From ce165ec87bff526b73e8bae71cab9b5313f95d71 Mon Sep 17 00:00:00 2001 From: Giuseppe Nucifora Date: Mon, 23 Dec 2024 10:47:06 +0100 Subject: [PATCH] retrain model with fixed dataset --- .../2024-12-08_14-47_scaler_static.joblib | Bin 3311 -> 0 bytes .../2024-12-08_14-47_scaler_temporal.joblib | Bin 671 -> 0 bytes .../2024-12-08_14-47_scaler_y.joblib | Bin 719 -> 0 bytes ...l.png => 2024-12-19_23-39_final_model.png} | Bin .../efficiency_vs_production.png | Bin 0 -> 154464 bytes ...ety_comparison_avg_oil_production_l_ha.png | Bin 0 -> 15127 bytes ..._comparison_avg_olive_production_kg_ha.png | Bin 0 -> 15127 bytes ...ariety_comparison_avg_water_need_m³_ha.png | Bin 0 -> 15127 bytes ...variety_comparison_oil_efficiency_l_kg.png | Bin 0 -> 15127 bytes ...arison_water_efficiency_l_oil_m³_water.png | Bin 0 -> 15127 bytes .../water_efficiency_vs_production.png | Bin 0 -> 15127 bytes .../water_need_vs_oil_production.png | Bin 0 -> 15127 bytes .../2024-12-19_23-39_scaler_static.joblib | Bin 0 -> 3311 bytes .../2024-12-19_23-39_scaler_temporal.joblib | Bin 0 -> 671 bytes .../2024-12-19_23-39_scaler_y.joblib | Bin 0 -> 719 bytes models/olive_oil/olive_oil-transformer.ipynb | 1650 ++++++++--------- 16 files changed, 785 insertions(+), 865 deletions(-) delete mode 100644 models/olive_oil/2024-12-08_14-47_scaler_static.joblib delete mode 100644 models/olive_oil/2024-12-08_14-47_scaler_temporal.joblib delete mode 100644 models/olive_oil/2024-12-08_14-47_scaler_y.joblib rename models/olive_oil/{2024-12-08_14-47_final_model.png => 2024-12-19_23-39_final_model.png} (100%) create mode 100644 models/olive_oil/2024-12-19_23-39_plots/efficiency_vs_production.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/variety_comparison_avg_oil_production_l_ha.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/variety_comparison_avg_olive_production_kg_ha.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/variety_comparison_avg_water_need_m³_ha.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/variety_comparison_oil_efficiency_l_kg.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/variety_comparison_water_efficiency_l_oil_m³_water.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/water_efficiency_vs_production.png create mode 100644 models/olive_oil/2024-12-19_23-39_plots/water_need_vs_oil_production.png create mode 100644 models/olive_oil/2024-12-19_23-39_scaler_static.joblib create mode 100644 models/olive_oil/2024-12-19_23-39_scaler_temporal.joblib create mode 100644 models/olive_oil/2024-12-19_23-39_scaler_y.joblib diff --git a/models/olive_oil/2024-12-08_14-47_scaler_static.joblib b/models/olive_oil/2024-12-08_14-47_scaler_static.joblib deleted file mode 100644 index 88b52c17e2923f2467f840a2ab9d4b8846c5c849..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 3311 zcma)ImIV7jK;+4${T@=)C9soX_X|=iPrid$0A``}zLX+Rxgb{iG0!s-&fU zG`@gvz4|_=-L}Dl3G_3GoT0GHD#aVS!1iAW>k< zpBKyE(J2u$Doc>fC;c$Eybyd$431>S?*^TUMFyOcXye=+mDB<6i*Q3NP;S(AMpvY@OgaMS)n*jbx&jvlM!V8X zBN&fez*lykRe{Z-w{fU!_CMn!aifERnN%)UKv&?;olV88z*${fIu+OB8kLEUBRL`X zBEGcae|6Fq@Cl*+&`DSQUzL10Dw7!*ONoe}vhj>*{iW&$fkI_6!dMYB7LO7X&!ce# zu1e8Cq}d>6+W^N|`3^xHD*WClymD_vaWC|@Y#N$C#)oIfIj$0vzk3v``<)BIoql9J z|4Q_yz+uTwjT)32RBT+E9|iAR448hrXwd3E+9i|9g-c@Y%+r+~a5prfo22drnEipk zeiJWv-^WsahWpo0%?8whMd&K$R%3XW2z9$S&==q~xy38+v0E#OdG@?%P3<&Fen0-_ znt+FB#imu8mw)2HN9Ty~RgvYWt@-Ph4A)D@x?N&uYs-N@(&k!G+G60(+^ZLylX!sr zG+m*k2v)V9<^v=OPE3B_XH3e z`GXynoC=X$@nOQGWZ)UbsCQlU0=;G8U>eR3Lf1>UK*%trO=}UVdS!q+B7tv}F<9!3ATF$LVSnNJdnKyELSxixPYFoI9ohpe+fCfoWJ;TaX9>O+~4-zIyQ9B-~P*3js>Vh zE~!mp3%ovPW3Se~V!50p##8QoU9%GB$4)9~YcHBW1crUw*v0#(>X-2T2`4TjYlqir z`&J_7UG{bl)N7FK9s>utKiS~_Elqr~fd^;Ltv$8%5eEubqf0w2Jm7%EHTx!IH>h~N zo^NR61=?x0Pe_&?U?uiCErsVhy8HLz5iAipG?aazewzptnf`T%O7V#?R1QTz*ZS*p zr0dYh^d+-L16_}+)UbSTZcYnhV_&gse`;A zrJoph2Q7?$d~Q#TGA1~2OY^L50@@loLNj&9K(e$oYrkvCVSe5>+eedCv4aa60~Tp1 zVU}K7ytY`1VMFoMI@1SD&}VR zeBJ8n8jG=)wgDU7)^x(x3GwNs|N8LUb==^z(e2 zzuHdtszOeP5^b8QgO}H#IHmfrp8ZNdNGkCTGHyc;Q%{j76LT$5!sMRe0=$HpWNhCJXv`25D#?mrVfl^? z-Ht7g^j`m6wXzVIdAx8o!np%ORqr3;`7k_EprpUD4n?nRQrRG@0n=a8AFYa|7!l8pOo*4#_Pf_LZmPbVl~%_M141u+S$tT@`T=;!N@ z%Cc^?38{m%S5B@v-`xZ&n!eh44mH4y$as3e*E%#aA$+`Hkr4fSX<^3!oF5yU^TO1! 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It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (1.26.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (2.2.3)\n", "Requirement already satisfied: numpy>=1.23.2 in /usr/local/lib/python3.11/dist-packages (from pandas) (1.26.0)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas) (2024.2)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas) (2024.2)\n", "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: keras in /usr/local/lib/python3.11/dist-packages (2.14.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", - "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.11/dist-packages (1.5.2)\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", + "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.11/dist-packages (1.6.0)\n", "Requirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (1.26.0)\n", "Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (1.14.1)\n", "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (1.4.2)\n", "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (3.5.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (3.8.0)\n", "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (1.1.1)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (0.11.0)\n", @@ -107,40 +106,40 @@ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (3.2.0)\n", "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (2.8.2)\n", "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: joblib in /usr/local/lib/python3.11/dist-packages (1.4.2)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: pyarrow in /usr/local/lib/python3.11/dist-packages (18.1.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: fastparquet in /usr/local/lib/python3.11/dist-packages (2024.11.0)\n", "Requirement already satisfied: pandas>=1.5.0 in /usr/local/lib/python3.11/dist-packages (from fastparquet) (2.2.3)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from fastparquet) (1.26.0)\n", - "Requirement already satisfied: cramjam>=2.3 in /usr/local/lib/python3.11/dist-packages (from fastparquet) (2.9.0)\n", - "Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from fastparquet) (2024.10.0)\n", + "Requirement already satisfied: cramjam>=2.3 in /usr/local/lib/python3.11/dist-packages (from fastparquet) (2.9.1)\n", + "Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from fastparquet) (2024.12.0)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from fastparquet) (23.1)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.5.0->fastparquet) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.5.0->fastparquet) (2024.2)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.5.0->fastparquet) (2024.2)\n", "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.2->pandas>=1.5.0->fastparquet) (1.16.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: scipy in /usr/local/lib/python3.11/dist-packages (1.14.1)\n", "Requirement already satisfied: numpy<2.3,>=1.23.5 in /usr/local/lib/python3.11/dist-packages (from scipy) (1.26.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: seaborn in /usr/local/lib/python3.11/dist-packages (0.13.2)\n", "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /usr/local/lib/python3.11/dist-packages (from seaborn) (1.26.0)\n", "Requirement already satisfied: pandas>=1.2 in /usr/local/lib/python3.11/dist-packages (from seaborn) (2.2.3)\n", @@ -156,34 +155,34 @@ "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.2->seaborn) (2024.2)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas>=1.2->seaborn) (2024.2)\n", "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (4.67.1)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: pydot in /usr/local/lib/python3.11/dist-packages (3.0.3)\n", "Requirement already satisfied: pyparsing>=3.0.9 in /usr/local/lib/python3.11/dist-packages (from pydot) (3.2.0)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: tensorflow-io in /usr/local/lib/python3.11/dist-packages (0.37.1)\n", "Requirement already satisfied: tensorflow-io-gcs-filesystem==0.37.1 in /usr/local/lib/python3.11/dist-packages (from tensorflow-io) (0.37.1)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n", "Requirement already satisfied: tensorflow-addons in /usr/local/lib/python3.11/dist-packages (0.23.0)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from tensorflow-addons) (23.1)\n", "Requirement already satisfied: typeguard<3.0.0,>=2.7 in /usr/local/lib/python3.11/dist-packages (from tensorflow-addons) (2.13.3)\n", - "\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001B[0m\u001B[33m\n", - "\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m A new release of pip is available: \u001B[0m\u001B[31;49m23.2.1\u001B[0m\u001B[39;49m -> \u001B[0m\u001B[32;49m24.3.1\u001B[0m\n", - "\u001B[1m[\u001B[0m\u001B[34;49mnotice\u001B[0m\u001B[1;39;49m]\u001B[0m\u001B[39;49m To update, run: \u001B[0m\u001B[32;49mpython3 -m pip install --upgrade pip\u001B[0m\n" + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", + "\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3 -m pip install --upgrade pip\u001b[0m\n" ] } ], @@ -219,10 +218,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 14:47:22.527266: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", - "2024-12-08 14:47:22.527310: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", - "2024-12-08 14:47:22.527375: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", - "2024-12-08 14:47:22.536734: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "2024-12-19 23:39:55.304410: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", + "2024-12-19 23:39:55.304484: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", + "2024-12-19 23:39:55.304521: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2024-12-19 23:39:55.314601: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] }, @@ -232,7 +231,6 @@ "text": [ "Keras version: 2.14.0\n", "TensorFlow version: 2.14.0\n", - "TensorFlow version: 2.14.0\n", "CUDA available: True\n", "GPU devices: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n", "1 Physical GPUs, 1 Logical GPUs\n" @@ -242,7 +240,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 14:47:25.041282: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1886] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 43404 MB memory: -> device: 0, name: NVIDIA L40, pci bus id: 0000:81:00.0, compute capability: 8.9\n" + "2024-12-19 23:39:58.323709: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1886] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 43086 MB memory: -> device: 0, name: NVIDIA L40S, pci bus id: 0000:01:00.0, compute capability: 8.9\n" ] } ], @@ -659,7 +657,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -671,12 +669,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/variety_comparison_avg_olive_production_kg_ha.png\n" + "Plot salvato come: .//2024-12-19_23-39_plots/variety_comparison_avg_olive_production_kg_ha.png\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -688,12 +686,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/variety_comparison_avg_oil_production_l_ha.png\n" + "Plot salvato come: .//2024-12-19_23-39_plots/variety_comparison_avg_oil_production_l_ha.png\n" ] }, { "data": { - "image/png": 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L/ML+4Ll5lKVLlxqSjBMnThiGYRjR0dGGs7OzVRIm8Wdz8OBBq20LFy5sdX7ff/99w2KxmEk+wzCMv/76y/Dy8rIpKfXDDz8Ykoxvv/3WMAzDuHz5siHJ2Lx5s3Hz5k3D3t7e+OGHHwzDuJ+0kWR8/vnn5va2XgOurq5G+/btk+y/U6dOhp+fn3Ht2jWr8hYtWhgeHh5m/4lfFPPmzZtknw+TmJQyDMOoWrWq4evra26bXFKqevXqRrFixYw7d+6YZQkJCUb58uWNAgUKmGXDhg0zXF1djePHj1vtr2/fvoa9vb1x/vx5wzAMY+XKlYYkY+TIkWabe/fuGa+99ppNSakZM2Ykew0kHpuTk5PVzzfxmvH19TWio6PN8n8mHh9M5N28edPIlSuX+fNPrHd2draKL/Eaf/PNN63ieP31140sWbJYlSX38wkJCXloEt7R0dF49913k617VL/JXWsnTpww7OzsjNdff93q99Yw7v8sEyXeJ0NDQ63a9OjRw5BkbN261Sy7efOmERAQYOTJk8fss2HDhkaRIkUeGe/j7mXJiYyMtOmzITFxm/hztiUpZes9xdbr+2ES7ynTpk2zKn/11VeN7Nmzm+cwuetk+PDhhsVisfqcSryP9+3bN0n7fyaltm7dakgyFixYYNUuNDQ0SXmRIkWszk+ifyalEhISjAIFChghISFW19Dt27eNgIAAo0aNGmbZk/zMAeDfjOl7AJBOJU45snVh6x9//FGS1LNnT6vyjz76SJKSTC0pXLiwgoKCzPflypWTJFWrVk25cuVKUp7c2iTdunUz/z9xqlBsbKzWrVtnlru4uJj/f+PGDUVFRem1115LdqpC5cqVbXqSl6enp3bt2qVLly4lW793715dvXpV7733npydnc3yunXrKjAwMNlpNu+8847V+9dee+2x67GsW7dOsbGx6tGjh9XaIp07d5a7u3uy+7HVggULVKZMGXNR9EyZMqlu3bpWU/jeeOMNOTg46PvvvzfLDh06pCNHjlg9rS80NFRBQUEqWbKkWebl5WVOb3mc8uXLy87Ozlwravv27cqQIYNeeeUVubm5qXjx4uYUlcT/PjilKyXXwD8ZhqFly5apfv36MgxD165dM18hISGKiopK0k/79u2t9mmrwYMHKyIi4qFrS12/fl0bNmxQs2bNdPPmTTOOv/76SyEhITpx4oQ5PXTJkiV67bXXlDlzZquYg4ODFR8fry1btki6/3vr4OCgd99919yPvb293n//fZti/uuvvyRJmTNnTra+evXqVlOXEn+fGzdubHVv+efv+aJFi1SxYkVVrlxZ5cuXV7NmzayeprhhwwbdvXtXtWvXTrLP5H6X/vrrL6tplA/+fKKionTt2jVVrlxZp0+fVlRUVJI+E8/j49hyra1cuVIJCQkaOHBgkjWBEtfRShQQEKCQkBCrsh9//FFly5a1usbd3NzUpUsXnT17VkeOHJF0/z514cIF7dmz56HxPu5elpybN29KevxnQ2L946avPsjWe4qt1/fD1KxZU9myZbOawnfmzBn98ssvatmypflzefDneevWLV27dk3ly5eXYRhJppVLsvo9epglS5bIw8NDNWrUsIq9dOnScnNz08aNGx/bxz+Fh4frxIkTatWqlf766y+zz1u3bql69erasmWLOa3xSX7mAPBv9t9e9RUA8FDu7u6S/v8LyOOcO3dOdnZ2SZ7s5uvrK09PT507d86q/MHEkyR5eHhIknLmzJls+YNrbUj3F3rNmzevVdlLL70kSVZr06xZs0afffaZwsPDrda2+ueXP0lWT3B7lJEjR6p9+/bKmTOnSpcurTp16qhdu3ZmPInHWrBgwSTbBgYGJlmY29nZOcm6LJkzZ05yzP/0sP04Ojoqb968Sc65rSIjI/Xjjz+qW7duOnnypFleoUIFLVu2TMePH9dLL72krFmzqnr16lq8eLGGDRsmSfr+++/l4OBg9Tj1c+fOWSUgE9n6FEBPT08VKVLEKvFUqlQp8wtj+fLlreocHR1VtmxZc/uUXAP/9OeffyoyMlLTp09/6FMmExeRT2TrdfRPlSpVUtWqVTVy5MgkiRXp/hpLhmFowIABGjBgwENjyZ49u06cOKEDBw4kua7+GfO5c+fk5+cnNzc3q/rkrt1HMR6yCPiT/p6/+eabevPNNx+6vx9++EFlypSRj4/PY/eZmDC7ceOGeV/bvn27Bg0apJ07dyZZbyoqKsqM58Hjs+V6seVaO3XqlOzs7GxKgCd3LZ07d85M4j2oUKFCZn3RokXVp08frVu3TmXLllX+/PlVs2ZNtWrVShUqVDC3edy9LDmJyabHfTbYmrx6kK33FFuv74dxcHBQ8+bNNXnyZF28eFHZs2c3E1QPJsvPnz+vgQMHatWqVUnux/9MXjo4OChHjhyPPcYTJ04oKipK3t7eTxT7w/qU7ifEHyYqKkqZM2d+op85APybkZQCgHTK3d1d/v7+OnToUIq2s+WLm3R/NEZKyh/2pfdRtm7dqgYNGqhSpUqaPHmy/Pz8lCFDBs2ePTvZRW5tHd3SrFkzvfbaa1qxYoV+/vlnjRo1SiNGjNDy5cuTHbnxOA875udlyZIlunv3rkaPHq3Ro0cnqV+wYIG5GHGLFi3UsWNHhYeHq2TJklq8eLGqV6+urFmzpmpMFStW1NSpUxUZGant27erfPnyZl358uU1a9YsxcXFadu2bSpdurQ5Qi2l18A/JY4uaNOmzUO/8BUvXtzq/ZOMkko0aNAgValSRdOmTUvypMTEWD7++OMko2cSJSb6EhISVKNGDfXu3TvZdokJ3KeVJUsWSfcTPsl9IX9Wv+c//vijOnbs+ER9nzp1StWrV1dgYKDGjBmjnDlzytHRUT/++KPGjh2b7ELZkZGRj72mn/ZaS87TXEuFChXSsWPHtGbNGoWGhmrZsmWaPHmyBg4caP7+Psm9zMPDQ35+fjpw4MAj93/gwAFlz57dTATaypZ7Smpc323atNHEiRP13Xff6eOPP9Z3332nwoULmyM64+PjVaNGDV2/fl19+vRRYGCgXF1ddfHiRXXo0CHJdeLk5GTT0/ASEhLk7e1tNer0QQ9LtD2uT+n+AvQPjkh9UGLiObU/vwDgeSMpBQDpWL169TR9+nTt3Lkz2ZEuD8qdO7cSEhJ04sQJ81/spftPVIqMjFTu3LlTNbaEhASdPn3a6svH8ePHJcmcLrRs2TI5Oztr7dq1Vo/knj179lPv38/PT++9957ee+89Xb16VS+//LI+//xz1a5d2zzWY8eOqVq1albbHTt2LNXOxYP7efBfuWNjY3XmzJlkn4hmiwULFqho0aLmE/seNG3aNC1cuND8UtuoUSO9/fbb5nSb48ePq1+/fknifHDEVaLkyh6mYsWKmjJlitatW6f9+/erV69eZl358uX1999/64cfftDp06fVuHFjsy4l10ByCdVs2bIpU6ZMio+Pf+LzmRKVK1dWlSpVNGLECA0cONCqLvFnnCFDhsfGki9fPsXExDy2Xe7cubV+/XrFxMRYjZY6duyYTfEGBgZKuj/1qVixYjZt87QOHTqk8+fPq27duk+0/erVq3X37l2tWrXKalTVw6ZNXbx4UbGxsVb3teTYeq3ly5dPCQkJOnLkyEMTCI+SO3fuZH8+v//+u1mfyNXVVc2bN1fz5s0VGxurN954Q59//rn69etnJm4fdS97mHr16umbb77Rtm3bkjz9ULqfoDt79qzefvvtFB+fLfcUW6/vRylXrpzy5cunhQsXqkaNGjp8+LA+//xzs/7gwYM6fvy45s6dq3bt2pnlYWFhT7zPxNjXrVunChUqPDbpaOs/8uTLl0/S/X9MsuWcPMnPHAD+rVhTCgDSsd69e8vV1VVvvfWWrly5kqT+1KlTGjdunCSpTp06kqSvv/7aqs2YMWMk6Ym/QD7Kg48HNwxDEydOVIYMGVS9enVJ90dMWCwWxcfHm+3Onj2rlStXPvE+4+Pjk0zb8Pb2lr+/vzldp0yZMvL29tbUqVOtpvD89NNPOnr0aKqdi+DgYDk6Omr8+PFWI0xmzpypqKioJ9rPH3/8oS1btqhZs2Zq0qRJklfHjh118uRJ7dq1S9L9qXUhISFavHixFi1aJEdHRzVq1Miqz5CQEO3cuVPh4eFm2fXr1x86UiA5iV98x4wZo7i4OKuRUnny5JGfn5/5+PkHvySn5BpwdXVVZGSkVZm9vb0aN26sZcuWJTtq8M8//7T5GGyVuLbUP6cLent7m6OoLl++/MhYmjVrpp07d2rt2rVJ2kVGRurevXuS7v/e3rt3T1OmTDHr4+PjNWHCBJtiLV26tBwdHbV3716b2qeGH3/8UT4+PipTpswTbZ84kurB35moqKiHJqv37dsnSVbX3MP6teVaa9Sokezs7DR06NAko21sGSlWp04d7d69Wzt37jTLbt26penTpytPnjzmtMDE9b4SOTo6qnDhwjIMQ3FxcTbdyx6mV69ecnFx0dtvv51kP9evX9c777yjjBkzWiWPbWXLPcXW6/txWrdurf3792vQoEGyWCxW65Yld50YhmF+5j2pZs2aKT4+3pye+KB79+5Z3YOSuyclp3Tp0sqXL5+++uorxcTEJKlPvDc8zc8cAP6tGCkFAOlY4r8iN2/eXIUKFVK7du1UtGhRxcbGaseOHVqyZIk6dOggSSpRooTat2+v6dOnKzIyUpUrV9bu3bs1d+5cNWrUSFWrVk3V2JydnRUaGqr27durXLly+umnn/TDDz/ok08+Mac/1K1bV2PGjFGtWrXUqlUrXb16VZMmTVL+/PkfO/XkYW7evKkcOXKoSZMmKlGihNzc3LRu3Trt2bPHnOqWIUMGjRgxQh07dlTlypXVsmVLXblyRePGjVOePHn04Ycfpso5yJYtm/r166chQ4aoVq1aatCggY4dO6bJkyfrlVdeUZs2bVLc58KFC2UYhho0aJBsfZ06deTg4KAFCxaY69o0b95cbdq00eTJkxUSEpJk2lnv3r01f/581ahRQ++//75cXV01Y8YM5cqVS9evX7dpNECuXLmUM2dO7dy5U3ny5JG/v79Vffny5bVs2TJZLBarNXNScg2ULl1a69at05gxY+Tv76+AgACVK1dOX375pTZu3Khy5cqpc+fOKly4sK5fv65ff/1V69at0/Xr1205tTarXLmyKleurM2bNyepmzRpkipWrKhixYqpc+fOyps3r65cuaKdO3fqwoUL+u233yTdTxqsWrVK9erVU4cOHVS6dGndunVLBw8e1NKlS3X27FllzZpV9evXV4UKFdS3b1+dPXtWhQsX1vLly5Nd7Ds5zs7OqlmzptatW6ehQ4em6nl4mB9++EG1a9e2eRTJP9WsWVOOjo6qX7++3n77bcXExOibb76Rt7d3ssm+sLAw5cqVS6VKlXpkv7Zea/nz51f//v01bNgwvfbaa3rjjTfk5OSkPXv2yN/fX8OHD3/kfvr27avvvvtOtWvXVvfu3eXl5aW5c+fqzJkzWrZsmTmFrGbNmvL19VWFChXk4+Ojo0ePauLEiapbt64yZcqkyMjIx97LHqZAgQKaO3euWrdurWLFiqlTp04KCAjQ2bNnNXPmTF27dk3fffedOYInpR53T7H1+n6cNm3aaOjQofrf//6nChUqWC3KHxgYqHz58unjjz/WxYsX5e7urmXLlj12rb/HqVy5st5++20NHz5c4eHhqlmzpjJkyKATJ05oyZIlGjdunJo0aSLp/j1pypQp+uyzz5Q/f355e3snGX0r3V9jccaMGapdu7aKFCmijh07Knv27Lp48aI2btwod3d3rV692qbPLwD4z0nz5/0BANLc8ePHjc6dOxt58uQxHB0djUyZMhkVKlQwJkyYYPVo+ri4OGPIkCFGQECAkSFDBiNnzpxGv379rNoYxv1HndetWzfJfiQleVT1mTNnDEnGqFGjzLL27dsbrq6uxqlTp4yaNWsaGTNmNHx8fIxBgwYlecT6zJkzjQIFChhOTk5GYGCgMXv2bPPR8Y/b94N1gwYNMgzDMO7evWv06tXLKFGihJEpUybD1dXVKFGihDF58uQk233//fdGqVKlDCcnJ8PLy8to3bq1ceHCBas2icfyT8nF+DATJ040AgMDjQwZMhg+Pj7Gu+++a9y4cSPZ/v78889H9lWsWDEjV65cj2xTpUoVw9vb24iLizMMwzCio6MNFxcXQ5Ixf/78ZLfZv3+/8dprrxlOTk5Gjhw5jOHDhxvjx483JBkRERE2HWfLli0NSUarVq2S1I0ZM8aQZBQqVChJna3XwO+//25UqlTJPJb27dubdVeuXDG6du1q5MyZ08iQIYPh6+trVK9e3Zg+fbrZJvEx7UuWLLHpeAzj4dddYl+SjD179ljVnTp1ymjXrp3h6+trZMiQwciePbtRr149Y+nSpVbtbt68afTr18/Inz+/4ejoaGTNmtUoX7688dVXXxmxsbFmu7/++sto27at4e7ubnh4eBht27Y19u/fb0gyZs+e/dhjWL58uWGxWIzz588/9tiS+31+8Hgfd+4iIyMNBwcHY/HixUnqHnaNz54925BknDlzxixbtWqVUbx4ccPZ2dnIkyePMWLECGPWrFlJ2sXHxxt+fn7Gp59++si4Etl6rRmGYcyaNcu8P2TOnNmoXLmyERYWZtY/7D5pGPevgSZNmhienp6Gs7OzUbZsWWPNmjVWbaZNm2ZUqlTJyJIli+Hk5GTky5fP6NWrlxEVFWUYRsruZQ9z4MABo2XLloafn5/5e9GyZUvj4MGDSdom93OoXLmyUbly5SRtbbmn2Hp9P84rr7xiSEr2uI8cOWIEBwcbbm5uRtasWY3OnTsbv/32W5LfjYfdxxPrcufOnaR8+vTpRunSpQ0XFxcjU6ZMRrFixYzevXsbly5dMttEREQYdevWNTJlymRIMs9V4u/Lxo0brfrcv3+/8cYbb5g/89y5cxvNmjUz1q9fbxhG6vzMAeDfxmIYT7DyLAAAT6FDhw5aunRpstMU8N/Ro0cPTZs2TTExMf+6xd5hu/j4eBUuXFjNmjVLdkpSalq8eLFat26ta9euJXlC3rOwcuVKtWrVSqdOnZKfn98z3x8AAEgZ1pQCAACP9ffff1u9/+uvv/Ttt9+qYsWKJKT+4+zt7TV06FBNmjTpmSeKPT09NX78+DRJSEnSiBEj1K1bNxJSAAD8SzFSCgCQ5hgp9d9TsmRJValSRYUKFdKVK1c0c+ZMXbp0SevXr1elSpWed3gAAAD4D2KhcwAA8Fh16tTR0qVLNX36dFksFr388suaOXMmCSkAAAA8MUZKAQAAAAAAIM2xphQAAAAAAADSHEkpAAAAAAAApDnWlEolCQkJunTpkjJlyiSLxfK8wwEAAAAAAHguDMPQzZs35e/vLzu7h4+HIimVSi5duqScOXM+7zAAAAAAAAD+Ff744w/lyJHjofUkpVJJpkyZJN0/4e7u7s85GgAAAAAAgOcjOjpaOXPmNHMlD0NSKpUkTtlzd3cnKQUAAAAAAF54j1veiIXOAQAAAAAAkOZISgEAAAAAACDNkZQCAAAAAABAmiMpBQAAAAAAgDT3XJNSW7ZsUf369eXv7y+LxaKVK1c+tO0777wji8Wir7/+2qr8+vXrat26tdzd3eXp6alOnTopJibGqs2BAwf02muvydnZWTlz5tTIkSOT9L9kyRIFBgbK2dlZxYoV048//pgahwgAAF5Aj/sbZ/DgwQoMDJSrq6syZ86s4OBg7dq1y6zftGmTLBZLsq89e/ZIku7cuaMOHTqoWLFicnBwUKNGjR4Z0/bt2+Xg4KCSJUs+Nv7FixerZMmSypgxo3Lnzq1Ro0alSr8AAAAPeq5JqVu3bqlEiRKaNGnSI9utWLFCv/zyi/z9/ZPUtW7dWocPH1ZYWJjWrFmjLVu2qEuXLmZ9dHS0atasqdy5c2vfvn0aNWqUBg8erOnTp5ttduzYoZYtW6pTp07av3+/GjVqpEaNGunQoUOpd7AAAOCF8bi/cV566SVNnDhRBw8e1LZt25QnTx7VrFlTf/75pySpfPnyunz5stXrrbfeUkBAgMqUKSNJio+Pl4uLi7p3767g4OBHxhMZGal27dqpevXqj439p59+UuvWrfXOO+/o0KFDmjx5ssaOHauJEyc+Vb8AAAD/ZDEMw3jeQUj3HxO4YsWKJP/Kd/HiRZUrV05r165V3bp11aNHD/Xo0UOSdPToURUuXFh79uwx/0ALDQ1VnTp1dOHCBfn7+2vKlCnq37+/IiIi5OjoKEnq27evVq5cqd9//12S1Lx5c926dUtr1qwx9/vqq6+qZMmSmjp1qk3xR0dHy8PDQ1FRUXJ3d3/KswEAANKLh/2N86DEvyPWrVuXbIInLi5O2bNn1/vvv68BAwYkqe/QoYMiIyMfOuq8RYsWKlCggOzt7bVy5UqFh4c/NJZWrVopLi5OS5YsMcsmTJigkSNH6vz581aPdk5JvwAA4MVha47kX72mVEJCgtq2batevXqpSJEiSep37twpT09PMyElScHBwbKzszOHwO/cuVOVKlUyE1KSFBISomPHjunGjRtmm3/+C2NISIh27tz5LA4LAADAFBsbq+nTp8vDw0MlSpRIts2qVav0119/qWPHjinuf/bs2Tp9+rQGDRpkU/u7d+/K2dnZqszFxUUXLlzQuXPnnrhfAACAf/pXJ6VGjBghBwcHde/ePdn6iIgIeXt7W5U5ODjIy8tLERERZhsfHx+rNonvH9cmsT45d+/eVXR0tNULAADAVmvWrJGbm5ucnZ01duxYhYWFKWvWrMm2nTlzpkJCQpQjR44U7ePEiRPq27ev5s+fLwcHB5u2CQkJ0fLly7V+/XolJCTo+PHjGj16tCTp8uXLT9wvAADAP/1rk1L79u3TuHHjNGfOHKth4v8Ww4cPl4eHh/nKmTPn8w4JAAD8h1StWlXh4eHasWOHatWqpWbNmunq1atJ2l24cEFr165Vp06dUtR/fHy8WrVqpSFDhuill16yebvOnTurW7duqlevnhwdHfXqq6+qRYsWkiQ7O7sn7hcAAOCf/rVJqa1bt+rq1avKlSuXHBwc5ODgoHPnzumjjz5Snjx5JEm+vr5J/ni7d++erl+/Ll9fX7PNlStXrNokvn9cm8T65PTr109RUVHm648//niq4wUAAC8WV1dX5c+fX6+++qpmzpwpBwcHzZw5M0m72bNnK0uWLGrQoEGK+r9586b27t2rbt26mX9LDR06VL/99pscHBy0YcOGZLezWCwaMWKEYmJidO7cOUVERKhs2bKSpLx58z5xvwAAAP/0rx1v3bZt22TXeWrbtq25nkJQUJAiIyO1b98+lS5dWpK0YcMGJSQkqFy5cmab/v37Ky4uThkyZJAkhYWFqWDBgsqcObPZZv369eYC6oltgoKCHhqfk5OTnJycUu14AQDAiy0hIUF37961KjMMQ7Nnz1a7du3Mv2Ns5e7uroMHD1qVTZ48WRs2bNDSpUsVEBDwyO3t7e2VPXt2SdJ3332noKAgZcuWTQkJCU/VLwAAQKLnmpSKiYnRyZMnzfdnzpxReHi4vLy8lCtXLmXJksWqfYYMGeTr66uCBQtKkgoVKqRatWqpc+fOmjp1quLi4tStWze1aNFC/v7+kmQOL+/UqZP69OmjQ4cOady4cRo7dqzZ7wcffKDKlStr9OjRqlu3rhYtWqS9e/dq+vTpaXAWAABAevOov3GyZMmizz//XA0aNJCfn5+uXbumSZMm6eLFi2ratKlVPxs2bNCZM2f01ltvJbufI0eOKDY2VtevX9fNmzfNp9+VLFlSdnZ2Klq0qFV7b29vOTs7W5VPnDhRK1as0Pr16yVJ165d09KlS1WlShXduXNHs2fP1pIlS7R582ZJsrlfAACAx3muSam9e/eqatWq5vuePXtKktq3b685c+bY1MeCBQvUrVs3Va9eXXZ2dmrcuLHGjx9v1nt4eOjnn39W165dVbp0aWXNmlUDBw5Uly5dzDbly5fXwoUL9emnn+qTTz5RgQIFtHLlSv6wAgAAT+RRf+NMnTpVv//+u+bOnatr164pS5YseuWVV7R169YkTxueOXOmypcvr8DAwGT3U6dOHasn4pUqVUrS/RFWtrp27ZpOnTplVTZ37lx9/PHHMgxDQUFB2rRpkzmFDwAAILVYjJT81YKHio6OloeHh6KiouTu7v68wwEAAAAAAHgubM2R/GsXOgcAAAAAAED6RVIKAAAAAAAAae5f+/Q9AACA1JSn7w/POwSksrNf1n3eIQAAgKfASCkAAAAAAACkOZJSAAAAAAAASHMkpQAAAAAAAJDmSEoBAAAAAAAgzZGUAgAAAAAAQJojKQUAAAAAAIA0R1IKAAAAAAAAaY6kFAAAAAAAANIcSSkAAAAAAACkOZJSAAAAAAAASHMkpQAAAAAAAJDmSEoBAAAAAAAgzZGUAgAAAAAAQJojKQUAAAAAAIA0R1IKAAAAAAAAaY6kFAAAAAAAANIcSSkAAAAAAACkOZJSAAAAAAAASHMkpQAAAAAAAJDmSEoBAAAAAAAgzZGUAgAAAAAAQJojKQUAAAAAAIA0R1IKAAAAAAAAaY6kFAAAAAAAANIcSSkAAAAAAACkOZJSAAAAAAAASHMkpQAAAAAAAJDmSEoBAAAAAAAgzZGUAgAAAAAAQJojKQUAAAAAAIA0R1IKAAAAAAAAaY6kFAAAAAAAANIcSSk8V1u2bFH9+vXl7+8vi8WilStXmnVxcXHq06ePihUrJldXV/n7+6tdu3a6dOmSVR+ff/65ypcvr4wZM8rT0zPZ/VgsliSvRYsWmfWXL19Wq1at9NJLL8nOzk49evSwKf7z58+rbt26ypgxo7y9vdWrVy/du3fPqs3du3fVv39/5c6dW05OTsqTJ49mzZplU/8AAAAAAKRXDs87ALzYbt26pRIlSujNN9/UG2+8YVV3+/Zt/frrrxowYIBKlCihGzdu6IMPPlCDBg20d+9es11sbKyaNm2qoKAgzZw586H7mj17tmrVqmW+fzCBdffuXWXLlk2ffvqpxo4da1Ps8fHxqlu3rnx9fbVjxw5dvnxZ7dq1U4YMGfTFF1+Y7Zo1a6YrV65o5syZyp8/vy5fvqyEhASb9gEAAAAAQHpFUgrPVe3atVW7du1k6zw8PBQWFmZVNnHiRJUtW1bnz59Xrly5JElDhgyRJM2ZM+eR+/L09JSvr2+ydXny5NG4ceMkyeZRTD///LOOHDmidevWycfHRyVLltSwYcPUp08fDR48WI6OjgoNDdXmzZt1+vRpeXl5mfsCAAAAAOBFx/Q9/KdERUXJYrE8dJreo3Tt2lVZs2ZV2bJlNWvWLBmG8VSx7Ny5U8WKFZOPj49ZFhISoujoaB0+fFiStGrVKpUpU0YjR45U9uzZ9dJLL+njjz/W33///VT7BgAAAADgv46kFP4z7ty5oz59+qhly5Zyd3dP0bZDhw7V4sWLFRYWpsaNG+u9997ThAkTniqeiIgIq4SUJPN9RESEJOn06dPatm2bDh06pBUrVujrr7/W0qVL9d577z3VvgEAAAAgrT1qTWBJWr58uWrWrKksWbLIYrEoPDw8SR+nTp3S66+/rmzZssnd3d1c7uRBx48fV8OGDZU1a1a5u7urYsWK2rhxo1WbPXv2qHr16vL09FTmzJkVEhKi33777ZHxR0REqG3btvL19ZWrq6tefvllLVu2zKrN9evX1bp1a7m7u8vT01OdOnVSTEyM7ScJKUJSCv8JcXFxatasmQzD0JQpU1K8/YABA1ShQgWVKlVKffr0Ue/evTVq1KhnEKm1hIQEWSwWLViwQGXLllWdOnU0ZswYzZ07l9FSAAAAAP5TEtcEnjRp0kPrK1asqBEjRjy0vmbNmrJYLNqwYYO2b9+u2NhY1a9f32rd3Xr16unevXvasGGD9u3bpxIlSqhevXrmP/7HxMSoVq1aypUrl3bt2qVt27YpU6ZMCgkJUVxc3EPjb9eunY4dO6ZVq1bp4MGDeuONN9SsWTPt37/fbNO6dWsdPnxYYWFhWrNmjbZs2aIuXbo8yemCDVhTCv96iQmpc+fOacOGDSkeJZWccuXKadiwYbp7966cnJyeqA9fX1/t3r3bqiwxw5+4dpWfn5+yZ88uDw8Ps02hQoVkGIYuXLigAgUKPOERAAAAAEDaetSawJLUtm1bSdLZs2eTrd++fbvOnj2r/fv3m9/r5s6dq8yZM2vDhg0KDg7WtWvXdOLECc2cOVPFixeXJH355ZeaPHmyDh06JF9fX/3++++6fv26hg4dqpw5c0qSBg0apOLFi+vcuXPKnz9/svvfsWOHpkyZorJly0qS+aCrffv2qVSpUjp69KhCQ0O1Z88elSlTRpI0YcIE1alTR1999ZX8/f1TftLwSIyUwr9aYkLqxIkTWrdunbJkyZIq/YaHhytz5sxPnJCSpKCgIB08eFBXr141y8LCwuTu7q7ChQtLkipUqKBLly5ZDfc8fvy47OzslCNHjic/AAAAAAD4j7l7964sFovV9zBnZ2fZ2dlp27ZtkqQsWbKoYMGCmjdvnm7duqV79+5p2rRp8vb2VunSpSVJBQsWVJYsWTRz5kzFxsbq77//1syZM1WoUKFHPliqfPny+v7773X9+nUlJCRo0aJFunPnjqpUqSLp/rrBnp6eZkJKkoKDg2VnZ6ddu3al/gkBSSk8XzExMQoPDzfnGp85c0bh4eE6f/684uLi1KRJE+3du1cLFixQfHy8IiIiFBERodjYWLOP8+fPm9vEx8eb/SUmglavXq0ZM2bo0KFDOnnypKZMmaIvvvhC77//vlUsD273559/Kjw8XEeOHDHrV6xYocDAQPN9zZo1VbhwYbVt21a//fab1q5dq08//VRdu3Y1b7KtWrVSlixZ1LFjRx05ckRbtmxRr1699Oabb8rFxeVZnVYAAAAA+Nd59dVX5erqqj59+uj27du6deuWPv74Y8XHx+vy5cuSJIvFonXr1mn//v3KlCmTnJ2dNWbMGIWGhipz5sySpEyZMmnTpk2aP3++XFxc5ObmptDQUP30009ycHj4hLDFixcrLi5OWbJkkZOTk95++22tWLHCHFkVEREhb29vq20cHBzk5eVlTh1E6iIphedq7969KlWqlEqVKiVJ6tmzp0qVKqWBAwfq4sWLWrVqlS5cuKCSJUvKz8/PfO3YscPsY+DAgSpVqpQGDRqkmJgYs7+9e/dKkjJkyKBJkyYpKChIJUuW1LRp0zRmzBgNGjTIKpbE7fbt26eFCxeqVKlSqlOnjlkfFRWlY8eOme/t7e21Zs0a2dvbKygoSG3atFG7du00dOhQs42bm5vCwsIUGRmpMmXKqHXr1qpfv77Gjx//TM4nAAAAAPxbZcuWTUuWLNHq1avl5uYmDw8PRUZG6uWXX5ad3f30hGEY6tq1q7y9vbV161bt3r1bjRo1Uv369c3E1d9//61OnTqpQoUK+uWXX7R9+3YVLVpUdevWfeTavQMGDFBkZKTWrVunvXv3qmfPnmrWrJkOHjyYJsePpCyGYRjPO4j0IDo6Wh4eHoqKikqVNY8AAEDqytP3h+cdAlLZ2S/rPu8QAOCFZbFYtGLFCjVq1ChJ3dmzZxUQEKD9+/erZMmSyW5/7do1OTg4yNPTU76+vvroo4/Uq1cvrV+/XjVr1tSNGzesvlsXKFBAnTp1Ut++fTVz5kx98sknunz5spnMio2NVebMmTVz5ky1aNEiyf5OnTql/Pnz69ChQypSpIhZHhwcrPz582vq1KmaNWuWPvroI924ccOsv3fvnpydnbVkyRK9/vrrT3i2Xjy25kgYKQUAAAAAANJU1qxZ5enpqQ0bNujq1atq0KCBJOn27duSZCabEtnZ2ZlP6Lt9+7bs7OxksVis6i0Wi9VT/B70sH7t7e3NbYKCghQZGal9+/aZ9Rs2bFBCQoLKlSv3NIeLhyApBQAAAAAAHutRawJL0vXr163W5j127JjCw8Ot1mOaPXu2fvnlF506dUrz589X06ZN9eGHH6pgwYKS7ieGMmfOrPbt2+u3337T8ePH1atXL505c0Z1694fIVujRg3duHFDXbt21dGjR3X48GF17NhRDg4Oqlq1qiTp4sWLCgwMNJ+YHhgYqPz58+vtt9/W7t27derUKY0ePVphYWHmaK9ChQqpVq1a6ty5s3bv3q3t27erW7duatGiBU/ee0YevgJYGtiyZYtGjRqlffv26fLly1ZD/+Li4vTpp5/qxx9/1OnTp+Xh4aHg4GB9+eWXVhfD9evX9f7772v16tWys7NT48aNNW7cOLm5uZltDhw4oK5du2rPnj3Kli2b3n//ffXu3dsqliVLlmjAgAE6e/asChQooBEjRlitJ/QiYXpD+sP0BgAAAABPa+/evWbSR7q/JrAktW/fXnPmzNGqVavUsWNHsz5xGt2gQYM0ePBgSfcTVf369dP169eVJ08e9e/fXx9++KG5TdasWRUaGqr+/furWrVqiouLU5EiRfS///1PJUqUkHQ/wbR69WoNGTJEQUFBsrOzU6lSpRQaGio/Pz9J93MKx44dM0dIZciQQT/++KP69u2r+vXrKyYmRvnz59fcuXOtvvsvWLBA3bp1U/Xq1c0cA2sCPzvPdU2pn376Sdu3b1fp0qX1xhtvWCWloqKi1KRJE3Xu3FklSpTQjRs39MEHHyg+Pt5cwFqSateurcuXL2vatGmKi4tTx44d9corr2jhwoWS7s9jfOmllxQcHKx+/frp4MGDevPNN/X111+rS5cukqQdO3aoUqVKGj58uOrVq6eFCxdqxIgR+vXXX1W0aFGbjiU9rSlFUir9ISkFAHy+pUd8vgEA8O9ka47kX7PQ+aMWSUu0Z88elS1bVufOnVOuXLl09OhRFS5cWHv27FGZMmUkSaGhoapTp44uXLggf39/TZkyRf3791dERIQcHR0lSX379tXKlSv1+++/S5KaN2+uW7duac2aNea+Xn31VZUsWVJTp061KX6SUvg34492AODzLT3i8w0AgH+ndLnQeVRUlCwWizw9PSVJO3fulKenp5mQku6vnG9nZ6ddu3aZbSpVqmQmpCQpJCREx44dM1fU37lzp4KDg632FRISop07dz40lrt37yo6OtrqBQAAAAAAANs81zWlUuLOnTvq06ePWrZsaWbZIiIi5O3tbdXOwcFBXl5e5kJqERERCggIsGrj4+Nj1mXOnFkRERFm2YNtHlyM7Z+GDx+uIUOGPPVxAQAAAADwpBgJnP68SCOB/xMjpeLi4tSsWTMZhqEpU6Y873AkSf369VNUVJT5+uOPP553SAAAAAAAAP8Z//qRUokJqXPnzmnDhg1WcxF9fX119epVq/b37t3T9evX5evra7a5cuWKVZvE949rk1ifHCcnJzk5OT35gQEAAAAAALzA/tUjpRITUidOnNC6deuUJUsWq/qgoCBFRkZq3759ZtmGDRuUkJCgcuXKmW22bNmiuLg4s01YWJgKFiyozJkzm23Wr19v1XdYWJiCgoKe1aEBAAAAAAC80J5rUiomJkbh4eEKDw+XJJ05c0bh4eE6f/684uLi1KRJE+3du1cLFixQfHy8IiIiFBERodjYWElSoUKFVKtWLXXu3Fm7d+/W9u3b1a1bN7Vo0UL+/v6SpFatWsnR0VGdOnXS4cOH9f3332vcuHHq2bOnGccHH3yg0NBQjR49Wr///rsGDx6svXv3qlu3bml+TgAAAAAAAF4EzzUptXfvXpUqVUqlSpWSJPXs2VOlSpXSwIEDdfHiRa1atUoXLlxQyZIl5efnZ7527Nhh9rFgwQIFBgaqevXqqlOnjipWrKjp06eb9R4eHvr555915swZlS5dWh999JEGDhyoLl26mG3Kly+vhQsXavr06SpRooSWLl2qlStXqmjRoml3MgAAAAAAAF4gz3VNqSpVqsgwjIfWP6oukZeXlxYuXPjINsWLF9fWrVsf2aZp06Zq2rTpY/cHAAAAAACAp/evXlMKAAAAAAAA6RNJKQAAAAAAAKQ5klIAAAAAAABIcySlAAAAAAAAkOZISgEAAAAAACDNkZQCAAAAAABAmiMpBQAAAAAAgDRHUgoAAAAAAABpjqQUAAAAAAAA0hxJKQAAAAAAAKQ5klIAADxgy5Ytql+/vvz9/WWxWLRy5UqresMwNHDgQPn5+cnFxUXBwcE6ceKEVZtff/1VNWrUkKenp7JkyaIuXbooJibGrJ8zZ44sFkuyr6tXryaJafv27XJwcFDJkiUfGfvZs2eT7fOXX34x2yxfvlxlypSRp6enXF1dVbJkSX377bcpP1EAAADAUyIpBQDAA27duqUSJUpo0qRJydaPHDlS48eP19SpU7Vr1y65uroqJCREd+7ckSRdunRJwcHByp8/v3bt2qXQ0FAdPnxYHTp0MPto3ry5Ll++bPUKCQlR5cqV5e3tbbW/yMhItWvXTtWrV7f5GNatW2fVd+nSpc06Ly8v9e/fXzt37tSBAwfUsWNHdezYUWvXrk3BWQIAAACensPzDgAAgH+T2rVrq3bt2snWGYahr7/+Wp9++qkaNmwoSZo3b558fHy0cuVKtWjRQmvWrFGGDBk0adIk2dnd/7efqVOnqnjx4jp58qTy588vFxcXubi4mP3++eef2rBhg2bOnJlkn++8845atWole3v7JKO2HiZLlizy9fVNtq5KlSpW7z/44APNnTtX27ZtU0hIiE39AwAAAKmBkVIAANjozJkzioiIUHBwsFnm4eGhcuXKaefOnZKku3fvytHR0UxISTITUNu2bUu233nz5iljxoxq0qSJVfns2bN1+vRpDRo0KEVxNmjQQN7e3qpYsaJWrVr10HaGYWj9+vU6duyYKlWqlKJ9AAAAAE+LpBQAADaKiIiQJPn4+FiV+/j4mHXVqlVTRESERo0apdjYWN24cUN9+/aVJF2+fDnZfmfOnKlWrVpZjZ46ceKE+vbtq/nz58vBwbaBzW5ubho9erSWLFmiH374QRUrVlSjRo2SJKaioqLk5uYmR0dH1a1bVxMmTFCNGjVsOwkAAABAKmH6HgAAqahIkSKaO3euevbsqX79+sne3l7du3eXj4+P1eipRDt37tTRo0etFhuPj49Xq1atNGTIEL300ks27ztr1qzq2bOn+f6VV17RpUuXNGrUKDVo0MAsz5Qpk8LDwxUTE6P169erZ8+eyps3b5KpfQAAAMCzRFIKAAAbJa7TdOXKFfn5+ZnlV65csXoyXqtWrdSqVStduXJFrq6uslgsGjNmjPLmzZukzxkzZqhkyZJWi5HfvHlTe/fu1f79+9WtWzdJUkJCggzDkIODg37++WdVq1bNppjLlSunsLAwqzI7Ozvlz59fklSyZEkdPXpUw4cPJykFAACANMX0PQAAbBQQECBfX1+tX7/eLIuOjtauXbsUFBSUpL2Pj4/c3Nz0/fffy9nZOckUuZiYGC1evFidOnWyKnd3d9fBgwcVHh5uvt555x0VLFhQ4eHhKleunM0xh4eHWyXQkpOQkKC7d+/a3CcAAACQGhgpBQDAA2JiYnTy5Enz/ZkzZxQeHi4vLy/lypVLPXr00GeffaYCBQooICBAAwYMkL+/vxo1amRuM3HiRJUvX15ubm4KCwtTr1699OWXX8rT09NqX99//73u3bunNm3aWJXb2dmpaNGiVmXe3t5ydna2Kp84caJWrFhhJsnmzp0rR0dHlSpVSpK0fPlyzZo1SzNmzDC3GT58uMqUKaN8+fLp7t27+vHHH/Xtt99qypQpT3XeAAAAgJQiKQUAwAP27t2rqlWrmu8T12hq37695syZo969e+vWrVvq0qWLIiMjVbFiRYWGhsrZ2dncZvfu3Ro0aJBiYmIUGBioadOmqW3btkn2NXPmTL3xxhtJklW2unbtmk6dOmVVNmzYMJ07d04ODg4KDAzU999/b/VUv1u3bum9997ThQsX5OLiosDAQM2fP1/Nmzd/ohgAAACAJ2UxDMN43kGkB9HR0fLw8FBUVJTc3d2fdzhPJU/fH553CEhlZ7+s+7xDAIDnjs+39IfPNwDg8y09Sg+fb7bmSFhTCgAAAAAAAGmOpBQAAAAAAADSHGtKAQD+1RiSnj6lh2HpAAAAeDqMlAIAAAAAAECaIykFAAAAAACANEdSCgAAAAAAAGmOpBQAAAAAAADSHEkpAAAAAAAApDmSUgAAAAAAAEhzJKUAAAAAIB3bsmWL6tevL39/f1ksFq1cudKq3jAMDRw4UH5+fnJxcVFwcLBOnDhh1p89e1adOnVSQECAXFxclC9fPg0aNEixsbFmm8GDB8tisSR5ubq6mm2qVKmSbJu6des+NPZNmzYlu01ERITZ5ubNm+rRo4dy584tFxcXlS9fXnv27EmFMwfgWSMpBQAAAADp2K1bt1SiRAlNmjQp2fqRI0dq/Pjxmjp1qnbt2iVXV1eFhITozp07kqTff/9dCQkJmjZtmg4fPqyxY8dq6tSp+uSTT8w+Pv74Y12+fNnqVbhwYTVt2tRss3z5cqv6Q4cOyd7e3qrNwxw7dsxqW29vb7PurbfeUlhYmL799lsdPHhQNWvWVHBwsC5evPikpwxAGnF43gEAAAAAAJ6d2rVrq3bt2snWGYahr7/+Wp9++qkaNmwoSZo3b558fHy0cuVKtWjRQrVq1VKtWrXMbfLmzatjx45pypQp+uqrryRJbm5ucnNzM9v89ttvOnLkiKZOnWqWeXl5We170aJFypgxo01JKW9vb3l6eiYp//vvv7Vs2TL973//U6VKlSTdH7W1evVqTZkyRZ999tlj+wbw/DBSCgAAAABeUGfOnFFERISCg4PNMg8PD5UrV047d+586HZRUVFJkkwPmjFjhl566SW99tprD20zc+ZMtWjRwmqK38OULFlSfn5+qlGjhrZv326W37t3T/Hx8XJ2drZq7+Liom3btj22XwDPF0kpAAAAAHhBJa7N5OPjY1Xu4+NjtW7Tg06ePKkJEybo7bffTrb+zp07WrBggTp16vTQ/e7evVuHDh3SW2+99cj4/Pz8NHXqVC1btkzLli1Tzpw5VaVKFf3666+SpEyZMikoKEjDhg3TpUuXFB8fr/nz52vnzp26fPnyI/sG8PwxfQ8AAAAAYJOLFy+qVq1aatq0qTp37pxsmxUrVujmzZtq3779Q/uZOXOmihUrprJlyz5yfwULFlTBggXN9+XLl9epU6c0duxYffvtt5Kkb7/9Vm+++aayZ88ue3t7vfzyy2rZsqX27dv3BEcIIC0xUgoAAAAAXlC+vr6SpCtXrliVX7lyxaxLdOnSJVWtWlXly5fX9OnTH9rnjBkzVK9evSSjrxLdunVLixYteuRIqkcpW7asTp48ab7Ply+fNm/erJiYGP3xxx/avXu34uLilDdv3ifqH0DaISkFAAAAAC+ogIAA+fr6av369WZZdHS0du3apaCgILPs4sWLqlKlikqXLq3Zs2fLzi75r5JnzpzRxo0bH5lwWrJkie7evas2bdo8Uczh4eHy8/NLUu7q6io/Pz/duHFDa9euNRduB/DvxfQ9AAAAAEjHYmJirEYWnTlzRuHh4fLy8lKuXLnUo0cPffbZZypQoIACAgI0YMAA+fv7q1GjRpL+PyGVO3duffXVV/rzzz/Nvv45mmrWrFny8/N76NP+pPtT9xo1aqQsWbIkqevXr58uXryoefPmSZK+/vprBQQEqEiRIrpz545mzJihDRs26Oeffza3Wbt2rQzDUMGCBXXy5En16tVLgYGB6tix4xOdLwBph5FSAAAAwH/IzZs31aNHD+XOnVsuLi4qX7689uzZY9ZfuXJFHTp0kL+/vzJmzKhatWrpxIkTVn1UqVJFFovF6vXOO+8ku7+//vpLOXLkkMViUWRk5CNja9CggXLlyiVnZ2f5+fmpbdu2unTpklm/adMmNWzYUH5+fnJ1dVXJkiW1YMGCJz8ZsMnevXtVqlQplSpVSpLUs2dPlSpVSgMHDpQk9e7dW++//766dOmiV155RTExMQoNDTWfaBcWFqaTJ09q/fr1ypEjh/z8/MzXgxISEjRnzhx16NBB9vb2ycZy7Ngxbdu27aEjqS5fvqzz58+b72NjY/XRRx+pWLFiqly5sn777TetW7dO1atXN9tERUWpa9euCgwMVLt27VSxYkWtXbtWGTJkePKTBiBNWAzDMJ53EOlBdHS0PDw8FBUVJXd39+cdzlPJ0/eH5x0CUtnZL+s+7xCAJ8Y9KX16HvclrqX050X9fGvevLkOHTqkKVOmyN/fX/Pnz9fYsWN15MgR+fv7q3z58sqQIYNGjx4td3d3jRkzRqGhoTpy5IhcXV0l3U9KvfTSSxo6dKjZb8aMGZP9O7ZRo0aKjY3VTz/9pBs3bsjT0/OhsY0dO1ZBQUHy8/PTxYsX9fHHH0uSduzYIUn64osv9Pfff6t27dry8fHRmjVr1LNnT/3vf/9TvXr1UvEsAS8OPt/Sn/Tw+WZrjoTpewAAAMB/xN9//61ly5bpf//7nypVqiRJGjx4sFavXq0pU6aoXbt2+uWXX3To0CEVKVJEkjRlyhT5+vrqu+++01tvvWX2lTFjxiRTr/5pypQpioyM1MCBA/XTTz89Nr4PP/zQ/P/cuXOrb9++atSokeLi4pQhQwZ98sknVu0/+OAD/fzzz1q+fDlJKQB4ATF9DwAAAPiPuHfvnuLj481pVYlcXFy0bds23b17V5Ks6u3s7OTk5KRt27ZZbbNgwQJlzZpVRYsWVb9+/XT79m2r+iNHjmjo0KGaN2/eQxe1fpTr169rwYIF5sith4mKipKXl1eK+wcA/PcxUgpAunTz5k0NGDBAK1as0NWrV1WqVCmNGzdOr7zyiqT7C3727dtXK1eu1F9//aWAgAB1797daj2N6dOna+HChfr111918+bNZKcs/Prrr+rTp4/27Nkje3t7NW7cWGPGjJGbm9tDY+vQoYPmzp1rVRYSEqLQ0FDzfZ48eXTu3DmrNsOHD1ffvn2f9JQAANKBTJkyKSgoSMOGDVOhQoXk4+Oj7777Tjt37lT+/PkVGBioXLlyqV+/fpo2bZpcXV01duxYXbhwQZcvXzb7adWqlXLnzi1/f38dOHBAffr00bFjx7R8+XJJ0t27d9WyZUuNGjVKuXLl0unTp22OsU+fPpo4caJu376tV199VWvWrHlo28WLF2vPnj2aNm3ak5+U/yimXKVP6WHaFZCWGCkFIF166623FBYWpm+//VYHDx5UzZo1FRwcrIsXL0q6v8BnaGio5s+fr6NHj6pHjx7q1q2bVq1aZfZx+/Zt1apVK8lUg0SXLl1ScHCw8ufPr127dik0NFSHDx9Whw4dHhtfrVq1dPnyZfP13XffJWkzdOhQqzbvv//+k50MAEC68u2338owDGXPnl1OTk4aP368WrZsKTs7O2XIkEHLly/X8ePH5eXlpYwZM2rjxo2qXbu21WinLl26KCQkRMWKFVPr1q01b948rVixQqdOnZJ0/wlohQoVUps2bVIcX69evbR//379/PPPsre3V7t27ZTcMrYbN25Ux44d9c0335hTDQEALxZGSgFIdx633sZnn32mHTt2qH379qpSpYqk+3+cT5s2Tbt371aDBg0kST169JB0/0lByVmzZo0yZMigSZMmmX/oT506VcWLF9fJkyeVP3/+h8bo5OT02HU8MmXK9Ng2AIAXT758+bR582bdunVL0dHR8vPzU/PmzZU3b15JUunSpRUeHq6oqCjFxsYqW7ZsKleunMqUKfPQPsuVKydJOnnypPLly6cNGzbo4MGDWrp0qSSZSaWsWbOqf//+GjJkyEP7ypo1q7JmzaqXXnpJhQoVUs6cOfXLL78oKCjIbLN582bVr19fY8eOVbt27Z76nAAA/psYKQUg3XncehuSVL58ea1atUoXL16UYRjauHGjjh8/rpo1a9q8n7t378rR0dHqX55dXFwkKcm6Hf+0adMmeXt7q2DBgnr33Xf1119/JWnz5ZdfKkuWLCpVqpRGjRqle/fu2RwbACD9c3V1lZ+fn27cuKG1a9eqYcOGVvUeHh7Kli2bTpw4ob179yapf1B4eLgkyc/PT5K0bNky/fbbbwoPD1d4eLhmzJghSdq6dau6du1qc4wJCQmSZK51Jd3/DKxbt65GjBihLl262NwXACD9ea5JqS1btqh+/fry9/eXxWLRypUrreoNw9DAgQPl5+cnFxcXBQcH68SJE1Ztrl+/rtatW8vd3V2enp7q1KmTYmJirNocOHBAr732mpydnZUzZ06NHDkySSxLlixRYGCgnJ2dVaxYMf3444+pfrwA0saD621cunRJ8fHxmj9/vnbu3GmupzFhwgQVLlxYOXLkkKOjo2rVqqVJkyaZI6tsUa1aNUVERGjUqFGKjY3VjRs3zDWfHly3459q1aqlefPmaf369RoxYoQ2b96s2rVrKz4+3mzTvXt3LVq0SBs3btTbb7+tL774Qr17937CMwIASE/Wrl2r0NBQnTlzRmFhYapataoCAwPVsWNHSff/rt20aZNOnz6t//3vf6pRo4YaNWpk/sPLqVOnNGzYMO3bt09nz57VqlWr1K5dO1WqVEnFixeXdH80VtGiRc1XQECAJKlQoULy9vaWJO3evVuBgYHm1Phdu3Zp4sSJCg8P17lz57Rhwwa1bNlS+fLlM0dJbdy4UXXr1lX37t3VuHFjRUREKCIiQtevX0/TcwgA+Hd4rkmpW7duqUSJEpo0aVKy9SNHjtT48eM1depU7dq1S66urgoJCdGdO3fMNq1bt9bhw4cVFhamNWvWaMuWLVb/4hIdHa2aNWsqd+7c2rdvn0aNGqXBgwdr+vTpZpsdO3aoZcuW6tSpk/bv369GjRqpUaNGOnTo0LM7eADP1KPW25DuJ6V++eUXrVq1Svv27dPo0aPVtWtXrVu3zuZ9FClSRHPnztXo0aPNx2oHBATIx8fnkU8patGihRo0aKBixYqpUaNGWrNmjfbs2WM1TbBnz56qUqWKihcvrnfeeUejR4/WhAkTrP6lGQDwYoqKilLXrl0VGBiodu3aqWLFilq7dq35hLvLly+rbdu2CgwMVPfu3dW2bVurtQsdHR21bt061axZU4GBgfroo4/UuHFjrV69OkVx3L59W8eOHVNcXJwkKWPGjFq+fLmqV6+uggULqlOnTipevLg2b94sJycnSdLcuXN1+/ZtDR8+XH5+fubrjTfeSKWzAwD4L7EYya06+BxYLBatWLFCjRo1knR/lJS/v78++ugjffzxx5LufwD7+Phozpw5atGihY4eParChQtrz5495hz50NBQ1alTRxcuXJC/v7+mTJmi/v37KyIiQo6OjpJkPnHr999/lyQ1b95ct27dsnoyyKuvvqqSJUtq6tSpNsUfHR0tDw8PRUVFyd3dPbVOy3PBk0DSnxf5KSD/XG8jJiZGS5culYeHh1asWKG6df//3Lz11lu6cOGC1VPwpPvTDKpWrZrs0/cSXblyRa6urrJYLHJ3d9eiRYvUtGlTm+PMli2bPvvsM7399tvJ1h8+fFhFixbV77//roIFC9rcb3rAPSl9eh73Ja6l9OdF/nzDfx/3pPSJzzekhvTw+WZrjuSJRkqdP39eW7du1dq1a/Xrr78+k3+5P3PmjCIiIhQcHGyWeXh4qFy5ctq5c6ckaefOnfL09LRatDE4OFh2dnbatWuX2aZSpUpmQkq6/+j1Y8eO6caNG2abB/eT2CZxP8m5e/euoqOjrV4A/n2SW28jLi5OcXFxSUYz2dvbm2tfpJSPj4/c3Nz0/fffy9nZWTVq1LB52wsXLuivv/4y1/FITnh4uOzs7MwpEwAAAADwX2fz0/fOnj2rKVOmaNGiRbpw4YLVY10dHR312muvqUuXLmrcuPEjp63YKiIiQtL9L3oP8vHxMesiIiKSfEFzcHCQl5eXVZvEOfAP9pFYlzlzZkVERDxyP8kZPnz4I586AuD5Wrt2rQzDUMGCBXXy5En16tXLXG8jQ4YMqly5snr16iUXFxflzp1bmzdv1rx58zRmzBizj8R1Lk6ePClJOnjwoDJlyqRcuXLJy8tLkjRx4kSVL19ebm5uCgsLU69evfTll19ajagKDAzU8OHD9frrrysmJkZDhgxR48aN5evrq1OnTql3797Knz+/QkJCJN1PlO/atUtVq1ZVpkyZtHPnTn344Ydq06aNMmfOnHYnEQAAAACeIZuSUt27d9fcuXMVEhKizz77TGXLlpW/v79cXFx0/fp1HTp0SFu3btXAgQM1ZMgQzZ49W6+88sqzjv256tevn3r27Gm+j46OVs6cOZ9jRAAeFBUVpX79+unChQvy8vJS48aN9fnnn5vrbSxatEj9+vVT69atdf36deXOnVuff/653nnnHbOPqVOnWiWfExdBnz17tjp06CDp/iKvgwYNUkxMjAIDAzVt2jS1bdvWKpZjx44pKipK0v3RWAcOHNDcuXMVGRkpf39/1axZU8OGDTPX23ByctKiRYs0ePBg3b17VwEBAfrwww+t7jkAgOeHqTLpT3qYKgMA/0U2JaVcXV11+vRpZcmSJUmdt7e3qlWrpmrVqmnQoEEKDQ3VH3/88dRJKV9fX0n312l5cErLlStXVLJkSbPN1atXrba7d++erl+/bm7v6+urK1euWLVJfP+4Non1yXFycjK/QAL492nWrJmaNWv20HpfX1/Nnj37kX0MHjxYgwcPfmSbefPmPTaWB0eWuri4aO3atY9s//LLL+uXX355bL8AAAAA8F9m0zy74cOHJ5uQSk6tWrVS5ekZAQEB8vX11fr1682y6Oho7dq1y3ykbFBQkCIjI7Vv3z6zzYYNG5SQkKBy5cqZbbZs2WI+FUSSwsLCVLBgQXMaTFBQkNV+Etsk7gcAAAAAAACp6+kXf3oKMTExCg8PV3h4uKT7i5uHh4fr/Pnzslgs6tGjhz777DOtWrV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LxxK9DxxH9L5wLNH7wHH04RERpKam4pNPPvnL6xhK/Vvx4sVhYGCAhw8fah1/+PAhbG1t37rexMQEJiYmWseKFCnyT5ZI/xArKyu+sdHfxnFE7wvHEr0vHEv0PnAc0fvCsUTvA8fRh+WvVkjlYqPzfzM2NoaTkxPCw8OVYxqNBuHh4XB2dtZhZUREREREREREBQ9XSuXx7bffon///qhfvz4aNmyIpUuX4uXLlxg4cKCuSyMiIiIiIiIiKlAYSuXRs2dPPHr0CNOnT0dSUhLq1KmD/fv3v9X8nAoGExMTzJgx461tmET/C44jel84luh94Vii94HjiN4XjiV6HziOCi6V/Kf78xEREREREREREb1n7ClFRERERERERET5jqEUERERERERERHlO4ZSRERERERERESU7xhKERERERERERFRvmMoRURERERERERE+Y6hFBERERERERER5TuGUkREREQfEBHRdQlERERE7wVDKSowNBrNW8dycnJ0UAkVVPxFkP6ud71PEf0nue89z58/x+vXr5GWlqbjiuhDxPcfIvoQcL798THUdQFE74NGo4Fa/SZjjY+PR05ODsqVKwcjIyMdV0YfGhGBSqXC2bNncfXqVRgbG6Ny5cpwdHSESqVSzhP9J7lj5e7du3j58iUsLCzwySef6Los+sDkjqO9e/fCx8cHDx48gL29PQYNGgQ3Nzddl0cfiLzzpODgYDx69AgA0KtXL1haWgIAP9/ov5Z3PP0RxxH9t3LHyu3bt5GVlYWMjAzUrFmT4+cjpBJGkfSBy/vBOGvWLAQGBuL169dQqVTw9/dHo0aNYGZmpuMq6UMSFBSEwYMHo2rVqoiLi0Pp0qXx5ZdfYvr06QA44aL/LHeM7NixA+PHj4eBgQHu3buHPn36oF+/fnBxcdF1ifQB2b17N3r37o2pU6eiVKlSOHToEPbs2YOAgAB06NBB1+WRnsv7meXl5YWAgAA4ODjg7NmzcHZ2xvjx4+Hq6vrWtUTvknfevXPnTiQlJUFE8Nlnn6FKlSoAOI7oP8sdI0FBQZg8eTLS09ORnZ2NFi1aYNGiRShVqpSuS6T8JEQFxPTp08XOzk6CgoLk6dOn8umnn0qlSpVk69atkp6eruvy6ANx4cIFKV68uPj5+Ul6erpcu3ZNvL29pWzZsjJnzhxdl0d6LicnR/l7VFSUFCpUSJYvXy6XLl2SLVu2SIsWLaR9+/YSGRmpwyrpQ3L9+nVp0KCB+Pn5iYjIw4cPpXTp0lK9enWxtLSU4OBgERHRaDS6LJM+AEuWLJHSpUvLqVOnRERk06ZNolKppFWrVhIWFqZcx7FE/43x48dL8eLFpXnz5mJpaSkNGjSQRYsWKeOH44j+k8jISDE3N5fVq1dLRESE7N+/X0qVKiXNmzeXpKQkEeE4+liwpxQVCKdPn8bBgwcREBCArl27Ijo6GhcuXEDRokXh4eGB4OBgvHr1Stdl0gcgLi4OJUuWxFdffQUTExNUrVoVQ4YMwaBBgxAcHIybN2/qukTSQ4cOHQIAre0MoaGh+PTTTzFq1Cg4ODigV69emDFjBp49e4bAwEAA7PFC/5mJiQkaNmyIXr164d69e/j000/x+eefIzg4GI6OjnB3d8f27du5KoH+0vPnzxEfH4+ZM2fCyckJQUFBGDFiBLy9vXH37l1MmTIFBw8eBACOJfqPgoKCsHnzZuzfvx8RERF48OABnJycsGvXLqxatQoAxxFpi4uLQ2ZmptaxqKgotGjRAkOGDEGLFi3g5uaGM2fO4Pr16/D09ATAcfSxYChFBYKlpSUGDBiANm3a4PDhwxg0aBDmz5+PkydPwtHREVOnTkVgYOBbb4ZEf2RlZYWnT5/ixo0byrGSJUuiS5cuuHz5Mm7duqXD6kgfbd++Hd7e3kqPllwqlQqpqanIzMxUmna2bNkSHh4eCAgIQHJy8p/25CDKVbZsWcyYMQNFixbFwoULUatWLSxevBjVqlWDvb09jI2NMWHCBKSkpLA5LCn+GHhbWlqie/fu6NSpEy5cuAAvLy/MnDkTU6ZMwYIFCxAbG4tp06YhJiZGRxXTh+T27dsoXbo0atasCRGBhYUF5syZA1tbW2zbtk3X5ZGeCQ4ORrVq1bBv3z5kZWUBeLN979atW3j27JlyXXp6OkqWLAlfX18cOXIEt27d4ufaR4KzYfrgvGtlQdWqVdGpUycAwMqVK9GjRw8MGTIE2dnZKFOmDNLS0rBp0yYYGxvnd7mkx971QWdra4siRYrg119/xcOHD5XjZcqUQfXq1bmyhd7StGlTrF+/HiVKlEB8fLxyvGLFioiJiUFMTIzWN31Vq1ZFuXLlGJLTW3LfkxISEnDp0iVkZ2cDAEqUKIH09HScPXsW5cqVQ6FChQC8WUU1f/58nDlzBlZWVvxGmQBo9/xZt24d9u/fj5ycHDRp0gTFixfH8ePHYWtriz59+gAAXr58iW7duqFWrVqoX7++LksnPZd7V2sDAwNkZGQgKysLarUa2dnZKF68OKZMmYLDhw/jzJkzOq6U9Ennzp3RtWtXDBkyBP/617+QmZkJlUqFHj16IC4uDlu2bAEAmJqaAgCMjY1hYGAAMzMzfq59JBhK0Qcl70QrPDwckZGRygefjY0NUlJSEB8fDzs7O6jVahgaGsLAwADHjx9HaGioLksnPSP/brB49OhRrFixAj4+PsjOzkaNGjUwYcIE+Pn5YeHChYiKikJiYiJ++OEHJCUloUaNGrounfSIiMDOzg6lS5fG5cuX0bNnT8yZMwcA0L9/f3Tr1g1dunRBZGQkUlJSALxpDGtoaKgEC0S5cpu+tmjRAi1btkSLFi2wc+dOpKenw9TUFPXq1cOuXbvw888/Y/To0di5cydcXV1RrFgxXZdOeiR3nuTp6QkvLy9cu3YNaWlpyvFHjx4hJSUFSUlJSE1Nxa+//gpnZ2esWbMGarWaX76Q4o9jwcDAAADg5uaGy5cvY968eQAAQ8M3N3TPyspCjRo1YGVllb+Fkt7K/XJl+/btaNWqFQYMGID9+/cjKysLtWvXRqdOneDn54fNmzcDADIzM3HixAkULlwYJiYmuiyd8hHvvkcfDMlzJ4/x48dj06ZN0Gg0KF26NHr16qXsPe7ZsyciIyPh7u6Oo0ePIiUlBefOnYOBgcFf3sKWPj47d+5E3759UbVqVTx48ABFihTBwYMHUbZsWaxduxbLli1DQkICbGxs8PLlSwQHB6Nu3bq6Lpv01P379/Hdd9/h+vXr6NChAyZNmoT09HR4eHggKCgI1apVg6WlJS5fvozw8HCOJQKg/dl2+fJldOnSBV9//TWcnJzw/fff49mzZxg6dCj69++PuLg4zJs3D0ePHoW1tTV+/vlnjiN6pzVr1mDq1Kk4cOAAatasqYQGAHDjxg00a9YMhQoVQk5ODgoXLoxTp07ByMhIhxWTvsn73uTv74+4uDiUKlUK7dq1Q6VKlbB+/XoMGTIEQ4cORffu3VG0aFFMmjQJKSkpiIyM5HybFNnZ2cp7UM+ePREaGop169ahY8eOOH/+PHx8fBAUFIRPPvkERYoUwZUrVxAWFsbPt48IQyn6IPxx0t6nTx/4+/vj9evXCA0Nxdq1a+Hu7q6sUOjbty+ePHmCIkWKYP369TAyMmIgRQB+H0sZGRkYOXIkmjVrhu7duyMhIQFDhgxBQkICwsLCUKlSJdy+fRvJycl4+fIlqlevDjs7O12XT3ouISFB6WfXo0cPTJgwAQCwbds2PHjwACKCDh06oFKlSjqulHTt6dOnWiuczp07h0OHDiEhIQGLFy8G8GYi37dvX8TFxWHUqFHo168fDAwMkJSUBBMTExQtWlRX5ZOeGz16NF6/fo2ff/4ZOTk5b30xd/v2baWx+cCBA2FoaKj1iyN93PKOFS8vL/j7+6NKlSpITU2FmZkZfvnlF9SsWRPBwcEYMWIEVCoVzMzMYGtri0OHDnHeTX/pyy+/RFhYGNavX4+OHTvi8ePHuHbtGkJCQlC2bFl89tlnqFKliq7LpHzEUIo+KGvWrEFYWBhKliyJ5cuXAwCSkpIQEBAAPz8/DBgwALNnzwbwpkdC7vYYTrQ+bjExMWjYsKHyc1RUFL755huUL18ec+fOhaOjIwAgMTERvXr1wp07d3Do0CFUrFhRVyWTnssNN0+fPo2LFy8iOzsbTZo0gb29PRITEzF37lzExMSgW7dumDRpkq7LJT2zaNEiJCcnY+7cucp2qU8//RQxMTFo3bq11nbzzMxMuLu7Iz4+Hu7u7hg0aBDMzMx0WD3pm7xf3AFv5jwuLi4oXbo0tm7dCuD3kCEzMxMXL15EvXr1tJ4jN7giyhsm3bx5E/Pnz8eIESNQp04dHD58GEuWLEFcXBwCAwPh6OiIxMREPHr0CNnZ2ahTp47SY4rz7o9b7vvS2bNncfXqVRgbG6NcuXJwcnICoB1MtW3bln1/P3KMr0mv5c1Ms7KyEB0djUOHDuHu3bvKcVtbWwwcOBDffPMNNmzYgLFjxwKAEkiJCD8YP2L79++Hm5ub1t09LC0toVarERoaqky8NBoN7OzsEBgYiEqVKqFevXq4ffu2jqomfadSqbB9+3a0adMGixcvxoIFC1C7dm2sXLkSdnZ2mDp1Kho0aICQkBDMnDlT1+WSnjE3N4eHhweMjIyQkZEBIyMj7Nu3D23btkVcXBx27Nih9OEwNjbG+vXrYW1tjaCgIGRkZOi4etInGo1GCaRu3bqF1NRUGBoaomvXrjh37hzCw8MB/N5n6u7du5g3bx5iY2O1noeBFO3cuRPA72Nl69atSu+oMmXKAHhzB9lJkyahSpUq6NWrF86dOwc7Ozs4OjqiXr16SsjOeTfl9khs2bIllixZgsGDB2PgwIGYPn06gDc9plq3bo3Bgwdj165dvPnLx06I9NS1a9fk1atXIiIyc+ZMuXjxoty6dUvGjBkjFhYWsmLFCq3rk5KSZMqUKdKlSxfRaDS6KJn0VGJiooiIJCQkKMfOnj0rNWvWlHr16snLly9FRJRxc//+ffniiy8kLi4u/4ulD8KFCxekRIkS4u/vL6mpqZKSkiJz5swRQ0ND+fnnn0VE5O7du+Lu7i6tW7eWJ0+e6Lhi0kdRUVEycuRIuXLlioiIPHnyRJo1ayZNmjSRkJAQycnJUa7NyMiQe/fu6apU0kN5x8f06dOlffv2Eh4eLiIi0dHR8umnn0q3bt1k7969IiJy+/Zt6dixozRt2lSys7N1UjPpp9WrV4uzs7Pk5OQoY2P9+vXSokULKVq0qNy/f1/r+mPHjknnzp2lWLFicvPmTV2UTHoo7/vKhQsXpHjx4uLn5yfp6ely7do18fb2lrJly8qMGTOU69q2bSvly5eX1NRUHVRM+oKhFOkdjUYjFy5cEJVKJWvWrJERI0aImZmZXL58WUREbt68KWPGjJHq1avLypUrtR779OlTJVhgMEV5Xb9+XVQqlfz000/KsbNnz0r16tWlQYMGSgCaO244Yae8/vh+Eh4eLjVq1JDExEStczNnzhRzc3Ml0ExMTFRCUfp45Q0PMjMzlb///PPPUqlSJRk3bpxcu3ZNREQeP34sTZs2lSZNmsjevXu1Hkv0Ll5eXlKyZEnZsWOHPHr0SDl+6NAh6dChg1hbW0uZMmXEwcFBnJyclDHIsUW5kpKSlHnPyZMnlePBwcHi5OQkzZo1kzt37mg95tChQ+Lp6cn5Esny5cvfej/ZsWOHODg4yPPnz5VjDx8+lJkzZ4qTk5PyZYyI8AsXYihF+mvBggViamoq5ubmEh0dLSK//2J4/fp1JZhavXr1W49lIEXvMmHCBDEzM5NffvlFOZYbTDk7OysrpohEfv+FLe9E6/Hjx6LRaCQkJETUarXy7XFGRoaIiDx48EDKly8vQUFB+V8w6bXbt29LWlqaiIjs3LlTZs2aJSIiy5Ytk7p168ro0aO1gqkWLVqIg4ODHDhwQGc1k/47cuSIlC1bVn777TcREUlPT5fbt2/L/v37JTk5WTIzMyU6Olp8fHxk9+7dSoCQlZWly7JJT3h5eSmfXyIiERERolKpZNmyZcqx7du3i6urq7i4uMjdu3ff+TwMpj5eV65ckYYNG761uyAsLExsbW3l1KlTWsfPnTsnZmZmEhoamp9lkp5jTynSOzk5OQCA8uXLIysrC+np6bhw4QJSUlKUvglVqlTBiBEj0K5dO0ycOBG7du3Seo68DT/p4yT/7kcWExODwMBAaDQaLFy4EJ6envj666/h7+8PAKhduzYCAwNx8+ZNdOjQQZclk55Rq9W4c+cOpk2bBgAICgpCu3bt8OTJE7Rs2RJNmjTBqFGjkJycrDToNDY2hqmpKftpkJb09HT06tULDRo0wIYNG9C1a1flDoyjR49G//79ERUVhRUrVuD69euwtrbG9u3bUbZsWVStWlXH1ZM+U6lUsLa2RqFChXD27FlMmzYNrq6uGDZsGFxcXHDlyhU0btwYI0eORIcOHWBgYICcnBy+RxFu3bqFFStWwNXVVennU6FCBUyePBkzZ86Er68vAKBbt24YPnw41Go1Bg4c+M5+m+xJ9vGqXLkywsLCULlyZfz222/QaDQA3vT8LVKkCH799Vc8fPhQub5MmTKoXr26ch0RAPaUIv3xx2Wf2dnZkp2dLXPnzhW1Wi3Lly+XlJQUrWsePHggixcv5jc0pCV3pdz27dulRIkS4uXlJRcuXFDOz5gxQwwMDLRWTF24cEFu3LiR77WS/tJoNLJgwQKpXbu2dOzYUQwNDWX9+vXK+bVr10qLFi2kY8eOcuPGDbl+/bp899138sknn7y1zYHo3r178sknn4iJiYmsWrVKRN6sasm1dOlSqVu3rowbN07Zrs7tVZTXu9oTnDp1SsqXLy8uLi5iYWEhQ4YMkc2bN8vRo0elevXqEhwcrKty6QNw+vRpqVatmjg7OyvbOu/duyffffedWFpaio+Pj3JtUFCQ1KpVS0aOHKmrckmPPXr0SOzt7aVevXrKZ9eqVavEwsJCxo8fL0eOHJEHDx7IpEmTxM7OTqvPKxFDKdILeSfeJ06ckAMHDkhERIRybPr06aJWq8XPz08JpgYMGKBM3EW4dJi0HT9+XAoXLiyrVq165zaFGTNmiJmZ2VsN84n+yN3dXVQqlbRt21bruEajkXXr1omLi4uoVCqxt7eX8uXLy+nTp3VUKemzxMREKVy4sFhbW0vjxo2VrXx5t84sW7ZMypYtK5MmTZLMzExuRSdF3nnSo0ePJDU1VQkRIiMj5aeffpK9e/cqzYJfv34tdevWlZ07d+qiXPqAnD59WqpUqSKNGzdWxlRCQoISTPn6+irXHj58mPNteqesrCwJCQmROnXqaN1M4eeff5batWtLsWLFxN7eXsqWLStnzpzRcbWkb1Qi/97jQqQHvLy8EBISgtevX6NkyZIwNDREVFQUVCoV5syZA29vb/Tp0wfXrl1DYmIirl+/ziXopEVEoFKpMG/ePERHR2P37t3KuZycHK0l5hMmTMC6detw48YNFC5cWBflkh7LysqCSqWCl5cXEhIS8ODBAzg5OeH777+Hubm5cp1Go8HRo0dhYWEBOzs72NnZ6bBq0mcJCQnIyMhAhw4dYGFhgYiICBQqVAiZmZnKFtCNGzeiSZMmqFixoo6rJX2h0WigVr/puLFgwQLs3r0bmZmZsLGxwYYNG1CkSBFkZ2fD0NAQGRkZSE1Nhbu7O548eYLjx49zaxVpyZ0n5f05NjYWPXr0QIkSJXDkyBEYGRnh3r17WL16NXx8fODl5YVJkyYpj/njfIoIADIyMnD48GFMmDABRYoUQWRkJAwMDHDjxg08ffoUL1++RPXq1TlPorcwlCKdyTvJAoClS5fC29sbe/fuRcOGDTF//nxMnToV+/fvR5s2bQAAPj4+iImJgZGREVatWgUjIyN+MNI7jRs3DmfOnMHhw4e1xhnwps9U/fr1oVar8ejRI5QoUUJHVZI++uOEPffYzJkzceDAATRu3FgrmLp//z7s7OzeGmf0ccsdR48ePVI+q6ytraHRaHDhwgX06tULhQsXRnh4OAoVKoQlS5bg5cuXSg8zIkD7/Wjq1Kn45Zdf4O3tjWLFimHKlCkwNjbGvn37ULp0aaSnp2PhwoU4fPgwXr16haioKM6TSEveubdGo0FmZiZMTU0BALGxsfjyyy9RsmRJJZi6f/8+Fi5ciEuXLiE0NBQA+7bS7+9Lp06dwqlTp6BSqeDs7AxHR0etYKpo0aKIjIzk/Ij+I44Q0olHjx5BrVYrTc1zcnJw/vx5zJ07F40aNcLu3bsxf/58rFq1Cm3atEFqaioAYNSoUVi9ejX8/f1hZGSE7OxsTrRIaWp+79495e+lSpXCpUuX3mrImZ6ejg0bNmDPnj0AwECKtOROtMLDwzFq1ChMmzYNhw8fhkqlwqRJk9C2bVvExMTAy8sLL168wIwZM9CjRw+8fv1a16WTHskdR3v27EGHDh3QokULODs7Izw8HGq1GrVr18bWrVuRlpaGqlWronfv3vD09ETHjh11XTrpiZs3bwL4PQAIDQ3Fvn37EBQUhMGDB8PIyAiJiYl4+vQpPv30U9y7dw+mpqZo3bo1vvjiCxw7dozzJNKSN5BavHgxvvrqKzRq1AgLFizA6dOnUbduXQQFBSE5ORktWrRAVlYWSpUqhalTpyI0NJRhFAH4/fNtx44d6NixI9auXYvAwEC4uLggPDwcJiYmcHV1xaJFi5CWloa6deuyqTn9Z/m+YZA+ejNnzhRzc3OJj48XkTd9EnJycqRZs2ayatUq2b9/v1hYWIifn5+IvOkV9eOPP8qGDRu0noe9Nkjk93Gwa9cuqVWrlqxdu1Y517BhQ6lVq5Zcu3ZNXr58Kenp6TJ58mQpU6aM3L59W0cVk74LCQkRU1NT+eyzz6R+/fpStGhR2bRpk4iIvHr1Sry9vcXR0VHKlSsntra2cuLECR1XTPooJCRELCws5IcffpCjR4+Kh4eHFCpUSOuz7OHDhzJixAgZNmyYXLx4UYfVkj7p0qWLfPfdd1rHwsLCZPbs2SIi8q9//UuKFy8uK1askAsXLkjx4sWlTp06cuvWLa3HsPcPibw9X/by8hJra2uZOnWqDB8+XKpWrSpffPGFHDhwQEREzpw5I9WqVZNKlSpp9eTkvJtyHTlyREqUKCGrV68WkTd9yVQqlRgZGUlQUJCIvOmXuGvXLnF2duacm/4jhlKU744ePSpubm5SqVIlZQKVnZ0tkydPlpYtW4qVlZX89NNPyvVJSUny+eefy/Lly3VVMum5PXv2iKmpqSxbtkzrF7u4uDhp1qyZWFtbi6Ojo7Ro0UJKlCjBBov0px4/fiwrVqxQJlrx8fEyceJEUalUsnHjRhF5c8e0EydOSGBg4Fu/BBKJiNy5c0dcXFzkxx9/FBGRu3fvSsWKFcXBwUEMDQ0lICBAq3F1bnNhIhGRY8eOKQ3wk5KSlOP37t2TjIwMadWqlUydOlVERFJSUqRJkyaiVqulY8eOIsLwgN6W+35z7tw5qVKlitbNhCIiIqRjx47SuXNnSUhIEI1GI9HR0dKzZ08Gm/ROs2bNkmnTponIm6b4ZcuWlUGDBsmQIUPE0NBQ9u/fLyJvgqncm3oQ/RWGUpRvfv31V+XvMTEx8tlnn0mFChXk5s2bIiJy8uRJKVWqlNSrV08uXbokOTk5cv/+fWnXrp04Ozvzg5HeKS0tTT777DOZMmXKn17j7+8v8+fPFx8fH2W8Ef3RhQsXxMrKShwcHJQJlcibO13lBlO5K6aI/ig3CHj27JlkZmbK3Llz5enTp/LgwQOpXr26eHh4SGZmpnTv3l2KFi0qv/zyC8MD+kvLly+Xrl27an2RcufOHSlXrpyEhoaKiMjTp0+lZ8+ecvLkSa2gk2jSpEkyefJkrWOXLl0SGxsbiYyM1Dp+6NAhKVKkiDKu8uL8m3I/q0JDQ+XSpUsSFxcnx44dk9TUVHF2dpavv/5aRN7cQV2lUolKpZLdu3frsmT6wLCnFOWLAwcOoGfPnvD29gYANGjQAHPnzkWVKlXQqlUr3LhxA/Xr18fmzZvx4MED9O3bF1WqVEH37t3x6NEj5e4NuT2oiHKlp6cjLi4ONWvWBACtfevy7/5SAwcOxKRJkzBy5Eje0Yr+lJGREbp164abN2/i2bNnAN6MoeLFi2PSpEnw8vJC3759ERQUpONKSR+pVCoEBgbCyckJr1+/xqBBg1C0aFH4+PigYsWKWLx4MYyMjFCmTBmo1WpMmjQJKSkpui6b9Ij84d5DZcqUwYkTJ+Dr64vz588DAMqWLYuSJUvCy8sL27ZtQ9euXXH//n3Uq1dPq1cnfdxevHiBxMREHD58GD/88INyPDs7GyqVCvfv31d+BoCWLVuibNmyiImJeeu52JOMVCoVoqKi0LlzZ8TGxqJy5cpo0qQJrl27hszMTIwZMwYAULhwYfTs2RNTpkxB5cqVdVw1fUgYSlG+cHFxgZ+fH2bPno05c+YAeBNMeXt7o2rVqvjss88QFxeH5s2bIzw8HNOmTcOwYcPg5eWFEydOsFkn/SlLS0tYW1vj1KlTAKA1KT916hTWrFmjXPvHCT9RXtWqVcPEiRPRo0cPeHh4IDw8XGnsam1tjXHjxmH69Omwt7fXcaWkj+7fv4+NGzdi/PjxsLKygq2tLQDg6tWrKFWqFKysrAC8ubHHunXrcP36dRQuXFiXJZOeyX2/+e233/Dq1St07twZa9asQVhYGJYsWYJz584BAJYvXw4TExPMmTMHJiYmOHToENRqNTQaDedJBOBNOLBw4UI0bNgQ+/btw9y5cwEAjo6O+PLLLzF06FCcOHEChoaGAIDnz59DRPDJJ5/osmzSU3fu3MG+ffswbdo09OnTRzn+7NkznDlzBq9evQIAbNq0Cc+ePcPkyZM5V6L/jU7XadFHJSMjQ/z8/MTAwEBp1inyZitfmzZtpHz58nLjxg0RebsfApcOk8jv4yIrK0tevXqlHB83bpzUrl1baa6Yy9PTU5ydneXZs2f5WSZ9AHLHUnx8vFy7dk3Onz+vnLt69aoMGDBAihYtKmFhYVrXc3sMvcupU6fkq6++Ejc3N0lKStL6zJo+fboUKlRI5s2bJ+7u7lK0aFG5du2aDqslfZP3fSUkJEQcHR1l8eLFkp6eLiIie/fulbJly0r//v3l8uXLyrV3797V+lwkEtGeM4eFhUmPHj2kcuXKSo87EZFevXqJsbGxeHp6yqxZs6RNmzZSq1YtjiN6y+XLl6VJkyZSvnx5WbVqlYj8PsYyMjKkR48eolKppH79+mJpaSlnz57VZbn0gVKJcOkA/XPk37cNzZWeng5/f3+MGjUKM2fOxHfffQcAOHnyJL777jvcvHkT+/btQ5UqVXRVMump3LG0b98+bNiwAefOncMXX3yBdu3aoUmTJujSpQuePn2KOnXqwNHRESdPnsSOHTtw9OhRODo66rp80iO5Y2nXrl347rvvkJqaCnNzc7Rp0wZLliwB8GZ1yw8//IB9+/Zh3bp1aNu2rY6rJn02e/ZsrFu3Dq9evcL169dhaWmJrKwsGBkZ4eXLl5gyZQoiIiJQtGhRLF26FHXq1NF1yaQnNBoN1Oo3Gxc2btyI8+fPY/Xq1ShatCjGjx+PwYMHw9TUFPv27cM333wDV1dXfPPNN6hfv/47n4Mo1/jx43Hu3Dmo1WqcPXsW5ubmGD58OCZNmgQA+P7773Ho0CFkZmaifPny+OWXX2BkZIScnByuuCMto0aNwoYNG9CqVSsEBATA0tJSmUs9efIE+/btw4sXL9C2bVtu26P/H10mYlSw5f3mLysrS2v1k4+Pj6jV6rdWTNWrV0++/PLLfK2T9F/u2Nm1a5eYm5vLd999Jxs2bBAXFxepUKGC3L59W54/fy7Tpk0TFxcXqVWrlnTq1Elr9QtRXvv27RMLCwtZsWKFXL9+XVasWCEqlUqGDRumXHP16lXp1q2bVKhQQV6+fMmm1PSnMjMzZdGiRVKqVCnp16+fPH/+XES0V/0+ffpUXr58qasSSc9NmzZNaYC/fv16adasmdSuXVuWLFkir1+/FpE371smJibi7e2t42pJ323dulWKFCkiMTEx8vr1a3n48KH0799fnJycZMGCBcp1L1680FpZxZVS9GdznfHjx4uDg4PMmTNHXrx4kc9VUUHHlVL0j8j7rd3SpUtx9uxZ3LhxA127dkXnzp1RsWJF+Pn5YfTo0ZgxY4ayYurKlSuoVq0av/Ej7Nu3D6VLl4ajoyNEBI8fP0b37t3RuXNnjB07Fq9fv0a5cuXQt29fLFq0SGvMpKWlwdjYGMbGxjp8BaSvHj9+jMGDB6N58+b49ttvkZiYiCZNmqBq1ao4duwYevXqpfQii4uLg4WFBezs7HRcNekL+fe3ww8fPlRWQpUpUwbZ2dn48ccfsWPHDjRs2BDff/89LC0tkZ2drfRtIfojEcH9+/fRqlUrfPfdd+jbty8A4OXLlxgyZAhOnjyJMWPGKCumoqOj0bBhQ65kob+0YMECbNmyBSdPnlTef+7du4fhw4fj9OnTmDhxIsaNG6f1GPnD7gb6+OSOgZiYGERHR8PY2BgVK1aEm5sbAGDs2LE4evQounTpglGjRsHKyoorNem94Aiif0Tum5OXlxfmzp2LBg0awNXVFWvWrMHQoUPx6tUreHh4wMfHB97e3vD09AQA2NvbK8066eP18OFDjBw5EkuXLsWVK1egUqlgbm6OtLQ0tGvXDvHx8ahSpQo6d+6MxYsXQ61W48CBA4iLiwMAWFhYMJAihYgoTe7j4uJQvHhxtG7dGh07dkRycjLatGkDNzc37N69G+PGjYO/v7/yi2GVKlUYSJEid8IeHByMdu3aoVGjRmjZsiW8vb1haGiICRMmoHPnzjh16hSmTZuGlJQUBlL0lrzfB6tUKhQqVAhqtVppFpydnY1ChQph/fr1UKvV8PPzw+rVq5GRkQFnZ2fejZj+VO78uWTJktBoNMpd9jQaDUqXLo0pU6bg1atXWL58OQICArQey0CKVCoVgoKC8Nlnn2Hbtm3w8/ND+/btld/Tli5dCmdnZ+zZswc//PADUlNTGUjRe8FRRO9d7mQrJiYGu3fvRkhICEaMGIFmzZohPj4effr0gbm5OUxMTDB8+HDMmTMH0dHRWpM0vsF93GxsbLB9+3ZcvHgRixcvxsWLF2FgYIDXr18jIiICbdq0Qbt27fDTTz8BAG7fvo2AgADcuHFDx5WTPklNTQXwZpKlUqmwe/dutGjRApcvX8bQoUNRuXJlbNu2DTY2Npg1axZMTExQqlQpODk5ITo6WpnME+VSqVQICwtDr169MGDAAMyaNQujRo3CrFmz4OHhAQMDA0yYMAEdO3ZEaGgovL29eddP0pJ3Ncrjx48BAEZGRrCyskJYWBgAwNDQEDk5OTA0NETdunVhbGyM7du34+jRo8rzcKUUAXjrS9zc+XODBg0QHx+PZcuW4dWrV8rxrKwsfPrppxg3bhzc3d3zvV7Sb3FxcRg5ciTmz5+Po0ePIjIyEgEBAfD19YWXlxcAwMfHBzVq1EB0dDQyMzN1XDEVGDrYMkgF0IwZMyQkJETr2OHDh8Xe3l5ERLZv3y6Wlpby008/iYhIWlqaBAcHy8uXLyUnJ0fZv8yeLZTXmTNnpF69euLh4SEPHjwQX19fUalU8vnnn2tdN2XKFKlZs6bcvXtXR5WSvhkyZIgMHDhQMjMzRUTkzp070rNnT1m5cqXWdcOHD5eGDRsqP0+cOFHmzZundXdHIpHfP5+GDx8uX331lda5w4cPi1qtlh9++EFE3tyR6Mcff5T4+Pj8LpP0WN5emzt37pRWrVrJpUuXRETkt99+E3Nzcxk5cqTSh1Oj0Ujv3r1l3759UrduXenevbuuSic9lHfOvHLlSvn2229l+vTpcufOHRF5M/c2MDCQoUOHyt69e+XSpUvStm1bGT58uPJY3t2a8jp+/LhUq1ZN7t27p3V83bp1YmZmJhEREcqxpKSk/C6PCjCuKae/7eLFizh48CCOHTsGU1NTtG7dGsCbbwOtra2xZcsWDBs2DD/88AOGDRsGADhx4gR27dqFGjVqKHdpEO5lpz+oW7cu1qxZg0GDBmH69Ono1asXxo8fjyVLlmDhwoUAgPj4eGzcuBFHjhxBmTJldFwx6YOtW7ciODgYoaGhMDIyQmxsLPz8/HD//n24uroC+L3vXefOnbF27Vp06dIFxsbGOHDgAKKjo2FmZqbjV0H6Ivez6dWrVyhUqBDi4+NRtGhR5VxWVhZcXFwwZ84cbNq0Cf3794eNjQ2+/fZbHVdO+iRv35VDhw4hKCgIZ86cwcyZMzFr1iw0bNgQGzduRJ8+fRAbGwsbGxs8ePAAT58+xebNm3H8+HEcPnyY/VsIgPZ48vLygr+/P2rXro3k5GT4+/sjLCwM3bp1w+7duzFx4kTs3bsXBgYGKF68OHbv3g2VSgUR4Yo70mJkZIS4uDjExcWhVKlSyuefq6sr7OzskJiYqFxrY2Ojw0qpoOGnGv1tNWvWxNy5c2FqaooFCxbgwIEDAICWLVvixYsX6NOnD77//nsMHz4cAJCeno7FixcjNTUVFStWVJ6HgRS9S926deHv74/Y2Fhs27YNbdq0wdKlS7Fu3ToEBQXh+fPnOH78OG+xToqEhARYW1ujTp062L9/P/r374+oqCicOnUK8fHxAH7f4tCkSROsXbsWL1++hFqtxpEjR2Bvb6/L8kmP5E7Iw8LCMH36dNy9exedOnXC4cOHcerUKahUKhgZGQEAihYtCpVKBSsrKx1XTfoo9z3n22+/xahRo1CsWDF8+umnOHLkCKZNm4arV6+iS5cuOHfuHOrUqQMrKys0atQIFy9eBPDmRjAVK1bkdlAC8Pt4Sk5OxqtXr3DgwAEcPHgQmzdvhqOjIxo3boyrV6/i888/R2hoKMLDwxEYGIiYmBgYGRkhOzub8+6PXO57yZUrVxAVFYX4+HjUq1cPHTp0wIoVK3D27FlljJQoUQJFihThdj36x/Due/S3ZGVlKRPyrVu3YsOGDUhLS8PMmTPRsmVLXLlyBZ06dYK1tTWGDh2K7OxsBAYGIikpCbGxsTA0NOS3fvRfOXPmDIYOHYo6depg9uzZsLW1hUqlQnp6OkxNTXVdHumRkydPol+/fvjkk08QGRmJ0NBQZGVlYcKECahYsSKmT5+O+vXraz1Go9EgKysLJiYmOqqa9NWOHTvQt29fTJ48GZ9//jlMTU0xefJk5OTkYPbs2XBycgIATJgwAadPn8bu3bthaWmp46pJH0VGRqJnz57YuXMnnJ2dAQBr1qxBQEAAbGxs4O3tDXt7e+Tk5CgrWJKTk7Fw4UIEBAQgMjISDg4OunwJpEc2btyI4cOHw8HBAdu3b1dWi9+4cQNjxoxBdHQ0oqOjUa1aNa3H5R1f9HELDg5Gv379YGtri4SEBKxZswavX7/Gli1bYGVlhaFDh6J8+fJYt24d1q5di99++w3ly5fXddlUEOlo2yAVMDNmzJAePXqIo6OjqNVqadasmYSFhYmISFxcnLRq1Upq1qwpTZs2lf79+yt9XriXnf4XZ86ckQYNGkjPnj3l4sWLIsI+ZPRu33zzjahUKmnUqJFybPPmzVK/fn3p16+fnD59Wjmet88LUV7Xrl2TChUqiJ+fn9bx4OBg6dChg1hbW8vnn38ubm5uYmVlJbGxsboplD4I4eHhYm1trXx+5Vq+fLmYmJhIt27dlB5TIiIJCQny/fffS9WqVTm26C2HDh0SNzc3sbCwUPpI5c6Jbty4IR06dBCVSiUJCQm6LJP0UE5Ojjx58kSaNm0qq1atkri4OJkzZ44YGhrKihUr5Oeff5aePXuKWq2W6tWrS+XKleXMmTO6LpsKMK6Uor/Nz88PXl5eCAkJQeXKlREdHQ1fX1+o1WpMmzZN6eHy6NEjmJubo1ChQgDe3PKYt8qm/9XJkycxceJEbNmyBXZ2drouh/TQ69ev0b59e1SsWBHHjx+Ho6MjtmzZAgDYvHkzlixZgpo1a2L48OFo2LChjqslfRYWFoYRI0YgNDQU5cqV01rZe/XqVZw+fRqhoaEoXbo0+vXrh+rVq+u4YtJH8u9toCdOnECfPn2wfPlyfPHFF8p4ysnJgaOjI8zNzVGjRg3MmzcPdnZ20Gg0SExMhKGhIfu3fOTetatARHDq1CkMHz4cKSkpOHbsGEqUKKGMt2vXrmHNmjWYN28e59sE4Pf3ovT0dIgIvL29MWHCBKVP4pIlS+Dp6YlFixahd+/eSE1NRWZmJqytrVGyZEkdV08FGd+h6G+LiYlBx44d0aJFCwDAl19+CQsLC4wfPx7Tp0+HWq2Gi4sLSpQooTxGRPgBSf8vDRo0wP79+7llj/6UmZkZQkJCYG5uDn9/fyxYsABfffUVNm/ejK+++koJzE1NTVG7dm1u2aM/lZaWhtevX2sdy936kpSUhKZNm6JPnz46qo701R8DhNy+LI0bN0bVqlUxZswYlClTBo6OjgCApKQk1KpVC/b29li/fj0uX74MOzs7qNVqlCpVSievgfRH3vG0c+dOPHjwABqNBp999hkaNGiA1atXY/To0XBxccHhw4dRsmRJiAiqVaum3BSGXwQT8Oa9aNeuXfjpp5+QkJAAjUaDnj17KqHUuHHjoFKp4OnpieTkZEyZMkVZTED0T2IjH/rbihUrhidPnmhN3Nu2bQt3d3ecPn0aY8eOxW+//ab1GDZXpL+DgRT9J+bm5gCAHj16YNKkSYiNjcVXX30FAOjVqxfmz58PT09PBlL0l2rXro3Hjx9j9erVAN40F87txRIcHIy1a9ey8StpyRsgbNu2DTNmzICPjw8iIyMBAPv27UOJEiXQsWNHfP/99wgICED//v2RlpaGGTNmQETwr3/9S5cvgfRM7njy9PTEiBEjEBERAX9/f3z11Vfw9/dHvXr1sGDBAlhbW6N169ZISkp6a57NQIoA4NSpU3B3d0eFChXQsGFD3Lx5E/7+/rhz545yzdixYzF79mz4+fkhPT1dh9XSx4ShFP1tjo6OOH78OMLCwrTuCmNjY4MmTZrgyy+/RIMGDXRYIRF9rCwsLNCjRw94enriwoULaN++PYA3KzorVKig4+pI31WoUAG+vr5YuHAhPD09cfHiRVy5cgWTJk3CunXr0Lt3bxgbG+u6TNITIqIVIIwdOxanT5/Gzp07MXHiRGzYsAEqlQrR0dFo3bo19u7di3nz5sHY2Bjbtm0DANjZ2aFq1aq6fBmkh7Zs2YItW7Zg9+7d2LZtG0aPHo1Lly6hSJEiAN7cSXbRokXIzMzEhAkTdFss6aWbN28iJCQEkydPxk8//YS1a9di2bJlCAoKwsqVK7WCqUmTJuHWrVuwtrbWYcX0MWFsTn/bgAEDcOzYMfTt2xcrV65EvXr1YGtrix07dsDV1RVTpkyBSqXiXfaISCcKFSqEHj16ID09HQEBAbh//z63xNB/bcCAAbC0tMTQoUOxZcsWmJqawsDAAIcOHWIPKVLkneOsWLECv/76K4KCgtC4cWP4+flh3LhxmDFjBl69eoWhQ4dizZo1eP78OURE2Tozffp0xMfHo1WrVrp8KaSHbty4gebNm6N+/frYtm0bxo4di2XLlqFr165IS0tDcnIyGjZsiO3bt8Pe3l7X5ZKeSUlJQa9evXD79m18/fXXyvHhw4dDo9Fg3rx5MDAwgIeHh/KFXW7gSZQf2Oic/pa8k7CRI0ciODgYOTk5sLS0hIGBAS5cuABDQ0OlsR4Rka68evUKWVlZKFy4sK5LoQ/QgwcPcOfOHahUKlSoUIGNp0mRd46TkpKCKVOmoHz58pgwYQJ2794Nd3d3jBkzBnFxcThy5Ajmz5+Pvn37Ko+Pi4vD9OnTERkZib1796Ju3bq6eimkB971Ja6XlxcMDAzQoUMHfPbZZ1i4cCGGDRsGEUFAQACePn2K0aNHw8jICMDvve+IcsXGxqJnz54oWbIkVq5ciZo1ayrnVq5ciXHjxmHy5MmYMmUKt3tSvmMoRX9b3slYdHQ0Hj9+jJcvX6J79+4wMDDgByMREREVSIcPH8aDBw/Qp08fDB06FEWLFsWYMWPw+vVr5OTk4PPPP8eIESMwduxY7Ny5E71794aRkRHWr1+PLl26AADS09Nx8OBB2Nvbo3Llyjp+RaRLeQOpmzdvwszMDCVKlMDJkyfRrFkzAEBgYCC6d+8OAHj58iW6du2KmjVr4scff9RZ3fRhOH/+PPr374+GDRti9OjRqFGjhnLul19+QfPmzVGlShUdVkgfK4ZS9F782dY8BlJERERU0IgI0tLS0K1bN2RmZsLKygqRkZGIiopS7qq3ceNG+Pj4IDQ0FIULF0ZoaChWrVqFdu3aYeDAgZwfkZa8X/J6eXlh165dePToEWrUqKH0r/vmm2/g7++Ppk2bIiUlBRMnTkRycjJiYmK4uoX+K7GxsRg8eDDq1auHcePGwcHBQdclEbHROb2bRqN55/E/yzBzA6k/Po4TLiIiIipoVCoVLC0tsXXrViQlJWHPnj2YMmWKEkgBgJGREe7evYuoqCi8evUKPj4+KF++PDw8PJSV5ETAm/lzbiC1detWrFu3DvPnz8ePP/6IRo0aYezYsTh58iQWLFgADw8PODs7w93dHZmZmfjtt99gaGjI8UT/lbp162LNmjU4f/485syZg6tXr+q6JCI2Oqe35V31dPHiRbx69QolS5ZE+fLloVKp/nT1U967zly9ehVly5ZVbstOREREVNCo1WpUqlQJNjY2CA8PR+nSpdGnTx8AgIODA5o3bw53d3cUKVIEhQoVwo4dO6BSqSAi/OKOFLnz54iICISHh8PT0xOdOnUC8KZPWfny5eHl5YUtW7bg0qVLSEhIgJWVFWrXrg21Wo3s7GyulKL/Wt26deHr64uJEyeyzybpBW7fIy15lw5PnToVu3fvxt27d9GoUSM0bNgQ3t7eAN7elpf3cT4+Ppg3bx6OHz+O8uXL5/trICIiIspPSUlJ8PDwwOvXr+Hh4aEEU9euXcPVq1eRmpqK3r17w8DAgAECvVNSUhKaNWuG5ORkTJo0CVOnTlXOPXnyBB4eHihTpgx8fHy0Hse7W9P/V3p6OkxNTXVdBhG375G23GDJ29sba9aswbJly3Djxg2UKlUKvr6+GDlyJABoLTvPG0itWrUKM2fOxOLFixlIERER0UfB1tYWvr6+MDc3x7p16+Dv74+cnBx88803uHDhAvr27avMnRhI0bvY2tpix44dKFmyJHbs2IHY2FjlnLW1NYoXL46bN2++9TgGUvT/xUCK9AXfxQiAdq+oy5cvY+fOndi0aRNcXV1x7tw5/Prrr2jTpg3279+PsWPHAngTTGVlZWkFUp6enli9ejV69eqli5dBREREpBMVKlSAj48PLC0tsWjRIlSpUgXJycnw9PRUruGWPforjo6O2LFjB3JycrB06VKcPXsWAJCamoorV66gdOnSui2QiOgfwO17pLXS6dy5c3B0dMSaNWvQtWtXXLx4Eb169cKcOXMwaNAgtG/fHocOHULXrl2xefNm5TlWr14NT09P/PLLL+jWrZuuXgoRERGRTiUmJuL06dN4+PAh+vfvD0NDQ27Zo/9JbGws+vbti6dPn6J+/fowNjZGfHw8Tpw4AWNjY625OxHRh46h1Efuj7efPXHiBLZu3QobGxuoVCoMHz4choaGWLx4MYyMjDBx4kScPHkSDg4O8PX1hVqtxu7du9G5c2ds374dXbt21fErIiIiItIff3aDGKK/cvHiRXTs2BGlS5fGV199hWHDhgEAsrKyYGRkpOPqiIjeH27f+8jlBlJXr15FdHQ05s6dC1tbW+V4fHw87t27ByMjI+Tk5ODOnTvo168fVqxYoexhb9++PQ4fPsxAioiIiOgPGEjR/0fNmjWxY8cOZGZm4syZM7hx4wYAMJAiogKHK6UI8+bNQ0REBExNTbFx40ZYWlpCo9EAAJYuXYoNGzbAzs4OKSkpeP78Oc6dOwcDAwOICBt2EhERERH9Q2JjYzFs2DBUrFgRM2bMQPXq1XVdEhHRe8WVUgR7e3scPHgQR48exe3btwG8uZOHWq1G79694e7ujsKFC6NGjRqIjY1V7h6jUqkYSBERERER/UPq1q0LX19fJCYmonDhwrouh4joveNKqY/MnzVGDA8PR5s2bTBgwABlC9+fYbNOIiIiIqL8k56eDlNTU12XQUT03nGl1EdEo9EogVRycjLu3r2rnGvVqhWCg4MREBAAb29vPHz4UOtxuUSEgRQRERERUT5iIEVEBRVDqY+ERqNRGpPPnj0b7dq1Q4MGDdC2bVtEREQgPT0dHTp0QHBwMFauXIm5c+ciMTERAJTHAeDtZ4mIiIiIiIjovWAo9REQESVYmjFjBlauXImxY8ciOjoat27dwrRp0xASEqIVTPn6+mLLli06rpyIiIiIiIiICiruwyrArly5Ant7e+XnY8eOYdeuXdi4cSNcXV0RFRWF+/fvQ0Qwbdo0GBgY4PPPP0f79u0RFRWFRo0a6bB6IiIiIiIiIirIuFKqgFq0aJESPKlUKogIihYtipEjR8LV1RXh4eHo2rUrVqxYgbi4OKSnp2Px4sUIDAxEZmYmmjZtCkNDQ2RnZ+v6pRARERERERFRAcRQqoCqVasWmjdvjjFjxijBVJUqVdChQwdkZWVh6dKlGDJkCNzd3SEiqFKlCs6dO4djx47B2NhYeR42NSciIiIiIiKifwJDqQLm559/BgC4ubnhm2++QeXKlTFq1CgcOXIERkZGsLGxQWZmJh4/fgxra2ul11TZsmURERGBlStX6rJ8IiIiIiIiIvpIcBlMARIWFoahQ4fi3Llz8PX1RYsWLSAi8PPzw+jRo+Hj44NPP/0UarUahoaG2L59O1JSUhAVFYUnT56gbt26UKvVyMnJgYGBga5fDhEREREREREVYFwpVYA0aNAAq1evxvbt2zFixAgAgIuLC7755htUrVoVo0aNQkREBMzMzBAUFARzc3McO3YMlpaWOHXqFNRqNTQaDQMpIiIiIiIiIvrHqUREdF0EvT+pqanYunUrpk6diu7du2PFihUAgIiICPj5+eH69etYvHgxXF1dkZ6eDhGBqakpVCoVsrOz2UOKiIiIiIiIiPIFE4gCQESgUqkAAJaWlujevTsAYMqUKQCAFStWwMXFBQDg5+eHiRMnYt68eWjTpo3WczCQIiIiIiIiIqL8whTiA6fRaJRm5RqNBtnZ2ShSpAj69+8PAJg8eTKA34MplUqFOXPmYPPmzVqhVG6oRURERERERESUHxhKfcDyBlI//vgjzp07hzNnzmDo0KFo2bIlhgwZAgCYOnUqVCqV0vzcysoKtWvX1mXpRERERERERPSRY0+pAmDy5Mn45ZdfMH36dKSlpWHNmjWoXr06tm7dipycHGzbtg3Tpk1Dq1atsGnTJuVxeUMtIiIiIiIiIqL8xETiAxcTE4Pg4GCEhIRg5MiRaNasGe7evYsePXrAwsIChQsXRr9+/TB58mQ8f/4cGo1GeSwDKSIiIiIiIiLSFaYSHziNRgNTU1M0atQIv/76K9q1a4fly5fD3d0dL1++xL59+wAAX3/9Nfbs2QO1Wq0VTBERERERERER6QJDqQ/Iu8KktLQ0pKenY+vWrfj6668xf/58DBs2DABw/PhxbN68GXfv3oWZmRlUKhVEhCukiIiIiIiIiEjn2FPqA5G3/9PKlSsBQAmf3NzccPDgQfj4+GDEiBEAgPT0dHz55ZcwMzNDYGAggygiIiIiIiIi0iu8+94HIjdUmjhxIgIDA9G/f3/cu3cPpUuXxvfff48XL15gyZIlKFy4MJ49e4aQkBA8ePAAZ8+eVbbsMZgiIiIiIiIiIn3BlVIfkI0bN+Lbb7/Fv/71Lzg5OSnHNRoNrl69itmzZ+PcuXMoWbIkqlSpgp9++glGRkbIzs6GoSHzRyIiIiIiIiLSHwylPiBTpkzB/fv3sW7dOuTk5MDAwOCtwOnhw4ewtrZWjjGQIiIiIiIiIiJ9xP1cH5D79+8jPj4eAGBgYAARgaGhIdLT0xEWFgYAsLGxUUKo3PNERERERERERPqGoZQeetdd9gCgbt26ePjwIQ4fPozMzEyoVCoAQEpKCmbNmoV//etfWtfnniciIiIiIiIi0jfcvqdn8jYkP3nyJDQaDQwMDFC/fn1kZGSgadOmAIDJkyejadOmSEtLw9ixY/Hs2TMcOXIEBgYGuiyfiIiIiIiIiOi/wlBKj4iIsrpp0qRJ2LJlC1QqFR4+fIjevXtjwYIFsLS0RKdOnXD//n3cuHEDDg4OMDIywtGjR2FkZKT0miIiIiIiIiIi0mcMpfSQr68vZs2ahV27dsHa2hoJCQno168fGjVqhE2bNsHY2BiXL1/GtWvXYGNjg2bNmr2z6TkRERERERERkb5iKKWH+vfvDzMzM6xcuVJZPXX27Fk0b94co0aNwty5c996DFdIEREREREREdGHhI3OdeyPmWBWVhbu37+P9PR05XxmZibq1KmDmTNnYtu2bXj27BlycnK0HsdAioiIiIiIiIg+JAyldEij0Sg9pG7duoXk5GQYGRnB3d0d27dvR3h4ONRqNYyMjAAAJiYmKF68OAoVKsQQioiIiIiIiIg+aAyldCj3LntTpkxBx44d4eDgAE9PT1hYWGDQoEEYMWIE9u/fD41GgxcvXmDPnj0oVaqUElIREREREREREX2o2BVbBzQajRJIbdu2DevXr4evry/Onz+P/fv34+7du2jcuDE6dOiA9u3bo2LFijAwMICJiQlOnjwJlUqldac+IiIiIiIiIqIPDRud69CRI0cQFBSE2rVrY9CgQQCA3bt3w8fHB0WLFsWQIUNQsmRJ/Pbbb7CwsEDPnj15lz0iIiIiIiIiKhAYSulIUlISmjVrhkePHmHWrFkYO3asci4kJARLly6FlZUVJk+ejIYNGyrneJc9IiIiIiIiIioI2FNKR2xtbbFjxw7Y2tpi3759uHDhgnKuQ4cOGD9+PG7cuIGdO3dqPY6BFBEREREREREVBFwppWPnzp3DwIEDUb9+fYwZMwY1atRQzh0/fhyNGjViEEVEREREREREBQ5DKT0QGxuLwYMHw8nJCWPHjoWDg4PWeW7ZIyIiIiIiIqKChqGUnoiNjcXQoUNRrlw5LFiwABUqVNB1SURERERERERE/xj2lNITdevWha+vLywtLVGuXDldl0NERERERERE9I/iSik9IyJQqVTQaDRQq5kZEhEREREREVHBxFBKD+UGU0REREREREREBRWX4ughBlJEREREREREVNAxlCIiIiIiIiIionzHUIqIiIiIiIiIiPIdQykiIiIiIiIiIsp3DKWIiIiIiIiIiCjfMZQiIiIiIiIiIqJ8x1CKiIiIqIBQqVQIDg7WdRlERERE/xWGUkRERET5qEOHDmjbtu07z0VFRUGlUuH8+fP/r+dOTExEu3bt/uvrBwwYgM6dO/+//i0iIiKiv4uhFBEREVE+8vDwwMGDB3Hv3r23zq1duxb169eHo6Pj//ScmZmZAABbW1uYmJi8lzqJiIiI/mkMpYiIiIjyUfv27VGiRAkEBARoHU9LS8O2bdvQuXNn9O7dG6VKlYK5uTlq1aqFLVu2aF3r4uKCkSNHYuzYsShevDjc3NwAvL19LyEhAT169ECRIkVQrFgxdOrUCbdv3wYAzJw5E+vWrcOuXbugUqmgUqkQEREBV1dXjBw5Uuvfe/ToEYyNjREeHv7e/z+IiIjo48VQioiIiCgfGRoawt3dHQEBARAR5fi2bduQk5ODvn37wsnJCXv37sXFixfx9ddfo1+/foiJidF6nnXr1sHY2BjHjh3DypUr3/p3srKy4ObmBktLS0RFReHYsWOwsLBA27ZtkZmZiQkTJqBHjx5o27YtEhMTkZiYiCZNmmDw4MHYvHkzMjIylOfauHEjSpUqBVdX13/uP4aIiIg+OgyliIiIiPLZoEGDcPPmTURGRirH1q5di27duqFcuXKYMGEC6tSpg4oVK2LUqFFo27Ytfv31V63nqFKlChYsWIBq1aqhWrVqb/0bgYGB0Gg0WLNmDWrVqgV7e3usXbsWd+/eRUREBCwsLGBmZgYTExPY2trC1tYWxsbG6Nq1KwBg165dynMFBARgwIABUKlU/9D/CBEREX2MGEoRERER5bPq1aujSZMm8Pf3BwDcuHEDUVFR8PDwQE5ODubMmYNatWqhWLFisLCwwIEDB3D37l2t53BycvrLf+PcuXO4ceMGLC0tYWFhAQsLCxQrVgzp6em4efPmnz7O1NQU/fr1U2o7c+YMLl68iAEDBvy9F01ERET0B4a6LoCIiIjoY+Th4YFRo0ZhxYoVWLt2LSpVqoQWLVrghx9+wLJly7B06VLUqlULhQoVwtixY5Vm5rkKFSr0l8+flpYGJycnbNq06a1zJUqU+MvHDh48GHXq1MG9e/ewdu1auLq6oly5cv/7iyQiIiL6CwyliIiIiHSgR48eGDNmDDZv3oz169dj+PDhUKlUOHbsGDp16oS+ffsCADQaDa5fvw4HB4f/6fnr1auHwMBAlCxZElZWVu+8xtjYGDk5OW8dr1WrFurXr4+ff/4Zmzdvhq+v7//+AomIiIj+A27fIyIiItIBCwsL9OzZE5MnT0ZiYqKyPa5KlSo4ePAgjh8/jitXrmDo0KF4+PDh//z8ffr0QfHixdGpUydERUUhPj4eERERGD16NO7duwcAKF++PM6fP49r167h8ePHyMrKUh4/ePBgzJ8/HyKCLl26vJfXTERERJQXQykiIiIiHfHw8MCzZ8/g5uaGTz75BAAwbdo01KtXD25ubnBxcYGtrS06d+78Pz+3ubk5jhw5grJly6Jr166wt7eHh4cH0tPTlZVTQ4YMQbVq1VC/fn2UKFECx44dUx7fu3dvGBoaonfv3jA1NX0vr5eIiIgoL5XkvRcxERERERGA27dvo1KlSjh58iTq1aun63KIiIioAGIoRURERESKrKwsPHnyBBMmTEB8fLzW6ikiIiKi94nb94iIiIhIcezYMdjZ2eHkyZNYuXKlrsshIiKiAowrpYiIiIiIiIiIKN9xpRQREREREREREeU7hlJERERERERERJTvGEoREREREREREVG+YyhFRERERERERET5jqEUERERERERERHlO4ZSRERERERERESU7xhKERERERERERFRvmMoRURERERERERE+Y6hFBERERERERER5bv/A6xmwk9xJjyzAAAAAElFTkSuQmCC", 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" ] @@ -705,7 +703,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/variety_comparison_avg_water_need_m³_ha.png\n" + "Plot salvato come: .//2024-12-19_23-39_plots/variety_comparison_avg_water_need_m³_ha.png\n" ] }, { @@ -722,12 +720,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/variety_comparison_oil_efficiency_l_kg.png\n" + "Plot salvato come: .//2024-12-19_23-39_plots/variety_comparison_oil_efficiency_l_kg.png\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -739,13 +737,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/variety_comparison_water_efficiency_l_oil_m³_water.png\n", - "Plot salvato come: .//2024-12-08_14-47_plots/efficiency_vs_production.png\n" + "Plot salvato come: .//2024-12-19_23-39_plots/variety_comparison_water_efficiency_l_oil_m³_water.png\n", + "Plot salvato come: .//2024-12-19_23-39_plots/efficiency_vs_production.png\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -757,12 +755,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/water_efficiency_vs_production.png\n" + "Plot salvato come: .//2024-12-19_23-39_plots/water_efficiency_vs_production.png\n" ] }, { "data": { - "image/png": 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665YBXrr6C4aWLVta7r0ODw9XuXLl5O/vL8k6ZGf/99qQHR4ernbt2lnusffy8tJrr70mSXkK2ceOHdOPP/5o+cVN9qtdu3aSrt73fq3rf67yKnsRwM8//1wxMTE52i9cuKD4+HjL+gbXvvr27WtVy7Fjx3Tw4MEc/bLDaHa/kydPqkSJEqpevbrVufL7c3z9nwWTySR/f3+r+5q7du0qR0dHS9BMSEjQmjVr8hwyu3fvrqSkJH333XeSpB07digqKspqwbOUlBRNnDjRcu+8p6envLy8FB8fn+v3Oi/fq2PHjkmSHnvssRyf54YNG3J8/2+kV69eCg8Pt/y5W758udLT09WzZ8887Q8ARR33ZAPAXWA2m+Xj46N9+/bdtN++fftUsWJFeXh42OS8np6elgB0M9eH7oJwo/CQmZlZ4OfOrxuN6Bk3eT5xtq5du2rKlCm6ePGi3N3d9f333+uFF16weqTS888/b3lm+YYNG/Tee+9p+vTpWrVqlZ588smbHv/hhx/W6tWrtX//fsv92NlatmypsWPH6syZM9q+fbsqVKigatWqSbq6un3btm31wAMPaNasWfL19ZWDg4PWrVunDz74wGrhshvJysrS448/rnHjxuXanh1cs93Jz9V//vMfhYaGavr06ercuXOOOiSpR48eOe5/z5Z9X3pWVpbq16+vWbNm5drP19f3tmu8XaVLl1aHDh20ePFiTZw4UStWrFBqamqe70fu0KGDzGazlixZohdffFFLliyRnZ2dunXrZukzfPhwLViwQKNGjVJAQIDMZrNMJpO6deuW6/c6L9+r7P1CQ0Pl7e2doz2vjw3r1q2bRo8ercWLF+u1117TokWL1LRp09v+xRwAFDWEbAC4Szp06KD58+dr+/btuT5S6eeff1ZUVFSRWF03+7m4R44cydH2xx9/yNPTU66urnJycpKzs7NlhOta1++bPRocHx9vtf36UWQvLy95eHjowIEDN60xP9NKq1Spon379ikrK8tqNPuPP/6wtNtK165dNWnSJK1cuVLly5dXYmKiVfjJ5uPjoyFDhmjIkCGKjY1V48aNNWXKlDyFbOnqiu7h4eFW05mbNGkiR0dHbdu2TTt37lT79u0tbatXr1Zqaqq+//57q5H63Kb43uizrV69uq5cuZKnX9zcqerVq6tHjx767LPP1KJFC6u27NW/MzMzb1lL9erVtXfvXrVt2/amPzNVqlRRVlaWjh8/bhX2cvszcDPX/1kwDEN//vmnJfRn69Wrl5566int2rVLixcv1oMPPqi6devm6RyOjo569tln9dVXX+n8+fNavny5HnvsMavgu2LFCvXu3VszZ860bPvnn39y/PnLj+xR/nLlyt3yc7/ZZ12mTBkFBwdr8eLF6t69u8LDw3MsmgcAxRnTxQHgLhk7dqycnZ01cOBAXbp0yaotLi5OgwYNkouLi8aOHVtIFf5/Pj4+atSokRYuXGj1j/IDBw5ow4YNlvBmZ2enoKAgffvtt4qOjrb0O3z4sNavX291TA8PD3l6eua4b/fTTz+1el+iRAl17txZq1ev1m+//ZajtuzRZFdXV0k5Q3tu2rdvr3PnzllN487IyNBHH30kNze3W94Hmx+1a9dW/fr19fXXX+vrr7+Wj4+PWrVqZWnPzMzMMV23XLlyqlChQo5HSuWmadOmcnJy0uLFi3XmzBmrkWxHR0c1btxYn3zyiZKSkqx+mZM9On/taHxCQoIWLFiQ4xyurq65fq7PP/+8IiIicnxvpavfh4yMjFvWnx+vv/660tPTrR5rJ129li5dumjlypW5/jLm2sdjPf/88zpz5ozmz5+fo19KSorlvubsX25cv6J5fsPfV199ZXVbyIoVKxQTE5PjlydPPvmkPD09NX36dIWFheV7Ve3u3bsrPT1dAwcO1IULF3I8G9vOzi7HzIuPPvrojmaOBAUFycPDQ++++26ujxC79nO/1Z/Pnj176tChQxo7dmyOUXgAKO4YyQaAu6RGjRpauHChunfvrvr166tfv36qWrWqoqKi9OWXX+rixYv63//+l+Oe0MLy3nvv6cknn1RAQID69etneYSX2Wy2eqb1pEmT9OOPP+qRRx7RkCFDLOG1bt26OabHv/zyy5o2bZpefvllNW3aVD/99JOOHj2a49zvvvuuNmzYoNatW1seuxQTE6Ply5dr+/btKlWqlBo1aiQ7OztNnz5dCQkJcnR0tDwD+noDBgzQZ599pj59+igyMlJ+fn5asWKFZQTNVvfAZ+vatasmTpwoJycn9evXz2r0/PLly6pUqZKeffZZNWzYUG5ubtq0aZN27dplNep4Iw4ODmrWrJl+/vlnOTo6qkmTJlbtLVu2tBzn2pD9xBNPyMHBQR07dtTAgQN15coVzZ8/X+XKlctx33OTJk00d+5cTZ48Wf7+/ipXrpwee+wxjR07Vt9//706dOigPn36qEmTJkpKStL+/fu1YsUKRUVFydPT804+OivZo9m5PXt82rRp2rp1q1q0aKH+/furTp06iouL0+7du7Vp0ybFxcVJuhrmli1bpkGDBmnr1q0KDAxUZmam/vjjDy1btkzr169X06ZN1ahRI73wwgv69NNPlZCQoJYtW2rz5s36888/81VzmTJl9PDDD6tv3746f/68Zs+eLX9/f/Xv39+qn729vbp166aPP/5YdnZ2Vovy5UXr1q1VqVIlfffdd3J2dtYzzzxj1d6hQweFhobKbDarTp06ioiI0KZNm3I8vi8/PDw8NHfuXPXs2VONGzdWt27d5OXlpejoaK1du1aBgYH6+OOPJcnyczlixAgFBQXlCNLBwcEqW7asli9frieffDLXP7cAUGwV3sLmAHB/2rdvn/HCCy8YPj4+hr29veHt7W288MILxv79+3P0vdNHeGU/EulGsh+19N577+XavmnTJiMwMNBwdnY2PDw8jI4dOxqHDh3K0S8sLMxo0qSJ4eDgYFSrVs2YN2+e8eabb+Z4hE9ycrLRr18/w2w2G+7u7sbzzz9vxMbG5vqIpJMnTxq9evUyvLy8DEdHR6NatWrG0KFDjdTUVEuf+fPnG9WqVbM8Liz78Ue5fUbnz583+vbta3h6ehoODg5G/fr1czxO7GafR2413sixY8cMSYYkY/v27VZtqampxtixY42GDRsa7u7uhqurq9GwYUPj008/zdOxDePqo8IkGS1btszRlv0oKHd39xyPZPr++++NBg0aGE5OToafn58xffp047///W+On7Fz584ZwcHBhru7uyHJ6rO8fPmyMWHCBMPf399wcHAwPD09jZYtWxrvv/++kZaWZhjGrX+ucnOjn9djx45Zvr/XPsLLMK5+T4cOHWr4+vpa/iy1bdvW+Pzzz636paWlGdOnTzfq1q1rODo6GqVLlzaaNGliTJo0yUhISLD0S0lJMUaMGGGULVvWcHV1NTp27GicOnUqX4/w+t///mdMmDDBKFeunOHs7GwEBwdbPd7uWr/++qshyXjiiSfy+ClZGzt2rCHJeP7553O0/f3335afdzc3NyMoKMj4448/jCpVqhi9e/e29Mv+Oya3x+Xl9vdP9rUGBQUZZrPZcHJyMqpXr2706dPH+O233yx9MjIyjOHDhxteXl6GyWTK9XFeQ4YMMSQZS5Ysua3rB4CiymQYeVjFBQAAADa1d+9eNWrUSF999dV9ubL26NGj9eWXX+rcuXNycXEp7HIAwGa4JxsAAKAQzJ8/X25ubjmmet8P/vnnHy1atEhdunQhYAO453BPNgAAwF20evVqHTp0SJ9//rmGDRtmWSTsfhAbG6tNmzZpxYoVunTpkkaOHFnYJQGAzTFdHAAA4C7y8/PT+fPnFRQUpNDQUJsvvFeUbdu2TY8++qjKlSunN954Q8OGDSvskgDA5gjZAAAAAADYCPdkAwAAAABgI4RsAAAAAABshIXP8iArK0tnz56Vu7u7TCZTYZcDAAAAALiGYRi6fPmyKlSooBIlCncsmZCdB2fPnpWvr29hlwEAAAAAuIlTp06pUqVKhVoDITsPslf9PHXqlDw8PAq5GgAAAADAtRITE+Xr61sknthAyM6D7CniHh4ehGwAAAAAKKKKwu29LHwGAAAAAICNELIBAAAAALARQjYAFEGGYWjAgAEqU6aMTCaT9uzZU9gl5dCnTx917ty5sMsAAAAoUrgnGwCKoB9//FEhISHatm2bqlWrJk9PzwI7V58+fRQfH69vv/02X/vNmTNHhmEUTFEAAADFFCEbAIqg48ePy8fHRy1btsy1PS0tTQ4ODne5Kmtms7lQzw8AAFAUMV0cAIqYPn36aPjw4YqOjpbJZJKfn5/atGmjYcOGadSoUfL09FRQUJAkadasWapfv75cXV3l6+urIUOG6MqVK5ZjhYSEqFSpUlq/fr1q164tNzc3/etf/1JMTIwk6a233tLChQv13XffyWQyyWQyadu2bZKk/fv367HHHpOzs7PKli2rAQMGWB37+uniqampGjFihMqVKycnJyc9/PDD2rVrV8F/YAAAAEUIIRsAipg5c+bo7bffVqVKlRQTE2MJqgsXLpSDg4PCw8M1b948SVKJEiX04Ycf6uDBg1q4cKG2bNmicePGWR0vOTlZ77//vkJDQ/XTTz8pOjpaY8aMkSSNGTNGzz//vCV4x8TEqGXLlkpKSlJQUJBKly6tXbt2afny5dq0aZOGDRt2w7rHjRunlStXauHChdq9e7f8/f0VFBSkuLi4AvqkAAAAih6miwNAEWM2m+Xu7i47Ozt5e3tbtteoUUMzZsyw6jtq1CjL135+fpo8ebIGDRqkTz/91LI9PT1d8+bNU/Xq1SVJw4YN09tvvy1JcnNzk7Ozs1JTU63OtXDhQv3zzz/66quv5OrqKkn6+OOP1bFjR02fPl3ly5e3qiMpKUlz585VSEiInnzySUnS/PnztXHjRn355ZcaO3asDT4ZAACAoo+RbAAoJpo0aZJj26ZNm9S2bVtVrFhR7u7u6tmzpy5duqTk5GRLHxcXF0vAliQfHx/Fxsbe9FyHDx9Ww4YNLQFbkgIDA5WVlaUjR47k6H/8+HGlp6crMDDQss3e3l7NmzfX4cOH83WdAAAAxRkhGwCKiWsDryRFRUWpQ4cOatCggVauXKnIyEh98sknkq4ujJbN3t7eaj+TycSq4AAAAAWEkA0AxVRkZKSysrI0c+ZMPfTQQ6pZs6bOnj2b7+M4ODgoMzPTalvt2rW1d+9eJSUlWbaFh4erRIkSqlWrVo5jVK9e3XK/eLb09HTt2rVLderUyXdNAAAAxRUhGwCKKX9/f6Wnp+ujjz7SiRMnFBoaalkQLT/8/Py0b98+HTlyRBcvXlR6erq6d+8uJycn9e7dWwcOHNDWrVs1fPhw9ezZM8f92NLVUfbBgwdr7Nix+vHHH3Xo0CH1799fycnJ6tevny0uFwAAoFggZAPAXWQYhuKS0nQqLllxSWl3NG27YcOGmjVrlqZPn6569epp8eLFmjp1ar6P079/f9WqVUtNmzaVl5eXwsPD5eLiovXr1ysuLk7NmjXTs88+q7Zt2+rjjz++4XGmTZumLl26qGfPnmrcuLH+/PNPrV+/XqVLl77tawQAAChuTAY35t1SYmKizGazEhIS5OHhUdjlACiGElLStTLytBbuiNLJuP+/KFmVMi7q3dJPXZpUktnZ/iZHAAAAwI0UpcxGyM6DovQNA1D8hB29oMGLIpWSdvW+52v/0jX933+dHew0t0cTta7pddfrAwAAKO6KUmZjujgAFKCwoxfUd8GvSknPlCHrgK3/e29ISknPVN8Fvyrs6IW7XyQAAABshpANAAUkISVdgxdFXg3St5gzZBhXw/bgRZFKSEm/G+UBAACgABCyAaCArIw8rZS0zFsG7GyGIaWkZWrV7tMFWxgAAAAKDCEbAAqAYRhauCPqtvYNCY+6o1XHAQAAUHgI2QBQAP5OTtfJuOQc92DfiiHpZFyy4pOZMg4AAFAcEbIBoAAkpWbc0f5X7nB/AAAAFA5CNgAUAFfHkne0v9sd7g8AAIDCQcgGgAJQ2sVeVcq4WJ6DnVcmSVXKuKiUi31BlAUAAIACRsgGgAJgMpnUu6Xfbe3bJ9BPJlN+4zkAAACKAkI2ABSQLk0qydnBTnnNyyVMkrODnZ5pXKlgCwMAAECBIWQDQAExO9trbo8mMkm3DNrZ7fN6NJHZmaniAAAAxRUhGwAKUOuaXlrQt7mc7e2uhu3r2rO3OdvbKaRvc7Wq6XX3iwQAAIDNsHwtABSw1jW9FDGhrVbtPq2Q8CidjEu2tFUu46I+gX7q0qSSPJwYwQYAACjuTIZhGIVdRFGXmJgos9mshIQEeXh4FHY5AIoxwzAUn5yuK6kZcnMsqVIu9ixyBgAAcIeKUmZjJBsA7iKTyaTSrg4q7epQ2KUAAACgAHBPNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjRSZkT5s2TSaTSaNGjbJsa9OmjUwmk9Vr0KBBVvtFR0crODhYLi4uKleunMaOHauMjAyrPtu2bVPjxo3l6Ogof39/hYSE3IUrAgAAAADcb0oWdgGStGvXLn322Wdq0KBBjrb+/fvr7bfftrx3cXGxfJ2Zmang4GB5e3trx44diomJUa9evWRvb693331XkvTXX38pODhYgwYN0uLFi7V582a9/PLL8vHxUVBQUMFfHAAAAADgvlHoI9lXrlxR9+7dNX/+fJUuXTpHu4uLi7y9vS0vDw8PS9uGDRt06NAhLVq0SI0aNdKTTz6pd955R5988onS0tIkSfPmzVPVqlU1c+ZM1a5dW8OGDdOzzz6rDz744K5dIwAAAADg/lDoIXvo0KEKDg5Wu3btcm1fvHixPD09Va9ePU2YMEHJycmWtoiICNWvX1/ly5e3bAsKClJiYqIOHjxo6XP9sYOCghQREVEAVwMAAAAAuJ8V6nTxpUuXavfu3dq1a1eu7S+++KKqVKmiChUqaN++fRo/fryOHDmiVatWSZLOnTtnFbAlWd6fO3fupn0SExOVkpIiZ2fnHOdNTU1Vamqq5X1iYuLtXyQAAAAA4L5RaCH71KlTGjlypDZu3CgnJ6dc+wwYMMDydf369eXj46O2bdvq+PHjql69eoHVNnXqVE2aNKnAjg8AAAAAuDcV2nTxyMhIxcbGqnHjxipZsqRKliypsLAwffjhhypZsqQyMzNz7NOiRQtJ0p9//ilJ8vb21vnz5636ZL/39va+aR8PD49cR7ElacKECUpISLC8Tp06dWcXCwAAAAC4LxTaSHbbtm21f/9+q219+/bVAw88oPHjx8vOzi7HPnv27JEk+fj4SJICAgI0ZcoUxcbGqly5cpKkjRs3ysPDQ3Xq1LH0WbdundVxNm7cqICAgBvW5ujoKEdHx9u+NgAAAADA/anQQra7u7vq1atntc3V1VVly5ZVvXr1dPz4cS1ZskTt27dX2bJltW/fPo0ePVqtWrWyPOrriSeeUJ06ddSzZ0/NmDFD586d0+uvv66hQ4daQvKgQYP08ccfa9y4cXrppZe0ZcsWLVu2TGvXrr3r1wwAAAAAuLcV+uriN+Lg4KBNmzbpiSee0AMPPKBXX31VXbp00erVqy197OzstGbNGtnZ2SkgIEA9evRQr169rJ6rXbVqVa1du1YbN25Uw4YNNXPmTH3xxRc8IxsAAAAAYHMmwzCMwi6iqEtMTJTZbFZCQoLVc7oBAAAAAIWvKGW2IjuSDQAAAABAcUPIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADcc9q0aaNRo0bd9fOWvOtnBAAAAADARrZt26ZHH300x/ZVq1bJ3t7+rtdDyAYAAAAAFDlpaWlycHC47f3LlCljw2ryjuniAAAAAACbyMrK0owZM+Tv7y9HR0dVrlxZU6ZMkSTt379fjz32mJydnVW2bFkNGDBAV65csezbp08fde7cWVOmTFGFChVUq1YtSVJoaKiaNm0qd3d3eXt768UXX1RsbKwkKSoqymoU22w2q0+fPpJyThf38/PTu+++q5deeknu7u6qXLmyPv/8c6v6x48fr5o1a8rFxUXVqlXTG2+8ofT09Hx9BoRsAAAAAIBNTJgwQdOmTdMbb7yhQ4cOacmSJSpfvrySkpIUFBSk0qVLa9euXVq+fLk2bdqkYcOGWe2/efNmHTlyRBs3btSaNWskSenp6XrnnXe0d+9effvtt4qKirIEaV9fX61cudKy/9GjRzVnzpwb1jdz5kw1bdpUv//+u4YMGaLBgwfryJEjlnZ3d3eFhITo0KFDmjNnjubPn68PPvggX5+ByTAMI1973IcSExNlNpuVkJAgDw+Pwi4HAAAAAIqcy5cvy8vLSx9//LFefvllq7b58+dr/PjxOnXqlFxdXSVJ69atU8eOHXX27FmVL19effr00Y8//qjo6OibThP/7bff1KxZM12+fFlubm5W92Rfm9natGmjRo0aafbs2ZKujmQ/8sgjCg0NlSQZhiFvb29NmjRJgwYNyvVc77//vpYuXarffvstz58DI9kAAAAAgDt2+PBhpaamqm3btrm2NWzY0BKwJSkwMFBZWVlWI8n169fPEbAjIyPVsWNHVa5cWe7u7mrdurUkKTo6Ot81NmjQwPK1yWSSt7e3Zeq5JH399dcKDAyUt7e33Nzc9Prrr+f7PIRsAAAAAMAdc3Z2vuNjXBvCJVmmmXt4eGjx4sXatWuXvvnmG0lXF0bLr+tXGzeZTMrKypIkRUREqHv37mrfvr3WrFmj33//Xf/5z3/yfR5CNgAAAADgjtWoUUPOzs7avHlzjrbatWtr7969SkpKsmwLDw9XiRIlLAuc5eaPP/7QpUuXNG3aND3yyCN64IEHrEaeJd3RCuTX2rFjh6pUqaL//Oc/atq0qWrUqKGTJ0/m+ziEbAAAAADAHXNyctL48eM1btw4ffXVVzp+/Lh++eUXffnll+revbucnJzUu3dvHThwQFu3btXw4cPVs2dPlS9f/obHrFy5shwcHPTRRx/pxIkT+v777/XOO+9Y9alSpYpMJpMk6eLFi1YrludHjRo1FB0draVLl+r48eP68MMPLaPm+UHIBgAAAADckGEYiktK06m4ZMUlpelma2e/8cYbevXVVzVx4kTVrl1bXbt2VWxsrFxcXLR+/XrFxcWpWbNmevbZZ9W2bVt9/PHHNz23l5eXQkJCtHz5ctWpU0fTpk3T+++/b9WnYsWKeu211yRJ/v7+OVYsz6tOnTpp9OjRGjZsmBo1aqQdO3bojTfeyPdxWF08D1hdHAAAAMD9JiElXSsjT2vhjiidjEu2bK9SxkW9W/qpS5NKMjvb3+QId09RymyE7DwoSt8wAAAAAChoYUcvaPCiSKWkZUqSrg2Npv/7r7ODneb2aKLWNb3uen3XK0qZjeniAAAAAACLsKMX1HfBr0pJz5Qh64Ct/3tvSEpJz1TfBb8q7OiFu19kEVYyvzukpqZq586dOnnypJKTk+Xl5aUHH3xQVatWLYj6AAAAAAB3SUJKugYvirwapG8x59kwJJmkwYsiFTGhbZGZOl7Y8hyyw8PDNWfOHK1evVrp6ekym81ydnZWXFycUlNTVa1aNQ0YMECDBg2Su7t7QdYMAAAAACgAKyNPKyUtM8fo9Y0YhpSSlqlVu0+rbyADr1Iep4t36tRJXbt2lZ+fnzZs2KDLly/r0qVLOn36tJKTk3Xs2DG9/vrr2rx5s2rWrKmNGzcWdN0AAAAAABsyDEMLd0Td1r4h4VE3XXX8fpKnkezg4GCtXLlS9va5D/9Xq1ZN1apVU+/evXXo0CHFxMTYtEgAAAAAQMH6OzndahXxvDIknYxLVnxyukq7Oti+sGImTyF74MCBeT5gnTp1VKdOndsuCAAAAABw9yWlZtzR/ldSMwjZYnVxAAAAAIAkV8d8r4ttxe0O979X5DtkZ2Zm6v3331fz5s3l7e2tMmXKWL0AAAAAAMVPaRd7VSnjYnkOdl6ZJFUp46JSLqwuLt1GyJ40aZJmzZqlrl27KiEhQa+88oqeeeYZlShRQm+99VYBlAgAAAAAKGgmk0m9W/rd1r59Av1kMuU3nt+b8h2yFy9erPnz5+vVV19VyZIl9cILL+iLL77QxIkT9csvvxREjQAAAACAu6BLk0pydrBTXvNyCZPk7GCnZxpXKtjCipF8h+xz586pfv36kiQ3NzclJCRIkjp06KC1a9fatjoAAAAAwF1jdrbX3B5NZJJuGbSz2+f1aCKzM1PFs+U7ZFeqVMnyiK7q1atrw4YNkqRdu3bJ0dHRttUBAAAAAO6q1jW9tKBvcznb210N29e1Z29ztrdTSN/malXT6+4XWYTle/m3p59+Wps3b1aLFi00fPhw9ejRQ19++aWio6M1evTogqgRAAAAAHAXta7ppYgJbbVq92mFhEdZPT+7chkX9Qn0U5cmleThxAj29UyGYRh3coCIiAhFRESoRo0a6tixo63qKlISExNlNpuVkJAgDw+Pwi4HAAAAAO4awzAUn5yuK6kZcnMsqVIu9kVukbOilNnuOGTfD4rSNwwAAAAAYK0oZbbbelr4sWPHtHXrVsXGxiorK8uqbeLEiTYpDAAAAACA4ibfIXv+/PkaPHiwPD095e3tbTVNwGQyEbIBAAAAAPetfIfsyZMna8qUKRo/fnxB1AMAAAAAQLGV70d4/f3333ruuedsXsi0adNkMpk0atQoy7Z//vlHQ4cOVdmyZeXm5qYuXbro/PnzVvtFR0crODhYLi4uKleunMaOHauMjAyrPtu2bVPjxo3l6Ogof39/hYSE2Lx+AAAAAADyHbKfe+45y7OxbWXXrl367LPP1KBBA6vto0eP1urVq7V8+XKFhYXp7NmzeuaZZyztmZmZCg4OVlpamnbs2KGFCxcqJCTEasr6X3/9peDgYD366KPas2ePRo0apZdfflnr16+36TUAAAAAAJCn1cU//PBDy9dJSUmaNWuWgoODVb9+fdnbWz8XbcSIEfkq4MqVK2rcuLE+/fRTTZ48WY0aNdLs2bOVkJAgLy8vLVmyRM8++6wk6Y8//lDt2rUVERGhhx56SD/88IM6dOigs2fPqnz58pKkefPmafz48bpw4YIcHBw0fvx4rV27VgcOHLCcs1u3boqPj9ePP/6YpxqL0kp1AAAAAABrRSmz5eme7A8++MDqvZubm8LCwhQWFma13WQy5TtkDx06VMHBwWrXrp0mT55s2R4ZGan09HS1a9fOsu2BBx5Q5cqVLSE7IiJC9evXtwRsSQoKCtLgwYN18OBBPfjgg4qIiLA6Rnafa6elAwAAAABgC3kK2X/99VeBnHzp0qXavXu3du3alaPt3LlzcnBwUKlSpay2ly9fXufOnbP0uTZgZ7dnt92sT2JiolJSUuTs7Jzj3KmpqUpNTbW8T0xMzP/FAQAAAADuO3m+J7tVq1aaOXOmjh07ZpMTnzp1SiNHjtTixYvl5ORkk2PaytSpU2U2my0vX1/fwi4JAAAAAFAM5Dlk9+vXTzt27FDjxo1Vu3ZtjR8/XuHh4crDLd25ioyMVGxsrBo3bqySJUuqZMmSCgsL04cffqiSJUuqfPnySktLU3x8vNV+58+fl7e3tyTJ29s7x2rj2e9v1cfDwyPXUWxJmjBhghISEiyvU6dO3dY1AgAAAADuL3kO2b1799bKlSt18eJFzZw5U/Hx8Xruuefk7e2tl156Sd9++61SUlLyfOK2bdtq//792rNnj+XVtGlTde/e3fK1vb29Nm/ebNnnyJEjio6OVkBAgCQpICBA+/fvV2xsrKXPxo0b5eHhoTp16lj6XHuM7D7Zx8iNo6OjPDw8rF4AAAAAANxKnlYXv5mdO3fq+++/1/fff6/jx4/rscce04QJExQYGJjvY7Vp08ayurgkDR48WOvWrVNISIg8PDw0fPhwSdKOHTskXX2EV6NGjVShQgXNmDFD586dU8+ePfXyyy/r3XfflXT1fvJ69epp6NCheumll7RlyxaNGDFCa9euVVBQUJ7qKkor1QEAAAAArBWlzJanhc9upkWLFmrRooUmTZqkHTt2KDIyUjExMbaoTR988IFKlCihLl26KDU1VUFBQfr0008t7XZ2dlqzZo0GDx6sgIAAubq6qnfv3nr77bctfapWraq1a9dq9OjRmjNnjipVqqQvvvgizwEbAAAAAIC8uuOR7Gx79+5V48aNlZmZaYvDFSlF6bciAAAAAABrRSmz5fmebAAAAAAAcHOEbAAAAAAAbISQDQAAAACAjeR54bN9+/bdtP3IkSN3XAwAAAAAAMVZnkN2o0aNZDKZlNs6adnbTSaTTYsDAAAAAKA4yXPI/uuvvwqyDgAAAAAAir08h+wqVaoUZB0AAAAAABR7eVr4LDo6Ol8HPXPmzG0VAwAAAABAcZankN2sWTMNHDhQu3btumGfhIQEzZ8/X/Xq1dPKlSttViAAAAAAAMVFnqaLHzp0SFOmTNHjjz8uJycnNWnSRBUqVJCTk5P+/vtvHTp0SAcPHlTjxo01Y8YMtW/fvqDrBgAAAACgyDEZuS0XfgMpKSlau3attm/frpMnTyolJUWenp568MEHFRQUpHr16hVkrYUmMTFRZrNZCQkJ8vDwKOxyAAAAAADXKEqZLV8h+35VlL5hAAAAAABrRSmz5emebAAAAAAAcGuEbAAAAAAAbISQDQAAAACAjRCyAQAAAACwEUI2AAAAAAA2kqfnZF/v2LFj2rp1q2JjY5WVlWXVNnHiRJsUBgAAAABAcZPvkD1//nwNHjxYnp6e8vb2lslksrSZTCZCNgAAAADgvpXvkD158mRNmTJF48ePL4h6AAAAAAAotvJ9T/bff/+t5557riBqAQAAAACgWMt3yH7uuee0YcOGgqgFAAAAAIBiLd/Txf39/fXGG2/ol19+Uf369WVvb2/VPmLECJsVBwAAAABAcWIyDMPIzw5Vq1a98cFMJp04ceKOiypqEhMTZTablZCQIA8Pj8IuBwAAAABwjaKU2fI9kv3XX38VRB0AAAAAABR7+b4n+1qGYSifA+EAAAAAANyzbitkf/XVV6pfv76cnZ3l7OysBg0aKDQ01Na1AQAAAABQrOR7uvisWbP0xhtvaNiwYQoMDJQkbd++XYMGDdLFixc1evRomxcJAAAAAEBxcFsLn02aNEm9evWy2r5w4UK99dZb9+Q920XpJnoAAAAAgLWilNnyPV08JiZGLVu2zLG9ZcuWiomJsUlRAAAAAAAUR/kO2f7+/lq2bFmO7V9//bVq1Khhk6IAAAAAACiO8n1P9qRJk9S1a1f99NNPlnuyw8PDtXnz5lzDNwAAAAAA94t8j2R36dJFO3fulKenp7799lt9++238vT01K+//qqnn366IGoEAAAAAKBYyPfCZ/ejonQTPQAAAADAWlHKbHmaLp6YmGgpNDEx8aZ9C/uCAAAAAAAoLHkK2aVLl1ZMTIzKlSunUqVKyWQy5ehjGIZMJpMyMzNtXiQAAAAAAMVBnkL2li1bVKZMGUnS1q1bC7QgAAAAAACKqzyF7NatW1u+rlq1qnx9fXOMZhuGoVOnTtm2OgAAAAAAipF8ry5etWpVXbhwIcf2uLg4Va1a1SZFAQAAAABQHOU7ZGffe329K1euyMnJySZFAQAAAABQHOVpurgkvfLKK5Ikk8mkN954Qy4uLpa2zMxM7dy5U40aNbJ5gQAAAAAAFBd5Dtm///67pKsj2fv375eDg4OlzcHBQQ0bNtSYMWNsXyEAAAAAAMVEnkN29qriffv21Zw5c3geNgAAAAAA18n3PdmzZ89WRkZGju1xcXFKTEy0SVEAAAAAABRH+Q7Z3bp109KlS3NsX7Zsmbp162aTogAAAAAAKI7yHbJ37typRx99NMf2Nm3aaOfOnTYpCgAAAACA4ijfITs1NTXX6eLp6elKSUmxSVEAAAAAABRH+Q7ZzZs31+eff55j+7x589SkSRObFAUAAAAAQHGU59XFs02ePFnt2rXT3r171bZtW0nS5s2btWvXLm3YsMHmBQIAAAAAUFzkeyQ7MDBQERER8vX11bJly7R69Wr5+/tr3759euSRRwqiRgAAAAAAigWTYRhGYRdR1CUmJspsNishIYHngwMAAABAEVOUMlu+p4tHR0fftL1y5cq3XQwAAAAAAMVZvkO2n5+fTCbTDdszMzPvqCAAAAAAAIqrfIfs33//3ep9enq6fv/9d82aNUtTpkyxWWEAAAAAABQ3+Q7ZDRs2zLGtadOmqlChgt577z0988wzNikMAAAAAIDiJt+ri99IrVq1tGvXLlsdDgAAAACAYiffI9mJiYlW7w3DUExMjN566y3VqFHDZoUBAAAAAFDc5DtklypVKsfCZ4ZhyNfXV0uXLrVZYQAAAAAAFDf5Dtlbt261el+iRAl5eXnJ399fJUvm+3AAAAAAANwz8p2KW7duXRB1AAAAAABQ7OUpZH///fd5PmCnTp1uuxgAAAAAAIqzPIXszp07W703mUwyDMPqfbbMzEzbVAYAAAAAQDGTp0d4ZWVlWV4bNmxQo0aN9MMPPyg+Pl7x8fFat26dGjdurB9//LGg6wUAAAAAoMjK9z3Zo0aN0rx58/Twww9btgUFBcnFxUUDBgzQ4cOHbVogAAAAAADFRZ5Gsq91/PhxlSpVKsd2s9msqKgoG5QEAAAAAEDxlO+Q3axZM73yyis6f/68Zdv58+c1duxYNW/e3KbFAQAAAABQnOQ7ZP/3v/9VTEyMKleuLH9/f/n7+6ty5co6c+aMvvzyy4KoEQAAAACAYiHf92T7+/tr37592rhxo/744w9JUu3atdWuXTurVcYBAAAAALjfmIxrn8WFXCUmJspsNishIUEeHh6FXQ4AAAAA4BpFKbPle7q4JIWFhaljx46W6eKdOnXSzz//bOvaAAAAAAAoVvIdshctWqR27drJxcVFI0aM0IgRI+Tk5KS2bdtqyZIlBVEjAAAAAADFQr6ni9euXVsDBgzQ6NGjrbbPmjVL8+fPvyefk12Uph4AAAAAAKwVpcyW75HsEydOqGPHjjm2d+rUSX/99ZdNigIAAAAAoDjKd8j29fXV5s2bc2zftGmTfH19bVIUAAAAAADFUb4f4fXqq69qxIgR2rNnj1q2bClJCg8PV0hIiObMmWPzAgEAAAAAKC7yHbIHDx4sb29vzZw5U8uWLZN09T7tr7/+Wk899ZTNCwQAAAAAoLjIV8jOyMjQu+++q5deeknbt28vqJoAAAAAACiW8nVPdsmSJTVjxgxlZGQUVD0AAAAAABRb+V74rG3btgoLCyuIWgAAAAAAKNbyfU/2k08+qX//+9/av3+/mjRpIldXV6v2Tp062aw4AAAAAACKk3yPZA8ZMkTnz5/XrFmz1L17d3Xu3Nnyevrpp/N1rLlz56pBgwby8PCQh4eHAgIC9MMPP1ja27RpI5PJZPUaNGiQ1TGio6MVHBwsFxcXlStXTmPHjs0xnX3btm1q3LixHB0d5e/vr5CQkPxeNgAAAAAAt5TvkeysrCybnbxSpUqaNm2aatSoIcMwtHDhQj311FP6/fffVbduXUlS//799fbbb1v2cXFxsXydmZmp4OBgeXt7a8eOHYqJiVGvXr1kb2+vd999V5L0119/KTg4WIMGDdLixYu1efNmvfzyy/Lx8VFQUJDNrgUAAAAAAJNhGEZeO0dFRWnjxo1KT09X69atLUHYlsqUKaP33ntP/fr1U5s2bdSoUSPNnj07174//PCDOnTooLNnz6p8+fKSpHnz5mn8+PG6cOGCHBwcNH78eK1du1YHDhyw7NetWzfFx8frxx9/zFNNiYmJMpvNSkhIkIeHxx1fIwAAAADAdopSZsvzdPGtW7eqbt26GjhwoIYNG6YHH3xQixYtslkhmZmZWrp0qZKSkhQQEGDZvnjxYnl6eqpevXqaMGGCkpOTLW0RERGqX7++JWBLUlBQkBITE3Xw4EFLn3bt2lmdKygoSBERETesJTU1VYmJiVYvAAAAAABuJc8h+4033tDjjz+uM2fO6NKlS+rfv7/GjRt3xwXs379fbm5ucnR01KBBg/TNN9+oTp06kqQXX3xRixYt0tatWzVhwgSFhoaqR48eln3PnTtnFbAlWd6fO3fupn0SExOVkpKSa01Tp06V2Wy2vHx9fe/4OgEAAAAA974835N94MAB7dixQz4+PpKk9957T5999pkuXbqksmXL3nYBtWrV0p49e5SQkKAVK1aod+/eCgsLU506dTRgwABLv/r168vHx0dt27bV8ePHVb169ds+561MmDBBr7zyiuV9YmIiQRsAAAAAcEt5HslOTEyUp6en5b2Li4ucnZ2VkJBwRwU4ODjI399fTZo00dSpU9WwYUPNmTMn174tWrSQJP3555+SJG9vb50/f96qT/Z7b2/vm/bx8PCQs7NzrudxdHS0rHie/QIAAAAA4Fbytbr4+vXrZTabLe+zsrK0efNmq0XF7vQ52VlZWUpNTc21bc+ePZJkGU0PCAjQlClTFBsbq3LlykmSNm7cKA8PD8uU84CAAK1bt87qOBs3brS67xsAAAAAAFvI8+riJUrcetDbZDIpMzMzzyefMGGCnnzySVWuXFmXL1/WkiVLNH36dK1fv17VqlXTkiVL1L59e5UtW1b79u3T6NGjValSJYWFhUm6ulhao0aNVKFCBc2YMUPnzp1Tz5499fLLL1s9wqtevXoaOnSoXnrpJW3ZskUjRozQ2rVr8/wIr6K0Uh0AAAAAwFpRymx5Hsm25fOxs8XGxqpXr16KiYmR2WxWgwYNtH79ej3++OM6deqUNm3apNmzZyspKUm+vr7q0qWLXn/9dcv+dnZ2WrNmjQYPHqyAgAC5urqqd+/eVs/Vrlq1qtauXavRo0drzpw5qlSpkr744guekQ0AAAAAsLl8PSf7flWUfisCAAAAALBWlDJbnhc+AwAAAAAAN0fIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjeXqEV+nSpWUymfJ0wLi4uDsqCAAAAACA4ipPIXv27NkFXAYAAAAAAMVfnkJ27969C7oOAAAAAACKvTyF7MTERMsDvRMTE2/at7Af/A0AAAAAQGHJ8z3ZMTExKleunEqVKpXr/dmGYchkMikzM9PmRQIAAAAAUBzkKWRv2bJFZcqUkSRt3bq1QAsCAAAAAKC4MhmGYRR2EUVdYmKizGazEhISmA4PAAAAAEVMUcpseRrJvtauXbv0v//9T0ePHpUk1apVSy+88IKaNm1q8+IAAAAAAChOSuSn87hx49SiRQt98cUXOn36tE6fPq3PP/9cLVq00Pjx4wuqRgAAAAAAioU8h+yFCxfqo48+0ocffqhLly5pz5492rNnj+Li4vTBBx/oww8/1FdffVWQtQIAAAAAUKTl+Z7s5s2b64UXXtDo0aNzbZ81a5aWLl2qX3/91aYFFgVFaX4/AAAAAMBaUcpseR7JPnjwoJ566qkbtnfu3FkHDx60SVEAAAAAABRHeQ7ZdnZ2SktLu2F7enq67OzsbFIUAAAAAADFUZ5DduPGjbV48eIbtoeGhqpx48Y2KQoAAAAAgOIoz4/wGjNmjDp37qzU1FS9+uqrKl++vCTp3LlzmjlzpmbPnq1vvvmmwAoFAAAAAKCoy/PCZ5L00UcfacyYMcrIyJDZbJYkJSQkqGTJkpoxY4ZGjhxZYIUWpqJ0Ez0AAAAAwFpRymz5CtmSdPr0aS1fvlzHjh2TJNWsWVNdunSRr69vgRRYFBSlbxgAAAAAwFpRymz5Dtn3o6L0DQMAAAAAWCtKmS3PC58BAAAAAICbI2QDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI3cVsiOj4/XF198oQkTJiguLk6StHv3bp05c8amxQEAAAAAUJyUzO8O+/btU7t27WQ2mxUVFaX+/furTJkyWrVqlaKjo/XVV18VRJ0AAAAAABR5+R7JfuWVV9SnTx8dO3ZMTk5Olu3t27fXTz/9ZNPiAAAAAAAoTvIdsnft2qWBAwfm2F6xYkWdO3fOJkUBAAAAAFAc5TtkOzo6KjExMcf2o0ePysvLyyZFAQAAAABQHOU7ZHfq1Elvv/220tPTJUkmk0nR0dEaP368unTpYvMCAQAAAAAoLvIdsmfOnKkrV66oXLlySklJUevWreXv7y93d3dNmTKlIGoEAAAAAKBYyPfq4mazWRs3btT27du1b98+XblyRY0bN1a7du0Koj4AAAAAAIoNk2EYRmEXUdQlJibKbDYrISFBHh4ehV0OAAAAAOAaRSmz5Xsk+8MPP8x1u8lkkpOTk/z9/dWqVSvZ2dndcXEAAAAAABQn+Q7ZH3zwgS5cuKDk5GSVLl1akvT333/LxcVFbm5uio2NVbVq1bR161b5+vravGAAAAAAAIqqfC989u6776pZs2Y6duyYLl26pEuXLuno0aNq0aKF5syZo+joaHl7e2v06NEFUS8AAAAAAEVWvu/Jrl69ulauXKlGjRpZbf/999/VpUsXnThxQjt27FCXLl0UExNjy1oLTVGa3w8AAAAAsFaUMlu+R7JjYmKUkZGRY3tGRobOnTsnSapQoYIuX75859UBAAAAAFCM5DtkP/rooxo4cKB+//13y7bff/9dgwcP1mOPPSZJ2r9/v6pWrWq7KnHH2rRpo1GjRhX4eaKiomQymbRnz54CPxcAAAAAFDX5DtlffvmlypQpoyZNmsjR0VGOjo5q2rSpypQpoy+//FKS5ObmppkzZ9q8WBR9vr6+iomJUb169Qq7FAAAAAC46/K9uri3t7c2btyoP/74Q0ePHpUk1apVS7Vq1bL0efTRR21XIYoVOzs7eXt7F3YZAAAAAFAo8j2Sne2BBx5Qp06d1KlTJ6uAjaIvNTVVY8aMUcWKFeXq6qoWLVpo27ZtVn3Cw8PVpk0bubi4qHTp0goKCtLff/8tScrKytKMGTPk7+8vR0dHVa5cWVOmTJGUc7r4tm3bZDKZtHnzZjVt2lQuLi5q2bKljhw5YnW+uXPnqnr16nJwcFCtWrUUGhpa4J8DAAAAANhavkeyJen06dP6/vvvFR0drbS0NKu2WbNm2aQwFJxhw4bp0KFDWrp0qSpUqKBvvvlG//rXv7R//37VqFFDe/bsUdu2bfXSSy9pzpw5KlmypLZu3arMzExJ0oQJEzR//nx98MEHevjhhxUTE6M//vjjpuf8z3/+o5kzZ8rLy0uDBg3SSy+9pPDwcEnSN998o5EjR2r27Nlq166d1qxZo759+6pSpUrMigAAAABQrOT7EV6bN29Wp06dVK1aNf3xxx+qV6+eoqKiZBiGGjdurC1bthRUrYWmKC0Hf7vatGmjRo0a6ZVXXlG1atUUHR2tChUqWNrbtWun5s2b691339WLL76o6Ohobd++PcdxLl++LC8vL3388cd6+eWXc7RHRUWpatWq+v3339WoUSNt27ZNjz76qDZt2qS2bdtKktatW6fg4GClpKTIyclJgYGBqlu3rj7//HPLcZ5//nklJSVp7dq1BfBpAAAAALiXFKXMlu/p4hMmTNCYMWO0f/9+OTk5aeXKlTp16pRat26t5557riBqhA3t379fmZmZqlmzptzc3CyvsLAwHT9+XJIsI9m5OXz4sFJTU2/YfiMNGjSwfO3j4yNJio2NtRwzMDDQqn9gYKAOHz6cr3MAAAAAQGHL93Txw4cP63//+9/VnUuWVEpKitzc3PT222/rqaee0uDBg21eJGznypUrsrOzU2RkpOzs7Kza3NzcJEnOzs433P9mbTdjb29v+dpkMkm6em83AAAAANxL8j2S7erqarkP28fHxzL6KUkXL160XWUoEA8++KAyMzMVGxsrf39/q1f2quANGjTQ5s2bc92/Ro0acnZ2vmH77ahdu7bl/uxs4eHhqlOnjs3OAQAAAAB3Q75Hsh966CFt375dtWvXVvv27fXqq69q//79WrVqlR566KGCqBE2VLNmTXXv3l29evXSzJkz9eCDD+rChQvavHmzGjRooODgYE2YMEH169fXkCFDNGjQIDk4OGjr1q167rnn5OnpqfHjx2vcuHFycHBQYGCgLly4oIMHD6pfv363VdPYsWP1/PPP68EHH1S7du20evVqrVq1Sps2bbLx1QMAAABAwcp3yJ41a5auXLkiSZo0aZKuXLmir7/+WjVq1GBl8UJgGIb+Tk5XUmqGXB1LqrSLvWU69o0sWLBAkydP1quvvqozZ87I09NTDz30kDp06CDpahDfsGGDXnvtNTVv3lzOzs5q0aKFXnjhBUnSG2+8oZIlS2rixIk6e/asfHx8NGjQoNu+hs6dO2vOnDl6//33NXLkSFWtWlULFixQmzZtbvuYAAAAAFAY8rW6eGZmpsLDw9WgQQOVKlWqAMsqWorSSnXZElLStTLytBbuiNLJuGTL9iplXNS7pZ+6NKkks7P9TY4AAAAAAPeGopTZ8v0ILycnJx0+fFhVq1YtqJqKnKL0DZOksKMXNHhRpFLSrj63+tpvYPYYtrODneb2aKLWNb3uen0AAAAAcDcVpcyW74XP6tWrpxMnThRELciDsKMX1HfBr0pJz5Qh64Ct/3tvSEpJz1TfBb8q7OiFu18kAAAAANyn8h2yJ0+erDFjxmjNmjWKiYlRYmKi1QsFJyElXYMXRV4N0reYf2AYV8P24EWRSkhJvxvlAQAAAMB9L98Ln7Vv316S1KlTJ6sFtgzDkMlkUmZmpu2qg5WVkaeVkpaZY/T6RgxDSknL1Krdp9U38P6Z3g8AAAAAhSXfIXvr1q0FUQduwTAMLdwRdVv7hoRHqU9Lv1uuOg4AAAAAuDP5DtmtW7cuiDpwC38np1utIp5XhqSTccmKT05XaVcH2xcGAAAAALDI9z3ZkvTzzz+rR48eatmypc6cOSNJCg0N1fbt221aHP6/pNSMO9r/yh3uDwAAAAC4tXyH7JUrVyooKEjOzs7avXu3UlNTJUkJCQl69913bV4grnJ1zPekAytud7g/AAAAAODWbmt18Xnz5mn+/Pmyt7e3bA8MDNTu3bttWhz+v9Iu9qpSxkX5vavaJKlKGReVcrG/ZV8AAAAAwJ3Jd8g+cuSIWrVqlWO72WxWfHy8LWpCLkwmk3q39LutffsEsugZAAAAANwN+Q7Z3t7e+vPPP3Ns3759u6pVq2aTopC7Lk0qydnBTnnNyyVMkrODnZ5pXKlgCwMAAAAASLqNkN2/f3+NHDlSO3fulMlk0tmzZ7V48WKNGTNGgwcPLoga8X/Mzvaa26OJTNItg3Z2+7weTWR2Zqo4AAAAANwN+V4N69///reysrLUtm1bJScnq1WrVnJ0dNSYMWM0fPjwgqgR12hd00sL+jbX4EWRSknLlHT1MV3ZsrO3s72d5vVoolY1ve56jQAAAABwvzIZhmHcultOaWlp+vPPP3XlyhXVqVNHbm5utq6tyEhMTJTZbFZCQoI8PDwKuxxJUkJKulbtPq2Q8Cir52dXKeOiPoF+6tKkkjycGMEGAAAAcO8rSpkt3yF70aJFeuaZZ+Ti4lJQNRU5Rekbdj3DMBSfnK4rqRlycyypUi72LHIGAAAA4L5SlDJbvu/JHj16tMqVK6cXX3xR69atU2ZmZkHUhTwymUwq7eog3zIuKu3qQMAGAAA3FRISolKlSlnev/XWW2rUqFGh1XMzffr0UefOnfPcf9u2bTKZTJYn3lx/rQBwN+Q7ZMfExGjp0qUymUx6/vnn5ePjo6FDh2rHjh0FUR8AAABw15hMJn377beFXQaAYizfIbtkyZLq0KGDFi9erNjYWH3wwQeKiorSo48+qurVqxdEjQAAACjC0tPTC7sEACgy8h2yr+Xi4qKgoCA9+eSTqlGjhqKiomxUFgAAwL2pTZs2GjFihMaNG6cyZcrI29tbb731lqU9OjpaTz31lNzc3OTh4aHnn39e58+ftzrG6tWr1axZMzk5OcnT01NPP/20pS01NVVjxoxRxYoV5erqqhYtWmjbtm15rm/Xrl16/PHH5enpKbPZrNatW2v37t1WfUwmk+bOnatOnTrJ1dVVU6ZMUWZmpvr166eqVavK2dlZtWrV0pw5c/J83szMTL3yyisqVaqUypYtq3Hjxun6pYOysrI0depUyzkaNmyoFStW5PkckvTdd9+pcePGcnJyUrVq1TRp0iRlZGRIkvz8/CRJTz/9tEwmk+V99pT60NBQ+fn5yWw2q1u3brp8+bLluD/++KMefvhhS/0dOnTQ8ePH81UbgHvDbYXs5ORkLV68WO3bt1fFihU1e/ZsPf300zp48KCt6wMAALjnLFy4UK6urtq5c6dmzJiht99+Wxs3blRWVpaeeuopxcXFKSwsTBs3btSJEyfUtWtXy75r167V008/rfbt2+v333/X5s2b1bx5c0v7sGHDFBERoaVLl2rfvn167rnn9K9//UvHjh3LU22XL19W7969tX37dv3yyy+qUaOG2rdvbxUopavB8+mnn9b+/fv10ksvKSsrS5UqVdLy5ct16NAhTZw4Ua+99pqWLVuWp/POnDlTISEh+u9//6vt27crLi5O33zzjVWfqVOn6quvvtK8efN08OBBjR49Wj169FBYWFiezvHzzz+rV69eGjlypA4dOqTPPvtMISEhmjJliqSrv2CQpAULFigmJsbyXpKOHz+ub7/9VmvWrNGaNWsUFhamadOmWdqTkpL0yiuv6LffftPmzZtVokQJPf3008rKyspTbQDuIUY+de3a1XB1dTW8vLyMoUOHGjt27MjvIYqdhIQEQ5KRkJBQ2KUAAIBirnXr1sbDDz9sta1Zs2bG+PHjjQ0bNhh2dnZGdHS0pe3gwYOGJOPXX381DMMwAgICjO7du+d67JMnTxp2dnbGmTNnrLa3bdvWmDBhgmEYhrFgwQLDbDZb2t58802jYcOGN6w3MzPTcHd3N1avXm3ZJskYNWrULa916NChRpcuXW7ZzzAMw8fHx5gxY4blfXp6ulGpUiXjqaeeMgzDMP755x/DxcUlx789+/XrZ7zwwguGYRjG1q1bDUnG33//bRhGzmtt27at8e6771rtHxoaavj4+Fhd2zfffGPV58033zRcXFyMxMREy7axY8caLVq0uOH1XLhwwZBk7N+//5bXDuDOFaXMVjK/odzOzk7Lli1TUFCQ7OzsrNoOHDigevXq3XnyBwAAuIc1aNDA6r2Pj49iY2N1+PBh+fr6ytfX19JWp04dlSpVSocPH1azZs20Z88e9e/fP9fj7t+/X5mZmapZs6bV9tTUVJUtWzZPtZ0/f16vv/66tm3bptjYWGVmZio5OVnR0dFW/Zo2bZpj308++UT//e9/FR0drZSUFKWlpeVp5fKEhATFxMSoRYsWlm0lS5ZU06ZNLVPG//zzTyUnJ+vxxx+32jctLU0PPvhgnq5t7969Cg8Pt4xcS1enqf/zzz9KTk6+6SNq/fz85O7ubnmf/T3LduzYMU2cOFE7d+7UxYsXLSPY0dHR/PsYuM/kO2QvXrzY6v3ly5f1v//9T1988YUiIyN5pBcAAMAt2NvbW703mUx5nlbs7Ox8w7YrV67Izs5OkZGROQZD3Nzc8nT83r1769KlS5ozZ46qVKkiR0dHBQQEKC0tzaqfq6ur1fulS5dqzJgxmjlzpgICAuTu7q733ntPO3fuzNN5b+XKlSuSrk6Xr1ixolWbo6Njno8xadIkPfPMMznanJycbrrvrb5nHTt2VJUqVTR//nxVqFBBWVlZqlevXo7PDcC9L98hO9tPP/2kL7/8UitXrlSFChX0zDPP6JNPPrFlbQAAAPeV2rVr69SpUzp16pRlNPvQoUOKj49XnTp1JF0dBd+8ebP69u2bY/8HH3xQmZmZio2N1SOPPHJbNYSHh+vTTz9V+/btJUmnTp3SxYsX87Rfy5YtNWTIEMu2vC78ZTab5ePjo507d6pVq1aSpIyMDEVGRqpx48aSro7oOzo6Kjo6Wq1bt87vZUmSGjdurCNHjsjf3/+Gfezt7fM9aHTp0iUdOXJE8+fPt3zu27dvv60aARR/+QrZ586dU0hIiL788kslJibq+eefV2pqqr799lvLX/wAAAC4Pe3atVP9+vXVvXt3zZ49WxkZGRoyZIhat25tmZ795ptvqm3btqpevbq6deumjIwMrVu3TuPHj1fNmjXVvXt39erVSzNnztSDDz6oCxcuaPPmzWrQoIGCg4NvWUONGjUUGhqqpk2bKjExUWPHjr3p6Pm1+3311Vdav369qlatqtDQUO3atUtVq1bN07WPHDlS06ZNU40aNfTAAw9o1qxZio+Pt7S7u7trzJgxGj16tLKysvTwww8rISFB4eHh8vDwUO/evW95jokTJ6pDhw6qXLmynn32WZUoUUJ79+7VgQMHNHnyZElXp4Vv3rxZgYGBcnR0VOnSpW953NKlS6ts2bL6/PPP5ePjo+joaP373//O03UDuPfkeXXxjh07qlatWtq3b59mz56ts2fP6qOPPirI2gAAAIoNwzAUl5SmU3HJiktKy/H4qbwwmUz67rvvVLp0abVq1Urt2rVTtWrV9PXXX1v6tGnTRsuXL9f333+vRo0a6bHHHtOvv/5qaV+wYIF69eqlV199VbVq1VLnzp21a9cuVa5cOU81fPnll/r777/VuHFj9ezZUyNGjFC5cuVuud/AgQP1zDPPqGvXrmrRooUuXbpkNap9K6+++qp69uyp3r17W6abX/toMkl655139MYbb2jq1KmqXbu2/vWvf2nt2rV5DvJBQUFas2aNNmzYoGbNmumhhx7SBx98oCpVqlj6zJw5Uxs3bpSvr2+e7/UuUaKEli5dqsjISNWrV0+jR4/We++9l+drB3BvMRl5/D9AyZIlNWLECA0ePFg1atSwbLe3t9fevXvv6ZHsxMREmc1mJSQkyMPDo7DLAQAARUhCSrpWRp7Wwh1ROhmXbNlepYyLerf0U5cmlWR2tr/JEQAAd6ooZbY8j2Rv375dly9fVpMmTdSiRQt9/PHHebo/52bmzp2rBg0ayMPDQx4eHgoICNAPP/xgaf/nn380dOhQlS1bVm5uburSpYvOnz9vdYzo6GgFBwfLxcVF5cqV09ixY5WRkWHVZ9u2bWrcuLEcHR3l7++vkJCQO6obAABAksKOXlDA1M16Z80hRV8TsCUpOi5Z76w5pICpmxV29EIhVQgAuNvyHLIfeughzZ8/XzExMRo4cKCWLl1qWTlx48aNunz5cr5PXqlSJU2bNk2RkZH67bff9Nhjj+mpp57SwYMHJUmjR4/W6tWrtXz5coWFhens2bNWq0FmZmYqODhYaWlp2rFjhxYuXKiQkBBNnDjR0uevv/5ScHCwHn30Ue3Zs0ejRo3Syy+/rPXr1+e7XgAAgGxhRy+o74JflZKeKUPS9VMDs7elpGeq74Jf7/ug7ebmdsPXzz//XNjlAYDN5Hm6eG6OHDmiL7/8UqGhoYqPj9fjjz+u77///o4KKlOmjN577z09++yz8vLy0pIlS/Tss89Kkv744w/Vrl1bEREReuihh/TDDz+oQ4cOOnv2rMqXLy9JmjdvnsaPH68LFy7IwcFB48eP19q1a3XgwAHLObp166b4+Hj9+OOPeaqpKE09AAAAhS8hJV0BUzdfDdh5+JeUySQ529spYkLb+3bq+J9//nnDtooVK+ZpcTUAuJGilNnyPJKdm1q1amnGjBk6ffq0/ve//91RIZmZmVq6dKmSkpIUEBCgyMhIpaenq127dpY+DzzwgCpXrqyIiAhJUkREhOrXr28J2NLVBS0SExMto+ERERFWx8juk32M3KSmpioxMdHqBQAAkG1l5GmlpOUtYEuSYUgpaZlatft0wRZWhPn7+9/wRcAGcC+5o5Cdzc7OTp07d76tUez9+/fLzc1Njo6OGjRokL755hvVqVNH586dk4ODg0qVKmXVv3z58jp37pykq48UuzZgZ7dnt92sT2JiolJSUnKtaerUqTKbzZZX9nMqAQAADMPQwh1Rt7VvSHjUba06DgAoPmwSsu9ErVq1tGfPHu3cuVODBw9W7969dejQoUKtacKECUpISLC8Tp06Vaj1AACAouPv5HSdjEvOcQ/2rRiSTsYlKz45vSDKAgAUESULuwAHBwf5+/tLkpo0aaJdu3Zpzpw56tq1q9LS0hQfH281mn3+/Hl5e3tLkry9va2eC5ndnt2W/d/rVyQ/f/68PDw8bjg1ydHRUY6Ojja5PgAAcG9JSs24daebuJKaodKuDjaqBgBQ1BT6SPb1srKylJqaqiZNmsje3l6bN2+2tB05ckTR0dEKCAiQJAUEBGj//v2KjY219Nm4caM8PDwsz+0OCAiwOkZ2n+xjAAAA5Ier452NUbjdYP+QkJAct8ndislk0rfffntH9QAAbKtQR7InTJigJ598UpUrV9bly5e1ZMkSbdu2TevXr5fZbFa/fv30yiuvqEyZMvLw8NDw4cMVEBCghx56SJL0xBNPqE6dOurZs6dmzJihc+fO6fXXX9fQoUMtI9GDBg3Sxx9/rHHjxumll17Sli1btGzZMq1du7YwLx0AABRTpV3sVaWMi6LzOWXcJKlyGReVcsl9dfGuXbuqffv2NqkRAFB4CjVkx8bGqlevXoqJiZHZbFaDBg20fv16Pf7445KkDz74QCVKlFCXLl2UmpqqoKAgffrpp5b97ezstGbNGg0ePFgBAQFydXVV79699fbbb1v6VK1aVWvXrtXo0aM1Z84cVapUSV988YWCgoLu+vUCAIDiz2QyqXdLP72zJm9ryBiZ6TLZXQ3WfQL9ZDKZcu3n7OzMKtsAcA+4o+dk3y+K0jPXAACA7bRp00b169eXnZ2dFi5cKAcHB02ePFkvvviihg0bphUrVqh8+fL66KOP9OSTT0qSwsLC9MqrY/T7nj0q4eQu13ptVapVT5lK2EmSzi35txy8qkgmOyUd2iZ7ryqq8OJUJUV+J8+zOxT1118qU6aMOnbsqBkzZsjNzU3S1enio0aNUnx8vKW+uXPn6v3339epU6dUtWpVvf766+rZs6el3WQy6ZtvvlHnzp0lXX1qy8iRIxURESEXFxd16dJFs2bNspwDAO5VRSmzFbl7sgEAAO6mhQsXytPTU7/++quGDx+uwYMH67nnnlPLli21e/duPfHEE+rZs6eSk5N15swZtW/fXg+1aK6Q1WEqGzREV/ZtUMKOpVbHvHJgi0x2JeXdfYY8g4ZKkp5vWlkff/SRDh48qIULF2rLli0aN27cDev65ptvNHLkSL366qs6cOCABg4cqL59+2rr1q259k9KSlJQUJBKly6tXbt2afny5dq0aZOGDRtmuw8LAHBLjGTnQVH6rQgAALCdNm3aKDMzUz///LMkKTMzU2azWc8884y++uorSdK5c+fk4+OjiIgIrV69WitXrtThw4dlMpkUdvSCuo6apNjN/1XlUV9LphI6t+TfMtJSVKHPHEmSs4Od5vVoolY1vazOvWLFCg0aNEgXL16UlHMkOzAwUHXr1tXnn39u2ef5559XUlKSZW2Za0ey58+fr/Hjx+vUqVNydXWVJK1bt04dO3bU2bNnVb58+YL7IAGgkBWlzMZINgAAuK81aNDA8rWdnZ3Kli2r+vXrW7Zlh9PY2FgdPnxYAQEBlvuqW9f00oo3+8hIS1H5EkmWfRzKV1flMi6a2LGOfnmtrVrV9NKmTZvUtm1bVaxYUe7u7urZs6cuXbqk5OTkXOs6fPiwAgMDrbYFBgbq8OHDN+zfsGFDS8DO7p+VlaUjR47k81MBANwuQjYAALiv2dtbr/ZtMpmstmUH6qysrFz3d3e62nfZoAD9/sbjerByaXV/uKa2jW2jvoFV5eFkr6ioKHXo0EENGjTQypUrFRkZqU8++USSlJaWVhCXBQAoJIRsAACAPKpdu7YiIiJ07d124eHhcnd3l6+vr0q7OsixZAk52dtZrSIeGRmprKwszZw5Uw899JBq1qyps2fP3vJc4eHhVtvCw8NVp06dG/bfu3evkpKSrPqXKFFCtWrVup3LBQDcBkI2AABAHg0ZMkSnTp3S8OHD9ccff+i7777Tm2++qVdeeUUlStz4n1X+/v5KT0/XRx99pBMnTig0NFTz5s276bnGjh2rkJAQzZ07V8eOHdOsWbO0atUqjRkzJtf+3bt3l5OTk3r37q0DBw5o69atGj58uHr27Mn92ABwFxGyAQDAPccwDMUlpelUXLLiktJkq3VeK1asqHXr1unXX39Vw4YNNWjQIPXr10+vv/76Tfdr2LChZs2apenTp6tevXpavHixpk6detN9OnfurDlz5uj9999X3bp19dlnn2nBggVq06ZNrv1dXFy0fv16xcXFqVmzZnr22WfVtm1bffzxx7d7uQCA28Dq4nlQlFaqAwAAN5aQkq6Vkae1cEeUTsb9/wXFqpRxUe+WfurSpJLMzvY3OQIAoDgqSpmNkJ0HRekbBgAAchd29IIGL4pUSlqmJOnaf+Bk3x3t7GCnuT2aqPV1j9MCABRvRSmzMV0cAAAUe2FHL6jvgl+Vkp4pQ9YBW//33pCUkp6pvgt+VdjRC3e/SADAfYGQDQAAirWElHQNXhR5NUjfYn6eYVwN24MXRSohJf1ulAcAuM8QsgEAQLG2MvK0UtIybxmwsxmGlJKWqVW7TxdsYQCA+xIhGwAAFFuGYWjhjqjb2jckPMpmq44DAJCNkA0AAIqtv5PTdTIuOcc92LdiSDoZl6z4ZKaMAwBsi5ANAACKraTUjDva/8od7g8AwPUI2QAAoNhydSx5R/u73eH+AABcj5ANAACKrdIu9qpSxsXyHOy8MkmqUsZFpVzsC6IsAMB9jJANAACKLZPJpN4t/W5r3z6BfjKZ8hvPAQC4OUI2AAAo1ro0qSRnBzvlNS+XMEnODnZ6pnGlgi0MAHBfImQDAIBizexsr7k9msgk3TJoZ7fP69FEZmemigMAbI+QDQAAir3WNb20oG9zOdvbXQ3b17Vnb3O2t1NI3+ZqVdPr7hcJALgvsKQmAAC4J7Su6aWICW21avdphYRH6WRcsqWtchkX9Qn0U5cmleThxAg2AKDgmAzDMAq7iKIuMTFRZrNZCQkJ8vDwKOxyAADALRiGofjkdF1JzZCbY0mVcrFnkTMAuIcVpczGSDYAALjnmEwmlXZ1UGlXh8IuBQBwn+GebAAAAAAAbISQDQAAAACAjRCyAQAAAACwEUI2AAAAAAA2QsgGAAAAAMBGCNkAAAAAANgIIRsAAAAAABshZAMAAAAAYCOEbAAAAAAAbISQDQAAAACAjRCyAQAAAACwEUI2AAAAAAA2QsgGAAAAAMBGCNkAAAAAANgIIRsAAAAAABshZAMAAAAAYCOEbAAAAAAAbISQDQAAAACAjRCygULQp08fde7cOc/9t23bJpPJpPj4eElSSEiISpUqVSC1AQAAALh9hGygGOratauOHj1a2GUAAAAAuE7Jwi4AQP45OzvL2dm5sMsAAAAAcB1GsnFfa9OmjYYNG6Zhw4bJbDbL09NTb7zxhgzDkCSlpqZqzJgxqlixolxdXdWiRQtt27bNsn/2tO3169erdu3acnNz07/+9S/FxMRY+mRmZuqVV15RqVKlVLZsWY0bN85y/GypqakaMWKEypUrJycnJz388MPatWvXDeu+frr4W2+9pUaNGik0NFR+fn4ym83q1q2bLl++fNvnAAAAAJB/hGzc9xYuXKiSJUvq119/1Zw5czRr1ix98cUXkqRhw4YpIiJCS5cu1b59+/Tcc8/pX//6l44dO2bZPzk5We+//75CQ0P1008/KTo6WmPGjLG0z5w5UyEhIfrvf/+r7du3Ky4uTt98841VDePGjdPKlSu1cOFC7d69W/7+/goKClJcXFyer+P48eP69ttvtWbNGq1Zs0ZhYWGaNm2aTc8BAAAA4BYM3FJCQoIhyUhISCjsUmBjrVu3NmrXrm1kZWVZto0fP96oXbu2cfLkScPOzs44c+aM1T5t27Y1JkyYYBiGYSxYsMCQZPz555+W9k8++cQoX7685b2Pj48xY8YMy/v09HSjUqVKxlNPPWUYhmFcuXLFsLe3NxYvXmzpk5aWZlSoUMGy39atWw1Jxt9//205r9lstvR/8803DRcXFyMxMdGybezYsUaLFi3yfA4AAACguCpKmY17snHfe+ihh2QymSzvAwICNHPmTO3fv1+ZmZmqWbOmVf/U1FSVLVvW8t7FxUXVq1e3vPfx8VFsbKwkKSEhQTExMWrRooWlvWTJkmratKllyvjx48eVnp6uwMBASx97e3s1b95chw8fzvN1+Pn5yd3dPdc6bHUOAAAAADdHyAZu4MqVK7Kzs1NkZKTs7Oys2tzc3Cxf29vbW7WZTKYc91zfDbnVkZWVddfrAAAAAO5n3JON+97OnTut3v/yyy+qUaOGHnzwQWVmZio2Nlb+/v5WL29v7zwd22w2y8fHx+ocGRkZioyMtLyvXr26HBwcFB4ebtmWnp6uXbt2qU6dOnd4dXfvHAAAAAAYyQYUHR2tV155RQMHDtTu3bv10UcfaebMmapZs6a6d++uXr16aebMmXrwwQd14cIFbd68WQ0aNFBwcHCejj9y5EhNmzZNNWrU0AMPPKBZs2YpPj7e0u7q6qrBgwdr7NixKlOmjCpXrqwZM2YoOTlZ/fr1s8k13o1zAAAAACBk4x5lGIb+Tk5XUmqGXB1LqrSLvdV919fq1auXUlJS1Lx5c9nZ2WnkyJEaMGCAJGnBggWaPHmyXn31VZ05c0aenp566KGH1KFDhzzX8uqrryomJka9e/dWiRIl9NJLL+npp59WQkKCpc+0adOUlZWlnj176vLly2ratKnWr1+v0qVL39kHcY27cQ4AAADgfmcyCuPm0WImMTFRZrNZCQkJ8vDwKOxycBMJKelaGXlaC3dE6WRcsmV7lTIu6t3ST12aVJLZ+f/fu9ymTRs1atRIs2fPLoRqAQAAANhCUcpsjGTjnhF29IIGL4pUSlpmjrbouGS9s+aQ3t9wRHN7NFHrml6FUCEAAACAex0Ln+GeEHb0gvou+FUp6ZkyJF0/PSN7W0p6pvou+FVhRy/c/SIBAAAA3POYLp4HRWnqAXJKSElXwNTNVwN2Hn6aTSbJ2d5OERPaWk0dBwAAAFA8FaXMxkg2ir2VkaeVkpa3gC1JhiGlpGVq1e7TBVsYAAAAgPsOIRvFmmEYWrgj6rb2DQmPEhM5AAAAANgSIRvF2t/J6ToZl5zjHuxbMSSdjEtWfHJ6QZQFAAAA4D5FyEaxlpSacUf7X7nD/QEAAADgWoRsFGuujnf2FDq3O9wfAAAAAK5FyEaxVtrFXlXKuMiUz/1MkqqUcVEpF1YXBwAAAGA7hGwUayaTSb1b+t3Wvn0C/WQy5TeeAwAAAMCNEbJR7HVpUknODnbKa14uYZKcHez0TONKBVsYAAAAgPsOIRvFntnZXnN7NJFJumXQzm6f16OJzM5MFQcAAABgW4Rs3BNa1/TSgr7N5WxvdzVsX9eevc3Z3k4hfZurVU2vu18kAAAAgHseSyvjntG6ppciJrTVqt2nFRIepZNxyZa2ymVc1CfQT12aVJKHEyPYAAAAAAqGyTAMo7CLKOoSExNlNpuVkJAgDw+Pwi4HeWAYhuKT03UlNUNujiVVysWeRc4AAACAe1RRymyMZOOeZDKZVNrVQaVdHQq7FAAAAAD3Ee7JBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYSKGG7KlTp6pZs2Zyd3dXuXLl1LlzZx05csSqT5s2bWQymaxegwYNsuoTHR2t4OBgubi4qFy5cho7dqwyMjKs+mzbtk2NGzeWo6Oj/P39FRISUtCXBwAAAAC4zxRqyA4LC9PQoUP1yy+/aOPGjUpPT9cTTzyhpKQkq379+/dXTEyM5TVjxgxLW2ZmpoKDg5WWlqYdO3Zo4cKFCgkJ0cSJEy19/vrrLwUHB+vRRx/Vnj17NGrUKL388stav379XbtWAAAAAMC9z2QYhlHYRWS7cOGCypUrp7CwMLVq1UrS1ZHsRo0aafbs2bnu88MPP6hDhw46e/asypcvL0maN2+exo8frwsXLsjBwUHjx4/X2rVrdeDAAct+3bp1U3x8vH788cdb1pWYmCiz2ayEhAR5eHjc+YUCAAAAAGymKGW2InVPdkJCgiSpTJkyVtsXL14sT09P1atXTxMmTFBycrKlLSIiQvXr17cEbEkKCgpSYmKiDh48aOnTrl07q2MGBQUpIiIi1zpSU1OVmJho9QIAAAAA4FZKFnYB2bKysjRq1CgFBgaqXr16lu0vvviiqlSpogoVKmjfvn0aP368jhw5olWrVkmSzp07ZxWwJVnenzt37qZ9EhMTlZKSImdnZ6u2qVOnatKkSTa/RgAAAADAva3IhOyhQ4fqwIED2r59u9X2AQMGWL6uX7++fHx81LZtWx0/flzVq1cvkFomTJigV155xfI+MTFRvr6+BXIuAAAAAMC9o0hMFx82bJjWrFmjrVu3qlKlSjft26JFC0nSn3/+KUny9vbW+fPnrfpkv/f29r5pHw8Pjxyj2JLk6OgoDw8PqxcAAAAAALdSqCHbMAwNGzZM33zzjbZs2aKqVavecp89e/ZIknx8fCRJAQEB2r9/v2JjYy19Nm7cKA8PD9WpU8fSZ/PmzVbH2bhxowICAmx0JQAAAAAAFHLIHjp0qBYtWqQlS5bI3d1d586d07lz55SSkiJJOn78uN555x1FRkYqKipK33//vXr16qVWrVqpQYMGkqQnnnhCderUUc+ePbV3716tX79er7/+uoYOHSpHR0dJ0qBBg3TixAmNGzdOf/zxhz799FMtW7ZMo0ePLrRrBwAAAADcewr1EV4mkynX7QsWLFCfPn106tQp9ejRQwcOHFBSUpJ8fX319NNP6/XXX7eawn3y5EkNHjxY27Ztk6urq3r37q1p06apZMn/f8v5tm3bNHr0aB06dEiVKlXSG2+8oT59+uSpzqK0HDwAAAAAwFpRymxF6jnZRVVR+oYBAAAAAKwVpcxWJBY+AwAAAADgXkDIBgAAAADARgjZAAAAAADYCCEbAAAAAAAbIWQDAAAAAGAjhGwAAAAAAGyEkA0AAAAAgI0QsgEAAAAAsBFCNgAAAAAANkLIBgAAAADARgjZAAAAAADYCCEbKGL8/Pw0e/bswi4DAAAAwG0oWdgFAEVRmzZt1KhRo0IJu7t27ZKrq+tdPy8AAACAO0fIBooYLy+vwi4BAAAAwG1iujhwnT59+igsLExz5syRyWSSyWTS8ePH1a9fP1WtWlXOzs6qVauW5syZY7VfRkaGRowYoVKlSqls2bIaP368evfurc6dO1v6XL58Wd27d5erq6t8fHz0wQcfqE2bNho1apSlz/XTxWfNmqX69evL1dVVvr6+GjJkiK5cuWJpP3nypDp27KjSpUvL1dVVdevW1bp16yztBw8eVIcOHeTh4SF3d3c98sgjOn78uKSro+aPP/64PD09ZTab1bp1a+3evdu2HygAAABwHyFkA9eZM2eOAgIC1L9/f8XExCgmJkaVKlVSpUqVtHz5ch06dEgTJ07Ua6+9pmXLlln2mz59uhYvXqwFCxYoPDxciYmJ+vbbb62O/corryg8PFzff/+9Nm7cqJ9//vmWobZEiRL68MMPdfDgQS1cuFBbtmzRuHHjLO1Dhw5VamqqfvrpJ+3fv1/Tp0+Xm5ubJOnMmTNq1aqVHB0dtWXLFkVGRuqll15SRkaGpKuhv3fv3tq+fbt++eUX1ahRQ+3bt9fly5dt9GkCAAAA9xemiwPXMZvNcnBwkIuLi7y9vS3bJ02aZPm6atWqioiI0LJly/T8889Lkj766CNNmDBBTz/9tCTp448/thpRvnz5shYuXKglS5aobdu2kqQFCxaoQoUKN63n+lHuyZMna9CgQfr0008lSdHR0erSpYvq168vSapWrZql/yeffCKz2aylS5fK3t5eklSzZk1L+2OPPWZ1rs8//1ylSpVSWFiYOnTocItPCgAAAMD1GMkG8uiTTz5RkyZN5OXlJTc3N33++eeKjo6WJCUkJOj8+fNq3ry5pb+dnZ2aNGlieX/ixAmlp6db9TGbzapVq9ZNz7tp0ya1bdtWFStWlLu7u3r27KlLly4pOTlZkjRixAhNnjxZgYGBevPNN7Vv3z7Lvnv27NEjjzxiCdjXO3/+vPr3768aNWrIbDbLw8NDV65csVwXAAAAgPwhZAN5sHTpUo0ZM0b9+vXThg0btGfPHvXt21dpaWkFet6oqCh16NBBDRo00MqVKxUZGalPPvlEkiznfvnll3XixAn17NlT+/fvV9OmTfXRRx9JkpydnW96/N69e2vPnj2aM2eOduzYoT179qhs2bIFfl0AAADAvYqQDeTCwcFBmZmZlvfh4eFq2bKlhgwZogcffFD+/v6WxcOkqyPS5cuX165duyzbMjMzre63rlatmuzt7a36JCQk6OjRozesIzIyUllZWZo5c6Yeeugh1axZU2fPns3Rz9fXV4MGDdKqVav06quvav78+ZKkBg0a6Oeff1Z6enquxw8PD9eIESPUvn171a1bV46Ojrp48WIePiEAAAAAuSFkA7nw8/PTzp07FRUVpYsXL6pGjRr67bfftH79eh09elRvvPGGVViWpOHDh2vq1Kn67rvvdOTIEY0cOVJ///23TCaTJMnd3V29e/fW2LFjtXXrVh08eFD9+vVTiRIlLH2u5+/vr/T0dH300Uc6ceKEQkNDNW/ePKs+o0aN0vr16/XXX39p9+7d2rp1q2rXri1JGjZsmBITE9WtWzf99ttvOnbsmEJDQ3XkyBFJUo0aNRQaGqrDhw9r586d6t69+y1HvwEAAADcGCEb9xXDMBSXlKZTccmKS0qTYRi59hszZozs7OxUp04deXl5KSgoSM8884y6du2qFi1a6NKlSxoyZIjVPuPHj9cLL7ygXr16KSAgQG5ubgoKCpKTk5Olz6xZsxQQEKAOHTqoXbt2CgwMVO3ata36XKthw4aaNWuWpk+frnr16mnx4sWaOnWqVZ/MzEwNHTpUtWvX1r/+9S/VrFnTsiha2bJltWXLFl25ckWtW7dWkyZNNH/+fMs92l9++aX+/vtvNW7cWD179tSIESNUrly52/58AQAAgPudybhRyoBFYmKizGazEhIS5OHhUdjl4DYkpKRrZeRpLdwRpZNxyZbtVcq4qHdLP3VpUklm59wXB7tdWVlZql27tp5//nm98847ufZJSkpSxYoVNXPmTPXr18+m5wcAAADuF0Ups/EIL9zzwo5e0OBFkUpJy8zRFh2XrHfWHNL7G45obo8mal3T67bPc/LkSW3YsEGtW7dWamqqPv74Y/3111968cUXLX1+//13/fHHH2revLkSEhL09ttvS5Keeuqp2z4vAAAAgKKD6eK4p4UdvaC+C35VSnqmDEnXT9vI3paSnqm+C35V2NELt32uEiVKKCQkRM2aNVNgYKD279+vTZs2We6Pzvb++++rYcOGateunZKSkvTzzz/L09Pzts8LAAAAoOhgungeFKWpB8i7hJR0BUzdfDVg5+Gn3GSSnO3tFDGhrc2njgMAAAAoOEUpszGSjXvWysjTSknLW8CWJMOQUtIytWr36YItDAAAAMA9i5CNe5JhGFq4I+q29g0Jj7rhquMAAAAAcDOEbNyT/k5O18m45Bz3YN+KIelkXLLik9MLoiwAAAAA9zhCNu5JSakZd7T/lTvcHwAAAPh/7d15VFXl/j/w9xE4cA6cAygIDiCWikNEiorAVwlFwazrQOlV66qRYpmt682KLMuu14u3a5OEQ6UiLsuhrkOKGiIoKjmCQhAGDlhhloiCgIJ8fn/4Yy+3jOaRyfdrLdZyP/vZz/Ps8+Hg/uxnD/RgYpJNLZK15b29nc7mHrcnIiIiIqIHE5NsapHs9Rbo1FoPzV1upwHQqbUedno+XZyIiIiIiO4ek2xqkTQaDSb5uv2pbSf7uUGjudv0nIiIiIiIiEk2tWAhXh2h05qhvvlyKw2g05phTJ+O93dgRERERETUYjHJphbLVmeBpc96QQPUmWhXrl/2rBdsdbxUnIiIiIiI/hwm2dSi+XdzxKop/aGzMLuVbN+xvrJMZ2GG6Cn9MaibY8MPkoiIiIiIWgw+QplaPP9ujkh+cwj+d/xnRB84i3P5xco619Z6TPZzQ4hXRxitOINNRERERET3RiMi0tiDaOquXr0KW1tbXLlyBUajsbGHQ/dARFBQXIai6+WwsTSHnd6CDzkjIiIiImrmmlLOxplseqBoNBrYW2thb61t7KEQEREREVELxHuyiYiIiIiIiEyESTYRERERERGRiTDJJiIiIiIiIjIRJtlEREREREREJsIkm4iIiIiIiMhEmGQTERERERERmQiTbCIiIiIiIiITYZJNREREREREZCJMsomIiIiIiIhMhEk2ERERERERkYkwySYiIiIiIiIyESbZRERERERERCZi3tgDaA5EBABw9erVRh4JERERERER3akyV6vM3RoTk+x6KCwsBAC4uLg08kiIiIiIiIioJoWFhbC1tW3UMWikKaT6TVxFRQV+/fVXGAwGaDSaxh4O4daZKhcXF5w/fx5Go7Gxh0Mmxvi2bIxvy8b4tmyMb8vG+LZsLT2+IoLCwkK0b98erVo17l3RnMmuh1atWqFjx46NPQyqhtFobJF/JOgWxrdlY3xbNsa3ZWN8WzbGt2VryfFt7BnsSnzwGREREREREZGJMMkmIiIiIiIiMhEm2dQsWVpa4t1334WlpWVjD4XuA8a3ZWN8WzbGt2VjfFs2xrdlY3wbDh98RkRERERERGQinMkmIiIiIiIiMhEm2UREREREREQmwiSbiIiIiIiIyESYZFODiIiIQL9+/WAwGNC2bVuMGjUKWVlZVeolJydj8ODBsLa2htFoxKBBg1BSUqKsz8/Px8SJE2E0GmFnZ4fQ0FAUFRWp2jh58iQGDhwIKysruLi44P3336/Sz8aNG9G9e3dYWVnBw8MDsbGxpt/pB0h94nvhwgU899xzcHZ2hrW1Nfr06YNvvvlGVYfxbZqWLl2KRx99VHmvpo+PD3bs2KGsLy0txYwZM9CmTRvY2NggJCQEv/32m6qN3NxcjBgxAnq9Hm3btsVrr72G8vJyVZ3ExET06dMHlpaW6NKlC6Kjo6uMJSoqCm5ubrCysoK3tzcOHz58X/b5QVJbfPPz8zFz5ky4u7tDp9PB1dUVr7zyCq5cuaJqg/Ftuur6/lYSEQwfPhwajQabN29WrWN8m676xJfHVs1bXTHm8VUTJUQNICgoSFatWiXp6emSmpoqTzzxhLi6ukpRUZFS5+DBg2I0GiUiIkLS09Plxx9/lPXr10tpaalSJzg4WDw9PeX777+XpKQk6dKli4wfP15Zf+XKFXFycpKJEydKenq6fPXVV6LT6WT58uVKnQMHDoiZmZm8//77kpGRIW+//bZYWFhIWlpaw3wYLVB94jt06FDp16+fHDp0SHJycmT+/PnSqlUrOX78uFKH8W2atm7dKtu3b5dTp05JVlaWzJkzRywsLCQ9PV1ERKZPny4uLi4SHx8vR48elQEDBoivr6+yfXl5uTzyyCMSGBgoKSkpEhsbKw4ODvLmm28qdU6fPi16vV7+8Y9/SEZGhkRGRoqZmZns3LlTqbNu3TrRarWycuVK+eGHH2Tq1KliZ2cnv/32W8N9GC1QbfFNS0uTMWPGyNatWyU7O1vi4+Ola9euEhISomzP+DZtdX1/K3344YcyfPhwASCbNm1Syhnfpq2u+PLYqvmrK8Y8vmqamGRTo7h48aIAkL179ypl3t7e8vbbb9e4TUZGhgCQI0eOKGU7duwQjUYjv/zyi4iILFmyROzt7eX69etKnTfeeEPc3d2V5bFjx8qIESNUbXt7e0tYWNg97xfdUl18ra2tJSYmRlWvdevW8vnnn4sI49vc2NvbyxdffCEFBQViYWEhGzduVNZlZmYKAElOThYRkdjYWGnVqpVcuHBBqbN06VIxGo1KLF9//XXp1auXqo9x48ZJUFCQsty/f3+ZMWOGsnzz5k1p3769RERE3Jd9fJBVxrc6GzZsEK1WK2VlZSLC+DZHd8Y3JSVFOnToIHl5eVWSbMa3+bk9vjy2aplujzGPr5omXi5OjaLyUsPWrVsDAC5evIhDhw6hbdu28PX1hZOTE/z9/bF//35lm+TkZNjZ2aFv375KWWBgIFq1aoVDhw4pdQYNGgStVqvUCQoKQlZWFi5fvqzUCQwMVI0nKCgIycnJ92dnH0B3xhcAfH19sX79euTn56OiogLr1q1DaWkpHn/8cQCMb3Nx8+ZNrFu3DteuXYOPjw+OHTuGsrIy1WfevXt3uLq6Kp95cnIyPDw84OTkpNQJCgrC1atX8cMPPyh1aovbjRs3cOzYMVWdVq1aITAwkLE1oTvjW50rV67AaDTC3NwcAOPbnFQX3+LiYkyYMAFRUVFwdnausg3j23zcGV8eW7U81X2HeXzVNDHJpgZXUVGBv//97/Dz88MjjzwCADh9+jQAYN68eZg6dSp27tyJPn36YMiQIfjpp58A3LrnpG3btqq2zM3N0bp1a1y4cEGpc/uBAABlua46levp3lQXXwDYsGEDysrK0KZNG1haWiIsLAybNm1Cly5dADC+TV1aWhpsbGxgaWmJ6dOnY9OmTejZsycuXLgArVYLOzs7Vf3bP/N7idvVq1dRUlKCP/74Azdv3mRs75Oa4nunP/74A/Pnz8e0adOUMsa36astvrNmzYKvry9GjhxZ7baMb9NXU3x5bNVy1PYd5vFV02Te2AOgB8+MGTOQnp6uOpNaUVEBAAgLC8OUKVMAAL1790Z8fDxWrlyJiIiIRhkr3b3q4gsAc+fORUFBAXbv3g0HBwds3rwZY8eORVJSEjw8PBpptFRf7u7uSE1NxZUrV/D1119j0qRJ2Lt3b2MPi0ykpvjenmhfvXoVI0aMQM+ePTFv3rzGGyzdtZrim52djT179iAlJaWxh0j3oKb48tiq5ajtbzSPr5omJtnUoF5++WVs27YN+/btQ8eOHZXydu3aAUCVmZMePXogNzcXAODs7IyLFy+q1peXlyM/P1+5xM3Z2bnKU40rl+uqU91lcnR3aopvTk4OPv30U6Snp6NXr14AAE9PTyQlJSEqKgrLli1jfJs4rVarnBX38vLCkSNH8Mknn2DcuHG4ceMGCgoKVLPZt3/mzs7OVZ4iXN+4GY1G6HQ6mJmZwczMjLG9T2qK7/LlywEAhYWFCA4OhsFgwKZNm2BhYaFsy/g2fTXFV6fTIScnp8qVKCEhIRg4cCASExMZ32agpviGh4cD4LFVS1BTjF9//XUeXzVRvFycGoSI4OWXX8amTZuwZ88edO7cWbXezc0N7du3r/Lap1OnTqFTp04AAB8fHxQUFODYsWPK+j179qCiogLe3t5KnX379qGsrEypExcXB3d3d9jb2yt14uPjVf3ExcXVeP8h1a2u+BYXFwO4dQ/e7czMzJQz7Yxv81JRUYHr16/Dy8sLFhYWqs88KysLubm5ymfu4+ODtLQ01X/ycXFxMBqNysFfXXHTarXw8vJS1amoqEB8fDxjex9Uxhe4NYM9bNgwaLVabN26FVZWVqq6jG/zUxnf8PBwnDx5EqmpqcoPAHz00UdYtWoVAMa3OaqML4+tWq7KGPP4qglr7Cev0YPhxRdfFFtbW0lMTJS8vDzlp7i4WKnz0UcfidFolI0bN8pPP/0kb7/9tlhZWUl2drZSJzg4WHr37i2HDh2S/fv3S9euXVWvICgoKBAnJyd57rnnJD09XdatWyd6vb7KKwjMzc1l0aJFkpmZKe+++y5fQXCP6orvjRs3pEuXLjJw4EA5dOiQZGdny6JFi0Sj0cj27duVdhjfpik8PFz27t0rZ86ckZMnT0p4eLhoNBr57rvvROTWK7xcXV1lz549cvToUfHx8REfHx9l+8pXAA0bNkxSU1Nl586d4ujoWO0rgF577TXJzMyUqKioal8BZGlpKdHR0ZKRkSHTpk0TOzs71VOP6e7VFt8rV66It7e3eHh4SHZ2tur7XV5eLiKMb1NX1/f3TqjhFV6Mb9NUV3x5bNX81RZjHl81XUyyqUEAqPZn1apVqnoRERHSsWNH0ev14uPjI0lJSar1ly5dkvHjx4uNjY0YjUaZMmWKFBYWquqcOHFC/u///k8sLS2lQ4cOsnDhwirj2bBhg3Tr1k20Wq306tVL9YeI7l594nvq1CkZM2aMtG3bVvR6vTz66KNVXjnB+DZNzz//vHTq1Em0Wq04OjrKkCFDVAfoJSUl8tJLL4m9vb3o9XoZPXq05OXlqdo4e/asDB8+XHQ6nTg4OMirr76qvAKqUkJCgjz22GOi1WrloYceqvL3QUQkMjJSXF1dRavVSv/+/eX777+/L/v8IKktvgkJCTV+v8+cOaO0wfg2XXV9f+90Z5Itwvg2ZfWJL4+tmre6Yszjq6ZJIyLSsHPnRERERERERC0T78kmIiIiIiIiMhEm2UREREREREQmwiSbiIiIiIiIyESYZBMRERERERGZCJNsIiIiIiIiIhNhkk1ERERERERkIkyyiYiIiIiIiEyESTYRERERERGRiTDJJiIioibp7Nmz0Gg0SE1NrbVeVlYWnJ2dUVhY2CDjmjx5MkaNGnVPbWRkZKBjx464du2aaQZFRERNBpNsIiJqFMnJyTAzM8OIESMaeyj33YABAzB9+nRV2bJly6DRaBAdHa0qnzx5MgYOHFivdk2R7NUmOjoaGo0GwcHBqvKCggJoNBokJibet77vxptvvomZM2fCYDD86TbOnz+P8ePHIzg4GEOHDkVSUpJq/blz56DT6VBUVHSvwwUA9OzZEwMGDMCHH35okvaIiKjpYJJNRESNYsWKFZg5cyb27duHX3/99b72JSIoLy+/r33UJiAgoEpCmpCQABcXlyrliYmJGDx4cMMNDsCNGzdqXGdubo7du3cjISGhAUdUf7m5udi2bRsmT558T+24uLhg1qxZKCkpQXJyMr777jvV+i1btiAgIAA2Njb31M/tpkyZgqVLlzbq7yYREZkek2wiImpwRUVFWL9+PV588UWMGDFCNZs7YcIEjBs3TlW/rKwMDg4OiImJAQBUVFQgIiICnTt3hk6ng6enJ77++mulfmJiIjQaDXbs2AEvLy9YWlpi//79yMnJwciRI+Hk5AQbGxv069cPu3fvVvWVl5eHESNGQKfToXPnzvjyyy/h5uaGjz/+WKlTUFCAF154AY6OjjAajRg8eDBOnDhR4/4GBAQgKysLFy5cUMr27t2L8PBwVZJ95swZnDt3DgEBAbh58yZCQ0OVfXR3d8cnn3yi1J03bx5Wr16NLVu2QKPRqGaWz58/j7Fjx8LOzg6tW7fGyJEjcfbsWWXbyhnwBQsWoH379nB3d69x7NbW1nj++ecRHh5eY5369AkAX3zxBXr06AErKyt0794dS5YsUa0/fPgwevfuDSsrK/Tt2xcpKSm19gkAGzZsgKenJzp06KCURUdHw87ODtu2bYO7uzv0ej2efvppFBcXY/Xq1XBzc4O9vT1eeeUV3Lx5U9muf//+2Lt3L5YsWYK//OUvqn62bNlSpWzRokVo164d2rRpgxkzZqCsrExZt2bNGvTt2xcGgwHOzs6YMGECLl68qNp+6NChyM/Px969e+vcTyIiaj6YZBMRUYPbsGEDunfvDnd3dzz77LNYuXIlRAQAMHHiRHz77beqy3J37dqF4uJijB49GgAQERGBmJgYLFu2DD/88ANmzZqFZ599tkqyEh4ejoULFyIzMxOPPvooioqK8MQTTyA+Ph4pKSkIDg7GU089hdzcXGWbv/3tb/j111+RmJiIb775Bp999lmV5OiZZ57BxYsXsWPHDhw7dgx9+vTBkCFDkJ+fX+3++vn5wcLCQpkNzsjIQElJCUJDQ3Hp0iWcOXMGwK3ZbSsrK/j4+KCiogIdO3bExo0bkZGRgXfeeQdz5szBhg0bAACzZ8/G2LFjERwcjLy8POTl5cHX1xdlZWUICgqCwWBAUlISDhw4ABsbGwQHB6tmrOPj45GVlYW4uDhs27at1njNmzcPaWlpqhMZt6tPn2vXrsU777yDBQsWIDMzE//+978xd+5crF69GsCtEy9PPvkkevbsiWPHjmHevHmYPXt2reMCgKSkJPTt27dKeXFxMRYvXox169Zh586dSExMxOjRoxEbG4vY2FisWbMGy5cvV/aptLRU2ba0tBQLFixQlgsKCrB//35Vkp2QkICcnBwkJCRg9erViI6OVp0sKisrw/z583HixAls3rwZZ8+erTLbrtVq8dhjj1W5NJ2IiJo5ISIiamC+vr7y8ccfi4hIWVmZODg4SEJCgmo5JiZGqT9+/HgZN26ciIiUlpaKXq+XgwcPqtoMDQ2V8ePHi4hIQkKCAJDNmzfXOZZevXpJZGSkiIhkZmYKADly5Iiy/qeffhIA8tFHH4mISFJSkhiNRiktLVW18/DDD8vy5ctr7MfPz0+mTZsmIiJRUVHyxBNPiIjIsGHDZOXKlSIi8txzz0lAQECNbcyYMUNCQkKU5UmTJsnIkSNVddasWSPu7u5SUVGhlF2/fl10Op3s2rVL2c7JyUmuX79eY18iIqtWrRJbW1sREQkPD5du3bpJWVmZXL58WQAoMatPnw8//LB8+eWXqvbnz58vPj4+IiKyfPlyadOmjZSUlCjrly5dKgAkJSWlxjF6enrKP//5zyrjBiDZ2dlKWVhYmOj1eiksLFTKgoKCJCwsTERENm3aJD4+PuLn5yeenp7KvomIrF27Vvr27assT5o0STp16iTl5eVK2TPPPKP8jlbnyJEjAkDVv4jI6NGjZfLkyTVuR0REzQ9nsomIqEFlZWXh8OHDGD9+PIBb9/yOGzcOK1asUJbHjh2LtWvXAgCuXbuGLVu2YOLEiQCA7OxsFBcXY+jQobCxsVF+YmJikJOTo+rrzhnOoqIizJ49Gz169ICdnR1sbGyQmZmpzGRnZWXB3Nwcffr0Ubbp0qUL7O3tleUTJ06gqKgIbdq0UfV/5syZKv3f7vHHH1cu505MTMTjjz8OAPD391eVBwQEKNtERUXBy8sLjo6OsLGxwWeffaaada/OiRMnkJ2dDYPBoIytdevWKC0tVY3Pw8MDWq221rZu98Ybb+D333/HypUr77rPa9euIScnB6GhoarP7F//+pcypsqrDaysrJR2fXx86hxXSUmJaptKer0eDz/8sLLs5OQENzc31T3VTk5OylUKo0aNwsGDB7F//36kpqYq8QGqv1S8V69eMDMzU5bbtWunuuLh2LFjeOqpp+Dq6gqDwQB/f38AqBI/nU6H4uLiOveTiIiaD/PGHgARET1YVqxYgfLycrRv314pExFYWlri008/ha2tLSZOnAh/f39cvHgRcXFx0Ol0yhOuKy8j3759u+o+XACwtLRULVtbW6uWZ8+ejbi4OCxatAhdunSBTqfD008/XeuDv+5UVFSEdu3aVftkbTs7uxq3CwgIwIIFC/DLL78gMTFRuRTa398fy5cvR05ODs6fP6889GzdunWYPXs2PvjgA/j4+MBgMOC///0vDh06VOf4vLy8lJMUt3N0dFT+fednUxc7Ozu8+eabeO+99/Dkk0/eVZ+VMfv888/h7e2tWn97ovpnODg44PLly1XKLSwsVMsajabasoqKilrbv3HjBnbu3Ik5c+bU2X5lW9euXUNQUBCCgoKwdu1aODo6Ijc3F0FBQVV+1/Lz81UnA4iIqPljkk1ERA2mvLwcMTEx+OCDDzBs2DDVulGjRuGrr77C9OnT4evrCxcXF6xfvx47duzAM888oyQ1PXv2hKWlJXJzc5XZwfo6cOAAJk+erNzbXVRUpHo4l7u7O8rLy5GSkgIvLy8At2bOb0/i+vTpgwsXLsDc3Bxubm717tvX1xdarRZLlixBaWmp0n6/fv2UGWJra2v0799fGauvry9eeuklpY07Z8q1Wq3qwV2V41u/fj3atm0Lo9FY7/HVx8yZM7F48WLVA9jq06etrS3at2+P06dPK1ck3KlHjx5Ys2YNSktLlZnp77//vs4x9e7dGxkZGX9ib+onMTER9vb28PT0rPc2P/74Iy5duoSFCxfCxcUFAHD06NFq66anp+Ppp582yViJiKhp4OXiRETUYLZt24bLly8jNDQUjzzyiOonJCREuWQcuPWU8WXLliEuLk6VmBkMBsyePRuzZs3C6tWrkZOTg+PHjyMyMlJ5iFZNunbtiv/9739ITU3FiRMnMGHCBNVMZvfu3REYGIhp06bh8OHDSElJwbRp06DT6aDRaAAAgYGB8PHxwahRo/Ddd9/h7NmzOHjwIN56660aEyng1mXBAwYMQGRkJPz8/JQZXK1WqyqvPJnQtWtXHD16FLt27cKpU6cwd+5cHDlyRNWmm5sbTp48iaysLPzxxx8oKyvDxIkT4eDggJEjRyIpKQlnzpxBYmIiXnnlFfz888/1jFT1rKys8N5772Hx4sWq8vr0+d577yEiIgKLFy/GqVOnkJaWhlWrVinviZ4wYQI0Gg2mTp2KjIwMxMbGYtGiRXWOKSgoCMnJyVVONpjK1q1bq1wqXhdXV1dotVpERkbi9OnT2Lp1K+bPn1+l3tmzZ/HLL78gMDDQVMMlIqImgEk2ERE1mBUrViAwMBC2trZV1oWEhODo0aM4efIkgFuJW0ZGBjp06AA/Pz9V3fnz52Pu3LmIiIhAjx49EBwcjO3bt6Nz58619v/hhx/C3t4evr6+eOqppxAUFKS6/xoAYmJi4OTkhEGDBmH06NGYOnUqDAaDMruq0WgQGxuLQYMGYcqUKejWrRv++te/4ty5c3Bycqq1/4CAABQWFqru9wVuXTJeWFiouh87LCwMY8aMwbhx4+Dt7Y1Lly6pZrUBYOrUqXB3d0ffvn3h6OiIAwcOQK/XY9++fXB1dcWYMWPQo0cPhIaGorS01CQz25MmTcJDDz2kKqtPny+88AK++OILrFq1Ch4eHvD390d0dLQSMxsbG3z77bdIS0tD79698dZbb+E///lPneMZPny48i7v++HPJNmOjo6Ijo7Gxo0b0bNnTyxcuLDaEwZfffUVhg0bhk6dOplquERE1ARoRP7/O1OIiIioip9//hkuLi7YvXs3hgwZ0tjDoWpERUVh69at2LVrl0nbPX78OAYPHozff/+9yj3Y9+rGjRvo2rUrvvzyyyonkYiIqHnjPdlERES32bNnD4qKiuDh4YG8vDy8/vrrcHNzw6BBgxp7aFSDsLAwFBQUoLCwEAaDwWTtlpeXIzIy0uQJNnDrKeNz5sxhgk1E1AJxJpuIiOg2u3btwquvvorTp0/DYDDA19cXH3/8MS/pJSIionphkk1ERERERERkInzwGREREREREZGJMMkmIiIiIiIiMhEm2UREREREREQmwiSbiIiIiIiIyESYZBMRERERERGZCJNsIiIiIiIiIhNhkk1ERERERERkIkyyiYiIiIiIiEyESTYRERERERGRifw/KdoIqdA/y8IAAAAASUVORK5CYII=", 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", 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" ] @@ -774,150 +772,150 @@ "name": "stdout", "output_type": "stream", "text": [ - "Plot salvato come: .//2024-12-08_14-47_plots/water_need_vs_oil_production.png\n", + "Plot salvato come: .//2024-12-19_23-39_plots/water_need_vs_oil_production.png\n", " Variety Technique Technique String \\\n", - "0 nocellara_delletna 3 tradizionale \n", - "1 nocellara_delletna 1 intensiva \n", - "2 nocellara_delletna 2 superintensiva \n", - "3 leccino 1 intensiva \n", - "4 leccino 2 superintensiva \n", - "5 leccino 3 tradizionale \n", + "0 nocellara_delletna 2 superintensiva \n", + "1 nocellara_delletna 3 tradizionale \n", + "2 nocellara_delletna 1 intensiva \n", + "3 leccino 3 tradizionale \n", + "4 leccino 1 intensiva \n", + "5 leccino 2 superintensiva \n", "6 frantoio 2 superintensiva \n", - "7 frantoio 3 tradizionale \n", - "8 frantoio 1 intensiva \n", - "9 coratina 1 intensiva \n", - "10 coratina 2 superintensiva \n", - "11 coratina 3 tradizionale \n", - "12 taggiasca 3 tradizionale \n", + "7 frantoio 1 intensiva \n", + "8 frantoio 3 tradizionale \n", + "9 coratina 3 tradizionale \n", + "10 coratina 1 intensiva \n", + "11 coratina 2 superintensiva \n", + "12 taggiasca 1 intensiva \n", "13 taggiasca 2 superintensiva \n", - "14 taggiasca 1 intensiva \n", - "15 pendolino 1 intensiva \n", - "16 pendolino 2 superintensiva \n", - "17 pendolino 3 tradizionale \n", - "18 moraiolo 2 superintensiva \n", - "19 moraiolo 1 intensiva \n", - "20 moraiolo 3 tradizionale \n", + "14 taggiasca 3 tradizionale \n", + "15 pendolino 2 superintensiva \n", + "16 pendolino 3 tradizionale \n", + "17 pendolino 1 intensiva \n", + "18 moraiolo 3 tradizionale \n", + "19 moraiolo 2 superintensiva \n", + "20 moraiolo 1 intensiva \n", "\n", " Avg Olive Production (kg/ha) Avg Oil Production (L/ha) \\\n", - "0 9564.638687 2088.362004 \n", - "1 13699.079622 2991.183032 \n", - "2 17826.710664 3892.059753 \n", - "3 16432.379678 3229.053194 \n", - "4 20528.499013 4033.942398 \n", - "5 10937.982122 2149.449585 \n", - "6 24621.040119 6047.876212 \n", - "7 13740.739760 3375.103688 \n", - "8 20550.900635 5047.942655 \n", - "9 16429.706879 4215.265516 \n", - "10 19164.700743 4916.649709 \n", - "11 12318.510310 3160.037128 \n", - "12 6839.506230 1381.247995 \n", - "13 16433.741502 3319.210170 \n", - "14 10968.603159 2215.371493 \n", - "15 13705.431414 2468.678455 \n", - "16 19183.689269 3455.879324 \n", - "17 10960.549241 1974.357984 \n", - "18 17793.971752 3885.415851 \n", - "19 13144.222436 2870.020002 \n", - "20 8765.195655 1913.745255 \n", + "0 17727.298661 3870.709391 \n", + "1 9563.406694 2088.211185 \n", + "2 13667.805614 2984.246320 \n", + "3 10938.684057 2149.430161 \n", + "4 16371.651842 3216.842318 \n", + "5 20544.147125 4037.062548 \n", + "6 24663.572247 6058.337502 \n", + "7 20516.024787 5039.266103 \n", + "8 13673.948225 3358.771782 \n", + "9 12299.616734 3155.538475 \n", + "10 16410.475160 4210.501916 \n", + "11 19156.162270 4914.756321 \n", + "12 10933.864174 2208.344627 \n", + "13 16408.233777 3314.030124 \n", + "14 6833.214251 1380.020941 \n", + "15 19153.020538 3450.403695 \n", + "16 10951.390291 1972.852549 \n", + "17 13704.478410 2468.577580 \n", + "18 8756.527000 1912.018469 \n", + "19 17789.470297 3884.014946 \n", + "20 13119.074364 2864.192536 \n", "\n", " Avg Water Need (m³/ha) Oil Efficiency (L/kg) \\\n", - "0 32997.227891 0.218342 \n", - "1 33079.012125 0.218349 \n", - "2 33118.708645 0.218327 \n", - "3 25013.303736 0.196506 \n", - "4 24989.459147 0.196504 \n", - "5 24981.219100 0.196512 \n", - "6 28874.473543 0.245639 \n", - "7 29003.452741 0.245628 \n", - "8 28921.261327 0.245631 \n", - "9 38270.638622 0.256564 \n", - "10 38264.650562 0.256547 \n", - "11 38253.676395 0.256528 \n", - "12 26219.134374 0.201951 \n", - "13 26253.317778 0.201975 \n", - "14 26284.027794 0.201974 \n", - "15 26154.359691 0.180124 \n", - "16 26153.199618 0.180147 \n", - "17 26152.823801 0.180133 \n", - "18 32561.911109 0.218356 \n", - "19 32577.899255 0.218348 \n", - "20 32594.860153 0.218335 \n", + "0 12131.560516 0.218347 \n", + "1 12158.140744 0.218354 \n", + "2 12163.565060 0.218341 \n", + "3 9819.115536 0.196498 \n", + "4 9801.126450 0.196489 \n", + "5 9838.437036 0.196507 \n", + "6 10989.828820 0.245639 \n", + "7 10968.425693 0.245626 \n", + "8 10965.353268 0.245633 \n", + "9 13708.071663 0.256556 \n", + "10 13715.117102 0.256574 \n", + "11 13721.617765 0.256563 \n", + "12 9953.737673 0.201973 \n", + "13 9958.298782 0.201974 \n", + "14 9950.943918 0.201958 \n", + "15 10266.579633 0.180149 \n", + "16 10277.884893 0.180146 \n", + "17 10288.302212 0.180129 \n", + "18 11992.446013 0.218354 \n", + "19 11993.120349 0.218332 \n", + "20 11980.845607 0.218323 \n", "\n", " Water Efficiency (L oil/m³ water) \n", - "0 0.063289 \n", - "1 0.090425 \n", - "2 0.117518 \n", - "3 0.129093 \n", - "4 0.161426 \n", - "5 0.086043 \n", - "6 0.209454 \n", - "7 0.116369 \n", - "8 0.174541 \n", - "9 0.110144 \n", - "10 0.128491 \n", - "11 0.082607 \n", - "12 0.052681 \n", - "13 0.126430 \n", - "14 0.084286 \n", - "15 0.094389 \n", - "16 0.132140 \n", - "17 0.075493 \n", - "18 0.119324 \n", - "19 0.088097 \n", - "20 0.058713 \n", + "0 0.319061 \n", + "1 0.171754 \n", + "2 0.245343 \n", + "3 0.218903 \n", + "4 0.328211 \n", + "5 0.410336 \n", + "6 0.551268 \n", + "7 0.459434 \n", + "8 0.306308 \n", + "9 0.230196 \n", + "10 0.306997 \n", + "11 0.358176 \n", + "12 0.221861 \n", + "13 0.332791 \n", + "14 0.138682 \n", + "15 0.336081 \n", + "16 0.191951 \n", + "17 0.239940 \n", + "18 0.159435 \n", + "19 0.323854 \n", + "20 0.239064 \n", "Comparison by Variety:\n", " Avg Olive Production (kg/ha) Avg Oil Production (L/ha) \\\n", "Variety \n", - "nocellara_delletna 13696.683690 2990.507461 \n", - "leccino 15971.162702 3138.439782 \n", - "frantoio 19648.631813 4826.360700 \n", - "coratina 15974.164423 4098.136472 \n", - "taggiasca 11412.636779 2305.011278 \n", - "pendolino 14617.432649 2633.129635 \n", - "moraiolo 13232.961913 2889.399172 \n", + "nocellara_delletna 13661.848435 2983.023191 \n", + "leccino 15949.725702 3134.097415 \n", + "frantoio 19617.660163 4818.745399 \n", + "coratina 15957.184888 4094.052239 \n", + "taggiasca 11385.861672 2299.605028 \n", + "pendolino 14600.902596 2630.240053 \n", + "moraiolo 13223.690511 2887.178517 \n", "\n", " Avg Water Need (m³/ha) Oil Efficiency (L/kg) \\\n", "Variety \n", - "nocellara_delletna 33064.983905 0.218338 \n", - "leccino 24994.676451 0.196507 \n", - "frantoio 28932.932409 0.245633 \n", - "coratina 38262.995517 0.256548 \n", - "taggiasca 26252.184893 0.201970 \n", - "pendolino 26153.461822 0.180136 \n", - "moraiolo 32578.228327 0.218349 \n", + "nocellara_delletna 12151.058320 0.218347 \n", + "leccino 9819.553079 0.196499 \n", + "frantoio 10974.527808 0.245633 \n", + "coratina 13714.938951 0.256565 \n", + "taggiasca 9954.322217 0.201970 \n", + "pendolino 10277.592837 0.180142 \n", + "moraiolo 11988.799794 0.218334 \n", "\n", " Water Efficiency (L oil/m³ water) \n", "Variety \n", - "nocellara_delletna 0.090443 \n", - "leccino 0.125564 \n", - "frantoio 0.166812 \n", - "coratina 0.107104 \n", - "taggiasca 0.087803 \n", - "pendolino 0.100680 \n", - "moraiolo 0.088691 \n", + "nocellara_delletna 0.245495 \n", + "leccino 0.319169 \n", + "frantoio 0.439085 \n", + "coratina 0.298510 \n", + "taggiasca 0.231016 \n", + "pendolino 0.255920 \n", + "moraiolo 0.240823 \n", "\n", "Best Varieties by Water Efficiency:\n", " Variety Avg Olive Production (kg/ha) \\\n", - "2 frantoio 19648.631813 \n", - "1 leccino 15971.162702 \n", - "3 coratina 15974.164423 \n", - "5 pendolino 14617.432649 \n", - "0 nocellara_delletna 13696.683690 \n", + "2 frantoio 19617.660163 \n", + "1 leccino 15949.725702 \n", + "3 coratina 15957.184888 \n", + "5 pendolino 14600.902596 \n", + "0 nocellara_delletna 13661.848435 \n", "\n", " Avg Oil Production (L/ha) Avg Water Need (m³/ha) Oil Efficiency (L/kg) \\\n", - "2 4826.360700 28932.932409 0.245633 \n", - "1 3138.439782 24994.676451 0.196507 \n", - "3 4098.136472 38262.995517 0.256548 \n", - "5 2633.129635 26153.461822 0.180136 \n", - "0 2990.507461 33064.983905 0.218338 \n", + "2 4818.745399 10974.527808 0.245633 \n", + "1 3134.097415 9819.553079 0.196499 \n", + "3 4094.052239 13714.938951 0.256565 \n", + "5 2630.240053 10277.592837 0.180142 \n", + "0 2983.023191 12151.058320 0.218347 \n", "\n", " Water Efficiency (L oil/m³ water) \n", - "2 0.166812 \n", - "1 0.125564 \n", - "3 0.107104 \n", - "5 0.100680 \n", - "0 0.090443 \n" + "2 0.439085 \n", + "1 0.319169 \n", + "3 0.298510 \n", + "5 0.255920 \n", + "0 0.245495 \n" ] } ], @@ -1079,15 +1077,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dataset completo - Temporal: (4000000, 3), Static: (4000000, 113), Target: (4000000, 5)\n", + "Dataset completo - Temporal: (4080000, 3), Static: (4080000, 113), Target: (4080000, 5)\n", "\n", "Shape dopo lo split e standardizzazione:\n", - "Train - Temporal: (2600000, 3), Static: (2600000, 113), Target: (2600000, 5)\n", - "Val - Temporal: (800000, 3), Static: (800000, 113), Target: (800000, 5)\n", - "Test - Temporal: (600000, 3), Static: (600000, 113), Target: (600000, 5)\n", - "Temporal data shape: (2600000, 1, 3)\n", - "Static data shape: (2600000, 113)\n", - "Target shape: (2600000, 5)\n" + "Train - Temporal: (2652000, 3), Static: (2652000, 113), Target: (2652000, 5)\n", + "Val - Temporal: (816000, 3), Static: (816000, 113), Target: (816000, 5)\n", + "Test - Temporal: (612000, 3), Static: (612000, 113), Target: (612000, 5)\n", + "Temporal data shape: (2652000, 1, 3)\n", + "Static data shape: (2652000, 113)\n", + "Target shape: (2652000, 5)\n" ] } ], @@ -1586,7 +1584,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 14:50:03.536829: I tensorflow/tsl/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n" + "2024-12-19 23:43:47.552446: I tensorflow/tsl/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n" ] }, { @@ -1909,11 +1907,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 14:50:05.929229: I tensorflow/tsl/profiler/lib/profiler_session.cc:104] Profiler session initializing.\n", - "2024-12-08 14:50:05.929268: I tensorflow/tsl/profiler/lib/profiler_session.cc:119] Profiler session started.\n", - "2024-12-08 14:50:05.929313: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_tracer.cc:1694] Profiler found 1 GPUs\n", - "2024-12-08 14:50:05.963777: I tensorflow/tsl/profiler/lib/profiler_session.cc:131] Profiler session tear down.\n", - "2024-12-08 14:50:05.963883: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_tracer.cc:1828] CUPTI activity buffer flushed\n" + "2024-12-19 23:43:50.363178: I tensorflow/tsl/profiler/lib/profiler_session.cc:104] Profiler session initializing.\n", + "2024-12-19 23:43:50.363220: I tensorflow/tsl/profiler/lib/profiler_session.cc:119] Profiler session started.\n", + "2024-12-19 23:43:50.363276: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_tracer.cc:1694] Profiler found 1 GPUs\n", + "2024-12-19 23:43:50.410241: I tensorflow/tsl/profiler/lib/profiler_session.cc:131] Profiler session tear down.\n", + "2024-12-19 23:43:50.410423: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_tracer.cc:1828] CUPTI activity buffer flushed\n" ] }, { @@ -1927,414 +1925,358 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 14:50:28.629786: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x773b6d05ca80 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", - "2024-12-08 14:50:28.629849: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA L40, Compute Capability 8.9\n", - "2024-12-08 14:50:28.638389: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", - "2024-12-08 14:50:28.698504: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:442] Loaded cuDNN version 8905\n", - "2024-12-08 14:50:28.846260: I ./tensorflow/compiler/jit/device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n" + "2024-12-19 23:44:15.723844: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7b5c587c2a20 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n", + "2024-12-19 23:44:15.723900: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA L40S, Compute Capability 8.9\n", + "2024-12-19 23:44:15.731034: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n", + "2024-12-19 23:44:15.824204: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:442] Loaded cuDNN version 8905\n", + "2024-12-19 23:44:16.017696: I ./tensorflow/compiler/jit/device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "80/80 [==============================] - 336s 4s/step - loss: 0.6468 - mae: 1.1652 - mape: 1425.9640 - val_loss: 0.3750 - val_mae: 0.8167 - val_mape: 357.5072 - val_olive_prod_mae: 0.8317 - val_olive_prod_mape: 540.9344 - best_olive_prod_mae: 0.8317 - val_min_oil_prod_mae: 0.8388 - val_min_oil_prod_mape: 440.9449 - best_min_oil_prod_mae: 0.8388 - val_max_oil_prod_mae: 0.7774 - val_max_oil_prod_mape: 197.5839 - best_max_oil_prod_mae: 0.7774 - val_avg_oil_prod_mae: 0.7770 - val_avg_oil_prod_mape: 158.8580 - best_avg_oil_prod_mae: 0.7770 - val_total_water_need_mae: 0.8589 - val_total_water_need_mape: 449.2141 - best_total_water_need_mae: 0.8589 - lr: 3.9500e-05\n", + "81/81 [==============================] - 519s 6s/step - loss: 0.5779 - mae: 1.0754 - mape: 880.2349 - val_loss: 0.3937 - val_mae: 0.8479 - val_mape: 408.4369 - val_olive_prod_mae: 0.7764 - val_olive_prod_mape: 179.0094 - best_olive_prod_mae: 0.7764 - val_min_oil_prod_mae: 1.0417 - val_min_oil_prod_mape: 827.8750 - best_min_oil_prod_mae: 1.0417 - val_max_oil_prod_mae: 0.7703 - val_max_oil_prod_mape: 178.8319 - best_max_oil_prod_mae: 0.7703 - val_avg_oil_prod_mae: 0.8092 - val_avg_oil_prod_mape: 578.2767 - best_avg_oil_prod_mae: 0.8092 - val_total_water_need_mae: 0.8420 - val_total_water_need_mape: 278.1917 - best_total_water_need_mae: 0.8420 - lr: 4.0000e-05\n", "Epoch 2/200\n", - "80/80 [==============================] - 37s 447ms/step - loss: 0.2883 - mae: 0.6758 - mape: 853.8861 - val_loss: 0.3493 - val_mae: 0.7684 - val_mape: 759.7661 - lr: 7.9500e-05\n", + "81/81 [==============================] - 46s 562ms/step - loss: 0.2425 - mae: 0.6015 - mape: 563.2821 - val_loss: 0.4574 - val_mae: 0.9300 - val_mape: 778.7053 - lr: 8.0500e-05\n", "Epoch 3/200\n", - "80/80 [==============================] - 37s 450ms/step - loss: 0.1705 - mae: 0.4817 - mape: 538.0516 - val_loss: 0.2085 - val_mae: 0.5459 - val_mape: 613.3998 - lr: 1.1950e-04\n", + "81/81 [==============================] - 45s 545ms/step - loss: 0.1409 - mae: 0.4210 - mape: 431.1277 - val_loss: 0.2816 - val_mae: 0.6775 - val_mape: 529.1827 - lr: 1.2100e-04\n", "Epoch 4/200\n", - "80/80 [==============================] - 37s 448ms/step - loss: 0.1249 - mae: 0.3872 - mape: 533.9152 - val_loss: 0.1381 - val_mae: 0.4314 - val_mape: 558.7706 - lr: 1.5950e-04\n", + "81/81 [==============================] - 45s 551ms/step - loss: 0.1043 - mae: 0.3407 - mape: 326.2097 - val_loss: 0.1583 - val_mae: 0.4714 - val_mape: 334.0154 - lr: 1.6150e-04\n", "Epoch 5/200\n", - "80/80 [==============================] - 37s 449ms/step - loss: 0.0947 - mae: 0.3178 - mape: 355.3927 - val_loss: 0.0832 - val_mae: 0.3333 - val_mape: 487.2971 - lr: 1.9950e-04\n", + "81/81 [==============================] - 47s 570ms/step - loss: 0.0782 - mae: 0.2827 - mape: 232.1423 - val_loss: 0.0972 - val_mae: 0.3635 - val_mape: 290.3582 - lr: 2.0200e-04\n", "Epoch 6/200\n", - "80/80 [==============================] - 236s 3s/step - loss: 0.0720 - mae: 0.2658 - mape: 324.9050 - val_loss: 0.0496 - val_mae: 0.2558 - val_mape: 360.3815 - val_olive_prod_mae: 0.3133 - val_olive_prod_mape: 210.0914 - best_olive_prod_mae: 0.3133 - val_min_oil_prod_mae: 0.2730 - val_min_oil_prod_mape: 291.2299 - best_min_oil_prod_mae: 0.2730 - val_max_oil_prod_mae: 0.2761 - val_max_oil_prod_mape: 889.4504 - best_max_oil_prod_mae: 0.2761 - val_avg_oil_prod_mae: 0.2060 - val_avg_oil_prod_mape: 174.9547 - best_avg_oil_prod_mae: 0.2060 - val_total_water_need_mae: 0.2104 - val_total_water_need_mape: 236.1803 - best_total_water_need_mae: 0.2104 - lr: 2.3950e-04\n", + "81/81 [==============================] - 430s 5s/step - loss: 0.0600 - mae: 0.2404 - mape: 192.1100 - val_loss: 0.0521 - val_mae: 0.2606 - val_mape: 219.4938 - val_olive_prod_mae: 0.2230 - val_olive_prod_mape: 268.5168 - best_olive_prod_mae: 0.2230 - val_min_oil_prod_mae: 0.2973 - val_min_oil_prod_mape: 134.6088 - best_min_oil_prod_mae: 0.2973 - val_max_oil_prod_mae: 0.2204 - val_max_oil_prod_mape: 174.5454 - best_max_oil_prod_mae: 0.2204 - val_avg_oil_prod_mae: 0.2480 - val_avg_oil_prod_mape: 278.0671 - best_avg_oil_prod_mae: 0.2480 - val_total_water_need_mae: 0.3143 - val_total_water_need_mape: 241.7285 - best_total_water_need_mae: 0.3143 - lr: 2.4250e-04\n", "Epoch 7/200\n", - "19/80 [======>.......................] - ETA: 20s - loss: 0.0607 - mae: 0.2401 - mape: 225.5450" + "13/81 [===>..........................] - ETA: 28s - loss: 0.0542 - mae: 0.2247 - mape: 202.4973" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 15:02:15.855854: I tensorflow/tsl/profiler/lib/profiler_session.cc:104] Profiler session initializing.\n", - "2024-12-08 15:02:15.855911: I tensorflow/tsl/profiler/lib/profiler_session.cc:119] Profiler session started.\n" + "2024-12-20 00:02:52.728150: I tensorflow/tsl/profiler/lib/profiler_session.cc:104] Profiler session initializing.\n", + "2024-12-20 00:02:52.728206: I tensorflow/tsl/profiler/lib/profiler_session.cc:119] Profiler session started.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "39/80 [=============>................] - ETA: 14s - loss: 0.0594 - mae: 0.2364 - mape: 234.2973" + "33/81 [===========>..................] - ETA: 20s - loss: 0.0527 - mae: 0.2215 - mape: 175.1488" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "2024-12-08 15:02:23.478578: I tensorflow/tsl/profiler/lib/profiler_session.cc:70] Profiler session collecting data.\n", - "2024-12-08 15:02:23.647243: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_tracer.cc:1828] CUPTI activity buffer flushed\n", - "2024-12-08 15:02:27.754232: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_collector.cc:541] GpuTracer has collected 110980 callback api events and 111545 activity events. \n", - "2024-12-08 15:03:20.421265: I tensorflow/tsl/profiler/lib/profiler_session.cc:131] Profiler session tear down.\n" + "2024-12-20 00:03:01.834386: I tensorflow/tsl/profiler/lib/profiler_session.cc:70] Profiler session collecting data.\n", + "2024-12-20 00:03:01.926067: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_tracer.cc:1828] CUPTI activity buffer flushed\n", + "2024-12-20 00:03:07.275024: I tensorflow/compiler/xla/backends/profiler/gpu/cupti_collector.cc:541] GpuTracer has collected 110853 callback api events and 111417 activity events. \n", + "2024-12-20 00:04:14.089035: I tensorflow/tsl/profiler/lib/profiler_session.cc:131] Profiler session tear down.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "80/80 [==============================] - 96s 1s/step - loss: 0.0577 - mae: 0.2319 - mape: 262.5403 - val_loss: 0.1514 - val_mae: 0.4553 - val_mape: 361.8612 - lr: 2.7950e-04\n", + "81/81 [==============================] - 118s 1s/step - loss: 0.0508 - mae: 0.2157 - mape: 185.7417 - val_loss: 0.0406 - val_mae: 0.2162 - val_mape: 198.2257 - lr: 2.8300e-04\n", "Epoch 8/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0537 - mae: 0.2191 - mape: 247.8973 - val_loss: 0.0820 - val_mae: 0.3394 - val_mape: 311.3165 - lr: 3.1950e-04\n", + "81/81 [==============================] - 45s 552ms/step - loss: 0.0439 - mae: 0.1973 - mape: 161.9557 - val_loss: 0.0259 - val_mae: 0.1641 - val_mape: 199.7436 - lr: 3.2350e-04\n", "Epoch 9/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0457 - mae: 0.1994 - mape: 220.3584 - val_loss: 0.0261 - val_mae: 0.1699 - val_mape: 192.3138 - lr: 3.5950e-04\n", + "81/81 [==============================] - 49s 583ms/step - loss: 0.0431 - mae: 0.1915 - mape: 164.8879 - val_loss: 0.0709 - val_mae: 0.3176 - val_mape: 337.8962 - lr: 3.6400e-04\n", "Epoch 10/200\n", - "80/80 [==============================] - 35s 436ms/step - loss: 0.0398 - mae: 0.1852 - mape: 238.8312 - val_loss: 0.0632 - val_mae: 0.3179 - val_mape: 472.3796 - lr: 3.9950e-04\n", + "81/81 [==============================] - 43s 529ms/step - loss: 0.0423 - mae: 0.1887 - mape: 156.7106 - val_loss: 0.0464 - val_mae: 0.2383 - val_mape: 294.8042 - lr: 4.0450e-04\n", "Epoch 11/200\n", - "80/80 [==============================] - 242s 3s/step - loss: 0.0380 - mae: 0.1785 - mape: 226.0223 - val_loss: 0.0411 - val_mae: 0.2068 - val_mape: 289.5609 - val_olive_prod_mae: 0.2628 - val_olive_prod_mape: 305.8365 - best_olive_prod_mae: 0.2628 - val_min_oil_prod_mae: 0.1618 - val_min_oil_prod_mape: 150.3432 - best_min_oil_prod_mae: 0.1618 - val_max_oil_prod_mae: 0.1877 - val_max_oil_prod_mape: 491.9082 - best_max_oil_prod_mae: 0.1877 - val_avg_oil_prod_mae: 0.2413 - val_avg_oil_prod_mape: 259.4505 - val_total_water_need_mae: 0.1803 - val_total_water_need_mape: 240.2667 - best_total_water_need_mae: 0.1803 - lr: 4.3950e-04\n", + "81/81 [==============================] - 425s 5s/step - loss: 0.0412 - mae: 0.1862 - mape: 151.4311 - val_loss: 0.1553 - val_mae: 0.4763 - val_mape: 384.9722 - val_olive_prod_mae: 0.2800 - val_olive_prod_mape: 168.5654 - val_min_oil_prod_mae: 0.5849 - val_min_oil_prod_mape: 494.9827 - val_max_oil_prod_mae: 0.8025 - val_max_oil_prod_mape: 712.3788 - val_avg_oil_prod_mae: 0.2131 - val_avg_oil_prod_mape: 215.8353 - best_avg_oil_prod_mae: 0.2131 - val_total_water_need_mae: 0.5012 - val_total_water_need_mape: 333.0994 - lr: 4.4500e-04\n", "Epoch 12/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0367 - mae: 0.1737 - mape: 186.3838 - val_loss: 0.0223 - val_mae: 0.1476 - val_mape: 164.0920 - lr: 4.7950e-04\n", + "81/81 [==============================] - 48s 577ms/step - loss: 0.0334 - mae: 0.1657 - mape: 139.6879 - val_loss: 0.0329 - val_mae: 0.1911 - val_mape: 208.6394 - lr: 4.8550e-04\n", "Epoch 13/200\n", - "80/80 [==============================] - 36s 441ms/step - loss: 0.0327 - mae: 0.1630 - mape: 184.1294 - val_loss: 0.0191 - val_mae: 0.1254 - val_mape: 148.7276 - lr: 3.5526e-04\n", + "81/81 [==============================] - 43s 526ms/step - loss: 0.0300 - mae: 0.1565 - mape: 130.8686 - val_loss: 0.0180 - val_mae: 0.1290 - val_mape: 152.9059 - lr: 3.5374e-04\n", "Epoch 14/200\n", - "80/80 [==============================] - 35s 436ms/step - loss: 0.0390 - mae: 0.1759 - mape: 202.7457 - val_loss: 0.0271 - val_mae: 0.1711 - val_mape: 249.5935 - lr: 3.4603e-04\n", + "81/81 [==============================] - 43s 527ms/step - loss: 0.0302 - mae: 0.1576 - mape: 134.6192 - val_loss: 0.0309 - val_mae: 0.1843 - val_mape: 232.8076 - lr: 3.4444e-04\n", "Epoch 15/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0312 - mae: 0.1579 - mape: 155.0903 - val_loss: 0.0202 - val_mae: 0.1389 - val_mape: 188.7654 - lr: 3.3704e-04\n", + "81/81 [==============================] - 45s 544ms/step - loss: 0.0281 - mae: 0.1504 - mape: 126.4103 - val_loss: 0.0565 - val_mae: 0.2682 - val_mape: 290.2245 - lr: 3.3538e-04\n", "Epoch 16/200\n", - "80/80 [==============================] - 260s 3s/step - loss: 0.0300 - mae: 0.1540 - mape: 163.7010 - val_loss: 0.0186 - val_mae: 0.1330 - val_mape: 187.7290 - val_olive_prod_mae: 0.1273 - val_olive_prod_mape: 106.2623 - best_olive_prod_mae: 0.1273 - val_min_oil_prod_mae: 0.1385 - val_min_oil_prod_mape: 108.2680 - best_min_oil_prod_mae: 0.1385 - val_max_oil_prod_mae: 0.1391 - val_max_oil_prod_mape: 505.4183 - best_max_oil_prod_mae: 0.1391 - val_avg_oil_prod_mae: 0.1402 - val_avg_oil_prod_mape: 103.5567 - best_avg_oil_prod_mae: 0.1402 - val_total_water_need_mae: 0.1197 - val_total_water_need_mape: 115.1407 - best_total_water_need_mae: 0.1197 - lr: 3.2829e-04\n", + "81/81 [==============================] - 414s 5s/step - loss: 0.0276 - mae: 0.1492 - mape: 126.1187 - val_loss: 0.0210 - val_mae: 0.1440 - val_mape: 214.6380 - val_olive_prod_mae: 0.1530 - val_olive_prod_mape: 196.5764 - best_olive_prod_mae: 0.1530 - val_min_oil_prod_mae: 0.1129 - val_min_oil_prod_mape: 94.3189 - best_min_oil_prod_mae: 0.1129 - val_max_oil_prod_mae: 0.1045 - val_max_oil_prod_mape: 90.8162 - best_max_oil_prod_mae: 0.1045 - val_avg_oil_prod_mae: 0.1553 - val_avg_oil_prod_mape: 514.4499 - best_avg_oil_prod_mae: 0.1553 - val_total_water_need_mae: 0.1945 - val_total_water_need_mape: 177.0285 - best_total_water_need_mae: 0.1945 - lr: 3.2657e-04\n", "Epoch 17/200\n", - "80/80 [==============================] - 36s 441ms/step - loss: 0.0287 - mae: 0.1509 - mape: 154.7843 - val_loss: 0.0143 - val_mae: 0.0994 - val_mape: 142.0511 - lr: 3.1976e-04\n", + "81/81 [==============================] - 44s 536ms/step - loss: 0.0261 - mae: 0.1443 - mape: 121.8932 - val_loss: 0.0324 - val_mae: 0.1903 - val_mape: 286.4989 - lr: 3.1798e-04\n", "Epoch 18/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0285 - mae: 0.1517 - mape: 147.2274 - val_loss: 0.0308 - val_mae: 0.1751 - val_mape: 184.6624 - lr: 3.1146e-04\n", + "81/81 [==============================] - 44s 539ms/step - loss: 0.0250 - mae: 0.1420 - mape: 119.7674 - val_loss: 0.0193 - val_mae: 0.1254 - val_mape: 136.5804 - lr: 3.0962e-04\n", "Epoch 19/200\n", - "80/80 [==============================] - 35s 435ms/step - loss: 0.0296 - mae: 0.1522 - mape: 166.7331 - val_loss: 0.0153 - val_mae: 0.1091 - val_mape: 158.7550 - lr: 3.0337e-04\n", + "81/81 [==============================] - 45s 545ms/step - loss: 0.0244 - mae: 0.1396 - mape: 123.8952 - val_loss: 0.0137 - val_mae: 0.0964 - val_mape: 107.5592 - lr: 3.0148e-04\n", "Epoch 20/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0291 - mae: 0.1503 - mape: 166.9374 - val_loss: 0.0157 - val_mae: 0.1154 - val_mape: 130.2295 - lr: 2.9549e-04\n", + "81/81 [==============================] - 45s 550ms/step - loss: 0.0241 - mae: 0.1380 - mape: 119.1140 - val_loss: 0.0136 - val_mae: 0.0996 - val_mape: 104.9675 - lr: 2.9355e-04\n", "Epoch 21/200\n", - "80/80 [==============================] - 251s 3s/step - loss: 0.0296 - mae: 0.1512 - mape: 157.1642 - val_loss: 0.0269 - val_mae: 0.1741 - val_mape: 309.7536 - val_olive_prod_mae: 0.2191 - val_olive_prod_mape: 276.2847 - val_min_oil_prod_mae: 0.1626 - val_min_oil_prod_mape: 218.7291 - val_max_oil_prod_mae: 0.1893 - val_max_oil_prod_mape: 669.6759 - val_avg_oil_prod_mae: 0.1389 - val_avg_oil_prod_mape: 156.0846 - best_avg_oil_prod_mae: 0.1389 - val_total_water_need_mae: 0.1608 - val_total_water_need_mape: 227.9932 - lr: 2.8781e-04\n", + "81/81 [==============================] - 405s 5s/step - loss: 0.0232 - mae: 0.1360 - mape: 116.4450 - val_loss: 0.0137 - val_mae: 0.0968 - val_mape: 92.3893 - val_olive_prod_mae: 0.0957 - val_olive_prod_mape: 92.1067 - best_olive_prod_mae: 0.0957 - val_min_oil_prod_mae: 0.1077 - val_min_oil_prod_mape: 92.6856 - best_min_oil_prod_mae: 0.1077 - val_max_oil_prod_mae: 0.1119 - val_max_oil_prod_mape: 93.4440 - val_avg_oil_prod_mae: 0.1049 - val_avg_oil_prod_mape: 141.0929 - best_avg_oil_prod_mae: 0.1049 - val_total_water_need_mae: 0.0639 - val_total_water_need_mape: 42.6167 - best_total_water_need_mae: 0.0639 - lr: 2.8583e-04\n", "Epoch 22/200\n", - "80/80 [==============================] - 35s 435ms/step - loss: 0.0259 - mae: 0.1422 - mape: 166.8822 - val_loss: 0.0144 - val_mae: 0.1019 - val_mape: 137.3515 - lr: 2.8034e-04\n", + "81/81 [==============================] - 43s 521ms/step - loss: 0.0230 - mae: 0.1351 - mape: 117.9255 - val_loss: 0.0173 - val_mae: 0.1206 - val_mape: 113.5945 - lr: 2.7832e-04\n", "Epoch 23/200\n", - "80/80 [==============================] - 35s 434ms/step - loss: 0.0248 - mae: 0.1394 - mape: 143.1400 - val_loss: 0.0165 - val_mae: 0.1251 - val_mape: 158.9414 - lr: 2.7306e-04\n", + "81/81 [==============================] - 44s 529ms/step - loss: 0.0237 - mae: 0.1362 - mape: 119.0401 - val_loss: 0.0263 - val_mae: 0.1418 - val_mape: 103.9691 - lr: 2.7100e-04\n", "Epoch 24/200\n", - "80/80 [==============================] - 35s 433ms/step - loss: 0.0247 - mae: 0.1388 - mape: 164.7200 - val_loss: 0.0146 - val_mae: 0.1058 - val_mape: 129.0920 - lr: 2.6597e-04\n", + "81/81 [==============================] - 44s 535ms/step - loss: 0.0228 - mae: 0.1345 - mape: 122.7791 - val_loss: 0.0140 - val_mae: 0.0997 - val_mape: 78.1515 - lr: 2.6388e-04\n", "Epoch 25/200\n", - "80/80 [==============================] - 35s 435ms/step - loss: 0.0241 - mae: 0.1368 - mape: 149.9482 - val_loss: 0.0144 - val_mae: 0.1076 - val_mape: 127.7412 - lr: 2.5906e-04\n", + "81/81 [==============================] - 46s 566ms/step - loss: 0.0230 - mae: 0.1339 - mape: 115.1308 - val_loss: 0.0230 - val_mae: 0.1624 - val_mape: 188.7469 - lr: 2.5694e-04\n", "Epoch 26/200\n", - "80/80 [==============================] - 239s 3s/step - loss: 0.0233 - mae: 0.1353 - mape: 166.1661 - val_loss: 0.0153 - val_mae: 0.1085 - val_mape: 116.0930 - val_olive_prod_mae: 0.1049 - val_olive_prod_mape: 89.0422 - best_olive_prod_mae: 0.1049 - val_min_oil_prod_mae: 0.0967 - val_min_oil_prod_mape: 100.7810 - best_min_oil_prod_mae: 0.0967 - val_max_oil_prod_mae: 0.1026 - val_max_oil_prod_mape: 147.8183 - best_max_oil_prod_mae: 0.1026 - val_avg_oil_prod_mae: 0.0993 - val_avg_oil_prod_mape: 78.5883 - best_avg_oil_prod_mae: 0.0993 - val_total_water_need_mae: 0.1389 - val_total_water_need_mape: 164.2348 - lr: 2.5233e-04\n", + "81/81 [==============================] - 416s 5s/step - loss: 0.0214 - mae: 0.1307 - mape: 108.7911 - val_loss: 0.0159 - val_mae: 0.1149 - val_mape: 104.5200 - val_olive_prod_mae: 0.1179 - val_olive_prod_mape: 102.0244 - val_min_oil_prod_mae: 0.1223 - val_min_oil_prod_mape: 86.6709 - val_max_oil_prod_mae: 0.1164 - val_max_oil_prod_mape: 86.5862 - val_avg_oil_prod_mae: 0.1132 - val_avg_oil_prod_mape: 159.2269 - val_total_water_need_mae: 0.1044 - val_total_water_need_mape: 88.0918 - lr: 2.5018e-04\n", "Epoch 27/200\n", - "80/80 [==============================] - 35s 433ms/step - loss: 0.0248 - mae: 0.1380 - mape: 152.2872 - val_loss: 0.0155 - val_mae: 0.1181 - val_mape: 110.0643 - lr: 2.4578e-04\n", + "81/81 [==============================] - 43s 521ms/step - loss: 0.0221 - mae: 0.1313 - mape: 109.7560 - val_loss: 0.0155 - val_mae: 0.1120 - val_mape: 154.6095 - lr: 2.4360e-04\n", "Epoch 28/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0230 - mae: 0.1342 - mape: 143.7230 - val_loss: 0.0139 - val_mae: 0.0997 - val_mape: 108.3232 - lr: 2.3939e-04\n", + "81/81 [==============================] - 45s 554ms/step - loss: 0.0219 - mae: 0.1317 - mape: 121.4256 - val_loss: 0.0125 - val_mae: 0.0898 - val_mape: 87.1925 - lr: 2.3720e-04\n", "Epoch 29/200\n", - "80/80 [==============================] - 37s 449ms/step - loss: 0.0227 - mae: 0.1332 - mape: 143.9378 - val_loss: 0.0137 - val_mae: 0.0994 - val_mape: 123.0778 - lr: 2.3318e-04\n", + "81/81 [==============================] - 43s 522ms/step - loss: 0.0211 - mae: 0.1291 - mape: 115.6524 - val_loss: 0.0124 - val_mae: 0.0922 - val_mape: 84.2523 - lr: 2.3096e-04\n", "Epoch 30/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0248 - mae: 0.1380 - mape: 162.3151 - val_loss: 0.0210 - val_mae: 0.1404 - val_mape: 200.2853 - lr: 2.2712e-04\n", + "81/81 [==============================] - 44s 531ms/step - loss: 0.0206 - mae: 0.1279 - mape: 110.3134 - val_loss: 0.0135 - val_mae: 0.0992 - val_mape: 131.3028 - lr: 2.2489e-04\n", "Epoch 31/200\n", - "80/80 [==============================] - 235s 3s/step - loss: 0.0224 - mae: 0.1323 - mape: 156.1841 - val_loss: 0.0191 - val_mae: 0.1358 - val_mape: 241.1420 - val_olive_prod_mae: 0.1327 - val_olive_prod_mape: 126.8244 - val_min_oil_prod_mae: 0.1761 - val_min_oil_prod_mape: 250.3756 - val_max_oil_prod_mae: 0.1593 - val_max_oil_prod_mape: 618.0728 - val_avg_oil_prod_mae: 0.1147 - val_avg_oil_prod_mape: 96.8866 - val_total_water_need_mae: 0.0962 - val_total_water_need_mape: 113.5497 - best_total_water_need_mae: 0.0962 - lr: 2.2122e-04\n", + "81/81 [==============================] - 408s 5s/step - loss: 0.0201 - mae: 0.1261 - mape: 114.8836 - val_loss: 0.0122 - val_mae: 0.0904 - val_mape: 83.3467 - val_olive_prod_mae: 0.0966 - val_olive_prod_mape: 90.2318 - val_min_oil_prod_mae: 0.0955 - val_min_oil_prod_mape: 100.6078 - best_min_oil_prod_mae: 0.0955 - val_max_oil_prod_mae: 0.0971 - val_max_oil_prod_mape: 80.8267 - best_max_oil_prod_mae: 0.0971 - val_avg_oil_prod_mae: 0.0919 - val_avg_oil_prod_mape: 99.4094 - best_avg_oil_prod_mae: 0.0919 - val_total_water_need_mae: 0.0706 - val_total_water_need_mape: 45.6571 - lr: 2.1898e-04\n", "Epoch 32/200\n", - "80/80 [==============================] - 35s 434ms/step - loss: 0.0220 - mae: 0.1309 - mape: 150.9560 - val_loss: 0.0188 - val_mae: 0.1264 - val_mape: 163.6075 - lr: 2.1548e-04\n", + "81/81 [==============================] - 43s 531ms/step - loss: 0.0201 - mae: 0.1258 - mape: 112.7482 - val_loss: 0.0135 - val_mae: 0.0985 - val_mape: 113.5038 - lr: 2.1322e-04\n", "Epoch 33/200\n", - "80/80 [==============================] - 36s 436ms/step - loss: 0.0229 - mae: 0.1333 - mape: 166.5528 - val_loss: 0.0165 - val_mae: 0.1219 - val_mape: 138.8618 - lr: 2.0988e-04\n", + "81/81 [==============================] - 45s 543ms/step - loss: 0.0197 - mae: 0.1250 - mape: 104.7758 - val_loss: 0.0133 - val_mae: 0.1006 - val_mape: 91.1548 - lr: 2.0761e-04\n", "Epoch 34/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0231 - mae: 0.1332 - mape: 166.1271 - val_loss: 0.0155 - val_mae: 0.1149 - val_mape: 156.8145 - lr: 2.0443e-04\n", + "81/81 [==============================] - 44s 541ms/step - loss: 0.0195 - mae: 0.1244 - mape: 109.6190 - val_loss: 0.0122 - val_mae: 0.0907 - val_mape: 80.4084 - lr: 2.0215e-04\n", "Epoch 35/200\n", - "80/80 [==============================] - 37s 449ms/step - loss: 0.0208 - mae: 0.1283 - mape: 162.5032 - val_loss: 0.0134 - val_mae: 0.1000 - val_mape: 129.9323 - lr: 1.9912e-04\n", + "81/81 [==============================] - 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val_min_oil_prod_mae: 0.1206 - val_min_oil_prod_mape: 136.0026 - val_max_oil_prod_mae: 0.1150 - val_max_oil_prod_mape: 98.9782 - val_avg_oil_prod_mae: 0.1120 - val_avg_oil_prod_mape: 225.4990 - val_total_water_need_mae: 0.1862 - val_total_water_need_mape: 138.8892 - lr: 1.9166e-04\n", "Epoch 37/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0205 - mae: 0.1267 - mape: 152.8490 - val_loss: 0.0119 - val_mae: 0.0886 - val_mape: 128.2448 - lr: 1.8891e-04\n", + "81/81 [==============================] - 43s 524ms/step - loss: 0.0196 - mae: 0.1242 - mape: 107.2102 - val_loss: 0.0139 - val_mae: 0.1027 - val_mape: 125.0853 - lr: 1.8663e-04\n", "Epoch 38/200\n", - "80/80 [==============================] - 36s 441ms/step - loss: 0.0202 - mae: 0.1257 - mape: 136.0964 - val_loss: 0.0129 - val_mae: 0.0986 - val_mape: 124.0754 - lr: 1.8400e-04\n", + "81/81 [==============================] - 44s 532ms/step - loss: 0.0195 - mae: 0.1247 - mape: 108.7505 - val_loss: 0.0171 - val_mae: 0.1160 - val_mape: 127.9954 - lr: 1.8172e-04\n", "Epoch 39/200\n", - "80/80 [==============================] - 37s 451ms/step - loss: 0.0201 - mae: 0.1259 - mape: 149.9923 - val_loss: 0.0116 - val_mae: 0.0882 - val_mape: 101.0983 - lr: 1.7923e-04\n", + "81/81 [==============================] - 43s 530ms/step - loss: 0.0191 - mae: 0.1233 - mape: 114.1887 - val_loss: 0.0149 - val_mae: 0.1126 - val_mape: 115.3988 - lr: 1.7694e-04\n", "Epoch 40/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0202 - mae: 0.1252 - mape: 162.2166 - val_loss: 0.0129 - val_mae: 0.0950 - val_mape: 103.8257 - lr: 1.7457e-04\n", + "81/81 [==============================] - 44s 539ms/step - loss: 0.0187 - mae: 0.1224 - mape: 111.9256 - val_loss: 0.0130 - val_mae: 0.1018 - val_mape: 120.4004 - lr: 1.7229e-04\n", "Epoch 41/200\n", - "80/80 [==============================] - 249s 3s/step - loss: 0.0201 - mae: 0.1254 - mape: 167.0735 - val_loss: 0.0126 - val_mae: 0.0987 - val_mape: 110.8911 - val_olive_prod_mae: 0.1091 - val_olive_prod_mape: 76.9292 - val_min_oil_prod_mae: 0.1120 - val_min_oil_prod_mape: 92.9203 - val_max_oil_prod_mae: 0.0993 - val_max_oil_prod_mape: 259.1275 - best_max_oil_prod_mae: 0.0993 - val_avg_oil_prod_mae: 0.1080 - val_avg_oil_prod_mape: 77.5547 - val_total_water_need_mae: 0.0651 - val_total_water_need_mape: 47.9241 - best_total_water_need_mae: 0.0651 - lr: 1.7004e-04\n", + "81/81 [==============================] - 413s 5s/step - loss: 0.0183 - mae: 0.1212 - mape: 107.0688 - val_loss: 0.0111 - val_mae: 0.0833 - val_mape: 85.6888 - val_olive_prod_mae: 0.0903 - val_olive_prod_mape: 93.8519 - best_olive_prod_mae: 0.0903 - val_min_oil_prod_mae: 0.0895 - val_min_oil_prod_mape: 98.7712 - best_min_oil_prod_mae: 0.0895 - val_max_oil_prod_mae: 0.0896 - val_max_oil_prod_mape: 79.7747 - best_max_oil_prod_mae: 0.0896 - val_avg_oil_prod_mae: 0.0869 - val_avg_oil_prod_mape: 111.3278 - best_avg_oil_prod_mae: 0.0869 - val_total_water_need_mae: 0.0602 - val_total_water_need_mape: 44.7183 - best_total_water_need_mae: 0.0602 - lr: 1.6776e-04\n", "Epoch 42/200\n", - "80/80 [==============================] - 36s 448ms/step - loss: 0.0196 - mae: 0.1243 - mape: 157.7031 - val_loss: 0.0140 - val_mae: 0.1126 - val_mape: 122.0974 - lr: 1.6562e-04\n", + "81/81 [==============================] - 43s 522ms/step - loss: 0.0182 - mae: 0.1211 - mape: 103.9119 - val_loss: 0.0115 - val_mae: 0.0915 - val_mape: 79.4720 - lr: 1.6335e-04\n", "Epoch 43/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0192 - mae: 0.1233 - mape: 137.9573 - val_loss: 0.0118 - val_mae: 0.0918 - val_mape: 119.4805 - lr: 1.6132e-04\n", + "81/81 [==============================] - 43s 520ms/step - loss: 0.0181 - mae: 0.1208 - mape: 110.8668 - val_loss: 0.0127 - val_mae: 0.0985 - val_mape: 107.8702 - lr: 1.5905e-04\n", "Epoch 44/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0192 - mae: 0.1232 - mape: 154.7663 - val_loss: 0.0117 - val_mae: 0.0897 - val_mape: 103.2779 - lr: 1.5713e-04\n", + "81/81 [==============================] - 44s 534ms/step - loss: 0.0181 - mae: 0.1206 - mape: 106.5163 - val_loss: 0.0120 - val_mae: 0.0901 - val_mape: 86.5637 - lr: 1.5487e-04\n", "Epoch 45/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0190 - mae: 0.1226 - mape: 153.6464 - val_loss: 0.0118 - val_mae: 0.0905 - val_mape: 117.5741 - lr: 1.5305e-04\n", + "81/81 [==============================] - 42s 512ms/step - loss: 0.0181 - mae: 0.1207 - mape: 109.4113 - val_loss: 0.0118 - val_mae: 0.0911 - val_mape: 85.9042 - lr: 1.5080e-04\n", "Epoch 46/200\n", - "80/80 [==============================] - 252s 3s/step - loss: 0.0191 - mae: 0.1233 - mape: 150.4706 - val_loss: 0.0131 - val_mae: 0.0959 - val_mape: 114.9800 - val_olive_prod_mae: 0.1016 - val_olive_prod_mape: 76.1410 - val_min_oil_prod_mae: 0.1050 - val_min_oil_prod_mape: 98.5945 - val_max_oil_prod_mae: 0.1024 - val_max_oil_prod_mape: 273.3916 - val_avg_oil_prod_mae: 0.1005 - val_avg_oil_prod_mape: 77.1865 - val_total_water_need_mae: 0.0697 - val_total_water_need_mape: 49.5867 - lr: 1.4907e-04\n", + "81/81 [==============================] - 418s 5s/step - loss: 0.0178 - mae: 0.1199 - mape: 120.5106 - val_loss: 0.0114 - val_mae: 0.0863 - val_mape: 82.2661 - val_olive_prod_mae: 0.0933 - val_olive_prod_mape: 87.2666 - val_min_oil_prod_mae: 0.0922 - val_min_oil_prod_mape: 97.8242 - val_max_oil_prod_mae: 0.0925 - val_max_oil_prod_mape: 81.9897 - val_avg_oil_prod_mae: 0.0892 - val_avg_oil_prod_mape: 108.5426 - val_total_water_need_mae: 0.0644 - val_total_water_need_mape: 35.7076 - lr: 1.4683e-04\n", "Epoch 47/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0187 - mae: 0.1218 - mape: 145.5018 - val_loss: 0.0117 - val_mae: 0.0899 - val_mape: 108.3948 - lr: 1.4520e-04\n", + "81/81 [==============================] - 43s 526ms/step - loss: 0.0176 - mae: 0.1193 - mape: 111.5625 - val_loss: 0.0119 - val_mae: 0.0918 - val_mape: 79.6498 - lr: 1.4297e-04\n", "Epoch 48/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0185 - mae: 0.1212 - mape: 136.5238 - val_loss: 0.0115 - val_mae: 0.0881 - val_mape: 106.7443 - lr: 1.4143e-04\n", + "81/81 [==============================] - 46s 555ms/step - loss: 0.0175 - mae: 0.1190 - mape: 110.9619 - val_loss: 0.0117 - val_mae: 0.0921 - val_mape: 78.5738 - lr: 1.3921e-04\n", "Epoch 49/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0184 - mae: 0.1209 - mape: 143.3521 - val_loss: 0.0110 - val_mae: 0.0855 - val_mape: 101.2103 - lr: 1.3776e-04\n", + "81/81 [==============================] - 44s 531ms/step - loss: 0.0177 - mae: 0.1193 - mape: 105.3367 - val_loss: 0.0126 - val_mae: 0.0990 - val_mape: 82.5022 - lr: 1.3555e-04\n", "Epoch 50/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0182 - mae: 0.1199 - mape: 127.5113 - val_loss: 0.0113 - val_mae: 0.0887 - val_mape: 111.8407 - lr: 1.3418e-04\n", + "81/81 [==============================] - 45s 552ms/step - loss: 0.0172 - mae: 0.1179 - mape: 103.1276 - val_loss: 0.0118 - val_mae: 0.0932 - val_mape: 91.8961 - lr: 1.3199e-04\n", "Epoch 51/200\n", - "80/80 [==============================] - 245s 3s/step - loss: 0.0180 - mae: 0.1196 - mape: 154.3594 - val_loss: 0.0114 - val_mae: 0.0906 - val_mape: 105.7354 - val_olive_prod_mae: 0.0969 - val_olive_prod_mape: 73.9075 - best_olive_prod_mae: 0.0969 - val_min_oil_prod_mae: 0.0960 - val_min_oil_prod_mape: 94.2868 - best_min_oil_prod_mae: 0.0960 - val_max_oil_prod_mae: 0.0943 - val_max_oil_prod_mape: 226.3041 - best_max_oil_prod_mae: 0.0943 - val_avg_oil_prod_mae: 0.0927 - val_avg_oil_prod_mape: 68.3263 - best_avg_oil_prod_mae: 0.0927 - val_total_water_need_mae: 0.0730 - val_total_water_need_mape: 65.8522 - lr: 1.3069e-04\n", + "81/81 [==============================] - 407s 5s/step - loss: 0.0171 - mae: 0.1179 - mape: 109.7217 - val_loss: 0.0116 - val_mae: 0.0920 - val_mape: 99.3956 - val_olive_prod_mae: 0.0969 - val_olive_prod_mape: 92.6791 - val_min_oil_prod_mae: 0.0952 - val_min_oil_prod_mape: 104.2999 - val_max_oil_prod_mae: 0.0940 - val_max_oil_prod_mape: 84.1292 - val_avg_oil_prod_mae: 0.0930 - val_avg_oil_prod_mape: 158.9966 - val_total_water_need_mae: 0.0811 - val_total_water_need_mape: 56.8740 - lr: 1.2852e-04\n", "Epoch 52/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0179 - mae: 0.1191 - mape: 134.7333 - val_loss: 0.0108 - val_mae: 0.0833 - val_mape: 102.4398 - lr: 1.2730e-04\n", + "81/81 [==============================] - 43s 520ms/step - loss: 0.0169 - mae: 0.1171 - mape: 102.4648 - val_loss: 0.0117 - val_mae: 0.0977 - val_mape: 99.1071 - lr: 1.2514e-04\n", "Epoch 53/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0179 - mae: 0.1194 - mape: 140.6877 - val_loss: 0.0113 - val_mae: 0.0904 - val_mape: 108.1014 - lr: 1.2399e-04\n", + "81/81 [==============================] - 45s 545ms/step - loss: 0.0167 - mae: 0.1166 - mape: 103.6632 - val_loss: 0.0140 - val_mae: 0.1187 - val_mape: 127.0951 - lr: 1.2185e-04\n", "Epoch 54/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0176 - mae: 0.1187 - mape: 139.4526 - val_loss: 0.0112 - val_mae: 0.0914 - val_mape: 99.9837 - lr: 1.2077e-04\n", + "81/81 [==============================] - 45s 551ms/step - loss: 0.0167 - mae: 0.1169 - mape: 117.7828 - val_loss: 0.0106 - val_mae: 0.0828 - val_mape: 87.0786 - lr: 1.1865e-04\n", "Epoch 55/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0173 - mae: 0.1176 - mape: 155.5683 - val_loss: 0.0109 - val_mae: 0.0872 - val_mape: 102.1552 - lr: 1.1764e-04\n", + "81/81 [==============================] - 45s 541ms/step - loss: 0.0164 - mae: 0.1157 - mape: 103.2019 - val_loss: 0.0105 - val_mae: 0.0858 - val_mape: 91.8022 - lr: 1.1553e-04\n", "Epoch 56/200\n", - "80/80 [==============================] - 233s 3s/step - loss: 0.0173 - mae: 0.1174 - mape: 147.7777 - val_loss: 0.0110 - val_mae: 0.0888 - val_mape: 94.7351 - val_olive_prod_mae: 0.0954 - val_olive_prod_mape: 75.4792 - best_olive_prod_mae: 0.0954 - val_min_oil_prod_mae: 0.0942 - val_min_oil_prod_mape: 95.7656 - best_min_oil_prod_mae: 0.0942 - val_max_oil_prod_mae: 0.0956 - val_max_oil_prod_mape: 188.4087 - val_avg_oil_prod_mae: 0.0902 - val_avg_oil_prod_mape: 69.8961 - best_avg_oil_prod_mae: 0.0902 - val_total_water_need_mae: 0.0685 - val_total_water_need_mape: 44.1256 - lr: 1.1458e-04\n", + "81/81 [==============================] - 414s 5s/step - loss: 0.0162 - mae: 0.1154 - mape: 106.0157 - val_loss: 0.0107 - val_mae: 0.0879 - val_mape: 76.6214 - val_olive_prod_mae: 0.0940 - val_olive_prod_mape: 89.4869 - val_min_oil_prod_mae: 0.0947 - val_min_oil_prod_mape: 100.1891 - val_max_oil_prod_mae: 0.0949 - val_max_oil_prod_mape: 81.9265 - val_avg_oil_prod_mae: 0.0927 - val_avg_oil_prod_mape: 81.1511 - val_total_water_need_mae: 0.0632 - val_total_water_need_mape: 30.3533 - lr: 1.1249e-04\n", "Epoch 57/200\n", - "80/80 [==============================] - 36s 443ms/step - loss: 0.0171 - mae: 0.1171 - mape: 142.1757 - val_loss: 0.0109 - val_mae: 0.0869 - val_mape: 99.5790 - lr: 1.1161e-04\n", + "81/81 [==============================] - 44s 540ms/step - loss: 0.0161 - mae: 0.1154 - mape: 111.6323 - val_loss: 0.0122 - val_mae: 0.0993 - val_mape: 89.6327 - lr: 1.0953e-04\n", "Epoch 58/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0170 - mae: 0.1168 - mape: 138.0693 - val_loss: 0.0106 - val_mae: 0.0847 - val_mape: 96.3503 - lr: 1.0871e-04\n", + "81/81 [==============================] - 45s 547ms/step - loss: 0.0163 - mae: 0.1160 - mape: 103.7626 - val_loss: 0.0189 - val_mae: 0.1307 - val_mape: 154.6112 - lr: 1.0665e-04\n", "Epoch 59/200\n", - "80/80 [==============================] - 247s 3s/step - loss: 0.0167 - mae: 0.1159 - mape: 136.2257 - val_loss: 0.0115 - val_mae: 0.0938 - val_mape: 98.5057 - val_olive_prod_mae: 0.1011 - val_olive_prod_mape: 72.6107 - val_min_oil_prod_mae: 0.0996 - val_min_oil_prod_mape: 90.0922 - val_max_oil_prod_mae: 0.1000 - val_max_oil_prod_mape: 218.1897 - val_avg_oil_prod_mae: 0.0983 - val_avg_oil_prod_mape: 65.7479 - val_total_water_need_mae: 0.0699 - val_total_water_need_mape: 45.8883 - lr: 1.0045e-04\n", + "81/81 [==============================] - 45s 545ms/step - loss: 0.0163 - mae: 0.1160 - mape: 107.4402 - val_loss: 0.0132 - val_mae: 0.1094 - val_mape: 108.5976 - lr: 1.0385e-04\n", + "Epoch 60/200\n", + "81/81 [==============================] - 45s 549ms/step - loss: 0.0158 - mae: 0.1145 - mape: 102.4115 - val_loss: 0.0129 - val_mae: 0.1075 - val_mape: 113.4921 - lr: 1.0112e-04\n", + "Epoch 61/200\n", + "81/81 [==============================] - 413s 5s/step - loss: 0.0158 - mae: 0.1146 - mape: 112.1566 - val_loss: 0.0118 - val_mae: 0.0954 - val_mape: 87.6620 - val_olive_prod_mae: 0.0924 - val_olive_prod_mape: 87.6679 - val_min_oil_prod_mae: 0.0952 - val_min_oil_prod_mape: 89.1397 - val_max_oil_prod_mae: 0.0964 - val_max_oil_prod_mape: 80.2136 - val_avg_oil_prod_mae: 0.0914 - val_avg_oil_prod_mape: 81.9330 - val_total_water_need_mae: 0.1017 - val_total_water_need_mape: 99.3555 - lr: 9.8459e-05\n", "Epoch 62/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0167 - mae: 0.1166 - mape: 122.0693 - val_loss: 0.0107 - val_mae: 0.0880 - val_mape: 100.1896 - lr: 9.7846e-05\n", + "81/81 [==============================] - 45s 544ms/step - loss: 0.0157 - mae: 0.1143 - mape: 100.9561 - val_loss: 0.0125 - val_mae: 0.1035 - val_mape: 105.1631 - lr: 9.5870e-05\n", "Epoch 63/200\n", - "80/80 [==============================] - 37s 453ms/step - loss: 0.0165 - mae: 0.1158 - mape: 135.5000 - val_loss: 0.0104 - val_mae: 0.0846 - val_mape: 95.0203 - lr: 9.5304e-05\n", + "81/81 [==============================] - 44s 541ms/step - loss: 0.0156 - mae: 0.1139 - mape: 99.1020 - val_loss: 0.0109 - val_mae: 0.0919 - val_mape: 86.3423 - lr: 9.3350e-05\n", "Epoch 64/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0163 - mae: 0.1150 - mape: 142.8906 - val_loss: 0.0107 - val_mae: 0.0892 - val_mape: 98.5729 - lr: 9.2829e-05\n", + "81/81 [==============================] - 45s 554ms/step - loss: 0.0156 - mae: 0.1140 - mape: 102.9145 - val_loss: 0.0150 - val_mae: 0.1133 - val_mape: 117.4506 - lr: 9.0895e-05\n", "Epoch 65/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0162 - mae: 0.1147 - mape: 139.8213 - val_loss: 0.0108 - val_mae: 0.0894 - val_mape: 112.6549 - lr: 9.0418e-05\n", + "81/81 [==============================] - 45s 549ms/step - loss: 0.0155 - mae: 0.1138 - mape: 99.9012 - val_loss: 0.0107 - val_mae: 0.0902 - val_mape: 78.9081 - lr: 8.8505e-05\n", "Epoch 66/200\n", - "80/80 [==============================] - 237s 3s/step - loss: 0.0161 - mae: 0.1148 - mape: 140.7891 - val_loss: 0.0104 - val_mae: 0.0866 - val_mape: 100.1666 - val_olive_prod_mae: 0.0930 - val_olive_prod_mape: 76.0337 - best_olive_prod_mae: 0.0930 - val_min_oil_prod_mae: 0.0930 - val_min_oil_prod_mape: 93.2880 - best_min_oil_prod_mae: 0.0930 - val_max_oil_prod_mae: 0.0929 - val_max_oil_prod_mape: 222.5383 - 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lr: 7.5430e-05\n", + "Epoch 72/200\n", + "81/81 [==============================] - 43s 531ms/step - loss: 0.0149 - mae: 0.1121 - mape: 100.9465 - val_loss: 0.0110 - val_mae: 0.0896 - val_mape: 92.5869 - lr: 7.3446e-05\n", + "Epoch 73/200\n", + "81/81 [==============================] - 45s 555ms/step - loss: 0.0149 - mae: 0.1119 - mape: 103.2648 - val_loss: 0.0098 - val_mae: 0.0836 - val_mape: 76.6982 - lr: 7.1515e-05\n", "Epoch 74/200\n", - "80/80 [==============================] - 37s 450ms/step - loss: 0.0155 - mae: 0.1131 - mape: 138.3970 - val_loss: 0.0103 - val_mae: 0.0895 - val_mape: 110.4572 - lr: 7.1351e-05\n", + "81/81 [==============================] - 43s 523ms/step - loss: 0.0147 - mae: 0.1117 - mape: 104.3210 - val_loss: 0.0100 - val_mae: 0.0875 - val_mape: 75.5992 - lr: 6.9635e-05\n", "Epoch 75/200\n", - "80/80 [==============================] - 37s 456ms/step - loss: 0.0153 - mae: 0.1125 - mape: 134.7098 - val_loss: 0.0099 - val_mae: 0.0838 - val_mape: 101.4078 - lr: 6.9498e-05\n", + "81/81 [==============================] - 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loss: 0.0150 - mae: 0.1119 - mape: 136.6634 - val_loss: 0.0098 - val_mae: 0.0831 - val_mape: 94.8757 - lr: 6.2554e-05\n", + "81/81 [==============================] - 45s 543ms/step - loss: 0.0144 - mae: 0.1109 - mape: 99.8900 - val_loss: 0.0095 - val_mae: 0.0828 - val_mape: 77.4501 - lr: 6.0949e-05\n", "Epoch 80/200\n", - "80/80 [==============================] - 229s 3s/step - loss: 0.0149 - mae: 0.1113 - mape: 154.3307 - val_loss: 0.0097 - val_mae: 0.0837 - val_mape: 100.8595 - val_olive_prod_mae: 0.0925 - val_olive_prod_mape: 74.3520 - best_olive_prod_mae: 0.0925 - val_min_oil_prod_mae: 0.0903 - val_min_oil_prod_mape: 93.5097 - best_min_oil_prod_mae: 0.0903 - val_max_oil_prod_mae: 0.0895 - val_max_oil_prod_mape: 224.7449 - best_max_oil_prod_mae: 0.0895 - val_avg_oil_prod_mae: 0.0861 - val_avg_oil_prod_mape: 65.9836 - best_avg_oil_prod_mae: 0.0861 - val_total_water_need_mae: 0.0603 - val_total_water_need_mape: 45.7072 - lr: 5.9347e-05\n", + "81/81 [==============================] - 45s 549ms/step - loss: 0.0143 - mae: 0.1107 - mape: 101.5637 - val_loss: 0.0096 - val_mae: 0.0839 - val_mape: 75.1728 - lr: 5.9347e-05\n", + "Epoch 81/200\n", + "81/81 [==============================] - 415s 5s/step - loss: 0.0144 - mae: 0.1109 - mape: 101.2297 - val_loss: 0.0101 - val_mae: 0.0892 - val_mape: 82.6180 - val_olive_prod_mae: 0.0929 - val_olive_prod_mape: 90.3583 - val_min_oil_prod_mae: 0.0929 - val_min_oil_prod_mape: 98.0599 - val_max_oil_prod_mae: 0.0914 - val_max_oil_prod_mape: 80.4533 - val_avg_oil_prod_mae: 0.0911 - val_avg_oil_prod_mape: 94.1108 - val_total_water_need_mae: 0.0778 - val_total_water_need_mape: 50.1071 - lr: 5.7787e-05\n", "Epoch 82/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0148 - mae: 0.1116 - mape: 142.9829 - val_loss: 0.0095 - val_mae: 0.0829 - val_mape: 104.9523 - lr: 5.7806e-05\n", + "81/81 [==============================] - 44s 533ms/step - loss: 0.0142 - mae: 0.1104 - mape: 103.8522 - val_loss: 0.0099 - val_mae: 0.0843 - val_mape: 71.8070 - lr: 5.6267e-05\n", "Epoch 83/200\n", - "80/80 [==============================] - 36s 436ms/step - loss: 0.0148 - mae: 0.1117 - mape: 137.5172 - val_loss: 0.0101 - val_mae: 0.0874 - val_mape: 100.8047 - lr: 5.6304e-05\n", + "81/81 [==============================] - 44s 537ms/step - loss: 0.0142 - mae: 0.1105 - mape: 99.8903 - val_loss: 0.0099 - val_mae: 0.0863 - val_mape: 75.7442 - lr: 5.4788e-05\n", "Epoch 84/200\n", - "80/80 [==============================] - 36s 436ms/step - loss: 0.0147 - mae: 0.1109 - mape: 149.5698 - val_loss: 0.0097 - val_mae: 0.0862 - val_mape: 99.6029 - lr: 5.4842e-05\n", + "81/81 [==============================] - 44s 538ms/step - loss: 0.0142 - mae: 0.1103 - mape: 100.6964 - val_loss: 0.0097 - val_mae: 0.0853 - val_mape: 71.8215 - lr: 5.3347e-05\n", "Epoch 85/200\n", - "80/80 [==============================] - 230s 3s/step - loss: 0.0146 - mae: 0.1108 - mape: 138.4030 - val_loss: 0.0096 - val_mae: 0.0849 - val_mape: 104.8251 - val_olive_prod_mae: 0.0921 - val_olive_prod_mape: 72.9428 - best_olive_prod_mae: 0.0921 - val_min_oil_prod_mae: 0.0908 - val_min_oil_prod_mape: 93.9297 - val_max_oil_prod_mae: 0.0915 - val_max_oil_prod_mape: 243.2711 - val_avg_oil_prod_mae: 0.0882 - val_avg_oil_prod_mape: 68.0993 - val_total_water_need_mae: 0.0617 - val_total_water_need_mape: 45.8819 - lr: 5.2030e-05\n", + "81/81 [==============================] - 44s 535ms/step - loss: 0.0141 - mae: 0.1100 - mape: 101.9498 - val_loss: 0.0096 - val_mae: 0.0851 - val_mape: 73.2126 - lr: 5.1945e-05\n", + "Epoch 86/200\n", + "81/81 [==============================] - 424s 5s/step - loss: 0.0140 - mae: 0.1101 - mape: 99.0340 - val_loss: 0.0100 - val_mae: 0.0888 - val_mape: 71.7597 - val_olive_prod_mae: 0.0976 - val_olive_prod_mape: 89.1973 - val_min_oil_prod_mae: 0.0948 - val_min_oil_prod_mape: 92.7337 - val_max_oil_prod_mae: 0.0945 - val_max_oil_prod_mape: 79.1431 - val_avg_oil_prod_mae: 0.0921 - val_avg_oil_prod_mape: 68.7220 - val_total_water_need_mae: 0.0650 - val_total_water_need_mape: 29.0024 - lr: 5.0579e-05\n", "Epoch 87/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0143 - mae: 0.1101 - mape: 133.9900 - val_loss: 0.0095 - val_mae: 0.0845 - val_mape: 103.7470 - lr: 4.8081e-05\n", + "81/81 [==============================] - 44s 535ms/step - loss: 0.0139 - mae: 0.1094 - mape: 98.9774 - val_loss: 0.0095 - val_mae: 0.0838 - val_mape: 77.6027 - lr: 4.9249e-05\n", + "Epoch 88/200\n", + "81/81 [==============================] - 44s 537ms/step - loss: 0.0139 - mae: 0.1099 - mape: 103.9017 - val_loss: 0.0094 - val_mae: 0.0836 - val_mape: 79.2909 - lr: 4.7954e-05\n", + "Epoch 89/200\n", + "81/81 [==============================] - 43s 529ms/step - loss: 0.0138 - mae: 0.1095 - mape: 95.7289 - val_loss: 0.0091 - val_mae: 0.0812 - val_mape: 73.1377 - lr: 4.6693e-05\n", "Epoch 90/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0143 - mae: 0.1101 - mape: 129.2636 - val_loss: 0.0094 - val_mae: 0.0834 - val_mape: 107.9905 - lr: 4.6832e-05\n", + "81/81 [==============================] - 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val_avg_oil_prod_mae: 0.0883 - val_avg_oil_prod_mape: 91.3950 - val_total_water_need_mae: 0.0646 - val_total_water_need_mape: 31.3778 - lr: 4.4270e-05\n", "Epoch 92/200\n", - "80/80 [==============================] - 36s 436ms/step - loss: 0.0142 - mae: 0.1099 - mape: 137.3376 - val_loss: 0.0094 - val_mae: 0.0840 - val_mape: 103.3979 - lr: 4.4431e-05\n", + "81/81 [==============================] - 42s 513ms/step - loss: 0.0138 - mae: 0.1095 - mape: 100.2383 - val_loss: 0.0095 - val_mae: 0.0859 - val_mape: 74.0313 - lr: 4.3106e-05\n", "Epoch 93/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0141 - mae: 0.1097 - mape: 131.1958 - val_loss: 0.0094 - val_mae: 0.0827 - val_mape: 99.3171 - lr: 4.3277e-05\n", + "81/81 [==============================] - 43s 524ms/step - loss: 0.0137 - mae: 0.1094 - mape: 98.0624 - val_loss: 0.0092 - val_mae: 0.0824 - val_mape: 75.3717 - lr: 4.1973e-05\n", "Epoch 94/200\n", - "80/80 [==============================] - 36s 445ms/step - loss: 0.0140 - mae: 0.1094 - mape: 129.6252 - val_loss: 0.0091 - val_mae: 0.0807 - val_mape: 99.7888 - lr: 4.2153e-05\n", + "81/81 [==============================] - 42s 509ms/step - loss: 0.0137 - mae: 0.1092 - mape: 97.3056 - val_loss: 0.0094 - val_mae: 0.0847 - val_mape: 72.2782 - lr: 4.0869e-05\n", "Epoch 95/200\n", - "80/80 [==============================] - 36s 446ms/step - loss: 0.0141 - mae: 0.1099 - mape: 145.5369 - val_loss: 0.0092 - val_mae: 0.0828 - val_mape: 99.6861 - lr: 4.1058e-05\n", + "81/81 [==============================] - 42s 516ms/step - loss: 0.0136 - mae: 0.1090 - mape: 99.6563 - val_loss: 0.0093 - val_mae: 0.0832 - val_mape: 71.3101 - lr: 3.9795e-05\n", "Epoch 96/200\n", - "80/80 [==============================] - 260s 3s/step - loss: 0.0143 - mae: 0.1101 - mape: 133.5272 - val_loss: 0.0095 - val_mae: 0.0844 - val_mape: 94.5343 - val_olive_prod_mae: 0.0933 - val_olive_prod_mape: 72.0466 - val_min_oil_prod_mae: 0.0915 - val_min_oil_prod_mape: 92.5089 - val_max_oil_prod_mae: 0.0918 - val_max_oil_prod_mape: 200.5542 - val_avg_oil_prod_mae: 0.0883 - val_avg_oil_prod_mape: 65.6080 - val_total_water_need_mae: 0.0571 - val_total_water_need_mape: 41.9541 - best_total_water_need_mae: 0.0571 - lr: 3.9992e-05\n", + "81/81 [==============================] - 416s 5s/step - loss: 0.0135 - mae: 0.1088 - mape: 98.3289 - val_loss: 0.0093 - val_mae: 0.0830 - val_mape: 73.6735 - val_olive_prod_mae: 0.0907 - val_olive_prod_mape: 88.2918 - val_min_oil_prod_mae: 0.0899 - val_min_oil_prod_mape: 92.6629 - val_max_oil_prod_mae: 0.0888 - val_max_oil_prod_mape: 81.5504 - best_max_oil_prod_mae: 0.0888 - val_avg_oil_prod_mae: 0.0862 - val_avg_oil_prod_mape: 79.1624 - best_avg_oil_prod_mae: 0.0862 - val_total_water_need_mae: 0.0594 - val_total_water_need_mape: 26.7003 - lr: 3.8749e-05\n", "Epoch 97/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0139 - mae: 0.1095 - mape: 121.2405 - val_loss: 0.0095 - val_mae: 0.0845 - val_mape: 101.0546 - lr: 3.8953e-05\n", + "81/81 [==============================] - 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mae: 0.1093 - mape: 132.6569 - val_loss: 0.0092 - val_mae: 0.0826 - val_mape: 101.0493 - lr: 3.5996e-05\n", + "81/81 [==============================] - 44s 534ms/step - loss: 0.0134 - mae: 0.1085 - mape: 102.6167 - val_loss: 0.0091 - val_mae: 0.0833 - val_mape: 74.0674 - lr: 3.4831e-05\n", "Epoch 101/200\n", - "80/80 [==============================] - 231s 3s/step - loss: 0.0138 - mae: 0.1092 - mape: 142.6844 - val_loss: 0.0091 - val_mae: 0.0822 - val_mape: 103.1497 - val_olive_prod_mae: 0.0911 - val_olive_prod_mape: 74.2005 - best_olive_prod_mae: 0.0911 - val_min_oil_prod_mae: 0.0893 - val_min_oil_prod_mape: 95.3363 - best_min_oil_prod_mae: 0.0893 - val_max_oil_prod_mae: 0.0891 - val_max_oil_prod_mape: 236.3043 - best_max_oil_prod_mae: 0.0891 - val_avg_oil_prod_mae: 0.0856 - val_avg_oil_prod_mape: 67.7334 - best_avg_oil_prod_mae: 0.0856 - val_total_water_need_mae: 0.0560 - val_total_water_need_mape: 42.1736 - best_total_water_need_mae: 0.0560 - lr: 3.5061e-05\n", + "81/81 [==============================] - 405s 5s/step - loss: 0.0134 - mae: 0.1088 - mape: 99.3198 - val_loss: 0.0094 - val_mae: 0.0860 - val_mape: 71.5030 - val_olive_prod_mae: 0.0935 - val_olive_prod_mape: 90.6842 - val_min_oil_prod_mae: 0.0939 - val_min_oil_prod_mape: 93.7380 - val_max_oil_prod_mae: 0.0917 - val_max_oil_prod_mape: 79.1902 - val_avg_oil_prod_mae: 0.0904 - val_avg_oil_prod_mape: 66.9787 - val_total_water_need_mae: 0.0603 - val_total_water_need_mape: 26.9237 - lr: 3.3916e-05\n", "Epoch 102/200\n", - "80/80 [==============================] - 36s 447ms/step - loss: 0.0137 - mae: 0.1087 - mape: 120.9930 - val_loss: 0.0092 - val_mae: 0.0840 - val_mape: 102.9081 - lr: 3.4151e-05\n", + "81/81 [==============================] - 43s 526ms/step - loss: 0.0134 - mae: 0.1082 - mape: 96.7114 - val_loss: 0.0091 - val_mae: 0.0839 - val_mape: 73.3150 - lr: 3.3024e-05\n", "Epoch 103/200\n", - "80/80 [==============================] - 37s 453ms/step - loss: 0.0137 - mae: 0.1090 - mape: 145.3493 - val_loss: 0.0090 - val_mae: 0.0820 - val_mape: 103.3405 - lr: 3.3264e-05\n", + "81/81 [==============================] - 44s 543ms/step - loss: 0.0132 - mae: 0.1078 - mape: 96.8080 - val_loss: 0.0090 - val_mae: 0.0836 - val_mape: 76.6545 - lr: 3.2156e-05\n", "Epoch 104/200\n", - "80/80 [==============================] - 37s 447ms/step - loss: 0.0137 - mae: 0.1088 - mape: 132.0474 - val_loss: 0.0088 - val_mae: 0.0788 - val_mape: 99.5223 - lr: 3.2400e-05\n", + "81/81 [==============================] - ETA: 0s - loss: 0.0132 - mae: 0.1080 - mape: 103.5235\n", + "Epoch 104: ReduceLROnPlateau reducing learning rate to 6.262018723646179e-06.\n", + "81/81 [==============================] - 44s 541ms/step - loss: 0.0132 - mae: 0.1080 - mape: 103.5235 - val_loss: 0.0092 - val_mae: 0.0835 - val_mape: 74.9676 - lr: 3.1310e-05\n", "Epoch 105/200\n", - "80/80 [==============================] - 36s 443ms/step - loss: 0.0136 - mae: 0.1089 - mape: 143.3882 - val_loss: 0.0090 - val_mae: 0.0820 - val_mape: 102.5941 - lr: 3.1558e-05\n", + "81/81 [==============================] - 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best_min_oil_prod_mae: 0.0891 - val_max_oil_prod_mae: 0.0890 - val_max_oil_prod_mape: 76.4075 - val_avg_oil_prod_mae: 0.0854 - val_avg_oil_prod_mape: 73.6663 - best_avg_oil_prod_mae: 0.0854 - val_total_water_need_mae: 0.0525 - val_total_water_need_mape: 26.0260 - best_total_water_need_mae: 0.0525 - lr: 2.9685e-05\n", "Epoch 107/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0136 - mae: 0.1088 - mape: 128.6352 - val_loss: 0.0090 - val_mae: 0.0816 - val_mape: 101.1500 - lr: 2.9940e-05\n", + "81/81 [==============================] - 46s 556ms/step - loss: 0.0131 - mae: 0.1077 - mape: 95.6784 - val_loss: 0.0086 - val_mae: 0.0803 - val_mape: 76.2398 - lr: 2.8905e-05\n", "Epoch 108/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0135 - mae: 0.1085 - mape: 139.2546 - val_loss: 0.0091 - val_mae: 0.0820 - val_mape: 100.3162 - lr: 2.9163e-05\n", + "81/81 [==============================] - 43s 520ms/step - loss: 0.0130 - mae: 0.1076 - mape: 97.3676 - val_loss: 0.0087 - val_mae: 0.0815 - val_mape: 72.6132 - lr: 2.8145e-05\n", "Epoch 109/200\n", - "80/80 [==============================] - 36s 446ms/step - loss: 0.0134 - mae: 0.1086 - mape: 148.4389 - val_loss: 0.0087 - val_mae: 0.0794 - val_mape: 102.8431 - lr: 2.8405e-05\n", + "81/81 [==============================] - 44s 532ms/step - loss: 0.0130 - mae: 0.1074 - mape: 93.8073 - val_loss: 0.0088 - val_mae: 0.0831 - val_mape: 73.7144 - lr: 2.7405e-05\n", "Epoch 110/200\n", - "80/80 [==============================] - 36s 443ms/step - loss: 0.0135 - mae: 0.1084 - mape: 126.4040 - val_loss: 0.0088 - val_mae: 0.0805 - val_mape: 100.3828 - lr: 2.7668e-05\n", + "81/81 [==============================] - 45s 547ms/step - loss: 0.0130 - mae: 0.1074 - mape: 98.0165 - val_loss: 0.0085 - val_mae: 0.0794 - val_mape: 74.5856 - lr: 2.6684e-05\n", "Epoch 111/200\n", - "80/80 [==============================] - 245s 3s/step - loss: 0.0134 - mae: 0.1080 - mape: 138.5028 - val_loss: 0.0088 - val_mae: 0.0802 - val_mape: 103.2501 - val_olive_prod_mae: 0.0886 - val_olive_prod_mape: 73.6275 - best_olive_prod_mae: 0.0886 - val_min_oil_prod_mae: 0.0870 - val_min_oil_prod_mape: 94.9520 - best_min_oil_prod_mae: 0.0870 - val_max_oil_prod_mae: 0.0869 - val_max_oil_prod_mape: 239.6956 - best_max_oil_prod_mae: 0.0869 - val_avg_oil_prod_mae: 0.0836 - val_avg_oil_prod_mape: 67.5310 - best_avg_oil_prod_mae: 0.0836 - val_total_water_need_mae: 0.0550 - val_total_water_need_mape: 40.4444 - best_total_water_need_mae: 0.0550 - lr: 2.6949e-05\n", + "81/81 [==============================] - 421s 5s/step - loss: 0.0130 - mae: 0.1075 - mape: 98.1536 - val_loss: 0.0087 - val_mae: 0.0821 - val_mape: 72.5281 - val_olive_prod_mae: 0.0913 - val_olive_prod_mape: 89.8939 - val_min_oil_prod_mae: 0.0896 - val_min_oil_prod_mape: 93.7233 - val_max_oil_prod_mae: 0.0898 - val_max_oil_prod_mape: 76.0811 - val_avg_oil_prod_mae: 0.0865 - val_avg_oil_prod_mape: 75.4671 - val_total_water_need_mae: 0.0534 - val_total_water_need_mape: 27.4751 - lr: 2.5983e-05\n", "Epoch 112/200\n", - "80/80 [==============================] - 35s 434ms/step - loss: 0.0133 - mae: 0.1080 - mape: 140.4691 - val_loss: 0.0088 - val_mae: 0.0800 - val_mape: 100.8578 - lr: 2.6249e-05\n", + "81/81 [==============================] - 45s 554ms/step - loss: 0.0130 - mae: 0.1073 - mape: 96.7342 - val_loss: 0.0087 - val_mae: 0.0815 - val_mape: 71.0408 - lr: 2.5300e-05\n", "Epoch 113/200\n", - "80/80 [==============================] - 36s 445ms/step - loss: 0.0133 - mae: 0.1082 - mape: 128.5066 - val_loss: 0.0087 - val_mae: 0.0808 - val_mape: 102.7916 - lr: 2.5567e-05\n", + "81/81 [==============================] - 45s 550ms/step - loss: 0.0129 - mae: 0.1073 - mape: 93.0413 - val_loss: 0.0087 - val_mae: 0.0812 - val_mape: 70.8242 - lr: 2.4634e-05\n", "Epoch 114/200\n", - "80/80 [==============================] - 36s 443ms/step - loss: 0.0133 - mae: 0.1083 - mape: 148.3104 - val_loss: 0.0088 - val_mae: 0.0817 - val_mape: 100.1457 - lr: 2.4903e-05\n", + "81/81 [==============================] - 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loss: 0.0128 - mae: 0.1069 - mape: 99.9334 - val_loss: 0.0085 - val_mae: 0.0805 - val_mape: 73.0375 - lr: 2.0995e-05\n", + "Epoch 120/200\n", + "81/81 [==============================] - 45s 549ms/step - loss: 0.0128 - mae: 0.1070 - mape: 100.1810 - val_loss: 0.0085 - val_mae: 0.0815 - val_mape: 76.3325 - lr: 2.0443e-05\n", + "Epoch 121/200\n", + "81/81 [==============================] - 408s 5s/step - loss: 0.0128 - mae: 0.1069 - mape: 94.3632 - val_loss: 0.0086 - val_mae: 0.0817 - val_mape: 72.1149 - val_olive_prod_mae: 0.0906 - val_olive_prod_mape: 87.6058 - val_min_oil_prod_mae: 0.0886 - val_min_oil_prod_mape: 91.1811 - val_max_oil_prod_mae: 0.0890 - val_max_oil_prod_mape: 75.9044 - val_avg_oil_prod_mae: 0.0861 - val_avg_oil_prod_mape: 79.9283 - val_total_water_need_mae: 0.0544 - val_total_water_need_mape: 25.9553 - lr: 1.9905e-05\n", "Epoch 122/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0131 - mae: 0.1077 - mape: 135.5140 - val_loss: 0.0085 - val_mae: 0.0784 - val_mape: 100.5666 - lr: 2.0176e-05\n", + "81/81 [==============================] - 44s 539ms/step - loss: 0.0127 - mae: 0.1067 - mape: 95.9895 - val_loss: 0.0083 - val_mae: 0.0775 - val_mape: 74.3044 - lr: 1.9382e-05\n", "Epoch 123/200\n", - "80/80 [==============================] - 35s 435ms/step - loss: 0.0131 - mae: 0.1077 - mape: 137.8844 - val_loss: 0.0086 - val_mae: 0.0798 - val_mape: 102.1380 - lr: 1.9652e-05\n", + "81/81 [==============================] - 45s 547ms/step - loss: 0.0127 - mae: 0.1068 - mape: 103.0387 - val_loss: 0.0084 - val_mae: 0.0787 - val_mape: 70.4848 - lr: 1.8872e-05\n", "Epoch 124/200\n", - "80/80 [==============================] - 37s 457ms/step - loss: 0.0130 - mae: 0.1074 - mape: 126.6170 - val_loss: 0.0084 - val_mae: 0.0780 - val_mape: 98.9292 - lr: 1.9141e-05\n", + "81/81 [==============================] - 44s 534ms/step - loss: 0.0127 - mae: 0.1070 - mape: 101.5992 - val_loss: 0.0084 - val_mae: 0.0790 - val_mape: 76.9380 - lr: 1.8376e-05\n", "Epoch 125/200\n", - "80/80 [==============================] - 36s 447ms/step - loss: 0.0130 - mae: 0.1074 - mape: 124.3804 - val_loss: 0.0085 - val_mae: 0.0795 - val_mape: 99.5572 - lr: 1.8644e-05\n", + "81/81 [==============================] - 43s 530ms/step - loss: 0.0127 - mae: 0.1066 - mape: 97.1413 - val_loss: 0.0084 - val_mae: 0.0793 - val_mape: 71.0964 - lr: 1.7893e-05\n", "Epoch 126/200\n", - "80/80 [==============================] - 258s 3s/step - loss: 0.0130 - mae: 0.1073 - mape: 140.2923 - val_loss: 0.0085 - val_mae: 0.0792 - val_mape: 101.3633 - val_olive_prod_mae: 0.0875 - val_olive_prod_mape: 73.1242 - best_olive_prod_mae: 0.0875 - val_min_oil_prod_mae: 0.0866 - val_min_oil_prod_mape: 93.7120 - best_min_oil_prod_mae: 0.0866 - val_max_oil_prod_mae: 0.0864 - val_max_oil_prod_mape: 233.8133 - best_max_oil_prod_mae: 0.0864 - val_avg_oil_prod_mae: 0.0832 - val_avg_oil_prod_mape: 66.9306 - best_avg_oil_prod_mae: 0.0832 - val_total_water_need_mae: 0.0522 - val_total_water_need_mape: 39.2365 - lr: 1.8160e-05\n", + "81/81 [==============================] - 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mae: 0.1075 - mape: 138.2281 - val_loss: 0.0086 - val_mae: 0.0807 - val_mape: 99.2860 - lr: 1.7229e-05\n", + "81/81 [==============================] - 45s 552ms/step - loss: 0.0127 - mae: 0.1067 - mape: 93.2160 - val_loss: 0.0084 - val_mae: 0.0812 - val_mape: 69.7919 - lr: 1.6518e-05\n", "Epoch 129/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0130 - mae: 0.1073 - mape: 132.3837 - val_loss: 0.0085 - val_mae: 0.0796 - val_mape: 100.0050 - lr: 1.6781e-05\n", + "81/81 [==============================] - 46s 564ms/step - loss: 0.0127 - mae: 0.1067 - mape: 95.8274 - val_loss: 0.0082 - val_mae: 0.0793 - val_mape: 71.5809 - lr: 1.6084e-05\n", "Epoch 130/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0128 - mae: 0.1071 - mape: 147.8209 - val_loss: 0.0085 - val_mae: 0.0797 - val_mape: 101.9830 - lr: 1.6346e-05\n", + "81/81 [==============================] - 43s 525ms/step - loss: 0.0125 - mae: 0.1064 - mape: 94.9175 - val_loss: 0.0084 - 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lr: 1.4849e-05\n", + "Epoch 133/200\n", + "81/81 [==============================] - 42s 517ms/step - loss: 0.0125 - mae: 0.1065 - mape: 100.5532 - val_loss: 0.0083 - val_mae: 0.0797 - val_mape: 70.9532 - lr: 1.4458e-05\n", "Epoch 134/200\n", - "80/80 [==============================] - 37s 453ms/step - loss: 0.0128 - mae: 0.1071 - mape: 122.8966 - val_loss: 0.0084 - val_mae: 0.0792 - val_mape: 99.7014 - lr: 1.4712e-05\n", + "81/81 [==============================] - 45s 549ms/step - loss: 0.0125 - mae: 0.1062 - mape: 91.1623 - val_loss: 0.0082 - val_mae: 0.0794 - val_mape: 70.6925 - lr: 1.4078e-05\n", "Epoch 135/200\n", - "80/80 [==============================] - 37s 451ms/step - loss: 0.0128 - mae: 0.1069 - mape: 131.0883 - val_loss: 0.0085 - val_mae: 0.0802 - val_mape: 101.1884 - lr: 1.4330e-05\n", + "81/81 [==============================] - 46s 565ms/step - loss: 0.0125 - mae: 0.1062 - mape: 100.0002 - val_loss: 0.0083 - val_mae: 0.0803 - val_mape: 71.6639 - lr: 1.3708e-05\n", "Epoch 136/200\n", - "80/80 [==============================] - 194s 2s/step - loss: 0.0128 - mae: 0.1069 - mape: 125.1339 - val_loss: 0.0084 - val_mae: 0.0795 - val_mape: 100.6931 - val_olive_prod_mae: 0.0883 - val_olive_prod_mape: 72.7114 - val_min_oil_prod_mae: 0.0870 - val_min_oil_prod_mape: 93.7169 - val_max_oil_prod_mae: 0.0869 - val_max_oil_prod_mape: 230.8019 - val_avg_oil_prod_mae: 0.0836 - val_avg_oil_prod_mape: 66.5721 - val_total_water_need_mae: 0.0517 - val_total_water_need_mape: 39.6633 - lr: 1.3958e-05\n", + "81/81 [==============================] - 408s 5s/step - loss: 0.0125 - mae: 0.1062 - mape: 98.6318 - val_loss: 0.0083 - val_mae: 0.0795 - val_mape: 71.3979 - val_olive_prod_mae: 0.0890 - val_olive_prod_mape: 89.4010 - best_olive_prod_mae: 0.0890 - val_min_oil_prod_mae: 0.0877 - val_min_oil_prod_mape: 91.2028 - best_min_oil_prod_mae: 0.0877 - val_max_oil_prod_mae: 0.0877 - val_max_oil_prod_mape: 75.7092 - val_avg_oil_prod_mae: 0.0847 - val_avg_oil_prod_mape: 75.1019 - best_avg_oil_prod_mae: 0.0847 - val_total_water_need_mae: 0.0482 - val_total_water_need_mape: 25.5753 - best_total_water_need_mae: 0.0482 - lr: 1.3347e-05\n", "Epoch 137/200\n", - "80/80 [==============================] - 37s 458ms/step - loss: 0.0128 - mae: 0.1069 - mape: 141.0860 - val_loss: 0.0083 - val_mae: 0.0783 - val_mape: 99.3577 - lr: 1.3596e-05\n", + "81/81 [==============================] - 46s 564ms/step - loss: 0.0125 - mae: 0.1065 - mape: 94.3227 - val_loss: 0.0081 - val_mae: 0.0783 - val_mape: 75.9415 - lr: 1.2997e-05\n", "Epoch 138/200\n", - "80/80 [==============================] - 38s 460ms/step - loss: 0.0128 - mae: 0.1068 - mape: 126.0336 - val_loss: 0.0084 - val_mae: 0.0791 - val_mape: 103.3938 - lr: 1.3242e-05\n", + "81/81 [==============================] - 46s 554ms/step - loss: 0.0125 - mae: 0.1063 - mape: 97.7030 - val_loss: 0.0082 - val_mae: 0.0791 - val_mape: 72.1331 - lr: 1.2655e-05\n", "Epoch 139/200\n", - "80/80 [==============================] - 37s 460ms/step - loss: 0.0127 - mae: 0.1068 - mape: 141.5065 - val_loss: 0.0084 - val_mae: 0.0796 - val_mape: 100.4431 - lr: 1.2899e-05\n", + "81/81 [==============================] - 43s 526ms/step - loss: 0.0125 - mae: 0.1061 - mape: 98.8603 - val_loss: 0.0083 - val_mae: 0.0795 - val_mape: 72.5747 - lr: 1.2322e-05\n", "Epoch 140/200\n", - "80/80 [==============================] - 37s 456ms/step - loss: 0.0127 - mae: 0.1068 - mape: 131.7737 - val_loss: 0.0084 - val_mae: 0.0797 - val_mape: 100.3351 - lr: 1.2564e-05\n", + "81/81 [==============================] - 43s 522ms/step - loss: 0.0124 - mae: 0.1061 - mape: 96.8847 - val_loss: 0.0083 - val_mae: 0.0793 - val_mape: 69.8753 - lr: 1.1998e-05\n", "Epoch 141/200\n", - "80/80 [==============================] - 198s 2s/step - loss: 0.0126 - mae: 0.1066 - mape: 135.8964 - val_loss: 0.0084 - val_mae: 0.0797 - val_mape: 100.3036 - val_olive_prod_mae: 0.0880 - val_olive_prod_mape: 73.0974 - val_min_oil_prod_mae: 0.0873 - val_min_oil_prod_mape: 93.2542 - val_max_oil_prod_mae: 0.0869 - val_max_oil_prod_mape: 228.5796 - val_avg_oil_prod_mae: 0.0839 - val_avg_oil_prod_mape: 65.8285 - val_total_water_need_mae: 0.0525 - val_total_water_need_mape: 40.7585 - lr: 1.2237e-05\n", + "81/81 [==============================] - 398s 5s/step - loss: 0.0124 - mae: 0.1062 - mape: 95.8760 - val_loss: 0.0082 - val_mae: 0.0790 - val_mape: 71.8602 - val_olive_prod_mae: 0.0878 - val_olive_prod_mape: 91.0793 - best_olive_prod_mae: 0.0878 - val_min_oil_prod_mae: 0.0876 - val_min_oil_prod_mape: 92.5032 - best_min_oil_prod_mae: 0.0876 - val_max_oil_prod_mae: 0.0871 - val_max_oil_prod_mape: 76.3926 - best_max_oil_prod_mae: 0.0871 - val_avg_oil_prod_mae: 0.0844 - val_avg_oil_prod_mape: 73.0280 - best_avg_oil_prod_mae: 0.0844 - val_total_water_need_mae: 0.0480 - val_total_water_need_mape: 26.2976 - best_total_water_need_mae: 0.0480 - lr: 1.1683e-05\n", "Epoch 142/200\n", - "80/80 [==============================] - 36s 445ms/step - loss: 0.0127 - mae: 0.1069 - mape: 144.6937 - val_loss: 0.0083 - val_mae: 0.0784 - val_mape: 98.5027 - lr: 1.1919e-05\n", + "81/81 [==============================] - ETA: 0s - loss: 0.0124 - mae: 0.1059 - mape: 93.7385\n", + "Epoch 142: ReduceLROnPlateau reducing learning rate to 2.2750975404051134e-06.\n", + "81/81 [==============================] - 43s 521ms/step - loss: 0.0124 - mae: 0.1059 - mape: 93.7385 - val_loss: 0.0081 - val_mae: 0.0781 - val_mape: 71.1219 - lr: 1.1375e-05\n", "Epoch 143/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0126 - mae: 0.1066 - mape: 140.0901 - val_loss: 0.0083 - val_mae: 0.0787 - val_mape: 100.0019 - lr: 1.1610e-05\n", + "81/81 [==============================] - 43s 524ms/step - loss: 0.0124 - mae: 0.1062 - mape: 96.3209 - val_loss: 0.0082 - val_mae: 0.0806 - val_mape: 71.3129 - lr: 1.1076e-05\n", "Epoch 144/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0126 - mae: 0.1066 - mape: 142.0852 - val_loss: 0.0083 - val_mae: 0.0795 - val_mape: 101.1596 - lr: 1.1308e-05\n", + "81/81 [==============================] - 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val_mape: 70.4109 - val_olive_prod_mae: 0.0886 - val_olive_prod_mape: 89.7785 - val_min_oil_prod_mae: 0.0879 - val_min_oil_prod_mape: 92.4329 - val_max_oil_prod_mae: 0.0875 - val_max_oil_prod_mape: 76.0445 - val_avg_oil_prod_mae: 0.0847 - val_avg_oil_prod_mape: 67.6560 - val_total_water_need_mae: 0.0498 - val_total_water_need_mape: 26.1428 - lr: 1.0225e-05\n", "Epoch 147/200\n", - "80/80 [==============================] - 36s 447ms/step - loss: 0.0126 - mae: 0.1063 - mape: 131.2485 - val_loss: 0.0083 - val_mae: 0.0786 - val_mape: 101.2258 - lr: 1.0450e-05\n", + "81/81 [==============================] - 45s 545ms/step - loss: 0.0123 - mae: 0.1060 - mape: 99.9797 - val_loss: 0.0081 - val_mae: 0.0788 - val_mape: 70.8160 - lr: 9.9566e-06\n", "Epoch 148/200\n", - "80/80 [==============================] - 36s 447ms/step - loss: 0.0126 - mae: 0.1064 - mape: 117.1725 - val_loss: 0.0082 - val_mae: 0.0786 - val_mape: 102.0448 - lr: 1.0179e-05\n", + "81/81 [==============================] - 43s 527ms/step - loss: 0.0123 - mae: 0.1059 - mape: 97.9168 - val_loss: 0.0081 - val_mae: 0.0787 - val_mape: 70.3717 - lr: 9.6949e-06\n", "Epoch 149/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0126 - mae: 0.1067 - mape: 155.9800 - val_loss: 0.0082 - val_mae: 0.0778 - val_mape: 98.7628 - lr: 9.9142e-06\n", + "81/81 [==============================] - 43s 520ms/step - loss: 0.0123 - mae: 0.1061 - mape: 91.6191 - val_loss: 0.0081 - val_mae: 0.0788 - val_mape: 72.8542 - lr: 9.4400e-06\n", "Epoch 150/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0125 - mae: 0.1064 - mape: 137.1006 - val_loss: 0.0083 - val_mae: 0.0791 - val_mape: 101.1951 - lr: 9.6567e-06\n", + "81/81 [==============================] - 44s 537ms/step - loss: 0.0124 - mae: 0.1060 - mape: 95.8393 - val_loss: 0.0082 - val_mae: 0.0798 - val_mape: 72.8548 - lr: 9.1918e-06\n", "Epoch 151/200\n", - "80/80 [==============================] - 231s 3s/step - loss: 0.0125 - mae: 0.1062 - mape: 133.0278 - val_loss: 0.0082 - val_mae: 0.0780 - val_mape: 101.7752 - val_olive_prod_mae: 0.0869 - val_olive_prod_mape: 73.5762 - val_min_oil_prod_mae: 0.0858 - val_min_oil_prod_mape: 94.9374 - best_min_oil_prod_mae: 0.0858 - val_max_oil_prod_mae: 0.0854 - val_max_oil_prod_mape: 233.4457 - best_max_oil_prod_mae: 0.0854 - val_avg_oil_prod_mae: 0.0825 - val_avg_oil_prod_mape: 66.9196 - best_avg_oil_prod_mae: 0.0825 - val_total_water_need_mae: 0.0496 - val_total_water_need_mape: 39.9972 - lr: 9.4059e-06\n", + "81/81 [==============================] - 400s 5s/step - loss: 0.0123 - mae: 0.1058 - mape: 101.8415 - val_loss: 0.0083 - val_mae: 0.0796 - val_mape: 72.3389 - val_olive_prod_mae: 0.0884 - val_olive_prod_mape: 88.7991 - val_min_oil_prod_mae: 0.0875 - val_min_oil_prod_mape: 91.5470 - best_min_oil_prod_mae: 0.0875 - val_max_oil_prod_mae: 0.0873 - val_max_oil_prod_mape: 76.2444 - val_avg_oil_prod_mae: 0.0844 - val_avg_oil_prod_mape: 79.9107 - best_avg_oil_prod_mae: 0.0844 - val_total_water_need_mae: 0.0503 - val_total_water_need_mape: 25.1932 - lr: 8.9501e-06\n", "Epoch 152/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0125 - mae: 0.1063 - mape: 139.6716 - val_loss: 0.0082 - val_mae: 0.0778 - val_mape: 101.3717 - lr: 9.1616e-06\n", - "Epoch 153/200\n", - "80/80 [==============================] - 36s 436ms/step - loss: 0.0125 - mae: 0.1063 - mape: 136.4329 - val_loss: 0.0083 - val_mae: 0.0793 - val_mape: 101.8978 - lr: 8.9236e-06\n", - "Epoch 154/200\n", - "80/80 [==============================] - 37s 456ms/step - loss: 0.0125 - mae: 0.1065 - mape: 136.6036 - val_loss: 0.0082 - val_mae: 0.0774 - val_mape: 100.2120 - lr: 8.6919e-06\n", - "Epoch 155/200\n", - "80/80 [==============================] - 36s 441ms/step - loss: 0.0124 - mae: 0.1063 - mape: 121.0664 - val_loss: 0.0083 - val_mae: 0.0795 - val_mape: 100.9535 - lr: 8.4661e-06\n", - "Epoch 156/200\n", - "80/80 [==============================] - 257s 3s/step - loss: 0.0125 - mae: 0.1062 - mape: 128.6301 - val_loss: 0.0082 - val_mae: 0.0785 - val_mape: 100.7175 - val_olive_prod_mae: 0.0871 - val_olive_prod_mape: 73.1359 - val_min_oil_prod_mae: 0.0860 - val_min_oil_prod_mape: 94.4131 - val_max_oil_prod_mae: 0.0856 - val_max_oil_prod_mape: 230.1177 - val_avg_oil_prod_mae: 0.0827 - val_avg_oil_prod_mape: 66.3622 - val_total_water_need_mae: 0.0511 - val_total_water_need_mape: 39.5585 - lr: 8.2462e-06\n", - "Epoch 157/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0125 - mae: 0.1066 - mape: 140.2754 - val_loss: 0.0082 - val_mae: 0.0790 - val_mape: 100.1723 - lr: 8.0321e-06\n", - "Epoch 158/200\n", - "80/80 [==============================] - 36s 446ms/step - loss: 0.0125 - mae: 0.1063 - mape: 140.8587 - val_loss: 0.0082 - val_mae: 0.0784 - val_mape: 101.4369 - lr: 7.8235e-06\n", - "Epoch 159/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0124 - mae: 0.1061 - mape: 130.1687 - val_loss: 0.0082 - val_mae: 0.0785 - val_mape: 100.3944 - lr: 7.6203e-06\n", - "Epoch 160/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0124 - mae: 0.1062 - mape: 125.2505 - val_loss: 0.0082 - val_mae: 0.0787 - val_mape: 100.8615 - lr: 7.4224e-06\n", - "Epoch 161/200\n", - "80/80 [==============================] - 260s 3s/step - loss: 0.0125 - mae: 0.1064 - mape: 130.2965 - val_loss: 0.0081 - val_mae: 0.0776 - val_mape: 100.5380 - val_olive_prod_mae: 0.0866 - val_olive_prod_mape: 73.4325 - best_olive_prod_mae: 0.0866 - val_min_oil_prod_mae: 0.0857 - val_min_oil_prod_mape: 94.5307 - best_min_oil_prod_mae: 0.0857 - val_max_oil_prod_mae: 0.0854 - val_max_oil_prod_mape: 226.6531 - best_max_oil_prod_mae: 0.0854 - val_avg_oil_prod_mae: 0.0824 - val_avg_oil_prod_mape: 66.6267 - best_avg_oil_prod_mae: 0.0824 - val_total_water_need_mae: 0.0479 - val_total_water_need_mape: 41.4470 - best_total_water_need_mae: 0.0479 - lr: 7.2296e-06\n", - "Epoch 162/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0124 - mae: 0.1062 - mape: 130.7567 - val_loss: 0.0082 - val_mae: 0.0791 - val_mape: 100.3720 - lr: 7.0418e-06\n", - "Epoch 163/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0124 - mae: 0.1060 - mape: 123.9180 - val_loss: 0.0081 - val_mae: 0.0782 - val_mape: 101.3976 - lr: 6.8589e-06\n", - "Epoch 164/200\n", - "80/80 [==============================] - 36s 443ms/step - loss: 0.0124 - mae: 0.1060 - mape: 143.9072 - val_loss: 0.0081 - val_mae: 0.0784 - val_mape: 102.0180 - lr: 6.6808e-06\n", - "Epoch 165/200\n", - "80/80 [==============================] - 37s 453ms/step - loss: 0.0124 - mae: 0.1061 - mape: 118.9328 - val_loss: 0.0081 - val_mae: 0.0780 - val_mape: 100.5574 - lr: 6.5073e-06\n", - "Epoch 166/200\n", - "80/80 [==============================] - 249s 3s/step - loss: 0.0123 - mae: 0.1060 - mape: 135.2133 - val_loss: 0.0082 - val_mae: 0.0787 - val_mape: 102.0016 - val_olive_prod_mae: 0.0872 - val_olive_prod_mape: 72.9689 - val_min_oil_prod_mae: 0.0864 - val_min_oil_prod_mape: 94.5919 - val_max_oil_prod_mae: 0.0861 - val_max_oil_prod_mape: 234.7237 - val_avg_oil_prod_mae: 0.0830 - val_avg_oil_prod_mape: 66.6378 - val_total_water_need_mae: 0.0507 - val_total_water_need_mape: 41.0858 - lr: 6.3383e-06\n", - "Epoch 167/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0123 - mae: 0.1060 - mape: 146.5321 - val_loss: 0.0081 - val_mae: 0.0780 - val_mape: 101.1286 - lr: 6.1736e-06\n", - "Epoch 168/200\n", - "80/80 [==============================] - 36s 445ms/step - loss: 0.0124 - mae: 0.1060 - mape: 134.5835 - val_loss: 0.0081 - val_mae: 0.0778 - val_mape: 100.2120 - lr: 6.0133e-06\n", - "Epoch 169/200\n", - "80/80 [==============================] - ETA: 0s - loss: 0.0123 - mae: 0.1061 - mape: 133.2897\n", - "Epoch 169: ReduceLROnPlateau reducing learning rate to 1.1714245374605527e-06.\n", - "80/80 [==============================] - 36s 446ms/step - loss: 0.0123 - mae: 0.1061 - mape: 133.2897 - val_loss: 0.0081 - val_mae: 0.0780 - val_mape: 100.6940 - lr: 5.8571e-06\n", - "Epoch 170/200\n", - "80/80 [==============================] - 36s 441ms/step - loss: 0.0123 - mae: 0.1060 - mape: 139.9322 - val_loss: 0.0081 - val_mae: 0.0781 - val_mape: 101.5473 - lr: 5.7050e-06\n", - "Epoch 171/200\n", - "80/80 [==============================] - 260s 3s/step - loss: 0.0124 - mae: 0.1061 - mape: 126.8107 - val_loss: 0.0080 - val_mae: 0.0774 - val_mape: 100.5322 - val_olive_prod_mae: 0.0860 - val_olive_prod_mape: 73.5066 - best_olive_prod_mae: 0.0860 - val_min_oil_prod_mae: 0.0851 - val_min_oil_prod_mape: 95.2965 - best_min_oil_prod_mae: 0.0851 - val_max_oil_prod_mae: 0.0851 - val_max_oil_prod_mape: 224.2950 - best_max_oil_prod_mae: 0.0851 - val_avg_oil_prod_mae: 0.0818 - val_avg_oil_prod_mape: 66.9162 - best_avg_oil_prod_mae: 0.0818 - val_total_water_need_mae: 0.0489 - val_total_water_need_mape: 42.6473 - lr: 5.5568e-06\n", - "Epoch 172/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0123 - mae: 0.1060 - mape: 128.4193 - val_loss: 0.0081 - val_mae: 0.0784 - val_mape: 101.6377 - lr: 5.4125e-06\n", - "Epoch 173/200\n", - "80/80 [==============================] - 36s 437ms/step - loss: 0.0123 - mae: 0.1061 - mape: 125.6502 - val_loss: 0.0081 - val_mae: 0.0782 - val_mape: 101.5257 - lr: 5.2719e-06\n", - "Epoch 174/200\n", - "80/80 [==============================] - 241s 3s/step - loss: 0.0123 - mae: 0.1059 - mape: 133.7707 - val_loss: 0.0081 - val_mae: 0.0782 - val_mape: 102.2110 - val_olive_prod_mae: 0.0868 - val_olive_prod_mape: 72.7026 - val_min_oil_prod_mae: 0.0861 - val_min_oil_prod_mape: 94.5739 - val_max_oil_prod_mae: 0.0856 - val_max_oil_prod_mape: 236.4975 - val_avg_oil_prod_mae: 0.0826 - val_avg_oil_prod_mape: 66.7356 - val_total_water_need_mae: 0.0498 - val_total_water_need_mape: 40.5453 - lr: 4.8717e-06\n", - "Epoch 177/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0123 - mae: 0.1059 - mape: 144.8284 - val_loss: 0.0081 - val_mae: 0.0781 - val_mape: 100.9244 - lr: 4.7452e-06\n", - "Epoch 178/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0123 - mae: 0.1060 - mape: 135.6987 - val_loss: 0.0080 - val_mae: 0.0775 - val_mape: 100.0468 - lr: 4.6220e-06\n", - "Epoch 179/200\n", - "80/80 [==============================] - 37s 450ms/step - loss: 0.0123 - mae: 0.1059 - mape: 136.3290 - val_loss: 0.0080 - val_mae: 0.0775 - val_mape: 100.4255 - lr: 4.5019e-06\n", - "Epoch 180/200\n", - "80/80 [==============================] - 36s 446ms/step - loss: 0.0123 - mae: 0.1058 - mape: 154.4108 - val_loss: 0.0080 - val_mae: 0.0772 - val_mape: 99.4628 - lr: 4.3850e-06\n", - "Epoch 181/200\n", - "80/80 [==============================] - 225s 3s/step - loss: 0.0123 - mae: 0.1057 - mape: 124.7869 - val_loss: 0.0080 - val_mae: 0.0775 - val_mape: 100.7030 - val_olive_prod_mae: 0.0861 - val_olive_prod_mape: 73.0007 - val_min_oil_prod_mae: 0.0853 - val_min_oil_prod_mape: 94.6533 - val_max_oil_prod_mae: 0.0850 - val_max_oil_prod_mape: 227.6605 - best_max_oil_prod_mae: 0.0850 - val_avg_oil_prod_mae: 0.0820 - val_avg_oil_prod_mape: 66.6156 - val_total_water_need_mae: 0.0488 - val_total_water_need_mape: 41.5849 - lr: 4.2711e-06\n", - "Epoch 182/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0123 - mae: 0.1059 - mape: 131.7903 - val_loss: 0.0080 - val_mae: 0.0776 - val_mape: 100.5481 - lr: 4.1602e-06\n", - "Epoch 183/200\n", - "80/80 [==============================] - 36s 442ms/step - loss: 0.0123 - mae: 0.1059 - mape: 130.2979 - val_loss: 0.0081 - val_mae: 0.0781 - val_mape: 101.2592 - lr: 4.0521e-06\n", - "Epoch 184/200\n", - "80/80 [==============================] - 35s 433ms/step - loss: 0.0123 - mae: 0.1059 - mape: 145.6990 - val_loss: 0.0080 - val_mae: 0.0776 - val_mape: 99.8872 - lr: 3.9469e-06\n", - "Epoch 185/200\n", - "80/80 [==============================] - 36s 446ms/step - loss: 0.0122 - mae: 0.1057 - mape: 132.5820 - val_loss: 0.0080 - val_mae: 0.0783 - val_mape: 102.3656 - lr: 3.8444e-06\n", - "Epoch 186/200\n", - "80/80 [==============================] - 255s 3s/step - loss: 0.0122 - mae: 0.1058 - mape: 142.5915 - val_loss: 0.0080 - val_mae: 0.0776 - val_mape: 100.3732 - val_olive_prod_mae: 0.0863 - val_olive_prod_mape: 72.9255 - val_min_oil_prod_mae: 0.0857 - val_min_oil_prod_mape: 94.1567 - val_max_oil_prod_mae: 0.0853 - val_max_oil_prod_mape: 226.7281 - val_avg_oil_prod_mae: 0.0823 - val_avg_oil_prod_mape: 66.1140 - val_total_water_need_mae: 0.0487 - val_total_water_need_mape: 41.9421 - lr: 3.7445e-06\n", - "Epoch 187/200\n", - "80/80 [==============================] - 36s 439ms/step - loss: 0.0122 - mae: 0.1058 - mape: 151.9291 - val_loss: 0.0080 - val_mae: 0.0774 - val_mape: 101.3301 - lr: 3.6473e-06\n", - "Epoch 188/200\n", - "80/80 [==============================] - ETA: 0s - loss: 0.0122 - mae: 0.1055 - mape: 142.8741\n", - "Epoch 188: ReduceLROnPlateau reducing learning rate to 7.105123586370611e-07.\n", - "80/80 [==============================] - 36s 445ms/step - loss: 0.0122 - mae: 0.1055 - mape: 142.8741 - val_loss: 0.0080 - val_mae: 0.0771 - val_mape: 100.6780 - lr: 3.5526e-06\n", - "Epoch 189/200\n", - "80/80 [==============================] - 36s 445ms/step - loss: 0.0122 - mae: 0.1058 - mape: 136.2120 - val_loss: 0.0080 - val_mae: 0.0775 - val_mape: 101.6683 - lr: 3.4603e-06\n", - "Epoch 190/200\n", - "80/80 [==============================] - 36s 444ms/step - loss: 0.0122 - mae: 0.1055 - mape: 140.9985 - val_loss: 0.0080 - val_mae: 0.0777 - val_mape: 101.3500 - lr: 3.3704e-06\n", - "Epoch 191/200\n", - "80/80 [==============================] - 256s 3s/step - loss: 0.0122 - mae: 0.1058 - mape: 134.9611 - val_loss: 0.0080 - val_mae: 0.0780 - val_mape: 101.2254 - val_olive_prod_mae: 0.0866 - val_olive_prod_mape: 73.1756 - val_min_oil_prod_mae: 0.0859 - val_min_oil_prod_mape: 94.5778 - val_max_oil_prod_mae: 0.0855 - val_max_oil_prod_mape: 230.5076 - val_avg_oil_prod_mae: 0.0825 - val_avg_oil_prod_mape: 66.5401 - val_total_water_need_mae: 0.0495 - val_total_water_need_mape: 41.3259 - lr: 3.2829e-06\n", - "Epoch 192/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0122 - mae: 0.1056 - mape: 131.2589 - val_loss: 0.0080 - val_mae: 0.0773 - val_mape: 100.6354 - lr: 3.1976e-06\n", - "Epoch 193/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0122 - mae: 0.1057 - mape: 138.6146 - val_loss: 0.0080 - val_mae: 0.0779 - val_mape: 101.6130 - lr: 3.1146e-06\n", - "Epoch 194/200\n", - "80/80 [==============================] - 36s 438ms/step - loss: 0.0122 - mae: 0.1059 - mape: 121.4555 - val_loss: 0.0080 - val_mae: 0.0775 - val_mape: 100.8018 - lr: 3.0337e-06\n", - "Epoch 195/200\n", - "80/80 [==============================] - 36s 440ms/step - loss: 0.0122 - mae: 0.1058 - mape: 126.8764 - val_loss: 0.0080 - val_mae: 0.0776 - val_mape: 100.0004 - lr: 2.9549e-06\n", - "Epoch 196/200\n", - "80/80 [==============================] - 226s 3s/step - loss: 0.0122 - mae: 0.1057 - mape: 139.6645 - val_loss: 0.0080 - val_mae: 0.0776 - val_mape: 100.6636 - val_olive_prod_mae: 0.0860 - val_olive_prod_mape: 73.5066 - val_min_oil_prod_mae: 0.0851 - val_min_oil_prod_mape: 95.2965 - val_max_oil_prod_mae: 0.0851 - val_max_oil_prod_mape: 224.2950 - val_avg_oil_prod_mae: 0.0818 - val_avg_oil_prod_mape: 66.9162 - val_total_water_need_mae: 0.0489 - val_total_water_need_mape: 42.6473 - lr: 2.8781e-06\n", + "81/81 [==============================] - 44s 531ms/step - loss: 0.0122 - mae: 0.1058 - mape: 96.1754 - val_loss: 0.0081 - val_mae: 0.0793 - val_mape: 71.8548 - lr: 8.7148e-06\n", "\n", - "Modello salvato in: 2024-12-08_14-47_final_model.keras\n", + "Modello salvato in: 2024-12-19_23-39_final_model.keras\n", "Warning: Could not save model: name 'json' is not defined\n" ] } @@ -2353,34 +2295,34 @@ "name": "stdout", "output_type": "stream", "text": [ - "25000/25000 [==============================] - 211s 8ms/step\n", + "25500/25500 [==============================] - 378s 15ms/step\n", "\n", "Errori per target:\n", "--------------------------------------------------\n", "olive_prod:\n", - "MAE assoluto: 1413.43\n", - "Errore percentuale medio: 5.47%\n", - "Precisione: 94.53%\n", + "MAE assoluto: 1438.01\n", + "Errore percentuale medio: 5.63%\n", + "Precisione: 94.37%\n", "--------------------------------------------------\n", "min_oil_prod:\n", - "MAE assoluto: 290.38\n", - "Errore percentuale medio: 5.54%\n", - "Precisione: 94.46%\n", + "MAE assoluto: 296.21\n", + "Errore percentuale medio: 5.78%\n", + "Precisione: 94.22%\n", "--------------------------------------------------\n", "max_oil_prod:\n", - "MAE assoluto: 352.04\n", - "Errore percentuale medio: 5.57%\n", - "Precisione: 94.43%\n", + "MAE assoluto: 356.48\n", + "Errore percentuale medio: 5.76%\n", + "Precisione: 94.24%\n", "--------------------------------------------------\n", "avg_oil_prod:\n", - "MAE assoluto: 308.69\n", - "Errore percentuale medio: 5.37%\n", - "Precisione: 94.63%\n", + "MAE assoluto: 313.20\n", + "Errore percentuale medio: 5.53%\n", + "Precisione: 94.47%\n", "--------------------------------------------------\n", "total_water_need:\n", - "MAE assoluto: 1450.19\n", - "Errore percentuale medio: 3.24%\n", - "Precisione: 96.76%\n", + "MAE assoluto: 511.21\n", + "Errore percentuale medio: 3.23%\n", + "Precisione: 96.77%\n", "--------------------------------------------------\n" ] } @@ -2567,7 +2509,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "id": "588c7e49371f4a0c", "metadata": {}, "outputs": [ @@ -2580,321 +2522,299 @@ "Valutazione performance iniziali del modello...\n", "\n", "Performance sul set training:\n", - "olive_prod_mae: 0.0860\n", - "olive_prod_rmse: 0.1161\n", - "olive_prod_mape: 78.0493\n", - "min_oil_prod_mae: 0.0851\n", - "min_oil_prod_rmse: 0.1188\n", - "min_oil_prod_mape: 97.5077\n", - "max_oil_prod_mae: 0.0852\n", - "max_oil_prod_rmse: 0.1187\n", - "max_oil_prod_mape: 153.0588\n", - "avg_oil_prod_mae: 0.0819\n", - "avg_oil_prod_rmse: 0.1132\n", - "avg_oil_prod_mape: 133.1723\n", - "total_water_need_mae: 0.0489\n", - "total_water_need_rmse: 0.0645\n", - "total_water_need_mape: 49.3876\n", + "olive_prod_mae: 0.0875\n", + "olive_prod_rmse: 0.1181\n", + "olive_prod_mape: 92.6990\n", + "min_oil_prod_mae: 0.0867\n", + "min_oil_prod_rmse: 0.1208\n", + "min_oil_prod_mape: 81.7229\n", + "max_oil_prod_mae: 0.0862\n", + "max_oil_prod_rmse: 0.1200\n", + "max_oil_prod_mape: 83.8850\n", + "avg_oil_prod_mae: 0.0830\n", + "avg_oil_prod_rmse: 0.1148\n", + "avg_oil_prod_mape: 74.0966\n", + "total_water_need_mae: 0.0467\n", + "total_water_need_rmse: 0.0635\n", + "total_water_need_mape: 37.3349\n", "\n", "Performance sul set validazione:\n", - "olive_prod_mae: 0.0860\n", - "olive_prod_rmse: 0.1160\n", - "olive_prod_mape: 73.4536\n", - "min_oil_prod_mae: 0.0851\n", - "min_oil_prod_rmse: 0.1186\n", - "min_oil_prod_mape: 96.1195\n", - "max_oil_prod_mae: 0.0851\n", - "max_oil_prod_rmse: 0.1186\n", - "max_oil_prod_mape: 284.3090\n", - "avg_oil_prod_mae: 0.0818\n", - "avg_oil_prod_rmse: 0.1130\n", - "avg_oil_prod_mape: 66.9595\n", - "total_water_need_mae: 0.0489\n", - "total_water_need_rmse: 0.0644\n", - "total_water_need_mape: 41.5436\n", + "olive_prod_mae: 0.0875\n", + "olive_prod_rmse: 0.1181\n", + "olive_prod_mape: 94.3014\n", + "min_oil_prod_mae: 0.0868\n", + "min_oil_prod_rmse: 0.1209\n", + "min_oil_prod_mape: 91.2537\n", + "max_oil_prod_mae: 0.0862\n", + "max_oil_prod_rmse: 0.1199\n", + "max_oil_prod_mape: 75.9864\n", + "avg_oil_prod_mae: 0.0831\n", + "avg_oil_prod_rmse: 0.1148\n", + "avg_oil_prod_mape: 70.9473\n", + "total_water_need_mae: 0.0467\n", + "total_water_need_rmse: 0.0635\n", + "total_water_need_mape: 25.8122\n", "\n", "Performance sul set test:\n", - "olive_prod_mae: 0.0859\n", - "olive_prod_rmse: 0.1158\n", - "olive_prod_mape: 85.4890\n", - "min_oil_prod_mae: 0.0851\n", - "min_oil_prod_rmse: 0.1187\n", - "min_oil_prod_mape: 147.1340\n", - "max_oil_prod_mae: 0.0850\n", - "max_oil_prod_rmse: 0.1184\n", - "max_oil_prod_mape: 181.8315\n", - "avg_oil_prod_mae: 0.0818\n", - "avg_oil_prod_rmse: 0.1130\n", - "avg_oil_prod_mape: 83.6362\n", - "total_water_need_mae: 0.0490\n", - "total_water_need_rmse: 0.0645\n", - "total_water_need_mape: 40.1340\n", + "olive_prod_mae: 0.0874\n", + "olive_prod_rmse: 0.1181\n", + "olive_prod_mape: 95.5103\n", + "min_oil_prod_mae: 0.0866\n", + "min_oil_prod_rmse: 0.1208\n", + "min_oil_prod_mape: 228.7476\n", + "max_oil_prod_mae: 0.0862\n", + "max_oil_prod_rmse: 0.1201\n", + "max_oil_prod_mape: 222.9631\n", + "avg_oil_prod_mae: 0.0830\n", + "avg_oil_prod_rmse: 0.1148\n", + "avg_oil_prod_mape: 92.3280\n", + "total_water_need_mae: 0.0467\n", + "total_water_need_rmse: 0.0635\n", + "total_water_need_mape: 43.6031\n", "\n", "Avvio retraining...\n", "Epoch 1/100\n", - "220/220 [==============================] - 65s 158ms/step - loss: 0.0145 - mae: 0.1079 - val_loss: 0.0098 - val_mae: 0.0878 - lr: 9.7719e-05\n", + "225/225 [==============================] - 90s 220ms/step - loss: 0.0151 - mae: 0.1089 - val_loss: 0.0104 - val_mae: 0.0893 - lr: 9.7668e-05\n", "Epoch 2/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0141 - mae: 0.1066 - val_loss: 0.0094 - val_mae: 0.0835 - lr: 9.5480e-05\n", + "225/225 [==============================] - 46s 204ms/step - loss: 0.0147 - mae: 0.1077 - val_loss: 0.0104 - val_mae: 0.0918 - lr: 9.5379e-05\n", "Epoch 3/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0138 - mae: 0.1059 - val_loss: 0.0095 - val_mae: 0.0857 - lr: 9.3292e-05\n", + "225/225 [==============================] - 42s 185ms/step - loss: 0.0146 - mae: 0.1073 - val_loss: 0.0109 - val_mae: 0.0958 - lr: 9.3145e-05\n", "Epoch 4/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0135 - mae: 0.1055 - val_loss: 0.0097 - val_mae: 0.0856 - lr: 9.1155e-05\n", + "225/225 [==============================] - 46s 206ms/step - loss: 0.0143 - mae: 0.1070 - val_loss: 0.0094 - val_mae: 0.0827 - lr: 9.0963e-05\n", "Epoch 5/100\n", - "220/220 [==============================] - 34s 156ms/step - loss: 0.0133 - mae: 0.1049 - val_loss: 0.0096 - val_mae: 0.0856 - lr: 8.9066e-05\n", + "225/225 [==============================] - 46s 204ms/step - loss: 0.0140 - mae: 0.1062 - val_loss: 0.0097 - val_mae: 0.0887 - lr: 8.8832e-05\n", "Epoch 6/100\n", - "220/220 [==============================] - 35s 158ms/step - loss: 0.0131 - mae: 0.1046 - val_loss: 0.0091 - val_mae: 0.0834 - lr: 8.7025e-05\n", + "225/225 [==============================] - 47s 209ms/step - loss: 0.0146 - mae: 0.1089 - val_loss: 0.0100 - val_mae: 0.0885 - lr: 8.6751e-05\n", "Epoch 7/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0129 - mae: 0.1040 - val_loss: 0.0092 - val_mae: 0.0827 - lr: 8.5031e-05\n", + "225/225 [==============================] - 44s 196ms/step - loss: 0.0138 - mae: 0.1061 - val_loss: 0.0093 - val_mae: 0.0823 - lr: 8.4718e-05\n", "Epoch 8/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0127 - mae: 0.1037 - val_loss: 0.0090 - val_mae: 0.0821 - lr: 8.3083e-05\n", + "225/225 [==============================] - 48s 216ms/step - loss: 0.0136 - mae: 0.1057 - val_loss: 0.0094 - val_mae: 0.0845 - lr: 8.2734e-05\n", "Epoch 9/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0125 - mae: 0.1034 - val_loss: 0.0093 - val_mae: 0.0860 - lr: 8.1179e-05\n", + "225/225 [==============================] - 44s 194ms/step - loss: 0.0135 - mae: 0.1056 - val_loss: 0.0096 - val_mae: 0.0851 - lr: 8.0795e-05\n", "Epoch 10/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0124 - mae: 0.1030 - val_loss: 0.0088 - val_mae: 0.0818 - lr: 7.9319e-05\n", + "225/225 [==============================] - 43s 192ms/step - loss: 0.0134 - mae: 0.1048 - val_loss: 0.0094 - val_mae: 0.0835 - lr: 7.8903e-05\n", "Epoch 11/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0122 - mae: 0.1026 - val_loss: 0.0091 - val_mae: 0.0821 - lr: 7.7502e-05\n", + "225/225 [==============================] - 46s 204ms/step - loss: 0.0132 - mae: 0.1045 - val_loss: 0.0090 - val_mae: 0.0827 - lr: 7.7054e-05\n", "Epoch 12/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0121 - mae: 0.1023 - val_loss: 0.0093 - val_mae: 0.0856 - lr: 7.5726e-05\n", + "225/225 [==============================] - 46s 205ms/step - loss: 0.0130 - mae: 0.1042 - val_loss: 0.0090 - val_mae: 0.0809 - lr: 7.5249e-05\n", "Epoch 13/100\n", - "220/220 [==============================] - 35s 157ms/step - loss: 0.0120 - mae: 0.1020 - val_loss: 0.0086 - val_mae: 0.0823 - lr: 7.3991e-05\n", + "225/225 [==============================] - 44s 194ms/step - loss: 0.0129 - mae: 0.1040 - val_loss: 0.0093 - val_mae: 0.0840 - lr: 7.3486e-05\n", "Epoch 14/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0118 - mae: 0.1017 - val_loss: 0.0092 - val_mae: 0.0862 - lr: 7.2296e-05\n", + "225/225 [==============================] - 46s 202ms/step - loss: 0.0128 - mae: 0.1037 - val_loss: 0.0089 - val_mae: 0.0801 - lr: 7.1764e-05\n", "Epoch 15/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0117 - mae: 0.1015 - val_loss: 0.0086 - val_mae: 0.0804 - lr: 7.0639e-05\n", + "225/225 [==============================] - 45s 201ms/step - loss: 0.0126 - mae: 0.1033 - val_loss: 0.0088 - val_mae: 0.0819 - lr: 7.0083e-05\n", "Epoch 16/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0117 - mae: 0.1013 - val_loss: 0.0083 - val_mae: 0.0800 - lr: 6.9021e-05\n", + "225/225 [==============================] - 45s 202ms/step - loss: 0.0125 - mae: 0.1030 - val_loss: 0.0088 - val_mae: 0.0833 - lr: 6.8441e-05\n", "Epoch 17/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0116 - mae: 0.1011 - val_loss: 0.0084 - val_mae: 0.0809 - lr: 6.7439e-05\n", + "225/225 [==============================] - 45s 199ms/step - loss: 0.0124 - mae: 0.1029 - val_loss: 0.0083 - val_mae: 0.0797 - lr: 6.6838e-05\n", "Epoch 18/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0114 - mae: 0.1008 - val_loss: 0.0083 - val_mae: 0.0809 - lr: 6.5894e-05\n", + "225/225 [==============================] - 43s 189ms/step - loss: 0.0123 - mae: 0.1027 - val_loss: 0.0089 - val_mae: 0.0835 - lr: 6.5272e-05\n", "Epoch 19/100\n", - "220/220 [==============================] - 34s 156ms/step - loss: 0.0114 - mae: 0.1006 - val_loss: 0.0081 - val_mae: 0.0804 - lr: 6.4384e-05\n", + "225/225 [==============================] - 43s 192ms/step - loss: 0.0121 - mae: 0.1024 - val_loss: 0.0090 - val_mae: 0.0844 - lr: 6.3743e-05\n", "Epoch 20/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0113 - mae: 0.1004 - val_loss: 0.0088 - val_mae: 0.0837 - lr: 6.2909e-05\n", + "225/225 [==============================] - 44s 194ms/step - loss: 0.0121 - mae: 0.1025 - val_loss: 0.0089 - val_mae: 0.0839 - lr: 6.2250e-05\n", "Epoch 21/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0112 - mae: 0.1002 - val_loss: 0.0084 - val_mae: 0.0812 - lr: 6.1468e-05\n", + "225/225 [==============================] - 45s 201ms/step - loss: 0.0119 - mae: 0.1019 - val_loss: 0.0086 - val_mae: 0.0809 - lr: 6.0791e-05\n", "Epoch 22/100\n", - "220/220 [==============================] - 34s 156ms/step - loss: 0.0111 - mae: 0.1000 - val_loss: 0.0080 - val_mae: 0.0806 - lr: 6.0059e-05\n", + "225/225 [==============================] - ETA: 0s - loss: 0.0118 - mae: 0.1017\n", + "Epoch 22: ReduceLROnPlateau reducing learning rate to 1.1873427138198168e-05.\n", + "225/225 [==============================] - 46s 205ms/step - loss: 0.0118 - mae: 0.1017 - val_loss: 0.0082 - val_mae: 0.0789 - lr: 5.9367e-05\n", "Epoch 23/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0110 - mae: 0.0999 - val_loss: 0.0084 - val_mae: 0.0808 - lr: 5.8683e-05\n", + "225/225 [==============================] - 46s 205ms/step - loss: 0.0117 - mae: 0.1014 - val_loss: 0.0081 - val_mae: 0.0794 - lr: 5.7976e-05\n", "Epoch 24/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0110 - mae: 0.0997 - val_loss: 0.0079 - val_mae: 0.0803 - lr: 5.7338e-05\n", + "225/225 [==============================] - 44s 197ms/step - loss: 0.0116 - mae: 0.1011 - val_loss: 0.0080 - val_mae: 0.0783 - lr: 5.6618e-05\n", "Epoch 25/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0109 - mae: 0.0995 - val_loss: 0.0081 - val_mae: 0.0806 - lr: 5.6025e-05\n", + "225/225 [==============================] - 46s 202ms/step - loss: 0.0115 - mae: 0.1009 - val_loss: 0.0080 - val_mae: 0.0773 - lr: 5.5292e-05\n", "Epoch 26/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0108 - mae: 0.0993 - val_loss: 0.0078 - val_mae: 0.0788 - lr: 5.4741e-05\n", + "225/225 [==============================] - 46s 206ms/step - loss: 0.0115 - mae: 0.1008 - val_loss: 0.0080 - val_mae: 0.0775 - lr: 5.3996e-05\n", "Epoch 27/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0108 - mae: 0.0992 - val_loss: 0.0082 - val_mae: 0.0820 - lr: 5.3487e-05\n", + "225/225 [==============================] - 45s 199ms/step - loss: 0.0114 - mae: 0.1005 - val_loss: 0.0077 - val_mae: 0.0763 - lr: 5.2731e-05\n", "Epoch 28/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0107 - mae: 0.0992 - val_loss: 0.0079 - val_mae: 0.0792 - lr: 5.2261e-05\n", + "225/225 [==============================] - 45s 201ms/step - loss: 0.0113 - mae: 0.1004 - val_loss: 0.0082 - val_mae: 0.0779 - lr: 5.1496e-05\n", "Epoch 29/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0107 - mae: 0.0990 - val_loss: 0.0082 - val_mae: 0.0804 - lr: 5.1064e-05\n", + "225/225 [==============================] - 47s 206ms/step - loss: 0.0112 - mae: 0.1002 - val_loss: 0.0077 - val_mae: 0.0758 - lr: 5.0290e-05\n", "Epoch 30/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0106 - mae: 0.0988 - val_loss: 0.0077 - val_mae: 0.0787 - lr: 4.9894e-05\n", + "225/225 [==============================] - 45s 201ms/step - loss: 0.0111 - mae: 0.1000 - val_loss: 0.0078 - val_mae: 0.0775 - lr: 4.9111e-05\n", "Epoch 31/100\n", - "220/220 [==============================] - 33s 151ms/step - loss: 0.0106 - mae: 0.0987 - val_loss: 0.0078 - val_mae: 0.0806 - lr: 4.8751e-05\n", + "225/225 [==============================] - 45s 199ms/step - loss: 0.0111 - mae: 0.0998 - val_loss: 0.0077 - val_mae: 0.0769 - lr: 4.7961e-05\n", "Epoch 32/100\n", - "220/220 [==============================] - 35s 159ms/step - loss: 0.0105 - mae: 0.0986 - val_loss: 0.0073 - val_mae: 0.0774 - lr: 4.7634e-05\n", + "225/225 [==============================] - ETA: 0s - loss: 0.0110 - mae: 0.0997\n", + "Epoch 32: ReduceLROnPlateau reducing learning rate to 9.367457096232101e-06.\n", + "225/225 [==============================] - 45s 200ms/step - loss: 0.0110 - mae: 0.0997 - val_loss: 0.0077 - val_mae: 0.0761 - lr: 4.6837e-05\n", "Epoch 33/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0105 - mae: 0.0985 - val_loss: 0.0075 - val_mae: 0.0794 - lr: 4.6542e-05\n", + "225/225 [==============================] - 44s 195ms/step - loss: 0.0109 - mae: 0.0994 - val_loss: 0.0076 - val_mae: 0.0760 - lr: 4.5740e-05\n", "Epoch 34/100\n", - "220/220 [==============================] - 35s 158ms/step - loss: 0.0104 - mae: 0.0983 - val_loss: 0.0072 - val_mae: 0.0776 - lr: 4.5476e-05\n", + "225/225 [==============================] - 45s 202ms/step - loss: 0.0109 - mae: 0.0993 - val_loss: 0.0076 - val_mae: 0.0767 - lr: 4.4668e-05\n", "Epoch 35/100\n", - "220/220 [==============================] - 35s 157ms/step - loss: 0.0104 - mae: 0.0982 - val_loss: 0.0073 - val_mae: 0.0767 - lr: 4.4434e-05\n", + "225/225 [==============================] - 45s 200ms/step - loss: 0.0108 - mae: 0.0992 - val_loss: 0.0077 - val_mae: 0.0781 - lr: 4.3622e-05\n", "Epoch 36/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0103 - mae: 0.0982 - val_loss: 0.0073 - val_mae: 0.0782 - lr: 4.3416e-05\n", + "225/225 [==============================] - 45s 199ms/step - loss: 0.0108 - mae: 0.0991 - val_loss: 0.0079 - val_mae: 0.0787 - lr: 4.2600e-05\n", "Epoch 37/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0103 - mae: 0.0981 - val_loss: 0.0071 - val_mae: 0.0770 - lr: 4.2421e-05\n", + "225/225 [==============================] - 45s 201ms/step - loss: 0.0107 - mae: 0.0989 - val_loss: 0.0074 - val_mae: 0.0758 - lr: 4.1602e-05\n", "Epoch 38/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0103 - mae: 0.0979 - val_loss: 0.0071 - val_mae: 0.0770 - lr: 4.1449e-05\n", + "225/225 [==============================] - 43s 192ms/step - loss: 0.0107 - mae: 0.0987 - val_loss: 0.0076 - val_mae: 0.0770 - lr: 4.0627e-05\n", "Epoch 39/100\n", - "220/220 [==============================] - ETA: 0s - loss: 0.0102 - mae: 0.0978\n", - "Epoch 39: ReduceLROnPlateau reducing learning rate to 8.099838305497542e-06.\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0102 - mae: 0.0978 - val_loss: 0.0073 - val_mae: 0.0779 - lr: 4.0499e-05\n", + "225/225 [==============================] - 43s 192ms/step - loss: 0.0106 - mae: 0.0986 - val_loss: 0.0074 - val_mae: 0.0770 - lr: 3.9676e-05\n", "Epoch 40/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0102 - mae: 0.0977 - val_loss: 0.0071 - val_mae: 0.0772 - lr: 3.9571e-05\n", + "225/225 [==============================] - 46s 204ms/step - loss: 0.0106 - mae: 0.0985 - val_loss: 0.0075 - val_mae: 0.0762 - lr: 3.8746e-05\n", "Epoch 41/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0101 - mae: 0.0976 - val_loss: 0.0069 - val_mae: 0.0756 - lr: 3.8665e-05\n", + "225/225 [==============================] - 46s 204ms/step - loss: 0.0105 - mae: 0.0983 - val_loss: 0.0072 - val_mae: 0.0759 - lr: 3.7838e-05\n", "Epoch 42/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0101 - mae: 0.0976 - val_loss: 0.0073 - val_mae: 0.0773 - lr: 3.7779e-05\n", + "225/225 [==============================] - 45s 200ms/step - loss: 0.0105 - mae: 0.0983 - val_loss: 0.0075 - val_mae: 0.0761 - lr: 3.6952e-05\n", "Epoch 43/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0101 - mae: 0.0974 - val_loss: 0.0071 - val_mae: 0.0760 - lr: 3.6913e-05\n", + "225/225 [==============================] - 43s 190ms/step - loss: 0.0104 - mae: 0.0982 - val_loss: 0.0072 - val_mae: 0.0748 - lr: 3.6086e-05\n", "Epoch 44/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0101 - mae: 0.0974 - val_loss: 0.0070 - val_mae: 0.0762 - lr: 3.6067e-05\n", + "225/225 [==============================] - 44s 195ms/step - loss: 0.0104 - mae: 0.0981 - val_loss: 0.0073 - val_mae: 0.0770 - lr: 3.5241e-05\n", "Epoch 45/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0100 - mae: 0.0972 - val_loss: 0.0071 - val_mae: 0.0774 - lr: 3.5241e-05\n", + "225/225 [==============================] - 42s 187ms/step - loss: 0.0104 - mae: 0.0982 - val_loss: 0.0074 - val_mae: 0.0769 - lr: 3.4415e-05\n", "Epoch 46/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0100 - mae: 0.0972 - val_loss: 0.0068 - val_mae: 0.0748 - lr: 3.4433e-05\n", + "225/225 [==============================] - ETA: 0s - loss: 0.0104 - mae: 0.0984\n", + "Epoch 46: ReduceLROnPlateau reducing learning rate to 6.721798854414374e-06.\n", + "225/225 [==============================] - 46s 204ms/step - loss: 0.0104 - mae: 0.0984 - val_loss: 0.0072 - val_mae: 0.0740 - lr: 3.3609e-05\n", "Epoch 47/100\n", - "220/220 [==============================] - 34s 152ms/step - loss: 0.0100 - mae: 0.0972 - val_loss: 0.0074 - val_mae: 0.0790 - lr: 3.3644e-05\n", + "225/225 [==============================] - 45s 202ms/step - loss: 0.0103 - mae: 0.0978 - val_loss: 0.0072 - val_mae: 0.0745 - lr: 3.2822e-05\n", "Epoch 48/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0099 - mae: 0.0971 - val_loss: 0.0069 - val_mae: 0.0759 - lr: 3.2874e-05\n", + "225/225 [==============================] - 44s 197ms/step - loss: 0.0103 - mae: 0.0978 - val_loss: 0.0071 - val_mae: 0.0740 - lr: 3.2053e-05\n", "Epoch 49/100\n", - "220/220 [==============================] - 34s 152ms/step - loss: 0.0099 - mae: 0.0970 - val_loss: 0.0069 - val_mae: 0.0768 - lr: 3.2120e-05\n", + "225/225 [==============================] - 47s 211ms/step - loss: 0.0103 - mae: 0.0977 - val_loss: 0.0070 - val_mae: 0.0746 - lr: 3.1302e-05\n", "Epoch 50/100\n", - "220/220 [==============================] - 33s 151ms/step - loss: 0.0099 - mae: 0.0969 - val_loss: 0.0070 - val_mae: 0.0758 - lr: 3.1384e-05\n", + "225/225 [==============================] - 44s 196ms/step - loss: 0.0102 - mae: 0.0976 - val_loss: 0.0072 - val_mae: 0.0752 - lr: 3.0568e-05\n", "Epoch 51/100\n", - "220/220 [==============================] - ETA: 0s - loss: 0.0099 - mae: 0.0969\n", - "Epoch 51: ReduceLROnPlateau reducing learning rate to 6.133050192147493e-06.\n", - "220/220 [==============================] - 33s 151ms/step - loss: 0.0099 - mae: 0.0969 - val_loss: 0.0068 - val_mae: 0.0757 - lr: 3.0665e-05\n", + "225/225 [==============================] - 43s 189ms/step - loss: 0.0102 - mae: 0.0975 - val_loss: 0.0070 - val_mae: 0.0742 - lr: 2.9852e-05\n", "Epoch 52/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0099 - mae: 0.0968 - val_loss: 0.0068 - val_mae: 0.0753 - lr: 2.9963e-05\n", + "225/225 [==============================] - 44s 197ms/step - loss: 0.0102 - mae: 0.0974 - val_loss: 0.0069 - val_mae: 0.0735 - lr: 2.9153e-05\n", "Epoch 53/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0098 - mae: 0.0967 - val_loss: 0.0069 - val_mae: 0.0761 - lr: 2.9276e-05\n", + "225/225 [==============================] - 46s 201ms/step - loss: 0.0102 - mae: 0.0974 - val_loss: 0.0070 - val_mae: 0.0738 - lr: 2.8470e-05\n", "Epoch 54/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0098 - mae: 0.0966 - val_loss: 0.0068 - val_mae: 0.0754 - lr: 2.8605e-05\n", + "225/225 [==============================] - 45s 198ms/step - loss: 0.0101 - mae: 0.0972 - val_loss: 0.0071 - val_mae: 0.0742 - lr: 2.7803e-05\n", "Epoch 55/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0098 - mae: 0.0966 - val_loss: 0.0067 - val_mae: 0.0750 - lr: 2.7950e-05\n", + "225/225 [==============================] - 45s 201ms/step - loss: 0.0101 - mae: 0.0972 - val_loss: 0.0070 - val_mae: 0.0744 - lr: 2.7152e-05\n", "Epoch 56/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0097 - mae: 0.0965 - val_loss: 0.0066 - val_mae: 0.0748 - lr: 2.7309e-05\n", + "225/225 [==============================] - 45s 202ms/step - loss: 0.0101 - mae: 0.0971 - val_loss: 0.0069 - val_mae: 0.0739 - lr: 2.6516e-05\n", "Epoch 57/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0097 - mae: 0.0964 - val_loss: 0.0066 - val_mae: 0.0746 - lr: 2.6684e-05\n", + "225/225 [==============================] - ETA: 0s - loss: 0.0100 - mae: 0.0970\n", + "Epoch 57: ReduceLROnPlateau reducing learning rate to 5.178878927836195e-06.\n", + "225/225 [==============================] - 50s 222ms/step - loss: 0.0100 - mae: 0.0970 - val_loss: 0.0068 - val_mae: 0.0738 - lr: 2.5894e-05\n", "Epoch 58/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0097 - mae: 0.0964 - val_loss: 0.0067 - val_mae: 0.0748 - lr: 2.6072e-05\n", + "225/225 [==============================] - 45s 198ms/step - loss: 0.0100 - mae: 0.0969 - val_loss: 0.0069 - val_mae: 0.0742 - lr: 2.5288e-05\n", "Epoch 59/100\n", - "220/220 [==============================] - 33s 151ms/step - loss: 0.0097 - mae: 0.0964 - val_loss: 0.0066 - val_mae: 0.0740 - lr: 2.5475e-05\n", + "225/225 [==============================] - 47s 208ms/step - loss: 0.0100 - mae: 0.0969 - val_loss: 0.0070 - val_mae: 0.0744 - lr: 2.4695e-05\n", "Epoch 60/100\n", - "220/220 [==============================] - 34s 152ms/step - loss: 0.0097 - mae: 0.0963 - val_loss: 0.0070 - val_mae: 0.0760 - lr: 2.4891e-05\n", + "225/225 [==============================] - 45s 199ms/step - loss: 0.0100 - mae: 0.0968 - val_loss: 0.0071 - val_mae: 0.0755 - lr: 2.4117e-05\n", "Epoch 61/100\n", - "220/220 [==============================] - ETA: 0s - loss: 0.0097 - mae: 0.0962\n", - "Epoch 61: ReduceLROnPlateau reducing learning rate to 4.864184666075744e-06.\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0097 - mae: 0.0962 - val_loss: 0.0067 - val_mae: 0.0754 - lr: 2.4321e-05\n", + "225/225 [==============================] - 43s 193ms/step - loss: 0.0100 - mae: 0.0968 - val_loss: 0.0069 - val_mae: 0.0738 - lr: 2.3552e-05\n", "Epoch 62/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0096 - mae: 0.0962 - val_loss: 0.0067 - val_mae: 0.0751 - lr: 2.3764e-05\n", - "Epoch 63/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0096 - mae: 0.0962 - val_loss: 0.0065 - val_mae: 0.0746 - lr: 2.3219e-05\n", - "Epoch 64/100\n", - "220/220 [==============================] - 33s 151ms/step - loss: 0.0096 - mae: 0.0960 - val_loss: 0.0067 - val_mae: 0.0754 - lr: 2.2687e-05\n", - "Epoch 65/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0096 - mae: 0.0960 - val_loss: 0.0065 - val_mae: 0.0743 - lr: 2.2167e-05\n", - "Epoch 66/100\n", - "220/220 [==============================] - 34s 153ms/step - loss: 0.0096 - mae: 0.0961 - val_loss: 0.0066 - val_mae: 0.0744 - lr: 2.1659e-05\n", - "Epoch 67/100\n", - "220/220 [==============================] - 34s 155ms/step - loss: 0.0096 - mae: 0.0960 - val_loss: 0.0064 - val_mae: 0.0739 - lr: 2.1163e-05\n", - "Epoch 68/100\n", - "220/220 [==============================] - ETA: 0s - loss: 0.0095 - mae: 0.0959\n", - "Epoch 68: ReduceLROnPlateau reducing learning rate to 4.135647031944245e-06.\n", - "220/220 [==============================] - 34s 152ms/step - loss: 0.0095 - mae: 0.0959 - val_loss: 0.0066 - val_mae: 0.0742 - lr: 2.0678e-05\n", - "Epoch 69/100\n", - "220/220 [==============================] - 34s 152ms/step - loss: 0.0095 - mae: 0.0959 - val_loss: 0.0065 - val_mae: 0.0750 - lr: 2.0204e-05\n", - "Epoch 70/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0095 - mae: 0.0959 - val_loss: 0.0066 - val_mae: 0.0749 - lr: 1.9742e-05\n", - "Epoch 71/100\n", - "220/220 [==============================] - 33s 152ms/step - loss: 0.0095 - mae: 0.0959 - val_loss: 0.0065 - val_mae: 0.0745 - lr: 1.9289e-05\n", - "Epoch 72/100\n", - "220/220 [==============================] - 34s 154ms/step - loss: 0.0095 - mae: 0.0958 - val_loss: 0.0064 - val_mae: 0.0741 - lr: 1.8847e-05\n", - "Epoch 73/100\n", - "220/220 [==============================] - ETA: 0s - loss: 0.0095 - mae: 0.0957\n", - "Epoch 73: ReduceLROnPlateau reducing learning rate to 3.683072645799257e-06.\n", - "220/220 [==============================] - 34s 152ms/step - loss: 0.0095 - mae: 0.0957 - val_loss: 0.0065 - val_mae: 0.0736 - lr: 1.8415e-05\n", + "225/225 [==============================] - ETA: 0s - loss: 0.0099 - mae: 0.0967\n", + "Epoch 62: ReduceLROnPlateau reducing learning rate to 4.600007378030569e-06.\n", + "225/225 [==============================] - 43s 192ms/step - loss: 0.0099 - mae: 0.0967 - val_loss: 0.0070 - val_mae: 0.0750 - lr: 2.3000e-05\n", "\n", "Valutazione performance finali...\n", "\n", "Performance sul set training:\n", - "olive_prod_mae: 0.0840\n", - "olive_prod_rmse: 0.1148\n", - "olive_prod_mape: 77.0417\n", - "min_oil_prod_mae: 0.0818\n", - "min_oil_prod_rmse: 0.1149\n", - "min_oil_prod_mape: 96.4133\n", - "max_oil_prod_mae: 0.0816\n", - "max_oil_prod_rmse: 0.1144\n", - "max_oil_prod_mape: 149.8516\n", + "olive_prod_mae: 0.0839\n", + "olive_prod_rmse: 0.1158\n", + "olive_prod_mape: 90.9233\n", + "min_oil_prod_mae: 0.0825\n", + "min_oil_prod_rmse: 0.1166\n", + "min_oil_prod_mape: 82.2691\n", + "max_oil_prod_mae: 0.0821\n", + "max_oil_prod_rmse: 0.1164\n", + "max_oil_prod_mape: 82.9904\n", "avg_oil_prod_mae: 0.0798\n", - "avg_oil_prod_rmse: 0.1114\n", - "avg_oil_prod_mape: 125.5588\n", - "total_water_need_mae: 0.0456\n", - "total_water_need_rmse: 0.0610\n", - "total_water_need_mape: 45.2614\n", + "avg_oil_prod_rmse: 0.1124\n", + "avg_oil_prod_mape: 74.0703\n", + "total_water_need_mae: 0.0392\n", + "total_water_need_rmse: 0.0563\n", + "total_water_need_mape: 36.0925\n", "\n", "Performance sul set validazione:\n", "olive_prod_mae: 0.0839\n", - "olive_prod_rmse: 0.1146\n", - "olive_prod_mape: 72.7076\n", - "min_oil_prod_mae: 0.0817\n", - "min_oil_prod_rmse: 0.1147\n", - "min_oil_prod_mape: 95.6358\n", - "max_oil_prod_mae: 0.0815\n", - "max_oil_prod_rmse: 0.1141\n", - "max_oil_prod_mape: 271.0537\n", + "olive_prod_rmse: 0.1157\n", + "olive_prod_mape: 95.2416\n", + "min_oil_prod_mae: 0.0825\n", + "min_oil_prod_rmse: 0.1166\n", + "min_oil_prod_mape: 88.1669\n", + "max_oil_prod_mae: 0.0820\n", + "max_oil_prod_rmse: 0.1162\n", + "max_oil_prod_mape: 75.9403\n", "avg_oil_prod_mae: 0.0798\n", - "avg_oil_prod_rmse: 0.1112\n", - "avg_oil_prod_mape: 64.6259\n", - "total_water_need_mae: 0.0456\n", - "total_water_need_rmse: 0.0609\n", - "total_water_need_mape: 39.7287\n", + "avg_oil_prod_rmse: 0.1123\n", + "avg_oil_prod_mape: 69.5427\n", + "total_water_need_mae: 0.0392\n", + "total_water_need_rmse: 0.0562\n", + "total_water_need_mape: 23.9373\n", "\n", "Performance sul set test:\n", - "olive_prod_mae: 0.0838\n", - "olive_prod_rmse: 0.1145\n", - "olive_prod_mape: 82.7762\n", - "min_oil_prod_mae: 0.0817\n", - "min_oil_prod_rmse: 0.1147\n", - "min_oil_prod_mape: 146.3828\n", - "max_oil_prod_mae: 0.0815\n", - "max_oil_prod_rmse: 0.1141\n", - "max_oil_prod_mape: 171.8919\n", - "avg_oil_prod_mae: 0.0797\n", - "avg_oil_prod_rmse: 0.1112\n", - "avg_oil_prod_mape: 78.1842\n", - "total_water_need_mae: 0.0456\n", - "total_water_need_rmse: 0.0610\n", - "total_water_need_mape: 38.6316\n", + "olive_prod_mae: 0.0839\n", + "olive_prod_rmse: 0.1157\n", + "olive_prod_mape: 96.0586\n", + "min_oil_prod_mae: 0.0824\n", + "min_oil_prod_rmse: 0.1165\n", + "min_oil_prod_mape: 210.2095\n", + "max_oil_prod_mae: 0.0821\n", + "max_oil_prod_rmse: 0.1164\n", + "max_oil_prod_mape: 223.1585\n", + "avg_oil_prod_mae: 0.0798\n", + "avg_oil_prod_rmse: 0.1123\n", + "avg_oil_prod_mape: 95.1335\n", + "total_water_need_mae: 0.0392\n", + "total_water_need_rmse: 0.0563\n", + "total_water_need_mape: 38.0699\n", "\n", - "Modello riaddestrato salvato in: 2024-12-08_14-47_retrained_model.keras\n", + "Modello riaddestrato salvato in: 2024-12-19_23-39_retrained_model.keras\n", "\n", "Miglioramenti delle performance:\n", "\n", "Set train:\n", - "olive_prod_mae: 2.37% di miglioramento\n", - "olive_prod_rmse: 1.12% di miglioramento\n", - "olive_prod_mape: 1.29% di miglioramento\n", - "min_oil_prod_mae: 3.93% di miglioramento\n", - "min_oil_prod_rmse: 3.30% di miglioramento\n", - "min_oil_prod_mape: 1.12% di miglioramento\n", - "max_oil_prod_mae: 4.13% di miglioramento\n", - "max_oil_prod_rmse: 3.68% di miglioramento\n", - "max_oil_prod_mape: 2.10% di miglioramento\n", - "avg_oil_prod_mae: 2.51% di miglioramento\n", - "avg_oil_prod_rmse: 1.57% di miglioramento\n", - "avg_oil_prod_mape: 5.72% di miglioramento\n", - "total_water_need_mae: 6.84% di miglioramento\n", - "total_water_need_rmse: 5.40% di miglioramento\n", - "total_water_need_mape: 8.35% di miglioramento\n", + "olive_prod_mae: 4.03% di miglioramento\n", + "olive_prod_rmse: 1.98% di miglioramento\n", + "olive_prod_mape: 1.92% di miglioramento\n", + "min_oil_prod_mae: 4.90% di miglioramento\n", + "min_oil_prod_rmse: 3.47% di miglioramento\n", + "min_oil_prod_mape: -0.67% di miglioramento\n", + "max_oil_prod_mae: 4.75% di miglioramento\n", + "max_oil_prod_rmse: 3.00% di miglioramento\n", + "max_oil_prod_mape: 1.07% di miglioramento\n", + "avg_oil_prod_mae: 3.86% di miglioramento\n", + "avg_oil_prod_rmse: 2.06% di miglioramento\n", + "avg_oil_prod_mape: 0.04% di miglioramento\n", + "total_water_need_mae: 16.11% di miglioramento\n", + "total_water_need_rmse: 11.38% di miglioramento\n", + "total_water_need_mape: 3.33% di miglioramento\n", "\n", "Set val:\n", - "olive_prod_mae: 2.39% di miglioramento\n", - "olive_prod_rmse: 1.17% di miglioramento\n", - "olive_prod_mape: 1.02% di miglioramento\n", - "min_oil_prod_mae: 3.93% di miglioramento\n", - "min_oil_prod_rmse: 3.33% di miglioramento\n", - "min_oil_prod_mape: 0.50% di miglioramento\n", - "max_oil_prod_mae: 4.18% di miglioramento\n", - "max_oil_prod_rmse: 3.75% di miglioramento\n", - "max_oil_prod_mape: 4.66% di miglioramento\n", - "avg_oil_prod_mae: 2.54% di miglioramento\n", - "avg_oil_prod_rmse: 1.64% di miglioramento\n", - "avg_oil_prod_mape: 3.49% di miglioramento\n", - "total_water_need_mae: 6.85% di miglioramento\n", - "total_water_need_rmse: 5.38% di miglioramento\n", - "total_water_need_mape: 4.37% di miglioramento\n", + "olive_prod_mae: 4.06% di miglioramento\n", + "olive_prod_rmse: 2.06% di miglioramento\n", + "olive_prod_mape: -1.00% di miglioramento\n", + "min_oil_prod_mae: 4.96% di miglioramento\n", + "min_oil_prod_rmse: 3.54% di miglioramento\n", + "min_oil_prod_mape: 3.38% di miglioramento\n", + "max_oil_prod_mae: 4.84% di miglioramento\n", + "max_oil_prod_rmse: 3.11% di miglioramento\n", + "max_oil_prod_mape: 0.06% di miglioramento\n", + "avg_oil_prod_mae: 3.94% di miglioramento\n", + "avg_oil_prod_rmse: 2.17% di miglioramento\n", + "avg_oil_prod_mape: 1.98% di miglioramento\n", + "total_water_need_mae: 16.07% di miglioramento\n", + "total_water_need_rmse: 11.40% di miglioramento\n", + "total_water_need_mape: 7.26% di miglioramento\n", "\n", "Set test:\n", - "olive_prod_mae: 2.39% di miglioramento\n", - "olive_prod_rmse: 1.12% di miglioramento\n", - "olive_prod_mape: 3.17% di miglioramento\n", - "min_oil_prod_mae: 3.98% di miglioramento\n", - "min_oil_prod_rmse: 3.38% di miglioramento\n", - "min_oil_prod_mape: 0.51% di miglioramento\n", - "max_oil_prod_mae: 4.14% di miglioramento\n", - "max_oil_prod_rmse: 3.69% di miglioramento\n", - "max_oil_prod_mape: 5.47% di miglioramento\n", - "avg_oil_prod_mae: 2.54% di miglioramento\n", - "avg_oil_prod_rmse: 1.60% di miglioramento\n", - "avg_oil_prod_mape: 6.52% di miglioramento\n", - "total_water_need_mae: 6.87% di miglioramento\n", - "total_water_need_rmse: 5.43% di miglioramento\n", - "total_water_need_mape: 3.74% di miglioramento\n" + "olive_prod_mae: 4.08% di miglioramento\n", + "olive_prod_rmse: 2.05% di miglioramento\n", + "olive_prod_mape: -0.57% di miglioramento\n", + "min_oil_prod_mae: 4.94% di miglioramento\n", + "min_oil_prod_rmse: 3.54% di miglioramento\n", + "min_oil_prod_mape: 8.10% di miglioramento\n", + "max_oil_prod_mae: 4.82% di miglioramento\n", + "max_oil_prod_rmse: 3.09% di miglioramento\n", + "max_oil_prod_mape: -0.09% di miglioramento\n", + "avg_oil_prod_mae: 3.92% di miglioramento\n", + "avg_oil_prod_rmse: 2.16% di miglioramento\n", + "avg_oil_prod_mape: -3.04% di miglioramento\n", + "total_water_need_mae: 16.15% di miglioramento\n", + "total_water_need_rmse: 11.39% di miglioramento\n", + "total_water_need_mape: 12.69% di miglioramento\n" ] } ], @@ -2916,7 +2836,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "id": "a95606bc-c4bc-418a-acdb-2e24c30dfa81", "metadata": {}, "outputs": [ @@ -2924,34 +2844,34 @@ "name": "stdout", "output_type": "stream", "text": [ - "25000/25000 [==============================] - 247s 10ms/step\n", + "25500/25500 [==============================] - 393s 15ms/step\n", "\n", "Errori per target:\n", "--------------------------------------------------\n", "olive_prod:\n", - "MAE assoluto: 1379.63\n", - "Errore percentuale medio: 5.07%\n", - "Precisione: 94.93%\n", + "MAE assoluto: 1379.61\n", + "Errore percentuale medio: 4.99%\n", + "Precisione: 95.01%\n", "--------------------------------------------------\n", "min_oil_prod:\n", - "MAE assoluto: 278.96\n", - "Errore percentuale medio: 5.09%\n", - "Precisione: 94.91%\n", + "MAE assoluto: 281.52\n", + "Errore percentuale medio: 5.05%\n", + "Precisione: 94.95%\n", "--------------------------------------------------\n", "max_oil_prod:\n", - "MAE assoluto: 337.33\n", - "Errore percentuale medio: 5.13%\n", - "Precisione: 94.87%\n", + "MAE assoluto: 339.24\n", + "Errore percentuale medio: 5.04%\n", + "Precisione: 94.96%\n", "--------------------------------------------------\n", "avg_oil_prod:\n", - "MAE assoluto: 300.85\n", - "Errore percentuale medio: 4.98%\n", - "Precisione: 95.02%\n", + "MAE assoluto: 300.87\n", + "Errore percentuale medio: 4.88%\n", + "Precisione: 95.12%\n", "--------------------------------------------------\n", "total_water_need:\n", - "MAE assoluto: 1350.83\n", - "Errore percentuale medio: 2.90%\n", - "Precisione: 97.10%\n", + "MAE assoluto: 429.07\n", + "Errore percentuale medio: 2.51%\n", + "Precisione: 97.49%\n", "--------------------------------------------------\n" ] } @@ -2962,7 +2882,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 16, "id": "e6f357cb-56a4-4f19-a4e8-77b73a28329d", "metadata": {}, "outputs": [], @@ -3452,7 +3372,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 17, "id": "b98f2a45-ba6f-4519-acaa-0138b4ee7812", "metadata": {}, "outputs": [ @@ -3464,23 +3384,23 @@ "\n", "1. ANALISI DEGLI ERRORI\n", "--------------------------------------------------\n", - "18750/18750 [==============================] - 191s 10ms/step\n", + "19125/19125 [==============================] - 297s 16ms/step\n", "\n", "Analisi per olive_prod\n", "--------------------------------------------------\n", "\n", "Statistiche degli Errori:\n", - "mean: 16.634\n", - "variance: 3545753.250\n", - "std: 1883.017\n", - "min: -15594.572\n", - "max: 14395.641\n", - "median: 192.294\n" + "mean: -153.802\n", + "variance: 3593289.250\n", + "std: 1895.597\n", + "min: -16577.840\n", + "max: 13799.312\n", + "median: 42.076\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -3494,35 +3414,35 @@ "text": [ "\n", "Intervallo di Confidenza 80.0%:\n", - "Range: [-2098.98, 2099.65]\n", + "Range: [-2300.58, 1952.22]\n", "\n", "Intervallo di Confidenza 85.0%:\n", - "Range: [-2698.78, 2099.65]\n", + "Range: [-2908.12, 1952.22]\n", "\n", "Intervallo di Confidenza 90.0%:\n", - "Range: [-3298.58, 2699.46]\n", + "Range: [-3515.66, 2559.77]\n", "\n", "Intervallo di Confidenza 95.0%:\n", - "Range: [-4498.19, 3299.26]\n", + "Range: [-4730.75, 3167.31]\n", "\n", "Intervallo di Confidenza 99.0%:\n", - "Range: [-6297.61, 5098.67]\n", + "Range: [-6553.38, 4989.94]\n", "\n", "Analisi per min_oil_prod\n", "--------------------------------------------------\n", "\n", "Statistiche degli Errori:\n", - "mean: -10.703\n", - "variance: 153119.078\n", - "std: 391.304\n", - "min: -3452.054\n", - "max: 3142.031\n", - "median: 27.116\n" + "mean: -35.659\n", + "variance: 156634.391\n", + "std: 395.771\n", + "min: -3838.121\n", + "max: 3470.118\n", + "median: 2.335\n" ] }, { "data": { - "image/png": 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vvZVv3smTJ887mnbz5s0VHBys6dOnO2zvrFmz8u3zoq4n7w8tU6dOdagzZcqUIm+TK3l4eOimm27S4sWLHR47SElJ0dy5c9W6detSu6OhevXqiouLc/iUVc2bN1dISIimT5/u8LqtL774Qlu3bnXK6PWSlJSUpJ9++sk+/ddff2nx4sW66aabLngFv3PnzpLOvIngbHl3c+T1OS4uTl5eXpoyZYrDeXvucgCAC+NKNwAU0xdffKFt27YpJydHKSkpWrlypZYtW6batWvrk08+cRhQ6VzPPvus1q5dq5tvvlm1a9dWamqqpk6dqpo1a9rfoVu3bl0FBQVp+vTpCggIUMWKFRUTE1PiZ2irVKmi1q1bq3///kpJSdHkyZNVr149h9eaDRw4UB999JE6duyou+66Szt37tT777+vunXrOrTVq1cvBQcHq379+g7vI5ekf/3rXwW+viw4OFgjR47UuHHj1LFjR912223avn27pk6dqhYtWjgMmlZU9957rz788EPdf//9WrVqla6//nrl5uZq27Zt+vDDD/Xll1+qefPmBS7r5eWl559/XkOGDFH79u3Vo0cP7dq1SzNnzsx3Vb+o64mOjlb37t01efJkHT582P7KsN9//11S6d7Ku3///nz7XjozAF1R/xBSkOeff97+DvkHH3xQnp6e+s9//qOsrKwC35OOM8fSSy+9pP79+6tNmzbq1auX/ZVhkZGRGj58uFPW26RJE8XHxzu8MkySxo0bd8FlmzZtqr59+2rGjBk6evSo2rRpox9++EGzZ89W165d1a5dO0myv7c8MTFRt9xyizp37qyff/5ZX3zxRb7n6AEA50fSDQDFNHr0aElnBgKrUqWKrrrqKk2ePFn9+/d3GCW8ILfddpt2796td955R4cOHVK1atXUpk0bjRs3zj5ytpeXl2bPnq2RI0fq/vvvV05OjmbOnFnipHvUqFHatGmTEhMTdezYMXXo0EFTp051eG9zfHy8XnnlFU2aNEmPPvqomjdvriVLlthHNM6T937ovn375lvPqlWrCn1n+NixYxUcHKw33nhDw4cPV5UqVTR48GC9+OKLDu/oLiqr1apFixbp1Vdf1bvvvquFCxfKz89PderU0SOPPKIrrrjivMsPHjxYubm5evnll/XEE0/oqquu0ieffKJnnnmmxOt59913FRYWpg8++EALFy5UXFyc5s+frwYNGpz3DzHFtXHjRt177735ymvXrn1RSfeVV16pr7/+WiNHjlRiYqJsNptiYmL0/vvv53tHN/7Rr18/+fn5afz48XryySdVsWJF3X777XrppZec8o5u6czo87GxsRo3bpz27t2rxo0ba9asWQ6PjJzPf//7X9WpU0ezZs3SwoULFRYWppEjR2rMmDEO9Z5//nn5+vpq+vTpWrVqlWJiYvTVV1857Qo+AJRXFlOU0UYAAECxbdy4Uddcc43ef//98z52ABSVxWLR0KFD9cYbb7i6KwCAIuKZbgAASsHJkyfzlU2ePFlWq1U33nijC3oEAAAuB9xeDgBAKZgwYYI2bNigdu3aydPTU1988YW++OILDR48+LJ+tRgKduTIEYeB9s7l4eFxwZHCiyM5Ofm88ytUqGB/BAUAULaQdAMAUApatWqlZcuW6bnnntPx48dVq1YtjR07Vk899ZSru4YS6Natm9asWVPo/Nq1azuM9H6xqlevft75ffv21axZs0ptfQCAS4dnugEAAM6xYcOG876PukKFCrr++utLbX3Lly8/7/zw8HA1bty41NYHALh0SLoBAAAAAHASBlIDAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgBAksVi0bBhw0qtvVmzZslisejHH3+8YN22bduqbdu29undu3fLYrFo1qxZ9rKxY8fKYrGUWv9w+Tg3/gCA8oWkGwBw2cpLXPM+vr6+uuKKKzRs2DClpKS4unsu9+KLL2rRokWl2ubq1avt+/v9998vsM71118vi8WiJk2alOq6S8PZx8vZn7CwMJf2a8uWLRo7dqx2797t0n4AAC49T1d3AACAC3n22WcVFRWlU6dO6ZtvvtG0adP0+eef67fffpOfn5+ru3fRvvrqqwvWefrppzVixAiHshdffFF33HGHunbtWup98vX11dy5c3XPPfc4lO/evVvfffedfH19S32dpeVf//qX+vTp41BWoUIFF/XmjC1btmjcuHFq27atIiMjHeYVJf4AgLKLpBsAcNnr1KmTmjdvLkkaOHCgqlatqkmTJmnx4sXq1atXgcucOHFCFStWvJTdLDFvb+8L1vH09JSn56X7td25c2d98sknOnTokKpVq2Yvnzt3rkJDQ1W/fn39/fffl6w/xXHFFVfk+2PB5awo8QcAlF3cXg4AKHPat28vSdq1a5ckqV+/fvL399fOnTvVuXNnBQQE6O6775Z0Jvl+7LHHFBERIR8fHzVo0EATJ06UMabAtufMmaMGDRrI19dX0dHRWrt2rcP8PXv26MEHH1SDBg1UoUIFVa1aVXfeeWehtw1nZmZqyJAhqlq1qgIDA9WnT598yWpRnuk995lui8WiEydOaPbs2fZbqPv166dVq1bJYrFo4cKF+dqYO3euLBaLkpKSzrsuSerSpYt8fHy0YMGCfG3cdddd8vDwyLfMzJkz1b59e4WEhMjHx0eNGzfWtGnT8tX78ccfFR8fr2rVqqlChQqKiorSfffd51Bn3rx5io6OVkBAgAIDA3XVVVfptddeu2C/L6Rfv375rjRLBT8zn/ec/6JFi9SkSRP5+Pjoyiuv1NKlS/Mtv3//fg0YMEDh4eHy8fFRVFSUHnjgAWVnZ2vWrFm68847JUnt2rWzx2v16tWSCo5/amqqBgwYoNDQUPn6+qpp06aaPXu2Q528Z/8nTpyoGTNmqG7duvLx8VGLFi20fv36ku8kAECp4ko3AKDM2blzpySpatWq9rKcnBzFx8erdevWmjhxovz8/GSM0W233aZVq1ZpwIABatasmb788ks98cQT2r9/v1599VWHdtesWaP58+fr4Ycflo+Pj6ZOnaqOHTvqhx9+sD+/vH79en333Xfq2bOnatasqd27d2vatGlq27attmzZku9292HDhikoKEhjx47V9u3bNW3aNO3Zs8f+7HRJvffeexo4cKBatmypwYMHS5Lq1q2r6667ThEREZozZ45uv/12h2XmzJmjunXrKjY29oLt+/n5qUuXLvrggw/0wAMPSJJ++eUXbd68Wf/973+1adOmfMtMmzZNV155pW677TZ5enrq008/1YMPPiibzaahQ4dKOpNM3nTTTQoODtaIESMUFBSk3bt36+OPP7a3s2zZMvXq1UsdOnTQSy+9JEnaunWrvv32Wz3yyCMX7PupU6d06NAhh7KAgAD5+PhccNlzffPNN/r444/14IMPKiAgQK+//rq6d++uvXv32o+/AwcOqGXLljp69KgGDx6shg0bav/+/froo4+UmZmpG2+8UQ8//LBef/11jRo1So0aNZIk+7/nOnnypNq2basdO3Zo2LBhioqK0oIFC9SvXz8dPXo03z6YO3eujh07piFDhshisWjChAnq1q2b/vzzT3l5eRV7mwEApcwAAHCZmjlzppFkli9fbtLS0sxff/1l5s2bZ6pWrWoqVKhg9u3bZ4wxpm/fvkaSGTFihMPyixYtMpLM888/71B+xx13GIvFYnbs2GEvk2QkmR9//NFetmfPHuPr62tuv/12e1lmZma+fiYlJRlJ5t13383X9+joaJOdnW0vnzBhgpFkFi9ebC9r06aNadOmjX16165dRpKZOXOmvWzMmDHm3F/bFStWNH379s3Xn5EjRxofHx9z9OhRe1lqaqrx9PQ0Y8aMyVf/bKtWrTKSzIIFC8ySJUuMxWIxe/fuNcYY88QTT5g6derY+3zllVc6LFvQvomPj7cvY4wxCxcuNJLM+vXrC+3DI488YgIDA01OTs55+1qQvDie+8nbl3379jW1a9fOt1xB+1eS8fb2djhOfvnlFyPJTJkyxV7Wp08fY7VaC9wmm81mjDFmwYIFRpJZtWpVvjrnxn/y5MlGknn//fftZdnZ2SY2Ntb4+/ubjIwMY8w/x0nVqlXNkSNH7HUXL15sJJlPP/208B0FALhkuL0cAHDZi4uLU3BwsCIiItSzZ0/5+/tr4cKFqlGjhkO9vCuyeT7//HN5eHjo4Ycfdih/7LHHZIzRF1984VAeGxur6Oho+3StWrXUpUsXffnll8rNzZXkOCDX6dOndfjwYdWrV09BQUH66aef8vV98ODBDlcbH3jgAXl6eurzzz8v5l4ouj59+igrK0sfffSRvWz+/PnKyckp1rPON910k6pUqaJ58+bJGKN58+YV+gy95Lhv0tPTdejQIbVp00Z//vmn0tPTJUlBQUGSpCVLluj06dMFthMUFKQTJ05o2bJlRe7r2bp06aJly5Y5fOLj40vUVlxcnOrWrWufvvrqqxUYGKg///xTkmSz2bRo0SLdeuut9nEHzlaSuxk+//xzhYWFOexrLy8vPfzwwzp+/LjWrFnjUL9Hjx6qXLmyffqGG26QJHsfAQCuxe3lAIDL3ptvvqkrrrhCnp6eCg0NVYMGDWS1Ov7d2NPTUzVr1nQo27Nnj8LDwxUQEOBQnndb7549exzK69evn2/dV1xxhTIzM5WWlqawsDCdPHlSiYmJmjlzpvbv3+/wbHheYnm+Nv39/VW9enWnvjqqYcOGatGihebMmaMBAwZIOnNr+XXXXad69eoVuR0vLy/deeedmjt3rlq2bKm//vpLvXv3LrT+t99+qzFjxigpKUmZmZkO89LT01WpUiW1adNG3bt317hx4/Tqq6+qbdu26tq1q3r37m2//fvBBx/Uhx9+qE6dOqlGjRq66aabdNddd6ljx45F6nfNmjUVFxdX5O08n1q1auUrq1y5sv25/LS0NGVkZJTq69P27Nmj+vXr5zvGCztuz+1jXgJ+uQ50BwDuhivdAIDLXsuWLRUXF6e2bduqUaNG+ZIRSfLx8SmwvLQ99NBDeuGFF3TXXXfpww8/1FdffaVly5apatWqstlsTl9/UfXp00dr1qzRvn37tHPnTq1bt65EI3r37t1bGzdu1NixY9W0aVM1bty4wHo7d+5Uhw4ddOjQIU2aNEmfffaZli1bpuHDh0uSfd9YLBZ99NFHSkpK0rBhw7R//37dd999io6O1vHjxyVJISEh2rhxoz755BP7M/mdOnVS3759S7g3/lHYlee8OxnOVdCAcZIKHYjPFcpCHwHAnZF0AwDKrdq1a+vAgQM6duyYQ/m2bdvs88/2xx9/5Gvj999/l5+fn4KDgyVJH330kfr27atXXnlFd9xxh/71r3+pdevWOnr0aIF9OLfN48eP6+DBgwWOoF1c57t1uWfPnvLw8NAHH3ygOXPmyMvLSz169Cj2Olq3bq1atWpp9erV573K/emnnyorK0uffPKJhgwZos6dOysuLq7Q92Nfd911euGFF/Tjjz9qzpw52rx5s+bNm2ef7+3trVtvvVVTp07Vzp07NWTIEL377rvasWNHsbfhbJUrVy4wVudePS6q4OBgBQYG6rfffjtvveLcZl67dm398ccf+f6IU9hxCwC4vJF0AwDKrc6dOys3N1dvvPGGQ/mrr74qi8WiTp06OZQnJSU5PJf9119/afHixbrpppvsVxM9PDzyXUGcMmVKoVdKZ8yY4fDs8rRp05STk5Nv3SVRsWLFQpP9atWqqVOnTnr//fc1Z84cdezY0eF920VlsVj0+uuva8yYMbr33nsLrZe3f8693X7mzJkO9f7+++98+69Zs2aSpKysLEnS4cOHHeZbrVZdffXVDnVKqm7dukpPT3cYff3gwYMFvmKtKKxWq7p27apPP/1UP/74Y775edua9874wuJ1ts6dOys5OVnz58+3l+Xk5GjKlCny9/dXmzZtStRXAIBr8Ew3AKDcuvXWW9WuXTs99dRT2r17t5o2baqvvvpKixcv1qOPPuowQJYkNWnSRPHx8Q6vDJOkcePG2evccssteu+991SpUiU1btxYSUlJWr58ucPry86WnZ2tDh066K677tL27ds1depUtW7dWrfddttFb190dLSWL1+uSZMmKTw8XFFRUYqJibHP79Onj+644w5J0nPPPVfi9XTp0kVdunQ5b52bbrrJfnV6yJAhOn78uN566y2FhITo4MGD9nqzZ8/W1KlTdfvtt6tu3bo6duyY3nrrLQUGBqpz586SpIEDB+rIkSNq3769atasqT179mjKlClq1qxZoa/ZKqqePXvqySef1O23366HH35YmZmZmjZtmq644ooCB8IrihdffFFfffWV2rRpo8GDB6tRo0Y6ePCgFixYoG+++UZBQUFq1qyZPDw89NJLLyk9PV0+Pj72d5qfa/DgwfrPf/6jfv36acOGDYqMjNRHH32kb7/9VpMnT843RgEA4PJG0g0AKLesVqs++eQTjR49WvPnz9fMmTMVGRmpl19+WY899li++m3atFFsbKzGjRunvXv3qnHjxpo1a5b9Kqskvfbaa/Lw8NCcOXN06tQpXX/99Vq+fHmho2O/8cYbmjNnjkaPHq3Tp0+rV69eev311y/qHd15Jk2apMGDB+vpp5/WyZMn1bdvX4ek+9Zbb1XlypVls9lKJck/nwYNGuijjz7S008/rccff1xhYWF64IEHFBwcrPvuu89er02bNvrhhx80b948paSkqFKlSmrZsqXmzJmjqKgoSdI999yjGTNmaOrUqTp69KjCwsLUo0cPjR079qKf269ataoWLlyohIQE/fvf/1ZUVJQSExP1xx9/lDjprlGjhr7//ns988wzmjNnjjIyMlSjRg116tTJ/t72sLAwTZ8+XYmJiRowYIByc3O1atWqApPuChUqaPXq1RoxYoRmz56tjIwMNWjQQDNnzlS/fv0uZvMBAC5gMYyyAQBAuZSTk6Pw8HDdeuutevvtt13dHQAA3BLPdAMAUE4tWrRIaWlp6tOnj6u7AgCA2+JKNwAA5cz333+vTZs26bnnnlO1atVKfNs0AAC4eFzpBgCgnJk2bZoeeOABhYSE6N1333V1dwAAcGtc6QYAAAAAwEm40g0AAAAAgJOQdAMAAAAA4CS8p7uEbDabDhw4oICAgFJ51yoAAAAAoOwwxujYsWMKDw+X1Vr49WyS7hI6cOCAIiIiXN0NAAAAAIAL/fXXX6pZs2ah80m6SyggIEDSmR0cGBjo4t64J5vNprS0NAUHB5/3L0soH4i3eyHe7oeYuxfi7V6It3txp3hnZGQoIiLCnhsWhqS7hPJuKQ8MDCTpdhGbzaZTp04pMDCw3J/QIN7uhni7H2LuXoi3eyHe7sUd432hx43dYy8AAAAAAOACJN0AAAAAADgJSTcAAAAAAE7CM90AAAAA4CZyc3N1+vRpp7Vvs9l0+vRpnTp1qsw/0+3h4SFPT8+LfkX0ZZF0v/nmm3r55ZeVnJyspk2basqUKWrZsmWBdd966y29++67+u233yRJ0dHRevHFFx3qG2M0ZswYvfXWWzp69Kiuv/56TZs2TfXr17fXOXLkiB566CF9+umnslqt6t69u1577TX5+/s7d2MBAAAAwAWOHz+uffv2yRjjtHUYY2Sz2XTs2LGLTlYvB35+fqpevbq8vb1L3IbLk+758+crISFB06dPV0xMjCZPnqz4+Hht375dISEh+eqvXr1avXr1UqtWreTr66uXXnpJN910kzZv3qwaNWpIkiZMmKDXX39ds2fPVlRUlJ555hnFx8dry5Yt8vX1lSTdfffdOnjwoJYtW6bTp0+rf//+Gjx4sObOnXtJtx8AAAAAnC03N1f79u2Tn5+fgoODnZYQG2OUk5NTKleIXckYo+zsbKWlpWnXrl2qX79+ia/cW4wz/8xRBDExMWrRooXeeOMNSWduR4iIiNBDDz2kESNGXHD53NxcVa5cWW+88Yb69OkjY4zCw8P12GOP6fHHH5ckpaenKzQ0VLNmzVLPnj21detWNW7cWOvXr1fz5s0lSUuXLlXnzp21b98+hYeHX3C9GRkZqlSpktLT03llmIvYbDalpqYqJCSkzN+6ggsj3u6FeLsfYu5eiLd7Id6Xh1OnTmnXrl2KjIxUhQoVnLae8pJ058nMzNSePXsUFRVlv4Cbp6g5oUuvdGdnZ2vDhg0aOXKkvcxqtSouLk5JSUlFaiMzM1OnT59WlSpVJEm7du1ScnKy4uLi7HUqVaqkmJgYJSUlqWfPnkpKSlJQUJA94ZakuLg4Wa1Wff/997r99tvzrScrK0tZWVn26YyMDElnfojYbLbibThKhc1ms9++gvKPeLsX4u1+iLl7Id7uhXhfHvLiIMmpt5ef3b6Lr++WCovFYj9+zz2Gi3pMuzTpPnTokHJzcxUaGupQHhoaqm3bthWpjSeffFLh4eH2JDs5Odnexrlt5s1LTk7Od+u6p6enqlSpYq9zrsTERI0bNy5feVpamk6dOlWkvqJ02Ww2paenyxjDX03dAPF2L8Tb/RBz90K83QvxvjycPn1aNptNOTk5ysnJcdp6jDHKzc2VpHJxpTsnJ0c2m02HDx+Wl5eXw7xjx44VqQ2XP9N9McaPH6958+Zp9erV+S71l7aRI0cqISHBPp2RkaGIiAgFBwdze7mL2Gw2WSwWBQcH8wPcDRBv90K83Q8xdy/E270Q78vDqVOndOzYMXl6esrT0/lp4LkJalnl6ekpq9WqqlWr5ss5i5qDujTprlatmjw8PJSSkuJQnpKSorCwsPMuO3HiRI0fP17Lly/X1VdfbS/PWy4lJUXVq1d3aLNZs2b2OqmpqQ7t5eTk6MiRI4Wu18fHRz4+PvnKrVYrPzxcyGKxEAM3QrzdC/F2P8TcvRBv90K8Xc9qtcpisdg/eV5d9nspr+nMrdhnYp3/Svfwf11Ryutzrrz9VdDxW9Tj2aVJt7e3t6Kjo7VixQp17dpV0pm/hK1YsULDhg0rdLkJEybohRde0JdffunwXLYkRUVFKSwsTCtWrLAn2RkZGfr+++/1wAMPSJJiY2N19OhRbdiwQdHR0ZKklStXymazKSYmpvQ3FAAAFMj+nz1j5Jd7XJke6VIxbkcsa/95AwAUT79+/TR79mxJZ66e16pVS3369NGoUaP0zTffqF27dgoKCtLBgwcdrjyvX7/e/lrpvGfLV69erXbt2uVbx1NPPaXnn3/eadvg8tvLExIS1LdvXzVv3lwtW7bU5MmTdeLECfXv31+S1KdPH9WoUUOJiYmSpJdeekmjR4/W3LlzFRkZaX8G29/fX/7+/rJYLHr00Uf1/PPPq379+vZXhoWHh9sT+0aNGqljx44aNGiQpk+frtOnT2vYsGHq2bNnkUYuBwAAAABcGh07dtTMmTOVlZWlzz//XEOHDpWXl5diY2MlSQEBAVq4cKF69eplX+btt99WrVq1tHfv3nztbd++3eERYX9/f6f23+X3d/To0UMTJ07U6NGj1axZM23cuFFLly61D4S2d+9eHTx40F5/2rRpys7O1h133KHq1avbPxMnTrTX+fe//62HHnpIgwcPVosWLXT8+HEtXbrU4S8fc+bMUcOGDdWhQwd17txZrVu31owZMy7dhgMAAAAALsjHx0dhYWGqXbu2HnjgAcXFxemTTz6xz+/bt6/eeecd+/TJkyc1b9489e3bt8D2QkJCFBYWZv84O+l2+ZVuSRo2bFiht5OvXr3aYXr37t0XbM9isejZZ5/Vs88+W2idKlWqaO7cucXpJgAAAADAxSpUqKDDhw/bp++99169/PLL2rt3r2rVqqX//e9/ioyM1LXXXuvCXv7D5Ve6AQAAAAC4EGOMli9fri+//FLt27e3l4eEhKhTp06aNWuWJOmdd97RfffdV2g7NWvWtD+e7O/v75DAO8NlcaUbAAAAAICCLFmyRP7+/vZ3jffu3Vtjx47V+vXr7XXuu+8+PfLII7rnnnuUlJSkBQsW6Ouvvy6wva+//loBAQH26cqVKzu1/yTdAAAAAIDLVrt27TRt2jR5e3srPDy8wPeMd+rUSYMHD9aAAQN06623qmrVqoW2FxUVpaCgICf22BFJNwAAAADgslWxYkXVq1fvvHU8PT3Vp08fTZgwQV988cUl6lnR8Ew3AAAAAKDMe+6555SWlqb4+HhXd8UBV7oBAAAAwE0N/9cVpdqeMUY5OTny9PSUxWIp1bYvxNvbW9WqVbuk6ywKkm4AAAAAwGUpb0TygrRt21bGmELnd+3a1WH+heo7C7eXAwAAAADgJCTdAAAAAAA4CUk3AAAAAABOQtINAAAAAICTkHQDAAAAgJtwxUBiZVlp7C+SbgAAAAAo5zw8PCRJ2dnZLu5J2ZKZmSlJ8vLyKnEbvDIMAAAAAMo5T09P+fn5KS0tTV5eXrJanXP91ZXv6S5NxhhlZmYqNTVVQUFB9j9alARJNwAAAACUcxaLRdWrV9euXbu0Z88ep63HGCObzSar1Vqmk+48QUFBCgsLu6g2SLoBAAAAwA14e3urfv36Tr3F3Gaz6fDhw6patarTrqZfKl5eXhd1hTsPSTcAAAAAuAmr1SpfX1+ntW+z2eTl5SVfX98yn3SXFvYCAAAAAABOQtINAAAAAICTkHQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE5C0g0AAAAAgJOQdAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATuLypPvNN99UZGSkfH19FRMTox9++KHQups3b1b37t0VGRkpi8WiyZMn56uTN+/cz9ChQ+112rZtm2/+/fff74zNAwAAAAC4MZcm3fPnz1dCQoLGjBmjn376SU2bNlV8fLxSU1MLrJ+Zmak6depo/PjxCgsLK7DO+vXrdfDgQftn2bJlkqQ777zTod6gQYMc6k2YMKF0Nw4AAAAA4PZcmnRPmjRJgwYNUv/+/dW4cWNNnz5dfn5+eueddwqs36JFC7388svq2bOnfHx8CqwTHByssLAw+2fJkiWqW7eu2rRp41DPz8/PoV5gYGCpbx8AAAAAwL15umrF2dnZ2rBhg0aOHGkvs1qtiouLU1JSUqmt4/3331dCQoIsFovDvDlz5uj9999XWFiYbr31Vj3zzDPy8/MrtK2srCxlZWXZpzMyMiRJNptNNputVPqL4rHZbDLGsP/dBPF2L8TbjRjzz795n2LgGCmbOMfdC/F2L+4U76Juo8uS7kOHDik3N1ehoaEO5aGhodq2bVuprGPRokU6evSo+vXr51Deu3dv1a5dW+Hh4dq0aZOefPJJbd++XR9//HGhbSUmJmrcuHH5ytPS0nTq1KlS6S+Kx2azKT09XcYYWa0uH54ATka83Qvxdh9+ucf//5uRjzkl2STJcp4lHBX2SBoub5zj7oV4uxd3ivexY8eKVM9lSfel8Pbbb6tTp04KDw93KB88eLD9+1VXXaXq1aurQ4cO2rlzp+rWrVtgWyNHjlRCQoJ9OiMjQxEREQoODubWdBex2WyyWCwKDg4u9yc0iLe7Id7uI9Mj/cwXYyQjZVr9JUvRk+6QkBAn9QzOxDnuXoi3e3GnePv6+hapnsuS7mrVqsnDw0MpKSkO5SkpKYUOklYce/bs0fLly8979TpPTEyMJGnHjh2FJt0+Pj4FPkdutVrL/cF0ObNYLMTAjRBv90K83cTZCbbF8s+niDg+yi7OcfdCvN2Lu8S7qNvnsr3g7e2t6OhorVixwl5ms9m0YsUKxcbGXnT7M2fOVEhIiG6++eYL1t24caMkqXr16he9XgAAAAAA8rj09vKEhAT17dtXzZs3V8uWLTV58mSdOHFC/fv3lyT16dNHNWrUUGJioqQzA6Nt2bLF/n3//v3auHGj/P39Va9ePXu7NptNM2fOVN++feXp6biJO3fu1Ny5c9W5c2dVrVpVmzZt0vDhw3XjjTfq6quvvkRbDgAAAABwBy5Nunv06KG0tDSNHj1aycnJatasmZYuXWofXG3v3r0Ol+wPHDiga665xj49ceJETZw4UW3atNHq1avt5cuXL9fevXt133335Vunt7e3li9fbk/wIyIi1L17dz399NPO21AAAAAAgFty+UBqw4YN07Bhwwqcd3YiLUmRkZEyRXiVyE033VRovYiICK1Zs6bY/QQAAAAAoLjK95PtAAAAAAC4EEk3AAAAAABOQtINAAAAAICTuPyZbgAAgJJ6ddnvF93G8H9dUQo9AQCgYFzpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKXJ91vvvmmIiMj5evrq5iYGP3www+F1t28ebO6d++uyMhIWSwWTZ48OV+dsWPHymKxOHwaNmzoUOfUqVMaOnSoqlatKn9/f3Xv3l0pKSmlvWkAAAAAADfn0qR7/vz5SkhI0JgxY/TTTz+padOmio+PV2pqaoH1MzMzVadOHY0fP15hYWGFtnvllVfq4MGD9s8333zjMH/48OH69NNPtWDBAq1Zs0YHDhxQt27dSnXbAAAAAADwdOXKJ02apEGDBql///6SpOnTp+uzzz7TO++8oxEjRuSr36JFC7Vo0UKSCpyfx9PTs9CkPD09XW+//bbmzp2r9u3bS5JmzpypRo0aad26dbruuusKXC4rK0tZWVn26YyMDEmSzWaTzWYrwtaitNlsNhlj2P9ugni7F+LtRoz559+8zyXGcXbpcY67F+LtXtwp3kXdRpcl3dnZ2dqwYYNGjhxpL7NarYqLi1NSUtJFtf3HH38oPDxcvr6+io2NVWJiomrVqiVJ2rBhg06fPq24uDh7/YYNG6pWrVpKSkoqNOlOTEzUuHHj8pWnpaXp1KlTF9VflIzNZlN6erqMMbJaXf6kBJyMeLsX4u0+/HKP//83Ix9zSrJJkuWS9qGwO+zgPJzj7oV4uxd3ivexY8eKVM9lSfehQ4eUm5ur0NBQh/LQ0FBt27atxO3GxMRo1qxZatCggQ4ePKhx48bphhtu0G+//aaAgAAlJyfL29tbQUFB+dabnJxcaLsjR45UQkKCfTojI0MREREKDg5WYGBgifuLkrPZbLJYLAoODi73JzSIt7sh3u4j0yP9zBdjJCNlWv0ly6VNukNCQi7p+sA57m6It3txp3j7+voWqZ5Lby93hk6dOtm/X3311YqJiVHt2rX14YcfasCAASVu18fHRz4+PvnKrVZruT+YLmcWi4UYuBHi7V6It5s4O8G2WP75XEIcY67BOe5eiLd7cZd4F3X7XLYXqlWrJg8Pj3yjhqekpJx3kLTiCgoK0hVXXKEdO3ZIksLCwpSdna2jR486db0AAAAAALgs6fb29lZ0dLRWrFhhL7PZbFqxYoViY2NLbT3Hjx/Xzp07Vb16dUlSdHS0vLy8HNa7fft27d27t1TXCwAAAACAS28vT0hIUN++fdW8eXO1bNlSkydP1okTJ+yjmffp00c1atRQYmKipDODr23ZssX+ff/+/dq4caP8/f1Vr149SdLjjz+uW2+9VbVr19aBAwc0ZswYeXh4qFevXpKkSpUqacCAAUpISFCVKlUUGBiohx56SLGxsYUOogYAAPJ7ddnvru4CAACXPZcm3T169FBaWppGjx6t5ORkNWvWTEuXLrUPrrZ3716H++QPHDiga665xj49ceJETZw4UW3atNHq1aslSfv27VOvXr10+PBhBQcHq3Xr1lq3bp2Cg4Pty7366quyWq3q3r27srKyFB8fr6lTp16ajQYAAAAAuA2LMS54IWY5kJGRoUqVKik9PZ3Ry13EZrMpNTVVISEh5X6QBhBvd0O8y4ZSvdJtjPxyjyvT49KPXj78X1dc0vWBc9zdEG/34k7xLmpOWL73AgAAAAAALkTSDQAAAACAk5B0AwAAAADgJCTdAAAAAAA4CUk3AAAAAABOQtINAAAAAICTkHQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE5C0g0AAAAAgJOQdAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATkLSDQAAAACAk5B0AwAAAADgJCTdAAAAAAA4CUk3AAAAAABOQtINAAAAAICTkHQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE5C0g0AAAAAgJOQdAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATkLSDQAAAACAk7g86X7zzTcVGRkpX19fxcTE6Icffii07ubNm9W9e3dFRkbKYrFo8uTJ+eokJiaqRYsWCggIUEhIiLp27art27c71Gnbtq0sFovD5/777y/tTQMAAAAAuLkSJd2rVq0qlZXPnz9fCQkJGjNmjH766Sc1bdpU8fHxSk1NLbB+Zmam6tSpo/HjxyssLKzAOmvWrNHQoUO1bt06LVu2TKdPn9ZNN92kEydOONQbNGiQDh48aP9MmDChVLYJAAAAAIA8niVZqGPHjqpZs6b69++vvn37KiIiokQrnzRpkgYNGqT+/ftLkqZPn67PPvtM77zzjkaMGJGvfosWLdSiRQtJKnC+JC1dutRhetasWQoJCdGGDRt044032sv9/PwKTdwLkpWVpaysLPt0RkaGJMlms8lmsxW5HZQem80mYwz7300Qb/dCvMsIY0q3rbzPJcZxdulxjrsX4u1e3CneRd3GEiXd+/fv13vvvafZs2dr3Lhxat++vQYMGKCuXbvK29u7SG1kZ2drw4YNGjlypL3MarUqLi5OSUlJJelWgdLT0yVJVapUcSifM2eO3n//fYWFhenWW2/VM888Iz8/v0LbSUxM1Lhx4/KVp6Wl6dSpU6XWXxSdzWZTenq6jDGyWl3+pAScjHi7F+JdNvjlHi/F1ox8zCnJJkmWUmz3wgq7ww7OwznuXoi3e3GneB87dqxI9UqUdFerVk3Dhw/X8OHD9dNPP2nmzJl68MEH9eCDD6p3794aMGCAmjZtet42Dh06pNzcXIWGhjqUh4aGatu2bSXpVj42m02PPvqorr/+ejVp0sRe3rt3b9WuXVvh4eHatGmTnnzySW3fvl0ff/xxoW2NHDlSCQkJ9umMjAxFREQoODhYgYGBpdJfFI/NZpPFYlFwcHC5P6FBvN0N8S4bMj3SS68xYyQjZVr9JculTbpDQkIu6frAOe5uiLd7cad4+/r6FqleiZLus1177bUKCwtT1apVNX78eL3zzjuaOnWqYmNjNX36dF155ZUXu4oSGzp0qH777Td98803DuWDBw+2f7/qqqtUvXp1dejQQTt37lTdunULbMvHx0c+Pj75yq1Wa7k/mC5nFouFGLgR4u1eiHcZUNrJscXyz+cS4hhzDc5x90K83Yu7xLuo21fivXD69Gl99NFH6ty5s2rXrq0vv/xSb7zxhlJSUrRjxw7Vrl1bd955Z6HLV6tWTR4eHkpJSXEoT0lJKdaz1oUZNmyYlixZolWrVqlmzZrnrRsTEyNJ2rFjx0WvFwAAAACAPCVKuh966CFVr15dQ4YM0RVXXKGff/5ZSUlJGjhwoCpWrKjIyEhNnDjxvLeJe3t7Kzo6WitWrLCX2Ww2rVixQrGxsSXpliTJGKNhw4Zp4cKFWrlypaKioi64zMaNGyVJ1atXL/F6AQAAAAA4V4luL9+yZYumTJmibt26FXjLtXTmSvaFXi2WkJCgvn37qnnz5mrZsqUmT56sEydO2Ecz79Onj2rUqKHExERJZwZf27Jli/37/v37tXHjRvn7+6tevXqSztxSPnfuXC1evFgBAQFKTk6WJFWqVEkVKlTQzp07NXfuXHXu3FlVq1bVpk2bNHz4cN144426+uqrS7I7AAAAAAAoUImS7jFjxqhVq1by9HRcPCcnR999951uvPFGeXp6qk2bNudtp0ePHkpLS9Po0aOVnJysZs2aaenSpfbB1fbu3etwn/yBAwd0zTXX2KcnTpyoiRMnqk2bNlq9erUkadq0aZKktm3bOqxr5syZ6tevn7y9vbV8+XJ7gh8REaHu3bvr6aefLsmuAAAAAACgUCVKutu1a6eDBw/mG+0zPT1d7dq1U25ubpHbGjZsmIYNG1bgvLxEOk9kZKTMBd7feaH5ERERWrNmTZH7BwAAAABASZXomW5jjCwFjCx6+PBhVaxY8aI7BQAAAABAeVCsK93dunWTdGYI+H79+jk8z52bm6tNmzapVatWpdtDAAAAAADKqGIl3ZUqVZJ05kp3QECAKlSoYJ/n7e2t6667ToMGDSrdHgIAAAAAUEYVK+meOXOmpDPPVj/++OPcSg4AAAAAwHmUePRyAAAAAABwfkVOuq+99lqtWLFClStX1jXXXFPgQGp5fvrpp1LpHAAAAAAAZVmRk+4uXbrYB07r2rWrs/oDAAAAAEC5UeSk++xbyrm9HAAAAACACyvRe7oBAAAAAMCFFflKd+XKlc/7HPfZjhw5UuIOAQAAAABQXhQ56Z48ebITuwEAAAAAQPlT5KS7b9++zuwHAAAAAADlTpGT7oyMDAUGBtq/n09ePQAAAAAA3Fmxnuk+ePCgQkJCFBQUVODz3cYYWSwW5ebmlmonAQAAAAAoi4qcdK9cuVJVqlSRJK1atcppHQIAAAAAoLwoctLdpk2bAr8DAAAAAICCFTnpPtfff/+tt99+W1u3bpUkNW7cWP3797dfDQcAAAAAwN1ZS7LQ2rVrFRkZqddff11///23/v77b73++uuKiorS2rVrS7uPAAAAAACUSSW60j106FD16NFD06ZNk4eHhyQpNzdXDz74oIYOHapff/21VDsJAAAAAEBZVKIr3Tt27NBjjz1mT7glycPDQwkJCdqxY0epdQ4AAAAAgLKsREn3tddea3+W+2xbt25V06ZNL7pTAAAAAACUB0W+vXzTpk327w8//LAeeeQR7dixQ9ddd50kad26dXrzzTc1fvz40u8lAAAAAABlUJGT7mbNmsliscgYYy/797//na9e79691aNHj9LpHQAAAAAAZViRk+5du3Y5sx8AAAAAAJQ7RU66a9eu7cx+AAAAAABQ7pRoILU8W7Zs0dKlS/XJJ584fIrjzTffVGRkpHx9fRUTE6Mffvih0LqbN29W9+7dFRkZKYvFosmTJ5eozVOnTmno0KGqWrWq/P391b17d6WkpBSr3wAAAAAAXEiJ3tP9559/6vbbb9evv/7q8Jy3xWKRdOad3UUxf/58JSQkaPr06YqJidHkyZMVHx+v7du3KyQkJF/9zMxM1alTR3feeaeGDx9e4jaHDx+uzz77TAsWLFClSpU0bNgwdevWTd9++21JdgcAAAAAAAUq0ZXuRx55RFFRUUpNTZWfn582b96stWvXqnnz5lq9enWR25k0aZIGDRqk/v37q3Hjxpo+fbr8/Pz0zjvvFFi/RYsWevnll9WzZ0/5+PiUqM309HS9/fbbmjRpktq3b6/o6GjNnDlT3333ndatW1fsfQEAAAAAQGFKdKU7KSlJK1euVLVq1WS1WmW1WtW6dWslJibq4Ycf1s8//3zBNrKzs7VhwwaNHDnSXma1WhUXF6ekpKSSdKtIbW7YsEGnT59WXFycvU7Dhg1Vq1YtJSUl2V+Bdq6srCxlZWXZpzMyMiRJNptNNputRP3FxbHZbDLGsP/dBPF2L8S7jDjrjSal0lbe5xLjOLv0OMfdC/F2L+4U76JuY4mS7tzcXAUEBEiSqlWrpgMHDqhBgwaqXbu2tm/fXqQ2Dh06pNzcXIWGhjqUh4aGatu2bSXpVpHaTE5Olre3t4KCgvLVSU5OLrTtxMREjRs3Ll95WlqaTp06VaL+4uLYbDalp6fLGCOr9aKGJ0AZQLzdC/EuG/xyj5dia0Y+5pRkkyRLKbZ7YampqZd0feAcdzfE2724U7yPHTtWpHolSrqbNGmiX375RVFRUYqJidGECRPk7e2tGTNmqE6dOiVp8rI3cuRIJSQk2KczMjIUERGh4OBgBQYGurBn7stms8lisSg4OLjcn9Ag3u6GeJcNmR7ppdeYMZKRMq3+kuXSJt0FjSMD5+Icdy/E2724U7x9fX2LVK9ESffTTz+tEydOSJKeffZZ3XLLLbrhhhtUtWpVzZ8/v0htVKtWTR4eHvlGDU9JSVFYWFhJulWkNsPCwpSdna2jR486XO2+0Hp9fHwKfI487/Z6uIbFYiEGboR4uxfiXQaUdnJssfzzuYQ4xlyDc9y9EG/34i7xLur2lWgvxMfHq1u3bpKkevXqadu2bTp06JBSU1PVvn37IrXh7e2t6OhorVixwl5ms9m0YsUKxcbGlqRbRWozOjpaXl5eDnW2b9+uvXv3lni9AAAAAAAUpERXus/2119/SZIiIiKKvWxCQoL69u2r5s2bq2XLlpo8ebJOnDih/v37S5L69OmjGjVqKDExUdKZgdK2bNli/75//35t3LhR/v7+qlevXpHarFSpkgYMGKCEhARVqVJFgYGBeuihhxQbG1voIGoAAAAAAJREiZLunJwcjRs3Tq+//rqOHz8ziIq/v78eeughjRkzRl5eXkVqp0ePHkpLS9Po0aOVnJysZs2aaenSpfaB0Pbu3etwyf7AgQO65ppr7NMTJ07UxIkT1aZNG/uryi7UpiS9+uqrslqt6t69u7KyshQfH6+pU6eWZFcAAFBmvbrsd1d3AQCAcs9iTPHfzfHAAw/o448/1rPPPmu/JTspKUljx45V165dNW3atFLv6OUmIyNDlSpVUnp6OgOpuYjNZlNqaqpCQkLK/fMiIN7uhnhfGpdV0m2M/HKPK9Pj0g+kNvxfV1zS9YFz3N0Qb/fiTvEuak5Yoivdc+fO1bx589SpUyd72dVXX62IiAj16tXLLZJuAAAAAAAupER/evDx8VFkZGS+8qioKHl7e19snwAAAAAAKBdKlHQPGzZMzz33nLKysuxlWVlZeuGFFzRs2LBS6xwAAAAAAGVZkW8vz3tFWJ7ly5erZs2aatq0qSTpl19+UXZ2tjp06FC6PQQAAAAAoIwqctJdqVIlh+nu3bs7TJfklWEAAAAAAJRnRU66Z86c6cx+AAAAAABQ7pRo9PI8aWlp2r59uySpQYMGCg4OLpVOAQAAAABQHpQo6T5x4oQeeughvfvuu7LZbJIkDw8P9enTR1OmTJGfn1+pdhIAAMBZLvZ95bznGwBwPiUavTwhIUFr1qzRp59+qqNHj+ro0aNavHix1qxZo8cee6y0+wgAAAAAQJlUoivd//vf//TRRx+pbdu29rLOnTurQoUKuuuuuzRt2rTS6h8AAAAAAGVWia50Z2ZmKjQ0NF95SEiIMjMzL7pTAAAAAACUByVKumNjYzVmzBidOnXKXnby5EmNGzdOsbGxpdY5AAAAAADKshLdXj558mR17NhRNWvWVNOmTSVJv/zyi3x9ffXll1+WagcBAAAAACirSpR0X3XVVfrjjz80Z84cbdu2TZLUq1cv3X333apQoUKpdhAAAAAAgLKq2En36dOn1bBhQy1ZskSDBg1yRp8AAAAAACgXiv1Mt5eXl8Oz3AAAAAAAoGAlGkht6NCheumll5STk1Pa/QEAAAAAoNwo0TPd69ev14oVK/TVV1/pqquuUsWKFR3mf/zxx6XSOQAAAAAAyrISJd1BQUHq3r17afcFAAAAAIBypVhJt81m08svv6zff/9d2dnZat++vcaOHcuI5QAAAAAAFKBYz3S/8MILGjVqlPz9/VWjRg29/vrrGjp0qLP6BgAAAABAmVaspPvdd9/V1KlT9eWXX2rRokX69NNPNWfOHNlsNmf1DwAAAACAMqtYSffevXvVuXNn+3RcXJwsFosOHDhQ6h0DAAAAAKCsK1bSnZOTI19fX4cyLy8vnT59ulQ7BQAAAABAeVCsgdSMMerXr598fHzsZadOndL999/v8NowXhkGAAAAAEAxk+6+ffvmK7vnnntKrTMAAAAAAJQnxUq6Z86c6ZROvPnmm3r55ZeVnJyspk2basqUKWrZsmWh9RcsWKBnnnlGu3fvVv369fXSSy85PGtusVgKXG7ChAl64oknJEmRkZHas2ePw/zExESNGDGiFLYIAAAAAIBiPtPtDPPnz1dCQoLGjBmjn376SU2bNlV8fLxSU1MLrP/dd9+pV69eGjBggH7++Wd17dpVXbt21W+//Wavc/DgQYfPO++8I4vFou7duzu09eyzzzrUe+ihh5y6rQAAAAAA91KsK93OMGnSJA0aNEj9+/eXJE2fPl2fffaZ3nnnnQKvOr/22mvq2LGj/Yr1c889p2XLlumNN97Q9OnTJUlhYWEOyyxevFjt2rVTnTp1HMoDAgLy1S1MVlaWsrKy7NMZGRmSJJvNxivTXMRms8kYw/53E8TbvRDvS8QYV/fgH8b88yljOE6Lj3PcvRBv9+JO8S7qNro06c7OztaGDRs0cuRIe5nValVcXJySkpIKXCYpKUkJCQkOZfHx8Vq0aFGB9VNSUvTZZ59p9uzZ+eaNHz9ezz33nGrVqqXevXtr+PDh8vQseJckJiZq3Lhx+crT0tJ06tSpwjYRTmSz2ZSeni5jjKxWl9+0AScj3u6FeF8afrnHXd2Fsxj5mFOSTZIKfkzsclXY3XkoHOe4eyHe7sWd4n3s2LEi1XNp0n3o0CHl5uYqNDTUoTw0NFTbtm0rcJnk5OQC6ycnJxdYf/bs2QoICFC3bt0cyh9++GFde+21qlKlir777juNHDlSBw8e1KRJkwpsZ+TIkQ7JfkZGhiIiIhQcHKzAwMALbitKn81mk8ViUXBwcLk/oUG83Q3xvjQyPdJd3YV/GCMZKdPqLxUyNsvlKiQkxNVdKHM4x90L8XYv7hTvc1+nXRiX317ubO+8847uvvvufDvk7AT66quvlre3t4YMGaLExESHV6Ll8fHxKbDcarWW+4PpcmaxWIiBGyHe7oV4XwKXW3JrsfzzKUM4RkuGc9y9EG/34i7xLur2uXQvVKtWTR4eHkpJSXEoT0lJKfRZ67CwsCLX//rrr7V9+3YNHDjwgn2JiYlRTk6Odu/eXfQNAAAAAADgPFyadHt7eys6OlorVqywl9lsNq1YsUKxsbEFLhMbG+tQX5KWLVtWYP23335b0dHRatq06QX7snHjRlmtVm4RAwAAAACUGpffXp6QkKC+ffuqefPmatmypSZPnqwTJ07YRzPv06ePatSoocTEREnSI488ojZt2uiVV17RzTffrHnz5unHH3/UjBkzHNrNyMjQggUL9Morr+RbZ1JSkr7//nu1a9dOAQEBSkpK0vDhw3XPPfeocuXKzt9oAAAAAIBbcHnS3aNHD6WlpWn06NFKTk5Ws2bNtHTpUvtgaXv37nW4V75Vq1aaO3eunn76aY0aNUr169fXokWL1KRJE4d2582bJ2OMevXqlW+dPj4+mjdvnsaOHausrCxFRUVp+PDh+UZFBwAAAADgYliMKYMvxLwMZGRkqFKlSkpPT2f0chex2WxKTU1VSEhIuR+kAcTb3RDvS+PVZb+7ugv/MEZ+uceV6VH2Ri8f/q8rXN2FModz3L0Qb/fiTvEuak5YvvcCAAAAAAAuRNINAAAAAICTkHQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE5C0g0AAAAAgJOQdAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATuLp6g4AAICSeXXZ767uAgAAuACudAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATkLSDQAAAACAk5B0AwAAAADgJCTdAAAAAAA4CUk3AAAAAABOQtINAAAAAICTkHQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE5C0g0AAAAAgJOQdAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATkLSDQAAAACAk1wWSfebb76pyMhI+fr6KiYmRj/88MN56y9YsEANGzaUr6+vrrrqKn3++ecO8/v16yeLxeLw6dixo0OdI0eO6O6771ZgYKCCgoI0YMAAHT9+vNS3DQAAAADgvlyedM+fP18JCQkaM2aMfvrpJzVt2lTx8fFKTU0tsP53332nXr16acCAAfr555/VtWtXde3aVb/99ptDvY4dO+rgwYP2zwcffOAw/+6779bmzZu1bNkyLVmyRGvXrtXgwYOdtp0AAAAAAPdjMcYYV3YgJiZGLVq00BtvvCFJstlsioiI0EMPPaQRI0bkq9+jRw+dOHFCS5YssZddd911atasmaZPny7pzJXuo0ePatGiRQWuc+vWrWrcuLHWr1+v5s2bS5KWLl2qzp07a9++fQoPD8+3TFZWlrKysuzTGRkZioiI0N9//63AwMASbz9KzmazKS0tTcHBwbJaXf73IzgZ8XYvxLtoXlv+h6u7UHqMkV/ucWV6+EsWi6t7UyyPxNV3dRfKHM5x90K83Ys7xTsjI0OVK1dWenr6eXNCz0vYp3yys7O1YcMGjRw50l5mtVoVFxenpKSkApdJSkpSQkKCQ1l8fHy+BHv16tUKCQlR5cqV1b59ez3//POqWrWqvY2goCB7wi1JcXFxslqt+v7773X77bfnW29iYqLGjRuXrzwtLU2nTp0q8jaj9NhsNqWnp8sYU+5PaBBvd0O8i8Yvtzw9FmXkY05JNkkqW0n3W1/+fFHLd7mmRin1pOzgHHcvxNu9uFO8jx07VqR6Lk26Dx06pNzcXIWGhjqUh4aGatu2bQUuk5ycXGD95ORk+3THjh3VrVs3RUVFaefOnRo1apQ6deqkpKQkeXh4KDk5WSEhIQ5teHp6qkqVKg7tnG3kyJEOyX7ele7g4GCudLuIzWaTxWJxi7+igXi7G+JdNJke6a7uQukxRjJSprXsXem+WOf+n8QdcI67F+LtXtwp3r6+vkWq59Kk21l69uxp/37VVVfp6quvVt26dbV69Wp16NChRG36+PjIx8cnX7nVai33B9PlzGKxEAM3QrzdC/EugvKWnFos/3zciLse45zj7oV4uxd3iXdRt8+le6FatWry8PBQSkqKQ3lKSorCwsIKXCYsLKxY9SWpTp06qlatmnbs2GFv49yB2nJycnTkyJHztgMAAAAAQHG4NOn29vZWdHS0VqxYYS+z2WxasWKFYmNjC1wmNjbWob4kLVu2rND6krRv3z4dPnxY1atXt7dx9OhRbdiwwV5n5cqVstlsiomJuZhNAgAAAADAzuXX+xMSEvTWW29p9uzZ2rp1qx544AGdOHFC/fv3lyT16dPHYaC1Rx55REuXLtUrr7yibdu2aezYsfrxxx81bNgwSdLx48f1xBNPaN26ddq9e7dWrFihLl26qF69eoqPj5ckNWrUSB07dtSgQYP0ww8/6Ntvv9WwYcPUs2fPAkcuBwAAAACgJFz+THePHj2Ulpam0aNHKzk5Wc2aNdPSpUvtg6Xt3bvX4V75Vq1aae7cuXr66ac1atQo1a9fX4sWLVKTJk0kSR4eHtq0aZNmz56to0ePKjw8XDfddJOee+45h2ey58yZo2HDhqlDhw6yWq3q3r27Xn/99Uu78QAAAACAcs3l7+kuqzIyMlSpUqULvpMNzmOz2ZSamqqQkJByP0gDiLe7Id5F8+qy313dhdJTht/TfbGG/+sKV3fhkuMcdy/E2724U7yLmhOW770AAAAAAIALkXQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE5C0g0AAAAAgJO4/JVhAAC4o3I18jgAACgUV7oBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnMTT1R0AAABwZ68u+/2i2xj+rytKoScAAGe4LJLuN998Uy+//LKSk5PVtGlTTZkyRS1btiy0/oIFC/TMM89o9+7dql+/vl566SV17txZknT69Gk9/fTT+vzzz/Xnn3+qUqVKiouL0/jx4xUeHm5vIzIyUnv27HFoNzExUSNGjHDORgIAypXSSJQAAED55/Lby+fPn6+EhASNGTNGP/30k5o2bar4+HilpqYWWP+7775Tr169NGDAAP3888/q2rWrunbtqt9++02SlJmZqZ9++knPPPOMfvrpJ3388cfavn27brvttnxtPfvsszp48KD989BDDzl1WwEAAAAA7sXlSfekSZM0aNAg9e/fX40bN9b06dPl5+end955p8D6r732mjp27KgnnnhCjRo10nPPPadrr71Wb7zxhiSpUqVKWrZsme666y41aNBA1113nd544w1t2LBBe/fudWgrICBAYWFh9k/FihWdvr0AAAAAAPfh0tvLs7OztWHDBo0cOdJeZrVaFRcXp6SkpAKXSUpKUkJCgkNZfHy8Fi1aVOh60tPTZbFYFBQU5FA+fvx4Pffcc6pVq5Z69+6t4cOHy9Oz4F2SlZWlrKws+3RGRoYkyWazyWaznW8z4SQ2m03GGPa/myDe7qVMxNsYV/egfDHmnw+K7bI+VwpQJs5xlBri7V7cKd5F3UaXJt2HDh1Sbm6uQkNDHcpDQ0O1bdu2ApdJTk4usH5ycnKB9U+dOqUnn3xSvXr1UmBgoL384Ycf1rXXXqsqVarou+++08iRI3Xw4EFNmjSpwHYSExM1bty4fOVpaWk6derUebcTzmGz2ZSeni5jjKxWl9+0AScj3u6lLMTbL/e4q7tQzhj5mFOSTZIsru5MmVPYY3mXq7JwjqP0EG/34k7xPnbsWJHqXRYDqTnL6dOnddddd8kYo2nTpjnMO/tq+dVXXy1vb28NGTJEiYmJ8vHxydfWyJEjHZbJyMhQRESEgoODHZJ5XDo2m00Wi0XBwcHl/oQG8XY3ZSHemR7pru5C+WKMZKRMq79kIekurpCQEFd3oVjKwjmO0kO83Ys7xdvX17dI9VyadFerVk0eHh5KSUlxKE9JSVFYWFiBy4SFhRWpfl7CvWfPHq1cufKCiXFMTIxycnK0e/duNWjQIN98Hx+fApNxq9Va7g+my5nFYiEGboR4u5fLPt4khqXPYvnng2K5bM+T87jsz3GUKuLtXtwl3kXdPpfuBW9vb0VHR2vFihX2MpvNphUrVig2NrbAZWJjYx3qS9KyZcsc6ucl3H/88YeWL1+uqlWrXrAvGzdulNVqLXN/KQYAAAAAXL5cfnt5QkKC+vbtq+bNm6tly5aaPHmyTpw4of79+0uS+vTpoxo1aigxMVGS9Mgjj6hNmzZ65ZVXdPPNN2vevHn68ccfNWPGDElnEu477rhDP/30k5YsWaLc3Fz7895VqlSRt7e3kpKS9P3336tdu3YKCAhQUlKShg8frnvuuUeVK1d2zY4AAAAAAJQ7Lk+6e/ToobS0NI0ePVrJyclq1qyZli5dah8sbe/evQ6X7Vu1aqW5c+fq6aef1qhRo1S/fn0tWrRITZo0kSTt379fn3zyiSSpWbNmDutatWqV2rZtKx8fH82bN09jx45VVlaWoqKiNHz48HyjogMAAAAAcDEsxvBujpLIyMhQpUqVlJ6ezkBqLmKz2ZSamqqQkJBy/7wIiLe7KQvxfnXZ767uQvlijPxyjyvTg4HUSmL4v65wdReKpSyc4yg9xNu9uFO8i5oTlu+9AAAAAACAC5F0AwAAAADgJCTdAAAAAAA4icsHUgMA4FLjeWwAAHCpcKUbAAAAAAAnIekGAAAAAMBJuL0cAACgjLvYRybK2ivHAKAs4Uo3AAAAAABOQtINAAAAAICTkHQDAAAAAOAkJN0AAAAAADgJSTcAAAAAAE7C6OUAgDLnYkdqBgAAuFS40g0AAAAAgJOQdAMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATsJAagAAAG7uYgcnHP6vK0qpJwBQ/pB0AwAuuQv+B98Y+eUeV6ZHumSxXJpOAQAAOAG3lwMAAAAA4CQk3QAAAAAAOAlJNwAAAAAATsIz3QCAYrnYAZcAlD/F/rlQwLgNDMYGoLziSjcAAAAAAE5C0g0AAAAAgJNwezkAuBluDwcAALh0Louk+80339TLL7+s5ORkNW3aVFOmTFHLli0Lrb9gwQI988wz2r17t+rXr6+XXnpJnTt3ts83xmjMmDF66623dPToUV1//fWaNm2a6tevb69z5MgRPfTQQ/r0009ltVrVvXt3vfbaa/L393fqtgLAxSJpBlAeXezPNp4JB3C5cnnSPX/+fCUkJGj69OmKiYnR5MmTFR8fr+3btyskJCRf/e+++069evVSYmKibrnlFs2dO1ddu3bVTz/9pCZNmkiSJkyYoNdff12zZ89WVFSUnnnmGcXHx2vLli3y9fWVJN199906ePCgli1bptOnT6t///4aPHiw5s6de0m3HwAAABevNP4gSeIOwBksxhjjyg7ExMSoRYsWeuONNyRJNptNEREReuihhzRixIh89Xv06KETJ05oyZIl9rLrrrtOzZo10/Tp02WMUXh4uB577DE9/vjjkqT09HSFhoZq1qxZ6tmzp7Zu3arGjRtr/fr1at68uSRp6dKl6ty5s/bt26fw8PAL9jsjI0OVKlVSenq6AgMDS2NXoJhsNptSU1MVEhIiq5XhCcq7yyXeXGW+ROwjG/vbRzZGOUfM3Us5jTdJe8Eul9/huDTcKd5FzQldeqU7OztbGzZs0MiRI+1lVqtVcXFxSkpKKnCZpKQkJSQkOJTFx8dr0aJFkqRdu3YpOTlZcXFx9vmVKlVSTEyMkpKS1LNnTyUlJSkoKMiecEtSXFycrFarvv/+e91+++351puVlaWsrCz7dHp6uiTp6NGjstlsxd94XDSbzaaMjAx5e3uX+xO6NExbtdPVXbg4xqiC7bhOWveVq/+goRDGyGI7rlNWQ7zdBTF3L+U03okLN7i6C5eFB9rVdZjm/2zuxZ3inZGRIenM483n49Kk+9ChQ8rNzVVoaKhDeWhoqLZt21bgMsnJyQXWT05Ots/PKztfnXNvXff09FSVKlXsdc6VmJiocePG5SuvXbt2YZsHAAAAuJ1Rru4AcIkdO3ZMlSpVKnS+y5/pLitGjhzpcIXdZrPpyJEjqlq1qizl6C+0ZUlGRoYiIiL0119/cYu/GyDe7oV4ux9i7l6It3sh3u7FneJtjNGxY8cu+HiyS5PuatWqycPDQykpKQ7lKSkpCgsLK3CZsLCw89bP+zclJUXVq1d3qNOsWTN7ndTUVIc2cnJydOTIkULX6+PjIx8fH4eyoKCg828gLonAwMByf0LjH8TbvRBv90PM3Qvxdi/E2724S7zPd4U7j0tvsvf29lZ0dLRWrFhhL7PZbFqxYoViY2MLXCY2NtahviQtW7bMXj8qKkphYWEOdTIyMvT999/b68TGxuro0aPasOGf525Wrlwpm82mmJiYUts+AAAAAIB7c/nt5QkJCerbt6+aN2+uli1bavLkyTpx4oT69+8vSerTp49q1KihxMRESdIjjzyiNm3a6JVXXtHNN9+sefPm6ccff9SMGTMkSRaLRY8++qief/551a9f3/7KsPDwcHXt2lWS1KhRI3Xs2FGDBg3S9OnTdfr0aQ0bNkw9e/Ys0sjlAAAAAAAUhcuT7h49eigtLU2jR49WcnKymjVrpqVLl9oHQtu7d6/DqHetWrXS3Llz9fTTT2vUqFGqX7++Fi1aZH9HtyT9+9//1okTJzR48GAdPXpUrVu31tKlS+3v6JakOXPmaNiwYerQoYOsVqu6d++u119//dJtOC6aj4+PxowZk++2f5RPxNu9EG/3Q8zdC/F2L8TbvRDv/Fz+nm4AAAAAAMqr8v3iNAAAAAAAXIikGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuXHZuu+021apVS76+vqpevbruvfdeHThwwKHOpk2bdMMNN8jX11cRERGaMGFCvnYWLFighg0bytfXV1dddZU+//xzh/nGGI0ePVrVq1dXhQoVFBcXpz/++MOp2wZHu3fv1oABAxQVFaUKFSqobt26GjNmjLKzsx3qEe/y44UXXlCrVq3k5+enoKCgAuvs3btXN998s/z8/BQSEqInnnhCOTk5DnVWr16ta6+9Vj4+PqpXr55mzZqVr50333xTkZGR8vX1VUxMjH744QcnbBFKA7Eqm9auXatbb71V4eHhslgsWrRokcP8ovzcPXLkiO6++24FBgYqKChIAwYM0PHjxx3qFOV3AJwvMTFRLVq0UEBAgEJCQtS1a1dt377doc6pU6c0dOhQVa1aVf7+/urevbtSUlIc6pTWz3g417Rp03T11VcrMDBQgYGBio2N1RdffGGfT6yLyQCXmUmTJpmkpCSze/du8+2335rY2FgTGxtrn5+enm5CQ0PN3XffbX777TfzwQcfmAoVKpj//Oc/9jrffvut8fDwMBMmTDBbtmwxTz/9tPHy8jK//vqrvc748eNNpUqVzKJFi8wvv/xibrvtNhMVFWVOnjx5SbfXnX3xxRemX79+5ssvvzQ7d+40ixcvNiEhIeaxxx6z1yHe5cvo0aPNpEmTTEJCgqlUqVK++Tk5OaZJkyYmLi7O/Pzzz+bzzz831apVMyNHjrTX+fPPP42fn59JSEgwW7ZsMVOmTDEeHh5m6dKl9jrz5s0z3t7e5p133jGbN282gwYNMkFBQSYlJeVSbCaKgViVXZ9//rl56qmnzMcff2wkmYULFzrML8rP3Y4dO5qmTZuadevWma+//trUq1fP9OrVyz6/KL8DcGnEx8ebmTNnmt9++81s3LjRdO7c2dSqVcscP37cXuf+++83ERERZsWKFebHH3801113nWnVqpV9fmn9jIfzffLJJ+azzz4zv//+u9m+fbsZNWqU8fLyMr/99psxhlgXF0k3LnuLFy82FovFZGdnG2OMmTp1qqlcubLJysqy13nyySdNgwYN7NN33XWXufnmmx3aiYmJMUOGDDHGGGOz2UxYWJh5+eWX7fOPHj1qfHx8zAcffODMzcEFTJgwwURFRdmniXf5NHPmzAKT7s8//9xYrVaTnJxsL5s2bZoJDAy0HwP//ve/zZVXXumwXI8ePUx8fLx9umXLlmbo0KH26dzcXBMeHm4SExNLeUtwsYhV+XBu0l2Un7tbtmwxksz69evtdb744gtjsVjM/v37jTFF+x0A10hNTTWSzJo1a4wxZ+Lr5eVlFixYYK+zdetWI8kkJSUZY0rvZzxco3Llyua///0vsS4Bbi/HZe3IkSOaM2eOWrVqJS8vL0lSUlKSbrzxRnl7e9vrxcfHa/v27fr777/tdeLi4hzaio+PV1JSkiRp165dSk5OdqhTqVIlxcTE2OvANdLT01WlShX7NPF2L0lJSbrqqqsUGhpqL4uPj1dGRoY2b95sr3O+eGdnZ2vDhg0OdaxWq+Li4oj3ZYZYlV9F+bmblJSkoKAgNW/e3F4nLi5OVqtV33//vb3OhX4HwDXS09Mlyf47e8OGDTp9+rRDzBs2bKhatWo5xPxif8bj0svNzdW8efN04sQJxcbGEusSIOnGZenJJ59UxYoVVbVqVe3du1eLFy+2z0tOTnY4gSXZp5OTk89b5+z5Zy9XUB1cejt27NCUKVM0ZMgQexnxdi8XE++MjAydPHlShw4dUm5uLvEuA4hV+VWUn7vJyckKCQlxmO/p6akqVapc8Hw/ex249Gw2mx599FFdf/31atKkiaQz8fD29s43Xse5Mb/Yn/G4dH799Vf5+/vLx8dH999/vxYuXKjGjRsT6xIg6cYlMWLECFkslvN+tm3bZq//xBNP6Oeff9ZXX30lDw8P9enTR8YYF24BiqO48Zak/fv3q2PHjrrzzjs1aNAgF/UcJVGSeAMAyq6hQ4fqt99+07x581zdFThRgwYNtHHjRn3//fd64IEH1LdvX23ZssXV3SqTPF3dAbiHxx57TP369TtvnTp16ti/V6tWTdWqVdMVV1yhRo0aKSIiQuvWrVNsbKzCwsLyjY6YNx0WFmb/t6A6Z8/PK6tevbpDnWbNmpVoG/GP4sb7wIEDateunVq1aqUZM2Y41CPel7/ixvt8wsLC8o1cXdR4BwYGqkKFCvLw8JCHh8d5jwlcHqpVq0asyqmi/NwNCwtTamqqw3I5OTk6cuTIBc/3s9eBS2vYsGFasmSJ1q5dq5o1a9rLw8LClJ2draNHjzpcAT339/HF/ozHpePt7a169epJkqKjo7V+/Xq99tpr6tGjB7EuJq5045IIDg5Ww4YNz/s5+3mts9lsNklSVlaWJCk2NlZr167V6dOn7XWWLVumBg0aqHLlyvY6K1ascGhn2bJlio2NlSRFRUUpLCzMoU5GRoa+//57ex2UXHHivX//frVt21bR0dGaOXOmrFbHH0vE+/J3Mef3uWJjY/Xrr786/Ed82bJlCgwMVOPGje11zhdvb29vRUdHO9Sx2WxasWIF8b7MEKvyqyg/d2NjY3X06FFt2LDBXmflypWy2WyKiYmx17nQ7wBcGsYYDRs2TAsXLtTKlSsVFRXlMD86OlpeXl4OMd++fbv27t3rEPOL/RkP17HZbMrKyiLWJeHqkdyAs61bt85MmTLF/Pzzz2b37t1mxYoVplWrVqZu3brm1KlTxpgzo2OGhoaae++91/z2229m3rx5xs/PL98rpDw9Pc3EiRPN1q1bzZgxYwp8hVRQUJBZvHix2bRpk+nSpQuvkLrE9u3bZ+rVq2c6dOhg9u3bZw4ePGj/5CHe5cuePXvMzz//bMaNG2f8/f3Nzz//bH7++Wdz7NgxY8w/rxi56aabzMaNG83SpUtNcHBwga8YeeKJJ8zWrVvNm2++WeArw3x8fMysWbPMli1bzODBg01QUJDDKKq4PBCrsuvYsWP2c1iSmTRpkvn555/Nnj17jDFF+7nbsWNHc80115jvv//efPPNN6Z+/foOrwwryu8AXBoPPPCAqVSpklm9erXD7+vMzEx7nfvvv9/UqlXLrFy50vz444/5XvtaWj/j4XwjRowwa9asMbt27TKbNm0yI0aMMBaLxXz11VfGGGJdXCTduKxs2rTJtGvXzlSpUsX4+PiYyMhIc//995t9+/Y51Pvll19M69atjY+Pj6lRo4YZP358vrY+/PBDc8UVVxhvb29z5ZVXms8++8xhvs1mM88884wJDQ01Pj4+pkOHDmb79u1O3T44mjlzppFU4OdsxLv86Nu3b4HxXrVqlb3O7t27TadOnUyFChVMtWrVzGOPPWZOnz7t0M6qVatMs2bNjLe3t6lTp46ZOXNmvnVNmTLF1KpVy3h7e5uWLVuadevWOXnrUFLEqmxatWpVgedz3759jTFF+7l7+PBh06tXL+Pv728CAwNN//797X+Ey1OU3wFwvsJ+X5/98/fkyZPmwQcfNJUrVzZ+fn7m9ttvd/hDujGl9zMeznXfffeZ2rVrG29vbxMcHGw6dOhgT7iNIdbFZTGG0akAAAAAAHAGnukGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnISkGwAAAAAAJyHpBgAAAADASUi6AQAAAABwEpJuAAAAAACchKQbAAAAAAAnIekGAAAAAMBJSLoBAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAKGX9+vVTZGRkqbY5a9YsWSwW7d69u1TbxeUnMjJS/fr1c3U3AAClhKQbAHBZ2rlzp4YMGaI6derI19dXgYGBuv766/Xaa6/p5MmTru6e07z44otatGiRq7thl5fsWywWffPNN/nmG2MUEREhi8WiW265xQU9LNzu3bvtfT/3c91117m0b999953Gjh2ro0ePurQfAADn83R1BwAAONdnn32mO++8Uz4+PurTp4+aNGmi7OxsffPNN3riiSe0efNmzZgxw9XddIoXX3xRd9xxh7p27epQfu+996pnz57y8fFxSb98fX01d+5ctW7d2qF8zZo12rdvn8v6VRS9evVS586dHcqCg4Nd1JszvvvuO40bN079+vVTUFCQw7zt27fLauW6CACUFyTdAIDLyq5du9SzZ0/Vrl1bK1euVPXq1e3zhg4dqh07duizzz5zYQ9dw8PDQx4eHi5bf+fOnbVgwQK9/vrr8vT8578Pc+fOVXR0tA4dOuSyvl3Itddeq3vuucfV3Siyy/kPGACA4uPPqACAy8qECRN0/Phxvf322w4Jd5569erpkUcekfTP7cOzZs3KV89isWjs2LH26bFjx8pisej333/XPffco0qVKik4OFjPPPOMjDH666+/1KVLFwUGBiosLEyvvPKKQ3uFPVO9evVqWSwWrV69+rzbNXHiRLVq1UpVq1ZVhQoVFB0drY8++ihfn0+cOKHZs2fbb4POe7b33PXfcsstqlOnToHrio2NVfPmzR3K3n//fUVHR6tChQqqUqWKevbsqb/++uu8fT5br169dPjwYS1btsxelp2drY8++ki9e/cu8TZL0rJly9S6dWsFBQXJ399fDRo00KhRoxzqTJkyRVdeeaX8/PxUuXJlNW/eXHPnzi1y/wvTtm1btW3bNl/5uc/l5x1rEydO1IwZM1S3bl35+PioRYsWWr9+fb7lt23bprvuukvBwcGqUKGCGjRooKeeekrSmWPxiSeekCRFRUXZY50X24Ke6f7zzz915513qkqVKvLz89N1112X749Pecfihx9+qBdeeEE1a9aUr6+vOnTooB07dpR8JwEALgpJNwDgsvLpp5+qTp06atWqlVPa79Gjh2w2m8aPH6+YmBg9//zzmjx5sv71r3+pRo0aeumll1SvXj09/vjjWrt2bamt97XXXtM111yjZ599Vi+++KI8PT115513OiRO7733nnx8fHTDDTfovffe03vvvachQ4YUuh27du3Kl/Dt2bNH69atU8+ePe1lL7zwgvr06aP69etr0qRJevTRR7VixQrdeOONRX6mODIyUrGxsfrggw/sZV988YXS09Md1lXcbd68ebNuueUWZWVl6dlnn9Urr7yi2267Td9++629zltvvaWHH35YjRs31uTJkzVu3Dg1a9ZM33//fZH6npmZqUOHDjl8Tp8+XaRlzzV37ly9/PLLGjJkiJ5//nnt3r1b3bp1c2hv06ZNiomJ0cqVKzVo0CC99tpr6tq1qz799FNJUrdu3dSrVy9J0quvvmqPdWG3vKekpKhVq1b68ssv9eCDD+qFF17QqVOndNttt2nhwoX56o8fP14LFy7U448/rpEjR2rdunW6++67S7S9AIBSYAAAuEykp6cbSaZLly5Fqr9r1y4jycycOTPfPElmzJgx9ukxY8YYSWbw4MH2spycHFOzZk1jsVjM+PHj7eV///23qVChgunbt6+9bObMmUaS2bVrl8N6Vq1aZSSZVatW2cv69u1rateu7VAvMzPTYTo7O9s0adLEtG/f3qG8YsWKDustbP3p6enGx8fHPPbYYw71JkyYYCwWi9mzZ48xxpjdu3cbDw8P88ILLzjU+/XXX42np2e+8sLWu379evPGG2+YgIAA+7bceeedpl27dsYYY2rXrm1uvvnmYm/zq6++aiSZtLS0QvvQpUsXc+WVV563nwXJOz4K+uTFq02bNqZNmzb5lj03hnltVa1a1Rw5csRevnjxYiPJfPrpp/ayG2+80QQEBNhjkMdms9m/v/zyywUeT8ac2ZdnHwOPPvqokWS+/vpre9mxY8dMVFSUiYyMNLm5ucaYf47FRo0amaysLHvd1157zUgyv/7663n3FwDAObjSDQC4bGRkZEiSAgICnLaOgQMH2r97eHioefPmMsZowIAB9vKgoCA1aNBAf/75Z6mtt0KFCvbvf//9t9LT03XDDTfop59+KlF7gYGB6tSpkz788EMZY+zl8+fP13XXXadatWpJkj7++GPZbDbdddddDld6w8LCVL9+fa1atarI67zrrrt08uRJLVmyRMeOHdOSJUsKvbVcKto25w0itnjxYtlstgLbCQoK0r59+wq8jbsoBg8erGXLljl8mjZtWqK2evToocqVK9unb7jhBkmyHytpaWlau3at7rvvPnsM8lgslhKt8/PPP1fLli0dBrHz9/fX4MGDtXv3bm3ZssWhfv/+/eXt7V1oHwEAlxYDqQEALhuBgYGSpGPHjjltHecmQpUqVZKvr6+qVauWr/zw4cOltt4lS5bo+eef18aNG5WVlWUvL2kiJp1JABctWqSkpCS1atVKO3fu1IYNGzR58mR7nT/++EPGGNWvX7/ANry8vIq8vuDgYMXFxWnu3LnKzMxUbm6u7rjjjkLrF2Wbe/Toof/+978aOHCgRowYoQ4dOqhbt26644477CN4P/nkk1q+fLlatmypevXq6aabblLv3r11/fXXF6nf9evXV1xcXJG383zOPX7yEvC///5b0j+JbZMmTUplfdKZRwZiYmLylTdq1Mg+/+z1XaiPAIBLi6QbAHDZCAwMVHh4uH777bci1S8sYc3NzS10mYJGAC9sVPCzryCXZF15vv76a91222268cYbNXXqVFWvXl1eXl6aOXPmRQ0Gduutt8rPz08ffvihWrVqpQ8//FBWq1V33nmnvY7NZpPFYtEXX3xR4Hb6+/sXa529e/fWoEGDlJycrE6dOuV73VWeom5zhQoVtHbtWq1atUqfffaZli5dqvnz56t9+/b66quv5OHhoUaNGmn79u1asmSJli5dqv/973+aOnWqRo8erXHjxhWr/+eyWCwOcc5TWFyLcqy4WlnoIwC4E5JuAMBl5ZZbbtGMGTOUlJSk2NjY89bNu4J37mBge/bsKfV+Xcy6/ve//8nX11dffvmlw+ugZs6cma9uca58V6xYUbfccosWLFigSZMmaf78+brhhhsUHh5ur1O3bl0ZYxQVFaUrrriiyG0X5vbbb9eQIUO0bt06zZ8/v9B6xdlmq9WqDh06qEOHDpo0aZJefPFFPfXUU1q1apX9CnXFihXVo0cP9ejRQ9nZ2erWrZteeOEFjRw5Ur6+viXensqVKxd423VJj6G8EeUv9Iej4sS5du3a2r59e77ybdu22ecDAC5fPNMNALis/Pvf/1bFihU1cOBApaSk5Ju/c+dOvfbaa5LOXBmvVq1avlHGp06dWur9qlu3riQ5rCs3N1czZsy44LIeHh6yWCwOV093796tRYsW5atbsWLFIo8oLp25PfvAgQP673//q19++UU9evRwmN+tWzd5eHho3Lhx+a50GmOKfQu9v7+/pk2bprFjx+rWW28ttF5Rt/nIkSP5lm3WrJkk2W9JP7eP3t7eaty4sYwxJR6FPE/dunW1bds2paWl2ct++eUXh9HTiyM4OFg33nij3nnnHe3du9dh3tn7v2LFipLy/xGnIJ07d9YPP/ygpKQke9mJEyc0Y8YMRUZGqnHjxiXqKwDg0uBKNwDgslK3bl3NnTtXPXr0UKNGjdSnTx81adJE2dnZ+u6777RgwQKHdxgPHDhQ48eP18CBA9W8eXOtXbtWv//+e6n368orr9R1112nkSNH6siRI6pSpYrmzZunnJycCy578803a9KkSerYsaN69+6t1NRUvfnmm6pXr542bdrkUDc6OlrLly/XpEmTFB4erqioqAKf583TuXNnBQQE6PHHH5eHh4e6d+/uML9u3bp6/vnnNXLkSO3evVtdu3ZVQECAdu3apYULF2rw4MF6/PHHi7Uv+vbtW2rb/Oyzz2rt2rW6+eabVbt2baWmpmrq1KmqWbOmfeCwm266SWFhYbr++usVGhqqrVu36o033tDNN9980YPu3XfffZo0aZLi4+M1YMAApaamavr06bryyivtA/sV1+uvv67WrVvr2muv1eDBgxUVFaXdu3frs88+08aNGyWdibMkPfXUU+rZs6e8vLx066232pPxs40YMUIffPCBOnXqpIcfflhVqlTR7NmztWvXLv3vf/+zP/sOALhMuWbQdAAAzu/33383gwYNMpGRkcbb29sEBASY66+/3kyZMsWcOnXKXi8zM9MMGDDAVKpUyQQEBJi77rrLpKamFvrKsHNfTdW3b19TsWLFfOtv06ZNvtdU7dy508TFxRkfHx8TGhpqRo0aZZYtW1akV4a9/fbbpn79+sbHx8c0bNjQzJw5096ns23bts3ceOONpkKFCkaS/dVRhb2yzBhj7r77biPJxMXFFbo///e//5nWrVubihUrmooVK5qGDRuaoUOHmu3btxe6zNnrXb9+/XnrFfTKsKJs84oVK0yXLl1MeHi48fb2NuHh4aZXr17m999/t9f5z3/+Y2688UZTtWpV4+PjY+rWrWueeOIJk56eft4+5b3m6+WXXz5vvffff9/UqVPHeHt7m2bNmpkvv/yy0FeGFdTWuceaMcb89ttv5vbbbzdBQUHG19fXNGjQwDzzzDMOdZ577jlTo0YNY7VaHWJ77ivDjDlz7N1xxx329lq2bGmWLFniUCfvlWELFiwocD8U9Go9AIDzWYxhVA0AAAAAAJyB+5EAAAAAAHASkm4AAAAAAJyEpBsAAAAAACch6QYAAAAAwElIugEAAAAAcBKSbgAAAAAAnMTT1R0oq2w2mw4cOKCAgABZLBZXdwcAAAAAcAkZY3Ts2DGFh4fLai38ejZJdwkdOHBAERERru4GAAAAAMCF/vrrL9WsWbPQ+STdJRQQECDpzA4ODAx0cW/KL5vNprS0NAUHB5/3r0coX4i7+yL27ovYuy9i776IvXsqT3HPyMhQRESEPTcsDEl3CeXdUh4YGEjS7UQ2m02nTp1SYGBgmT8pUXTE3X0Re/dF7N0XsXdfxN49lce4X+hx4/KxlQAAAAAAXIZIugEAAAAAcBKSbgAAAAAAnIRnup3IGKOcnBzl5ua6uitlhpeXlzw8PFzdDQAAAAAoFSTdTpKdna2DBw8qMzPT1V0pUywWi2rWrCl/f39XdwUAAAAALhpJtxPYbDbt2rVLHh4eCg8Pl7e39wVHtMOZOwPS0tK0b98+1a9fnyveAAAAAMo8km4nyM7Ols1mU0REhPz8/FzdnTIlODhYu3fv1unTp0m6AQAAAJR55WIgtbVr1+rWW29VeHi4LBaLFi1adMFlVq9erWuvvVY+Pj6qV6+eZs2aVer9Ki/vnbuUuCMAAAAAQHlSLrLCEydOqGnTpnrzzTeLVH/Xrl26+eab1a5dO23cuFGPPvqoBg4cqC+//NLJPQUAAAAAuJNycXt5p06d1KlTpyLXnz59uqKiovTKK69Ikho1aqRvvvlGr776quLj453VTQAAAJQlxkg2m5STI+Xmnvn37O+5uWfm22wl/27MP59zp4s672I/edua929Jy879fr55/7+837FjUkBAwfv+YqYLcqE6hc0vqLw4dS+1y6EP52OMKh4/Lvn7S0W5y/Wxx6Qy/shuuUi6iyspKUlxcXEOZfHx8Xr00UcLXSYrK0tZWVn26YyMDElnBk2z2WwOdW02m4wx9g+KLm+f5e3XvH157j5G+Ubc3Rexd1/E3n3li312tnT8uHTixJlP3vez/z15UsrKkrKyZMnOtn+3f84ty5s+u/z0acdEuoDE2pKT49qdU85ZJQW6uhO45KySCvgzS6FsQ4ZIvr7O6s5FKervLLdMupOTkxUaGupQFhoaqoyMDJ08eVIVKlTIt0xiYqLGjRuXrzwtLU2nTp1yKDt9+rRsNptycnKUUwZ/WCcnJ2v8+PH64osvtH//foWEhOjqq6/Www8/rPbt26t+/fras2eP3nvvPfXo0cNh2aZNm2rr1q3673//qz59+kiSvf7ZatSooV27duVbd05Ojmw2mw4fPiwvLy/ZbDalp6fLGMMz8m6EuLsvYu++iH05kpsr699/y3r48JnPoUMO3y1//y3r8eOyZGbKcuKElJmpasePy3rqlCwnTpSZRNdYrZKHh2S1nvme9/HwkCyWf8r+v44sFpm87/8/LatV5v//lcVS6MfkfT+7nlR4vbM/xamX5+zlzv33/7+bwuqc+72g6bx9aLHodHa2vLy9ZSnKcheYNoWsp9CrqQWVl8b4QpdLG5dpH4wxys7OLvIbno4dOyZzmf5B9tixY0Wq55ZJd0mMHDlSCQkJ9umMjAxFREQoODhYgYGOf6M7deqUjh07Jk9PT3l6lq1dvHv3brVu3VpBQUGaMGGCrrrqKp0+fVpffvmlHnnkEW3dulWSFBERoffee0933323fdl169YpJSVFFStWlNVqddj2cePGadCgQfZpDw+PAveNp6enrFarqlatKl9fX9lsNlksFgUHB/OfMDdC3N0XsXdfxP4yZ4yUkiLt2CEdOCAdOiRLWpqUmiqlpUmHDv3z/fBhWUrhTj/j7S1VrHjmFtSz//XzO/Px8cn/8faWOXvayyvffId5np7/fDw8HKcLKsub/v/E+nwKmnsZpFGXFZvNpvS0NM57N2Oz2ZSRlqaAIsb98rzGfYZvEa/Al62MsJSEhYUpJSXFoSwlJUWBgYEFXuWWJB8fH/n4+OQrt1qt+Q4Wq9Uqi8Vi/8gYKTOz9DagOPz8ivVXqqFDh8piseiHH35QxYoV7eVNmjTRgAED7H+Nuvvuu/Xqq69q3759ioiIkCTNnDlTd999t959991/tv3/BQYGqnr16hdcf95yZ+/Xc6fhHoi7+yL27ovYXwaOHJH++EP6/XfHf//4QyriFR27KlWkkBApOPjMJ+97tWpSYKA9kbZVqKAj2dmqEhEha0CAPbm2eHmVaBNIbMsWznv3VF7iXtT+u2XSHRsbq8//r737Do+iXPs4/tt0QggJplAMHUQUBAPEYENAw5HqsXCwgIAIKIIEFThSXvQI2BBFBAUB9YiAHpqCKIYqBJAmIsWDghyQkNCS0BLIzvvHmJWQBBJIdrZ8P9e1V2aeeWbn3tzsLnfmmWcWL87TtnTpUsXHx5fOAU+fNr9ArHDypPmlVgTHjh3TkiVL9Morr+QpuHOFhYU5lqOjo5WQkKCPPvpIw4YN0+nTpzV79mytXLlSH3/8cUlFDwAASlpmpnnG+uLC+pdfzKK7MDabVK2aFBOTv5C+uLi+5hrzjHBR2O06n5pq7ufm/wEHgIJ4RNF98uRJ7dmzx7G+d+9ebd26VRUqVFDVqlU1dOhQHTx40FEM9unTR++++65eeOEF9ejRQ8uWLdOcOXO0aNEiq16CS9izZ48Mw1C9evWK1L9Hjx4aNGiQXnzxRX3xxReqVauWGjVqVGDfwYMHa9iwYY710aNHq3///iURNgAAKIzdLm3fLn33nfnYskVKSbn0PlWqSHXqSHXr5v1Zs6Y5LBsAUCweUXRv3LhRd911l2M999rrbt26acaMGTp06JD279/v2F6jRg0tWrRIAwcO1Ntvv61rr71WU6dOLb3bhQUHm2ecrVCM6fWLO9N627Zt1bt3b61atUrTpk1Tjx49Cu37/PPP6/HHH3esR0REFOtYAACgiH7//a8iOynJvM76YhER+YvqunWl2rWLPEIOAFA0HlF0t2jR4pIF44wZMwrcZ8uWLaUY1QVsNrf4AqtTp45sNpt27dpVpP5+fn567LHHNHLkSK1fv17z5s0rtG9ERIRq165dUqECAIBcR49Ky5f/VWRfMPpPkvkH+DvvlFq1km67zSyuw8OtiRUAvJBHFN0oGRUqVFBCQoImTpyo/v3757uu+8SJE3mu65bMIeZvvPGGOnfurHC+wAEAKH1nzkhr1vx1NnvzZnPS1ly+vlJcnFlkt24t3XKLOWs3AMASFN3IY+LEibr11lvVrFkzvfTSS2rYsKHOnz+vpUuXatKkSY5bhuW6/vrrdeTIEQUXYxg7AAAopt9/l2bONIvsNWukrKy822+44a8i+847zdnBAQAugaIbedSsWVObN2/WK6+8okGDBunQoUOKjIxUbGysJk2aVOA+11xzjZOjBADAS/z8s/Tqq2bBnZPzV3uVKmaB3bq11LKlVLmydTECAC6Johv5VKpUSe+++67efffdArfv27fvkvufOHGiWP0BAMBF1q+XxoyRFiz4q61lS+nvfzcL7bp1zTljAAAuj6IbAADAFRiGOXx8zBhzYjTJLKz//ndpyBCpSRNr4wMAXBGKbgAAACvZ7dK8eWaxvWmT2ebnJz32mPTCC1K9etbGBwC4KhTdAAAAVsjOlj791Lxme/dus61MGenJJ6XERKlqVWvjAwCUCIpuAAAAZzp1Spo6VXrjDenAAbMtLEzq10/q31+KjLQ0PABAyaLoLkXGhffMRJHwOwMAeKzjx6V335Xefls6etRsq1jRPKvduze3+QIAD0XRXQr8/f0lSadPn1aZMmUsjsa9ZGdnS5J8fX0tjgQAgBKSmSm9/LI0aZJ08qTZVrOmeb12t25SUJC18QEAShVFdynw9fVVWFiYUlNTJUnBwcGycVuPy7Lb7UpLS1NwcLD8/PinCQDwAPv2SR06SD/9ZK43bGjORP7gg+ZkaQAAj8enfSmpWLGiJDkKbxSNj4+Pqlatyh8pAADu7/vvzdt9paVJ0dHSlClSu3bcXxsAvAxFdymx2WyqVKmSoqKidO7cOavDcRsBAQHy8fGxOgwAAK7OjBnmLOTnzkmNG0sLFkgxMVZHBQCwAEV3KfP19eX6ZAAAvEVOjjR4sPTmm+b6/fdLH30klS1rbVwAAMtwShEAAKAkZGSY12/nFtwjRkhz5lBwA4CX40w3AADA1frtN6l9e2nHDnM28hkzpM6drY4KAOACKLoBAACuxsqV5jDyo0elypXN67ebNLE6KgCAi2B4OQAAwJWaMkVq3dosuJs0kTZsoOAGAORB0Q0AAFBc589Lzz5rzlB+/rw5lHzlSqlKFasjAwC4GIaXAwAAFMeJE9I//iF98425/tJL0rBh3H8bAFAgim4AAICi+u9/zQnTdu+WgoOljz82r+cGAKAQFN0AAABFsWyZ9MAD0vHj0rXXSgsXSo0bWx0VAMDFcU03AADA5UyaJN1zj1lwx8WZE6ZRcAMAioCiGwAAoDCGIfXvLz31lJSTIz3yiLRihVSpktWRAQDcBEU3AABAYT78UJowwZwkbcwY6ZNPpKAgq6MCALgRrukGAAAoyP79UmKiuTx2rPTCC9bGAwBwS5zpBgAAuJhhSE88IWVmSvHx0qBBVkcEAHBTFN0AAAAXmzpVWrrUHEo+fbrk62t1RAAAN0XRDQAAcKHff//rzPYrr0jXXWdtPAAAt0bRDQAAkOvCYeW33ioNGGB1RAAAN0fRDQAAkOuDD6TvvjOHlU+bxrByAMBVo+gGAACQpH37pOeeM5dHj5bq1rU0HACAZ6DoBgAAyB1WfvKkdNttUv/+VkcEAPAQFN0AAADvvy8lJUllyjBbOQCgRFF0AwAA77Z371/DyseMkWrXtjYeAIBHoegGAADey26XevaUTp2Sbr9deuYZqyMCAHgYim4AAOC9Jk+Wli+XgoPN2cp9+K8RAKBk8c0CAAC809690gsvmMtjxzKsHABQKii6AQCA97HbpR49zGHld94pPf201REBADwURTcAAPA+770nrVjBsHIAQKnjGwYAAHiXX3+VBg82l197TapZ09p4AAAejaIbAAB4j9xh5adPSy1aSH37Wh0RAMDDUXQDAADvMXGitGqVVLYsw8oBAE7BNw0AAPAOe/ZIQ4aYy6+9JtWoYW08AACvQNENAAA834XDylu2lPr0sToiAICX8Jiie+LEiapevbqCgoIUFxenDRs2XLL/+PHjdd1116lMmTKKiYnRwIEDdfbsWSdFCwAAnGrCBGn1aikkRPrwQ4aVAwCcxiO+cWbPnq3ExESNHDlSmzdv1k033aSEhASlpqYW2H/mzJkaMmSIRo4cqZ07d+rDDz/U7Nmz9c9//tPJkQMAgFL33/9KQ4eay6+/LlWvbmk4AADv4md1ACVh3Lhx6tWrl7p37y5Jmjx5shYtWqRp06ZpSO61WxdYu3atbr31Vj388MOSpOrVq6tLly5av359ocfIyspSVlaWYz0jI0OSZLfbZbfbS/Ll4AJ2u12GYfA79jLk3XuRe+9Varm322Xr0UO2M2dktGolo1cvc6g5XAbve+9F7r2TJ+W9qK/B7Yvu7Oxsbdq0SUNz/4ItycfHR61bt1ZycnKB+zRv3lz//ve/tWHDBjVr1ky//fabFi9erMcee6zQ44wZM0ajRo3K156Wlsaw9FJkt9uVnp4uwzDkw1BAr0HevRe5916llfvgDz5Q6Pffy162rI6MGSN7WlqJPTdKBu9770XuvZMn5T0zM7NI/dy+6D5y5IhycnIUHR2dpz06Olq7du0qcJ+HH35YR44c0W233SbDMHT+/Hn16dPnksPLhw4dqsTERMd6RkaGYmJiFBkZqdDQ0JJ5McjHbrfLZrMpMjLS7d+UKDry7r3IvfcqldxnZ8v2zjvm8uuvKyI2tmSeFyWK9733IvfeyZPyHhQUVKR+bl90X4kVK1Zo9OjReu+99xQXF6c9e/ZowIABevnllzV8+PAC9wkMDFRgYGC+dh8fH7f/x+LqbDYbv2cvRN69F7n3XiWe+6VLpaNHpYoV5fPkk0ye5sJ433svcu+dPCXvRY3f7YvuiIgI+fr66vDhw3naDx8+rIoVKxa4z/Dhw/XYY4/piSeekCQ1aNBAp06d0pNPPqkXX3zR7ZMPAAAk/fvf5s8uXSRfX2tjAQB4LbevLgMCAhQbG6ukpCRHm91uV1JSkuLj4wvc5/Tp0/kKa98/v4wNwyi9YAEAgHNkZEgLF5rLjz5qbSwAAK/m9me6JSkxMVHdunVTkyZN1KxZM40fP16nTp1yzGbetWtXValSRWPGjJEktW/fXuPGjVPjxo0dw8uHDx+u9u3bO4pvAADgxubOlc6ela6/Xmrc2OpoAABezJKi+9SpUypbtmyJPV/nzp2VlpamESNGKCUlRY0aNdKSJUsck6vt378/z5ntYcOGyWazadiwYTp48KAiIyPVvn17vfLKKyUWEwAAsFDu0PJHHpFsNmtjAQB4NZthwXjqkJAQPfTQQ+rRo4duu+02Zx++RGRkZKh8+fJKT09n9vJSZLfblZqaqqioKK619yLk3XuRe+9Vork/eFCKiZEMQ/rtN6lGjZIJEqWC9733IvfeyZPyXtSa0JJX+e9//1vHjh1Ty5YtVbduXY0dO1Z//PGHFaEAAABP89lnZsF9220U3AAAy1lSdHfq1Enz58/XwYMH1adPH82cOVPVqlVTu3btNHfuXJ0/f96KsAAAgCf49FPzJxOoAQBcgKXn8yMjI5WYmKht27Zp3Lhx+u677/TAAw+ocuXKGjFihE6fPm1leAAAwN1s3y5t3Sr5+0sPPmh1NAAAWDt7+eHDh/XRRx9pxowZ+v333/XAAw+oZ8+eOnDggF599VWtW7dO3377rZUhAgAAd5J7lvvee6UKFayNBQAAWVR0z507V9OnT9c333yj+vXr66mnntKjjz6qsLAwR5/mzZvr+uuvtyI8AADgjux2aeZMc5mh5QAAF2FJ0d29e3f94x//0Jo1a9S0adMC+1SuXFkvvviikyMDAABu6/vvpf37pdBQqV07q6MBAECSRUX3oUOHFBwcfMk+ZcqU0ciRI50UEQAAcHu59+Z+4AEpKMjaWAAA+JMlE6mVK1dOqamp+dqPHj0qX19fCyICAABuLStL+vxzc5mh5QAAF2JJ0W0YRoHtWVlZCggIcHI0AADA7S1eLJ04IV17rXTnnVZHAwCAg1OHl7/zzjuSJJvNpqlTpyokJMSxLScnR6tWrVK9evWcGRIAAPAEuUPLu3SRfCy9IyoAAHk4teh+6623JJlnuidPnpxnKHlAQICqV6+uyZMnOzMkAADg7o4fl776ylxmaDkAwMU4tejeu3evJOmuu+7S3LlzFR4e7szDAwAAT/Sf/0jZ2VKDBlLDhlZHAwBAHpbMXr58+XIrDgsAADxR7tByznIDAFyQ04ruxMREvfzyyypbtqwSExMv2XfcuHFOigoAALi1/fullSslm828nhsAABfjtKJ7y5YtOnfunGO5MDabzVkhAQAAd/fZZ+bPO++UYmKsjQUAgAI4rei+cEg5w8sBAMBVMwzpk0/MZYaWAwBcFPfUAAAA7mnbNunnn6WAAOn++62OBgCAAjntTPff//73IvedO3duKUYCAAA8Qu4Eau3bS2FhloYCAEBhnFZ0ly9f3lmHAgAAni4n56/ruRlaDgBwYU4ruqdPn+6sQwEAAE+3cqV08KAUHi797W9WRwMAQKG4phsAALif3KHlDz4oBQZaGwsAAJfgtDPdN998s5KSkhQeHq7GjRtf8tZgmzdvdlZYAADA3Zw5I/3nP+YyQ8sBAC7OaUV3x44dFfjnX6I7derkrMMCAABP89VXUkaGVK2adOutVkcDAMAlOa3oHjlyZIHLAAAAxZI7tPzhhyUfrpQDALg2pxXdBdm4caN27twpSapfv75iY2OtDAcAALi6o0elxYvNZYaWAwDcgCVF94EDB9SlSxetWbNGYX/eV/PEiRNq3ry5Zs2apWuvvdaKsAAAgKv7/HPp/HmpcWOpfn2rowEA4LIsGZP1xBNP6Ny5c9q5c6eOHTumY8eOaefOnbLb7XriiSesCAkAALiD3KHlnOUGALgJS850r1y5UmvXrtV1113naLvuuus0YcIE3X777VaEBAAAXN3evdKaNZLNJv3jH1ZHAwBAkVhypjsmJkbnzp3L156Tk6PKlStbEBEAAHB5M2eaP1u1kvj/AgDATVhSdL/++ut65plntHHjRkfbxo0bNWDAAL3xxhtWhAQAAFyZYTC0HADglpw2vDw8PFw2m82xfurUKcXFxcnPzwzh/Pnz8vPzU48ePbiPNwAAyGvzZmnXLqlMGem++6yOBgCAInNa0T1+/HhnHQoAAHia3LPcHTpIoaHWxgIAQDE4reju1q2bsw4FAAA8yfnz0qxZ5jJDywEAbsaS2csvdPbsWWVnZ+dpC+Uv2AAAINeyZVJKinTNNVJCgtXRAABQLJZMpHbq1Cn169dPUVFRKlu2rMLDw/M8AAAAHHKHlnfuLPn7WxsLAADFZEnR/cILL2jZsmWaNGmSAgMDNXXqVI0aNUqVK1fWxx9/bEVIAADAFZ06Jc2bZy4ztBwA4IYsGV7+5Zdf6uOPP1aLFi3UvXt33X777apdu7aqVaumTz/9VI888ogVYQEAAFezcKF08qRUs6Z0yy1WRwMAQLFZcqb72LFjqlmzpiTz+u1jx45Jkm677TatWrXKipAAAIAruvDe3BfcehQAAHdhSdFds2ZN7d27V5JUr149zZkzR5J5BjwsLMyKkAAAgKtJTZW++cZcZhQcAMBNWVJ0d+/eXT/++KMkaciQIZo4caKCgoI0cOBAPf/881aEBAAAXM2cOVJOjtS0qVS3rtXRAABwRSy5pnvgwIGO5datW2vnzp3avHmzateurYYNG1oREgAAcDVz55o/u3SxNg4AAK6C5ffplqTq1aurevXqVocBAABcxfHjUu48Lx07WhsLAABXwZLh5ZKUlJSkdu3aqVatWqpVq5batWun7777zqpwAACAK/n6a3No+Y03mjOXAwDgpiwput977z21adNG5cqV04ABAzRgwACFhobq3nvv1cSJE60ICQAAuJKFC82fHTpYGwcAAFfJkqJ79OjReuutt/TZZ5+pf//+6t+/v2bOnKm33npLo0ePvqLnnDhxoqpXr66goCDFxcVpw4YNl+x/4sQJPf3006pUqZICAwNVt25dLV68+IqODQAASlB2tnmmW6LoBgC4PUuK7hMnTqhNmzb52u+55x6lp6cX+/lmz56txMREjRw5Ups3b9ZNN92khIQEpaamFtg/Oztbd999t/bt26cvvvhCu3fv1pQpU1SlSpViHxsAAJSwVaukjAwpOtqcuRwAADdmyURqHTp00Lx58/LdHmzBggVq165dsZ9v3Lhx6tWrl7p37y5Jmjx5shYtWqRp06ZpyJAh+fpPmzZNx44d09q1a+Xv7y9Jl53ILSsrS1lZWY71jIwMSZLdbpfdbi92zCgau90uwzD4HXsZ8u69yL33ujD3tgULZJNktGsnw9xocXQoTbzvvRe5906elPeivganFd3vvPOOY7l+/fp65ZVXtGLFCsXHx0uS1q1bpzVr1mjQoEHFet7s7Gxt2rRJQ4cOdbT5+PiodevWSk5OLnCfhQsXKj4+Xk8//bQWLFigyMhIPfzwwxo8eLB8fX0L3GfMmDEaNWpUvva0tDSdPXu2WDGj6Ox2u9LT02UYhnx8LJv3D05G3r0Xufdejtzb7YqeP1++kk7ccYeyChm1Bs/B+957kXvv5El5z8zMLFI/m2EYRinHIkmqUaNGkfrZbDb99ttvRX7eP/74Q1WqVNHatWsdBbwkvfDCC1q5cqXWr1+fb5969epp3759euSRR/TUU09pz549euqpp9S/f3+NHDmywOMUdKY7JiZGx48fV2hoaJHjRfHY7XalpaUpMjLS7d+UKDry7r3Ivfdy5P7QIfnFxsooU0ZGaqoUHGx1aChlvO+9F7n3Tp6U94yMDIWHhys9Pf2SNaHTznTv3bvXWYe6LLvdrqioKH3wwQfy9fVVbGysDh48qNdff73QojswMFCBgYH52n18fNz+H4urs9ls/J69EHn3XuTee9lsNvksWmQu3323bCEhFkcEZ+F9773IvXfylLwXNX5Lrum+UO6JdpvNdkX7R0REyNfXV4cPH87TfvjwYVWsWLHAfSpVqiR/f/88Q8mvv/56paSkKDs7WwEBAVcUCwAAuDq2L780F5i1HADgISz708LHH3+sBg0aqEyZMipTpowaNmyoTz75pNjPExAQoNjYWCUlJTna7Ha7kpKS8gw3v9Ctt96qPXv25Lnw/ZdfflGlSpUouAEAsIhPSopsP/wg2WzSFUysCgCAK7Kk6B43bpz69u2re++9V3PmzNGcOXPUpk0b9enTR2+99Vaxny8xMVFTpkzRRx99pJ07d6pv3746deqUYzbzrl275plorW/fvjp27JgGDBigX375RYsWLdLo0aP19NNPl9hrBAAAxRO4dKm5EBdn3i4MAAAPYMnw8gkTJmjSpEnq2rWro61Dhw664YYb9H//938aOHBgsZ6vc+fOSktL04gRI5SSkqJGjRppyZIliv7zC3v//v15xtvHxMTom2++0cCBA9WwYUNVqVJFAwYM0ODBg0vmBQIAgGIL/PZbc4Gh5QAAD2JJ0X3o0CE1b948X3vz5s116NChK3rOfv36qV+/fgVuW7FiRb62+Ph4rVu37oqOBQAAStipUwpcvdpcpugGAHgQS4aX165dW3PmzMnXPnv2bNWpU8eCiAAAgKWWLpUtK0tGzZpS/fpWRwMAQImx5Ez3qFGj1LlzZ61atUq33nqrJGnNmjVKSkoqsBgHAACezTFrefv25kRqAAB4CEvOdN9///3asGGDIiIiNH/+fM2fP18RERHasGGD7rvvPitCAgAAVsnJkf68P7fRvr3FwQAAULKcfqb73Llz6t27t4YPH65///vfzj48AABwNevXy5aWJnv58tJtt1kdDQAAJcrpZ7r9/f31n//8x9mHBQAArmrBAklSVsuWkr+/xcEAAFCyLBle3qlTJ82fP9+KQwMAAFezcKEkKSshweJAAAAoeZZMpFanTh299NJLWrNmjWJjY1W2bNk82/v3729FWAAAwNl++UXatUuGn5+y7rrL6mgAAChxlhTdH374ocLCwrRp0yZt2rQpzzabzUbRDQCAt8idtfzOO2WEhlobCwAApcCSonvv3r1WHBYAALiaP4eWGx06WBwIAAClw+lF97p16/Tll18qOztbrVq1Ups2bZwdAgAAcAVHj0rff28ut2tnbSwAAJQSp06k9sUXX+jWW2/V22+/ralTp6pt27Z64403nBkCAABwFYsXS3a71LChVL261dEAAFAqnFp0jxkzRr169VJ6erqOHz+uf/3rXxo9erQzQwAAAK7iz6HlYmg5AMCDObXo3r17t5577jn5+vpKkgYNGqTMzEylpqY6MwwAAGC1rCxpyRJzmaIbAODBnFp0nz59WqEXzEwaEBCgoKAgnTx50plhAAAAq61YIZ08KVWqJMXGWh0NAAClxukTqU2dOlUhISGO9fPnz2vGjBmKiIhwtHHLMAAAPFzu0PL27SUfH/PabgAAPJBTi+6qVatqypQpedoqVqyoTz75xLHOfboBAPBwhsH13AAAr+HUonvfvn3OPBwAAHBFW7dKBw5IwcFSy5ZWRwMAQKly6jXdAAAAjrPc99wjlSljbSwAAJQyim4AAOBcDC0HAHgRim4AAOA8Bw5ImzdLNpvUtq3V0QAAUOoougEAgPN8+aX5Mz5eioqyNhYAAJyAohsAADhP7tDyjh2tjQMAACexrOj+9ddfNWzYMHXp0kWpqamSpK+//lo///yzVSEBAIDSlJkpLVtmLnM9NwDAS1hSdK9cuVINGjTQ+vXrNXfuXJ08eVKS9OOPP2rkyJFWhAQAAErbt99K2dlSnTrSdddZHQ0AAE5hSdE9ZMgQ/etf/9LSpUsVEBDgaG/ZsqXWrVtnRUgAAKC0XThruc1mbSwAADiJJUX3Tz/9pPvuuy9fe1RUlI4cOWJBRAAAoFSdPy8tWmQuM7QcAOBFLCm6w8LCdOjQoXztW7ZsUZUqVSyICAAAlKrkZOnoUalCBal5c6ujAQDAaSwpuv/xj39o8ODBSklJkc1mk91u15o1a/Tcc8+pa9euVoQEAABKU+7Q8rZtJT8/a2MBAMCJLCm6R48erXr16ikmJkYnT55U/fr1dccdd6h58+YaNmyYFSEBAIDSdOH13AAAeBFL/tQcEBCgKVOmaPjw4dq+fbtOnjypxo0bq06dOlaEAwAAStPu3dIvv0gBAVJCgtXRAADgVJYU3d9//71uu+02Va1aVVWrVrUiBAAA4Cy5Z7nvuksqV87aWAAAcDJLhpe3bNlSNWrU0D//+U/t2LHDihAAAICzMLQcAODFLCm6//jjDw0aNEgrV67UjTfeqEaNGun111/XgQMHrAgHAACUlrQ0ae1ac7l9e2tjAQDAApYU3REREerXr5/WrFmjX3/9VQ8++KA++ugjVa9eXS1btrQiJAAAUBoWL5bsdqlxYykmxupoAABwOkuK7gvVqFFDQ4YM0dixY9WgQQOtXLnS6pAAAEBJWbDA/MnQcgCAl7K06F6zZo2eeuopVapUSQ8//LBuvPFGLVq0yMqQAABASTl7VvrmG3OZohsA4KUsmb186NChmjVrlv744w/dfffdevvtt9WxY0cFBwdbEQ4AACgNy5ZJp09LVaqYw8sBAPBClhTdq1at0vPPP6+HHnpIERERVoQAAABK24Wzltts1sYCAIBFLCm616xZY8VhAQCAs9jt0pdfmssMLQcAeDGnFd0LFy7U3/72N/n7+2th7l++C9GBL2cAANzbxo3SH39IISHSXXdZHQ0AAJZxWtHdqVMnpaSkKCoqSp06dSq0n81mU05OjrPCAgAApWHqVPNn+/ZSYKC1sQAAYCGnFd12u73AZQAA4GHS06VPPzWX+/SxNhYAACxmyS3DPv74Y2VlZeVrz87O1scff2xBRAAAoMR88ok5a/kNN0i33251NAAAWMqSort79+5KT0/P156Zmanu3btbEBEAACgRhiFNmmQu9+nDrOUAAK9nSdFtGIZsBXwJHzhwQOXLl7+i55w4caKqV6+uoKAgxcXFacOGDUXab9asWbLZbJe8zhwAABTR6tXSjh1ScLD02GNWRwMAgOWcesuwxo0by2azyWazqVWrVvLz++vwOTk52rt3r9q0aVPs5509e7YSExM1efJkxcXFafz48UpISNDu3bsVFRVV6H779u3Tc889p9sZ+gYAQMnIPcv98MPSFf4hHQAAT+LUojv3bPLWrVuVkJCgkJAQx7aAgABVr15d999/f7Gfd9y4cerVq5djaPrkyZO1aNEiTZs2TUOGDClwn5ycHD3yyCMaNWqUVq9erRMnThT7uAAA4AKpqdJ//mMu9+1rbSwAALgIpxbdI0eOlCRVr15dnTt3VlBQ0FU/Z3Z2tjZt2qShQ4c62nx8fNS6dWslJycXut9LL72kqKgo9ezZU6tXr77scbKysvJM/paRkSHJnImd2dhLj91ul2EY/I69DHn3XuTezX34oXzOnZPRrJmMRo2kYuSR3Hsvcu+9yL138qS8F/U1OLXoztWtW7cSe64jR44oJydH0dHRedqjo6O1a9euAvf5/vvv9eGHH2rr1q1FPs6YMWM0atSofO1paWk6e/ZssWJG0dntdqWnp8swDPn4WDIFASxA3r0XuXdjOTmKmDRJPpIyHn5YZ1JTi7U7ufde5N57kXvv5El5z8zMLFI/S4runJwcvfXWW5ozZ47279+v7OzsPNuPHTtWasfOzMzUY489pilTpigiIqLI+w0dOlSJiYmO9YyMDMXExCgyMlKhoaGlESpkviltNpsiIyPd/k2JoiPv3ovcu7HFi+Xzv//JCA9XuSeeULkyZYq1O7n3XuTee5F77+RJeS/qyG1Liu5Ro0Zp6tSpGjRokIYNG6YXX3xR+/bt0/z58zVixIhiPVdERIR8fX11+PDhPO2HDx9WxYoV8/X/9ddftW/fPrVv397RljsswM/PT7t371atWrXy7RcYGKjAwMB87T4+Pm7/j8XV2Ww2fs9eiLx7L3Lvpt5/X5Jke/xx2cqWvaKnIPfei9x7L3LvnTwl70WN35JX+emnn2rKlCkaNGiQ/Pz81KVLF02dOlUjRozQunXrivVcAQEBio2NVVJSkqPNbrcrKSlJ8fHx+frXq1dPP/30k7Zu3ep4dOjQQXfddZe2bt2qmJiYq359AAB4ld9/lxYtMpf79LE2FgAAXIwlZ7pTUlLUoEEDSVJISIjS09MlSe3atdPw4cOL/XyJiYnq1q2bmjRpombNmmn8+PE6deqUYzbzrl27qkqVKhozZoyCgoJ044035tk/LCxMkvK1AwCAIvjgA8kwpFatpLp1rY4GAACXYknRfe211+rQoUOqWrWqatWqpW+//VY333yzfvjhhwKHcF9O586dlZaWphEjRiglJUWNGjXSkiVLHJOr7d+/3+2HLgAA4JKys6WpU81lbhMGAEA+lhTd9913n5KSkhQXF6dnnnlGjz76qD788EPt379fAwcOvKLn7Nevn/r161fgthUrVlxy3xkzZlzRMQEA8Hrz5pn3565USerQwepoAABwOZYU3WPHjnUsd+7cWVWrVlVycrLq1KmTZ4IzAADg4iZNMn8+8YTk729tLAAAuCBLiu6LxcfHFzjpGQAAcGE7dkgrV0o+PlKvXlZHAwCAS3Ja0b1w4cIi9+3A8DQAAFzf5Mnmz/btJe7+AQBAgZxWdHfq1KlI/Ww2m3Jycko3GAAAcHVOnZI+/thcZgI1AAAK5bSi2263O+tQAACgtM2aJaWnS7VqSXffbXU0AAC4LO6jBQAAii93ArXevc1rugEAQIEsmUjtpZdeuuT2ESNGOCkSAABQbD/8IG3aJAUGSt27Wx0NAAAuzZKie968eXnWz507p71798rPz0+1atWi6AYAwJXlnuV+8EEpIsLaWAAAcHGWFN1btmzJ15aRkaHHH39c9913nwURAQCAIjl+3LyeW2ICNQAAisBlLsIKDQ3VqFGjNHz4cKtDAQAAhfnoI+nMGalhQyk+3upoAABweS5TdEtSenq60tPTrQ4DAAAUxDD+ujd3376SzWZtPAAAuAFLhpe/8847edYNw9ChQ4f0ySef6G9/+5sVIQEAgMtZvlzavVsKCZEeecTqaAAAcAuWFN1vvfVWnnUfHx9FRkaqW7duGjp0qBUhAQCAy8mdQO3RR6Vy5ayNBQAAN2FJ0b13714rDgsAAK7UoUPS/PnmMhOoAQBQZC51TTcAAHBRH34onT8vNW9uTqIGAACKxJIz3WfPntWECRO0fPlypaamym6359m+efNmK8ICAAAFycmRPvjAXOYsNwAAxWJJ0d2zZ099++23euCBB9SsWTPZmP0UAADXtWiR9L//SddcIz3wgNXRAADgViwpur/66istXrxYt956qxWHBwAAxZE7gVqPHlJQkLWxAADgZiy5prtKlSoqx6ynAAC4vt9+k775xlzu3dvaWAAAcEOWFN1vvvmmBg8erN9//92KwwMAgKJ6/33JMKSEBKlWLaujAQDA7VgyvLxJkyY6e/asatasqeDgYPn7++fZfuzYMSvCAgAAF8rKkqZNM5eZQA0AgCtiSdHdpUsXHTx4UKNHj1Z0dDQTqQEA4Iq++EI6ckS69lqpbVurowEAwC1ZUnSvXbtWycnJuummm6w4PAAAKIrcCdR69ZL8LPkvAwAAbs+Sa7rr1aunM2fOWHFoAABQFD/9JK1ZI/n6Sk88YXU0AAC4LUuK7rFjx2rQoEFasWKFjh49qoyMjDwPAABgsdyz3J06SZUrWxoKAADuzJKxYm3atJEktWrVKk+7YRiy2WzKycmxIiwAACBJf/whffKJucwEagAAXBVLiu7ly5dbcVgAAFAUzz4rnTwpNW0qtWxpdTQAALg1S4ruO++804rDAgCAy1m8WPr8c/Na7g8+kLjDCAAAV8WSonvVqlWX3H7HHXc4KRIAAOBw6pT01FPm8rPPSo0aWRkNAAAewZKiu0WLFvnaLrxXN9d0AwBggZdekn7/XapaVfq//7M6GgAAPIIls5cfP348zyM1NVVLlixR06ZN9e2331oREgAA3m3bNunNN83liROlkBBr4wEAwENYcqa7fPny+druvvtuBQQEKDExUZs2bbIgKgAAvJTdLj35pJSTI91/v9SundURAQDgMSw5012Y6Oho7d692+owAADwLu+/L61fL5UrJ739ttXRAADgUSw5071t27Y864Zh6NChQxo7dqwaMWkLAADOc+iQNHSoufzKK1KVKtbGAwCAh7Gk6G7UqJFsNpsMw8jTfsstt2jatGlWhAQAgHcaOFBKT5eaNPlr5nIAAFBiLCm69+7dm2fdx8dHkZGRCgoKsiIcAAC809dfS7NnSz4+5j25fX2tjggAAI9jSdFdrVo1Kw4LAABynT6d957cjRtbGg4AAJ7KqROpLVu2TPXr11dGRka+benp6brhhhu0evVqZ4YEAIB3euklad8+KSZGGjXK6mgAAPBYTi26x48fr169eik0NDTftvLly6t3794aN26cM0MCAMD7/PQT9+QGAMBJnFp0//jjj2rTpk2h2++55x7u0Q0AQGmy26XevaXz56X77pPat7c6IgAAPJpTi+7Dhw/L39+/0O1+fn5KS0tzYkQAAHiZKVOk5GTz7PY771gdDQAAHs+pRXeVKlW0ffv2Qrdv27ZNlSpVcmJEAAB4kZQUafBgc/mVV6Rrr7U2HgAAvIBTi+57771Xw4cP19mzZ/NtO3PmjEaOHKl27do5MyQAALxH7j25Y2Olp5+2OhoAALyCU28ZNmzYMM2dO1d169ZVv379dN1110mSdu3apYkTJyonJ0cvvviiM0MCAMA7LFkizZrFPbkBAHAypxbd0dHRWrt2rfr27auhQ4fKMAxJks1mU0JCgiZOnKjo6GhnhgQAgOe78J7cAwZIN99sbTwAAHgRpw4vl6Rq1app8eLFOnLkiNavX69169bpyJEjWrx4sWrUqHHFzztx4kRVr15dQUFBiouL04YNGwrtO2XKFN1+++0KDw9XeHi4Wrdufcn+AAC4tX/9S9q717wn90svWR0NAABexelFd67w8HA1bdpUzZo1U3h4+FU91+zZs5WYmKiRI0dq8+bNuummm5SQkKDU1NQC+69YsUJdunTR8uXLlZycrJiYGN1zzz06ePDgVcUBAIDL2b5dev11c3nCBO7JDQCAk9mM3DHebiwuLk5NmzbVu+++K0my2+2KiYnRM888oyFDhlx2/5ycHIWHh+vdd99V165dC+yTlZWlrKwsx3pGRoZiYmJ0/PhxhYaGlswLQT52u11paWmKjIyUj49lfyOCk5F370XuS5jdLtudd8q2dq2Mjh1lzJ1rdUSFIvfei9x7L3LvnTwp7xkZGQoPD1d6evola0KnXtNdGrKzs7Vp0yYNHTrU0ebj46PWrVsrOTm5SM9x+vRpnTt3ThUqVCi0z5gxYzRq1Kh87WlpaQXOxo6SYbfblZ6eLsMw3P5NiaIj796L3JesMp98ovJr18petqyODB8ueyEjwFwBufde5N57kXvv5El5z8zMLFI/ty+6jxw5opycnHwTsEVHR2vXrl1Feo7BgwercuXKat26daF9hg4dqsTERMd67pnuyMhIznSXIrvdLpvN5hF/CUPRkXfvRe5L0OHDso0ebS7/61+KaNzY2ngug9x7L3Lvvci9d/KkvAcFBRWpn9sX3Vdr7NixmjVrllasWHHJX1pgYKACAwPztfv4+Lj9PxZXZ7PZ+D17IfLuvch9CXnuOenECSk2Vj7PPGPeKszFkXvvRe69F7n3Tp6S96LG7/ZFd0REhHx9fXX48OE87YcPH1bFihUvue8bb7yhsWPH6rvvvlPDhg1LM0wAAJzn22+lmTPNQvv997knNwAAFnLvPy1ICggIUGxsrJKSkhxtdrtdSUlJio+PL3S/1157TS+//LKWLFmiJk2aOCNUAABK388/Sw8/bC737y/FxlobDwAAXs7tz3RLUmJiorp166YmTZqoWbNmGj9+vE6dOqXu3btLkrp27aoqVapozJgxkqRXX31VI0aM0MyZM1W9enWlpKRIkkJCQhTCrVQAAO7q11+lu++Wjh6VmjWTXn7Z6ogAAPB6HlF0d+7cWWlpaRoxYoRSUlLUqFEjLVmyxDG52v79+/OMt580aZKys7P1wAMP5HmekSNH6v/+7/+cGToAACXjwAGpdWvp0CHpxhulr7/mntwAALgAjyi6Jalfv37q169fgdtWrFiRZ33fvn2lHxAAAM6Smmqe4d63T6pdW1q6VLrEbTABAIDzuP013QAAeLUTJ6SEBGnXLikmRvruO+kyE4kCAADnoegGAMBdnTwp3XuvtHWrFB1tFtzVqlkdFQAAuABFNwAA7ujsWalTJyk5WQoPN28TVreu1VEBAICLUHQDAOBuzp2TOneWkpLMydK+/lpq2NDqqAAAQAEougEAcCc5OdLjj0sLF0pBQdKXX0pxcVZHBQAACkHRDQCAuzAM6amnpJkzJT8/6YsvpBYtrI4KAABcAkU3AADuwDCk55+XPvhA8vGRPv1UatvW6qgAAMBlUHQDAOAO/vUv6c03zeUpU6SHHrI2HgAAUCQU3QAAuLrx46URI8zlt96SevSwNBwAAFB0FN0AALiyDz+UBg40l196SXr2WUvDAQAAxUPRDQCAq5o9W+rVy1x+7jlp2DBr4wEAAMVG0Q0AgCtatEh69FFzArUnn5Ree02y2ayOCgAAFBNFNwAArmb5cun++6Xz56WHH5bee4+CGwAAN0XRDQCAK/nqK6lDBykrS+rYUZoxQ/L1tToqAABwhSi6AQBwBZmZ5vXb7dtLJ09KrVtLs2ZJ/v5WRwYAAK4CRTcAAFZbvVq66SZp6lRzGHliovTll1JQkNWRAQCAq+RndQAAAHitrCxp+HDpjTfMCdOqVTOHk7doYXVkAACghFB0AwBghR9/NGcn377dXO/eXRo/XgoNtTQsAABQshheDgCAM+XkSGPHSk2bmgV3ZKQ0f740bRoFNwAAHogz3QAAOMuvv0pdu0pr15rrnTpJ778vRUVZGhYAACg9nOkGAKC0GYZZXN90k1lwlytnXrs9dy4FNwAAHo4z3QAAlKZDh6SePaWvvzbXW7QwC+5q1ayMCgAAOAlnugEAKC1z5kg33mgW3IGB0rhxUlISBTcAAF6EM90AAJS048elfv2kmTPN9Ztvlj75RKpf39q4AACA03GmGwCAkmIY0pIlUoMGZsHt62vehzs5mYIbAAAvxZluAACuVk6OtGCB9Prr0rp1ZludOubZ7bg4a2MDAACWougGAOBKnT4tffSRea32nj1mW2Cg1Lev9MorUnCwtfEBAADLUXQDAFBcaWnSxInm48gRsy08XHr6afNa7uhoa+MDAAAug6IbAICi+u9/zbPaM2ZIZ8+abdWrS4mJUo8eUtmyVkYHAABcEEU3AACXk5wsvfGGNG+eOVmaJDVpIj3/vPT3v0t+fJ0CAICC8b8EAAAKYrdLCxeaxfaaNX+1t21rFtt33CHZbNbFBwAA3AJFNwAAFzpzxpx1/M03pV9+MdsCAqRHH5UGDeLWXwAAoFgougEAOH/evNXXl19K06ebE6VJUliYORP5M89IlSpZGiIAAHBPFN0AAO904oT0zTfSV19JixdLx479ta1aNWngQHNytHLlLAsRAAC4P4puAID3+OUXs8j+6itp9WrzDHeu8HDp3nul++6TOnZkcjQAAFAi+B8FAMBznTsnff+9WWR/+aV5y68L1a8vtWtnPuLjKbQBAECJ438XAADPcvSo9PXXZqG9ZImUnv7XNn9/qUULs8hu21aqVcuyMAEAgHeg6AYAuC+7XfrtN2nzZmnTJvPWXsnJZnuuiAizwG7fXrr7bik01Lp4AQCA16HoBgC4h5wc85rszZv/KrK3bJEyMvL3bdjQPJvdvr3UtKnk6+v8eAEAAETRDQBwRefPS7t3/1Vcb94sbd0qnTqVv29goHTTTdLNN0uxsebZ7GrVnB4yAABAQSi6AQDWyc6W/vc/ae9e6bffZNuyRRU2bJBtxw7p7Nn8/YODpUaNzOL65pvNx/XXm9dqAwAAuCCKbgBA6cnJkQ4eNIvqffvMnxcuHzyY5/prm6SA3JVy5f4qrHPPYtety1BxAADgVii6AQBXxjCk48el1FQpLe2vM9YXFtX79+e9F3ZBypSRqleXatSQccMNSq9VS6EtWsinTh3Jx8cZrwQAAKDUUHQDAP5y6pRZRF/4SEvL35bbfrmCWjKHflerJtWo4Siu8yxHRUk2myTJsNt1NjVVoVFRFNwAAMAjeEzRPXHiRL3++utKSUnRTTfdpAkTJqhZs2aF9v/88881fPhw7du3T3Xq1NGrr76qe++914kRA0AJstulkyfNmbwzMqTMzL+WC2u7cP34cbOIPn26+McuX94snCtXzl9Q16ghVarEkHAAAOC1PKLonj17thITEzV58mTFxcVp/PjxSkhI0O7duxUVFZWv/9q1a9WlSxeNGTNG7dq108yZM9WpUydt3rxZN954owWvAIDbMgzzuuVz58xJwbKzC18ubNvZs9KZM2bBe+bM5R8F9Tt5suReU1CQFB0tRUaaxfSlHhER5uzhAAAAKJDNMAzD6iCuVlxcnJo2bap3331XkmS32xUTE6NnnnlGQ4YMyde/c+fOOnXqlL766itH2y233KJGjRpp8uTJRTpmRkaGypcvr/T0dIWGhpbMCylJ6enmNZVXqyT+eVzuOS6x3W6369jRo6pQoYJ8LjXU9CqOUaTtBfUp7vrFbYUtF6XfhT+vpO3i5cLaLtfHbi94uajruW25y38+7Dk5OpWRobLBwfK5ePuF6zk55qOg5cttz10+f77gx7lzhW+7uJ8rfYz6+UmhoXkf5cpdvi33bHVUlFS2rGO4t7PZ7XalpqYqKirq0u95eBxy773Ivfci997Jk/Je1JrQ7c90Z2dna9OmTRo6dKijzcfHR61bt1ZycnKB+yQnJysxMTFPW0JCgubPn1/ocbKyspSVleVYz8jIkGT+o7FfMPOuy1ixQj6dOlkdxVXzkRRhdRBwOh9J5awO4ioYfn5SQIB5LXNAwOWXAwPNycQuehi5y8HB5tnnAvo4HrnFc2Dg1RfMF/6BxcnsdrsMw3DNz1WUKnLvvci99yL33smT8l7U1+D2RfeRI0eUk5Oj6OjoPO3R0dHatWtXgfukpKQU2D8lJaXQ44wZM0ajRo3K156WlqazBd1L1mIBZ86o/EWv8YqVxBmvyz1HYdsNQ3bDkM3HR1cdRWHHKKDdKGrf4q5f3Hap30sh/RyxFeVnYfH8uc24uO+Fjwv3uajdsNnMSa4u7HvBunHhtkIeho/PX/v8uZzbZkjKPn9eAYGBsvn65u17wbENX19z+c+fha7/2WZcsCxfX/N1+PubRbKvr+TnZ+7j55dn2fhzvdDtfxbRhr+/uc2qv9r++cdAd2a325Weni7DMNz+r98oHnLvvci99yL33smT8p6ZmVmkfm5fdDvL0KFD85wdz8jIUExMjCIjI11zePlDD5kPN2e323UkLU2RkZGyOfFNac3AWuSy2+3KSEtTuchIt/8wRvHY7XbZbDZFknuvQ+69F7n3XuTeO3lS3oOCgorUz+2L7oiICPn6+urw4cN52g8fPqyKFSsWuE/FihWL1V+SAgMDFVjAZEE+Pj5u/4/F1dlsNn7PXoi8ey9y773Ivfci996L3HsnT8l7UeN371cpKSAgQLGxsUpKSnK02e12JSUlKT4+vsB94uPj8/SXpKVLlxbaHwAAAACAK+H2Z7olKTExUd26dVOTJk3UrFkzjR8/XqdOnVL37t0lSV27dlWVKlU0ZswYSdKAAQN055136s0331Tbtm01a9Ysbdy4UR988IGVLwMAAAAA4GE8ouju3Lmz0tLSNGLECKWkpKhRo0ZasmSJY7K0/fv35zn137x5c82cOVPDhg3TP//5T9WpU0fz58/nHt0AAAAAgBLlEUW3JPXr10/9+vUrcNuKFSvytT344IN68MEHSzkqAAAAAIA3c/trugEAAAAAcFUU3QAAAAAAlBKKbgAAAAAASglFNwAAAAAApYSiGwAAAACAUkLRDQAAAABAKfGYW4Y5m2EYkqSMjAyLI/FsdrtdmZmZCgoKynOvdXg28u69yL33Ivfei9x7L3LvnTwp77m1YG5tWBiK7iuUmZkpSYqJibE4EgAAAACAVTIzM1W+fPlCt9uMy5XlKJDdbtcff/yhcuXKyWazWR2Ox8rIyFBMTIz+97//KTQ01Opw4CTk3XuRe+9F7r0Xufde5N47eVLeDcNQZmamKleufMmz9pzpvkI+Pj669tprrQ7Da4SGhrr9mxLFR969F7n3XuTee5F770XuvZOn5P1SZ7hzufcgegAAAAAAXBhFNwAAAAAApYSiGy4tMDBQI0eOVGBgoNWhwInIu/ci996L3Hsvcu+9yL138sa8M5EaAAAAAAClhDPdAAAAAACUEopuAAAAAABKCUU3AAAAAAClhKIbAAAAAIBSQtENS3To0EFVq1ZVUFCQKlWqpMcee0x//PFHnj7btm3T7bffrqCgIMXExOi1117L9zyff/656tWrp6CgIDVo0ECLFy/Os90wDI0YMUKVKlVSmTJl1Lp1a/33v/8t1deGwu3bt089e/ZUjRo1VKZMGdWqVUsjR45UdnZ2nn7k3vO88sorat68uYKDgxUWFlZgn/3796tt27YKDg5WVFSUnn/+eZ0/fz5PnxUrVujmm29WYGCgateurRkzZuR7nokTJ6p69eoKCgpSXFycNmzYUAqvCCWNvLm3VatWqX379qpcubJsNpvmz5+fZ3tRPpOPHTumRx55RKGhoQoLC1PPnj118uTJPH2K8v0A5xkzZoyaNm2qcuXKKSoqSp06ddLu3bvz9Dl79qyefvppXXPNNQoJCdH999+vw4cP5+lTUp//cJ5JkyapYcOGCg0NVWhoqOLj4/X11187tpP3ixiABcaNG2ckJycb+/btM9asWWPEx8cb8fHxju3p6elGdHS08cgjjxjbt283PvvsM6NMmTLG+++/7+izZs0aw9fX13jttdeMHTt2GMOGDTP8/f2Nn376ydFn7NixRvny5Y358+cbP/74o9GhQwejRo0axpkzZ5z6emH6+uuvjccff9z45ptvjF9//dVYsGCBERUVZQwaNMjRh9x7phEjRhjjxo0zEhMTjfLly+fbfv78eePGG280WrdubWzZssVYvHixERERYQwdOtTR57fffjOCg4ONxMREY8eOHcaECRMMX19fY8mSJY4+s2bNMgICAoxp06YZP//8s9GrVy8jLCzMOHz4sDNeJq4QeXN/ixcvNl588UVj7ty5hiRj3rx5ebYX5TO5TZs2xk033WSsW7fOWL16tVG7dm2jS5cuju1F+X6AcyUkJBjTp083tm/fbmzdutW49957japVqxonT5509OnTp48RExNjJCUlGRs3bjRuueUWo3nz5o7tJfX5D+dauHChsWjRIuOXX34xdu/ebfzzn/80/P39je3btxuGQd4vRtENl7BgwQLDZrMZ2dnZhmEYxnvvvWeEh4cbWVlZjj6DBw82rrvuOsf6Qw89ZLRt2zbP88TFxRm9e/c2DMMw7Ha7UbFiReP11193bD9x4oQRGBhofPbZZ6X5clAMr732mlGjRg3HOrn3bNOnTy+w6F68eLHh4+NjpKSkONomTZpkhIaGOv4tvPDCC8YNN9yQZ7/OnTsbCQkJjvVmzZoZTz/9tGM9JyfHqFy5sjFmzJgSfiUoSeTNs1xcdBflM3nHjh2GJOOHH35w9Pn6668Nm81mHDx40DCMon0/wFqpqamGJGPlypWGYZh59vf3Nz7//HNHn507dxqSjOTkZMMwSu7zH9YLDw83pk6dSt4LwPByWO7YsWP69NNP1bx5c/n7+0uSkpOTdccddyggIMDRLyEhQbt379bx48cdfVq3bp3nuRISEpScnCxJ2rt3r1JSUvL0KV++vOLi4hx9YL309HRVqFDBsU7uvVNycrIaNGig6OhoR1tCQoIyMjL0888/O/pcKu/Z2dnatGlTnj4+Pj5q3bo1eXdh5M3zFeUzOTk5WWFhYWrSpImjT+vWreXj46P169c7+lzu+wHWSk9PlyTH9/qmTZt07ty5PLmvV6+eqlatmif3V/v5D2vl5ORo1qxZOnXqlOLj48l7ASi6YZnBgwerbNmyuuaaa7R//34tWLDAsS0lJSXPm1CSYz0lJeWSfS7cfuF+BfWBtfbs2aMJEyaod+/ejjZy752uJu8ZGRk6c+aMjhw5opycHPLuZsib5yvKZ3JKSoqioqLybPfz81OFChUu+xlw4TFgHbvdrmeffVa33nqrbrzxRklmXgICAvLN5XFx7q/28x/W+OmnnxQSEqLAwED16dNH8+bNU/369cl7ASi6UWKGDBkim812yceuXbsc/Z9//nlt2bJF3377rXx9fdW1a1cZhmHhK8CVKm7uJengwYNq06aNHnzwQfXq1cuiyHE1riTvAADP9PTTT2v79u2aNWuW1aHASa677jpt3bpV69evV9++fdWtWzft2LHD6rBckp/VAcBzDBo0SI8//vgl+9SsWdOxHBERoYiICNWtW1fXX3+9YmJitG7dOsXHx6tixYr5ZjjMXa9YsaLjZ0F9Ltye21apUqU8fRo1anRFrxEFK27u//jjD911111q3ry5Pvjggzz9yL37KG7eL6VixYr5Zqsuat5DQ0NVpkwZ+fr6ytfX95L/NuB6IiIiyJuHK8pncsWKFZWamppnv/Pnz+vYsWOX/Qy48BiwRr9+/fTVV19p1apVuvbaax3tFStWVHZ2tk6cOJHnrOfF39lX+/kPawQEBKh27dqSpNjYWP3www96++231blzZ/J+Ec50o8RERkaqXr16l3xceB3Whex2uyQpKytLkhQfH69Vq1bp3Llzjj5Lly7Vddddp/DwcEefpKSkPM+zdOlSxcfHS5Jq1KihihUr5umTkZGh9evXO/qgZBQn9wcPHlSLFi0UGxur6dOny8cn78cQuXcfV/Oev1h8fLx++umnPP/pXrp0qUJDQ1W/fn1Hn0vlPSAgQLGxsXn62O12JSUlkXcXRt48X1E+k+Pj43XixAlt2rTJ0WfZsmWy2+2Ki4tz9Lnc9wOcyzAM9evXT/PmzdOyZctUo0aNPNtjY2Pl7++fJ/e7d+/W/v378+T+aj//4RrsdruysrLIe0GsnskN3mfdunXGhAkTjC1bthj79u0zkpKSjObNmxu1atUyzp49axiGOdtldHS08dhjjxnbt283Zs2aZQQHB+e7bZSfn5/xxhtvGDt37jRGjhxZ4G2jwsLCjAULFhjbtm0zOnbsyG2jLHTgwAGjdu3aRqtWrYwDBw4Yhw4dcjxykXvP9PvvvxtbtmwxRo0aZYSEhBhbtmwxtmzZYmRmZhqG8detQ+655x5j69atxpIlS4zIyMgCbx3y/PPPGzt37jQmTpxY4C3DAgMDjRkzZhg7duwwnnzySSMsLCzP7KhwPeTN/WVmZjre15KMcePGGVu2bDF+//13wzCK9pncpk0bo3Hjxsb69euN77//3qhTp06eW4YV5fsBztW3b1+jfPnyxooVK/J8p58+fdrRp0+fPkbVqlWNZcuWGRs3bsx3m9iS+vyHcw0ZMsRYuXKlsXfvXmPbtm3GkCFDDJvNZnz77beGYZD3i1F0w+m2bdtm3HXXXUaFChWMwMBAo3r16kafPn2MAwcO5On3448/GrfddpsRGBhoVKlSxRg7dmy+55ozZ45Rt25dIyAgwLjhhhuMRYsW5dlut9uN4cOHG9HR0UZgYKDRqlUrY/fu3aX6+lC46dOnG5IKfFyI3Huebt26FZj35cuXO/rs27fP+Nvf/maUKVPGiIiIMAYNGmScO3cuz/MsX77caNSokREQEGDUrFnTmD59er5jTZgwwahataoREBBgNGvWzFi3bl0pvzqUBPLm3pYvX17ge7xbt26GYRTtM/no0aNGly5djJCQECM0NNTo3r274w9zuYry/QDnKew7/cLP5jNnzhhPPfWUER4ebgQHBxv33Xdfnj+2G0bJff7DeXr06GFUq1bNCAgIMCIjI41WrVo5Cm7DIO8XsxkGM1cBAAAAAFAauKYbAAAAAIBSQtENAAAAAEApoegGAAAAAKCUUHQDAAAAAFBKKLoBAAAAACglFN0AAAAAAJQSim4AAAAAAEoJRTcAAAAAAKWEohsAABRLixYt9Oyzz1odBgAAboGiGwAAL9K+fXu1adOmwG2rV6+WzWbTtm3bnBwVAACei6IbAAAv0rNnTy1dulQHDhzIt2369Olq0qSJGjZsaEFkAAB4JopuAAC8SLt27RQZGakZM2bkaT958qQ+//xzderUSV26dFGVKlUUHBysBg0a6LPPPrvkc9psNs2fPz9PW1hYWJ5j/O9//9NDDz2ksLAwVahQQR07dtS+fftK5kUBAODCKLoBAPAifn5+6tq1q2bMmCHDMBztn3/+uXJycvToo48qNjZWixYt0vbt2/Xkk0/qscce04YNG674mOfOnVNCQoLKlSun1atXa82aNQoJCVGbNm2UnZ1dEi8LAACXRdENAICX6dGjh3799VetXLnS0TZ9+nTdf//9qlatmp577jk1atRINWvW1DPPPKM2bdpozpw5V3y82bNny263a+rUqWrQoIGuv/56TZ8+Xfv379eKFStK4BUBAOC6KLoBAPAy9erVU/PmzTVt2jRJ0p49e7R69Wr17NlTOTk5evnll9WgQQNVqFBBISEh+uabb7R///4rPt6PP/6oPXv2qFy5cgoJCVFISIgqVKigs2fP6tdffy2plwUAgEvyszoAAADgfD179tQzzzyjiRMnavr06apVq5buvPNOvfrqq3r77bc1fvx4NWjQQGXLltWzzz57yWHgNpstz1B1yRxSnuvkyZOKjY3Vp59+mm/fyMjIkntRAAC4IIpuAAC80EMPPaQBAwZo5syZ+vjjj9W3b1/ZbDatWbNGHTt21KOPPipJstvt+uWXX1S/fv1CnysyMlKHDh1yrP/3v//V6dOnHes333yzZs+eraioKIWGhpbeiwIAwAUxvBwAAC8UEhKizp07a+jQoTp06JAef/xxSVKdOnW0dOlSrV27Vjt37lTv3r11+PDhSz5Xy5Yt9e6772rLli3auHGj+vTpI39/f8f2Rx55RBEREerYsaNWr16tvXv3asWKFerfv3+Bty4DAMCTUHQDAOClevbsqePHjyshIUGVK1eWJA0bNkw333yzEhIS1KJFC1WsWFGdOnW65PO8+eabiomJ0e23366HH35Yzz33nIKDgx3bg4ODtWrVKlWtWlV///vfdf3116tnz546e/YsZ74BAB7PZlx8ERYAAAAAACgRnOkGAAAAAKCUUHQDAAAAAFBKKLoBAAAAACglFN0AAAAAAJQSim4AAAAAAEoJRTcAAAAAAKWEohsAAAAAgFJC0Q0AAAAAQCmh6AYAAAAAoJRQdAMAAAAAUEoougEAAAAAKCX/D7BE7aM574WkAAAAAElFTkSuQmCC", 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", 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" ] @@ -3536,35 +3456,35 @@ "text": [ "\n", "Intervallo di Confidenza 80.0%:\n", - "Range: [-484.72, 438.46]\n", + "Range: [-549.41, 327.58]\n", "\n", "Intervallo di Confidenza 85.0%:\n", - "Range: [-616.60, 438.46]\n", + "Range: [-549.41, 473.74]\n", "\n", "Intervallo di Confidenza 90.0%:\n", - "Range: [-748.48, 570.34]\n", + "Range: [-695.58, 619.91]\n", "\n", "Intervallo di Confidenza 95.0%:\n", - "Range: [-880.36, 702.22]\n", + "Range: [-987.91, 766.07]\n", "\n", "Intervallo di Confidenza 99.0%:\n", - "Range: [-1407.89, 1097.86]\n", + "Range: [-1426.40, 1058.40]\n", "\n", "Analisi per max_oil_prod\n", "--------------------------------------------------\n", "\n", "Statistiche degli Errori:\n", - "mean: -3.161\n", - "variance: 222900.141\n", - "std: 472.123\n", - "min: -4621.081\n", - "max: 3967.894\n", - "median: 42.622\n" + "mean: -35.914\n", + "variance: 230541.562\n", + "std: 480.147\n", + "min: -5331.337\n", + "max: 4020.382\n", + "median: 11.369\n" ] }, { "data": { - "image/png": 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" ] @@ -3578,35 +3498,35 @@ "text": [ "\n", "Intervallo di Confidenza 80.0%:\n", - "Range: [-584.26, 446.41]\n", + "Range: [-561.96, 560.25]\n", "\n", "Intervallo di Confidenza 85.0%:\n", - "Range: [-756.04, 618.19]\n", + "Range: [-748.99, 560.25]\n", "\n", "Intervallo di Confidenza 90.0%:\n", - "Range: [-756.04, 618.19]\n", + "Range: [-936.03, 747.28]\n", "\n", "Intervallo di Confidenza 95.0%:\n", - "Range: [-1099.60, 961.75]\n", + "Range: [-1123.06, 934.31]\n", "\n", "Intervallo di Confidenza 99.0%:\n", - "Range: [-1614.94, 1305.31]\n", + "Range: [-1871.20, 1308.38]\n", "\n", "Analisi per avg_oil_prod\n", "--------------------------------------------------\n", "\n", "Statistiche degli Errori:\n", - "mean: -7.018\n", - "variance: 175727.656\n", - "std: 419.199\n", - "min: -3742.384\n", - "max: 3360.436\n", - "median: 33.824\n" + "mean: -35.829\n", + "variance: 178113.297\n", + "std: 422.035\n", + "min: -4341.829\n", + "max: 3468.752\n", + "median: 5.723\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -3620,35 +3540,35 @@ "text": [ "\n", "Intervallo di Confidenza 80.0%:\n", - "Range: [-546.11, 448.28]\n", + "Range: [-514.64, 422.63]\n", "\n", "Intervallo di Confidenza 85.0%:\n", - "Range: [-546.11, 448.28]\n", + "Range: [-670.86, 422.63]\n", "\n", "Intervallo di Confidenza 90.0%:\n", - "Range: [-688.17, 590.34]\n", + "Range: [-827.07, 578.84]\n", "\n", "Intervallo di Confidenza 95.0%:\n", - "Range: [-972.28, 732.39]\n", + "Range: [-983.28, 735.05]\n", "\n", "Intervallo di Confidenza 99.0%:\n", - "Range: [-1540.51, 1158.56]\n", + "Range: [-1608.13, 1047.47]\n", "\n", "Analisi per total_water_need\n", "--------------------------------------------------\n", "\n", "Statistiche degli Errori:\n", - "mean: 65.956\n", - "variance: 3269755.500\n", - "std: 1808.246\n", - "min: -15266.289\n", - "max: 11478.280\n", - "median: 354.974\n" + "mean: -25.087\n", + "variance: 379237.156\n", + "std: 615.822\n", + "min: -5668.621\n", + "max: 5323.238\n", + "median: 45.572\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -3662,60 +3582,60 @@ "text": [ "\n", "Intervallo di Confidenza 80.0%:\n", - "Range: [-2161.45, 2117.68]\n", + "Range: [-722.28, 596.74]\n", "\n", "Intervallo di Confidenza 85.0%:\n", - "Range: [-2696.34, 2117.68]\n", + "Range: [-942.12, 596.74]\n", "\n", "Intervallo di Confidenza 90.0%:\n", - "Range: [-3231.23, 2652.57]\n", + "Range: [-1161.96, 816.58]\n", "\n", "Intervallo di Confidenza 95.0%:\n", - "Range: [-4301.02, 3187.46]\n", + "Range: [-1381.80, 1036.41]\n", "\n", "Intervallo di Confidenza 99.0%:\n", - "Range: [-6440.58, 4792.14]\n", + "Range: [-2480.98, 2135.60]\n", "\n", "2. IMPORTANZA DELLE FEATURE\n", "--------------------------------------------------\n", - "18750/18750 [==============================] - 187s 10ms/step\n", - "18750/18750 [==============================] - 186s 10ms/step\n", - "18750/18750 [==============================] - 186s 10ms/step\n", - "18750/18750 [==============================] - 189s 10ms/step\n", - "18750/18750 [==============================] - 184s 10ms/step\n", + "19125/19125 [==============================] - 287s 15ms/step\n", + "19125/19125 [==============================] - 292s 15ms/step\n", + "19125/19125 [==============================] - 290s 15ms/step\n", + "19125/19125 [==============================] - 295s 15ms/step\n", + "19125/19125 [==============================] - 297s 16ms/step\n", "\n", "Importanza relativa delle feature:\n", - "ha: 0.8679\n", - "precip_sum: 0.0541\n", - "solar_energy_sum: 0.0431\n", - "temp_mean: 0.0349\n", + "ha: 0.8669\n", + "precip_sum: 0.0575\n", + "solar_energy_sum: 0.0420\n", + "temp_mean: 0.0336\n", "\n", "3. ANALISI DISTRIBUZIONALE\n", "--------------------------------------------------\n", - "18750/18750 [==============================] - 181s 10ms/step\n", + "19125/19125 [==============================] - 300s 16ms/step\n", "\n", "Analisi distribuzionale per olive_prod\n", "\n", "Statistiche Predizioni:\n", - "mean: 29887.219\n", - "variance: 257054016.000\n", - "std: 16032.904\n", - "min: 2732.547\n", - "max: 87850.508\n", - "median: 28077.900\n", + "mean: 29677.232\n", + "variance: 255279328.000\n", + "std: 15977.463\n", + "min: 3532.861\n", + "max: 87733.969\n", + "median: 27822.436\n", "\n", "Statistiche Target Reali:\n", - "mean: 29870.586\n", - "variance: 270589536.000\n", - "std: 16449.605\n", - "min: 2030.459\n", - "max: 99272.031\n", - "median: 27900.719\n" + "mean: 29831.037\n", + "variance: 270305376.000\n", + "std: 16440.967\n", + "min: 2156.451\n", + "max: 98292.078\n", + "median: 27885.184\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -3741,25 +3661,25 @@ "Analisi distribuzionale per min_oil_prod\n", "\n", "Statistiche Predizioni:\n", - "mean: 5911.217\n", - "variance: 11063664.000\n", - "std: 3326.208\n", - "min: 552.748\n", - "max: 19390.480\n", - "median: 5451.560\n", + "mean: 5875.726\n", + "variance: 11020948.000\n", + "std: 3319.781\n", + "min: 624.859\n", + "max: 19463.191\n", + "median: 5412.554\n", "\n", "Statistiche Target Reali:\n", - "mean: 5921.921\n", - "variance: 11676302.000\n", - "std: 3417.060\n", - "min: 374.026\n", - "max: 22359.766\n", - "median: 5426.787\n" + "mean: 5911.384\n", + "variance: 11648010.000\n", + "std: 3412.918\n", + "min: 385.506\n", + "max: 22119.781\n", + "median: 5416.575\n" ] }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -3785,25 +3705,25 @@ "Analisi distribuzionale per max_oil_prod\n", "\n", "Statistiche Predizioni:\n", - "mean: 7153.816\n", - "variance: 16302536.000\n", - "std: 4037.640\n", - "min: 664.406\n", - "max: 24333.047\n", - "median: 6596.512\n", + "mean: 7108.558\n", + "variance: 16190243.000\n", + "std: 4023.710\n", + "min: 693.562\n", + "max: 24302.926\n", + "median: 6544.735\n", "\n", "Statistiche Target Reali:\n", - "mean: 7156.977\n", - "variance: 17168200.000\n", - "std: 4143.453\n", - "min: 458.719\n", - "max: 27636.207\n", - "median: 6558.154\n" + "mean: 7144.473\n", + "variance: 17129654.000\n", + "std: 4138.798\n", + "min: 467.800\n", + "max: 28135.092\n", + "median: 6546.016\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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" ] @@ -3829,25 +3749,25 @@ "Analisi distribuzionale per avg_oil_prod\n", "\n", "Statistiche Predizioni:\n", - "mean: 6532.427\n", - "variance: 13545224.000\n", - "std: 3680.384\n", - "min: 608.335\n", - "max: 21836.357\n", - "median: 6024.207\n", + "mean: 6492.088\n", + "variance: 13472738.000\n", + "std: 3670.523\n", + "min: 659.898\n", + "max: 21879.734\n", + "median: 5980.175\n", "\n", "Statistiche Target Reali:\n", - "mean: 6539.446\n", - "variance: 14259229.000\n", - "std: 3776.139\n", - "min: 415.672\n", - "max: 24818.859\n", - "median: 5996.325\n" + "mean: 6527.917\n", + "variance: 14225926.000\n", + "std: 3771.727\n", + "min: 426.118\n", + "max: 24928.848\n", + "median: 5983.750\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -3873,25 +3793,25 @@ "Analisi distribuzionale per total_water_need\n", "\n", "Statistiche Predizioni:\n", - "mean: 60131.293\n", - "variance: 836238848.000\n", - "std: 28917.795\n", - "min: 10634.454\n", - "max: 142663.500\n", - "median: 59327.203\n", + "mean: 22511.547\n", + "variance: 114444504.000\n", + "std: 10697.874\n", + "min: 4104.441\n", + "max: 50439.238\n", + "median: 22263.105\n", "\n", "Statistiche Target Reali:\n", - "mean: 60065.336\n", - "variance: 879319232.000\n", - "std: 29653.316\n", - "min: 8061.355\n", - "max: 151159.875\n", - "median: 59136.551\n" + "mean: 22536.635\n", + "variance: 120029880.000\n", + "std: 10955.814\n", + "min: 3238.847\n", + "max: 53757.914\n", + "median: 22304.934\n" ] }, { "data": { - "image/png": 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5RU8++WSey1x77bWXXK+jpkyZoo8++kgffvihGjZsWGTrzeHI8XbEjTfeaPcHlDFjxthu+HYlnTx5Uq1atVJQUJCef/55Va9eXb6+vtq6daueeuqpQp9hkqN58+Y6e/asEhIStG7dOtt9F1q0aKF169Zp586dSkpKsrVL50a+O3furJYtW2r69OmqUKGCSpUqpdmzZ2vevHmX3GZOzPfee2++9wO4/vrr7V5fzu+JS70nChJPUXxWAcAdUXQDQB4++OADScp1KvKFPDw81LZtW7Vt21YTJ07Uyy+/rGeeeUZr1qxRbGysQyNfBbF7926718YY7dmzx+5LepkyZfK8o/b+/fvtTvOVpAkTJmjJkiVavHixateufcnt5zyve9euXXbryszM1N69ex0qfC9UvXp1/fTTT2rbtm2RHy9Ht3/69OlLxl61alWtWrVKp0+fthv13bVrl0PbWbdunR5//HENGzZMvXr1umT/84/1hXbu3Kny5cvbjXIXpblz59o9Z/zC982F8spbaGio/P39843fw8PDVqTll/dvvvlGx44d0+LFi+1uZLZ3716H9uNSmjRpIm9vb61bt07r1q3TE088IUlq2bKl3n77ba1atcr2Oscnn3wiX19frVixwu7xa7Nnz861/vyOS2BgoLKzswv1eSlqBYnH0c9q1apVZbVa9ccff9iNbjv6WQGAkoZrugHgAqtXr9YLL7ygqKioixZHx48fz9WWM3qZc8ppTlGUVxFcGO+//77ddeaLFi3SoUOHbHcCl859Mf7++++VmZlpa1u6dGmuR4utXLlSo0eP1jPPPKOuXbs6tP3Y2Fh5e3tr6tSpdqOn77zzjpKTkwt1d+Ju3brpn3/+0dtvv51r3pkzZ5SamlrgdRZ0+wkJCVqxYkWueSdPnlRWVpYkqUOHDsrKytKMGTNs87Ozs/Xmm29echuHDh1St27d1Lx5c4fvuF2hQgU1bNhQ7733nt37Z/v27fr666/VoUMHh9ZTGDfddJNiY2Nt06WK7oCAgFzvcU9PT91666367LPP7C5/OHz4sObNm6fmzZvbzqzI73OSM0p7/nstMzNT06dPL+Se2fP19dWNN96ojz76SAcOHLAb6T5z5oymTp2q6tWrq0KFCnYxWSwWu9Pv9+3bl+dd9vM7Lnfeeac++eQTbd++PdcySUlJRbJvjipIPI5+VnN+H02dOtWuT86TAADA3TDSDcCtffXVV9q5c6eysrJ0+PBhrV69WvHx8apatao+//xz+fr65rvs888/r7Vr16pjx46qWrWqjhw5ounTp6tSpUpq3ry5pHMFcEhIiGbOnKnAwEAFBAQoOjq60Ndoli1bVs2bN9f999+vw4cPa/LkyapRo4bdY80efPBBLVq0SO3atVO3bt30xx9/6MMPP8x1fWXPnj0VGhqqmjVr2j2PXJJuueWWPB9fFhoaqlGjRmncuHFq166dOnfurF27dmn69Om68cYb7W6a5qj77rtPH3/8sR566CGtWbNGN910k7Kzs7Vz5059/PHHtudqO8sTTzyhzz//XLfddpv69u2rRo0aKTU1Vb/88osWLVqkffv2qXz58urUqZNuuukmjRw5Uvv27dN1112nxYsXO3Rd8ZAhQ5SUlKQnn3xS8+fPt5t3/fXX5zqdOMdrr72m9u3bKyYmRv369bM9Miw4ONglp3vnp1GjRlq5cqUmTpyoyMhIRUVFKTo6Wi+++KLtWfaPPPKIvLy89N///lcZGRl2z2tv2LChPD099corryg5OVk+Pj66+eab1axZM5UpU0Z9+vTRkCFDZLFY9MEHHxT4dPmLadGihSZMmKDg4GDVr19fkhQWFqZatWpp165duZ5p3rFjR02cOFHt2rXTPffcoyNHjmjatGmqUaOG3b0KLnZcJkyYoDVr1ig6Olr9+/fXddddp+PHj2vr1q1auXJlnn/QcyZH43H0s9qwYUP17NlT06dPV3Jyspo1a6ZVq1Zpz549V3S/AOCq4ZqbpgOAa+U8Citn8vb2NhEREeaWW24xU6ZMsXssV44LHwO1atUq06VLFxMZGWm8vb1NZGSk6dmzZ65HT3322WfmuuuuM15eXnaPhGrVqpWpW7dunvHl98iwjz76yIwaNcqEhYUZPz8/07FjR7N///5cy7/xxhumYsWKxsfHx9x0001m8+bNudZ5/v5fOOU8uunCR4bleOutt0zt2rVNqVKlTHh4uHn44YftHql0sf3L69FOmZmZ5pVXXjF169Y1Pj4+pkyZMqZRo0Zm3LhxJjk5Oc9jdP76AgICLtrHmHOPyurYsWOe806dOmVGjRplatSoYby9vU358uVNs2bNzOuvv24yMzNt/Y4dO2buu+8+ExQUZIKDg819991nfvzxx0s+Mizn8Wl5TTmPT8rrkWHGGLNy5Upz0003GT8/PxMUFGQ6depkfvvtN7s+Odu78PF1eeXPGY8M27lzp2nZsqXx8/MzkuzWv3XrVhMXF2dKly5t/P39TZs2bcyGDRtyrePtt98211xzjfH09LR7D3733XemadOmxs/Pz0RGRponn3zSrFixItcjxgr6yLAcX375pZFk2rdvb9f+4IMPGknmnXfeybXMO++8Y2rWrGl8fHxM7dq1zezZs/N8TNzFjsvhw4fNoEGDTOXKlU2pUqVMRESEadu2rZk1a5atT87nfuHChQXeL2POfcYHDRqUqz2v94Aj8Rjj+Gf1zJkzZsiQIaZcuXImICDAdOrUyfz11188MgyAW7IYU4R/LgYAAAAAADZc0w0AAAAAgJNwTTcAAChRjh8/bncjwQt5enrm+6zp4iAxMfGi8/38/BQcHHyFogEAXAqnlwMAgBKldevW+vbbb/OdX7VqVbs7qhc3l3q0Xp8+fTRnzpwrEwwA4JIY6QYAACXKG2+8oRMnTuQ738/P7wpGU/Ti4+MvOj8yMvIKRQIAcAQj3QAAAAAAOAk3UgMAAAAAwEkougEAAAAAcBKKbgAAAAAAnISiGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkougEAAAAAcBKKbgAAAAAAnISiGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkougEAAAAAcBKKbgAAAAAAnISiGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkougEAAAAAcBKKbgAAAAAAnISiGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAECSxWLR4MGDi2x9c+bMkcVi0ebNmy/Zt3Xr1mrdurXt9b59+2SxWDRnzhxb29ixY2WxWIosPlw9Lsw/AKBkoegGAFy1cgrXnMnX11fXXnutBg8erMOHD7s6PJd7+eWXtWTJkiJd5zfffGM73h9++GGefW666SZZLBbVq1evSLddFM5/v5w/RUREuDSu3377TWPHjtW+fftcGgcA4MrzcnUAAABcyvPPP6+oqCilp6dr/fr1mjFjhpYtW6bt27fL39/f1eFdtq+//vqSfUaPHq2RI0fatb388su666671LVr1yKPydfXV/PmzdO9995r175v3z5t2LBBvr6+Rb7NonLLLbeod+/edm1+fn4uiuac3377TePGjVPr1q1VrVo1u3mO5B8AUHxRdAMArnrt27dX48aNJUkPPvigypUrp4kTJ+qzzz5Tz54981wmNTVVAQEBVzLMQvP29r5kHy8vL3l5Xbn/tjt06KDPP/9cR48eVfny5W3t8+bNU3h4uGrWrKkTJ05csXgK4tprr831x4KrmSP5BwAUX5xeDgAodm6++WZJ0t69eyVJffv2VenSpfXHH3+oQ4cOCgwMVK9evSSdK74fe+wxVa5cWT4+PqpVq5Zef/11GWPyXPfcuXNVq1Yt+fr6qlGjRlq7dq3d/P379+uRRx5RrVq15Ofnp3Llyunuu+/O97ThtLQ0DRw4UOXKlVNQUJB69+6dq1h15JreC6/ptlgsSk1N1XvvvWc7hbpv375as2aNLBaLPv3001zrmDdvniwWixISEi66LUnq0qWLfHx8tHDhwlzr6Natmzw9PXMtM3v2bN18880KCwuTj4+PrrvuOs2YMSNXv82bNysuLk7ly5eXn5+foqKi9MADD9j1mT9/vho1aqTAwEAFBQWpfv36mjJlyiXjvpS+ffvmGmmW8r5mPuc6/yVLlqhevXry8fFR3bp1tXz58lzL//PPP+rXr58iIyPl4+OjqKgoPfzww8rMzNScOXN09913S5LatGljy9c333wjKe/8HzlyRP369VN4eLh8fX3VoEEDvffee3Z9cq79f/311zVr1ixVr15dPj4+uvHGG7Vp06bCHyQAQJFipBsAUOz88ccfkqRy5crZ2rKyshQXF6fmzZvr9ddfl7+/v4wx6ty5s9asWaN+/fqpYcOGWrFihZ544gn9888/mjRpkt16v/32Wy1YsEBDhgyRj4+Ppk+frnbt2umHH36wXb+8adMmbdiwQT169FClSpW0b98+zZgxQ61bt9Zvv/2W63T3wYMHKyQkRGPHjtWuXbs0Y8YM7d+/33btdGF98MEHevDBB9WkSRMNGDBAklS9enU1bdpUlStX1ty5c3X77bfbLTN37lxVr15dMTExl1y/v7+/unTpoo8++kgPP/ywJOmnn37Sr7/+qv/973/6+eefcy0zY8YM1a1bV507d5aXl5e++OILPfLII7JarRo0aJCkc8XkrbfeqtDQUI0cOVIhISHat2+fFi9ebFtPfHy8evbsqbZt2+qVV16RJO3YsUPfffedhg4desnY09PTdfToUbu2wMBA+fj4XHLZC61fv16LFy/WI488osDAQE2dOlV33nmnDhw4YHv/HTx4UE2aNNHJkyc1YMAA1a5dW//8848WLVqktLQ0tWzZUkOGDNHUqVP19NNPq06dOpJk+/dCZ86cUevWrbVnzx4NHjxYUVFRWrhwofr27auTJ0/mOgbz5s3TqVOnNHDgQFksFr366qu644479Oeff6pUqVIF3mcAQBEzAABcpWbPnm0kmZUrV5qkpCTz119/mfnz55ty5coZPz8/8/fffxtjjOnTp4+RZEaOHGm3/JIlS4wk8+KLL9q133XXXcZisZg9e/bY2iQZSWbz5s22tv379xtfX19z++2329rS0tJyxZmQkGAkmffffz9X7I0aNTKZmZm29ldffdVIMp999pmtrVWrVqZVq1a213v37jWSzOzZs21tY8aMMRf+tx0QEGD69OmTK55Ro0YZHx8fc/LkSVvbkSNHjJeXlxkzZkyu/udbs2aNkWQWLlxoli5daiwWizlw4IAxxpgnnnjCXHPNNbaY69ata7dsXscmLi7Otowxxnz66adGktm0aVO+MQwdOtQEBQWZrKysi8aal5w8XjjlHMs+ffqYqlWr5lour+MryXh7e9u9T3766Scjybz55pu2tt69exsPD48898lqtRpjjFm4cKGRZNasWZOrz4X5nzx5spFkPvzwQ1tbZmamiYmJMaVLlzYpKSnGmH/fJ+XKlTPHjx+39f3ss8+MJPPFF1/kf6AAAFcMp5cDAK56sbGxCg0NVeXKldWjRw+VLl1an376qSpWrGjXL2dENseyZcvk6empIUOG2LU/9thjMsboq6++smuPiYlRo0aNbK+rVKmiLl26aMWKFcrOzpZkf0Ous2fP6tixY6pRo4ZCQkK0devWXLEPGDDAbrTx4YcflpeXl5YtW1bAo+C43r17KyMjQ4sWLbK1LViwQFlZWQW61vnWW29V2bJlNX/+fBljNH/+/HyvoZfsj01ycrKOHj2qVq1a6c8//1RycrIkKSQkRJK0dOlSnT17Ns/1hISEKDU1VfHx8Q7Her4uXbooPj7eboqLiyvUumJjY1W9enXb6+uvv15BQUH6888/JUlWq1VLlixRp06dbPcdOF9hzmZYtmyZIiIi7I51qVKlNGTIEJ0+fVrffvutXf/u3burTJkyttctWrSQJFuMAADX4vRyAMBVb9q0abr22mvl5eWl8PBw1apVSx4e9n839vLyUqVKleza9u/fr8jISAUGBtq155zWu3//frv2mjVr5tr2tddeq7S0NCUlJSkiIkJnzpzR+PHjNXv2bP3zzz9214bnFJYXW2fp0qVVoUIFpz46qnbt2rrxxhs1d+5c9evXT9K5U8ubNm2qGjVqOLyeUqVK6e6779a8efPUpEkT/fXXX7rnnnvy7f/dd99pzJgxSkhIUFpamt285ORkBQcHq1WrVrrzzjs1btw4TZo0Sa1bt1bXrl11zz332E7/fuSRR/Txxx+rffv2qlixom699VZ169ZN7dq1cyjuSpUqKTY21uH9vJgqVarkaitTpoztuvykpCSlpKQU6ePT9u/fr5o1a+Z6j+f3vr0wxpwC/Gq90R0AuBtGugEAV70mTZooNjZWrVu3Vp06dXIVI5Lk4+OTZ3tRe/TRR/XSSy+pW7du+vjjj/X1118rPj5e5cqVk9Vqdfr2HdW7d299++23+vvvv/XHH3/o+++/L9Qdve+55x5t27ZNY8eOVYMGDXTdddfl2e+PP/5Q27ZtdfToUU2cOFFffvml4uPjNXz4cEmyHRuLxaJFixYpISFBgwcP1j///KMHHnhAjRo10unTpyVJYWFh2rZtmz7//HPbNfnt27dXnz59Cnk0/pXfyHPOmQwXyuuGcZLyvRGfKxSHGAHAnVF0AwBKrKpVq+rgwYM6deqUXfvOnTtt88+3e/fuXOv4/fff5e/vr9DQUEnSokWL1KdPH73xxhu66667dMstt6h58+Y6efJknjFcuM7Tp0/r0KFDed5Bu6Audupyjx495OnpqY8++khz585VqVKl1L179wJvo3nz5qpSpYq++eabi45yf/HFF8rIyNDnn3+ugQMHqkOHDoqNjc33+dhNmzbVSy+9pM2bN2vu3Ln69ddfNX/+fNt8b29vderUSdOnT9cff/yhgQMH6v3339eePXsKvA/nK1OmTJ65unD02FGhoaEKCgrS9u3bL9qvIKeZV61aVbt37871R5z83rcAgKsbRTcAoMTq0KGDsrOz9dZbb9m1T5o0SRaLRe3bt7drT0hIsLsu+6+//tJnn32mW2+91Taa6OnpmWsE8c0338x3pHTWrFl21y7PmDFDWVlZubZdGAEBAfkW++XLl1f79u314Ycfau7cuWrXrp3d87YdZbFYNHXqVI0ZM0b33Xdfvv1yjs+Fp9vPnj3brt+JEydyHb+GDRtKkjIyMiRJx44ds5vv4eGh66+/3q5PYVWvXl3Jycl2d18/dOhQno9Yc4SHh4e6du2qL774Qps3b841P2dfc54Zn1++ztehQwclJiZqwYIFtrasrCy9+eabKl26tFq1alWoWAEArsE13QCAEqtTp05q06aNnnnmGe3bt08NGjTQ119/rc8++0zDhg2zu0GWJNWrV09xcXF2jwyTpHHjxtn63Hbbbfrggw8UHBys6667TgkJCVq5cqXd48vOl5mZqbZt26pbt27atWuXpk+frubNm6tz586XvX+NGjXSypUrNXHiREVGRioqKkrR0dG2+b1799Zdd90lSXrhhRcKvZ0uXbqoS5cuF+1z66232kanBw4cqNOnT+vtt99WWFiYDh06ZOv33nvvafr06br99ttVvXp1nTp1Sm+//baCgoLUoUMHSdKDDz6o48eP6+abb1alSpW0f/9+vfnmm2rYsGG+j9lyVI8ePfTUU0/p9ttv15AhQ5SWlqYZM2bo2muvzfNGeI54+eWX9fXXX6tVq1YaMGCA6tSpo0OHDmnhwoVav369QkJC1LBhQ3l6euqVV15RcnKyfHx8bM80v9CAAQP03//+V3379tWWLVtUrVo1LVq0SN99950mT56c6x4FAICrG0U3AKDE8vDw0Oeff67nnntOCxYs0OzZs1WtWjW99tpreuyxx3L1b9WqlWJiYjRu3DgdOHBA1113nebMmWMbZZWkKVOmyNPTU3PnzlV6erpuuukmrVy5Mt+7Y7/11luaO3eunnvuOZ09e1Y9e/bU1KlTL+sZ3TkmTpyoAQMGaPTo0Tpz5oz69OljV3R36tRJZcqUkdVqLZIi/2Jq1aqlRYsWafTo0Xr88ccVERGhhx9+WKGhoXrggQds/Vq1aqUffvhB8+fP1+HDhxUcHKwmTZpo7ty5ioqKkiTde++9mjVrlqZPn66TJ08qIiJC3bt319ixYy/7uv1y5crp008/1YgRI/Tkk08qKipK48eP1+7duwtddFesWFEbN27Us88+q7lz5yolJUUVK1ZU+/btbc9tj4iI0MyZMzV+/Hj169dP2dnZWrNmTZ5Ft5+fn7755huNHDlS7733nlJSUlSrVi3Nnj1bffv2vZzdBwC4gMVwlw0AAEqkrKwsRUZGqlOnTnrnnXdcHQ4AAG6Ja7oBACihlixZoqSkJPXu3dvVoQAA4LYY6QYAoITZuHGjfv75Z73wwgsqX758oU+bBgAAl4+RbgAASpgZM2bo4YcfVlhYmN5//31XhwMAgFtjpBsAAAAAACdhpBsAAAAAACeh6AYAAAAAwEl4TnchWa1WHTx4UIGBgUXyrFUAAAAAQPFhjNGpU6cUGRkpD4/8x7Mpugvp4MGDqly5sqvDAAAAAAC40F9//aVKlSrlO5+iu5ACAwMlnTvAQUFBLo7GvVmtViUlJSk0NPSif2FCyUC+3Qv5di/k272Qb/dCvt2PO+Q8JSVFlStXttWG+aHoLqScU8qDgoIoul3MarUqPT1dQUFBJfYDjX+Rb/dCvt0L+XYv5Nu9kG/34045v9TlxiV77wEAAAAAcCGKbgAAAAAAnISiGwAAAAAAJ+GabgAAAABwE9nZ2Tp79qzTt2O1WnX27Fmlp6cX22u6PT095eXlddmPiKboBgAAAAA3cPr0af39998yxjh9W8YYWa1WnTp16rKLVlfy9/dXhQoV5O3tXeh1UHQDAAAAQAmXnZ2tv//+W/7+/goNDXV6IWyMUVZWVpGMFLuCMUaZmZlKSkrS3r17VbNmzUKP2F8V4/zTpk1TtWrV5Ovrq+joaP3www8X7b9w4ULVrl1bvr6+ql+/vpYtW2Y3f+zYsapdu7YCAgJUpkwZxcbGauPGjXZ9jh8/rl69eikoKEghISHq16+fTp8+XeT7BgAAAACudvbsWRljFBoaKj8/P/n6+jJdZPLz81NwcLAiIyNltVqVmZlZ6GPv8qJ7wYIFGjFihMaMGaOtW7eqQYMGiouL05EjR/Lsv2HDBvXs2VP9+vXTjz/+qK5du6pr167avn27rc+1116rt956S7/88ovWr1+vatWq6dZbb1VSUpKtT69evfTrr78qPj5eS5cu1dq1azVgwACn7y8AAAAAuEpxHHV2paK4Ht1irsQJ/RcRHR2tG2+8UW+99ZakcxfcV65cWY8++qhGjhyZq3/37t2VmpqqpUuX2tqaNm2qhg0baubMmXluIyUlRcHBwVq5cqXatm2rHTt26LrrrtOmTZvUuHFjSdLy5cvVoUMH/f3334qMjMy1joyMDGVkZNits3Llyjpx4oSCgoIu6xjg8litViUlJSk0NLTY3qQBjiPf7oV8uxfy7V7It3sh366Xnp6uffv2KSoqSr6+vldkm2fPnlWpUqWuyLacJT09XXv37rWdmX2+lJQUlSlTRsnJyRetCV16TXdmZqa2bNmiUaNG2do8PDwUGxurhISEPJdJSEjQiBEj7Nri4uK0ZMmSfLcxa9YsBQcHq0GDBrZ1hISE2ApuSYqNjZWHh4c2btyo22+/Pdd6xo8fr3HjxuVqT0pKUnp6+iX3Fc5jtVqVnJwsYwy/xN0A+XYv5Nu9kG/3Qr7dC/l2vbNnz8pqtSorK0tZWVlO354xRtnZ2ZKK9+h6VlaWrFarjh07lusPCKdOnXJoHS4tuo8ePars7GyFh4fbtYeHh2vnzp15LpOYmJhn/8TERLu2pUuXqkePHkpLS1OFChUUHx+v8uXL29YRFhZm19/Ly0tly5bNtZ4co0aNsiv2c0a6Q0NDGel2MavVKovFwl9O3QT5di/k272Qb/dCvt0L+Xa99PR0nTp1Sl5eXvLy+rcMnLzyd6dtMzvbKk9P+3wPi73WadtzBi8vL3l4eKhcuXK5RrodPWOgxN69vE2bNtq2bZuOHj2qt99+W926ddPGjRtzFduO8vHxkY+PT652Dw8PfnFcwqT4y/sgD7/l0h9Mi8VCLtwI+XYv5Nu9kG/3Qr7dC/l2LQ8PD1ksFtv0L2eNQhv9u5l/t1HQUe++ffvqvffekySVKlVKVapUUe/evfX0009r/fr1atOmjUJCQnTo0CG7InjTpk1q0qTJuUj+/4rqb775Rm3atMm1jWeeeUYvvvhintvPOV55vXcdfS+7tOguX768PD09dfjwYbv2w4cPKyIiIs9lIiIiHOofEBCgGjVqqEaNGmratKlq1qypd955R6NGjVJERESuG7VlZWXp+PHj+W4XAAAAAHDltWvXTrNnz1ZGRoaWLVumQYMGqVSpUoqJiZEkBQYG6tNPP1XPnj1ty7zzzjuqUqWKDhw4kGt9u3btsjtbuXTp0k6N36V/ZvL29lajRo20atUqW5vVatWqVatsB/BCMTExdv0lKT4+Pt/+568350ZoMTExOnnypLZs2WKbv3r1almtVkVHRxd2dwAAAAAARczHx0cRERGqWrWqHn74YcXGxurzzz+3ze/Tp4/effdd2+szZ85o/vz56tOnT57rCwsLU0REhG1ydtHt8tPLR4wYoT59+qhx48Zq0qSJJk+erNTUVN1///2SpN69e6tixYoaP368JGno0KFq1aqV3njjDXXs2FHz58/X5s2bNWvWLElSamqqXnrpJXXu3FkVKlTQ0aNHNW3aNP3zzz+6++67JUl16tRRu3bt1L9/f82cOVNnz57V4MGD1aNHjzzvXO7OLvfUcAAAAAAoSn5+fjp27Jjt9X333afXXntNBw4cUJUqVfTJJ5+oWrVquuGGG1wY5b9cfkFF9+7d9frrr+u5555Tw4YNtW3bNi1fvtx2s7QDBw7o0KFDtv7NmjXTvHnzNGvWLDVo0ECLFi3SkiVLVK9ePUmSp6endu7cqTvvvFPXXnutOnXqpGPHjmndunWqW7eubT1z585V7dq11bZtW3Xo0EHNmze3Fe4AAAAAgKuLMUYrV67UihUrdPPNN9vaw8LC1L59e82ZM0eS9O677+qBBx7Idz2VKlVS6dKlbdP5BbwzuHykW5IGDx6swYMH5znvm2++ydV2991320atL+Tr66vFixdfcptly5bVvHnzChQnAAAAAODKWrp0qUqXLm177Nk999yjsWPHatOmTbY+DzzwgIYOHap7771XCQkJWrhwodatW5fn+tatW6fAwEDb6zJlyjg1/qui6AYAAAAAIC9t2rTRjBkz5O3trcjISLtHnuVo3769BgwYoH79+qlTp04qV65cvuuLiopSSEiIEyO2R9ENAAAAALhq5TyZ6mK8vLzUu3dvvfrqq/rqq6+uUGSOcfk13QAAAAAAXK4XXnhBSUlJiouLc3UodhjpBgAAAAA3NfyWa52yXmOMsrKy5OXlJYvF4pRtXMjb21vly5e/ItsqCIpuAAAAAMBVKeeO5Hlp3bq1jDH5zu/atavd/Ev1dxZOLwcAAAAAwEkougEAAAAAcBJOL8dVb1L87xfvYIz8s08rzTNZyuN6EWddpwIAAAAAl8JINwAAAAAATsJINwCg2LnkGTCXwBkwAAB35YobiRVnRXG8KLqBK6AkFAiXuw/S1bEfgMT7GQDgfjw9PSVJmZmZ8vPzc3E0xUdaWpokqVSpUoVeB0U3UAxQIAAAAOByeHl5yd/fX0lJSSpVqpQ8PJx7pbErntNdlIwxSktL05EjRxQSEmL7o0VhUHSjxKNgPacojgMg8ZkqKhxHAMCVZLFYVKFCBe3du1f79+93+vaMMbJarfLw8CiWRXeOkJAQRUREXNY6KLoBwM3wB5iiURKO49Vw6YtdDJd4GoWzYgAAd+Ht7a2aNWsqMzPT6duyWq06duyYypUr5/RRdWcpVarUZY1w56DoBgAAAAA34eHhIV9fX6dvx2q1qlSpUvL19S22RXdRoegGAFxxDo+wFmLkEyioq2HEHwBQclF0A7hiiuR03Msowq6GL8Zcx4uiVBJOcb9cHAMAwNWOohtwAF/qSoaSUvDyfsTVgvciAACX5t4n1wMAAAAA4EQU3QAAAAAAOAmnlwNAAXA6LYALcSM2AMDFMNINAAAAAICTUHQDAAAAAOAkFN0AAAAAADgJRTcAAAAAAE5C0Q0AAAAAgJNQdAMAAAAA4CQU3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk1B0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTUHQDAAAAAOAkFN0AAAAAADgJRTcAAAAAAE5C0Q0AAAAAgJNcFUX3tGnTVK1aNfn6+io6Olo//PDDRfsvXLhQtWvXlq+vr+rXr69ly5bZ5p09e1ZPPfWU6tevr4CAAEVGRqp37946ePCg3TqqVasmi8ViN02YMMEp+wcAAAAAcE9erg5gwYIFGjFihGbOnKno6GhNnjxZcXFx2rVrl8LCwnL137Bhg3r27Knx48frtttu07x589S1a1dt3bpV9erVU1pamrZu3apnn31WDRo00IkTJzR06FB17txZmzdvtlvX888/r/79+9teBwYGOn1/AQAAzjcp/vfLXsfwW64tgkgAAM5gMcYYVwYQHR2tG2+8UW+99ZYkyWq1qnLlynr00Uc1cuTIXP27d++u1NRULV261NbWtGlTNWzYUDNnzsxzG5s2bVKTJk20f/9+ValSRdK5ke5hw4Zp2LBhDsWZkZGhjIwM2+uUlBRVrlxZJ06cUFBQkKO7W+xMWbnb1SFcmjHyzz6tNM/SksXi6mjgbOTbvZBv90K+C21obE1Xh1BgVqtVSUlJCg0NlYfHVXHyJZyIfLsfd8h5SkqKypQpo+Tk5IvWhC4d6c7MzNSWLVs0atQoW5uHh4diY2OVkJCQ5zIJCQkaMWKEXVtcXJyWLFmS73aSk5NlsVgUEhJi1z5hwgS98MILqlKliu655x4NHz5cXl55H5Lx48dr3LhxudqTkpKUnp6e77aLO//s064OwQFGPiZdskoSX9JKPvLtXsi3eyHfhXXkyBFXh1BgVqtVycnJMsaU2C/k+Bf5dj/ukPNTp0451M+lRffRo0eVnZ2t8PBwu/bw8HDt3Lkzz2USExPz7J+YmJhn//T0dD311FPq2bOn3V8fhgwZohtuuEFly5bVhg0bNGrUKB06dEgTJ07Mcz2jRo2yK/ZzRrpDQ0NL9Eh3mmeyq0O4NGMkI6V5MDLiFsi3eyHf7oV8F1pel+Rd7axWqywWS4keBcO/yLf7cYec+/r6OtTP5dd0O9PZs2fVrVs3GWM0Y8YMu3nnF9DXX3+9vL29NXDgQI0fP14+Pj651uXj45Nnu4eHR4l9E0kqPl96LJZ/J5R85Nu9kG/3Qr4Lpbh+F7FYLCX/uxRsyLf7Kek5d3S/XLr35cuXl6enpw4fPmzXfvjwYUVEROS5TEREhEP9cwru/fv3Kz4+/pKj0dHR0crKytK+ffsKviMAAAAAAOTBpUW3t7e3GjVqpFWrVtnarFarVq1apZiYmDyXiYmJsesvSfHx8Xb9cwru3bt3a+XKlSpXrtwlY9m2bZs8PDyK5elZAAAAAICrk8tPLx8xYoT69Omjxo0bq0mTJpo8ebJSU1N1//33S5J69+6tihUravz48ZKkoUOHqlWrVnrjjTfUsWNHzZ8/X5s3b9asWbMknSu477rrLm3dulVLly5Vdna27XrvsmXLytvbWwkJCdq4caPatGmjwMBAJSQkaPjw4br33ntVpkwZ1xwIAAAAAECJ4/Kiu3v37kpKStJzzz2nxMRENWzYUMuXL7fdLO3AgQN258o3a9ZM8+bN0+jRo/X000+rZs2aWrJkierVqydJ+ueff/T5559Lkho2bGi3rTVr1qh169by8fHR/PnzNXbsWGVkZCgqKkrDhw/PdVd0AAAAAAAuh8uf011cpaSkKDg4+JLPZCvuJsX/7uoQLo3nuroX8u1eyLd7Id+FNvyWa10dQoFZrVYdOXJEYWFhJfYmS/gX+XY/7pBzR2vCkrn3AAAAAABcBSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASlz+nGwAAAJfnch/xWRwfOQYAxQUj3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk1B0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTUHQDAAAAAOAkFN0AAAAAADgJRTcAAAAAAE5C0Q0AAAAAgJNQdAMAAAAA4CQU3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk1B0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTUHQDAAAAAOAkFN0AAAAAADgJRTcAAAAAAE5C0Q0AAAAAgJNQdAMAAAAA4CRerg4AAAAArjUp/vfLWn74LdcWUSQAUPIw0g0AAAAAgJNQdAMAAAAA4CQU3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk1wVRfe0adNUrVo1+fr6Kjo6Wj/88MNF+y9cuFC1a9eWr6+v6tevr2XLltnmnT17Vk899ZTq16+vgIAARUZGqnfv3jp48KDdOo4fP65evXopKChIISEh6tevn06fPu2U/QMAAAAAuCeXF90LFizQiBEjNGbMGG3dulUNGjRQXFycjhw5kmf/DRs2qGfPnurXr59+/PFHde3aVV27dtX27dslSWlpadq6daueffZZbd26VYsXL9auXbvUuXNnu/X06tVLv/76q+Lj47V06VKtXbtWAwYMcPr+AgAAAADch8UYY1wZQHR0tG688Ua99dZbkiSr1arKlSvr0Ucf1ciRI3P17969u1JTU7V06VJbW9OmTdWwYUPNnDkzz21s2rRJTZo00f79+1WlShXt2LFD1113nTZt2qTGjRtLkpYvX64OHTro77//VmRk5CXjTklJUXBwsJKTkxUUFFSYXS8WLve5nVeEMfLPPq00z9KSxeLqaOBs5Nu9kG/3Qr6LrcI8p9tqterIkSMKCwuTh4fLx4HgZOTb/bhDzh2tCb2uYEy5ZGZmasuWLRo1apStzcPDQ7GxsUpISMhzmYSEBI0YMcKuLS4uTkuWLMl3O8nJybJYLAoJCbGtIyQkxFZwS1JsbKw8PDy0ceNG3X777bnWkZGRoYyMDNvrlJQUSefeTFar9ZL7Wmy59m8yjjHm3wklH/l2L+TbvZDvYqsw34WsVquMMSX7exRsyLf7cYecO7pvLi26jx49quzsbIWHh9u1h4eHa+fOnXkuk5iYmGf/xMTEPPunp6frqaeeUs+ePW1/fUhMTFRYWJhdPy8vL5UtWzbf9YwfP17jxo3L1Z6UlKT09PS8d7AE8M8uDte5G/mYdMkqSYyMlHzk272Qb/dCvour/C4LvBir1ark5GQZY0rsKBj+Rb7djzvk/NSpUw71c2nR7Wxnz55Vt27dZIzRjBkzLmtdo0aNshthT0lJUeXKlRUaGlqiTy9P80x2dQiXZoxkpDQPTkd0C+TbvZBv90K+i60LBzMcYbVaZbFYFBoaWmK/kONf5Nv9uEPOfX19Hern0qK7fPny8vT01OHDh+3aDx8+rIiIiDyXiYiIcKh/TsG9f/9+rV692q4wjoiIyPUX2aysLB0/fjzf7fr4+MjHxydXu4eHR4l9E0kqPl96LJZ/J5R85Nu9kG/3Qr6LpcJ+F7JYLCX/uxRsyLf7Kek5d3S/XLr33t7eatSokVatWmVrs1qtWrVqlWJiYvJcJiYmxq6/JMXHx9v1zym4d+/erZUrV6pcuXK51nHy5Elt2bLF1rZ69WpZrVZFR0cXxa4BAAAAAOD608tHjBihPn36qHHjxmrSpIkmT56s1NRU3X///ZKk3r17q2LFiho/frwkaejQoWrVqpXeeOMNdezYUfPnz9fmzZs1a9YsSecK7rvuuktbt27V0qVLlZ2dbbtOu2zZsvL29ladOnXUrl079e/fXzNnztTZs2c1ePBg9ejRw6E7lwMAAAAA4AiXF93du3dXUlKSnnvuOSUmJqphw4Zavny57WZpBw4csBu2b9asmebNm6fRo0fr6aefVs2aNbVkyRLVq1dPkvTPP//o888/lyQ1bNjQbltr1qxR69atJUlz587V4MGD1bZtW3l4eOjOO+/U1KlTnb/DAAAAAAC34fLndBdXPKf7KsJzXd0L+XYv5Nu9kO9ii+d041LIt/txh5w7WhOWzL0HAAAAAOAqQNENAAAAAICTFKroXrNmTVHHAQAAAABAiVOoortdu3aqXr26XnzxRf31119FHRMAAAAAACVCoYruf/75R4MHD9aiRYt0zTXXKC4uTh9//LEyMzOLOj4AAAAAAIqtQhXd5cuX1/Dhw7Vt2zZt3LhR1157rR555BFFRkZqyJAh+umnn4o6TgAAAAAAip3LvpHaDTfcoFGjRmnw4ME6ffq03n33XTVq1EgtWrTQr7/+WhQxAgAAAABQLBW66D579qwWLVqkDh06qGrVqlqxYoXeeustHT58WHv27FHVqlV19913F2WsAAAAAAAUK16FWejRRx/VRx99JGOM7rvvPr366quqV6+ebX5AQIBef/11RUZGFlmgAAAAAAAUN4Uqun/77Te9+eabuuOOO+Tj45Nnn/Lly/NoMQAAAACAWytU0T1mzBg1a9ZMXl72i2dlZWnDhg1q2bKlvLy81KpVqyIJEgAAAFevSfG/F3whY+SffVppnsmSxaLht1xb9IEBwFWgUNd0t2nTRsePH8/VnpycrDZt2lx2UAAAAAAAlASFKrqNMbJYLLnajx07poCAgMsOCgAAAACAkqBAp5ffcccdkiSLxaK+ffvaXc+dnZ2tn3/+Wc2aNSvaCAEAAAAAKKYKVHQHBwdLOjfSHRgYKD8/P9s8b29vNW3aVP379y/aCAEAAAAAKKYKVHTPnj1bklStWjU9/vjjnEoOAAAAAMBFFPru5QAAAAAA4OIcLrpvuOEGrVq1SmXKlNF//vOfPG+klmPr1q1FEhwAAAAAAMWZw0V3ly5dbDdO69q1q7PiAQAAAACgxHC46D7/lHJOLwcAAAAA4NIK9ZxuAAAAAABwaQ6PdJcpU+ai13Gf7/jx44UOCAAAAACAksLhonvy5MlODAMAAAAAgJLH4aK7T58+zowDAAAAAIASx+GiOyUlRUFBQbafLyanHwAAAAAA7qxA13QfOnRIYWFhCgkJyfP6bmOMLBaLsrOzizRIAAAAAACKI4eL7tWrV6ts2bKSpDVr1jgtIAAAAAAASgqHi+5WrVrl+TMAAAAAAMibw0X3hU6cOKF33nlHO3bskCRdd911uv/++22j4QAAAAAAuDuPwiy0du1aVatWTVOnTtWJEyd04sQJTZ06VVFRUVq7dm1RxwgAAAAAQLFUqJHuQYMGqXv37poxY4Y8PT0lSdnZ2XrkkUc0aNAg/fLLL0UaJAAAAAAAxVGhRrr37Nmjxx57zFZwS5Knp6dGjBihPXv2FFlwAAAAAAAUZ4Uqum+44Qbbtdzn27Fjhxo0aHDZQQEAAAAAUBI4fHr5zz//bPt5yJAhGjp0qPbs2aOmTZtKkr7//ntNmzZNEyZMKPooAQAAAAAohizGGONIRw8PD1ksFl2qu8ViUXZ2dpEEdzVLSUlRcHCwkpOTFRQU5OpwnGZS/O+uDuHSjJF/9mmleZaWLBZXRwNnI9/uhXy7F/LtXoo438NvubYIgoKzWK1WHTlyRGFhYfLwKNTJtihm3CHnjtaEDo907927t0gCAwAAAADAXThcdFetWtWZcQAAAAAAUOIU6pFhOX777TcdOHBAmZmZdu2dO3e+rKAAAAAAACgJCnVy/Z9//qkGDRqoXr166tixo7p27aquXbvq9ttv1+23316gdU2bNk3VqlWTr6+voqOj9cMPP1y0/8KFC1W7dm35+vqqfv36WrZsmd38xYsX69Zbb1W5cuVksVi0bdu2XOto3bq1LBaL3fTQQw8VKG4AAAAAAC6lUEX30KFDFRUVpSNHjsjf31+//vqr1q5dq8aNG+ubb75xeD0LFizQiBEjNGbMGG3dulUNGjRQXFycjhw5kmf/DRs2qGfPnurXr59+/PFHW7G/fft2W5/U1FQ1b95cr7zyykW33b9/fx06dMg2vfrqqw7HDQAAAACAIwp1enlCQoJWr16t8uXLy8PDQx4eHmrevLnGjx+vIUOG6Mcff3RoPRMnTlT//v11//33S5JmzpypL7/8Uu+++65GjhyZq/+UKVPUrl07PfHEE5KkF154QfHx8Xrrrbc0c+ZMSdJ9990nSdq3b99Ft+3v76+IiAhHdxkAAAAAgAIrVNGdnZ2twMBASVL58uV18OBB1apVS1WrVtWuXbscWkdmZqa2bNmiUaNG2do8PDwUGxurhISEPJdJSEjQiBEj7Nri4uK0ZMmSAu/D3Llz9eGHHyoiIkKdOnXSs88+K39//3z7Z2RkKCMjw/Y6JSVF0rlb4Vut1gJvv9hw7IlyrmXMvxNKPvLtXsi3eyHf7qWI812iv4+VAFarVcYY8uRG3CHnju5boYruevXq6aefflJUVJSio6P16quvytvbW7NmzdI111zj0DqOHj2q7OxshYeH27WHh4dr586deS6TmJiYZ//ExMQCxX/PPfeoatWqioyM1M8//6ynnnpKu3bt0uLFi/NdZvz48Ro3blyu9qSkJKWnpxdo+8WJf/ZpV4fgACMfky5ZJYnnupZ85Nu9kG/3Qr7dS9HmO7/LE3F1sFqtSk5OljGmxD6zGfbcIeenTp1yqF+hiu7Ro0crNTVVkvT888/rtttuU4sWLVSuXDktWLCgMKu8ogYMGGD7uX79+qpQoYLatm2rP/74Q9WrV89zmVGjRtmNsqekpKhy5coKDQ296IPQi7s0z2RXh3BpxkhGSvMoLVn4klbikW/3Qr7dC/l2L0Wc77CwsCIICs5itVplsVgUGhpaYgsw2HOHnPv6+jrUr1BFd1xcnO3nGjVqaOfOnTp+/LjKlCkji4O/NMuXLy9PT08dPnzYrv3w4cP5XmsdERFRoP6Oio6OliTt2bMn36Lbx8dHPj4+udpzrmkvsYrLlx6L5d8JJR/5di/k272Qb/dShPku0d/HSgiLxVLyvzvDTknPuaP7ddl7/9dff+mvv/5S2bJlHS64Jcnb21uNGjXSqlWrbG1Wq1WrVq1STExMnsvExMTY9Zek+Pj4fPs7KuexYhUqVLis9QAAAAAAcL5CFd1ZWVl69tlnFRwcrGrVqqlatWoKDg7W6NGjdfbsWYfXM2LECL399tt67733tGPHDj388MNKTU213c28d+/edjdaGzp0qJYvX6433nhDO3fu1NixY7V582YNHjzY1uf48ePatm2bfvvtN0nSrl27tG3bNtt133/88YdeeOEFbdmyRfv27dPnn3+u3r17q2XLlrr++usLczgAAAAAAMhToU4vf/TRR7V48WK9+uqrtlHmhIQEjR07VseOHdOMGTMcWk/37t2VlJSk5557TomJiWrYsKGWL19uu1nagQMH7IbsmzVrpnnz5mn06NF6+umnVbNmTS1ZskT16tWz9fn8889tRbsk9ejRQ5I0ZswYjR07Vt7e3lq5cqUmT56s1NRUVa5cWXfeeadGjx5dmEMBAAAAAEC+LMYU/DkNwcHBmj9/vtq3b2/XvmzZMvXs2VPJycXg5luXKSUlRcHBwUpOTi7RN1KbFP+7q0O4NGPkn31aaZ7ceMctkG/3Qr7dC/l2L0Wc7+G3XFsEQcFZrFarjhw5orCwsBJ7fS/suUPOHa0JC7X3Pj4+qlatWq72qKgoeXt7F2aVAAAAAACUOIUqugcPHqwXXnhBGRkZtraMjAy99NJLdtdXAwAAAADgzhy+pvuOO+6we71y5UpVqlRJDRo0kCT99NNPyszMVNu2bYs2QgAAAAAAiimHi+7g4GC713feeafd68qVKxdNRAAAAAAAlBAOF92zZ892ZhwAAAAAAJQ4hXpkWI6kpCTt2rVLklSrVi2FhoYWSVAAAAAAAJQEhbqRWmpqqh544AFVqFBBLVu2VMuWLRUZGal+/fopLS2tqGMEAAAAAKBYKlTRPWLECH377bf64osvdPLkSZ08eVKfffaZvv32Wz322GNFHSMAAAAAAMVSoU4v/+STT7Ro0SK1bt3a1tahQwf5+fmpW7dumjFjRlHFBwAAAFzSpPjfL3sdw2+5tggiAQB7hRrpTktLU3h4eK72sLAwTi8HAAAAAOD/FarojomJ0ZgxY5Senm5rO3PmjMaNG6eYmJgiCw4AAAAAgOKsUKeXT548We3atVOlSpXUoEEDSdJPP/0kX19frVixokgDBAAAAACguCpU0V2/fn3t3r1bc+fO1c6dOyVJPXv2VK9eveTn51ekAQIAAAAAUFwVuOg+e/asateuraVLl6p///7OiAkAAAAAgBKhwNd0lypVyu5abgAAAAAAkLdC3Uht0KBBeuWVV5SVlVXU8QAAAAAAUGIU6pruTZs2adWqVfr6669Vv359BQQE2M1fvHhxkQQHAAAAAEBxVqiiOyQkRHfeeWdRxwIAAAAAQIlSoKLbarXqtdde0++//67MzEzdfPPNGjt2LHcsBwAAAAAgDwW6pvull17S008/rdKlS6tixYqaOnWqBg0a5KzYAAAAAAAo1gpUdL///vuaPn26VqxYoSVLluiLL77Q3LlzZbVanRUfAAAAAADFVoGK7gMHDqhDhw6217GxsbJYLDp48GCRBwYAAAAAQHFXoGu6s7Ky5Ovra9dWqlQpnT17tkiDAgAAAK60SfG/X9byw2+5togiAVCSFKjoNsaob9++8vHxsbWlp6froYcesntsGI8MAwAAAACggEV3nz59crXde++9RRYMAAAAAAAlSYGK7tmzZzsrDgAAAAAASpwC3UgNAAAAAAA4jqIbAAAAAAAnKdDp5Sh+LvcunAAAAACAwmOkGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJeGQYAAAAUAQu91Gtw2+5togiAXA1YaQbAAAAAAAnoegGAAAAAMBJXF50T5s2TdWqVZOvr6+io6P1ww8/XLT/woULVbt2bfn6+qp+/fpatmyZ3fzFixfr1ltvVbly5WSxWLRt27Zc60hPT9egQYNUrlw5lS5dWnfeeacOHz5clLsFAAAAAIBri+4FCxZoxIgRGjNmjLZu3aoGDRooLi5OR44cybP/hg0b1LNnT/Xr108//vijunbtqq5du2r79u22PqmpqWrevLleeeWVfLc7fPhwffHFF1q4cKG+/fZbHTx4UHfccUeR7x8AAAAAwL1ZjDHGVRuPjo7WjTfeqLfeekuSZLVaVblyZT366KMaOXJkrv7du3dXamqqli5damtr2rSpGjZsqJkzZ9r13bdvn6KiovTjjz+qYcOGtvbk5GSFhoZq3rx5uuuuuyRJO3fuVJ06dZSQkKCmTZvmGWtGRoYyMjJsr1NSUlS5cmWdOHFCQUFBhT4GzjZl5W5Xh+B8xsg/+7TSPEtLFouro4GzkW/3Qr7dC/l2L+Q7l6GxNV0dgtNYrVYlJSUpNDRUHh4uP9kWV4A75DwlJUVlypRRcnLyRWtCl929PDMzU1u2bNGoUaNsbR4eHoqNjVVCQkKeyyQkJGjEiBF2bXFxcVqyZInD292yZYvOnj2r2NhYW1vt2rVVpUqVixbd48eP17hx43K1JyUlKT093eHtX2n+2addHcIVYORj0iWrJPGfdslHvt0L+XYv5Nu9kO8L5Xe2Z0lgtVqVnJwsY0yJLcBgzx1yfurUKYf6uazoPnr0qLKzsxUeHm7XHh4erp07d+a5TGJiYp79ExMTHd5uYmKivL29FRISUqD1jBo1yq7gzxnpDg0NvapHutM8k10dgvMZIxkpzYO/lLsF8u1eyLd7Id/uhXznEhYW5uoQnMZqtcpisZToUU/Yc4ec+/r6OtSP53Q7yMfHRz4+PrnaPTw8ru43kbv8J2ax/Duh5CPf7oV8uxfy7V7It52r+jtlEbBYLFf/d2cUqZKec0f3y2V7X758eXl6eua6a/jhw4cVERGR5zIREREF6p/fOjIzM3Xy5MnLWg8AAAAAAJfisqLb29tbjRo10qpVq2xtVqtVq1atUkxMTJ7LxMTE2PWXpPj4+Hz756VRo0YqVaqU3Xp27dqlAwcOFGg9AAAAAABciktPLx8xYoT69Omjxo0bq0mTJpo8ebJSU1N1//33S5J69+6tihUravz48ZKkoUOHqlWrVnrjjTfUsWNHzZ8/X5s3b9asWbNs6zx+/LgOHDiggwcPSjpXUEvnRrgjIiIUHBysfv36acSIESpbtqyCgoL06KOPKiYmJt+bqAEAAAAAUBguLbq7d++upKQkPffcc0pMTFTDhg21fPly283SDhw4YHeefLNmzTRv3jyNHj1aTz/9tGrWrKklS5aoXr16tj6ff/65rWiXpB49ekiSxowZo7Fjx0qSJk2aJA8PD915553KyMhQXFycpk+ffgX2GAAAAADgTlz6nO7iLCUlRcHBwZd8JpurTYr/3dUhOB/P+XQv5Nu9kG/3Qr7dC/nOZfgt17o6BKexWq06cuSIwsLCSuxNtWDPHXLuaE1YMvceAAAAAICrAI8MAwAAAK4CRXGGYkkeLQeKK0a6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkougEAAAAAcBKKbgAAAAAAnISiGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEi9XBwAAAACgaEyK//2ylh9+y7VFFAmAHIx0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTUHQDAAAAAOAkFN0AAAAAADgJRTcAAAAAAE5C0Q0AAAAAgJNQdAMAAAAA4CQU3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk1B0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTUHQDAAAAAOAkXq4OAAAAAMDVYVL875e9juG3XFsEkQAlByPdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTXBVF97Rp01StWjX5+voqOjpaP/zww0X7L1y4ULVr15avr6/q16+vZcuW2c03xui5555ThQoV5Ofnp9jYWO3evduuT7Vq1WSxWOymCRMmFPm+AQAAAADcl8uL7gULFmjEiBEaM2aMtm7dqgYNGiguLk5HjhzJs/+GDRvUs2dP9evXTz/++KO6du2qrl27avv27bY+r776qqZOnaqZM2dq48aNCggIUFxcnNLT0+3W9fzzz+vQoUO26dFHH3XqvgIAAAAA3IvLi+6JEyeqf//+uv/++3Xddddp5syZ8vf317vvvptn/ylTpqhdu3Z64oknVKdOHb3wwgu64YYb9NZbb0k6N8o9efJkjR49Wl26dNH111+v999/XwcPHtSSJUvs1hUYGKiIiAjbFBAQ4OzdBQAAAAC4EZc+MiwzM1NbtmzRqFGjbG0eHh6KjY1VQkJCnsskJCRoxIgRdm1xcXG2gnrv3r1KTExUbGysbX5wcLCio6OVkJCgHj162NonTJigF154QVWqVNE999yj4cOHy8sr70OSkZGhjIwM2+uUlBRJktVqldVqLdiOX0nGuDoC5zPm3wklH/l2L+TbvZBv90K+S6y8vhtbrVYZY67u780oUu6Qc0f3zaVF99GjR5Wdna3w8HC79vDwcO3cuTPPZRITE/Psn5iYaJuf05ZfH0kaMmSIbrjhBpUtW1YbNmzQqFGjdOjQIU2cODHP7Y4fP17jxo3L1Z6UlJTrtPWriX/2aVeHcAUY+Zh0ySpJFlcHA6cj3+6FfLsX8u1eyHdJlddlolarVcnJyTLGyMPD5Sfb4gpwh5yfOnXKoX4uLbpd6fzR8uuvv17e3t4aOHCgxo8fLx8fn1z9R40aZbdMSkqKKleurNDQUAUFBV2RmAsjzTPZ1SE4nzGSkdI8SksW/tMu8ci3eyHf7oV8uxfyXWKFhYXlarNarbJYLAoNDS2xBRjsuUPOfX19Hern0qK7fPny8vT01OHDh+3aDx8+rIiIiDyXiYiIuGj/nH8PHz6sChUq2PVp2LBhvrFER0crKytL+/btU61atXLN9/HxybMY9/DwuLrfRO7yn5jF8u+Eko98uxfy7V7It3sh3yVSft+NLRbL1f/dGUWqpOfc0f1y6d57e3urUaNGWrVqla3NarVq1apViomJyXOZmJgYu/6SFB8fb+sfFRWliIgIuz4pKSnauHFjvuuUpG3btsnDwyPPv8wBAAAAAFAYLj+9fMSIEerTp48aN26sJk2aaPLkyUpNTdX9998vSerdu7cqVqyo8ePHS5KGDh2qVq1a6Y033lDHjh01f/58bd68WbNmzZJ07q8pw4YN04svvqiaNWsqKipKzz77rCIjI9W1a1dJ527GtnHjRrVp00aBgYFKSEjQ8OHDde+996pMmTIuOQ4AAAAAgJLH5UV39+7dlZSUpOeee06JiYlq2LChli9fbrsR2oEDB+yG7Zs1a6Z58+Zp9OjRevrpp1WzZk0tWbJE9erVs/V58sknlZqaqgEDBujkyZNq3ry5li9fbjvn3sfHR/Pnz9fYsWOVkZGhqKgoDR8+PNdd0QEAAAAAuBwWY3hOQ2GkpKQoODhYycnJV/WN1CbF/+7qEJzPGPlnn1aaJzdicQvk272Qb/dCvt0L+S6xht9yba42q9WqI0eOKCwsrMRe3wt77pBzR2vCkrn3AAAAAABcBVx+ejkAAACAkiPPMy1tZzYkX/LMhrxGyoHijJFuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkougEAAAAAcBKKbgAAAAAAnMTL1QEAAAAAQI5J8b9f1vLDb7m2iCIBigYj3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk1B0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOwiPDAAAAAJQYl/vIMYnHjqFoMdINAAAAAICTUHQDAAAAAOAkFN0AAAAAADgJ13QDAAAAwHku97pwrgnH+RjpBgAAAADASSi6AQAAAABwEk4vBwAAAIAixOnpOB8j3QAAAAAAOAlFNwAAAAAATkLRDQAAAACAk3BNNwAAAABcRS73mnCJ68KvJox0AwAAAADgJBTdAAAAAAA4CUU3AAAAAABOQtENAAAAAICTcCM1AAAAAChhLvdmbNyIregw0g0AAAAAgJNQdAMAAAAA4CQU3QAAAAAAOMlVUXRPmzZN1apVk6+vr6Kjo/XDDz9ctP/ChQtVu3Zt+fr6qn79+lq2bJndfGOMnnvuOVWoUEF+fn6KjY3V7t277focP35cvXr1UlBQkEJCQtSvXz+dPn26yPcNAAAAAOC+XH4jtQULFmjEiBGaOXOmoqOjNXnyZMXFxWnXrl0KCwvL1X/Dhg3q2bOnxo8fr9tuu03z5s1T165dtXXrVtWrV0+S9Oqrr2rq1Kl67733FBUVpWeffVZxcXH67bff5OvrK0nq1auXDh06pPj4eJ09e1b333+/BgwYoHnz5l3R/QcAAACAq83l3ohNxqjn9cFFE0wxZzHGGFcGEB0drRtvvFFvvfWWJMlqtapy5cp69NFHNXLkyFz9u3fvrtTUVC1dutTW1rRpUzVs2FAzZ86UMUaRkZF67LHH9Pjjj0uSkpOTFR4erjlz5qhHjx7asWOHrrvuOm3atEmNGzeWJC1fvlwdOnTQ33//rcjIyEvGnZKSouDgYCUnJysoKKgoDoVTXPaHpTgwRv7Zp5XmWVqyWFwdDZyNfLsX8u1eyLd7Id/uhXy7n/8vusPCwuThcVWcYF3kHK0JXTrSnZmZqS1btmjUqFG2Ng8PD8XGxiohISHPZRISEjRixAi7tri4OC1ZskSStHfvXiUmJio2NtY2Pzg4WNHR0UpISFCPHj2UkJCgkJAQW8EtSbGxsfLw8NDGjRt1++2359puRkaGMjIybK+Tk5MlSSdPnpTVai34zl8h6adPuToE5zNGFutppXsYfom7A/LtXsi3eyHf7oV8uxfy7X6M0fz1h3TG4+9C5/zhNtWLOKiilZKSIunc5c0X49Ki++jRo8rOzlZ4eLhde3h4uHbu3JnnMomJiXn2T0xMtM3PabtYnwtPXffy8lLZsmVtfS40fvx4jRs3Lld71apV89s9AAAAAEAhPe3qABx06tQpBQfnfyq9y6/pLi5GjRplN8JutVp1/PhxlStXThb+WudSKSkpqly5sv7666+r+lR/FA3y7V7It3sh3+6FfLsX8u1+3CHnxhidOnXqkpcnu7ToLl++vDw9PXX48GG79sOHDysiIiLPZSIiIi7aP+ffw4cPq0KFCnZ9GjZsaOtz5MgRu3VkZWXp+PHj+W7Xx8dHPj4+dm0hISEX30FcUUFBQSX2A43cyLd7Id/uhXy7F/LtXsi3+ynpOb/YCHcOl17R7u3trUaNGmnVqlW2NqvVqlWrVikmJibPZWJiYuz6S1J8fLytf1RUlCIiIuz6pKSkaOPGjbY+MTExOnnypLZs2WLrs3r1almtVkVHRxfZ/gEAAAAA3JvLTy8fMWKE+vTpo8aNG6tJkyaaPHmyUlNTdf/990uSevfurYoVK2r8+PGSpKFDh6pVq1Z644031LFjR82fP1+bN2/WrFmzJEkWi0XDhg3Tiy++qJo1a9oeGRYZGamuXbtKkurUqaN27dqpf//+mjlzps6ePavBgwerR48eDt25HAAAAAAAR7i86O7evbuSkpL03HPPKTExUQ0bNtTy5cttN0I7cOCA3S3mmzVrpnnz5mn06NF6+umnVbNmTS1ZssT2jG5JevLJJ5WamqoBAwbo5MmTat68uZYvX257RrckzZ07V4MHD1bbtm3l4eGhO++8U1OnTr1yO44i4+PjozFjxuQ6/R8lE/l2L+TbvZBv90K+3Qv5dj/k/F8uf043AAAAAAAlVcl8SjkAAAAAAFcBim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkounHFjR8/XjfeeKMCAwMVFhamrl27ateuXXZ90tPTNWjQIJUrV06lS5fWnXfeqcOHD9v1OXDggDp27Ch/f3+FhYXpiSeeUFZWll2fb775RjfccIN8fHxUo0YNzZkzJ1c806ZNU7Vq1eTr66vo6Gj98MMPRb7P+NeECRNsj/bLQb5Lln/++Uf33nuvypUrJz8/P9WvX1+bN2+2zTfG6LnnnlOFChXk5+en2NhY7d69224dx48fV69evRQUFKSQkBD169dPp0+ftuvz888/q0WLFvL19VXlypX16quv5opl4cKFql27tnx9fVW/fn0tW7bMOTvtprKzs/Xss88qKipKfn5+ql69ul544QWdf49W8l28rV27Vp06dVJkZKQsFouWLFliN/9qyq8jseDiLpbvs2fP6qmnnlL9+vUVEBCgyMhI9e7dWwcPHrRbB/kuPi71+T7fQw89JIvFosmTJ9u1k28HGeAKi4uLM7Nnzzbbt28327ZtMx06dDBVqlQxp0+ftvV56KGHTOXKlc2qVavM5s2bTdOmTU2zZs1s87Oysky9evVMbGys+fHHH82yZctM+fLlzahRo2x9/vzzT+Pv729GjBhhfvvtN/Pmm28aT09Ps3z5cluf+fPnG29vb/Puu++aX3/91fTv39+EhISYw4cPX5mD4WZ++OEHU61aNXP99deboUOH2trJd8lx/PhxU7VqVdO3b1+zceNG8+eff5oVK1aYPXv22PpMmDDBBAcHmyVLlpiffvrJdO7c2URFRZkzZ87Y+rRr1840aNDAfP/992bdunWmRo0apmfPnrb5ycnJJjw83PTq1cts377dfPTRR8bPz8/897//tfX57rvvjKenp3n11VfNb7/9ZkaPHm1KlSplfvnllytzMNzASy+9ZMqVK2eWLl1q9u7daxYuXGhKly5tpkyZYutDvou3ZcuWmWeeecYsXrzYSDKffvqp3fyrKb+OxIKLu1i+T548aWJjY82CBQvMzp07TUJCgmnSpIlp1KiR3TrId/Fxqc93jsWLF5sGDRqYyMhIM2nSJLt55NsxFN1wuSNHjhhJ5ttvvzXGnPulXqpUKbNw4UJbnx07dhhJJiEhwRhz7peEh4eHSUxMtPWZMWOGCQoKMhkZGcYYY5588klTt25du211797dxMXF2V43adLEDBo0yPY6OzvbREZGmvHjxxf9jrq5U6dOmZo1a5r4+HjTqlUrW9FNvkuWp556yjRv3jzf+Var1URERJjXXnvN1nby5Enj4+NjPvroI2OMMb/99puRZDZt2mTr89VXXxmLxWL++ecfY4wx06dPN2XKlLHlP2fbtWrVsr3u1q2b6dixo932o6OjzcCBAy9vJ2HTsWNH88ADD9i13XHHHaZXr17GGPJd0lz4pfxqyq8jsaBgLlaE5fjhhx+MJLN//35jDPkuzvLL999//20qVqxotm/fbqpWrWpXdJNvx3F6OVwuOTlZklS2bFlJ0pYtW3T27FnFxsba+tSuXVtVqlRRQkKCJCkhIUH169dXeHi4rU9cXJxSUlL066+/2vqcv46cPjnryMzM1JYtW+z6eHh4KDY21tYHRWfQoEHq2LFjrpyQ75Ll888/V+PGjXX33XcrLCxM//nPf/T222/b5u/du1eJiYl2eQgODlZ0dLRdvkNCQtS4cWNbn9jYWHl4eGjjxo22Pi1btpS3t7etT1xcnHbt2qUTJ07Y+lzsPYHL16xZM61atUq///67JOmnn37S+vXr1b59e0nku6S7mvLrSCwoesnJybJYLAoJCZFEvksaq9Wq++67T0888YTq1q2baz75dhxFN1zKarVq2LBhuummm1SvXj1JUmJiory9vW2/wHOEh4crMTHR1uf8Aixnfs68i/VJSUnRmTNndPToUWVnZ+fZJ2cdKBrz58/X1q1bNX78+FzzyHfJ8ueff2rGjBmqWbOmVqxYoYcfflhDhgzRe++9J+nffF0sD4mJiQoLC7Ob7+XlpbJlyxbJe4J8F52RI0eqR48eql27tkqVKqX//Oc/GjZsmHr16iWJfJd0V1N+HYkFRSs9PV1PPfWUevbsqaCgIEnku6R55ZVX5OXlpSFDhuQ5n3w7zsvVAcC9DRo0SNu3b9f69etdHQqc5K+//tLQoUMVHx8vX19fV4cDJ7NarWrcuLFefvllSdJ//vMfbd++XTNnzlSfPn1cHB2K2scff6y5c+dq3rx5qlu3rrZt26Zhw4YpMjKSfAMl2NmzZ9WtWzcZYzRjxgxXhwMn2LJli6ZMmaKtW7fKYrG4Opxij5FuuMzgwYO1dOlSrVmzRpUqVbK1R0REKDMzUydPnrTrf/jwYUVERNj6XHh365zXl+oTFBQkPz8/lS9fXp6ennn2yVkHLt+WLVt05MgR3XDDDfLy8pKXl5e+/fZbTZ06VV5eXgoPDyffJUiFChV03XXX2bXVqVNHBw4ckPRvvi6Wh4iICB05csRuflZWlo4fP14k7wnyXXSeeOIJ22h3/fr1dd9992n48OG2s1rId8l2NeXXkVhQNHIK7v379ys+Pt42yi2R75Jk3bp1OnLkiKpUqWL7/rZ//3499thjqlatmiTyXRAU3bjijDEaPHiwPv30U61evVpRUVF28xs1aqRSpUpp1apVtrZdu3bpwIEDiomJkSTFxMTol19+sfug5/ziz/nCHxMTY7eOnD456/D29lajRo3s+litVq1atcrWB5evbdu2+uWXX7Rt2zbb1LhxY/Xq1cv2M/kuOW666aZcjwD8/fffVbVqVUlSVFSUIiIi7PKQkpKijRs32uX75MmT2rJli63P6tWrZbVaFR0dbeuzdu1anT171tYnPj5etWrVUpkyZWx9LvaewOVLS0uTh4f9VwlPT09ZrVZJ5Luku5ry60gsuHw5Bffu3bu1cuVKlStXzm4++S457rvvPv388892398iIyP1xBNPaMWKFZLId4G4+k5ucD8PP/ywCQ4ONt988405dOiQbUpLS7P1eeihh0yVKlXM6tWrzebNm01MTIyJiYmxzc95hNStt95qtm3bZpYvX25CQ0PzfITUE088YXbs2GGmTZuW5yOkfHx8zJw5c8xvv/1mBgwYYEJCQuzuko2id/7dy40h3yXJDz/8YLy8vMxLL71kdu/ebebOnWv8/f3Nhx9+aOszYcIEExISYj777DPz888/my5duuT5iKH//Oc/ZuPGjWb9+vWmZs2ado8gOXnypAkPDzf33Xef2b59u5k/f77x9/fP9QgSLy8v8/rrr5sdO3aYMWPG8AipItanTx9TsWJF2yPDFi9ebMqXL2+efPJJWx/yXbydOnXK/Pjjj+bHH380kszEiRPNjz/+aLtb9dWUX0diwcVdLN+ZmZmmc+fOplKlSmbbtm123+HOvzM1+S4+LvX5vtCFdy83hnw7iqIbV5ykPKfZs2fb+pw5c8Y88sgjpkyZMsbf39/cfvvt5tChQ3br2bdvn2nfvr3x8/Mz5cuXN4899pg5e/asXZ81a9aYhg0bGm9vb3PNNdfYbSPHm2++aapUqWK8vb1NkyZNzPfff++M3cZ5Liy6yXfJ8sUXX5h69eoZHx8fU7t2bTNr1iy7+Var1Tz77LMmPDzc+Pj4mLZt25pdu3bZ9Tl27Jjp2bOnKV26tAkKCjL333+/OXXqlF2fn376yTRv3tz4+PiYihUrmgkTJuSK5eOPPzbXXnut8fb2NnXr1jVffvll0e+wG0tJSTFDhw41VapUMb6+vuaaa64xzzzzjN0XcPJdvK1ZsybP/7P79OljjLm68utILLi4i+V77969+X6HW7NmjW0d5Lv4uNTn+0J5Fd3k2zEWY4y5EiPqAAAAAAC4G67pBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASim4AAAAAAJyEohsAAAAAACeh6AYAAAAAwEkougEAAAAAcBKKbgAAAAAAnISiGwAAAAAAJ6HoBgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAChiffv2VbVq1Yp0nXPmzJHFYtG+ffuKdL24+lSrVk19+/Z1dRgAgCJC0Q0AuCr98ccfGjhwoK655hr5+voqKChIN910k6ZMmaIzZ864Ojynefnll7VkyRJXh2GTU+xbLBatX78+13xjjCpXriyLxaLbbrvNBRHmb9++fbbYL5yaNm3q0tg2bNigsWPH6uTJky6NAwDgfF6uDgAAgAt9+eWXuvvuu+Xj46PevXurXr16yszM1Pr16/XEE0/o119/1axZs1wdplO8/PLLuuuuu9S1a1e79vvuu089evSQj4+PS+Ly9fXVvHnz1Lx5c7v2b7/9Vn///bfL4nJEz5491aFDB7u20NBQF0VzzoYNGzRu3Dj17dtXISEhdvN27dolDw/GRQCgpKDoBgBcVfbu3asePXqoatWqWr16tSpUqGCbN2jQIO3Zs0dffvmlCyN0DU9PT3l6erps+x06dNDChQs1depUeXn9+/Vh3rx5atSokY4ePeqy2C7lhhtu0L333uvqMBx2Nf8BAwBQcPwZFQBwVXn11Vd1+vRpvfPOO3YFd44aNWpo6NChkv49fXjOnDm5+lksFo0dO9b2euzYsbJYLPr999917733Kjg4WKGhoXr22WdljNFff/2lLl26KCgoSBEREXrjjTfs1pffNdXffPONLBaLvvnmm4vu1+uvv65mzZqpXLly8vPzU6NGjbRo0aJcMaempuq9996znQadc23vhdu/7bbbdM011+S5rZiYGDVu3Niu7cMPP1SjRo3k5+ensmXLqkePHvrrr78uGvP5evbsqWPHjik+Pt7WlpmZqUWLFumee+4p9D5LUnx8vJo3b66QkBCVLl1atWrV0tNPP23X580331TdunXl7++vMmXKqHHjxpo3b57D8eendevWat26da72C6/Lz3mvvf7665o1a5aqV68uHx8f3Xjjjdq0aVOu5Xfu3Klu3bopNDRUfn5+qlWrlp555hlJ596LTzzxhCQpKirKluuc3OZ1Tfeff/6pu+++W2XLlpW/v7+aNm2a649POe/Fjz/+WC+99JIqVaokX19ftW3bVnv27Cn8QQIAXBaKbgDAVeWLL77QNddco2bNmjll/d27d5fVatWECRMUHR2tF198UZMnT9Ytt9yiihUr6pVXXlGNGjX0+OOPa+3atUW23SlTpug///mPnn/+eb388svy8vLS3XffbVc4ffDBB/Lx8VGLFi30wQcf6IMPPtDAgQPz3Y+9e/fmKvj279+v77//Xj169LC1vfTSS+rdu7dq1qypiRMnatiwYVq1apVatmzp8DXF1apVU0xMjD766CNb21dffaXk5GS7bRV0n3/99VfddtttysjI0PPPP6833nhDnTt31nfffWfr8/bbb2vIkCG67rrrNHnyZI0bN04NGzbUxo0bHYo9LS1NR48etZvOnj3r0LIXmjdvnl577TUNHDhQL774ovbt26c77rjDbn0///yzoqOjtXr1avXv319TpkxR165d9cUXX0iS7rjjDvXs2VOSNGnSJFuu8zvl/fDhw2rWrJlWrFihRx55RC+99JLS09PVuXNnffrpp7n6T5gwQZ9++qkef/xxjRo1St9//7169epVqP0FABQBAwDAVSI5OdlIMl26dHGo/969e40kM3v27FzzJJkxY8bYXo8ZM8ZIMgMGDLC1ZWVlmUqVKhmLxWImTJhgaz9x4oTx8/Mzffr0sbXNnj3bSDJ79+61286aNWuMJLNmzRpbW58+fUzVqlXt+qWlpdm9zszMNPXq1TM333yzXXtAQIDddvPbfnJysvHx8TGPPfaYXb9XX33VWCwWs3//fmOMMfv27TOenp7mpZdesuv3yy+/GC8vr1zt+W1306ZN5q233jKBgYG2fbn77rtNmzZtjDHGVK1a1XTs2LHA+zxp0iQjySQlJeUbQ5cuXUzdunUvGmdect4feU05+WrVqpVp1apVrmUvzGHOusqVK2eOHz9ua//ss8+MJPPFF1/Y2lq2bGkCAwNtOchhtVptP7/22mt5vp+MOXcsz38PDBs2zEgy69ats7WdOnXKREVFmWrVqpns7GxjzL/vxTp16piMjAxb3ylTphhJ5pdffrno8QIAOAcj3QCAq0ZKSookKTAw0GnbePDBB20/e3p6qnHjxjLGqF+/frb2kJAQ1apVS3/++WeRbdfPz8/284kTJ5ScnKwWLVpo69athVpfUFCQ2rdvr48//ljGGFv7ggUL1LRpU1WpUkWStHjxYlmtVnXr1s1upDciIkI1a9bUmjVrHN5mt27ddObMGS1dulSnTp3S0qVL8z21XHJsn3NuIvbZZ5/JarXmuZ6QkBD9/fffeZ7G7YgBAwYoPj7ebmrQoEGh1tW9e3eVKVPG9rpFixaSZHuvJCUlae3atXrggQdsOchhsVgKtc1ly5apSZMmdjexK126tAYMGKB9+/bpt99+s+t///33y9vbO98YAQBXFjdSAwBcNYKCgiRJp06dcto2LiyEgoOD5evrq/Lly+dqP3bsWJFtd+nSpXrxxRe1bds2ZWRk2NoLW4hJ5wrAJUuWKCEhQc2aNdMff/yhLVu2aPLkybY+u3fvljFGNWvWzHMdpUqVcnh7oaGhio2N1bx585SWlqbs7Gzddddd+fZ3ZJ+7d++u//3vf3rwwQc1cuRItW3bVnfccYfuuusu2x28n3rqKa1cuVJNmjRRjRo1dOutt+qee+7RTTfd5FDcNWvWVGxsrMP7eTEXvn9yCvATJ05I+rewrVevXpFsTzp3yUB0dHSu9jp16tjmn7+9S8UIALiyKLoBAFeNoKAgRUZGavv27Q71z69gzc7OzneZvO4Ant9dwc8fQS7MtnKsW7dOnTt3VsuWLTV9+nRVqFBBpUqV0uzZsy/rZmCdOnWSv7+/Pv74YzVr1kwff/yxPDw8dPfdd9v6WK1WWSwWffXVV3nuZ+nSpQu0zXvuuUf9+/dXYmKi2rdvn+txVzkc3Wc/Pz+tXbtWa9as0Zdffqnly5drwYIFuvnmm/X111/L09NTderU0a5du7R06VItX75cn3zyiaZPn67nnntO48aNK1D8F7JYLHZ5zpFfXh15r7hacYgRANwJRTcA4Kpy2223adasWUpISFBMTMxF++aM4F14M7D9+/cXeVyXs61PPvlEvr6+WrFihd3joGbPnp2rb0FGvgMCAnTbbbdp4cKFmjhxohYsWKAWLVooMjLS1qd69eoyxigqKkrXXnutw+vOz+23366BAwfq+++/14IFC/LtV5B99vDwUNu2bdW2bVtNnDhRL7/8sp555hmtWbPGNkIdEBCg7t27q3v37srMzNQdd9yhl156SaNGjZKvr2+h96dMmTJ5nnZd2PdQzh3lL/WHo4LkuWrVqtq1a1eu9p07d9rmAwCuXlzTDQC4qjz55JMKCAjQgw8+qMOHD+ea/8cff2jKlCmSzo2Mly9fPtddxqdPn17kcVWvXl2S7LaVnZ2tWbNmXXJZT09PWSwWu9HTffv2acmSJbn6BgQEOHxHcenc6dkHDx7U//73P/3000/q3r273fw77rhDnp6eGjduXK6RTmNMgU+hL126tGbMmKGxY8eqU6dO+fZzdJ+PHz+ea9mGDRtKku2U9Atj9Pb21nXXXSdjTKHvQp6jevXq2rlzp5KSkmxtP/30k93d0wsiNDRULVu21LvvvqsDBw7YzTv/+AcEBEjK/UecvHTo0EE//PCDEhISbG2pqamaNWuWqlWrpuuuu65QsQIArgxGugEAV5Xq1atr3rx56t69u+rUqaPevXurXr16yszM1IYNG7Rw4UK7Zxg/+OCDmjBhgh588EE1btxYa9eu1e+//17kcdWtW1dNmzbVqFGjdPz4cZUtW1bz589XVlbWJZft2LGjJk6cqHbt2umee+7RkSNHNG3aNNWoUUM///yzXd9GjRpp5cqVmjhxoiIjIxUVFZXn9bw5OnTooMDAQD3++OPy9PTUnXfeaTe/evXqevHFFzVq1Cjt27dPXbt2VWBgoPbu3atPP/1UAwYM0OOPP16gY9GnT58i2+fnn39ea9euVceOHVW1alUdOXJE06dPV6VKlWw3Drv11lsVERGhm266SeHh4dqxY4feeustdezY8bJvuvfAAw9o4sSJiouLU79+/XTkyBHNnDlTdevWtd3Yr6CmTp2q5s2b64YbbtCAAQMUFRWlffv26csvv9S2bdskncuzJD3zzDPq0aOHSpUqpU6dOtmK8fONHDlSH330kdq3b68hQ4aobNmyeu+997R371598skntmvfAQBXKdfcNB0AgIv7/fffTf/+/U21atWMt7e3CQwMNDfddJN58803TXp6uq1fWlqa6devnwkODjaBgYGmW7du5siRI/k+MuzCR1P16dPHBAQE5Np+q1atcj2m6o8//jCxsbHGx8fHhIeHm6efftrEx8c79Miwd955x9SsWdP4+PiY2rVrm9mzZ9tiOt/OnTtNy5YtjZ+fn5Fke3RUfo8sM8aYXr16GUkmNjY23+P5ySefmObNm5uAgAATEBBgateubQYNGmR27dqV7zLnb3fTpk0X7ZfXI8Mc2edVq1aZLl26mMjISOPt7W0iIyNNz549ze+//27r89///te0bNnSlCtXzvj4+Jjq1aubJ554wiQnJ180ppzHfL322msX7ffhhx+aa665xnh7e5uGDRuaFStW5PvIsLzWdeF7zRhjtm/fbm6//XYTEhJifH19Ta1atcyzzz5r1+eFF14wFStWNB4eHna5vfCRYcace+/dddddtvU1adLELF261K5PziPDFi5cmOdxyOvRegAA57MYw101AAAAAABwBs5HAgAAAADASSi6AQAAAABwEopuAAAAAACchKIbAAAAAAAnoegGAAAAAMBJKLoBAAAAAHASL1cHUFxZrVYdPHhQgYGBslgsrg4HAAAAAHAFGWN06tQpRUZGysMj//Fsiu5COnjwoCpXruzqMAAAAAAALvTXX3+pUqVK+c6n6C6kwMBASecOcFBQkIujKfmsVquSkpIUGhp60b8ioWQh7+6L3Lsvcu+eyLv7IvfuqyTkPiUlRZUrV7bVhvmh6C6knFPKg4KCKLqvAKvVqvT0dAUFBRXbDyUKjry7L3Lvvsi9eyLv7ovcu6+SlPtLXW5cvPcOAAAAAICrGEU3AAAAAABOQtENAAAAAICTcE23ExljlJWVpezsbFeHUmyUKlVKnp6erg4DAAAAAIoERbeTZGZm6tChQ0pLS3N1KMWKxWJRpUqVVLp0aVeHAgAAAACXjaLbCaxWq/bu3StPT09FRkbK29v7kne0w7kzA5KSkvT333+rZs2ajHgDAAAAKPYoup0gMzNTVqtVlStXlr+/v6vDKVZCQ0O1b98+nT17lqIbAAAAQLFXIm6ktnbtWnXq1EmRkZGyWCxasmTJJZf55ptvdMMNN8jHx0c1atTQnDlzijyu4v68OVfgjAAAAAAAJUmJqApTU1PVoEEDTZs2zaH+e/fuVceOHdWmTRtt27ZNw4YN04MPPqgVK1Y4OVIAAAAAgDspEaeXt2/fXu3bt3e4/8yZMxUVFaU33nhDklSnTh2tX79ekyZNUlxcnLPCBAAAAIDLY4x09qyUmXluyvn5/LasLCk7+99/c6bzX19sXna2ZLWe21bOvzlTQV5fYj8CTp2SSpeWLna262OPScX8kt0SUXQXVEJCgmJjY+3a4uLiNGzYsHyXycjIUEZGhu11SkqKpHM3TbNarXZ9rVarjDG2CY7LOWYXHtecY3rhsUbJRt7dF7l3X+TePZF391Vscm+MlJ5+bjpz5tyU1885fTIy/p3S02U572e7f3N+zsy0b7tIUW3JynL10SgSHpICHehnHThQ8vV1djiF4uj71i2L7sTERIWHh9u1hYeHKyUlRWfOnJGfn1+uZcaPH69x48blak9KSlJ6erpd29mzZ2W1WpWVlaWsYvihSExM1IQJE/TVV1/pn3/+UVhYmK6//noNGTJEN998s2rWrKn9+/frgw8+UPfu3e2WbdCggXbs2KH//e9/6t27tyTZ+p+vYsWK2rt3b65tZ2VlyWq16tixYypVqpSt3Wq1Kjk5WcYYrpV3I+TdfZF790Xu3RN5d19FknurVZbU1HPTmTOypKX9++/5Pzsy7/+LZktGhizp6eem///5ama8vWVKlZJKlZLx8pJKlZI8PM797OmZ+2dPT8nLS/LwkDw9z807/2eL5dzr///XWCznfr7IZHL650xS/iPYFouMMcrMzLR/0lMe/U+dOiVzlf5R5tSpUw71c8uiuzBGjRqlESNG2F6npKSocuXKCg0NVVBQkF3f9PR0nTp1Sl5eXvLyKl6HeN++fWrevLlCQkL06quvqn79+jp79qxWrFihoUOHaseOHZKkypUr64MPPlCvXr1sy37//fc6fPiwAgIC5OHhYbfv48aNU//+/W2vPT098zw2Xl5e8vDwULly5eR73l+0rFarLBaLQkND+c/YjZB390Xu3Re5d0/k3U1lZ8t67Ji8jh1T2ePH5ZGaKqWkSKdOSadPSykpspw69W9bSoqtXadO2dosp09f0bCNp6fk53du9NXPz/5nX1/Jx+fclPPzBW3m/DZv79z9vL3P/Vuq1Lmfvb3//TmvNk9Pu2L1/LL1ar5FsdVqVUpSkgIv8bm/Ose4z/F1cAS+eFWERSQiIkKHDx+2azt8+LCCgoLyHOWWJB8fH/n4+ORq9/DwyPUm8fDwkMVisU0yRkpLK7odKAh//4tfI3GBQYMGyWKx6IcfflBAQICtvV69eurXr5/tr1C9evXSpEmT9Pfff6ty5cqSpNmzZ6tXr156//33/933/xcUFKQKFSpccvs5y+V1XPNrR8lG3t0XuXdf5N49kfdiLCtLOnFCOnZMOn487ymveSdPykNSWFHF4eEhBQSc+/4bEFDwn/39z03nF9AXFtV+frJc5qDa1VwIX2nF/XPvaNxuWXTHxMRo2bJldm3x8fGKiYlxzgbT0s7dIMAVTp8+90vEAcePH9fy5cv10ksv2RXcOUJCQmw/h4eHKy4uTu+9955Gjx6ttLQ0LViwQN9++63ef//9oooeAAAArpKeLh069O908KD965y2o0cvazPW0qVlKVNGluBgKTBQCgoq2L85P/v6FmiwCbhSSkTRffr0ae3Zs8f2eu/evdq2bZvKli2rKlWqaNSoUfrnn39sxeBDDz2kt956S08++aQeeOABrV69Wh9//LG+/PJLV+3CVWHPnj0yxqh27doO9X/ggQf02GOP6ZlnntGiRYtUvXp1NWzYMM++Tz31lEaPHm17/fLLL2vIkCFFETYAAAAKwphzI89790r79kl//513MX3yZMHWGxIilS1rP5Url7vtvMkaHKwjJ04oLCxMlmI62glcSokoujdv3qw2bdrYXudce92nTx/NmTNHhw4d0oEDB2zzo6Ki9OWXX2r48OGaMmWKKlWqpP/973/Oe1yYv/+5EWdXKMDt9Qt6p/WOHTtq4MCBWrt2rd5991098MAD+fZ94okn1LdvX9vr8uXLF2hbAAAAKIDU1HNFdX6TgzeAkq+vVKGC/RQZmbutbNlz1xYX1FV6gyygKJWIort169YXLRjnzJmT5zI//vijE6M6j8Xi8CnerlSzZk1ZLBbt3LnTof5eXl667777NGbMGG3cuFGffvppvn3Lly+vGjVqFFWoAAAA7s1qlQ4ckPbsybuoPnLk0uuoUEGKipIqV86/oA4J4ZRt4DKViKIbRaNs2bKKi4vTtGnTNGTIkFzXdZ88edLuum7p3Cnmr7/+urp3764yZcpcwWgBAADcQEqKtGtX7un3389dc30xISHniuqc6Zpr/v25atVzNwYD4HQU3bAzbdo03XTTTWrSpImef/55XX/99crKylJ8/P+1d9/hUZTrG8fvTSeEUCQJAqEjTZogCGIFBaX+bIgIiICCUiT0I+WgR7oBKcIRBCwgRREbggiiSJUqKIJ0FUKCQBJaErLz++M9SYgJGJDsZHe/n+vKRfad2Z1n8ySQm5l535WaPn16+pJhaapUqaKTJ08q+BouYwcAAMBlUlPNvdVpgfqXXzI+j4m58vP8/U2QvjxMX/75X06WALAHoRuZlCtXTtu2bdNrr72mfv366fjx4woLC1OdOnU0ffr0bJ9z0003ubhKAAAAN5SaKh04IP34o/n46ScTsPfvl5KTr/y8YsWkSpWyfpQpI/3D5asA5D5+SpHFzTffrKlTp2rq1KnZbj98+PBVn3/mLzNd/t3+AAAAHufkSWnXroyAvWuXtHu3dOFC9vsHBUkVK2YO1ZUrS7fcIhUs6NraAdxQhG4AAADgeiUnm7PVaeE6LWAfO5b9/vnySbfeKtWoYf6sUsUE7FKlJJbMAjwSoRsAAADIicREaft2acsWads2aedOE7gvXcp+/3LlTLiuUUOqXt38Wb789S2tBcBtEboBAACAvzp71gTsrVtNyN661Uxslt0ytQULZoTrtIB9661SgQKurxtAnkPoBgAAgHc7d07asSMjXG/ZYs5gZxewIyOlOnXMR61aJmRHRrKWNYArInTnIiu7v6hxVXzNAABArkpKMmewf/ghI2Tv2SM5nVn3LVFCqlvXBOy0P8PDXV8zALdG6M4F/v7+kqTz588rX758NlfjXpL/t1yGL/c6AQCAGyEmRtqwQVq/3nxs3WqC918VL54RrNM+ihVzfb0APA6hOxf4+vqqUKFCio2NlSQFBwfLwSVHf8vpdCouLk7BwcHyY81JAABwrS5dMstypQXsDRukgwez7hcWJtWvnzlk33yz6+sF4BVINrmk2P/+ZzQteCNnfHx8VKpUKf6TAgAA/L3Tp6WNGzMC9qZNZgK0yzkcZmKzBg2khg3NR/ny3IMNwGUI3bnE4XDo5ptvVnh4uFJSUuwux20EBATIhzUqAQBAdo4dk1atkr77zgTtn3/Ouk9oqHTHHRkBu149M7s4ANiE0J3LfH19uT8ZAADgeiQkSN9+K339tfnILmRXrJgRsBs2lKpUYR1sAHkKoRsAAAB5Q3KytHlzRsjevFlKTc3Y7nCY+6/vv1+6805zyXhYmH31AkAOELoBAABgD6dT2rVLWrlShb/8Uo6NG6Xz5zPvU7Gi1Lix1KSJdN99UpEi9tQKANeJ0A0AAADXOXIk40z2qlVSXJx8JAWmbQ8LMwG7SRMTtkuXtrFYAPjnCN0AAADIPU6n9MMP0iefSJ9+Kv30U+bt+fPLuvtuJdarp5A2beRTo4bEpKoAPAihGwAAADfWhQvmTPann0qffSadOJGxzdfXrJGddja7fn1Zfn46HxurkPBwAjcAj0PoBgAAwD8XGyt9/rkJ2l99ZYJ3mtBQ6aGHpFatzJ+FC2d+rtPp2loBwIUI3QAAALh2liX98osJ2Z9+Km3YYMbSREZKrVuboH3PPVJAgH21AoCNCN0AAADImUuXpPXrM4L2r79m3n7bbRlBu2ZNs8QXAHg5QjcAAACuzOk0Z7HnzZMWL5ZOnszYFhBg1sxu1Upq2VIqWdK+OgEgjyJ0AwAAIKvdu03Q/uADs8xXmiJFpObNTdB+8EFzvzYA4IoI3QAAADCOHDEhe/58adeujPGQEOmRR6T27c2ZbT9+hQSAnOJvTAAAAG928qS5bHz+fOn77zPG/f2lhx82QbtFCylfPvtqBAA3RugGAADwNufOmYnQ5s2TVqwwE6RJZuKze+4xQfvRR7Mu7QUAuGaEbgAAAG+QkiKtXGmC9tKl0vnzGdtq15aeekp68kkmQwOAG4zQDQAA4Ml+/VWaNUuaO1eKjc0YL1fOnNFu106qUsW28gDA0xG6AQAAPE1SkrRkiTRzpvTNNxnj4eFS27YmbNerxzraAOAChG4AAABPsWePCdrvviv9+acZczikZs2kbt3MhGj+/vbWCABehtANAADgzs6flz78UHrrLWnduozxkiWlLl2kZ5+VSpWyrz4A8HKEbgAAAHe0c6c5q/3++1J8vBnz9TVns7t1M2e3fX3trREAQOgGAABwG2fPSgsWmLC9eXPGeJkyUteuUufOUvHitpUHAMiK0A0AAJDX7dghTZ8uzZ9vgrdk7s1u08ac1W7cWPLxsbNCAMAVELoBAADyouRkMwP51KmZ79WuWNEE7U6dzGzkAIA8jdANAACQlxw7ZiZF++9/pZgYM+bnJz32mNS9u3T33Sz1BQBuhNANAABgN8uS1q83Z7U//FC6dMmM33yzCdrdupnPAQBuh9ANAABgl/PnpQ8+MGF7x46M8UaNpJ49pf/7PykgwLbyAAD/HKEbAADA1Q4eNBOjvf22dPq0GcuXT2rfXnrxRalWLVvLAwDcOIRuAAAAV3A6pa+/Nme1P//cXFIuSWXLSi+8ID37rFSkiL01AgBuOEI3AABAbkpMlObMkaZNk/btyxh/8EGpVy/poYckX1/76gMA5CpCNwAAQG44dkyaPFmaMUOKjzdjBQpInTubM9uVKtlbHwDAJQjdAAAAN9JPP0mvvy69/76UkmLGbrlF6tNH6tDBBG8AgNcgdAMAAPxTliWtWSNNmCAtW5Yx3qiR1L+/1LKl5ONjW3kAAPt4zN/+06ZNU5kyZRQUFKT69etr8+bNV91/0qRJqlSpkvLly6fIyEj17dtXFy9edFG1AADAI1y6JC1YIN1+u3T//SZwOxzSo49KGzZIa9dKrVsTuAHAi3nEme6FCxcqKipKM2bMUP369TVp0iQ1bdpUe/fuVXh4eJb958+fr8GDB2v27Nlq2LCh9u3bp2eeeUYOh0PR0dE2vAMAAOBWzp41y31NnCgdOWLGgoLM/dpRUVKFCvbWBwDIMzwidEdHR6tbt27q3LmzJGnGjBn64osvNHv2bA0ePDjL/uvXr9edd96pp556SpJUpkwZtWvXTps2bXJp3QAAwM3ExEhTppg1ttPW1y5aVOrZ00yOFhZmb30AgDzH7UN3cnKytm7dqiFDhqSP+fj4qEmTJtqwYUO2z2nYsKHef/99bd68WfXq1dPBgwe1bNkydejQ4YrHSUpKUlJSUvrjhIQESZLT6ZTT6bxB7wZX4nQ6ZVkWX2svQ9+9F733Xnm293v2yBEdLb3/vhzJyZIkq0IFWX37Sh07SsHBZr+8VrebyLN9R66j997LE3qf09rdPnSfPHlSqampioiIyDQeERGhX375JdvnPPXUUzp58qQaNWoky7J06dIlde/eXf/617+ueJzRo0dr5MiRWcbj4uK4F9wFnE6n4uPjZVmWfLgvzmvQd+9F771XXuu9/6ZNyj9tmoJWrkwfS65bV+d69FBS06Zmfe2zZ80Hrlte6ztch957L0/ofWJiYo72c/vQfT3WrFmjUaNG6c0331T9+vW1f/9+9enTR6+++qqGDRuW7XOGDBmiqKio9McJCQmKjIxUWFiYQkNDXVW613I6nXI4HAoLC3PbH0pcO/ruvei998oTvXc6pc8/l2P8eDnWr5ckWQ6H1KqVrP795dewoQraU5nHyhN9hy3ovffyhN4HBQXlaD+3D91FixaVr6+vTpw4kWn8xIkTKlasWLbPGTZsmDp06KCuXbtKkqpXr65z587pueee08svv5xt0wMDAxUYGJhl3MfHx22/SdyNw+Hg6+2F6Lv3ovfey7beJydL8+dL48dLP/9sxgICpE6d5OjfX7rlFjlcW5FX4Wfee9F77+Xuvc9p3e757i4TEBCgOnXqaNWqVeljTqdTq1atUoMGDbJ9zvnz57N8gXx9fSVJlmXlXrEAACDvSUyUoqOl8uXN7OM//yyFhkqDBkmHD0tvvSXdcovdVQIA3JTbn+mWpKioKHXq1El169ZVvXr1NGnSJJ07dy59NvOOHTuqRIkSGj16tCSpZcuWio6OVu3atdMvLx82bJhatmyZHr4BAICHi42VJk+Wpk2TzpwxY8WKSX37Ss8/LxXkInIAwD9nS+g+d+6c8ufPf8Ner23btoqLi9Pw4cMVExOjWrVqafny5emTqx09ejTTme2hQ4fK4XBo6NCh+uOPPxQWFqaWLVvqtddeu2E1AQCAPOrgQWnCBGnOHCltMtSKFaWBA6UOHaRsbicDAOB6OSwbrqcOCQnRE088oWeffVaNGjVy9eFviISEBBUsWFDx8fFMpOYCTqdTsbGxCg8Pd9t7PnDt6Lv3ovfeK1d7v327NHastHhxxtJet99uLiNv08bMRA5b8DPvvei99/KE3uc0E9ry7t5//32dOnVK999/v2655RaNGTNGx44ds6MUAADgySxLWr1aatpUuu02aeFCE7ibNjXjmzZJjz5K4AYA5BpbQnebNm20dOlS/fHHH+revbvmz5+v0qVLq0WLFlqyZIkuXbpkR1kAAMBTpKaaM9r16kmNG0tffSX5+Ejt2pkz3suXS/fdJzmYjxwAkLtsPY8fFhamqKgo/fjjj4qOjtbXX3+txx57TMWLF9fw4cN1/vx5O8sDAADu5sIFacYMqVIl6YknpC1bpKAg6cUXpf37zZJgtWrZXSUAwIvYOnv5iRMn9M4772ju3Lk6cuSIHnvsMXXp0kW///67xo4dq40bN+qrr76ys0QAAOAOTp2Spk83s5HHxpqxIkWknj3NR1iYvfUBALyWLaF7yZIlmjNnjlasWKGqVavqhRde0NNPP61ChQql79OwYUNVqVLFjvIAAIC7+O03aeJEs5b2uXNmrFQpqV8/qUsX6QaulgIAwPWwJXR37txZTz75pNatW6fbb789232KFy+ul19+2cWVAQAAt7B7tzR+vLlcPG0umBo1zLJfTzwh+fvbWx8AAP9jS+g+fvy4goODr7pPvnz5NGLECBdVBAAA8jzLktaulcaNk774ImP8vvvMsl8PPsjEaACAPMeWidQKFCig2LT7rS7z559/ypclOwAAwOWcTunjj6UGDaR77jGB2+GQHntM2rw5Y0kwAjcAIA+y5Uy3ZVnZjiclJSkgIMDF1QAAgDwpKUl67z1zGfm+fWYsMFDq3Nncs12hgr31AQCQAy4N3ZMnT5YkORwOzZo1SyEhIenbUlNT9d1336ly5cquLAkAAOQxjsRE6d13pUmTpOPHzWChQmbZr169pIgIO8sDAOCauDR0T5w4UZI50z1jxoxMl5IHBASoTJkymjFjhitLAgAAecWJE3JMmqSwN9+UT0KCGStZUoqKkrp2lQoUsLc+AACug0tD96FDhyRJ9913n5YsWaLChQu78vAAACAvOnhQmjBBmj1bjqQkOSRZVarIMXCg9NRTEreeAQDcmC33dH/zzTd2HBYAAOQlO3dKY8dKCxeaydIkWfXr60z37ir49NNy+NnyawoAADeUy/41i4qK0quvvqr8+fMrKirqqvtGR0e7qCoAAOBSact+jRkjffllxnizZtLgwbIaNVJSXJzkY8sCKwAA3HAuC93bt29XSkpK+udX4mC5DwAAPI/TKX3+uQnbGzaYMR8f6YknpIEDpdq1M/YDAMCDuCx0X35JOZeXAwDgJVJSpPnzpXHjpJ9/NmNpy3717y+VL29vfQAA5DJulgIAADfeuXPSrFnS669Lv/1mxkJDpRdekPr0kYoVs7c+AABcxGWh+5FHHsnxvkuWLMnFSgAAQK6JjZWmTpWmTZNOnTJjERFS375S9+5SwYL21gcAgIu5LHQX5B9ZAAA81/79UnS0NGeOdPGiGStf3lxC/swzUlCQreUBAGAXl4XuOXPmuOpQAADAVX74QRo/Xvroo4xJ0G6/XRo0SGrTRvL1tbU8AADsxj3dAADg2liWtGKFmRzt8slRH35YGjBAuuceidVIAACQ5MLQfdttt2nVqlUqXLiwateufdWlwbZt2+aqsgAAQE6lpEgLF5qwvWuXGfPzk556ylxGXr26vfUBAJAHuSx0t27dWoGBgZKkNm3auOqwAADgnzp71sxEHh2dMRN5/vzSc89JL70klSpla3kAAORlLgvdI0aMyPZzAACQR504IU2ZIr35pnT6tBmLiJB695Z69JAKF7a3PgAA3ICt93Rv2bJFe/bskSRVrVpVderUsbMcAAAgmZnIJ0yQ5s6VkpLMWMWK5n7tDh2YiRwAgGtgS+j+/fff1a5dO61bt06FChWSJJ05c0YNGzbUggULVLJkSTvKAgDAu23bJo0dK334YcZM5PXqmZnIW7dmJnIAAK6Djx0H7dq1q1JSUrRnzx6dOnVKp06d0p49e+R0OtW1a1c7SgIAwDtZlrR6tdS0qVSnjrRokQncDz0krVkjbdwoPfIIgRsAgOtky5nub7/9VuvXr1elSpXSxypVqqQpU6borrvusqMkAAC8S2qq9Mkn0pgxZq1tyQTrtm2lgQOlmjXtrQ8AAA9hS+iOjIxUSkpKlvHU1FQVL17chooAAPASSUnS+++bZb/27TNjQUFSly5Sv35S2bL21gcAgIex5fLy8ePHq1evXtqyZUv62JYtW9SnTx9NmDDBjpIAAPBsCQlmcrRy5aSuXU3gLlRIGjpUOnJEmjqVwA0AQC5w2ZnuwoULy+FwpD8+d+6c6tevLz8/U8KlS5fk5+enZ599lnW8AQC4UWJjpTfeMMt+nTljxooXl6KizDrbBQrYWh4AAJ7OZaF70qRJrjoUAAA4eFB6/XVp9mzp4kUzVqmSuV+7fXspMNDe+gAA8BIuC92dOnVy1aEAAPBe27dL48dLCxdmXvZr8GCz7JePLXeWAQDgtWyZSO1yFy9eVHJycqax0NBQm6oBAMANpS37NW6c9NVXGeNNm5o1tu+9V7rsFi8AAOA6toTuc+fOadCgQVq0aJH+/PPPLNtTU1NtqAoAADeTmip99JEJ21u3mjEfH7Ps14ABUu3a9tYHAADsmb184MCBWr16taZPn67AwEDNmjVLI0eOVPHixfXuu+/aURIAAO7jwgVpxgxzj3bbtiZw58sn9ewp7d8vzZ9P4AYAII+w5Uz3Z599pnfffVf33nuvOnfurLvuuksVKlRQ6dKlNW/ePLVv396OsgAAyNtOnZKmT5cmTzazkktSkSJSr14mcBctam99AAAgC1tC96lTp1SuXDlJ5v7tU6dOSZIaNWqkHj162FESAAB512+/SRMnSm+9JZ07Z8ZKl5b69ZOefVbKn9/e+gAAwBXZcnl5uXLldOjQIUlS5cqVtWjRIknmDHihQoXsKAkAgLxn926pUyepXDkTus+dk2rWlObNk3791ZzhJnADAJCn2XKmu3Pnztq5c6fuueceDR48WC1bttTUqVOVkpKi6OhoO0oCACBvsCxp7VozOdoXX2SM33efmYn8wQeZiRwAADdiS+ju27dv+udNmjTRnj17tG3bNlWoUEE1atSwoyQAAOzldJqQPXq0tGGDGXM4pEcflQYOlG6/3d76AADAdbF9nW5JKlOmjMqUKWN3GQAAuF5KirRggTR2rPTTT2YsMFB65hmpf3+pQgVbywMAAP+MLfd0S9KqVavUokULlS9fXuXLl1eLFi309ddf21UOAACudf68NHWqVLGi1LGjCdyhodLgwdLhw2ZJMAI3AABuz5bQ/eabb6pZs2YqUKCA+vTpoz59+ig0NFQPP/ywpk2bZkdJAAC4xunT0muvSWXKmInQjhyRwsPNZeVHj5o/ixWzu0oAAHCD2HJ5+ahRozRx4kT17Nkzfax379668847NWrUKL344ot2lAUAQO45dszMQD5jhnT2rBkrW1YaMMBcSp4vn63lAQCA3GHLme4zZ86oWbNmWcYffPBBxcfHX9drTps2TWXKlFFQUJDq16+vzZs3/20NL774om6++WYFBgbqlltu0bJly67r2AAAXNH+/dJzz5mAPWGCCdzVq5tlv/btk3r0IHADAODBbAndrVq10scff5xl/JNPPlGLFi2u+fUWLlyoqKgojRgxQtu2bVPNmjXVtGlTxcbGZrt/cnKyHnjgAR0+fFgffvih9u7dq5kzZ6pEiRLXfGwAALK1fbvUtq1UqZI0c6aUnCw1aiR9/rm0c6f01FOSX56YzxQAAOQil/1rP3ny5PTPq1atqtdee01r1qxRgwYNJEkbN27UunXr1K9fv2t+7ejoaHXr1k2dO3eWJM2YMUNffPGFZs+ercGDB2fZf/bs2Tp16pTWr18vf39/SWL2dADAP2dZ0rffSmPGSCtWZIw3b24mSGvUyL7aAACALRyWZVmuOFDZsmVztJ/D4dDBgwdz/LrJyckKDg7Whx9+qDZt2qSPd+rUSWfOnNEnn3yS5TkPP/ywihQpouDgYH3yyScKCwvTU089pUGDBsnX1zfb4yQlJSkpKSn9cUJCgiIjI3X69GmFhobmuF5cH6fTqbi4OIWFhcnHx7ZJ9+Fi9N17uV3vnU7p00/lGDdOjk2bJEmWr6/Utq2sAQOkGjVsLtB9uF3vcUPQd+9F772XJ/Q+ISFBhQsXVnx8/FUzocvOdB86dChXXvfkyZNKTU1VREREpvGIiAj98ssv2T7n4MGDWr16tdq3b69ly5Zp//79euGFF5SSkqIRI0Zk+5zRo0dr5MiRWcbj4uJ08eLFf/5GcFVOp1Px8fGyLMttfyhx7ei793Kb3icnK9/HHyv/1Kny279fkmQFBelC27Y616OHUkuXNvtd4XYnZOU2vccNRd+9F733Xp7Q+8TExBztZ/vNZGkn2h0Oh8uO6XQ6FR4errfeeku+vr6qU6eO/vjjD40fP/6KoXvIkCGKiopKf5x2pjssLIwz3S7gdDrlcDjc+n/CcO3ou/fK870/e1Z6+205oqPl+P13SZJVsKD0wguyevVSUESEgmwu0V3l+d4jV9B370XvvZcn9D4oKGf/2tsWut99912NHz9ev/76qyTplltu0YABA9ShQ4drep2iRYvK19dXJ06cyDR+4sQJFbvCOqc333yz/P39M11KXqVKFcXExCg5OVkBAQFZnhMYGKjAwMAs4z4+Pm77TeJuHA4HX28vRN+9V57s/cmT0pQp5uP0aTNWrJgUFSXH889LoaFy3X8he6482XvkOvruvei993L33ue0blveXXR0tHr06KGHH35YixYt0qJFi9SsWTN1795dEydOvKbXCggIUJ06dbRq1ar0MafTqVWrVqVP0vZXd955p/bv3y+n05k+tm/fPt18883ZBm4AgJc7elTq00cqXVp65RUTuCtUkN56Szp0yKy1zVVPAAAgG7ac6Z4yZYqmT5+ujh07po+1atVK1apV07///W/17dv3ml4vKipKnTp1Ut26dVWvXj1NmjRJ586dS5/NvGPHjipRooRGjx4tSerRo4emTp2qPn36qFevXvr11181atQo9e7d+8a9SQCA+/vpJ2ncOGn+fOnSJTN2221mJvJHHpGuMPkmAABAGltC9/Hjx9WwYcMs4w0bNtTx48ev+fXatm2ruLg4DR8+XDExMapVq5aWL1+ePrna0aNHM536j4yM1IoVK9S3b1/VqFFDJUqUUJ8+fTRo0KDrf1MAAM+xYYNZ9uvTTzPGGjc2YbtxY8mF85AAAAD3ZkvorlChghYtWqR//etfmcYXLlyoihUrXtdr9uzZUz179sx225o1a7KMNWjQQBs3bryuYwEAPJBlScuXm7D93XdmzOEwZ7QHDZJuv93e+gAAgFuyJXSPHDlSbdu21Xfffac777xTkrRu3TqtWrVKixYtsqMkAIC3Sk2VFi82YXvnTjPm7y917Gju1a5Uyd76AACAW7MldD/66KPavHmzoqOjtXTpUklm9vDNmzerdu3adpQEAPA2SUnSO++Ye7YPHDBj+fNLzz8vRUVJJUrYWx8AAPAILg/dKSkpev755zVs2DC9//77rj48AMDbJSaaWcdff11Km0ekSBGpd2+pZ0/pppvsrQ8AAHgUly8Z5u/vr48++sjVhwUAeLuTJ6URI8yyX/37m8BdooQUHS0dOWK2EbgBAMANZss63W3atEm/rBwAgFz1++9S376Z19iuWFGaNctcVt63rxQSYneVAADAQ9lyT3fFihX1yiuvaN26dapTp47y58+faTvrZQMA/rF9+6SxY6X33pNSUsxY7drSkCGssQ0AAFzGltD99ttvq1ChQtq6dau2bt2aaZvD4SB0AwCu37Zt0ujR0kcfmWXAJOmee0zYfvBB1tgGAAAuZUvoPnTokB2HBQB4Kssya2uPGiV99VXGeMuWJmw3aGBfbQAAwKu5PHRv3LhRn332mZKTk9W4cWM1a9bM1SUAADyFZUmff27ObG/YYMZ8faUnn5QGDZKqV7e3PgAA4PVcGro//PBDtW3bVvny5ZO/v7+io6M1duxY9e/f35VlAADc3aVL0qJF0pgx0q5dZiwwUOrcWRowQCpXzt76AAAA/sels5ePHj1a3bp1U3x8vE6fPq3//Oc/GjVqlCtLAAC4s6Qks8Z2pUpS+/YmcIeESAMHSocPS9OnE7gBAECe4tLQvXfvXvXv31++/5sxtl+/fkpMTFRsbKwrywAAuJvERGnCBKlsWen556WDB6WiRaVXX5WOHjWzlBcrZneVAAAAWbj08vLz588rNDQ0/XFAQICCgoJ09uxZhYeHu7IUAIA7+PNPado0afJks762JJUsKfXvL3XtKv1lyUkAAIC8xuUTqc2aNUshISHpjy9duqS5c+eqaNGi6WMsGQYAXu6PP1TgP/+RY9486dw5M3bLLWZytKeflgIC7K0PAAAgh1waukuVKqWZM2dmGitWrJjee++99Mes0w0AXmz/fmnsWDneeUf5U1LMWO3aZtmvRx4xM5MDAAC4EZeG7sOHD7vycAAAd7Fjh7kve9EiyemUQ1LyHXfIb9gw+Tz0kORw2F0hAADAdXH55eUAAEgya2x/840J2199lTHevLmcgwbpVMWKZr4PAjcAAHBjhG4AgGulpkoff2zC9pYtZszHR2rb1tyzXbOm5HRKrGwBAAA8AKEbAOAaFy9K775rlv769VczFhQkdeki9etnlgMDAADwMIRuAEDuio+Xpk+X3nhDiokxY4ULSz17Sr16SWFh9tYHAACQiwjdAIDcceyYNGmSNGOGlJhoxiIjpagos8b2ZctHAgAAeCofuw584MABDR06VO3atVPs/+7b+/LLL/XTTz/ZVRIA4EbYu9eE6rJlpfHjTeCuVk165x3pwAHppZcI3AAAwGvYErq//fZbVa9eXZs2bdKSJUt09uxZSdLOnTs1YsQIO0oCAPxTmzaZtbSrVJHefltKTpYaNZI++0z68UepY0fJ39/uKgEAAFzKltA9ePBg/ec//9HKlSsVEBCQPn7//fdr48aNdpQEALgeliWtWCHdd590xx1mVnLLklq1ktatk9aulVq0MLOTAwAAeCFb7unetWuX5s+fn2U8PDxcJ0+etKEiAMA1SU2VPvpIGjNG2r7djPn5SU8/LQ0YIFWtam99AAAAeYQtobtQoUI6fvy4yv5leZjt27erRIkSdpQEAMiJpCSz7Ne4cdL+/WYsOFh6/nmpb18zURoAAADS2RK6n3zySQ0aNEiLFy+Ww+GQ0+nUunXr1L9/f3Xs2NGOkgAAV5OQIP33v9LEidLx42asSBGpd2+z9NdNN9lbHwAAQB5lS+geNWqUXnzxRUVGRio1NVVVq1ZVamqqnnrqKQ0dOtSOkgAA2YmNlSZPlqZNk86cMWMlS0r9+rHsFwAAQA7YEroDAgI0c+ZMDRs2TLt379bZs2dVu3ZtVaxY0Y5yAAB/dfiw9PrrZhbyCxfMWKVK0qBBUvv20mWTYAIAAODKbAnd33//vRo1aqRSpUqpVKlSdpQAAMjO7t3mfu35881kaZJUt640ZIjUpg2zkAMAAFwjW357uv/++1W2bFn961//0s8//2xHCQCAy23YYJb5ql5deu89E7ibNJG+/lravNmsv03gBgAAuGa2/AZ17Ngx9evXT99++61uvfVW1apVS+PHj9fvv/9uRzkA4J0sS/ryS+mee6SGDaXPPpMcDunRR6UffpBWrpQaNzZjAAAAuC62hO6iRYuqZ8+eWrdunQ4cOKDHH39c77zzjsqUKaP777/fjpIAwHtcumQuH69VS3r4Yem77yR/f+nZZ6U9e6QPPzSXlAMAAOAfs+We7suVLVtWgwcPVs2aNTVs2DB9++23dpcEAJ7pwgVpzhxpwgTp0CEzlj+/1L279NJLZlZyAAAA3FC2hu5169Zp3rx5+vDDD3Xx4kW1bt1ao0ePtrMkAPA8p09Lb74pvfGGFBdnxooWlfr0kV54way3DQAAgFxhS+geMmSIFixYoGPHjumBBx7QG2+8odatWys4ONiOcgDAMx07Jk2cKM2YIZ09a8ZKl5YGDJA6d5b4OxcAACDX2RK6v/vuOw0YMEBPPPGEihYtakcJAOC59u6Vxo83s5AnJ5uxW2+VBg+WnnjC3L8NAAAAl7AldK9bt86OwwKAZ/vhB2nsWGnJEjMzuSTddZcJ2w89xCzkAAAANnBZ6P7000/10EMPyd/fX59++ulV923VqpWLqgIAN2dZ0qpV0pgx5s80LVtKgwZJd95pX20AAABwXehu06aNYmJiFB4erjZt2lxxP4fDodTUVFeVBQDu6dIls7TXuHHS9u1mzM9PeuopaeBAqVo1e+sDAACAJBeGbqfTme3nAIBrcO6cWfbr9delw4fNWHCw1LWrFBVlJkoDAABAnuFjx0HfffddJSUlZRlPTk7Wu+++a0NFAJDHxcVJ//63CdW9epnAXbSo9Mor0tGjZjkwAjcAAECeY0vo7ty5s+Lj47OMJyYmqnPnzjZUBAB51MGDUs+eJlCPHCn9+adUrpxZd/vIEWnYMOmmm+yuEgAAAFdgy+zllmXJkc0sur///rsKFixoQ0UAkMds3WqW/Vq8WEq7JadOHTM52iOPSL6+9tYHAACAHHFp6K5du7YcDoccDocaN24sP7+Mw6empurQoUNq1qyZK0sCgLzDsqSvvjJh+/KZyJs1M5Oj3Xsvy34BAAC4GZeG7rRZy3fs2KGmTZsqJCQkfVtAQIDKlCmjRx999Lpee9q0aRo/frxiYmJUs2ZNTZkyRfXq1fvb5y1YsEDt2rVT69attXTp0us6NgD8Iykp5oz2uHHSzp1mzM9PevJJacAAqUYNe+sDAADAdXNp6B4xYoQkqUyZMmrbtq2CgoJuyOsuXLhQUVFRmjFjhurXr69JkyapadOm2rt3r8LDw6/4vMOHD6t///666667bkgdAHBNzp2T3n5bio4292dLUv78UrduUt++UqlS9tYHAACAf8yWidQ6dep0wwK3JEVHR6tbt27q3LmzqlatqhkzZig4OFizZ8++4nNSU1PVvn17jRw5UuXKlbthtQDA34qNlYYPN6G6Tx8TuMPDpf/8x8xEPnEigRsAAMBD2DKRWmpqqiZOnKhFixbp6NGjSk5OzrT91KlTOX6t5ORkbd26VUOGDEkf8/HxUZMmTbRhw4YrPu+VV15ReHi4unTporVr1/7tcZKSkjItc5aQkCDJrDnOuuO5z+l0yrIsvtZexuP6fuCAHNHR0ty5cly8KEmyKlSQFRUldeokpf1npKe833/A43qPHKP33om+ey967708ofc5rd2W0D1y5EjNmjVL/fr109ChQ/Xyyy/r8OHDWrp0qYYPH35Nr3Xy5EmlpqYqIiIi03hERIR++eWXbJ/z/fff6+2339aOHTtyfJzRo0dr5MiRWcbj4uJ08X+/PCP3OJ1OxcfHy7Is+fjYcoEGbOApfffbuVP533xTQZ9/Lsf//nJOrlVL5158UUkPPWRmIk9IMB+Q5Dm9x7Wj996Jvnsveu+9PKH3iYmJOdrPltA9b948zZw5U82bN9e///1vtWvXTuXLl1eNGjW0ceNG9e7dO9eOnZiYqA4dOmjmzJkqWrRojp83ZMgQRUVFpT9OSEhQZGSkwsLCFBoamhul4jJOp1MOh0NhYWFu+0OJa+fWfbcsaeVKOcaPl2P16ozhhx6SNWCA/O6+WwWZifyK3Lr3+EfovXei796L3nsvT+h9Tm+ZtiV0x8TEqHr16pKkkJAQxcfHS5JatGihYcOGXdNrFS1aVL6+vjpx4kSm8RMnTqhYsWJZ9j9w4IAOHz6sli1bpo+lXRbg5+envXv3qnz58lmeFxgYqMDAwCzjPj4+bvtN4m4cDgdfby/kdn2/dElatCjrTOTt2kkDBshRvbqI2jnjdr3HDUPvvRN991703nu5e+9zWrct765kyZI6fvy4JKl8+fL66quvJEk//PBDtsH2agICAlSnTh2tumxNW6fTqVWrVqlBgwZZ9q9cubJ27dqlHTt2pH+0atVK9913n3bs2KHIyMh/8M4AeK1z56TJk6UKFaT27U3gzp/fzEJ+4ID07rvS//6zEQAAAN7DljPd//d//6dVq1apfv366tWrl55++mm9/fbbOnr0qPr27XvNrxcVFaVOnTqpbt26qlevniZNmqRz586pc+fOkqSOHTuqRIkSGj16tIKCgnTrrbdmen6hQoUkKcs4APytuDhp6lTzkTYJZHi41Lu39MILUuHC9tYHAAAAW9kSuseMGZP+edu2bVWqVClt2LBBFStWzHTZd061bdtWcXFxGj58uGJiYlSrVi0tX748fXK1o0ePuu0lCwDyqAMHzPrac+ZIFy6YsQoVpP79pY4dpXz57K0PAAAAeYLDsizL7iLcUUJCggoWLKj4+HgmUnMBp9Op2NhYhYeH8x8oXiRP9n3TJmn8eGnJEjNZmiTdfrs0aJDUpo2ZiRz/WJ7sPVyC3nsn+u696L338oTe5zQTuuxM96effprjfVu1apWLlQDANXI6pS++MGF77dqM8YcfNme2771XYiZyAAAAZMNlobtNmzY52s/hcCg1NTV3iwGAnLh4UZo3T5owQfrlFzPm728mSuvfX6pWzd76AAAAkOe5LHSnLcsFAHne6dPS9OlmNvK05QhDQ6Xu3c0EaSVK2FsfAAAA3IYtE6kBQJ505Ig0caI0a5ZZAkySSpY0y3517WqCNwAAAHANbAndr7zyylW3Dx8+3EWVAICkbdvM/dqLF0tpt7fUqCENGCC1bWsuKQcAAACugy2h++OPP870OCUlRYcOHZKfn5/Kly9P6AaQ+yxLWrHChO3VqzPGmzQxYfuBB5gcDQAAAP+YLaF7+/btWcYSEhL0zDPP6P/+7/9sqAiA10hJkRYulMaNk3btMmO+vuaMdv/+Uu3a9tYHAAAAj5Jn7ukODQ3VyJEj1bJlS3Xo0MHucgB4mrNnzb3a0dHSb7+ZsZAQqVs3qU8fqXRpe+sDAACAR8ozoVuS4uPjFR8fb3cZADzJiRPSlCnStGnSmTNmLCLCBO3u3aXChW0tDwAAAJ7NltA9efLkTI8ty9Lx48f13nvv6aGHHrKjJACeZt8+6fXXpXfekZKSzFjFiuZ+7Q4dpKAge+sDAACAV7AldE+cODHTYx8fH4WFhalTp04aMmSIHSUB8BSbNpn7tT/+2EyWJkn160uDBkmtWpn7twEAAAAXsSV0Hzp0yI7DAvBUliV9+aUJ299+mzHeooU0cKDUqBEzkQMAAMAWeeqebgC4JsnJ0oIFZtmv3bvNmL+/1L69mYm8WjV76wMAAIDXsyV0X7x4UVOmTNE333yj2NhYOZ3OTNu3bdtmR1kA3EViojRzpjRxovT772asQAHp+efNBGklS9pbHwAAAPA/toTuLl266KuvvtJjjz2mevXqycFlnwByIiZGmjxZevNNKW2lg2LFpJdeMoG7UCE7qwMAAACysCV0f/7551q2bJnuvPNOOw4PwN3s22fW137nHXNJuSTdckvGTOSBgfbWBwAAAFyBLaG7RIkSKlCggB2HBuBONm9WoVdflePLLzNmIr/jjoyZyH187K0PAAAA+Bu2/Mb6+uuva9CgQTpy5IgdhweQl1mWtGyZdO+98mnQQEHLlslhWWYm8u++k9avl9q0IXADAADALdhyprtu3bq6ePGiypUrp+DgYPn7+2fafurUKTvKAmCnlBQzE/m4cekzkVt+frr4yCMKHDpUPtWr21wgAAAAcO1sCd3t2rXTH3/8oVGjRikiIoKJ1ABvdvasNGuWuWf7t9/MWEiI9Pzzsnr3VnxAgMLDw+2tEQAAALhOtoTu9evXa8OGDapZs6YdhweQF8TGZsxEfvq0GYuIMEt+9ehhZiJ3Os1+AAAAgJuyJXRXrlxZFy5csOPQAOy2f7/0+uvS3LnSxYtmrGLFjJnIg4JsLQ8AAAC4kWyZiWjMmDHq16+f1qxZoz///FMJCQmZPgB4oK1bpSeekCpVkmbMMIG7Xj3po4+kPXukbt0I3AAAAPA4tpzpbtasmSSpcePGmcYty5LD4VBqaqodZQG40SxLWrlSGjtWWr06Y/zhh6WBA6W775aY0wEAAAAezJbQ/c0339hxWACucumStHixmYl8xw4z5ucntWtnLiNnJnIAAAB4CVtC9z333GPHYQHktvPnpdmzzT3bhw+bseBgc+l4VJRUqpSt5QEAAACuZkvo/u677666/e6773ZRJQBuiJMnpWnTpClTpD//NGNFi0q9e0svvCDddJO99QEAAAA2sSV033vvvVnGLl+rm3u6ATdx+LBZX/vtt81ZbkkqW1bq31965hlzlhsAAADwYraE7tNpa/L+T0pKirZv365hw4bptddes6MkANdi505zv/bChVLaf5LVri0NGiQ9+qi5fxsAAACAPaG7YMGCWcYeeOABBQQEKCoqSlu3brWhKgBXZVnS2rXS6NHS8uUZ402amLDduDEzkQMAAAB/kadOR0VERGjv3r12lwHgcpYlffGFCdvr15sxHx/p8cfNsl+33WZvfQAAAEAeZkvo/vHHHzM9tixLx48f15gxY1SrVi07SgLwV2nLfo0eLe3aZcYCAqTOnc2yX+XL21sfAAAA4AZsCd21atWSw+GQZVmZxu+44w7Nnj3bjpIApLl4UXrnHXPP9sGDZiwkROreXerbVype3N76AAAAADdiS+g+dOhQpsc+Pj4KCwtTUFCQHeUAkKTERGnGDDMbeUyMGbvpJqlPH6lnT6lwYXvrAwAAANyQLaG7dOnSdhwWQHZOnpTeeEOaOlU6c8aMlSxplv3q2lXKn9/W8gAAAAB35uPKg61evVpVq1ZVQkJClm3x8fGqVq2a1q5d68qSAO/122/SSy9JpUtL//mPCdyVKkmzZ0sHDpgz3ARuAAAA4B9xaeieNGmSunXrptDQ0CzbChYsqOeff17R0dGuLAnwPnv3Ss8+ayZCe+MN6fx5qU4d6cMPpZ9+MhOlBQTYXSUAAADgEVwaunfu3KlmzZpdcfuDDz7IGt1AbvnhB+mxx6QqVaQ5c6SUFOnee6WvvjLbHn1U8vW1u0oAAADAo7j0nu4TJ07I39//itv9/PwUFxfnwooAD2dZ0qpV0pgx5s80rVpJQ4ZId9xhX20AAACAF3Dpme4SJUpo9+7dV9z+448/6uabb3ZhRYCHSk01l4vffrv0wAMmcPv6Sh07Srt3S598QuAGAAAAXMClofvhhx/WsGHDdPHixSzbLly4oBEjRqhFixauLAnwLElJ0qxZ5hLyxx+Xtm6V8uWTevc2k6O9845UrZrdVQIAAABew6WXlw8dOlRLlizRLbfcop49e6pSpUqSpF9++UXTpk1TamqqXn75ZVeWBHiGhATprbfMGtvHj5uxwoWlXr3MGtthYfbWBwAAAHgpl4buiIgIrV+/Xj169NCQIUNkWZYkyeFwqGnTppo2bZoiIiJcWRLg3mJjpcmTpWnTMtbYLlFC6tdP6tZNCgmxtTwAAADA27k0dEtS6dKltWzZMp0+fVr79++XZVmqWLGiChcu7OpSAPd16JD0+uvS229LabdrVKokDRwoPf00S34BAAAAeYTLQ3eawoUL6/bbb7fr8IB72rVLGjtWWrDATJYmmcnSBg+WWrdmyS8AAAAgj3HpRGq5adq0aSpTpoyCgoJUv359bd68+Yr7zpw5U3fddZcKFy6swoULq0mTJlfdH7DdunVSixZSjRrSvHkmcKfNSr5pk/TIIwRuAAAAIA/yiNC9cOFCRUVFacSIEdq2bZtq1qyppk2bKjY2Ntv916xZo3bt2umbb77Rhg0bFBkZqQcffFB//PGHiysHrsKypC+/lO6+W2rUSPriC8nhkB57TNqyRfrqK+n++80YAAAAgDzJI0J3dHS0unXrps6dO6tq1aqaMWOGgoODNXv27Gz3nzdvnl544QXVqlVLlStX1qxZs+R0OrVq1SoXVw5kIzXVXD5eu7b08MPS2rWSv7/Utau0d6+0eLFUp47dVQIAAADIAdvu6b5RkpOTtXXrVg0ZMiR9zMfHR02aNNGGDRty9Brnz59XSkqKihQpcsV9kpKSlJSUlP44ISFBkuR0OuV0Oq+zeuSU0+mUZVme/bVOSpLeeUeOCRPkOHBAkmTlzy8995ysvn3NrOSS5Mlfg7/wir4jW/Tee9F770TfvRe9916e0Puc1u72ofvkyZNKTU3NstRYRESEfvnllxy9xqBBg1S8eHE1adLkivuMHj1aI0eOzDIeFxeni2mzRyPXOJ1OxcfHy7Is+fh4xAUa6Rxnzyrfe+8p/3//K98TJyRJzsKFda5rV51/5hlZaf8ZdIXbJTyZJ/cdV0fvvRe990703XvRe+/lCb1PTEzM0X5uH7r/qTFjxmjBggVas2aNgoKCrrjfkCFDFBUVlf44ISFBkZGRCgsLU2hoqCtK9WpOp1MOh0NhYWFu+0OZRVycHFOnStOmyXH6tCTJKllSVlSU1LWr8ufPr/w2l2g3j+w7coTeey96753ou/ei997LE3p/tfx4ObcP3UWLFpWvr69O/O8MYZoTJ06oWLFiV33uhAkTNGbMGH399deqUaPGVfcNDAxUYGBglnEfHx+3/SZxNw6HwzO+3kePmjW2Z86ULlwwY5UqSYMGydG+vRyssZ2Jx/Qd14zeey96753ou/ei997L3Xuf07rd891dJiAgQHXq1Mk0CVrapGgNGjS44vPGjRunV199VcuXL1fdunVdUSq83S+/SJ07S+XLS5Mnm8Bdp4704YfSTz+ZbQRuAAAAwKO4/ZluSYqKilKnTp1Ut25d1atXT5MmTdK5c+fUuXNnSVLHjh1VokQJjR49WpI0duxYDR8+XPPnz1eZMmUUExMjSQoJCVFISIht7wMe6ocfpNGjpaVLzTJgklnqa8gQqXFjlvwCAAAAPJhHhO62bdsqLi5Ow4cPV0xMjGrVqqXly5enT6529OjRTKf+p0+fruTkZD322GOZXmfEiBH697//7crS4aksS1q92oTty5eia9PGhO169WwrDQAAAIDreETolqSePXuqZ8+e2W5bs2ZNpseHDx/O/YLgnZxO6dNPTdjevNmM+fpK7dtLgwZJVavaWx8AAAAAl/KY0A3YKiVF+uADaexY6eefzVhQkNS1q9S/v1S6tL31AQAAALAFoRv4J86fl95+W5owwcxKLkkFC0ovvij16SOFh9tbHwAAAABbEbqB63HmjDRtmvTGG1JcnBmLiJD69pW6dzfBGwAAAIDXI3QD1yImRpo4UZo+XUpMNGNlykgDB0rPPCPly2dndQAAAADyGEI3kBMHD5pLyGfPlpKSzNitt0qDB0tt20p+/CgBAAAAyIqkAFzN1q3S+PHS4sVmZnJJatDALPvVvLl02VJ0AAAAAPBXhG7gryxL+vprMxP55WtsN21qwvbdd0sOh331AQAAAHAbhG4gzaVL5oz2uHHSjh1mzNdXatfOLPtVs6at5QEAAABwP4Ru4Nw5c692dLR0+LAZCw6WunUzs5GzxjYAAACA60TohveKizPLfk2dKv35pxkLC5N695Z69JBuusne+gAAAAC4PUI3vM/Bg+as9uzZ0oULZqx8eXMJeadOLPsFAAAA4IYhdMN7bNtm7te+fCbyOnWkQYOkRx4x928DAAAAwA1E6IZnsywzA/nYsWZG8jTNmkkDB0r33stM5AAAAAByDaEbnik1VVq6VBozRtqyxYwxEzkAAAAAFyN0w7MkJUnvv28uI9+3z4zly2dmIo+KYiZyAAAAAC5F6IZnSEyUZs40E6T98YcZK1xY6tlT6tXLzEoOAAAAAC5G6IZ7i4uTpkwxy36dPm3GiheX+vUzZ7cLFLC3PgAAAABejdAN93T0qPT66+bsdtqyX7fcYiZHe/ppKTDQ3voAAAAAQIRuuJuffpImTJDmz5cuXTJjdepIQ4ZIbdqw7BcAAACAPIXQDfewcaMKvfKKfFasyBhr3FgaPNj8ybJfAAAAAPIgQjfyLsuSVq6URo2Sz7ffKkiS5XDI8cgj0qBB0u23210hAAAAAFwVoRt5j9MpffKJNGpU+hrblr+/Ljz2mIKGDpWjalWbCwQAAACAnCF0I++4dElasEAaPVr6+Wczli+f9Pzzsvr2VUJAgILCw+2tEQAAAACuAaEb9ktKkubOlcaOlQ4dMmOhoWZ97T59zBrbTqcUG2trmQAAAABwrQjdsM+5c9J//2uW/jp2zIyFhUl9+0ovvCAVLGhvfQAAAADwDxG64XpnzkhTpkhvvCH9+acZK1FCGjBA6tZNCg62tTwAAAAAuFEI3XCdEyekSZOkadOkxEQzVr68WfarQwcpMNDW8gAAAADgRiN0I/cdPSpNmCDNnCldvGjGbr1V+te/pMcfl/z4NgQAAADgmUg7yD2HDpllv+bONTOTS1K9etLLL0stWkg+PraWBwAAAAC5jdCNGy+7sH3//ebM9v33Sw6HreUBAAAAgKsQunHjZBe2H3xQGjFCatjQ1tIAAAAAwA6EbvxzhG0AAAAAyBahG9ePsA0AAAAAV0XoxrUjbAMAAABAjhC6kXOEbQAAAAC4JoRu/D3CNgAAAABcF0I3ruzwYem11zKH7QceMGH7zjvtrAwAAAAA3AKhG1kdPGjC9rvvErYBAAAA4B8gdCPDr7+ay8jfe09KTTVjhG0AAAAAuG6Ebkh795oz2/PmSU6nGWvWTBo+XGrQwN7aAAAAAMCNEbq92Z490n/+Iy1YkBG2mzeXhg2T6te3tzYAAAAA8ACEbm/088/Sq69KCxdKlmXGWrY0Z7br1rW3NgAAAADwIIRub7JrlwnbH36YEbbbtDFhu3ZtW0sDAAAAAE9E6PYGP/4ovfKK9NFHGWOPPGIuI69Vy7ayAAAAAMDTEbo92fbtJmwvXWoeOxzSY4+ZsF29uq2lAQAAAIA3IHR7qmnTpJ49zecOh9S2rTR0qFStmr11AQAAAIAX8bG7gBtl2rRpKlOmjIKCglS/fn1t3rz5qvsvXrxYlStXVlBQkKpXr65ly5a5qFIXad5cCgyUnnpK+ukn6YMPCNwAAAAA4GIeEboXLlyoqKgojRgxQtu2bVPNmjXVtGlTxcbGZrv/+vXr1a5dO3Xp0kXbt29XmzZt1KZNG+3evdvFleeiMmWk334za29XqWJ3NQAAAADglRyWlTaNtfuqX7++br/9dk2dOlWS5HQ6FRkZqV69emnw4MFZ9m/btq3OnTunzz//PH3sjjvuUK1atTRjxoxsj5GUlKSkpKT0xwkJCYqMjNTp06cVGhp6g98R/srpdCouLk5hYWHy8fGI/ytCDtB370XvvRe990703XvRe+/lCb1PSEhQ4cKFFR8ff9VM6Pb3dCcnJ2vr1q0aMmRI+piPj4+aNGmiDRs2ZPucDRs2KCoqKtNY06ZNtTRtwrFsjB49WiNHjswyHhcXp4sXL15f8cgxp9Op+Ph4WZbltj+UuHb03XvRe+9F770Tffde9N57eULvExMTc7Sf24fukydPKjU1VREREZnGIyIi9Msvv2T7nJiYmGz3j4mJueJxhgwZkimop53pDgsL40y3CzidTjkcDrf+nzBcO/ruvei996L33om+ey967708ofdBQUE52s/tQ7erBAYGKjAwMMu4j4+P236TuBuHw8HX2wvRd+9F770XvfdO9N170Xvv5e69z2nd7vnuLlO0aFH5+vrqxIkTmcZPnDihYsWKZfucYsWKXdP+AAAAAABcD7cP3QEBAapTp45WrVqVPuZ0OrVq1So1aNAg2+c0aNAg0/6StHLlyivuDwAAAADA9fCIy8ujoqLUqVMn1a1bV/Xq1dOkSZN07tw5de7cWZLUsWNHlShRQqNHj5Yk9enTR/fcc49ef/11NW/eXAsWLNCWLVv01ltv2fk2AAAAAAAexiNCd9u2bRUXF6fhw4crJiZGtWrV0vLly9MnSzt69Gim6+0bNmyo+fPna+jQofrXv/6lihUraunSpbr11lvtegsAAAAAAA/kEaFbknr27KmePXtmu23NmjVZxh5//HE9/vjjuVwVAAAAAMCbuf093QAAAAAA5FWEbgAAAAAAconHXF7uapZlSZISEhJsrsQ7OJ1OJSYmKigoyG3X8cO1o+/ei957L3rvnei796L33ssTep+WBdOy4ZUQuq9TYmKiJCkyMtLmSgAAAAAAdklMTFTBggWvuN1h/V0sR7acTqeOHTumAgUKyOFw2F2Ox0tISFBkZKR+++03hYaG2l0OXIS+ey96773ovXei796L3nsvT+i9ZVlKTExU8eLFr3q2njPd18nHx0clS5a0uwyvExoa6rY/lLh+9N170XvvRe+9E333XvTee7l77692hjuNe148DwAAAACAGyB0AwAAAACQSwjdcAuBgYEaMWKEAgMD7S4FLkTfvRe991703jvRd+9F772XN/WeidQAAAAAAMglnOkGAAAAACCXELoBAAAAAMglhG4AAAAAAHIJoRsAAAAAgFxC6EauGD16tG6//XYVKFBA4eHhatOmjfbu3Ztpn4sXL+rFF1/UTTfdpJCQED366KM6ceJEpn2OHj2q5s2bKzg4WOHh4RowYIAuXbqUaZ81a9botttuU2BgoCpUqKC5c+dmqWfatGkqU6aMgoKCVL9+fW3evPmGv2dkNWbMGDkcDr300kvpY/Tdc/3xxx96+umnddNNNylfvnyqXr26tmzZkr7dsiwNHz5cN998s/Lly6cmTZro119/zfQap06dUvv27RUaGqpChQqpS5cuOnv2bKZ9fvzxR911110KCgpSZGSkxo0bl6WWxYsXq3LlygoKClL16tW1bNmy3HnTUGpqqoYNG6ayZcsqX758Kl++vF599VVdPk8rvXd/3333nVq2bKnixYvL4XBo6dKlmbbnpR7npBbk3NV6n5KSokGDBql69erKnz+/ihcvro4dO+rYsWOZXoPeu6e/+7m/XPfu3eVwODRp0qRM4/T+fywgFzRt2tSaM2eOtXv3bmvHjh3Www8/bJUqVco6e/Zs+j7du3e3IiMjrVWrVllbtmyx7rjjDqthw4bp2y9dumTdeuutVpMmTazt27dby5Yts4oWLWoNGTIkfZ+DBw9awcHBVlRUlPXzzz9bU6ZMsXx9fa3ly5en77NgwQIrICDAmj17tvXTTz9Z3bp1swoVKmSdOHHCNV8ML7V582arTJkyVo0aNaw+ffqkj9N3z3Tq1CmrdOnS1jPPPGNt2rTJOnjwoLVixQpr//796fuMGTPGKliwoLV06VJr586dVqtWrayyZctaFy5cSN+nWbNmVs2aNa2NGzdaa9eutSpUqGC1a9cufXt8fLwVERFhtW/f3tq9e7f1wQcfWPny5bP++9//pu+zbt06y9fX1xo3bpz1888/W0OHDrX8/f2tXbt2ueaL4WVee+0166abbrI+//xz69ChQ9bixYutkJAQ64033kjfh967v2XLllkvv/yytWTJEkuS9fHHH2fanpd6nJNakHNX6/2ZM2esJk2aWAsXLrR++eUXa8OGDVa9evWsOnXqZHoNeu+e/u7nPs2SJUusmjVrWsWLF7cmTpyYaRu9NwjdcInY2FhLkvXtt99almX+kvb397cWL16cvs+ePXssSdaGDRssyzI/6D4+PlZMTEz6PtOnT7dCQ0OtpKQky7Isa+DAgVa1atUyHatt27ZW06ZN0x/Xq1fPevHFF9Mfp6amWsWLF7dGjx59498oLMuyrMTERKtixYrWypUrrXvuuSc9dNN3zzVo0CCrUaNGV9zudDqtYsWKWePHj08fO3PmjBUYGGh98MEHlmVZ1s8//2xJsn744Yf0fb788kvL4XBYf/zxh2VZlvXmm29ahQsXTv9eSDt2pUqV0h8/8cQTVvPmzTMdv379+tbzzz//z94kstW8eXPr2WefzTT2yCOPWO3bt7csi957or/+8p2XepyTWnD9rha80mzevNmSZB05csSyLHrvKa7U+99//90qUaKEtXv3bqt06dKZQje9z8Dl5XCJ+Ph4SVKRIkUkSVu3blVKSoqaNGmSvk/lypVVqlQpbdiwQZK0YcMGVa9eXREREen7NG3aVAkJCfrpp5/S97n8NdL2SXuN5ORkbd26NdM+Pj4+atKkSfo+uPFefPFFNW/ePEtv6Lvn+vTTT1W3bl09/vjjCg8PV+3atTVz5sz07YcOHVJMTEymnhQsWFD169fP1PtChQqpbt266fs0adJEPj4+2rRpU/o+d999twICAtL3adq0qfbu3avTp0+n73O17w/cWA0bNtSqVau0b98+SdLOnTv1/fff66GHHpJE771BXupxTmpB7oqPj5fD4VChQoUk0XtP5nQ61aFDBw0YMEDVqlXLsp3eZyB0I9c5nU699NJLuvPOO3XrrbdKkmJiYhQQEJD+F3KaiIgIxcTEpO9zefBK25627Wr7JCQk6MKFCzp58qRSU1Oz3SftNXBjLViwQNu2bdPo0aOzbKPvnuvgwYOaPn26KlasqBUrVqhHjx7q3bu33nnnHUkZvbtaT2JiYhQeHp5pu5+fn4oUKXJDvj/ofe4YPHiwnnzySVWuXFn+/v6qXbu2XnrpJbVv314SvfcGeanHOakFuefixYsaNGiQ2rVrp9DQUEn03pONHTtWfn5+6t27d7bb6X0GP7sLgOd78cUXtXv3bn3//fd2l4Jc9ttvv6lPnz5auXKlgoKC7C4HLuR0OlW3bl2NGjVKklS7dm3t3r1bM2bMUKdOnWyuDrlp0aJFmjdvnubPn69q1appx44deumll1S8eHF6D3iRlJQUPfHEE7IsS9OnT7e7HOSyrVu36o033tC2bdvkcDjsLifP40w3clXPnj31+eef65tvvlHJkiXTx4sVK6bk5GSdOXMm0/4nTpxQsWLF0vf566zWaY//bp/Q0FDly5dPRYsWla+vb7b7pL0GbpytW7cqNjZWt912m/z8/OTn56dvv/1WkydPlp+fnyIiIui7h7r55ptVtWrVTGNVqlTR0aNHJWX07mo9KVasmGJjYzNtv3Tpkk6dOnVDvj/ofe4YMGBA+tnu6tWrq0OHDurbt2/61S703vPlpR7npBbceGmB+8iRI1q5cmX6WW6J3nuqtWvXKjY2VqVKlUr/ne/IkSPq16+fypQpI4neX47QjVxhWZZ69uypjz/+WKtXr1bZsmUzba9Tp478/f21atWq9LG9e/fq6NGjatCggSSpQYMG2rVrV6Yf1rS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", 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", 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", 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