diff --git "a/notebooks/Demo_Notebook.ipynb" "b/notebooks/Demo_Notebook.ipynb"
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+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "SpUbYgXAUfOl"
+      },
+      "source": [
+        "# **Demo notebook in Uplift Modeling**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "zWgJ9MOeUB7P"
+      },
+      "source": [
+        "- Dataset\n",
+        "  - Adding monetary information to our datset\n",
+        "- Exploratory Data Analysis (EDA)\n",
+        "- Estimating the Conditional Treatment Effect\n",
+        "  - Feature Selection\n",
+        "  - Modeling the Incrementality in Conversion\n",
+        "    - Evaluating the CATE conversion model\n",
+        "  - Modeling the Incrementality in Benefit\n",
+        "    - Evaluating the Incrementality in Benefit"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 28,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "KQRZuI9j53KZ",
+        "outputId": "27c5a09b-b149-40d0-b8e4-28b7b1d288dd"
+      },
+      "outputs": [],
+      "source": [
+        "# ! pip install causalml==0.14.1\n",
+        "# ! conda install -c conda-forge causalml"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "metadata": {
+        "id": "gHEMHaHMEe0i"
+      },
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "/Users/oleksandrhonchar/opt/miniconda3/envs/myenv/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+            "  from .autonotebook import tqdm as notebook_tqdm\n",
+            "Failed to import duecredit due to No module named 'duecredit'\n"
+          ]
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "from causalml.inference.tree import UpliftRandomForestClassifier\n",
+        "from causalml.inference.meta import BaseXRegressor, BaseRRegressor, BaseSRegressor, BaseTRegressor\n",
+        "from causalml.inference.meta import BaseSClassifier, BaseTClassifier, BaseXClassifier, BaseRClassifier\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.ensemble import RandomForestRegressor\n",
+        "from sklearn.linear_model import LinearRegression, LogisticRegression\n",
+        "from causalml.metrics import *\n",
+        "from causalml.dataset import make_uplift_classification\n",
+        "from xgboost import XGBRegressor, XGBClassifier\n",
+        "\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "RF4CeMcGALBj"
+      },
+      "source": [
+        "# **Dataset**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "CelbZPcYTMuJ"
+      },
+      "source": [
+        "The first step is to create a simulated dataset, representative of data collected from a Randomized Control Trial (RCT) where 200.000 customers were equally split between 4 different variants:\n",
+        "- Control (no discount)\n",
+        "- 5% discount\n",
+        "- 10% discount\n",
+        "- 15% discount"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "OcIFNNvMT4Yn"
+      },
+      "source": [
+        "The probability of a user to make a purchase (convert) in the control group is a function of a number of simulated features called **informative features**. In the discounted variants, other features also influence the conversion probability by adding uplift as a result of the discount, called **uplift features**. We also have features with no effect at all, called **irrelevant features**."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "rL6nR31AVP2d"
+      },
+      "source": [
+        "**The dataset contains:**\n",
+        "- Which variant the customer was assigned to.\n",
+        "- The discount percentage of the variant.\n",
+        "- The features (informative, irrelevant, uplift, etc).\n",
+        "- The binary conversion label.\n",
+        "\n",
+        "To create the simulated dataset we use the CausalML open source package, which gives us enough flexibility regarding features and interactions."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "metadata": {
+        "id": "NKvkUFouErAS"
+      },
+      "outputs": [],
+      "source": [
+        "# define parameters for simulation\n",
+        "n = 50000\n",
+        "y_name = 'conversion'\n",
+        "treatment_group_keys = ['control', 'discount_05', 'discount_10', 'discount_15']\n",
+        "n_classification_features = 15\n",
+        "n_classification_informative = 7\n",
+        "n_classification_repeated = 0\n",
+        "n_uplift_increase_dict = {'discount_05': 4, 'discount_10': 3, 'discount_15': 3}\n",
+        "n_uplift_decrease_dict = {'discount_05': 0, 'discount_10': 0, 'discount_15': 0}\n",
+        "delta_uplift_increase_dict = {'discount_05': 0.0020, 'discount_10': 0.0045, 'discount_15': 0.008}\n",
+        "delta_uplift_decrease_dict = {'discount_05': 0, 'discount_10': 0, 'discount_15': 0}\n",
+        "n_uplift_increase_mix_informative_dict = {'discount_05': 3, 'discount_10': 2, 'discount_15': 3}\n",
+        "n_uplift_decrease_mix_informative_dict = {'discount_05': 0, 'discount_10': 0, 'discount_15': 0}\n",
+        "positive_class_proportion = 0.05\n",
+        "random_seed = 8097\n",
+        "\n",
+        "# simulate dataset\n",
+        "df, X_names = make_uplift_classification(\n",
+        "    treatment_name=treatment_group_keys,\n",
+        "    y_name=y_name,\n",
+        "    n_samples=n,\n",
+        "    n_classification_features=n_classification_features,\n",
+        "    n_classification_informative=n_classification_informative,\n",
+        "    n_classification_repeated=n_classification_repeated,\n",
+        "    n_uplift_increase_dict=n_uplift_increase_dict,\n",
+        "    n_uplift_decrease_dict=n_uplift_decrease_dict,\n",
+        "    delta_uplift_increase_dict = delta_uplift_increase_dict,\n",
+        "    delta_uplift_decrease_dict = delta_uplift_decrease_dict,\n",
+        "    n_uplift_increase_mix_informative_dict = n_uplift_increase_mix_informative_dict,\n",
+        "    n_uplift_decrease_mix_informative_dict = n_uplift_decrease_mix_informative_dict,\n",
+        "    positive_class_proportion = positive_class_proportion,\n",
+        "    random_seed=random_seed,\n",
+        ")\n",
+        "\n",
+        "discounts_dict = {'control': 0, 'discount_05':0.05, 'discount_10':0.10, 'discount_15':0.15}\n",
+        "df['discount'] = df['treatment_group_key']\n",
+        "df = df.replace({\"discount\": discounts_dict})\n",
+        "df.drop(columns=['treatment_effect'], inplace=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 256
+        },
+        "id": "8UMZbZCwbdzP",
+        "outputId": "7ecc1723-dc01-42dc-eb67-3669e64d8953"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>treatment_group_key</th>\n",
+              "      <th>x1_informative</th>\n",
+              "      <th>x2_informative</th>\n",
+              "      <th>x3_informative</th>\n",
+              "      <th>x4_informative</th>\n",
+              "      <th>x5_informative</th>\n",
+              "      <th>x6_informative</th>\n",
+              "      <th>x7_informative</th>\n",
+              "      <th>x8_irrelevant</th>\n",
+              "      <th>x9_irrelevant</th>\n",
+              "      <th>...</th>\n",
+              "      <th>x26_increase_mix</th>\n",
+              "      <th>x27_increase_mix</th>\n",
+              "      <th>x28_uplift_increase</th>\n",
+              "      <th>x29_uplift_increase</th>\n",
+              "      <th>x30_uplift_increase</th>\n",
+              "      <th>x31_increase_mix</th>\n",
+              "      <th>x32_increase_mix</th>\n",
+              "      <th>x33_increase_mix</th>\n",
+              "      <th>conversion</th>\n",
+              "      <th>discount</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>discount_05</td>\n",
+              "      <td>-0.042262</td>\n",
+              "      <td>-0.227152</td>\n",
+              "      <td>-4.008524</td>\n",
+              "      <td>-3.677508</td>\n",
+              "      <td>-1.041108</td>\n",
+              "      <td>-0.458535</td>\n",
+              "      <td>-0.738112</td>\n",
+              "      <td>-1.454540</td>\n",
+              "      <td>0.324614</td>\n",
+              "      <td>...</td>\n",
+              "      <td>2.818832</td>\n",
+              "      <td>0.605656</td>\n",
+              "      <td>1.113880</td>\n",
+              "      <td>1.416118</td>\n",
+              "      <td>-0.881965</td>\n",
+              "      <td>4.401370</td>\n",
+              "      <td>-0.324652</td>\n",
+              "      <td>-0.830702</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0.05</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>discount_15</td>\n",
+              "      <td>-0.661554</td>\n",
+              "      <td>-0.753436</td>\n",
+              "      <td>0.810210</td>\n",
+              "      <td>-1.777876</td>\n",
+              "      <td>-1.815303</td>\n",
+              "      <td>0.010383</td>\n",
+              "      <td>1.086347</td>\n",
+              "      <td>0.663161</td>\n",
+              "      <td>-1.106134</td>\n",
+              "      <td>...</td>\n",
+              "      <td>-0.485384</td>\n",
+              "      <td>-1.030500</td>\n",
+              "      <td>-0.527096</td>\n",
+              "      <td>1.424322</td>\n",
+              "      <td>-1.022723</td>\n",
+              "      <td>-1.190952</td>\n",
+              "      <td>1.186895</td>\n",
+              "      <td>0.232637</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0.15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>discount_15</td>\n",
+              "      <td>0.709849</td>\n",
+              "      <td>-0.411880</td>\n",
+              "      <td>-2.189072</td>\n",
+              "      <td>-0.459654</td>\n",
+              "      <td>-1.341218</td>\n",
+              "      <td>1.091933</td>\n",
+              "      <td>1.725541</td>\n",
+              "      <td>0.587434</td>\n",
+              "      <td>-0.214160</td>\n",
+              "      <td>...</td>\n",
+              "      <td>0.262162</td>\n",
+              "      <td>-1.072919</td>\n",
+              "      <td>1.906866</td>\n",
+              "      <td>-0.568036</td>\n",
+              "      <td>-1.013307</td>\n",
+              "      <td>3.699528</td>\n",
+              "      <td>1.698517</td>\n",
+              "      <td>-2.072810</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0.15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>control</td>\n",
+              "      <td>-0.123754</td>\n",
+              "      <td>0.553320</td>\n",
+              "      <td>0.411789</td>\n",
+              "      <td>-0.973973</td>\n",
+              "      <td>0.798154</td>\n",
+              "      <td>-0.129048</td>\n",
+              "      <td>-0.900563</td>\n",
+              "      <td>0.174573</td>\n",
+              "      <td>1.199244</td>\n",
+              "      <td>...</td>\n",
+              "      <td>-0.825072</td>\n",
+              "      <td>-0.748441</td>\n",
+              "      <td>1.830809</td>\n",
+              "      <td>1.032815</td>\n",
+              "      <td>0.599434</td>\n",
+              "      <td>1.489121</td>\n",
+              "      <td>-0.908026</td>\n",
+              "      <td>-1.433424</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>discount_15</td>\n",
+              "      <td>1.169897</td>\n",
+              "      <td>-0.093619</td>\n",
+              "      <td>-0.592952</td>\n",
+              "      <td>1.796628</td>\n",
+              "      <td>-1.135799</td>\n",
+              "      <td>-0.070309</td>\n",
+              "      <td>-1.971987</td>\n",
+              "      <td>0.548906</td>\n",
+              "      <td>-0.409969</td>\n",
+              "      <td>...</td>\n",
+              "      <td>-0.774489</td>\n",
+              "      <td>0.657385</td>\n",
+              "      <td>1.511193</td>\n",
+              "      <td>1.849122</td>\n",
+              "      <td>-0.894096</td>\n",
+              "      <td>1.994741</td>\n",
+              "      <td>-1.314116</td>\n",
+              "      <td>-0.915712</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0.15</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 36 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "  treatment_group_key  x1_informative  x2_informative  x3_informative  \\\n",
+              "0         discount_05       -0.042262       -0.227152       -4.008524   \n",
+              "1         discount_15       -0.661554       -0.753436        0.810210   \n",
+              "2         discount_15        0.709849       -0.411880       -2.189072   \n",
+              "3             control       -0.123754        0.553320        0.411789   \n",
+              "4         discount_15        1.169897       -0.093619       -0.592952   \n",
+              "\n",
+              "   x4_informative  x5_informative  x6_informative  x7_informative  \\\n",
+              "0       -3.677508       -1.041108       -0.458535       -0.738112   \n",
+              "1       -1.777876       -1.815303        0.010383        1.086347   \n",
+              "2       -0.459654       -1.341218        1.091933        1.725541   \n",
+              "3       -0.973973        0.798154       -0.129048       -0.900563   \n",
+              "4        1.796628       -1.135799       -0.070309       -1.971987   \n",
+              "\n",
+              "   x8_irrelevant  x9_irrelevant  ...  x26_increase_mix  x27_increase_mix  \\\n",
+              "0      -1.454540       0.324614  ...          2.818832          0.605656   \n",
+              "1       0.663161      -1.106134  ...         -0.485384         -1.030500   \n",
+              "2       0.587434      -0.214160  ...          0.262162         -1.072919   \n",
+              "3       0.174573       1.199244  ...         -0.825072         -0.748441   \n",
+              "4       0.548906      -0.409969  ...         -0.774489          0.657385   \n",
+              "\n",
+              "   x28_uplift_increase  x29_uplift_increase  x30_uplift_increase  \\\n",
+              "0             1.113880             1.416118            -0.881965   \n",
+              "1            -0.527096             1.424322            -1.022723   \n",
+              "2             1.906866            -0.568036            -1.013307   \n",
+              "3             1.830809             1.032815             0.599434   \n",
+              "4             1.511193             1.849122            -0.894096   \n",
+              "\n",
+              "   x31_increase_mix  x32_increase_mix  x33_increase_mix  conversion  discount  \n",
+              "0          4.401370         -0.324652         -0.830702           0      0.05  \n",
+              "1         -1.190952          1.186895          0.232637           0      0.15  \n",
+              "2          3.699528          1.698517         -2.072810           0      0.15  \n",
+              "3          1.489121         -0.908026         -1.433424           0      0.00  \n",
+              "4          1.994741         -1.314116         -0.915712           0      0.15  \n",
+              "\n",
+              "[5 rows x 36 columns]"
+            ]
+          },
+          "execution_count": 4,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df.head()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "UJqYzTuvDCPq"
+      },
+      "source": [
+        "### **Adding monetary information to our dataset**\n",
+        "\n",
+        "So far the label of our dataset is the binary conversion column indicating if the customer made a purchase or not. Now we want to add information about the size of the purchase (amount paid) and the platform's revenue.\n",
+        "\n",
+        "We will make a distinction between 2 types of prices:\n",
+        "- **Base Price**: total price of the purchase before applying the discount.\n",
+        "- **Discounted Price**: total price of the purchase after applying the\n",
+        "relevant discount. This is the price the customer actually pays.\n",
+        "\n",
+        "For simplicity we will assume that the Base Price of a purchase is NOT affected by a discount offering. This means that we do allow a discount to have an effect on the customer probability of purchase completion, but we assume customers don't change the products they planned on purchasing because of a discount (like buying more expensive products because of a discount for example).\n",
+        "\n",
+        "To materialize the above, we will simulate the Base Price in our dataset as a function of the Informative features only.\n",
+        "\n",
+        "The Discounted Price on the other hand is of course affected by the discount, but as a close expression of the Base Price:\n",
+        "\n",
+        "**Discounted Price = Base Price * (1 - Discount%)**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "nZS1olDxXd4P"
+      },
+      "source": [
+        "We can also add information about the benfit (profit) that the ecommerce platform takes from the purchase, which is one of the things we might want to optimize for. We will assume the margin of the platform is 20% of the Base Price. When giving a discount we are in fact giving away part of this margin.\n",
+        "\n",
+        "**Benefit = 20% * Base Price - (Base Price - Discounted Price)**\n",
+        "\n",
+        "**Benefit = Discounted Price - 80% * Base Price**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "metadata": {
+        "id": "60_5vfvxAmRD"
+      },
+      "outputs": [],
+      "source": [
+        "from random import randint\n",
+        "\n",
+        "def base_price(df, informative_features):\n",
+        "\n",
+        "  if df.conversion == 0:\n",
+        "    base_price = 0\n",
+        "  else:\n",
+        "    base_price = randint(1, 100)\n",
+        "  return base_price\n",
+        "\n",
+        "informative_features = [k for k in X_names if 'informative' in k]\n",
+        "df['base_price'] = df.apply(lambda x: base_price(x, informative_features), axis=1)\n",
+        "df['discounted_price'] = df['base_price']*(1-df['discount'])\n",
+        "df['benefit'] = df['discounted_price']-0.8*df['base_price']"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "JwzNYDHLVhwI"
+      },
+      "source": [
+        "# **Exploratory Data Analysis**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "uO4D4QhDbaPo"
+      },
+      "source": [
+        "We can begin by computing the total sum of conversions, sales (discounted price) and platform benefit. We can see that the total conversions and the total sales grows as the discount value is bigger. However the platform benefit decreases."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 238
+        },
+        "id": "xgFjwZXEyDkE",
+        "outputId": "5592d4e5-6a4c-4a60-857b-7a546eb2643c"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead tr th {\n",
+              "        text-align: left;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead tr:last-of-type th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr>\n",
+              "      <th></th>\n",
+              "      <th colspan=\"3\" halign=\"left\">sum</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th></th>\n",
+              "      <th>benefit</th>\n",
+              "      <th>conversion</th>\n",
+              "      <th>discounted_price</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>treatment_group_key</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>control</th>\n",
+              "      <td>27973.00</td>\n",
+              "      <td>2739</td>\n",
+              "      <td>139865.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>discount_05</th>\n",
+              "      <td>22743.00</td>\n",
+              "      <td>3002</td>\n",
+              "      <td>144039.00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>discount_10</th>\n",
+              "      <td>15970.40</td>\n",
+              "      <td>3147</td>\n",
+              "      <td>143733.60</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>discount_15</th>\n",
+              "      <td>8447.25</td>\n",
+              "      <td>3352</td>\n",
+              "      <td>143603.25</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                          sum                            \n",
+              "                      benefit conversion discounted_price\n",
+              "treatment_group_key                                      \n",
+              "control              27973.00       2739        139865.00\n",
+              "discount_05          22743.00       3002        144039.00\n",
+              "discount_10          15970.40       3147        143733.60\n",
+              "discount_15           8447.25       3352        143603.25"
+            ]
+          },
+          "execution_count": 6,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df_pivot = df.pivot_table(values=['conversion','discounted_price','benefit'],\n",
+        "               index='treatment_group_key',\n",
+        "               aggfunc=[np.sum],\n",
+        "               margins=False)\n",
+        "df_pivot"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "y5d4Gbl1yf94"
+      },
+      "source": [
+        "We can repeat the analysis but using the mean instead of the sum. This will give us the mean conversion rate, the mean sales per user and the mean platform benefit per user."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 238
+        },
+        "id": "fXx_uv9IFr-0",
+        "outputId": "324cbe59-52ed-4f58-af3d-b64231c88b8f"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead tr th {\n",
+              "        text-align: left;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead tr:last-of-type th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr>\n",
+              "      <th></th>\n",
+              "      <th colspan=\"3\" halign=\"left\">mean</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th></th>\n",
+              "      <th>benefit</th>\n",
+              "      <th>conversion</th>\n",
+              "      <th>discounted_price</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>treatment_group_key</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>control</th>\n",
+              "      <td>0.559460</td>\n",
+              "      <td>0.05478</td>\n",
+              "      <td>2.797300</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>discount_05</th>\n",
+              "      <td>0.454860</td>\n",
+              "      <td>0.06004</td>\n",
+              "      <td>2.880780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>discount_10</th>\n",
+              "      <td>0.319408</td>\n",
+              "      <td>0.06294</td>\n",
+              "      <td>2.874672</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>discount_15</th>\n",
+              "      <td>0.168945</td>\n",
+              "      <td>0.06704</td>\n",
+              "      <td>2.872065</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                         mean                            \n",
+              "                      benefit conversion discounted_price\n",
+              "treatment_group_key                                      \n",
+              "control              0.559460    0.05478         2.797300\n",
+              "discount_05          0.454860    0.06004         2.880780\n",
+              "discount_10          0.319408    0.06294         2.874672\n",
+              "discount_15          0.168945    0.06704         2.872065"
+            ]
+          },
+          "execution_count": 7,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df_pivot = df.pivot_table(values=['conversion','discounted_price','benefit'],\n",
+        "               index='treatment_group_key',\n",
+        "               aggfunc=[np.mean],\n",
+        "               margins=False)\n",
+        "df_pivot"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "qaK3in6OywmW"
+      },
+      "source": [
+        "To illustrate the tradeoff between conversions and platform benefit we can plot the mean benefit per user in the y-axis and the mean conversion rate in the x-axis, per treatment group."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 496
+        },
+        "id": "lQD24sUqYBEj",
+        "outputId": "b836b17a-ecd3-40e5-d9fa-98f0d6b7296f"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='conversion', ylabel='benefit'>"
+            ]
+          },
+          "execution_count": 8,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "df_pivot_mean = df_pivot[['mean']]\n",
+        "df_pivot_mean.columns = df_pivot_mean.columns.droplevel()\n",
+        "df_pivot_mean.plot.scatter(x='conversion',\n",
+        "                      y='benefit',\n",
+        "                      c='DarkBlue',\n",
+        "                      s=50,\n",
+        "                      )"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "liCk63X5FSt1"
+      },
+      "source": [
+        "We can also compute the Average Treatment Effect (ATE) for both the mean conversion rate and the mean benefit per user:\n",
+        "- Conversion ATE = Mean Converstion rate in discounted group minus Mean Conversion rate in control group\n",
+        "- Benefit ATE = Mean Benefit per user in discounted group minus Mean Benefit per user in control group\n",
+        "\n",
+        "We can see in the plot below that the bigger the discount value the stronger the Conversion ATE (x-axis), but at the same time the more negative the Benefit ATE (y-axis)."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 9,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 496
+        },
+        "id": "fyWtB0hvaPPM",
+        "outputId": "648dbb5d-5b90-4a40-ba29-dde0935c3e1e"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='conversion_ate', ylabel='benefit_ate'>"
+            ]
+          },
+          "execution_count": 9,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "df_pivot_mean_ate = df_pivot_mean - df_pivot_mean.loc['control'].values.squeeze()\n",
+        "df_pivot_mean_ate.columns = ['benefit_ate', 'conversion_ate', 'discounted_price_ate']\n",
+        "df_pivot_mean_ate.plot.scatter(x='conversion_ate',\n",
+        "                      y='benefit_ate',\n",
+        "                      c='DarkBlue',\n",
+        "                      s=50,\n",
+        "                      )"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "HdJTroALz3Il"
+      },
+      "source": [
+        "# **Estimating the Conditional Treatment Effect**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "oC1TEuiu0MGz"
+      },
+      "source": [
+        "So far we analyzed the average performance of the 5%, 10% and 15% discounts. Now we want to see if we can model the impact each discount has at the user level, by using the available features.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "_v2Jo38CIISH"
+      },
+      "source": [
+        "# **Feature Selection**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "_LyyBNzhHj9m"
+      },
+      "source": [
+        "When working with a high number of available features, we can consider using Feature Selection techniques to identify the most informative features in regards to modeling the causal effect of the treatment.\n",
+        "\n",
+        "The CausalML package offers a collection of approaches for Feature Selection, more information [here](https://causalml.readthedocs.io/en/latest/examples/feature_selection.html) and [here](https://causalml.readthedocs.io/en/latest/_modules/causalml/feature_selection/filters.html).\n",
+        "\n",
+        "Feature selection can be treatment dependent, here we show an example when analyzing the 15% discount treatment group.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 10,
+      "metadata": {
+        "id": "_GNHbqiaIJUX"
+      },
+      "outputs": [],
+      "source": [
+        "from causalml.feature_selection.filters import FilterSelect"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 11,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "yljkp5N-TnEE",
+        "outputId": "9382cdca-2097-47fc-92c9-36cde8360d1a"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>method</th>\n",
+              "      <th>feature</th>\n",
+              "      <th>rank</th>\n",
+              "      <th>score</th>\n",
+              "      <th>p_value</th>\n",
+              "      <th>misc</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x4_informative</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.005331</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x26_increase_mix</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.004927</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x33_increase_mix</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.004518</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x3_informative</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.004102</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x29_uplift_increase</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>0.004047</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x28_uplift_increase</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>0.003885</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x30_uplift_increase</td>\n",
+              "      <td>7.0</td>\n",
+              "      <td>0.003559</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x22_increase_mix</td>\n",
+              "      <td>8.0</td>\n",
+              "      <td>0.003275</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x31_increase_mix</td>\n",
+              "      <td>9.0</td>\n",
+              "      <td>0.002813</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x21_increase_mix</td>\n",
+              "      <td>10.0</td>\n",
+              "      <td>0.002684</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x23_uplift_increase</td>\n",
+              "      <td>11.0</td>\n",
+              "      <td>0.001997</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x25_uplift_increase</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>0.001855</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x10_irrelevant</td>\n",
+              "      <td>13.0</td>\n",
+              "      <td>0.001810</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x24_uplift_increase</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>0.001718</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x6_informative</td>\n",
+              "      <td>15.0</td>\n",
+              "      <td>0.001614</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x27_increase_mix</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>0.001560</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x1_informative</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>0.001507</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x11_irrelevant</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>0.001403</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x8_irrelevant</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>0.001340</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x16_uplift_increase</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>0.001275</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x14_irrelevant</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>0.001246</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x20_increase_mix</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>0.001242</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x15_irrelevant</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>0.001233</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x17_uplift_increase</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>0.001177</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x12_irrelevant</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>0.001143</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x13_irrelevant</td>\n",
+              "      <td>26.0</td>\n",
+              "      <td>0.001022</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x32_increase_mix</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>0.001010</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x7_informative</td>\n",
+              "      <td>28.0</td>\n",
+              "      <td>0.000977</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x5_informative</td>\n",
+              "      <td>29.0</td>\n",
+              "      <td>0.000951</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x18_uplift_increase</td>\n",
+              "      <td>30.0</td>\n",
+              "      <td>0.000920</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x19_uplift_increase</td>\n",
+              "      <td>31.0</td>\n",
+              "      <td>0.000901</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x2_informative</td>\n",
+              "      <td>32.0</td>\n",
+              "      <td>0.000855</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>KL filter</td>\n",
+              "      <td>x9_irrelevant</td>\n",
+              "      <td>33.0</td>\n",
+              "      <td>0.000832</td>\n",
+              "      <td>None</td>\n",
+              "      <td>number_of_bins: 20</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "      method              feature  rank     score p_value                misc\n",
+              "0  KL filter       x4_informative   1.0  0.005331    None  number_of_bins: 20\n",
+              "0  KL filter     x26_increase_mix   2.0  0.004927    None  number_of_bins: 20\n",
+              "0  KL filter     x33_increase_mix   3.0  0.004518    None  number_of_bins: 20\n",
+              "0  KL filter       x3_informative   4.0  0.004102    None  number_of_bins: 20\n",
+              "0  KL filter  x29_uplift_increase   5.0  0.004047    None  number_of_bins: 20\n",
+              "0  KL filter  x28_uplift_increase   6.0  0.003885    None  number_of_bins: 20\n",
+              "0  KL filter  x30_uplift_increase   7.0  0.003559    None  number_of_bins: 20\n",
+              "0  KL filter     x22_increase_mix   8.0  0.003275    None  number_of_bins: 20\n",
+              "0  KL filter     x31_increase_mix   9.0  0.002813    None  number_of_bins: 20\n",
+              "0  KL filter     x21_increase_mix  10.0  0.002684    None  number_of_bins: 20\n",
+              "0  KL filter  x23_uplift_increase  11.0  0.001997    None  number_of_bins: 20\n",
+              "0  KL filter  x25_uplift_increase  12.0  0.001855    None  number_of_bins: 20\n",
+              "0  KL filter       x10_irrelevant  13.0  0.001810    None  number_of_bins: 20\n",
+              "0  KL filter  x24_uplift_increase  14.0  0.001718    None  number_of_bins: 20\n",
+              "0  KL filter       x6_informative  15.0  0.001614    None  number_of_bins: 20\n",
+              "0  KL filter     x27_increase_mix  16.0  0.001560    None  number_of_bins: 20\n",
+              "0  KL filter       x1_informative  17.0  0.001507    None  number_of_bins: 20\n",
+              "0  KL filter       x11_irrelevant  18.0  0.001403    None  number_of_bins: 20\n",
+              "0  KL filter        x8_irrelevant  19.0  0.001340    None  number_of_bins: 20\n",
+              "0  KL filter  x16_uplift_increase  20.0  0.001275    None  number_of_bins: 20\n",
+              "0  KL filter       x14_irrelevant  21.0  0.001246    None  number_of_bins: 20\n",
+              "0  KL filter     x20_increase_mix  22.0  0.001242    None  number_of_bins: 20\n",
+              "0  KL filter       x15_irrelevant  23.0  0.001233    None  number_of_bins: 20\n",
+              "0  KL filter  x17_uplift_increase  24.0  0.001177    None  number_of_bins: 20\n",
+              "0  KL filter       x12_irrelevant  25.0  0.001143    None  number_of_bins: 20\n",
+              "0  KL filter       x13_irrelevant  26.0  0.001022    None  number_of_bins: 20\n",
+              "0  KL filter     x32_increase_mix  27.0  0.001010    None  number_of_bins: 20\n",
+              "0  KL filter       x7_informative  28.0  0.000977    None  number_of_bins: 20\n",
+              "0  KL filter       x5_informative  29.0  0.000951    None  number_of_bins: 20\n",
+              "0  KL filter  x18_uplift_increase  30.0  0.000920    None  number_of_bins: 20\n",
+              "0  KL filter  x19_uplift_increase  31.0  0.000901    None  number_of_bins: 20\n",
+              "0  KL filter       x2_informative  32.0  0.000855    None  number_of_bins: 20\n",
+              "0  KL filter        x9_irrelevant  33.0  0.000832    None  number_of_bins: 20"
+            ]
+          },
+          "execution_count": 11,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "filter_method = FilterSelect()\n",
+        "\n",
+        "method = 'KL'\n",
+        "kl_imp = filter_method.get_importance(df, X_names, y_name, method,\n",
+        "                      treatment_group = 'discount_15',\n",
+        "                      n_bins=20)\n",
+        "kl_imp.head(100)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "UrhPUejU3Is0"
+      },
+      "source": [
+        "As we can see, most of the Informative and the Increase features are ranked at the top of the Features Rank, while most of the Irrelevant features are ranked at the bottom."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "g_bFd0OLC_Xb"
+      },
+      "source": [
+        "From here we could continue to the modeling section with a, for example, top10 selection of features based on our Feature Selection ranking. But for the purposes of this notebook we will continue with all the features."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Py0754_7lxYG"
+      },
+      "source": [
+        "# **Modeling the incrementality in conversion**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "CUVPMxN23lcT"
+      },
+      "source": [
+        "We will begin by modeling the Conditional Average Treatment Effect (CATE) on the conversion.\n",
+        "\n",
+        "For this we can use any of the many Estimators available in the CausalML package. More information [here](https://github.com/uber/causalml/blob/master/docs/examples/meta_learners_with_synthetic_data.ipynb) and [here](https://causalml.readthedocs.io/en/latest/causalml.html#module-causalml.inference.meta).\n",
+        "\n",
+        "For simplicity we will use the T-Learner estimator."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 12,
+      "metadata": {
+        "id": "nco8dqSlmPeK"
+      },
+      "outputs": [],
+      "source": [
+        "# Train/Test split\n",
+        "df_train, df_test = train_test_split(df, test_size=0.5, random_state=20143)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 13,
+      "metadata": {
+        "id": "zLnmlTQblzLO"
+      },
+      "outputs": [],
+      "source": [
+        "# Fit estimator\n",
+        "conversion_learner_t = BaseTClassifier(XGBClassifier(n_estimators = 50, max_depth=4, colsample_bytree=0.2, subsample=0.2), control_name='control')\n",
+        "#conversion_learner_t = BaseTClassifier(LogisticRegression(), control_name='control')\n",
+        "conversion_learner_t_tau = conversion_learner_t.fit_predict(X=df_train[X_names].values, treatment=df_train['treatment_group_key'].values, y=df_train[y_name].values)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "DtnvbXAx80Ip"
+      },
+      "source": [
+        "Let's take a look at the feature importance:"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 14,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "k4ca9u2L5gkD",
+        "outputId": "f1fc02d1-f24a-4269-ae17-0017a829f74d"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x800 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "conversion_learner_t.plot_importance(X=df_train[X_names].values,\n",
+        "                        tau=conversion_learner_t_tau,\n",
+        "                        normalize=True,\n",
+        "                        method='auto')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "R0uFun3489_j"
+      },
+      "source": [
+        "## **Evaluating the CATE conversion model**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "-Cw3TP8B_Yks"
+      },
+      "source": [
+        "We can evaluate our models by looking at the Qini curves. We can use the CATE conversion model to evaluate the performance on both the Conversion and the Benefit as a function of the fraction of users targeted."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 15,
+      "metadata": {
+        "id": "uDqrio2NCO9n"
+      },
+      "outputs": [],
+      "source": [
+        "def eval_performance(model, df_eval, discount):\n",
+        "\n",
+        "  df_eval['cate'] = model.predict(X=df_eval[X_names].values, treatment=df_eval['treatment_group_key'].values).tolist()\n",
+        "  df_eval[['cate_discount_05','cate_discount_10', 'cate_discount_15']] = pd.DataFrame(df_eval.cate.tolist(), index=df_eval.index)\n",
+        "\n",
+        "  df_eval_disc = df_eval[df_eval['treatment_group_key'].isin(['control', discount])]\n",
+        "  df_eval_disc['treatment_num'] = df_eval_disc.apply(lambda x: 0 if x['treatment_group_key']=='control' else 1, axis=1)\n",
+        "\n",
+        "  cate_col = 'cate_{}'.format(discount)\n",
+        "\n",
+        "  df_eval_qini_conversion = pd.DataFrame([df_eval_disc[cate_col].ravel(),\n",
+        "                               df_eval_disc.treatment_num.ravel(),\n",
+        "                               df_eval_disc['conversion'].ravel()],\n",
+        "                               index=['S','w','y']).T\n",
+        "\n",
+        "  df_eval_qini_benefit = pd.DataFrame([df_eval_disc[cate_col].ravel(),\n",
+        "                               df_eval_disc.treatment_num.ravel(),\n",
+        "                               df_eval_disc['benefit'].ravel()],\n",
+        "                               index=['S','w','y']).T\n",
+        "\n",
+        "  cd_conversion = (get_qini(df_eval_qini_conversion)*2).reset_index()\n",
+        "  cd_conversion = cd_conversion/cd_conversion.shape[0]\n",
+        "\n",
+        "  cd_benefit = (get_qini(df_eval_qini_benefit)*2).reset_index()\n",
+        "  cd_benefit = cd_benefit/cd_benefit.shape[0]\n",
+        "\n",
+        "  return cd_conversion, cd_benefit"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 16,
+      "metadata": {
+        "id": "KB7dLmOHG2-M"
+      },
+      "outputs": [],
+      "source": [
+        "qini_05_conversion_test, qini_05_benefit_test = eval_performance(conversion_learner_t, df_test, 'discount_05')\n",
+        "qini_10_conversion_test, qini_10_benefit_test = eval_performance(conversion_learner_t, df_test, 'discount_10')\n",
+        "qini_15_conversion_test, qini_15_benefit_test = eval_performance(conversion_learner_t, df_test, 'discount_15')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 526
+        },
+        "id": "7XycVkXzsS7E",
+        "outputId": "c376f8bb-a46c-46ff-e31f-8da9178a88ab"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'CATE conversion vs Targeted Population')"
+            ]
+          },
+          "execution_count": 17,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax_conversion = qini_05_conversion_test.plot(x='index',y='S',color='b')\n",
+        "qini_05_conversion_test.plot(ax=ax_conversion,x='index',y='Random',color='r')\n",
+        "qini_10_conversion_test.plot(ax=ax_conversion, x='index',y='S', color='g')\n",
+        "qini_10_conversion_test.plot(ax=ax_conversion, x='index',y='Random', color='r')\n",
+        "qini_15_conversion_test.plot(ax=ax_conversion, x='index',y='S', color='y')\n",
+        "qini_15_conversion_test.plot(ax=ax_conversion, x='index',y='Random', color='r')\n",
+        "ax_conversion.legend(['5% model', '5% random', '10% model', '10% random', '15% model', '15% random'], prop={'size': 10})\n",
+        "ax_conversion.set_xlabel('Fraction of Targeted Users')\n",
+        "ax_conversion.set_ylabel('CATE conversion')\n",
+        "ax_conversion.set_title('CATE conversion vs Targeted Population')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 18,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 526
+        },
+        "id": "rsoceiCiul8R",
+        "outputId": "1a66faa3-90e7-4137-fd23-164663d38362"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'CATE benefit vs Targeted Population')"
+            ]
+          },
+          "execution_count": 18,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax_benefit = qini_05_benefit_test.plot(x='index',y='S',color='b')\n",
+        "qini_05_benefit_test.plot(ax=ax_benefit,x='index',y='Random',color='r')\n",
+        "qini_10_benefit_test.plot(ax=ax_benefit, x='index',y='S', color='g')\n",
+        "qini_10_benefit_test.plot(ax=ax_benefit, x='index',y='Random', color='r')\n",
+        "qini_15_benefit_test.plot(ax=ax_benefit, x='index',y='S', color='y')\n",
+        "qini_15_benefit_test.plot(ax=ax_benefit, x='index',y='Random', color='r')\n",
+        "ax_benefit.legend(['5% model', '5% random', '10% model', '10% random', '15% model', '15% random'], prop={'size': 10})\n",
+        "ax_benefit.set_xlabel('Fraction of Targeted Users')\n",
+        "ax_benefit.set_ylabel('CATE Benefit')\n",
+        "ax_benefit.set_title('CATE benefit vs Targeted Population')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "2Vet3WcND2SK"
+      },
+      "source": [
+        "To simplify the comparison, we can plot the CATE Benefit as a function of the CATE conversion."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "metadata": {
+        "id": "cuVyB7iVu41o"
+      },
+      "outputs": [],
+      "source": [
+        "qini_05_conc_test = pd.concat([qini_05_conversion_test[['S']], qini_05_benefit_test[['S']]], axis=1)\n",
+        "qini_05_conc_test.columns = ['cate_conversion', 'cate_benefit']\n",
+        "\n",
+        "qini_10_conc_test = pd.concat([qini_10_conversion_test[['S']], qini_10_benefit_test[['S']]], axis=1)\n",
+        "qini_10_conc_test.columns = ['cate_conversion', 'cate_benefit']\n",
+        "\n",
+        "qini_15_conc_test = pd.concat([qini_15_conversion_test[['S']], qini_15_benefit_test[['S']]], axis=1)\n",
+        "qini_15_conc_test.columns = ['cate_conversion', 'cate_benefit']"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 20,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 526
+        },
+        "id": "kuF2ICXyvcFr",
+        "outputId": "65e04380-1c15-43d9-abbc-2f81cd3eb70a"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'CATE benefit vs CATE conversion')"
+            ]
+          },
+          "execution_count": 20,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax_comp = qini_05_conc_test.plot(x='cate_conversion',y='cate_benefit',color='b')\n",
+        "qini_10_conc_test.plot(ax=ax_comp, x='cate_conversion',y='cate_benefit',color='g')\n",
+        "qini_15_conc_test.plot(ax=ax_comp, x='cate_conversion',y='cate_benefit',color='y')\n",
+        "ax_comp.legend(['5% model', '10% model','15% model'], prop={'size': 10})\n",
+        "ax_comp.set_xlabel('CATE Conversion')\n",
+        "ax_comp.set_ylabel('CATE Benefit')\n",
+        "ax_comp.set_title('CATE benefit vs CATE conversion')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "AG74zVM_D78c"
+      },
+      "source": [
+        "In the plot above we can see that the CATE Conversion model gives us the opportunity to considerable improve the performance of the discount."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "FNnAlobqwtAj"
+      },
+      "source": [
+        "# **Modeling the CATE Benefit**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "tMcbRX9wFF8Y"
+      },
+      "source": [
+        "In the section above we trained a T-Learner on the conversion label. Similarly we can now train a T-Learner on the benefit label, and use the model predictions to evaluate the performance on the CATE conversion and CATE benefit."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 21,
+      "metadata": {
+        "id": "uE0f867WwxTp"
+      },
+      "outputs": [],
+      "source": [
+        "# Fit estimator\n",
+        "benefit_learner_t = BaseTRegressor(XGBRegressor(n_estimators = 50, max_depth=4, colsample_bytree=0.2, subsample=0.2), control_name='control')\n",
+        "#benefit_learner_t = BaseTRegressor(LinearRegression(), control_name='control')\n",
+        "benefit_learner_t_tau = benefit_learner_t.fit_predict(X=df_train[X_names].values, treatment=df_train['treatment_group_key'].values, y=df_train['benefit'].values)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "I1gixjf5v-mS"
+      },
+      "source": [
+        "## **Evaluating the CATE benefit model**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 22,
+      "metadata": {
+        "id": "q0rSMYLfwO6q"
+      },
+      "outputs": [],
+      "source": [
+        "qini_05_conversion_test, qini_05_benefit_test = eval_performance(benefit_learner_t, df_test, 'discount_05')\n",
+        "qini_10_conversion_test, qini_10_benefit_test = eval_performance(benefit_learner_t, df_test, 'discount_10')\n",
+        "qini_15_conversion_test, qini_15_benefit_test = eval_performance(benefit_learner_t, df_test, 'discount_15')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 526
+        },
+        "id": "tPhR8R7RwO6r",
+        "outputId": "36e56962-a0bd-4126-a955-699f427570a4"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'CATE conversion vs Targeted Population')"
+            ]
+          },
+          "execution_count": 23,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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e6VU2Qzk5OXHz5k2Ns2x4e3vTr18/hg8fzqZNm1iyZAnDhw/H3t4+0/yyei+pps4D6NevH/PmzVNL17p1ayZMmMAff/yhtdy//PILd+/excbGhu3bt/P555+r7a9ZsyY9evSgRYsW+Pn5MXnyZKk7hrW1NZ6enmrdb7IazGmMe+6vv/7i+vXrAHTv3l2tVqxq1aq0adOGkSNHsn79eq3P3ViePHkivVdlMpkUfBr78/Lq1atUrFiRffv2YWdnJ22vX78+jRs3pmvXriQlJTF+/PgPNv1h7969mTRpUobgTPWeHDRoEE2bNuXp06fMnTuXlStXSmlUg4xV94WFhUW2Wirv3bvH77//DqS9Lw8dOqRWyVGnTh1atWpFmzZtiIuLY/To0dy4cSPTz94LFy7Qs2dPFi1ahJnZ216i9erVo1ChQvj4+PDkyRMOHjyY4X2dFdHnNJdL/0WT2Uh5QyiVSv7++28g7Zf8ux8Oqlqb58+fc/z4caOdNzOdOnWiTp06Wv+pOuDrS/UlljdvXtauXZshME2vePHiao83bNggBc0///yzxpprNzc3qXY5Pj6edevWZZp/vnz5WLZsmcYPg27duklf9GfPns2wX1W7HRMTIwUq7zp27BgvX75US6+SnJws1WL27ds30w+T/PnzS804T5480dpvr169emrBxLtU/faqVKmSITBNTy6X61Xjl5SUxNq1awEoWbIkv/zyi8Z0P/74I2XKlAFg/fr1xMfHZ5rnwIED1QJTlfz58zNo0CAg7X68f/++zuVUadKkiTTzRfo5hdNLTU2Vgvm6detSrFgxad/r16+lvrOqQCAz2t7fxmRtba11+jeZTMavv/6Kubk5sbGxUs1hZrJ6L/31119A2uegqtbyXdOmTaNIkSKZ5hERESHdnxMnTswQmKoUKFCAadOmAWm1fem7EejDWPec6sd1gQIFMl0IxcfHR212FWNTTSX1zz//0LJlS6KjowHo3LkzLi4ugPE/LwEWLlyoFpiqfPHFF9KPvAsXLmjtDpKTSpQoobXWsFixYowcORKAAwcOZOhbb0yrVq2S+h7Pnz9f4wwKn332GWPGjAHSvt937dqVaX5OTk7MnTtXLTBVGTp0qPS8NX1fZUUEp7lcTEyM9Le+fd208fX1lWoJ3w1iAFq0aCF1xM7NA6Nev37NhQsXAGjbtm2W/Q7fpQrMra2ttc6Q0KlTJ+kDVFsw7+3tnWktgZmZGVWqVAHQODiiWbNmUuChqrV4l2p7/vz5M3wRXrlyhWfPngFkOl+tioeHh3QuVdcPTTS9d9JLH2xrG7ygr2vXrklzoHbv3j3TLwcLCwt69uwJpHWRuXz5cqZ5aut/lX4uUF0Grmgqh+rH1cmTJ6V5hdNLv/3dvsIFCxaU5hPdsmWLToPi3rfk5GRCQ0Px8/Pj7t273L17l2fPnknvo9u3b2s9Xtt76dmzZ/j7+wNpfXgz+yzMly+f1vf20aNHpR8oWd0DderUkf7Wdg9oY4x77vnz59IPonbt2mkM1CCt+4ihP+Azk36wV4ECBXB3d2fQoEGEhoYCaaP209dgG/vz0tPTk88++yzT/b169ZL+zurHz/sSHR1NYGAg9+7dk+4D1fs1Ojo6RxdtUL2Wbm5uNGjQINN0X3/9dYZjNGnXrl2m4wDs7OyklkyDPhP1PkIwKelrm+Li4oyWryrgtLGx0Tjqz9LSko4dO/LXX3+xd+9eoqKitDbJZdeNGzdyZJ7TmzdvSr9UDem0rRpVWrFiRa2DdSwtLalcuTKnT5/OMGAlvfT9jTRR/SBI/6NEJU+ePHTo0IHVq1dLNaTpa0piY2OlGtVWrVpl6NeYvilSn475mkYtq2TVz6t79+5s3ryZV69eUbt2bVq2bEnjxo2pVauWVKNpiPSjfWvUqKE1bfpRxXfv3s10+VvVgEBNChQoIP2t6droolu3bvzxxx+kpqayfft2tW4b8PaHhaYAK2/evHTu3JnNmzeza9curly5QocOHahXr57Ud/pDUM2U8Pfff3Pr1i1pgRBNsupuoO29lP6eUv2Ay0xmiwqA+j2QVT7pabsHtDHGPZf+uWsL1HTZbwx58uShUqVK9OjRg2+++Uat+4GxPy+zej5eXl6YmZmhUCgyzGzxPgUFBbF48WL279+vdcYXSKu9d3NzM3oZEhMTpRr+rD4TVTNTPHnyJMe+r7Iiak5zufRNdOHh4UbJMyYmht27dwNp01JkVguhqklKSEjQOMo0N0g/OMLJyUnv41UDDHRpLlPlHxUVlWnTTf78+bXmoWo+yWxJQFXtUvq+pSp79uyRfsBoqoVSNffrS9uPoqyCogYNGjB//nysra1JSEhgx44djBw5kho1alC2bFmGDRsm1WzrI/3Aj6yuTfrrrm3AiLaWifRdDgxdrrF69eqULl0ayNi0Hx8fL80S0bx5c40/BGfNmiXVhoeEhLB48WK++uorSpYsSb169Zg1a5bB19gQr1+/pmnTpkyYMIErV65oDUwBrV0qQPt7Kf1KYVldb237c+Ie0MYY59PnvZ5Zq4yh/v33X86ePcvZs2c5f/48t27dIiQkhGPHjjFgwIAMfa+N/XmZVVe2fPnyST/C31df63cdPnyY2rVr88cff2QZmELW94Gh9LlH4O3rr+0zMbvfV9qImtNcztPTE3Nzc1JTU6UO8dn133//Sf2CtmzZwpYtW7I8ZvPmzWpNAblRdkYx63JsTvYlUqlVqxZubm4EBgaydetWBg4cKO1TBTwODg40adIkw7HpP0B27typ8xeZtqBBU1+kd/Xt25d27dqxbds2jh8/zoULF3j9+jUvXrxg06ZNbNq0id69e7NgwQKd8ntXVtfmfVwXXX355ZfMmDGDa9eu8fDhQ6lZTDWKHzJv3ra1tWXDhg1cv36dHTt2cPr0aW7cuEFKSoo0Zc3ixYtZuXKl1hkWjGXSpEnSZ1Lr1q3p1asXFSpUwNHRkXz58knXpWLFioSEhGR5HXS99tm5j1X3gIWFBSdPntQ5L0P7+xvjnkv/ur3v97qhK/cZ6/PSVD53M/Pq1SsGDBhAXFwcNjY2jBgxgiZNmlCyZEns7OykrjgnT56UWkPeR3lN/XUDEZzmenZ2dlSqVInr16/z8OFDHj16JNW+GMqQPqTnz5/n8ePHlCxZMlvnft/SdwhXLWSgjwIFCvD8+XOdaq1VTXH29vY5Op1Ply5dmDNnjjSfqZubmzT/KaT159I0mjz9a5HdUaH6cnBwYPDgwQwePBilUsndu3fZt28ff/zxBy9evGD9+vVUqFBBpzkqQb2ZPatrk76JNP1xH0K3bt2YMWMGkNaMr5peSdWkr5opQ5uqVatKo9hjY2M5d+4c//zzD9u2bSM6Opp+/fpx7do1g1oKdBUdHS3V3Hft2lVtBPK70tfoGCp9sJbV9dZWW6m6B1JSUrC1tdW7D7q+jHHP6fNeN1brmqGM/XmZVXeKhIQEqUn53YGA6X/saAvEspolRpudO3cSFRUFpA0G0zSgEoxzD2RFn3sE3r62H+ozUTTrfwRUAzqUSiXLly/PVl7BwcGcPn0aSOvsvGrVKq3/FixYIB2bGwdGVa5cWfrgM2REYfny5YG0wRyJiYmZpktKSpImb8/poE+1xCy8DWq2b98uDZLJrOatcuXK0t9Hjx7NwRJqJ5PJqFChAhMmTODQoUPSzAX6dB1RXRdA6yAnSBuUovKhF5QoWbKk1B9MVdP96tUr6Xp06NBBqm3RhbW1NV988QUrV65kypQpQFqTcE5PqxMQECDNHqBtEI6/v7/BfXTT8/DwkP7OalR2ZqusgXq/1uzcA7r++DTGPZf+PXv16lWtabPan9OM/XmZ1fO5fv26NDr93XzSj9fQFhyq5hU2hKqPbYECBTINTEH7exKy1xqgkjdvXqniKv1nniYvXrzgyZMnwIf7TBTB6UegV69e0qjnVatWcfLkSZ2P3bVrl9ovw7///lv6FTl8+HA6d+6s9d/XX38tfaCnPza3KFCgALVq1QLS+mSqbkhdNWrUCEj7da2a5keTnTt3SlOrqI7JKe7u7tKgD1WAo/q/VKlSmXaGr1WrllSTs3bt2vc6YXdm3NzcpMEBWU2enp6Xl5dUU6Bt9HpKSoq0wpqdnZ3a4KgPRfXj4fHjx1y6dIkdO3ZIgV5Wsx9ok36pWn1eS0Okf7219cc01kpVxYoVk7pA/Pfff5meMyEhQevUOM2aNZOC/2XLlmkNoLRJP9hHW19bY9xzRYoUkQam7N69O9NgPzY29oOPDTD25+Xdu3e1dmfbsGGD9Pe7wWH6QUfagtzMZj7RharbRmJiYqbLx8bFxWXZdU71fsqq33ZWVK9lQEBAhtXP0ks/fVdOf19lRgSnH4H8+fOzcuVKzM3NpdVGtN34kNa0NX78eL7++mu1tcVVc5sWLVqUmjVr6nR+VV+ZJ0+eaH3DmyrVnG6JiYl8/fXXWr8g3u3Q3rNnT6ytrYG0efs0TQMSFBQkrYiSP39++vTpY6SSZ04VxDx48IDt27dLv5Q1LVeqkjdvXkaPHg2k1db16dNHapLSJDExkT/++MPgNeUhbUCFtuAlMDCQgIAAAL36tllaWkp9oB8+fJjp5Pq//vqrNAVR7969s+zg/z507txZmvrqn3/+kX5YuLq6Sj+k3hUYGJjlOvHHjh2T/s6JmS/SK1WqlFTbs3nzZo0/WlWr+BjLN998A6Q1WWa2StfUqVOlqZs0cXZ2lu5Pf39/hg0bpjUgiI6O1thlIX2XCW1TpBnrnuvXr5+Ux3fffafx2B9++OGDN+vnxOflqFGjNAbkx44dY9OmTUDa6PR3F6kpX7689MNg5cqVGj/HTp48ma33qGoe17i4uAwDVCEteB01apTW9yS8fT+Fh4dLfc8N0b9/f6k7w7fffquxxvj69evMnz8fSLsfspriLKeIPqcfiQYNGrB48WJGjx5NXFwc/fr1Y/HixbRv357KlStToEABYmNjCQ4O5tixY+zbty/DDX3hwgVpqok2bdro3JTQoUMHadLrzZs3U69ePeM+OXRbIQrerqihj+bNm/PNN9+wZs0arl27Rs2aNRkwYAC1a9eWllu8desWe/bswdzcnD179kjHOjg48OuvvzJmzBjCwsJo1KgRY8aMkaalOn/+PPPnz5dGik6bNs3oI2Y16dKlC1OnTiUlJYVvv/1W2p5VzduIESM4deoUhw8f5tSpU3z++ef07duXWrVqUaBAAeLi4nj06BHnz59n9+7dREZGZrqakS5++uknxowZQ8uWLalbty7u7u7Y2Njw+vVrrl69ysqVK6UfT6ovYF1NnDiRPXv28OjRI+bPn8+9e/fo06cPRYsW5enTp6xbt44DBw4AabUomX2pv28FCxakcePGHDx4kC1btkhfRl9++WWm92RwcDBt27albNmytG7dGi8vL4oVK4aZmRnPnj1j79690hd18eLFtS5JaKzn0KxZMw4ePMiRI0fo1KkT/fr1w8XFhfDwcP777z82bdqEm5sbUVFRRplFYNCgQWzatIm7d++yatUqnjx5Qt++faXrrVq+tFq1atKPNU2v5//93/9x8eJFbt68yfbt27l27Rp9+/bls88+w9bWljdv3vDgwQNOnz7N/v37yZs3r7QIg0rlypXJly8fCQkJ/Prrr+TJkwcXFxcpMChSpIj0Q8gY91z//v3ZuHEjN2/eZMOGDYSGhjJgwACKFStGaGgoq1ev5ujRo3h5eWXZhJyTjP15qXo+3t7ejB49mkqVKhEbG8v+/ftZuXKltITunDlzMhxrYWFB3759mTNnDvfv36dNmzaMGjWKEiVK8OrVK/bt28fatWv57LPPDJoxBNK6tEybNo3ExESGDx/O7du3adiwIXZ2dty7d4+VK1dy/fp1atWqxfnz5zPNR7UYhEKh4Ntvv2XQoEFq/ZV1Xba8fPnyjBkzhnnz5uHn50f9+vUZM2YMXl5easuXxsXFIZPJWLBggd4r8xmLCE4/It27d6dkyZJMnDiRmzdvcvXqVa3NFQ4ODkyaNEma7Dh9n1F9fi25u7vj6enJ3bt3+e+//5g9e7ZRFwSAtEE8upg0aRKTJ0/WO/958+ZhbW3N0qVLCQ8Px8fHR2M6TavvfPPNN0RHR/PLL7/w6tUrfvzxxwxpzM3NmTJlitZ1oo3J0dGRhg0bcuTIEakmplq1alkOljMzM2PDhg1MnDiRdevW8fz580xfC0jr05jdpWtVy7Fm1rRlbm7Ojz/+SKtWrfTK19raml27dtG1a1fu3r3LgQMHpGA0PQ8PD/75559M17P/ELp168bBgwelpk3QrUnf399fqgnWpHjx4mzevFmqvcpJc+fO5c6dO4SEhHD8+PEMk3kXL16cjRs3aq3N14elpSVbtmyhXbt2PH78mMOHD3P48GG1NI0bN2bYsGHSBPCa5tq0srJi9+7dDB06lH379hEQEJBpTSxonpbH1taWwYMHs2DBAm7cuJGh3+3u3bul+XSNcc9ZWFhIz/3BgwcaX+/GjRszYsQInT9Lc4oxPy+bNWtG8+bNmTFjBqNGjcqwP1++fPz555+Zzlk7btw4zpw5w7lz57h8+XKGWtpKlSqxfv16rXMca1OsWDHmzp3LqFGjSEhIYP78+VKtpEqnTp34+uuvtX7nNmjQgBo1anDp0iW2bt2aYao5fQZUTZ06lbi4OJYvX05wcDDjxo3LkCZfvnwsWLAgx3/EaiOC049MrVq1OHnyJIcPH+bgwYOcP3+esLAwIiMjsbKyokiRIlStWpXmzZvTqlUr6cNZNcckpDUh6Dshffv27bl79y5v3rxh9+7dWlfTMUVmZmb8+uuvdO/enTVr1nDq1CmePn1KSkoKTk5OlChRgpYtW2Y6uGPUqFE0b96cFStW4Ovry9OnT4G0GpIGDRowaNAgtUE670O3bt04cuSI9FjX/op58+ZlwYIFDBw4kHXr1nHmzBlCQkKIiYnB2tqa4sWLU6lSJRo3bkyrVq2y1RS+f/9+jh8/zsmTJ7l37x4vXrzg9evX5M+fH1dXV+rWrUu/fv3UBrzoo3jx4pw8eZINGzawc+dO7ty5Q1RUFHZ2dlSoUIH27dvTp08frcsLfgitWrXCzs5OCk6rVKmidcLrOnXqcPjwYU6cOMGZM2cIDg4mPDycuLg45HI5np6etGjRgq+//vq9BKaQ9tr7+vry+++/s2/fPoKDg8mbNy+urq60bt2aoUOHGn1xABcXF06fPs3ixYvZtWsXjx8/xtLSkrJly/LVV1/Rt29ftaV9M1tNyd7enk2bNnHu3Dk2b97M+fPnef78ObGxsdIo/qpVq/LFF19k+gX+888/U7p0aTZv3sz9+/eJjo7OdL5HY9xzRYoUwdfXlyVLlvDvv/9qfO6m0u3KmJ+X3333HZ9//jkrVqzg2rVrvH79msKFC0u1stp+kOfPn58dO3awYsUKtm3bxqNHjzA3N8fNzY0uXbowePBgrYsF6KJXr16UKVOGhQsXcuHCBaKionBwcKBixYr07NmTjh07Ztklx8zMjH///ZcFCxZw4MABAgMDiY2NNWiMh0wmY8aMGXTu3JlVq1Zx9uxZXrx4gYWFBS4uLjRq1IihQ4dKS85+KLLIyMjcNYJFEARBEAw0e/Zsfv31VywsLAgJCcl28CG8f6ofNYa2lAmmTwyIEgRBED4JSqVSaiHKaglNQRA+HBGcCoIgCB+FJ0+eZDptGKTNzqBaKzz9fMCCIJgW0edUEARB+Chs2bKFtWvX0rlzZ2rVqkWRIkVISUnB39+fzZs3S337ypYtK009JQiC6RHBqSAIgvDRCAkJYcGCBWqr16Xn7u7OP//8I5r0BcGEieBUEARB+Cj06NEDa2trjh07RkBAAC9fviQ+Ph65XE7FihVp06YNvXr1+mBzNwqCoBsxWl8QBEEQBEEwGblmQNTVq1f58ssvKVGiBEWLFqVx48YZJqLNikKhYOXKldSpUwdnZ2dKly7NN998I62K9K4tW7YwZswYGjZsSOHChZHL5dI63JrI5fIs/6Vf/jIoKEhr2u3bt+v1/ARBEARBEHK7XNGsf+rUKTp37oylpSWdOnXCzs6O3bt3M3DgQJ48eaJxhQNNxo4dy9q1a/Hw8GDQoEG8ePGCHTt2cOzYMQ4dOpRhou/p06cTHByMg4MDTk5OBAcHa81/0qRJGrc/fvyYf/75h3LlylG8ePEM+ytWrEjr1q0zbH/fk7YLgiAIgiB8aCYfnKakpDBq1ChkMhl79+6VliGbNGkSzZo1w8fHhw4dOmS5LKOvry9r166ldu3a7Ny5U+pz1L17dzp06MC3336rtnIIwKJFiyhVqhSurq7Mnz+fX375Res5MpsMeMKECQD07t1b4/5KlSqJiYQFQRAEQRDIBc36vr6+PH78mC5duqitj2tra8uECRNISUnR2tSusm7dOgCmTJmi1hne29ubJk2acPbsWR4+fKh2TMOGDXF1dc1W+RMSEti6dSuWlpa5cl69hIQEAgICSEhI+NBFEf5HXBPTI66JaRLXxfSIa2J6TPGamHxwevr0aQAaN26cYZ9qmy7rBZ8+fRpra2tq1aqVrXz0tXv3biIjI2nZsiWFChXSmOb58+esWrWKefPmsWnTJkJDQ41ejuzIbD1o4cMR18T0iGtimsR1MT3impgeU7smJt+srxqspKnZXi6X4+DgkOmAJpXY2FieP3+Op6cn5ubmGfar8s4qH0OsX78egD59+mSa5vjx4xw/flx6bGFhweDBg5k2bRpmZrr9fsipXzxJSUlq/wsfnrgmpkdcE9MkrovpEdfE9OT0NTFkTmGTD06jo6MBsLOz07jf1taWp0+fZjuP9OmMJTAwkFOnTlG8eHEaNWqUYb+VlRWTJk2iTZs2uLm5kZiYyKVLl/j5559ZsmQJlpaW/PTTTzqd6+nTpzn6yycsLCzH8hYMI66J6RHXxDSJ62J6xDUxPTlxTczNzSlVqpTex5l8cJqbbdiwAaVSSc+ePTXWgDo6OqoNhLK1taVly5Z89tln1K5dmyVLljB69GjkcnmW5ypatKgxiy5JSkoiLCwMJycnLC0tc+Qcgn7ENTE94pqYJnFdTI+4JqbHFK+JyQenqtrOzGo137x5k2mNqD55pE9nDAqFgs2bN2NmZkavXr30OtbJyYmmTZuyZcsWrl69qrG/7bs0VZsnJSURHR2NUmn4OgsKhQJLS0vi4+NJTEw0OB/BeIx5TWQyGXZ2dibzgZTbWVpaimUxTZC4LqZHXBPTY0rXxOSD0/T9QatWraq2LzIykoiICD7//HOteVhbW+Ps7ExQUBCpqakZ+p1q69dqqCNHjhAaGkqTJk1wcXHR+3gHBwcA4uLiDDp/UlISUVFRODg46NxvVROFQkFSUhKWlpbZykcwHmNeE4VCQUREBPb29iJAFQRBEEyCyUcbdevWBeDYsWMZ9qm2qdJklU9sbCznz5/PVj660mUglDZXr14FMHgqq+jo6GwHpsLHz8zMDAcHB6P3txYEQRAEQ5l85OLt7Y2bmxvbtm3j5s2b0vY3b94we/ZsLCws6NGjh7Q9IiICf39/IiIi1PL5+uuvgbRVn9KPSDt58iRHjx6lTp06uLu7G6XML1++5MCBAzg4ONCyZctM0125coXk5OQM2xcvXsz58+fx8PCgUqVKBpVBqVSKwFTQiZmZWba6fgiCIAiCMZl8s76FhQULFy6kc+fOtGrVis6dO2Nra8vu3bsJCgpiypQpakHlypUrmTlzJpMmTVIbbNSgQQP69OnDunXraNCgAc2aNZOWL7W1tWXevHkZzr1u3TrOnTsHwN27d4G0GlHV3KutW7emTZs2GY7bvHkzycnJfPXVV1qbSn/88UcePHhA3bp1KVasGAkJCVy8eJGbN28il8tZvnw5MpnMsBdOEARBEAQhFzL54BTSAssDBw7g4+PDjh07SE5OxsPDgx9++IGuXbvqnM/vv/9OhQoVWLNmDStWrMDa2poWLVowdepUjbWm586dY/PmzWrbzp8/L3UNcHV11RicbtiwAci6Sb9bt278999/XLx4UarpdXFxYciQIYwcOZJixYrp/NwEQRAEQRA+BrLIyEjRnvcRCg8Px9HRMdv5iAFR2bdx40YmT57MkydPdD5GLpezYcMGjT9+cuKaGOv98qlKSEggODgYFxcXkxntKojrYorENTE9pnhNRLQhmBQfHx/kcrnav7Jly6qlWbRoEWXKlKFMmTIsWbJEbd/ly5fx9vY2uaXYBEEQBMEUKBTxRESsIybmLEql4kMXR6Nc0awvGE/TptZ6pVcqQalUIJOZYUj318OHY/U+pnz58uzcuVN6nH7qrzt37vDbb7/x999/A2ldIxo1aoSnpyfJycmMHTuWBQsWaFymVhAEQRA+VUqlgvv365KQcE9te9myfh+oRJkTwekn5tIl07/k5ubmODk5adzn7+9PhQoV8Pb2BqBChQr4+/vj6enJwoULqVOnDp999lmW51A1ta9cuZIpU6YQGhpK06ZNWbZsGbt27cLHx4fo6Gi6du3KjBkzpGA3MjKSSZMmceDAAZKSkqhbty4zZ85UmyN348aN+Pj4EBERQePGjalVq1aG8+/fv58ZM2Zw//59nJ2d6d69O+PHj8fCwvSvjyAIgpD7PHv2W4bAFCAoqBN58qx5/wXSQnwTCiYnICAADw8PLC0tqV69Oj/++CNubm4AeHp68vDhQ4KDg1EqlTx8+JDy5csTEBDApk2bOHHihM7niY+PZ8WKFaxatYqYmBh69+5N7969sbe3Z+vWrQQGBtKnTx9q165Np06dABg6dCgBAQFs3rwZW1tbfv75Z7788ksuXLhAnjx5uHz5MiNGjODHH3+kbdu2HDlyBB8fH7XzHj16lMGDBzNjxgzq1KnD48ePGT16NADfffedUV5DQRAEQUgvLGyOxu2JiXfIk+c9FyYLIjgVTEr16tVZtmwZ7u7uhIeHM3v2bJo1a8b58+cpWLAg5cqV48cff6Rjx44A/PTTT5QrV4727dvzyy+/cOzYMWbMmIGFhQUzZszQurBCcnIy8+bNo2TJkgC0b9+eLVu24O/vj42NDR4eHtSvX59Tp07RqVMnHj16xP79+zl48KC0Ktkff/xBhQoV2Lt3Lx06dGD58uU0adKEsWPHAuDu7s7Fixc5cuSIdN45c+YwZswYaX5eNzc3fvjhB3766ScRnAqCIAifPBGcCialadOmao9r1KiBl5cXmzZtYsSIEQD069ePfv36SWk2btyIjY0NNWvWpHr16hw/fpzQ0FD69+/PjRs3yJs3r8ZzWVlZSYEpgKOjI66urtjY2KhtCw8PB8DPzw8LCwuqV68u7S9YsCDu7u74+flJad4dYV+jRg214PTGjRtcu3aNuXPnSttSU1NJSEggLi4OKysr3V4sQRAEQdBBbltoRQSnn5gaNVL0Sp/dAVHZZW1tjaenJwEBARr3R0REMGvWLPbt28fly5dxd3endOnSlC5dmuTkZB4+fEiFChU0Hvtu/06ZTKZxm0KRNpoxs5tbqVRKiyXo8gGgUCiYPHkybdu2zbDPVKbxEARBED4eSmW81v2pqQ8Bl/dTGB2I4PQTo+/o+Q89z2liYiL+/v7Url1b4/7JkyczbNgwihUrxtWrV9WWg01JSTHqlFIeHh6kpKRw+fJlqVn/1atXPHr0iHLlyklpLl++rHbcu4+rVKnCgwcPKFWqlNHKJgiCIAiZUSgSte6Pj++OQhEEmEYFiQhOBZMyZcoUWrRoQfHixXn58iWzZ8/mzZs3dO/ePUPa48eP8+jRI5YvXw5AtWrVePDgAYcPHyY0NBRzc3PKlCljtLKVLl2aVq1aMXr0aObPn4+NjQ2//PILRYoUoVWrVgAMHjyYZs2asWDBAlq3bs2xY8fUmvQBJk6cSLdu3ShWrBgdOnTAzMyMO3fucPfuXaZMmWK08gqCIAgCgFKZQJVxUOBq5mmu7m5L6fq+769QWohJ+AWT8vTpUwYMGECNGjXo3bs3lpaWHD58GFdXV7V08fHxTJgwgfnz50s1ukWLFmXWrFkMHz6cOXPmsGzZMvLnz2/U8i1dupQqVarQrVs3mjVrhlKpZOvWreT531DHGjVqsHDhQlauXEn9+vU5duwY48ePV8ujSZMmbNmyhRMnTtC4cWOaNm3KkiVLcHExnSYVQRAE4eOQZ80aCjmW1xqYAnzW9ibKJ4/fT6GyIJYv/UiJ5Us/XmL5UtNjisv/CeK6mCJxTd6j1FTsHRz0OiSuQkGSz2ge4/E+iWhDEARBEAThI2L2+LHegSnAk5avcqA0+hPBqSAIgiAIwsciMRFbLy+DDs0XZuSyGEgEp4IgCIIgCB8DhQL7TJb/1kVgXyOWJRvEaH1BEARBEISPgH3BggYd92AkhHYycmGyQQSngiAIgiAIuZz5pUtZpnk0CIIzzsxockRwKgiCIAiCkEvJnj7FztMzy3S+B0FhqT1N8eKzjFSq7BHBqSAIgiAIQi6ja1AKcOIYkMUS5HZ2HSlUqH/2C2YEIjgVBEEQBEHIRWxq1MD8wQOd0gbcngnhkzTuK1CgC5aW1YiJqUmxYhWQycyNWUyDieBUEARBEAQhl7CXy/VK/ySTwBTAze1PEhISiI0NzmapjEtMJSUI78GpU6eQy+VERkZ+6KIIgiAIuZSdnhPrx+zenek+MzOr7BYnx4jgVDApPj4+yOVytX9ly5ZVS7No0SLKlClDmTJlWLJkidq+y5cv4+3tTWpq6vsstiAIgiDkqDwbNyLT47vt9dMgLtu0zXR/mTL7jVGsHCGa9T8x1k2b6neAUolCqcRMJgNZFr2pNYg9fFjvY8qXL8/OnTulx+bmb/vA3Llzh99++42///4bgG7dutGoUSM8PT1JTk5m7NixLFiwQO0YXaSmpiKTyYy2Vr0gCIIgZEdqaizx8Textq6BxcnTWA0frtNxkY/ukmJnwe3bJbSms7R0MUYxc4QITj8xFjrMg/ahmZub45TJChf+/v5UqFABb29vACpUqIC/vz+enp4sXLiQOnXq8Nlnn2V5jo0bNzJ58mRWrlzJTz/9xMOHD7ly5QqvXr3i//7v/7h58yYpKSlUrFiR3377japVq0rHyuVyFi5cyMGDBzl27BhFihRh+vTptGrVSkpz6NAhJk+eTGhoKNWrV6d794wTy+3atQsfHx8CAgJwcnJi0KBBjBw5UtpfqVIl+vTpw8OHD9mzZw8FChRg5syZ1KhRg5EjR3L69GlKlCjBkiVL8DJwqTpBEATBtCQmBnD37tvvsfyh8HmvrI97HfGc4JCxvHqi2wh+M7N8hhYxx4lqIsHkBAQE4OHhQeXKlenXrx+BgYHSPk9PTx4+fEhwcDBPnjzh4cOHlC9fnoCAADZt2sSUKVN0Pk98fDzz589n4cKFnD9/HkdHR968eUP37t3Zv38/hw8fpnTp0nTt2pU3b96oHTtz5kw6duzImTNnaNq0KYMGDeL169cAhISE0Lt3b5o2bcqpU6fo06cPv/zyi9rx169fp2/fvnTq1ImzZ8/y3Xff8dtvv7Fx40a1dEuXLqVWrVr4+vrSvHlzhgwZwtChQ+ncuTPHjx+nZMmSDBkyBKVSqeerLAiCIJiapKQnaoEpZB2YRnvAieNw734tXr3arPO5ZDLTDU5FzalgUqpXr86yZctwd3cnPDyc2bNn06xZM86fP0/BggUpV64cP/74Ix07dgTgp59+oly5crRv355ffvmFY8eOMWPGDCwsLJgxYwZ169bN9FzJycnMmTOHSpUqSdtUNbIqv//+O25ubpw5c4YWLVpI27t3706XLl0A+PHHH1m5ciVXrlzhiy++YPXq1bi5ueHj44NMJqNMmTLcvXuX33//XTp+yZIleHt7M3HiRADc3d3x8/Nj0aJF9OzZU0rXtGlT+vZNW+x44sSJrFq1Ci8vL9q1a4elpSVjxoyhadOmvHjxItPaZkEQBOHDUioVxMZeIjHRH2vrOuTLV1pjujt3Kkt/y5LBNYtY8+FQCOma9ndSUqBeZZLJTLd+UgSngklp+k6f2Bo1auDl5cWmTZsYMWIEAP369aNfv35Smo0bN2JjY0PNmjWpXr06x48fJzQ0lP79+3Pjxg3y5s2r8VyWlpZUrFhRbVt4eDi//fYbvr6+hIeHk5qaSlxcHCEhIWrp0h9nbW2Nra0t4eHhAPj5+VG9enVk6fro1qhRQ+14Pz8/tW4AAJ9//jnLli0jNTVV6jOb/jyFCxcG0mqPVRwdHaVyi+BUEATB9CiVSh4+bEtMzBlpW4kSf1Cw4JfS49TUKKKjj0mPC56Dyt9nnbcqMP3YiOD0E5PyTpCUpWwOiMoua2trPD09CQgI0Lg/IiKCWbNmsW/fPi5fvoy7uzulS5emdOnSJCcn8/DhQypUqKDx2Hz58qkFkADDhg3j5cuX+Pj44OLiQt68eWnatClJSUlq6SwsMt46CoUCQKcmdqVSmeHcmo5Lfx5V+jx58mTYpjq3IAiC8GFFRR0gPHwlSmUiBQt2x8zMWi0wBQgKGkiBAp2RycyIijpAQMBXaTuUac34+Z9mfZ4Tx3Og8CZCBKefGH1HzysUCpKSkrC0tPwgI9kTExPx9/endu3aGvdPnjyZYcOGUaxYMa5evUpycrK0LyUlRe8ppc6dO8ecOXNo1qwZkNZ/NCIiQq88PDw82Lt3r9q2y5cvZ0hz/vx5tW0XL17E3d1d75kGBEEQBNPw5s2pt4EmZAhK04uJOYWNTQO19A0b63aeE0cNLmKuYLodDoRP0pQpUzh9+jSBgYFcvnyZPn36SIOU3nX8+HEePXrEwIEDAahWrRoPHjzg8OHDrFmzBnNzc8qUKaPX+UuWLMmWLVvw8/Pj8uXLDBw4kPz58+uVR9++fXn8+DHff/89Dx48YOvWrWzatEktzfDhwzl58iSzZs3i4cOHbNq0iT/++EPquiAIgiDkPk+f/p/OaZ89m8GNG0XTHqSCx2+6HRdflGxHb0WK/JS9DHKYCE4Fk/L06VMGDBhAjRo16N27N5aWlhw+fBhXV1e1dPHx8UyYMIH58+dLNbpFixZl1qxZDB8+nDlz5rBs2TK9A8vFixcTGRlJgwYNGDx4MEOGDKFQoUJ65eHi4sK6des4cOAA9erVY/Xq1UydOlUtTdWqVfnrr7/4999/qV27Nr/99hvff/+92mAoQRAEIXeJi9N9usbY2HMoFfE0bAQNvwBnHRs2L2zMOk1WnJ3HZj+THCSLjIwUc9B8hMLDw6XBMtnxoZv1hYxy4poY6/3yqUpISCA4OBgXFxfy5TPd6Vk+NeK6mJ6P+ZooFPHcuFFEp7SFj4HnNP3yf9YC/CYZULB3lC9/RW22AFO8JqLPqSAIgiAIQjbdvu2RZRrzGKif+YqimTLG4KeSJddia/sF5ubW2c8sh4mqMEEQBEEQhGxKTY3KMo0hgenlS95ZJ9KBXN4+VwSmIIJTQRAEQRCEHFW9PzRspP9xd++MoEyZXVStGoFc3s74BTNRIjgVBEEQBEHIBqUyWeP2vGFpQamN5qm6tTpxHIoW/RkAmcyckiXXUbLkRgzpkVm48Gj9C/AB5Zrg9OrVq3z55ZeUKFGCokWL0rhxY7Zu3apXHgqFgpUrV1KnTh2cnZ0pXbo033zzDY8ePdKYfsuWLYwZM4aGDRtSuHBh5HJ5hrXP0/Px8UEul2v8p231nq1bt9K4cWOKFi1KiRIl+PLLL7l27Zpez00QBEEQhA8jMfFxhm1FdkPtrzQk1uL6PDizIy0wLV/+MjKZeiAql7fGy+slXl6R0j9dFClihJFU71GuGBB16tQpOnfujKWlJZ06dcLOzo7du3czcOBAnjx5wrhx43TKZ+zYsaxduxYPDw8GDRrEixcv2LFjB8eOHePQoUN4eKh3Zp4+fTrBwcE4ODjg5OREcHCwTufp3r17hqmPNK0oBDB37lymTZtG8eLF6du3L7Gxsfz77780b96c7du3U79+fZ3OKQiCIAjCh/J28RTLV1Cns35Hn/sbEp3QOdjUh5vbGszMrIyeb04y+eA0JSWFUaNGIZPJ2Lt3L1WqVAFg0qRJNGvWDB8fHzp06EDp0qW15uPr68vatWupXbs2O3fulNZb7969Ox06dODbb79l3759ascsWrSIUqVK4erqyvz58/nll190KnOPHj10CiofPXqEj48P7u7uHD16FHt7ewAGDx5MkyZNGDVqFJcuXco0sBUEQRAE4f2Kjb1KXNwl8uUrT2Bgf1JSwqV9luFQR8/17lUj8StUuGXEUkKxYj4ULPgVFhYFjJrv+2Dyzfq+vr48fvyYLl26SIEpgK2tLRMmTCAlJUVrU7vKunXrgLQViFSBKYC3tzdNmjTh7NmzPHz4UO2Yhg0bZqgBNaaNGzeSkpLCuHHjpMAUoHz58nz11Vc8fvwYX1/fHDu/IAiCIAi6e/bsN/z9GxMSMomHD9upBaak6h+YBtxbiKvrQqpWfY2lpYtBZZLLNVfTFi48NFcGppALgtPTp08D0LhxxgVnVdvOnMl87dr0+VhbW1OrVq1s5aOLc+fOsWDBAhYtWsTBgwdJTEzMtEzpz5+TZRIEQRCE3C419Q3x8fczHYCUs+eO4vnzWRm2O+9FWuVJF4lDhhC7dStRkZE4FOmDg0MfZDKZweUqXtwnw7ZSpTYbnJ8pMPn2YtVgJU3N9nK5HAcHh0wHNKnExsby/PlzPD09MTc3z7BflXdW+ejqt9/UF8h1dnZm2bJlNGqkPo/Eo0ePsLGx0ThYSt8yJSQkqD1WKBQoFAp9iq2RUqmU/jdGfoJmM2bMYN++fTrVlCuVSp48eULNmjU5efIklSpVyvb5FQpFhveQoLukpCS1/wXTIK6L6cnONYmIWMyLF9MBMDcvjIvLWvLn9zJq+TSJjt5JaOiQtxuU4PI3lF6pf15hjx+Dallto33m2lGmzC2io3eSkhKBrW0L8uatqvNnek7fJ4asOmXywWl0dDQAdnZ2Gvfb2try9OnTbOeRPp2hKlWqxLJly6hbty6FCxfm6dOnbN++nXnz5tG9e3cOHz6sFkhER0dnumSkvmV6+vQpqamp0mNLS0ujvtGSk9/Pr9Rz586xdOlSbt68SVhYGH/99RctW7ZUS6NUKpkzZw4bNmwgKioKLy8vfHx81Aa0/fTTT2zZsgVra2umTp1Khw4dpH27du1i27ZtrF+//r08J12kpqaiVCr1vmbJyclGuc4JCQnZfv8LEBYW9qGLIGggrovp0feapKScJiFhuvQ4NfUFgYEtsbY+jUyWV8uRhlMqlcTH90ehSOsLav0YavQzPL8r586hfPnSSKXTpAUAaY21ug3gTi8n7hNzc3NKlSql93EmH5zmJm3atFF7XKpUKSZMmEDhwoUZPXo0c+bMYe3atTly7qJFi6o9joqKwtLSMkO6Zv800ztvpVJpcJPDoa6H9EqflJRE5cqV6dWrF19//TUWFhYZnseCBQtYsWIFS5YsoXTp0sydO5evvvqKCxcuYGtry4EDB9ixYwfbt28nICCAkSNH8sUXX1CwYEGioqKYOXMmO3fu1Pj6fCjm5ubIZDKdyqSqzQbIkyePUZ5Hvnz5tE53JmiXlJREWFgYTk5OJvW++tSJ62J69L0mSmUq9+8Xy3S/re0FChToacwiSh4+rI4iJYS8EVBbz76k6YU9fw5AcSOVy9hM8T4x+eBUVduZWa3OmzdvMq0R1SeP9OmMrXv37owbN44LFy5kKJexyvRutfmbN28wM8vYpfjy88s65WcsmsqgTfPmzWnevLn0WCaTqeWhVCpZvnw548ePp3379gAsX76cMmXK8O+//9K3b18ePHhAvXr1qFatGtWqVeP777/nyZMnFCpUiJ9//pn+/fvrNNDNx8eHvXv3MnjwYGbOnMnr16/p1q0bs2fPZvHixSxZsgSFQsGQIUMYP368dFxwcDATJ07E19cXMzMzmjRpwqxZsyhcuLCUZv78+SxdupT4+Hg6dOhAoUKFMrxeGzZsYOHChQQFBeHq6srgwYMZMGCAWveKd18fQ5mZmRnU9CKos7S0FK+jCRLXxfToek0ePuykdf/z5+MoUqS/9Dgl5RW3bqXV1BUo0BU3t8zb3p8/n8+zZ2mz8BQp8j3OzhMBUCiSuH2msEFLjb4rKjg417z3TOk+MfkBUdr6XkZGRhIREZHlNFLW1tY4OzsTFBSk1vStoq1fqzFYWlpiY2NDXFyc2vbSpUsTExOjsSo9p8uUWwUFBREWFqbWfzdv3rzUrVtXCv4rVqzItWvXiIyM5Pr16yQkJFCqVCnOnTvHjRs3GDJkSGbZZxAYGMiRI0fYtm0bf/75Jxs2bKBr166Ehoayd+9efv75Z6ZPn86lS5eAtOC5Z8+eREZGsnfvXnbs2MHjx4/p27evlOeOHTvw8fFh6tSpHD9+HGdnZ1atWqV23rVr1zJ9+nSmTJnChQsXmDp1Kr/++iubNm3KzssnCIKQq7x5c0zntElJT6XAFOD163+4dk2uMW1AQHcpMIW0UfiPH38DwJ3TxglMXw9sCP/roifox+SD07p16wJw7FjGN6hqmypNVvnExsZy/vz5bOVjiEePHhEZGZmhts5Yz+1Togrk09dCqh6/ePECgCZNmtC1a1caNWrEsGHDWLp0KVZWVowbN47ff/+dVatWUb16dZo3b869e/e0nk+hULB48WI8PDxo2bIl9evX58GDB8yYMYMyZcrQq1cvypQpI828cOLECe7cucMff/xB1apVqV69OitWrODMmTNcvXoVgGXLltGrVy/69OlDmTJlmDJlCuXKlVM77+zZs5k+fTrt2rXDzc2Ndu3aMWzYMNasWWOMl1EQBOG9SU2N5c0bX968OYVSqfvA2vRdmLS5dk3OtWty7tzx1Lg/IKA7qalR6fJVEBW1P0O6yMidmH8mp54RlrAPu7gJs9k7s5/RJ8rkg1Nvb2/c3NzYtm0bN2/elLa/efOG2bNnY2FhQY8ePaTtERER+Pv7ExERoZbP119/DaSt+pR+AMnJkyc5evQoderUwd3d3eByvnnzhtu3b2fYHhkZyYgRIwDo0qWL2r6ePXtiYWHB3LlziYp6e+Pcu3ePv//+m5IlS9KgQQODy/Qxe7cP7Lv9YidPnsy1a9c4e/Ysbdu2Ze7cuXh7e2NhYcGcOXM4cOAAvXv3zrIW1dXVVRqcBuDo6IiHh4daU7qjoyPh4Wlz3fn5+VGsWDGKF3/bu8jDwwN7e3v8/PykNDVq1FA7T/rHL1++JCQkhJEjR1KsWDHp35w5c3j8OOMSeYIgCKYqMTGQmzeL8fBhOx4+bMv9+0VRKnUbRR4fn/E71RBRUfu5ebOEFBi/erVFY7qiO8EmQP/8Y//4g9cRoYTe20xY6DkiX78mX9lW2SixYPJ9Ti0sLFi4cCGdO3emVatWdO7cGVtbW3bv3k1QUBBTpkxRCypXrlzJzJkzmTRpEpMnT5a2N2jQgD59+rBu3ToaNGhAs2bNpOVLbW1tmTdvXoZzr1u3jnPnzgFw9+5dANavXy/VkrVu3VoaBPXq1Svq1auHl5cXnp6eODo68vTpU44cOcKrV6+kWrz03N3d+e6775g+fTp169alffv2xMXFsX37dpKTk1mwYIHRV4eq4Vwj60TpKFFKgZ8Mw+dhMxbVoJ2wsDCcnZ2l7eHh4ZnOfODv78/WrVvx9fVlw4YN1KlTh0KFCtGxY0dGjBhBdHR0pn173339ZTKZxm2qfqCZDR7TZ1CZKq8FCxZQvXp1tX3G6F8qCIKQ05RKJTExp3n4MGP7eGxsE54960pk5AaKFJmCs/N4DTnAixcLjVqm69cL4uUVyZMnQzXuL7tAv/xuT4M8X/6As/OXmAE2RVpmeYygG5MPTiEtsDxw4AA+Pj7s2LGD5ORkPDw8+OGHH+jaVfchdL///jsVKlRgzZo1rFixAmtra1q0aMHUqVM11pqeO3eOzZvVJ7I9f/681DXA1dVVCk4LFCjAwIEDuXTpEgcOHCAqKgorKysqVKhA165d6dOnj8Y5VsePH4+rqyvLli1j9erV5MmTh5o1a/L999/z2Wef6fMy6eTwV4f1Sq9QKEhKSsLS0tIkAqMSJUrg5OTEiRMnpBXDkpKSOHPmjMblZZVKJaNHj2b69OnY2NiQmpoqTYul+t+Y87d6eHgQEhJCSEiIVHt6//59oqOjpab7cuXKcfnyZbp37y4dd/ny24FqhQsXpmjRogQGBmp8f4v5ZgVBMGUKRQI3bjhrSZFEZOQGAJ49m86zZ9M1rimflBRk9LKFhk7NuFEJDTOuhaNRsi2c+e/t48qOmgNdIXtyRXAKUK1aNbZt25ZlusmTJ6vVmKZnZmbG4MGDGTx4sE7nXLZsGcuWLdMprZ2dHbNnz9Yp7bu6du2qV5D9MYuJiSEg4G27SlBQEDdv3qRAgQK4uLggk8kYOnQoc+fOpVSpUpQuXZp58+ZhZWWVodsEpA0scnR0pFWrtCaWWrVqMXPmTC5dusThw4fx8PBALpcbrfwNGzakQoUKDBw4EB8fH1JTUxk3bhx169bFyyttsughQ4YwdOhQqlatSu3atfnnn3+4f/8+JUqUkPL57rvvmDRpEra2tjRt2pTExERpkNe7NfCCIAimIjU1ips3S2Sd8B3x8XfIn7+C2rbY2IvGKpbkxYtFao9lqeCtw8pOAf0htBOkWr3dZmNTB3NzGyOXUIBcFJwKn4Zr167Rtu3bZqAffvgBSJuOS/VDYfTo0cTHxzN+/HgiIyOpVq0a//77r1rfUIAXL14wd+5cDh16O9dqtWrVGD58OF27dsXR0VHnHx+6kslkbNy4kYkTJ9K6dWu1qaRUOnXqxOPHj/n5559JTEykbdu29OvXj6NHj0pp+vTpQ/78+Vm4cCE//fQTVlZWeHp6MnSo+JUuCILpMiQwBbh/vy5Vq76Wuj/pOhjKULb3oJqOv/NPHNe0VYar61JjFklIRxYZGZmz7wDhg9DWB1MfptasL+TMNTHW++VTlZCQQHBwMC4uLiYzT6Agrsv79ubNSR4+bG/w8U5O4yladAoA4eF/EBIywVhFkxT7F8osyjqdyoljkC+/B6VKbSYgoCcJCXcxNy9A8eKzKFjwS6OX70MwxftE1JwKgiAIgpBt2QlMAcLC5kjBqSkEpi/rADIoXnwmefOWpHz5syQnv8TCoiAymaisyUni1RUEQRAEIVvu3q1plHyUSqXWJn1n54kaB0/pQp/ANKoi3P4VHB2HYWPzdkrHPHkKicD0PRA1p4IgCIIgGCwsbBGJif5GySsm5hR585bMdL/j/0bHe3lFkpDgR2TkLp49+y1DuipVnhMdfZTwgz2prtsYaEnk7RvEFYigoqULefKI7k4fgghOBUEQBEHQS2pqDFFR+0lODuXp05+Nlu/Dh9qXZ7KwKCD9nS9fOZydJ+LoOJz792uTlPQEO7tmlCy5DjOzfBQ6K6OEnoFp1MuXyCwssMawgV2CcYjgVBAEQRAEnaWmxnLzZvGsE/5PvnzlKF/+wv+OK2bweYsXn6txu7m5NRUq3Myw3Trd6pFZSW7enLgtmleOEt4/EZwKgiAIgqATfecxzZfPk9Kl/wHSgsjy5Z/z5Ik/Mtk0YmL0WxSmQIHOOqe16tlTp3RRr1+Djqv3Ce+P6NUrCIIgCEKWlMpUvQJTmSw/5cufxdKyeIbtxYr9off5LSzk2vcfOIC9XI69XE6evXt1LaTe5RBynqg5FQRBEAQhS48ff61X+goVrme6z8zMuPNp2huw0l/Qo3Xof5TwPoiaU0EQBEEQshQVtUfntJUrB5Mnj5PWNJr6iRrCup32QVTvCukM586Wwq5AC6OcXzA+EZwKgonYuHEjrq6uH7oYgiAIGcTF3dI5bZ48xTE3t80ynaWl7p93VaqEZdyoUGAvl2Ph66tTHqlFnXjgNx3FvE14eJzHzMxS5/ML75cITgWTcubMGbp164aHhwdyuZw9ezL+Ulcqlfj4+ODh4YGzszOtW7fm3r17amm+//573NzcqFixItu3b1fbt2PHDrp165ajz0MQBOFjoVQq8fOrr3P6ihVv65y2atXwLNM4OY3DzCyv2jazhw+xL1hQ5/MAxFy/RWGnEdjbtxKBqYkTfU4/MdZNm+p3gFKJQqnETCYzqON47GH9RmPGxcVRqVIlevbsSZ8+fTSmWbBgAUuXLmXJkiW4u7szZ84cOnbsyKVLl7C1tWX//v1s27aNHTt28OjRI4YPH06jRo0oWLAgkZGRTJs2jV27dun9XJKTk8mTJ4/exwmCIORmERHrdE7r6XlVr7xlsjxUrhyU6UArCwtHihadqrZN3/6lSmtrop88AXNzvY4TPhwRnH5iLC5d+tBF0Kpp06Y01RJAK5VKli1bxrhx42j3v35Gy5Yto0yZMmzbto2+ffvi7+9PvXr18PLywsvLi8mTJxMYGEjBggX56aef6N+/Py4uLlmWxcfHh7179zJ48GDmzJnDkydPePXqFUePHmXOnDncvXsXc3NzatasyYwZMyhZMm1Vk6CgIKpUqcK6detYuXIlV65coVSpUsyfP5+aNd8u8bdx40Z8fHyIiIigcePG1KpVK0MZVq1axaJFiwgNDaVEiRKMHz+erl27Svvlcjnz58/nwIED+Pr64uLiwuLFiylUqBAjR47k2rVrVKhQgZUrV0rlEwRB0Edw8Gid0lWq9FhtknxdmZvbS0uSKpUKYmMvkJj4ELm8E+bm1lK6PFu3YjVwoF55R0VEiKA0FxLN+kKuEhQURFhYGI0aNZK25c2bl7p163LhwgUAKlasyLVr14iMjOT69eskJCRQqlQpzp07x40bNxgyZIjO53v8+DE7d+5k3bp1nDp1CoDY2FiGDRvG8ePH2bVrFzKZjJ49e6JQKNSOnT59OiNHjuTUqVO4u7vTv39/UlJSALh8+TIjRoygf//+nDp1ivr16zNnzhy143fv3s13333HiBEjOHfuHN988w3Dhw+XyqEye/ZsvvrqK06dOkWZMmUYMGAAY8aM4dtvv+X48eMATJgwQefnLAiCoKJtnXsAT8/rVKnyFC+vSIMC03fJZGbY2NTGwaG3emC6fr1egWlUZCRRkZEiMM2lRM2pkKuEhaV1ii9cuLDa9sKFCxMcHAxAkyZN6Nq1K40aNSJ//vwsXboUKysrxo0bx9KlS1m1ahUrV67EwcGB33//nfLly2d6vqSkJFasWEGhQoWkbe3bt1dLs3jxYtzd3bl//z6enp7S9hEjRtC8eXMAJk+eTK1atQgICKBs2bIsX76cJk2aMHbsWADc3d25ePEiR44cUcu3R48eDBgwQMrv8uXLLF68mM8//1xK16NHDzp27AjAmDFjaNq0KRMmTKBJkyYADBkyhOHDh+vy8gqCIKh5/TrzVZNksvzkzev2XsphNXKkTuneXLqEokyZHC6NkNNEzamQK8ne6f+qVCrVtk2ePJlr165x9uxZ2rZty9y5c/H29sbCwoI5c+Zw4MABevfunWUtqouLi1pgCmm1qQMGDKBKlSq4uLhQpUoVAEJCQtTSVaxYUfrb2dkZgPDwtM7/fn5+1KhRQy39u4/9/PzUglCAzz//HH9//0zP4+joCECFChXUtiUkJBAdHa31uQqCILwrKCjzz8iKFe9lus8olEry/fijzn1Mo16+FIHpR0LUnH5iUt4JgLKUzQFRxubklDZvXlhYmBTwQVrQpwrM3uXv78/WrVvx9fVlw4YN1KlTh0KFCtGxY0dGjBhBdHQ0dnZ2Go+1srLKsO2rr76iWLFiLFy4EGdnZxQKBbVr1yYpKUktnYVFxttL1fSfVVOZSlZB+LvnUe3TtO3dbgeCIHx8UlOjuXnz7RRN5cqdwMqqqt75JCT48+zZr5nuNzOzy3LFpuwwu38fWw398DMTc/gwaPjMFXIncSU/MfqOnlcoFCQlJWFpaYmZ2YevaC9RogROTk6cOHFCqrFMSkrizJkz/PLLLxnSK5VKRo8ezfTp07GxsSE1NZXk5GQA6X99grZXr17h5+fH/PnzqVOnDgDnzp3T+3l4eHhw+fJltW3vPi5Xrhznz5+ne/fu0raLFy9StmxZvc8nCMLHL215UfW5Q/38GlK27CGsrWtmclRG0dHHePSok9Y0lSsHGVRGXekamMatXk1yJ+1lFXIfEZwKJiUmJoaAgADpcVBQEDdv3qRAgQK4uLggk8kYOnQoc+fOpVSpUpQuXZp58+ZhZWVFly5dMuS3du1aHB0dadWqFQC1atVi5syZXLp0icOHD0vzqepKLpdTsGBB1qxZg7OzM8HBwRqD4qwMHjyYZs2asWDBAlq3bs2xY8fU+psCjBw5kr59+1KlShW8vb3Zv38/u3fvZseOHXqfTxCEj5tSmcr16w4a9/n7N6Nq1dcZWl00SUoKyTIwhYytOsakczN+ZGSOlUH4sERwKpiUa9eu0bZtW+nxDz/8AED37t1ZtmwZAKNHjyY+Pp7x48cTGRlJtWrV+Pfff7G1VV+R5MWLF8ydO5dDhw5J26pVq8bw4cPp2rUrjo6OUp66MjMzY/Xq1UyaNInatWvj7u7OzJkzadOmjV751KhRg4ULFzJjxgxmzJiBt7c348ePZ/bs2VKaNm3aMGPGDBYuXMikSZMoUaIES5YsoV69ehm6EAiC8GkLDf1R6/7r19+OpLe1bYKb259qo+sTEvx5+XIV4eErcqyMutA5MA3PevJ+IfeSRUZG6tb5TchVtPXB1IepNesLOXNNjPV++VQlJCQQHByMi4sL+fLl+9DFEf7nU7kuCQmPuHevmt7HqeYWvXZNrtdxbm5rKVCgfdYJNdB2TXQNTOMWLya5Vy+Dzi9kZIr3iag5FQRBEIRc7NWrDQYdp29QqiKXt806kT4UCuyKFNEpafy0aSIw/QSI4FQQBEEQcrGwsPnv9XwymfFa0XStLU2YMIHE/3XzEj5+IjgVBEEQhFwmLu4afn6Nsk5oomRRUdinmw5Qm4SxY0Vg+okRwakgCIIg5CKhoVN58WLRBzm3paVLtvOwuXGDwv9b+S4r0Q8eoBT94T85IjgVBEEQhFwiIeHBBwtMAcqU2WvYgZGR2Lu5YQ846XGYCEw/TWL4tSAIgiDkEvfu6bbKn7v7HqOcz97+7eAnD4/zWFq6akmtmXXjxti7uel9nJjH9NMlak4FQRAEwcQ9fTqdsLA5Oqe3ta2X7XOWKbMPG5s62cpD1wFP6YmmfEHUnAqCIAiCiVIqlVy7JtcrMK1U6TEAVao8M/i8rq5LsxeYKpV6B6YJY8cSFRkpAlNB1JwKgiAIgqlKv7KTLlxcFkorP5mZ5adKlefcuPF2VLytbUPevDmR6fElS67Hxqae2upRhrAvoN/xUc+eQf782Tqn8PEQwakgmAAfHx/27t3L6dOndUr/5MkTatasia+vL5UrV87h0gmCYKiUlAjevDmFrW1DlMp4LCycdVqXXqlUcP16Qb3OVbr0v9jZNVbbZmaWT1oJ6t1ymZsXMOqcpcTHk3/CBCw36L4oQPz//R9Jo0YZrwzCR0E06wsm5cyZM3Tr1g0PDw/kcjl79mTs1D906FDkcrnavy+++EItzffff4+bmxsVK1Zk+/btavt27NhBt27dcvR5CILwaVIoknj9eicBAb24dk3OrVulCQz8hlu33Lh9uzzXrxcgNHRKlvncuVNJp/M5OPTGyysSL6/IDIGpNhYWDkYNTC2OH8e+SBGdA9PI5cuJev1aBKaCRqLm9BPj59dUzyOUKJXK//3Sz/rX/rvKlTusV/q4uDgqVapEz5496dOnT6bpvvjiC5YsWSI9trS0lP7ev38/27ZtY8eOHTx69Ijhw4fTqFEjChYsSGRkJNOmTWPXrl16PxdBEARtlMpkbtwonGW6Fy8WY21dE7m8XYZ9qalvePXqb5KTQ3U6Z6FC/fUup7Hp07c0atEiHtSqlbaOuw41yMKnySjB6d27dwkICCA2NhaFQpFpuu7duxvjdEI2xMVd+tBF0Kpp06Y0bZp1AG1paYmTk+bZ8vz9/alXrx5eXl54eXkxefJkAgMDKViwID/99BP9+/fHxSXriaRVTe2DBw9m5syZvH79mm7dujF79mwWL17MkiVLUCgUDBkyhPHjx0vHBQcHM3HiRHx9fTEzM6NJkybMmjWLwoXffmnNnz+fpUuXEh8fT4cOHShUqFCG82/YsIGFCxcSFBSEq6srgwcPZoCOE1cLgvD+vXixTOe0jx/3wdPzBo8edcHevhX29i2Ii7tGaOj3ep3TzMxG32IahdmdO5g9eYK1Ht/rcStWkNC+PQQH52DJhI9BtoLT/fv3M3nyZJ48eaJTehGcCsZy+vRp3N3dsbe3p27dukydOhXH/43wrFixImvWrCEyMpLAwEASEhIoVaoU586d48aNG8ybN0/n8wQGBnLkyBG2bdvG48eP+frrrwkKCqJ06dLs3buXCxcuMGLECLy9valRowZKpZKePXtibW3N3r17SUlJYdy4cfTt25e9e9Mmr96xYwc+Pj7MmTOH2rVrs2XLFlasWEGJEiWk865duxYfHx9mzZpF5cqVuXnzJqNHj8bKyoqvvvrKuC+mIAhG8fTpj3qlv3u3CgAvXizgxYsFBpzRjDx5sq6pNSZZYCB2VavqfVzM8eOkenlBQoLxCyV8dAwOTk+cOEGvXr1QKBTkyZOHEiVK4OjoiJlZznRjvXr1Kj4+Ply8eJHk5GQ8PDwYOnQoX375pc55KBQK/vzzT9asWUNAQADW1tbUr1+fqVOnUrp06Qzpt2zZwrlz57h+/Tp3794lKSmJJUuW0LNnzwxpk5OT2bdvHwcOHODKlSuEhIRgZmZGuXLl6N69O3379sXc3FztmKCgIKpUqZJpeVetWkXnzp11fn6fiqZNm9KhQwdcXFwICgri119/pV27dpw4cYK8efPSpEkTunbtSqNGjcifPz9Lly7FysqKcePGsXTpUlatWsXKlStxcHDg999/p3z58pmeS6FQsHjxYmxtbfHw8KB+/fo8ePCArVu3YmZmRpkyZViwYAGnT5+mRo0anDhxgjt37nDjxg2KFy8OwIoVK6hVqxZXr17ls88+Y9myZfTq1UvqtjBlyhROnDhBQroP7dmzZzN9+nTatUtr9nNzc8PPz481a9aI4FQQTFBSUsgHOKsCc3O793e6+HiDAtP4GTPSAlNB0JHBwencuXNRKBS0bt2auXPnZtrEagynTp2ic+fOWFpa0qlTJ+zs7Ni9ezcDBw7kyZMnjBs3Tqd8xo4dy9q1a/Hw8GDQoEG8ePGCHTt2cOzYMQ4dOoSHh4da+unTpxMcHIyDgwNOTk4Ea2mKUNWq2draUr9+fVq2bEl0dDQHDhxg/PjxHDlyhM2bN2scpVmxYkVat26dYbu2oOlT1qlTJ+lvT09PvLy8qFSpEgcPHpSCucmTJzN58mQpnY+PD97e3lhYWDBnzhzOnj3LgQMHGDJkCCdPnsz0XK6urtja2kqPHR0dMTc3V/sR5ujoSHh4OAB+fn4UK1ZMCkwBPDw8sLe3x8/Pj88++ww/Pz/69u2rdp4aNWpw6tQpAF6+fElISAgjR45k9OjRUpqUlBTs7N7jF5EgCBnExV3Hz6+h9NjVdTFPnox4T2c3A952natcOeg9nZe0eUuLFNHrEEWhQry5eROsrHKoUMLHyuDg9MaNG9jY2PDHH3+QPwfnJktJSWHUqFHIZDL27t0r1TROmjSJZs2a4ePjQ4cOHTTWfKbn6+vL2rVrqV27Njt37iRv3rxAWleDDh068O2337Jv3z61YxYtWkSpUqVwdXVl/vz5/PLLL5nmb2Njw9y5c+nevTtW6W7E6dOn06ZNGw4cOMCuXbvo0KFDhmMrVaqkFkjlJCsr3Za+eyt7A6LeB2dnZ1xcXAgICNC439/fn61bt+Lr68uGDRuoU6cOhQoVomPHjowYMYLo6OhMgz4LC/VbRCaTadym6mv99rVSl9l2TVR5LViwgOrVq6vty6mWCUEQspaSEqkWmALvLTAtUKALbm5/vpdzaaLPvKUJkyeTOGlSDpZG+NgZHJwqFArc3d1zNDCFtKDy8ePH9OzZU60J3NbWlgkTJtCvXz82btzIjz9q7+uzbt06IK0JVRWYAnh7e9OkSROOHDnCw4cPcXd3l/Y1bNhQ53IWLVqU/v0zjpq0trZm+PDhDBgwgDNnzmgMTt8nfUfPKxQKkpKSsLS0NNnA6NWrV4SGhmqsvVcqlYwePZrp06djY2NDamoqycnJANL/2gbx6cvDw4OQkBBCQkKk2tP79+8THR1NuXLlAChXrhyXL19W64N9+fJl6e/ChQtTtGhRAgMD6dq1a4ZzGLO8giDoTtvk9TnNweGbD3Zu9FjjPur1axCj8IVsMjg49fDwICwszJhl0Ug1KXnjxhnnb1NtO3PmjE75WFtbU6tWLY35HDlyhDNnzqgFp8aSJ08egAx9TlWeP3/OqlWriIqKwtnZGW9vb4oVK2b0cuQGMTExajWgQUFB3Lx5kwIFCuDi4kJMTAwzZsygXbt2ODk58eTJE6ZNm4aDgwNt2rTJkN/atWtxdHSkVatWANSqVYuZM2dy6dIlDh8+LM2naiwNGzakQoUKDBw4EB8fH1JTUxk3bhx169bF6399roYMGcLQoUOpWrUqtWvX5p9//uH+/ftqA6K+++47Jk2ahK2tLU2bNiUxMZFr164RGRnJsGHDjFZeQRB0Fxw8Vu9jLCwcKVLkB4KDx2Tr3La29bJ1fHbYu7nplC7qyRMRmApGYXBw2rdvX0aMGMHJkyfx9vY2ZpnUPHr0CEBjs71cLsfBwUFKk5nY2FieP3+Op6enxgBRlXdW+Rhqw/8mJdYUYAMcP36c48ePS48tLCwYPHgw06ZN07m2MuGdEZAKhcIoNWxKpVL6/33U2F29elXqNwrwww8/AGndL5YsWYJMJuPOnTv8/fffREVF4eTkRP369fnzzz+xtrZWK+OLFy+YO3cuBw4ckLZ7eXkxbNgwunbtSqFChVi6dGmmz0v13DXtf3db+tdnw4YNTJo0idatWyOTyWjSpAkzZ86U9nfo0IGAgAB+/vlnEhMTadu2LX379uXYsWNSml69epEvXz4WLVrETz/9hJWVFZ6engwZMkQq17vnzQ6FQpHhPSToLikpSe1/wTQY+7qkpr7W+xh395vIZDKcnZN5/nyC3scXK/YHdnZtP8j9af7wIYXqaQ+KX23fjqJ4cVJVP66zKKe4V0xPTl+TfPny6X2MLDIyUpl1Ms1GjhzJ/v37mTFjBl26dDE0G606duzI8ePHuXr1KqVKlcqwv2rVqjx9+pQXL15kmsezZ88oX748tWrV4sCBAxn2nz17llatWvHNN9/w+++/a8xD1ec0s9H6mVmzZg1jxoyhQYMG/Pfff2r7wsPD+fPPP2nTpg1ubm4kJiZy6dIlfv75Z/z8/Bg7diw//fSTTucJCAggNTVVeqxtHlBBeFdYWJj4shCETCQmLiA5WfclOVXy59+EuXkZABSKV8TFNc+QJl++uZib1yQpaQHJydswM6uIpeVQLCxqZrvcBktJofTkyRQ4cUJrsttbt5KgY62q8GkyNzfXGLtlxeCa07Zt2wIQHR3NoEGDGD9+PKVLl1YbDJSeTCbLEJx97A4ePMiECRNwcXFh5cqVGfY7OjqqDYSytbWlZcuWfPbZZ9SuXZslS5YwevRonZqdixYtqvY4KipKbdUkQymVSpKTk8mTJ4/OA3qEnJUT1yRfvnzix0w2JCUlERYWhpOTk1HuO8E4snNdIiP/5tmzMdk6v5tb+tYyF2JjtxISMgCFIgoLi2K4um4hb15VV7LF//v3gSUn46TDIiUAjvXr6529uFdMjyleE4ODU1VfUJWoqCiuXr2aaXpDv0RVo6ijo6M17n/z5k2W0+vokkf6dMZw9OhR+vTpQ+HChdm9ezfOzs46H+vk5ETTpk3ZsmULV69ezbQ7QHrvVpu/efPGKAOYVE3GMpnMZAdEfWpy4pqYmZkZ1PQiqLO0tBSvownS97o8evQV0dEZW9n0Ua7ciQznzJevKQ4OQSgUSZiZmUYQoEahwF7H76rogIBsvdfFvWJ6TOmaGBycpl/XPCel7w9a9Z3JfyMjI4mIiODzzz/Xmoe1tTXOzs4EBQWRmpqaod+ptn6thjhy5Ai9evXCwcGB3bt342ZAs4eDgwOQtta8IAiC8H4kJDzMVmBqaVmSEiWWYGVVNdM0JhmYAvYFC+qULrF/f5Q6phUEQxgcnPbo0cOY5chU3bp1mTdvHseOHcuwWtKxY8ekNLrks337ds6fP58hvT75ZOXIkSP07NmTAgUKsHv3boP6WgBSLbSrq2u2yyQIgiBkLSUlknv3qmedMBOVKgVgYZE7gzaz69d1Shdz9Cip1arlbGGET57Jt9N6e3vj5ubGtm3buHnzprT9zZs3zJ49GwsLC7VAOSIiAn9/fyIiItTy+frrr4G0SfHTD/w4efIkR48epU6dOtmeRkoVmMrlcnbv3p1lTeyVK1ekuTbTW7x4MefPn8fDw4NKlSplq0yCIAiCbm7dcjPouDJl9uLlFZkrA9M8GzZgL5djq8O83lGRkSIwFd4Lg2tO36VQKAgODiYmJgYbGxtcXFyM0h/OwsKChQsX0rlzZ1q1akXnzp2xtbVl9+7dBAUFMWXKFLWgcuXKlcycOZNJkyapDTZq0KABffr0Yd26dTRo0IBmzZpJy5fa2toyb968DOdet24d586dA+Du3bsArF+/Xupv27p1a2luTX9/f3r27EliYiL16tVj27ZtGfJzdXVVG+n/448/8uDBA+rWrUuxYsVISEjg4sWL3Lx5E7lczvLly8UgJEEQBCNKSYnE3Nw+w2drfPxdg/Lz8oo0Qqk+DIv9+7EaodsKV1F6TMQvCNmV7eD0+vXrzJ07l+PHj6v1j7SysqJJkyaMHTs2Q19RfTVo0IADBw7g4+PDjh07SE5OxsPDgx9++EHjCjqZ+f3336lQoQJr1qxhxYoVWFtb06JFC6ZOnaqx1vTcuXNs3rxZbdv58+c5f/48kBZsqoLTsLAwEhMTAdi+fbvG89etW1ctOO3WrRv//fcfFy9elGp6XVxcGDJkCCNHjvxkJ+IXBEEwtri4a/j7t0SpfDsPZ548xfDw8MXCwoGwsN8/XOE+hPh4rNOtUpeZqIgIyGQBGUHIKdma53T9+vWMGzeOlJQUtYnB08uTJw/z5s2jV69eBhdS0F94eDiOjo7Zzic3LF/6qcmJa2Ks98unKiEhgeDgYFxcXExmtKvw9roULWqLv79HpukKFRrIy5d/6J2/m9tfFCjQMTtF/CAs9u3DWodxI/EzZ5I0eLBRzy3uFdNjitfE4G+2mzdvMnbsWJKTk6lVqxabNm3i+vXrPH/+nOvXr7N582bq1KlDcnIyY8eOVesvKgiCIAjvQ0rKSa2BKZBlYFq16mvy5fNU22Zt/TlyeYfsFu+9syteXKfAFDB6YCoIujI4OF28eDGpqakMHz6cffv20bJlS0qUKEHevHkpUaIELVq0YO/evYwcOZKUlBQWLzaByYUFwYRt3LhRzM4gCEYUE3OEhITx2cqjatXXyGQyypc/S/HiMylUaCClSm2mTJl9uW5MgPmpU8hiYnRKG/Va/6VaBcFYDA5Oz5w5g729fZbLa06ZMgU7OzvOnDlj6KmET8iZM2fo1q0bHh4eyOVy9uzZkyHN0KFDkcvlav+++OILtTTff/89bm5uVKxYMUMf4B07dtCtW7ccfR6CIHxYycnhBAdnvztZ+gDU0XEwLi6zsbdviUyWe/phml2/jr1cjs3/VnbUJnb79rTANJcF3oJu+uzpg/x3OfLf5fx5488PXZxMGTwgKjw8nEqVKpEnTx6t6SwtLXF3d+f27duGnkowIuumTfU7QKlEoVRiJpMZ9GEVe/iwXunj4uKoVKkSPXv2pE+fPpmm++KLL9QWgki/5Nr+/fvZtm0bO3bs4NGjRwwfPpxGjRpRsGBBIiMjmTZtGrt27dL7uaiWDBUEwfQFBQ3Mdh6FCvUzQkk+LNmzZzpNEwViRP7HrszKMoTHhUuPxx8fz3b/7QyvPJwysjIfsGQZGRyc2tjYEBYWplPaFy9eYG1tbeipBCOyuHTpQxdBq6ZNm9JUhwDa0tIy07Xg/f39qVevHl5eXnh5eTF58mQCAwMpWLAgP/30E/3798dFh7WjfXx82Lt3L4MHD2bOnDk8efKEV69ecfToUebMmcPdu3cxNzenZs2azJgxg5IlSwIQFBRElSpVWLduHStXruTKlSuUKlWK+fPnU7NmTSn/jRs34uPjQ0REBI0bN6ZWrVoZyrBq1SoWLVpEaGgoJUqUYPz48WozVMjlcubPn8+BAwfw9fXFxcWFxYsXU6hQIUaOHMm1a9eoUKECK1eulMonCB87pTKFN29OZDufYsVmZDuPDynP9u1Y9e+vU9pof/8cLo3wIcWnxKsFpirnQs9xLjRtysxLPS9RJp9pBKkGN+tXrlyZp0+fsm/fPq3p9u/fT0hICJUrVzb0VIKQwenTp3F3d6datWqMGjWK8PC3N13FihW5du0akZGRXL9+nYSEBEqVKsW5c+e4ceMGQ4YM0fk8jx8/ZufOnaxbt45Tp04BEBsby7Bhwzh+/Di7du1CJpPRs2dPac17lenTpzNy5EhOnTqFu7s7/fv3JyUlBYDLly8zYsQI+vfvz6lTp6hfvz5z5sxRO3737t189913jBgxgnPnzvHNN98wfPhwqRwqs2fP5quvvuLUqVOUKVOGAQMGMGbMGL799luOHz8OwIQJE3R/cQUhF4qPv8uTJ2N59Kgb168XynZ+hQuPNtllRrOkUGB+4oROgWlKvXpEvX6NsnDhnC+X8EFEJkRSZHGRLNN9e+Lb91Aa3Rhcc9qrVy9OnjzJoEGDmDx5Mv369SN//vzS/oSEBP766y98fHyQyWT07t3bKAUWhKZNm9KhQwdcXFwICgri119/pV27dpw4cYK8efPSpEkTunbtSqNGjcifPz9Lly7FysqKcePGsXTpUlatWsXKlStxcHDg999/p3z58pmeKykpiRUrVlCo0Nsvu/bt26ulWbx4Me7u7ty/fx9Pz7cjekeMGEHz5s0BmDx5MrVq1SIgIICyZcuyfPlyaR5gAHd3dy5evMiRI0fU8u3RowcDBgyQ8rt8+TKLFy/m888/l9L16NGDjh3TprMZM2YMTZs2ZcKECTRp0gSAIUOGMHz4cINea0EwdfHx97l/P2OrQ3YVK/aL0fPMcUol9gUK6HVIrIZ+/cLHxW25W+Y7lSBTgtIMToWeyjzde2ZwcNqlSxd2797Nf//9x9SpU/Hx8aFEiRI4OTkRFhZGUFAQcXFxKJVK2rdvT+fOnY1ZbuET1qlTJ+lvT09PvLy8qFSpEgcPHqRdu3ZAWjCYfoUwHx8fvL29sbCwYM6cOZw9e5YDBw4wZMgQTp48mem5XFxc1AJTSKtN/fXXX7l06RKvXr2SakxDQkLUgtOKFStKfzs7OwNpfbXLli2Ln5+ftICDSo0aNdSCUz8/P2nZXZXPP/+c5cuXq21Lfx7VXKUVKlRQ25aQkEB0dDR2dnaZPldByC2UylQCAwcRGal5wZPM5M1bFrm8LUlJwVhYyAkPX6kxXcWKfsYo5vujUGBfUP+lU0Uf04/fy7iXGrfLFKD4P/VtZ1xAMVqBmezDz2merRWiVq9ezezZs1m6dClv3rzh7t270jKfALa2tgwfPpzx47M3lYdgPCk1auh3QDYHRL0Pzs7OuLi4EBAQoHG/v78/W7duxdfXlw0bNlCnTh0KFSpEx44dGTFihNagzcrKKsO2r776imLFirFw4UKcnZ1RKBTUrl2bpKQktXQWFhlvL1Ugm9miFe96d6oapVKZYVv686j2adr2brcDQciNUlOjuHmzhEHHurvvxNKyqPS4ePFZKJUppKbGEBIyESurKjg6Dss9U0TFxWEWGoqtnp/r0devo3Rzy5kyCSblu5PfvX2ghHkHYex5zWnrBsM/qyfRvP/s91M4LbIVnJqbm/Pdd98xatQozp07x4MHD4iJicHGxoayZctSq1YtjV/uwoej7+j53LBC1KtXrwgNDdU4QEqpVDJ69GimT5+OjY0NqampJCcnA0j/6xO0vXr1Cj8/P+bPn0+dOnWAtGVu9eXh4cHly5fVtr37uFy5cpw/f57u6ZYYvHjxImXLltX7fILwsTA0MM2Tp7haYKoik1lgYSHHzU1zLapJSkrC3sA+olEhIWBjY+QCCaZqm982FuyDURd1S1927irI7cGpipWVFU2aNJH6uAmCoWJiYtRqQIOCgrh58yYFChTAxcWFmJgYZsyYQbt27XBycuLJkydMmzYNBweHDM3kAGvXrsXR0ZFWrVoBUKtWLWbOnMmlS5c4fPiwNJ+qruRyOQULFmTNmjU4OzsTHBzML7/o3zdt8ODBNGvWjAULFtC6dWuOHTum1qQPMHLkSPr27UuVKlXw9vZm//797N69mx07duh9PkH4GKSmRhl8bPny+v+I/OASE7FzcUH2v1YZpZUVsrg4g7OLCgoSgekn4MaLGyy+spiC1++jnKnfsVecFJjCvC5GCU4FwViuXbtG23QTRf/www8AdO/enWXLlmFubs7du3f5+++/iYqKwsnJifr167N69WpsbW3V8nrx4gVz587l0KFD0rZq1aoxfPhwunbtiqOjI8uWLdOrfGZmZqxevZpJkyZRu3Zt3N3dmTlzpsbAWJsaNWqwcOFCZsyYwYwZM/D29mb8+PHMnv32F2ubNm2YMWMGCxcuZNKkSZQoUYIlS5ZQr169DF0IBCG3UijiePSoKzExp8mb1x17+9YkJQWSP38lChcejplZfpRKJX5+DYiPv2XQOfLnr4W5uW3WCU2IvYYfzdkKTCMiwDz3LBwgGCYoKoiBC73xM3BRzoj8Wad5H2SRkZFZdn4LDg4GIE+ePNLADtU2fegyt6RgHOHh4dLgmOzIDc36n5qcuCbGer98qhISEggODsbFxYV8+fJ96OLkGkplKtevO2hNU7nyE27ezN6yvmXK3MLGJvd8/1h16ECeEyeynU9UaChYWZnUeAFxr+Ss73rKWbbX8OOLj4U7P0UarTyG0qnmtEqVKgCULVuW8+fPq23TlUwmIyIiQs/iCYIgCB+r8PCsWy70CUw9Pa8SE3OWsLDfUSoTsbXtQHx8MywscsEPr6go7EsY1p9WY3ZiJH6ukapIZePdjeQ1z0uLUi2wz2tvUD6b7mw0ODBt1guOl4QUE6lc1yk4VY0sTj9wRNfRxoamFwRBED5uoaFTjJaXrW0T8uYtRd68pXBw6AW8raUzZTZVq2IeGGjUPKOMnJ+gv+TUZNr/256zoWcBmN1oNgOrqC+p+ybpDVVWV+FVwqsMxz8b8Yz8Fvq1sQ+tq/981s7jIMwEe7zoFJy+fv1ap22CIAiCoIuEBOPNJVq16ktkstw3hMKqRw+jBqaxO3aQ0qiR0fITDOe23I3Y5Fjp8YTjEyiYryCdy6XN+Z6qSMVlaeZdTYosLsKeLns4EHAAJ2sn2pdpT1GboliYqb/PZYGB2FWtqnf5bCdDTN6M29uU1m/8RE7JfXezIAiCkOvdu/d51ol0UKXK01wZmJKYSJ4slv/WJm7FCpK7dTNigQRjSVWkqgWmKv3396dN6TbktcjLnzf/zDKfNtveBopTT00FwL2AO5f6XMIsOBg7PZeFzywgTW+o11C98swpufCOFgRBED51Zcsewtq65ocuhv4M7Fsq+pDmHtFJ0Znuc1rsROSYSCadmKR/xkpove8h8tH6LVEbbAeu32pPU9KmJBM+n0Dd4nX1L1cOyJHgNCwsjB07dvD8+XO8vLwyrEUu5DyZTIZCoRAj7IUsKRSK3LMijvBRyO4YBLm8Xa4MTM0vXsSmWTO9j4sKDc2B0gjGEvImhIqr0paRbuDSgM+Lam8VCH2j//W0S4CoGfqXTVNtaeeyndnu/3bp3yNdjmAfb29SMyoZHJxu3LgRHx8fRo0axaBBg6Ttd+7coX379rx69baDb5s2bVi3bl32Siroxc7OjoiICBwcHESAKmRKoVAQERGBvb1ho0MFwRCxsRcy3Ve5cig3bxbTenzJkrns+0SpxL6AfrVdAKklSxJz5QqIz3CTFRgVSNW/qkqPfYN98Q321XpMhVUVdM7fPBVSphlWNrvvNDfjf+b8GatarZIem+LAQYOD00OHDvH06VMaN26stn3KlClERETg6upKxYoV8fX1Zc+ePWzdupUvv/wy2wUWdGNpaYm9vT2vXr3KVi2FQqEgISGBfPnyiSDXRBjzmshkMuzt7bG0tDRS6QQha5mN0re2ro25uTVeXpEkJT0lLGwuL1++/RItUKBr7lpmFDA/fRobPRbpEM33uUdyarJaYJoTDA1M7b+DN5lMI9u8ZHPDC/SeGByc3rlzB7lcjru7u7Tt+fPnnDx5ksKFC3PmzBlsbGw4fvw4nTp14u+//xbB6XtmaWlJoUKFspVHQkIC0dHRODk5iQmTTYS4JkJuFht7hbi4yxr3FS8+S/rb0rIoLi5zcXGZ+76KZlyJidg7Oel1SJSYBSdXcVyUc/PnGlpj2qcDrK+qPY17AXftCUyAwcFpeHg4rq7qkyOfPn0apVJJx44dsfnf+r2NGjWiSJEi3Lx5M3slFQRBED6o+Pi73L9fBwB7+zaULLkOmUy/2nt//yaZ7sufv3y2ymcKLPbvx7p7d72PEzWmuUtwdM41g1cIg9t6rKx9xxEqDgN0GDrgN9B4U7jlJIOD0/j4+AyDKK5cuYJMJqN+/fpq24sUKcKtW4atiSwIgiB8eM+fz+XZs7dVOVFRe7h5040qVZ5oSDubZ89+lR5XrhyMubktSUnav9Bz5ZRQKgbUlAJEX7+O0s3N+OURctS6O8bv9+z8Bp7p2VDgMhZCtAwZiBwTSVhsGAXzFSSPeZ7sFfA9MviToFChQgQHB6uNCD/xv7WAa9eurZY2MTFRqkkVBEEQco/Xr/8lMLCfxn0KRTTPn8/B2Xk8ACEhEwkPz9gn9ObNrEcBm5vrP2DIVMhevsTOXf+m0qhXr8Rgp1wm9E0oZ0LPcOXZFaPmW/sJnF2te3rZT+hUUwrgZK3/j6YPzeC7olq1akRFRbF6ddqruX//fu7fv0+FChUoWLCglE6pVPL48WMKFy6c/dIKgiAIOU6pVOLv34xr1+SZBqYqz55NR6lMJT7+rsbAVFeentcMPvZD0zcwjd20Ka0ZXwSmucqV51eov7E+gw4M4tiTY0bJ0zIFlD/rGZj+jE6BaTv3dgaW6sMz+M4YPHgwABMnTqRkyZL07NkTmUzGwIHqa8deuHCBuLg4Kuu5koEgCILwYVy/XoDY2It6pHeQ+qIaokyZvVhYyA0+/kMx8/fHXi7XOX3i6NFERUaS0qpVzhVKyDFN/m7Cq4RXWSfUkXsEJE7X7xj773RPu/CLhfplbkIMbtavV68eCxcu5Mcff+T169fky5eP4cOH06dPH7V0GzduBMDb2zt7JRUEQRBy3J07ld77OW1sTGNVGp2lpGCv50woUa9fg1jsItdadk2PEUo6KPUKHizSPb3DRHhlpd855Pnk+h1gQrLV+7xXr1706NGDly9fUqhQIY1zLo4YMYJBgwapTTklCIIgmJ7k5JdZDloytlw3oT7oFZi+uXwZhfj+y9WUSiWTT07W+7gC+QpwvPtxNt3dxKwLs2gUAMcMeLvLfoaWpVqyP2C//gfnUgYHp8uXL0cmk/HNN99o7U9arlw5Q08hCIIgvEdBQQOzTmRkcnnu6henazO+qCn9ePx972+9jznV8xRVA+KwKVGVKsBMA87rOgaC5Wl/b263GYcFDqQqU3U69kKfzFdhyw0MDk6///57SpYsKfU9FQRBEHIXpVJBYOAAIiP/xcKiMCkpLz50kUyaxdGjOqVLHDFCBKYfkaGHhmrdL1OAYxyEzUm38ef6mabPSr2+cKbE28el5KUAWNJsCUMODtEpj3IFc3fFYLamkpLr0RFcEARBMA0KRRJxcZd48KC1tE2XwNTBoTfOzpO5c8czy7Tu7ruJjb3Es2f/l2ma8uU1rxRlimw9PTF7+lSntAnT9RzlIpik8LhwGm1upHGfdSLE+Bj/nJqmiLrYJ21wYjePbjyLecYvZ34x/olNjMGj9WvUqMGDBw9ITk42ZnkEQRCEHPT4cV9u3CisFphmxda2CVWqPMXVdRGWlkUpV+6k1vSlSm3B1rY+zs7fUrWq5tHNlpYu5MuXC/pipqRgL5dnGZgmDhtGVESEWOkpFzoXeg6XpS6UXlGak0/evrfLrCxDyJsQtbSOMWlTP+VEYBrt58ea1mukxzZ5bLjV7xYWZmn1iDKZjLE1xvJ69Gtej37NxrYbNebTvkx74xfuPTM4OB01ahRxcXHMmDHDmOURBEEQckhk5G4iI3fodYydXTPc3bdjZvZ2qLCVVRW8vCIzPcbevrn0t0xmRpUqYWr7S5feRoUKpr1qoOz5c+zlcp0GP0Xfvk3Cb7+Bufl7KJlgTLsf7qbl1pa8SXpDRHwE7f9tz9b7W0lKTcqQ9uVMeDFHQyZGEBUZidLJiQ5lO0jBZ8jwEFzsMi5gIZPJkMlktCqleUqyhi4Nc6aQ75HBzfpFixblxx9/ZNq0ady+fZsePXrg4eGBlVXmcx24uGS9SoggCIKQMx4/7q33MW5uf2W6z8srkmfPfuX589lAWrO/i0vGuRXNzPJqDWZNTmQkdh4eOiVNqVcPZfHiOVwgIaf03pPxnhh4YCDfHvtWbZvy55w5f0rt2sTuVx+F/+7S8JmRyWTc6X8H703evIx/CUBTt6Z08ehi9HK+bwYHp1WqVJH+Pnz4MIcPH9aaXiaTERERYejpBEEQBAMpFAm8fr1V7+Ps7Vthbm6tNU2RIj9QpMgPhhbN5OTZuBGr4cN1Th+7Z08OlkbICYuuLGLqqala07xJegOAfTxEGjLUXlve166hKFnSKHkVsy3G/YH3ORN6BntLeyo5VsLcLPfX4BscnCqVyhxNLwiCIGTfmzenefiwjd7HFSkyFWfncTlQIhMVE4O9njWgon9p7tNkcxOuhF3RnkgJSiONOXrj64sih1fItDCzwNvl41royOA+p69fv9b7X3ZcvXqVL7/8khIlSlC0aFEaN27M1q361QQoFApWrlxJnTp1cHZ2pnTp0nzzzTc8evRIY/otW7YwZswYGjZsSOHChZHL5dKKV5mJjo7m+++/p2LFihQuXJiKFSvy/fffEx0dnekxW7dupXHjxhQtWpQSJUrw5Zdfcu1a7l1nWhAE06BUJusdmFpb16ZixYefVGBquXy5XoFp3KpVIjDNhSITIrMMTPOkZC8wjf/5Z6IiI6V/OR2YfqyytULU+3Lq1Ck6d+6MpaUlnTp1ws7Ojt27dzNw4ECePHnCuHG6fYiOHTuWtWvX4uHhwaBBg3jx4gU7duzg2LFjHDp0CI93+hhNnz6d4OBgHBwccHJyIjhY+8opsbGxtG7dmlu3btGoUSO6dOnC7du3Wbp0KadOneLAgQNYW6s3kc2dO5dp06ZRvHhx+vbtS2xsLP/++y/Nmzdn+/bt1K9v+FxpgiB82sLD/9QpXcGC3SlRwrjLM+YasbHk/073BctFUJp7jTg8ItN9Xe6AnvVdAEQ9eQLW1mIwnJGZfHCakpLCqFGjkMlk7N27V+rrOmnSJJo1a4aPjw8dOnSgdOnSWvPx9fVl7dq11K5dm507d5I3b14AunfvTocOHfj222/Zt2+f2jGLFi2iVKlSuLq6Mn/+fH75RfvPqQULFnDr1i1Gjx6tlva3335j1qxZLFiwgO+//17a/ujRI3x8fHB3d+fo0aPY29sDMHjwYJo0acKoUaO4dOkSFhYmf5kEQXjPlMpkUlKiyJMn89HkoaG6Lbn4yQamgH2xYjqliwoJARubHC6NkJP2PNyjViu6ygsGtAebRP0D0+jbt8VAuBxkcLN+eleuXGH+/PlMmDCBESPUf5k8f/48yxpHbXx9fXn8+DFdunRRG4Rla2vLhAkTSElJybKpHWDdurQFbadMmSIFpgDe3t40adKEs2fP8vDhQ7VjGjZsiKurq07lVCqVrF+/HhsbGyZOnKi279tvv0Uul7Nhwwa1vrcbN24kJSWFcePGSYEpQPny5fnqq694/Pgxvr6+Op1fEIRPg1KpxN+/BdevO3L7tjvXrsl58CBtCdCoqENcuyaX/umiatXsdbnKzWx1HJQSffu2CExzuTx//ZWhub7/tbRR+G/0nLM0KjRUBKY5LFtVcs+ePWPQoEGcOXMGSPvQlMlkLF68WErz66+/snHjRg4ePEiNGjX0Psfp06cBaNy4cYZ9qm2q82eVj7W1NbVq1dKYz5EjRzhz5gzu7oZNCv3o0SOePXtGkyZNMjTd58uXjzp16rBv3z4CAgKkWt6sntvq1as5c+aMxv3vSkhIMKjcWUlKSlL7X/jwxDUxPe/rmiQlBfDoUZ0M22NifHUORtPz8AglMTHRCCUzTdqui3lQEGZZjIVIrlyZV4cOpT3Ioc/YT837/vxycnY2an5hz5+n/fERvR9y+prky5dP72MMDk6jo6Np27Ytjx49omjRojRs2JCTJ0/y9J1VNLp3786GDRvYt2+fQcGparCSpmZ7uVyOg4NDpgOaVGJjY3n+/Dmenp6Ya+gXoso7q3x0KWepUqU07k9/jvR/29jY4OTklO0yPX36lNTUVL3LrauwsLCsEwnvlbgmpienrolSGUdsrHFH41pbnyckRLflOHM76boolRT67z+cNm4k/+PHWo+5fPEiyGSQjZY/IXPv4/OrugExhybJZmA5FXxb+JL/I34/5MQ1MTc3zzQu0sbg4HTx4sU8evSIZs2asWrVKmxsbGjZsmWG4LRWrVrkz5+fs2fPGnQe1Sh3Ozs7jfttbW0znNOQPNKnM4Tq2PTN81mdIzo6GkdHR6OUqWjRojqXVR9JSUmEhYXh5OSEpaVljpxD0I+4JqYnp6/JvXvGq/1xcdmIjU0To+VnytJfF+tLlyjYubNOx4UFBuJiQG2PkLUcvVeUSmynTsXqT90GAuqiwjC4Wzjt77IlyxotX1Niit8pBgene/bsIU+ePCxevBgbLX1xzMzMcHNzIzQ01NBTCTowpNpcH5aWljl+DkE/4pqYnpy4JoY012tTqFBro+Zn6mxu3MBlwACd08fPmEE+uTznCiQAxr9XzG7fxrZePaPlV2UI3Ez3m3BX510f/eetKX2nGBycBgYGUqpUqUxr/tKzsbExuMlcVduZWQ3imzdvMq0R1SeP9OkMoTo2KipK53PY2dnlaJkEQcjdnj0z7tI0lSsHGTU/k5aSgpOzMxk7TWUutVQpkoYMybEiCTnDxtsb8xs3jJZf7L//8ndND/578B9mMjNal25NMVvdZnUQjMPg4NTc3ByFQqFT2pcvX2JlZWXQedL3vaxataravsjISCIiIvj888+15mFtbY2zszNBQUGkpqZm6HeqrV+rvuUMCAjQuF/TOUqXLs3Fixel6nRjl0kQhNwnJeU1z579ysuXxmuaTGOBubnmbkcflbg4rL75hjyqgUx6iLl6NQcKJOQEi4MHse7Wzah5xq5bR0q7tJkvigJDvMQPlQ/F4KmkXF1dCQoKyrJPZGBgII8fP6ZcuXIGnadu3boAHDt2LMM+1TZVmqzyiY2N5fz589nKJzOlS5emSJEiXLhwgdjYWLV9CQkJnD17liJFiqh1DDbWcxME4eOgVKZy61ZJnQLTvHn1m1mkSpXc27XK/MQJ7OVy3f4VLWpQYBr14oXxCy4Yn1KJvVxucGDaoifIfn77L/1qTqrAVPjwDA5OmzVrRlJSEjNmzMg0jVKpZPLkychkMlq2bGnQeby9vXFzc2Pbtm3cvHlT2v7mzRtmz56NhYUFPXr0kLZHRETg7+9PRESEWj5ff/01kLbqU/rpEk6ePMnRo0epU6eOwdNIAchkMnr37k1MTAyzZs1S2zdv3jwiIyPp3bs3MplM2t6zZ08sLCyYO3euWneAe/fu8ffff1OyZEkaNGhgcJkEQchdnj37Tad0xYvPwtPzMnZ2LbJIaYG7+x68vCIxM8ubRVrTkmf9eingtOnQIUfPFX3rFpjIQBBBi+ho7AsUMOjQJn3SgtGDZd5uixgVkWl64cMyuFl/+PDhrF27luXLl/Py5Uu+/vprkpOTgbTA8cKFC8ybN49z585RtGhR+vXrZ1gBLSxYuHAhnTt3plWrVnTu3BlbW1t2795NUFAQU6ZMUQsqV65cycyZM5k0aRKTJ79dHaVBgwb06dOHdevW0aBBA5o1ayYtX2pra8u8efMynHvdunWcO3cOgLt37wKwfv16aX7S1q1b06bN23WrR48ezf79+1mwYAE3b96katWq3L59m8OHD1OpUiVGjx6tlr+7uzvfffcd06dPp27durRv3564uDi2b99OcnIyCxYsEKtDCcJHLjx8BSEhk/Q6xtFxEJC2stOtW+oTyZcsuR65vK3Ryvch2L+HAUmxf/+Nwt0dRTYqJYT3x9D3RPuv4FhJiHnnt1n4yHDMzcSSo6bK4MinUKFCbNq0ie7du7N161a2bdsm7StRogSQVnNasGBBNmzYIE2NZIgGDRpw4MABfHx82LFjB8nJyXh4ePDDDz/QtWtXnfP5/fffqVChAmvWrGHFihVYW1vTokULpk6dqrHW9Ny5c2zevFlt2/nz56WuAa6urmrBqbW1NXv27GHmzJn8999/nD59GicnJ4YNG8akSZMyTM4PMH78eFxdXVm2bBmrV68mT5481KxZk++//57PPvtM5+cmCELu8+LFUkJDv886YTqVKgVKf1tYFMDLKxKFIgmZzAKZzCiL/n0QeWfMIJ+WljhjinryBMRg01xD38BUaW3N08d+FF+a+SpOeczzZLNUQk6SRUZGKrNOlrmnT58yd+5c/vvvP16+fCltt7e3p127dkycOJHiYpmvXCshIYHg4GBcXFxMZoqJT524JqbHkGuSkhLJrVtuep3Hzq4ppUvruQi4ibNcuJD8P/6Y4+eJ/+UXkt5pvRLeP33vFX0D05hDh0itWZMxR8aw5vYajWmm1JnC+Jrj9cr3Y2aK3ynZbjMuWrQoc+fOZe7cuTx//pzIyEisra0pVqwYZma591e8IAhCTtI3MC1UaCDFik3LmcJ8IO+j+f7a8eMULV/eZL50BR0oFMiePcOuQgWdD0ktU4aY8+fB3BylUplpYAowpvqY7JdRyFFG7dDo7OyMs5HXsRUEQfjYKJX6NVhVrOhHnjz6zNhpohQK7AsWNFp2KTVqYHHpksZ9sevXE9O0Kakf8XKTHxNzX19sDBgtH33vHsoiRdS2FViQ+aCpL0p8gYWZGMth6gy+Qt988w3du3fniy++0LhevSAIgqBZcrJua9pXrRqOTPbx9I3LTmD65uRJFFWq6HdQQoLB5xPeH+tmzbC4eFHv46JevODa6zvM2T2eZzHPaFW6FUOqap+bdFvHbVr3C6bB4OB0165d/Pfffzg4ONClSxe6deuWYZJ8QRAEIaOQkO+07pfJ8lG16vP3VJr3w9Am/KiQENCyRLaQu1ns3Kl3YJrYrx8J8+YRFBVE482NUZLWEnE17CrTz07PiWIK75nBnUJHjBiBs7MzL1++ZMWKFTRu3JjatWuzaNEinj//uD5UBUEQskOpVBIdfYznz+eiVKYQFbVba/oKFW69p5LlPNVcpfqI3bhRmhhdBKYfJ7Pw8LTJ9L/5Ru9jE/439ePgg4OlwFQXPTx7ZJ1IMAkGB6fTpk3jzp07/Pvvv3Tp0gUrKyvu37/PTz/9RMWKFencuTNbt24lPj7emOUVBEHIVeLirnH9/9m77/CmqjeA49+kewdKKZuy9xbZWxBEhjJkyHChoqL+ABFExYmAAxFEUFAQZG9B9h4Cyt6rlEJZHUln2jS5vz9qS0OT9ia5adNyPs/TB3pz7jknvU3z5txz3nOiGFevPsvt259x4kQJq2XLlZtCw4YxeHiE5GMPnUP1X/BhK11cHOnduyvfIcGlhNSrZ/M56U2bZnxg+c/fUTl3fMzNhBa2pW0TCo5Ds4JVKhUdOnSgQ4cOJCUlsW7dOpYtW8b+/fvZuXMnu3btwt/fnx49evDcc8+J3Y4EQXhkSFJ6roGoJSEhrzqpN/lLffUqAU2a2HROynffkfbCC07qkVBgtFo8ly/HVLUqxpo1KfHEE4RGyZtznV3C7t2Ysk0dHL9nvPXCFsztOpdyASKtZWGh2JI1Pz8/Bg0axKBBg4iKimL58uUsW7aMCxcu8Mcff7B06dIcW4oKgiAUJUZjIleuDCAhYXdBd6VAyQ1Mk1auJP2JJ5zcG6Gg+HXrhvt/uyzaw1i1Kon//GPxsdnHZ9tUV7Vi1fIuJLgMpyQiLVOmDO+88w5//PEHTz75JGB76hRBEITCJC3tNy5dqmp3YBoW9qui/cl3JhMB1arJvpWf+uqrIjAtgtTh4VnzjO0NTOPPnEEXG2s1MLVHFU0VxeoSnE/xZF9arZY1a9awbNkyjmRbgVdcwdx2giAIruTGjYGkpe1yqI6goMI9z9KWNFG627fBx8eJvRHyVVoaQSVLOl5N//6kzJkDKlWu5dJN6TbXHegltqstTBQJTtPT09m6dStLly5l69atpKWlIUkSHh4edO7cmQEDBtC1a1clmhIEQXApKSkXSEpyLDCtUGEWarWnQj3Kf+rT8rILiD3tiw63Q4fw79ZNsfoS/vkHU9WqssoevHXQprojXo+wp0tCAXIoOP33339ZunQpa9asITY2NuvWfePGjRkwYAB9+/alWDHrOzUIgiAUdrduOb4CuFixZxToScFwX78ev6FD8yyXfZW1UAhJEj6vvILnSuWT2Ouio8FdfjjSc5X8naS072jt6JFQ0OwOTh9//HGuXLkCZMwnLVu2LP3792fgwIFUqyYmHguCUPSlpUWSkLAzz3I+PnWpUmU1Z85Uz/FYjRq7UKt9ndE9p5M7vzR5/nzndkRwKvW5cwS0bKl4vfoxY0idOFHxejOt6r3KaXULzmV3cHr58mX8/f15+umnGTBgAG3btkWVxzwRQRCEokKSJM6ezTtXY8WKv1C8eF8AGjXS/nduOqBCpSqkWz+npxNUQn6aLMOzzzqxM4KzqG7fJrBWLcXrTaxXj6QtW/D2tf1DmS2jpp3COtlcv+Aa7A5Of/rpJ3r06IGvHb9cgiAIhd2JE7lPWcoMRC1RqRRfi5o/JIkgG6ZqxV+7hiQWwxZKvoMH47Fxo8P1JG7ahDHbqKterycyMpLyatuTBW0N38reyL1WH/+gxQccuHWAHlV68EJ9kTO3MLP7L+Rzzz2nZD8EQRAKDa12fUF3oUDYEpiKOaaFj9KLnJT+Hei/rn+uj49tNpaxjFW0TaFgFNKP74IgCAUnPDz3BUBVq67Lp57kE6ORoOBg2cX1Y8Y4sTOCIkwm/Lp0wf2ffzCVLo369m2HqpP8/EiePx9jjRpIISHg56dQR+U58cKJfG1PcC6Hg9P9+/ezefNmrl27RlJSEiaTyWI5lUrF+vWP5miDIAiFnyRJXLjQHL3+Yq7lVCovAgLa5VOv8oEk2RSYJv/wA4YhQ5zYIcERqjt3CKxZ0+yYvYGp7t498MyfFGj6dH2uj4cFheVLP4T8YXdwajAYeOWVV7ICzrx2gBKLpQRBKKz0+iucP/9YnuX8/NpSrdrqfOhR/rBlQUzC4cOYatRwco8Ee/l17Ij7sWMO12OsXJlEBeqx1YqLK6w+durFU/nYEyE/2B2cfvfdd6xbtw6VSkXnzp1p3rw5ISEhqO2Y5CwIguCqUlOvywpMASpUWF54Fzs9RH32LAGtWskqKxY+uSitlqCwMMWqK8h5xG9te8vqYxUCK+RjT4T8YPdf0RUrVqBSqfjpp5/o3z/3ScqCIAiFTVraTc6erSu7vK9vEZq2ZDLJCkzFaKkL0usJqFsXdXS0YlUmrl2LsX17xeoD2BqxlfXX1uPj7sOL9V+kUWgjq2VXX7R+N6JXtV6K9ktwDXYHpzdu3KB06dIiMBUEoUiQJCMXLrRBrz+Hp2d50tIibTpfrS7tpJ45mSSByQRublnfB8kYBU3cvl0Epq7EZJJ13WyRsHs3poYNFa0TYNPNTXx88uOs738/+zv9a/bn3abvUivYfBrJ5mubefGvF63WNaX9FMX7JxQ8u4PToKAgQkNDleyLIAhCvpMkAydOhJgdszUw9fdXLv1OfvF99lk8dua9u5UlqW+9hfExeVMdhHwQH09QBWVubevHjSN1/HibzzOajKhV6lzXlySmJbLwzEKzwDTT8gvLWX5hedb3cW/Hse36NgasH5Bru6X8StncV8H12R2ctmrVih07dpCWloZnPq3WEwRBUIIkSZw6VRGTKd7hutzdS1K+/K9ERtoW0BYYB0fYkmfPxjBwoIIdEuyhPn2agDZtHK5HP348pkqVMNaqhale3jueZSdJEr+f/Z1R20dlHZvafiojGo7IUTYxLZFyP5aTXfeA9QPYEr4l1zJBXkHyOysUKnYHp2PGjGHz5s189dVXfPTRR0r2SRAEwany2t0pLxUr/kJc3DJKl56Ar28j9Prc09y4EkcCU11cHIjMKwVLgVHS1JEj0X/xhUPX0mgyUmdeHe4k3TE7/t7u9+hZrWeOEU1bAlMgz8AUQJeqs6lOofCwOzgNDAzkq6++YuzYsZw4cYKXXnqJqlWr5rqdafny5e1tThAEQREGg2MLRcqUmUTx4n0pXryvQj3KP25Hj9p9rtjxqQAZDPgOGYLH5s0OVaN/+23GdjIy89hM+P5HAG6/eRsfdx+zch2XdOTY3QfpoqZ3ms7wesPNyvRa3StHYJqp5s81LR5XWuewzvnSjpD/VFqtNvcEpVYUt/HTt0qlIiYmxp6mhAKUtQ9y+fJ4e3sXdHcExDWxV3LyaS5edOw2aMOGcRbn1BWWaxKk0dh1nu76dbDz3IJUWK6LNe5btuCn0FbhNd6ESyUsP6Z9R5v1/2pzq3E/+b7Fcuv6rKNd+YwNJjTTNYr0yxG33riFn0f+7kRVFLni68TukdO8ku47Wl4QBEEpkmR0ODAtUeLFQr2ZiL2BafzFi4UyMC3UUlPxb9ECt2vXHKomrU8f9J9/TtCy3DdS2BWxiw4VO5BuSrcamAL0WuVaaZtEYFp02R2cxsXFKdkPQRAEpzlxQv72m9aUKjVBgZ4UDN/nn7frPF1sLIiNVfKXyUSQg5lwkmfMwDB0KAPWD2BzHoEpwDNrniFyZCTlfyw8U+8+a/NZQXdBcKKisZWJIAiCFUrdtfHwsHJP1NXFx+Px559WH05v1YqkjRszvtHrwWCAgIB86pxgRmaO2YcZundH/8EHkJaWkXvWx8fm2+6FJTBtX6E9vav1ZljdYQXdFcGJRHAqCEKRFh8vfxFJxYo/ERHxmhN7k//yWtmdtGHDg2+8vTO+hPwnSQQVsz2LRPYMCpIksf7KelZeXKl07xTXNLQpy3ovo/Kcyjadt/bZtc7pkOBSFAlOY2Ji2L17N5cuXSIxMRF/f39q1KhBu3btCA52/HaaIAhC9gVNvr5N8PGpQ8mSb+LlVRWVyvqt5/DwoXnW3aiRNuv/Hh6luXLFfG5dgwZR9nW6gOU1zzR1xAhx295F2BqYGrp3J3nx4qzvF55ZaJZv1NX90f0PivsUR/uOlujkaKrOrZrnObsH7nZ+xwSX4FBwmpaWxqRJk5g/fz5paWk5Hvfy8uKll17io48+Eon6BUGwW3T0AiIj3876Pjn5X5KT/yUmZiEA9etH4uZmfivaaExCpXJHkgxW6/Xza0H16n+ZHQsIaEe9etdJTNyLu3swfn4tC9dCKK2WoLCwPIvpP/yQ1NGjnd8fIU9yF6vpJ04kdcyYHMfTTemFJjCtVqwa85vNJ8Dzweu1hG8Jxjcfz+S/J1s9z9vNm4ahDfOhh4IrsDs4NZlMDB48mB07diBJEiEhIVSrVo1SpUpx584drly5wr179/jxxx+5dOkSy5YtK1x/4AVBcAnp6XFmgaklZ8/WwWjM2O0pKKgHSUlHSE+/m+s5DRvGoFK5WXzM3V2DRtPTvg4XII81a/B94QVZZUVg6hrkBKbxp08jZcsTHp8az6ANg9h/cz99a/TNkafUVbSv0J41z6wxe+/PTFv0sHHNx+UanF5//bozuii4KLuD08WLF7N9+3YCAwP5/PPPGThwIO7uD6ozGo0sWbKEDz/8kO3bt7N48WKet3PFqCAIj65r1/LO85gZmALodBtyKfmAtcC00NFq8di+Hfc//8Rz7VpZp+hiY53bJyFvMreRTTh+3CwwNZqMVJj9YB6xrfNLG5RsQKOSjfjtzG82nZeXBd0XYDQZWXFxBUPrDqVb5W421/FRy4/49OCnOY63Ltcab3cxF/pRYndwunTpUlQqFQsXLqRdu3Y5Hndzc+P555+nfPny9O7dmyVLlojgVBAEm5hMqSQlHVG83sqVlyteZ35TX75MQNOmNp8Xf/q0mGdaQFRRUQTWri27fPylS0glS5od23hto93tT243mRENRnBVe1V2cDqz80wWn11McnoyL9V/yer0gZ5Ve6JSqXi2xrN29+/lBi/nCE6Lexfnz77Ws00IRZPdf6HOnj1LhQoVLAam2bVr146wsDDOnj1rb1MAHDt2jH79+lGxYkXKlClDx44dWbFihU11mEwm5s6dS8uWLSlVqhRVqlRh+PDhXL16VZF2NRpNnl83b97MKh8REZFr2VWrVtn0/AShKJEkIydPOpbv0ZqgoC5OqTe/qOLi7ApMAbNROCH/eH33nU2BadKyZTkCU4Chf+a9wM+SY8OP8Xqj13FTu1G9eHVZ5xT3Ls7zdZ7nr/5/sWfQHobWHcrNkTdzlPujxx+KTNsL9Ark/MvnGdVkFO3Kt+PtJm9z9mXHYgehcLJ75DQlJYXKleWlgChWrBi3b9+2tyn27dtHnz598PT05NlnnyUwMJANGzbwyiuvcOPGDUbLnDv17rvvsmDBAmrWrMmIESO4d+8ea9asYefOnWzdupWaNc33A7a13XHjxllsNzw8nOXLl1OjRg3KlSuX4/G6devSvXv3HMdr1co7ebIgFFVKJM63RK32dUq9TpWWlpFqyMHk7DqxeUr+kyT8nnwS9yPy7wAkz5hB+pNP5ji++OxiC6VzV71Ydf7o+QeVNebv1zGjYgiekftr7NjwYzmO+Xv6c+fNO+y6sYs7iXfoULEDYUFhNvfLmtL+pfm0Tc5b+8Kjxe7gNDQ0lMuXL5OSkoKPj/XJ2CkpKVy+fJmSFj4BypGens6oUaNQqVRs3LiRBg0aABmBYJcuXZg8eTK9e/emSpUqudazd+9eFixYQIsWLVi7di1eXl4ADBw4kN69e/O///2PTZs2OdTu+PHjLbY9duxYAIYMGWLx8Xr16lk9VxAeJUZjAqdOOXdkr2bNg06t3x7umzfjN2BA1vdJS5aQ3q0bAZUqoXYwoNRdvw6BgeJWfj5TRUcTWDXv9EgPS54xg7QhQ1h/eR3zTs2jcWhj+tToQ5vF9m2/e2SY5aDYTZ37nOvIkZFmK+qz83b3tmtOqSDIZfdfqzZt2pCUlMSECblv6Tdx4kSSkpJo27atXe3s3buX8PBw+vbtmxUgAgQEBDB27FjS09NZvDjvT5MLFy7M6k9mYAoZ0w46derEwYMHuXLliuLt6vV6VqxYgaenJwOyvfkIgmDOaEySHZiWL/+dXW1UqDAbL68wu851Bvft2wnSaMwCUwC/gQMJ0mgcD0y1WtBoRGCa31JT7QpM469dY12rEhT7vhjDNg5jb+Repv8z3a7ANNAzkNi3c1/4tmvgLovHxzw+xmpgKgj5we6R07fffpuVK1eyYMECjh49yhtvvEHt2rUJDQ3l7t27nD9/nh9//JEzZ87g6enJqFH25WDbv38/AB07dszxWOaxAwcOyKrHz8+P5s2bW6xn+/btHDhwgKr//UFRqt0NGzag1Wrp1asXJUpY3v7wzp07zJs3D51OR6lSpWjXrh1ly5bNs25BKEpOnZL3O1+58nKCgrqQmHiIuDj5C5vKlv2K4OCB9nZPUaqICAKzfeh1hviTJ51av2CF0WjX9IvUN97guOEGgzYMcrgLewftpX7J+nmWaxTayOLxNxu/6XAfBMERdgen1atX56effmLkyJGcPXuWN954I0cZSZLw9vZm9uzZVK8ubwL2wzIXK1m6ba/RaAgODs51QRNAUlISd+7coXbt2ri55byVkVl39nqUaBfg999/B2DoUOuT2Hft2sWuXQ8+wbq7u/Pqq6/y2WefoZY54qHX62WVs1Xm5gqWNlkQCkZRuiZGYwL37n2OVrtAVvnKlffh5VUNvV5PqVIzCA2dzoULZR4qsxcPj7LExf3GvXuf4ePTlPLlf8fNTeMSrxO3y5cp0ca+W7S5uXv1Kvj5gSRlbWeJk55vYZGfrxX3U6cI7mLfQrukV1/l9rh3aD+/miJ9qR5YXfbv+p3X7rD68mpWXFpB01JNGVJrCN54u8RrRcgfzr4m3nZsiezQDlHPPPMMdevW5fvvv2f79u3cvfsg6XVoaChdunThrbfeolo1+19w8fEZ+QsDAwMtPh4QEEBUVO5bC8qpI3s5pdq9fv06+/bto1y5cnTo0CHH476+vowbN46nn36asLAwUlNTOXr0KJMmTWLWrFl4enry8ccf59pGpqioKIxGo6yy9sh+bQXXUNivicGwhdTUiTadc++eN2CewNvf/yiSJAGgUqm4dw8gFuiJv39GIv2oqAQgweE+50XONXnMCYHpP0ePQmxsxpeQg8OvlfR0NHv3omvTBsnDw+yhwAMHqP7OOzZVZyhenJNbtmR9H5say5MKBab9K/a3mOQ+N029m9K0fkb2B32MnsgY2863R2H/+1UUOeOauLm5yV48n51DwSlAtWrVmDlzJpAR0CUmJuLv7281qHuULFq0CEmSGDx4sMUR0JCQELOFUAEBAXTr1o3GjRvTokULZs2axdtvv41Gxg4iZcqUybOMPdLS0rh79y6hoaFiC1oXURSuyZ07E0lM/MXm88q7aBokOddElZhISTvmIeYm7vffSevcGdf8qRQ8JV4roaVK5TgWvXs3Jdq3t6s+7S+/kPr001nX7F7yPZ5cmHNlvj2qBFVhetfpqFWuO8e4KPz9KkoMBtixQ829ezr69vXC19c1ronDwWl2gYGBigelmfVlH9XMLiEhIc825dSRvZwS7ZpMJpYsWYJarbZ584HQ0FA6d+7MsmXLOHbsmMV5rw+zZ9jcFp6enk5vQ7BNYb0mCQl7iIuzPTD18anr8s/X2jWRu3e6HPrx40n9L22dGnDtn4hrsOe14rF0Kb6vvWbxMXsC08QdOzA2aYKKB9fszyt/8vyfymxOM7/bfJ6p/kyh2Sa8sP79KuzWrnVn+HA/C4+E8N57cOVKPCVKSPner4c5lOf06tWrBAUF5TqacfPmTbRaLVWrVrXrFzH7fNCGDRuaPabVaomJiaFZs2a51uHn50epUqWIiIjAaDTmmHdqaX6po+1u376dW7du0alTJ7tGe4KDM/LPJScn23yuILgig+EuZ87UsPv8GjV2K9eZfGRLYBofHk5gpUpmx9KGDiXl++8fzCMVnM7vqadwP6hcyrH4y5eRQkIASDelM/XwVHzcffjkwCcO1duhQgdWP7O60ASkQj4zGiFbvLNzhxv7hi/hJ45SnUt0YLdZ8fqc5PHH63LtmvOnQOXF7rH/hQsX0rZtW7PcoJZs3LiRtm3bykq7ZEmrVq0A2LlzZ47HMo9llsmrnqSkJP7++29Z9TjarpyFULk5diwj+XGFChXyKCkIri85+YTNgWmNGruoUWMfdeqcpVEjLSqVojd68kWgzOk2Oq0WnVaLVKxY1v8zv1JmzBCBaX7Q6wnSaAjSaBQNTHU3bmQFpmejz1JiRgmmHp5qd2B64ZULaN/Ron1Hy5pn14jAVMiQlgZaLd5jx2b9HgcFBz/4v0bDM30C+IVXeJW5OQJTgFM0IDA2Iv/7boHdwemff/6JWq3mueeey7Xcc889h0qlYsOGDXa1k7n96cqVKzl16lTW8YSEBKZNm4a7uzuDBj1IvRETE8OlS5eIiYkxq2fYsGEAfP7552Yr0vbs2cOOHTto2bJlVhope9rNLjo6ms2bNxMcHEy3btYTFf/7778YDIYcx2fOnMnff/9NzZo1qVevntXzBcHVSZKJhIR9XLzY3uZzfX0b4etbD0/PwplWLaBePVQy7nzEO7i1c1E1+/hsNNM1Zl9Lzy/NWvymFI8VKzLevC3MLbWXqXjxrA8XZJv+1WpR3gMp2YW/Fp4ViGZ+lfJTrp9CIZaWZhZ4BpUsSVBYGF4//+xQtRW4oVAHHWP3UMS1a9coXbp0not1NBoNZcqUMUtwbwt3d3dmzJhBnz59eOqpp+jTpw8BAQFs2LCBiIgIJk6caBZUzp07lylTpjBu3DizxUZt27Zl6NChWSO+Xbp0ydq+NCAggG+//dahdrNbsmQJBoOBAQMG5Drh+6OPPuLy5cu0atWKsmXLotfrOXLkCKdOnUKj0fDTTz+JT8WCSzGZkjl50nw0sEGDO6jVOafs3Lo1kXv3ZtrVTtmyX9p1XkFTabUEPbQNcm7iz59HKl3aiT0qnLR6LeP35Nw177Utr/HaFvN5oCdeOEFsSiwdl2bMzW9Trg2/dPuFUD/ruUbdt2zBL4+BFXslz5iBwc47ZtmdeOEExbyLKdAjoUgwGgkKds6WztntoT06tE5vJy92B6fR0dGyR/VKlizJmTNn7G2Ktm3bsnnzZiZPnsyaNWswGAzUrFmTDz74gP79+8uuZ/r06dSpU4fffvuNOXPm4OfnR9euXfnwww8tBpr2trto0SIg71v6zz33HOvXr+fIkSNZI73ly5fntdde46233hKJ+IUCZTDcJiLidRISdhMS8jqlS0+0mCj/5MmMkZygoKcJC5tHcvIxLl92bGvDkJDXHTo/v6ni4nisaVObzkk4dkwEpsDCMwsZtd18kxZbdidq+GtDs+8vXthH9ZczppAEAbanw7eN5OFB/L17eU69mLAn990UMw2qPYgfu/yoRNeEIsDnrbfw/G+aYH64TkVc4SORSqvV2nWPpGrVqnh5eXFWxi2pOnXqkJKSwrVr1+xpSihAer2eyMhIypcvL1ZWuoj8uCapqeGcO2d59xhnqF//FomJB/D1rYeHR+EK2FT37hFowyYjkr8/8TdvOrFHhUe/tf3Ydn2bYvU9fhMO254IQpaxnWHaQ13V3b4NPj5Z35skExdjL1LWvyyBXubZXErMKEG6KT3PdrTvaJXorssS7ynyeSxYgO/bb+drmypMaLWWsxTlJ7tHTuvWrcvevXs5dOgQLVq0sFru0KFDREVF0bp1a3ubEgQhn+VnYNqgQRRqtS9BQfbtrlPQbAlMARGY/icqMUq5wFQCybGF71bVeBMu/bfz9NetQGUC6b/VGsMOvM/3T3wPwOXYyzRd+GD0vGOFjqx+djUA049OlxWYruq9StnOCwUvNRX/jh1x+28gz1i9Oom7dmXs5paH/AxMn2YDG3k639rLi93BaZ8+fdizZw+vv/46a9asodJD6U8gY4ekkSNHolKp6Nevn0MdFQQhf4SHD8uXdho0uI1a7ZN3QRflvmkTflYWRVqje4R3cNoWvo2SfiVpULIBCWkJ1P6ltt11qUywaDUMsn+2WJ48J4LBwjuklG0Z8YIzC1hwxvLWuztv7EQzXSOrLV93Xzb130TDkg1t76jgslQ3bhBYv77ZMbdLlwj6b8pe4tatGBs3JqhEiXzt1190pRfrMOAaCfctsTs4HTRoEAsXLuSff/6hVatW9O7dm8cff5ygoCB0Oh2HDx9m3bp1pKSk8NhjjzF48GAl+y0IgpNoteuc3kaFCrMKdWCqun3bpsA0adky0p9UZhegwqbi7IroUnXKVSiB6VPlqstucmv4oKN5AOpsJ144QVhQWP41KNjHZMr418JujyQn4/XTT6jPnMHjr79QpaTIqtK/i7J3iwzdupG8eLFZHz3WrMH3hRc4QEvasA/J/iRN+cru4NTNzY2lS5cyZMgQDh06xNKlS1m6dGnW45npPlq3bs2vv/6aI/G9IAiuJTX1GjdvjnN6O1WqrCIwsJPT23GmwFq1ZJXTRUZCgPzFPUXNorOLFA9MnXX7PmA8JHo5p25rVvVeJQJTV6XT4TV/Pt6fOOkXTgHprVqRtHYteHhYLWN45hm0vZ+hdbEgWXVOnSovsHY2h7JaBwcHs2nTJjZv3sy6des4f/48CQkJBAQEULt2bXr16sWTj+hogSAUJmlpNzl3rrHT6i9Xbgru7qXQaHoW+vRo3hPyXnWd9McfGSOlj/CH8hvxN3hz25uK1qlkYNrwVThZwGvvOoUV7g9pRUpKCoFVqsjKTVzQsu84JkdkpPy/ua+8kpZ3oXygyJYrXbt2pWvXrkpUJQhCPkpJOceFCy1tPq9RIy2SJJGWFoEkGTl/vonVsqGhowkJedWRbroMOVuRJu7cibGx8wL9wqL+/Pp5F5JpdNPRfN39G5vOOVwWmr+iWBcUV9RX5RcWfp064f7vvwXdDVniL1xAsmOziPffz3sKVdeuMfz6azoqlWtkUCgckw8EQVDcxYsdZAemVaqsoWLFudSrF06jRloAVCoVXl5heHtXoUQJ61FA6dLy8ju6FL0e9aVLqG7dAsDryy9lBabJL74oAlNg2flldp0X9UYUXcLM5+H9/vTvNgem3h/ID0yntp8qq9yAWgNs6kNuNvXLfdtvwbncDhx4sFVtIQlME3bvtiswBdi0yfpt/0yffhruUrskF77NqgVBcIgkSZw4IT/Nsp9fMwIDO+Rapnz5aXh5VeLWLfNAtGrVP1GpCtetbXtW4QMc27uXstWr4xrjDgXr1S22j5THvR2HSqViee/lZsflfCjIlLnj1rqov+m63Pxu3rC6w3KsrM9cjBSnj2Py35Mt1lk7uDb7n9+PWqXmpyd/YvXF1bz414uy+/SwpT2X0rKs7XcrBPu5HT+O+/r1GFu0wH33brx+zP9NDgw9e5I8Zw5BNm68oR8zhtSJE+1u99y5vMcgjx27j9FodxNOYXcSfuHRIBImux57r0la2k1A4uxZeTu7ZcocKZXLZEoG3FGrXTdNiVVpaQSVLGnzacYSJTj+11+P9OtEkiTWX1nPm9veJCEtQfZ5+wfvp25I3RzH5W5uEH/lCpKFVDySJLHmwhpWnVnFpx0+pUqJKgCkGdO4n3yfsgHmu53F6eOo9NODlIinXzxN+cDyFttMN6VT65da3E++n2f/Mq3qvUrMMSWf31NMJoKKF3duG3mIDw9HKmY+GGDpA3DSkiUZ89QtZQNwgEZjfSHU5s2JNG9udMn3eTFyKghFnMmUSnj4UOLjt9h8boMGt20+R632tfkcV6A+fZqANm1sPk9ycyP6zBmIjHRCrwqPl/56idWXVssuf/XVqwT7mO8VroqOJtDCVtLWJOzebTEwhYxpJ09Veop67vUo6/8gEPV088wRmAIU8y4mex6ou9qdyyMuA5jlMp3xxAyG1s3Ytvq67joHbh6gmHcxOlbsiLe7a7zpF3mShPtff9l19yMvqS+9hNe8eRYfS9yyBWOzZhnfmEyQng6elj+gpz/1FDqtFgwGVNHRGbfrC+Ceul6f703KJoJTQSjiTp+uiskkfyQrU8OGcYV+Zb1skmRXYJr6yivop01z7b/yTvbwiGNu7r11D0+3nG/Y9kylSDhwAFOdOjad4wzWAtqwoDCRJiqf+Lz2Gp7ZUlkqIeWbb/AZPRqA5F9/xfDMMwDov/kG9fnz+L78MpK/P8k//4xUoYL5yWq11cDUjIcHko23+ZXkylnuRHAqCEWUrXNLH/bIBKZAUDHbf066iAgIkpc7sCiTG5jWLVE3Z2BqNBIUHGz5hFwk7tzpEoGpUPBsmZOcl4TduzHVqgVeGQlv0156yWI5U61aJB44oFi7StuyxZ3Vqz1Ytiz3ALlRIxebaJqNWK0vCIVUeno0x49rOH5cg8Hw4PZ7amoEsbErck3vlJfatY8p0cVCwdY3t7Rnnsm4JfeIB6YLzyyUvT0nwMZ+G3McsycwTVq6VGREeAR5LFmCf5MmuB0+nHEgNVWxwNTwxBPo7t/H1LBhVmBaWM2b58lzz/nlGZj6+UlKT29VlBg5FYRCRpIkUlJGcvny0axjZ87UonjxAbi7l+DevZkO1V+jxh68vCo72s1CwdY3N929e/Ju1xVh95PvU21uNZvPC/L6L5hPSUF99Srq8HCb60jYtw9TPdsW9AmFRHw8QdlujxuefhrJ3R3PtWvNivkrvLGPTqtVtL6CJEkwerS8baFv3ox3cm8cky/BaXJyMunp6QQGBuZHc4JQ5CQl/UNU1KckJu61WiY21r45V/XqXcXd3fYRrMIuICwszzKGnj1RxcSQtGQJPKJ/v0ySifjUeDTeGnZG7OTZNc/adH5QCiy705bAkBBUBoPd/dBdvw4K3sIVXITJhG+fPnjs2mV22OPPPxVvKvWVV/D6+WeMtWqRuGVLkXtNJyXJK1e1qtGlcppaIjs4bdCgAU2aNGH+/Pk5HpsyZQrlypVj8ODBFs/t06cPR44cISYmxv6eCsIjSJKMnDjhnMDR3T2EOnVOo1Y/QquItVqCZASlALrYWMXTuhQmkiRR7Hv75ywD1L4HZ38EsP6hKjf6Dz8kddSoXPcOFwonVVISQXYmlbdVevPmJG3eDJCxgLGIun9f3t+refNcf4tW2X95b9y4we3bltPKfPXVVyxatCjX8yVJpFMVhLyYTCnodJswGO4QF7faKYFp2bKTadgwjnr1Lj9SgWlAgwayA9OE3buLVGC6+uJqNNM1aKZr2H9zv6xz2iy2PXtBJi8DnJuZGZjaJmXaNHRaLTqtltTRo4tUYBofD2musXV5wZAk/KZP57GmTSlZpYpTmkhv04b4kyezfod0Wm1WYFrUff21vPmy9eqZnNwTx4k5p4LgAiTJyOXLT5OUdMip7dSrdw1394JNSp3vJMmm1fjxFy8ihYY6sUPy6VJ1BHoGWsycYJJMrL+8nsqaytQLqWexzE/Hf+L9Pe+bHXt65dMAdAnrkmM3JoAkQxIjt47kTPQZm/sbkgj3vrb5tCym4GDSXpG572ghcuqUmrZtzfP2aLW6AupNwVBfukTA4487tQ39uHGkjh/v1DZcVXi4msWL5c2HLwyfu0VwKggFTJJMXLjQBr3+nFPbCQrq9ugFptiWJiptwACXCEzPRp+l1aJWZsey59Pcc2MPvVb3Mj/npbNmyeXzWkm/9fpWNNM1hL8WTjHvjJ9RanoqZWflTFCfl0qxcORnKJFi86lmEk6dcqwCS3UmuFGq1INrWq2akd9+S6ZOnfwZPXr3XW9+/TXniNbChR4MHWr/HNxCI592adLduFHk5pDaolEjeUlLL1507YVQmQpB/CwIRVd6ehwnThR3emAKULnyEqe34WpUUVGyy6a++SYpP/3kxN7IYykwBfjfjv8BGdtvPhyYAtSZ9yDv55idY2S3V+mnSozYPIJz0ecInWlbYK42gTQJrs1wPDBN/PNP8PMDIDpaRbNm/mg0Qdy7Zz4iLEmwe7cbO3e6k5DH3hJHj3rQsWMjs2OXL7vRqlVArts6KmXqVC+LgSkge5Sr0JIkfJ97zqmBadKyZcRfupSx4v4RDkxNMj5nNWuWTlycjtDQwjHFUoycCkIutNqNhIebL/Szda/57JKTT5OaegmN5hnS0iI4d65R3ic5qEKFmQQHP+/0dlyGyQQmE6rYWAJr15Z1SsrkyaS9/rqTO5a3CXsm8ONxyxM155+eT9fKXem/rn+udWj1Wn459YtN7S6/sJzlF3Le4rcmLA4WrIG2N2xqxqLUl15C//XXWds3njyppl27B6NA1asH8t57eiZMSOXuXRU1apgHIXPnJtO/v4H4ePjzTw8MBihXTuLwYTemTs19TrVGE+S02+vx8fDll9bbP3y46L79+owahefChXadm/bss6T8+GNGvlFXX1LuImbMyPuDzpYtMpfyu4ii++oQBAedPl2N9PT7OY4fP66hfv1b3L79BWlp4ZQt+xVeXhVzrctojOfUqexb3FneecRWdetewcOjBOfPt0KvP2v2WIMG91Cri/joTDY+b7yB5+LFsssbevYked48l1lws+P6DquBaaa8AtMuy7pw5PYRJbtlppwOIr9zvB5dXJzVwCN7YJpp6lRvoqNVzJ+fcxRyxAhfqldPoH17+/ZivH1bRenSyo4mJSRAhQp5j8wmJ4Ovr6JNFzivTz6xKzBNWr6c9C5dnNCjok2SYNKk3HObzpjh+qvzHyaCU0GwICZmkcXANNOpUw/m5el0fxEWNp9ixczzP6aknOXChZy3Z+3l5VWF2rX/Ra/XExkZSfny5fHwyBiZqVUrYyu91NTrqNXeeHjkT4oWV2FzMv3ISJfYWFqr1/LiphepGFSRX0//6nB9zgxMRx+Ar7fZd64SOUotBaaZ7A1MAWrVCuTYsQQqV3Z8DqrJBMWLy58uUKZMEP/8k0DVqq6/ejov7n/+id/ztt+hye2DipC3n37KfQCidev0Qjm32abgNDo6miVLLM9by+2x+/etv8kLgiswGO4gSQY8PcsDcOPGmzadf/36iyQlHaFcua8A0GrXEx4+VJG+FSvWl4oVf5a1172XV5gibRYWft27427jHtfGSpUUDUzj9HG0XtSaW4m3GFZ7GN888Q3uast/WtNN6cw/NZ8Q3xBe2PSCYn1wpqivoXSifefauvtOQWUcbNw4gPPn4+0aQZUkmDnTkw8/lLczz8MeeyygUKzcV1+4QEDz5lnfJ65bh6l+fdy3bsX31Vdtqiu5WjUS9uzBu4gNG0uScnG2JEHnzn788487nToZWLky2WLd48fn/nu3dm3hup2fSaXVamW9GosVKybrzdESSZJQqVTExsbadb5QcLKP0nl7F72cmAbDbc6cqaVYfcWK9cPHpz5RUR86VE+tWkfw8AjFzS3nKExRvyZy2buvtpLbFX595Gs+P/i52TEVKuLeictRdveN3fRe3Vuxtm0VPSqaj/d/zKxjs2SfI02yry3d/fuyp0vcvq3it988eeYZAz4+Eg0aFNzClilTUnj1VcuJSHU6qFjxwevxrbdS+eEHZfZhnzkzmeefd6HRLYMBjyVLcN+1i7QRI/Dv1k2xqu/evk3kzZsW/34ZDBAS8uBnXLGiiRMnElx+YFWvh1de8WXDhozf+d9+S6J373S760tOzhhVf5ilDzG5LeyLidHh5pZ3e674niI7OK1Xz3IePVucckKaEMG5XPGXVknHj2sKugs5NGwYjUpl/aZGUb8mcvi8+SaeeWz8YYkuJgZZf61l2HR1E4M2DLL42LbnttG0dFOzY3mldnKmA88foE6JjNX8r255lWXnl+V5jj2BqS2Bf2oqhIY6f8W8rW7d0mUmDTDj7NX9e/Yk0KBBwd/e9/riC7ydsItS4saNGFu1yvH3S5KgYcMAIiKsJw86dCiBWrUK/mfzMKMR0tMt/x6vW5dIu3ZGm+u8eFFNs2aW7+xs3ZrI44+b15nb76XcEXlXfE+RfVv/9OnTzuyHIOQbvf4i5883K+huWFSmzCe5BqaPMo+FC/EdNcru8+OvXFEsME1MS7QamAJ0XtaZJys9ydKeS1GpVCQb7FuQ8EXbL/hg7wf2dhOAQ0MOUSv4wd2BOU/OYc6Tc3hj6xssPvdgAVloAtz5xr42DE88QfLKlTadUxCBaatW6Rw4kPvrq169AK5dM89RNX6889+w27Ur4Nv7Nm5WIVfqyJHov/zS6uPFiwciSbkPfLVokb8/mz173OjVyz/r+5s3dfg/+Ba9HoYN82XLFut3B3r18rerz9YCU4AVKzyoW9eYtYguqXDesZdF5DkVHimpqREuG5gCFC/+XEF3wSUF1KjhUGCaPHMmUokSivVnyfm8c8ZuCd9Cse+LcTfpLmVmlbG5jXnd5vFG4zfYO8i+fekB/hn2j1lgmt2sLrPQvqNF+46WKL/P7ApMdTEx6LRamwPT99/P/9GZtWsT2bgx73fz2NgHb4uSlDEyNXu247fv16+3c+KuM+l0BGk0GV9OCEwBq4FpXJwKjSYoz8A0U1RURrmUFFi61IOOHf147z1vbt1S9p7/2bNqs8AUoFy5IJKzfb4sVSoo18DUXro8Ytmff/aiTJkgWrfO6F9MjPXnfuxYHkmAXZzs4LRBgwa8+OKLzuyLIDiFwXCP48c1HD+u4dy5BgXdHat8fZs+cqvs5XDfvh313buyyydu3Yo+2xaGSatWYbBjFXFuxu4aK7tsjZ9r2NVGnxp9AKhfsj4Dag2wWGbds+sI8so5Ajm++Xi072ipWqxq3g3p9ZQea9sc6YTduzNu4ds5Ev3TT8rM1bTGz898tlqdOgbat8+4HXr5ct475GSOSBUrpszo7vTpybRta8xzJO2rr7zyZ1FYampGQFox9xR4jtLdvGnx+KRJYdSqVdKmuhITVZw8qaZ06SBee82XY8fcmTvXizp1Atm6VZm7TUYjtGpleeRy5MiMhUf378sPhu/etS1wzj6nOTdnzrjx0ks+/POP5eddurRJkewTBcmmBVHNmzfnr7/+cnafBBfiinNRbBEe/iJa7WqH62nUSMuJE6WRJAe3wflPjRq78PKqQkzMQlJTwwkIaEdQUA9Z87oL+zWxldyFT6kvvIB+2jRwd+60CK1eS9hPYU5to0bxGhweetjs2MNzVgfVHsSPXTLyoiYbkkkzpuHr4YtapbaaLcASWxaWKZESas0aD154Qf4q7XnzknnppQfl27c3sHu39VGr8PB4goIkfvnFk4UL3XnyyduMHeuV47USGamiXj3nLr4KD4+nWDHzt9jff/fgrbdyf/5xcTqHFwFJEmzY4E5kpJrz593YvEjHfWwLCO1h7Xfk7l0VwcESJUrYF/CPHatn2jTrf+/u3tXh5cBnnpQUKF1a2akmAwak8dNP8t4zcptraqvMTSvkcsX3FBGcCrlyxV9auYzGJLN8pPaqVGkBGk3GdpFRUZ9w967tWchLlHiF8uWVWWRQmK+JTbRagsLCZBdXchW+NfeT71NtbjWnt3P6xdOUDyyf4/ieG3v44/wf9K/Rn05hnRxux23/fvyfflpWWWOVKiT++69D7RmNEBwsPwAYNSqVTz/V5zhubRHIW2+l8tlnD8rn9VoJCQnEYHDOUvDcRknlLK5q0MDInj32TQXIDLQ8SSWOYviizIdqAF10NCqdjsAqVQBIGzKElB9+MCsTHa3is8+8OX7cjQED0pgwwb40W7ayd15q9+5+ec5FttepU/FUqGAeZl29qmblSg/atk2nWTMj33/vxSefKPe3/KefkhkwQH72B1d8TxHBqZArV/yltcZoTOTSpSfQ6y8oVmfZsl8QEjLS6oimXn+Z8+ebWnwskyPbnVpus/BcE3u5HT2Kf+fOssvLCUy1ei1rLq2hQ8UOhAWF2dQfk2TiswOf8d0/CmyPlM2cJ+cweudoEg0PgpAWZVrwV//8+Tsrd9Q0bdgwUr7/3uH2bF3xvnNnIo0b51zxbK2eh4OTvF4rVasGEB2t3NKLVq3S6dXLwCuvpOU68nnrloo6deSN2jZrls60aSnUr5/HbVpJwnPePHzGjLGhx7lL3LkT923bcPvnH/STJmGqU8diuehoFVWrBtKjh4FPPtHTuHHBbHBx8mQ8FSvaNi/i7Fm11Vv5Srl0KZ6SJTP6NWiQL5s2OXdXutu3dfjY8HnAFd9TxLJgoVAyGO4RE/Mbfn4t8PauSnz8Tm7ceMPheitXXkZQ0JNZuXnz4u1djbp1LxAdPZ87d6bmeLx27RMO9+lR47F6Nb4y57dLKhXxcTlzij5s9vHZjN8zPsfxC69cQOOlwUPtgZva+vzJfZH7FA1Mfd19iXozCoDnaj3HkagjLDm/hPebv0+oX6hi7ViVkkJQ6dKyiuo/+ojU//0vx/EvvvDKus365pupfP55zhHOixfVfPyxN3v2uNOzp+15PC0FppAxb7RaNfPgbv9+2xeAzJ6dQr9+FvJG5WH9+kR69nywaGbOnGSee07+8ytRQn4AdfiwO23bBljMnRkfD/fuqTEd+oemb3WUXaccuuhocHfH2LhxruWGDvVl/fqMYGvDBo+sXJ8FoUGDQO7d0+Fpw67Nzg5MAapXDyQuTsfevW5OD0wBmwJTVyVGToVcueInqtOnq5CeHqN4vTVr7sfHp67d55tMqYSHDyU+fgve3rWoVm0j7u7FFexhBle8JopJTydIxqp6XWwsqOWNeBlNRoJnBMvuwuuNXuezNp9lzduUm5/076f+pvmm5nmW+6zNZ7zV5C3Z/XGGvEZMM0eik5Lgzh01oaEms1Q6/fv7snWr+Zvs4MFpzJqVcftYkuC997z5+Wf5kwDv3NFRqlTGiOiXX6bw+uu5jz4CbNzoTnKyij59DBZ/HfJ6rUiS7YueLl+OJyTE8VVLHTv6ceyYbeND2UeGH3/cn1KX9rOH9g73JVOybzA1k48RSQUAtm9P5LHHrOfq1GohLEzZeZq7dyfQrZs/KSn2T7ew5fa+s/PXZnr88XSOHMmf8UBbpze44nuKTT+pEydO0KCBfaudVSoVJ06csOtcQciUlnZL0cBUo+lD+fLTFAki1WovqlTJO7m5YJ2cwDTpt99kB6YA52PO29SH2cdn46H24NM2n/L29rdlnTO45mDcVG7cee0OpX6ynnHhgxYfFEhg6jNiBJ7Ll8sq+0aZVfxo5Q17wYIkhg2zPNK4eLEn06al4OsLH39sW2C6c2ci3t62v6l2727/Ljxg+1aTSuba/PnnFJo0sW3U7r33vPnqKz3/K76aiyiXPUeFCVDBQ+l4n3gi4xPJwIFpTJyop2xZ86BcqcC0enUjR448mNriSGAKym4jqpT8CkyLCpu3L5XszHMhti8tnFzpE5UkmThxQrmRyPLlv6dEiWGK1ZdfXOmaKCYtjaCS8lYS27rw6ctDXzL1cM4pF3nRvqOVPWo6pc0UOgZ2zLomb29/mwVnFpiV6V2tN791/83mfjjEhp9rJhWOjQqeOhVP/fryV8GfOBFPWJhz8ifJea2YTBnzADdvtn671dNT4t69vFNQ2So9Hd5914fff8/7PrQXetbwDN3YrFj7pbjNXeSnr7txQ0dgoO0L2/Ly8K5cbdr4c/q0/RtmLF2aRNeueX9wMZmgeHHX26XMEQsWJNGrl20f2lzxPcWmUL5s2bIMHjzYWX0RhFwpEZjWrLkfb++MSf2ObscrOEirxXPJEnzG55wLakla//6kzJ1rczP2BKYA13XXZZfVeGnMvv/+ie/5qNVHTNg7gVUXV/FGozeY1HqSXf2wS3Iy3p9+itdPP9l0Wi/WOty0LYEp4LTAVC61GpYuzRgyXLXKwyxtVaYLF5yT0NzdHX74ISXX4HQdPenJBsXa9CWJFOSn8squQoUgoqN1fPSRcgHMqlVJObaL/f33JBo2tD/N14ABflZHuZOTITxcTWqqio4d/S2WAShb1sStW/Lu0LRunc7MmclMmeLNkiU2THiV4ZtvUhg9Wv4kUlsDU1dlU3Barlw53n//fWf1JVfHjh1j8uTJHDlyBIPBQM2aNXn99dfp16+f7DpMJhO//PILv/32G9euXcPPz482bdrw4YcfUuW/tBiOtDt58mSmTJlisR4vLy/uWkkkvmLFCmbPns2FCxfw8PDg8ccfZ8KECTRq1Ej2cyvqJMnxhMKVKy9xaE6poBCTiaDitn3QsDdNlL13egAa/tpQdtlWZVuREm2erifYJzhrq1BnU92/j9fUqXj9/LPddfRkHRvoqWCv8la2rGslCu/Tx0BycrJZHtJjxxIoXty5AfTu3Qm0b29+i9+fBBJQJg/rR3zCZ3ykSF325il9mL+/iZs3LQf9FSpIqNUSJpP1AYQDBxL45BPvHHOfMw0f7kOlSibu31dz8KAbtWqZaNo0nUmT5AV6Z88m5LqSf/nyJLp0STebQvDDDyl4esKCBcoFqC+9lEbfvmmsX+9Bt27pVK3q3Ny8rqJQTILYt28fffr0wdPTk2effZbAwEA2bNjAK6+8wo0bNxg9erSset59910WLFhAzZo1GTFiBPfu3WPNmjXs3LmTrVu3UrNmTUXaHThwIBUqVDA75m4lMfg333zDZ599Rrly5XjhhRdISkpi9erVPPnkk6xatYo2bdrIem5FXV7pmuQICuqmQE8ER9kamMafOmV3W58d/Mzuc21RwqcEkUTmS1vZec6fj4+FlfS2ciMdE/bfRrXXmTOut8XikCEGhgzJ3z3uGzY0odXqkCQoWyaApBTHrsWLzONXBeekOsOaNXFYC0HUapg1K4XXX7c+wlunjon585MpV85ysLx2rXmAeO2aGxs3ylspX7OmMauNyEgd5cubt7FyZRJPPJExQpn9Bpy7O3z/fQpDh6bRqZP1UVm53ngjI5F+UFDG7yXAjz8mM3Kk5Z/LggV5b89bWLj8av309HSaNm1KVFQUW7duzVqQlZCQQJcuXbh8+TKHDx+2OvKZae/evfTs2ZMWLVqwdu1avP7bSmLPnj307t2bFi1asGnTJofazRw53bBhg6yg8urVqzRr1oywsDB27NhBUFDGC+D8+fN06tSJ0NBQjh49ajWwzQ+uMBclPn47V6/2daiOunXP4+EhL3WOq3OFa2IrVVwcgZUq2XyeqUwZEs6ds+mcdFM67+9+n19O/WJze/aIfTuWtNS0fL8mnr/8okhOy6Yc4R8c//Bnq/v3dXg4OatOYXyt2LJjV3Z9WcFaemPMZczp/ff1fPVVwf4c6tc38MIL1xk4MDDPa3LypJp27XKOXN65oyPzVGesto+I0BGUrdrERNi2zYPbt1U88UQ61avnPeKvRL82bUqkZcuc2RK0Wnj1VV+2bHnwAvruuxReeCHNrnZc8XWiXPZhJ9m7dy/h4eH07dvXLFNAQEAAY8eOJT09ncWLF+dZz8KFCwGYOHFiVmAK0K5dOzp16sTBgwe5cuWK4u3mZvHixaSnpzN69OiswBSgVq1aDBgwgPDwcPbu3etQG64kPn5X1h73x49rSE4+mec5kpSea2BaseIcGjXSUrv2MYKDhxES8gZubg9+ljVq7KZRI22RCUwLG48lSwjSaOwKTAESzp61+ZwSM0o4NTA9NvwY87vNZ/fA3cS9HYdalc9/RrVagjQaRQJTH5ILJDCNiHB+YFqYqKKj8X3mGbsC0920Q4XEKvpaDUynTk1Bq9Xx/vupnD6t/MKuTP36WQ+OfvklGa1Wx9atsbRuLW9kukGDjBFlrVZHVJQu6//Z4ydvb+WnXAQ9FFf6+8MzzxgYOTJNVmAKMGZMzry/tpg2LcViYAoZu8MuW5bx84yLy/iZ2BuYuiqnD8nFxsaybNky/vjjD/bt22fz+fv37wegY8ecCYYzjx04cEBWPX5+fjRvnjMPYceOHdm+fTsHDhygatWqDrd76NAhjh07hlqtpnr16rRv394sIJb73ObPn8+BAwcsPl7YxMQszpEk/+LFdtSvfwM3t4w5NMnJp0hI2ENQ0JN4e1fHZErh5Mncg0p//5YAeHlVpkKFjB1sypX7wgnPQLCV98SJeM2cade5xkqVSPznH5vzway9tFZWubi341CpVNxPvo+XmxcGk4Eqc3K/+5KpsqYylTWVbeqXIlJTCQp1LEG/I4thHBEXpyP+v5jo4Tf+R4rBQFBIyINvO3fGY9s2u6sLREekVkJLRrB38KAbTz1lfjs5+ygjQPnyElqtjps3VdSta33+4uLFSQweLH+DgsyRu/feS2XOHE/u3lXTo4eBfv0MiqR18rXya3v+fAKVKik3D1OpdGFjx6by9dfWRyFffz2V0FCT2RzY559P44cfUmz6eRXVdb2yg9Nx48ZRrlw5WWUlSWLbtm0sWrSILVu2YDDYvjNIpqtXrwJYvG2v0WgIDg7OKmNNUlISd+7coXbt2ri55ZzLk1l39nocaffLL780+75UqVLMnj2bDh06mB2/evUq/v7+hFp4w7HUp9zo9Y59SrMmLS3N7F97Wdu96dSpCjmORUV9KLtekynEac/dVSl1TZzJZ9EiuwLT5OHDSfjqq4xvDIaMLxsM3zRcVrnU1Iy5XAHqAJDAU+XJ9r7beWLlE7med/vV2xZ/35x+TYxGQsuWdagKH5LRI28xyPjxCbz9dsYK9lKlrAfEkyYlMGJEMioVzJzpyxdf5LwFe/v2XVJTIfPzeX6+XAvktSJJqG/dArUaU5kyWYe9Nm5E89JLZkVtDUy/YAITyfjwfehQNJcrpZj9PBs3hjt3kshcB5gZuFj6mZcoAePGqZkyJefcyN9/j6NTpzSuX08kLEzeB6IBA+LR66F8efj88wcJU/97qWVR+pr4+MDs2RKvv+74p57Tp++h1ys5Emu9TyNGxFO6tIlhw+I5etSTxx9Pw9s7588rPzj7dWLPVAHZwamcVfpXr15l0aJFLFu2jDt37gAZgWpwcLBNq+qzi//v43ZgoOVPRgEBAURFRTlcR/Zy9rZbr149Zs+eTatWrShZsiRRUVGsWrWKb7/9loEDB7Jt2zbq1atn1kZItk/RefUpN1FRURiN1nfycJS1TANyOLJiOjfe3j8RGZn/i1BchSPXxFnUSUn4XbhAqA23nE+vXk1q+fIPDth5TeNS897GFOBA1wMWf2+CCKJX+V6si1xn8bzDTx3m5s2budat6DWRJGq89hoBx47ZXcUPvMm7fJfrPERLnnnmYtZlOHo0kt9/D2XGjIxrNH36JVq1evB36datjH9794ZevSAmxoPERDVhYRnvsnn8yPJFfr1WPG/epP4zz+Q4/s+hQzz2UGBqqxNbtvBk8eI8yT9Zxxz989e3Lzz9tJqLF32pWDEFb28TXl4SKtWDuv/4I5pBg+rkWdfNm7Z1Rslr0rAhwGMO1bF+/Sn0+jSHf6bZlS6t4fZty5tRpKdHZLVVqRLcv69cu/ZyxuvEzc2NypVtv9Pk8G39zNXlf/zxB4cPHwYyghG1Wk3nzp0ZPHgw3bp1K9BFPfnl6aefNvu+cuXKjB07lpIlS/L222/z9ddfs2DBAitnO6ZMtk/oSkpLS+Pu3buEhobiacuGxdmcPy8/ybNcNWpcQ63O/9uTrkCJa6K4lBRC7ZhXGrNlCyXt3HXuYU1/ynvu5M5+O6kSbP32/Zzyc5gtzWb91fW8tv01AMr6l+Xf5//NtV4lr4nHgQMU79PHrnP7s4w/eRofUogl7y1bR41KYsKEjJ159Hrw9MzcfKu8WbkJE2DChMw3riByGxGqkPNmSIHJz9eK9/LlBI0aZfGxx1q0sLtefffu6ObNw5mz5qtVAyhm8bHy5WHp0jgGDLD8OMC+fdGUL1/e6uPZOeuaTJkSz7hx9t3eDw+/i4+PY1NmLDl2TEvp0jnrfe21JNk/r/zgiu8pdkeMBw8eZPHixaxfv56kpKSs0bFatWpx/vx5QkJCWLp0qcMdzBy5tDaCmJCQYHV005Y6spdTqt1MAwcOZPTo0VnBe/Y2bOlTbpy9ws7T09OuNoxG5VPF+Pu3xddX+T3rCxt7r4nS/Lp3x13GvO/sJB8f4m/dwl2tdugT8sXYizRb2ExW2Xtv3cPTTd4f3gF1BzCg7gCb++PQNXFgTmkfVrKaBwGt3Hmln36aDmT01wV+lZzG2a8Vz1mz8PngA8XrTVqxgvTOnSnoS9O164O5mEYjPPecL9u3Z6xo++uvROrV8wBsW+Gm9DV59VWJGjUS6d3bthROa9YkUayY837CGYvA3PnmGy8SE1X06WPgrbfS8fAo6Kuak6u8p4CNwent27dZsmQJixcvJjw8HMgYJS1evDh9+vRh0KBBNGzYkGLFrH/CslX2uZcNM8bus2i1WmJiYmjWLPc3Jz8/P0qVKkVERARGozHHvFNL80uVaDeTp6cn/v7+JCebb1xcpUoVjhw5kvWJJa8+FUaXLnVWvM7Klf9QvE4hb26HDuG5aBGmsmXxXLIEtR33v3QxMWBh3rc9Ttw7Qfs/2udZ7vabt/Fxl7/DSoFISSGotH1jY/ZuN6rkPvGPDK2WoLCwrG8lT09wc0OVkmL9HDslrl2LsX17xet1lJsbrFyZnHfBAtC+vZHoaB1XrqgJCzPh7Z2RdmnkSF82bfJAozExZ04K3t4Sly65MXx4Wr5kjejSJZ0uXYrGzk35RXZw2q9fP3bt2oXJZEKSJDw8PHjiiScYOHAgXbt2xcNJV7hVq1Z8++237Ny5kz4P3erauXNnVhk59axatYq///47R3lL9SjVLmQEmlqtlrp1zXcnatWqFUeOHGHnzp0MHDjQoTZclV5/QdH6SpV6Dzc3x5MbCzZISiLIwcU4YP8uT9aM3DpSVjlXDUxVd+8SWKOGY3XYGZjGxYnA1Bbq8HACLOzYp1J4AUn8mTMgSUgudMu3sHF3h5o1H6R70mjgjz9yBtPt2jlvjYbgONkJ+rZv347RaCQoKIgvv/yS8+fP88cff9CjRw+nBaaQkYc0LCyMlStXcirbTjEJCQlMmzYNd3d3Bg0alHU8JiaGS5cuERMTY1bPsGHDAPj888/NVqTt2bOHHTt20LJly6w0Uva0m5CQwJkzZ3L0X6vV8uabbwLQt695vs7Bgwfj7u7ON998g0734M3i/PnzLF26lEqVKtG2bVt5PygXpMSWo5n8/VvSqJGW0qUnKFankDtVZCRBGo0igWnifx+2lJKansq56LyT8598Ie9cugVBfeGCQ4HpHEbYHZieOhVfZNPPKEaSCKhaNeP3X6OxGJg6Sj9+fNb/DU8+iU6rRSpXTgSmgoCNt/VVKhU6nY45c+ag0+kYMGAAYdlucTiDu7s7M2bMoE+fPjz11FP06dOHgIAANmzYQEREBBMnTjQLKufOncuUKVMYN24c47O9+Nu2bcvQoUNZuHAhbdu2pUuXLlnblwYEBPDtt9861G5sbCytW7emUaNG1K5dm5CQEKKioti+fTuxsbF06NCBkSPNR3qqVq3K+++/z+eff06rVq3o1asXycnJrFq1CoPBwPfff1+oF5IZDLcVqadatU1Z+UyFfCJJBGbLLOEI/bhxGBs3VqSuTKEz5c3NrBhUUdF2HZaYSJDMlHyWlOA+MZSQXf7mTV3W9o6ffJLC22+7bvoxV6G6eZPAh+5yKUny9yc+MhJUKlLHjXNaO4JQmMmOfNasWcPvv//Opk2biIiIYOrUqUydOpVmzZoxcOBAevfuLXvxjq3atm3L5s2bmTx5MmvWrMFgMFCzZk0++OAD+vfvL7ue6dOnU6dOHX777TfmzJmDn58fXbt25cMPPzQLNO1pt1ixYrzyyiscPXqUzZs3o9Pp8PX1pU6dOvTv35+hQ4dazLE6ZswYKlSowOzZs5k/fz4eHh48/vjjTJgwgcYKv6E7kyRJpKZeJj09Fl/fRqjVXty9+63Fsmq1Hw0a3CI6ej463RaKFx9AUFB39Prz+PjUByRSUs7g7h6Mp6fjo3aCbTxWrMD3lVccqiNxxw6Mdes+SG6poCSDvP2jp3earnjbchw96saQIb589pmefv3+y9Oq1+O5aJHduzqpMAG2DXfeuKHD31/MLbWVUoGpTqvN+JBXtiyq5GSM1aqRePSoInULQlGn0mq1Nt0b0ul0rFixgkWLFnHyZMYtM5VKhZeXF927d+e5556jf//+hIaGcuGCsvMNhfwnZ89dSTJw9mx9s5HSChV+5MYNy3MCK1SYTXDwQIuPCXlz2j7IkkSQAosZlZ5b+rA3t73JorOL8iwXPSoad3X+3HnQ6/VcuXKT1q2b5Hzs6Z54/bnB5jr9SSAVL9JtXAUNcP26Dju3aC9S5L5W7N3P3hJjlSp27W72qHDFfdwfda54TWzeFDooKIiXX36Z3bt3c+DAAV577TWCg4PR6/WsXr2a5557DoCUlBTOnz+veIcF13P9+ks5buFbC0wBAgIK9yKvokgVHV0oAlPNdI2swHTXwF24q93RakGjCcr6Skx0Tr+uXHGzGJiWI9KuwNQLPUn45whMFyxIIibmwR7jf/2V8wnt358gAlO59HpFA9OEPXtI/PdfEZgKgoNsDk6zq127NpMnT+b8+fMsXLiQzp07o87I4ExCQgKtWrWiQ4cOzJs3D62T37SEgqPVrrepvKenC2XpFgAItDCtxZr0Vq1IWrwYXWwsievWkda/P/HXrjk9MB20flCuj7co24K9g/ZyaUg01/Y/zvXrKsLCzJPFlysXhBIblqWnQ3i4muvXVVy9qqZ165zzQHuwnkjk/67P5A3UGFEhkUbO6RBarY5evdLNMnG1aGHMClQzv+rWVW4hYlHlvmNHxmKnUsptEJK4bh0mhTaUEIRHnSL3vNzd3enRowc9evTg7t27LFmyhD/++IPLly9z4sQJTp48ycSJE7l9W5kFMoLrcEaSfSF/+XXvLqucLioKfM2TuxvbtSOlXTtndMvMdd11Nl3blGuZmY9tpEn1vEd/ixUL4vp1HX5+cPCgGzdvqmnTJp0KFeRFrTdvqqhbN7f59RKSDZ/7G3CCU+Qe1PTvLxYyKcV9+3b8HsqckhdTaCgJJ0+a7VTgvmkTfoMGkd6kCUl//ZWxvZYgCIpQfEJWaGgo77zzDu+88w6HDx9m0aJFrF27lqQkeYsYhMIlOnqeTeVDQuTlphScz3fgQDz++ktW2eTp03MEpvbaE7mHXqt6WXws9u1Y1CrzwC41PZWGvzbMvVJtBZo0kj8t4eERVYA+fdKoWdNEp07pNG5sZPVqDz76yJubN227wWRLYNqJ7XkGpgBz5iif5P1RFFC3LuqbN206R3frFvj55Tie/tRTTr9bIAiPKqeuFmjWrBnNmjVjypQprFu3zplNCQUkKmqSTeUDA59wTkcEm/i3bInbubzzhALoIiIgyPJe6pIkocplfp0kSWwJ38KA9fK2Ai3+ffGsAFWr1xL2U5is85hxRV65XKxalTHy9cUXtp+rxojRxj+nbqRjIu/dsiZPThFTGB2kSkiw6xa+Li5OzB8VhALg0JxTuXx9fXPsgCQUfkaj7SlqvL2rO6Engi18Bw2SFZgm/PtvxsiQhcA0zZjGmJ1jqPRTJerOq8vCMwtzlEk3pVPs+2KyA9NMnx34jNUXV8sPTBf9BSbHNgIpTRSh3AELie09SaUGFyhODNW4RCWusYjBSKiyvmwJTDPPyiswrVjRxK+/JvP66+KWviPKzJ5NyWrVbD5PBKaCUHBs+qg/ePBgDhw4wLvvvsvbb7+dZ/np06czffp02rdvz2+//WZvHwUXZDKlcOqU7QnOPT3tT0AuOM5jwQI8NuU+dxMgaeVKTFWqWHyszi91uJV4K+t7baqWUdtHUS6gHB0rdkSSJJ7/83k2Xt1oVx+/++c7+YU/TXMoMO3MVrbyZI7jPiTjTjo92MAfDLa7/oepsb5l4owZyQwebECtFjGREtyOHCG0SxebztFFRkJAgJN6JAiCXLKD0+PHj7Np0ybq1KnDqFGjZJ0zatQoVq5cyfr16zlx4gQNGza0t5+Ci7l37yebzwkL+9UJPRHkCixbFpWMud8mjYb0J3JOv0hJT6H0zNJWz3t2zbNo39HScWlHjt897lBfZbn5uN2BqQoTf9Ocx7GcFD0FZebXZvqZlxnBz2bHRHJ8J0lIwHfoUDx27ZJ9SvL06RiGD3denwRBsIns2/orVqxApVIxZsyYXOeYmVWuVjN27FgkSWLZsmV2d1JwPXfuTLWpfLlyUyhW7Bkn9UbITeb+4HICU0PHjiRcv57j+JGoI7kGppk00zX5E5gC/HLYrtMGsRgTblYDU6V9+8Y5s8BUpZKIjRWBqeLi4zN+18uXtykw1Wm1IjAVBBcje+T00KFDeHl58eSTOW+B5aZLly54eXlx6NAhmzsnuC5Jkr96WKXypEQJx7bDFOxg445Puc2x67LcttujTveJ9dvj1rhjwED+pvvR3bnDS97evPSFCEblct+5E8/ffsPt0CHU9+9nHU9asoT0bt3AZCKoeHGH20ncsgVjs2YO1yMIgvJkB6fh4eFUqFABHx8fmxrw8fEhLCyM8PBwmzsnuKa0tBu5Ph4Q0AGD4R56/VlKlnyL0qUnoFLly9o7IRu5gamxdm0SDx60+njIjBClupTDi/VeZP7p+bad9P1VkHL/ffLxkYiMjMfdHVT37hFYPX8X4iUcP46pUqV8bbOw82/TBrfTp60+7qfgolpr6aEEQXANsoPTpKQkAuycKO7v709KisjTV1ScPVs/18crV/4Dtdq2DzGCsnxkLFjMlFtgujV8KwaTQYkuZeldrTfP1XqObpW7kW5Kty04XbIO4ipbfGj27GQOHXKnfn0jAwem4e4OmEz5GpimduqEftWqfGuv0NNqCQoLy7fmxNxSQSgcZAenGo2G2NhYuxqJjY0lMDC3HVWEokQEpgXPc8GCPMvox4whdeJEi4/FpsSyPWI7IzaPULRf2ne0Wf83GODMGS+6lx7Gxtt59HfVYjhtvn3pr78m07u3gbQ08Ppvt89BHW8SWKMGjFG021niT5/G++OP8Vy9mpQvviBt5EhQqdDr9URGRlK+fHm8865GiI/H75lncP/333xrUhcTg9ner4IguCzZwWmFChU4ceIEMTExBAcHy24gOjqa69evi5X6j4jQUCdFBYJsPjKyaSStXk16x45mxzIT6l+MvUizhcrPxVvQajcajaVk/r9Bq9rQeZzlE889myMwfe89Pc88kzGimxmY+j73HB5bttjVN/3o0aR+8AHuGzfiOW8extatSRsyBFViIiQkYAoLA40GgJT580mZb+NUhEeVJKGKiEAKDsa/UyfcLl3K9y5cnDkTTd++eIvAVBAKDdnBaevWrTl+/Djz589n7NixshuYP38+kiTRtm1buzoouBaTSZ/r48WL25ZwXVCe58KcCfEzpfXty+yXG/HO38/CqYxj1YtVJ8Q3hAO3Dshuo0HJBuwZtAfNdE2eZb/u8A1jug5jWEouH2oPvJfxlZ3KBJIKyLlIa8KEVLPvPVatsiswTVq+nPRsuTDTe/QgvUePrO+l0FCb6xTA88cf8ZkwoUD7EH/iBCmlSpEQGYmmQHsiCIKtZAenw4cPZ9asWXz77be0bt2aFi1a5HnOwYMH+fbbb3F3d2fo0KEOdVRwDenp1qd2VKgwC2/vqvnYG+FhQf+N7lmS8vXXvFHpLL/+/YHZ8Utxl7gUZ9uI1o4BO4CM2/Q9VvZg3819AHzc6mPefuxtJEnCTZ0xUmV5tFQGK4ueYmIeWvluMOD70ks2Vx9/9SqSDXeBBHly+x10htSXX8brl1/Mjulu3wYfH9Dn/mFaEATXJDs4rVSpEq+99hqzZs2id+/e/O9//+OVV16huIWUHrGxscydO5fp06eTlpbGa6+9RuXKlhcxCIWL0Rhv8XhQUDeCg5XbSUewTWJaImXKW97RKZNv4hiwvhhatl0Dd+GufvCnY0PfDTkL/TfYmZjoeHuZfH0l9u1LNJ82aDIRFGJbNgHDk0+SvHSp2IZJQarYWAIV/BufcOwYpmz1qe7cIbBmTbMyxnr1SNyX8aFI//XXYDQittcShKLBpu1LP/30U65fv87GjRuZMmUKX3/9NTVr1iQsLAw/Pz+SkpK4fv06Fy5cwGg0IkkSTz31FJ9//rmz+i/kM2tppLy8cg+MBOfYG7mXnqt68v4+mJxqvdwQBfc/aBTaKM8yMTEqatcOIDVVmUDhwIEE6tQxmR+0I9+lWBSjDPXlywQ0bap4vbroaDLSLJiTSpVCp9WiiohAFReHqXp18H1oFy9xXQWhyLApOFWr1SxatIgffviB6dOnExsby5kzZzhz5gwqlQpJkrLKFitWjHfeeUf2VqdC4RAV9ZHF4/7+rfK5J4WfVq9l07VNBHgG0DmsM97u5uu8o5OjafhrQxINGcOPM56YwdC6D6bHJBuSGf9jT6TZebe1qIFCnZ5kYkOVZHr0SM+1WJUqymbneDgwVd2/T2C1anmel/z993j9/DOpL78sUggpxL9hQ9ws7CLmKDkfHKSKFZEqVlS8bUEQXItNwWmmt956i5deeolt27Zx6NAhoqKiSEhIwN/fnzJlytCyZUueeOIJ/ESS4yJHr79g8biHR7l87knhZmkh0ZURVyjhWwIAo8lI1bnm83dHbR9FhcAKNC/ZHADvp7tw5mTebT3X1+HuZvguAlAxZIgf7dsbaNjQyEcfpaL+b2rojRsqHnssgLQ0ZW+rRkVlm2Oq1xNUqpSs83RaLQCGYcMU7c+jyu3vv/Hv2lWRukzly6MfPx5TuXIYGzUCO3NoC4JQNNkVnAL4+vrSq1cvevXqpWR/hELKx6dm3oUEADZe3Wjx+JA/h/BX/78wSSaCZ1heqNN7dW9+rf8Fw5/9wOLjD5vbGJbXtburD0wykX3V/O7dHuze7cH06d68/76e999PpX595XMZ796dYHb31tbAVLCTJEFqKnh74/Pqq3guW2Z3VYYePXA7cgRjnTqkvvsuxjZtFOyoIAhFkd3BqSBkp1J5FHQXCo3BGywvHDsUdSjP1EzSJAB5gekzz8HaWjZ1LRfWR0O/+sqbr7/2sqk2rTZjNFSSoFgxy6v5NcTRrr3te6jHnzlj8zmPMlVUFIG1azul7sRduzJGRgVBEGwgNjwXZDOZcllxI8hiNBntPve9/baVzzMwPdsXPkuFaXfgx1NgsLKz1+d5bz2cni7/Vv65cw8yPqhUGYHqL78kPziGCQkVcdgemCb/+itSuUdkiklqKkEajdkXBtu2mnXbt88pgan+44/RabUiMBUEwS5i5FSQLSnpSEF3odCLSoyy67wqMTBlu/zyqo9zefDrKEgs/eD7pNCMry+SAQkemwOa67DrEzDaNiKalzt3dHhb2N+zf+OLvERjh+rW3b37YLuoIkx16xaBdepYfCwoJARdZGTuczgTElDFxCCVKoV/tg0HlJL8ww8YhgxRvF5BEB4dIjgVZEtNvVbQXSjU0oxp1Jtfz+bznr4IG5bIKzulFXzSDut34Xd/ZB6YkrHgqEyZzFvrKvjnNZv7mJfVq5Po2NF8hb/bnj34KzRnXRcX90jkt1Rfu0ZA49yD+KDy5Unctg0pOBi/Ll1QR0cDkPrii3gpvO1qwr//Yqoi0sgJgqAsEZwKssXHWx66q1ZtUz73pHBq8lsT2WXdjWD4zLb6VZNkFDppvnJ94MA0fH0zbq3PmuXJBx9YubXvILPAVJIIKlZMsboL3eInSbIrkHZftw4/mZkH/Dt3znFMycA0rV8/Un7+WbH6BEEQshNzTgXZ0tIiLB739q6Rzz0pfMbsHENkQqSssp7ptgWmNd7MFpiuzGOINS5j150nnzQQHh7P7NkP5pO+8UYaZ8/m3AHszJl44uJ0OY7LUb68yXy7UZ1O0cA0Ye9exepyNt8BAzLmhhYrljVH1Pe551BfeJCeTX3yZI55pJlfcgNTZ0s4flwEpoIgOJUYORVkS0k5ZfG4u7vYnzw3yYZkfjn1S57lVCaYug3GHJJX75Ey0GxEtgOZ6Z7ODIDiV2DUQ0nqJ2Uksj97Np6yZSUsKVtW4sYNHbt3u5OWpqJrVwP+/hmPabU6tm5156WXfElIyH3kLzJSl2Pao/cHH+A1a5a8JydDfHg4koKBrmJMpozR0cyE8rmMFHts2YLHli352DnbGHr1wtCpE4ZnnyXrF0EQBMHJRHAqCE42aMOgPMt89xe8c9i2eptFSTDJyoOxVWGSBGoDv81PY8YML+oONfDttymWdoc0ExgIPXta3gGqS5d0IiPj2bnTnWeftbzJRlycLuuutfrKFXyHDMHt/Hl5T8qC+GvXkPz9Ud2/jxQcjMUVVS7A/+RJQp2wpWd+0t2547I/X0EQHh0iOBUEBU0+NJkph6dkfR/sE0xMSozV8t4GSPnC9nYCyHn73ZLdO/U0bGiid+/ctxu1VceO6SxYkMSwYRkB6nPPpfHNNylZg2seCxfi6+DWxWnDhpHy5Zfw305zUtmyDtXnTG7XrlHz5ZcLpG1dRARBCmzpmXDsmAhMBUFwCSI4FWQxmfLOdfmouxp31SwwBawGpuW1cGO6fe1U5TKJ5L3dY/XqRho2NOVZzl69eqVnJdPPznviRLxmzrS5Psnbm/gLF0CjUaB3+cd982aCBgwokLYzF4MlbtqE/1NP2Xy+sUYNErdsKXQ/c0EQijYRnAqyJCcfsHg8NHR0PvfEdTVZIG81fodrsHOh7fX/zvMM5zdMuOVZtnRpE9u3J9reiINUMTE2B6ZJy5eT3qWLk3rkZAYDfgUQmCZu3oyxefOs740tW6KLjMRj2zZ8X3yR9MaNSVq/3myeqOr6dVQmE6YKFchzbocgCEIBEn+hBFmiot62eDwgoEM+98Q1/fDvD7LKZWw/ahsVlhcvWdOsWTp//pmERz7vKOt29KjFFEa5KXRpoP6jun0bn5Ej8di1K9/b1t2+DT4WUn4FBGB49ll0zz5r8TwpLMzG3yRBEISCIYJTQRaj0fLtaV/fhvnbERdkMBr4cN+HeZazNTD9H9/wHf+z+vidO3fx9vZGq4WBA/2oW9fIU0+l06GDsvNL5fB54w08Fy+WXd4UGkrCxYtO7JHzBFSrhvr+fbvPT/n0U9JGjQJJQh0eniOpvkmjIeH6dfOT4uMz5t665T1qLgiCUNiJ4FRwiJvbo5lexmA08NiCx4iIt5z79WHXv5Nfd1luEkXui3+++uoqkPGz12jgr7+S5DegAJ/XXsNz6VKbzzM8+STJS5cWyt2cVLdvE1irlt3n665fN5/bqVJhqlwZXWws6suXkYoVQypZ0vLJgYF2tysIglDYiOBUEOwQ8kOIrHK+aZD0pfx6A9GRQO6ByNixiXTqFEdmcJpf3A4dwr9bN7vOLay37zMF2bhgyKbnq1ZjqiE2shAEQchUaHaIOnbsGP369aNixYqUKVOGjh07smLFCpvqMJlMzJ07l5YtW1KqVCmqVKnC8OHDuXr1qsPtGgwG1q1bx+uvv87jjz9OmTJlKFeuHJ06deKXX37BaDTmOCciIgKNRmP1a9WqVTY9P2cxmaILugsu5WKsjNvREtydKj8wdceACinPwDQiQsfo0fk7SqqKicF73Dj7A9PbtxXuUf5x27PH9sA0Ut5OYIIgCIJlhWLkdN++ffTp0wdPT0+effZZAgMD2bBhA6+88go3btxg9Gh5K8bfffddFixYQM2aNRkxYgT37t1jzZo17Ny5k61bt1KzZk272w0PD2fYsGEEBATQpk0bunXrRnx8PJs3b2bMmDFs376dJUuWoLJwO7Nu3bp07949x/FaDtxCVJIkaQu6C/nCZIIrV9R4ekqEhVlfOvLNkW9yr0gC6RN5bSbiRwDyVtWfOBFPUBDo9fLqVoKtgdnDkn/91fLiHRenPneOgJYtbT7v3qVLeD28NZYgCIJgE5VWq3XpBZzp6ek0bdqUqKgotm7dSoMGDQBISEigS5cuXL58mcOHD1OlSpVc69m7dy89e/akRYsWrF27Fi8vLwD27NlD7969adGiBZs2bbK73aioKP766y8GDhyIr69vVj1JSUk8/fTTHD9+nN9++43evXtnPRYREUGDBg0YOHAgs2fPVuTnpTS9Xs+1a7+QmjrR4uONGmnzt0NOcv68mhYtzIOK2Fgd6ofuLURGpVNveYkc56tMYPrUtjYH8gdLGSi7fGZOUb1eT2RkJOXLl8fbiUnTA0uVQmVnJGysW5fE/fsV7lE+SEsjyNq8zzycWbKEkA4dnHpNBNvk12tFkE9cE9fjitfE5W/r7927l/DwcPr27ZsVIAIEBAQwduxY0tPTWSxjlfDChRmJJSdOnJgVmAK0a9eOTp06cfDgQa5cuWJ3u2XKlOGll14yC0wB/Pz8eOONNwA4cMByrlDXl2rxqEbTJ5/74TwPB6YANWsGoNEEZX0tWuRBvfffy1EuNMH2wPRnXrYrMM0v6jNn7A5MU774olAEpurwcAIqVyZIo8Fn1Cjcjh2zKzBNWrmSu3fuoK9a1Qm9FARBePS4/G39/f+9yXXs2DHHY5nH5AR9+/fvx8/Pj+bZEldnr2f79u0cOHCAqv+9wSjVLoDHfwkn3aykgblz5w7z5s1Dp9NRqlQp2rVrR1mX2qrR8m3ZkiVfzed+OIfJyiZK9+6Zf3Z7801fmDQ/R7k7edzlf9gzrGYtz8gun5+Bqdd33+H9icw5CQ9Jnj8fg5Ucm65Cff48AS1a5DjuuXAhngvl74xgKluWhLNnHxzIz7kWgiAIRZzLB6eZi5Us3bbXaDQEBwfnuqAJMm6t37lzh9q1a1sMEDPrzl6PEu1mWrRoEWA50AXYtWsXu7Il83Z3d+fVV1/ls88+Q/3wfWUr9E56c0xLSwPSLD5mMKic1m5+OnhQbrb6nDNg/pljW1vuGDDKfNk1b57GypVxOeKejGvy4F9HaYYMwWvbNpvPS3nmGeIfno5SQL8Pnjt2UGzwYFI7dEC7cCGWdiBQR0YSYiEwtdXdGzfA09PsuSp9TQRliOviesQ1cT3Ovib2TBVw+eA0Pj4egEAref4CAgKIiopyuI7s5ZRqF+C3335j27ZttG3bli4PbdHo6+vLuHHjePrppwkLCyM1NZWjR48yadIkZs2ahaenJx9//HGebUDGnFdLGQGUIEmxFo/fvRuLWl24Vybr9SqefdbCtqOBN+F/5R98//sWKH7ZrMgnO6GJDQvRbdnp6ejRfwDIbaH73bt35TdugXt0NA3tWIGf0LAhF3/+OeObAl6ZXu2ttwj6+++s77127SK0fMZ10zVvjiE4mBIbNyrSVnzTplz68UfI5efu6DURnENcF9cjronrccY1cXNzo3Llyjaf5/LBaWG2ZcsWxo4dS/ny5Zk7d26Ox0NCQhg/fnzW9wEBAXTr1o3GjRvTokULZs2axdtvv41GxorpMmXKKNn1LGlpaVy9OsPiY6VLh+HpWd7iY4VFqVKhGf9xSwW/e5BUEkofg5cfWqk95EkgY+FTozvwb87LaZUXetLwyrvgf/799z5ly1r/uaalpXH37l1CQ0Px9PSU3xG9Hvdz51CZTBjLlSPExsBUUqm491+0XGBXXZLwXruWoNdfz7No9qDVUXdv3QI3N6vP2+5rIjiVuC6uR1wT1+OK18Tlg9PMkcvso5rZJSQkWB3dtKWO7OWUaHfHjh0MHTqUkiVLsmHDBkqVKpVrH7MLDQ2lc+fOLFu2jGPHjlmdDpBdQayw8/EJxMPDNVb22ePIETfwTITxgaCyPqrZ8DYsXwHVLA8gW/QO3/E979jUnxIlTOzYkUjFivL+OHh6esq67qp79wisXt2mvlgSHxdHQV9tR1Nb2Sp5xgwMQ4fKft5yr4mQv8R1cT3imrgeV7omLr9a39J80ExarZaYmJg800j5+flRqlQpIiIiLN76tjS/1JF2t2/fzuDBgwkODmbDhg2EhYXl2j9LgoODAUhOTrb53PyiVhfefI6JyQa6bK0KEwJyDUylSXB8jm2BaSh3bApMf/wxGa1Wx5UrCVSsqHxmNyUCU11cnAI9sVNaGl5Tp+Z7YKrTajEMHZqvbQqCIAiFIDht1aoVADt37szxWOaxzDJ51ZOUlMTfFm71WarH3nYzA1ONRsOGDRvsmmsBGTtTAVSoUMGu8/ODm1v+bp+ppKELvgL/3OfXSJNsr/dDPuUeobLL9+6dxqBBBtsbksnRgE4XGZmxFaeFzSOU5L5tG0EajeWvkiXx/tKGPWBtkDZ4MMnz5pkdi790qdBvtyoIglCYuXxw2q5dO8LCwli5ciWnTp3KOp6QkMC0adNwd3dn0KBBWcdjYmK4dOkSMTExZvUMGzYMgM8//9xsRdqePXvYsWMHLVu2zEojZU+7kDMwzWtE999//8VgyBmYzJw5k7///puaNWtSr169XOsQbJOYlsjBWwfZmZp7/id7AlOAz/lQdtkqVYz89luKfQ3JoA4Pt/mclClTSPj3X3RabUaA5uzdjiSJII0Gv379nNuOBfEnTpAyaxaGPn2ynq9Oq0WyMwm/IAiCoAyXn3Pq7u7OjBkz6NOnD0899RR9+vQhICCADRs2EBERwcSJE82Cyrlz5zJlyhTGjRtnttiobdu2DB06lIULF2atnM/cvjQgIIBvv/3WoXYvXbrE4MGDSU1NpXXr1qxcuTLHc6lQoQKDBw/O+v6jjz7i8uXLtGrVirJly6LX6zly5AinTp1Co9Hw008/WdzuND9JkuXUEsWK9c/nnjhu8qHJTDk8Jc9yK5fZV78KKwlTLXjnHT2TJlne3MBR3uPH42XHjmO6uDinjpCqT5wgoH17p9Uff/EigTVq5FrGVLIkKXPmkN6hg9P6IQiCIDjG5YNTyAgsN2/ezOTJk1mzZg0Gg4GaNWvywQcf0L+//CBp+vTp1KlTh99++405c+bg5+dH165d+fDDD80CTXvavXv3LqmpGcHGqlWrLLbfqlUrs+D0ueeeY/369Rw5ciRrpLd8+fK89tprvPXWWy6RiD89/b7F415elfK5J445evuorMDUnhHTP384y/9m1IDLKvr0SeOtt1K5cMGN114z3y1s48ZEWrVyTrovcOwWfvyFC84LTCWJoGLFnFM3EH/uHNJ/2Sp0Wi1ux47h/98iQlOZMujffx9jgwaYsu30JgiCILgulVarVX4FhlBkaLX/Eh7eKcdxjaY3lSr9lv8dspNmuib3AhJINmyMpP/f/zA2aEB6r14PqpCcPjUzo+2H90F2MPjTRURAUJCCPfyPk4NSV5oX6op7UwviurgicU1cjytek0IxcioUnPj49RaP+/u3tHjcFa27vC7PMnID09xufTs9ME1IwO3KFahalceaNrWrivRmzUhesAD3HTswNm6MqVYthTv5gLMC0+SZMzE8/7xT6hYEQRAKnghOhVzFxv5k8bi7e4l87ol9jEYYtnGYw/Xox4whdeJEBXpkO9X9+wRWq5b1vSM5EpK2bAHAkG16iTM4I+1T/OXLSCEhitcrCIIguBYRnAq5kiTLi3ZUKtfYRSIvw3+xvLtVdkmf511PgQWmN28SWLeuInXpYm1I1moj9ZkzBLRu7XA9ujt34L+pCh4rV6KKjibt1VdB7fKJRQRBEASFiOBUsEthuK1/44aKDSkf5Vrmm83gm279cVOpUiScP69wz6xTajen7FKmTiVtxAhF68ykvnKFgMces+tcU7FiqIxGVPHxJG7ciDF73mCVCkMBpJcSBEEQCp4ITgWrJMn6Wjl39+L52BPb6fVQv98uGGj5cc90uDwDKljenRaAhD178m2Ft+cPP+DzofwcqXnJGoFUmiTh/d57eP38s91VODtllSAIglC4ieBUsMpajlNXZ5JMlPqpuNXAFCBVxq38/AhM3Tdvxm/AAEXrTFq2TLnA1Ggk6L+tdB0Vf/UqkkJ1CYIgCEWXCE4FqxISdls8rlK5RqoJa4p/n/uobrdLedehi4hQqDfWqU+fVjww1UVG2rSrk3/jxrhdu5b1feL27RgfewzS0wkqodyit8QtW0RgKgiCIMgiglPBqsTEgxaPS5I+X/shSdC5sx///ONO7dpG9u5NxN3Cb+7R20fpvKxznvVt+iP3x1M+/dQ5eT8fEtCmjUPnmwIDSbh6NWOxkFpt061y9dWrBDRpkuO4/xNPONQnSxL++QeThU0uBEEQBMESsQRWsMrTs5zF46VKjc2X9v+98y+T9k+iWI/Z/HPpDgDnzrlRokQQGzaYR6fdV3SXFZj6ydgxNG3UKLv6mxf1xYsEaTRZX/aIP3GCu3fu8M/Ro9y/dAk8PMDNzabA1GvSJIuBqdISt29Hp9WKwFQQBEGwiRg5FaxSq30tHvf3dzxlkDVx+jgq/fTQ1qhPAE+Mz/j/2vlw4gWGDPFjwYIkevVKJ9mQzIFbB2TVP2uzO2B9eb4uOtq+jgOqqCi8p0zBc8GCB/XFxoJajeecOfiMG2d33QDxly4hlSyZsdrLRp7ff4/Pxx871L4cups3wd+RTKyCIAjCo04Ep4JVkZFjLB738LA8ouqo67rrNPy1Ye6Fer8It5rB/doMe8GL01fuUG9h7iNz3S/Cn0syv7McmEoeHsTfv29zn0lJwef11/Fcu9biw0HF7ctqkDX300aq27cJdOKuT5ZIvr4knDmDZOdzFQRBEITsRHAqWCVJKRaPu7kFKtwOHD57j67bG8o7ockcQAXNv6fewjzqniSvyvhbt+QVzEZ94gQB7dvbfF5u5O4Xr05Kwnv5ctT162Nq2BAA/zZtcDt9WtH+PCxx0yZMZcoglS+fMZ1AEARBEBQmglPBZkpuXbpsmQevjo2B/9mQeL553rs+hcVB+Pc2dMRT/o5X7ps24TdokA2VyxMfHp53oZQUQkuXJlTx1nOni4kRwaggCIKQL0RwKthMpVAC9dhYeDW8DPxPp0h9YEdQChiz7VufG++PPsJrRt6BsT109+7lGSC77duHf48ezmlfqwW9Ho9Vq3Dfto3U//0PU5UqGQuuIGd6nQAALzpJREFUbAjcBUEQBMFRIjgVCsyTH/wONZQLTEf8A3P+tP28xCNHLD9gNOKxZg2+L7/sWMdya3vzZozNm+dZzu3oUacEprpbt8DPL+Mbb28MgwdjGDxY8XYEQRAEQS4RnAqKitPHARDoGYib2vJtYEmSuBR7mcs13lK0bXsC0/hTp3KmYdLpCKpYUZlOWWFxC8/M7WIfOq4+cQL/znmnybJF/NmzSGXLKlqnIAiCIChBBKeCVT4+DUhJOSmrrCRJvPTXS6y+tNr8ge+uU6VEOX75JYVGjYwkpiUyeMNg9kTuUbSvO36TV87QrRvJixdnJK23JCXF4cA0acUK/Pr1s/iY7vp1+C/Hqer2bTwXLsR78mTLfe3YEY+dOx3qS3bG6tWtjxILgiAIgosQwalglUqVc66hr6/l5O3LLizLGZgCvBvG1YOj6dD1Qw7tVrMh/kdFA9Nr06GSVl5Zs1vYVgSVLm1XP5LnzMHw3HMP2spj1b2cJPyOBKYpn31G2ptvZnyj0BxhQRAEQcgPIjgVrDKZknIcU6u9LJZ9bctr1itq+Q20/IYWT9yFsV/Ka/yrONBrAAlaT3mQhD+bmRttCEyjo7G056nbgQP4d+8urxIL9BMnkjrGcj5YM9lu2du7O5Rc4pa9IAiCUJiJ4FSwSq8/l+NYUtI/OY61XdxWXoVjZSZA+vHUf4EpgAoOjqFUmz+543kAjR4qx8G/c+VVlfT776Q//XTO0UOtlqCwMHmVWGEqUYLUV18FwO3YMfw7dsxZpnhx1LGxDrVjzd07d/D29nZK3YIgCIJQUERwKthErc55W/zU/VPKNXC9LdyrZ37M5M6Fx/5HUB95W5RmSpk0iXQLK9yV2EoUQB0dTVD58rmXcVJg+s/ff5N7y4IgCIJQOIngVLBKrfbLcWvfaIxzbqMLd2T9V0cggSRkfNPH9qrS3nnH/EByMkFlytjfNxcR/8UXIiG+IAiCUGRZWbIsPOokSbI45zQoyHx+ZkxKjGJtBu9ZQItmcHPfSSRUDwJTG6UNGWK2IMntwAGCNJoiEZgmHD1KyksvFXQ3BEEQBMFpxMipYJEkpVg87u1dI+v/8anxVJlTRZkGj4zk2ozG+Ix5Go82W+yu5uFV8s5efKSEpOXLSe/c2XxerMlkPd2VXp8/HRMEQRCEAiCCU8Eik8lycKpW+5CQlkC1OdXQGxUKkpasZmnvkgTWq5d32Vw8HJi679hhuaALSTh2DFPlyjkfsBaYCoIgCEIRJ4JTwSKTKdni8cR0IzV/VGYpjpsR0j8DeBamOFaX7u7dB98kJOS5UKmgpQ4fjn769ILuhiAIgiC4HBGcChZZC04/OfCVvArm74XQU9D9TatFMgJT25nKlSN57lyMjz+elbtUdfs23pMm4blsmX2V2ii9SRPc//036/vUV15BP21azoKSlHG7PvNfQRAEQRByJYJTwSJrt/X1RpkV3GgDN1pD7VVQaVfW4eAkiLYQw+VFP3o0pjp1MHTqBEFBZo+5r1uH37BhtldqIzk7TOWQGZCKwFQQBEEQZBHBqWCRpZX6AHqTjJN/uPjff1SwYCd4JIP/barFpXOJmjb3xeJWoImJBLRsifrGDZvrk8tUoQKmsDD0EyZgbN7cae0IgiAIgvCACE4FixwaOY2pbv69wRfiqnAJ20cPE/7JtiOVJOH/2GO4Xb1qcz22ij93DqkIpJ4SBEEQhMJGLAkWLLI25zQ1r5HTA+b7zPdjORIqJBsCU1OZMsSfOoVOq8VUtWrW8aBixZwemEru7ui0WhGYCoIgCEIBESOngkXWgtM8R053fpH1X1sCUoCEf//FVCVn3lSP1avxffFFm+qSI2nBAoxt2iD5+oLYo14QBEEQXIIITgWLrN7Wz23kdOtUihsT6Ml6fsW2YFIXG5szt2diIkHlytlUj6y27t8HDw/F6xUEQRAEwXHitr5gkU0jpxtnweyTvHiwODGUsCkw1b/3Hrr79/FcsAD/du1wO3oUAPc//3ROYKrVisBUEARBEFyYGDkVLJIdnEogHX3D7na8p07Fe+rUrO/9O3e2u668WFz1LwiCIAiCSxEjp4JF1m7rZy6IahwF0iSQPsm/PtkrZfJkEZgKgiAIQiEhRk4Fi6zlOU01we5foV1EPnfIDult25K0fn1Bd0MQBEEQBBsUmpHTY8eO0a9fPypWrEiZMmXo2LEjK1assKkOk8nE3LlzadmyJaVKlaJKlSoMHz6cq7mkJ7K13fj4eCZMmEDdunUpWbIkdevWZcKECcTHx1s9Z8WKFXTs2JEyZcpQsWJF+vXrx/Hjx216bkqzNHJa7K+M0VJXC0yTf/4ZnVab40sEpoIgCIJQ+BSKkdN9+/bRp08fPD09efbZZwkMDGTDhg288sor3Lhxg9GjR8uq591332XBggXUrFmTESNGcO/ePdasWcPOnTvZunUrNWua715ka7tJSUl0796d06dP06FDB/r27cuZM2f48ccf2bdvH5s3b8bvoe0vv/nmGz777DPKlSvHCy+8QFJSEqtXr+bJJ59k1apVtGnTxrEfnp2Mxgcjp35XoenLBdKNXOkiInJsZSoIgiAIQuGm0mq1UkF3Ijfp6ek0bdqUqKgotm7dSoMGDQBISEigS5cuXL58mcOHD1PFQn7M7Pbu3UvPnj1p0aIFa9euxcvLC4A9e/bQu3dvWrRowaZNmxxq98svv2Tq1Km8/fbbfPLJJzmOv/fee0yYMCHr+NWrV2nWrBlhYWHs2LGDoP8CrfPnz9OpUydCQ0M5evQo7u75/xni+HENbonQpke+Ny2L7s6dRzY3qV6vJzIykvLly+P9iP4MXI24Jq5JXBfXI66J63HFa+Lyt/X37t1LeHg4ffv2zQoQAQICAhg7dizp6eksXrw4z3oWLlwIwMSJE7MCU4B27drRqVMnDh48yJUrV+xuV5Ikfv/9d/z9/XnvvffM2v7f//6HRqNh0aJFSNKDzwKLFy8mPT2d0aNHZwWmALVq1WLAgAGEh4ezd+9eOT8mxbnHu2Zgmt6sGbq4uEc2MBUEQRCEos7lg9P9+/cD0LFjxxyPZR47cOCArHr8/Pxo3ry5rHpsbffq1avcvn2bZs2a5bh17+3tTcuWLYmKiuLatWuKPzdnkNwKpNksurg4y/NIt2wBlW07TwmCIAiCUHi4/JzTzMVKlm7bazQagoODc13QBBlzQe/cuUPt2rVxc8sZdWXWnb0eW9vN/H/lypUt9iF7G9n/7+/vT2hoqKw+5Uav18sqJ5dPlKLV2eTunTuQmlpwHXBxaWlpZv8KBU9cE9ckrovrEdfE9Tj7mtgzVcDlg9PMVe6BgYEWHw8ICCAqKvdISk4d2cvZ025m+SArC3SstRESEiK7fG6ioqIwGvPa+F6+6t8oVpVs1z75hNinnoLIyPxvvBC6e/duQXdBeIi4Jq5JXBfXI66J63HGNXFzc7M6aJcblw9OBXnKlCmjaH0nv4M2TylaZQ7aBQtIfeIJSE8HLy/8AL88zxLS0tK4e/cuoaGheHp6FnR3BMQ1cVXiurgecU1cjyteE5cPTjNHLq2NICYkJFgd3bSljuzl7Gk38/86nc6mNmzpU26UXmF3MR2kTdA2W4B6qweU3WBffemPPUbStm1m80VVgFjWZD9PT0+XWVkpZBDXxDWJ6+J6xDVxPa50TVx+QVRucy+1Wi0xMTF5ppHy8/OjVKlSREREWLz1bWl+qa3tZv4/+4InOW0kJiZaHErPbc5rflh5oD0mH9i9K+Nrxw7oWbkdKkw8zQb0779P/MWL6GJjSfnsM7NzU0eMyLmQaft2sZBJEARBEIQ8uXxw2qpVKwB27tyZ47HMY5ll8qonKSmJv//+W1Y9trZbpUoVSpcuzeHDh0lKMt/6U6/Xc/DgQUqXLm0290Kp5+YMo56bxNQzXpzUwtFY+PC0O8fWfgqo8OnbhdT330cKDQW1mrS33jILRPVTpxZInwVBEARBKPxcPjht164dYWFhrFy5klOnTmUdT0hIYNq0abi7uzNo0KCs4zExMVy6dImYmBizeoYNGwbA559/brYibc+ePezYsYOWLVtStWpVu9tVqVQMGTKExMREpj4UnH377bdotVqGDBmCKtvo4eDBg3F3d+ebb74xmw5w/vx5li5dSqVKlWjbtq3NPzMltKrcEOOR/bwzezTv/fw2h6YdgIiMvkycqGxmAEEQBEEQhEwuv0MUZCTE79OnD15eXvTp04eAgAA2bNhAREQEEydOZMyYMVllJ0+ezJQpUxg3bhzjx483q2fUqFEsXLiQmjVr0qVLl6ztS728vCxuX2pLu5CRsqpr165Z25c2bNiQM2fOsG3bNurVq2dx+9Kvv/6azz//nHLlytGrVy+Sk5NZtWoVKSkprFq1qsCCU4DERChXLmf2Aa3W8rxaIX+44m4ejzpxTVyTuC6uR1wT1+OK18TlR04B2rZty+bNm2nevDlr1qxh3rx5FC9enLlz5+YIEHMzffp0pkyZgkqlYs6cOWzdupWuXbuyc+fOHIGpPe36+fnx559/MnLkSC5fvszMmTM5f/48I0eO5M8//8wRmAKMGTOGuXPnEhISwvz581m1ahWPP/44W7ZsKdDAFMDfH06evE9ISMZIc+vW6URHi8BUEARBEATnKRQjp0LBccVPVI86cU1cj7gmrklcF9cjronrccVrUihGTgVBEARBEIRHgwhOBUEQBEEQBJchglNBEARBEATBZYjgVBAEQRAEQXAZIjgVBEEQBEEQXIYITgVBEARBEASXIYJTQRAEQRAEwWWI4FQQBEEQBEFwGSI4FQRBEARBEFyGCE4FQRAEQRAElyGCU0EQBEEQBMFliOBUyJObm1tBd0F4iLgmrkdcE9ckrovrEdfE9bjaNVFptVqpoDshCIIgCIIgCCBGTgVBEARBEAQXIoJTQRAEQRAEwWWI4FQQBEEQBEFwGSI4FQRBEARBEFyGCE4FQRAEQRAElyGCU0EQBEEQBMFliOBUEARBEARBcBkiOH0EHTt2jH79+lGxYkXKlClDx44dWbFihU11mEwm5s6dS8uWLSlVqhRVqlRh+PDhXL161Um9LtocvSaHDh3igw8+oF27dlSqVInQ0FCaNm3Kxx9/jFardV7HizAlXifZGQwGWrdujUajoWnTpgr29NGh1DVJSEjgyy+/pEWLFpQuXZoKFSrQtm1bvvrqKyf0uuhT4rpotVq++OILWrZsSbly5ahcuTIdOnRg7ty56PV6J/W8aFq2bBnvvPMO7du3p2TJkmg0GhYvXmxzPQX5Pi+S8D9i9u3bR58+ffD09OTZZ58lMDCQDRs2EBERwYcffsjo0aNl1fP222+zYMECatasSZcuXbh37x5r1qzBy8uLrVu3UrNmTSc/k6JDiWtSvXp1YmJiaN68OfXr10elUrF//35OnTpFpUqV2Lp1KyEhIfnwbIoGpV4n2X3xxRf8+OOPJCUlUa1aNY4ePeqEnhddSl2TyMhIevbsyfXr12nfvj3169cnNTWV8PBwIiMjOXjwoJOfSdGixHXRarW0b9+e69ev06JFC5o0aUJqairbt28nPDyctm3bsnbtWtRqMZ4mR7169YiMjCQ4OBhfX18iIyOZNWsWgwcPtqmegnyfF8HpIyQ9PZ2mTZsSFRXF1q1badCgAZAxitClSxcuX77M4cOHqVKlSq717N27l549e9KiRQvWrl2Ll5cXAHv27KF37960aNGCTZs2Of35FAVKXZPp06czYMAASpUqlXVMkiTGjBnDvHnzePnll/n666+d+lyKCqWuSXYnTpzgiSee4IsvvmDcuHEiOLWRUtfEaDTSuXNnzp8/z7Jly2jbtm2Odtzd3Z32PIoapa7L999/z8cff8zIkSP58ssvs46npaXRtWtXjh07xsaNG2nVqpVTn09RsXv3bipXrkyFChX47rvv+OSTT2wOTgv6fV58DHmE7N27l/DwcPr27Zv1RwQgICCAsWPHkp6eLmvof+HChQBMnDgx6xcWoF27dnTq1ImDBw9y5coV5Z9AEaTUNXnnnXfMAlMAlUrF2LFjAThw4ICyHS/ClLommdLS0hg5ciRNmzZlxIgRzuhykafUNVm3bh3Hjh3jzTffzBGYAiIwtZFS1+X69esAdOnSxey4p6cnHTp0ACA6Olq5jhdx7du3p0KFCg7VUdDv8yI4fYTs378fgI4dO+Z4LPOYnCBm//79+Pn50bx5c4fqEZS7JtZ4eHgA4ObmZncdjxqlr8lXX33FtWvX+OGHH1CpVMp08hGj1DVZvXo1AL179+bmzZvMnz+f7777jrVr15KYmKhgjx8NSl2XzNvD27dvNztuMBjYvXs3Pj4+Yp52Pivo93nxMfERkjmJ2dItFo1GQ3BwcJ4TnZOSkrhz5w61a9e2GPBk1i0WRsmjxDXJzaJFiwDLbx6CZUpek2PHjvH999/z0UcfUbVqVUX7+ShR6pqcOHECgL///psJEyaQmpqa9ViJEiX49ddfadOmjTKdfgQodV2GDh3KsmXLmDlzJsePH6dx48akpqayY8cOtFotP//8M2XKlFG8/4JlrvA+L0ZOHyHx8fEABAYGWnw8ICAgq4wjdWQvJ+ROiWtizalTp5gyZQohISG8/fbbdvfxUaPUNUlNTWXkyJHUr1+fN998U9E+PmqUuib3798H4L333uP111/n7NmzXL16lSlTphAfH8/gwYO5c+eOch0v4pS6Lj4+Pvz555/079+fAwcO8MMPPzB37tysKQMtWrRQtN9C7lzhfV4Ep4JQBF2/fp0BAwZgNBqZN28ewcHBBd2lR84XX3zB1atXmTlzpphW4SJMJhMATz75JJMmTaJs2bIEBwfz6quvMnLkSOLj4/n9998LuJePnpiYGJ555hn++ecfli9fTkREBJcuXeK7777jjz/+oFOnTiIl3iNGBKePkMxPQdY+7SQkJFj9pGRLHdnLCblT4po87MaNG/To0YPo6GgWLFhgceGHYJ0S1+TEiRPMmjWL0aNHU6dOHcX7+KhR6nWSWaZbt245HuvatSsAx48ft7ebjxylrsuECRM4fPgwCxcupEuXLgQFBVGyZEmGDRvGJ598wvXr1/nxxx8V7btgnSu8z4vg9BGS2zwRrVZLTExMnik//Pz8KFWqFBERERiNxhyP5zYHSchJiWuSXUREBE8//TR37tzh119/zXrDFeRT4pqcPXsWo9HIV199hUajMfsCuHz5MhqNxuEVtY8KpV4n1apVAyAoKCjHY5nHRMJ3+ZS6Llu3bqVYsWLUrVs3x2OZH65PnjzpYG8FuVzhfV4Ep4+QzBxxO3fuzPFY5jE5eeRatWpFUlISf//9t0P1CMpdE3gQmN6+fZv58+fTvXt35Tr6CFHimlStWpUhQ4ZY/IKMEYchQ4YwYMAAhXtfNCn1Oslc7HTx4sUcj2UeEx8Y5FPquhgMBhISEkhLS8vxWGYKKU9PT0e6KtiooN/nRXD6CGnXrh1hYWGsXLmSU6dOZR1PSEhg2rRpuLu7M2jQoKzjMTExXLp0iZiYGLN6hg0bBsDnn39u9sdkz5497Nixg5YtW4qVyTIpdU2yB6bz5s2jR48e+fYciholrkmzZs344YcfLH4BhIaG8sMPPzB16tT8e2KFmFKvk8GDB+Pl5cXcuXOJiooyq+ebb74B4JlnnnHysyk6lLouzZo1Iz09PcfrITU1lWnTpgGILApO4qrv82KHqEfM3r176dOnD15eXvTp04eAgICsreYmTpzImDFjsspOnjyZKVOmMG7cOMaPH29Wz6hRo1i4cKHYvlQBSlyTzO3qmjZtajVt1MPXULBOqdeJJRqNRuwQZQelrsmcOXMYN24cxYsX5+mnn8bLy4stW7Zw48YNhg8fzvTp0/P5mRVuSlyXU6dO0b17dxISEmjSpAnNmjXLSiV1/fp1GjZsyObNm/H29i6Ip1joLFy4kEOHDgFw7tw5Tp48SfPmzalUqRIA3bt35+mnnwZc931e5Dl9xLRt25bNmzczefJk1qxZg8FgoGbNmnzwwQf0799fdj3Tp0+nTp06/Pbbb8yZMwc/Pz+6du3Khx9+KEZNbaTENYmMjATg6NGjVoMeEZzKp9TrRFCOUtfk1VdfpUKFCsyYMYPVq1eTnp5OzZo1GT16dNZokSCfEtelfv367N69m2+//ZY9e/bw888/4+7uTqVKlRg/fjxvvfWWCExtcOjQIZYsWWJ27O+//866RV+hQoWs4DQ3Bfk+L0ZOBUEQBEEQBJch5pwKgiAIgiAILkMEp4IgCIIgCILLEMGpIAiCIAiC4DJEcCoIgiAIgiC4DBGcCoIgCIIgCC5DBKeCIAiCIAiCyxDBqSAIgiAIguAyRHAqCIIgCIIguAwRnAqCIAiCIAguQwSngiC4tMWLF6PRaOjevXtBd8XptmzZwlNPPUX58uXRaDRoNBr27dtX0N0ScvH666+j0WiYPHlyQXdFEIoM94LugCAI9uvevTsHDhzIs5xWq3V+Z+zw559/cvr0aVq3bk2bNm0KujsFas+ePQwYMABJkihfvjy1a9dGpVIRGBho9Ry51/9hAwcOZPbs2Y5012Xs27eP/fv3U69ePVn7hbsKjUYDwKxZsxg8eLDVcosXL+aNN94AXPd1LAhKE8GpIBQB5cqVo1y5cgXdDZtt3LiRJUuWAFgNTgMDA6lWrVqhfH62mDdvHpIk8fLLL/P111/LOqd27doYjcYcx8+dO0d8fDwhISFUqVIlx+NVq1Z1uL+uYv/+/UyZMoWBAwcWquBUEATrRHAqCEXA4MGDGT9+fEF3wyl69OhBjx49CrobTnfx4kUAunTpIvucadOmWTyeOaL6xBNPFJkRUkEQHh1izqkgCIILSElJAcDHx6eAeyIIglCwRHAqCI+Iffv2odFoqFevHgBLly6la9euVKxYEY1Gw6lTpwCIiYlhwYIFDBo0iCZNmlCmTBnKlClDixYt+Pjjj4mOjs61naioKD766CNatmxJuXLlKFOmDE2aNGHEiBHs3LkTgIiICDQaTdYt/SlTpmQtAMreR8h7QVRsbCyffvopLVq0oEyZMpQtW5aWLVsyefJkdDqdxXO6d++ORqNh8eLFxMXF8f7771OvXj1KlixJrVq1GDVqFHfv3rXtB5zN9u3bGTBgANWqVSMkJITq1aszePBg9u7dm6NsvXr10Gg03LhxA8gYKc78OThjEdjBgwf58MMP6dixIzVq1CAkJIRq1arRv39/Nm/ebPW8zH7u27ePCxcuMGLECGrVqkVwcDDvv/9+VrnU1FS+/fZbmjVrRmhoKNWqVWP48OGcP38+x++gJZs3b2bAgAFUr16dkJAQqlatyoABAyz+7DQaDVOmTAFgyZIlZr9DmXM6s7t//z6ffPJJ1u9m6dKladGiBV988YXV3xWA69ev8+qrr1K9enVCQ0Np0qQJn3/+edYHioKSkJDAlClTaNOmDeXKlcv6/e3UqRMffvgh165ds3je2bNneeONN2jQoAGhoaFUqFCBrl27snDhQovTROT+7TCZTCxevJju3btTqVIlSpQoQZUqVWjZsiVvvfWWxWsoCJaI2/qC8Ah67733mDt3LqGhoVSpUoWbN29mPbZq1Sree+89PD09KVmyJDVq1CA+Pp4rV65w/vx5Vq5cyaZNm6hYsWKOerds2cLLL79MQkICarWa6tWr4+npyY0bN1i+fDnnzp2jY8eOeHt707x5c65evcr9+/dzzJkNDQ2V9TwuXLjAs88+S1RUFG5ubtSsWRNJkrhw4QLnzp1j6dKlrFu3jrCwMIvnR0VF0aZNG+7cuUP16tXx8vLi2rVrLFy4kL1797Jnzx6CgoJs+tmOHz8+61Z6SEgI9erVIyIigo0bN7Jx40bGjRtnNgWjcePGlC1bluPHj5Oamkrt2rWzFkHVrl3bprbleP7554mNjaVYsWKUKlWKUqVKcevWLbZu3crWrVsZM2YMEydOtHr+4cOH+eabb5AkiRo1ahAUFIRKpQIyRn/79OnDwYMHAahUqRJBQUFs2bKFrVu3Mm7cOKv1pqenM3LkSJYvXw5A8eLFqVWrFjdv3mTz5s1s3ryZjz/+mHfffTfrnObNm3Pz5k1u3rxpdX5tpr///ptBgwYRGxuLh4cHFStWRK1Wc/nyZaZNm8bq1atZv349ZcuWNTvvxIkT9OzZk/j4eDw9PalZsyZJSUl8/fXX7N692+rvlrMlJiby5JNPcu7cOVQqFZUqVUKj0XD//n1OnTrFv//+S7Vq1ahcubLZeT///DPvv/8+RqMRPz8/qlatik6n4++//+bvv/9m06ZNLFq0CHd3y+FBbn873njjjawPnGXKlCEsLIyEhAQiIiI4d+4cqamptG3b1nk/FKHIEMGpIDxioqKiWLhwIfPmzaNPnz5AxohHeno6AE2aNGHFihW0bdsWLy+vrPNiYmL49NNPWbBgAWPHjs0KIjKdP3+e4cOHZwUoX375pVmQefr06ay0SKGhoWzevJnXX3+dJUuW2DVnNjU1lSFDhhAVFcVjjz3Gr7/+Svny5QG4du0aQ4YM4ezZswwbNoxdu3ahVue8UTR16lTatGnD9u3bKVWqFJARjPTr14/r168za9YsJkyYILtPf/zxB7Nnz8bNzY1p06YxfPhw1Go1RqORH3/8kY8++ogpU6aYrSxfsGABkDEyGRkZmTUS5iyTJk2ibdu2OYKq3bt388orr/D111/TrVs3mjRpYvH8yZMn07dvX6ZNm5YVRGeOIH711VccPHiQYsWKsWjRIlq1agVAfHw877zzDp9//rnVfn322WcsX76csLAwpk+fTvv27bMeW7FiBe+88w6ffvopTZo0yQpwNm/ezOTJk5kyZUqu82tv3brFwIEDiYuL49VXX2X8+PFZI6t3797lzTffZNu2bYwYMYKNGzdmnZeamsqLL75IfHw8bdq0Yf78+YSEhAAZQfqgQYM4efKk1efkTL///jvnzp2jdu3aLFmyxOzDol6vZ/PmzZQpU8bsnK1bt/Lee+/h7e3NF198wbBhw3BzcwMyfu9feuklNm/ezLRp0yy+HnP723H69GmWLFlCYGAgixcvNvsdliSJgwcPcu/ePWf8KIQiSNzWF4Qi4OHb4tm//vzzT7OyRqOR999/P+vNBUCtVuPp6QlkBKedO3c2C0wBgoOD+f777ylTpgzbtm3L8Ubz5ZdfkpKSQrt27fjll19yjH7Wq1ePkSNHKvac16xZw+XLl/Hy8mLBggVZgSlA5cqVWbBgAW5ubpw8eZK//vrLYh2BgYHMnz8/KzAFaNiwIaNGjQLI9Ta3JZkLlF588UVefPHFrIDYzc2Nt956i379+gFk3YouCEOHDrU42te+fXs+/PBDICPItqZ69er8+OOPZimufHx8SExMZN68eQB8++23WYEpZPycf/rppxyjkpmioqL48ccf8fDwYPHixWaBKUC/fv0YP348kiTx/fffy32qWb799lvi4uLo06dP1mslU2hoKPPnz6dMmTIcOHCAo0ePZj22Zs0arl27ho+PD7/++mtWYArQrFkzvvrqKwwGg839UcKlS5cAGDJkSI67GN7e3vTu3ZvHH38865gkSXz00UdIksSXX37Jiy++mBWYQsbv/bx581CpVMyePZvU1NQcbeb2tyOzP23atMnx4UqlUtGqVSueeeYZx5+48EgQwakgFAHlypWjefPmFr/+3979x0Rd/wEcf/JDRYFQUMylmMgZRxLMwETX3ConOvxFRir+KLUlRtrUbpoLFWVjcwEdk+mmMZ2u1MRIcZk6owWHMYuJzUM5PDRnaoD88kd6x/cP9vnIcT8EIqVvr8fm5u7z/nzufe/PZ8fr3j9eb39/f7vyrvIqQmvPi9Jb9eabbzJlyhRiY2OJjY2lqamJlpYWdZ6ZUv77778HYNWqVeow7z9Jeb/4+HiHQU9ISAhTpkyxKdve7NmzHc5NfOWVVwC4fPlyh+tz8eJFtXxycrLDMkrQW15ezvXr1zt87e5mNBpJT09nwYIFxMXFqfd2+/btAC57A+fOnWsT1CgMBgNNTU34+fk5zK7Qu3dv3n77bYfXLCgo4MGDB4wdO5YXX3zRYZnp06cDrXNmHc2LdCU/Px+Ad955x+FxX19fNSBuOy/yxIkTQOtzMnDgQLvz4uPjbX7YPEnKNJiCggIaGhoeW95oNGI0GvHy8mLu3LkOy0RGRjJs2DAaGhooKytzWMbZd4dSn9LSUkwmUwc+gRDOybC+EP8HOjMsHhAQYNMD1F5FRQUJCQlUV1e7vE5tba36f5PJpPa0tO2t+SddunQJcD0vMywsjKNHj6q9Ou05y/cZGBgItM7r62x9fHx8HM7HBQgNDcXDwwOLxcLFixcZMmRIh6/fXTZu3Mjnn39OS0uL0zJt7217L7zwgsPXlc+v1WqdzlccPXq0w9fPnz8PQGVlJbGxsQ7LKPW9e/cutbW1Lp/htq5fv64u4tu4cSO9evVyWO7q1atAay+uQnlunH1mDw8PQkJC+OOPPzpUl+40f/58tm3bxk8//YRWq2XixImMGzeO6OhooqOj7e6B0sZubm7MnDnT6XXr6uoA23ZQuPruiI6OJiYmBoPBQHR0NOPGjWPChAlERUUxfvx4fH19u/hJxX+RBKdC/Mf069fP6TGr1crChQuprq4mIiKCtWvXEhkZSUBAgDrsP2XKFAwGg81wZmNjIwB9+vR5YqmQlMDR1eIppVfLWZDprC2Unl9XAZyz+iiBrSOenp4EBARw8+bNTgW+3eXQoUNkZWXh7u6OTqdj2rRpDB8+HG9vb9zd3SksLGTGjBkuh6qdtVlzczPQGpw74yxAUXY+unHjRoeyJNy5c+exZdpfG+Ds2bOdunZH7qmrY664u7tjtVof2wusHG/fWz148GBOnTpFeno6x44dU/8BDBw4kOXLl7Ny5Ur1PKUd7t69S0lJyWPr56iNXX13uLu7c+DAATIzM/nqq68oLi5WF8Z5eXkxe/ZsUlNTHY7kCNGeBKdCCNXZs2epqKigb9++5OXlERAQYFdG6VlpSwk67t+/z927d59IgKoEQa6CGaVHy1XA1N31uXXrltMyDx8+pKam5onVqT1lLmlycrLDnnZH97ajvL29Ade9zcqPGGfnJiUldfse9cq1oTUllKNpHM4o98jVQp6uLvLx8/Ojrq7OZQoreHRPHGWNGDFiBDt27MBisVBeXk5xcTHHjx+nsLCQ1NRUmpqaSElJAR61Q3h4uLowsbv5+vqSkpJCSkoKVVVVGAwGTp8+zdGjR9m7dy8mk4mCggKHixOFaEueECGEShnKHzVqlMPAtLa2Vh2+bSskJAQvLy8Afv755w6/39+Zmzpq1CigNUuAM8oxZ8Oy3UmpT2Njo5qztL2Kigq1J0wp/yQp9zcmJsbh8TNnznT52hqNBmhtcyXzQ3vK0HJ7ytSMrrz/456h5557Tg3sOvNswqN7pOze1Z7FYqGysrJT12x/7fLycpfllDZz9bx4eHgQGRnJ8uXLyc/PJz09HUBdoAaP2thoNNr0Jv9TgoODSUxMZOfOnZw4cQI3NzcMBoPTZ0CItiQ4FUKolB7PmzdvOhzSzsnJcTgM2adPH3XbzaysrA4PhyvDhPfu3et0XZX3y8vLczjnr6qqSh3m7MyWoF3VNqfktm3bHJbJzs4G4KWXXnoq802V++uovW7duqXmqOyKmJgYvL29qa+v58iRI3bH//rrL7v0Y4pp06bh6enJL7/8wqlTpzr1vo97hjw8PNTFVJmZmZ1aTPXGG28ArdMhlB7vtg4fPtzl+aaTJk0CWjNCOJvj++eff6oZI5TyHTF+/HgA6uvr1eH5iIgIRo4cyYMHD7qU8eDvCA8PV7M7PI35ueLfR4JTIYRq7Nix9OrVi+vXr7N582b1D7nVamXHjh1kZGSoPaTtffLJJ/Tt25fTp0/z/vvv2w1vnz9/npycHJvXRowYAbQmSO9sSp5Zs2ah0Wi4d+8eixYtskkGbjabWbRoERaLhYiICKeLbLrbmjVrgNYeqz179qhButVqJScnh/379wOticyfBiW902effWazSMxsNpOQkNClHwkKHx8fli5dCsDq1avV+YbQmud02bJlNveoreHDh6tpxt59912+/PJLu97XGzdusGvXLjIzM21eV56hs2fPqvNe29PpdPj7+2MwGEhMTMRsNtsct1gsFBcXk5ycbLMQaNasWTz//PPcuXOHJUuW2OyOVlpayrp165wusHqcxYsXExgYSENDA4mJiXa7OVVVVZGYmEhjYyOBgYEsXrzY5vimTZvYtWuX3bSC27dvq20UGhqqBu9ubm6kpaXh5uZGVlYWqampdlMKmpub+fbbb/nwww87/Xn2799PWlqa3eLDBw8eoNfrqa+vx9PT0+XuYEIoZM6pEEI1aNAgPvroI7Zu3UpGRga7d+8mKCiIK1euUFNTw8KFCzGZTBQVFdmdGxoaSm5uLkuXLuXAgQMcOnSIUaNG0atXL65evUpdXR2jR4+2yXU6Y8YM0tLSOHPmDGFhYQQHB+Pp6anmnnSld+/e7Nmzh/j4eM6cOUNERARarRar1YrRaMRqtTJ8+HB27979xOa4zZs3j3PnzrF9+3ZWrFjBli1bGDp0KFeuXFEDG51Opybgf9JWrlxJXl4ev//+O+PHjyckJAR3d3eMRiO+vr6kpqb+rcB57dq1lJaWUlxczNSpUwkODsbPz4+KigpaWlpYv349GzdudJiKasOGDTQ2NpKbm0tSUhI6nY7g4GA8PDy4ceMG165dA7BLg/Taa68RGBjIlStXCAsLQ6PRqDl6lYT6w4YN4+DBg8yfP1/dbUrZXrO5uZnLly+rGwl8/PHH6rW9vLz44osvmDlzJj/88ANhYWFotVqam5uprKwkKiqKiRMn8vXXX3e6rfz9/dm3bx/z5s3DYDAwZswYgoOD8ff3p7a2Vg1WBw0axL59+xgwYIDN+RUVFWRmZrJ69WqGDh3K4MGDuXPnDlVVVdy/fx8fHx8yMjJszomNjUWv17NmzRoyMjLIzs5Go9HQr18/6urqMJvNWCwWm5zBHVVTU8PWrVvZunUr/v7+DBs2jJaWFqqrq9UgeNOmTU9lxED8+0jPqRDCxvr169Hr9YSHh9PU1ITJZCI4OBi9Xo9er3d5bmxsLCUlJSQlJTFy5EjMZjNVVVX4+/szZ84c0tLSbMoPHTqUvLw8Jk2ahNVqpbS01C4RuitarZaioiJWrVqFRqPBZDJhNpsJDQ1Fp9NRWFj4xLeXTE9P5+DBg0yePBmr1cq5c+dwc3Nj6tSp5Ofnd2rHqe42ZMgQTp48SUJCAv3798dkMtHQ0MDcuXP58ccf0Wq1f+v6ffv25fDhw3z66adoNBquXbvG1atXef311zl58iShoaGA41X7Hh4eZGZmUlBQwFtvvUX//v0xGo1UVlbi4+NDXFwc2dnZdrtMeXt7k5+fz/Tp0/Hy8qKsrIyioiK7H1Avv/wyJSUlbNiwgbFjx1JbW0tZWRn19fWMHj2aFStWcPz4cYKCgmzOGzNmDIWFhSQkJPDMM8+oP3xWr17NkSNHutxzCq3pl0pKSli3bh1RUVHU1NTw66+/UlNTQ1RUFOvWraOkpITo6Gi7c3U6HWvWrCEmJoaWlhbKy8sxm80EBQXx3nvvUVRUpA7vt7VgwQJKSkpYtmwZI0eOpLq6mt9++w2LxcKECRPYtGkT33zzTac/y/Tp09m8eTOTJ0/G19eXyspK9UdPfHw8x44d44MPPuhKM4n/ILfbt293PFeKEEII0UV6vZ6UlBTi4uLYu3fv066OEKKHkp5TIYQQ/7iHDx+qC64c9egJIYRCglMhhBDdZsuWLXbbV968eZMlS5Zw4cIF/Pz8mDNnzlOqnRDi30CG9YUQQnSboKAgGhoaGDBgAEFBQdy/f59Lly5hsVjo06cPubm5TJ069WlXUwjRg0lwKoQQotvs3LmT7777jgsXLlBbW0tLSwvPPvssr776KsnJyU9kQwQhxL+bBKdCCCGEEKLHkDmnQgghhBCix5DgVAghhBBC9BgSnAohhBBCiB5DglMhhBBCCNFjSHAqhBBCCCF6DAlOhRBCCCFEjyHBqRBCCCGE6DEkOBVCCCGEED3G/wCz7OJ2+adb2AAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax_conversion = qini_05_conversion_test.plot(x='index',y='S',color='b')\n",
+        "qini_05_conversion_test.plot(ax=ax_conversion,x='index',y='Random',color='r')\n",
+        "qini_10_conversion_test.plot(ax=ax_conversion, x='index',y='S', color='g')\n",
+        "qini_10_conversion_test.plot(ax=ax_conversion, x='index',y='Random', color='r')\n",
+        "qini_15_conversion_test.plot(ax=ax_conversion, x='index',y='S', color='y')\n",
+        "qini_15_conversion_test.plot(ax=ax_conversion, x='index',y='Random', color='r')\n",
+        "ax_conversion.legend(['5% model', '5% random', '10% model', '10% random', '15% model', '15% random'], prop={'size': 10})\n",
+        "ax_conversion.set_xlabel('Fraction of Targeted Users')\n",
+        "ax_conversion.set_ylabel('CATE conversion')\n",
+        "ax_conversion.set_title('CATE conversion vs Targeted Population')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 24,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 526
+        },
+        "id": "IcHV0O79wO6r",
+        "outputId": "0dea643f-79de-4be6-e82c-1c803802062f"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'CATE benefit vs Targeted Population')"
+            ]
+          },
+          "execution_count": 24,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax_benefit = qini_05_benefit_test.plot(x='index',y='S',color='b')\n",
+        "qini_05_benefit_test.plot(ax=ax_benefit,x='index',y='Random',color='r')\n",
+        "qini_10_benefit_test.plot(ax=ax_benefit, x='index',y='S', color='g')\n",
+        "qini_10_benefit_test.plot(ax=ax_benefit, x='index',y='Random', color='r')\n",
+        "qini_15_benefit_test.plot(ax=ax_benefit, x='index',y='S', color='y')\n",
+        "qini_15_benefit_test.plot(ax=ax_benefit, x='index',y='Random', color='r')\n",
+        "ax_benefit.legend(['5% model', '5% random', '10% model', '10% random', '15% model', '15% random'], prop={'size': 10})\n",
+        "ax_benefit.set_xlabel('Fraction of Targeted Users')\n",
+        "ax_benefit.set_ylabel('CATE Benefit')\n",
+        "ax_benefit.set_title('CATE benefit vs Targeted Population')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "metadata": {
+        "id": "PiG8feMXwO6r"
+      },
+      "outputs": [],
+      "source": [
+        "qini_05_conc_test = pd.concat([qini_05_conversion_test[['S']], qini_05_benefit_test[['S']]], axis=1)\n",
+        "qini_05_conc_test.columns = ['cate_conversion', 'cate_benefit']\n",
+        "\n",
+        "qini_10_conc_test = pd.concat([qini_10_conversion_test[['S']], qini_10_benefit_test[['S']]], axis=1)\n",
+        "qini_10_conc_test.columns = ['cate_conversion', 'cate_benefit']\n",
+        "\n",
+        "qini_15_conc_test = pd.concat([qini_15_conversion_test[['S']], qini_15_benefit_test[['S']]], axis=1)\n",
+        "qini_15_conc_test.columns = ['cate_conversion', 'cate_benefit']"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 26,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 526
+        },
+        "id": "I9hjpKASwO6s",
+        "outputId": "677ab32d-3cc3-4fe4-dd7c-17e5a6e3181e"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'CATE benefit vs CATE conversion')"
+            ]
+          },
+          "execution_count": 26,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax_comp = qini_05_conc_test.plot(x='cate_conversion',y='cate_benefit',color='b')\n",
+        "qini_10_conc_test.plot(ax=ax_comp, x='cate_conversion',y='cate_benefit',color='g')\n",
+        "qini_15_conc_test.plot(ax=ax_comp, x='cate_conversion',y='cate_benefit',color='y')\n",
+        "ax_comp.legend(['5% model', '10% model','15% model'], prop={'size': 10})\n",
+        "ax_comp.set_xlabel('CATE Conversion')\n",
+        "ax_comp.set_ylabel('CATE Benefit')\n",
+        "ax_comp.set_title('CATE benefit vs CATE conversion')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "JNC8TX2CYCaj"
+      },
+      "source": [
+        "In the last plot for example we can see that there is a region where offering 15% discount to a targeted group of users is more efficient than giving 10% to everyone. We can obtain the same impact in overall conversion uplift while reducing our benefit loss considerably."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "wN7XK-QRyhkN"
+      },
+      "outputs": [],
+      "source": [
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "SGdDZDifVDlJ"
+      },
+      "outputs": [],
+      "source": [
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "HZ7gBAeGWffu"
+      },
+      "outputs": [],
+      "source": [
+        "\n"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.8"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}