n", + "\n", + " for i, row in df.iterrows():\n", + " valori = row[cols].dropna().values.astype(float)\n", + " ans = stats_riga(valori, err_strumentale)\n", + "\n", + " self._df.at[i, prefix] = ans[\"media\"]\n", + " self._df.at[i, f\"u{prefix}_strum\"] = ans[\"u_strum\"]\n", + " self._df.at[i, f\"u{prefix}_stat\"] = ans[\"u_stat\"]\n", + " self._df.at[i, f\"u{prefix}\"] = ans[\"u\"]\n", + " self._df.at[i, f\"n{prefix}\"] = int(ans[\"n\"])\n", + " self._df.at[i, f\"out{prefix}\"] = str(ans[\"rimossi\"])\n", + "\n", + " return self._df" + ] + }, + { + "cell_type": "code", + "execution_count": 101, "id": "a5ff5ff5", "metadata": {}, "outputs": [ @@ -184,22 +208,23 @@ }, { "cell_type": "code", - "execution_count": 263, + "execution_count": 102, "id": "e649eddc", "metadata": {}, "outputs": [], "source": [ "# Import dati, analisi statistica medie e ricerca outlier\n", "\n", - "dfCalibro = pd.read_csv(r'molla1Calibro.csv')\n", + "dfCalibro_raw = pd.read_csv(r'molla1Calibro.csv')\n", "\n", "# Costanti strumentali\n", "ERR_CALIBRO = 0.02 / np.sqrt(24)\n", "ERR_BILANCIA = 0.01 / np.sqrt(12)\n", "\n", "# Chauvenet e poi statistica di base\n", - "dfCalibro = calcola_stats(dfCalibro, \"dx\", ERR_CALIBRO)\n", - "dfCalibro = calcola_stats(dfCalibro, \"m\", ERR_BILANCIA)\n", + "dfCalibro = pd.DataFrame()\n", + "dfCalibro = dfCalibro.acc.calcola_stats(dfCalibro_raw, \"dx\", ERR_CALIBRO)\n", + "dfCalibro = dfCalibro.acc.calcola_stats(dfCalibro_raw, \"m\", ERR_BILANCIA)\n", "\n", "# Aggiunta delle forze\n", "dfCalibro[\"F\"] = F_fn(dfCalibro[\"m\"], G)\n", @@ -208,14 +233,14 @@ }, { "cell_type": "code", - "execution_count": 264, + "execution_count": 103, "id": "42ff21d6", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "960aa9065c084071b0b24391d679b814", + "model_id": "f8c7a38853e24240b3b315ce0a53d3ac", "version_major": 2, "version_minor": 0 }, @@ -245,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 265, + "execution_count": 104, "id": "0500f913", "metadata": {}, "outputs": [], @@ -303,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 266, + "execution_count": 105, "id": "5d7ca0a0", "metadata": {}, "outputs": [ @@ -360,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 106, "id": "cd68b201", "metadata": {}, "outputs": [ @@ -391,13 +416,13 @@ }, { "cell_type": "code", - "execution_count": 268, + "execution_count": 141, "id": "68eb66dc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -409,7 +434,7 @@ "source": [ "# Plot regressione lineare\n", "\n", - "SCALA = 10\n", + "SCALA = 50\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "x_data = -dfCalibro[\"dx\"]\n", @@ -428,8 +453,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AC:.3f}\\\\pm{uAC:.3f}$\\n\"\n", - " f\" $B={BC:.2f}\\\\pm{uBC:.2f}$\\n\"\n", + " label=f\"$A={AC:.3f}\\\\pm{uAC:.3f}$\\n\"\n", + " f\"$B={BC:.1f}\\\\pm{uBC:.1f}$\\n\"\n", + " f\"$P(chi², ∞)= {PC:.4f}$\\n\"\n", ")\n", "\n", "sns.despine(ax=ax)\n", @@ -445,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 269, + "execution_count": 108, "id": "f98a3612", "metadata": {}, "outputs": [], @@ -469,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 270, + "execution_count": 109, "id": "831a4ac6", "metadata": {}, "outputs": [ @@ -524,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 271, + "execution_count": 110, "id": "a345ce91", "metadata": {}, "outputs": [ @@ -544,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 272, + "execution_count": 111, "id": "4d8e0c76", "metadata": {}, "outputs": [ @@ -578,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 273, + "execution_count": 112, "id": "d75d9912", "metadata": {}, "outputs": [ @@ -632,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 113, "id": "26c5dc3c", "metadata": {}, "outputs": [], @@ -655,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 114, "id": "278a5713", "metadata": {}, "outputs": [ @@ -723,30 +749,31 @@ "source": [ "### Import dei dati, medie e incertezze\n", "- masse trattate come prima\n", - "- $\\omega$, c trattati con semidispersione" + "- incertezza $\\omega$ e c da max{ semidispersione, errore software } (errore di risoluzione trascurabile)" ] }, { "cell_type": "code", - "execution_count": 276, + "execution_count": 115, "id": "d6195b96", "metadata": {}, "outputs": [], "source": [ - "dfSonar = pd.read_csv(r'molla1Sonar.csv')\n", + "dfSonar_raw = pd.read_csv(r'molla1Sonar.csv')\n", "\n", "# Bilancia trattata esattamente come prima\n", - "dfSonar = calcola_stats(dfSonar, \"m\", ERR_BILANCIA)\n", + "dfSonar = pd.DataFrame()\n", + "dfSonar = dfSonar.acc.calcola_stats(dfSonar_raw, \"m\", ERR_BILANCIA)\n", "\n", "# Semidispersioni su w e uw\n", - "dfSonar['w'] = (dfSonar['w1'] + dfSonar['w2']) / 2\n", - "dfSonar['uw'] = np.maximum((dfSonar['w1'] - dfSonar['w2']).abs() / 2,\n", - " np.sqrt(dfSonar['uw1']**2 + dfSonar['uw2']**2))\n", + "dfSonar['w'] = (dfSonar_raw['w1'] + dfSonar_raw['w2']) / 2\n", + "dfSonar['uw'] = np.maximum((dfSonar_raw['w1'] - dfSonar_raw['w2']).abs() / 2,\n", + " np.sqrt(dfSonar_raw['uw1']**2 + dfSonar_raw['uw2']**2))\n", "\n", "# Semidispersione su c e uc\n", - "dfSonar['c'] = (dfSonar['c1'] + dfSonar['c2']) / 2\n", - "dfSonar['uc'] = np.maximum((dfSonar['c1'] - dfSonar['c2']).abs() / 2,\n", - " np.sqrt(dfSonar['uc1']**2 + dfSonar['uc2']**2))\n", + "dfSonar['c'] = (dfSonar_raw['c1'] + dfSonar_raw['c2']) / 2\n", + "dfSonar['uc'] = np.maximum((dfSonar_raw['c1'] - dfSonar_raw['c2']).abs() / 2,\n", + " np.sqrt(dfSonar_raw['uc1']**2 + dfSonar_raw['uc2']**2))\n", "\n", "# Aggiunta delle forze\n", "dfSonar[\"F\"] = F_fn(dfSonar[\"m\"], G)\n", @@ -755,14 +782,14 @@ }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 116, "id": "02e2d183", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bd3b5e1a62994ef4a2b2d1ed69eca9ad", + "model_id": "77f7a74ee7db42e3a71d15860575416a", "version_major": 2, "version_minor": 0 }, @@ -791,7 +818,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 117, "id": "06f9ccef", "metadata": {}, "outputs": [ @@ -822,13 +849,13 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 142, "id": "75653d7a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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FhaOvlaVnz54MGzaM2bNn8/rrr9OrVy8GDx7MyJEj8fb2vujzU1JSmD17Np9++mmJz+qFn39n/f333wwbNqzcZU6dOkWLFi1KjCbVqlUr++NlceY1V+Q7AKBx48YlliktQ4AzZ85wzz33cNNNN/Haa685PFaZ9/Pvv/8mIiKCGjXK/pXl1KlThIeHl9h/y3rfyvscXfjY8ePHAex/FLlQYGBgifvWr1/P7NmzefLJJ12e+YWZFDcFxZn89ddfaJrGs88+y7PPPlvqNhMTE2nQoIH9dvH3QXV9/wh1SWMhhCKcGSXKZrMRFhbGypUrS328+JfAtLQ0evbsSWBgIC+88ALNmzfHx8eHffv2MWPGDIcLnsHxr5Hnb6tdu3YlfsEo1qhRozLrfOWVV+zDgFbU888/7/RQvvXr16dXr168+uqr7Nq1i6+++uqStllRO3bs4I477qBHjx4sXryY+vXrU7NmTT766CNWrVpV5du/4oorSv3FcPjw4XTv3p01a9awYcMGFi5cyPz581m9ejX9+/ev8Hac+UxW9L0o7bNWmuJ5SH755Re+/fZbfvzxRx588EFeffVVfvnll4s2n8OHD+fnn39m+vTpdOzYEX9/f2w2G7fddluJz79ZOPOanf0OKFZWhhc2pvn5+dx11114e3vz+eefl2gCzPZ+lvc5uvCx4vo+/vhj6tWrV2L5C1/riRMnGDVqFLfeeitz5sxxQbWOLpZJcb2PP/44/fr1K3XZq666yuF28fdBadcGClER0lgIUc2M/ItQ8+bN2bRpEzfddFO5/7Bu3bqV5ORkVq9e7TBy0IkTJyq0rQMHDtCnT58Kv+b777+fbt26Veg5xc4/VckZI0eO5KGHHiI4OJjbb7+91GXq1KmDr68vx44dK/HY0aNH8fDwKLdRutBXX32Fj48PP/74o8Nfzz/66KMK1X6pWrZsWWaW9evXJzIyksjISBITE7nmmmt46aWX6N+/P02aNAH0+Rku/OvtsWPH7I9XRFW/FzfccAM33HADL730EqtWrWLUqFF8+umnPPTQQ2V+LlNTU/npp5+YPXs2zz33nP3+4r9cn68in+3mzZvzxx9/lLtMkyZNOHjwIDabzeEv2MWnHzrzHpf3mp39Dqiohx9+mJiYGLZv307dunUdHqvI+1ma5s2bs2fPHgoKCsocvrdJkyZs2rSJzMxMh6MWFXnfyts+6KMn3XLLLeUum5OTw9ChQwkODuaTTz5xah4TV2R+vuLvwJo1a1603mInTpwgNDS0zCPMQjhLrrEQopr5+fkBGDJT7/DhwykqKuLFF18s8VhhYaG9puK/iJ3/V8n8/HwWL15coW3Fxsby/vvvl3gsJyen3PHhr7zySm655ZZL+qloY3HXXXfx/PPPs3jx4jLHlvf09KRv3758/fXXDjNcJyQksGrVKrp161bq6RBl8fT0xGKxOAy7evLkyWoblaVr16788ccfDqcdFRUVlTglJSwsjPDwcPtyXbp0ISwsjKVLlzo894cffuDIkSOXNJpVVb0XqampJf6q3rFjRwB77b6+vkDJfbG0zz/AG2+8UWI7Fdmfhw0bxoEDB1izZk2Jx4q3dfvttxMfH89nn31mf6ywsJC3334bf39/evbsWeb6nXnNzn4HVMRHH33Eu+++y6JFi0pMOAkVez9LM2zYMJKSknjnnXdKPHb++1ZUVFRimddffx2LxXJJR9yK9evXj8DAQObOnVvqtSvnzp2z///EiRP5888/WbNmTanXMZWmMpmXJiwsjF69evHuu+9y9uzZcustFh0dTdeuXSu0HSFKI0cshKhmnTt3BvS/8PXr1w9PT09GjBhRLdvu2bMnEyZMYN68ecTExNC3b19q1qzJ8ePH+eKLL3jzzTe56667uPHGG6lduzajR4/m4YcfxmKx8PHHH5d6Xn5Z7rvvPj7//HMmTpzIli1buOmmmygqKuLo0aN8/vnn/Pjjj4ZflwIQFBTk1KlTc+bMYePGjXTr1o3IyEhq1KjBu+++S15eHgsWLKjQNgcMGMBrr73GbbfdxsiRI0lMTGTRokVcddVVHDx48KLPT09P5+233wZg165dALzzzjsEBwcTHBxMVFRUuc+/8847efHFF9m2bRt9+/YF9Av0GzZsyF133UWHDh3w9/dn06ZN7N27l1dffRXQ/wI6f/58HnjgAXr27Mm9995rH262adOmPProoxV6H1zxXpRl+fLlLF68mCFDhtC8eXMyMzN5//33CQwMtB+ZqlWrFq1bt+azzz7j6quvJiQkhLZt29K2bVt69OjBggULKCgooEGDBmzYsKHUozzF+/PTTz/NiBEjqFmzJoMGDbI3HOebPn06X375JXfffTcPPvggnTt3JiUlhW+++YalS5fSoUMHxo8fz7vvvsuYMWOIjo6madOmfPnll+zatYs33nij3PlLnHnNzn4HOCspKYnIyEhat26Nt7c3//vf/xweHzJkCIGBgU6/n6W5//77WbFiBdOmTePXX3+le/fuZGVlsWnTJiIjI7nzzjsZNGgQvXv35umnn+bkyZN06NCBDRs28PXXXzN16lT7UYdLERgYyJIlS7jvvvu45pprGDFiBHXq1OH06dN899133HTTTbzzzjt89913rFixgmHDhnHw4EGHz6+/vz+DBw8udf2VybwsixYtolu3brRr145x48Zx5ZVXkpCQwO7duzlz5gwHDhywL5uYmMjBgweZPHlyhbcjRAlGDEUlhCqKhycsa3jH0oaGLSws1KZMmaLVqVNHs1gsFx161tnhZv38/Eo89/nnny91/e+9957WuXNnrVatWlpAQIDWrl077YknntDi4uLsy+zatUu74YYbtFq1amnh4eHaE088of34448lhlI9f/jWC+Xn52vz58/X2rRpo3l7e2u1a9fWOnfurM2ePVtLT08v93VXlfLqLVbacLOapmn79u3T+vXrp/n7+2u+vr5a7969tZ9//rnU515suNkPPvhAa9Gihebt7a21bNlS++ijj8rM60LFn4HSfi7cTlnat29vH2pX0zQtLy9Pmz59utahQwctICBA8/Pz0zp06KAtXry4xHM/++wzrVOnTpq3t7cWEhKijRo1Sjtz5ozDMhX5TDr7XgDlDod7vn379mn33nuv1rhxY83b21sLCwvTBg4cqP32228Oy/38889a586dNS8vL4ehZ8+cOaMNGTJECw4O1oKCgrS7775bi4uLK3V42hdffFFr0KCB5uHh4TD07IXDzWqapiUnJ2tRUVFagwYNNC8vL61hw4ba6NGjtaSkJPsyCQkJ2gMPPKCFhoZqXl5eWrt27Rz298q+Zk1z7jugSZMm2oABA0o89/zvpPI+i+e/FxV5P0uTnZ2tPf3001qzZs20mjVravXq1dPuuusuh+GfMzMztUcffVQLDw/XatasqbVo0UJbuHChfUjaYmV9ji72fb5lyxatX79+WlBQkObj46M1b95cGzNmjP39LW/48fP3ywu/0zXNucyL3+uFCxeWqK209/Hvv//W7r//fq1evXpazZo1tQYNGmgDBw7UvvzyS4fllixZovn6+pY7lLEQzrJoWgX+BCmEEEIJH3/8MZMnT+b06dMOk9oJIS4vnTp1olevXiUmERTiUsg1FkIIcRkaNWoUjRs3ZtGiRUaXIoQwyPr16zl+/DhPPvmk0aUIRcgRCyGEEEIIIUSlyRELIYQQQgghRKVJYyGEEEIIIYSoNGkshBBCCCGEEJUmjYUQQgghhBCi0qSxcJKmaWRkZFRogjAhhBBCCCEuF9JYOCkzM5OgoCAyMzMN2X56eroh2xVVQ/JUi+SpHslULZKnWiRP85LGwk14eEhUKpE81SJ5qkcyVYvkqRbJ07wkGTeRm5trdAnChSRPtUie6pFM1SJ5qkXyNC9pLNxEYGCg0SUIF5I81SJ5qkcyVYvkqRbJ07yksXATSUlJRpcgXEjyVIvkqR7JVC2Sp1okT/OyaDLMkVMyMjIICgoiPT1dOmUhhBBCCCEuUMPoAlRRVFREQUFBla0/ISGBunXrVtn6RfVytzxr1qyJp6en0WWYVmxsLA0aNDC6DOFCkqlaJE+1SJ7mJUcsnFTeEQur1cqZM2dkjguhLIvFQsOGDfH39ze6FFPSNA2LxWJ0GcKFJFO1SJ5qkTzNS45YVFJRURFnzpzB19eXOnXqVNkHPT8/Hy8vrypZt6h+7pSnpmmcO3eOM2fO0KJFCzlyUYq4uDj565liJFO1SJ5qkTzNSxqLSiooKEDTNOrUqUOtWrWqbDteXl4ybrNC3C3POnXqcPLkSQoKCqSxKEVoaKjRJQgXk0zVInmqRfI0L/f5zcbkqvqQXFFRUZWuX1Qvd8tTDjmXLyMjw+gShItJpmqRPNUieZqXNBZuwp3+ui0uTvJUi7e3t9ElCBeTTNUieapF8jQv+e1GCCGEEEIIUWnSWLgJm83m0vUNGTIEi8VCfHy8S9aXl5fHuHHjaNasGQEBAbRs2ZIPP/zQYZkpU6bQqFEjAgMDadCgAVOnTiU/P7/MdY4ZMwYvLy/8/f3tP7t373Zqe87UUxkFBQVERUVRu3ZtQkJCmDJlCoWFhU4v//DDDzssHxsby+DBg7niiisIDQ1l+PDhnDt3zqn3QhivvM+xcE+SqVokT7VInuYljYWbcOUFsxs3buTHH3/Ex8eHmJgYl6yzsLCQ+vXrs2nTJjIyMli2bBmPPfYYGzZssC8TGRnJ0aNHycjI4MCBAxw4cIAFCxaUu97IyEisVqv9p2vXrk5tz5l6SrN161Z69ep10dc7Z84cdu7cyeHDhzl06BA7duxg7ty5Ti+/a9cuh+UnT54MwKlTpzhx4gS5ubk8/PDDTr0Xwnh+fn5GlyBcTDJVi+SpFsnTvKSxcBPl/TW8IgoKCnjkkUd47LHHaNeuncsaCz8/P1544QWaN2+OxWLhhhtuoHfv3uzcudO+TKtWrexfBpqm4eHhwfHjx6tke87UUxkffvghzzzzDPXr16d+/fo8/fTTfPDBB04vP2PGDIfl//nnH4YPH46/vz8BAQHcc889/P777y6pVVS91NRUo0sQLiaZqkXyVIvkaV7SWLiJmjVrumQ9b7/9NmlpacyYMaPcxiIyMpLg4OAyfy72C3pubi6//vor7du3d7j/5Zdfxt/fn7CwMA4cOMCUKVPKXc+KFSsICQmhTZs2vPrqq2WeElbW9px9vCJSU1M5c+YMHTt2tN/XsWNHTp8+TXp6ulPLd+7c2WH5adOm8cUXX5Cenk5aWhqffPIJgwYNcliPs++FqH716tUzugThYpKpWiRPtUieJqYJp6Snp2uAlp6e7nB/Tk6OdvjwYS0nJ6dKt5+Xl1fpdcTHx2uBgYHaBx98oGmapr3++utaREREpdd7IZvNpo0aNUrr1auXVlRUVOoyhw8f1p5++mnt33//LXM90dHRWmJiolZYWKjt3r1ba9Sokfbaa69VeHsXe3zSpElaUFCQFhQUpPn5+Wmenp7220FBQdqOHTsclj99+rQGaOfOnbPfl5iYqAGlvp7Slj9z5ozD8n/++ad24403ahaLRbNYLNqNN97o8Flz9r2oKtX1OXdXZ86cMboE4WKSqVokT7VInuYlRyzchCtmaZ45cyZXXnklY8aMAaBdu3YcP36c7OzsSq+7mKZpREZGcuzYMdauXVvmsKqtWrWiQ4cO9lpKc80111CnTh08PT254YYbmDlzJp999lmFtudMPYsXLyYtLY20tDTWrVtHt27d7LfT0tLo1q2bw/L+/v4ADkcniv8/ICCgxPpLWz4nJ8e+vM1m49Zbb+Wmm26yXz9x00030bdv3wq9F8I4MgOseiRTtUieajFrnpmZmZw9e7bMn8zMTKNLrHIy87abyM/Pr1Rz8euvv7J8+XJ8fX0JDw8H9EnabDYbBw8e5IYbbnBYfuLEifzvf/8rc30//PAD3bt3d7hP0zQmT57Mnj17+OmnnwgKCiq3poKCggpdY1Fa01De9ipaj7Nq165Nw4YNiYmJoXnz5gDExMTQqFGjUrdR2vK//fabffmkpCROnTrFww8/jK+vL6CPoLVw4UKSkpJKnWFU5sEwl9jYWNP+QycujWSqFslTLWbNMzo6mm3btpX5eM+ePZ0aIMatGXm4xJ0YfSpUWacUOcNms2nXXXedNmLECO3s2bMOPw0aNNCWLFnikhojIyO19u3ba0lJSSUey8zM1D788EMtNTVVs9ls2sGDB7VWrVpp48aNK3N9n332mZaenq7ZbDZt7969WpMmTbQFCxY4tT1nHq+MZ599VuvUqZP9fezUqZM2e/bsS17+qquu0mbOnKnl5ORoOTk52owZM7SGDRvaH7/Ye1HV5FSo8rniVEVhLpKpWiRPtZg1z4yMDC0uLk6Li4vTDh48qM2aNUs7ePCg/b6MjAyjS6xy0lg4yejGIj8//5Kf++GHH2r16tXTkpOTSzx2xx13aBMmTKhMaZqmadrJkyc1QPP29tb8/PzsP8Xrtlqt2i233KKFhIRofn5+WrNmzbTHH39cy8rKsq9jwoQJDrV0797dft3D1Vdfrc2fP9/eYF1sexd7/HwTJkxwWObCn+3bt5d4Tn5+vhYZGakFBwdrwcHBWlRUlFZQUFDma7lw+cjISIflDx06pPXt21cLCQnRgoODtd69e2v79u1z6r2oDtJYlC8hIcHoEoSLSaZqkTzV4g55xsXFabNmzdLi4uKMLqVaWTRN0ww9ZOImMjIyCAoKIj09ncDAQPv9ubm5nDhxgmbNmuHj41Nl2y8qKnLpXBbCWO6WZ3V9zt2V1Wq1X0sj1CCZqkXyVIs75Hn27Fnee+89xo8fT/369Y0up9rIidpuQvo/tUieanHVPDPCPCRTtUieaqmqPDMzM9m6dWulL7I+kZTF4l2xbM1vxuJdsZxIyjJFXdVBGgshhKgkmVNEPZKpWiRPtVRVnlarlW3btmG1Wi95HZ//9i99Xt3KqugEThaFsCo6gT6vbuWL3/41tK7qIo2Fm7BYLEaXIFxI8lSLnB6mHslULZKnWsya54mkLGZ+dRCbBkUaaFgo0sCmwYyvDnKykkcu3IEMN+smbDabW52TL8oneaolIyPDPlSwUINkqhbJUy1VnWdSUtIlPe/DXbGU92fDD7YeIfKmig+Te6n1GEEaCzdRo4ZEpRLJUy2lzTUi3JtkqhbJUy1Vnefq1asv6Xk/5zTBpl0BlpInBGmaxs79h6lx6LvKlmdq8tuNmygoKKj07NsFBQUEBATg6emJxWJB0zTatGnD+++/T4cOHSq17gtHZ8jLy6NVq1YcPHgQ0Cd8W7t2Lenp6QQEBHD33XezYMEC+2sq7/l5eXlERUWxadMmkpKSaNCgAU888QQPPvhgpWo+f1sXW/8777zDsmXL+P333+nfvz9r166t1DZdkacwj4SEBFNO1iQunWSqFslTLVWd59ChQyvWvGgaPt9+i/c3e3m/TT+KSjlsYbFY6NapNeNvurXC9SQlJV1ys1PdpLFwE674JfTQoUPk5+eTkZGBv78/OTk5DBs2jCeffJLvv/++Uuu+8IKi9u3bM2LECPvtyMhIXn75Zfz8/EhKSrI3Fs8888xFn19YWEj9+vXZtGkTV155JXv27KF///40bNiQvn37llvX1q1bmTVrFlu3bi1zGWfWHx4ezjPPPMOmTZs4c+aM0+9LWaSpUIv8wqIeyVQtkqdaqjrP0NBQ54eI/fNPiIqCjRu5p3Y477W9rcxFx/ZqRf1QPxdVaU5y8babyM/Pr/Q69u3bR7NmzexHB2rVqkWHDh0oKCio9LrP9+uvv3L48GHGjBljv69Vq1b4+ek7k6ZpeHh4cPz4caee7+fnxwsvvEDz5s2xWCzccMMN9O7dm507d7qkXmfWP3ToUAYPHuyyw6+uyFOYR2xsrNElCBeTTNUiearFFHnm5MCzz0K7drBxI3h70+yR8cwf3AYPC3hawIKGhwU8LDB/WHuaKt5UgDQWbqNmzZqVXse+ffto3749oP9y/9tvv7Fy5UqmTp1aYtnIyEiCg4PL/Cnvl/oPPviA/v37Ex4e7nD/yy+/jL+/P2FhYRw4cIApU6ZU6PnFcnNz+fXXX+2vxdWqev3gmjyFedStW9foEoSLSaZqkTzVUlV5+vv707Nnz4tPvrduHbRpA3PmQH4+9O8Phw7B889zd9cr2fxYL0Z2rktTzxRGda7L5sd6cXeXRlVflwlIY+EmXDEZzL59+1i/fj3BwcH4+vpy/fXXM2XKFAYMGFBi2cWLF5OWllbmT7du3UrdRlZWFp9++ikPPfRQicdmzpyJ1Wrl8OHDTJw4kXr16lXo+aA3RA899BAtWrRg6NChpS5zflM0cOBAdu7c6XRT5Mz6XUEma1KLO43YIZwjmapF8lRLVeUZEBBAr169CAgIKH2BU6dg8GAYNAhOnIBGjWD1avjuO2je3L5Y01A/Im9qQC+vE0Te1KDSRyouWpeJSGPhJjw8KhdVUVERBw4c4MsvvyQtLY3s7Gx++uknZsyYwe+//+6iKuGLL77A19e31GalWKtWrejQoYPDqVLOPF/TNCIjIzl27Bhr164t8z05vylat24d3bp1c6opcnb9rlCV6xbVLzAw0OgShItJpmqRPNVS7Xnm5cHcudCqFXz9NdSoATNmwJEjMGQIyNxUdvLbjZvQNK1Szz969CjZ2dlce+21gD46Qffu3fHy8uLEiRMllp84cSL+/v5l/uzYsaPU7fz3v/9l9OjRFx1OtaCgoNRrLMp6vqZpTJ48mT179rBhwwaCgoKcfelOqer1l7Y9oY7c3FyjSxAuJpmqRfJUS7Xm+dNP0KEDPP20fl1Fr15w4AC8/DL4OR6JyMzM5OzZs5w9e9Z+VCUpKcl+X2ZmZvXVbRAZFeoysW/fPpo0aUJYWBigTy4zZ84cAgMD6dGjR4nlly5dytKlSyu0jWPHjvHzzz/z0UcfOdxvtVr54osvGDJkCEFBQfzxxx/MmTOHfv36OfV8gKioKHbt2sXmzZupXbu20zX16tWr3BGhnF1/YWGh/cdms5Gbm4uHh4eM7iQAmUldRZKpWiRPtVRLnnFx8Nhj8Omn+u26deHVV2HkyDKPUERHR7Nt2zaH+84fJrZnz5706tWrqio2BWks3ERld6J9+/bx77//4u/vj6enJ4GBgfTs2dN+/YErfPDBB3Tv3p0WLVo43G+xWFi1ahWPP/44eXl5hIWFMWzYMGbPnu3U80+dOsXixYvx9vamSZMm9vv/85//lNr8TJw4kf/9739l1vnDDz/QvXv3Cq1/zpw5DvXWqlWLnj17OtW0lEb+kVOLXIyvHslULZKnWqo0z8JCeOcdeO45yMwEDw+YPBlefBEucjZD586diYiIKPNxd7j4urIsmpyT4ZSMjAyCgoJIT093OLcvNzeXEydO0KxZM3x8fKps+wUFBfLFqBB3y7O6PufuKiEhQUadUYxkqhbJUy1VlufPP8OkSfB/k/ty/fWwZAl06uT6bSlKrrFwE56enkaXIFxI8lRLSEiI0SUIF5NM1SJ5qsXleZ47B2PHwk036U1FSAi8957eaEhTUSHSWLgJGZ5ULZKnWhITE40uQbiYZKoWyVMtLsvTZtMbiIgI+PBD/b6HHoJjx2DcOP00KFEhco2Fq2kaZGe7fLVeAKXNkO3rK8OcuSG56FstDRo0MLoE4WKSqVokT7W4JM/oaIiMhF9/1W937AiLF0PXrpVf92VMGgtXy86G6rw4x2otMdyZML/8/HxpLhQSGxsrv7goRjJVi+SplkrlmZYGzzyjXzths0FgoH5hdmSkPj+FqBR5B4UwgDtduC0urn79+kaXIFxMMlWL5KmWS8pT0+B//4PHH4fiU6lGjoRXXgH5fLiMNBau5uurH0VwsTL/wu3r6/JtiapXUFAgRywUEh8fT3h4uNFlCBeSTNUieaqlwnkeOqQfkdi+Xb/dsiUsWgQ331w1BV7G5KoUV7NY9FOTXPxTIyio9MdceH3Fp59+yvDhw51evkuXLg4Tv1yoc+fObN682RWllapv375s2rSpytZflS42M7lwLxWZtFG4B8lULZKnWpzO02qFJ57Qr5/Yvl3/Y+zLL+szZ0tTUSWksXATNput0usoKCjAx8cHPz8//P39CQkJ4b777iMvLw+bzcZTTz3Fs88+69S6CgsLOXToEG3bti1zmejoaAoKCrjnnnu49dZbGT9+fKVfw/mefvpppk+f7rL1FRQUEBUVRe3atQkJCWHKlCnljt70zjvv0KVLF7y9vRk8eHCZy+Xk5HDVVVc5TERos9mYMmUKjRo1IjAwkAYNGjB16lTy8/MByMvLY9y4cTRr1oyAgABatmzJh8UjVgjTya6CARuEsSRTtUiearlonpoGX30FrVrBwoX6pHeDB8PhwzBjBsgZA1VGGovLyKFDhygsLCQhIQGr1cpvv/3GunXrWL58Od9//z0hISG0a9fOqXUdO3YMgObNm5e7XN++ffnss8/YuHEjP//8M+np6ZV+HcV69OhBWloau3btcsn65syZw86dOzl8+DCHDh1ix44dzJ07t8zlw8PDeeaZZxg3bly5633uueccZvQuFhkZydGjR8nIyODAgQMcOHCABQsWAHrjVr9+fTZt2kRGRgbLli3jscceY8OGDZV7kaJKyBEo9UimapE81VJunn/9Bf37w113wZkz0KwZrFsHa9ZAKf8WC9eSxsJNWFxwytO+ffto06aNfUr5K6+8krp165Kbm8s333zDzaUcFvzhhx+47rrr8PPzo27durzyyisAxMTE0LJlS95++20aN25MUFAQ8+bNsz9vzZo1dOrUyV73okWLGDRoEEFBQZV+HcUsFgs333wz33zzjUvW9+GHH/LMM89Qv3596tevz9NPP80HH3xQ5vJDhw5l8ODBhIaGlrlMdHQ069evZ8aMGSVqb9WqFX7/N6KXpml4eHhw/PhxAPz8/HjhhRdo3rw5FouFG264gd69e7Nz504XvFLhah4y1rlyJFO1SJ5qKTXPnBx4/nlo2xZ+/FE/KvHcc/r1FQMGVH+RlynZ09yEK06F2rdvHzfccAMAubm5LFq0iLi4OAYMGGBvFM63bNkyxo0bx7x580hPTycmJoZu3boBcODAAY4fP06dOnX4+++/Wb16Nc8++yx5eXkA7N+/n2uuuQaAefPm8e+//5b71//zZWZmcvvtt9OiRQteffVVTp48SZcuXWjfvj2ff/65w7KtW7cmJiamxDoiIyMJDg4u8+fCX9BTU1M5c+YMHTt2tN/XsWNHTp8+fclHWQoLCxk3bhyLFi0qcaF2cZ4vv/wy/v7+hIWFceDAAaZMmVLqunJzc/n1119p3779JdUiqlZubq7RJQgXk0zVInmqpUSe33+vNxQvvAB5edCvH/zxB8yeDbVqGVPkZUoaCzfh6elZ6XXs27ePjz/+mNq1a9OiRQvWr1/Ppk2baN68OampqQQGBtqXzcjIYOrUqSxfvpw+ffpQo0YN6tevb29MYmJimDhxIqNGjaJmzZq0bt0aTdPsRyj2799Pp06dWL58OfPnz+ePP/5g0KBBnDlz5qJ1vvvuuzz++OMcOnSIH3/8kSFDhrBkyRL279/PqlWrKCoqsi8bGBhIampqiXUsXryYtLS0Mn+KG6Ri1v8byev86yCK/z8zM9O5N/gCCxcupFOnTvTo0aPEY8V5zpw5E6vVyuHDh5k4cSL16tUrsaymaTz00EO0aNGCoUOHXlItomqdv+8INUimapE81WLP8/RpGDpUPyLxzz/QoAF88QX88AO0aGFskZcpaSzcRHkXETujqKiIAwcOsGPHDlJTU/n333/59ttvue666wB9hIWMjAz78ps3b6Z+/fr06dOn1PUdOHDA4YLl33//nRYtWtj/Ml/cWIwePZq0tDTWrVvHunXraNiw4UVr/eeff+jevTteXl5Mnz4dX19frr32Wjw9PWnZsiXJycn2ZTMyMlwy2kfx6WHnH50o/v+AgIAKr++vv/5i6dKlLFy4sNTHL8yzVatWdOjQgTFjxjjcr2kakZGRHDt2jLVr18rhfJNKSkoyugThYpKpWiRPtSTFxcH8+frF2WvW6BPbPf44HDmiX1vhwhEzRcXIbyluorITqh09epS8vDzatGlT6uMdO3bk6NGj9tvJycll/sJ+9uxZzp0753DaUHR0NJ06dQLg3LlznD17lg4dOlxSrR07duTjjz8mOTmZV199FS8vL95//33OnTvHwYMHqVOnjn3Zw4cPO9RRbOLEifj7+5f5s2PHDofla9euTcOGDR1Oq4qJiaFRo0aXdF3Izp07SUhI4OqrryY0NJQ777yTjIwMQkND2bNnT6l5FhQU2K+xAL2pmDx5Mnv27GHDhg0uvT5FuJaMj68eyVQtkqdCtmwhfMAAmDkTsrOhe3fYv18f/ekS/hAoXEsaCzdRUFBQqefv27ePq666Ch8fn1IfHzRoEFu2bLHfvuaaa4iJibFfixAXF8fPP/8M6L9wt2jRwv5XftAbi+JrKvbv389VV13l8PiFZs2aRa9evUp97IEHHuDgwYMMHDiQBx98kLVr17J9+3aGDBnCk08+6XAh+5YtWxg4cGCJdSxduhSr1VrmT/fu3Uvd7ksvvUR8fDzx8fHMnTuXhx56qMzXUFhYSG5uLoWFhdhsNnJzc+3DxQ4fPpy//vqLmJgYYmJi+O9//0tAQAAxMTF06tSJ1NRUPvroI9LS0tA0jd9//505c+bQr18/+/qjoqLYtWsXGzdulDHYTS4uLs7oEoSLSaZqkTwVcPYsjBoFN9+M5cgRCAuDFStg2zb9+gphDppwSnp6ugZo6enpDvfn5ORohw8f1nJycqp0+zabrVLPnzp1qnb33XeX+XhhYaHWtGlT7ffff7fft2TJEq1Zs2aar6+v1rRpU23lypWapmnavHnztHvuucfh+U2bNtU2btyoaZqmvfzyyyUev9ADDzygPfXUU5f6cjRN07Tt27drHTp0qNQ6zpefn69FRkZqwcHBWnBwsBYVFaUVFBTYH58wYYI2YcIE++3nn39eAxx+evbsWeq6t2zZogUFBdlvZ2ZmarfccosWEhKi+fn5ac2aNdMef/xxLSsrS9M0TTt58qQGaN7e3pqfn5/95/ztV6fq+py7q8run8J8JFO1SJ5urKBA0958U9MCAzUNNM1i0WyRkZqWmmp0ZaIUhjYW27Zt0wYOHKjVr19fA7Q1a9aUWObw4cPaoEGDtMDAQM3X11fr0qWLdurUKfvjOTk5WmRkpP0XtKFDh2rx8fEO6zh16pR2++23a7Vq1dLq1KmjPf744w6/MDrD6MYiLy+vStevaZq2atUqbfjw4VW+HU3TtLZt22pJSUmVWkffvn21DRs2uKii6lUdebqSNBblO3PmjNElCBeTTNUiebqp3bs1rWNHvaEATbvuOk377TfJ08QMPRUqKyuLDh06sGjRolIf//vvv+nWrRstW7Zk69atHDx4kGeffdbhdJ5HH32Ub7/9li+++IJt27YRFxfnMHJOUVERAwYMID8/n59//pnly5ezbNkynnvuuSp/fa5UHZP73HvvvXz22WdVvh3QL/a+4oorKrWOH3/8kVtvvdVFFVUvmaxJLeXNZSLck2SqFsnTzSQnw7hx0LUrxMRA7drw7ruwezd07ix5mphF0zTN6CJAnzBszZo1DiMNjRgxgpo1a/Lxxx+X+pz09HTq1KnDqlWruOuuuwD9IuVWrVqxe/dubrjhBn744QcGDhxIXFwcdevWBfTz72fMmMG5c+dKzC9QloyMDIKCgkhPT3cYti43N5cTJ07QrFmzMq9fcIWCgoJKX8AtzMPd8qyuz7m7OnfunMOgAsL9SaZqkTzdhM0GH36oX5hdPALkAw/oI0Cdl5/kaV6mvXjbZrPx3XffcfXVV9OvXz/CwsK4/vrrWbt2rX2Z6OhoCgoKuOWWW+z3tWzZksaNG7N7924Adu/eTbt27exNBUC/fv3IyMjg0KFDZW4/Ly+PjIwMhx8jyTCjapE81SLNlnokU7VInm4gJgZuukk/UpGcDO3bw86deqNxQRMheZqXaX+7SUxMxGq18vLLL3PbbbexYcMGhgwZwtChQ9m2bRsA8fHxeHl5OUxqBlC3bl3i4+Pty5zfVBQ/XvxYWebNm0dQUJD9p1GjRoD+l9u4uDhsNhuxsbEA9lGBCgoKKCoqorCw0OE+TdPsowXl5+eXumxRUREFBQXYbDaHZYufa7PZKrRs8fovXLYitVy4rKZpLq27eJnS6j7/PTSq7sq8hxdb1tk8K7JsVdddVFREdnY2qamppKamkpWVRUJCAgUFBfZ9ITY2lqKiIs6ePUtOTg4pKSmkpaWRmZlJYmIi+fn5DsvabDbi4uLIzc0lKSnJ3sQnJSWVuq/FxsaSn59PYmIimZmZpKWlkZKSQk5ODmfPnqWoqMhh2YKCAhISEsjKyqpQ3cnJyaSnp9vrzsvLc1hW0zTi4uLIy8vj3LlzZGZmOl231Wp1qDs+Pp7CwsISdcfHx5OdnU1KSspF646LiytR97lz50qtOzY21l73+e93Tk6O03VnZ2eXWndhYWGJuq1Wa6l1F2dfXt3F9V5Yd2ZmJunp6SQnJ5dZd3H2VquV1NTUCtWdlpaG1Wot9zObk5Pj8Jktre7i55RX98U+s+fXfeF7WFz3+fvaxeq+cF8rrjsuLq7Uuov3tfPrduW+Vl3fEdnZ2YZ+R1Sk7svuOyI2luxx49A6d4ZffgF/f9JmzcK2dy9xzZqVWndubq58R1Tzd4SzTHsqVFxcHA0aNODee+9l1apV9uXuuOMO/Pz8+OSTT1i1ahUPPPBAiRd83XXX0bt3b+bPn8/48eM5deoUP/74o/3x7Oxs/Pz8+P777+nfv3+p9eTl5TmsNyMjg0aNGhl2KlRhYaGcl68Qd8tTToUqX3JycqWvGRLmIpmqRfI0IU2DVav0ie2K/9A7YgS8+ipcZN4RydO8THvEIjQ0lBo1atC6dWuH+1u1asXp06cBqFevHvn5+aSlpTksk5CQQL169ezLJCQklHi8+LGyeHt7ExgY6PBjJDl1Ri2Sp1p8fX2NLkG4mGSqFsnTZI4cgZtvhv/8R28qIiJg0yb45JOLNhUgeZqZaX+78fLy4tprr+XYsWMO9//55580adIEgM6dO1OzZk1++ukn++PHjh3j9OnTdO3aFYCuXbvy+++/k5iYaF9m48aNBAYGlmhazKywsNDoEoQLSZ5qSU1NNboE4WKSqVokT5PIytIvzG7fHrZuhVq14KWX4MAB6NPH6dVInuZl6LkYVquVv/76y377xIkTxMTEEBISQuPGjZk+fTr33HMPPXr0oHfv3qxfv55vv/2WrVu3AhAUFMTYsWOZNm0aISEhBAYGMmXKFLp27coNN9wAQN++fWndujX33XcfCxYsID4+nmeeeYbJkyfj7e1txMu+JO40gpC4OMlTLeUd/RTuSTJVi+RpME2DtWvhkUfg33/1++64A958E5o2rfDqJE/zMvSIxW+//UanTp3o1KkTANOmTaNTp072OSaGDBnC0qVLWbBgAe3ateO///0vX331Fd26dbOv4/XXX2fgwIEMGzaMHj16UK9ePVavXm1/3NPTk3Xr1uHp6UnXrl35z3/+w/33388LL7xQvS+2kgoKCowuQbiQ5KmWs2fPGl2CcDHJVC2Sp4H++QcGDoShQ/WmomlT+OYb+PrrS2oqQPI0M9NcvG12Rs9jIYSR5HMuhBCiQnJzYcECmDsX8vLAywueeAKefBLkGgllmfYaC+GoeOhPoQbJUy3FQ/YJdUimapE8q9n69dC2LTz/vN5U3HIL/P47vPiiS5oKydO8pLFwE+40NKm4OMlTLWFhYUaXIFxMMlWL5FlN/v0X7roL+veHv//WR3j67DPYsAGuvtplm5E8zUsaCzdRVFRkdAnChSRPtaSkpBhdgnAxyVQtkmcVKyiAhQuhVSv46ivw9IRp0+DoURg+HCwWl25O8jQv+bOpm5B5D9QiearFz8/P6BKEi0mmapE8q9C2bTB5Mhw6pN/u1g0WL4Z27apsk5KneclvN25CrrFXi+SpFhnlSz2SqVokzyqQkAD33w+9eulNRZ06sGwZbN9epU0FSJ5mJo2FEEJUkjSK6pFM1SJ5ulBRESxapM+W/fHH+mlOkybBsWMwerTLT3sqjeRpXnIqlJuwVMOOKqqP5KkWGYJXPZKpWiRPF9mzByIjYd8+/XbnzrBkCVx7bbWWIXmalxyxcBM2m83oEoQLSZ5qycjIMLoE4WKSqVokz0pKSYEJE6BrV72pCA7Wr6PYs6famwqQPM1Mjli4CRmeVC2Sp1pCQ0ONLkG4mGSqFsnzEtls+nUTM2ZAUpJ+3+jR+sR3Bg75KnmalxyxcBNyoZJaJE+1JCQkGF2CcDHJVC2S5yU4cAC6d4exY/Wmom1b/cLsZcsMbSpA8jQzaSzchJeXl9ElCBeSPNXSoEEDo0sQLiaZqkXyrICMDHj0Uf36iZ9/Bn9/eOUV/RSo7t2Nrg6QPM1MGgs3kZ+fb3QJwoUkT7XExsYaXYJwMclULZKnEzQNPv0UWraEN97QR3+6+244cgQeewxq1jS6QjvJ07zkRG+DZGZmYrVay3zc39+fgIAA++2aJtqhReVJnmqpW7eu0SUIF5NM1SJ5XsTRo/okd5s367dbtIB33oG+fY2tqwySp3lJY2GQ6Ohotm3bVubjPXv2pFevXvbbhYWFpvxldOLEiQQFBTF//vxyl2nfvj2RkZFs3bqVwYMHk5aWVn1FmpDZ8szMzKRjx47s2bNHLoq7BElJSdSrV8/oMoQLSaZqkTzLkJ0Nc+bopzoVFICPDzz9NEyfDt7eRldXJsnTvORUKIN07tyZ8ePHM378eIYOHQrA0KFD7fd17tzZYXkPj8pF1atXL7y9vQkICCAoKIi2bdvy2GOPce7cOafXMWvWLAYPHuxw39KlS8ttKv766y++++47HnrooUstXUmVzfNCiYmJjBo1ioYNGxIYGEinTp345ptvHJaJi4vj9ttvx8/Pj8aNG/P+++/bHwsICOD+++/npZdecmldl4vAwECjSxAuJpmqRfIsxTffQOvWMG+e3lQMGACHD8Mzz5i6qQDJ08yksahGmZmZbN26lczMTAICAqhfvz65NQP5/FgeW/Ob8fmxPHJrBlK/fn37aVDFz3HFmM3z588nMzOTtLQ0Pv/8c2JjY+ncuXOVjq6wdOlS7rnnniq7WLm00ZUKCwurZFvlbbOiozwVFBS4dOZQq9VKp06d+OWXX0hLS+OFF17g3nvv5fDhw/Zl7r33XurVq0diYiJffPEF06dPdzhqNnr0aD766COys7NdVtflIjc31+gShItJpmqRPM9z4gQMGgR33gmnTkGTJrB2LXz7LTRrZnR1TpE8zUsai2pktVrZtm2b/dqKz3/7lz6vbmVVdAIni0JYFZ1An1e38sVv/5b5HFewWCy0bt2a//3vfwQGBvLqq6/at3XnnXcSFhZGUFAQPXr04MCBAwCsXbuWuXPnsm7dOvz9/fH39wdgzJgxTJ06tcxtffPNN9x8880l7n/77bepX78+9erV4/nnn7f/kn369GluvfVW6tSpQ+3atRkwYAAnT560P2/MmDGMHTuW4cOHExgYyNKlS+nVqxdPPPEEffv2xc/Pjx9++AGr1UpUVBSNGzcmLCyM+++/n/T09DLr/Pvvvxk0aBB16tShSZMmzJkzxz6J3bJly+jYsSPPP/889erVY8SIEcyaNYuBAwcyadIkQkJCmDlzJgUFBTz55JM0btyYOnXqcM899zgcEbJYLLzzzju0bduWoKAgrFZrudu90PTp0+nZs6f98S+//NLeKFx55ZU8/vjjNGzYEA8PDwYNGkRERAS//PKL/fXt3LmTefPm4efnx/XXX8+oUaP48MMP7etv2rQpV1xxRbmn6InSufoIlDCeZKoWyRPIy9NPe2rdGtat0y/Gfuop/SjFnXeCxWJ0hU6TPM1LkjHIiaQsZn51EJsGRRpoWCjSwKbBjK8OcjIpy2F5SxXs8DVq1GDw4MH2XyRtNhsjR47kxIkTJCQk0KlTJ4YPH46maQwePJinnnqKgQMHYrVanWp0srOzOX78OC1btnS4PzMzk3379vH333+zdetWPvzwQ1asWGGvYdq0afz777+cOnUKX19fxo0b5/D8Tz75hLFjx5KWlsbYsWMB/Zf/OXPmYLVaueWWW3jwwQdJSUnh4MGDnDhxgoKCAqKiosqss0+fPvTp04fY2Fh27NjBp59+ykcffWRf5o8//qBGjRqcPn2ajz/+GID169dz/fXXk5iYyIsvvsi8efNYt24dO3fu5MSJE1gsFkaNGuWwrVWrVrFhwwZSU1Px9PS86HbP99JLL5GVlcWcOXM4deoU48ePZ8WKFYSVMp54YmIiR44coX379gAcPHiQ+vXrO1zw1rFjRw4ePOjwvNatWxMTE1Pq9kXZZMJD9Uimarns89y4Edq1g2efhdxcuPlmOHgQXnoJfH2Nrq7CLvs8TUwaCwMkJSXx4dYjlNcqfLD1CGfPniXp/2a6dOVpM+dr0KABKSkpgH7O4j333IOfnx8+Pj7Mnj2bP//8k7i4uEtad2pqqn2957PZbMyfPx9fX19atmxJVFSU/Zf1pk2b0r9/f3x8fAgMDOTpp59mx44dDn/F79u3L/369cPDwwPf//tCHDlyJNdddx0WiwWr1cpXX33FokWLCA4Oxs/PjxdeeIHPPvuMoqKiEnV+99131K5dm6lTp+Ll5UXjxo155JFHWLVqlX2ZoKAgnn76aby8vOzbbNu2LWPGjKFGjRr4+vry8ccf88wzz9C4cWP8/f157bXX2Lhxo8P798QTTxAeHk7NmjWd2u75vLy8+OSTT3j99de5/fbbGTt2LH1LGbEjPz+fESNGMHz4cLp06QLoR6OCg4MdlgsODiYzM9PhvsDAQHtuwnly+ph6JFO1XLZ5xsbCPffoozsdPw7168Mnn8CmTfqwsm7qss3TDUjLZ4DVq1ezM78ZNi0ESmkvNE1j5/7D1Dj0nf2+qjrsFxsbS0hICAA5OTk89thjfP/996SkpNi3mZSUdEmT0dSuXRuAjIwMh5GGfHx8HP7K3qRJE/uY1OfOneORRx5hx44d9lOX8vLyyMzMJCgoCIDGjRuX2Nb59508eRKbzUazC84V9fDwID4+vsRrOXnyJH/88YfDL942m41GjRrZbzdo0KBEBhfWcebMGZo2bWq/HR4ejre3N2fOnCE8PNzhOZ6enk5t90ItWrSgV69erFu3js3FwwKeJz8/n7vuugtfX1+Hi7P9/f1LnAqWnp7uMKQx6Fm1bdu2zO2L0l3YtAn3J5mq5bLLs6AA3n4bnn8erFbw8ICHH4bZs0GBC58vuzzdiByxMMDQoUPp1qk1HmWc3mSxWOjWqbXDiFGl/aW9sgoLC/n666/tw9q++uqrREdHs3PnTjIyMuzXNhQfLaloc+Pr60uLFi04evSow/25ubkkJibab58+fdr+y/6TTz5JdnY2+/btIyMjg+3btzvUUFYd59/XqFEjPDw8iIuLIy0tzf6Tm5tbaoPUqFEjOnfu7LBsRkYGhw4dcnqbAA0bNnS4HiQ+Pp68vDwaNmxY4jmFhYVObfdCX375Jb/88gsDBgxg8uTJDo/l5+dz9913k5+fz1dffeVwwXz79u2Ji4tzeN9jYmJo166dwzoOHz5Mx44dy9y+KF1FRlcT7kEyVctlleeOHXDNNfqkdlYr3HijPmv2668r0VTAZZanm5HGwgChoaE82KsV5Z3cNLZXK+rXr2//S7+r5zw4evQoo0ePJj09nWnTpgH6X6t9fHyoXbs2VquVp556yuE5devW5dSpUxUadWnQoEFs2bLF4T4PDw+efPJJcnJyOHbsGIsWLbJfi5CRkYGvry/BwcEkJycze/bsCr+2evXqMXjwYKKiouynksXHx7NmzZpSlx84cCAJCQksXryY3NxcioqKOHbsGFu3bq3Qdv/zn/8wd+5c/v33X6xWK9OmTeOWW26xH604n5eXV4W3e/r0aSZMmMDy5ctZsWIF+/fv57333gP0UaaGDx9OVlYWa9euxfuCoQKbN2/OTTfdxFNPPUV2dja//vorK1eutF+jAnDq1CmSkpLo0aNHhV634JKO6Alzk0zVclnkmZgIY8ZAjx7wxx9wxRXwwQd6o9Ghg9HVudRlkaebksbCIM1C/Zg/rD0eFvC0gAUNDwt4WGD+sPY0DfVzWL6iw5mWZsaMGfZ5LIYOHUq9evX47bff7Bf0Tps2DU9PT+rWrUvbtm3p2rWrw/PvvvtuAgMDqVOnjtOHISdMmMCnn37qUH9AQAAdO3bkyiuvpEePHtx///2MHj0agNmzZ/PXX39Ru3ZtbrrpJvr3739Jr3XZsmUEBwdz7bXXEhgYSPfu3YmOji51WX9/fzZt2sRPP/1kHxlp5MiRxMfHV2ibTz75JP369aNr1640bdqUgoIC/ve//5W6bH5+foW2W1RUxKhRo3jggQfo27cvgYGBfPLJJzzxxBMcOXKEn3/+ma+//ppdu3YRGhpqH7lr7ty59nV88sknxMbGUqdOHYYNG8aCBQvo2bOn/fEVK1YwZswY/Pz8SmxflK/4VD6hDslULUrnWVQES5ZARAQsX66P7jR+PBw7Bg8+qJ8GpRil83RzFq2qrgpWTEZGBkFBQaSnpztcjJybm8uJEydo1qwZPj4+5a4jMzOT6OhoOnfubD+3/WRSFh9sPcLO/Yfp1qk1Y3u1cmgqip9zzTXXuO2EMBMmTKBjx45MmjTJ6FJMQ9O0Khnp61JlZmbSqVMndu/eTZ06dUo8XpHP+eXIZrPJ8IeKkUzVomyee/dCZCT89pt+u1Mnvcm4/npj66piyuapAGksnOSKxuJ8mZmZ9iFbk5KSWL16NUOHDrWf+uTv7+9wYW1+fn6VTTInqp+75SmNRfni4uJKPeVNuC/JVC3K5ZmaCk8/DUuXgqZBUJA+dOzEieDpaXR1VU65PBUio0IZJDo6usREZKtXr7b/f8+ePe0XVYOM2awayVMtxSOgCXVIpmpRJk9NgxUrYPp0KL6A+b77YOFCOG+eItUpk6eC5Lcbg3Tu3JmIiIgyHy+e2bpYUVGRHPZTiOSplqysLGrVqmV0GcKFJFO1KJHn77/rpz3t3Knfbt0aFi+G866Vu1wokaeipLEwSEBAQIk5BMojv4SqRfJUizud1iacI5mqxa3zzMyEWbPgzTf1C7X9/PT5KaZOBRePGOku3DpPxUljIYQQQghhNpoGX3wBjz4KcXH6fcOG6fNRlDORqhBGksbCRar6GnibzYbnZXBB1uXC3fKUMR7Kl5eXZ3QJwsUkU7W4XZ5//glRUbBxo367eXN45x247TZj6zIJt8vzMiKNRSXVrFkTi8XCuXPnqFOnTpUNIWqz2apk9m1hDHfKU9M0zp07h8VicflEjapw16GgRdkkU7W4TZ7Z2TBvHixYAPn54O0NTz0FTzwBMiKfndvkeRmSxqKSPD09adiwIWfOnOHkyZNVtp3CwkIZSUgh7panxWKhYcOGbnWUpTolJSXJTLCKkUzV4hZ5rlsHU6ZA8e8S/fvD22/rRyuEA7fI8zIl81g4qax5LIoVFRW5ZHbssphtQjVROe6WZ82aNaWpKIe75SkuTjJVi6nzPHkSHnkEvvlGv92okX6h9uDB+izaogRT53mZc58/mZqcp6dnlf7iFRsbK925QiRPtcTFxUmeipFM1WLKPPPy4NVXYc4cyMmBGjXgscfg2Wf1kZ9EmUyZpwDkiIXTLnbEQgghhBDCKT/9BJMnw7Fj+u1evWDRIn1uCiHcmAym7yZiY2ONLkG4kOSpFslTPZKpWkyTZ1wc3Hsv3HKL3lTUrQsrV8LmzdJUVIBp8hQlSGPhJkJDQ40uQbiQ5KkWyVM9kqlaDM+zsBDeeANatoRPPwUPD/1C7WPHYORIuZaiggzPU5RJGgs3kZGRYXQJwoUkT7VInuqRTNViaJ67dkHnzvpEd5mZcP318Ntv8NZbEBRkXF1uTPZP85LGwk34yPjVSpE81SJ5qkcyVYsheZ47Bw8+CN26wcGDEBIC778PP/8MnTpVfz0Kkf3TvKSxcBM2m83oEoQLSZ5qkTzVI5mqpVrztNng3XchIgI++ki/76GH9NOeHnpIPw1KVIrsn+Ylw826icLCQqNLEC4keapF8lSPZKqWasszOhoiI+HXX/XbHTvC4sXQtWv1bP8yIfuneUnb7CZ8fX2NLkG4kOSpFslTPZKpWqo8z7Q0iIqCa6/Vm4rAQH2Su717pamoArJ/mpc0Fm4iNTXV6BKEC0meapE81SOZqqXK8tQ0+Phj/bSnRYv026NGwdGj8PDD+qR3wuVk/zQvmSDPSUZPkFdUVFSlM3uL6iV5qkXyVI9kqpYqyfPQIf20p+3b9dstW+qnPfXu7drtiBJk/zQvOWLhJuLj440uQbiQ5KkWyVM9kqlaXJqn1QrTp+vXT2zfDr6+8PLLcOCANBXVRPZP85IjFk4y+oiFEEIIIQykabB6NUydCmfO6PcNGaJPfNe4sZGVCWEacsTCTcj09WqRPNUieapHMlVLpfM8fhz694e77tKbiiuvhO++0xsNaSqqneyf5iVHLJxk9BGLgoICatasWe3bFVVD8lSL5KkeyVQtl5xnTo5+mtPLL0N+Pnh5wcyZ+k+tWq4vVDhF9k/zkiMWbiIlJcXoEoQLSZ5qkTzVI5mq5ZLy/P57aNsWXnhBbyr69YM//oDZs6WpMJjsn+ZlaGOxfft2Bg0aRHh4OBaLhbVr1zo8PmbMGCwWi8PPbbfd5rBMSkoKo0aNIjAwkODgYMaOHYvVanVY5uDBg3Tv3h0fHx8aNWrEggULqvqluZy/v7/RJQgXkjzVInmqRzJVS4XyPH1av3ZiwAD45x9o0AC+/BJ++AFatKi6IoXTZP80L0Mbi6ysLDp06MCiRYvKXOa2227j7Nmz9p9PPvnE4fFRo0Zx6NAhNm7cyLp169i+fTvjx4+3P56RkUHfvn1p0qQJ0dHRLFy4kFmzZvHee+9V2euqCvn5+UaXIFxI8lSL5KkeyVQtTuWZnw/z50OrVrB2rT4HxfTp+pwUw4aBxVLldQrnyP5pXobO3NK/f3/69+9f7jLe3t7Uq1ev1MeOHDnC+vXr2bt3L126dAHg7bff5vbbb+eVV14hPDyclStXkp+fz4cffoiXlxdt2rQhJiaG1157zaEBMTu5FEYtkqdaJE/1SKZquWieW7bA5Mlw5Ih+u0cPfU6KNm2qvjhRYbJ/mpfpr7HYunUrYWFhREREMGnSJJKTk+2P7d69m+DgYHtTAXDLLbfg4eHBnj177Mv06NEDLy8v+zL9+vXj2LFj5c7cmJeXR0ZGhsOPkXx8fAzdvnAtyVMtkqd6JFO1lJnn2bP6TNk336w3FWFhsGIFbN0qTYWJyf5pXqZuLG677TZWrFjBTz/9xPz589m2bRv9+/enqKgI0CdICQsLc3hOjRo1CAkJsU+eEh8fT926dR2WKb5d3gQr8+bNIygoyP7TqFEjAHJzc4mLi8Nms9mHO4uNjSU/P5/ExESsVitpaWmkpKSQk5NDfHw8hYWFDssWFBQQHx9PdnY2KSkppKamkpWVRUJCAgUFBQ7LFhUVERcXR1JSEsnJyaSnp5OZmcm5c+fIy8tzWFbTNGJjY8nLy+PcuXP2higpKYmcnByn687Ozi617sLCwhJ1W63WUuu22WzExcWRk5NTZt3F9V5Yd2ZmJunp6SQnJ5dZd0FBAQkJCVitVlJTUytUd1paGlarlcTERPLz88usOykpyf4ellZ38XPKq7uoqKjUuhMTE0vUfeF7WFx3Tk6O03Xn5uaWWndcXFypdScmJpao++zZs2XWnZWVRWpq6kU/s2fPnnWoOzMzs0J1JyUlXXRfy8zMdNjXXFn3+Z/ZxMTEUve1uLg4e/bx8fFO111V3xHl7WvyHVHx74jExERDvyOKP7PyHeGa74hz58451l1YSNoLL6C1bAmrVqF5eJD70EOk7dlD1tChJCQmuvQ7oiJ1y3fExb8jkpOTDf+OMPr3iOr+jnCWaYabtVgsrFmzhsGDB5e5zD///EPz5s3ZtGkTffr0Ye7cuSxfvpxjx445LBcWFsbs2bOZNGkSffv2pVmzZrz77rv2xw8fPkybNm04fPgwrVq1KnVbeXl5Dm9kRkYGjRo1kuFmhUtInmqRPNUjmarFIc9ffoFJkyAmRr993XX6aU+dOxtWn6gY2T/Ny9RHLC505ZVXEhoayl9//QVAvXr1SExMdFimsLCQlJQU+3UZ9erVIyEhwWGZ4ttlXbsB+rUdgYGBDj9GuvB1CvcmeapF8lSPZKqWxMRESEqChx6Crl31pqJ2bXj3Xdi9W5oKNyP7p3m5VWNx5swZkpOTqV+/PgBdu3YlLS2N6Oho+zKbN2/GZrNx/fXX25fZvn07BQUF9mU2btxIREQEtWvXrt4XUAkNGjQwugThQpKnWiRP9UimCrHZaPDDDxARAR98oN/34INw7BiMHw8ebvWrkED2TzMzdG+yWq3ExMQQ83+HI0+cOEFMTAynT5/GarUyffp0fvnlF06ePMlPP/3EnXfeyVVXXUW/fv0AaNWqFbfddhvjxo3j119/ZdeuXURFRTFixAjCw8MBGDlyJF5eXowdO5ZDhw7x2Wef8eabbzJt2jSjXvYlKT4PTqhB8lSL5KkeyVQR+/fDTTfBuHGQkgLt28POnXqDUaeO0dWJSyT7p3kZeo3F1q1b6d27d4n7R48ezZIlSxg8eDD79+8nLS2N8PBw+vbty4svvuhwMXZKSgpRUVF8++23eHh4MGzYMN566y2HyVMOHjzI5MmT2bt3L6GhoUyZMoUZM2ZUqNaMjAyCgoIMu8aisLCQGjUMHR1YuJDkqRbJUz2SqZtLT4dnn4VFi8BmQwsIwPLCCxAVpc9PIdya7J/mZZqLt83O6MYiPj6+3GtChHuRPNUieapHMnVTmgarVsFjj0Hx9ZUjRpA4YwZhHTsaWppwHdk/zUvaPTcRFBRkdAnChSRPtUie6pFM3dDhw/okd1u36rcjIvQjFn36EJCTY2hpwrVk/zQvuWLJTeTIl6JSJE+1SJ7qkUzdSFYWzJwJHTroTUWtWjB3Lhw4AH36AJKnaiRP85IjFm7CQ0atUIrkqRbJUz2SqRvQNFizBqZOhX//1e+780544w1o2tRhUclTLZKneUlj4SbkIiW1SJ5qkTzVI5ma3N9/w5Qp8MMP+u2mTeHtt2HgwFIXlzzVInmal7R8biI7O9voEoQLSZ5qkTzVI5maVG4uzJ4NbdroTYWXFzzzDBw6VGZTAZKnaiRP85KWz00EBwcbXYJwIclTLZKneiRTE1q/Xh8u9u+/9du33grvvANXX33Rp0qeapE8zUuOWLiJc+fOGV2CcCHJUy2Sp3okUxP591+46y7o319vKsLD4fPP4ccfnWoqQPJUjeRpXjKPhZOMnsdCCCGEuKwUFOgXYs+erY/85OkJjzwCs2ZBQIDR1QkhSiFHLNyETF+vFslTLZKneiRTg23bBh07whNP6E1Ft26wfz+8+uolNRWSp1okT/OSIxZOMvqIhc1mk+HVFCJ5qkXyVI9kapCEBJg+HT7+WL9dpw4sXAj33w8WyyWvVvJUi+RpXpKKm4iPjze6BOFCkqdaJE/1SKbVrKhIvxA7IkJvKiwWmDQJjh2D0aMr1VSA5KkaydO8ZFQoNxESEmJ0CcKFJE+1SJ7qkUyr0Z49EBkJ+/bpt7t0gcWL4dprXbYJyVMtkqd5SWPhJqxWKz4+PkaXIVxE8lSL5KkeybRiMjMzsVqtZT7u7+9PwIXXRiQnw1NPwfvv67NoBwfD3Lkwfrx+obYLSZ5qkTzNSxoLN+Hl5WV0CcKFJE+1SJ7qkUwrJjo6mm3btpX5eM+ePenVq5d+w2aDZcv0C7OTk/X7Ro+GBQsgLKxK6pM81SJ5mpc0FkIIIYSolM6dOxMREQFAUlISq1evZujQoYSGhgL6EQsADhzQT3v6+Wf9dtu2+mlP3bsbUbYQwsWksXATeXl5RpcgXEjyVIvkqR7JtGICAgJKnOoUGhpK/fr19RsZGTB1Krz9tn7Ewt9fn59iyhSoWbPK65M81SJ5mpeMCuUmZFI+tUieapE81SOZ6tdNbN26lczMTKefcyIpi8W7Ytma34zFu2I5cc4Kn34KLVvCm2/qTcXw4XD0KEyb5tBUXMr2nCV5qkXyNC9pLNxEcvF5qEIJkqdaJE/1SKb6BbLbtm0r96Ls833+27/0eXUrq6ITOFkUwqroBPq8soUvXvovnD0LLVrAjz/CZ59BgwaV3l5FSJ5qkTzNS06FchP2w8lCCZKnWiRP9UimFXMiKYuZXx3EZp9y10KRpv93Rv9HuPbuvjSd8Qh4extSn+SpFsnTvKSxcBNxcXE0KOUvPMI9SZ5qkTzVI5n+f0lJSRdd5sNdsZQ6hZ3FgsXDwgetbyYyJaXS27lUkqdaJE/zksbCTcgOpBbJUy2Sp3ok0/9v9erVF13mV2tDbJYw8Ch5hrVN09i5/zA1Dn1XFeU5RfJUi+RpXtJYuInY2FjZkRQieapF8lSPZPr/nT9sbAl5efgvXozPvp/5q/OdFJWyiMVioVun1oy/6dZyt1M8TG1VkDzVInmalzQWbqLML3XhliRPtUie6pFM/z+HYWPPt2EDREXB8eMMrx3Ou10Gl7mOsb1aUT/Ur+qKvAjJUy2Sp3nJqFBuIj093egShAtJnmqRPNUjmZYjNlYfMrZfPzh+HOrXp9niV5l/d0c8LOBpAQsaHhbwsMD8Ye1pamBTAZKnaiRP85IjFm6iVq1aRpcgXEjyVIvkqR7JVJ8tu2fPnv9/1uyCAnjrLZg1C6xW8PTUJ7ibPRsCA7kbuLZpCB9sPcLO/Yfp1qk1Y3u1crqpKLE9F5I81SJ5mpc0Fm7CZrMZXYJwIclTLZKneiRTfTbtXr166Td27IDISPjjD/32jTfC4sXQoYPDc5qG+hF5UwNqHPqO8TfdWqHTnxy252KSp1okT/OSxsJNFBYWGl2CcCHJUy2Sp3ok0/+TmAhPPAHLl+u3Q0Nh/nwYM8ZhBKjMzEz7xHbFw8aeP3ysv78/AQEB1Vb2hSRPtUie5iWNhZvw9fU1ugThQpKnWiRP9Vz2mRYVwXvvwVNPQVoaWCwwfjzMnQshISUWj46OZtu2bQ73nT/CU8+ePavsaIQzLvs8FSN5mpc0Fm4iLS1NzilUiOSpFslTPZd1pnv36qc9/fabfvuaa2DJErjuujKf0rlzZyIiIsp8vCqum6iIyzpPBUme5mXRNE0zugh3kJGRQVBQEOnp6QQGBlb79ouKivD09Kz27YqqIXmqRfJUz2WZaWqqfoTi3XdB0yAoCF56CSZO1C/UdmOXZZ4KkzzNS4abdRPx8fFGlyBcSPJUi+SpnssqU02DZcsgIgKWLtVv33cfHDsGkye7fVMBl1melwHJ07zkiIWTjD5iIYQQQrjc77/rpz3t3Knfbt1aH+2pZ09j6xJCuCU5YuEmYmNjjS5BuJDkqRbJUz3KZ5qZCY89Bp066U2Fnx8sXAgxMUo2FcrneZmRPM1Ljlg4yegjFgUFBdSsWbPatyuqhuSpFslTPcpmqmnwxRfw6KMQF6ffN2wYvP46NGpkbG1VSNk8L1OSp3nJEQs3kZKSYnQJwoUkT7VInupRMtM//4S+feGee/Sm4qqrYP16+PJLpZsKUDTPy5jkaV7SWLgJo4fqE64leapF8lSPUplmZ8Mzz0C7drBpE3h7w+zZ+vUV/foZXV21UCpPIXmamDQWbiI/P9/oEoQLSZ5qkTzVo0ym334Lbdrow8bm58Ptt8OhQ/Dcc+DjY3R11UaZPAUgeZqZTJAnhBBCqObkSXjkEfjmG/12o0bw5psweLA+i7YQQlQBOWLhJry8vIwuQbiQ5KkWyVM9bptpXh7MnasPG/vNN1CjBsyYAUeOwJAhl21T4bZ5ilJJnuYljYWbsFqtRpcgXEjyVIvkqR63zHTTJmjfHp5+GnJyoFcvOHAAXn5ZH072MuaWeYoySZ7mJY2FmwgJCTG6BOFCkqdaJE/1uFWmcXEwYgTceqs+8lPdurByJWzerB+5EO6Vp7goydO8pLFwE4mJiUaXIFxI8lSL5Kket8i0sFCff6JlS/jsM/DwgIcfhmPHYOTIy/a0p9K4RZ7CaZKneckEeU4yeoI8IYQQwm7XLoiMhIMH9ds33ACLF+szaQshhEHkiIWbkOnr1SJ5qkXyVI9pMz13Dh58ELp105uKkBB4/3290ZCmokymzVNcEsnTvOSIhZOMPmJRVFSEp6dntW9XVA3JUy2Sp3pMl6nNpjcQTz4Jqan6fQ89BPPmQWiosbW5AdPlKSpF8jQvOWLhJuR8QrVInmqRPNVjqkyjo6FrV5g4UW8qOnaEn3/WGw1pKpxiqjxFpUme5iWNhZsIDg42ugThQpKnWiRP9Zgi07Q0iIqCa6+FX3+FwEB46y3Yu1dvNITTTJGncBnJ07yksXATOTk5RpcgXEjyVIvkqR5DM9U0WLECIiJg0SL99qhRcPQoTJmiT3onKkT2UbVInuYl305uwsNDekCVSJ5qkTzVY1imf/wBkyfD9u367Vat9Oaid29j6lGE7KNqkTzNy9Bktm/fzqBBgwgPD8disbB27doyl504cSIWi4U33njD4f6UlBRGjRpFYGAgwcHBjB07tsSMjAcPHqR79+74+PjQqFEjFixYUAWvpmrJRUpqkTzVInmqp9oztVph+nR9ZKft28HXV58xOyZGmgoXkH1ULZKneRnaWGRlZdGhQwcWLVpU7nJr1qzhl19+ITw8vMRjo0aN4tChQ2zcuJF169axfft2xo8fb388IyODvn370qRJE6Kjo1m4cCGzZs3ivffec/nrqUpy2E8tkqdaJE/1VFummgZffqkfmXjlFX3SuyFD4MgRmDEDvLyqpw7FyT6qFsnTvAw9Fap///7079+/3GViY2OZMmUKP/74IwMGDHB47MiRI6xfv569e/fSpUsXAN5++21uv/12XnnlFcLDw1m5ciX5+fl8+OGHeHl50aZNG2JiYnjttdccGhCzkwuV1CJ5qkXyVE+1ZHr8uH7NxI8/6revvBLefhtuv73qt32ZkX1ULZKneTnVWLz11lsVXvEDDzxAQEBAhZ93PpvNxn333cf06dNp06ZNicd3795NcHCwvakAuOWWW/Dw8GDPnj0MGTKE3bt306NHD7zO+6tPv379mD9/PqmpqdSuXbvUbefl5ZGXl2e/nZGRUanXUlnnzp2jQYMGhtYgXEfyVIvkqZ4qzTQnRz/N6eWXIT8fvL1h5kz9CEWtWlWzzcuc7KNqkTzNy6nGYurUqTRs2NDpc9r+/fdfBg4cWOnGYv78+dSoUYOHH3641Mfj4+MJCwtzuK9GjRqEhIQQHx9vX6ZZs2YOy9StW9f+WFmNxbx585g9e3aJ+3Nzc7FardSrV4+zZ8/SoEEDYmNjqVOnDmlpafj6+lJYWIjNZqNWrVqkp6cTGhpKQkKCfdmwsDCSk5MJDAwkNzcXi8WCl5cXVquVkJAQEhMT7cvWq1ePhIQEQkJCSE5OpkaNGnh4eJCbm0tgYCBJSUn2ZcPDw4mLiyM0NJSMjAy8vb0ByM/Px8/Pj9TUVKfq9vHxISMjo0TddevWJSkpyaHumjVrkpWVVaLu+vXr29/f7OzsUusurvfCun18fLDZbBQWFuLr61tq3WFhYaSkpODn50dBQQGapjldt4eHBzVq1CA7O5vg4GD7F9SFdWdlZdkb0ry8vBJ1Fz+nvLrr1q1LfHx8ibqDg4NJTU11qPuKK65weA+L6w4KCiInJ8epukNCQrBarSXqTk5Opn79+iXqTk9Pp1atWg51p6WlERYWVmrd/v7+5OfnA5T7mU1MTCQ4ONhet6enJzk5OU7XnZ+fj7+/PykpKWV+ZmvVqkVRUZF9X3Nl3ed/ZnNycggKCiqxr509e5YrrriCjIwMAgICyMjIcKruqvqOKG9fk++Iin9HBAUF2T8PrvyO8Fi/Hp/p0/E8dQoArW9fEp59lnrdupX6mZXvCNd8R4SEhHD27FnDviPO39fkO6Ly3xGhoaEO9V6Ov0dU93dE8WfhYpyaedvDw6PUX+LLEhAQwIEDB7jyyiudWh7AYrGwZs0aBg8eDEB0dDQDBgxg37599msrmjZtytSpU5k6dSoAc+fOZfny5Rw7dsxhXWFhYcyePZtJkybRt29fmjVrxrvvvmt//PDhw7Rp04bDhw/TqlWrUusp7YhFo0aNDJt5OzY2VrpzhUieapE81ePyTE+dgqlToXiQkoYN4Y03YOhQsFhctx1RKtlH1SJ5mpdTF28///zz+Pv7O73Sp556ipCQkEsuCmDHjh0kJibSuHFjatSoQY0aNTh16hSPPfYYTZs2BbD/9eB8hYWF9r8EFC+TkJDgsEzx7eJlSuPt7U1gYKDDj5Hq169v6PaFa0meapE81eOyTPPz9VOeWrXSm4oaNfTRn44cgWHDpKmoJrKPqkXyNC+nGwtfX1+nV/rkk09W+sKa++67j4MHDxITE2P/CQ8PZ/r06fz4fxe6de3albS0NKKjo+3P27x5Mzabjeuvv96+zPbt2ykoKLAvs3HjRiIiIso8DcqMik/tEmqQPNUiearHJZlu2QIdOsCTT+rXVfTooQ8fu2ABVOCPdaLyZB9Vi+RpXoaOCmW1Wvnrr7/st0+cOEFMTAwhISE0btyYK664wmH5mjVrUq9ePSIiIgBo1aoVt912G+PGjWPp0qUUFBQQFRXFiBEj7KdPjRw5ktmzZzN27FhmzJjBH3/8wZtvvsnrr79efS/UBSp7BEiYi+SpFslTPZXK9OxZePxxWLVKvx0Wpg8l+5//yBEKg8g+qhbJ07ycbix69+6N5SJfiBaLhZ9++snpjf/222/0Pm/in2nTpgEwevRoli1b5tQ6Vq5cSVRUFH369MHDw4Nhw4Y5jGIVFBTEhg0bmDx5Mp07dyY0NJTnnnvOrYaaBb0J8/HxMboM4SKSp1okT/VcUqaFhbB4MTz7LGRkgIcHREbCiy+CDI9pKNlH1SJ5mpdTF28DPProo2U+lpmZyapVq8jLy6OoqMhlxZlJRkYGQUFBhl28nZGRYfh1HsJ1JE+1SJ7qqXCmu3frTURMjH77uutgyRK45poqqU9UjOyjapE8zcvpIxalnTpUWFjIokWLeOmll2jQoAEvvviiS4sTQgghTC0pSZ+D4oMP9Nu1a+sXaz/0kH7EQgghLiOXfI3FypUree6558jJyWHWrFmMHz+eGjUMvWRDacXjaws1SJ5qkTzVc9FMbTa9mZg5E1JS9PsefFBvKurUqfoCRYXIPqoWydO8KtwJrF+/npkzZ3LixAkef/xxpk2bhp+fX1XUJs5TkeF+hflJnmqRPNVTbqb798OkSbBnj367fXv9tKcbb6ye4kSFyT6qFsnTvJw+Tvvrr7/Su3dvhgwZQu/evfn777959tlnpamoJinFfxETSpA81SJ5qqfUTNPT4eGHoUsXvakICIDXX4foaGkqTE72UbVInubl9MXbHh4e1KpVi/Hjx9OsWbMyl3v44YddVpyZGH3xts1mw0PO11WG5KkWyVM9Dplqmj507GOPQfGEqyNGwKuvwv8NbS7MTfZRtUie5uV0Y9G0aVOnhpv9559/XFKY2RjdWMj09WqRPNUiearHnunhwzB5Mmzdqj8QEQGLFkGfPobWJypG9lG1SJ7m5XRjcbkzurEQQghRjaxWff6J117T56eoVUufn2LaNPD2Nro6IYQwJTmO5CZiY2ONLkG4kOSpFslTIZoGq1dTGBEBCxboTcWdd+pHLp58UpoKNyX7qFokT/O6pPFh9+7dy5YtW0hMTMRmszk89tprr7mkMOGojgxfqBTJUy2SpyL+/humTIEfftD/cWzaFN5+GwYONLgwUVmyj6pF8jSvCjcWc+fO5ZlnniEiIoK6des6XHdxsWswxKVLS0sjLCzM6DKEi0ieapE83VxuLsyfD/PmQV4eeHmRNXkyfnPmgK+v0dUJF5B9VC2Sp3lVuLF48803+fDDDxkzZkwVlCPKUqtWLaNLEC4keapF8nRj69dDVJR+tALg1lvhnXew1a8vTYVCZB9Vi+RpXhW+xsLDw4ObbrqpKmoR5SgqKjK6BOFCkqdaJE839O+/MGwY9O+vNxXh4fD55/Djj3D11ZKpYiRPtUie5lXhxuLRRx9l0aJFVVGLKMeF17II9yZ5qkXydCMFBbBwIbRqBatXg6enPj/F0aNw993wf6f0SqZqkTzVInmaV4VPhXr88ccZMGAAzZs3p3Xr1tSsWdPh8dWrV7usOPH/yWE/tUieapE83cS2bRAZqY/wBNCtGyxeDO3alVhUMlWL5KkWydO8KnzE4uGHH2bLli1cffXVXHHFFQQFBTn8iKqRlpZmdAnChSRPtUieJhcfD/fdB7166U1FnTqwbBls315qUwGSqWokT7VInuZV4QnyAgIC+PTTTxkwYEBV1WRKRk+QV1RUhKenZ7VvV1QNyVMtkqdJFRXBkiXwzDOQnq6f5jRxIrz0EtSufZGnSqYqkTzVInmaV4WPWISEhNC8efOqqEWUIz4+3ugShAtJnmqRPE1ozx647jp9Xor0dOjSRb9v8eKLNhUgmapG8lSL5GleFT5i8dFHH7F+/Xo++ugjfC+jofiMPmIhhBDCCcnJ8NRT8P77+izawcH6/BTjxukXagshhKgyFW4sOnXqxN9//42maTRt2rTExdv79u1zaYFmYXRjERsbS4MGDap9u6JqSJ5qkTxNwGaDjz6CGTP05gJgzBh94rtLmEhLMlWL5KkWydO8Kjwq1ODBg6ugDHExMsOkWiRPtUieBjtwACZNgt279dtt2+rXVnTrdsmrlEzVInmqRfI0rwofsbhcGX3EIiEhgbp161b7dkXVkDzVInkaJCMDnnsO3n5bP2Lh7w+zZ+vXVVxwNL2iJFO1SJ5qkTzNq8JHLIQx/P39jS5BuJDkqRbJs5ppGnz6KUybpg8lCzB8OLz2Grjo9AjJVC2Sp1okT/NyalSokJAQkpKSnF5p48aNOXXq1CUXJUrKz883ugThQpKnWiTPanT0KNxyC4wcqTcVLVrAhg3w2WcuaypAMlWN5KkWydO8nDpikZaWxg8//OD0BHjJyckUFRVVqjAhhBDCLitLn3/ilVegoAB8fODpp2H6dPD2Nro6IYQQVOBUqNGjR1dlHeIivLy8jC5BuJDkqRbJswppGnzzDTz8MJw+rd83cCC89RY0a1Zlm5VM1SJ5qkXyNC+nToWy2WwV/rnyyiuruvbLitVqNboE4UKSp1okzyryzz8waBAMHqw3FU2awNdfw7ffVmlTAZKpaiRPtUie5lXhmbeFMUJCQowuQbiQ5KkWydPF8vLgxRehTRv47jt9hKennoLDh+GOO6qlBMlULZKnWiRP85LGwk0kJiYaXYJwIclTLZKnC23YAO3a6cPI5uZCnz5w8KB+fYWvb7WVIZmqRfJUi+RpXjKPhZOMnsdCCCGUduaMPnzsF1/ot+vXh9df14eRtViMrU0IIYRT5IiFm4iNjTW6BOFCkqdaJM9KKCiAV1+Fli31psLTE6ZO1YeVvecew5oKyVQtkqdaJE/zkiMWTjL6iEVRURGenp7Vvl1RNSRPtUiel2jHDoiMhD/+0G/feCMsXgwdOhhbF5KpaiRPtUie5iVHLNyEnE+oFslTLZJnBSUmwujR0KOH3lSEhsKHH+qNhgmaCpBMVSN5qkXyNC9pLNxEcHCw0SUIF5I81SJ5OqmoSD8iEREBK1bopzlNmADHjsEDD4CHef5JkkzVInmqRfI0L/N8i4tyZWdnG12CcCHJUy2SpxP27oXrr4fJkyEtDa65Bn75BZYuBRMOHSmZqkXyVIvkaV7SWLiJGjWcniRduAHJUy2SZzlSUmDSJL2piI6GoCB45x349Ve47jqjqyuTZKoWyVMtkqd5Od1Y/PPPP8h13sbxMNEpAqLyJE+1SJ6lsNlg2TL9tKelS0HT4L779NOeJk/WR38yMclULZKnWiRP83I6mRYtWnDu3Dn77XvuuYeEhIQqKUqUlJOTY3QJwoUkT7VInhf4/Xfo2VO/biIpCVq3hq1b9esq6tY1ujqnSKZqkTzVInmal9ONxYVHK77//nuysrJcXpAoXVBQkNElCBeSPNUief6fzEx9krtOnWDnTvDzg4ULISZGbzTciGSqFslTLZKnecmxJDeRlJRkdAnChSRPtVz2eWoafP65Psnd66/roz/ddZc+yd3jj0PNmkZXWGGXfaaKkTzVInmal9NXv1gsFiwXzIB64W1RdRo0aGB0CcKFJE+1XNZ5HjsGUVGwaZN++6qr9Iuz+/Uztq5KuqwzVZDkqRbJ07ycbiw0TWPMmDF4e3sDkJuby8SJE/Hz83NYbvXq1a6tUAD69PWyI6lD8lTLZZlndjbMnQsLFkBBAXh7w1NPwRNPgI+P0dVV2mWZqcIkT7VInuZl0Zwc6umBBx5waoUfffRRpQoyq4yMDIKCgkhPTycwMLDat69pmhwhUojkqZbLLs9vv4WHH4aTJ/Xbt98Ob70FzZsbWpYrXXaZKk7yVIvkaV5ONxaXO6Mbi7i4OMLDw6t9u6JqSJ5quWzyPHkSHnkEvvlGv92oEbz5JgwerM+irZDLJtPLhOSpFsnTvOTibTdxxRVXGF2CcCHJUy3K55mXp5/21Lq13lTUqAEzZ8KRIzBkiHJNBVwGmV5mJE+1SJ7mJY2Fm8jIyDC6BOFCkqdalM5z0yZo3x6efhpycqB3bzh4EObN04eTVZTSmV6GJE+1SJ7mJY2Fmyi+aF6oQfJUi5J5xsXBiBFw663w559Qrx6sXAk//QStWhldXZVTMtPLmOSpFsnTvKSxEEII8f8VFupzUbRsCZ99Bh4e+oXaR4/CyJFKnvYkhBDCNZweblYYKz8/3+gShAtJnmpRJs9duyAyUj/VCeCGG2DJEujY0dCyjKBMpgKQPFUjeZqXHLFwE/7+/kaXIFxI8lSL2+d57hw8+CB066Y3FSEh8N//6o3GZdhUgAKZCgeSp1okT/MytLHYvn07gwYNIjw8HIvFwtq1ax0enzVrFi1btsTPz4/atWtzyy23sGfPHodlUlJSGDVqFIGBgQQHBzN27FisVqvDMgcPHqR79+74+PjQqFEjFixYUNUvzeVSUlKMLkG4kOSpFrfNs6gI3n0XIiKgeA6ihx7SZ9MeO1Y/Deoy5baZilJJnmqRPM3L0H81srKy6NChA4sWLSr18auvvpp33nmH33//nZ07d9K0aVP69u3LuXPn7MuMGjWKQ4cOsXHjRtatW8f27dsZP368/fGMjAz69u1LkyZNiI6OZuHChcyaNYv33nuvyl+fK9WrV8/oEoQLSZ5qccs8o6Oha1eYOBFSU/UjE7t3w/vvQ2io0dUZzi0zFWWSPNUieZqXaSbIs1gsrFmzhsGDB5e5TPEkdZs2baJPnz4cOXKE1q1bs3fvXrp06QLA+vXruf322zlz5gzh4eEsWbKEp59+mvj4eLy8vACYOXMma9eu5ejRo07XZ/QEeTJ9vVokT7W4VZ6pqfDMM/q1E5oGgYEwZw5MmqTPTyEAN8tUXJTkqRbJ07zc5jh3fn4+7733HkFBQXTo0AGA3bt3ExwcbG8qAG655RY8PDzsp0zt3r2bHj162JsKgH79+nHs2DFSU1PL3F5eXh4ZGRkOP0aSHUgtkqda3CJPTYMVK/TRnhYv1m+PGqWf9jRlijQVF3CLTIXTJE+1SJ7mZfrGYt26dfj7++Pj48Prr7/Oxo0bCf2/w/Tx8fGEhYU5LF+jRg1CQkKIj4+3L1O3bl2HZYpvFy9Tmnnz5hEUFGT/adSoEQC5ubnExcVhs9mIjY0F9M45Pz+fxMRErFYraWlppKSkkJOTQ3x8PIWFhQ7LFhQUEB8fT3Z2NikpKaSmppKVlUVCQgIFBQUOyxYVFREXF8eJEydITk4mPT2dzMxMzp07R15ensOymqYRGxtLXl4e586dszdESUlJ5OTkOF13dnZ2qXUXFhaWqNtqtZZat81mIy4ujpycnDLrLq73wrozMzNJT08nOTm5zLoLCgpISEjAarWSmppaobrT0tKwWq0kJiaSn59fZt1JSUn297C0uoufU17dRUVFpdb9999/l6j7wvewuO6cnByn687NzS217ri4uFLrTkxMLFH32bNny6w7KyuL1NTUi35mz54961B3ZmZmhepOSkq66L6WmZnpsK+5su7zP7OJiYml7mtxcXH27P/66y+n666q74jy9jX++IO8rl1h9GhITMTWsiVpq1eTsXgxGb6+8h1RynfE33//beh3RPFnVr4jXPMdceLECUO/IypStyHfEefV7Q6/R5w8edLw7wijf4+o7u8IZ5n+VKisrCzOnj1LUlIS77//Pps3b2bPnj2EhYUxd+5cli9fzrFjxxyeExYWxuzZs5k0aRJ9+/alWbNmvPvuu/bHDx8+TJs2bTh8+DCtypjoKS8vz+GNzMjIoFGjRoadCpWfn+9w1EW4N8lTLabN02qF2bP1eSmKisDXF55/HqZOBTPWayKmzVRcEslTLZKneZn+iIWfnx9XXXUVN9xwAx988AE1atTggw8+APSLdxITEx2WLywsJCUlxX5hT7169UhISHBYpvh2eRf/eHt7ExgY6PBjpLS0NEO3L1xL8lSL6fLUNPjyS/20p1de0ZuKIUPgyBF44glpKpxgukxFpUieapE8zcv0jcWFbDab/UhC165dSUtLIzo62v745s2bsdlsXH/99fZltm/fTkFBgX2ZjRs3EhERQe3atau3+Erw9fU1ugThQpKnWkyV5/HjcNttcPfdEBsLV14J330Hq1dD48ZGV+c2TJWpqDTJUy2Sp3kZ2lhYrVZiYmKIiYkB4MSJE8TExHD69GmysrJ46qmn+OWXXzh16hTR0dE8+OCDxMbGcvfddwPQqlUrbrvtNsaNG8evv/7Krl27iIqKYsSIEYSHhwMwcuRIvLy8GDt2LIcOHeKzzz7jzTffZNq0aUa97EtSWFhodAnChSRPtZgiz5wceO45aNsWNmwAb2/9tKc//oDbbze6OrdjikyFy0ieapE8zcvQYUB+++03evfubb9d/Mv+6NGjWbp0KUePHmX58uUkJSVxxRVXcO2117Jjxw7atGljf87KlSuJioqiT58+eHh4MGzYMN566y3740FBQWzYsIHJkyfTuXNnQkNDee655xzmunAHNpvN6BKEC0meajE8z+++00d2OnFCv33bbfD223DVVcbW5cYMz1S4lOSpFsnTvExz8bbZGT2PRU5ODrVq1ar27YqqIXmqxbA8T53SL8Reu1a/3bAhvPmmfj2FxVL99ShE9lG1SJ5qkTzNy+2usbhcpaenG12CcCHJUy3Vnmd+Prz8MrRqpTcVNWrA9On6xdlDh0pT4QKyj6pF8lSL5GlecsTCSUYfsSgsLKSGTGClDMlTLdWa5+bNMHkyHD2q3+7ZExYtgvNOERWVJ/uoWiRPtUie5iVHLNzEhUPmCvcmeaqlWvI8e1afKbtPH72pCAuDjz+GLVukqagCso+qRfJUi+RpXnLEwklGH7EQQlymCgv1IxLPPQcZGeDhAZGR8OKLEBxsdHVCCCGEnRyxcBPF064LNUieaqmyPHfvhi5d9Au0MzLguutg7159xCdpKqqU7KNqkTzVInmalzQWbiIsLMzoEoQLSZ5qcXmeSUnw0ENw441w4ADUrg3vvqs3Gtdc49ptiVLJPqoWyVMtkqd5SWPhJpKTk40uQbiQ5KkWl+Vps8H770NEBHzwgX7fgw/CsWMwfrx+GpSoFrKPqkXyVIvkaV5ySb2bkOs61CJ5qsUlee7fD5MmwZ49+u327WHJEv2ohah2so+qRfJUi+RpXvLnLzeRm5trdAnChSRPtVQqz/R0ePhh/VqKPXsgIADeeAOio6WpMJDso2qRPNUieZqXHLFwExaZ8EopkqdaLswzMzMTq9Va5vL+/v4E+PvDqlXw2GNQPHTivffCK69AeHhVliucIPuoWiRPtUie5iWNhZvw8vIyugThQpKnWi7MMzo6mm3btpW5fP8mTbhu+XLYulW/IyJCH1K2T58qrFJUhOyjapE81SJ5mpc0Fm7CarXi5+dndBnCRSRPtVyYZ+fOnYmIiAAgKSmJ1atXM3ToUOrUqoX/66/jN2eOPj9FrVrw7LP6UQv5h9JUZB9Vi+SpFsnTvOQaCzcREhJidAnChSTP6pOZmcnWrVvJzMyssm1cmGdAQAD169cnt2Ygnx/LY2teM1Z/f5icO+/Bf/FiLIWFcOedcPgwPPlklTcV1fEeqEb2UbVInmqRPM1LGgs3kZiYaHQJwoUkz+pjtVrZtm1budc8VFZpeX7+27/0eXUrq6ITOFVYmxXJtegzYBZf9LoHvv0W1q6Fpk2rrKbzVcd7oBrZR9UieapF8jQvaSzcRIMGDYwuQbiQ5KmWC/M8kZTFzK8OYtOgSAObhwdFHp7YPCzMuOE+Tt7Q26BKhbNkH1WL5KkWydO85BoLNxEbGys7kkIkz+qXlJRUZetOTEx0mAl2xaqfsRTVBA/PC5bURzL5YOsRIm+qvvyr8rWrSvZRtUieapE8zUsaCzdRr149o0sQLiR5Vr/Vq1dX+TYC09Ppt349SVcNRGvZrdRlNE1j5/7D1Dj0XZXXIy6d7KNqkTzVInmalzQWbiIhIYFwGdteGZJn9Rs6dCihoaFVsu6kuDiarFmD/7vv4pGdTcO615c5zrrFYqFbp9aMv+nWKqml1Pr+b2Qq4TzZR9UieapF8jQvaSzcRO3atY0uQbiQ5Fn9QkNDqV+/vutXvG0bdSdNwuPIEf12t24MnzOFd9edBa30p4zt1Yr6oTJUopnJPqoWyVMtkqd5ycXbbiI7O9voEoQLSZ4KiI+H++6DXr30pqJOHVi+HLZvp9lN1zB/WHs8LOBpAQsaHhbwsMD8Ye1pKk2F6ck+qhbJUy2Sp3nJEQs3UaOGRKUSybP6+Pv707NnT/z9/V2zwqIiWLIEnn4aMjLAYiFv7Fi8FyyA8/6KdneXRlzbNIQPth5h5/7DdOvUmrG9WhnSVLj8PbgMyD6qFslTLZKneUkybsLDQw4uqUTyrD4BAQH06tXLNSvbswcmTYL9+/XbXbrAkiXkR0TgHRBgXywzMxOr1Yo3MDzCmxqHTjA0ohPeBRmcPZuBv78/AectX9Vc+h5cJmQfVYvkqRbJ07yksXATubm51fqLiKhakqebSU7WZ8j+739B0yA4GObNg3HjwNOT3HPnHPKMjo5m27ZtDqs4/+Lpnj17yi/6Jif7qFokT7VInuYljYWbCAwMNLoE4UKSp5uw2eCjj2DGDL25ABgzBubPh/Pmrbgwz86dOxMREVHmauWUJPOTfVQtkqdaJE/zksbCTSQlJclkMAqRPN1ATAxERsLu3frtdu1g8WLoVnJ+igvzDAgIkL+muTnZR9UieapF8jQvi6ZpZQyIKM6XkZFBUFAQ6enp0ikLobKMDHjuOXj7bf2Ihb8/vPACREVBzZpGVyeEEEKYllz94iZiY2ONLkG4kORpQpoGn3wCERHw5pt6U3HPPXD0KDz6aLlNheSpHslULZKnWiRP85IjFk4y+oiFpmllzuQr3I/kaTJHjsDkybBli3776qth0SK45Ranni55qkcyVYvkqRbJ07zkiIWbiIuLM7oE4UKSp0lkZcFTT0GHDnpT4eMDc+bAwYNONxUgeapIMlWL5KkWydO85OJtNxEaGmp0CcKFJE+DaRp8/TU88gicPq3fN2iQfgpUs2YVXp3kqR7JVC2Sp1okT/OSIxZuIiMjw+gShAtJngb65x+9iRgyRG8qmjTRm4xvvrmkpgIkTxVJpmqRPNUieZqXNBZuwtvb2+gShAtJngbIzYUXX4Q2beC77/SLsZ96Cg4fhjvuqNSqJU/1SKZqkTzVInmal5wKJYRQ34YN+sXZf/2l3+7TR784u5xJ7IQQQghRMXLEwk3k5+cbXYJwIcmzmpw5A3ffDf366U1F/frw6aewcaNLmwrJUz2SqVokT7VInuYljYWb8PPzM7oE4UKSZxUrKIBXXoGWLeHLL8HTU5+L4uhRfW4KFw9TKHmqRzJVi+SpFsnTvKSxcBOpqalGlyBcSPKsQjt2QKdOMH26PpzsjTfCvn3w2mtQRXPQSJ7qkUzVInmqRfI0L5kgz0lGT5Bns9nw8JA+UBWSZxVISIAnnoAVK/TboaGwYAGMHg1V/F5LnuqRTNUieapF8jQvScVNnD171ugShAtJni5UVASLF+vXTKxYoZ/mNGECHDsGDzxQ5U0FSJ4qkkzVInmqRfI0Lzli4SSjj1gIIUqxdy9MmgTR0frta66BJUvguuuMrUsIIYS4DMkRCzcRGxtrdAnChSTPSkpJ0RuK66/Xm4qgIH342F9/NaSpkDzVI5mqRfJUi+RpXjKPhZuoU6eO0SUIF5I8L5HNpp/uNH06JCXp991/v34tRd26hpUleapHMlWL5KkWydO85IiFm0hLSzO6BOFCkuclOHgQevTQr5tIStJn0N62DZYvN7SpAMlTRZKpWiRPtUie5iWNhZvw9fU1ugThQpJnBWRmwrRp+vUTu3aBnx8sXAj79+uNhglInuqRTNUieapF8jQvORXKTRQWFhpdgnAhydMJmgaff643FXFx+n133QWvvw4NGxpb2wUkT/VIpmqRPNUieZqXNBZuwmazGV2CcCHJ8yKOHYOoKNi0Sb991VXwzjvQr5+xdZVB8lSPZKoWyVMtkqd5yalQbsLHx8foEoQLSZ5lyM6GZ56Bdu30psLHB154AX7/3bRNBUieKpJM1SJ5qkXyNC9pLNxERkaG0SUIF5I8S/Htt9C6Nbz0EhQUwO23w6FD8OyzeoNhYpKneiRTtUieapE8zUsmyHOS0RPkFRYWUqOGnLmmCsnzPCdPwsMP640FQKNG8NZbcOed+izabkDyVI9kqhbJUy2Sp3nJEQs3kZCQYHQJwoUkTyAvTz860bq13lTUrAkzZ8KRIzB4sNs0FSB5qkgyVYvkqRbJ07wMbSy2b9/OoEGDCA8Px2KxsHbtWvtjBQUFzJgxg3bt2uHn50d4eDj3338/ccWjw/yflJQURo0aRWBgIMHBwYwdOxar1eqwzMGDB+nevTs+Pj40atSIBQsWVMfLc6kGDRoYXYJwocs+z02boH17/XqKnBzo3RsOHIB58/ThZN3MZZ+ngiRTtUieapE8zcvQxiIrK4sOHTqwaNGiEo9lZ2ezb98+nn32Wfbt28fq1as5duwYd9xxh8Nyo0aN4tChQ2zcuJF169axfft2xo8fb388IyODvn370qRJE6Kjo1m4cCGzZs3ivffeq/LX50oyfb1aLts8Y2NhxAi49Vb480+oVw9WroSffoJWrYyu7pJdtnkqTDJVi+SpFsnTvExzjYXFYmHNmjUMHjy4zGX27t3Lddddx6lTp2jcuDFHjhyhdevW7N27ly5dugCwfv16br/9ds6cOUN4eDhLlizh6aefJj4+Hi8vLwBmzpzJ2rVrOXr0qNP1yTUWwpUuuzwLC+Htt+G558BqBQ8PmDIFZs+GoCCjq6u0yy7Py4BkqhbJUy2Sp3m51TUW6enpWCwWgoODAdi9ezfBwcH2pgLglltuwcPDgz179tiX6dGjh72pAOjXrx/Hjh0jNTW1zG3l5eWRkZHh8GOkpKQkQ7cvXOuyynPnTn3W7GnT9Kaia1eIjoY33lCiqYDLLM/LhGSqFslTLZKneblNY5Gbm8uMGTO499577UcM4uPjCQsLc1iuRo0ahISEEB8fb1+mbt26DssU3y5epjTz5s0jKCjI/tOoUSN7HXFxcdhsNvuhuNjYWPLz80lMTMRqtZKWlkZKSgo5OTnEx8dTWFjosGxBQQHx8fFkZ2eTkpJCamoqWVlZJCQkUFBQ4LBsUVERcXFxeHl5kZycTHp6OpmZmZw7d468vDyHZTVNIzY2lry8PM6dO2dviJKSksjJyXG67uzs7FLrLiwsLFG31WottW6bzUZcXBw5OTll1l1c74V1Z2Zmkp6eTnJycpl1FxQUkJCQgNVqJTU1tUJ1p6WlYbVaSUxMJD8/v8y6k5KS7O9haXUXP6e8uouKikqtu0aNGiXqvvA9LK47JyfH6bpzc3NLrTsuLq7UuhMTE0vUffbs2TLrzsrKIjU19aKf2bNnz5Jz+jR5I0dC9+7w++/YQkIoXLqU2M8+g44dy607KSnpovtaZmamw77msrov+MwmJiaWuq/FxcXZs/fw8HC67qr6jihvX5PviIp/R3h6ehr6HVH8mVX6O+K8uov3NWfrruh3hJeXl6HfERWpW74jLv4d4ePjY/h3hNG/R1T3d4Sz3OJUqIKCAoYNG8aZM2fYunWrvbGYO3cuy5cv59ixYw7Lh4WFMXv2bCZNmkTfvn1p1qwZ7777rv3xw4cP06ZNGw4fPkyrMs7rzsvLc3gjMzIyaNSokWGnQqWkpBASElLt2xVVQ+k8i4rgv/+FJ5+E4qOC48bpF2ZfcYWxtVURpfO8TEmmapE81SJ5mpfpT1ArKChg+PDhnDp1is2bNzv8Ul+vXj0SExMdli8sLCQlJYV69erZl7lwWLLi28XLlMbb2xtvb29XvYxKs7jR0Jvi4pTNMzoaJk2CvXv12506weLFcMMNxtZVxZTN8zImmapF8lSL5Glepj4VqripOH78OJs2beKKC/7a2bVrV9LS0oiOjrbft3nzZmw2G9dff719me3bt1NQUGBfZuPGjURERFC7du3qeSEuULNmTaNLEC6kXJ6pqTB5Mlx7rd5UBAbqk9z9+qvyTQUomKeQTBUjeapF8jQvQxsLq9VKTEwMMTExAJw4cYKYmBhOnz5NQUEBd911F7/99hsrV66kqKiI+Ph44uPjyc/PB6BVq1bcdtttjBs3jl9//ZVdu3YRFRXFiBEjCA8PB2DkyJF4eXkxduxYDh06xGeffcabb77JtGnTjHrZlyQrK8voEoQLKZOnpsGKFRARoR+Z0DQYNQqOHdNHfbpMRu1QJk9hJ5mqRfJUi+RpXoZeY7F161Z69+5d4v7Ro0cza9YsmjVrVurztmzZQq9evQD9PLuoqCi+/fZbPDw8GDZsGG+99Rb+/v725Q8ePMjkyZPZu3cvoaGhTJkyhRkzZlSoVqOHmy0oKJAOXSFK5PnHHxAZCTt26LdbtdKbi//bNy8nSuQpHEimapE81SJ5mpdpLt42O6Mbi9jYWJlpUiFunWdmpj7/xBtv6Bdq+/rC88/D1Klw3rDOlxO3zlOUSjJVi+SpFsnTvKSxcJLRjYUQhtM0+PJLePRRfQZtgKFD4fXXoXFjY2sTQgghhOFMffG2+P+KxxoWanC7PI8fh9tug+HD9abiyivh++/hq6+kqcAN8xQXJZmqRfJUi+RpXnLEwklGH7Gw2Wx4eEgfqAq3yTMnR59/Yv58yM8Hb2+YORNmzIBatYyuzjTcJk/hNMlULZKnWiRP85JU3ER5s4QL9+MWeX73HbRpAy++qDcVt92mX7A9a5Y0FRdwizxFhUimapE81SJ5mpc0Fm7CnebcEBdn6jxPnYLBg2HgQDhxAho21E95+v57uOoqo6szJVPnKS6JZKoWyVMtkqd5SWPhJrKzs40uQbiQKfPMz4eXX9aHjf36a30OiieegCNH9Iu0ZabTMpkyT1EpkqlaJE+1SJ7mdXnMXqWAGpfJRGOXC9PluXmzPnP20aP67Z49YdEi/VQocVGmy1NUmmSqFslTLZKneckRCzchFympxTR5nj0LI0dCnz56U1G3Lnz8MWzZIk1FBZgmT+EykqlaJE+1SJ7mJcm4idzcXKNLEC5keJ6FhfDmmxARAZ98Ah4eEBWlNxf/+Y+c9lRBhucpXE4yVYvkqRbJ07zkWJKbkEn51GJonrt3w6RJcOCAfvu662DJErjmGuNqcnOyf6pHMlWL5KkWydO85IiFm0hKSjK6BOFChuSZlAQPPQQ33qg3FbVrw3vv6Y2GNBWVIvuneiRTtUieapE8zUsmyHOS0RPkaZqGRU5PUUa15mmzwX//C08+CSkp+n1jx+ojQIWGVk8NipP9Uz2SqVokT7VInuYlRyzcRFxcnNElCBeqtjz37dOPUEyYoDcVHTrArl16oyFNhcvI/qkeyVQtkqdaJE/zkiMWTpIjFsKVqjzPtDR49llYvFg/YhEQoM+gPXmyPj+FcCnZP9UjmapF8lSL5GlecsTCTUh3rpYqy1PT4H//g5Yt4Z139Kbi3nv10Z4eeUSaiioi+6d6JFO1SJ5qkTzNS37LcBOhctqKUqokz8OHITIStm3Tb0dE6Ecsbr7Z9dsSDmT/VI9kqhbJUy2Sp3nJEQs3kZGRYXQJwoVcmqfVCjNm6NdPbNsGtWrB3Llw8KA0FdVE9k/1SKZqkTzVInmalxyxcBM+Pj5GlyBcyCV5ahqsWaOf4nTmjH7f4MHwxhvQpEnl1y+cJvuneiRTtUieapE8zUsaCzdhs9mMLkG4UKXz/OsvmDIF1q/XbzdrBm+/DQMGVL44UWGyf6pHMlWL5KkWydO85FQoN1FYWGh0CcKFLjnP3FyYNQvattWbCi8vffSnQ4ekqTCQ7J/qkUzVInmqRfI0Lzli4SZ8fX2NLkG40CXl+cMP+lGKv//Wb/ftq4/81KKFa4sTFSb7p3okU7VInmqRPM1Ljli4idTUVKNLEC5UoTz//ReGDYPbb9ebigYN4PPP9SMW0lSYguyf6pFM1SJ5qkXyNC+ZIM9JRk+QZ7PZ8PCQPlAVTuWZn69fiD17NmRng6cnTJ0Kzz+vT3gnTEP2T/VIpmqRPNUieZqXpOImzp49a3QJwoUumufWrdCxoz6MbHY2dO8O+/fDK69IU2FCsn+qRzJVi+SpFsnTvOSIhZOMPmIhLhPx8fD447BypX67Th29mbjvPrBYjK1NCCGEEKIccsTCTcTGxhpdgnChEnkWFurDxUZE6E2FxaLPon3sGNx/vzQVJif7p3okU7VInmqRPM1Ljlg4yegjFgUFBdSsWbPatyuqhkOev/yiNxH79+u3r70WFi+GLl2MK1BUiOyf6pFM1SJ5qkXyNC85YuEmUlJSjC5BuFBKSgokJ8P48dC1q95UBAfDkiWwe7c0FW5G9k/1SKZqkTzVInmalzQWbsLPz8/oEoSr2GwEffmlftrT++/r940Zo5/2NHGiPvqTcCuyf6pHMlWL5KkWydO8ZII8N1FQUGB0CcIVYmIgMhKf3bv12+3a6ac9detmaFmicmT/VI9kqhbJUy2Sp3nJEQs3IZfCuLn0dHjkEejcGXbvRvPzg9deg+hoaSoUIPuneiRTtUieapE8zUuOWLgJHx8fo0sQl0LT4NNPYdo0fShZgHvuIXfOHGr9v/buPSyqOv8D+HuQm4hgCiIpmsCi4l23FDPFx1uFlZmV7qOJmT81KzVTW9dLuz1q7uq21epj1ia5RRcq76vmXVN2K5AiBcoETWC4CDLcLzPf3x8nJkcYHZlhzpkv79fz8DzOOWdmPoc3Z+Dj93zPCQ9XtzZyGB6f8mGmcmGecmGe2sURCxdhMBjULoFuV1oaMHo08Ic/KE1FRARw6BDw8cco8fVVuzpyIB6f8mGmcmGecmGe2sXGwkUEBASoXQLZqrwc+OMfgf79gWPHAG9vYM0a4PvvgTFjADBP2TBP+TBTuTBPuTBP7WJj4SLy8vLULoFuRQhg504gMhJ47TWgthZ46CHg/Hlg+XLAy8u8KfOUC/OUDzOVC/OUC/PULt4gz0Zq3yCPNO7iReCFF4B9+5TH3boBb74JPPywunUREREROQlHLFwEb1+vUVVVwKuvAr17K02Fhwfwpz8poxQ3aSqYp1yYp3yYqVyYp1yYp3ZxxMJGao9Y1NXVwd2dF/HSlIMHgeeeAy5cUB6PGQP885/Kje9ugXnKhXnKh5nKhXnKhXlqF0csXERhYaHaJVC9K1eAxx8H7r9faSqCg5VLyn75pU1NBcA8ZcM85cNM5cI85cI8tYuNhYvgvA4NqK0FNmwAevYEPvsMaNUKWLQISE8HnnwS0OlsfinmKRfmKR9mKhfmKRfmqV1sLFxEVVWV2iW0bCdPAgMHAkuWKJeTvfdeIDlZuXt2Ez7gmKdcmKd8mKlcmKdcmKd2sbFwEW5ujEoVeXnAjBnAyJHAuXNAQACwbZvSaPTr1+SXZZ5yYZ7yYaZyYZ5yYZ7axWRcBCcpOZnRCGzerMyZ2L5dOc1pzhwgIwOIjQXs/FBjnnJhnvJhpnJhnnJhntrFxsJFVFRUqF1Cy/H118CQIcD8+UBJCTB4MPC//wFbtgDt2zvkLZinXJinfJipXJinXJindrGxcBHt2rVTuwT5FRUBc+cCQ4cCSUmAvz+waZPSVNx9t0PfinnKhXnKh5nKhXnKhXlqFxsLF1FQUKB2CfIymZR5Ez16AG+/DQgBPPWUctrTs88qV39yMOYpF+YpH2YqF+YpF+apXbxBno3UvkEeNZPvv1eah9Onlce9eytzK0aMULcuIiIiIhfDEQsXwdvXO5jBALz4IjBokNJUtGkD/O1vwNmzTmkqmKdcmKd8mKlcmKdcmKd2qdpYnDx5Eg899BDuvPNO6HQ67Ny502L9F198gXHjxqFDhw7Q6XRISUlp8BpVVVWYP38+OnToAF9fXzz22GPIy8uz2Oby5cuIiYmBj48POnbsiCVLlqCurq4Z98zxgoOD1S5BDkIAn3yi3OTu9deVqz9Nnqzc5O6llwAPD6eUwTzlwjzlw0zlwjzlwjy1S9XGory8HP3798emTZusrh8+fDjWr19v9TUWLVqEPXv2ICEhASdOnEBOTg4mTZpkXm80GhETE4OamhqcOXMG77//PuLi4rBq1SqH709z0uv1apfg+jIygHHjgClTgNxcIDwcOHAASEgAunRxainMUy7MUz7MVC7MUy7MU7s0M8dCp9Nhx44dmDhxYoN1WVlZ6N69O86ePYsBAwaYl5eUlCAwMBDx8fGYPHkyACA9PR29evVCYmIihg4div3792PChAnIyclBUFAQAGDLli1YtmwZCgoK4OnpaVN9as+xqKysROvWrZ3+vlKoqADWrFFOdaqtBby9geXLlbtoe3urUhLzlAvzlA8zlQvzlAvz1C6XnmORlJSE2tpajBkzxrysZ8+e6Nq1KxITEwEAiYmJ6Nu3r7mpAIDx48fDYDDg3LlzTq+5qcrLy9UuwTXt3g1ERgJr1ypNRUyMcgftlStVayoA5ikb5ikfZioX5ikX5qldLn3rQr1eD09PzwbXMw4KCjIPk+n1eoumon59/TprqqurUV1dbX5sMBgcVHXT2DqyQr/KzAQWLAD27FEed+0KvPkm8PDDyl20VcY85cI85cNM5cI85cI8tculRyya07p16+Dv72/+CgkJAaBMFs/JyYHJZDJflSA7Oxs1NTXIz89HWVkZrl27hqKiIlRWVkKv16Ours5i29raWuj1elRUVKCoqAjFxcUoLy9HXl4eamtrLbY1Go3IyclBdXU1rl69ipKSEpSWlqKgoADV1dUW2wohkJ2djerqahQUFMBgMMBgMKCwsBCVlZU2111RUdFo3XV1dQ3qLisra7Ruk8mEnJwcVFZWWq27vt4b6y4tLUVJSQmuXr1qte7a2lrk5eWhrKwMxcXFv9V96RKMr74K0asXsGcPhIcHTEuXIu/YMVSMHYui4mJcu3YNZWVlyM/PR01NjdW6CwsLzd/Dxuquf87N6jYajY3WXVlZaVm3Xt/ge1j//a6srERRUZFNdVdVVTVad05OTqN15+fnN6g7NzfXat3l5eUoLi6+5c9sbm6uRd2lpaW3VXdhYeEtj7XS0lKLY82RdV//M5ufn9/osVZ/XBYUFKC8vNzmupvrM+Jmxxo/I4pvq+5r166hoqJC1c+I+p9ZfkY45jOiqqpK1c+I26mbnxG3/oyo/zlR8zNC7b8jnP0ZYSuXnmNx9OhRjB49GsXFxRajFt26dcPChQuxaNEirFq1Crt377a4olRmZiZCQ0ORnJyMgQMHNlpPYyMWISEhqs2xKCgoQGBgoNPf16UcPgzMnw/8+KPyeNQo5c7ZvXqpW1cjmKdcmKd8mKlcmKdcmKd2ufSIxeDBg+Hh4YEjR46Yl2VkZODy5cuIiooCAERFRSE1NRX5+fnmbQ4dOgQ/Pz9ERkZafW0vLy/4+flZfKlJ7ffXtOxs5UpPY8cqTUWnTkB8PHDkiCabCoB5yoZ5yoeZyoV5yoV5apeqjUVZWRlSUlLMowmZmZlISUnB5cuXAQBFRUVISUnB+fPnAShNQ0pKinluhL+/P2bNmoUXX3wRx44dQ1JSEmbOnImoqCgMHToUADBu3DhERkZi+vTp+O6773Dw4EGsWLEC8+fPh5eXl/N3uokKCwvVLkF7amuBv/9duSfFJ58Abm7KvIr0dGDqVE3MpbCGecqFecqHmcqFecqFeWqXqqdCHT9+HKNGjWqwfMaMGYiLi0NcXBxmzpzZYP3q1avxyiuvAFDmPCxevBgfffQRqqurMX78eGzevBmdOnUyb3/p0iXMmzcPx48fR5s2bTBjxgy89tprcHe3fe662pebFUJAp+E/lJ3uq6+AZ58FUlOVx1FRwObNwHWnymkZ85QL85QPM5UL85QL89Quzcyx0Dq1G4vs7Gx07tzZ6e+rOfn5wLJlQFyc8rhDB2D9emDmTGXEwkUwT7kwT/kwU7kwT7kwT+1iY2EjtRuLFs9oBN55B/jjH4Fr15Rls2cD69YpzQURERERqcp1/ou3hau/JFiLlJSknOo0b57SVAwcCCQmAlu3umxT0aLzlBDzlA8zlQvzlAvz1C42Fi4iICBA7RKcr7hYuXzs3XcD33wD+PkBb72l/PvXyfmuqkXmKTHmKR9mKhfmKRfmqV1sLFyE2nf+diohgO3bgR49lAnZQgDTpgEZGcBzzwGtWqldod1aVJ4tAPOUDzOVC/OUC/PULtsvi0Sq8vb2VrsE5/jhB+VqT6dOKY8jI5Wb3EVHq1qWo7WYPFsI5ikfZioX5ikX5qldHLFwESaTSe0SmldpKfDSS8rlYk+dAnx8lKs9nT0rXVMBtIA8WxjmKR9mKhfmKRfmqV0csXARdXV1apfQPIQAPvsMWLRIuYM2AEyaBLz+OtC1q7q1NSNp82yhmKd8mKlcmKdcmKd2sbFwET4+PmqX4Hg//aTMmfjyS+VxWJgyOfuBB9StywmkzLMFY57yYaZyYZ5yYZ7axVOhXERxcbHaJThOZSWwahXQp4/SVHh5Aa+8osyvaAFNBSBZnsQ8JcRM5cI85cI8tYs3yLOR2jfIMxqNaKWxqyGVlpairKzM6npfX1+0bdvWcuHevcALLwCZmcrj++9XRinCw5uxUu3RYp7UdMxTPsxULsxTLsxTu3gqlIvQ6/Wau319UlISTpw4YXX9yJEjEV0/8frSJWDBAmDXLuVxly7AG28Ajz4K6HTNX6zGaDFPajrmKR9mKhfmKRfmqV0csbCR2iMWpaWlSEpKwuDBgxuOAqikfsTil+IqfPrtFSRlZGJwj+544vddEHKHtzJi4eUFbNwIvPqqcgqUuzvw4ovAypWAr6/T69Xa95CIiIhIFpxj4SIuXryIEydO3PTUI2dr27YtTmXXYcq/z2NHmgFZxvbYkWbAlH+fx1fZdWj7zTdA//7A8uVKUzFyJPDdd8plZJ3cVABAWVmZZr6H2fVXwCIpME/5MFO5ME+5ME/tYmPhItq3b692CQ1kFpbj5c+/h0kARgEI6GAUgEkAyxK+Q9Zj04D0dCAoCPjgA+DYMeWGd4SOHTuqXQI5EPOUDzOVC/OUC/PULs6xcBElJSUAgMLCQpUr+c17p7NhbXaETpjwSf/xeC5Uh9KlSyH8/QG93qn13UhL37uioiIEBQWpXQY5CPOUDzOVC/OUC/PULjYWLqL+ms1ffPGFypX85qua7jCJ9kAj7YUAcHzQUFT564FPPnF6bVrnq8KpYNR8mKd8mKlcmKdcmKd2sbFwEbW1tQCASZMmISAgQOVqFHWns3E5KQ/Gxqb/t2qF398zGP93r3au2lBYWKiZxqympgZt2rRRuwxyEOYpH2YqF+YpF+apXWwsXET9xbsCAgIQHByscjWKp6P98GFSntX1s6J7ITiAB35jeDE2uTBP+TBTuTBPuTBP7eLkbRfh5eWldgkNdA9og/WP9YObDmilA3QQcNMBbjpg/WP9cBebCqu8vb3VLoEciHnKh5nKhXnKhXlqFxsLF2EymTBy5EhNnVdYWlqK4Z3d8fFTkXi0lx/ualWESb388PFTkRje2R2lpaVql2jB19dXM99Dg8GgdgnkQMxTPsxULsxTLsxTu3iDPBupfYO82tpaeHh4OP19b+b48eO233mbLGgxT2o65ikfZioX5ikX5qldnGPhIvLz8zV3+/rBgwejR48eVtdrYWRAq7SYJzUd85QPM5UL85QL89QujljYSO0RCyIiIiIiLeMcCxfB29fLhXnKhXnKh5nKhXnKhXlqF0csbKT2iEVdXR3c3XnmmiyYp1yYp3yYqVyYp1yYp3ZxxMJFFBYWql0CORDzlAvzlA8zlQvzlAvz1C42Fi7C399f7RLIgZinXJinfJipXJinXJindrGxcBGVlZVql0AOxDzlwjzlw0zlwjzlwjy1i42Fi3BzY1QyYZ5yYZ7yYaZyYZ5yYZ7axWRcBCcpyYV5yoV5yoeZyoV5yoV5ahcbCxdRUVGhdgnkQMxTLsxTPsxULsxTLsxTu9hYuIh27dqpXQI5EPOUC/OUDzOVC/OUC/PULjYWLqKgoEDtEsiBmKdcmKd8mKlcmKdcmKd28QZ5NlL7BnlERERERFrGEQsXwdvXy4V5yoV5yoeZyoV5yoV5ahdHLGyk9oiFyWTi5dUkwjzlwjzlw0zlwjzlwjy1i6m4CL1er3YJ5EDMUy7MUz7MVC7MUy7MU7t4IWAb1Q/sGAwGVd7f3d1dtfcmx2OecmGe8mGmcmGecmGe6mjbti10Ot1Nt2FjYaPS0lIAQEhIiMqVEBERERE5ly3TATjHwkYmkwk5OTk2dWuOZjAYEBISgl9++YVXpJIA85QL85QPM5UL85QL81QPRywcyM3NDV26dFG1Bj8/Px5EEmGecmGe8mGmcmGecmGe2sTJ20REREREZDc2FkREREREZDc2Fi7Ay8sLq1evhpeXl9qlkAMwT7kwT/kwU7kwT7kwT23j5G0iIiIiIrIbRyyIiIiIiMhubCyIiIiIiMhubCyIiIiIiMhubCyIiIiIiMhubCw0JCsrC7NmzUL37t3RunVrhIWFYfXq1aipqTFv88orr0Cn0zX4atOmjcVrJSQkoGfPnvD29kbfvn3xn//8x9m70+LZkicACCGwYcMGREREwMvLC507d8aaNWvM648fP95o5nq93tm71KI5Kk9AyXTQoEHw8vJCeHg44uLinLgnBNiWZ1ZWVqPH3n//+1/zNnFxcQ3We3t7q7FLLZqj8gT4+1MLbP28rXfhwgW0bdsW7dq1s1jO49P5eOdtDUlPT4fJZMLbb7+N8PBw/PDDD5g9ezbKy8uxYcMGAMBLL72EuXPnWjxv9OjRuPvuu82Pz5w5g6lTp2LdunWYMGEC4uPjMXHiRCQnJ6NPnz5O3aeWzJY8AWDBggX48ssvsWHDBvTt2xdFRUUoKipq8HoZGRkWdxnt2LGjU/aDFI7KMzMzEzExMZg7dy4+/PBDHDlyBM888wyCg4Mxfvx4NXatRbI1TwA4fPgwevfubX7coUMHi/V+fn7IyMgwP9bpdM1bPDXgqDz5+1MbbifP2tpaTJ06Fffddx/OnDnT4LV4fDqZIE3761//Krp37251fUpKigAgTp48aV72xBNPiJiYGIvthgwZIubMmdNsdZJtbszz/Pnzwt3dXaSnp1t9zrFjxwQAUVxc7IQK6XY0Jc+lS5eK3r17Wyx78sknxfjx45utTrLNjXlmZmYKAOLs2bNWn7Nt2zbh7+/f/MXRbWtKnvz9qV3W/h5aunSpmDZtWqPHIo9P5+OpUBpXUlKC9u3bW13/7rvvIiIiAvfdd595WWJiIsaMGWOx3fjx45GYmNhsdZJtbsxzz549CA0Nxd69e9G9e3fcddddeOaZZxodsRgwYACCg4MxduxYnD592pllkxVNyZPHp3ZZ+7x9+OGH0bFjRwwfPhy7d+9usL6srAzdunVDSEgIHnnkEZw7d84Z5dItNCVPHp/a1VieR48eRUJCAjZt2mT1eTw+nYuNhYZduHABb731FubMmdPo+qqqKnz44YeYNWuWxXK9Xo+goCCLZUFBQTwnX2WN5Xnx4kVcunQJCQkJ2L59O+Li4pCUlITJkyebtwkODsaWLVvw+eef4/PPP0dISAiio6ORnJysxm7Qr5qap7Xj02AwoLKy0mn1k6XG8vT19cXGjRuRkJCAffv2Yfjw4Zg4caLFH6M9evTAe++9h127duGDDz6AyWTCsGHDcOXKFTV2g37V1Dz5+1ObGsvz6tWriI2NRVxcnMVpwtfj8akCtYdMWoJly5YJADf9SktLs3jOlStXRFhYmJg1a5bV142Pjxfu7u5Cr9dbLPfw8BDx8fEWyzZt2iQ6duzouJ1qwRyZ5+zZswUAkZGRYV6WlJQkANz0dJoRI0aIadOmOXbHWihn5/m73/1OrF271uJ5+/btEwBERUVFM+1ly9Fcn7f1pk+fLoYPH251fU1NjQgLCxMrVqywe1/I+Xny92fzcmSejz76qFi2bJn5sS2nPfH4bH6cvO0EixcvRmxs7E23CQ0NNf87JycHo0aNwrBhw7B161arz3n33XcxYcKEBv+70qlTJ+Tl5Vksy8vLQ6dOnW6/eGrAkXkGBwfD3d0dERER5mW9evUCAFy+fBk9evRo9PXvuecefPXVV03cA7qes/O0dnz6+fmhdevWdu4NNdfnbb0hQ4bg0KFDVtd7eHhg4MCBuHDhgs01k3XOzpO/P5uXI/M8evQodu/ebZ7MLYSAyWSCu7s7tm7diqeffrrBa/P4bH5sLJwgMDAQgYGBNm2bnZ2NUaNGYfDgwdi2bRvc3Bo/Wy0zMxPHjh1r9HzfqKgoHDlyBAsXLjQvO3ToEKKioppUP1lyZJ733nsv6urq8PPPPyMsLAwA8OOPPwIAunXrZvV1U1JSEBwc3MQ9oOs5O8+oqKgGl6/k8ek4zfF5e71bHXtGoxGpqal48MEHba6ZrHN2nvz92bwcmWdiYiKMRqP58a5du7B+/XqcOXMGnTt3bvQ1eXw6gdpDJvSbK1euiPDwcDF69Ghx5coVkZuba/660YoVK8Sdd94p6urqGqw7ffq0cHd3Fxs2bBBpaWli9erVwsPDQ6SmpjpjN+hXtuRpNBrFoEGDxIgRI0RycrL49ttvxZAhQ8TYsWPN27z++uti586d4qeffhKpqaliwYIFws3NTRw+fFiN3WqxHJXnxYsXhY+Pj1iyZIlIS0sTmzZtEq1atRIHDhxQY7daLFvyjIuLE/Hx8SItLU2kpaWJNWvWCDc3N/Hee++Zt/nzn/8sDh48KH7++WeRlJQkpkyZIry9vcW5c+fU2K0Wy1F58venNtzO30P1GjsVisen87Gx0JBt27ZZPefwekajUXTp0kUsX77c6mt9+umnIiIiQnh6eorevXuLffv2NXf5dANb88zOzhaTJk0Svr6+IigoSMTGxoqrV6+a169fv16EhYUJb29v0b59exEdHS2OHj3q7N1p8RyVpxDKJYQHDBggPD09RWhoqNi2bZsT94SEsC3PuLg40atXL+Hj4yP8/PzEPffcIxISEixeZ+HChaJr167C09NTBAUFiQcffFAkJyc7e3daPEflKQR/f2qBrZ+3Nz7nxsaCx6fz6YQQonnHRIiIiIiISHa83CwREREREdmNjQUREREREdmNjQUREREREdmNjQUREREREdmNjQUREREREdmNjQUREREREdmNjQUREREREdmNjQUREREREdmNjQUREREREdmNjQUREWlSdHQ0dDoddDodUlJSVKkhNjbWXMPOnTtVqYGIyFWwsSAiIs2aPXs2cnNz0adPH1Xe/4033kBubq4q701E5Grc1S6AiIjIGh8fH3Tq1Em19/f394e/v79q709E5Eo4YkFERA730UcfoXXr1hb/2z9z5kz069cPJSUldr12dHQ0nn/+eSxcuBB33HEHgoKC8M4776C8vBwzZ85E27ZtER4ejv3799v1HCIiuj1sLIiIyOGmTJmCiIgIrF27FgCwevVqHD58GPv373fICMD777+PgIAAfP3113j++ecxb948PP744xg2bBiSk5Mxbtw4TJ8+HRUVFXY9h4iIbKcTQgi1iyAiIvns3bsXkydPxsqVK7Fx40acOnUKvXv3tvn50dHRGDBgAP7xj380WG40GnHq1CkAgNFohL+/PyZNmoTt27cDAPR6PYKDg5GYmIihQ4c26TnX0+l02LFjByZOnNjE7wYRkfw4YkFERDZ5+eWXzVdIsvaVnp5u3n7ChAmIjIzEX/7yF+zYseO2mopb6devn/nfrVq1QocOHdC3b1/zsqCgIABAfn6+Xc8hIiLbcfI2ERHZZPHixYiNjb3pNqGhoeZ/HzhwAOnp6TAajeY/2h3Fw8PD4rFOp7NYptPpAAAmk8mu5xARke3YWBARkU0CAwMRGBho07bJycl44okn8K9//QtxcXFYuXIlEhISmrlCIiJSExsLIiJyqKysLMTExGD58uWYOnUqQkNDERUVheTkZAwaNEjt8oiIqJlwjgURETlMUVER7r//fjzyyCN4+eWXAQBDhgzBAw88gOXLl6tcHRERNSeOWBARkcO0b9/eYgJ3vX379jnsPY4fP95gWVZWVoNl11/0sCnPISKi28MRCyIi0qzNmzfD19cXqampqrz/3Llz4evrq8p7ExG5Gt7HgoiINCk7OxuVlZUAgK5du8LT09PpNeTn58NgMAAAgoOD0aZNG6fXQETkKthYEBERERGR3XgqFBERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2Y2NBRERERER2e3/AQ8KcplDNIypAAAAAElFTkSuQmCC", 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" ] @@ -839,7 +866,8 @@ ], "source": [ "# Plot regressione\n", - "SCALA = 10\n", + "\n", + "SCALA = 20\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "x_data = -dfSonar[\"c\"]\n", @@ -858,8 +886,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AS:.3f}\\\\pm{uAS:.3f}$\\n\"\n", - " f\" $B={BS:.2f}\\\\pm{uBS:.2f}$\\n\"\n", + " label=f\"$A={AS:.3f}\\\\pm{uAS:.3f}$\\n\"\n", + " f\"$B={BS:.0f}\\\\pm{uBS:.0f}$\\n\"\n", + " f\"$P(chi², ∞)= {PS:.4f}$\\n\"\n", ")\n", "\n", "sns.despine(ax=ax)\n", @@ -875,12 +904,13 @@ }, { "cell_type": "code", - "execution_count": 280, + "execution_count": 119, "id": "09445aac", "metadata": {}, "outputs": [], "source": [ "# Calcolo numerico residui\n", + "\n", "dfSonar[\"r\"] = r_fn(\n", " -dfSonar[\"c\"],\n", " dfSonar[\"F\"],\n", @@ -898,7 +928,7 @@ }, { "cell_type": "code", - "execution_count": 281, + "execution_count": 120, "id": "1ecf9ab2", "metadata": {}, "outputs": [ @@ -963,7 +993,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 121, "id": "4088453c", "metadata": {}, "outputs": [ @@ -1011,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 122, "id": "1584a5d4", "metadata": {}, "outputs": [], @@ -1038,14 +1068,14 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 123, "id": "ac4860fa", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4424407c97a64e1aa8e7a26386338341", + "model_id": "eb263fda869a4e73b2afe795f556f900", "version_major": 2, "version_minor": 0 }, @@ -1074,7 +1104,7 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 124, "id": "8917049c", "metadata": {}, "outputs": [ @@ -1104,13 +1134,13 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 143, "id": "d5646b8c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1141,8 +1171,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AS2:.3f}\\\\pm{uAS2:.3f}$\\n\"\n", - " f\" $B={BS2:.2f}\\\\pm{uBS2:.2f}$\\n\"\n", + " label=f\"$A={AS2:.3f}\\\\pm{uAS:.3f}$\\n\"\n", + " f\"$B={BS2:.0f}\\\\pm{uBS:.0f}$\\n\"\n", + " f\"$P(chi², ∞)= {PS2:.4f}$\\n\"\n", ")\n", "\n", "sns.despine(ax=ax)\n", @@ -1158,7 +1189,7 @@ }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 126, "id": "e35a9456", "metadata": {}, "outputs": [], @@ -1182,7 +1213,7 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 127, "id": "8de2a48e", "metadata": {}, "outputs": [ @@ -1237,7 +1268,7 @@ }, { "cell_type": "code", - "execution_count": 289, + "execution_count": 128, "id": "af6143df", "metadata": {}, "outputs": [ @@ -1252,8 +1283,10 @@ "source": [ "# 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", + "dfMasse_raw = pd.DataFrame([[29.90, 29.89, 29.89]], columns=[\"m1\", \"m2\", \"m3\"])\n", + "\n", + "dfMasse = pd.DataFrame()\n", + "dfMasse = dfMasse.acc.calcola_stats(dfMasse_raw, \"m\", ERR_BILANCIA)\n", "\n", "massaMolla = dfMasse.m[0]\n", "umassaMolla = dfMasse.um[0]\n", @@ -1262,7 +1295,7 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 129, "id": "a1e69bd3", "metadata": {}, "outputs": [ @@ -1270,12 +1303,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Meq = 1000/(alp*m_molla + m_osc)\n", - "sigma_Meq = 1000*sqrt(alp**2*sigma_m_molla**2 + m_molla**2*sigma_alp**2 + sigma_m_osc**2)/(alp*m_molla + m_osc)**2\n", + "1/Meq = 1000/(alp*m_molla + m_osc)\n", + "sigma_1/Meq = 1000*sqrt(alp**2*sigma_m_molla**2 + m_molla**2*sigma_alp**2 + sigma_m_osc**2)/(alp*m_molla + m_osc)**2\n", "\n", "Formula LaTeX:\n", - "Meq = \\frac{1000}{alp m_{molla} + m_{osc}}\n", - "sigma_Meq = \\frac{1000 \\sqrt{alp^{2} \\sigma_{m molla}^{2} + m_{molla}^{2} \\sigma_{alp}^{2} + \\sigma_{m osc}^{2}}}{\\left(alp m_{molla} + m_{osc}\\right)^{2}}\n" + "1/Meq = \\frac{1000}{alp m_{molla} + m_{osc}}\n", + "sigma_1/Meq = \\frac{1000 \\sqrt{alp^{2} \\sigma_{m molla}^{2} + m_{molla}^{2} \\sigma_{alp}^{2} + \\sigma_{m osc}^{2}}}{\\left(alp m_{molla} + m_{osc}\\right)^{2}}\n" ] } ], @@ -1300,11 +1333,11 @@ " (dMeq_dm_molla * sigma_m_molla)**2\n", ")\n", "\n", - "print(\"Meq =\", Meq)\n", - "print(\"sigma_Meq =\", sigma_Meq.simplify())\n", + "print(\"1/Meq =\", Meq)\n", + "print(\"sigma_1/Meq =\", sigma_Meq.simplify())\n", "print(\"\\nFormula LaTeX:\")\n", - "print(f\"Meq = {sp.latex(Meq)}\")\n", - "print(f\"sigma_Meq = {sp.latex(sigma_Meq.simplify())}\")\n", + "print(f\"1/Meq = {sp.latex(Meq)}\")\n", + "print(f\"sigma_1/Meq = {sp.latex(sigma_Meq.simplify())}\")\n", "\n", "# funzioni numeriche\n", "Meq_fn = sp.lambdify((m_osc, alp, m_molla), Meq, 'numpy')\n", @@ -1313,7 +1346,7 @@ }, { "cell_type": "code", - "execution_count": 291, + "execution_count": 130, "id": "56679fc4", "metadata": {}, "outputs": [ @@ -1332,6 +1365,7 @@ ], "source": [ "# Calcolo simbolico w^2\n", + "\n", "# simboli\n", "w = sp.symbols('w', positive=True)\n", "sigma_w = sp.symbols('sigma_w', positive=True)\n", @@ -1357,14 +1391,14 @@ }, { "cell_type": "code", - "execution_count": 292, + "execution_count": 131, "id": "455271a9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6c33f1b841294fafbac15037ed80ccfc", + "model_id": "efe47853aaba4e8887e03021b388d7dc", "version_major": 2, "version_minor": 0 }, @@ -1379,8 +1413,11 @@ "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", + "dfSonar['alp'] = 1/3\n", + "dfSonar['ualp'] = 0\n", + "\n", + "dfSonar['1/Meq'] = Meq_fn(dfSonar['m'], dfSonar['alp'], massaMolla)\n", + "dfSonar['u1/Meq']= uMeq_fn(dfSonar['m'], dfSonar['um'], dfSonar['alp'], dfSonar['ualp'], massaMolla, umassaMolla)\n", "\n", "dfSonar['Omega2'] = w2_fn(dfSonar['w'])\n", "dfSonar['uOmega2']= uw2_fn(dfSonar['w'], dfSonar['uw'])\n", @@ -1401,7 +1438,7 @@ }, { "cell_type": "code", - "execution_count": 293, + "execution_count": 132, "id": "02119d66", "metadata": {}, "outputs": [ @@ -1413,7 +1450,7 @@ "AD = 23.8854 ± 0.0133\n", "BD = 1.5710 ± 0.0856\n", "cov_ABD = -0.001129\n", - "chi² = 27.0310\n", + "chi² = 27.0309\n", "P(chi², ∞)= 0.0000\n" ] } @@ -1421,7 +1458,7 @@ "source": [ "# Regressione lineare\n", "\n", - "AD, BD, uAD, uBD, covABD, chiD, PD = reg_lin( dfSonar[\"Meq\"], dfSonar[\"Omega2\"], dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"])\n", + "AD, BD, uAD, uBD, covABD, chiD, PD = reg_lin( dfSonar[\"1/Meq\"], dfSonar[\"Omega2\"], dfSonar[\"u1/Meq\"], dfSonar[\"uOmega2\"])\n", "\n", "print(\"Ax + B : \")\n", "print(f\"AD = {AD:.4f} ± {uAD:.4f}\")\n", @@ -1433,13 +1470,13 @@ }, { "cell_type": "code", - "execution_count": 294, + "execution_count": 144, "id": "de571f32", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1451,10 +1488,10 @@ "source": [ "# Plot regressione lineare\n", "\n", - "SCALA = 10\n", + "SCALA = 1000\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", - "x_data = dfSonar[\"Meq\"]\n", + "x_data = dfSonar[\"1/Meq\"]\n", "y_data = dfSonar[\"Omega2\"]\n", "\n", "x_fit = np.linspace(0, x_data.max(), 300)\n", @@ -1462,7 +1499,7 @@ "\n", "ax.errorbar(\n", " x_data, y_data,\n", - " xerr=SCALA * dfSonar[\"uMeq\"], yerr=SCALA * dfSonar[\"uOmega2\"],\n", + " xerr=SCALA * dfSonar[\"u1/Meq\"], yerr=SCALA * dfSonar[\"uOmega2\"],\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", @@ -1470,8 +1507,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AD:.3f}\\\\pm{uAD:.3f}$\\n\"\n", - " f\" $B={BD:.2f}\\\\pm{uBD:.2f}$\\n\"\n", + " label=f\"$A={AD:.3f}\\\\pm{uAD:.3f}$\\n\"\n", + " f\"$B={BD:.3f}\\\\pm{uBD:.3f}$\\n\"\n", + " f\"P(chi², ∞)= {PD:.4f}\\n\"\n", ")\n", "\n", "\n", @@ -1479,7 +1517,7 @@ "plt.ylim(bottom=0)\n", "\n", "sns.despine(ax=ax)\n", - "ax.set_xlabel(r\"Meq [Kg$^{-1}$]\")\n", + "ax.set_xlabel(r\"1/Meq [Kg$^{-1}$]\")\n", "ax.set_ylabel(r\"$\\omega^2$ [s$^{-2}$]\")\n", "ax.set_title(\"Fit lineare — Molla 1 (sonar dinamico)\")\n", "ax.legend(fontsize=9)\n", @@ -1491,7 +1529,7 @@ }, { "cell_type": "code", - "execution_count": 295, + "execution_count": 134, "id": "96f12fe6", "metadata": {}, "outputs": [], @@ -1499,23 +1537,23 @@ "# Calcolo numerico residui\n", "\n", "dfSonar[\"R\"] = r_fn(\n", - " dfSonar[\"Meq\"],\n", + " dfSonar[\"1/Meq\"],\n", " dfSonar[\"Omega2\"],\n", " AD,\n", " BD\n", ")\n", "\n", "dfSonar[\"uR\"] = sigma_r_fn(\n", - " dfSonar[\"Meq\"], dfSonar[\"Omega2\"],\n", + " dfSonar[\"1/Meq\"], dfSonar[\"Omega2\"],\n", " AD, BD,\n", - " dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"],\n", + " dfSonar[\"u1/Meq\"], dfSonar[\"uOmega2\"],\n", " uAD, uBD, covABD\n", ")" ] }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 135, "id": "c87033e0", "metadata": {}, "outputs": [ @@ -1569,7 +1607,7 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 136, "id": "e87e24b7", "metadata": {}, "outputs": [ @@ -1605,7 +1643,7 @@ "AD = 23.8854 ± 0.0133\n", "BD = 1.5710 ± 0.0856\n", "cov_ABD = -0.001129\n", - "chi² = 27.0310\n", + "chi² = 27.0309\n", "GdL = 4\n", "P(chi², ∞)= 0.0000\n" ] @@ -1657,13 +1695,13 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 137, "id": "dc913446", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1723,7 +1761,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 138, "id": "45a291fb", "metadata": {}, "outputs": [ @@ -1762,7 +1800,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 139, "id": "d4af85a1", "metadata": {}, "outputs": [], @@ -1780,7 +1818,7 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 140, "id": "57de948b", "metadata": {}, "outputs": [ @@ -1799,9 +1837,9 @@ "Compatibilità: Calibro vs Sonar dinamico\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 2.6076 0.0350\n", - "2σ 1.3038 0.2335\n", - "3σ 0.8692 0.4135\n", + "1σ 2.6075 0.0350\n", + "2σ 1.3037 0.2336\n", + "3σ 0.8692 0.4136\n", "\n", "\n", "Compatibilità: Sonar Dinamico vs Sonar statico (T considerata)\n", diff --git a/mollaDefinitiva/molla-2/molla2.ipynb b/mollaDefinitiva/molla-2/molla2.ipynb index 3329aff..26efc67 100644 --- a/mollaDefinitiva/molla-2/molla2.ipynb +++ b/mollaDefinitiva/molla-2/molla2.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 281, + "execution_count": 476, "id": "3a34cc3f", "metadata": {}, "outputs": [], @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 282, + "execution_count": 477, "id": "1e2fabea", "metadata": {}, "outputs": [], @@ -105,11 +105,11 @@ "def stats_riga(valori_raw, err_strumentale):\n", " # caso 0\n", " if len(valori_raw) == 0:\n", - " return {\"media\": np.nan, \"u\": np.nan, \"n\": 0, \"rimossi\": []}\n", + " return {\"media\": np.nan, \"u_strum\": err_strumentale, \"u_stat\": np.nan, \"u\": np.nan, \"n\": 0, \"rimossi\": []}\n", "\n", " # caso 1\n", " if len(valori_raw) == 1:\n", - " return {\"media\": valori_raw[0], \"u\": err_strumentale, \"n\": 1, \"rimossi\": []}\n", + " return {\"media\": valori_raw[0], \"u_strum\": err_strumentale, \"u_stat\": np.nan, \"u\": np.nan, \"n\": 1, \"rimossi\": []}\n", "\n", " # caso n>1\n", " puliti, rimossi = rimuovi_outlier(valori_raw, err_strumentale)\n", @@ -119,29 +119,52 @@ " s = puliti.std(ddof=1)\n", " n = len(puliti)\n", " s = s / np.sqrt(n)\n", - " s = np.sqrt(s**2 + err_strumentale**2)\n", + " u = np.sqrt(s**2 + err_strumentale**2)\n", "\n", - " return {\"media\": media, \"u\": s, \"n\": n, \"rimossi\": rimossi}\n", - "\n", - "# Calcola la statistica con Criterio di Chauvenet\n", - "def calcola_stats(df, prefix, err_strumentale):\n", - " cols = [col for col in df.columns if col.startswith(prefix)]\n", - "\n", - " for i, row in df.iterrows():\n", - " valori = row[cols].dropna().values.astype(float)\n", - " ans = stats_riga(valori, err_strumentale)\n", - "\n", - " df.at[i, prefix] = ans[\"media\"]\n", - " df.at[i, f\"u{prefix}\"] = ans[\"u\"]\n", - " df.at[i, f\"n{prefix}\"] = int(ans[\"n\"])\n", - " df.at[i, f\"out{prefix}\"] = str(ans[\"rimossi\"])\n", - "\n", - " return df\n" + " return {\"media\": media, \"u_strum\": err_strumentale, \"u_stat\": s, \"u\": u, \"n\": n, \"rimossi\": rimossi}" ] }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 478, + "id": "264a5b1d", + "metadata": {}, + "outputs": [], + "source": [ + "# Accessor: aggiunta metodi ai df\n", + "\n", + "# Nasconde specificamente l'avviso di sovrascrittura dell'accessor\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\", message=\"registration of accessor\")\n", + "\n", + "@pd.api.extensions.register_dataframe_accessor(\"acc\")\n", + "\n", + "class Miei_Metodi:\n", + "\n", + " def __init__(self, pandas_obj):\n", + " self._df = pandas_obj\n", + " \n", + " # Calcola la statistica con Criterio di Chauvenet\n", + " def calcola_stats(self, df, prefix, err_strumentale):\n", + " cols = [col for col in df.columns if col.startswith(prefix)]\n", + "\n", + " for i, row in df.iterrows():\n", + " valori = row[cols].dropna().values.astype(float)\n", + " ans = stats_riga(valori, err_strumentale)\n", + "\n", + " self._df.at[i, prefix] = ans[\"media\"]\n", + " self._df.at[i, f\"u{prefix}_strum\"] = ans[\"u_strum\"]\n", + " self._df.at[i, f\"u{prefix}_stat\"] = ans[\"u_stat\"]\n", + " self._df.at[i, f\"u{prefix}\"] = ans[\"u\"]\n", + " self._df.at[i, f\"n{prefix}\"] = int(ans[\"n\"])\n", + " self._df.at[i, f\"out{prefix}\"] = str(ans[\"rimossi\"])\n", + "\n", + " return self._df" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "a5ff5ff5", "metadata": {}, "outputs": [ @@ -186,22 +209,23 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 480, "id": "e649eddc", "metadata": {}, "outputs": [], "source": [ "# Import dati, analisi statistica medie e ricerca outlier\n", "\n", - "dfCalibro = pd.read_csv(r'molla2Calibro.csv')\n", + "dfCalibro_raw = pd.read_csv(r'molla2Calibro.csv')\n", "\n", "# Costanti strumentali\n", - "ERR_CALIBRO = 0.02 / np.sqrt(12)\n", + "ERR_CALIBRO = 0.02 / np.sqrt(24)\n", "ERR_BILANCIA = 0.01 / np.sqrt(12)\n", "\n", "# Chauvenet e poi statistica di base\n", - "dfCalibro = calcola_stats(dfCalibro, \"dx\", ERR_CALIBRO)\n", - "dfCalibro = calcola_stats(dfCalibro, \"m\", ERR_BILANCIA)\n", + "dfCalibro = pd.DataFrame()\n", + "dfCalibro = dfCalibro.acc.calcola_stats(dfCalibro_raw, \"dx\", ERR_CALIBRO)\n", + "dfCalibro = dfCalibro.acc.calcola_stats(dfCalibro_raw, \"m\", ERR_BILANCIA)\n", "\n", "# Aggiunta delle forze\n", "dfCalibro[\"F\"] = F_fn(dfCalibro[\"m\"], G)\n", @@ -210,19 +234,19 @@ }, { "cell_type": "code", - "execution_count": 285, + "execution_count": 481, "id": "42ff21d6", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f6f02e6c078c4e3aaa5bdfeeee71d1cb", + "model_id": "fcd29487f60f47f2999c10d2c204f606", "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, …" + "Sheet(cells=(Cell(column_end=0, column_start=0, row_start=0, squeeze_row=False, type='numeric', value=[212.08,…" ] }, "metadata": {}, @@ -247,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 482, "id": "dfab4331", "metadata": {}, "outputs": [], @@ -305,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 287, + "execution_count": 483, "id": "5d7ca0a0", "metadata": {}, "outputs": [ @@ -317,13 +341,7 @@ " r = x + B/A - y/A\n", "\n", "Formula LaTeX:\n", - " r = x + \\frac{B}{A} - \\frac{y}{A}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " r = x + \\frac{B}{A} - \\frac{y}{A}\n", " 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" ] } @@ -368,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 484, "id": "cd68b201", "metadata": {}, "outputs": [ @@ -377,11 +395,11 @@ "output_type": "stream", "text": [ "Ax + B : \n", - "AC = 3.2009 ± 0.0034\n", - "BC = 1161.4138 ± 0.4687\n", - "cov_ABC = 0.001385\n", - "chi² = 4.3252\n", - "P(chi², ∞)= 0.1150\n" + "AC = 3.2009 ± 0.0033\n", + "BC = 1161.4139 ± 0.4685\n", + "cov_ABC = 0.001384\n", + "chi² = 4.3285\n", + "P(chi², ∞)= 0.1148\n" ] } ], @@ -399,13 +417,13 @@ }, { "cell_type": "code", - "execution_count": 289, + "execution_count": 533, "id": "68eb66dc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -417,7 +435,7 @@ "source": [ "# Plot regressione\n", "\n", - "SCALA = 10\n", + "SCALA = 50\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "x_data = -dfCalibro[\"dx\"]\n", @@ -436,8 +454,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AC:.3f}\\\\pm{uAC:.3f}$\\n\"\n", - " f\" $B={BC:.2f}\\\\pm{uBC:.2f}$\\n\"\n", + " label=f\"$A={AC:.4f}\\\\pm{uAC:.4f}$\\n\"\n", + " f\"$B={BC:.2f}\\\\pm{uBC:.2f}$\\n\"\n", + " f\"$P(chi², ∞)= {PC:.4f}$\\n\"\n", ")\n", "\n", "sns.despine(ax=ax)\n", @@ -453,12 +472,13 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 486, "id": "f98a3612", "metadata": {}, "outputs": [], "source": [ "# Calcolo numerico residui\n", + "\n", "dfCalibro[\"r\"] = r_fn(\n", " -dfCalibro[\"dx\"],\n", " dfCalibro[\"F\"],\n", @@ -476,13 +496,13 @@ }, { "cell_type": "code", - "execution_count": 291, + "execution_count": 487, "id": "831a4ac6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -522,7 +542,7 @@ }, { "cell_type": "code", - "execution_count": 292, + "execution_count": 488, "id": "5643144a", "metadata": {}, "outputs": [ @@ -532,12 +552,13 @@ "text": [ "\n", "Probabilità chi quadro con uR invece di sigmaY_equiv\n", - "P(chi², ∞)= 0.1902\n" + "P(chi², ∞)= 0.1900\n" ] } ], "source": [ "# Chi2 alternativo\n", + "\n", "x2 = np.sum(dfCalibro['r']**2 / dfCalibro['ur']**2)\n", "dof = 4 - 2\n", "P = stats.chi2.sf(x2, dof)\n", @@ -572,22 +593,23 @@ }, { "cell_type": "code", - "execution_count": 293, + "execution_count": 489, "id": "d6195b96", "metadata": {}, "outputs": [], "source": [ - "dfSonar = pd.read_csv(r'molla2Sonar.csv')\n", + "dfSonar_raw = pd.read_csv(r'molla2Sonar.csv')\n", "\n", - "ERR_OMEGA = 0.000001\n", - "ERR_C = 0.000001\n", - "ERR_CRONOMETRO = 0.01\n", + "ERR_OMEGA = 0.000001 / np.sqrt(12)\n", + "ERR_C = 0.000001 / np.sqrt(12)\n", + "ERR_CRONOMETRO = 0.01 / np.sqrt(12)\n", "\n", - "# Bilancia trattata esattamente come prima\n", - "dfSonar = calcola_stats(dfSonar, \"m\", ERR_BILANCIA)\n", - "dfSonar = calcola_stats(dfSonar, \"w\", ERR_OMEGA)\n", - "dfSonar = calcola_stats(dfSonar, \"c\", ERR_C)\n", - "dfSonar = calcola_stats(dfSonar, \"t\", ERR_CRONOMETRO)\n", + "# Tutto trattato esattamente come prima\n", + "dfSonar = pd.DataFrame()\n", + "dfSonar = dfSonar.acc.calcola_stats(dfSonar_raw, \"m\", ERR_BILANCIA)\n", + "dfSonar = dfSonar.acc.calcola_stats(dfSonar_raw, \"w\", ERR_OMEGA)\n", + "dfSonar = dfSonar.acc.calcola_stats(dfSonar_raw, \"c\", ERR_C)\n", + "dfSonar = dfSonar.acc.calcola_stats(dfSonar_raw, \"t\", ERR_CRONOMETRO)\n", "\n", "# Aggiunta delle forze\n", "dfSonar[\"F\"] = F_fn(dfSonar[\"m\"], G)\n", @@ -596,14 +618,14 @@ }, { "cell_type": "code", - "execution_count": 294, + "execution_count": 490, "id": "02e2d183", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b823e2edf7a14e0fb65cecae3774c242", + "model_id": "f6fbbe2af87b46f6bd876d7fa65a0afd", "version_major": 2, "version_minor": 0 }, @@ -632,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 295, + "execution_count": 491, "id": "06f9ccef", "metadata": {}, "outputs": [ @@ -663,13 +685,13 @@ }, { "cell_type": "code", - "execution_count": 296, + "execution_count": 534, "id": "75653d7a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -681,7 +703,7 @@ "source": [ "# Plot regressione\n", "\n", - "SCALA = 10\n", + "SCALA = 100\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "x_data = -dfSonar[\"c\"]\n", @@ -700,8 +722,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AS:.3f}\\\\pm{uAS:.3f}$\\n\"\n", - " f\" $B={BS:.2f}\\\\pm{uBS:.2f}$\\n\"\n", + " label=f\"$A={AS:.4f}\\\\pm{uAS:.4f}$\\n\"\n", + " f\"$B={BS:.1f}\\\\pm{uBS:.1f}$\\n\"\n", + " f\"$P(chi², ∞)= {PS:.4f}$\\n\"\n", ")\n", "\n", "sns.despine(ax=ax)\n", @@ -717,12 +740,13 @@ }, { "cell_type": "code", - "execution_count": 297, + "execution_count": 493, "id": "09445aac", "metadata": {}, "outputs": [], "source": [ "# Calcolo numerico residui\n", + "\n", "dfSonar[\"r\"] = r_fn(\n", " -dfSonar[\"c\"],\n", " dfSonar[\"F\"],\n", @@ -740,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 494, "id": "1ecf9ab2", "metadata": {}, "outputs": [ @@ -797,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 495, "id": "4088453c", "metadata": {}, "outputs": [ @@ -845,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 496, "id": "1584a5d4", "metadata": {}, "outputs": [], @@ -872,14 +896,14 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 497, "id": "ac4860fa", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "43c6ba91a5734cbdbd447d5ad48dd212", + "model_id": "da658554d3694086a4b6377dd2a29bad", "version_major": 2, "version_minor": 0 }, @@ -908,7 +932,7 @@ }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 498, "id": "8917049c", "metadata": {}, "outputs": [ @@ -938,13 +962,13 @@ }, { "cell_type": "code", - "execution_count": 303, + "execution_count": 535, "id": "d5646b8c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -956,7 +980,7 @@ "source": [ "# Plot regressione\n", "\n", - "SCALA = 10\n", + "SCALA = 50\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "x_data = -dfSonarCorrezione[\"c\"]\n", @@ -975,8 +999,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AS2:.3f}\\\\pm{uAS2:.3f}$\\n\"\n", - " f\" $B={BS2:.2f}\\\\pm{uBS2:.2f}$\\n\"\n", + " label=f\"$A={AS2:.4f}\\\\pm{uAS:.4f}$\\n\"\n", + " f\"$B={BS2:.1f}\\\\pm{uBS:.1f}$\\n\"\n", + " f\"$P(chi², ∞)= {PS2:.4f}$\\n\"\n", ")\n", "\n", "sns.despine(ax=ax)\n", @@ -992,12 +1017,13 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": 500, "id": "e35a9456", "metadata": {}, "outputs": [], "source": [ "# Calcolo numerico residui\n", + "\n", "dfSonarCorrezione[\"r\"] = r_fn(\n", " -dfSonarCorrezione[\"c\"],\n", " dfSonarCorrezione[\"F\"],\n", @@ -1015,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": 305, + "execution_count": 501, "id": "8de2a48e", "metadata": {}, "outputs": [ @@ -1071,7 +1097,7 @@ }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 502, "id": "af6143df", "metadata": {}, "outputs": [ @@ -1086,9 +1112,10 @@ "source": [ "# 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", + "dfMasse_raw = pd.DataFrame([[15.43, 15.43, 15.43]], columns=[\"m1\", \"m2\", \"m3\"])\n", + "\n", + "dfMasse = pd.DataFrame()\n", + "dfMasse = dfMasse.acc.calcola_stats(dfMasse_raw, \"m\", ERR_BILANCIA)\n", "\n", "massaMolla = dfMasse.m[0]\n", "umassaMolla = dfMasse.um[0]\n", @@ -1097,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 307, + "execution_count": 503, "id": "a1e69bd3", "metadata": {}, "outputs": [ @@ -1105,12 +1132,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Meq = 1000/(alp*m_molla + m_osc)\n", - "sigma_Meq = 1000*sqrt(alp**2*sigma_m_molla**2 + m_molla**2*sigma_alp**2 + sigma_m_osc**2)/(alp*m_molla + m_osc)**2\n", + "1/Meq = 1000/(alp*m_molla + m_osc)\n", + "sigma_1/Meq = 1000*sqrt(alp**2*sigma_m_molla**2 + m_molla**2*sigma_alp**2 + sigma_m_osc**2)/(alp*m_molla + m_osc)**2\n", "\n", "Formula LaTeX:\n", - "Meq = \\frac{1000}{alp m_{molla} + m_{osc}}\n", - "sigma_Meq = \\frac{1000 \\sqrt{alp^{2} \\sigma_{m molla}^{2} + m_{molla}^{2} \\sigma_{alp}^{2} + \\sigma_{m osc}^{2}}}{\\left(alp m_{molla} + m_{osc}\\right)^{2}}\n" + "1/Meq = \\frac{1000}{alp m_{molla} + m_{osc}}\n", + "sigma_1/Meq = \\frac{1000 \\sqrt{alp^{2} \\sigma_{m molla}^{2} + m_{molla}^{2} \\sigma_{alp}^{2} + \\sigma_{m osc}^{2}}}{\\left(alp m_{molla} + m_{osc}\\right)^{2}}\n" ] } ], @@ -1135,11 +1162,11 @@ " (dMeq_dm_molla * sigma_m_molla)**2\n", ")\n", "\n", - "print(\"Meq =\", Meq)\n", - "print(\"sigma_Meq =\", sigma_Meq.simplify())\n", + "print(\"1/Meq =\", Meq)\n", + "print(\"sigma_1/Meq =\", sigma_Meq.simplify())\n", "print(\"\\nFormula LaTeX:\")\n", - "print(f\"Meq = {sp.latex(Meq)}\")\n", - "print(f\"sigma_Meq = {sp.latex(sigma_Meq.simplify())}\")\n", + "print(f\"1/Meq = {sp.latex(Meq)}\")\n", + "print(f\"sigma_1/Meq = {sp.latex(sigma_Meq.simplify())}\")\n", "\n", "# funzioni numeriche\n", "Meq_fn = sp.lambdify((m_osc, alp, m_molla), Meq, 'numpy')\n", @@ -1148,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 504, "id": "56679fc4", "metadata": {}, "outputs": [ @@ -1193,14 +1220,14 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 505, "id": "455271a9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "45efe82629a04163b5008c384f0ccb3e", + "model_id": "984132e247534e84a5813a2f51437173", "version_major": 2, "version_minor": 0 }, @@ -1215,8 +1242,11 @@ "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", + "dfSonar['alp'] = 1/3\n", + "dfSonar['ualp'] = 0\n", + "\n", + "dfSonar['1/Meq'] = Meq_fn(dfSonar['m'], dfSonar['alp'], massaMolla)\n", + "dfSonar['u1/Meq']= uMeq_fn(dfSonar['m'], dfSonar['um'], dfSonar['alp'], dfSonar['ualp'], massaMolla, umassaMolla)\n", "\n", "dfSonar['Omega2'] = w2_fn(dfSonar['w'])\n", "dfSonar['uOmega2']= uw2_fn(dfSonar['w'], dfSonar['uw'])\n", @@ -1237,7 +1267,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 506, "id": "02119d66", "metadata": {}, "outputs": [ @@ -1249,7 +1279,7 @@ "AD = 3.1496 ± 0.0009\n", "BD = 0.7065 ± 0.0094\n", "cov_ABD = -0.000008\n", - "chi² = 15.1284\n", + "chi² = 15.1289\n", "P(chi², ∞)= 0.0017\n" ] } @@ -1257,7 +1287,7 @@ "source": [ "# Regressione lineare\n", "\n", - "AD, BD, uAD, uBD, covABD, chiD, PD = reg_lin( dfSonar[\"Meq\"], dfSonar[\"Omega2\"], dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"])\n", + "AD, BD, uAD, uBD, covABD, chiD, PD = reg_lin( dfSonar[\"1/Meq\"], dfSonar[\"Omega2\"], dfSonar[\"u1/Meq\"], dfSonar[\"uOmega2\"])\n", "\n", "print(\"Ax + B : \")\n", "print(f\"AD = {AD:.4f} ± {uAD:.4f}\")\n", @@ -1269,13 +1299,13 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 537, "id": "de571f32", "metadata": {}, "outputs": [ { "data": { - "image/png": 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XLtidE7GxsfmOAhTVli1bULduXWzdutXuPJ81a5bTXiMv9erVw+HDh2E2m/O8r02tWrWwc+dOpKSk2I1a5FzOePv/s5zzImdEg4ich3MsiMjpAgMDAaBId0l2lkGDBsFisWD27Nm5vpednW2rKeevp7f+tdRkMmHFihVFei2j0YiPP/441/cyMjKQlpaW53Pr1q2Lbt26afoqamPx2GOPYdasWVixYkWe9wnw9vZG9+7d8fXXX+PKlSu27dHR0diwYQM6dOiA4ODgQr+mt7c3DAaD3bKrV65cKfRKWVFRUejevTu8vLzw008/5Xm5WV7atWuHv/76y+6yI4vFkusStypVqqBatWq2/Vq3bo0qVapg5cqVds/94YcfcPbsWU2rWRU3i7x069YNPj4+eP/99+3O46VLlxbruLdz9F45fPgwDh486NTXcWTAgAGIi4vDsmXLcn0vp56HH34YFosl1z5LliyBwWDINRJ15MgRGAwGtGvXruQKJ/JQHLEgIqdr1aoVAOCFF15Ajx494O3tjcGDB4u8dufOnTFmzBjMmzcPx48fR/fu3eHj44MLFy5g8+bNePfdd/HYY4/hvvvuQ/ny5TFs2DC88MILMBgM+PTTT4t0WcZTTz2FTZs24bnnnsOvv/6K9u3bw2Kx4Ny5c9i0aRN++ukn3eelAOq17IW5dGrOnDnYsWMHOnTogLFjx6JMmTL48MMPkZWVleveBgXp1asX3nnnHTz00EMYMmQIYmJisHz5ctSvXz/X9fuOPPTQQ/i///s/TJkyBfv377eb2xAWFoYHH3ww3+f37dsXs2fPxp49e9C9e3cA6gT9GjVq4LHHHkOLFi0QFBSEnTt34o8//rDdSM/HxwcLFizAiBEj0LlzZzzxxBO25WZr166Nl156qUg5OCOLvOTcM2PevHno3bs3Hn74YRw7dgw//PCDUy/z6d27N7Zu3YpHH30UvXr1wuXLl7Fy5UrceeedmucJFdbTTz+NdevWYdKkSfj999/RsWNHpKWlYefOnRg7diz69u2LRx55BPfffz9effVVXLlyBS1atMDPP/+Mr7/+GhMnTkS9evXsjrljxw60b98eFStWLNHaiTwRGwsicrr+/ftjwoQJ+Pzzz7F+/XooiiLWWADAypUr0apVK3z44Yd45ZVXUKZMGdSuXRtPPvkk2rdvD0C9Bn/79u2YPHkyZsyYgfLly+PJJ59E165d0aNHj0K9jpeXF7Zt24YlS5Zg3bp1+OqrrxAQEIC6devixRdfxB133FGSP6bTNWnSBPv27cP06dMxb948WK1WtG3bFuvXry/yPSweeOABrFq1CvPnz8fEiRNRp04dLFiwAFeuXCnUL9MnTpwAAIcNTefOnQtsLFq1aoXmzZtj06ZNtsYiICAAY8eOxc8//4ytW7fCarWifv36WLFihd09J4YPH46AgADMnz8fU6dORWBgIB599FEsWLDA7h4WhVXcLPIzZ84c+Pv7Y+XKlfj111/Rtm1b/Pzzz5pGVvIyfPhwREVF4cMPP8RPP/2EO++8E+vXr8fmzZvtbrhXEry9vfH999/jrbfewoYNG/Dll1+iYsWK6NChA5o1awZAfR9+8803mDlzJr744gusWbMGtWvXxqJFizB58mS74yUlJeHnn38u0sgkERWeQZGeNUVERCTg008/xbhx43Dt2jVNDQG5n6VLl2LhwoW4dOmS6CR5Ik/BORZEROSWhg4dipo1a2L58uV6l0IuwGw245133sGMGTPYVBCVEI5YEBERERFRsXHEgoiIiIiIio2NBRERERERFRsbCyIiIiIiKjaPbSwURUFycnKR1qwnIiIiIiLHPLaxSElJQUhICFJSUvQuhYiIiIio1PPYxoL0YTQa9S7BozBvecxcHjOXx8zlMXNZzFsbj11uNjk5GSEhIUhKSkJwcLDe5XgMRVFgMBj0LsNjMG95zFweM5fHzOUxc1nMWxuOWJCoyMhIvUvwKMxbHjOXx8zlMXN5zFwW89aGjQWJqlSpkt4leBTmLY+Zy2Pm8pi5PGYui3lrw8aCRCUnJ+tdgkdh3vKYuTxmLo+Zy2Pmspi3NmX0LsBVKYqC7OxsWCwWvUtxKwaDAZmZmXqX4THyytvb2xtlypTh9aMlwM/PT+8SPA4zl8fM5TFzWcxbGzYWDphMJty4cQPp6el6l+J2rFYrYmNj9S7DY+SXd0BAAKpWrQpfX1/hqoiIiMgduWRjYTQaMXXqVPzwww9IT09H/fr1sWbNGrRu3RqAOpowa9YsfPzxx0hMTET79u3xwQcfoEGDBsV+bavVisuXL8Pb2xvVqlWDr68v/6rrRGazGT4+PnqX4TEc5a0oCkwmE2JjY3H58mU0aNAAXl68KtJZTCaT3iV4HGYuj5nLY+aymLc2LtdYJCQkoH379rj//vvxww8/oHLlyrhw4QLKly9v22fhwoV477338Mknn6BOnTp47bXX0KNHD5w5cwb+/v7Fen2TyQSr1YqIiAgEBAQU98eh2/j6+vKXWEF55V22bFn4+Pjg6tWrMJlMxX7f0L8CAwP1LsHjMHN5zFweM5fFvLVxucZiwYIFiIiIwJo1a2zb6tSpY/tvRVGwdOlSzJgxA3379gUArFu3DmFhYdi2bRsGDx7s8LhZWVnIysqyPS5oUg5/+S0Z2dnZvPRGUH558xwvGQkJCShbtqzeZXgUZi6Pmctj5rKYtzYu95vFN998g9atW2PgwIGoUqUK7rrrLnz88ce271++fBlRUVHo1q2bbVtISAjatm2LgwcP5nncefPmISQkxPYVEREBAMjMzERkZCSsVqvtLovZ2dmwWq0wm82wWCzIzs6225ZzKQnw7wjH7ftaLBaYzWZYrVa7fXOea7Vai7RvzvFv37cotdy+r6IoTq07Zx9Hdec8x9vbW7e6i5Ohlrwd1ZKzXarugvK2Wq1ISkpCQkIC0tLSEB0dDbPZbHsvGI1GWCwW3LhxAxkZGYiPj0diYiJSUlIQExMDk8lkt6/VakVkZCQyMzMRFxeH5ORkJCcnIy4uzuF7zWg0wmQyISYmBikpKUhMTER8fDwyMjJw48YNWCwWu33NZjOio6ORlpaGhISEQtd98+ZNJCUl2erOysqy21dRFERGRiIrKwuxsbFFqjs1NdWu7pzPkNvrjoqKQnp6OuLj4wusOzIyMlfdsbGxDus2Go0O687IyCh03enp6YiKispVd3Z2dq66U1NTHdad8/8+v7pz6r297pSUFCQlJeHmzZt51p3z/z41NRUJCQl2dVeqVCnfuhMTE5GamprvOZuRkWF3zjqqO+c5+dVd0Dl7a923Z5hT963vtYLqvv29llN3ZGSkw7pz3mu31q3lvZazsAk/I4r+GeHovVaYz4jw8HB+Rmj8jCiobkfvtZy8+RmhvtcKy+XuvJ1zScakSZMwcOBA/PHHH3jxxRexcuVKDBs2DAcOHED79u0RGRmJqlWr2p43aNAgGAwGfPHFFw6P62jEIiIiItedtzMzM3H58mXUqVOHl4eUAJPJxBELQfnlzXO9ZBiNRlSvXl3vMjwKM5fHzOUxc1nMWxuXuxTKarWidevWmDt3LgDgrrvuwl9//WVrLLTy8/Pj0mEugE2FLOYtj/8QyWPm8pi5PGYui3lr43KXQlWtWhV33nmn3bbGjRvj2rVrAIDw8HAAQHR0tN0+0dHRtu8R0KRJE2zfvl3vMnLhKguymLe8nGFlksPM5TFzecxcFvPWxuUai/bt2+P8+fN22/7++2/UqlULgDqROzw8HLt27bJ9Pzk5GYcPH0a7du1Ea9Vbly5d4Ofnh6CgINvXihUrAACnT59G7969AQC1a9fGtm3bNL/Oo48+CoPBgKioqGLXXKaMOkg2YcIEREREIDg4GNWrV8fEiRPz/SV42bJlaN26Nfz8/NCvX79c3x8+fDh8fX3tsrh1zo3ZbMb48eNRvnx5VKhQARMmTEB2dnaxfx4txy5o/4K+X1AWt8rJm+RUrlxZ7xI8DjOXx8zlMXNZzFsbl2ssXnrpJRw6dAhz587FxYsXsWHDBnz00UcYN24cAPVOwhMnTsScOXPwzTff4NSpU3j66adRrVq1An/JckcLFixAamqq7Wvs2LFOPf6OHTvw008/wd/fH8ePHy/28XIm/I0dOxbnzp1DcnIyTpw4gRMnTmDhwoV5Pq9atWqYMWMGnn322Tz3GTt2rF0Wtzaac+bMwf79+3HmzBmcPn0a+/bts11ul5fdu3ejS5cuBf5MRT12QfsX9P3CZJGDd46Xl5iYqHcJHoeZy2Pm8pi5LD3zvhyXhtnfnMTAd77Hcyu+x19XY3SrpahcrrG455578NVXX2Hjxo1o2rQpZs+ejaVLl2Lo0KG2faZMmYIJEyZg9OjRuOeee5Camooff/yRE1BvkTNKMXDgQFy7dg1PPPEEgoKC8NxzzxX6GGazGS+++CImT56MZs2aOaWxyFnitHHjxrY1ohVFgZeXFy5cuJDn8/r3749+/fqhUqVKml539erVmDFjBqpWrYqqVavi1VdfxapVqzQdq7jHLmj/gr5flCy4pKw83v9GHjOXx8zlMXNZeuW96c/r6Lp4N9YevI4/Y6z46ZoVfVb+gc1/XtelnqJyyd86evfujVOnTiEzMxNnz57N9ZdZg8GAN998E1FRUcjMzMTOnTtxxx136FSta9u8eTNq1qyJjRs3IjU1FStXrgQAzJ8/33apVF7ef/99JCYmYurUqfk2FmPHjkVoaGieX/v377fte+siZPPnz0dQUBCqVKmCEydOYMKECcX6WdetW4cKFSqgSZMmWLx4MaxWKwB1Lep//vkHLVu2tO3bsmVLXLt2DUlJScV6zaIeu6D9nV2riy365hGcdYkdFR4zl8fM5TFzWXrk/dfVGEz78iSsCmBRAAUGKDDAqgBTvzyJ06Vg5MIlGwsqvOnTp9v9Ep+Wllao502bNi3fyd3R0dF44403MGfOHAQFBeXbWKxYsQKJiYl5fnXo0CHPGlJTU3HmzBk899xzxZp8/8ILL+D8+fOIjY3FqlWr8O677+Ldd98FAKSmpgIAQkNDbfvn/HdKSordcW5tknr37o39+/fn2SQV9diF2b+oxyPXk9PQkhxmLo+Zy2PmsvTI+4Mfj+f5B0FFUbDix+OyBWnAxqKUmzdvnt0v8c66Bf20adNQt25dDB8+HADQrFkzXLhwAenp6cU6rsFgyLWtcePGaNGihe21tLj77rtRuXJleHt7495778W0adNs9zQJCgoCALu/+Of8d7ly5eyOc2uTtH37dnTo0CHfJqkoxy7M/kU9XkEc5U0li5dkymPm8pi5PGYuS4+8TWYvGPJoLAwGA0w+QcIVFR0bCw9Q1Ovsf//9d3zyySe4cOECqlWrhvDwcAwePBhWqxUnT57Mtf9zzz1ntxrT7V/79u2z7ZvXXwDMZnO+cyyK6tafuXz58qhRo4bdiMvx48cRERGBkJCQYr1OUY9d0P7OrpV/4ZKXnJysdwkeh5nLY+bymLks0bwTE4GpU1Fv64Y8GwtFUeBrTpWrSSM2Fh4gLCwMly5dKtS+iqJgwoQJePzxx3Hx4kUcP34cx48fx6lTp1C9enWHl0OtXLnSbjWm2786duxo27dMmTJITU3FmjVrkJiYCEVRcOrUKcyZMwc9evTIs67s7GxkZmYiOzsbVqsVmZmZdsvTbtq0CcnJyVAUBX/++Sfmz5+PAQMG2L4/YsQIvPXWW4iKikJUVBTmzp2LZ555Jt8sunTpgt27dxeYWVGPXdD+BX2/oCxuxeVm5WldYIC0Y+bymLk8Zi5LJO+sLOCdd4B69YCFC/H48Z+g5HGlgcFgwNiHWpZ8TcWleKikpCQFgJKUlGS3PSMjQzlz5oySkZGhU2WF17lzZ2XJkiUOv1erVi3lq6++UhRFUb755huldu3aSkhIiPL8888riqIob731lvLQQw/let7q1auV8PBw5ebNm7m+16dPH2XMmDHFqjkrK0tJTU1VunXrplSoUEEJDAxU6tSpo/znP/9R0tLSbPuNGTPG7rVmzZqlALD76ty5s+37HTt2VEJCQpTAwEDljjvuUBYsWKBYLBbb900mkzJ27FglNDRUCQ0NVcaPH6+YzeZc9Y0ZM0YJDAzM82vv3r25nlPQsW//WQrav6DvF5TF7XnnpTSd66XJP//8o3cJHoeZy2Pm8pi5rBLN22JRlM8+U5TatRUFUL/uvFNRvv1W2fTHNaXOtO1K3WnbldpTv1VqT/1WqTNtu7Lpj2slV48TGRTFM5eNSU5ORkhICJKSkhAcHGzbnpmZicuXL6NOnTq8npHcGs91IiIiYbt2AVOmAEePqo+rVQPefBMYNgz431UGV+LS8OmBSzh58R9U9Acm9GqNJrWq6Fh04fE6CRJlMpng6+urdxkeg3nLMxqNqF69ut5leBRmLo+Zy2Pmspye98mTwNSpwI8/qo/LlQOmTQMmTgRuu2dG7UqBeK1PcwDNnff6QthYkCgfHx+9S/AozFteWFiY3iV4HGYuj5nLY+aynJb39evAzJnAJ5+oFz2VKQM8/zzw2mtA5crOeQ0XwsnbJIo3+JHFvOXFxcXpXYLHYebymLk8Zi6r2HknJqojEnfcAaxdqzYVgwYBZ88C773nlk0FwBELElbUpW+peJi3vFvnbJEMZi6Pmctj5rI0552VBaxYAcyZA8THq9s6dQIWLgTatnVegS6Kv3WQKA9dK0A3zFteZmam3iV4HGYuj5nLY+ayipy31Qps3Ag0agRMmqQ2FY0bA998A+ze7RFNBcDGgv7HbDbD398fgYGBCAoKQmBgINq0aYMTJ0447fjjx49H5cqVUaFCBUyYMCHPy3Ruv8Gej48Pmjf/dwLTsmXL0Lp1a/j5+aFfv35Oqe/2OsuXL19gnYXZvyRrJdfEu53LY+bymLk8Zi6rSHn/8gvQpg0wZAhw5QpQtSrw8cfqhO1HHgE86P8dGwsCAJw+fRomkwnR0dFITU1FXFwcKlWqhOnTpzvl+HPmzMH+/ftx6tQpnD59Gvv27cPcuXMd7nv7DfYaN26MwYMH275frVo1zJgxA88++2yRati9eze6dOlSqDrPnDlTYJ2F2V9rrc7Cf4jkccK8PGYuj5nLY+ayCpX3qVPAww8DXbsCR46oKz3Nng1cuAA884xt+VhPwsaiIIoCpKXJfel06crRo0dRp04dBAUFAQDKli2LFi1awGw2O+X4q1evxowZMxAWFoaqVavi1VdfxapVqwp83u+//44zZ85g+PDhtm39+/dHv379SuSumDl1Vq1atVB1FrR/SdZaGFarVZfX9WRpaWl6l+BxmLk8Zi6PmcvKN+9//gFGjgRatAB++EFtIMaPBy5eBGbMAAID5Qp1MZ7XShVVejrwv1+2RaSm6nJCHj161Ha5kaIoOHLkCD777DN88MEHufYdO3YsNmzYkOextm/fjg4dOtgeJyQk4J9//kHLli3h7e0NAGjZsiWuXbuGpKQkhISE5HmsVatWoWfPnqhWrZrWH63Qbq0zR351FnV/PeTkTXIqVKigdwkeh5nLY+bymLksh3knJQHz5wNLlwI5czAGDgTeegto0EC0PlfFEQsCoDYWP/74I0JDQxEQEIC2bdtiwoQJ6NWrV659V6xYgcTExDy/bm0qAPXSJgAIDQ21zT8IDQ0FAKSkpORZU1paGj7//HM888wzmn+usWPHIjQ0FKGhoejduzf2799vexwaGor9+/c7rDNHfnUWdX89cLlZeTExMXqX4HGYuTxmLo+Zy7LLOysLePddoF49tbHIzAQ6dgQOHgQ2bWJTcQuOWBQkIEAdRZB8PWEWiwUnTpzAli1b0KtXLyiKgj179uCBBx7AQw89hGbNmhXr+DmXVyUlJdkuCUpKSgIAlCtXLs/nbd68GQEBAQ6bm8JasWIFVqxYAUCdY/H6669j9+7dTqlT688liXfdlsc748pj5vKYuTxmLqt69erqSk+bNgGvvAJcvqx+o3FjtbnwsEnZhcURi4IYDOqlSVJfOpyk586dQ3p6Ou65557//cgGdOzYEb6+vric80a6xXPPPZdr5aZbv/bt22e3f/ny5VGjRg0cP34cJpMJAHD8+HFERETke7nQf//7XwwbNgxlhCY/3VpnjvzqLOr+esjJm+QYjUa9S/A4zFweM5fHzGXFbtqkLhH7xBNqUxEeDnz0kbrSU58+bCrywBELwtGjR1GrVi1UqVIFAJCcnIw5c+YgODgYnTp1yrX/ypUrsXLlyiK9xogRI/DWW2/hvvvug8FgwNy5c/O9xOn8+fM4cOAA1qxZk+t72dnZti+r1YrMzEx4eXkV+Nf5Ll265DlacXud7du3B4AC6yxof621OgtXEZFXtWpVvUvwOMxcHjOXx8yF/PUXMHUqKn//vfo4KAiYMkW9N4UHT8ouNMVDJSUlKQCUpKQku+0ZGRnKmTNnlIyMDJ0qkzdx4kTFy8tLCQwMVIKDg5UaNWooQ4cOVc6fP++01zCZTMrYsWOV0NBQJTQ0VBk/frxiNptt3x8zZowyZswY2+OXX35Z6dSpk8NjzZo1SwFg99W5c2eH+44ZM0YJDAzM82vv3r3FqrOg/YtSa0nIysrK83ueeK5LMBqNepfgcZi5PGYuj5mXsOvXFWXkSEXx8lIUQLGWKaMo48YpSnS03pWVKgZF8cxb8yYnJyMkJARJSUl2t23PzMzE5cuXUadOHfj7++tYoXuyWq3w8uIVeFLyy5vnesnIyMhA2bJl9S7DozBzecxcHjMvIUlJwIIFwJIl/670NGAAMmfOhP8tN+elwuFveCSK91WQxbzlpaen612Cx2Hm8pi5PGbuZCYT8N576kpP8+apTUWHDsCBA8CWLUjjZHlNOMeCiMiJpBYboH8xc3nMXB4zdxJF+Xelp//7P3Vbw4bqqMUtk7KZtzZMjUQZuIqCKOYtj5f6yWPm8pi5PGbuBLt3qxOx//hDfRweDrzxhnoX7dsaCeatDVMjUbw0RxbzlpeZc40uiWHm8pi5PGZeDKdPA717A/ffrzYVQUFqQ3HhAjB6dK6mAmDeWnHEgkR5e3vrXYJHYd7ybl0MgmQwc3nMXB4z18BoBGbNAtasUW92V6aM2kjMnAmEheX7VOatDUcsSFR2drbeJXgU5i0vLi5O7xI8DjOXx8zlMfMiSEoCXn0VaNAAWLVKbSoGDFBHLpYvL7CpAJi3VhyxIFG8YZss5i2vWrVqepfgcZi5PGYuj5kXgskEfPgh8OabQE5j0L49sGgR0K5dkQ7FvLXhiAWJMpvNepfgUZi3vMjISL1L8DjMXB4zl8fM85Gz0tOddwIvvKA2FQ0bAtu2Afv2FbmpAJi3VhyxIFH8C7os5i2Pf+WSx8zlMXN5zDwPe/aoKz39/rv6OCxMnZg9apTDSdmFxby14YgFieJf0GUxb3n8K5c8Zi6Pmctj5rc5fRp45BGgSxe1qQgMVBuKixeBMWOK1VQAzFsrjliQKN5wRhbzllepUiW9S/A4zFweM5fHzP8nMlJd6Wn1anVStre3utLTrFmFmpRdWMxbG45YkCiLxaJ3CR6FectLTk7WuwSPw8zlMXN5Hp95cjIwYwZQvz7w3/+qTUX//urIxYoVTm0q1Jfz8Lw14p8zSRTvZCmLecvz9/fXuwSPw8zlMXN5Hpu5yQR89JF6mVPOSk/33aeu9HTffSX2sh6bdzGxsSBRiqLoXYJHYd7yeLdzecxcHjOX53GZKwqwZQvwyivqvAkAuOMOYMECoG9fwGAo0Zf3uLydhI0FEZET8aaE8pi5PGYuz6My37tXXenp8GH1cVgY8Prr6kpPQqsdelTeTsTGgkTx0hxZzFteQECA3iV4HGYuj5nL84jMz54Fpk0DvvlGfRwYCLz8MjB5MhAUJFqKR+RdAvhbB4niXwBkMW95CQkJepfgcZi5PGYuz60zj4xUV3Zq2lRtKry9geeeUy+BmjVLvKkA3DzvEsQRCxLFG7bJYt7ywsPD9S7B4zBzecxcnltmnpysTsJ+5x0gPV3d9uijwLx56p2zdeSWeQvgiAWJ4g3bZDFveTdu3NC7BI/DzOUxc3lulbnZDCxfri4dO2eO2lS0awfs3w9s3ap7UwG4Wd6COGJBonx9ffUuwaMwb3nVq1fXuwSPw8zlMXN5bpG5ogBffqmu9HThgrrtjjvUEYpHHy3xlZ6Kwi3y1gEbCydKSUlBampqnt8PCgpCuXLlBCtyPSaTib/sCmLe8oxGI/9BEsbM5TFzeaU+83371JWeDh1SH1epoq709MwzYis9FUWpz1snbCyc6MiRI9izZ0+e3+/cuTO6dOkiV5ALKlOGp5wk5i2vSpUqepfgcZi5PGYur9RmfvYsMH068PXX6uOAgH9XenLhP7aW2rx1xt86nKhVq1Zo+L/rAuPi4rB161b0798flSpVAqCOWHg6i8XCJVAFMW958fHxCAsL07sMj8LM5TFzeaUu8xs31BGJ//4XsFrVlZ6eeUZd5alqVb2rK1Cpy9tF8DeOYkhJScHu3buRkpICAChXrhyqVq2KTJ9gbDqfhd2mOth0PguZPsGoWrUqypUrl+s5rua5557D1KlTC9xnxYoVAIDdu3cjNDS00MfnL7kyUlJSUK9ePcTHx+tdiscJDAzUuwSPw8zlMXN5pSbzlBS1eahfH/joI7Wp6NcP+OsvYOXKUtFUAKUobxfD3/KKITU1FXv27LGbV7Hpz+voung3NhyJxhVLBWw4Eo2ui3dj85/X83yOFl26dIGfnx/KlSuHkJAQNG3aFJMnT0ZsbGyhj/H666+jX79+dttWrlyJBQsW5Pmcixcv4rvvvsMzzzyjqW5FUTQ9zxO99tpraNasGcqUKYOJEyfm+n5kZCQefvhhBAYGombNmvj4449t3ytXrhyefvppzJ07V7BiArgSlx6YuTxmLs/lMzebgRUr1IbizTfVlZ7uvVedW/HVV0CjRnpXWCQun7eLYmPhRJfj0jDty5OwKoBFARQYYFEAqwJM/fIkrsSlOfX1FixYgJSUFCQmJmLTpk0wGo1o1aoVoqOjnfo6t1q5ciUef/zxEpsQ7OiNXNI3eXP0mkX9QMnOznZ601S/fn0sXLgQffr0cfj9J554AuHh4YiJicHmzZvx8ssv283xGTZsGD755BOk56wNTiLYPMtj5vKYuTyXzTxnpacmTYBx44CYGKBBA2DLFuDAAaBDB70r1MRl83ZxbCycIC4uDjdu3MDq3WeR30Jpq3afRVxcnNNf32Aw4M4778T69esRHByMxYsXA1BHR/r27YsqVaogJCQEnTp1wokTJwAA27Ztw9y5c7F9+3YEBQXZ5n8MHz7c4V/Hc3zzzTd44IEHcm1///33UbVqVYSHh2PWrFm2N+S1a9fw4IMPonLlyihfvjz69OmDK1eu2J43fPhwjBo1CoMGDUJwcDBWrlyJLl26YMqUKejevTsCAwPxww8/IDU1FePHj0fNmjVRpUoVPP3000hKSsqzzkuXLuGRRx5B5cqVUatWLcyZMwdWqxUAsHbtWrRs2RKzZs1CeHg4Bg8ejNdffx29e/fG888/jwoVKmDatGkwm82YPn06atasicqVK+Pxxx+3GxEyGAxYtmwZmjZtisDAQKSmpub7urd7+eWX0blzZ9v3t2zZYmsUALUx6NmzJ4KDgx3+fPv378e8efMQGBiItm3bYujQoVi9erVtn9q1a6NixYr5LihAzufv7693CR6Hmctj5vJcMvP9+4H27YHHHlOXj61cWb0/xenTwIABLrV8bFG5ZN6lABsLJ9i6dSs++ugj7D92BtY8OlxFUbD/2Bls3bq1xOooU6YM+vXrZ/tF0mq1YsiQIbh8+TKio6Nx1113YdCgQVAUBf369cMrr7yC3r17IzU1tVCXZqWnp+PChQtodNtwZkpKCo4ePYpLly5h9+7dWL16NdatW2erYdKkSbh+/TquXr2KsmXL4tlnn7V7/saNGzFq1CgkJiZi1KhRANRf/ufMmYPU1FR069YNI0eORHx8PE6ePInLly/DbDZj/PjxedbZtWtXdO3aFUajEfv27cPnn3+ONWvW2Pb566+/UKZMGVy7dg2ffvopAODHH39E27ZtERMTg9mzZ2PevHnYvn079u/fj8uXL8NgMGDo0KF2r7Vhwwb8/PPPSE5Ohre3d4Gve6u33noLaWlpmDNnDq5evYrRo0dj3bp1hVqJ4uTJk6hatardxLKWLVvi5MmTdvs1atQIx48fL/B45DzJycl6l+BxmLk8Zi7PpTI/d06970THjsDBg+pKT6+9Bly6BIwd65LLxxaVS+VdirCxcIL+/ftj9OjR6HDXnfDKozs3GAzocNed6N+/f4nWUr16dduE3eDgYDz++OMIDAyEv78/3njjDfz999+IjIzUdOyEhATbcW9ltVqxYMECBAQEoFGjRhg/frztl/XatWujZ8+e8Pf3R3BwMGbMmIF9+/bZ/RW/e/fu6NGjB7y8vBAQEAAAGDJkCNq0aQODwYDU1FR8+eWXWL58OUJDQxEYGIg333wTX3zxBSwWS646v/vuO5QvXx4TJ06Er68vatasiRdffBEbNmyw7RMSEoJXX30Vvr6+ttds2rQphg8fjjJlyiAgIACffvopZsyYgZo1ayIoKAjvvPMOduzYYZfflClTUK1aNfj5+RXqdW/l6+uLjRs3YsmSJXj44YcxatQodO/evVD/L1JTU3NNmg8NDc21KEBoaKjt/xvJyFkFjuQwc3nMXJ5LZB4VBTz3HNC0KbBtG+DlBYweDVy8qM6rcOHlY4vKJfIuhbjcrBNUqlQJVatWxcguwfjsSN7zG0Z1aQw/c8l2wEajERUqVAAAZGRkYPLkyfj+++8RHx9vW5EpLi5O001fypcvD0Dt4m99w/n7+9v9lb1WrVowGo0AgNjYWLz44ovYt2+f7dKlrKwspKSkICQkBABQs2bNXK9167YrV67AarWiTp06dvt4eXkhKioq189y5coV/PXXX3a/eFutVkRERNgeV69ePdcKVbfX8c8//6B27dq2xzkNxD///INq1ao5rLOg171dgwYN0KVLF2zfvh2//PJLnvvdLigoKNelYElJSbluwJiYmIimTZsW+rhUfNHR0bypkjBmLo+Zy9M185QUYPFi4O23gbT/zRft21e9Y3bjxvrUVMJ4jmvDEQsnqlMpEAsGNIeXAfA2AAYo8DIAXgZgwYDmqF2pZJcuy87Oxtdff227Cd/ixYtx5MgR7N+/H8nJyba5DTnzH4q69GtAQAAaNGiAc+fO2W3PzMy0zQsA1HkVOW/G6dOnIz09HUePHkVycjL27t1rV0Neddy6LSIiAl5eXoiMjERiYqLtKzMz0+GbPiIiAq1atbLbNzk5GadPny70awJAjRo17OaDREVFISsrCzVq1MizzoJe93ZbtmzBoUOH0KtXL4wbNy7P/W7XvHlzREZG2uV+/PhxNGvWzG6/c+fOoWXLloU+LhUf/yGSx8zlMXN5umRuNgMffKCu9PTGG2pT0bYtsHevOmLhpk0FwHNcKzYWxRAUFITOnTvb3fhuYOsI/DK5C4a0CkNt73gMbRWGXyZ3wcDWEXk+xxnOnTuHYcOGISkpCZMmTQKgjiz4+/ujfPnySE1NxSuvvGL3nLCwMFy9erVIqy498sgj+PXXX+22eXl5Yfr06cjIyMD58+exfPly21yE5ORkBAQEIDQ0FDdv3sSsWbOK/LOFh4ejX79+GD9+vG3ye1RUFL766iuH+/fu3RvR0dFYsWIFMjMzYbFYcP78eezevbtIr/vkk09i7ty5uH79OlJTUzFp0iR069bNNlpR3Ne9du0axowZg08++QTr1q3DsWPH8NFHH9m+bzabbcexWCzIzMy0rVZVr149tG/fHq+88grS09Px+++/47PPPrPNUQGAq1evIi4uDp06dSrSz03FkzNaR3KYuTxmLk80c0VRl4ht2lSdMxETozYXmzercyo6dpSrRSc8x7Vxycbi9ddfh8FgsPu6dcJwZmYmxo0bh4oVKyIoKAgDBgwo0SVW81KuXDl06dIl1+UntSsFYmz76ujiexlj21e3G6nI6zlaTJ061XYfi/79+yM8PBx//vmnbULvpEmT4O3tjbCwMDRt2hTt2rWze/7AgQMRHByMypUrF/omd2PGjMHnn39utxxruXLl0LJlS9StWxedOnXC008/jWHDhgEA3njjDVy8eBHly5dH+/bt8fDDD2v6WdeuXYvQ0FDcc889CA4ORseOHXHkyBGH+wYFBWHnzp3YtWuXbWWkIUOGICoqqkivOX36dPTo0QPt2rVD7dq1YTabsX79+jz3L8rrWiwWDB06FCNGjED37t0RHByMjRs3YsqUKTh79iwA4Nlnn0XZsmWxfv16LFu2LNfE940bN8JoNKJy5coYMGAAFi5ciM6dO9u+v27dOgwbNow3+RHGO7XKY+bymLk8scx/+01dIrZ/f+Dvv9WVnpYtA86cUVd/KsUrPRUFz3FtDIoLLtT7+uuvY8uWLdi5c6dtW5kyZWzX9T///PP47rvvsHbtWoSEhGD8+PHw8vLCb7/9VujXSE5ORkhICJKSkuwmI2dmZuLy5cuoU6dOkZcaS0lJsa2uFBcXh61bt6J///62uoOCgpzSUOhtzJgxaNmyJZ5//vkiP9dsNsPHDVaLcHUpKSm46667sHfv3jxHWIpzrlPeoqKiEB4erncZHoWZy2Pm8ko88/PngenT1ZEKQF3padIk4OWXAQfLnrs7nuPauOzk7TJlyjj8H5qUlIRVq1Zhw4YNtvsprFmzBo0bN8ahQ4dw7733OjxeVlYWsrKybI9LYhmxI0eO5LpnwK3Ly3bu3Nk2/6E0+/DDDzU/t6jzOkibcuXK4eLFiw5XzaKS5ei+I1SymLk8Zi6vxDKPilLnT3z8MWCxqCs9jRoFvP46kMcfpjwBz3FtXPa3vAsXLqBatWqoW7cuhg4dimvXrgFQf3k3m83o1q2bbd9GjRqhZs2aOHjwYJ7HmzdvHkJCQmxfOSv1ZGZmIjIyElar1XY9XXZ2NqxWK8xmMywWC7Kzs+22KYoCk8kEADCZTLbtLVu2xMiRIzFy5EiMGjUKI0eOxDPPPIMRI0Zg9OjRaN68ue25VqvVdlyLxQKz2Qyr1Wp33Fv3zanl9n3zquXWunOec/u+iqLkuW9+teS1b84+juq+9Tl61V2cDLXk7aiWnO2S/+/z29dqtSIpKQkJCQlIS0tDdHQ0zGaz7b1gNBphsVhw48YNZGRkID4+HomJiUhJSUFMTAxMJpPdvlarFZGRkcjMzERcXBySk5ORnJyMuLg4h+81o9EIk8mEmJgY213k4+PjkZGRgRs3bsBisdjtazabER0djbS0NCQkJBS67ps3byIpKclWd1ZWlt2+iqIgMjISWVlZiI2NLVLdqampdnUbjUZkZ2fnqjsqKgrp6emIj48vsO7IyMhcdcfGxjqs22g0Oqw7IyOj0HWnp6cjKioqV93Z2dm56k5NTXVYd87/+/zqzqn39rpTUlKQlJSEmzdv5ll3zv/71NRUJCQk2NWdlpaWb92JiYlITU3N95zNyMiwO2cd1Z3znPzqLuicvbXu2zPMqfvW91pBdd/+XsupOzIy0mHdOe+1W+vW8l67fv06PyM0fkY4eq8V5jMiMzPTuZ8RsbFI/s9/oNSvD6xcCVgsyHjwQZiOHkXMnDlIDQ52m8+Igup29F7LyZufEep7rbBc8lKonDstN2zYEDdu3MAbb7wBo9GIv/76C99++y1GjBhhN/oAAG3atMH999+PBQsWODymoxGLiIgIp14KRQXLzs5GmTIuO1DmdvLLm+d6yUhMTCz0nCVyDmYuj5nLc1rmZjOwapU6IpEzP7VNG2DRIoCLfdjwHNfGJX/D69mzp+2/mzdvjrZt26JWrVrYtGkTypYtq+mYfn5+8PPzK/T+LthvuQWDh0z6chX55c1zvGSwcZbHzOUxc3nFzlxRgK+/BqZNU+dTAEC9euq9KDxoUnZh8RzXxmUvhbpVaGgo7rjjDly8eBHh4eEwmUxITEy02yc6Otopk2xyJhanp6cX+1iU26133KaSl1/eOec4J9M7Fz875DFzecxcXrEyP3BAXenp0UfVpqJSJeD999WVngYOZFPhAM9xbUpFO5aamopLly7hqaeeQqtWreDj44Ndu3ZhwIABAIDz58/j2rVruZZT1cLb2xuhoaG2G48FBATwr+xOZLVaOaFYkKO8FUVBeno6YmJiEBoaCm9vb52qc08cOpfHzOUxc3maMv/7b3Wlp5yFZMqWVVd6mjLFI1d6Kgqe49q4ZGPxn//8B4888ghq1aqFyMhIzJo1C97e3njiiScQEhKCUaNGYdKkSahQoQKCg4MxYcIEtGvXLs8VoYoqZ+Tj1rsak3NwjoWs/PIODQ3lUnolIDY2lndsFcbM5TFzeUXKPDpaXenpo4/+Xelp5Eh1XgX/vxUKz3FtXPI3vH/++QdPPPEEbt68icqVK6NDhw44dOgQKleuDABYsmQJvLy8MGDAAGRlZaFHjx5YsWKF017fYDCgatWqqFKlit2N4IjchY+PD0cqSgj/IZLHzOUxc3mFyjw1FXjnHXUi9v/uq4XevYH584EmTUq2QDfDc1wbl1wVSkJeN8ijkmU0GvlmFcS85TFzecxcHjOXl2/m2dn/rvQUFaVuu+cetcHo3FmsRnfCc1wbNhZsLERZrVbeJE8Q85bHzOUxc3nMXJ7DzBUF+OYbdaWnc+fUbXXrqis9cVJ2sfAc14aJkaionL+kkAjmLY+Zy2Pm8pi5vFyZHzqk3neiXz+1qahUCXjvPeDsWWDQIDYVxcRzXBuXnGNB7qt8+fJ6l+BRmLc8Zi6Pmctj5vJsmf/9N/DKK8CXX6qPy5YFXnpJXekpJES/At0Mz3FtOGJBotLS0vQuwaMwb3nMXB4zl8fM5aVfvgyMG6dOwv7yS3Wlp1GjgAsXgLfeYlPhZDzHteGIBYny9fXVuwSPwrzlMXN5zFweMxeUlga88w4qLFz470pPvXqpKz01bapvbW6M57g2bCyIiIiIXE12NrB6NTBrFhAVBQMAtG6trvTUpYvOxRE5xsaCRGVlZeldgkdh3vKYuTxmLo+ZlyBFAb79Fpg69d+VnurUQfL06QgeNUq9BIpKHM9xbdhYkCgu7SuLectj5vKYuTxmXkIOHwZefhnYt099XLEiMHMm8Nxz8FMUNhWCeI5rwzOURMXFxeldgkdh3vKYuTxmLo+ZO9mFC+p9J+69V20q/P2B6dOBS5eAF14AfH2ZuTDmrQ1vkMcb5IlSFAUGrq0thnnLY+bymLk8Zu4kMTHA7NnAypXqnAqDARgxAnjjDaBGDbtdmbks5q0NRyxIVGRkpN4leBTmLY+Zy2Pm8ph5MaWlAXPmAPXqAcuWqU3Fww8DJ04Aq1blaioAZi6NeWvDEQuOWBAREZGE7GxgzRp1pacbN9RtrVqpKz3df7++tRE5AUcsSJTRaNS7BI/CvOUxc3nMXB4zL6KclZ6aNwdGj1abijp1gI0bgd9/L1RTwcxlMW9tuCoUiapUqZLeJXgU5i2Pmctj5vKYeREcPgxMmQLs3as+rlABeO014PnnAT+/Qh+Gmcti3tpwxIJEJScn612CR2He8pi5PGYuj5kXwsWLwKBB6kpPe/eqKz1Nm6au9DRxYpGaCoCZS2Pe2nDEgkT5+/vrXYJHYd7ymLk8Zi6PmecjNlZd6emDD/5d6Wn4cHWlp4gIzYdl5rKYtzZsLEiU1WrVuwSPwrzlMXN5zFweM3cgPR1YsgRYsABISVG39ewJzJ+vzq0oJmYui3lrw8aCRGVnZ+tdgkdh3vKYuTxmLo+Z3yI7G/jkE/UO2TlLlN59t7rS0wMPOPFlmLkk5q0NGwsSFRAQoHcJHoV5y2Pm8pi5PGYOdaWn774Dpk4FzpxRt9WuDcydCzz+OODl3GmszFwW89aGk7dJVEJCgt4leBTmLY+Zy2Pm8jw+85wlYh95RG0qKlQA3nkHOHcOeOIJpzcVADOXxry14Q3yeIM8URaLBd7e3nqX4TGYtzxmLo+Zy/PYzC9dAl55Bdi0SX3s56eu8DRtGhAaWqIv7bGZ64R5a8MRCxIVFRWldwkehXnLY+bymLk8j8s8NhZ48UWgcWO1qTAYgGHDgL//Vidnl3BTAXhg5jpj3tpwxIIjFkRERORIejqwdKnaPOSs9PTQQ+rKT05Y6YnI3XDEgkQZjUa9S/AozFseM5fHzOW5feYWC7B6NdCgAfDqq2pTcdddwI4dwA8/6NJUuH3mLoZ5a8MRC45YiDKbzfDx8dG7DI/BvOUxc3nMXJ7bZq4owPffqys9nT6tbqtVS13pafDgEpmUXVhum7mLYt7acMSCRMXHx+tdgkdh3vKYuTxmLs8tM//jD/W+E717q01F+fLA4sXA+fPAkCG6NhWAm2buwpi3NryPBYkKCgrSuwSPwrzlMXN5zFyeW2V+6ZJ6udMXX6iP/fzUidrTpqnNhYtwq8xLAeatDUcsSJTJZNK7BI/CvOUxc3nMXJ5bZB4Xpy4V27ix2lQYDMDTT6srPS1Y4FJNBeAmmZcizFsbjliQKA+d0qMb5i2Pmctj5vJKdebp6cC776orPSUnq9t69FCbiRYt9K0tH6U681KIeWvDxoJE+fv7612CR2He8pi5PGYur1RmbrEA69YBr70G5Kz407IlsHAh8OCDupZWGKUy81KMeWvDS6FIVHLOX4dIBPOWx8zlMXN5pSrznJWeWrYERo5Um4patYD164EjR0pFUwGUsszdAPPWhsvNcrlZUVy+TRbzlsfM5TFzeaUm8z//BKZMAX79VX1cvrw6UXvcOKCU/UW61GTuJpi3NhyxIFExMTF6l+BRmLc8Zi6Pmctz+cz/7/+AJ54A7rlHbSr8/ICXX1ZXgJo8udQ1FUApyNzNMG9tOGLBEQsiIqJS56+rMVj23Z+4mQk0r18DT95XD3UMmcCcOcDy5YDZrK709OSTwOzZ6uVPRFSiOGJBoow5E+ZIBPOWx8zlMXN5eme+6c/r6LPyD/x0zYo/Y6xYe/A6ur79KzY/PAJYulRtKrp3B44eVSdsu0FToXfmnoZ5a8MRC45YiMrOzkaZMlyMTArzlsfM5TFzeXpmfjkuDV0X74b19t9eFAVeioJf9i9B7denqY2FG+F5Lot5a8MRCxIVFxendwkehXnLY+bymLk8PTNff+ASDI6+YTDA4GXAp1OXuF1TAfA8l8a8tWFjQaJCQkL0LsGjMG95zFweM5enZ+Znjp2FYrE6/J4VwMlL7nkJC89zWcxbGzYWJCojI0PvEjwK85bHzOUxc3m6ZH75MjB0KFr+8gMMyPsq7oqlb8GnQuF5Lot5a8PGgkR5efGUk8S85TFzecxcnmjmN28CkyYBjRoBGzZg0KkdUAwOL4aCwWDAhF6t5WoTxPNcFvPWhqmRKE6EksW85TFzecxcnkjmGRnAggVAvXrAkiWAyQR064Y6u7ZjwcCW8DIABigwQIGXAfAyAAsGNEeTWlVKvjYd8DyXxby1YWokKj09HUFBQXqX4TGYtzxmLo+ZyyvRzC0WYP16YMYM4J9/1G0tWgALF9omZQ8EcGdlP7x/y30snrqvHmpXCiyZmlwAz3NZzFsbLjfL5WZFmUwm+Pr66l2Gx2De8pi5PGYur0QyVxTgp5+AqVOBkyfVbRER6g3vhg4FvL2d+3qlDM9zWcxbG14KRaJiY2P1LsGjMG95zFweM5fn9MyPHgUefBDo2VNtKkJC1BGKv/8Gnn7a45sKgOe5NOatDUcsOGJBRESkjytX1EuePvtMfezrC0yYALzyClChgq6lEVHRccSCRBmN7rm+uKti3vKYuTxmLq/YmcfHA5MnAw0b/ttUDB0KnD8PvP02mwoHeJ7LYt7acMSCIxairFYrl3ATxLzlMXN5zFye5swzM4H33wfmzgUSE9VtXbuqlz3dfbdTa3Q3PM9lMW9tmBiJioqK0rsEj8K85TFzecxcXpEzt1iAdeuAO+4ApkxRm4rmzYEffwR27GBTUQg8z2Uxb2243CyJqsDhbVHMWx4zl8fM5RUp859/VpuJEyfUxxERwOzZwJNPclJ2EfA8l8W8teGIBYlKTU3VuwSPwrzlMXN5zFxeoTI/dkxd6alHD7WpCAlRb3h3/jwwbBibiiLieS6LeWvDEQsSxTWhZTFvecxcHjOXl2/mV6+qKz2tX5+zMzBuHPDqq0DFijIFuiGe57KYtzZsLIiIiKj44uPVSdnvvw+YTOq2IUPUG9zVqaNvbUQkgo0FicrKytK7BI/CvOUxc3nMXJ5d5pmZwLJlwFtv/bvS0wMPqCs9tWqlS33uiOe5LOatjcvPsZg/fz4MBgMmTpxo25aZmYlx48ahYsWKCAoKwoABAxAdHa1fkVRoXNpXFvOWx8zlMXN5wcHBgNUKfPqpei+Kl19Wm4pmzYAffgB27mRT4WQ8z2Uxb21curH4448/8OGHH6J58+Z221966SV8++232Lx5M/bs2YPIyEj0799fpyqpKG7evKl3CR6Fectj5vKYubzUr75SG4ennwauXQNq1ADWrFEnbD/0EGAw6F2i2+F5Lot5a+OyN8hLTU3F3XffjRUrVmDOnDlo2bIlli5diqSkJFSuXBkbNmzAY489BgA4d+4cGjdujIMHD+Lee+8t1PF5gzx9KIoCA//BEcO85TFzecxc0PHj6tKxO3aoj4ODgVdeAV54AShbVtfS3B3Pc1nMWxuXHbEYN24cevXqhW7dutltP3LkCMxms932Ro0aoWbNmjh48GCex8vKykJycrLdF8mLjIzUuwSPwrzlMXN5zFzA1avq6MTddwM7dkDx8QEmTgQuXQKmTmVTIYDnuSzmrY1LNhaff/45jh49innz5uX6XlRUFHx9fREaGmq3PSwsLN+7JM6bNw8hISG2r4iICADqfI3IyEhYrVYYjUYAgNFohMlkQkxMDFJTU5GYmIj4+HhkZGQgKioK2dnZdvuazWZERUUhPT0d8fHxSEhIQFpaGqKjo2E2m+32tVgsiIyMREZGBm7evImkpCSkpKQgNjYWWVlZdvsqigKj0YisrCzExsbaGqK4uDhkZGQUuu709HSHdWdnZ+eqOzU11WHdVqu1wLpz6r297pSUFCQlJeHmzZuoUKGCw7rNZjOio6ORmpqKhISEItWdmJiI1NRUxMTEwGQy5Vl3XFycLUNHdec8x1HdOXlbLBaHdaelpeWq+/YMc+rOyMgodN2ZmZkO646MjHRYd0xMTK68b9y4UWDdBZ2zN27csKs7JSWlSHXHxcUV+F5LSUmxe685s+5bz9mYmBiH77XIyEiH77WifkZ4e3vzM6IYnxF51Z3fZ0RYWBg/IzR+RhT4XvvnH2ROmAClYUN1PoWiwPr444jevRtYsgTGrCx+Rgj9HlG9enV+Rmj8jNDye0RO3vyMUN9rheVyl0Jdv34drVu3xo4dO2xzK7p06WK7FGrDhg0YMWJErtn6bdq0wf33348FCxY4PG5WVpbdc5KTkxEREcFLoYTlvFlJBvOWx8zlMfMSkJkJLF+urvSUkKBuu/9+daWn1q2ZuQ6YuSzmrY3LLTd75MgRxMTE4O6777Zts1gs2Lt3L5YtW4affvoJJpMJiYmJdqMW0dHRCA8Pz/O4fn5+8PPzK8nSqRAqVaqkdwkehXnLY+bymLkTWa3Ahg3qzeyuXVO3NW2qNhS3TMpm5vKYuSzmrY3LXQrVtWtXnDp1CsePH7d9tW7dGkOHDrX9t4+PD3bt2mV7zvnz53Ht2jW0a9dOx8qpMJKSkvQuwaMwb3nMXB4zd5KdO4HWrYGnnlKbiurVgdWr1QnbPXvarfTEzOUxc1nMWxuXG7EoV64cmjZtarctMDAQFStWtG0fNWoUJk2ahAoVKiA4OBgTJkxAu3btCr0iFOmnLCf4iWLe8pi5PGZeTCdOqCs9/fyz+jg4GJg+XV3pKSDA4VOYuTxmLot5a+NyjUVhLFmyBF5eXhgwYACysrLQo0cPrFixQu+yqBCsVqveJXgU5i2Pmctj5hpduwa89pptUjZ8fICxY4EZM4ACLgNh5vKYuSzmrU2paCx2795t99jf3x/Lly/H8uXL9SmINMvOzta7BI/CvOUxc3nMvIgSEoB584D33gNyFjUZPFidqF23bqEOwczlMXNZzFubUtFYkPsIyGNYnUoG85bHzOUx80LKylJXepoz59+Vnrp0USdm33NPkQ7FzOUxc1nMWxuXm7xN7i0xMVHvEjwK85bHzOUx8wJYrcBnnwGNGgGTJ6tNRZMmwHffAb/8UuSmAmDmemDmspi3Ni53HwspycnJCAkJ4X0shFksFnh7e+tdhsdg3vKYuTxmno9du4CXXwaOHVMfV6sGzJ4NDBsGFCMzZi6Pmcti3tpwxIJE5Xd3dHI+5i2Pmctj5g6cPKkuEdutm9pUlCsHzJ0LXLgAjBxZrKYCYOZ6YOaymLc2HLHgiAUREbmL69fVlZ7Wrft3pafnn1dXeqpcWe/qiMjNccSCRBmNRr1L8CjMWx4zl8fMASQmAlOnAg0aAJ98ojYVjz8OnD0LvPuu05sKZi6Pmcti3tpwxIIjFqLMZjN8fHz0LsNjMG95zFyeR2eelQWsWKGu9BQfr27r3Fld6alNmxJ7WY/OXCfMXBbz1oYjFiQqPucfPhLBvOUxc3kembnVCmzYoK70NGmS2lTceSfw7bfAr7+WaFMBeGjmOmPmspi3NryPBYkKCgrSuwSPwrzlMXN5Hpf5L7+oKz0dPao+rlYNePNNdaWnMjL/rHtc5i6Amcti3tpwxIJEmUwmvUvwKMxbHjOX5zGZnzoFPPww0LWr2lSUK6feLfvCBWDUKLGmAvCgzF0IM5fFvLXhiAUREZEru34dmDnz30nZZcqoKz299hpXeiIil8LGgkT5+vrqXYJHYd7ymLk8t808MRFYsABYuhTIzFS3DRqkjlLUr69nZe6buQtj5rKYtza8FIpEpaam6l2CR2He8pi5PLfLPCtLbSbq1QPmz1ebik6dgEOHgC++0L2pANww81KAmcti3tpwxIJEVahQQe8SPArzlsfM5blN5lar2ji8+ipw+bK6rXFjddSid2/AYNC3vlu4TealCDOXxby14YgFiYqJidG7BI/CvOUxc3lukXnOErFDhqhNRdWqwMcfAydPAo884lJNBeAmmZcyzFwW89aGN8jjDfKIiEgvp04B06YB33+vPi5XDpgyBXjpJSAwUN/aiIiKiCMWJMpoNOpdgkdh3vKYubxSmfk//wAjRwItWqhNRZkywPjxwMWLwIwZLt9UlMrMSzlmLot5a8MRC45YiLJYLPD29ta7DI/BvOUxc3mlKvOkJHXOxJIl/670NHCgutJTgwb61lYEpSpzN8HMZTFvbThiQaJ4zaIs5i2PmcsrFZmbTMC776orPc2bpzYVHTsCBw8CmzaVqqYCKCWZuxlmLot5a8NVoUhUaGio3iV4FOYtj5nLc+nMrVZg82bglVeA//s/dVvjxuoysi44KbuwXDpzN8XMZTFvbThiQaIyMjL0LsGjMG95zFyey2a+ezfQti0weLDaVISHAx99pK701KdPqW0qABfO3I0xc1nMWxuOWJAoLy/2spKYtzxmLs/lMv/rL3Wlp+++Ux8HBakrPU2a5PKTsgvL5TL3AMxcFvPWho0FieJEKFnMWx4zl+cymRuNwMyZwNq16iVQZcoAY8ao26pU0bs6p3KZzD0IM5fFvLXR1Fh88803RX7Ogw8+iLJly2p5OXIjGRkZKFeunN5leAzmLY+Zy9M986QkYOFCdaWnnMsnBgwA5s4F7rhDv7pKkO6ZeyBmLot5a6NpudmiDg8ZDAZcuHABdevWLepLlRguN6sPk8kEX19fvcvwGMxbHjOXp1vmJhOwciXw5pvAzZvqtg4d1CajXTv5egTxPJfHzGUxb200X0AWFRUFq9VaqK+AgABn1kylWGxsrN4leBTmLY+ZyxPPXFHUJWIbNwZefFFtKho1ArZtA/budfumAuB5rgdmLot5a6PpUqhhw4YV6bKmJ598kqMCBACoXr263iV4FOYtj5nLK4nML8elYfXuszh2/irualgLI7s0Rp1KgcCePcDLLwN//KHuGB4OvPGGehftMp4zbZHnuTxmLot5a8M7b/NSKFFGo5FvVkHMWx4zl+fszDf9eR3TvjwJAFAUBQaDAVCABcZfMXD9YnUnN1zpqSh4nstj5rKYtzZsLNhYiLJarVzCTRDzlsfM5Tkz88txaei6eDest//LqCjwUhT8smYsag/qo670FBbmlNcsjXiey2Pmspi3NkVOLCMjA0ajMdf206dPO6Ugcm9RUVF6l+BRmLc8Zi7PmZmvP3AJDm9bZzDAYAA+XfQpsHy5RzcVAM9zPTBzWcxbmyI1Flu2bEGDBg3Qq1cvNG/eHIcPH7Z976mnnnJ6ceR+KlSooHcJHoV5y2Pm8pyZ+cm/r8FqtTr8ntVgwMn4dKe9VmnG81weM5fFvLUpUmMxZ84cHDlyBMePH8eaNWswatQobNiwAYB6HSpRQVJTU/UuwaMwb3nMXJ5TMlcUYPNmtPj1B3jl8+9ZRf/iv5Q74Hkuj5nLYt7aFGkJC7PZjLD/Df+2atUKe/fuxaOPPoqLFy+qk9uICsA1oWUxb3nMXF6xM9+7V13p6fffMbR8Naxu8hAABbjtoiiDwYAJvVoX77XcBM9zecxcFvPWpkgjFlWqVMHJkydtjytUqIAdO3bg7NmzdtuJiIhc3pkzQJ8+QOfOwO+/A4GBqDNxDBb0bQwvgwFeBsAABV4GwMsALBjQHE1qVdG7aiIil1WkEYtPP/0UZW5bp9vX1xcbN27E+PHjnVoYuSeTyaR3CR6Fectj5vKKnHlkJDBrFrB6NWC1At7ewOjR6rawMAwEcE/Dqlh1y30sRnVpjNqVPG9Z2bzwPJfHzGUxb22KtdxsVFQUwsPDnVmPGC43q4/MzEz4+/MiZSnMWx4zl1fozJOTgUWLgMWLgYwMdVv//sDcuUDDhiVbpJvheS6Pmcti3toUa4He7t27O6sO8hDx8fF6l+BRmLc8Zi6vwMxNJmDZMqB+fWDOHLWpuO8+4LffgC+/ZFOhAc9zecxcFvPWpkiXQt2OK0FRUZXWEa7SinnLY+by8sxcUdTGYfp04OJFddsddwALFgB9+wJcdEQznufymLks5q1NsUYsuBIUFdWNGzf0LsGjMG95zFyew8z37QPatQMGDlSbirAw4IMPgL/+Avr1Y1NRTDzP5TFzWcxbm2LNsWjevHmpXQ2KcyyIiNzQ2bPAtGnAN9+ojwMD1aVkJ08GgoL0rY2IyM0Va8SCqKiMRqPeJXgU5i2PmcszGo3AjRvAmDFA06ZqU+HtDTz3nDpaMWsWmwon43kuj5nLYt7aFGuOhbe3t7PqIA9RuXJlvUvwKMxbHjMXlpKC8BUrgKVLgfR0ddujjwLz5nFSdgnieS6Pmcti3toUa8Ti2LFjzqqDPERiYqLeJXgU5i2PmQsxm4Hly4F69eA9d67aVLRrB+zfD2zdyqaihPE8l8fMZTFvbYp9KVRGRgbSc/5KBODq1atYunQpfv755+IemtxQ2bJl9S7BozBvecy8hOWs9NSkCTB+PBAbC2v9+uq2334D2rfXu0KPwPNcHjOXxby1KXZj0bdvX6xbtw6A2t21bdsWixcvRt++ffHBBx8Uu0ByLxaLRe8SPArzlsfMS9D+/er9Jx57DLhwAahSBVixAskHDqg3uuNKT2J4nstj5rKYtzbFbiyOHj2Kjh07AgC2bNmCsLAwXL16FevWrcN7771X7ALJvVitVr1L8CjMWx4zLwHnzqlLxHbsCBw6BAQEqBOyL14Enn8eVs73E8fzXB4zl8W8tSnW5G0ASE9PR7ly5QAAP//8M/r37w8vLy/ce++9uHr1arELJPfCoUVZzFseM3eiGzeAN94A/vtfwGJRV3p65hm1qaha1bYbM5fHzOUxc1nMW5tij1jUr18f27Ztw/Xr1/HTTz+he/fuAICYmBjeH4Jy4WQoWcxbHjN3gpQUtXmoXx/48EO1qejXT7253cqVdk0FwMz1wMzlMXNZzFubYt0gD1AvfxoyZAgsFgu6du1qm7Q9b9487N27Fz/88INTCnU23iBPHxaLhcsUC2Le8ph5MZjN6ujE668DMTHqtnvvBRYtAjp0yPNpzFweM5fHzGUxb22KPWLx2GOP4dq1a/jzzz/x448/2rZ37doVS5YsKe7hyc1ERUXpXYJHYd7ymLkGiqIuEdu0KTB2rNpUNGgAbNkCHDiQb1MBMHM9MHN5zFwW89am2CMWpRVHLIiIXMBvvwEvvwwcPKg+rlxZHbF49lnAx0fX0oiIqGg0jVicPHmySLPlT58+jezsbC0vRW7GaDTqXYJHYd7ymHkhnTun3iG7Qwe1qQgIAF57Dbh0SR21KEJTwczlMXN5zFwW89ZG04iFt7c3oqKiCn278+DgYBw/fhx169YtcoElhSMW+jCbzfDhXyHFMG95zLwAUVHqSk8ff6xOyvbyUld6ev31XJOyC4uZy2Pm8pi5LOatjablZhVFwWuvvYaAgIBC7W8ymbS8DLmh+Ph4hIWF6V2Gx2De8ph5HlJTgbffVr/S0tRtffsC8+YBjRsX69DMXB4zl8fMZTFvbTQ1Fp06dcL58+cLvX+7du2KtB7wBx98gA8++ABXrlwBADRp0gQzZ85Ez549AQCZmZmYPHkyPv/8c2RlZaFHjx5YsWIFT4BSICgoSO8SPArzlsfMb2M2A6tWqSMS0dHqtrZt1ZWe/ndz1eJi5vKYuTxmLot5a6Opsdi9e7eTy7BXo0YNzJ8/Hw0aNICiKPjkk0/Qt29fHDt2DE2aNMFLL72E7777Dps3b0ZISAjGjx+P/v3747fffivRuqj4TCYTAgMD9S7DYzBvecz8fxQF2LYNmDYN+PtvdVv9+uoIxYABgMHgtJdi5vKYuTxmLot5a1PsO2+XhEceecTu8VtvvYUPPvgAhw4dQo0aNbBq1Sps2LABDzzwAABgzZo1aNy4MQ4dOoR7773X4TGzsrKQlZVle5ycnFxyPwARkSc7cEBd6enAAfVx5crqDe9Gj+ZKT0REbqzY97EoaRaLBZ9//jnS0tLQrl07HDlyBGazGd26dbPt06hRI9SsWRMHc5YrdGDevHkICQmxfUVERABQL6uKjIyE1Wq1rQBgNBphMpkQExOD1NRUJCYmIj4+HhkZGYiKikJ2drbdvmazGVFRUUhPT0d8fDwSEhKQlpaG6OhomM1mu30tFgsiIyORkZGBmzdvIikpCSkpKYiNjUVWVpbdvoqiwGg0IisrC7GxsUhOTkZycjLi4uKQkZFR6LrT09Md1p2dnZ2r7tTUVId1W63WAuvOqff2ulNSUpCUlISbN29CURSHdZvNZkRHRyM1NRUJCQlFqjsxMRGpqamIiYmByWTKs+64uDhbho7qznmOo7pz8rZYLA7rTktLy1X37Rnm1J2RkVHoujMzMx3WHRkZ6bDumJgYu7qtVitu3LhRYN0FnbM3btywqzslJaVIdcfFxRX4XktJSbF7rzmz7lvP2ZiYGIfvtcjISIfvtaJ+RiQlJXnsZ0T03r2w9O0LtG8PHDgAJSAAaZMmIev0aRj79YNSpkyBnxF51Z3fZ4S3tzc/IzR+Rmh9r8XHx/MzQuNnhNbfI3x9fUv9Z4Qzfo/Q8hmh5feInLz5GaG+1wrLZe9jcerUKbRr1w6ZmZkICgrChg0b8PDDD2PDhg0YMWKE3egDALRp0wb3338/FixY4PB4jkYsIiIiuCqUsOjoaM6FEcS85Xlk5tHR6kpPH33070pPo0ap8yqqVRN4eQ/MXGfMXB4zl8W8tXHJS6EAoGHDhjh+/DiSkpKwZcsWDBs2DHv27NF8PD8/P/j5+TmxQtKiQoUKepfgUZi3PI/KPDUVWLxYnYids9LTI48A8+cDd94pVoZHZe4imLk8Zi6LeWvjspdC+fr6on79+mjVqhXmzZuHFi1a4N1330V4eDhMJhMSExPt9o+OjkZ4eLg+xVKhxcTE6F2CR2He8jwi8+xs4MMP1cnYr7+uNhVt2gB79gDffCPaVAAekrmLYebymLks5q2NyzYWt7NarcjKykKrVq3g4+ODXbt22b53/vx5XLt2De3atdOxQiqM6tWr612CR2He8tw685yVnpo2BZ57Tr0Eql49YNMm4NAhoFMnXcpy68xdFDOXx8xlMW9tXLKxmD59Ovbu3YsrV67g1KlTmD59Onbv3o2hQ4ciJCQEo0aNwqRJk/Drr7/iyJEjGDFiBNq1a5fnilDkOnImCZEM5i3PbTM/cADo0AF49FHg/HmgUiXg/feBM2eAgQOdunxsUblt5i6Mmctj5rKYtzYuOcciJiYGTz/9NG7cuIGQkBA0b94cP/30Ex588EEAwJIlS+Dl5YUBAwbY3SCPXB8vV5PFvOWV1swvx6Vh9e6zOHb+Ku5qWAsjuzRGnUqB6j0opk8Htm5VdyxbFpg0CZgyBXCRhS9Ka+alGTOXx8xlMW9tXHZVqJKWnJyMkJAQrgol7MaNG6hatareZXgM5i2vNGa+6c/rmPblSQCAoigw/G/0YUH6CQxcPvPflZ5GjlTnVLjYJQKlMfPSjpnLY+aymLc2Rb4UKiMjw+Hw0OnTp51SELm30NBQvUvwKMxbXmnL/HJcGqZ9eRJWBbAqgAKD+t9WBVP9muFKuSpA797AyZPAxx+7XFMBlL7M3QEzl8fMZTFvbYrUWGzZsgUNGjRAr1690Lx5cxw+fNj2vaeeesrpxZH7SU9P17sEj8K85ZW2zNcfuASHsyMMBhigYP2cj4FvvwWaNJEurdBKW+bugJnLY+aymLc2RWos5syZgyNHjuD48eNYs2YNRo0ahQ0bNgBQh8+JClKmjEtO63FbzFteacv85MV/YLVaHX7P6uWFE1n6TcourNKWuTtg5vKYuSzmrU2RUjObzba7ELZq1Qp79+7Fo48+iosXL9quySXKj5eXSy5E5raYt7xSlfmhQ2h64BccrdsJljw+wiv6y5akRanK3E0wc3nMXBbz1qZIqVWpUgUnT560Pa5QoQJ27NiBs2fP2m0nyktGRobeJXgU5i2vVGT+99/AY48B7drh6V82QoFBvUfFbQwGAyb0aq1DgUVTKjJ3M8xcHjOXxby1KVJj8emnn6JKlSp223x9fbFx40bs2bPHqYWRewoJCdG7BI/CvOW5dObR0cC4cep8iS+/BLy8UKd/TyzoXgteXgZ4GQADFHgZAC8DsGBAczSpVaXg4+rMpTN3U8xcHjOXxby1KVJjUaNGjTzX9W3fvr1TCiL3FhcXp3cJHoV5y3PJzNPSgNmzgfr1gRUrgOxsoFcv4MQJ4L//xcBuzfHL5C4Y2ioMTcplYWirMPwyuQsGto7Qu/JCccnM3Rwzl8fMZTFvbYp9H4uFCxfi+PHjiIqKQtmyZXHnnXeif//+aNeunbNqLBG8jwURub3sbGD1amDWLCAqSt3WujWwaBHQpYuupRERkfsp9syU999/H3FxcbZLpD7//HN06NABDz30EJKSkopdILkXR/dAoZLDvOW5ROaKAnzzDdCsGTBmjNpU1KkDfP45cPiw2zUVLpG5h2Hm8pi5LOatTYncefvQoUN4/vnn0aRJE6xfv97Zh3cKjljo49a7+lLJY97ydM/88GHg5ZeBffvUxxUrAjNnAs89B/j66ldXCdI9cw/EzOUxc1nMW5sSWUvr3nvvxZo1a/DNN9+UxOGpFLtx44beJXgU5i1Pt8wvXAAGDgTuvVdtKvz9genTgUuXgBdecNumAuB5rgdmLo+Zy2Le2jj17h9r1qxBuXLl4O/vj23btqFixYrOPDy5AZ4Tspi3PPHMY2LUidkrV6pzKgwGYMQI4I03gBo1ZGvRCc9zecxcHjOXxby1ceqIxeHDhzFmzBj07dsXMTExHLGgXJKTk/UuwaMwb3limaelAXPmAPXqAcuWqU3Fww+rKz2tWuUxTQXA81wPzFweM5fFvLVxamOxcuVKxMXFYfv27fi///s/HD161JmHJzfg5+endwkehXnLK/HMs7OBjz8GGjQAXnsNSE0FWrUCfvkF+O47dcK2h+F5Lo+Zy2Pmspi3NsVuLDp16oTDhw/bHhsMBvTs2RPr16/H9OnTi3t4IiIC1JWevv0WaN4cGD0auHFDXelp40bg99+B++/Xu0IiIvJwxZ5j0aRJE7Rv3x5t2rTBgAED0KxZMwQFBWHjxo28HTrlYjKZ9C7BozBveSWS+eHDwJQpwN696uMKFdTRiuefB/hXNZ7nOmDm8pi5LOatjVOWmz19+jQWLVqEr776CikpKeqBDQbMnTsXU6dOLXaRJYHLzeojMzMT/v7+epfhMZi3PKdmfvEi8MorwObN6mN/f2DiRGDqVCA01Dmv4QZ4nstj5vKYuSzmrY1T72NhsVhw6dIlJCYmolatWggLC3PWoZ2OjYU+IiMjUa1aNb3L8BjMW55TMo+NVVd6+uCDf1d6Gj5cXekpIsIpdboTnufymLk8Zi6LeWtTIjfIKw3YWOjDarXCy6tEbp9CDjBvecXKPD0dWLIEWLAA+N/oL3r2BObPV+dWkEM8z+Uxc3nMXBbz1oaJkSjecEYW85anKfPsbHWJ2AYNgBkz1Kbi7ruBXbuA779nU1EAnufymLk8Zi6LeWvDEQuOWBCRXhRFXSJ26lTgzBl1W+3awNy5wOOPA/xrGRERlSL8V4tEGY1GvUvwKMxbXqEzz1ki9pFH1KaiQgXgnXeAc+eAJ55gU1EEPM/lMXN5zFwW89aGIxYcsRBlMpng6+urdxkeg3nLKzDzS5fUlZ42bVIf+/mpKz1Nm8aVnjTieS6Pmctj5rKYtzb8kxiJSkxM1LsEj8K85eWZeWws8OKLQOPGalNhMADDhgF//61OzmZToRnPc3nMXB4zl8W8tSn2DfKIiiIgIEDvEjwK85aXK/P0dGDpUrV5yFnp6aGH1JWfOCnbKXiey2Pm8pi5LOatDRsLEpWdna13CR6Fecu4HJeG1bvP4tj5q2hapyrGdG+BOuX9gU8+Ue+QHRmp7njXXcDChUC3bvoW7GZ4nstj5vKYuSzmrQ0bCxJltVr1LsGjMO+St+nP65j25UkAgKL44cypBGw6uRsLjm/CwJ/WqTvVqqWu9DR4MCdllwCe5/KYuTxmLot5a8N/4UhU2bJl9S7BozDvknU5Lg3TvjwJqwJYFUCB4X//rWBq88dwpVZDYPFi4Px5YMgQNhUlhOe5PGYuj5nLYt7a8F85EpWUlKR3CR6FeZes1bvPOv6GwQCDAVg9ZxUwaZK68hOVGJ7n8pi5PGYui3lrw8aCRFWqVEnvEjwK8y5ZJ05fgpLHcLnVYMDRq1HCFXkmnufymLk8Zi6LeWvDxoJERUdH612CR2HeJSQ9HZg3D/f9tgteedwKyGAw4K6GtYQL80w8z+Uxc3nMXBbz1oY3yOMN8oiosCwWYN06daUnoxGXy1dD12dXwmrI/TcaLwPwy+QuqF0pUIdCiYiI5HHEgkQZjUa9S/AozNtJFAX4/nugZUtg5EjAaARq1UKd9xdiwWMt4GVQGwkDFNt/LxjQnE2FEJ7n8pi5PGYui3lrwxELjliIMpvN8PHx0bsMj8G8neDPP4EpU4Bff1Ufly8PvPoqMG4c4O8PALgSl4ZV/7uPRcsGNfHMA3eyqRDE81weM5fHzGUxb23YWLCxEBUVFYXw8HC9y/AYzLsY/u//1Abi88/Vx35+wAsvANOnq81FHpi5PGYuj5nLY+aymLc2vEEeiWITJ4t5a3DzJjBnDrB8OWA2AwYD8OSTwOzZ6o3uCsDM5TFzecxcHjOXxby14RwLEpWZmal3CR6FeRdBRgYwfz5Qrx6wdKnaVHTvDhw9qk7YLkRTATBzPTBzecxcHjOXxby14YgFiTIYDHqX4FGYdyFYLMCnn6orPf3zj7qtRQtg4UK1sSgiZi6Pmctj5vKYuSzmrQ0bCxLl6+urdwkehXnnQ1GAH38Epk4FTp1St9WsCbz1FjBkCOClbUCXmctj5vKYuTxmLot5a8NLoUhUamqq3iV4FOadhyNHgG7dgIcfVpuK0FBg0SLg/Hl1PoXGpgJg5npg5vKYuTxmLot5a8MRCxJVoUIFvUvwKMz7NpcvAzNmABs2qI99ff9d6clJWTFzecxcHjOXx8xlMW9tOGJBomJiYvQuwaMw7/+5eROYNAlo1OjfpuLJJ9URikWLnNZUAMxcD8xcHjOXx8xlMW9teB8L3seCyH1lZADvvQfMmwckJanbunVTJ2bfdZe+tREREbkZjliQKKPRqHcJHsVj87ZYgE8+Ae64A5g2TW0qWrQAfvoJ2LGjRJsKj81cR8xcHjOXx8xlMW9tOGLBEQtRFosF3t7eepfhMTwub0VRm4epU4GTJ9VtERHqDe+GDgUEsvC4zF0AM5fHzOUxc1nMWxuOWJCo6OhovUvwKB6V99GjwIMPAj17qk1FSIh6ydPffwNPPy3SVAAelrmLYObymLk8Zi6LeWvDVaFIVPny5fUuwaN4RN5XrqgrPX32mfrY1xeYMAF45RWnTsouLI/I3MUwc3nMXB4zl8W8teGIBYlKT0/XuwSP4tZ5x8cDkycDDRv+21QMHaqu9PT227o0FYCbZ+6imLk8Zi6Pmcti3tpwxIJElSnDU06SW+admQm8/z4wdy6QmKhu69pVvezp7rt1LQ1w08xdHDOXx8zlMXNZzFsbpkaivIpxR2MqOrfK22JRRyZmzACuX1e3NW+uNhTduwMGg771/Y9bZV5KMHN5zFweM5fFvLVhaiQqMzNT7xI8itvk/fPPQKtWwLBhalMREQGsXatO2O7Rw2WaCsCNMi9FmLk8Zi6Pmcti3tpwxIJEcWlfWaU+72PHgClTgJ071cchIeqk7AkTgLJl9a0tD6U+81KImctj5vKYuSzmrQ1HLEhUXFyc3iV4lFKb99WrwFNPqXMmdu5UV3p66SXg0iW10XDRpgIoxZmXYsxcHjOXx8xlMW9tXLKxmDdvHu655x6UK1cOVapUQb9+/XD+/Hm7fTIzMzFu3DhUrFgRQUFBGDBgANccLgWqV6+udwkepdTlHR8P/Oc/6h2z169Xtw0ZApw7B7zzDlCxor71FUKpy9wNMHN5zFweM5fFvLVxycZiz549GDduHA4dOoQdO3bAbDaje/fuSEtLs+3z0ksv4dtvv8XmzZuxZ88eREZGon///jpWTYVhNBr1LsGjlJq8MzPVJWLr1QMWLwZMJuCBB4A//1QnbNepo3eFhVZqMncjzFweM5fHzGUxb20MiqIoehdRkNjYWFSpUgV79uxBp06dkJSUhMqVK2PDhg147LHHAADnzp1D48aNcfDgQdx77725jpGVlYWsrCzb4+TkZERERCApKYnX0QlSFAUGF5po6+5cPm+r9d+Vnq5dU7c1a6au9ORik7ILy+Uzd0PMXB4zl8fMZTFvbVxyxOJ2SUlJAIAK/7vh1ZEjR2A2m9GtWzfbPo0aNULNmjVx8OBBh8eYN28eQkJCbF8REREA1EuqIiMjYbVabd2p0WiEyWRCTEwMUlNTkZiYiPj4eGRkZCAqKgrZ2dl2+5rNZkRFRSE9PR3x8fFISEhAWloaoqOjYTab7fa1WCyIjIxERkYGbt68iaSkJKSkpCA2NhZZWVl2+yqKAqPRiKysLMTGxiI5ORnJycmIi4tDRkZGoetOT093WHd2dnauulNTUx3WbbVaC6w7p97b605JSUFSUhJu3ryJK1euOKzbbDYjOjoaqampSEhIKFLdiYmJSE1NRUxMDEwmU551x8XF2TJ0VHfOcxzVnZO3xWJxWHdaWlquum/PMKfujIyMQtedmZnpsO7IyEiHdcfExOTK+8aNGwXWXdA5e+PGDbu6U1JSilR3XFxc7vfajh0wNW8OPP00cO0arNWrI335csTv2oWMzp1xIyrKaXXfes7GxMQ4fK9FRkY6fK8V9TPizJkz/IwoxmdEXnXn9xlx/fp1fkZo/IzIyMjQ9Bnx119/lfxnxG3nbEpKit17zZmfbZKfEVp/j4iMjORnhMbPCC2/R+Tkzc8I9b1WWC4/YmG1WtGnTx8kJiZi//79AIANGzZgxIgRdiMQANCmTRvcf//9WLBgQa7jcMTCNWRlZcHPz0/vMjyGS+Z9/Lg6AXvHDvVxcLC60tMLL7j0pOzCcsnM3Rwzl8fM5TFzWcxbG5cfsRg3bhz++usvfP7558U6jp+fH4KDg+2+SF5ycrLeJXgUl8r76lV1dOLuu9WmwscHmDhRXelp6lS3aCoAF8vcQzBzecxcHjOXxby1cen7WIwfPx7bt2/H3r17UaNGDdv28PBwmEwmJCYmIjQ01LY9Ojoa4eHhOlRKhcXuX5ZL5J2QAMydC7z/PpAzavjEE8CcOUDduvrWVgJcInMPw8zlMXN5zFwW89bGJUcsFEXB+PHj8dVXX+GXX35BndtWhGnVqhV8fHywa9cu27bz58/j2rVraNeunXS5RORIZqa6wlO9euqKT1lZwP33A3/8AWzY4JZNBRERkSdzyRGLcePGYcOGDfj6669Rrlw5REVFAQBCQkJQtmxZhISEYNSoUZg0aRIqVKiA4OBgTJgwAe3atXO4IhS5DpPJpHcJHkWXvK1WtXF49dV/V3pq2lRd6emhh0rlSk9FwXNcHjOXx8zlMXNZzFsbl5y8ndfyXmvWrMHw4cMBqKs5TZ48GRs3bkRWVhZ69OiBFStWFPpSqOTkZISEhHDytrCMjAyUdZNr6UsD8bx37lQnZh87pj6uXh2YPVudW+HtLVeHjniOy2Pm8pi5PGYui3lr45IjFoXpdfz9/bF8+XIsX75coCJyloSEBL5RBYnlfeKE2lD8/LP6ODgYmD5dXekpIKDkX9+F8ByXx8zlMXN5zFwW89bGJUcsJHDEQh9WqxVeXi45tcctlXje164Br70GfPopoCjqSk9jx6o3vKtUqeRe14XxHJfHzOUxc3nMXBbz1oaJkaii3GSFiq/E8k5IUEco7rgDWLdObSoGDwbOnQOWLvXYpgLgOa4HZi6Pmctj5rKYtzYcseCIBVHhZWUBy5erS8UmJKjbunRRJ2bfc4+upREREZG+OGJBonJuHU8ynJa31Qp89hnQqBEwebLaVDRpAnz3HfDLL2wqbsFzXB4zl8fM5TFzWcxbG45YcMRClMlkgq+vr95leAyn5L1rF/Dyy/+u9FStmrrS07BhHrPSU1HwHJfHzOUxc3nMXBbz1oYjFiQqMTFR7xI8SrHyPnkS6NkT6NZNbSrKlVPvoH3hAjByJJuKPPAcl8fM5TFzecxcFvPWxiWXmyX3FeBhS4/qTVPe16+rKz3lTMr28QGef15d6alyZecX6WZ4jstj5vKYuTxmLot5a8PGgkRlZ2frXYJHKVLeiYnAvHnAu++qk7QB4PHHgbfeAurVK5H63BHPcXnMXB4zl8fMZTFvbdhYkCir1ap3CR6lUHlnZQErVqgrPcXHq9s6d1ZXemrTpmQLdEM8x+Uxc3nMXB4zl8W8tWFjQaL8/f31LsGj5Ju31Qp8/jnw6qvAlSvqtjvvBBYsAHr1AgwGkRrdDc9xecxcHjOXx8xlMW9tOHmbRCUnJ+tdgkfJM++cJWKHDlWbimrVgP/+FzhxAujdm01FMfAcl8fM5TFzecxcFvPWhsvNcrlZUdnZ2ShThgNlUnLlfeoUMHUq8MMP6uNy5YBp04CJEwFOVHMKnuPymLk8Zi6Pmcti3tpwxIJERUdH612CR7Hlff06MGIE0KKF2lSUKQNMmABcugS88gqbCifiOS6Pmctj5vKYuSzmrQ1HLDhiQe4sMVGdM7F0KZCZqW4bNEhd6al+fT0rIyIiIjfDEQsSZTQa9S7BM2RlAUuXwlqnDjB/vtpUdOoEHDoEfPEFm4oSxHNcHjOXx8zlMXNZzFsbjlhwxEIUr1ksYVar2ji8+ipw+bK6rXFjddSCk7JF8ByXx8zlMXN5zFwW89aGIxYkKi4uTu8S3Nevv6r3nRgyRG0qqlZF0ttvAydPAo88wqZCCM9xecxcHjOXx8xlMW9t2IqRKI4OlYBTp9SVnb7/Xn1crhwwZQrw0kvwMRjUidokhue4PGYuj5nLY+aymLc2HLEgUZk5E4ip+P75Bxg5Ul3p6fvv1QZi/Hjg4kVgxgwgMJB564CZy2Pm8pi5PGYui3lrwz9lkigDL8cpvqQkdc7EkiX/rvQ0cKC60lODBna7Mm95zFweM5fHzOUxc1nMWxs2FiTKx8dH7xJKL5MJ+OADYPZs4OZNdVvHjsDChcC99zp8CvOWx8zlMXN5zFweM5fFvLXhpVAkKi0tTe8SSp+clZ4aN1bvkH3zpvrfX38N7NmTZ1MBMG89MHN5zFweM5fHzGUxb204YkGiKlSooHcJpcvu3cDLLwN//qk+Dg8H3nxTvYt2ISZlM295zFweM5fHzOUxc1nMWxuOWJComJgYvUsoHf76S73vxP33q01FUJDaUFy8CDz7bKFXemLe8pi5PGYuj5nLY+aymLc2vEEeb5BHrsRoBGbOBNauVS+BKlMGGDNG3Valit7VEREREeWJIxYkymg06l2Ca0pKUu+W3aABsHq12lQ89hhw5gywbJnmpoJ5y2Pm8pi5PGYuj5nLYt7acMSCIxairFYrvLzYz9qYTMDKleplTjkrPXXoACxalO+k7MJi3vKYuTxmLo+Zy2Pmspi3NkyMREVFReldgmtQFGDTJnV1pxdfVJuKRo3UlZ727nVKUwEwbz0wc3nMXB4zl8fMZTFvbbgqFIkqX7683iXob88edaWnP/5QH4eHA2+8od5Fu5CTsguLectj5vKYuTxmLo+Zy2Le2nDEgkSlp6frXYJ+Tp8GHnkE6NJFbSpuXelp9GinNxWAh+etE2Yuj5nLY+bymLks5q0NRyxIVJkS+OXZ5RmNwKxZwJo1/670NHq0utJTWFiJvrRH5q0zZi6Pmctj5vKYuSzmrQ1TI1EeNREqORlYuBB45x0gI0PdNmAAMHcucMcdIiV4VN4ugpnLY+bymLk8Zi6LeWvD1EhUZmam3iWUPJMJeP99oF494K231KaifXvgwAFgyxaxpgLwkLxdDDOXx8zlMXN5zFwW89aGIxYkyq2X9lUUtXGYPh24dEnd1rAhsGAB0KcPYDCIl+TWebsoZi6Pmctj5vKYuSzmrQ1HLEhUXFyc3iWUjJwlYgcNUpuKsDD1/hR//QX07atLUwG4cd4ujJnLY+bymLk8Zi6LeWvDG+TxBnmiFEWBQadfskvEmTPAtGnAt9+qjwMDgSlTgEmT1FWfdOZ2eZcCzFweM5fHzOUxc1nMWxuOWJCoyMhIvUtwjshI4NlngWbN1KbC2xt4/nl1tGLmTJdoKgA3yrsUYebymLk8Zi6Pmcti3tpwxIIjFqJK/V8AkpOBRYuAxYv/Xempf391paeGDfWtzYFSn3cpxMzlMXN5zFweM5fFvLXhiAWJKrV/ATCZgGXLgPr1gTlz1KbivvuA334DvvzSJZsKoBTnXYoxc3nMXB4zl8fMZTFvbbgqFImqVKmS3iUUjaKojcP06eodsgF1udgFC3SdlF1YpS5vN8DM5TFzecxcHjOXxby14YgFiUpOTta7hMLbtw9o1w4YOFBtKsLCgA8+UFd66tfP5ZsKoJTl7SaYuTxmLo+Zy2Pmspi3NhyxIFH+/v56l1Cws2fVlZ6++UZ9HBgIvPwyMHmyy0zKLqxSkbebYebymLk8Zi6Pmcti3tqwsSBRVqtV7xLyduMG8PrrwH//C1it6kpPzz4LzJoFhIfrXZ0mLp23m2Lm8pi5PGYuj5nLYt7asLEgUdnZ2XqXkFtKyr8rPaWnq9sefRSYN89lJ2UXlkvm7eaYuTxmLo+Zy2Pmspi3NmwsSFRAQIDeJfzLbAY++gh44w0gNlbd1q6d2mS0b69vbU7iUnl7CGYuj5nLY+bymLks5q0NJ2+TqISEBL1L+HelpyZNgPHj1abijjvUbb/95jZNBeAieXsYZi6Pmctj5vKYuSzmrQ1vkMcb5ImyWq3w8tKxn92/X52IfeiQ+rhKFXVexTPPAD4++tVVQnTP2wMxc3nMXB4zl8fMZTFvbZgYibpx44Y+L3zunLpEbMeOalMREKBOyr54EXj+ebdsKgAd8/ZgzFweM5fHzOUxc1nMWxuOWHDEwr3duKHOofjvfwGLRV3p6Zln1KaialW9qyMiIiJyGxyxIFFGo1HmhVJS1Oahfn3gww/VpqJfP/XmditXekxTIZY32TBzecxcHjOXx8xlMW9tOGLBEQtRZrMZPiV52ZHZrI5OvP46EBOjbrv3XnWlpw4dSu51XVSJ5025MHN5zFweM5fHzGUxb204YkGi4uPjS+bAigJs3Qo0bQqMHas2FQ0aAFu2AAcOeGRTAZRg3pQnZi6Pmctj5vKYuSzmrQ3vY0GiAgMDnX/Q335TV3o6eFB9XLmyOmLx7LNuOym7sEokb8oXM5fHzOUxc3nMXBbz1sYlRyz27t2LRx55BNWqVYPBYMC2bdvsvq8oCmbOnImqVauibNmy6NatGy5cuKBPsVQkZrPZeQc7d069Q3aHDmpTERAAvPYacOmSOmrh4U0F4OS8qVCYuTxmLo+Zy2Pmspi3Ni7ZWKSlpaFFixZYvny5w+8vXLgQ7733HlauXInDhw8jMDAQPXr0QGZmpnClVFROmdITFaUuEdu0KbBtG+DlBYwerS4d++abQLlyxX8NN+GhU6h0xczlMXN5zFweM5fFvLVxyUuhevbsiZ49ezr8nqIoWLp0KWbMmIG+ffsCANatW4ewsDBs27YNgwcPliyVisjf31/7k1NTgbffVr/S0tRtffsC8+YBjRs7p0A3U6y8SRNmLo+Zy2Pm8pi5LOatjUuOWOTn8uXLiIqKQrdu3WzbQkJC0LZtWxzMucbegaysLCQnJ9t9kTxNuZvN6hKx9eur96RISwPatgX27lVHLNhU5InnuTxmLo+Zy2Pm8pi5LOatTalrLKKiogAAYWFhdtvDwsJs33Nk3rx5CAkJsX1FREQAADIzMxEZGQmr1Wpbs9hoNMJkMiEmJgapqalITExEfHw8MjIyEBUVhezsbLt9zWYzoqKikJ6ejvj4eCQkJCAtLQ3R0dEwm812+1osFkRGRiIjIwM3b95EUlISUlJSEBsbi6ysLLt9FUWB0WhEVlYWYmNjbQ1RXFwcMjIyCl13enq6w7qzs7Nz1Z2amuqwbqvVWmDdOfXeXndKSgqSkpJw8+ZNBAUFOazbbDYjOjoaqampSEhIUOtOS0PC6tVQmjZVL32KjkZ27dqwfP45or76CumtWiE+Ph6JiYlITU1FTEwMTCZTnnXHxcXZMnRUd85zHNWdk7fFYnFYd1pa2r91/y/v2zPMyTsjI6PQdWdmZjqsOzIy0mHdMTExdnUHBgbixo0bBdZd0Dl748YNu7pTUlKKVHdcXFyB77WUlBS795oz6771nI2JiXH4XouMjHT4XivqZ4TFYuFnRDE+I/Kq2+FnxP/qDg0Nzbdufkbk/Rmh9b1mMpn4GaHxM0Lr7xGVKlXiZ4TGz4iC6nb0XsvJm58RGUW6C7nL38fCYDDgq6++Qr9+/QAABw4cQPv27REZGYmqt9zkbNCgQTAYDPjiiy8cHicrKwtZWVm2x8nJyYiIiOB9LIQZjUZUr1694B0PHFBXejpwQH1cubJ6w7vRozkpuwgKnTc5DTOXx8zlMXN5zFwW89bGJedY5Cc8PBwAEB0dbddYREdHo2XLlnk+z8/PD35+fiVdHhWgwDfp+fPA9OnAV1+pjwMCgEmT1CaDDWCR8UNRHjOXx8zlMXN5zFwW89am1F0KVadOHYSHh2PXrl22bcnJyTh8+DDatWunY2VUGDlDbrlER6tLxDZpojYVXl7qfSguXABmz2ZToVGeeVOJYebymLk8Zi6Pmcti3tq45IhFamoqLl68aHt8+fJlHD9+HBUqVEDNmjUxceJEzJkzBw0aNECdOnXw2muvoVq1arbLpch13T43BqmpwOLFwKJF/6709MgjwPz5wJ13yhfoZnLlTSWOmctj5vKYuTxmLot5a+OSIxZ//vkn7rrrLtx1110AgEmTJuGuu+7CzJkzAQBTpkzBhAkTMHr0aNxzzz1ITU3Fjz/+yKXBSoG4uDj1P7KzgQ8/VFd6ev11talo0wbYswf45hs2FU5iy5vEMHN5zFweM5fHzGUxb21cfvJ2SUlOTkZISAgnbwtLT0tDwI4dwLRp6nwKAKhXT70XxWOPAQaDvgW6mfT0dAQEBOhdhkdh5vKYuTxmLo+Zy2Le2rjkiAW5qYMH4dO1K/Doo2pTUakS8P77wJkzwMCBbCpKAO9GL4+Zy2Pm8pi5PGYui3lr45JzLMjN/P23utLT1q3wAYCyZdWVnqZM4aTsEublxb8dSGPm8pi5PGYuj5nLYt7asLGgkhMdDbz5pjqXwmIBvLxgfuop+Lz1FsBl3ESUKcO3uDRmLo+Zy2Pm8pi5LOatDdsxcr7UVLWhqF8fWLFCbSp69wZOnkTCwoVsKgSlp6frXYLHYebymLk8Zi6Pmcti3tqwHSPnyc4GVq9W75AdFaVuu+cedSnZzp0BAKEmk44Fep7Q0FC9S/A4zFweM5fHzOUxc1nMWxuOWFDxKQrw9ddAs2bAmDFqU1G3LvDFF8Dhw7amAgBiY2N1LNTzMG95zFweM5fHzOUxc1nMWxsuN8vlZovn0CHg5ZeB/fvVx5UqATNnqg2Gr6++tRERERGRGI5YkDYXLqhLxLZrpzYVZcsCr7wCXLwITJiQZ1NhNBqFC/VszFseM5fHzOUxc3nMXBbz1oYjFhyxKJqYmH9XesrOBry8gBEjgDfeKNSkbKvVyiXcBDFvecxcHjOXx8zlMXNZzFsbJkaFk5YGzJ6t3iV7+XK1qejVCzhxAvjvfwu90lNUzqRuEsG85TFzecxcHjOXx8xlMW9tuCoU5S87G1izRl3p6cYNdVvr1upKT126FPlw5cuXd259lC/mLY+Zy2Pm8pi5PGYui3lrwxELckxRgG++AZo3B0aPVpuKOnWAzz9XV3rS0FQAQFpamnPrpHwxb3nMXB4zl8fM5TFzWcxbG45YUG6HD6srPe3bpz6uWFFd6em554q90pMvV4oSxbzlMXN5zFweM5fHzGUxb23YWNC/Ll5UV3bavFl97O8PvPQSMHUqEBKib21ERERE5NLYWJC60tPs2cDKleqcCoPh35WeatRw6ktlZWU59XiUP+Ytj5nLY+bymLk8Zi6LeWvDxsKTpaUBS5cCCxYAKSnqtocfBubPV++iXQK4tK8s5i2Pmctj5vKYuTxmLot5a8PJ254oO1tdIrZBA2DGDLWpaNUK+OUX4LvvSqypAIC4uLgSOzblxrzlMXN5zFweM5fHzGUxb214gzxPukGeogDbtwPTpgFnzqjb6tQB5s4FBg1Sb3ZX4iUoMBgMJf46pGLe8pi5PGYuj5nLY+aymLc2HLHwFL//ri4R26eP2lRUqAAsWQKcPQsMHizSVABAZGSkyOuQinnLY+bymLk8Zi6Pmcti3tpwxMLdRywuXVJXetq0SX3s7w9MnKiu9BQaqmdlRERERORGOGLhrmJjgRdeABo1UpuKnJWe/v4bmDdPt6bCaDTq8rqeinnLY+bymLk8Zi6Pmcti3tpwVSh3k56urvQ0f/6/Kz317Kk+bt5c19IAoFKlSnqX4FGYtzxmLo+Zy2Pm8pi5LOatDUcs3IXFAqxapa709OqralNx993Arl3A99+7RFMBqJegkRzmLY+Zy2Pm8pi5PGYui3lrwxGL0k5R1MZh6lTg9Gl1W+3a6kpPjz8uNim7sPz9/fUuwaMwb3nMXB4zl8fM5TFzWcxbGzYWpdkffwAvvwzs2aM+rlBBvS/F2LGAn5++teXBarXqXYJHYd7ymLk8Zi6Pmctj5rKYtzZsLEqjS5fUy52++EJ97OenrvQ0bZrLr/SUnZ2tdwkehXnLY+bymLk8Zi6Pmcti3tqwsShN4uKA2bOBDz4AzGZ1paennwbefBOoWVPv6golICBA7xI8CvOWx8zlMXN5zFweM5fFvLVxrQvwybH0dHWJ2Hr1gPfeU5uKhx4Cjh8H1q4tNU0FACQkJOhdgkdh3vKYuTxmLo+Zy2Pmspi3NrxBnivfIM9iAT75BJg5E8hZT/muu4CFC4Fu3fStTSOLxQJvb2+9y/AYzFseM5fHzOUxc3nMXBbz1oYjFq4oZ6Wnli2BUaPUpqJWLeCzz4A//yy1TQUAREVF6V2CR2He8pi5PGYuj5nLY+aymLc2HLFwtRGLP/9UV3ravVt9XL68utLTuHEuu9ITERERERFHLFzF//0f8MQTwD33qE2Fnx8wZYq6AtSkSW7TVBhzLukiEcxbHjOXx8zlMXN5zFwW89aGIxZ6j1jExQFz5gArVvy70tNTT6mrP5WiSdmFZTab4ePjo3cZHoN5y2Pm8pi5PGYuj5nLYt7acMRCLxkZwPz56kpP776rNhU9egDHjqkTtt2wqQCA+Ph4vUvwKMxbHjOXx8zlMXN5zFwW89aG97GQZrEA69apKz3984+6rWVLdaWnBx/UtTQJQUFBepfgUZi3PGYuj5nLY+bymLks5q0NRyykKArwww9qEzFypNpU1KoFrF8PHDniEU0FAJhMJr1L8CjMWx4zl8fM5TFzecxcFvPWhiMWEo4cUSdi//KL+rh8eeDVV9WVnvz99a1NmIdO6dEN85bHzOUxc3nMXB4zl8W8tWFjUZIuX1YbiI0b1cd+fsALLwDTp6vNhQfy97BGSm/MWx4zl8fM5TFzecxcFvPWhpdClYSbN4GXXgIaNlSbipyVns6fV+dSeGhTAaircZEc5i2Pmctj5vKYuTxmLot5a8PlZp253GxGBvDee8C8eUBSkrqte3dgwQJ1bgVx+TZhzFseM5fHzOUxc3nMXBbz1oYjFs5gsQBr1wJ33AFMm6Y2FS1aAD/9pH6xqbCJiYnRuwSPwrzlMXN5zFweM5fHzGUxb204YlGcEQtFURuHKVOAU6fUbTVrAm+9BQwZAnixbyMiIiIiz8DffLU6elRdIrZnT7WpCA0FFi1S51E8+SSbijwYjUa9S/AozFseM5fHzOUxc3nMXBbz1oYjFkUdsbh8GZgxA9iwQX3s6/vvSk8VKpRMsW4kOzsbZcpwMTIpzFseM5fHzOUxc3nMXBbz1oZ/Vi+smzeByZOBRo3+bSqefFIdoVi0iE1FIcXFxeldgkdh3vKYuTxmLo+Zy2Pmspi3NmzFCpKRAbz/PjB37r8rPXXrpi4be9dd+tZWCoWEhOhdgkdh3vKYuTxmLo+Zy2Pmspi3NhyxyIvFAnzyiXoviqlT7Vd62rGDTYVGGRkZepfgUZi3PGYuj5nLY+bymLks5q0NRyxupyjAzz+rKz2dPKlui4gA5swBhg4FvL31ra+U8+KkdlHMWx4zl8fM5TFzecxcFvPWho3FrY4dUxuKnTvVxyEhwKuvAhMmALy1u1NwIpQs5i2Pmctj5vKYuTxmLot5a8N2DACuXFEnYt99t9pU+PqqE7X/7/+Al19mU+FE6enpepfgUZi3PGYuj5nLY+bymLks5q0N27FXXwU++ggwmdTHQ4eqlz3Vrq1rWe4qNDRU7xI8CvOWx8zlMXN5zFweM5fFvLXhiMWyZWpT0bUrcOQIsH49m4oSFBsbq3cJHoV5y2Pm8pi5PGYuj5nLYt7a8AZ5TZogePFioHt3wGDQuywiIiIiolKJIxb79gE9erCpEGI0GvUuwaMwb3nMXB4zl8fM5TFzWcxbm1LdWCxfvhy1a9eGv78/2rZti99//73oB+HysaKqVq2qdwkehXnLY+bymLk8Zi6Pmcti3tqU2sbiiy++wKRJkzBr1iwcPXoULVq0QI8ePRATE6N3aZSPqKgovUvwKMxbHjOXx8zlMXN5zFwW89am1M6xaNu2Le655x4sW7YMAGC1WhEREYEJEyZg2rRpufbPyspCVlaW7XFSUhJq1qyJ69evIzg4WKxuT5eZmQl/Lt8rhnnLY+bymLk8Zi6Pmcti3rmVK1cOhgKmDpTK5WZNJhOOHDmC6dOn27Z5eXmhW7duOHjwoMPnzJs3D2+88Uau7RERESVWJxERERGRO0hKSirwj/GlsrGIi4uDxWJBWFiY3fawsDCcO3fO4XOmT5+OSZMm2R4nJiaiVq1auHbtGkJCQkq0XlIlJycjIiKCo0RCmLc8Zi6Pmctj5vKYuSzm7Vi5cuUK3KdUNhZa+Pn5wc/PL9f2kJAQnjTCgoODmbkg5i2Pmctj5vKYuTxmLot5F12pnLxdqVIleHt7Izo62m57dHQ0wsPDdaqKiIiIiMhzlcrGwtfXF61atcKuXbts26xWK3bt2oV27drpWBkRERERkWcqtZdCTZo0CcOGDUPr1q3Rpk0bLF26FGlpaRgxYkShnu/n54dZs2Y5vDyKSgYzl8W85TFzecxcHjOXx8xlMW/tSu1yswCwbNkyLFq0CFFRUWjZsiXee+89tG3bVu+yiIiIiIg8TqluLIiIiIiIyDWUyjkWRERERETkWthYEBERERFRsbGxICIiIiKiYmNjQURERERExebWjcXy5ctRu3Zt+Pv7o23btvj999/z3X/z5s1o1KgR/P390axZM3z//fdClZZ+8+bNwz333INy5cqhSpUq6NevH86fP5/vc9auXQuDwWD35e/vL1Rx6ff666/nyq9Ro0b5PofnuHa1a9fOlbfBYMC4ceMc7s/zu+j27t2LRx55BNWqVYPBYMC2bdvsvq8oCmbOnImqVauibNmy6NatGy5cuFDgcYv6b4EnyS9zs9mMqVOnolmzZggMDES1atXw9NNPIzIyMt9javls8iQFnefDhw/Pld9DDz1U4HF5nuetoMwdfbYbDAYsWrQoz2PyPHfMbRuLL774ApMmTcKsWbNw9OhRtGjRAj169EBMTIzD/Q8cOIAnnngCo0aNwrFjx9CvXz/069cPf/31l3DlpdOePXswbtw4HDp0CDt27IDZbEb37t2RlpaW7/OCg4Nx48YN29fVq1eFKnYPTZo0sctv//79ee7Lc7x4/vjjD7usd+zYAQAYOHBgns/h+V00aWlpaNGiBZYvX+7w+wsXLsR7772HlStX4vDhwwgMDESPHj2QmZmZ5zGL+m+Bp8kv8/T0dBw9ehSvvfYajh49iq1bt+L8+fPo06dPgcctymeTpynoPAeAhx56yC6/jRs35ntMnuf5KyjzW7O+ceMGVq9eDYPBgAEDBuR7XJ7nDihuqk2bNsq4ceNsjy0Wi1KtWjVl3rx5DvcfNGiQ0qtXL7ttbdu2VcaMGVOidbqrmJgYBYCyZ8+ePPdZs2aNEhISIleUm5k1a5bSokWLQu/Pc9y5XnzxRaVevXqK1Wp1+H2e38UDQPnqq69sj61WqxIeHq4sWrTIti0xMVHx8/NTNm7cmOdxivpvgSe7PXNHfv/9dwWAcvXq1Tz3KepnkydzlPmwYcOUvn37Fuk4PM8LrzDned++fZUHHngg3314njvmliMWJpMJR44cQbdu3WzbvLy80K1bNxw8eNDhcw4ePGi3PwD06NEjz/0pf0lJSQCAChUq5LtfamoqatWqhYiICPTt2xenT5+WKM9tXLhwAdWqVUPdunUxdOhQXLt2Lc99eY47j8lkwvr16zFy5EgYDIY89+P57TyXL19GVFSU3TkcEhKCtm3b5nkOa/m3gPKXlJQEg8GA0NDQfPcrymcT5bZ7925UqVIFDRs2xPPPP4+bN2/muS/Pc+eKjo7Gd999h1GjRhW4L8/z3NyysYiLi4PFYkFYWJjd9rCwMERFRTl8TlRUVJH2p7xZrVZMnDgR7du3R9OmTfPcr2HDhli9ejW+/vprrF+/HlarFffddx/++ecfwWpLr7Zt22Lt2rX48ccf8cEHH+Dy5cvo2LEjUlJSHO7Pc9x5tm3bhsTERAwfPjzPfXh+O1fOeVqUc1jLvwWUt8zMTEydOhVPPPEEgoOD89yvqJ9NZO+hhx7CunXrsGvXLixYsAB79uxBz549YbFYHO7P89y5PvnkE5QrVw79+/fPdz+e546V0bsAcj/jxo3DX3/9VeC1hu3atUO7du1sj++77z40btwYH374IWbPnl3SZZZ6PXv2tP138+bN0bZtW9SqVQubNm0q1F9aSLtVq1ahZ8+eqFatWp778Pwmd2I2mzFo0CAoioIPPvgg33352VQ8gwcPtv13s2bN0Lx5c9SrVw+7d+9G165ddazMM6xevRpDhw4tcLENnueOueWIRaVKleDt7Y3o6Gi77dHR0QgPD3f4nPDw8CLtT46NHz8e27dvx6+//ooaNWoU6bk+Pj646667cPHixRKqzr2FhobijjvuyDM/nuPOcfXqVezcuRPPPPNMkZ7H87t4cs7TopzDWv4toNxymoqrV69ix44d+Y5WOFLQZxPlr27duqhUqVKe+fE8d559+/bh/PnzRf58B3ie53DLxsLX1xetWrXCrl27bNusVit27dpl9xfEW7Vr185ufwDYsWNHnvuTPUVRMH78eHz11Vf45ZdfUKdOnSIfw2Kx4NSpU6hatWoJVOj+UlNTcenSpTzz4znuHGvWrEGVKlXQq1evIj2P53fx1KlTB+Hh4XbncHJyMg4fPpznOazl3wKyl9NUXLhwATt37kTFihWLfIyCPpsof//88w9u3ryZZ348z51n1apVaNWqFVq0aFHk5/I8/x+9Z4+XlM8//1zx8/NT1q5dq5w5c0YZPXq0EhoaqkRFRSmKoihPPfWUMm3aNNv+v/32m1KmTBnl7bffVs6ePavMmjVL8fHxUU6dOqXXj1CqPP/880pISIiye/du5caNG7av9PR02z63Z/7GG28oP/30k3Lp0iXlyJEjyuDBgxV/f3/l9OnTevwIpc7kyZOV3bt3K5cvX1Z+++03pVu3bkqlSpWUmJgYRVF4jpcEi8Wi1KxZU5k6dWqu7/H8Lr6UlBTl2LFjyrFjxxQAyjvvvKMcO3bMtgLR/PnzldDQUOXrr79WTp48qfTt21epU6eOkpGRYTvGAw88oLz//vu2xwX9W+Dp8svcZDIpffr0UWrUqKEcP37c7rM9KyvLdozbMy/os8nT5Zd5SkqK8p///Ec5ePCgcvnyZWXnzp3K3XffrTRo0EDJzMy0HYPnedEU9NmiKIqSlJSkBAQEKB988IHDY/A8Lxy3bSwURVHef/99pWbNmoqvr6/Spk2b/2/v3kKi6P84jn+2/p7KQ1lq5okOFFSUGRhBoGalZFFC4IWSpgiCRVpaVISQkFCZdVEoVKaUSYllJKYZKiYUgRkVYahRXdhFUOKh0nD+F/Eszz5aGbtptu8XDOh8Z+b3dXaY9ePMrMaDBw/MtbCwMCMxMdFi+WvXrhmLFi0yHB0djaVLlxrV1dXj3PHkJWnUqbi42LzMf/d5RkaG+fXx8fExNm3aZLS2to5/85NUXFyc4evrazg6Ohp+fn5GXFyc0dHRYa5zjNtebW2tIclob28fUeP4tl5DQ8Oo55F/9uvw8LBx5MgRw8fHx3BycjIiIyNHvBZBQUFGTk6OxbwfvRfYux/t81evXn333N7Q0GDexn/3+c/OTfbuR/t8YGDA2Lhxo+Hl5WU4ODgYQUFBRmpq6oiAwHH+a352bjEMwygqKjJcXFyMjx8/jroNjvOxMRmGYfzWSyIAAAAA/np/5TMWAAAAAMYXwQIAAACA1QgWAAAAAKxGsAAAAABgNYIFAAAAAKsRLAAAAABYjWABAAAAwGoECwAAAABWI1gAAAAAsBrBAgBg92JjYzVz5kxt3759olsBgEmLYAEAsHt79uxRaWnpRLcBAJMawQIA8EcIDw+XyWSSyWRSW1vbuI/t5uY2ai0pKcnc182bN8e1LwCYTAgWAGBn/vlFOS0tbUQtPT1dJpNJSUlJ49+YpNTUVHV3d2vZsmWSvvW6bds2i2UqKirk7Oys/Pz8cenpzJkz6u7uHpexAGAy+99ENwAAGH8BAQEqLy9XQUGBXFxcJEmfP39WWVmZAgMDJ6yvadOmac6cOd+tnz9/Xunp6SosLNTOnTvHvN3g4GB9/fp1xPy6ujrNnTv3h+t6eHjIw8NjzGMBgL3iigUA2KGQkBAFBASosrLSPK+yslKBgYFauXKled7w8LDy8vI0b948ubi4aMWKFaqoqLDYVn9/v3bs2CFXV1f5+voqPz9f4eHhysjIsGnPx48f1+7du1VeXm4RKnp7exUfH6/p06fL19dXBQUFI8Zva2vTs2fPRkw/CxUAgLEjWACAnUpOTlZxcbH5+4sXL464CpCXl6fS0lIVFhbq+fPnyszMVEJCgpqamszLZGdnq6mpSVVVVaqrq1NjY6NaW1tt2uuBAweUm5ur27dvKzY21qK2d+9etbS06NatW7p7966am5ttPj4A4Oe4FQoA7FRCQoIOHjyo169fS5JaWlpUXl6uxsZGSdKXL1907Ngx1dfXa82aNZKk+fPn6/79+yoqKlJYWJj6+vp04cIFXb58WZGRkZKkkpIS+fv726zPmpoaVVVV6d69e1q3bp1Frbe3VyUlJSorKzOPX1xc/MtXItavX68nT56ov79f/v7+un79uvlnBgCMDcECAOyUl5eXYmJidOnSJRmGoZiYGM2ePdtc7+jo0MDAgDZs2GCx3uDgoPl2qc7OTg0ODmr16tXmuqenpxYvXmyzPpcvX673798rJydHoaGhcnV1Nde6uro0NDSk0NBQ8zwPD49fHr++vt5m/QKAvSJYAIAdS05O1q5duyRJZ8+etaj19fVJkqqrq+Xn52dRc3JyGp8GJfn5+amiokIRERGKjo5WTU3Ndz8aFgAwcXjGAgDsWHR0tAYHBzU0NKSoqCiL2pIlS+Tk5KQ3b95o4cKFFlNAQIAkacGCBXJwcNDDhw/N63348EEvX760aZ9BQUFqamrSu3fvFB0drd7eXknfbs1ycHDQo0ePzMv29PTYfHwAwM9xxQIA7NjUqVP14sUL89f/5ubmpqysLGVmZmp4eFhr165VT0+PWlpa5O7ursTERLm6uiolJUXZ2dmaNWuWvL29dfjwYU2ZYvu/WwUEBKixsVERERGKiorSnTt3zH1kZ2fL09NT3t7eysnJ0ZQpU2QymWzeAwDg+wgWAGDn3N3dv1vLzc2Vl5eX8vLy1NXVpRkzZigkJESHDh0yL3PixAn19fVpy5YtcnNz0759+9TT0/NbevX397cIF7W1tTp16pTS0tK0efNmubu7a//+/Xr79q2cnZ1/Sw8AgNGZDMMwJroJAMDfJTw8XMHBwTp9+vRvXWc0/f398vPzU35+vlJSUqza1r+ZTCbduHFjxH8CBwB8wzMWAIA/xrlz5+Tq6qqnT5+OeZ3Hjx/r6tWr6uzsVGtrq+Lj4yVJW7dutUlPaWlpFp9EBQAYHbdCAQD+CFeuXNGnT58kSYGBgb+07smTJ9Xe3i5HR0etWrVKzc3NFh+da42jR48qKytLkuTr62uTbQLA34hboQAAAABYjVuhAAAAAFiNYAEAAADAagQLAAAAAFYjWAAAAACwGsECAAAAgNUIFgAAAACsRrAAAAAAYDWCBQAAAACrESwAAAAAWI1gAQAAAMBqBAsAAAAAViNYAAAAALDa/wHiRFYtn3F9HgAAAABJRU5ErkJggg==", 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", 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" ] @@ -1287,10 +1317,10 @@ "source": [ "# Plot regressione\n", "\n", - "SCALA = 10\n", + "SCALA = 1000\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", - "x_data = dfSonar[\"Meq\"]\n", + "x_data = dfSonar[\"1/Meq\"]\n", "y_data = dfSonar[\"Omega2\"]\n", "\n", "x_fit = np.linspace(0, x_data.max(), 300)\n", @@ -1298,7 +1328,7 @@ "\n", "ax.errorbar(\n", " x_data, y_data,\n", - " xerr=SCALA * dfSonar[\"uMeq\"], yerr=SCALA * dfSonar[\"uOmega2\"],\n", + " xerr=SCALA * dfSonar[\"u1/Meq\"], yerr=SCALA * dfSonar[\"uOmega2\"],\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", @@ -1306,8 +1336,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={AD:.3f}\\\\pm{uAD:.3f}$\\n\"\n", - " f\" $B={BD:.2f}\\\\pm{uBD:.2f}$\\n\"\n", + " label=f\"$A={AD:.5f}\\\\pm{uAD:.5f}$\\n\"\n", + " f\"$B={BD:.4f}\\\\pm{uBD:.4f}$\\n\"\n", + " f\"P(chi², ∞)= {PD:.4f}\\n\"\n", ")\n", "\n", "\n", @@ -1315,7 +1346,7 @@ "plt.ylim(bottom=0)\n", "\n", "sns.despine(ax=ax)\n", - "ax.set_xlabel(r\"Meq [Kg$^{-1}$]\")\n", + "ax.set_xlabel(r\"1/Meq [Kg$^{-1}$]\")\n", "ax.set_ylabel(r\"$\\omega^2$ [s$^{-2}$]\")\n", "ax.set_title(\"Fit lineare — Molla 2 (sonar dinamico)\")\n", "ax.legend(fontsize=9)\n", @@ -1327,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 508, "id": "96f12fe6", "metadata": {}, "outputs": [], @@ -1335,23 +1366,23 @@ "# Calcolo numerico residui\n", "\n", "dfSonar[\"R\"] = r_fn(\n", - " dfSonar[\"Meq\"],\n", + " dfSonar[\"1/Meq\"],\n", " dfSonar[\"Omega2\"],\n", " AD,\n", " BD\n", ")\n", "\n", "dfSonar[\"uR\"] = sigma_r_fn(\n", - " dfSonar[\"Meq\"], dfSonar[\"Omega2\"],\n", + " dfSonar[\"1/Meq\"], dfSonar[\"Omega2\"],\n", " AD, BD,\n", - " dfSonar[\"uMeq\"], dfSonar[\"uOmega2\"],\n", + " dfSonar[\"u1/Meq\"], dfSonar[\"uOmega2\"],\n", " uAD, uBD, covABD\n", ")" ] }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 509, "id": "c87033e0", "metadata": {}, "outputs": [ @@ -1405,7 +1436,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 522, "id": "97921cfc", "metadata": {}, "outputs": [ @@ -1413,13 +1444,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "wt = 40*pi/w\n", - "w2t = 1600*pi**2/w**2\n", - "sigma_w2t = 3200*pi**2*sigma_t/w**3\n", + "wt = 38*pi/w\n", + "w2t = 1444*pi**2/w**2\n", + "sigma_w2t = 2888*pi**2*sigma_t/w**3\n", "\n", "Formula LaTeX:\n", - "w2t = \\frac{1600 \\pi^{2}}{w^{2}}\n", - "sigma_w2t = \\frac{3200 \\pi^{2} \\sigma_{t}}{w^{3}}\n" + "w2t = \\frac{1444 \\pi^{2}}{w^{2}}\n", + "sigma_w2t = \\frac{2888 \\pi^{2} \\sigma_{t}}{w^{3}}\n" ] } ], @@ -1431,7 +1462,7 @@ "sigma_t = sp.symbols('sigma_t', positive=True)\n", "\n", "# omega^2\n", - "wt = (2 * sp.pi) / (t/20)\n", + "wt = (2 * sp.pi) / (t/19)\n", "w2t = wt**2\n", "\n", "# derivata parziale\n", @@ -1453,14 +1484,14 @@ }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 523, "id": "0b3f8a4e", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f32452ef1d234e4d81610e7348cc60e4", + "model_id": "251b3b72f66d4ebd8de95410ff7e96a6", "version_major": 2, "version_minor": 0 }, @@ -1483,7 +1514,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 524, "id": "0421b1cb", "metadata": {}, "outputs": [ @@ -1492,18 +1523,18 @@ "output_type": "stream", "text": [ "Ax + B : \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" + "ACr = 3.0896 ± 0.0419\n", + "BCr = 1.1894 ± 0.4871\n", + "cov_ABCr = -0.019876\n", + "chi² = 3.2171\n", + "P(chi², ∞)= 0.3593\n" ] } ], "source": [ "# Regressione lineare\n", "\n", - "ACr, BCr, uACr, uBCr, covABCr, chiCr, PCr = reg_lin( dfSonar[\"Meq\"], dfSonar[\"Omega2t\"], dfSonar[\"uMeq\"], dfSonar[\"uOmega2t\"])\n", + "ACr, BCr, uACr, uBCr, covABCr, chiCr, PCr = reg_lin( dfSonar[\"1/Meq\"], dfSonar[\"Omega2t\"], dfSonar[\"u1/Meq\"], dfSonar[\"uOmega2t\"])\n", "\n", "print(\"Ax + B : \")\n", "print(f\"ACr = {ACr:.4f} ± {uACr:.4f}\")\n", @@ -1515,13 +1546,13 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 525, "id": "739c2c88", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1531,10 +1562,10 @@ } ], "source": [ - "SCALA = 10\n", + "SCALA = 50\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", - "x_data = dfSonar[\"Meq\"]\n", + "x_data = dfSonar[\"1/Meq\"]\n", "y_data = dfSonar[\"Omega2t\"]\n", "\n", "x_fit = np.linspace(0, x_data.max(), 300)\n", @@ -1542,7 +1573,7 @@ "\n", "ax.errorbar(\n", " x_data, y_data,\n", - " xerr=SCALA * dfSonar[\"uMeq\"], yerr=SCALA * dfSonar[\"uOmega2t\"],\n", + " xerr=SCALA * dfSonar[\"u1/Meq\"], yerr=SCALA * dfSonar[\"uOmega2t\"],\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", @@ -1550,8 +1581,9 @@ "ax.plot(\n", " x_fit, y_fit,\n", " color='red', linewidth=1.5,\n", - " label=f\"Fit: $A={ACr:.3f}\\\\pm{uACr:.3f}$\\n\"\n", - " f\" $B={BCr:.2f}\\\\pm{uBCr:.2f}$\\n\"\n", + " label=f\"$A={ACr:.3f}\\\\pm{uACr:.3f}$\\n\"\n", + " f\"$B={BCr:.2f}\\\\pm{uBCr:.2f}$\\n\"\n", + " f\"P(chi², ∞)= {PCr:.4f}\\n\"\n", ")\n", "\n", "\n", @@ -1559,7 +1591,7 @@ "plt.ylim(bottom=0)\n", "\n", "sns.despine(ax=ax)\n", - "ax.set_xlabel(r\"Meq [Kg$^{-1}$]\")\n", + "ax.set_xlabel(r\"1/Meq [Kg$^{-1}$]\")\n", "ax.set_ylabel(r\"$\\omega^2$ [s$^{-2}$]\")\n", "ax.set_title(\"Fit lineare — Molla 2 (cronometro)\")\n", "ax.legend(fontsize=9)\n", @@ -1571,7 +1603,7 @@ }, { "cell_type": "code", - "execution_count": 318, + "execution_count": 526, "id": "2fb7140a", "metadata": {}, "outputs": [], @@ -1579,29 +1611,29 @@ "# Residui\n", "\n", "dfSonar[\"Rc\"] = r_fn(\n", - " dfSonar[\"Meq\"],\n", + " dfSonar[\"1/Meq\"],\n", " dfSonar[\"Omega2t\"],\n", " ACr,\n", " BCr\n", ")\n", "\n", "dfSonar[\"uRc\"] = sigma_r_fn(\n", - " dfSonar[\"Meq\"], dfSonar[\"Omega2t\"],\n", + " dfSonar[\"1/Meq\"], dfSonar[\"Omega2t\"],\n", " ACr, BCr,\n", - " dfSonar[\"uMeq\"], dfSonar[\"uOmega2t\"],\n", + " dfSonar[\"u1/Meq\"], dfSonar[\"uOmega2t\"],\n", " uACr, uBCr, covABCr\n", ")" ] }, { "cell_type": "code", - "execution_count": 319, + "execution_count": 527, "id": "b44b497b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1647,7 +1679,7 @@ }, { "cell_type": "code", - "execution_count": 320, + "execution_count": 528, "id": "e87e24b7", "metadata": {}, "outputs": [ @@ -1656,12 +1688,12 @@ "output_type": "stream", "text": [ "Calibro\n", - "AC = 3.2009 ± 0.0034\n", - "BC = 1161.4138 ± 0.4687\n", - "cov_ABC = 0.001385\n", - "chi² = 4.3252\n", + "AC = 3.2009 ± 0.0033\n", + "BC = 1161.4139 ± 0.4685\n", + "cov_ABC = 0.001384\n", + "chi² = 4.3285\n", "GdL = 4\n", - "P(chi², ∞)= 0.1150\n", + "P(chi², ∞)= 0.1148\n", "\n", "Sonar statico senza correzione\n", "AS = 3.2192 ± 0.0027\n", @@ -1683,16 +1715,16 @@ "AD = 3.1496 ± 0.0009\n", "BD = 0.7065 ± 0.0094\n", "cov_ABD = -0.000008\n", - "chi² = 15.1284\n", + "chi² = 15.1289\n", "GdL = 5\n", "P(chi², ∞)= 0.0017\n", "\n", "Cronometro\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" + "ACr = 3.0896 ± 0.0419\n", + "BCr = 1.1894 ± 0.4871\n", + "cov_ABCr = -0.019876\n", + "chi² = 3.2171\n", + "P(chi², ∞)= 0.3593\n" ] } ], @@ -1749,13 +1781,13 @@ }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 529, "id": "0bc96952", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -1816,7 +1848,7 @@ }, { "cell_type": "code", - "execution_count": 322, + "execution_count": 530, "id": "da18d444", "metadata": {}, "outputs": [ @@ -1828,7 +1860,7 @@ "k = 4.59\n", "\n", "Compatibilità cronometro e sonar dinamico:\n", - "k = 5.84\n", + "k = 1.43\n", "\n", "Dati statici e dinamici sono visibilmente incompatibili\n" ] @@ -1852,7 +1884,7 @@ }, { "cell_type": "code", - "execution_count": 323, + "execution_count": 531, "id": "d4af85a1", "metadata": {}, "outputs": [], @@ -1870,7 +1902,7 @@ }, { "cell_type": "code", - "execution_count": 324, + "execution_count": 532, "id": "57de948b", "metadata": {}, "outputs": [ @@ -1881,57 +1913,41 @@ "Compatibilità: Calibro vs Sonar statico\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 6.8052 0.0065\n", - "2σ 3.4026 0.0424\n", - "3σ 2.2684 0.1081\n", + "1σ 6.8065 0.0065\n", + "2σ 3.4033 0.0424\n", + "3σ 2.2688 0.1080\n", "\n", "\n", "Compatibilità: Calibro vs Sonar statico corretto\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 6.4288 0.0076\n", - "2σ 3.2144 0.0488\n", - "3σ 2.1429 0.1215\n", - "\n", - "\n", - "Compatibilità: Calibro corretto vs Sonar statico corretto\n", - "Sigma t p-value\n", - "------------------------------\n", - "1σ 4.5101 0.0458\n", - "2σ 2.2551 0.1528\n", - "3σ 1.5034 0.2716\n", + "1σ 6.4291 0.0076\n", + "2σ 3.2145 0.0488\n", + "3σ 2.1430 0.1215\n", "\n", "\n", "Compatibilità: Calibro vs Sonar dinamico\n", "Sigma t p-value\n", "------------------------------\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 49.5399 0.0004\n", - "2σ 24.7699 0.0016\n", - "3σ 16.5133 0.0036\n", + "1σ 27.2592 0.0001\n", + "2σ 13.6296 0.0009\n", + "3σ 9.0864 0.0028\n", "\n", "\n", "Compatibilità: Sonar Dinamico vs Sonar statico\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 42.0850 0.0000\n", - "2σ 21.0425 0.0000\n", + "1σ 42.0848 0.0000\n", + "2σ 21.0424 0.0000\n", "3σ 14.0283 0.0001\n", "\n", "\n", "Compatibilità: Sonar Dinamico vs cronometro\n", "Sigma t p-value\n", "------------------------------\n", - "1σ 10.1203 0.0005\n", - "2σ 5.0601 0.0072\n", - "3σ 3.3734 0.0280\n" + "1σ 2.4807 0.0682\n", + "2σ 1.2404 0.2826\n", + "3σ 0.8269 0.4548\n" ] } ], @@ -1952,14 +1968,6 @@ " AS2, uAS2*n, len(dfSonar)-2)\n", " print(f\"{n}σ {res['t']:>8.4f} {res['p']:>10.4f}\")\n", "\n", - "print(\"\\n\\nCompatibilità: Calibro corretto vs Sonar statico corretto\")\n", - "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n", - "print(\"-\" * 30)\n", - "for n in [1, 2, 3]:\n", - " res = p_t_student_compatibilita(AC2, uAC2*n, len(dfCalibro_senza1)-2,\n", - " AS2, uAS2*n, len(dfSonar)-2)\n", - " print(f\"{n}σ {res['t']:>8.4f} {res['p']:>10.4f}\")\n", - "\n", "print(\"\\n\\nCompatibilità: Calibro vs Sonar dinamico\")\n", "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n", "print(\"-\" * 30)\n", @@ -1968,14 +1976,6 @@ " AD, uAD*n, len(dfSonar)-2)\n", " print(f\"{n}σ {res['t']:>8.4f} {res['p']:>10.4f}\")\n", "\n", - "print(\"\\n\\nCompatibilità: Calibro corretto vs Sonar dinamico\")\n", - "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n", - "print(\"-\" * 30)\n", - "for n in [1, 2, 3]:\n", - " res = p_t_student_compatibilita(AC2, uAC2*n, len(dfCalibro_senza1)-2,\n", - " AD, uAD*n, len(dfSonar)-2)\n", - " print(f\"{n}σ {res['t']:>8.4f} {res['p']:>10.4f}\")\n", - "\n", "print(\"\\n\\nCompatibilità: Sonar Dinamico vs Sonar statico\")\n", "print(f\"{'Sigma':<10} {'t':>8} {'p-value':>10}\")\n", "print(\"-\" * 30)\n",