{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "OzT8H2buCU5x" }, "source": [ "### Data Visualization: \n", "* Univariate Plot\n", "* Bivariate Plot\n", "* Multivariate Plot\n", "* Plot libraries Used: matplotlib, plotly, ggplot, seaborn, altair, plotnine, bokeh" ] }, { "cell_type": "markdown", "metadata": { "id": "_9tQKKaVPPdc" }, "source": [ "#### Salient features of each package: What is unique to these packages?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "9Kk4LdESCU51", "jupyter": { "outputs_hidden": true }, "outputId": "86bbc23d-16aa-42b5-b3e7-c27658ea5b77" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: matplotlib in c:\\users\\debrup banerjee\\appdata\\roaming\\python\\python311\\site-packages (3.9.2)\n", "Requirement already 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"output_type": "stream", "text": [ "/home/datascience/ns-user-38/day8\n" ] } ], "source": [ "import os\n", "print(os.getcwd())" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "PBne0mP_CU55", "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "# Set the option to display full content of DataFrame columns without truncation\n", "pd.set_option('display.max_colwidth', None)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 284 }, "id": "GHVzADVhCU55", "outputId": "025b9d40-fe32-4f3e-fafa-b3be33c23e8c", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/datascience/ns-user-38/day8/orders_management.csv\n" ] }, { "data": { "text/html": [ "
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Row IDOrder PriorityDiscountUnit PriceShipping CostCustomer IDCustomer NameShip ModeCustomer SegmentProduct Category...RegionState or ProvinceCityPostal CodeOrder DateShip DateProfitQuantity ordered newSalesOrder ID
018606Not Specified0.012.880.502Janice FletcherRegular AirCorporateOffice Supplies...CentralIllinoisAddison6010128-05-201230-05-20121.3225.9088525
120847High0.012.840.933Bonnie PotterExpress AirCorporateOffice Supplies...WestWashingtonAnacortes9822107-07-201008-07-20104.56413.0188522
223086Not Specified0.036.686.153Bonnie PotterExpress AirCorporateOffice Supplies...WestWashingtonAnacortes9822127-07-201128-07-2011-47.64749.9288523
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3 rows × 24 columns

\n", "
" ], "text/plain": [ " Row ID Order Priority Discount Unit Price Shipping Cost Customer ID \\\n", "0 18606 Not Specified 0.01 2.88 0.50 2 \n", "1 20847 High 0.01 2.84 0.93 3 \n", "2 23086 Not Specified 0.03 6.68 6.15 3 \n", "\n", " Customer Name Ship Mode Customer Segment Product Category ... \\\n", "0 Janice Fletcher Regular Air Corporate Office Supplies ... \n", "1 Bonnie Potter Express Air Corporate Office Supplies ... \n", "2 Bonnie Potter Express Air Corporate Office Supplies ... \n", "\n", " Region State or Province City Postal Code Order Date Ship Date \\\n", "0 Central Illinois Addison 60101 28-05-2012 30-05-2012 \n", "1 West Washington Anacortes 98221 07-07-2010 08-07-2010 \n", "2 West Washington Anacortes 98221 27-07-2011 28-07-2011 \n", "\n", " Profit Quantity ordered new Sales Order ID \n", "0 1.32 2 5.90 88525 \n", "1 4.56 4 13.01 88522 \n", "2 -47.64 7 49.92 88523 \n", "\n", "[3 rows x 24 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import os\n", "\n", "dirpath = os.getcwd()\n", "datapath = os.path.join(dirpath, 'orders_management.csv')\n", "print(datapath)\n", "df = pd.read_csv(datapath)\n", "df.head(3)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RtKMAuThCU56", "outputId": "296c2084-e4f6-42a3-dce1-f4e20fe70887", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index(['Row ID', 'Order Priority', 'Discount', 'Unit Price', 'Shipping Cost',\n", " 'Customer ID', 'Customer Name', 'Ship Mode', 'Customer Segment',\n", " 'Product Category', 'Product Sub-Category', 'Product Container',\n", " 'Product Name', 'Product Base Margin', 'Region', 'State or Province',\n", " 'City', 'Postal Code', 'Order Date', 'Ship Date', 'Profit',\n", " 'Quantity ordered new', 'Sales', 'Order ID'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "cuUo0OQTCU57", "outputId": "7c09d968-c445-454d-89cd-c5bb14954b34", "tags": [] }, "outputs": [ { "data": { "image/png": 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FI2WSlmDffvACgoJMZap9/9OfGPlU8fiXckMnAYJso0xSJlnmx1+uxitvfWYPOrSXhiyc+5TLAFULVLRwtLRCaPX1/qtPqG39ZuWvePSZ1zD9qQdw9eX/Dbmwe99h9Bn8RIkbYwmPn5z2lipfg7oJKmTRbkznPj/aHow614e4RISF2sdoXPbBC6hfJ16FMBKgamGOto333X4Nel5yHgY+OAUb/92puhJLADVoxBQVnMmkhd/ygilpnXXtHY+r7ZHtcpy07f3kjYlo3byhy3opj52Uqes1D6h6l5BAtkMm2eckHP1t4zbcNXqq+kwLwSXAEjdtHm/2c3fr04Z8kGV2bNsc4WHBKqyVSYY80MJlT8vlCqus402+88W7z6mwfO+BIxWuF1cBqtZiuGuHVlgwa6z9HCD7hYT12nTdVd0xdfwQNT7ju58sV+4XnNcWe/cfUeclCf0+e/MZ+7jAntp4c9ykn8iyn+/ERdb51+Zdan95ZOgt6lxV1nFQWj1o41HL8sTbk6lH3xHILyhC+3OaICoiHJu371Xhn5xLP5j7pAqWtOPF8RiT/545cZh6uPP2omWYMe8j+7nrwOFUu/cPn862P0DShsOQ8+d5HVpCWkxqQwr07XUhpoy7Vy1DgrWBw59VdSHnlRZN69uHaHCcr6x9f9R9/VRL/QfuuB4P3n2DnUIeSlx60yi1zT8vfQXBZZyXK3L+l4eB2kO3r9+fan95l6f7kqu60/axKy/qrEJRd8MwyFAXcrys/GRmifGk5bdk0ovvwPEcrf0+a+t2/J12dHe3X/W5c7w6r/+4+CWPXlToibO73wVPz3Ny7hs69kW1CfJwUB4kSFDsfP6Vv3t6fnB1XTNv6mgMHTerQr9B7qz5dwpQgAIUoAAFKEABClR1AQaobmrIXYAqN/jyMpI2LYvHRUuIqwlpxbFo6SrVAqTPVd1V6yi5qbn5vgkq6NRuxqQF25iJc9WLasYNH6CCSbkpnvTiu6ql5StTRqqxV7VAR9b1/PghOKdFcVAm3VeXrfpV3ZjLuiRckVD24UlzsXz171j92WzVGlYm6WpYO7ZmidZociMnZZWATusmqQWo0kJKWl1JICPh2agJr6qWWRLWSGjjapIgofftj6kbbgmTtW630t122OOzVAvFedMeVl+XwEdu7N6eNU6FEGVN4tL+8ntKBHOlzS+t4KRFpFZOb4IgKbPUlWMrW2n51//+iSrwlJBFJsf6eGbsPfYWidLKbM47S1RAro3bV1bXZccAVZZbVhf+u0dPUy8wWfL2s2jWqK4qh9a9VMJLCZ5dTeW100IdWa6E+3fc3BON/7+Vrbwgqk5iLG68+ykVLjiO/yfrumbgOLW/ay1QPd3PPV2fBP5NGtZRm6uFmNoDA1m/p+Vy5aXVr4Qukx+7295Ce8Gib/DivI/R79pLMPGRwerrFakX+b6rAFVeJiaho/bAxTHUlRfYSWtHeRBSWGRGbm6eehggx//bs8baW67PfP1jvLXwG/v+6I2NN8eNdMOWVnUj770JQwZep1ysVhuWLv9ZhW1yvvC2C7+0rL5t2DNqfOQXnhrq0e+oBMvNGte1B3xShpFPvYxVazdi6dtT0LRR8T7jagxUCVt7DnhUOUqr3xrRxa3itQcr0qr0seED1Ln0ujseV0HxO7Mft58vJGyVc59jQOfYTV16J8gDMXmg9MC4map1/Idzn1Lnj7L2/dha0Tjv6qHq3Lfq09n21pM/rNuIB8e/hPsHXad6LJQ1eXv+l+P98REDkRhfS/0mDXlkhjr/aOX1Zl9yVS4Zc1y2SyYJT6WuWzdvgJZN66s6cO6JUJ4AVQL8gTddqZYl50s5l8t5fsWiGfYWx+7Om1I2T19G5amzq+PB0bWs81xhYRGuu3O8ekCgPSxUvyFmC64dVPL8qz0sdHd+kO9rAWpp1zXyYr3y/gZ5dABzJgpQgAIUoAAFKEABClRxAQaobirIXYC6ccX8Ei0y5aa97WV3qdag0lpHh//GPp377hLV3VoLDB8YN0u1zFy+cDoS4/972/YvG7ZgyKMzMPyuGzDszuvtgZ3zW8GlC6m8ZOWZx+7GjVdfZN8S7YZ/5sThqgWo4yRd1/cdPKpuJuVlHRKw3HVrb9VSTCYtQHUM6uRzaa06YNgzpY5X57h8aVEpwaB0Tx3/0O0l1q0FhloLUm8CVPUir36jVWsyeSGTq0l74YcW5ngTBGnLlBZXctMpL6uRVnTPzv5fiRa9rsbI3L77IG685ynVpfqJkYPU4iorQJVhFUZPeBV39OuJscMHqGVrreUkYJLwwdXkrZ08EJCxN7VQxzH01tahbWtpLQSdx0D1dD8va33SnfrWoZPU/vfkKVutLPIiMtnv5Fjce/CoqgNPyuXKy1X9ygOSTj2HqGNbjlmZKlIv8n0tQJXt6tK+JdJPZEKOf3lYIcGNjL0sAZpWJjlO5Xh1nKTFuBy3MhSEtObTJs1TgpNP50+CN3Xm6XGjhfPa+U4C09ImbwNULXQvq+t0aeuR8+/eAzIEh3Tjz4KEjCt/2lCihbKrAPWdj79VwwDI8dTrkvP+c8zNQ/frhqtWz/97ZTz+9+kKTH31QzWf43GnPdBwDFDlPC6t2J1bMEod3zPmBXsL+LL2fSmIvNzwg8Xf4+VnHlIPM2SS1ofSCtGTMFDbmPKe/xcuWanOg9pvijf7kssTE6CO28kz37W3vNfmlVbvjz5wq3pwpQ1z4G2AKmGmc/CpPQTReiRIq2EJ6x0nWbcMt5N6LAOX3jxKhbly/HgzuXN2dTx4ep7bte8w+g2ZWOJhjlY+5/Ovp+cH+b4WoDpf11TGuc4bP85LAQpQgAIUoAAFKECBqijAANVNrZQVoJZ2g+Y4DqerRU974n5ce2U31dpJWpC4mm6+9mI11qSrQEdaVo144iXVGk5axWnTd2v+UONpPjv2Hvv4nhIIjp3yRonuv9r8Wssq+berAFVCRQkRSgvTHMvvKtSVebTx5D57c7JqZeRNgCotbjpcdZ/qTr7qk1kuzbSbRS1s9jQIkgXKNkrrX+3Nyo4rcRwSwVV9aHWv1Zt8v7ICVGmd2r3Pg6pIaz5/WXXXldZuEvC6677rrZ2232ihjmPrW+d9rLSAy/kG3tP9vKz1afVY1uH63aIZ2Lxjn9r3PSmXq2WV9RIpGZdUhlnYtOptFexUpF5k/VqA6lwW6ZI7+dG77GMGl1UmbXxbxxbf2vK0oRtkmAjtvOCJjafHjYzhe9Wtj7htKeptgPrnPztwx0PPqdar0prck0mGDpGu3NpQE47f0Vrzy2euAlQtoHO1Lu3co83n2EJQvlNagCoPfWQfcRwP2HFeCUMlFC1r35f5tcBSXlQkLb611rLSQ0G2zd1U0fO/tj9ov13e7EvuyiZ/lyErpAXxlh37VeCsDVPh+NtWGQGqPJgYPn62emAoDyJkuAZ5EOU4aS36tR4BjsORuNsWT51dHQ+enuf+2rxbDU0z4eHB6H/df7/9Uj7n86+n5wf5blkv36rouc6dHf9OAQpQgAIUoAAFKECBqi7AANVNDXkboEqXZhk3TVpK9nO6sdFWJd3VZby9Lr2Hqq7O2gt5nIvSsF6CepmQq/BEuxl0DlDlxR8jnnzZHqBmZGbjguuLwzcJS+XlKXWT4pB1Mke1YvEmQJVxJmW8SVeT1gK0tK7+0rpLWnlJd3O5SfUmQJX1SRghrSn/XP4GQoKDSi2CdrOovTHZ0yBIFqa1kJVtlBC0Yd0E1KoZpbpESitAbUxZV/WhtVjyRYAq5dPGXRRbKc+9j0zH0Dv6YMTdN7o9z3hj997L49GpXfMyQ53Pvl6jxmV0DOm1QjjfwHu6n5cVImn7lQRqndsVv2DLeZIxbpet+s3jcrlC8yRA/feHt9VwDxWtFy1AlTBHXrokLz6rmxSv/t9xKqtM2jmqtJaIWuAr5V38zU8e23h63Gjdg6UFvLSEdzV5G6Bqx5LzWM6uli8tCeV4kFa7Mk5ou1aNUSchTr24SVpOehKgao5yPMnx5TzJsmUf08a5XDRvgv2lRTJvaQGq7PuREaGnPfRxfiDlLkB1PD99++ELWPrtWrz23lI11IC84KmsqTLO/1qLYC1A9eb4d3tyKmUGrReF9hI1mUULUL//eKYaWkCbXI2BWtoDTu03U1q3Dr6lF+Sh17H0jBIlkJdBaUOEaA8g1n05B9GR4ZXm7Op48PQ8J0P0yHjd8lK7wf17lSiX8/nX0/ODnM/KClAreq4rz37A71CAAhSgAAUoQAEKUKAqCTBAdVMb3gaoWjff0l7447wqLbD7fdnr6g2+rqaKBqhaoCrdsqV7tjZpL6rxJECVl6DIzZXjvKWVVwsyJISQcM9xGjNxjhqbVXsZi7cBqjbmq7wxe0Df4jePO07S8kxeJCOTNkyAjBEr33Me5sD5JVLaS2tKGyJAllnRAFUbO9CxvK7GQHXVyldrdSbhswQIYimtLpNOvT28rF3ZGztp0SpvuS4r1NH2ScdxL7X1O9/Ae7qfl7U+rcuzDGkhQ1u4O1Y8KZe7ZTgPmWGxWHH+tcOUveOLjSpSL67GQHUuW1kBqryFW4YGefelx9UDF23SyhsXE41v3p9mfxDjiY2nx42M59m515BSXy7juA1aYFTacVBaPchYzhfd8JBqTfrO7HHqJTmlTTKEgAwbIGM5y5jOMr6yHD/apAVxngSo2hjGb734GM7v1NrlPjbn7c9Vy3IZpkOG69Cm0gJUGfZEhj/ZsGJ+iZc8OQ/34UmA+tV36zF2yutqXNwl3/50aoiHF+xd3F0VuDLO/84BqjfHv6tyaXVX2t+11p+O449OnvUePlq6qsTY2vJdbwJUbSgCx6EQyjpvire4SygvL/Fyta9arFasWf+3enDpye+sq+PB0/PcL39uwT0Pv6CGc5BtcZycz7+enh9kGe4C1Iqc68py5t8oQAEKUIACFKAABSgQCAIMUN3UkrcBqixOu2meN20MenRtV2INMuabtD6NqRmlXnYkLz0qrUtt8tFjqku5jL9W0QBVu8EcPrgvhg3uay+PFpK4C1BlXEEJ4OQm2vFt56XRaSGCdHeVt9Frb4Y+mnYcl/cbo7rgr/x4pmq9522AKmO29r3rSRUcvPfy4/Y31Us5JMh5Yup8FSrKeJLyYiyZ5EUtg0dNVS/qkkBMJglnFi5ZhSkv/c9urwWqzsG3vPRLbkg96cJfWgvUDz9fqdYjL6CSrvCOk3OAKn8755LB6uU0EniVNmnjicrfSrt5drU7e2onLygaPaSfWkxZoY7WdVvGGpXxAeUFaDLJ51JHIcEme7dlT/fzstanBdxS99JVXfYjbZL9c/W6jbjswo5q/dKl3JNyubJydbxprTJvv/EKjH9oYImvl7deKiNA1V7QJsOCSAtBbdLGZ9Vah3pj4+lxI+vSWrk6vsxGPk8/kYXDR9JUa/OyjgNX9fDFirV4/Ln56nh4beoY9f+Ok3Tzl9ag0jJcWkPL+eytmY/h/I7F4acEdPKSOhk71DFAfeipl9W4qNqDHG2Z0nVcxiyVc8Dbs8fZX9Ykf5eeAn9v3q1ae2rhlWyXtAANDwtRL1aTEFta2DuOgSovHZNxN6WXgbRM1yZtTFOtpb4nAaqc4yRUlrLIJPug7Ivupoqe/2X5zgGqN/uSq/JJPbRoXE91pZfj2nHS9mnpLfHa1NHqT9LiVlrhz3j6AfS+rKv6TEwmzXwHMnTM3OdH4+Ju7dXnpQWBEsredO/T6sV3Kz+ZiYS4/1qxuiqj9pI6+bvjy/K0+eV3euKL7+DO/r3UuUeGkPDkd9bV8eDpeU5rwSxuH78+Qb2sUfZ3cZCWqY7DDnh6fnDl5mxT3nOdu/2Uf6cABShAAQpQgAIUoEBVF2CA6qaGyhOgam9ul0Xfev1laNOykXoh0R9/b1fju0ngJMGo3DRr41jKjeKlF3RQ4+Vt2rZH3QhpN8gVDVC11k5ys9W31wVIiI/B739tVS8gkam0AFXKd0WPTqqrvLx3AqXUAAAgAElEQVToSt6+K63ApDWYu0kLzCRgkO2XbZIXaEn3e8cg0dsAVdartaZRN3vXX6aCzfTjmfh65S+QsFP+/cGc4pBVJrnRvKL/wyp0GHTzVYiOCseaX/5RrcJk0sJrKaN0c5cWb+pt0C0aYueeQ1jy7c9qvvIGqBs27cSgEVNU4HfXLb1RUFiEc5o3VEFMaQGqdEOWVrwSeskbqZOPpqu3qGuTdjMs//ak+65jXbmzk4Bq4WtP27uqugt1tBbFEjhJcCFvIV/8zRq1SscbeE/3c3fr+2Dxd2ocXalbCV3qJMRCAo4f1/+lxiWVcT5l8rRcrvZj7XiTFyNJ6CVBiyxfgjCZnIM3+ay89VIZAao8ELht+LNqn5YhDi4+v70aI3P2/E9VeR279ntq4+lxI8vXwlb5b2khLA+Itu85iI+W/qD+LXVV1nHgqh4kGJfxKuX8I5M8GGnasA5Sj53Apq171DlJrX/ZPHW+lBaKUmfXXdkdMrqCjIkq9abOG1NGQsYLlWn+B18pGzmfyUv25Lwk5xJpWSxjSsvY0hLAS92Hh4Vi2679+PaH39ChbTN7az/tOJXlyXEj5x5tcgxQJUSW0FMmCdaaNEzCLxu2qrFvZR2LFzyjWtC62/e1ZWuBrPzbk27lMl95zv/OLxF0DlAr4zjTgjg5nuX8Ib85Obl5WP/nFvv5efFbz6BFk3rF9XzqYZjMf/eA3sjLK8BX369X9SeTc4AqvSau73mBqmcZB1qGsJDPpAWv4znV1f6nfa69eEr+LQ+tOpzTDIVFZjVOq4wFK5OEq9JLQV5g58nvbFnHg6fnOW0/Lm0fdDz/enN+cNcCVdZV3nOdO2f+nQIUoAAFKEABClCAAlVdgAGqmxr6L0B9AfXrxNvndnejITdqU1/5UL1l2HGScG7sg7epFqgySavFF1//SHUTdJy6dmiluttLCKm1jJJWlRIiaJN2IzP50btx0zUX2T/XXi7lOD7loqWr8Mys9+zzSKB387WXQLqjyhhqMpaaTNpLpOTmXlrqaJOEAo+PuB0R4aFu92lpCfPG+1+pZWuT3FRKC1AJeLRJutxK11vnrsfuViDbPW3OhyVCC/mO2Dx8f//Tyqi98ERbroQs0nJL1u3Y4lJuakc+9XKJl9BI6PH2R9+ibmKsfQxUV/WhtUB1bAEr65SXlIi/9sIwbcza0gJUaQk7550lqiWtTI5dWOXfEgTLuIqyDdLCV3tDtTszx33G2U7WIWHRQ/fchNCQ/8aWzcnNx3lXD1UtZyX4dp4ys3IwesKr9iBL/i6BtIQazi/O8WQ/d7c+CQIkyJr+2iJ7aKIZ3XL9perFMDJ5U67S3LT6dQ7GxHzWpOFo3bzhaV8rb71orQNLGzPYcSWu9jltHtlmaYmn7TfyuZR3xoRhJcbp9MbG0+NG1iXlk5bWjkGiDIcxbsRtqkVnWcdBWfuuhKhffrcO0r3e+YV78kIlGWdaHvRIF+oJ09+2P/CQZcq5U15WJ2GlNiayfC5h5Utvfool3661t+bUXgglQ7C8/dEyLFi4zP43+Y7sCzIkSZ+rLlDFlUDurUXf4NcNW2E2W9TDDjlO5MVXEhhr+6LMKyHu2GfnlXjTvAwz8OzYe+1jrbrb9zUjbT9wPse4O/49Pf9LsCzB3NK3p6Bpozr2xWoBqvb2+so4zqQFsTxw0R5SOW6D+Iy6r5+qP8dJ+33SPpMHUc0a1T01fMN/PT60t8nLMeC430h4+tC9N5VoXezOTv4uv+MvzF1kD3a178iDNfkdvaF3DzUMj6fOZR0Pnp7nZBny4ODb1b+p86HUl7xMUlplS1m0Mbu1uvLk/ODuukaWVd5znSfOnIcCFKAABShAAQpQgAJVWYABqo9rR27Ik1PSERochLjYGqq1UWmThI5HUtIhgYGEm65eklSR4mZl5+JQcipCQ4LRoG5CqeGbdoMqLZCSasci/USmaoGnddH2Zv0Sosk4q0ajUYU5BoPem6+7nVdCB1m+BJTSAlV7wUlpX8zNK8DB5FT1cp7E2jEuly0tRLUQqF5SfIlA0W2ByphBborlRl4CaBlf1N0kdSUv+aodWxMmk9E+uzamo6fdd12tR7OrER2JhLia9hciuStXaX+XcFS6nspLz7QhG1wtp7L2c2khKS0RxVIeRmgvdHJcrzflclVeqQfphi71JvtwaeuR71ZWvZTH3/E7Eg7Kfh5TMxrxsTVcLs5TG0+PG21FUi/HT2Qhplb0aS/Cknm8PQ4cN0C6a0tdyHlEWtE7hv3afLJd0to/plaU2y7acn46kpquQkznLuRSThmORAJnOR9HOr3UqzRYadE/dOyLcDVGsyxPylYnMa5UG0/q/ompb6rAUevF4Ml3tHk8Of97szxHc0+P/9KWL9YnMrOVjdRpYnxMiXOe83dkXUdTj6vfJ+lRUNYk4wAfPpoGOd/Jb15ZY417su1y/pJu+4WFZvV7XtqLpbxxdnc8eHKecyy31rVfWlbPnDj8tE3y9PxQlkVVOdd5Ul+chwIUoAAFKEABClCAApUpwAC1MjXPgmU5BqjSsicQJq0lrtaSUrriShAqL/M4mya52b5+8BOqZbCn3XfPpu2vqtvCeqmqNeO7cskYlpHhoarVn4Sru/clQ8Y1lYckno6v6W3ppJWhDDPiyQsKvV025w88ARlqRB4gtmnZGHG1opF2PFMNcSNDwLz0zAjVMruyJ57rKluUy6MABShAAQpQgAIUCCQBBqiBVFtnoKyBGKAKi4xTJ2Muat01O7Ztjv+9Mv4MiJ25VZS3++6ZK2H1XBPrpfrVu+OLdBy3vqxW8BVV0saWduxGX9Fl8vuBKyAvLJs+d9FpG3BHv54YO3yATzaM5zqfsHKhFKAABShAAQpQgAIBIsAANUAq6kwVc9O2vdi55yAu79Gp1O6JZ6oc5VmPtI7ZufcwzGaz6iZbWvfK8iy3qnxHXhK0a99h9ZbxpITYqlKsal8O1kv12wWkG7e87E+65Us38bpJ8WjXqrF9TFNfiKz8aQMyT2bj2iu6lWtIFV+Uicv0n4B01//r311ITjmG/PxCJMTXUmPGNqqf6LNC8VznM1oumAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAFqAFQSi0gBClCAAhSgAAUoQAEKUIACFKAABShAAQr4R4ABqn/cuVYKUIACFKAABShAAQpQgAIUoAAFKEABClAgAAQYoAZAJbGIFKAABShAAQpQgAIUoAAFKEABClCAAhSggH8EGKD6x51rpQAFKEABClCAAhSgAAUoQAEKUIACFKAABQJAgAGqjyppfY4F63IsPlo6F0sBClAg8ASsAPSBV2yWmAIUoIBPBNqE6NEjwoiwUyfGf/OtWJ5l9sm6uFAKUIACZQlcEmFApzCDmqXQBqzNsWBDLu9luddQIBAFuoUb0D28+HjmVLkCDFAr19O+tBdTCyH/40QBClCAAhSgAAUoQAFngQE1TXgmMdgeoC7JMGPYoXxCUYACFDjjAs8lBWNwLZM9QJ1ytADz04vOeDm4QgpQoOICY+KD8Eh8UMUXxCWcJsAA1Uc7BQNUH8FysRSgAAUoQAEKUOAsEGCAehZUIjeBAmeJAAPUs6QiuRkUAMAA1Xe7AQNUH9kyQPURLBdLAQpQgAIUoAAFzgIBBqhnQSVyEyhwlggwQD1LKpKbQQEGqD7dBxig+oiXAaqPYLlYClCAAhSgAAUocBYIMEA9CyqRm0CBs0SAAepZUpHcDAowQPXpPsAA1Ue8ngSoNqsVQcdTYI6Ihi0k7PSSmIsQueVPmDLTcaLzJbCFhiN0zxaEHdyNky07oCi6FmymYMBQ+QMEG3JPAmazKptO7/vXvgQn74PpRBqyz+kCWK3QFeaXbuKj+uJiKUABClCAAhSgwJkU8FeAGnx4r7q2zG7dudI3t8av3yO7ZUeYo2tV+rK5QApQwHcCVTVA1RXkq3tdm7F4fFZOFKCAewF24XdvVN45GKCWV87N98oKUHXmItResgAxa7+1L6UwpjYO3vko8us1Kf7MbEbLJwbBFhQM+duh20ci8bP5CNu9Wc2T0eUy1Pl4Lg7dPgqZnS+utK2o+dM3qLXuW4QcPWhfZk6Tc7DvwWcrbR2lLSjumw8RtekX7B77MiI3/Yb6C57HtslvwxJZw6fr5cIpQAEKUIACFKCAPwQ8CVDlgXbLJ+5wWbyUXgNwrGd/r4of//X7iNz8B3Y/Ntur73ky8zmjb8C+IU8hp1VHT2bnPBSgQBUR8CZAbTl2AAyFJV94V1QzDjuefqPSt6bplGHIa9gCh28fiaiNP6t74aM331/p6+ECKXA2CTBA9V1tMkD1kW1ZAWrSwlcR/ccPODxoDE626gTjyROos/AVhO7bjh0TF8ASGY3wLX+g/lvPY+v0TwC9Hrq8HLQePxC7x0xHfr2mkNarYfu2obB2XVjCoyplK8J3/IOGr01A2hU3If3Cq6Gz2RC2Zwvily3ErifmVso6XC3EMUDV55xESMoh5DZo7pPWtT7dEC6cAhSgAAUoQAEKeCDgSYAq13uOD7WbTh8FCU1Ptu2q1mCOqglLhHfXgQxQPagczkKBaibgbYB64oJeyOh8iV3JGhSEotjESleTXorW4FAUxdRG7PKPEP3nGuweP6fS18MFUuBsEmCA6rvaZIDqI1tXAaoh8zhaTrwHR268F8d7XGNfu3RPaPHkHcjodhXSe1yNJjMeVk/25Glebr0mCD5yACFpySiMjlFd6rc/OQ/Nnn8Qh28bgbxGraAryEPi4rdUK04UFSK/flMcGjgaRTViEbdyMWr9sAT6wgJkdroIx67sp36EnCeZJ/GLd7F5+sdAad0kzEVo/txw7Lv3CRQmNVBfT/hsPixhEUjrPQDSejX673WwBIciYtsG2IJDcbjfAzjZ4QI1b7Nnh6qhB6I2/QpT1gmcbHEuDg5+VHXVdwxQQw7vVeHxjifnFYfHBXlI+mQeIv9er+Y9fmFvHLukj1q+tFZN/PxNGDLTYQkJQ+Z5lyPl+sE+qlUulgIUoAAFKEABClSOgCcBqvOaWj18E5JvfRCZXS5VfyrrGsnVtWGtdcsR/ftq5DVsjshNv6IwJkFdO6lhlADUeX8WbHoDQo4cQHDyXuQ2bYMjN96nHtrLJAFGwpIFMGZnIj8uCYcHjVYP92Uq0QLVakXtL99DzXXLoTMXIqdZOxy+fZRqKCBT5Ma1SFo8374cg7kI++99AqaMNCR8vgC7H55hH85JWp7Fffcpdj0y84wMLVU5NcylUCBwBLwNUFOvHVjiXla2NGz3FiR+NKdEwNloxhikXjNQtUqXe8Xw3f8it8k5qPHL9yio0wi59Zoi6p/1sIRHln4++uAl5NVpiOzm56LxrEch5wm5P5Zp59iX1fkqp3VnnOh2pf38FP3rShwYNgkhB3ej/tvTcPiW4Yhb8RGMWRmqUZApLRl1P3gJIQd3obB2PaRffC0yul4ROJXFklLAjQADVN/tIgxQfWTrKkAN37YRDV+fjK2T34H11AWkVoR6C6bCkJWB/Q9MQNKnbyBy8+84OHAUrGGRkKdvdT6Zh4N3PKwCypzWnUpcpNabPwXhu/5F6tW3oaB2XcT8+BWOXXEjgo4eROLi+Th60/3IT6yH2kvfVT9QB+974rQtNx07guZThqkfsuMXXYvcBs1QFJdkn09XVIjWj92CPSOnqq4UMtV/fTLMkTWQfNtDkBYNcd9/huPdeyKnaRvE/LAUwUf2Y5sEsqcuquUHL7XXLTCeOIa4FR8jpc9gHL/4uhIBatierWj0ynhsnvGpaoFa963nEXZ4L5JvvBfQ6ZD04ctI6zUAGeddhtbjBuB4t6twontPtS4ZM/bQnY/4qFa5WApQgAIUoAAFKFA5ApURoLq6RjrR42q4ujaM2LZRXa+d6HIpstqdj5q/fo+Qg3uwc+KbasMav/iICk6PXdUfeXUbI+mz+TjZrC2ODBihAokmMx/B8W5XIqtdN8R99wlCDuzC9mfeUWGnY4Aas3Ix4r/5AKm9b0dRbG3UXvK2erC/b9RUyDisTWeMQWa781UIE5R6WF3n7hn5PPITG6Ll+NuR0vdue0DTZNpDyK3fTJWBEwUoUPkC3gaoefWbIrdxa3tBpIFL6IGdaPDmc9g863P75y0f7a8e+mR1ush+ryjD02W276Ye3gSdSCvzfNRo5qPIbdQKqb1vRZ2P5qr73UMDHlTLz2nZEU2mjkBmp4vtQ5nE/PglYlZ9jh2TFqju/o1efRKWoBBknHcprEHBSO19G5pPuBv59Zsh7ap+CDlyEEmfvIadj7+Kwvg6lQ/LJVLADwIMUH2HzgDVR7auAtQa679TY5c6/rBoRUj49HVE/vu7uoCN+WEJYn76xj6WjHahufXZ92ANj7QHkjLOVG7jVmg97jYcuf4uHL+kT4ktknFjCmMTkdazn/pchgmQ1gBbp30EGI2nbX3E5t9Re+k7qrWrTEVhETh6433qR8+TANVxTC15KVTzyUOw89HZqsWquqgeOhE5LdqrZdd9dwb0eTk4MHSCywBVWizItkl3tZwW7dT3JByWAPbAfU+g1ZN34NhF16lQVl6yxYkCFKAABShAAQoEgkBFA1RpYerqGkkexru6NnTuwi8P6ZtOH41tk99RrUMlQM1p1hYpfe5UjNJDKXb1FyqQSPz4NUT/tRbbnntf/c2YeRwtJt6jej1JLyfHAFV6HuUnNcTBu8epeaN/W4W6C19R65Hgtcb6FfaH7PJ+gNaP9lcBal7Dlkhc+Aoid25S18HaNfDOca/YW8EGQv2yjBQIJAFvA1RrSCiKomPsm3ho0GgEpx52G6BGb/wZO8bPtbckd3c+0gLUlBvuLrULf5PnhrsNULdO+R+sYRGqrBH//oYGbz2Pffc9CWtY8b1jvfdm4njXK7weTzqQ6pdlrV4CDFB9V98MUH1k664FqnaR6rh6aUVgPJmpnsx7E6DKm07lwnfXo7NQkNSwxBbJUz+YgmB2Gid13/BnYK7x34+eM4OMQxp6cJdqJRq+dxu2PfsurEEhblugOr+UQLqaHbl5KDK6XXlagBr73aeI/WGJugh37MLv2AI1OOUQZLwvGbrAZgqyF9McVQP7RjyH2OUfo/a3C9XnBbGJOHLDPap1LicKUIACFKAABShQlQUqGqAGJ+93eY105KYhLq8NnQML7YG3DJ0kQzw5B6jS1Tbhi3fU9Vr9eZMUqTz81iZ5oUza5Tci/ap+JQJUuQaVrrvaw32tp9PuUdMQv+ITNeSUdLOVyTlADTpyAM1eGKkC1VrrVqgeVXvHTK/K1cmyUSCgBbwNUEvrwi8Ncdy1QHW+V3R3PqqMAPXfmYuh0+lU/dRavRSJS99R942OU1a7rki9rvihEScKBLoAA1Tf1SADVB/ZuhwDNesEWk64G0f73o30i6+zr11aEbR48k6c6N4L8oTNmwA1r24TtHp6MA4NGIHM8y4rsUXNJt6LjK6XqzFK3U26/Fz7WFPavEEph9Bs6gjsu+8J5DRvj3Me7Y+9Dz6rxq6RybkLv+OPonTHknFa1Xdbdz4tQJWuZcHHjmDX46+6DFANeTlo+dSd2DNiCvIcuok4bouMHxu6fwfiV3yMkP07sG3aIjV2KicKUIACFKAABShQVQUqGqAasrNcXiPpT2a6vDZ0F1iUFaDW+fBlhG//S7VGlUmfm41WTwxSYwxmnH9FiQBVuslmtzhXDfMkk4xbX3/B86pVadSfP6HWz9/Yhw1wDlBl/sbTR6thosJ3/oNDgx7GyXO7V9WqZLkoEPAClRGghm/dgIZvPFNmF/6KBagfo8Yfq0u83FiG9zjZ5jz1sEam0rrwOwaoURt+Qp0PZrvsjRnwFckNoAAABqi+2w0YoPrI1lWAKqtLWvgqov/4AYdvG6lO+MaTJ1Dn/ZcQenAntk9coMZG9SZAlUG5pau+TadTF6n5iQ1Qc923yG3WDtF//Iiaa5eplgIyfkxQWrIaFy2ZRhEAACAASURBVKa0MaQSFr+JkOR9SO15C/LrNIK0SKj9zYcI37YBOyYuUN26pJtEbtNz1I9U+Pa/kbTwFWR1uNA+BmqN31apMVL1RYVI+PwtNfbM9mffVS98km5dR68dpMZIjf5nveoGJmOZHrvy5jLHQJUfRlgsODDkSTV2Vtj+nYjY8Zcauyvm52VIu+wGmCOi1fg5ccsXqQDVVtpLsHxU11wsBShAAQpQgAIU8FagogGqrM/VNZKM8+fq2jDq73UobcglT1qgaiGoBKYn23VF3LKF6lps+9NvwFwzrkSAKkNT1fh9tRpyqbBmHOr9byaMGenYMWG+6uorD+gzzr0A2fJymd9WIXz3ZnsXftm26D9Wqxe9WELDIUNYyUtUOVGAAr4RqIwAVZeXg9bjB+LgwNFqGJCav3yP2ss+VP/WxkCtSIAq7xKpP/9Z7HzqDdj0evWAJfHztxCx/S/seXAKgtMOI2nRHBgK8kqMgeoYoMrDpRYT70ZW++5I7je0+OHO1g2qFbxzQyTfSHOpFPC9AANU3xkzQPWRbVkBqpygay9ZgJi139rXLi9XOnDXWOTXa6I+U+NNOY6Bemp8KscxXNQ4U/c/jZyWHSAtReu/+Zxq0SmTXGxKkFlUKx6Ji+ag5oY19nUVxNdRrT6dJ+2N9hKcalNRVE0V9GrjlsrFbOJHc4vfgChjyRhNyG7ZEckDHrQPDK59V8pw4O5x6u2tMkl5LUaT+q5MmedegEO3j1JjscoFuLyBcffYlxG6Zwsav/KE/SVSxvQU1H9nOkIP7baXS14clXblzWg8YwxMudnqc+nmL2+RlUCXEwUoQAEKUIACFKjKApURoLq6RjrS/wGX14Y1/vwREZv/wJ5HZyke44k0tJg8BNufnAfzqS782c3aIvXUGKg1fv0eCUuLu/DLVHvxm4j96Wv131a9Xr0gJrPLpfZrPe3aVMKUBvOfVUNBySTXjQcemIT8uo3Vv2O+X6xaoUowmtnmPLXMXY/MVG/mVpO5SPV8Sr2qv0c9qapyXbNsFKjqApURoMo2Jnw2HzE/f6M2V15MHHZwFw4OGoOsjj3US+Uczz0yj/NnzuejRrPHIrdhS6T0vQswm9Fo9mPq5cIybZn6IYLSU9Hg9UkwZZ1Q5yNpSGTMzlKt20N3bUbjOU/CMUCV70kjoDrvzbDfQzqfx6p6XbF8FHAnwADVnVD5/84Atfx2ZX6zrABV+6LNakVQ+lFYwqPsA1tXtDgydqkEtJboWiUXZbHAmHEMlogo1Rq0rEm6xEurWEtohP2FVSXmN5thzExXF9mOk9YlbM+Y6ZByOJdBe4mUvFBA3oJoCw7xanOlXIbsTJhlwHKHF2AZcrJUC1VLVE2vlseZKUABClCAAhSggL8EyhOguiqrq2skmd/ltWEFNlzWZ8o4pl5UCoOhzCXJUAMyVJXzdaNcu2nflZZlDV+frAIR7TpVG09x6+R3VO8sThSggO8EvAlQ3ZVChvbQyb2Zj45bOadYTaYS97Sm9BTVU9Hd+cix7OrcJI2ComvZx0h1t238OwUCQYABqu9qiQGqj2w9CVB9tGq/LdZ5TC3ngmgBqtaa1W8F5YopQAEKUIACFKCAnwUqM0D186aUa/XyotGChPrqJaFh+3eodwPIOwK0SV4eIy88PXj3uHItn1+iAAU8F6jMANXztXJOClDAFwIMUH2hWrxMBqg+sq2OAWrIwV0wpae6HOS/1k9fI6vt+epimBMFKEABClCAAhSozgLVPUCN/OcXNRaq1WBAfoMWyG3c6r/dwWpFjFw3tu6Eorik6rybcNspcEYEGKCeEWauhAJnRIABqu+YGaD6yLY6Bqg+ouRiKUABClCAAhSgwFknUN0D1LOuQrlBFAhgAQaoAVx5LDoFnAQYoPpul2CA6iNbBqg+guViKUABClCAAhSgwFkgwAD1LKhEbgIFzhIBBqhnSUVyMygAgAGq73YDBqg+smWA6iNYLpYCFKAABShAAQqcBQIMUM+CSuQmUOAsEWCAepZUJDeDAgxQfboPMED1ES8DVB/BcrEUoAAFKEABClDgLBBggHoWVCI3gQJniQAD1LOkIrkZFGCA6tN9gAGqj3gZoPoIloulAAUoQAEKUIACZ4EAA9SzoBK5CRQ4SwQYoJ4lFcnNoAADVJ/uAwxQfcTrKkB9OD7IR2vkYilQfoHV2Rb8mWtRC7gowoguYfryL4zfrFICa7It+P1U3V4YYUDXMEOVKl91KMz89CJkWWxqU++NDUI0D6/Tqv2TDDMOFFrV5zfXMKFBkK467BpqG3/PtWJNtln9d6cwAy6JqL7H6Nl8rLx+rAjZ1uLzgDZ5GqAOiQ1CJM8bZ/054ddcC37OLr4W6xJmwEXV+FxQ1Sr7z1wrVp86T3cMM+DSAK6bfBswJ63wNGJPAlT5aR4Rx3vZqrZ/OpdncaYZewuKr6n61jChSTW6pqqKdePrc7vkTs4Tx0D13Z7AANVHtqUFqGpHDt0J28nNPlorF0uBcgjoDLAk9EX9zXkI1QHbWkZg59fFF/CcAltApweaX21AvS3ZkGunna3D8dyRPwJ7owKs9O3DYmFFIh48ZEa/GkZMNR+C7vc1AbYVvi2uPiYehzpeggsPSWigx6L4fITuXu3blVahpVvaXo8W2/KQawV2nxOG2Uc3otBWfONTnSbnY2W6LRtBf+8+OwjqxeGrpCQMSSkOyrXJkwBV5hlrDsKxv6vfPnF2VL7nW9H8WgOabc1GgQ040CYc+7J/hg2sd88FfTdng/AL0W5rHrKswK6WEVi92gJzycPZdyuv5CW3aqHH+yGFkAdWjpMnAeq0hGAMyjMBKZVcKC6u8gTCgMMNbeiyJwftQvT4PKkIoTtXVt7yuSSvBazt+qLJllx1bj/YOgxFn/8PsFbOvbaxdQe8FHcOnENUBqheV5PHX2CA6jGVdzO6DFDNS2BL/si7hXFuCvhSQB8M87nvocGWfBWgbmkRgS+Hlryo8uXquWzfCeiNwHVzTGiwtThA3d46HCEb5vluhVzyaQJ3xrRAr+huGHPYogLUSQfWA7OfopSDgKFFWxwePQ2XJetVgPpedDqivx5XbYyKbn8XrbbnqwB1R+swJP79FrKtAXpnXoFacz5Wnjt6COHzl1VgiVXoqxe0xpJe3TEsteQNk6cB6pCDJmx6s3JutqqQCoviJHD96yY031YcoO4/JwyrUp+HFdXvXFAVd4xL4sajw7YCFaBubxGB8U8VIS+vKpbUfZn63WTAumZF5QpQn6sdjME7TMAm9+vhHH4SiAX29bKh+77iAPXj2CxEffGwnwrD1YqAZeB7aLo1r/jhWKtQZN9xJVB0eqvR8miF3HwX5lwyiAFqefDK+R0GqOWEc/c1BqjuhPj3KiPAALXKVEVlF4QBamWLer88BqjuzRigMkCVvYQBKrAkw4xhh/JLHDQSsjJAdX8eORvmYIBadWuRAWpx3TBArbr7qL1kDFCrXCUxQK1yVVKhAjFArRCf6y8zQPURLBdb+QIMUCvftIoskQGq/yvCXYAqnTNzrPDJ+IaFNqjOnyFOw4labTactOnKPRar2VY8jqNRV/Y4pflWG4J1gM7NfAxQGaAyQC0+VzFA9f85258lYIDqT/2y1+0uQA0yAYWnOm8Z9ED9ejocOGhT/7/vgA2nfjYrvIHycxpTEzh2vHhR8m9vl80WqBWuhqq9AAaoVa5+XAWocj0u1+nO19Ny/e7psLVsgXrmq5sBqo/MGaD6CJaLrXwBNwHqicKDsMKCIF0YIk3xKLLmI8+agShjgsuyHCvcgxB9JCKMcZVfXqcl7sv9BQ3Dzrd/mm0+hgJrNgw6I6KNdVR4c7xwP2oFNXBZllxzBk5ajqJ2cEuPy5tvOYkiWx4ijfEef6cyZnS3LY7rYIBaGeIVW0ZZAepesw6L841I1NsQp7PgoM2I20IKEaLXIc8GNaSGNvqdXGTlQ+6UgAg9IP/OsOoQqbfBpNOh6NQdlPy3TDabDc9lByEYwJDwIkSdegFNphWYkR2ERgYrjlr1GBdRAOkYrIcOBh2QYQVCYFNlyJac9NT6ZPkF0CFCB+wz66QkiDcUB6nyOgnVk9EGhOtseDsvSG3HhiIDOposKkSV70qQ67gcTZYBKgNU2Rf81QLVarNCLwNG+3KqpC78UtatJ0sOaxAb3BS1g1vYSy+/Z3vzfsY5kde63aLk/H+ggx6JIW3cznsmZkgp2I5CSzbqhXUqsbr9ub/hWOFu1DDVVb/3Bp3pTBTHvo7t2d+jRcQVbtd5ougAaprqq/k8/Y7jQhmguiX22wxlBahPPWKE1QpERekwdVYR7h1kxL/brGjTUo/tu61qrNRvvrNCQtYic3Hg6Ri4ykaNvN8IiwVY8IEZLz1vwqjxRerfMuUXFP9/cBBgNAL3DzZizptmFBQC1/XSY/lKqwpv5e/ymfpddgh0w8OAnNz/6Big+m03OjMr9jBAletEs9UGkyT+AFKzzbBCh4Qz9II0s8UGvR7Qu3nILmVzLmtekRWHT1rQtNaZ/S0obwW6ClA3FemwssCIm4MLkQIDQmFDtM6Gv8xGtDeaccKmQ65Nj1idFeZTbRZyrTqE6W1oYSy+BmeAWt5aKf/3GKCW367MbzJA9REsF1v5Am4C1A8ODUbT8EuQVrgDdULao1n45ThS8C+ahV/isiwbMhci1tQU9cO6VH55nZa4OHkkbkx6yf7pd2nPw6QLkefyOGk+iusSpmJjxsfoUKO/y7LITdvunB/RvdYQj8u7Mu0F5XB7nXfdtrDzeKEezOhuWxwX4S5ArbtuNyIPZ8Bm0OFE4ziknFvPgxJ4PkuNPWlouGYncmuFY+/lLVEULnFe6VPdtbtgLLRg36X/BQGOc4YfyYQkfDnxUactwJhXiISNBxGzIwXmECOOtUystG3pPn051j3aEwl/HYQlyIC01kmeA5QSCjmOgbqlSIdv8o24NMSCFgYrJmQH45pguYAFUi065Nh06GCy4NsCIy4KMiPZqkeKRYeewWb1WV2DDXstOgwINWNFgRGZVh2GhBUi/FQW9FRWEGrobegeZEG3oOIo9ut8A2rrbegcZMXCPCM6GC1YlGdCPaMNYbCiEDpsKjJgRnQBFuUZ7etbmG9CK6MVuTYd2huL7+oOWnT4udCIwWFF+NdcXLaLTUX4X0Hxduyz6DEgpAhzckyI1ttwYbBVLVNbzt1hxc11PAlQ5WL5w0056JAYjI6J5X8D8I/78vF3SiEe6hqFZTvzUDvCUKHlebUzuJjZF2OgRiRnICQrH8daun7Q5arsSb/vQ3qL2iiICq2MzfN4Ge4C1CeP/oosy39jhl0RURd9oht5vHxXM/bc/QWWN+lT4eWUuYBKDFD35PyEbEsqdub8gA5Rt6BmUH31sNBiK0KwIRxZ5qNYf/xN9Ix/UhUp13ICYYaa6r/lAajNZlUvJgo2RGBz1tfQ6wyoG9JRPSDVpkJrHuQxiUkfArO1SP3G5ZqPl5jHbC20r1O+l2fJgNVmQbgxpgSFLCvXko5wQ6xanpRBBwMKrFkl5pVyH877C4W2HLSPusm+jB+PvazK2ySsB5IL/kF8cAs0CusOCYpDDdGqbPYyqvXEwWwrgNVWhBBDVJl/k0DaYitU5RI/KZf827l8O7JXoXnEZapMBZZsdX0h1lIGKW+UMVGV8bMjD+L62jNg0odiV86P9u+UWlYnT1m2uwD1eHIu9mw8gcJ8M+q0iEb9c4q339fTsYM5iK0XXq7V7PnrODJT82Ew6lV5a9T27LyyeU0KGp1bC2FRpwckVqsN387bgauHlX694G1BV7+/B52vrYuIGq5/W1wFqM2b6NCntwEzXjXjqkv1qJuow7nt9PjhJwsu7WHAqp8saNxAjz37bGhYX4f0EzZkZgFJCTpIsPninOIxbkcNNSI8HEhPt6FBfT2mvFiE++4wIjoK+HiJBZdeaIDBAOzYbcXVVxpwNNWG3zdYcW4bPd5414xnnjDZPwsN1dmXr84BecCefVYsX1V8HeCLANVsNWNP5h6k5aahYVRD1ImsU6Ia5PPl+5cjPS8dw9oPw76sfVixfwViQ2NxYdKFsMGGupF1va260+YvtBTicPbh0z6XMlXWsZJRkIHU3FQ0r9ncZXnXHl6rtunCOheeNs/hk4crbXtLLYCbADU914Jpa7Ow9VgRLNIDKliPMedHYNcJC04WWDG0c6RH9TDs6+Pof04YLmko91zeTR9sysE3O/Ng0gO3tglHr6alnxdclTU6xIAZ67LwZp+SvzeuSlGRsrpa5s8HCpBVYMXVzdyf08oKUJMteshlu5wJTLChhs6GtUVGdDFJ4yUbVhcY0S3YgmSLnOt1CIcNOXIchxZfizNA9W7fq4y5GaBWhmIpy/A0QO0zIQv5p+4HTEYbzmthwiM3hSA81MetIXy03VxsAAq4CVA/Onw/esdPwv68X9SNT5Pwi7Dl5DdoFdkL36ZOQpihFky6UPSuPRFr0+fhSMEmFFhz0KPWcNQMaoBfTyxAkS1fhbBxQU2x8tgL0MOoWsf8m7UUwYZINAq7AK0jeyu8fEsWlqdNVvPEBDVWoeYnycMQaqih/nZN7WchrT+/TZukWsHmWo6jX9JcO7wEqLIsPUyQIFfmX5YyUZXPeTnS+ubXjHcQrI9AYnAbnF/zXvx8/FXkWTIRZUxCt1r34LMjDyFEH4X6oZ3RNqqvWo/crC05Ohrxwc3RJOxi1Altj78zP8Oh/I0osJxE38RZ+DF9lrpxjTTWRofoW0o4SIufzSe/AGw6XBAzFNuzv0NG0WEUWLLQN3EmVh17AfnWk0gMbotONQaUKMOhvL/UtvyT9TmO5G9WN21XxD6OXzPesi9DC5TdBagd3/wJGfVrIad2NJot+xf7LmqGQ92bqG3UF1lgNRlK7tA2G/Rma4nPdebiH3Cb0WleAJc+uQS/PXgp6v66F5YgI3b1Lr2Vk6zrome+gs5qw8/jeqEo4vSLsSYrtqgAc98lp98wdXxjDQqiQnD4/MYIOZGL+H+T8c+g/1oluzoq9YVmWIOMJf6sN1tg1eugHouf2oYfnu2LyOQMWA165NQ+FeBardDZANupJ/cyb2kW7rrwp1mAv4v02GEuXt+wCDNeyTFhRHgR5mYb0dlkhayiicGKt3ODYNTZ0M5oxcYiPUZFFOG1HBPqGqxIt+oRBBsuDragjsGGIxbghwIj8m3AIaseT0cW/9Asyzeglh7oGmTBB7lGdAmyYmWBAQ+EF2F2tsm+zAGhRSXWt+X/A1KZR8rU9VQYK61N/yoyoFeIucS8m4t0ajsW5JrQw2TGDoseFwRZ8FW+UQ0doC1H5pHJkwB1+a48zFh/EkmRBrzb17ML5tLq/cvtuVh7sABTr6iJr3fkITGyageo8mCh6fLNWD35eq9+XJos34y4rUfwyyj3reacF3zFuMXYeFd3pLfwPnz1qpBOM7sLUK/e8xWmJXZDuJzYAEQbglDTEIICW/E5SMLV2qYwWGxWFNqsCD01n9lmhfwv5NS/U825iDWE2FudOgeo8vd4Y5i9dNkWaRVuRKo5D0mmkiFShqUAITqDfdnSMvxwUTbC9SbUMjqcxyopQNUKdaLwAH45sUD9FuzKWYPdOWtU8Ce/swkhrVWAemXceCxPnaxCxkzzYVxX+wW8d3CACiBPmlPQveYQFbZuzPoICcGtkGvJQJ+Eaarl5M7sVarnSbuovsgxHz9tHud1Sq+PvblrEaKPRpPwC9V1gjatPjZLtRg9lP8Xrqv9PNYen4dsSxqCdRGoHdwKXWoOwvLUZ1FkzUW+NQvNIi61B6jyW7so+R4MrPteib3lp/Q56vdVgtkr4h7HgdzfVRnjg1ogrXAnok1JyLdkonut+yG9aFz9Tcq7MfMjXB73GH458RbqhnTC5pNfnlY+uXaQ6wxxzTQnq7D4opiR+OXEm4g0xiG1YAcujhmFpUcfRuPwHugQ3R/fp01V33FVVkdzbePKClB3/ZmOFfN34vy+9aEzAJtWpeCiAQ3RsF1xOO7L6ZV71mHEW93LtYpFk/9BTJ0whEYasXF5Mm4e3xaJTdwHNH99dwRNu8SUGmpaLTa89sCvGP6G+995Twr93uMbcd3IlqiZ4DoIcRWgtmimw3U9iwPUKy7WIzFBhzqJOkydbca4UUa8/LoZQ+8yIjICmPRC8W/ehMeMSD5qQ3iYDrPn/RegSuh6/dUG9XKqj5eYcedtRsjlyC9/WNG1k159X0JXaYH63kdm3NLXiLAw4I13zLhn0H+fxcbAvvw9+204t40Oa9ZZsXqtbwLUXRm78PjPjyOnKAfxYfEqwGwf2x6Tuk1CeFC4aj3YZ2kfdIzvqILVK+tfiSHfD0Gfxn2QEJ4A+X6BpQATu030pLrKnOeftH/w8JqHYdKXDN6X9lkKk6FyWiuu2LcC8/6Zh8V9Frssy4t/vAiLzYLHujx22jzP//Z8pW1vqQVwE6AO/SodLWNNeOi8SOj1OvyTUohjuRYcybYiK9+KC+sHo8gKdEgwqdA5u8CKzWmFOFloQ6MaJjSpVfwbvPt4EeLDDTDqgeSTFnV9ti/DguYxRhzNtmBHuhkxYXq0iTed1sr06g9SMefqmkjNsWLuH9kur+tclTUp0qgC1KcvisKBLCs6J5oQYtJ7XdZ6UXqk5Fhh1OuwN8OMTolBqlXuPylFaJ8QhBohxdfmu44X4WCmBSaDDp1kXUYdXlyfhawCG/q1DkODGkaEGXXYcLQQ+WYbWseZEBv2332RJ2OgynEik2PQL9cUMkkrXflvFaGe+m+t5S4D1AqfNrxeAANUr8k8+4I3AeoN3YNweQcTDqRa8cIneWjf2Ihn7vzv4t2zNXIuCpRTwIMWqNJlTm4Y9DojOkT1x99Zn6Fd1I34O+tTXBr7sAoou9YcjFXHZuDmpFdVcCktUKWFZqFVWmckYUfO97g8dix+z/ifahmzL3c9NmUtRacatyMh+Bz7zaz8gMi8KQXbsD/vVwyq+z4+TX5QLfffrC9V4Hoo70/VErZu6LkorQWqtJwJ0ochvXAfrol/Fl+lPK5aqTov54+M99EvcS7Si/aqFqgNQrtCPmscfgH+yVqi/rYkZQxuTHgFRoeLMbl5TCvYgaSQdtiRs1LdOC1LeRrXJ05XrViOFmzGobyN6FrzLvVvWaajg2yv3FC2jOiJGqZ6qtVKm8g+qB/aBccL9+Fo4VZ0qTEQXxwdi17xE1VYq5VBtve6hGn45MgwtI3sAxnCoF3UDfgt4137MrQWQJ4EqAcuaIpjrRJRb91u1Nh3DDt6t0Wrzzcg9ESeCiz/GdhV/Xebhb+pHcxQZMGey1viQI9mOOfjP1Bzdyr0FhuOtK+Lnde1L7ETSuvNQ+c3RtzmZBzp1AAp7erAEnz6BWzCxgOI33RYre9kUg0cuKg5au45hpaL/wR0eugLCmHKL77JKIwMwZ/3X1SidVyPKd9g2w3nntY6tOtLK1X582Ii0OzLv5GTEI3kLg1x2eOLkV8rHMGZeUhrUwf/3toFjVdsRtKGg9AXFEESy39u74qMRrEqBJYAtfH3W2EOMeHAhU0hoVbd3/epkDm5Y33su7yVS4uyAtT1hXpsLNSri6GGBitSrHrU1ltV133pJi+3Ou1MVjXGWX29FW/kmtSYSOeZrEi26nDSChVI3hZahK/yTerJtYSZCQao4PSF7CA0Nlhx2KrHlUFmdAyyqu/MyAn6P/bOO0Cq6nz/z/TtvdB7792KolgQxSiW2KJoFI0lib37VaNEY41KYiyJNWpsCCISgyIISBEpSm/LwsIu29k+7fc7Z5hldtnde4edu3P2+tx/Enbeec+5n/d6d/Yz7zkXHax+uUT/jvg6vFzllFJzca0V691WbPfZcE98bYPxggJVCNtxDq+c26tVDpzs9KKPzYv/1dnr57bTGziPfT6rnNvfK52Isfgx0eWtl7UijxhTXlP9h2LvrU/i1DwrxsZZ8VZyEZLn3tPgWrplXjFO7OrCaz9W4vVz09AtOfAB/i9LytAlyY4lu2vQL8OBK4bGIz3Oho83VKHKLT70u+UHz2tGxsulXqEC9ZONVeiaZMPYzi58s7MGn26qQkWdH71S7bhhTIL88Cvy1Hn9WF/gRq3XL/OPPNQBK/5AmLWpSn7QHpzlwPWjElDt8cuuikU5NTipewym9ItFnNOKBTtq8NnmKnh8wPBsB64P6fBoqQNVXGviyw1xDYZzmFWg/rXziUg8dC9OsDqwo64c9+z7XspUcYyOy8SVKf0xLfdrfNbjLDisNrxUuB4JVjsmJXbH4wWrYIMVB7zVuD9rNAbFpCEoUHfXHcRD+1fAabWhzufF/2WPQU9XMk7fMRtZ9lgpYZNtLszsfBLEn0UitsQrnsrtxgXJvTAxoQuu3fMNOtrjZf7zk3riwpQ+gbIZKFA/yrsJHWOGwuf3yGXuEzPvlqJvUMJZWFb6quwuzalegVPSb8fi4hel1DtQuw3ryj859LvXJr8QFb8fp3b8Kz7Z9wec3/E51Hor8b/CP6N33EmyS7VhzO8bjNk5ZgTE8vUBCWegW+y4Bn8Abq9cjJ1V30Gs9DghLfCFofhiVHSKfrLvFpyd/Tjm5N+Dizu9jG0V36LSV1gvUCs9RfLL0gs6vlB/+dd5qzC34H45R/G7uNydB5c1sX6O4kvfX3f+h5Sq+2s3yM7X4PwbvyaEc1MCNXR+F3aaKb98FZ2lwc8SYjKi23Z9+Szsr92I3OqVuKrrB5i1/7b6L3SD72lprkHmYn7iaEmg/uPmFTjnlv6y81Qc4rOS1+1H/q4KLH5/F2oq3BhzdhcMOTkbq+buwa51JSjMrYIzzob+x2Zi/df7kZDuwnm3D5JdnW/c+QNccXaUHajBcVO7YeQZnfD9p7uR2T0evUelY9OyA6goqZO/f759dyfSOsVi2Kkd5PhLPspBaX41Bp2Y7bT20gAAIABJREFUJYWuGK84rxr5Oysw4PhMjD3ncCehEKgnXtQdXQYmY+G7O+Bw2dBndLpmjn3bDmLCFb2wZfkB7FgjziXQBTvp+n5ISHXir1cvQYdeiSjZX40xZ3fGuCldUVXuxuL3d2Lv5nJ06J2I067pg3UL9jWYm+hsravxSnE08eo+6Dk8FUGB6vf58fmLm1FX7YEz1o4rHh8h48TR0hJ+IUTr6oDUFAuefCHQOdpYoBaX+pGVYZFis6zcj66drXLJ/XN/PyxQX33LI5fa33mzHbO/9OKqS+zw+YHvvvdi7EgrKiqBDVt8GNzfirfe9+DX59sRFwvZgSoF6qGf7d7rq89fftAPp9OCmho//vXvwJdNkexA9fq8uGzeZeid3BuPHv8o7Fa77EK9/n/X44ROJ+D2Mbfju73f4ZHvH8Erp72CGFsMPtn2CdYWrsV9Y++THahun1tez2mxaYHPed46bCnZIgVkv5R+iHUExHZJTYn8uej8TI1p+ouDoED96oKvGvzKFPPcU7EH3ZMC23mJ7vPcg7nolthNjr374G50S+omJXCVuwqJzkSITtMUVwp+LvpZnl9wftXuapTUlqBTQmBFUmlNKbaWbkWMPQZ9U/rK/w0K1GuGXIMdpTswLHOY/HnwPILnW1wd2MzWB98RceLnlXWV+KnoJ8TaY9EhroNkIeYmjryKPHkOaTFpcn7WQ1/8owWBuv+gB1d9VoTPL82sX7ofBCW6Qt9aW4GhWU4pBnum2HDv+GT5eebLbTXokGDFwl21uH50As7sE4tbvyzGJUPiILpBb5tfgninFckuC64YGofnV1TglB4ubCl049z+cTI+9Pjz4jLsq/CKnZ9wSo8Y9E+3o0eKXeYIHi3NdVOhG7fMK0H3ZBsy46yye/bDizLCnusNo+Nx79fl6JliR6LLgp0lHsQ6LOiXZsfSPbX44MJMKVHv+qoEWfFWlNb4sbnIg/empmH65yXyM9+QTIfsohVdvWmxFqTFWrGp0IN//urwl/16BGoDQGH8gwI1DFgRCqVAjRDIxmnCEajXnBmD844PfPh/86tafPxdLWY/koS7X6vETzkeuD0WpCRYcM2ZLkwaE4h74gO54xx25XuxY58PndItePTKOHTLCnwIW7HZjRdm1aCwzIdRfey4ZIILw3rZsXWvB4+8U43bLojFOwtqUHzQjzfu0P4m2CBMTKsCAQ2BGuy8EFN9f+91OD3jfqw/+KkUqKILckLGHyG6PkckXYzlJa/jnA4z6gXq7ppV6BwzDMn2LlK+ij/wgu8RHx6EYN1c8V/ZtXJc2rWShlgqt7/2J4xLvRpf7H9Ais+gJBV/eIkPPfm1GzEk6VxkOHs1KVDHJF8ulzWKzg+x1G9FyRtN5hGdJkLMBpfwCyEqulKF2BSH2G9t1r7bGmwRIH7+ef59svNWiFrRdXpO1hNYWPQszu/4rHzfxoNfys7Y0SmXyX9/V/z3BhwSbFnYVbVU/gE7NuVKpDt7yz3r1pR9hHEp0+TWA6NSLpHjiO7SL/IDHMQhWEzOfkx2Fo1Pv1n+LN6WDq/fU5/jwo4z5fJCPQK1pEcGqjLi0W/uT9g6eQgS9pXJbs79I7uhy7IdsPj9KOmZgf5z1mL5LafCWVGLcTMXyk7RiffPwuK7J6E2NQ6u0irUpjT84qf/7LXI/nE3qjITsObqE3Dik/Ox8OEpR1z1o1/+Frsm9JPdoAM/Xi2XzKduK8DgD1dh1e8moCY5Fr2/2thsB2rW+j0Y9OEP8v2l3dOl4K3olILjnp6PNdOOR3VGIvp/tgYV2UmyS1UI1MUPnA2vyw4heX+YfhI6L98Jq8+PLecMQ8cfcqT0XXflcfUCtfeXP0mBKjp0j3vmv1hxy0S5BOu4Z77CYsHi/+Y0yUKrA7Xx3qXi32IfU/Ggpsabyrv9gA1+KQQX1VpR5Lci6ZCYFFCD7w0ClntGiSVBTSzxFIK18cOlNrot2OqxSil7eZwHoeNp3aoaxzaeS1PnE8ypJVDFEq5LPi7Cpxdn4Ikl5eicaMPvxgZ+b015rwDDs51yCZWQmeL4y+mpeODrUuSWe3HNiHiID9qfbKrCl5dn4fMt1fUdqP/3TSmGZTtxwaA4rNxbK7sOhDQVf0QI0fnYqSkyz/YSD64bFY+iKh/e+6kKn/w6E26vH+e8V4ArhiVIITpnczVuPTYRdy8olR+mT+4Rg3/+WCHziz8ipn1WjMdPTUas3YL/7ajBrccd3oriaAVqr682oNvirXLrC6/dKr8c2HzucPlUESFQO63KwcGOyUjbmg+fy4ENF45CwZDAssrYwoMY8sEqJO4pQVV2EsQXKeL94gjtQM3ckIf+s9fBWVYlr/99Y7pj69nDtC6Ho3pdTweqEJn2Q/uVnpXYDX1dyXi+cB1e63IKxJ9iv9r5Beb2PBu35S3BOUk9MCGhE87bNQ9vdp2ID8u2y+7VU+I74/uqfGypLcW92aPrBaoQraLDdGpyL8wq3YFd7oP4Y+Zw+fqsnpNlR+stexfhqtTAXtn/Kd2GP2QMw0GfGw/mr8BDWWPwaMEqvNplAlJsLojO1YRDYtdIgfrZvjtxasadsFmcsEr5WykF6pDEKfKLypHJl8j5it8JQo4Kgbq3ei02VnyBjq5h9XJR/G45t8PT+Cz/dpyb/RfU+arwTdHT6Bl7whExc/PvazCm2CNdyErxpWiHmIEhArRYSsfzOz4vf9+J39miw1UISrE6o7Fk3FqxUHaVDk8+vIT/rdzLcGHHvyHOniJ/z1V4DmDBgSfk78StFd+g0lsIhyWufo7Bzyx7a9Zgd9UPcqVKUKA2fk1I4RUlb+KMrPuwtPhV+SWm+FwQOj/BS7xv8qEvY4WcFcfmg/+Tn2FOSr8Fn+2/E+dkz5AdqEK4ikOeW4dn8Pn+e5qda5B58Ava5gSqx+3DC1cvxW3vHLkc+M27V0upmJwdI6Xo1U+PxrJPdkO859SresuuVdGxOemGfvj2nZ1I7RgQoUJA/vbZsbDaLPjXHavwu5ePxTdv70DnvkkYND4LP36Vh/IDtTj5sp4I7UB97+G1OPP6fkjJjsFb96zGxfcPxYo5e1C8rxoTp/WWUjYm/vDKDiFQB5+UhcQ0F+a/shVnTu8r56eV4z+PrZddoWv/t0/Of8JvemHRv3fC7rTi+Au6y/lf/dRoxCU78ervV+J3Lx+DpR/lIDkzBkNP6YCvXt+KbkNSsW9reYO5+cQqGj+wdUUhNi45gMseGV4vUNd9vR9ejw+nXtkbB3ZXIr1LnC6BKuotRKZYKt/SEbpHqVi0I5ZPt/QAKBEv9jYNxsS4Du+HqnWTDc0fOq54XyQF6pqCNbhz8Z149uRnMTRjaP20/r7275i1bRbmXzAfl35xKQqrC6UsHZQ2CMv2LYMQmkJIXj3oamwo3iA7Mu8eezd2le3CH7/9o5Soya5kCMH4xflfYNHeRXhixROyg3V/5X6c3OVkGd/4aE6gCqkrRO+cX82RIlNIz4vmXoRPzgl0kU79fCpGZo3EjwU/ynneMPQGzFgxA06bE3GOOBTXFOP20bdjUo9JUgi/uOZFfHD2B1i+bzkeWvoQuiZ2RVldmTwv0ZkqBOrivMUQsjXJlYTy2nK8evqrUtI+v/r5+vNtKW576Xbc8s0tcn5CGIttA6YNmobLB16O19a/hg+3fIieyT2l/BWy+v5j7g/gaEGgrtlfJ0XfexdkHMFOfPYprvLilmOSID53TfusCHMuDWztsvGAG5uL3FiaW4sEpwUPnZzSQKD+38IyvPmrNNkFKrZbEsvbHxifhE5J4m+/wOfW0EMI1KJqH3aUePDKlDTcOr8Ej0xIRq/Uw00WLc1VfK7783fl9Z2rF31YiOfPTEHnJHtYc22c58x38vHe1Aykxdnk579Te7pwas9YubXByrw62Vn75toKvH1+Br7eWSPP4aaxiVLCT3q3APeemIxjOzvhtFsanDMFqtYdq329ToFqUL2OVqD+6d0qbNztxb/vTcTbC2rRt5MV6UkWLFzrxoeL3fjP/QlISbDippcqpDy9YmIMkuOAN76qk7GPXx2P3QVeXPtcJX59shPjhzgwf1UdvvrRjc8eTsT6XV7c8UoVYpzAGaMciHFacO1Z4e9dYhA2po0GAQ2B+s6eK5Hq6A6PvxqZzn4YmDCpvgM1VKAem/pbKVDF8vdSzx7ZlZloy5bL4uxWl5SNo5IvrReo4g+fLZVfwwobesWfWP+ABvEAqgUHnkSSoyMK67bJDtRP990qu02CAlWIze+KZ0qJ2dQSfvEHltjTTHy1eWbWQ4f+gHvuiDzinMQ+ZWLpY6eY4XIJ/1cHZsj3im4a0XEyJ/9uOXbwENsIzCv4v/qfLS95A2mOHnL5otgLrc5bKQXn7Pw7pTgW2wOI/dxCOYjtCOTyQ0+xlKCLi15CoiNbnssZmQ/gvwcegw1OJDk6yI6d4PmLOQT///KSf8k/JAOi9nKsLHmrPofYckF0uOoRqFa3Dwc7p6Cwf7ZcsiuEoDvWDo+4SYhv1ntloKxLKnp8sxk/Xjce4kkJpzw0W3bE9ViwET2+3QJPnAsbzxuBopD9FhP2l2HEG8uw5M4zMPzNZbD6fLDVuLHy5sA+csFDCNmTHpuLwn7ZYo0KMjbtx9LbToOrvObwmABaWsIvclm8PsQfOIjMDfvQ4+tNWPjIuTj2ua+aFKjBrlLxvhFvLMX+EV0h9oysS3DJ7te4gnKMfvU7LL5/8hECtaJDMoa+v1JufRA8Np4/Eh1X5zTJQkugHu1/8uIhU+KPwOB+p0ebJ/R9QnJW+C1IaeMdZLQE6rvrKrA2340nTkvB0tw6PL2sXMpU0bkrBOrMyYGO1NwyD66dU4R5l2XhoYVlGNPJifMGBKS+iHvmjFRsLnQ3KVBLq734z4YqbCv2SPEqRKfoHhAfoEPznP52Af5zYbqczzvrKhvsvyVyXPRRES4aFCuXWeWUeeWytqdPT8GvPy7C1IGxOKazCyOyHfV/lIu5Ha1AFYLUZ7OgKjMRcQUHMeQ/q7D+0nHIH95FCtSe32zGnmN6yv2Nuy/agrgDB+VWAGKrCdG1Xd41FTtPHYiE/HIM/PRHLL39dJkrKFBlB/ZDs7FnXA/sPaYXEvLL5H+f6y87JhKX2xE59AjUD7qfgcSglPz/f/Suqy7Ea8Ub8ULn8TKfWOY/u+dkrKjKx7slW3Bpaj98Xr4LT3Q8DtfmfoM0uwtJ1sC9rbszEb9J7V8vUMXrt2YMw+DYdGyqKcETBavxRreJ9a+L9zxTsAadHHEo89ZJCdvHFegGFMfdmSPxUtFP+LpiD5JsTjyYNQYDgl1SEe9AzcXy0n9hUtZDEA9Y2lDxhZyD+DJtRPJFUqCekXm//HJT/OEqtogRklXIzAxnHxS7d8nVDQW1m+RDpIRIDMq8nOplcrWH2KNkVNKlOOjNPyJmb82PDcYUv2/K3fulvBW/j8TqEHGILzw/2nej7AItqtshZWOoQBXds0I4flP4DMS2BNW+Mil+QwVqTtVyLC15VX6hWeoWny1+j5yqlSiq2y5XeJyWeY9crRI8j6AkFdvd5Fb/gGRHx2ZfE9v0iC5QsU2P6N4V2wGECtTg/BrPU5zbuJSrsbjkJSlo99Wslx2oy0pelb+Xx6VehYWFz8pzW1b8erNz1StQxR/nz1+1BDe9chycMYeXhbprvXj5xuX1y+s/ffpnKQ/3bCyTonT4xI5SVgrpKLpCf5i3F9UH3VJAhi6BFx2YZ17XF+sW7m9RoIrxXrpumez8FIcQe6dc2Qublx2oH6/xf9hCoAqZK5bx9zsmA90GJevKEewKFQI1eC45P5XKLtmL7hvaYP5/u+F7XPv8WPz7oTWwOaywO6xyboPHZ8kO1eD7ayo8eP/RtYhNdCA2yYHS/TW48s8j6wWq1+3DrGc2wFPnw+CTsjH+ksCXSuJoqQPVkBuigUkjKVBnb5+NmWtmYt758w53QIp786Gl9O9Pfh87y3bisRWPYda5s+RZ/WPdP7Cvcl/9kv1QoSiEoei2fPz4x+WSeyE0B6YOxK9m/woPHvug3FNUdGWeN+c8fHj2h0iJSWlAKjhuYFfJwHH14KsxsdtETYF6xYArcGHfC6U0XZq3FE+uehL/POOfcpuBdze+i+/3f48XT3mxgUB9YMkDsus2uP1AsENWiNHtZdvxzEnPyK7RWxfeihGZI3DV4KuOEKjNxd204CbZbfrYCY/JMW7/9na5DYIQqFNmTcH0odMxpfcUKW3FnrK9UwJbcLUkUPPKPbh6dhHmXZ51hNQUAjW4B2qN24dffXAA86/Ill8Gf7OrBmf3jcXeci8O1vnw8ISGAjV0P1KR4++rDmLpHrG/tAV/OS0FPVMPf6kilv7f+VWp/DJabKX0xtpKuH1+vD81XQrY4NHSXIX4DB3zqllFePCkJCzKqQ1rro3ziK0F3r8wA0kuK4TkFV+Cn9BNfAlehPFdXRiY6ZDn9o+z07Bod229QBVzFiuh3lxbhZwyN6b0i8PN4w43qFGgGnhDi0JqClSDoIcjUAd2taF/Fxs27PZi3U4v7ro4BqeNdMonOm7Y7cGmXC8Ky/z4ZEkdnpkeh6E97VKgjuhlx3WTA/Jz3so6vDS7Gp8/moS/zanB12vc9dsAiE4aIU3/+rt42TUj/v8nDyUggfusGlT9dpZWQ6CGezbigRFOa8OlGk39TOQVe6pK0Xdo+VpwLPFwCiFHWnrSbuCBD9Yj3huJ+Qbm5Qz7ycziPO0WV/37xFJDp+1wV2Yoh9DXxB9HbsEtJFYwsB/6Q7+5cxL7w4lDdK80lUOPQA0u4Q+O0ffzdVKi7D0m8HAWV0kV4ooqDstMvx+nPPiZFJTO8hrZfZq9ZreUNd/fenr9VEUn65i/L8S3DwceznLin+fJTtQfrj2xfn9R8fPuCzcjKbcEOYceHtX1u62oS4iRD7+pl7YibtFWiIdFbT9z8BE4RPdo3pjucj9SsSx//J/n4ZtHpmDkP5di21mDUdojA8Pe/h5FfbNkB2pQoIo9UE+aMQ8/XHcistfuqReo3b7bBtF5JzpTg7H1HajH9sJxzy/A0jtOh89ug6u8GnUxDjgr65pkYZRADfc6VzleS6Be/kmh3CfLKjadlVLGgqdOT8GIDs4GAlU8QfbyT4sx55IMPLa4vIH4nPrBAdx1QhIOVHqbFKhijEEZDpzbPxa55R58tKG6SYEquhP+PTVDdrtuLfbIvVSDx/ZiD8RWA3ccf/hDc5zDimO7uGRHhHiP6GCId1rw1nnp9cucj1aginHFQ+CSdxXKB0Z1XbJNfgGw/YxBUqCG7oEqOsTHP/Ellt16GmKL/v/nh7e+x4/TjocnNtDtMfS9ldg7tjt2ThxYL1DLuqZhwqOfI+eE3thx2kB4Y4/+4V16rr9ICdQ5PSdLgT01Z75c7i+6RMfEZeGfxRvlvy86tKx+b10FOjsT6gXp3wt/QpLVgcvT+uODkq0o9Nbgpoyh9a+LZf1X7/kat6QPRZzVgXdKNss9WcXvKpFL7JMq9kONtznkWHnuSjyQPSZw6hEWqE3xbPz7JhgT+vtMyMXzOjyr+ftNdHoGfr+2/G1K6Jji/4uHJzV+UIv43STEqnhoVUtHc/MPvkd8eem0JtTPSZyX/KI0AofW2KFDhH5uEZ9DxFL+0Hk09XlH71xbWsL/n8fXy71Dg1KvIKdCLof/cMZ62UUZn+LE67euwiUPD8eqz/c0KVBXf5knBapYsh8UqGI5+8zpyzD9xXFY8999cMXbMWZyZylexWuNO1CF2Jx612C5jF68Lg7R+RmUlI3LEbqEP/ianhxNCdTv/rMLlaV1OP23fZsUqIvf2ym3ChBbFojrTizpXznnMAuxj6w4xwvvHYL8HRWY/+rWBgLVZrcgKSMGFaV1srv21w8Ok+JXHBSogerNyHZh2hYHsD7w73k75+HZ1c/ii/O+aLDHqOjMfGDpA/jonI+wtWSrboF65sdnys7SU7sd/rJddGLesOAG2RkaPERH671j720QJ14LCtS3J71dH5vgENvrVGsK1FAh+23ut/jbur/JLlN5jectxdOrnpbdpaEdqGI/1Kd+eEouoR+TPQYX9L1Ados23gP1hR9fkF2oDxz7wBECNXSv1NA4weLecfdiQtfAQ3tDBarYR/Xr3K8xOms0xnUYhym9phzm30IHqvjv4spZRTihq0suxRf36x0lbuw76MWussMPkQoVqNPnFGPaiHgc39UF8YW2+OzTkkAVy+C7JFnlFgF//q4MaTHWBtsWiaX5v5lVjA8vTEdKrA2PLSqTna2vTUmTHavBo6W5iq2amhKof1lyMKy56hGoYq/8vy4/KLtdxX6wl35SKAXqmvw6+WW66Dr1+vzYVepB7zSH3E/20o+L8MVlGfXbJFCgRuAXtUIpKFANKkY4AjUhxoKumVZ0TLPgtFFODOlhR0W1D7fMrMS+Yp/cE7VjmhVfrHTjqevi5L8bC9Qte7y4eWYl3r4rAc9/Wo0ft3nQQTwpJOS4dlIMkuItUqDOn5EYsacRGoSQaduKQIQFaltNm+NoEzgagRpTUolBH6+GvbIOMaVVyD2xj1wWLzpNf/ztibLlRAjURQ+cLYVMdWocrG4Pdp0yQO5zGnoMfn8F0jfnwx3vxL6R3ZCYXw7R8br2ymPlMmNxiCX0P188BmXdA3sFSfH6j0VYe8Uxh8c8tOR47MuL4I6xY/V1J6E2+bCkH/fXBbL7VPxMCNRtk4ci9/je6LAmF/0+WyMfcCW67rZPGiLFsOiwq06LkwJ436hu2DR1FPp8sR5dvt8hhZK91ouV15+Eyo7JhwXq/J/hcdmRM6G/XDbdcfVu+UAtR0UNlv1xIk54bkGTLChQta/TlgSq6FS48YviBvt1iX1Pxb6kD5yUIgXqc2emyv2rXltdITsC3p2aITtHxYMLxL5Uy/fU4IFvyvHBBelSngYfIhVcwn/+gFic9e8CvHRWGvqmO/D2WtFtUduiQN1S5MbD35bhX+emyw/84iEMA9Idcm+xO49PwqiOTri9Pqzd70aXZDsq6/zywQuVdT6c90Eh3j4vDR0SA38oHK1AHfL+SnmNl3VNRWVmIrJ+2iuve3GdN7UHqti6YtP5I2Gv9aDf3PWoSm/4QKSCwZ3kfzuhS/h7Ltgot88Qh4jfPGV4g05z7erqj9AjUEU226F7xwXJvTEqNgP/LN6E5w896Vh0oAqBarNY8XrRBswtz8HHPSbJzzuFnmo8fWANir21KHRX46SETvVL9Of3PlcKz8fyV8l9TZOtTik/uzgT6vdAFe85Lr4DHu4wTsqZZw6swabaUlT7PbDDitsyh+OB/cvlNgC1Pi/uyBqBITGH9kBrA4Gqh7To/uyfEP6DxfTkZkzrCbQkUA8W1WLWsxukABX7coouyQvvGyL3OV3ynxyxXTh6jUyT+4aKp8qndYqTS/WFCBWiVewTGipQRUer2NdU7IEq9g8VUvVAbiU+/vNPMl50jYr9TIVA/fIfW5C3tRxDJ3RAWuc4LJ+VK5e6izkJybj+m/314zWmIATqCRd1R9eBh7u1t/9YrJkjVKD+vKgArjgbvB4/Ln14GBJSXU0KVCFXv3p9m2RTfqBGymaxFD/IorbagzfuXA1HjBU+j1/ucxragbphcQF+Xpwv8ztjrJh69xDdS/hbX/22yxDJDtSNRRvx+4W/x5+O/xOO7Xj4oV5CNgrBJ5bfr9q/SrdAnfzpZNw84mZM7jm5HojoYBUPnXpn0juyOzR4CDHa+MFQWkv4Z587W3aENrWEvyWBuixvGZ5a9dQRAlXMRczv+33f46vdX8ml/p9O+RTP/vBsg4dIvbTmJTmmlkANjbt83uX4zcDfyG0DxBEqUMW/V+evxqr8Vfhi1xcYljFM7kErD42HSInVOo98W4b8SvHlj0V2f959QjJyyjxNdqCKh3gKgSj2JxVbAg/MsEuBevt/S/DrwXGyWzNUZr7/k9hLtRIdEgLd8o+dktxAjIqfzVxxEHO3VsuHTIkHLomHN4mHSf3trNQGsc3NNSOu4ZjBDlTxRXY4c9USqOJBUmf0isFv5xRLNjarBeW1XvnZTzxI6vq5JXDagOtHxePZ5RWId4il+8D4bjGYPvrwl4YUqG13f2uLkShQDaIcjkAN3QM1OJ2vVtfhqQ9r8OEDCUg+tEbzjHvLmxWony2rxczZtfj80US8+FkNcgq8eOHGI7/tX7fTQ4FqUM3bbVoK1HZbOq2JawnUlt5vq3XDb7XC5zi8XLCpeEdlLdxxznoh2jhGLNv32a1SYrb6ENsA1Hqa7ISzerywV9XJLlIEN9IXskWch3hipfPwt9qiq1TsxSr2PPUe+rkQqOK9eWN6wCPOR8fhqKoLnPuhoykWFKjaIFsSqDNXHkRJtVfK0uCxPr8Od3xVIqXq1P8Uyn3kvH4/Yh1WPDExRT5dVgjUlXm1UraJp8mK/UnFPqmfb6nCkt21+PP/7xx9eGGpfFiC2AP19dUH5RJ+EZ8aa4XLFljC/9A3pVKGBrcCCHagBrofyjB/e63sKBXHe1PT8VOBG2+sqUBBlV9+yJ7QPQYXDorDH74skR+2xYfvk7u7GiztOhqBKjqfx8+YhzVXHScfAicO8UVCUf/sJgVqbHElTvhLYE9g8d/k4A9Wym04RNd24yNUoIrXbHUeJO0uRq+vN8n/FdsA+A89WEW7uvojtASq/kwtR1b7RHclZMdoU0eDvUsB2YE6t9c5cPt9ch/U0EPs7Vbpc9dvKyD+Xe6tQ4rd1TC1IgI1UgyZxxgCLQnU4IhiGb271icfBBU8fD6/lIahy/tbmmHwKfY3zBwnw8Sy9/pcXj/EGGIv09BDyEchVoMPVRLL4V3xtlY1Y+jJIWSw6G4dcFzmEXNq7hzFXMUyfpt4PHijQ3z5IUSrkKRNHcGu2sYs2YEaoNW4A1X8TMhNn88QulQDAAAgAElEQVSHJ8c/ifTYdNkFes939+DSAZdKARiOQL1r0V0orSvFn477k8z1xc4vpEC8eO7FOK3babhx+I3yCyyxj2r3xO7omtS1QRmbE6hifud8dg4eOvYh2bUpHmT12k+vNdgD9WgE6twdczE2eyyy4rOwvnA9bvv2Nnwy5RO8su6VVgtUsTWC2Dbgd8N+Jx+gNXPtTFw+4HK5hP+9Te/hvN7nSRn8xs9vYEHuAtR33WoI1CAw8bT4qjqf3O9T66h2++Te8IkufXs8iRWv4gFLQq42d4guV7EVlXjQptZh5Fy1xg6+LjpLxQOiGu/nWl7rqz9PsZWTYCQ+64UeFKh6KbePOApUg+rUWoG6dIMbD79djRdujEOHVCvmrnDLB0yFdqBmJFlxx4Wx2JbnxTMfVyMrxYJnr0/Aqi1u3Pevatx0rgtnj3OirNKP+T/UYWw/O6rrAsv52YFqUOHbY1oK1PZYNV1zbo1A1TVAOw0aO/MbrLzplAaz77J0uxSnYj/USB4UqNo0tZbwt5RBdKC+OClVPiVVLAULHkKgjurowGm9YmVHQOMPs03lFN0F4tD7B4KIFX8kVNT5kBoytvi5WOYl/nYP7ucl/uArrhZxR3741iNQG1+vohN7/JPz5UPP8kZ3Q/qWAoiO75yT+9ULVLEv7/LfT5Sd0v3mrJX7ly66fzKsXp/cA7VgaBdsPD+wV2XG5nz5c9FFHhSoVRkJ6LpsB3ad1Fd+udBz4Rb0/GoDFv7pV3L7ikgfbSVQw533Nblf459dG+7dHG6OtljCH/ac+AblCOgRqJGYtBCuYq/PqXceuSVOJPJHMofYAzUh3YXeIw/vOx7J/HpzUaAGSDUlUIuqi/DY8sfk0+LF3qPiifJT+0yVe3TarDbZKfno8kfr90B9Zf0r8gnywX1DQ/dALagswH1L7kPOwZzA76bYDLx71rvYVLwJj3z/iOzwFEeMLQYvnPKCfIhS6NGcQBUx72x8B29ueFOG903pi62lW2W3qDjOn3O+3G5APLhKHIv2LMLf1/0d701+T/67uQ7U5354TnaAOqwO2R0r91HtdyGeW/2c3Jv0jjF3yPeLztKy2jL5oKfQ820pTsQLUfrfnP/K88yrzJNcL+p3Ea768ir5bzGu2DLgztF3YkRW4Pe5Vgeq3muecZEjQIEaOZYqZKJANagKrRWo4sPN7a9U4eecwP5CA7pasSnXh6enx2HYoT1Qt+d55V5w4uieZcWMq+OQeejpHx8trsVr82rqX0+MBZ6ZHo/yKj/ueJUC1aCyt8+0FKjts246Zk2BqgOSwSEUqNqAWytQgw+RCh2pceeo9iyiF6ElUAfMWXfE5FZfczzSth1Aj0Vb5WtCcApRmntcL7lPsFjCL/YXtga2jYXPAqy76ni5t7A40rYWYMi/l8NZHdhHWby+8aLR2DcqIFBF/srMJBzzwoL6mJrkGGydPEw+pMqIQ1WBGpFzZQdqRDCaPUlbCVSzczTi/ChQA1SbEqhB3jWeGpTWliIrNqvBA6WOph7iQVFib1DxBPvQ42DdQfnzFFfDh0fpHaPaXQ2P3yMfzhSpw+11y/POjMuMVEqZR/AUUlbsRS3mLbpwHzzmQYzrGOgcF4zcPvcRD9KiQI1oGSKSjAI1IhiVSUKBalAp9ApUreELy8SDM4C0pIbt7cE9UC8/1QmPF0hq4lHMouNFPHzK6UD9NgBa4/H1XyABClTTFp0CNfqlpUDVrkFrBGqdxw+xy0TjB9d4vH65za6ezlPtGRob0ZJA1RpZPFhNbCVRnd70A3rEcn2x3F+83tRyfbHthBCvtUkxzW7DIWIsXh/qkho+HFBrbuG+ToEKzCr14MY9NQ3QXZrqwPRcB9a/FvhCnYd5CVCgqltbCtRAbVoSqOpWr33OTDyg6pkfnpHbAwhxLB5Sdf+4+7W3zdC5hL99Ummfs6ZAbZ91a27WFKgG1TNSArW56TV+iJRBp8G0vwQCFKimrTIFavRLS4GqXYPWCFTt7OpHtEagqn92+mdIgUqBqv9qMWckBaq6daVApUBt66vT4/PIB1RVuCswMG0gYuwx+qZAgaqPUxtGUaC2Iew2GIoC1SDIRgvU735yIyPZggFdm34IgkGnxbRmJECBasaqynOiQI1+aSlQtWtAgfomBm6uQZUP2DIoDh3Xvo4Kn0cbnMkiKFApUE12SYd9OhSoYSNrszdQoFKgttnF1tqBKFBbSzDi76dAjTjSqCakQDUIv9EC1aBpM+0vkQAFqmmrToEa/dJSoGrXgAKVAlVcJRSoFKjadwtzR1CgqltfClQKVHWvzkYzo0BVrlQUqMqVpFUTokBtFb7m30yBahBYpo08AQrUyDNVJCMFavQLQYGqXQMKVApUCtTAfyfcA1X7fmHmCApUdatLgUqBqu7VSYGqem0oUFWvUHjzo0ANj5fuaApU3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjKVB1o2JgtAlQoEa7AoaNT4FqGFrdiSlQtVFRoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdTYGqGxUDo02AAjXaFTBsfApUw9DqTkyBqo2KApUClQKVAlX7TmH+CApUdWtMgUqBqu7VSYGqem0oUFWvUHjzo0ANj5fuaApU3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjKVB1o2JgtAlQoEa7AoaNT4FqGFrdiSlQtVFRoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdTYGqGxUDo02AAjXaFTBsfApUw9DqTkyBqo2KApUClQKVAlX7TmH+CApUdWtMgUqBqu7VSYGqem0oUFWvUHjzo0ANj5fuaApU3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjKVB1o2JgtAlQoEa7AoaNT4FqGFrdiSlQtVFRoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdTYGqGxUDo02AAjXaFTBsfApUw9DqTkyBqo2KApUClQKVAlX7TmH+CApUdWtMgUqBqu7VSYGqem0oUFWvUHjzo0ANj5fuaApU3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjKVB1o2JgtAlQoEa7AoaNT4FqGFrdiSlQtVFRoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdTYGqGxUDo02AAjXaFTBsfApUw9DqTkyBqo2KApUClQKVAlX7TmH+CApUdWtMgUqBqu7VSYGqem0oUFWvUHjzo0ANj5fuaApU3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjKVB1o2JgtAlQoEa7AoaNT4FqGFrdiSlQtVFRoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdTYGqGxUDo02AAjXaFTBsfApUw9DqTkyBqo2KApUClQKVAlX7TmH+CApUdWtMgUqBqu7VSYGqem0oUFWvUHjzo0ANj5fuaApU3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+psXqB2cljwaWcfMlzOdjN9M040t9aNibsAL4DdA2NRceXpgLsuIqcac+HVmDnhNxDuKfS4LcuJO7JY94hAbpSEAtUIqoC8iJu8kD2z4M/7wKBRmZYEjoIABepRQGsfb6FAjX6dKFC1a0CBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+psXqCKVxKtFjis7Wb2ppxotQ+o9vnluVGgtv8SU6AaVEMKVIPAMm3kCVCgRp6pIhkpUKNfCApU7RpQoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06Wxao7Wbev5CJUqC2/0JToBpUQwpUg8AybeQJUKBGnqkiGSlQo18IClTtGlCgUqBSoFKgat8pzB9BgapujSlQKVDVvTqbF6hpNgte7xaDvi62oEazfiurffhtTjV87ECNZhkiNjYFasRQNkxEgWoQWKaNPAEK1MgzVSQjBWr0C0GBql0DClQKVApUClTtO4X5IyhQ1a0xBSoFqrpXZ/MCdViMFU93icElu6rbzfTNONEf+sdjwIYK1Pq5hN8M9aVANaiKFKgGgWXayBOgQI08U0UyUqBGvxAUqNo1oEClQKVApUDVvlOYP4ICVd0aU6BSoKp7dbYsUJ/sHIOztle1m+mbcaI7BidgIAWqaUpLgWpQKSlQDQLLtJEnQIEaeaaKZKRAjX4hKFC1a0CBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjKVB1o2JgtAlQoEa7AoaNT4FqGFrdiSlQtVFRoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdTYGqGxUDo02AAjXaFTBsfApUw9DqTkyBqo2KApUClQKVAlX7TmH+CApUdWtMgUqBqu7VabxAde3dCUdZESoGjWkSQ8ry/6FiwCh4ktPaDaa2nCgFalvSNn4sClSDGFOgGgSWaSNPgAI18kwVyUiBGv1CUKBq14AClQKVApUCVftOYf4IClR1a0yBSoGq7tWpX6D2e3Q6HCUHmjyVyu79seuPTzT5Wtbcd5D48ypsv+v5Jl8ffOv52DX9QVQOHNVuMLXlRClQ25K28WNRoBrEmALVILBMG3kCFKiRZ6pIRgrU6BeCAlW7BhSoFKgUqBSo2ncK80dQoKpbYwpUClR1r079AtVxIA9Wt1u+ocs7z8GdlIr8c6fJf3tjYuFJy6JANaDQFKgGQI1iSgpUg+BToBoElmkjT4ACNfJMFclIgRr9QlCgateAAvWwQP2wpx09nBZtaCaMcFqsmFnoxiuFPoyOs+LNTCscVnOwsNmsePaAG38r8zWo3KWpDvypowtxVgpUE17SYZ8SBWrYyNrsDRSoFKhtdrG1dqAMYNckP47fVYlhMVY82TkGZ22vOiJrjxfvQ11KJvJ+c6t8LXPee0hfOBu2uhp47Q6UHns69k29FhaLBaIDNWXF16jp1BPxW9bA74rF3ktuxsFhx8r3hnagWmqr0enDl5G4dhn8MXEoPvEsFE44V77Hmb8Hnd/9K2L27oDfakN1r4HYfe398DucrT1rpd9Pgap0ecKeHAVq2Mj0vYECVR8nRilAgAJVgSIYMwUKVGO4hpOVAlWbFgXqYYEab7UgyabNzKwRBR4/vP7A2WXZLbCZw5/K8wk9t2D9KFDNeiUf3XlRoB4dt7Z4FwVqgPKMbBembXEA69uCOsc4KgJHKVBTViyA32pHbXZnuPL3oMu7f0XulbejfOSJUqBm/u9jFB9/Jir7DEHG17PgLNiLTU++J6cYKlC7vP5nxO3dibyp1wIWCzr9+wUcmHQpSsZPRq+nbgWsNuRdOB22ynKkL5yDPdPuhC8u4ahOtb28iQK1vVRK3zwpUPVxCjuKAjVsZHxDtAhQoEaLvOHjUqAajlhzAApUTUSgQD0sULVpMcJMBChQzVTN1p8LBWrrGRqVgQKVAtWoayvieY9SoIp5xOzZgdgdG+UDo9IWfY7iU89DwVmXSYEaugeqvaQQ/R+9DlvvfgF1HbrWC9SqXgMx6J7LkD/pUlT2HyZPLf3bzyHixf6qfR6/EZ7EZOy54tZmtwuIOA8FElKgKlCECE6BAjWCMENTUaAaBJZpI0+AAjXyTBXJSIEa/UJQoGrXgAL1sEB9Kw04JtmhDe0XEFFU7cb5hRbke/y4IdGBm7Kc8B3qTm1vpy86ae/Mq8W8ak+DqVOgtrdKGjtfClRj+bYmOwUqBWprrp82fe9RCtTO7zyHlB8Woap7P9RmdUbS2mUoGj8ZB875zRECVZzPwNsvwL4Lb0DpcafXC1RPcjr6PPVH1CWnN1iW70lKwa5bZiBhwyp0efOZwDYBsfE4MHEqiiZObVM80RiMAjUa1I0bkwLVILYUqAaBZdrIE6BAjTxTRTJSoEa/EBSo2jWgQD0sUHcNiIPz0XeBuoaiTZui+SIO3nAOrvUnYHGlF590jsW62cDWHe3ToI4bZQGO9+MP+TUUqOa7VCN2RhSoEUMZ8UQUqBSoEb+ojEp4FALVXlaM/g//FjnX3oeKwWPlzHo+fRsqBoxsUqA6ivLR77EbkHPd/agYNKZeoNZ07YMBD16FHbc8jupeg5o+Q58PMXt3InnlN8hYPBfb7nwetZ26G0VDibwUqEqUIWKToECNGMqGiShQDQLLtJEnQIEaeaaKZKRAjX4hKFC1a0CB2kig3vYKUBt4Su4v+Si/62JcZ02SAvXjTrFY+p4fG7e0T4F64rFWxE7049YCCtRf8jWtde4UqFqEovc6BSoFavSuvjBHPgqBKvYjHfDAVdh/3jUoGXsKEjavgehILTzlvHqBmrxyIXbc+Swsbjc6zHodCT+vwuZH/wV/bHyDPVB7P/l7wOvF7ukPwJ2SgbicrUjYskZuBdDpvZdQePIU1Hbshrhdm9Drhfuw4/czUN1zYJgn2b7CKVDbV720ZkuBqkXoKF+nQD1KcHxb2xOgQG175m00IgVqG4FuYRgKVO0aUKBSoDZ1lbQkUGNjgJpawO8H7HbAo6NhNy4WqK4JvEcc4t9V1drXZzAuIR7w+YC6OsDj1X5faAQFani8fqnRFKjqVp4ClQJV3auz0cyOQqCKDFlz3kTm17NkMk9CMixeD4pPmISCs69A1hfvIn3BJ7CKX4IAfFYrcn97r+w+FYd8iNT1D6FywEjYi/LR7Y2nELtne/3Eio87A/su/h16Pn834nK2yJ97nTGB/Ode1W7QHu1EKVCPlpya76NANaguFKgGgWXayBOgQI08U0UyUqBGvxAUqNo1oEClQG3qKmlOoAphetuNdnz6uRe9elhQWxuQqEKM5u71o08vC/YX+OFyAhlpFnzxlQ9eH3D1ZTZUVQFrfvbBagX697agohIoPwhkZgBbt/uxZbsfk0+3Yt9+P7p0tmBvnh9DB1nx5vteTL/KhgOFftTWASWlQHamBQWFfgixGhdnwZZtPnTpZEFxiR8dssRrwIrVgT82KVC17wOMAChQ1b0KKFApUNW9Oo9OoDZ1PtaqCtiqDsKd0bHJ07XUVMFRVow68brN1iISS20NbBVlEPuiyl/Shw7588pyPkTKXReRSyrmwqsxc8JvINxT6HFblhN3ZDkjMgaTNCRAgWrQFUGBahBYpo08AQrUyDNVJCMFavQLQYGqXQMK1OYF6rcVe7HHXQmbxYJBrjQMi01vFujW2lIsqdyPaWkDGsQ8d2Atrkjph0xHrHYxmoko9tRg3sHd8lWXxYpxcdno5kw86nzfHNwDoRYnJnZpNkdzAjXGBUyZZIPFCsS6gMJivxSXojGmpAyIjw10is6e78XN19oxa64XP2/y4/KLbPC4Id8nOlaTk4DEBAt+3uyDywHY7BYs+NaLO2+xY9sOP/L2++tjhEA981SrfIiV+JsnJkauUGxwOJ3AkIFW7MwRItaHE8bZMPP1QGssBepRXyq/qDdSoKpbbgrUQG1mZLswbYsDWK9urX7xM9PZgfqL59SGANiB2oaw22AoClSDIFOgGgSWaSNPgAI18kwVyUiBGv1CUKBq14ACtXmBeuve79DHlYyOjni8V7oVN6UPwYSEzk1CXVVVgFllO/BYx2MbvD59z0I8lDUGXZwJ2sVoJmJLbSnu378cV6f2R7G3Fm8Xb8YnPc5CvM1xVDn/XbIFYiX95an9whao4g02K2RXqcUS6DwV/yuO4P8PLtMXP+/dw4JtOw/vnRp8j4gPfX/oe4L/PzRGz4k2lVu8jwJVDz3GUKCqew1QoAZqQ4Gq7jVaPzMKVOWKRIpnIucAAB6lSURBVIGqXElaNSEK1Fbha/7NFKgGgWXayBOgQI08U0UyUqBGvxAUqNo1oEBtWaBemdofI+My8UbxRtT5fZiePhi35y3BfVmjkG6PxczC9Tg+vgO8fj+ePPAj7LDABz9uzRiOY+M7QAhU8bNcdwXGxmbhnqxRcFiseK14g+xYjbfacWvmCPRyJuI3uQswxJWG1TWFeLPLqYg7JEiFQH3mwBr8o8sEVHrduGT3f/FBtzNQ5K3BH/Z+B5fVBrvFihkdjkFnRzwu3/0/pNpcyPNUYUpid/w2fRAKPFW4Z9/3UsB6/T5cktIXFyT3kmJ2v6cKHr8PD2ePw8CYVHnR8CFSgf92Lk11YHquA+tfC3PjVe3/9BihGAEKVMUKEjIdClQKVHWvzkYzo0BVrlQUqMqVpFUTokBtFT4KVIPwMW1bEqBAbUvabToWBWqb4m5yMApU7RpQoLYsUAfFpCLTHosPSrfhTx2OkR2pV+1egKc7Hi+X5T+WvwqnJnSG02LDq8Ub8GKn8RDC89nCtfhn11OlQL0mdQDGxGXhzryluCSlD2KsdnxWthP3Z4/GD1UH8N+KXClkz9z5uZSgA1ypSLA6YDnU2iny3bR3ETJsMSjz1qGrMwFPdjwO8VYH3D4vDnhr8H7pVilNr00biLN2fI63up2GNHsMLsqZjw+7nYHHC35AF0cCfps2EO+WboEFFgx0peKFwnVynlU+N2r9XimFKVAP/3dDgap9DzFLBAWqupWkQKVAVffqpEBVvTYUqKpXKLz5UaCGx0t3NDtQdaNiYLQJUKBGuwKGjU+Bahha3YkpULVRUaC2LFDT7TEo9NQgyebEox3GSaBCoD7V8ThkOeIaCNTQJfxnbp+NL3tNwfV7v61fwv9m8SbZ6Vnj92Jp1X5k2WLlUvouznjcljEcv9o1D3N6nn1E0UI7UMWLrxb9jGqfF6cldsED+5bLvVmFWO3pTMLNGUMa5Pl1zny80mUCbt67WM5fxASX8IsO1IfyV2BjTQmGx2bg9ozhSLXHUKCGVIACVfseYpYIClR1K0mBSoGq7tVJgap6bShQVa9QePOjQA2Pl+5oClTdqBgYbQIUqNGugGHjU6AahlZ3YgpUbVQUqNpL+IfEpuP6PQtlp+kVqf1x055v5bL73s4k3LlvKaYm95IdqEGBuq22DHflLcUnPc+SHajBPVDvyFuCiQldkGJzYXFlHu7KGiULVOSpQarNqVugvlG8CfvclUiwOWR3rFiO/3Hpdux1Vx4hUC/N+S9e7nIyXjy01cCpCV3wcuFPSLQ5MTmxm+xiFZ2uf8pfhUGuVFyS2pcClQJV+8ZhwggKVHWLSoFKgaru1UmBqnptKFBVr1B486NADY+X7mgKVN2oGBhtAhSo0a6AYeNToBqGVndiClRtVBSozQtUsdfpFSn95B6opd5aXLP7a/whc5hc6v5y4c9y79Fqvxd3ZY6QAvWh/Svkw6JyastxX/ZonJzQWQrUap8HdX6vFKcvdRoPm9ivtOAH5LkrUeark0vpxRL+ljpQg0v4PfAj3eqS3aQFnmo8kL8CyVYnqvwejI/r2KxAza2rwCMFq+R+rLU+Ly5I6S3HfbRgFTrb41Dr9+GxDseggyOOApUCVfvGYcIIClR1i0qBSoGq7tVJgap6bShQVa9QePOjQA2Pl+5oClTdqBgYbQIUqNGugGHjU6AahlZ3YgpUbVQUqM0L1JboCSkqHtwkHggVepR6ahFntcNptdX/WOxTWuFz1y+PD74glvO7/T7EipvFUR51Pq/cEkBsMaB1iIdH1fi8iD/0cCoRL35W5fPIjtTQgw+RCtDgEn6tq8o8r1OgqltLCtRAbWZkuzBtiwNYr26tfvEz40OklLsEKFCVK0mrJkSB2ip8zb+ZAtUgsEwbeQIUqJFnqkhGCtToF4ICVbsGFKhHJ1C1ybbvCApUCtT2fQWHP3sK1PCZtdU7KFApUNvqWmv1OBSorUYY6QQUqJEmGt18FKgG8adANQgs00aeAAVq5JkqkpECNfqFoEDVrgEFKgVqU1cJBSoFqvbdw1wRFKjq1pMClQJV3auz0cwoUJUrFQWqciVp1YQoUFuFr/k3U6AaBJZpI0+AAjXyTBXJSIEa/UJQoGrXgAKVApUCNUBgVqkHN+6paYCDS/i17yFmiaBAVbeSoQJ1a/8EvP5PD2rr1J1vSzM7+SQb5mbV4dUid4OwGZ1cmJbmkD+r8wOP7689MoZL+NUvOgWqcjWiQFWuJK2aEAVqq/BRoBqEj2nbkgAFalvSbtOxKFDbFHeTg1GgateAApUClQKVAlX7TmH+CApUdWscKlBvT3Hi5PjDe0yrO+umZ+YD8Lv8Guzz+ClQ21vx9MyXAlUPpTaNoUBtU9yGD0aBahBidqAaBJZpI0+AAjXyTBXJSIEa/UJQoGrXgAKVApUClQJV+05h/ggKVHVrHCpQ1Z1l62bGDtTW8VPm3RSoypQiOBEKVOVK0qoJUaC2Cl/zb6ZANQgs00aeAAVq5JkqkpECNfqFoEDVrgEFKgUqBSoFqvadwvwRFKjq1jhUoHZwWNDTaVV3shozE42nK6u8R0RRoLbbkjacOAWqcoWkQFWuJK2aEAVqq/BRoBqEj2nbkgAFalvSbtOxKFDbFHeTg1GgateAApUClQKVAlX7TmH+CApUdWscKlAX9bUiFgfhR8Ml8OrOvuHMYqwxuHdfDOaWexq8QIHaXiqoMU8KVOUKSYGqXElaNSEK1Fbho0A1CB/TtiUBCtS2pN2mY1GgtiluCtSjxE2BSoFKgUqBepS3D1O9jQJV3XKGCtRtg2KwpPAZePwNH/im7uwbzqxvwmS8XT6MD5FqLwULd54UqOESMzyeAtVwxG06AAWqQbi5hN8gsEwbeQIUqJFnqkhGCtToF4IdqNo1oEClQKVApUDVvlOYP4ICVd0aU6AGajMj24VpWxzAenVr9YufGQWqcpcABapyJWnVhChQW4Wv+TdToBoElmkjT4ACNfJMFclIgRr9QlCgateAApUClQKVAlX7TmH+CApUdWtMgUqBqu7V2WhmFKjKlYoCVbmStGpCFKitwkeBahA+pm1LAhSobUm7TceiQG1T3E0ORoGqXQMKVApUClQKVO07hfkjKFDVrbGKAtVd64XDZQsbGpfwh42sfb2BAlW5elGgKleSVk2IArVV+ChQDcLHtG1JgAK1LWm36VgUqG2KmwL1KHFToFKgUqBSoB7l7cNUb6NAVbecLQnUb/+9E36fHxUldTj75v6wWCxNnsiG7wow6MSsiJyk3+/H129sx8Sr+8h8n7+4CQlpTqRmx2L4aR1bHIMCNSIlUDcJBapytaFAVa4krZoQBWqr8FGgGoSPaduSAAVqW9Ju07EoUNsUNwXqUeKmQKVApUClQD3K24ep3kaBqm45mxOoxXlV2Lj0AE64sDuE1CzOq8bqL/OkUD35ip74aMZPSMmOwYjTO2HrqkIMn9gRa/+3D7VVHvQalYaNSw6g+5AU5KwvRVKGCxOu6CUhiLzrF+ajvLAGZ1zXV+ZJ7RiQoxuXFMBms6KuxoMzp/eT8Z8+/TP6jElHh16JyN1QiqK8anQZkIQdq4ultC0vrK0XqxSo6l5nEZkZBWpEMEYyCQVqJGlGPxcFqkE14B6oBoFl2sgToECNPFNFMlKgRr8QXMKvXQMKVApUClQKVO07hfkjKFDVrXFzAvVAbiW2/1CEY8/rJie/Yk4u+o3LwLZVxeg6OAlbvi/CyEmd8OOXeair9iApMwY1FR74fH6kd46V/87qnoCF7+xATIIdEy4PCNTcjWXYuqIQezeX4+IHh2LFZ3sw9JRsbF9djIKcSpx1Qz8s+Ne2+g7UuS9twrHnd0NckgNLP94NZ0xgaX+vkan4/MXNuP6lcfVwKVDVvc4iMjMK1IhgjGQSCtRI0ox+LgpUg2pAgWoQWKaNPAEK1MgzVSQjBWr0C0GBql0DClQKVApUClTtO4X5IyhQ1a1xcwJVdJ1++Y+tSEh1oqygBmOndMa6BfvhrvXh1Gm98OHjhztQt3x/QHairv16H6xWixSniRkuKT03LC6Q3aZn3dhfviaW++dtLceejWW49JHhWDF7D4ZOCAhU0Z3qjLWjpsJd34E6/5Ut9f9/1tMbkNIhRuapKK1DrxFpqK5wY+QZnSRgClR1r7OIzIwCNSIYI5mEAjWSNKOfiwLVoBpQoBoElmkjT4ACNfJMFclIgRr9QlCgateAApUClQKVAlX7TmH+CApUdWus9RCpuhrxQCer3P/U5/XDarOgttqD5bNyccJF3WGzW+tPTkhXERP6M6/bB5vjcIwIFjmDnaSNyXjcPtgbxQdjRHer2EIgNH/o+ylQ1b3OIjIzCtSIYIxkEgrUSNKMfi4KVINqQIFqEFimjTwBCtTIM1UkIwVq9AtBgapdAwpUClQKVApU7TuF+SMoUNWtsZZAbW7mTYnRaJ8lBWq0K2Dw+BSoBgMOPz0FavjMVH4HBapB1aFANQgs00aeAAVq5JkqkpECNfqFoEDVrgEFKgUqBSoFqvadwvwRFKjq1vhoBaqKZ0SBqmJVIjgnCtQIwoxMKgrUyHBUJQsFqkGVoEA1CCzTRp4ABWrkmSqSkQI1+oWgQNWuAQUqBSoFKgWq9p3C/BEUqOrWmAI1UJsZ2S5M2+IA1qtbq1/8zChQlbsEKFCVK0mrJkSB2ip8zb+ZAtUgsEwbeQIUqJFnqkhGCtToF4ICVbsGFKgUqBSoFKjadwrzR1CgqltjClQKVHWvzkYzo0BVrlQUqMqVpFUTokBtFT4KVIPwMW1bEqBAbUvabToWBWqb4m5yMApU7RpQoFKgUqBSoGrfKcwfQYGqbo0pUClQ1b06KVBVrw0FquoVCm9+FKjh8dIdzQ5U3agYGG0CFKjRroBh41OgGoZWd2IKVG1UFKgUqBSoFKjadwrzR1CgqltjClQKVHWvTgpU1WtDgap6hcKbHwVqeLx0R1Og6kbFwGgToECNdgUMG58C1TC0uhNToGqjokClQKVApUDVvlOYP4ICVd0aU6BSoKp7dVKgql4bClTVKxTe/ChQw+OlO5oCVTcqBkabAAVqtCtg2PgUqIah1Z2YAlUbFQUqBSoFKgWq9p3C/BEUqOrWmAKVAlXdq5MCVfXaUKCqXqHw5keBGh4v3dEUqLpRMTDaBChQo10Bw8anQDUMre7EFKjaqChQKVApUClQte8U5o+gQFW3xhSoFKjqXp0UqKrXhgJV9QqFNz8K1PB46Y6mQNWNioHRJkCBGu0KGDY+BaphaHUnpkDVRkWBSoFKgUqBqn2nMH8EBaq6NaZApUBV9+qkQFW9NhSoqlcovPlRoIbHS3c0BapuVAyMNgEK1GhXwLDxKVANQ6s7MQWqNioKVApUClQKVO07hfkjKFDVrTEFKgWqulcnBarqtaFAVb1C4c2PAjU8XrqjmxWosVuBgz/pzsNAEjCcgMUOT4fz0O3nasRagE0DErB1rs/wYTmA8QQsVqDvZCu6baiA0wJsHRSPx/f/YPzAHKGewIjYdHjREbfs8eCiFDue8OTCsnIxCYUQsKZnIXfUBIzfA4yNs+L9rBrEbv/mF8PIO/Q89N9UjSofkDMwDo75qwEv78E1xw7AVRUOLK70Yk6XONRuAQqL2udl0a2rBduzvbglv6bBCVya6sCfOroQZ21ZoN7tcaJwrb99njxnrZtA/3Os6LOxArV+YPeQeORUfgc/eC/QDdDAwG5xJ2LYxmqU+4Adg2ORV/U9fPAYOKJxqVOdvfFCYSZeLXI3GGRGJxempTnkz+r8wOP7a4+IeSLbhStrHEC+cfNj5lYSiAP29vBj7I5KDIux4pVusfiwtGGtWzkC3x4mgVuynOj/c+DenjsoDu5P3wZ83jCzNB1uHzQSf80cDOGeQo/bspy4I8sZkTGYpCEBClSDroimBKoY6nZeyAYRZ9rWEPi2wotVVYEb+ckJdowJ/jXXmqR8rxIEhHxYURmo7fgEG8bF2ZSY1y9pEuKPlHJvQH5cl+FE0iFZ8ktioHWuH5V6kFMXEAUXpTrQzWHReotpXl9V5cO3FYE/xMfE2XByAv8bFSz2uv14vyTwR19nhxWXpNrbdc1fKXTjoK+hBNUjUMVJX5/hRALvG+26/nomv6LKi8UVgd/X4+JtGB/Pe4Eebm0Rs7rah28OBu7To+NsmNCO79NC4rx0oKFsEeelR6C6LMDNmZQybXHNtWaMT8s82FEb+Ex1fooDvUQXBY+oETD63t5YnooTpUA1rtwUqAaxbU6gGjQc05IACZAACZAACZAACbQjAnoFajs6JU6VBEignRLQI1Db6alx2iTwiyNAgWpcySlQDWJLgWoQWKYlARIgARIgARIgARMQoEA1QRF5CiRgEgIUqCYpJE+DBNiBaug1QIFqEF4KVIPAMi0JkAAJkAAJkAAJmIAABaoJishTIAGTEKBANUkheRokQIFq6DVAgWoQXgpUg8AyLQmQAAmQAAmQAAmYgAAFqgmKyFMgAZMQoEA1SSF5GiRAgWroNUCBahDeZZVeLD304BaDhmBaEiABEmhXBDx+wM597NtVzThZEiAB4wgMibXhpHgbYg89IOqnGh/ml7fPJ3sbR4mZSYAE2oLAhEQ7Rh+6GdX5gSWVXqw+9IDZthifY5AACUSOwHHxNhzPBxFGDmhIJgpUQ7AyKQmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgBkIUKCaoYo8BxIgARIgARIgARIgARIgARIgARIgARIgARIgAUMIUKAagpVJSYAESIAESIAESIAESIAESIAESIAESIAESIAEzECAAtUMVeQ5kAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJGEKAAtUQrExKAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRgBgIUqGaoIs+BBEiABEiABEiABEiABEiABEiABEiABEiABEjAEAIUqIZgZVISIAESIAESIAESIAESIAESIAESIAESIAESIAEzEKBANUMVeQ4kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKGEKBANQQrk5IACZAACZAACZAACZAACZAACZAACZAACZAACZiBAAWqGarIcyABEiABEiABEiABEiABEiABEiABEiABEiABEjCEAAWqIViZlARIgARIgARIgARIgARIgARIgARIgARIgARIwAwEKFDNUEWeAwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgCEEKFANwcqkJEACJEACJEACJEACJEACJEACJEACJEACJEACZiBAgWqGKvIcSIAESIAESIAESIAESIAESIAESIAESIAESIAEDCFAgWoIViYlARIgARIgARIgARIgARIgARIgARIgARIgARIwAwEKVDNUkedAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRgCAEKVEOwMikJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkIAZCFCgmqGKPAcSIAESIAESIAESIAESIAESIAESIAESIAESIAFDCFCgGoKVSUmABEiABEiABEiABEiABEiABEiABEiABEiABMxAgALVDFXkOZAACZAACZAACZAACZAACZAACZAACZAACZAACRhCgALVEKxMSgIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkYAYCFKhmqCLPgQRIgARIgARIgARIgARIgARIgARIgARIgARIwBACFKiGYGVSEiABEiABEiABEiABEiABEiABEiABEiABEiABMxCgQDVDFXkOJEACJEACJEACJEACJEACJEACJEACJEACJEAChhCgQDUEK5OSAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmYgQAFqhmqyHMgARIgARIgARIgARIgARIgARIgARIgARIgARIwhAAFqiFYmZQESIAESIAESIAESIAESIAESIAESIAESIAESMAMBChQzVBFngMJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkIAhBChQDcHKpCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAmYgQIFqhiryHEiABEiABEiABEiABEiABEiABEiABEiABEiABAwhQIFqCFYmJQESIAESIAESIAESIAESIAESIAESIAESIAESMAMBClQzVJHnQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkYAgBClRDsDIpCZAACZAACZAACZAACZAACZAACZAACZAACZCAGQhQoJqhijwHEiABEiABEiABEiABEiABEiABEiABEiABEiABQwhQoBqClUlJgARIgARIgARIgARIgARIgARIgARIgARIgATMQIAC1QxV5DmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkYQoAC1RCsTEoCJEACJEACJEACJEACJEACJEACJEACJEACJGAGAhSoZqgiz4EESIAESIAESIAESIAESIAESIAESIAESIAESMAQAhSohmBlUhIgARIgARIgARIgARIgARIgARIgARIgARIgATMQoEA1QxV5DiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAoYQoEA1BCuTkgAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJmIEABaoZqshzIAESIAESIAESIAESIAESIAESIAESIAESIAESMIQABaohWJmUBEiABEiABEiABEiABEiABEiABEiABEiABEjADAQoUM1QRZ4DCZAACZAACZAACZAACZAACZAACZAACZAACZCAIQQoUA3ByqQkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJmIECBaoYq8hxIgARIgARIgARIgARIgARIgARIgARIgARIgAQMIUCBaghWJiUBEiABEiABEiABEiABEiABEiABEiABEiABEjADAQpUM1SR50ACJEACJEACJEACJEACJEACJEACJEACJEACJGAIAQpUQ7AyKQmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgBkIUKCaoYo8BxIgARIgARIgARIgARIgARIgARIgARIgARIgAUMIUKAagpVJSYAESIAESIAESIAESIAESIAESIAESIAESIAEzECAAtUMVeQ5kAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJGEKAAtUQrExKAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRgBgIUqGaoIs+BBEiABEiABEiABEiABEiABEiABEiABEiABEjAEAIUqIZgZVISIAESIAESIAESIAESIAESIAESIAESIAESIAEzEKBANUMVeQ4kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKGEKBANQQrk5IACfy/duyYBgAAAGGYf9eo4FlqgITyQYAAAQIECBAgQIAAAQIECBAgUBBwoBZW1IEAAQIECBAgQIAAAQIECBAgQIAAgYuAA/XCKpQAAQIECBAgQIAAAQIECBAgQIAAgYKAA7Wwog4ECBAgQIAAAQIECBAgQIAAAQIECFwEHKgXVqEECBAgQIAAAQIECBAgQIAAAQIECBQEHKiFFXUgQIAAAQIECBAgQIAAAQIECBAgQOAi4EC9sAolQIAAAQIECBAgQIAAAQIECBAgQKAg4EAtrKgDAQIECBAgQIAAAQIECBAgQIAAAQIXAQfqhVUoAQIECBAgQIAAAQIECBAgQIAAAQIFAQdqYUUdCBAgQIAAAQIECBAgQIAAAQIECBC4CDhQL6xCCRAgQIAAAQIECBAgQIAAAQIECBAoCDhQCyvqQIAAAQIECBAgQIAAAQIECBAgQIDARcCBemEVSoAAAQIECBAgQIAAAQIECBAgQIBAQcCBWlhRBwIECBAgQIAAAQIECBAgQIAAAQIELgIO1AurUAIECBAgQIAAAQIECBAgQIAAAQIECgIO1MKKOhAgQIAAAQIECBAgQIAAAQIECBAgcBFwoF5YhRIgQIAAAQIECBAgQIAAAQIECBAgUBBwoBZW1IEAAQIECBAgQIAAAQIECBAgQIAAgYuAA/XCKpQAAQIECBAgQIAAAQIECBAgQIAAgYKAA7Wwog4ECBAgQIAAAQIECBAgQIAAAQIECFwEHKgXVqEECBAgQIAAAQIECBAgQIAAAQIECBQEHKiFFXUgQIAAAQIECBAgQIAAAQIECBAgQOAi4EC9sAolQIAAAQIECBAgQIAAAQIECBAgQKAg4EAtrKgDAQIECBAgQIAAAQIECBAgQIAAAQI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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Treemap Plot Using plotly\n", "import plotly.express as px\n", "\n", "fig = px.treemap(\n", " df,\n", " path=['Product Category', 'Product Sub-Category'],\n", " values='Quantity ordered new',\n", " color='Product Sub-Category',\n", " title='Treemap of Quantity Ordered by Product Category and Sub-Category',\n", " color_continuous_scale='Viridis' # Optional: choose a color scale if you want custom colors\n", ")\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "branchvalues": "total", "customdata": [ [ "Storage & Organization" ], [ "Chairs & Chairmats" ], [ "Tables" ], [ "Office Furnishings" ], [ "Computer Peripherals" ], [ "Appliances" ], [ "Paper" ], [ "Pens & Art Supplies" ], [ "Telephones and Communication" ], [ "Binders and Binder Accessories" ], [ "(?)" ], [ "(?)" ], [ "(?)" ] ], "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hovertemplate": "labels=%{label}
Quantity ordered new=%{value}
parent=%{parent}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregate data to get top 10 categories based on total quantity\n", "\n", "# reset_index(): This function is used to reset the index of the DataFrame after the grouping and aggregation operations.\n", "top_categories = df.groupby(['Product Category', 'Product Sub-Category'])['Quantity ordered new'].sum().reset_index()\n", "\n", "# Show what ascending=True does for each category\n", "top_categories = top_categories.sort_values(by='Quantity ordered new', ascending=False).head(10)\n", "\n", "\n", "# Create a treemap visualization using Plotly Express\n", "fig = px.treemap(\n", " top_categories, # The DataFrame that contains the data to be visualized. It should include the aggregated and filtered top 10 categories.\n", " \n", " # Define the hierarchy of the treemap. The path argument specifies the columns to use for the hierarchical structure.\n", " # The treemap will first use 'Product Category' and then 'Product Sub-Category' to create nested rectangles.\n", " path=['Product Category', 'Product Sub-Category'],\n", " \n", " # The values to be represented by the size of each rectangle in the treemap.\n", " # 'Quantity ordered new' will determine the size of each rectangle, showing the total quantity ordered.\n", " values='Quantity ordered new',\n", " \n", " # The column used to color the rectangles in the treemap.\n", " # Each 'Product Sub-Category' will be assigned a different color, making it easy to distinguish between them.\n", " color='Product Sub-Category',\n", " \n", " # Title of the treemap chart.\n", " # This is the main heading displayed on the plot to describe what the visualization represents.\n", " title='Top 10 Treemap of Quantity Ordered by Product Category and Sub-Category',\n", " \n", " # Color scale for the treemap.\n", " # 'Viridis' is a predefined color scale that will be used to color the rectangles.\n", " # This is optional; if not specified, Plotly Express will use a default color scale.\n", " color_continuous_scale='Viridis'\n", ")\n", "\n", "fig.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "6kjsMKzqCU59" }, "source": [ "#### Activity 1: \n", "```Python\n", "Based on the above example shown, plot a univariate plot such as a Treemap to display the Total Number of Orders ('Quantity ordered new') per 'Region'.\n", "```\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [], "source": [ "# Activity-1: Solution\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "un-uazbPCU59", "outputId": "20ad27c2-f63e-4c68-babd-23b266186b18", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Univariate Plot: Histogram\n", "# First level: Region => State or Provinces in this region.\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "# Set the figure size for better visualization\n", "plt.figure(figsize=(12, 5))\n", "\n", "# Create a bar plot to visualize the number of orders per category\n", "# 'value_counts()' counts the occurrences of each category\n", "# 'plot(kind='bar')' creates a bar chart\n", "df['State or Province'].value_counts().plot(kind='bar',\n", " color='skyblue', # Bar color, Others: 'b', 'g', 'r', 'c', 'm', 'y', 'k', 'w', 'skyblue'\n", " edgecolor='black', # Edge color for bars\n", " linewidth=1) # Line width of edges\n", "\n", "# Set the title of the plot with fontsize and bold formatting\n", "plt.title('Order counts per State or Province', fontsize=10, fontweight='bold')\n", "\n", "# Set the x-axis label\n", "plt.xlabel('state or Province', fontsize=10)\n", "\n", "# Set the y-axis label\n", "plt.ylabel('Order Counts', fontsize=10)\n", "\n", "# Rotate x-axis labels for better readability\n", "plt.xticks(rotation=90, fontsize=9)\n", "\n", "# Add gridlines to the y-axis for better readability\n", "plt.grid(axis='y', linestyle='--', linewidth=0.7, alpha=0.7)\n", "\n", "# Adjust layout to fit everything nicely\n", "plt.tight_layout()\n", "\n", "# Display the plot\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'dash'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[15], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Drill-downable Bar plot using Plotly\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# Aggregate quantity ordered by 'Region'\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mdash\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdash\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m dcc, html, Input, Output \u001b[38;5;66;03m# Import html and dcc components\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mplotly\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mgraph_objects\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgo\u001b[39;00m\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'dash'" ] } ], "source": [ "# Drill-downable Bar plot using Plotly\n", "# Aggregate quantity ordered by 'Region'\n", "import dash\n", "from dash import dcc, html, Input, Output # Import html and dcc components\n", "import plotly.graph_objects as go\n", "\n", "\n", "# Aggregate quantity ordered by 'Region'\n", "agg_region = df.groupby('Region')['Quantity ordered new'].sum().reset_index()\n", "\n", "# Initialize Dash app\n", "app = dash.Dash(__name__)\n", "\n", "# Define layout of the app\n", "app.layout = html.Div([\n", " # dcc.Store component to keep track of the current level of detail\n", " # Initially set to 'region', meaning the default view is at the region level\n", " dcc.Store(id='current-level', data='region'), # Store current level of detail\n", " \n", " # dcc.Graph component where the bar plot will be displayed\n", " # This component will be updated based on user interactions\n", " dcc.Graph(id='bar-plot'),\n", " \n", " # html.Button component to allow users to drill up to the previous level\n", " # Button is initially not clicked (n_clicks=0)\n", " html.Button('Drill-Up', id='drill-up-button', n_clicks=0),\n", " \n", " # html.Div component to display additional details or messages\n", " # This is a placeholder for any extra information you might want to show\n", " html.Div(id='details')\n", "])\n", "\n", "\n", "\n", "# Define the callback function for updating the bar plot and current level of detail\n", "@app.callback(\n", " # Output: Update the 'figure' property of the 'bar-plot' component\n", " Output('bar-plot', 'figure'),\n", " # Output: Update the 'data' property of the 'current-level' component\n", " Output('current-level', 'data'),\n", " # Input: Trigger callback when there is click data on the 'bar-plot' component\n", " Input('bar-plot', 'clickData'),\n", " # Input: Trigger callback when the 'drill-up-button' is clicked\n", " Input('drill-up-button', 'n_clicks'),\n", " # Input: Trigger callback when the 'data' property of the 'current-level' component changes\n", " Input('current-level', 'data')\n", ")\n", "\n", "\n", "\n", "def update_graph(clickData, n_clicks, current_level):\n", " # Check if the \"Drill-Up\" button has been clicked and the current view is at the state level\n", " if n_clicks > 0 and current_level == 'state':\n", " # If \"Drill-Up\" button is clicked and currently viewing state level\n", " # Return to region level\n", " fig = go.Figure()\n", " \n", " # Add a bar trace to the figure for regions\n", " fig.add_trace(go.Bar(\n", " x=agg_region['Region'], # x-axis values: Regions from the aggregated data\n", " y=agg_region['Quantity ordered new'], # y-axis values: Quantity ordered new for each region\n", " name='Quantity Ordered by Region', # Name of the trace, used in the legend and hover text\n", " text=agg_region['Quantity ordered new'], # Text labels for each bar, showing the quantity ordered\n", " textposition='auto' # Position of the text labels: 'auto' places them on the bars automatically\n", " ))\n", " \n", " # Update layout of the figure\n", " fig.update_layout(\n", " title='Quantity Ordered New by Region',\n", " xaxis_title='Region',\n", " yaxis_title='Quantity Ordered New',\n", " clickmode='event+select' # Enable click events on the plot\n", " )\n", " \n", " return fig, 'region' # Return the updated figure and current level ('region')\n", " \n", " # Check if there is click data and the current view is at the region level\n", " elif clickData and current_level == 'region':\n", " # If a region is clicked and currently viewing region level\n", " selected_region = clickData['points'][0]['x'] # Get the selected region from the click data\n", " \n", " # Filter data for the selected region\n", " filtered_df = df[df['Region'] == selected_region]\n", " \n", " # Aggregate quantity ordered by 'State or Province'\n", " agg_state = filtered_df.groupby('State or Province')['Quantity ordered new'].sum().reset_index()\n", " \n", " # Create updated figure for state level\n", " fig = go.Figure()\n", " fig.add_trace(go.Bar(\n", " x=agg_state['State or Province'], # x-axis values: States or provinces in the selected region\n", " y=agg_state['Quantity ordered new'], # y-axis values: Quantity ordered new for each state or province\n", " name=f'Quantity Ordered by State or Province in {selected_region}', # Name of the trace, includes selected region\n", " text=agg_state['Quantity ordered new'], # Text labels for each bar, showing the quantity ordered\n", " textposition='auto' # Position of the text labels: 'auto' places them on the bars automatically\n", " ))\n", " \n", " # Update layout of the figure\n", " fig.update_layout(\n", " title=f'Quantity Ordered New in {selected_region}', # Title includes the selected region\n", " xaxis_title='State or Province',\n", " yaxis_title='Quantity Ordered New',\n", " clickmode='event+select' # Enable click events on the plot\n", " )\n", " \n", " return fig, 'state' # Return the updated figure and current level ('state')\n", " \n", " else:\n", " # Default view (region level)\n", " fig = go.Figure()\n", " fig.add_trace(go.Bar(\n", " x=agg_region['Region'], # x-axis values: Regions from the aggregated data\n", " y=agg_region['Quantity ordered new'], # y-axis values: Quantity ordered new for each region\n", " name='Quantity Ordered by Region', # Name of the trace, used in the legend and hover text\n", " text=agg_region['Quantity ordered new'], # Text labels for each bar, showing the quantity ordered\n", " textposition='auto' # Position of the text labels: 'auto' places them on the bars automatically\n", " ))\n", " \n", " # Update layout of the figure\n", " fig.update_layout(\n", " title='Total Quantity Ordered by Region',\n", " xaxis_title='Region',\n", " yaxis_title='Total Quantity Ordered',\n", " clickmode='event+select' # Enable click events on the plot\n", " )\n", " \n", " return fig, 'region' # Return the default figure and current level ('region')\n", "\n", "# Run the app\n", "if __name__ == '__main__':\n", " app.run_server(debug=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 582 }, "id": "glXxUNE6CU5_", "outputId": "4a2108d0-8ef8-44a8-b399-fd71b6feb169", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The correlation between Profit and Sales is: 0.37\n" ] }, { "data": { "text/html": [ "
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ProfitSales
Profit1.0000000.371583
Sales0.3715831.000000
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" ], "text/plain": [ " Profit Sales\n", "Profit 1.000000 0.371583\n", "Sales 0.371583 1.000000" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Bivariate Plot: Scatter (2D) Plot\n", "# Plotting Sales versus Profit\n", "import seaborn as sns\n", "\n", "# Set the figure size for the seaborn plot\n", "plt.figure(figsize=(6, 5))\n", "\n", "# Set the overall style of the seaborn plot to white grid for better readability\n", "sns.set_style('whitegrid')\n", "\n", "\n", "# Create a scatter plot to show the relationship between Order Value and Shipping Cost\n", "ax = sns.scatterplot(data=df,\n", " x='Profit', # Column for x-axis\n", " y='Sales', # Column for y-axis\n", " s=25, # Set the size of the points\n", " edgecolor='w', # White edges for the points Others: 'black'\n", " alpha=1) # Set the transparency level, alpha=1 (non transparent), 0=> transparent, Others: 0.5\n", "\n", "# Set the plot title with larger font size and bold\n", "plt.title('Sales versus Profit', fontsize=10, fontweight='bold')\n", "\n", "# Set x-axis label with appropriate font size\n", "plt.xlabel('Profit', fontsize=10)\n", "\n", "# Set y-axis label with appropriate font size\n", "plt.ylabel('Sales', fontsize=10)\n", "\n", "# Adjust the layout to prevent overlapping\n", "plt.tight_layout()\n", "\n", "# Display the plot\n", "plt.show()\n", "\n", "\n", "# correlation function\n", "corrMatrix = df[['Profit', 'Sales']].corr()\n", "correlation = df[['Profit', 'Sales']].corr().iloc[0, 1]\n", "print(f'The correlation between Profit and Sales is: {correlation:.2f}')\n", "corrMatrix" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "TcXrDhBvGZKM", "outputId": "2cdb3924-e519-4ac3-dff9-6d606e9fae47", "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bivariate Plot: Scatter (2D) Plot\n", "# Plotting Sales by Region\n", "import seaborn as sns\n", "\n", "# Set the figure size for the seaborn plot\n", "plt.figure(figsize=(6, 5))\n", "\n", "# Set the overall style of the seaborn plot to white grid for better readability\n", "sns.set_style('whitegrid')\n", "\n", "\n", "# Create a scatter plot to show the relationship between Order Value and Shipping Cost\n", "ax = sns.scatterplot(data=df,\n", " x='Profit', # Column for x-axis\n", " y='Sales', # Column for y-axis\n", " hue='Product Category', # Color points by porduct category, Others: 'Region'\n", " palette='coolwarm', # Set the color palette Others: 'viridis', 'plasma', 'inferno', 'magma'\n", " s=25, # Set the size of the points\n", " edgecolor='w', # White edges for the points Others: 'black'\n", " alpha=1) # Set the transparency level, alpha=1 (non transparent), 0=> transparent, Others: 0.5\n", "\n", "# Set the plot title with larger font size and bold\n", "plt.title('Sales by Profit', fontsize=10, fontweight='bold')\n", "\n", "# Set x-axis label with appropriate font size\n", "plt.xlabel('Profit', fontsize=10)\n", "\n", "# Set y-axis label with appropriate font size\n", "plt.ylabel('Total Sales', fontsize=10)\n", "\n", "# Format the legend title and labels for better readability\n", "plt.legend(title='Product Category', title_fontsize='10', fontsize='10')\n", "\n", "# Adjust the layout to prevent overlapping\n", "plt.tight_layout()\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index(['Row ID', 'Order Priority', 'Discount', 'Unit Price', 'Shipping Cost',\n", " 'Customer ID', 'Customer Name', 'Ship Mode', 'Customer Segment',\n", " 'Product Category', 'Product Sub-Category', 'Product Container',\n", " 'Product Name', 'Product Base Margin', 'Region', 'State or Province',\n", " 'City', 'Postal Code', 'Order Date', 'Ship Date', 'Profit',\n", " 'Quantity ordered new', 'Sales', 'Order ID'],\n", " dtype='object')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "iZrW9-SsGoe5", "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "Product Category=%{x}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a boxplot using Plotly Express\n", "fig = px.box(df,\n", " x='Product Category', # Column for x-axis (categorical variable)\n", " y='Discount', # Column for y-axis (normalized numerical variable)\n", " title='Discount by Product Category',\n", " labels={'Discount': 'Discount', 'Product Category': 'Product Category'},\n", " color='Product Category') # Color by Product Category for better differentiation\n", "\n", "# Customize layout for better readability\n", "fig.update_layout(\n", " xaxis_title='Product Category',\n", " yaxis_title='Discount',\n", " title_font_size=14,\n", " xaxis_title_font_size=12,\n", " yaxis_title_font_size=12,\n", " boxmode='group', # Group boxplots by Product Category\n", " width=700, # Width of the figure in pixels\n", " height=500 # Height of the figure in pixels\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "bi84S_LLCU6A" }, "source": [ "#### Activity 2: \n", "```Python\n", "Based on the above example shown, plot a bivariate scatter plot to display the total sales per 'Customer Segment' based on 'Ship Mode'.\n", "```\n", "---" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "id": "4xcvYOojCU6B", "outputId": "6755c94f-b40d-4a07-9f75-fec7ed03ae70", "tags": [] }, "outputs": [], "source": [ "# Activity 2 Solution:\n", "\n", "# Bivariate Plot: Scatter (2D) Plot\n", "# Plotting Sales by Region\n", "\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "VknhUD7GCU6D", "outputId": "a0ce61c1-5a25-4932-8f0e-022cadf3a3d1", "tags": [] }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "customdata": [ [ 0.5, "Regular Air" ], [ 19.99, "Regular 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LYiS6/v73v7fZs2c7ofGII46wCy+8MO0S/2Bg1LlzZ/vXv/5lo0ePdstNjj76aDv22GPd34MMVF1n2LBh9uqrr9rWW2/trt+2bVt3vz/99JNde+219tRTT9l6661nmghL0A0yUHXPyizSs7Zp08Y6deq0SjTMxnHBfT788MPumVUGDhzornP55Ze7f1d1jeeee85dX8+gTF4t1Ro0aJBttdVWdtVVV9nee+/tRGyVZ5991mbMmGFXXnml+3fqwG/ChAn2t7/9zb788ks3kNRznHrqqVZWVmZPPvmkvfnmm86HEp+33XZbJ3xXLhUVFdahQwfTW/gnnnjCtttuOzvnnHNWVdP/DxgwwAnnykTdYostbOnSpfbiiy+66x166KHZIKMOBCBQAwSI5+HQ08XzoNWHH35oV1xxhft+2Xfffd1/33777fbJJ5+4mK3vGRXFcsXEXXfd1dXX90LQ9txzzzXFak30x44da5os67volVdecfFZ323t2rVzdh544AGbOHGiff3119aiRQvr3bu37b///vbyyy+770P5s2HDhnbUUUdZ9+7d0z4cMT3c59SAQD4SIF6HeyVdvFbMGzp0qM2aNcumT5/uxsBVjcFTx9GK4dqOTJmeZ511ll1wwQVuFZyK4rDGwxqXK6ZLgLzvvvvc3Eer5TQGlvCaLtbr//fcc087/vjjnS3do2xptVowV0n3tLq+XtwF4/B0Y/ktt9zSJar069fPmVi8eLGbg9x888220UYbmYR4fU89/fTTbj6k+1CSx5w5c9bIQJ00aZKbX2h1Ya5E2nAPUgMCECglAgiopeTtEn7WYPK17rrrmpaVaCChL+vUpekS4jQ4OeOMM5wwd8MNNzjRT4OPf/zjHy4LU5NJtdFARTa6du3qBiMSQCXIaQJYuQQDI32pa0m5xEG9VVYmpATbN954w7XXm1pNOrVs589//rMTUTVYuOeee5zQN2TIEJs7d67LoP3tb3/rJq26F01a//3vfzvBUAMPTYi11cCjjz7qxEMNupTtqoluunLJJZe4QVTlAZz2lNMgSdeT7aquIWFYz6YfDaRk6+KLL15177169XLi6QknnOBuQcttlP2rSbVK6sBPgyM9lzJEdU0NkCTMaumpWOjvWprUunVrt/VCOrFTy8U0EZetZ555xq655ho3CA38nXo9+X3evHlusq+JvzJVi2Ff2RL+uPPoRU6AeJ59PFfM3WSTTVb1CL0sOvLII51wKWFTk2dtBaM4eP/997vvFv397bffdkKntqy57bbbXFzUi7QFCxa4F4iaDGuyvf7667vvK11nl112sS5durgXhYr/+g7S945eWEkI0Ms0vQBbsWKFe4GomK7fKYZLvJWgqglzukJML/IPNY9XtASI19nH69QEBnWI999/30488UR76KGH3Fi+qnF+6rhWS/c1TlZ8PfPMM90YXyKmisRS2XvwwQfdXOTqq6928VpzImW71qtXz80Z0sV6JZCovcbw+vvrr7/uEhzCtjerLKCmG8vrOyB1WzKJqZoTaeyu7zAlXLzwwgt2+umnu6QHsdKcQ22CJfz6Uy/7ND/Siz8KBCAAAR8EEFB9UMVmXhLQl/Odd97plnWrKLNSE0RlhkpYq7wHqr6cJfDpJ52AmvoFPXz4cHegk7J3MgmoGgRoIqq3uhJHtTxHAmcgoEqc1UBH9ydhUEVvgv/4xz+6fUj/8Ic/uEGNJq0qqXugSmgNBkL6nSaomuRqoPO73/3OtIdrsJSm8v3p8Ca93Q0EVL2xFo/XXnvNveH961//6lhVdQ29AdZkXG99VX799Vd3v4H4G0VAVft//vOfpj1iJU5LcNazaJIuexqoyY+1atXK2M8kKuvttf787rvvnDgqwUBZwyqVBVQJ5mJPgQAECoMA8fy/SyOzieeK70FRrNO+evqOUAaqxA1N0vUiLVghUPm7UDFXKyOUBSVhVfFYMV/LMFWUdapJrb4j9F2hokm5XqZpUq7vL72Q/L//+79VL7H0fanvGrWTQBC0y9T7iOmF8bnkLiGQjgDxOrt4XVlAVSKDsvWvv/56F3urGudnElA199CLKSUK6IWX5hV64aU/JbBKjNSLLxWJkVqVpTYag1eO9cF4WvFcyRqak+igKs0TqirpBNTKY/nK5zqkCqhKftELN11HL99SS7CEX99ruo6+hzSvoUAAAhDwRQAB1RdZ7OYtAS0t15IiDRD0tjUQ1tJNGm+88UYndIYJqMouldCXelhRACAQJnU9LRPXG2Qt+ZfYqi/6QEBVW91LIEKqvZagaKIpcU/tdB1l8aikDjY0qNB2AlrSn1r0ZliioQZCEjXTFbXRoCq4T2Vu6s2y2GgSHEyqq7qGJtayHyzJTyKgavCmpaHar1bLPbVlgSbYygCWgKo30FUduqVraymROCmbV0XL/TVZDwTuygJqpsPD8rYTc2MQgIAjQDxfsyNUjueVJ+SptYOltfqO0HdPUCp/F2qbGk2wFUe/+OILN6mWaKqMKBV9dyn2V8740TY4f/rTn9yEXN9dKnqZpVUdWmGgl256+aiithJa0018iel82CFQHASI19HidRB7lc2vMxSqGudnElDFXHH3oosucmNqrcILsjoPPvhg9/JKW6ikFsVlbctSOdarjlYiaF6ibcu0ekCH4wbbA2TqpekE1Mpj+aoE1P/85z8u2zR1DhRcSwKqVuip6KVdsOVYcXxieAoIQCAfCSCg5qNXuKecE9DeOXpLKmEwtWjwoAxUZUgmEVA1edRyc2WYVi6pAqqWoWgAoIGOBL5UAVX7gmp/IC071xIaFb0dDvbv1CRXwuE+++zjfpc62NDbYC2b1EQ1XZEAq71W0xUtb9e9VF7CrxMtNanWn1oKVNU1pkyZYvqRwKlSWUBVppPeHusNsUqmJfzKVpJgm3rYlrYl0FYK2QqoessuX2rrgaDIN9pzSYw1WERAzflHDIMQqDYCxPPo8Tydc/RCaf78+W75fGrMrfxdqNipF2jPP/+8O4Cv8qRaMVeT89RtUipfb8mSJW5JqF5KalVE8DJLvlQGrLZ00aoHZVhV/p4mplfbR4sLQSDnBIjX8eN1sHWXYnDYOD+TgCqHKu4qg1VbtPz444+rREaNybWli5IUKpdgCX/qyzLVUdKH5iYSNBcuXOgE1LCSjYCqVX3aqkXbdKmkZqDq3zrbQYdRafuu1CIBVRm6+t5S0oeupXujQAACEPBFAAHVF1ns5hUBLZnXl7KEPO3lpuWLEiq1LDCYOEYVULVnkN6+alKpyaCEvnRf2pUF1FQwqQKqlsZoaYqW1WiCqslk6v6f+vvKlSudyKrJqPaU01J/PYMmwRKBdR8SIJXpqsns7rvv7gZM2ZTKAqqWdurgLL3x1t54yjzKdA0daqUMWYnRWvavjFQtzwmW8EvslQ80+JGQq3vWG+zKe6BqeakGR7quBkvaX0kTc2XSZiugaimqlvenbqegDeeVDaVN8+UzBNRsegR1IJCfBIjn4X4J4rleggVbwqhVcDKzskaDzFBNQPUCTJn/ykTSd2Hwp7acUb1mzZq575x0k2p93yjzR99f2kNcRfuJ60Wall7qcBKtAAjisrYU0HectqvRd2bwYlH3qu9lvexMLcT0cH9TAwL5SoB4He6ZIF5rTlC/fn23d7SyTpX1H2R4ho3zqxJQg9UGuhOtLgv2+dd2WIr7OnRKK7aUdar9UbVKIJOAKhtakaDsWCWPHH744aEPmI2Aqn6i+Y22HtN3xfjx490e3UG2rERbrXrQdgTKpNXLNu27rXlCsAeqvj/OP/98910VHGIYenNUgAAEIBCRAAJqRGBUL0wCGpxItNMhTEFRJqJOEg72FK1KQNUSeL2pTT1ESifEf/vtt86c9hPSF3/qoVTBdYKBkQ4z0qFRqSVVQNX/B5k8EvxUJFhK9FXRW18NavQ73btO2NQkV8+lEkyIg7YaYOitrPY3yqakOwVUmQPK5NQ+TNqiQMvpNZlOd40gC1UDH4mVEqaD5TYavGkApQGX7l2DNy3JCTJWNfALBnUaNOltucrWW2/tluhKVBZ/1ZcPUpebpj5bIJQGh06l/k6TcIm2+l3q9Sr7PRtW1IEABGqOAPE8nH0QzyvX1EoALZVXxlEQJ/VCUd81ehF2yy23uO8yCaBBnFe81HYy+r5RFpMOT0yXlaTDO5TNqqI4r5dY+lMv/wJbWkmhl48SSfXdEtTXQYnBSgVierh/qQGBQiFAvA73VOV4rUP6NE5W4kCwFVXYOD91XKu5jZJFevToseriivEad0uUDLZf0fha42mJlkFREoRW02WK9aqncboyRrXlmL43wko6AbXyWF7fQzqMN5inSQBVIkYgoGolmZIrNBdS0TYwWpWnwwclNmu1nIoOx9Ke3eyFGuYVfg8BCMQlgIAalxztCpKAvqCV6SmRT2954xYNVDR40NJ3DR60h2iuirJMle2p+6tsV/f/5ZdfWpMmTdZa5qjrK2v0m2++cVk/qScv5+reqrqG7i0QkIM35cGm9cH19VwNGjRIKzSn3qOWGClrKTVzKpfPgC0IQKDwCRDP/fgweKmkFQViXPnFX1VXVTaqMk/1/RVM0vW9pIm7xFRlwKYWxXl95/3mN7/x8zBYhQAE8oIA8To3bvAxzpdvFKM1b8hmPiMxVvOgIMEjN0/2XyvBd0Wm+1AihL5jlMRCgQAEIFATBBBQa4I61yx4AoGAWvnQjIJ/sAQPoKxTLaeRoKwTmjWw0iCLAgEIQCCfCRDP1/QOWfn53Fu5NwiUNgHidc36X/ue6iAqbcFCkkPN+oKrQwACNUMAAbVmuHPVAieggcMf/vAHl01J+S8BLcfREhtloergq9RlRzCCAAQgkK8EiOdrekaxXN9tLVu2zFeXcV8QgECJEiBe16zjtaXZ4sWL3b7WFAhAAAKlSAABtRS9zjNDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACWRFAQM0KE5UgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBUiSAgJrQ69rsulDKhhtu6A6EWLZsWaHcckHdpw7B0AEa5eXlBXXfhXCzOvRLm9vrADBK7gno0DH9aHP+QilJDoGr6hkLKaZvtNFGplN09UPJPQFieu6ZBhaJ6f7YyrL2Itd2OjqQsVAKMd2MmO63t+rgIY0jdRATJbcEiOm55VnZGjHdL1+sQyAKAQTUKLTS1C2kyTYCakJnhzRnsu2PLwMzf2xlGQF1Nd9CiulMtv1+Lojp/vgS0/2xRUBdky0x3W9fKyTrCKj+vEVM98eWmO6XLdYhEJUAAmpUYpXqF9LADAE1obMRUP0CrMI6AzO/6BFQEVD99rDCtI6A6s9vxHR/bJlsI6D67V2Fax0B1Z/viOn+2BLT/bLFOgSiEkBAjUoMATUhseJtzmTbn28ZmPljK8sIqAiofntYYVonpvvzGzHdH1sm2wiofntX4VpHQPXnO2K6P7bEdL9ssQ6BqAQQUKMSQ0BNSKx4mzPZ9udbBmb+2CKgMtn227sK1zox3Z/viOn+2DLZJqb77V2Fax0B1Z/viOn+2BLT/bLFOgSiEkBAjUoMATUhseJtzmTbn28ZmPlji4DKZNtv7ypc68R0f74jpvtjy2SbmO63dxWudQRUf74jpvtjS0z3yxbrEIhKAAE1KjEE1ITEirc5k21/vmVg5o8tAiqTbb+9q3CtE9P9+Y6Y7o8tk21iut/eVbjWEVD9+Y6Y7o8tMd0vW6xDICoBBNSoxBBQExIr3uZMtv35loGZP7YIqEy2/fauwrVOTPfnO2K6P7ZMtonpfntX4VpHQPXnO2K6P7bE9HC2P/30ky1cuND+9a9/mf7epEkT22WXXaxp06bhjQukxoMPPmivvfaaDR06NOMdz5w50zbeeGPbZ599Ej/VggULbOTIke6nYcOGae398MMP9uqrr6763frrr29bbLGFNW/ePPH1Uw38/PPPpmfbfvvtbdttt82p7TjGEFDjUEtp85///KeiTclLAAAgAElEQVRKC2179rTy8vKEVynO5nU33NCeGD26aB6OybY/VzIw88cWAZXJtt/eVbjWien+fEdM98eWyTYx3W/vKlzrCKj+fEdM98eWmF4129mzZ9tVV11l3377rRPuateubZ988olrtP/++9u1117r1znVZP3GG290IuIjjzyS8YpHHHGEbbfddjl55hdffNHOPPNMd71Mgug777xjJ5100lr3c/jhh9tll11mderUyQmdxYsXW/v27a1///725z//OSc2kxhBQE1Cz8zCBNQ23bpZRVlZwqsUb/Nnxo0rmodjsu3PlQzM/LFFQGWy7bd3Fa51Yro/3xHT/bFlsk1M99u7Ctc6Aqo/3xHT/bElpmdm+/rrr9upp55q++23n11yySWrMiWVGfnUU0/Z3XffXaXg6NdrubWejYD6/fffmz6LG264YeKLRxFQR48ebb///e9N3CdMmGC33XabXX755U70zEVRMuLSpUttgw02sPXWWy8XJhPZQEBNhC9cQG3dvbsZAmpayuUVFTYHATVhDyyN5gzM/Pp53XXXNf3oi69QSv369b3cathLMS8XjWl0o402suXLl7sfSu4JIKDmnmlgkZjujy2TbQRUv72rcK0joPrzHTHdH1tiema2xx13nP3yyy/20EMPpRXWNK/RWFlFf7/55ptNGatffvml7bXXXnbOOefY7373u1UXePLJJ53o+sEHH7il4l27djVlUwZFWa7XX3+9zZo1y20VcOCBB9p3331n5513nltePmnSJLek/bTTTrMHHnjAPvroIzv99NNNy+GnTJliX3/9tTO18847W58+fdyfKm+99ZZdd911dtRRR9ljjz1mb7zxhu2www42cOBA22mnnVwdCahTp051gvH9999vn332men5lZHZqFEjV2fIkCG22WabWbdu3dy/V65caZMnT7bHH3/cPv74Y2vRooUddNBB1qtXL3vppZecTWXr6ln0vCeffLIdeeSRrm0cAVXtVqxY4cTUU045xfr165cVe7UZN26c86N8s+eee7rs1YMPPtg6dOjgfNy3b1/37LKtIpZipudYtmyZ88XZZ59tDRo0cL8PfKHtDDLxivupzYmA+u9//9s5Lh8U4bgg4rYLm2wjoGYmi4Aat9eVXjsGZn59joC6mm9YTPfriWjWEVCj8YpaGwE1KrHs6xPTs2cVp6bG45p8/Pjjj3Ga10gbXoqZm+jzUsxf90NA9ceWmO6PrSwT09fmK+GyXbt2TjRLt4w8tYWExO7du9uSJUvshBNOMMWCiRMnOlFRoqli77Rp01wWqwQ6CXczZsxwIqK2Bzj00EOdMKjrSFzt0qWLEz9feOEFJ05KmP2///s/J0iOHz/eXXq33Xazxo0b2/HHH2+vvPKKEzMlUurPytd+7rnn7C9/+YvVrVvXOnXqZGVlZU6AVQnuL7AtmxJO9R2vzE+JpVpqr6K///a3v7VLL73U/fuGG25wgrC2Mmjbtq2793vuuceJvNoOQPel59DepXPmzHEC7R133OHuPa6AKtFYzzBixAhr3bq1e94w9tpnVUwk7sqn2st2zJgxTjDt3bu3aQ9UPcOgQYNM2xTIF/KjRFSJvip/+9vfXAayuIlNNrzifmpzIqCee+65Dro6nH6kGrds2TJn+x7EfbjqaBc22W7do4dVVMeNFOA1KshALUCv1cwtMzDzyx0BdTXfsJju1xPRrDPZjsYram0E1KjEsq9PTM+eVZyaTLaJ6XH6TbG3QUD152Fiuj+2skxMX5uvsjR79uxpo0aNctmHKlrm/f7776+qLCFt1113tWeffdZlmyrLMcj6DITQQOiTKCkBUwJjUCSU6qWWskeVuapMUx3iJJFPZdGiRXbssceuIaDqsKexY8c6LaxykfAn4ffvf/+7XXTRRXbXXXe5DNNAQJX4t80227hmyqxU1uXgwYPtsMMOc4Lgo48+6jJUJXiqXHPNNTZv3jx3fyqpAqrERbWTgHvhhReuupWvvvpqVcaq/lN6jLgpu7Zjx45OyJUoGUVAVcatMnmVPapn0v1J0NRWAmHs5Z9DDjnECaLKuA2KRGzdTzoBVeLvBRdc4DJQtX2Dyty5c90eqcOGDXNicTa84n5qcyKgSmnWqWBvvvmmU7QFTx1QYqrUeKXe5moT2bgP6qtd2GT7oB49jB1Q09MnA9VXryw+uwzM/PoUAXU137CY7tcT0awjoEbjFbU2AmpUYtnXJ6ZnzypOTSbbxPQ4/abY2yCg+vMwMd0fW1kmpq/NNxBAg6xE1Xj55ZftjDPOWFVZepQEPGVV3nrrrdaqVatVv5OYKRsSViUy/vGPf1wjm1MVgyzG559/3gmCt9xyi1u+v8kmmzg76QTUdAc9vffee27pv0TR1KJ70lYCgYCqbNamTZu6KtrPVBmcep4ePXq4e6lsW2KvRETpbyqpAqr+T9sEpArMqdeWkKu2wXYEwe8kWCrzM4qAmmpXB05pyXwg8oax19YHup74yAdBqUpAVXaq9ll95plnbOONN3ZNJAK3adPGCa6ylw2vuJ/anAiolS++cOFCB0GiqkpqR4t7o/naLmyyzRL+zJ5DQM3XXp1/98XAzK9PEFBX8w2L6X49Ec06Amo0XlFrI6BGJZZ9fWJ69qzi1GSyTUyP02+KvQ0Cqj8PE9P9sZVlYvrafLUvprIPO3fubAMGDHAVJIpqubfK7bff7g6QkoCqpe7KjJQ+VblsueWWbkm/slgDsTKoE4h/yvJUe/1bfw/EwUBAlbC69957pxXtAmFPmabaD3Xrrbd2Yp+yW6sSUIN2Z511ltuLNZ0gqGXvWv6eTkANRFkJjVodXrlIbP30009NK8l33HFHt/z96KOPdpmgUQXU4BApbV+g+wzuWdcMY697UKZtwCK4Twmo2gpA2a2Vl/AHNvWMwRaiQX/Q/q4SjrPhFfdTmzMBVenA6qDTp093wqk6ovYokBK8yy67uL0cirGETbbJQM3sdQTUYvxE+HkmBmZ+uAZWEVCZbPvtYYVpHQHVn9+I6f7YMtlek23YON2vJ6JZ56VYNF5RayOgRiWWfX1ievas4tREQE1PLdhGUkKi9hdNLRLZtCRe+pQyO3UqvDIjtUdoatESdulUEuy0fF6CY1Akxmk/Tu2HGthIFfr+8Y9/uOXuqXugVs4SVfaqDlPSsn4tV1cJhNeqBFQlIGpJu5bpH3DAAVkJgqkZqME1UvdI1bW1J6kESe03qr1TgwOn9DsxSCKgyoYygrXVQLDVQRh7CaharR5kjsqGxFAt69cBWemW8Mu+rpMqDgcZt5dddpk7jCvvBVQ59r777nPL9rUPhERT7S+hYFrsJWxgpj1QKekJIKDSM7IlwMAsW1Lx6iGgruYWFtPjEfbTism2H66BVQRUf3yJ6f7YyjKTbWK63x5WmNYRUP35jZjujy0xPTPbL774wmUp6hR5HSYlgVL7buqAc2VDaj9UCag6UFH1lDmqJfs6jV6nz0vcU8KfBEplmEp01b6qWjqvPU+VcRqIjLJx+OGHu2sdc8wxbntKnXCvUpWAqr1FJUy2b9/e7emprS7vvPNOe+edd9bKQFXmpra/nD9/vtsyQPebeihSZXG2qgxU3ZeEW9mSyKt9QXVoljJz1U4HYulzqzoSVZWtq0TIOEv4gwxUXVN7xiqTV9fVnrMSpcPYy3fK7FVG8VZbbeXuQ5wyHSKl7Q2OPPJI50fdrwRwidHy6RNPPOGW9ee9gKrNcuUMdRCp2eok2sNAk7tiL2GTbZbwZ+4BCKjF/unI3fMxMMsdy3SWEFCZbPvtYYVpHQHVn9+I6f7YMtlek23YON2vJ6JZ56VYNF5RayOgRiWWfX1ievas4tTkpVhmaloFfdNNNzkxNLVo2bqETgmkKhIPlRUZLHfX/2lPVGUs6sAnCX86tV7iYlBOPPFEtxxd86TAhoQ67Wmqpfg670eHFgWHQUlIVLaqxMjUor1KpZVJfFWRmKr7DTIog+X2jRs3dsKhipb8X3nllbbFFlu4f6ezrYxaHYKVbgm/2nzzzTfu9xJegyKtTsv+tcfpkCFD3DJ+FYnDU6dOdcvflXkbHGKlbM9mzZqldYBEYAmx4r/PPvusqqP9VbXtgLRBCcDKKK2K/Q8//OD2l9Uetg0aNHCHXylBUwKqxN9geX7qfrdvvfWWnX/++at4id3w4cMdt2x5xfksqk3OlvAr/VlpzHPmzLFp06Y5Z2gvCYmpOqmsVA+Rat2tm1kJZOLG6YAIqHGolWYbBmZ+/Y6Aupovk22/fa2QrCOg+vMWMd0fW1lmsk1M99vDCtM6Aqo/vxHT/bElpmfHVlqUTp5ftmyZO4gpk/YkMU7CosZ4ylatXPT7xYsXOxvBXqeZ7kCZkhdddJE99dRTTvirqui+Pv/887R2Uw+R0jWDz1N2Tx5eS9cWG91j6jOJmbYoqF+//qqDscKtxa8Rxj6wrMxiZZhKENXK9kxF96+6Kk2aNKm2LUNzJqAGD6YOKUV4woQJHCJlZmSgZv6QIaDGD0Cl1pKBmV+PI6Ay2fbbwwrTOgKqP78R0/2xZbK9Jlteivnta4VkHQHVn7eI6f7YEtP9so1i/dJLL3XLw3XSvL5btE2AsiUHDx4cxcxadVMFVAm3pVbuvfdet6WB9qctLy93Gby//vqrTZkyJVTErglWORFQlQL8zDPP2CuvvOL2HlDRRr5axq8TyfRTu3btmng+79cMG5ghoCKgeu+EJXABBmZ+nYyAioDqt4cVpnUEVH9+I6b7Y8tkGwHVb+8qXOsIqP58R0z3x5aY7pdtFOvau1R7oy5ZssRlkmq/Uh10FJapGnaNN954w0aNGmXXXnttaCZrmK1C/L1WsOs8JWX+1qtXz3bYYQe3F22jRo3y8nFyIqDqBDQt39cGvBJL99hjD9OXVCmUUAGVQ6QydgMyUEvhE5KbZ2RglhuOmawgoCKg+u1hhWkdAdWf34jp/tgy2UZA9du7Ctc6Aqo/3xHT/bElpvtli3UIRCWQEwFVG7/mw4FRK1ascHtaaD8EKdaVs16VEqyNhrX/Q+q+GIsWLbLPPvtsjc1vswUZKqB2725WVpatuZKqh4BaUu5O9LAMzBLhC22MgIqAGtpJSrACAqo/pxPT/bFlso2A6rd3Fa51BFR/viOm+2NLTPfLFusQiEogJwKqLqrTv3RKl5bw6+Su/fbbz66//nq3Ka1Oz/JdJk2a5E73CopO4tIJY0oBVpk3b57b5Dc4/Ux/P+6449zvJk+ebI899pg7QS1qCRVQOUQqI1IE1Ki9rXTrMzDz63sEVARUvz2sMK0joPrzGzHdH1sm2wiofntX4VpHQPXnO2K6P7bEdL9ssQ6BqARyIqBq+b5EUomWyka94IIL7IgjjrAHHnjAnZ4l8TLp3hBhD/bkk0+6PRO0fYAyUS+88EL356233mo68euQQw6x3r17W+fOnW3u3Lk2YMAAt0GtNgH2KqCSgYqAGtZ5+X0oAQZmoYgSVUBARUBN1IGKtDECqj/HEtP9sWWyjYDqt3cVrnUEVH++I6b7Y0tM98sW6xCISiAnAuqVV17pNtMdMWKEnXXWWU481c/HH39sHTt2dELqNttsE/XeEtVXhqmW7CsrVQLu2Wefbc8//7xJKFBR9ukJJ5xgXbp0WUtAVTbrjBkz3IlqYZvXhmagIqAioCbqyTQWAQZmfvsBAioCqt8eVpjWEVD9+Y2Y7o8tk20EVL+9q3CtI6D68x0x3R9bYrpftliHQFQCORFQDz74YDvzzDPtmGOOcX8GAuq3335r+t0999xjrVq1inpvseo/8cQTppO8PvjgAyee/u53v7MpU6a4e9CfQdHBV1tuuaX169dvDQFVS/mvuOIKGzt2rO26666h94CAGooIATU+Ilr+jwADM79dAQEVAdVvDytM6wio/vxGTPfHlsk2Aqrf3lW41hFQ/fmOmO6PLTE9OduBI0bY9Oeei2Soa4cO1l9bMVIgUIlATgTUvn37ur1OlYmaKqBOnTrVLr30Ups9e3a1HTI1evRomz9/vjssStfea6+93N6mM2fOdCJqUJShuuGGG9rFF1+8SkA96aST3PYDt99+u9sKILW0a9durc4jmzqwqqqy6zHHWFmtWnS8NAS0B+qbDz9cNGzKyspC+0PRPGwNPAh8awB6Hl9S/SFuWb58uXvRl1okImsrmLCYHveatCs8AsQcvz6Dr1++hWY9SUz/+eef7aijjlrjkTfYYAN3vgExvdB6gr/7Jeb4YyvL8PXLt9CsJ4npuX7W84cNs/IF8+3Y32yclemx//nedj7kMDu7a9es6ldVSau09T2krSbzhYk0LGld0u8o0QnkRECdNWuWDRw40C2Jf+WVV+yAAw4wveW77rrrrH379nb55ZdHv7OELZRBOnHiRLcUP5sM1CFDhrgrZrrf7777bq07UnaKsmyrKgfpzUWCiX5CDHndvNzMnh03Lq/vMcrNKTB+//33busISm4J6M32xhtv7LYKoeSeQCFmoOo7JkmJG9OTXDPXbTfaaCOTGKwfSu4JENNzzzSwSEz3x1aW11tvPatTp479+OOPfi+UQ+vEdHPJJsT0HHaqSqY0bwvEDH9XKU3LxHS/fi/FmJ5LogOHDrXG775tZzXObu5w8eJvrXnrtrEzUFeuXOn0JyXlBVpR3bp1rVOnTm67yyRFCYJdu3a1bbfdNrYZJRiOGTPGdt9999g2SrlhTgRUAVQnkWAanHKv/zvssMOcsLrJJptUO+Onn37azj//fHvxxRfdj/ZAfeGFF2ydddZx96LtBk488cRVe6Bef/31rs7VV1/tslC1d2s2JXQJf48eZiFZqtlcp1jrPFNEAirLPf31UpYG+WMry4UooPp6axoW0/16Ipp1JtvReEWtTUyPSiz7+sT07FnFqVmIk21iOgJqnL4epQ1L+KPQilaXmB6NV9TaxPSoxNasX90C6rhx40w/Wum8//7727Jly+zll1826U1a7ZakSPzUIen6M25BQI1L7r/tciagypjemn722WdORG3WrJlp8lFdRQr/H/7wB2vZsqVpAqwl+uuvv77rYFrao857zjnnuCzZuXPn2oABA+yRRx6x5s2br7EHaiC8av/UdMv2Kz9P2GS7NYdIZewCWsI/BwG1uj4iBX0dBmZ+3YeAuppvWEz364lo1hFQo/GKWhsBNSqx7OsT07NnFacmk21iepx+U+xtEFD9eZiY7o+tLBPTk/GtTgF16dKl1qZNm7QJeb/88ovTp/TnTTfdZNOmTXN62fHHH28dOnRwv5PAqgPQlYCov+s8nz59+jjB9MYbb7Tx48c7/UqrpI4++miXRarze3S+z4QJE9w2lqNGjXKJgf/85z8duO23397OO+88p5OpIKAm6085FVCT3Uqy1tom4PHHH19lRAdADRo0yHUwFR0spY4VFGWnKo1aRdmzjz76qNsrVeXBBx+0YcOGpd0LtfJdhk22WysDlZKWAAIqHSNbAgzMsiUVrx4CKpPteD2nuFshoPrzLzHdH1sm22uyDRun+/VENOu8FIvGK2ptBNSoxLKvT0zPnlWcmgiocaitblOdAuobb7xhPXv2tKeeesoaNGiQ9savuuoqe/fdd91yfu2LqhXQvXr1cucz6Mwereo++eSTbd9993V23nnnHff/OiS9S5cu1r9/f3dAe5MmTUxbknXr1s0aN27sVlhLhD322GOdtrXbbru5VYZ33323ffzxx6vOA0JATdafYguo77//vjvlPptyww03uAObfBdlwEp117XSZb9qP4ovvvjCGjVqtGopf9J7ChuYIaBmJoyAmrT3lU57BmZ+fY2AioDqt4cVpnUEVH9+I6b7Y4uAioDqt3cVrnUEVH++I6b7Y0tMT862OgVUHdCk7SC1ZF+fi8pF2af77bef2+Zyl112cb+W2Pnll1/ayJEjncipbSeVoaoi4VNbS2qVtLJOKy/hX7BggRNQlSyYqrfpOvqd2i9cuNBd49VXX3U2EVCT9anYAuqiRYvWONW+8m1o39FPP/3U/bcOmaqJfVCTocmudaiAyhL+jCARULPrY9Qy9wWkGJLu4B/4JCeAgIqAmrwXFZ8FBFR/PiWm+2PLZBsB1W/vKlzrCKj+fEdM98eWmJ6cbXUKqEEG6tSpU13SXuUSCKLKIFVmcVBUV8mJlQVUJQcefvjh9sQTT7iM00wCqg5yVzaryocffuiW/esA5j322MNts6ntABBQk/clWYgtoGa6vPZauPnmm2327NnWokULl5p80EEHrXJobm47f6wgoMb3BQJqfHal1pKBmV+PI6AioPrtYYVpHQHVn9+I6f7YMtlGQPXbuwrXOgKqP98R0/2xJaYnZ1udAuqSJUusbdu27rydzp07r3HzOpfn119/dXukSiiViFq5ZCOg3nLLLbb33nu7pkEGaqqAes0117gtAqTJ1a5d29566y3r3r07AmryruQs5ExA/fzzz23MmDEuPVhfUP369XNqeZ06dXJ0q/lpJlRAZQ/UjI5DQM3PPp2Pd8XAzK9XEFARUP32sMK0joDqz2/EdH9smWwjoPrtXYVrHQHVn++I6f7YEtOTs61OAVV3e9tttzld7LLLLrPWrVu7Q6Nee+01u/76610mqLJDV6xYYYMHD7aGDRvae++9Z6+//rr9+c9/Ds1ADQ6U0rL9H3/80bQqXH9PFVB1fR2arr1UdR0dts4S/uT9KLCQWECVgKjDl+677z6rW7eunX766W7jWm1gWwoFATW+lxFQ47MrtZYMzPx6HAEVAdVvDytM6wio/vxGTPfHlsk2Aqrf3lW41hFQ/fmOmO6PLTE9OdvqFlAlWk6YMMGJqD/99JN7AOlkOsBcq7O136kOjpo3b96qh9PBU9LRlIGqrTBHjx7tfvf111/bYYcd5oRXHRSlVd46hOrbb791B0/tv//+1rVr1zUE1MWLF9t5553nDp9S0WFUzz///BoZqHfccYc7ZIoSnUBsAVUpyHKwFG6V3r1724knnmg6QbKUCgJqfG8joMZnV2otGZj59TgCKgKq3x5WmNYRUP35jZjujy2TbQRUv72rcK0joPrzHTHdH1tienK21S2gpt6xtCIdZN6gQYO1DpVSZurSpUutfv36kVZty57OBVG7YN/TdJS0Qlxj2Q022CA5RCysIhBbQJ0/f75TvaWEn3nmma5TZCp77rlnpE5RSP4JFVC7ddMJOIX0SNV2rwio1Ya64C/EwMyvCxFQEVD99rDCtI6A6s9vxHR/bJlsI6D67V2Fax0B1Z/viOn+2BLTk7MdOGyYTX/hhUiGunboYP2l41AgUIlAYgE1G6KzZs1yJ2gXYwkVUHt011azxfjoiZ8JATUxwpIxwMDMr6sRUBFQ/fawwrSOgOrPb8R0f2yZbCOg+u1dhWsdAdWf74jp/tgS05Oz/XDRIvvPkiWRDG3WsKFt3rRppDZULg0CsQXU5cuXW5h4GCBUlqoCazGWMAatEVAzuh0BtRg/EX6eiYGZH66BVQRUBFS/PawwrSOg+vMbMd0fWybbCKh+e1fhWkdA9ec7Yro/tsR0v2yxDoGoBGILqFEvVKz1sxJQK4r16ZM/1zPjxiU3kicWmGz7cwQDM39sZRkBFQHVbw8rTOvEdH9+I6b7Y8tkGwHVb+8qXOsIqP58R0z3x5aY7pct1iEQlQACalRileqHCqjdu5mVFWf2bUJ0RgZqUoKl056BmV9fI6AioPrtYYVpHQHVn9+I6f7YMtlGQPXbuwrXOgKqP98R0/2xJab7ZYt1CEQlgIAalRgCakJiq5sjoOYMZdEbYmDm18UIqAiofntYYVpHQPXnN2K6P7ZMthFQ/fauwrWOgOrPd8R0f2yJ6X7ZYh0CUQkgoEYlFlVA7dnDjCX8aSmvW6eOPXX77Qk9kD/NmWz78wUDM39sZRkBFQHVbw8rTOvEdH9+I6b7Y8tkGwHVb+8qXOsIqP58R0z3x5aY7pct1iEQlQACalRiUQVUDpHKSLhOrVo24447Enogf5oz2fbnCwZm/tgioDLZ9tu7Ctc6Md2f74jp/tgy2Sam++1dhWsdAdWf74jp/tgS05OzHThihE1/7rlIhrp26GD9u3WL1IbKpUEAATWhn0P3QO3RwyrKEl6kSJuXlVcYh0gVqXNz/FgMzHIMtJI5MlBXAwmL6X49Ec36RhttZMuXL3c/lNwTQEDNPdPAIjHdH1sm2wiofntX4VpHQPXnO2K6P7bE9ORsBwwfYp8smmy7/vZfWRl7aeEO1vqPPezsrl2zqk+l0iIQW0CdP3++ff3111nROuigg6xOnTpZ1S20SmGT7dbdu5uVoaCm8yt7oBZab6+5+2Vg5pc9AioCqt8eVpjWEVD9+Y2Y7o8tk20EVL+9q3CtI6D68x0x3R9bYnpytucNu9qW/OdeO3DXhVkZe+LFP9j/7XFarAzUhx9+2G666SabPn26lf1PAzrppJOsYcOGdt1117nrK/Fh3333dfX22WefrO4ptdK8efNswYIF1qdPn8htaZCcQGwB9dxzz7U5c+ZkdQezZs2yTTbZJKu6hVYpVEAlAzWjSyvKK2zOuHGF5vKM98tk258rGZj5YyvLCKgIqH57WGFaJ6b78xsx3R9bJtsIqH57V+FaR0D15ztiuj+2xPTkbKtTQP3444+tY8eONmnSJNtqq61s6dKl1qZNG/cQL774oksqfOutt6x79+5OS9twww0jP+D9999vM2bMsDuKaCvEyBBqsEFsAfXnn3+2X3/91d361VdfbQqcF1xwwRqPMmjQIKuoqLBRo0bV4CP6vXSogEoGamYBtaLCZiOg+u2gCaxPfe45m/jEEwks5LZprdq1rXzlytwaTWDt1ssusw3WWy+BhfxpioCKgJo/vTF/7gQB1Z8vmGz7Y8tkGwHVb+8qXOsIqP58R0z3x5aYnpxtdQqo0r4OOeQQO/PMM+2YY4UEdOoAACAASURBVI6x5557zsaNG2fvvfee3Xbbbbb99tvb3/72N5s9e7aNHTvWfvnlF5eJOm3aNNO48/jjj7cOHTrY+uuvby+//LKNHj3aJMoqg/Woo46ytm3bWs+ePe3bb7+1HXbYwcG5/fbbXX1K9RCILaCm3p46x4knnmhdunRZ467feOMN5+CpU6dao0aNqueJqvkqoQKqMlArKqr5rgrjctrYgD1Q89dXrXv0MDafyOyfVtttZzeff37+OjDCnSGgIqBG6C4lUxUB1Z+rmWz7Y8tkGwHVb+8qXOsIqP58R0z3x5aYnpxtdQqoutvLL7/cysvLTcmEEkc1z/roo49s5513dprZ2Wef7cTP0047za666ip799137ayzznJL/pWY2KtXL5e1ut9++zkt7dBDD7VPPvnECaqqd+ONN9orr7yyKnlxt912s9q1aycHhYWsCOREQO3UqZM1adLEKeSpRWnKUt/HjBlju+++e1Y3VGiVQgXUnj2sohYyVDq/VqwoZwl/Hnd4CaiUzAQaNW5sDwwdWhSIEFARUIuiI+f4IRBQcww0xRyTbX9smWwjoPrtXYVrHQHVn++I6f7YEtOTs61uAfXJJ5+0a6+91i2z79atm/Xt29cWLVrkslGHDRtmv//97+3WW2+1nXbayYmkAwcOtF122cU96KOPPmpffvmlE2F1jtDpp5/uRNe6deuuAsES/uR9IomFnAioSkeWSKrOoU7QtGlTp6TfcMMNLuX48ccfL909UFnCn7F/cohUko+u/7ate/Y0I3s6I+hmW2xh915xhX9HVMMVEFARUKuhmxXcJRBQ/bmMybY/tky2EVD99q7CtY6A6s93xHR/bInpydlWt4C6ePFia9++vVuqf/LJJ9uzzz5rn3/+udv39Oabb3aiqg6CUj3tl9qqVStbL2VbOK3cHjp0qD3wwAM2fPhwB2DXXXd1Wtsee+xhCKjJ+0QSCzkRUHWS2F//+lebOXPmWvcycuRIp54XawnNQNUS/mJ9+ITPpa0NOEQqIUSPzclArRpuw0aN7MFhwzx6oPpMI6AioFZfbyucKyGg+vMVk21/bJlsI6D67V2Fax0B1Z/viOn+2BLTk7OtbgFVd6wtLrfbbjuXTXrXXXe5Jf3SxA488ED76quvXAZqcMDUPffc40TUdEV7pL7//vt277332muvveb2Sp08ebI99dRTbg9VSvUTyImAGty2NsdV5umSJUtcFuqee+5p+rIq5hIuoHY3YyfJtF1AAiqHSOXvpwMBFQE1f3unWf369b3cXlhM93LRmEY32mgj0wtM/VByTwABNfdMA4tMtv2xZbKNgOq3dxWudQRUf74jpvtjS0xPzrYmBFRljiqDVNmm2tJSRQeuK+HwjDPOsB7/2yqvT58+tmLFChs8eLA7KEp62uuvv+4Oi9IqbmWobrLJJjZp0iS3XebTTz9tb7/9tvXr188eeught/dpvXr13P6plOohkDMBVWLYv/71L/viiy9s6623tsaNG7u9HjbYYAPXGYq1hE22W7OEP6PrEVDz+1MhAZXs6cw+0kD8oVGj8tuJWd4dGairQYXF9CyRVks1BFS/mBFQ/fFlsu2PLZNtBFS/vatwrSOg+vMdMd0fW2J6crY1IaDOmjXL7W16/fXX2x//+Ef3EBJBtTRfmaNakq+iDFUdHKUl/UHRwVE6Y0iHTOnwKBVlqEps1XaZElzPOecce/75593v1Hb99ddPDgoLWRHIiYD6448/2l/+8hebP3++u6hOHDviiCPsvPPOc6Lqgw8+mNXNFGKlsMl26x5koGbyK3ug5nePJwO1av80btrU7r/66vx2YpZ3h4C6GlRYTM8SabVUQ0D1ixkB1R9fJtv+2DLZXpMtMd1vXysk6wio/rxFTPfHlpienG1NCKhR71pL9bWkXyvs6tSps6r5999/bytXrjSNSSsX1dccDvE0Ku1k9XMioE6ZMsVuueUW69+/v02cONG6dOniBNRXX33VKeVTp041bYZbjCVsYEYGamavI6Dm9ycCAbVq/2y86ab2KBmoNdaJWcJvhoDqt/shoPrjy2TbH1sm2wiofntX4VpHQPXnO2K6P7bE9ORsBwwfajOefzGSoa4dOlj/bt0itaFyaRDIiYAqwbRdu3bWq1cvt8eDxFP9fPvtt3bwwQfb+PHjbccddyxKoqECKhmoGf2OgJrfHwkE1Kr907RZM5sweHB+OzHLuyMDdTWosJieJdJqqYaA6hczAqo/vky2/bFlso2A6rd3Fa51BFR/viOm+2NLTE/O9sNFi+w/S5ZEMrRZw4a2edOmkdpQuTQI5ERA1R4NRx11lJ1yyilrCKj//Oc/7YQTTrBHH33UmjVrVpREwybbB3Xvzqa+GTyPgJrfHwkE1Kr9s/6mm9pUMlBrrBOTgUoGqu/Oh4DqjzCTbX9smWwjoPrtXYVrHQHVn++I6f7YEtP9ssU6BKISyImAqs1wX3jhBbv99tvtyiuvdNmnrVu3tosuusgWLFhg06ZNcyeEFWMJE1BZwp/Z6wio+f2JQECt2j+/4RCpGu3ACKgIqL47IAKqP8JMtv2xZbKNgOq3dxWudQRUf74jpvtjS0z3yxbrEIhKICcC6nfffWd/+tOf3CliKs2bN3fL93/66Se75ppr7IADDoh6XwVTP1RA1UnmZQXzONV6oxXlFTZn3LhqvabPixXbZPuwM84wbWhNSU+g0xFHWN+OHYsCD0v4V7sxLKbnk8NZwu/XG8UW0/3SimadyXY0XlFrr7feeu4QCh3yWiiFl2K8FPPdVxFQ/REmpvtji4Dqly3WIRCVQE4EVF1UQsvkyZPtH//4h/3www+25ZZbumX92267bdR7Kqj6YZNtMlAzu5MM1Pzu6spArai9jlWU8QagsqfKKlZavXr17JGRI/PbiVneHQIqAmqWXaWkqiGg+nM3k21/bJlsr8k2bJzu1xPRrPNSLBqvqLURUKMSy74+MT17VnFq8lIsDjXaQMAPgZwIqBMmTLBvvvnG7X9aaiVsYNaaQ6QydgkE1Pz+tLTp3dsqfv01v2+yBu9ut112sWvPPrsG7yB3l0ZARUDNXW8qHksIqP58yWTbH1sEVARUv72rcK0joPrzHTHdH1tiul+2WIdAVAI5EVAvueQS0zL+0aNHR71+wdcPFVC7dzcjgy+tnxFQ87v7t+vd21asKDcjAXVtR1VU2MF/3Ncu7tEjv52Y5d0hoCKgZtlVSqoaAqo/dzPZ9seWyTYCqt/eVbjWEVD9+Y6Y7o8tMT0524EjRtj0556LZKhrhw7Wv1u3SG2oXBoEciKgTpo0yW644QabNWuW23OplEqogEoGasbuIF1u1p13Fk13KbbJduuePc0qKorGP7l+kM1btLC/XX55rs3WiD0EVATUGul4eX7RYovp+YSbybZfb7Dck5jut4cVpnUEVH9+I6b7Y4uAmpztOSOG2eSvFto3uzTIytjmL31lffZqZ2d37ZpVfSqVFoGcCKgfffSRde3a1U4++WTbf//91yLYsmVLq127dlGSDRNQD+rVwyrWKc5nT+rQOsvL7emxY5OayZv2xTbZbt2rl1l5ed7wzbcbQUCtWY9w4AgHjvjugcUW033zimKfyXYUWtHrIqAioEbvNcXfAgHVn4+J6f7YIqAmZ9t/+FC7f9kH9vn+zbIytu3Uf9sZ2x8QOwP1iCOOWHW4euoFX3311ayun67SpZde6vS2Yj9fKDagamyYEwH13HPPtTlz5mS8bWWmbrLJJtX4WNV3qTABtXXPHlZRizXQaT2yotxmjxtXfc7yfKVim2zrEClKZgKbNWtm9w0eXBSIyEBlsl0UHTnHD1FsMT3HeBKZY7KdCF9oYwRUYnpoJynBCgio/pxOTPfHFgE1OduaEFBPOOEEO+igg1bdvD4jLVq0iP0we+21l916662mPyk1SyAnAuonn3xiS5cuzfgkrVq1Ktql/aECKkv4M/YL9kCt2Q9/2NW1hL+CJfwZMW3z29/anRdfHIaxIH6PgMpkuyA6ajXfJAKqP+BMtv2xZbK9JtuwcbpfT0SzvtFGG9ny5cvdDyX3BBBQc880sEhM98eWmJ6cbU0IqH379rUjjzxyrZv/+9//bkOGDLEvvvjC/e6AAw6wgQMHumTDX375xW2LOWPGDFu2bJntvPPONmDAAHvsscds/Pjx1rx5c6tXr54dffTR1rFjx+RgsBCLQE4E1NQry/HaB7VU9kING5i15hApBNRYH82ab0QGatU+2LRBA5syYkTNOyoHd4CAioCag25UdCYQUP25lMm2P7ZMthFQ/fauwrWOgOrPd8R0f2yJ6cnZ1oSAut1225l+Ul8ynHbaabZw4UL78MMP3e9+/vlnGzx4sBNRzzrrLLvrrrvs3nvvtWuuucZtf/nss8/a3nvv7UTTLl26WP/+/U2JiU2aNLHNN988ORgsxCKQEwF1xYoVNm7cOHvggQfs22+/tUGDBpn2fujXr59pYj5y5MhYN1cIjcIF1G5mZbUK4VGq/R61u+YcDpGqdu7ZXhABtWpSDRo1sknDhmWLM6/rIaAioOZ1B62hm0NA9QeeybY/tky2EVD99q7CtY6A6s93xHR/bInpydnWhIC62Wab2RZbbLHq5iWIah9Tla+//trmz59vX331lT399NO28cYb27XXXuuW6E+dOtVpZ9rrtKxs9TaQLOFP3g9yZSEnAurcuXOdIn7MMceYNsft3bu3E1DVIc4//3wr6T1QWcKfsa9qeTh7oObqo5x7O0f162ff//izGVv4rg23osJ6Hn+cnXzEEbkHXwMWEVARUGug2+X9JRFQ/bmIybY/tky2EVD99q7CtY6A6s93xHR/bInpydnWhICaaQn/9OnT7aKLLrLddtvNZaF+8MEHpn3LtXR/8eLFdvnllzs9rW7dutapUyfr1auXbbDBBm7vU/ZATd4XcmEhJwKqMk2VRqz9G84880wnnupHezto74d77rnHpRsXYwnNQO3WzawWGajpfI+Amt+fiJMuvNA+/d/+LPl9pzVzd3/p2tU6HHhgzVw8x1dFQEVAzXGXKgpzCKj+3Mhk2x9bJtsIqH57V+FaR0D15ztiuj+2xPTkbPNJQJUoesghh9ipp57qHuzuu+92gqkE1KBISNX/DR8+3HRYu5IUJaDecsstbkk/pWYJ5ERAlViqTnDsscemFVAffPBB23rrrb0/qbYSUEq0viCl5Fcu5eXlLlW6QYMGa+zRumjRIvvss89sn332iXyPoQJqLw7iyQS1Tq3aNnPMmMjM87VBsU22Dzv9dPtl+QoyUNN1uIoK63T4Yda3SDbwRkBFQM3XuFqT91VsMb0mWVa+NpNtv97QGFhnEfz4449+L5RD6/Xr18+hNWK6F5gFbhQB1Z8Dien+2CKgJmdbEwLqCSecYAcddNAaN7/VVltZz5493fJ87Xn673//266++mrTeFMC6sSJE13S4U477WQ//fST2/f07LPPdoJrnz59nIjarVs3992ufVEpNUMgJwKqMk+XLFniVHFlowYZqPr32LFj7bnnnksraObykbXp7ujRo1eZbNeunV144YWrOte8efNcurQ6o4r+ftxxx7m/T5482Z1uJhtRS6iA2r37GvtXRLVf7PVnsQdq3rqYPVCrdk29+vXt4SLZ3xkBlcl23gaiGrwxBFR/8Jls+2PLZHtNtmHjdL+eiGZ9o402suXLl7sfSu4JIKDmnmlgkZjujy0xPTnbmhBQv/zyy7VuXFmlL774otsLVecGaZl+y5Yt3R6o1113nctGDTJR9bs2bdrYJZdc4l6Izp4926666irXTsv6JahSaoZATgTU999/30488URr0aKFff/997bLLrvYypUrTaKllvRLKfddHnroIbeNwM477+zU/NNPP926du1qJ510kv3yyy9OudferJ07dzbt2TpgwAB75JFHrHnz5n4FVPZAzeh6lvD7/lQks9+6Vy+zch31RUlHoEHDhjZp+PDYcA497TT7dcWK2O2LumFFhc0aN67KRyRbyYzJtt9PAQKqP75Mtv2xZbK9JlsEVL99rZCsI6D68xYx3R9bYnpyttUtoIbdsVZNa5l+06ZN11gVrXb6nb63NM+RcJpapK9999137nepB0yFXY/f55ZATgRU3ZJE1Jtvvtlee+01l+Wp1GSlHR999NGmoFrd5corr7RPP/3UbbYrIVfpz88//7wp00pF2adKrdY9Vs5AnTRpks2YMcMGDx5sjRo1qvLWwwZmrbt3N0s5Qa26OeTz9corKmxOiEiSz/df+d6KbbLd7vTTbeWyZYXkgmq918MOPNDO79o19jVdbKBkJPAMAmpo70BADUWUqEKxxfREMHLcmMl2joFWMscS/tVAwsbpfj0RzToxPRqvqLURUKMSy74+MT17VnFqEtPjUFvd5tzhw+zp51+IZKRrhw7WvxqSACPdFJXzgkDOBNTUp1FmYU2q4lLuJdwedthhbkuBKVOmuIOs9GdQtCHvlltu6X6fKqBqKf8VV1zhth7YddddV9VPl4bduHFj9xagqnJgt64cIpUBUHl5hc2NsW1CXnxy0tzEJptsYj/88INpr91iKAfypVGlG7fcaiu7+/LLY7v6QImvvFxJz08vV8aPr5KtxK0kpXJM13eWXpiFxfQk18x12w033NAt9fz1119zbRp7ZlZsMT2fnKrJtsSipUuX5tNtFc29KFlAmSvBtlWF8GBJYrrmHTrjILWojzVs2JCYXgjOr6Z71J6BijnqL5TcEiCm55ZnZWulFtNzTfPDRYvsP0uWRDK7WcOGtnnTppHaULk0CMQWULXnabZ79GgAU52CqjJHp0+f7oRRTYi1t+nMmTOdiBoU7YGqyefFF1+8SkDVcv8LLrjAbr/9dttjjz3W6AGHH374Wj1i6tSpoWLZ7scda5zCk0kjqbD5Dz1UNJ80DR6KRTyVU/bo3NkqEGYy9s+999zTbr/44tj9d/djj7UKBNS0/PR98frkyVWyTbKyQd9dOtEytejt/sMPP1xQn+Hge5XJYOyPYWgfK6aY7odSfKvF9p0Zn0TuWxZibEgS07VVlw6yTS0bbLCBS5wopM9wIfot973Xn0Vijj+2sgxff3wLMTYkien+SGIZAskJxBZQlcE5Z86crO5g1qxZLpOjOorET/2MHz/edtxxR3fJbDJQhwwZ4uq2b9/eLo+QVRa2NIgl/Jm9zhL+6vhExL+G2wN15cr4Boq85ZbbbGN3XXpp7KckNlSBrqLCWMIf3rVY7hnOKEkNlvAnoVd1W5Z7+mMryyz3XM03bJzu1xPRrBPTo/GKWpsl/FGJZV+fmJ49qzg1ielxqNEGAn4IxBZQ3377bXcKmMrEiRPd0mWdCJZarr/+emvSpIk7VazyJri5fhy9YdapZRJLJaC2atVq1SWCPVBfeOEFW2edddz/K/tIB18Fe6DqXrVP6tVXX+2yUDt27JjVLYYNzFr36G4VVpaVrVKqJCIIqPnt8dY9e5qxzCmjk7Zo0SLREv7WPXrkdweoyburMHtm3J1V3gGHSHGIlO8uioDqjzCTbX9sZZnJ9mq+YeN0v56IZh0BNRqvqLURUKMSy74+MT17VnFqEtPjUKMNBPwQiC2gpt5Op06dnCCpJfCp5dlnn7VzzjnHZs+e7fa68lkGDRpkjz76qBNRt9pqq1WX0j6l2h9u//33d/eig6Pmzp1rAwYMsEceecSaN2++xh6oTz/9tJ1//vk2dOhQa9euXegthw3MWmsfyRo4RCv0xvOgAgJqHjihilto07s3S/ir4rPvvnZppZdGUTwqAZWXK+mJaWeDZ8aORUAN6VBMtqN84qLXRUCNzizbFky2syUVrx6T7dXcwsbp8Qj7aUVM98M1sIqA6o8vMd0fW1kmpvvli3UIRCGQEwH1iCOOsH333dcuueSSNa69cOFCO+WUU9Y6kCnKDWZbVwLup59+ulZ1ZaS2aNHCbTegbQeCIpFUwq+K6kh81V6pKg8++KANGzYs7V6olS8QNjD7r0hCSUdA+/bNCTlpu5DIFdtkmwzJqnvfZs2a2X2DB8fuoizhrwIdGahZ9Ssm21lhil2p2GJ6bBAeGjLZ9gA1xSST7dUwwsbpfj0RzToxPRqvqLURUKMSy74+MT17VnFqEtPjUKMNBPwQyImAqj1DH3/8cbvjjjts5513ttq1a5s2dNdhTtOmTVuV6ennEbK3unLlSvviiy/cwVLBUv7sW6evGTYwQyTJTFhn1c+5s+plukn9U53ti22y7fZALZeXKOkItNx2W7v9ootiwyE2VIGOPVCz6ldMtrPCFLtSscX02CA8NGSy7QFqikkm26thhI3T/XoimnViejReUWsjoEYlln19Ynr2rOLUJKbHoba6zcARI2z6c89FMtK1Qwfrr5XEFAhUIpATAfXrr792maZffvml1a1b12V8vvPOO+5SvXv3tlNPPbVowYcNzFr37GEVtdgDNW0HWFFus8lAzdvPBhmoVbumabNmNoEMVD/9FwE1K65MtrPCFLsSAmpsdKENmWyHIkpUgck2AmqiDlSkjRFQ/TmWmO6PrSwT05PxPWfESJv82Ur7plX49oy60ubzJ1uf329nZ3ftmujCy5cvtyVLlphij6/zgGT/pZdeskMOOSTRvdI4ewI5EVB1OWWcahm8lu1/99131rRpU7fvqJb2l2lDuyItoQJq925mZbWK9OmTPVbSPVDfev99+8uQIcluoohbb9W8ud155ZWxnxABtWp0TZo2tYlXXx2fb/fuZkUcG2ODUUME1KzwIaBmhSl2JQTU2OhCGzLZDkWUqAKTbQTURB2oSBsjoPpzLDHdH1sE1ORs+w8fYfcv3dQ+3/vPWRnbds71dsYuTWNnoL711lt277332syZM1ddb7fddnOrs6WRJSmXXnqpde3a1bbddltnZsGCBdatWzd75ZVXilpzS8Is121zIqBOmDDBvvnmGzvzzDNzfX95by9UQO2h1G8E1HSOTCqg9rriCvvw44/zvo/U1A3qxcWsBFskIKBW7bkNNt3Unhw1KrZ7WcJfBToE1Kz6FQJqVphiV0JAjY0utCGT7VBEiSogoCKgJupARdoYAdWfY4np/tgioCZnW50CqpIKlQ164IEH2mmnneayTz/66CMnqErobNWqVaIH2muvvezWW281/YmAmghl7MY5EVB1eJSyTkePHh37Rgq1YaiASgZqRtcmFVD/dOGF9vkXXxRq1/F+38r7RkD1h7nuppvaEwiofgAjoGbFFQE1K0yxKyGgxkYX2pDJdiiiRBUQUBFQE3WgIm2MgOrPscR0f2wRUJOzrU4B9eOPP7aOHTvauHHj3NlA6crSpUvtmmuusVmzZpnG8scee6x1797dLfN/6KGHbNGiRdavXz/XdPHixTZw4EC7+eabnc3x48db8+bNrV69enb00Uc7QVbC7Nlnn+0OQlfR1prHH398cnBYSEsgJwLqpEmT7IYbbnCdwNf+DvnqvzABtW3PblandkW+3n6N3teKFbXt6QQZkj0uu8w+WrSoRp8hny+eVEBtd/rptnLZsnx+xBq9t8Nat7bzTz459j2QgVoFOgTUrPoVAmpWmGJXQkCNjS60IZPtUESJKiCgIqAm6kBF2hgB1Z9jien+2CKgJmdbnQJqRUWFdejQwdZdd10nZO6www625ZZbrqGRKfnw3XffdSKptKRRo0ZZ3759rXPnzjZmzBj3u5EjR7oHl5gqgVU6m84b6tKli/Xv398Jp02aNHFJjBJQlfF63HHH2aeffmrDhw939TfZZJPk8LCwFoGcCKhKS9ZeDCeffLLb97RyadmypdWuXbso8YcJqG1Ywp/Z7xUVNivBIVKX3XyzPfvqq0XZr3LxUEkF1LannWblK1bk4laK0kbb/fazS3r0iP1sTkCtVZxxMTaUoGF5uT0z7s4qzdSvXz/xZdIZCIvpXi4a0ygCakxwWTZDQM0SVIxqTLZjQIvQBAF1NSxieoSOU+RVEVD9OZiY7o+tLBPTk/GtTgFVd/rJJ5/YnXfeaY8//ri7cR2yroPVJZDqYKkDDjjArrrqKjv00EPd7yWgag/TiRMnVimgShDNZgn/wQcfbNorVdeh5J5ATgTUc8891+bMmZPx7opZAQ8bmLVGQM3YL/SGZnYCAXXonXfaU/Pm5f5TUSQWkwqo7IFadUdo1ry53ZvkkC4OkcoMmAzUrKIQAmpWmGJXQkCNjS60IZPtUESJKjDZRkBN1IGKtDECqj/HEtP9sUVATc62ugXU4I4llmpJv7SwO+64w213qUOktMR/ypQp1qJFC1d16tSpNmTIEHv22WdzIqAqE1WCbSDQJieIhVQCORFQpbJrL4dMRSnGxbq0HwE1/gcq6R6o54wYYa//4x/xb6DIWyYVUNv27m3lv/5a5JTiP97+++xjg3r3jm2AJfxVoENAzapfIaBmhSl2JQTU2OhCGzLZDkWUqAICKgJqog5UpI0RUP05lpjujy0CanK21Smg6hCpddZZZ63V18oKVQZqp06drG3btnbttdeuWrmtQ6GmT5/uRNWxY8faW2+9Zdddd5178NQl/EEG6i233GJ77723+/2CBQvcEn5lsOoAaRUE1OR9pioLORFQ/d5iflvPRkCtVeu/nZmyJoEVK83mJMhA7T9ihM1HQM3YrZIKqEf362dLf/7JKui/azEuKy+3P7U/2k475pjYH2sE1CrQIaBm1a8QULPCFLsSAmpsdKENmWyHIkpUAQF1Nb6wcXoi0DluTEzPMdBK5hBQ/fElpvtjK8vE9GR8q1NAffXVV5342adPH9txxx1txYoV9vTTT7s9TSWUagl+z549bcMNN7SLLrrI7WF6/vnnO1FVe6Kq/TnnnGP33Xef6XOlQ6MmT568ak9T2ZUNiaY//vijE1gRUJP1j6itEwuoUtl1iNSbb75p2gtVH/CtttrKTC6izAAAIABJREFU9tlnHzv88MOLNvM0AB02MGvdrZtZrVpR/VIS9ZNmoF56880279VXjSO60ncX9bpZCQ7pOqJvX/v5559Loi/GecjjDz/czuzUKU5T1wYBFQE1duf5X0Mm20kJVt0eAdUfXybb/tgy2V6Tbdg43a8nolknpkfjFbU2AmpUYtnXJ6ZnzypOTQTUONRWt6lOAVWHOEksnTt37qob0B6o2vLymP8l3mhZ/4ABA5x2pqIzhK688krTd4AEV/0uaN+uXTubOXPmKgF19uzZbv/Ub7/91nr16uXa6iyiyhmoEloPOeSQZOBonZZAIgH1ww8/dOq6HNi8eXN3wlh5ebk7OUz/t+2229rtt99e1CeAhQ3MWnfvZlaGgJqu9yUVUM+/7jp7+c03+WhnIJA0A/WwM86wZb/8At8MBNq3a2fn/ulPsfkgoCKgxu48CKhJ0WXVHgE1K0yxKjHZjoUt60ZMtlejChunZw21GioioPqFjIDqjy8x3R9bWSamJ+NbnQJqcKcSQpVdqs9GpoNvv/rqK+dbLc2vXPTdJeF1/fXXX+t3K1eudLZlN1i2n4wQraMQiC2gqlOcdNJJbu9TqeC77777qutKRNVmuRdccIEddthhNnjw4Cj3VFB1wwZmCKiZ3ZlUQH1oxgy7YcKEguov1Xmz69aubU+NGRP7kof26WPLli+P3b7YGx68//52sQ6CilkQUKsAxxL+rHoVk+2sMMWuhIAaG11oQybboYgSVWCyvRpf2Dg9EegcNyam5xhoJXMIqP74EtP9sZVlYnoyvucOH2FPP/9cJCNdO3Sw/lpJTIFAJQKxBdSFCxfaKaec4ja63XXXXdOC1Ua4V199tc2ZM8ft81CMJWxgxhL+zF5PKqAOGDXKXn377WLsVjl5pqQZqEeecYb9RAZqRl+cfMwx1oM9UHPSV9cygoCaFVcm21lhil0JATU2utCGTLZDESWqwGQbATVRByrSxgio/hxLTPfHFgE1OdsPFy2y/yxZEsnQZg0b2uZNm0ZqQ+XSIBBbQH3sscdsxIgRThzNlDq8ePFia9++vdv8VpvoFmMJFVBZwp/R7UkF1KvHjrUZz0V7m1SMfTDTM9UuK7OZY8fGfuTWPXpYhXaf+N+JfrENFWPD8grbsN5v7Ilrron9dGSgVoEOATWrfoWAmhWm2JUQUGOjC23IZDsUUaIKCKgIqIk6UJE2RkD151hiuj+2CKh+2WIdAlEJxBZQn3rqKbv44ovtxRdfzHhQlDbI7dixo02YMMFatmwZ9d4Koj4Canw3lf//g3TmJDjk6Pq//c0efuYZDpHK4II6ORBQ43u3+FtutOmm9tioUbEfVAI1JQMBBNSsugYCalaYYldCQI2NLrQhk+1QRIkqIKAioCbqQEXaGAHVn2OJ6f7YIqD6ZYt1CEQlEFtA/eCDD6xLly42dOhQ0+lg6cott9zilvg///zztu6660a9t4KoHyagtunRzSqMQ6TSOjMLkaSqTjD+kUfsrkcfswoyJNfGVGFWx8oTZ6AWxIewhm6yabNmNiHB/s6H9e5tP9tKMnzT+K9sxUqbfcedVXo204bsSbtDWExPaj+X7RFQc0lzbVsIqP74Mtn2x5bJ9ppsiel++1ohWUdA9ectYro/tsR0v2yxDoGoBGILqBUVFXbOOefY3LlzbeDAgW6pvk4KU9FgRVmn48aNs549e9rpp58e9b4Kpn7YwKxNdwmo2o2SshaBsjJ7JkEGav+RI23+woWAzUAg6R6oZEhW3bUaNW5sDwwdGrv/aQl/Re0yBNQ0BMvKK+yZsQioYZ0LATWMULLfI6Am41dVaybb/tgy2UZA9du7Ctc6Aqo/3xHT/bElpvtli3UIRCUQW0DVhb755hv761//ai+99JK7rr6Yli1bZj/99JP7t0RVLfNfZ511ot5XwdQPFVB7drPaJKCm9Wf5ylr2dAIB9Z4nnrCxkycXTF+p7htdp1Ytm37HHbEvi4BaNbp6m25qDydZwt+9O+JpJsRZZKeTgWqGgBo7vGXVEAE1K0yxKjHZjoUt60Ys4V+NKmycnjXUaqhITPcLGQHVH19iuj+2CKh+2WIdAlEJJBJQg4tJQF2wYIEtWrTI7YfaokUL22uvvWyHHXaIej8FVz9sYNamZzerRQJqWr+Wla1jM8aMie3z+6dNs1sfeCB2+2JvWKd27UR8EVCr7iENGjWyScOGxe5GHCJVBToE1Kz6FZPtrDDFroSAGhtdaEMm26GIElVAQEVATdSBirQxAqo/xxLT/bFFQPXLFusQiEogJwJq1IsWU/1QAVV7oFagoKbzea3ate3pBBmSQ++8056aN6+YulNOn6V2wkOk2vTubRUrfjV2oEjjlgqzo9q2s3P+9KfYPkNARUCN3Xn+1xABNSnBqtsjoPrjy2TbH1sm22uyDRun+/VENOvE9Gi8otZGQI1KLPv6xPTsWcWpyUuxONRoAwE/BBBQE3ING5i17t7NrIw1/Okwax/d2ePGxfbA8/Pn28U33BC7fbE33LhuXXt09OjYj0kGatXomm2+ud07aFBsvof16WPLli+P3b64G1bYM3dWHRtYws8Sft+fAQRUf4SZbPtji4CKgOq3dxWudQRUf74jpvtjS0z3yxbrEIhKAAE1KrFK9UMF1B7dzAwBNR3mcjObk2AP1GHjxtm0uXONBN80dCv+2+tmJeDbtndvK//114SfkOJt3voPf7C/nnpq7Ac8qm9f++F/+0XHNlKkDctqldksDpEK9S7ZSqGIElVAQE2Er8rGTLb9sWWyjYDqt3cVrnUEVH++I6b7Y0tM98sW6xCISgABNSqxiAJqm+7drII10BkpP5MgA7XHZZfZR4sWJfRg8TbXxhFJBNSTL7zQ/r14cfECSvhkZ5x0knVq2za2FS3hL1+3NgdJpSFY9utKm42AGtq3EFBDESWqgICaCB8Cqj98oZZZ7rkaUViiQyjMaqxATPcLGwHVH18EVH9sEVD9ssU6BKISQECNSiyigNq6WzezWmSgpsNcXlFhcxIIqL0HDbL3Pv44oQeLt3lSAbXnFVfYP//1r+IFlPDJLu3b19rsuWdsK+yBWgU6DpHKql8x2c4KU+xKCKix0YU2ZLIdiihRBQRUBNREHahIGyOg+nMsMd0fWwRUv2yxDoGoBHIioC5evNiaNm0a9dpFUT/szXZrlvBn9HNSAfWuxx+38VOmFEU/8vEQdcrKbMbYsbFNH3nmmfbzTz/Gbl/sDY899DA7q3Pn2I+JgIqAGrvz/K8hAmpSglW3R0D1x5fJtj+2TLbXZBs2TvfriWjWienReEWtjYAalVj29Ynp2bOKU5OXYnGo0QYCfgjkREA999xz7dNPP7WTTjrJ2rVrZ+uvv76fu81Dq2EDMw6Ryuy0pIdITZw+3W6bODEPe0V+3FKd2rVtxpgxsW/m4D59bAWHHGXkd+iBB9oFXbvG5ouAioAau/MgoCZFl1V7BNSsMMWqxGQ7FrasGzHZXo0qbJyeNdRqqIiA6hcyAqo/vsR0f2xlmZjuly/WIRCFQE4E1L///e92991327x586xu3bp24okn2rHHHlsSWalhAzMyUDN3x6QZqBdce6299NZbUfp7SdVNuoT/iDPOsJ+X/VJSzKI8bOcj21uf446L0mSNuk5ApWQkELY/cv369b3QC4vpXi4a0yiT7ZjgsmyGgJolqBjVmGzHgBahCZNtBNQI3aVkqiKg+nM1Md0fWwRUv2yxDoGoBHIioAYXXbRokT388MP24IMP2k8//eSyUU844QTbfffdraxMck7xlbDJNgJqZp8nFVD7DBpk77IHakbASQXU1j16WFlZhRXpRzdRMCqvKLNtt/mtjbn44th2yECtAh17oGbVrxBQs8IUuxICamx0oQ2ZbIciSlQBARUBNVEHKtLGCKj+HEtM98cWAdUvW6xDICqBnAqowcW/++47O++882z+/Pnuv7beemu3vP/QQw8tuuX9oQJq925mZRwila5jJhVQ/zJ8uL35zjtR+3zJ1M+FgFoysGI8aKPGje2BoUNjtPxvEwRUBNTYned/DRFQkxKsuj0Cqj++TLb9sWWyvSbbsHG6X09Es05Mj8Yram0E1KjEsq9PTM+eVZyavBSLQ402EPBDIKcCqvZBVQbq/fff7zJQd9ppJ2vfvr298MILNmfOHGvRooVNKbJDf8IGZuyBmrnjJhVQL7rxRnvh9df9fDKKwGqtsjJ7OsEhUspApWQm0GSzzWziVVfFRoSAioAau/MgoCZFl1V7BNSsMMWqxGQ7FrasGzHZXo0qbJyeNdRqqIiA6hcyAqo/vsR0f2xlmZjuly/WIRCFQE4E1Ndff93tgTp37lx3be1/evzxx1urVq1W3csnn3xiM2fOtB5FJsqEDcwQUKsQUP9/Ft6cO++M0l/XqMseqFWjIwM1dtfKquFv6te3h0aOzKpuukoIqAiosTsPAmpSdFm1R0DNClOsSky2Y2HLuhGTbQTUrDtLCVVEQPXnbGK6P7YIqH7ZYh0CUQnkREA999xz7YMPPrDOnTvbkUceafXq1Yt6HwVbP0xAbdOjmxXn7q/JXaZ9JMMOiqnqKgNGjbJX3347+Y0UqQUEVL+OXa9ePZt27bWxL4KAioAau/MgoCZFl1V7BNSsMMWqxGQ7FrasGyGgIqBm3VlKqCICqj9nE9P9sUVA9csW6xCISiAnAqr2Ot1qq61Mk43U8ssvv5gExs0226x0D5FiD9SMfTLpEv5bH3jA7p82LWqfL5n6dcrKbAZL+L35u3GTJnb/kCGx7SOgIqDG7jwIqEnRZdUeATUrTP+vvXMB17FY//+9LCRkl0oObalUdPhlV6QzoiSHhFJbWMsxiRKSQ85CDinsKId2DpFCKoSFkiT1I1IK+aVCkVIoh/X+/9/Z+1nW4X1O87yz3tN3rsu128zMM/OZee535vvcc49WJm62tbB5LkQBlQKq58mSRBkpoJobbNp0c2wpoJply9pJwC+BiAio8ECtXLmytG3bNsfzd+zYobxS3377bSldurTftsVFfjcPVB7htx/GoALqGytWyPiZM+NinkSjkacVLChLJk/WfnTDrl3l999/1y6f6AXTmzaVh+rV0+4mBVQKqNqThwJqUHSeylNA9YRJKxM321rYPBeigEoB1fNkSaKMFFDNDTZtujm2FFDNsmXtJOCXgFEBde/eveoSqdmzZ8sll1zit21xkZ8Cqv4wBRVQ52dkyPMzZug3IMFLFi5USJZOmqTdy6ZPPCEHfz0gKYxBkYchwk+0b/6gNK9TR5svBVQKqNqThwJqUHSeylNA9YRJKxM321rYPBeigEoB1fNkSaKMFFDNDTZtujm2FFDNsmXtJOCXQCABdd68eXL06FGZP3++OqZfvXr1rOcfP35cVq1aJXv27JElS5ZIamqq37bFRX4KqPrDFFRAfXPFCnmBHqi2A1AoNVXee+kl7QGq1batFEg5wRi+YQhmSopUv/Z6GdqxozZfCqgUULUnDwXUoOg8laeA6gmTViZutrWweS5EAZUCqufJkkQZKaCaG2zadHNsKaCaZcvaScAvgUACaqNGjeSHH34I+8yiRYvKrbfeKshTtWpVv+2Km/xuAmoNdYlUgbjpT342NKiA+uKcOTJn6VIJ0UMy77CFRBADdTljoBqb0qedcYYsGTdOu/6a6enaZRO+YCjkesFcyZIljWBws+lGHqpZafHixeXYsWPqD1PkCVBAjTxTq0Zuts2x5WY7J1vadLNzLZ5qp4BqbrRo082xpU03y5a1k4BfAoEEVOthY8eOVZdINW7c2O/z4z6/28KsZnprEQqoYcc5U0RWT52qPQdeX7ZMJs6eTQE1HMGQCGKgLg0QA7UmYhpnYpSYwhEoc/75MmvQIG04tdLTJRPfVhgjIQ/DlMyQrJzibBsooIpQQNV+/TwVpIDqCZNWJm62tbB5LkQP1FOo3NbpnqHmQ0badLOQKaCa40ubbo4tBVSzbFk7CfglEBEB1e9DEym/28KsVlprkRR6oIYd81BIMqZN054O/f/1L3n/k0+0yyd6QTjmZgQQqOs/+qgcPnw40TFp9y+taVNpyUuktPk5FwzJyqnOtoECKgVUQ5Mvq1oKqOYIc7Ntji032znZuq3TzY6Ev9opoPrj5Tc3BVS/xLznp033zkonJz+K6VBjGRIwQ0BbQN24caOMGTNGRo4cKe+8845s2bLFtoVDhw4VHOnPjxQKheTkyZNSsGDBPI/LzMyUn3/+Wc4+++wc/75792758ccf5frrr/fdRLeFGT1Q7ZEGPcL/5Lhxsn7TJt9jliwFggqoPGLuPFPKlisnMwcP1p5OjIHqgI5H+D3NK262PWHSzkQBVRuda0Futl0RBcrAzfYpfG7r9ECgI1yYNj3CQHNVRwHVHF/adHNsUTNtulm+rJ0E/BAIJKA+99xzMnz4cHn33Xfliy++sH3u4MGD801ARVvGjx+v2pQ9rVmzRnr37i1HjhxRf43/vvfee9V/v/HGG7Jo0SKZPn26H3Yqr9vCrCY9UG2ZBhVQu44YIZ9v2+Z7zJKlAAVUsyN92llnyZLRo7UfQgHVHl2KB+90eqDSA1X75fNYkAKqR1Aa2bjZ1oDmowg326dgua3TfWA1npUCqlnEFFDN8aVNN8cWNdOmm+XL2knADwFtAdXPQ/IjL7xIO3furC61KlWqVA4B9c8//5Q77rhDOnToIPfff7988MEH0qNHD1m4cKGUK1fOqIBaI621pPAIf9gpEFRAnfz66zJ78eL8mF5x+QxcIrUsyCVSjIHqOO5lypeXWQMGaM8NCqgUULUnz38LcrMdlKBzeQqo5vhys22OLTfbOdlSQDU71+Kpdgqo5kaLNt0cW9p0s2xZOwn4JRARARVH9C+++GJp3rx5jud/88030rVrV5k1a5ZgI2IynThxQg4cOCCrV69WnqTZPVDhffrYY4/J2rVrpXDhwqoZ8D697777VJtze6DOmzdPli1bJkOGDJFzzz3XsdluCzOKJPb4ggqoPcaOlQ2bN5ucVnFdd1AP1AZdusgff/wR1wxMNr5N06bSgjFQjSCmB6o3rBRQvXHSzUUBVZecezlutt0ZBclBb6VT9NzW6UE4R7osbXqkieasjwKqOb606ebYUkA1y5a1k4BfAhERUJ944gmpXLmytIXHWra0f/9+qVu3rsyYMUMqVarkt21a+d977z1BaIHsAuqbb76p2oD/tRLafMEFF0iXLl1yCKg4yj9w4ECZMmWKXH311a5tcFuYUUC1RxhUQF2zcaP0e/551zFK1gwlihWThS+8oN39ep06ydE//9Qun+gFm9x1l3Ru1ky7m7QN9ugooHqbVtxse+Okm4sCqi4593LcbLszCpKDAuopem7r9CCcI12WNj3SRHPWRwHVHF/adHNsUTNtulm+rJ0E/BAIJKB+9dVXAs/PsWPHSoUKFaRx48ZZz8bfQ8ycO3euwAO0SJEiftqlnTecgAqP1OXLlysR1UqIgVqsWDHp06dPloDaokUL6dWrl0yePFmuueaaHG1YtWpVnjbVqFHD1UPvpn/+UyQFvoBMuQlAQP1o5kxtMK8tXiwvZBtT7YoStCAuUlv9yivavbuldWvJPHFCu3yiF7zummtkXLdu2t2kbbBHBwF1jYttwEZTN+FCwffffz9H8dTUVLnllltcbbruM02Uw+8qfmvxhynyBLBGQNx0XE7JFFkCKSkpKjb+4cOHI1sxa1MEChUqJBA0/vrrr7ghEsSm4/JYhOfKnrAGuvnmm2nT42YGmG8o5hhsDm165FnTpkeeafYak82mm6XJ2kkgGIFAAmqdOnXk4MGDti3Al75WrVoJhMn8SroeqM8884xqYv369WVAmLiG8FjNnUaPHi3Hjh1z7FrVpk1FChTIr+7H1XMgoH76+uvabX5k6FBZv2mTdvlELwjZfv3cudrdrHr//SIUDmz5XXDhhTJvxAh9vvBe5ceVsPwgoK53sQ1WOBadAYDg+OSTT+YoisUpLkV0s+k6zzNVBgIBxGD8YYo8AcwJzBVutiPPFpttzN/jx49HvnLWqMRT/ImnjytBbDqEYjhGZE/w2Bo2bBhtOt+HLAKw6bQ5ZiYEbboZrlatyWbTzdJk7SQQjEAgAXXnzp1qcTZy5EgVA7VJkyY5fqRwRB4vfH6mcAKqFQP1o48+Ul/lkRo1aiQPPPBAVgzUcePGqTipWGzBC7UphE8Pye1oUI20NMGPClNeAkGP8Lfq10++++EHorUhEDQGas30dLJ1IFCmbFmZNWSINiMe4bdHxyP83qYVj3t646Sbi0f4dcm5l+NxT3dGQXLwuOcpem7r9CCcI12WNj3SRHPWxyP85vjSpptji5pp083yZe0k4IdAIAHVetDRo0eVUIqXO1oJHiIQc3H50/jx42XhwoVKuISHA9qHo5ndunVTF0fhmE+PHj1UnnLlyuWIgbpixQrlmQRPpNq1a7t2x21hVrN1a3qg2lAMKqBOW7BA/v3WW65jlKwZCqakyLIpU7S7TwHVGd3Z55wj80aO1OdL22DLjgKqt2nFzbY3Trq5KKDqknMvx822O6MgObjZpoAaZP4kalkKqOZGljbdHFsKqGbZsnYS8EsgIgKq9dBdu3bJjz/+mKcN1apVU0KmybRjxw65H0eOs6V69erJoEGD1N+sXr1ash/Dh0ja7L8XwOByqbfeeksQKxXp9ddflxEjRoSNhZq7D64Caloaj+naDHxQAXXCnDkyb+lSk9MqrusO7IGKS+F4NNh2DpQrX15mhAn34XXS0APVnhQFVG+ziAKqN066uSig6pJzL8fNtjujIDkooJ6i57ZOD8I50mVp0yNNNGd9FFDN8aVNN8cWNdOmm+XL2knAD4GICKhbt26Vp556Sn6wOU6dkZEhJUqU8NMuI3kRZH7fvn1y7rnnZh3lD/ogt4UZRRJ7wkEF1MeffVY2fvll0CFM2PJBBdR6nTvL0aNHRBiBIu8cCYm0uqextG7QQHv+0DZQQNWePP8tyM12UILO5SmgmuPLzbY5ttxs52Trtk43OxL+aqdN98fLb24KqH6Jec9Pm+6dlU5OCqg61FiGBMwQiIiACs/O7du3S79+/aR06dJ5vE1LlSqV77FQzeDKW6vbwowiiTkB9annnpN1n3+eX0Mdd88JKqDyCL/zkFe+7DKZmOsiIj+ThLaBAqqf+RIuLzfbQQlSQDVL0L52brbNkudm+xRft3W62ZHwVzttuj9efnNTQPVLzHt+2nTvrHRy0qbrUGMZEjBDICICKo7K33vvvdIWR36TLLktzHiJlDkB9ZGhQ2Xrjh1JNuO8dzewgMoj/I6wK158sbzUp4/3AcmVkwIqBVTtyfPfgtxsByVIAdUsQQqo0eLLzTYF1GjNvVh+LgVUc6NDAdUcW9RMm26WL2snAT8EIiKgwvP0+PHj6uKlZEtuAipFEnMC6sDJk2XVunXJNuU897dASoqsCHKJVJs2IqGQ5+clW8aKFSvKS717a3ebtoECqvbkoYAaFJ2n8jzC7wmTViZutrWweS7EzTYFVM+TJYkyUkA1N9i06ebYUkA1y5a1k4BfAhERUNesWSOPPfaYjBkzRnBcP3e65JJLJDU11W/b4iI/BVT9YQoaA3XUK6/IO6tX6zcgwUumpqTI8gACaq127SR08mSCU9Lv3lWXXy7Pd++uXUGt9HShPB0eHy+R8jat6IHqjZNuLgqouuTcy3Gz7c4oSA4KqBRQg8yfRC1LAdXcyNKmm2NLAdUsW9ZOAn4JRERARQxU3HJvl2LlEim/cLzkp4DqhVL4PEEF1BUffyxDJk3Sb0CClyxepIgsmjhRu5et+vaVH378kXdIhSGYKSI92raVujfeqM0XHqiFC6EmptwETpyE9/R0RzAlS5Y0As7Npht5qGalFFA1wXksRgHVIyiNbNxsa0DzUYQC6ilYtOk+Jk6CZ6WAam6AadPNsUXNtOlm+bJ2EvBDICIC6nfffSeHDh2yfW6lSpXyXCzlp5GxnNdtYVazdWuRAgViuQtRa1tQAXX6woXyysKFUqAA/fhyDyJO3heQAoE8UHmJlPOrcfFFF8nLfftqvz88wm+Pjh6o3qYVBVRvnHRzUUDVJedejpttd0ZBcnCzTQE1yPxJ1LIUUM2NLG26ObYUUM2yZe0k4JdARARUvw9NpPyuAmpamkgKrvNhyk0gqIA69a235NUFCwjWhkDBlBRZFuAIf01eIuU4t8pXqCCvPP209vyjgEoBVXvy/LcgBdSgBJ3LU0A1x5ebbXNsudnOydZtnW52JPzVTpvuj5ff3BRQ/RLznp823TsrnZz8KKZDjWVIwAyBiAmo69atkw0bNsiRI0fytLRLly5SpEgRMz2Icq1uCzOKJPYDFFRAfXv1ahn9yitRngGx+/jTCheWJS++qN3AWm3bSiiTR8ztAF5asaJMCnKJVHq69tgkekF6oHobYW62vXHSzUUBVZecezlutt0ZBcnBzfYpem7r9CCcI12WNj3SRHPWRwHVHF/adHNsUTNtulm+rJ0E/BCIiIC6ZMkS6du3rxQtWlQJqOXLl5fChQvL9u3bBT9W8+fPFywKEjG5LcxqpKVJCj1Qww59UAF1yEsvyYq1axNxWkWkT5h3GVOnatdVq0MHCR0/rl0+0QvWvOEGebpdO+1u1mrTRlJSKFCHBRgKMQaqh5nFzbYHSAGyUEANAM+lKDfb5thys52Trds63exI+KudNt0fL7+5KaD6JeY9P226d1Y6OSmg6lBjGRIwQyAiAmqHDh2UUNq7d2+pVauWLFq0SMqUKSMTJkyQTz75RKZPd74MxEzX8qdWt4UZPVDtxwGRS1cFEPh6jR0rH2/enD8DHYdPQeCIIAIqY6A6D/ppZ54pS8aM0Z4Zii+C1TLlIaDm7rRpjmR4iZSoD5PHjh1Tf5giT4ACauSZWjUGMwwaAAAgAElEQVRys22OLQVUCqhmZ1f81k4B1dzY0aabY0ubbpYtaycBvwQiIqA2atRI0tLSpGHDhlKtWjWZNm2aXHXVVcoDtXnz5jJv3jypUKGC37bFRX43AbVWepqEeI952LEMhUKyykUkcZoE/V98Ud5fvz4u5kk0GpmaksJLpAyCP7dUKZk7fLj2E/BxJTWVAmo4gNCVV0xx/vBGAZUCqvbL57EgBVSPoDSycbOtAc1HEXornYLltk73gdV4Vn4UM4uYAqo5vrTp5thSQDXLlrWTgF8CERFQmzVrpsTThx56SFq0aCF16tSRVq1ayVdffaX+vyWo+m1cPOR3W5jRA9V+FIMe4e89bpx8tGlTPEyTqLQxsAcqL5FyHLfyF14or/Trpz22tdLThfJpeHyMgeptWnGz7Y2Tbi4KqLrk3Mtxs+3OKEgOCqgUUIPMn0QtSwHV3MjSpptjSwHVLFvWTgJ+CUREQH388cfVc8eOHSsvvfSSTJo0SR588EFZv369HDhwQBYvXiwFCxb027a4yE8BVX+Yggqo7QcNkm927dJvQIKXDCqg1uvUSY7++WeCU9LvXnrTpvJQvXraFdzZoYOcPMGj1+EAhjJDsmIaPVDdJhcFVDdCwf6dAmowfk6ludk2x5ab7Zxs3dbpZkfCX+206f54+c1NAdUvMe/5adO9s9LJyY9iOtRYhgTMEIiIgApP0/3798vNN9+sYrENHjxYiaZVqlSRdu3ayfXXX2+m9TFQq9vCjB6o9oMUVEB9ZNgw2bp9ewzMgthsQlABtWabNlIgM5MBKMIML65+Kl+hgkzv31978Bs9+qgcOnxYu3wiFyyQgkukGAPVbYy52XYjFOzfKaAG40cB1Rw/t5q52T5FyG2dPnLqVPn96FE3pPny76mpqYK1cSgzNi6YrHLJJdLkjjvype/58RAKqOYoU0A1xxY106ab5cvaScAPgYgIqOEemJmZKTCmiZ7cFmY10tMpQNlMgoKFCsmySZO0p0ha//6ya/du7fKJXjASAiovObKfJRdddJFM6dtXexrh40rB1NjYJGl3wlDBzFAKY6B6YEsB1QOkAFkooAaA51KUm21zbLnZzsnWbZ2Oj8UIG8OUlwDuKlgZ4K6CWGNKAdXciNCmm2NLm26WLWsnAb8EIiKg4gfWKaWkQMpJzOS2MLuzTRvBZT5MeQkUOO00eXvCBG007QYMkO3ffaddPtELBhZQcUs8ky2Bcn//u8wYOFCbEL3T7dGlpIQkgx6ornOLAqorokAZKKAGwudYmJttc2y52c7J1m2dXpNrHcfJuHLqVLOTNR9rp4BqDjZtujm2tOlm2bJ2EvBLICICavfu3WXVqlW2z87IyJASJUr4bVtc5HdbmNVOT5OT9EENP5YBv2w/MWqUfLZ1a1zMk2g0kgKqWepnnnWWzB89WvshFFAdBNRQSDJcvF5Kliypzd6poJtNN/JQzUopoGqC81iMAqpHUBrZuNnWgOajCI97noLlZtMpoDpPLAqoPl68JM5Km2528GnTzfJl7STgh0BEBNQPP/xQ9u7dm+e5L774olSuXFlGjRolhQsX9tOuuMnrtjCrlZbGm7YdRjPI0aD+kybJ+x9/HDdzJb8bCs/n5VOmaD+WmwpndGeWLCnzR43S5lsrPZ22wYZeioQkYypjoLpNLgqoboSC/TsF1GD8nEpzs22OLWrmZtuPgNpGhL/GthOSAqrZdzVRaqdNNzuStOlm+bJ2EvBDICICqt0D33rrLSWeLl++PGkF1BqtW0tKEsSC9TPprLxBL5F6ce5cmbNkMf17w8BHUI3UlAIUUHUmpscyxc86SxYF9EBNTWXctXC4ERVmxZTpjiNBD1QRCqgeX1bNbBRQNcF5KMbNtgdIAbJws+1HQGW4IqepRgE1wIuYREVp080ONm26Wb6snQT8EDAqoO7evVsaN24sM2bMkEqVKvlpV9zkdfNA5TFd+6EMKqA+OXasrN+8OW7mSn43NOgR/rqdOslff/6Z382Om+c1rltXutx3n3Z7aRvs0eFCj1g9wl8jvY0UoLdS2MHD54BE2mxTQNU2b64Fudl2RRQoAzfbFFADTaBshRPJpjMGaqRmRd56aNPNsUXNtOlm+bJ2EvBDwJiAmpmZKfPmzZORI0fKggUL5Pzzz/fTrrjJSwFVf6iCCqhDX35Zlq9dq9+ABC8ZVEBt2Lmz/H7kSIJT0u/eP++5R9o2bKhdAQXU+BRQVVgWXgxoO3iJtNmmgKpt3lwLcrPtiihQBm62fQiobdqI22W4gQYjjgtjHZlINp0CqrnJSJtuji0FVLNsWTsJ+CUQEQF18ODB8v777+d49sGDB9X/r127tgwfPtxvu+ImPwVU/aEKKqD2HT9ePvzsM/0GJHjJoAKqFQMV9TDlJABPu7LlysnMwYO10VBAjU8BtWbr1iIMy0IBVfvNZ0EQ4Gbb7DyggOpDQE3nEX6n2UgB1ey7mii106abHUnadLN8WTsJ+CEQEQF1yZIl8n//9385nlusWDGpXr26VKxY0U974i4vBVT9IQsqoD4zZYq89+GH+g1I8JKRElATHJN29wJfItW2rYQyM7Wfn8gFU1JSJMPlArRoxUClB6rzzEukzTY9UM1ZGW62zbFFzdxsU0CN1AxLJJtOD9RIzYq89dCmm2NLm26WLWsnAb8EIiKg+n1oIuWngKo/mkEF1H4TJ8qaDRv0G5DgJYMKqLU6dJDQ8eMJTkm/ezVvvFGebttWu4L6nTrJ4aNHtcsncsHUlBRZPnWqYxcpoMbmDEikzTYFVHNzjJttc2y52c7J1nWd3iZdGNbafj4mkk2ngGrO7tCmm2NLm26WLWsnAb8EIiKgbtmyRbZu3Sq4NKpEiRJSpUoVueKKK6Ro0aJZ7enXr5+cd9550rlzZ79tjOn8rguztDQRxssLO4aBBdQJE2TNp5/G9PyIZuMCC6jt2kno5MlodiGmn331lVfKc926abfxjvbtpWAm+DJIQm6IJ06elPemTaOAqj27olcwkTbbFFDNzSNuts2x5Wbbp4DKI/yOkzGRbDoFVHN2hzbdHFvadLNsWTsJ+CUQSED97bffZOjQoZKRkRH2ud26dZMHH3xQ/duAAQNk//79Mn78eL9tjOn8FFD1hweHl1e7eJk51f7cq6/KwpUr9RuQ4CULiMiKAHxv79hRMo8do7wXZp4gBuqdNWpIr5YttWcRYqAWTsUoUUDNDfHkyZOynAKq9tyKZsFE2mxTQDU3k7jZNseWm20KqJGcXYlk0ymgRnJm5KyLNt0cW9p0s2xZOwn4JRBIQO3Vq5csX75cHn74YWnYsKGcc845go3vnj17ZPbs2TJ37lx1gVS1atWkSZMmKs+jjz7qt40xnd9NQL09PZ3yiM0IwvcuyMKs97hx8tGmTTE9P6LZuKAeqDXbtBEJQSpkCkegdNmyMnvIEG04vETKHl1KKCQZFFC151Y0Cwax6dFsd7hnJ5qA+kD37rL34K+xhjlG2hOSQQ8/LLdcd12MtCdYMxgD9RQ/t3V6TR7hd5xsiWTTE01A/fX332XXjz8GMxYRKo3Y9bj/5I8//ohQjcGrqXLZZcEriZEaaNNjZCDYDBKA61MopKeQfPvtt9KsWTPp37+/NGjQICzMsWPHysyZM7P+bcaMGVKpUqWEAu+2MLsdR/iZwhKAB+pKF5HECV2nIUPky507SdeGQGABFfE9ecmR7fwqV6GCzHj6ae35Vys9XUIFMEr0QM0NscDJk7IiRgXUmq1b4wpx7XFP9IKJtNlONAFVfbRhsiVQulQpmT1iREIQ4mbbu4Baq02ahEL8HQ478UOhQOt01NlxyBA5duJETLxXqampytEnFlJqgQLyz/r1pcY112g3BzYdwiVTeAJNa9eWTv89CRvvjGjT430E2f5EIqAtoMLzFB6o69atk4IFC4ZlYoms9evXl/bt20vZsmUTiZ3qi5uASi8z+yEPGgP1sREjZNO2bQk3pyLVoaACat2HH5a//vorUs1JuHrurlVLurdood0v2IYCXPiG5xcKxa6AmpYmoYIUUMMNXMrJUKBTBdovk6GCiSag3kab4zhTLr/oIpnQt6+h2ZS/1XKz7UNATU+TED9k2v4WB3F0eGTECPmS63SHjVCmZEyfrm0c4KSTyXWkLb+0Bg2kZePG2nzxwTyFH8zD8oPNXDl1iiNbU5e9ag8oC5JAhAhoC6gLFy6U0aNHy+rVq22/fu3bt0/uvvtumT59ulx55ZURanJsVUMBVX88ggqofZ5/XtZu3KjfgAQvGVRArfnfixX4bTvvREFggzJly8osHuE38hbF9BF+bLYZ2SL8uKdgQT3VyJyIRqUUUKNBPXrPvPzii2VCnz7Ra0AEn0wBlQJqpKZTEJveuFs3+fVXhg2xGwsvax2ncaydliYnKaDaIurQuLE0tzkl6+X9qEEPX0dMbraBAqqXWcY88UhAW0DdsmWLtG7dWpyO5S9atEgGDhwoq1atkuLFi8cjH9c2U0B1RWSbIaiA2mX4cNn89df6DUjwkoEFVMZAdZwhpUqXljnDhmnPInqn26PzsqkwtTBzs+m14IHKDYvt4LktqJ1emOGTJ8t769Zpv1PJUDAjgEBND1TnGVKhXDmZNniw9jTicVp7dNH0VnK16fRADSSSOBVuP2yYfLN9u/Y7legFvax1nBhwHek8Q1rcdZe0adZMexrxN9MJHT1QtScWC8Y9AW0B9dixY9K8eXMVS+bZZ5+VSy+9NAcMHO3v2bOnVK1aVXmqJmpyW5jxx81+5IMKqD3GjJENW7Yk6tQK3K+gAmrDxx6T3w8dCtyORK0gvVkzeeiuu7S7R9tAAVV78sRwwSAC6mODB8umb7+N4d5Ft2mIG76aAqqxQbi0QgWZFCCuNW26w9B4iKUZtY9iFFAdlO9gMVAbPfGEHDp40Ng7G+8VBxVQeYTfeQa0ql9fWt97r/Y0oYDqjM5tvWfKpmsPKAuSQIQIaAuoeP5XX32lYpseOXJELr/8cqlQoYJAWN2xY4cg/mm5cuVk6tSpcvbZZ0eoubFXDQVU/THB/WWrAlwi9fK8eTLz3Xf1G5DgJVNTUmT5FOf4NE4I7u/eXX46cCDBKel3r1OLFtLs9tu1K+BmmwKq9uSJ4YJuC2qnpj81apSs27o1hnsX3aZRQDXLv9KFF8q/+vXTfghtOgVU7ckTwwWD2PROw4fLVp4Usx3dAqGQZATYB9HmOL84d1SrJk917Kj9dlFApYCqPXlYMKEJBBJQQebQoUMya9Ys2bhxoxJOCxUqJBUrVpTq1atLkyZNBHGYEjm5Cqi8sdl2+IN6oH7w2Wfy9PjxiTy9AvWtaJEi8s7Eidp1IAZqKu+ID8sPQkbZ8uXl1QED9PniRmweBQ/Lz4tXhqkv2242nUf4gy2onUp3HjhQtnz3fyIFGHk5D6dQSEKZAT1Q09OF15/Zz8B6t9wiPWCXNRPFDAqomlMnposFEVCb9uwpB/bvj+n+RbNxXtY6Tu2jzXEevbtvukm6IxyZZqKAag/OixOUqXW65nCyGAlEjEBgATViLYnTitw22/xxsx/YoALqq4sWyfT587khDINY3XET0APVukQqTl9N480+7cwzZcmYMdrPIV97dF42FaYWZm42nQKqOQF18MSJkrFhg/Y7legFcdvy6gCnCrgZdJ4hVa+4QkY+8YT2NMJ6j/GRw+NLycyUlS63jUfNpvMIv+OcDyKgvrZ0qUyaM0f7nUr0gueVLCmvjRql3U3uMZ3RtW7QQFo1bqzNl7+ZwdZ7pmy69oCyIAlEiAAF1IAg3TbbNVq3lpQC9PkIhzmogPrIkCGydefOgCOYuMWDxkClwOc8N4qedZa8EyC+M4S4QqmwDfS2y00asbWXuxxrM7Uwc7PpFFCDLaidSjMsizPblIIFJWPyZO0fLW4GndH9T8WKMq53b22+FDMc0MV6DFT11ZkpD4EUXBQzVRtM+6FDeYmUAz21TucRfu355Vbw9muvlb6PPOKWzfbfa6SlSQpPitnycbMNptbp2gPKgiQQIQIUUAOCdNts356eLvCmYspL4KSIrAywcOg6YoR8vm0b0doQoIBqdmqcedZZMj+AgIrNNuLUMuUlgKNBK2JUQK3JsCyOU9ZtQe1UeMb8+TJl0SK+EjYEChYsKMsooBqbHzdec40M7dxZu34KqA7oYlpATReu0u3HLohNb/rkk3Lg55+136lEL+jltI0Tgzpt2sgJzF4uJfNi+v+xtgZ07Ci3VaumPY0ooDqhC8nKqdMc2VJA1Z56LBjjBCigBhwgNwGVC2p7wEE9UAdMmiSrP/444AgmbvECKSmyIsBxz5qIG0Tx33aClK9QQV7hjc1GXiAvmwpTCzM3m04PVOchD7LZ7jl8uHzCC0dsAeN4+KoANp0eqM5z97brrpMBnTpp2zSu9yigak+eGC4YxKa3HTxYdnz7bQz3LrpN87LWcWohbY7z+DEGqsn5TQHVJF3WHdsEKKAGHB+3zTa/XpkTUHuOGSOfbNkScAQTtzg9UM2O7XmlS8trw4ZpP4QLX3t0XjYVFFC1p57RgkE22/3GjpU1mzcbbV88V47L61YHOE5LAdVFQL32WhkQ4LgnbboD35iOgUoPVKc3I4hNbzNokOzctSueza7RtntZ61BA1R+CutWqyZMdO2pXwN/M2Pwopj2gLEgCESJAATUgSDcBlQtqcwLq8ClTZOmHHwYcwcQtHlRArdWhg4SOH09cQAF7dtsNN8iAdu20a6FtoICqPXliuGCQzXbf556TDz//PIZ7F92m8RIps/yvqFhRxjMGqhnIPMJvhms+1BrEpqcNGCC7vvsuH1oZn48IKqDenpYm+F1gCk+g9d13S6smTbTxUEB1QkcPVO2JxYJxT4ACarYh3L9/vxQvXlyKFCnieWApoHpGlSdj0CP881askAkzZ+o3IMFLFi5YUJYGiJfXvGdP2cfYVbazpPNDD0mTWrW0ZxEv6aKAqj15YrhgkM12h6eflq93747h3kW3abjMIoMeqMYG4ZZ//EMGPfqodv206Q7oKKBqz6toFwxi0+/v00d+2rMn2l2I2ecHFVD5Id55aKtdfrmM6N5de/whoBZM1S6e0AUzQyIrpzAGakIPMjtnS4ACqojs3r1bunbtKt/99ytpo0aN5KmnnhJc2OCWKKC6EbL/96AC6rKPPpLRL78shfn1NQ/kkxKSk6kFZcmkSdoDhM0gFnf8tp0XIS6cKFWmTOAj/Lzd02Z6hkKuN9NG6wg/PT6cTUqQzXbnQYPkCx73tAXMI/zaP2eeCl5aoYJMChDXGvGRCxTw9Kiky5SZCZs+3bHf0bLptdJ5hN9pYILY9IeHD5evGNfafhMuEuijGAVUZ1N6ZYUK8kIAmw4BNTWVu6BwlEOhTFk5JTo2Pel+QNnhmCNAAVVEOnfurDxPBwwYIHv37pWWLVtKr169pF69eq4DRgHVFZH9ZjAUktUuN2071d5lxAjZvG2bfgMSvGTQI/w127YVycSWnSkcgYoXXywv9emjDYcLX3t0XrwyorbZTksTXObDFJ5AkM12m6eekp379hGtDYHAAmqbNlKAFwPazq96N90kPXB5omaiB6oDOHqgas6q6BcLYtMbde8uh375JfqdiNEWpGRmSsZ0ZxHKqelcRzoP7E1XXSVDHn9ce/R5hN8ZnZttMLVO1x5QFiSBCBFIegH10KFDUqtWLZkyZYpcffXVCuvIkSNl3759Mnr0aFfMFFBdEdlmCOqBuuLjj2VIAA9L/ZbHR8nCp50mS//1L+3G3t+zp/y0f792+UQv2LVVK7nnttu0u8mFrz26WBZQ6YEabEHtVLrToEHyJT1Q7X8zA14iVQOnCrQtVuIXvLdmTXn0oYe0O0qbTgFVe/LEcEE3kcSp6S369ZMffvghhnsX3aZ5Wes4tZDrEefxS2vUSFo2aqQ9yLwIOth6jwKq9tRjwRgnkPQC6s6dO+W+++6TJUuWyDnnnKOGa/bs2fLOO+/IjBkzXIePAqorImMC6oCJE2X1hg3CE3N5EeOIOVKQeHmIgfrL/v3ccIeZwSdFJP2+++TBunW1XwButimgak+eGC4YZLPddcgQ+XznzhjuXXSbFvQSKW4GncfvgjJlZPrQodqDTJsenwLq7W3SBfH8mMITCGLTu4weLZu/+IJobQgEFVBpc5yn1l033CA9A1z2Sg/U2LTpNCgkEG0CSS+gbtq0Sdq0aSMZGRlSokQJNR5vvvmmvPzyy/Luu+9mjc/kMJfxtG/fXo4ePeo4htc3by6McxgeETxQ17/2mvY70OuFF2TV2rXa5RO9YIGUFFk7a5Z2N1v27i1ff/utdvlEL9i3Uyepf8st2t2s3ry5CI+Ch+WHTcVHLrbh9NNP12Z/8uRJdeoge0pNTVW/BW42/YbmzXmE34H8utmztcelz9ixsmL9eu3yiV4QoSM+DmDTqzVvLvhdYApP4LaqVWVEt27aeGjTnTfb6wza9BMnTsjUXBesFSpUSNLS0txt+oMPCCNb2I9dEJveqn9/2cYYqLZwvax1nAzSjc2bCz6sMYUngFNivTp21MbD30xndG62Icg6XXvQWJAE8oFA0guoXj1QJ4U5Kt6hQ4d8GCI+ggRIgARIIJIEsNkOJ6C2RdxfJhIgARIggbgicPz48bACanp6elz1g40lARIgARIgARKIbQJJL6CGi4E6fPhw+fnnnz3FQI3t4c3ZOlySde2110qDBg3iqdlx01ZwhdBetmzZuGlzvDT0p59+klatWsnixYvjpclx1c733ntPVq5cKc8880xctTvZG9uvXz+54YYbPF14mOysdPqPiySnTZsm5513nk5xlnEgsGfPHmnXrp28/fbb5GSAALhu2LBBXY7KFD8EnnzySalTp47Url07fhodRy298847ZebMmVkh2+Ko6THf1O+//15dyrxgwYKYb2s8NhBcN2/eLFj3MZEACUSXQNILqMD/yCOPyBlnnKEWmnv37pWWLVtKr169Em5TSgHV7MtGAdUcXwqo5tiiZgqoZvmaqp0Cqimy/6mXAqo5vhRQzbFFzRRQzfI1VTsFVFNk/1MvBVRzfCmgmmOLmimgmuXL2knADwEKqCKya9cu6dq1a9ZNkfXr15c+ffoI4iclUqKAanY0KaCa40sB1RxbCqhm2ZqsnQKqSboUUE3SpYBqki4FVLN0zdVOAdUcWwqoZtlSQDXLlwKqWb6snQT8EKCAmo0WRJpixYqpP4mYKKCaHVUKqOb4UkA1x5YCqlm2JmungGqSLgVUk3QpoJqkSwHVLF1ztVNANceWAqpZthRQzfKlgGqWL2snAT8EKKD6oRXneSmgmh1ACqjm+FJANceWAqpZtiZrp4Bqki4FVJN0KaCapEsB1Sxdc7VTQDXHlgKqWbYUUM3ypYBqli9rJwE/BCig+qHFvCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAklFgAJqUg03O0sCJEACJEACJEACJEACJEACJEACJEACJEACJOCHAAVUP7SYlwRIgARIgARIgARIgARIgARIgARIgARIgARIIKkIUEBNquFmZ0mABEiABEiABEiABEiABEiABEiABEiABEiABPwQoIDqh5bBvL/99puEQiH529/+JikpKQafFJ9V//LLL1K4cGEpXry4kQ7s2rVL9u/fL9ddd50cOnRI1q1bJ3Xq1MnXsfjzzz8lNTVVChUqZKSPiVrp8ePH1dide+65UrBgwTzd/OOPP9R4FihQQGrVqiUnTpyQDRs2yIEDB+TWW29VZU4//fSYxAObgHYWKVLE2NyPyY4nQKNo0+0HEfMa7+wZZ5yh5raJRJtugmr+1JnINh2/P1jPYK132mmn5Q9QPiUiBGjTadO5Ttd7lWjT9bixFAmQQGwSoIAaxXE5efKkvPnmmzJ58mQ5ePCgaknRokWlWbNm8uijj0axZe6P/uGHH+SFF16QIUOGhBWt3Gtwz5GZmSlTp06VpUuXyrfffpvFp3379tKiRQv3CnzkmDVrlrz//vvy4osvypdffikPPfSQEt3CCXKDBw+WhQsXZtV+1llnyT//+U9p1apVIMG1TZs2cuWVV8rjjz/uo+Xmsr777rsyfvx4wf9mT40aNZK2bdtKgwYNzD3cQ83YhI4cOVKWL1+elfuuu+6S7t27q80p0vbt26V58+Zy7bXXCsYJ87Vhw4ZSrFgxKV++vNx+++3y9NNPqzrOPPNMD0/NnywQfSdOnChz587NeiDa265dO0EfmWKTAG2687jgd27SpEmyYsWKrN88zGvcPH399ddHdFBp0/PipE2P6BTzVdnu3bvl2WeflbVr12aVwwdbrPWuuOIKX3Uxc/4RoE2nTc9OgOt0f+9eIq/TadP9zQXmJoFEIkABNYqjOW3aNMGfPn36yC233CJ//fWXrF+/XsaNG5dHtIpiM8M++quvvlIi5kcffWTMY3LevHkyfPhwef755+Xqq68WfP3/+OOPBc9+6qmnIorE72b78OHD8thjjylvRjAYMWKEzJgxQypVqqTdLnhMwRPyvPPO064jkgWx2R47dqwsW7YsR7X16tWTjh07KiEyWgnieuvWrQX/279/f7nwwguVWNqvXz8pWbKkEmmQXn75ZfX3mEdIn376qRKoV65cqbx9IVRiEXTJJZcY+xCgw+iRRx6RPXv2qL5VrlxZeevhQwLEfYjGTLFJgDbdeVx69eolO3bskEGDBql39scff5TFixcrm9e0adOIDiptel6ctOkRnWKeK8Oplvr160vVqlXVugHz/bvvvpN///vfctlll6kPsEyxSYA2nTY9OwGu072/p4m8TqdN9z4PmJMEEpEABdQojSqML44TY0OZe+OIIyI41ogv31hgv/7660roqVGjhjzxxBPKuw6b0IEDB6r/P3v2bPn5559lypQpSlSqXr26rFq1SglHEL5BcrMAACAASURBVLsgNkKYwzPHjBkjGRkZ6jhw48aNJS0tTQlH4eqDiPPMM8/Ivn37FCUcd+7Zs6eUKFFCiacQMiEY4mh0jx49lPfkG2+8Idi4/v777wJPRXjT6gqCffv2lV9//VV5QYZL2AyuWbNGHQO1NuEQoyGyQnw9++yzldAHbkjg9Oqrr8pPP/2kvBHRNnj0IWSC3802jqDCcxEJ4lbdunVVHZdeeqnMnz9fiXJdunRR/753717FDR6F4A6vwtdee02Vg/dVhw4dlIAOsfKiiy5S3DAeEM9QL8YfqWXLltKkSRP135gjEyZMkCVLlijPSfz9Pffco+bN999/L6NHj1ZiIY4IwrMLbcViBmI0BFGI9VdddZUatwoVKtjydRNQ3eYo+nDHHXeo/uIID7xtEIoBcxVj+8ADD0h6erp6Pph6nT8Yd2xEwfrvf/97Vvu/+eYbVSc8ifHOoN9gUKZMGaldu7ZqB8b/8ssvV3/uv/9+xRmbJAiqGKvnnntOsUMohZo1aypGTrwjbULg+dy5c2c1XyHsZk+WbYBHNkR7hCKAEIV5Dm9aJIw93mnk+eyzz9R7i38///zz1b/bzb+hQ4eqDT7GCwke2Zgr8Li25mMkxhLv7eeff67mH97bihUrqrGM90Sb7j6CmIvw4IG3frLZdOv3Cr+f+G/8VuC9hBeim03Hh1X8DmLzfs455yjvf/x229l62Fg7vrTp+W/T//Wvf6nTRosWLcoTsoI23d1uRCuHCZveu3dvtebA2gLrHaxT8C7jD5LTOj3cbydsajTX6bTpa9SeiDY9r+NHIq/TTdp0/CaE26thDY/9Ek7SYe+IhBOs2ANj38N1erR+KfjcZCRAATVKo75p0ya1kYRXGYS+cAniEDY7lscCDHbp0qVl1KhRsmXLFiWWlipVSgluEM6wKcVmDMIQ/hsCHUQ2CEDYcEGQ3LZtmxL2cKwCQgtEUohI4eqDmAKDDA+Jo0ePKqONxRJEsLfeekt5EaF+iDUQenA0bdiwYcqj9oILLlDefxB74RWok8AGdeGHAQIjngHh00rw+ITYhb7ecMMNShyDcAyhDGLi//7v/6pNy3vvvadEUhwbRVvLlSunNp446o3yN998s28BFUIdPEogREJkgvCJRTGe89JLLynOGCckiKkQqyFcQ9TCuMMjEsIlhCR4sd53333KMxIiNP7dGo/bbrtN7r33XkHIBHgeog4s1iB24RkYCzwT3HGsHoI5xDf0E2OLxfiCBQuUUA8hdubMmUpEh1gIgQxjjOPtdpttCJCoN3uCUAx28ED1MkfxoQB92Lx5s/IMheiOzQL6jfGF2A0WEIO9zh+EdsC4YsxzJ7wPDz74oBIUMefhkQqBGe8Z2os5gn5h0QEB2ArXAAEX7wJiqUKsxv+HsAqx14m3ztx2KjN9+nT1fmHuhkuYc5hP8EyF5xJEVCyiLA9o2AsIp506dVLiJBZiGGfMFcvuhJt/GGcIpJiLSNjsY76AsTUfIzGW1nuLuY5NJGzanXfeGWmM+V4fbbo7cmz0IZpjrl1zzTVy8cUX54g/nMg23eob7M2NN96ofvvxERJ/j2RnY/DO4TcKvwt4T+C5CEEVH+XsbD1ClNCmr1M2PBZsOsYJv3H43aRNd7cTsZLDhE3Hegtrd3wcRzge/H7jw771MdhpnR7utxMfkKO5TqdNf06tIWnT8+7zEnmdbtKmYw8Qbq8GpwPMM8tZB3ZywIABal/ctWtXrtNj5YeD7UgKAhRQozTMiLkIUQsbIXhwhktYZEG8tI6r49gxxFAIgRDl8O+rV69W8RytBAEVgg+OvCNBdMMXbjwL4ic2aZZYAQH1k08+ySGQ5K4PIuzGjRuVhyueC9EJom64I/zY4GExh5iTSBD48AyIfuFiibqhh8CGzTaEWAiISPCuhUAEYQiLSRyfh4iLZHnuYUGKhCP/ENEgRFlf63bu3Knajn5h0QqGEKH8eqDiuf/zP/+jngOvRdQLQRnerk4CKo5gQ9iEqFWtWrUcXMIJqBgf61IxXGoFMRrlsKHGBtpqAwQ3eFZCtMU4QCzEXIEYaCV4ZYIn8oCf22Vl+KIOoRFCcfb09ttvq7+HgOpljlp9OHLkiJqD4A7xDwlzBWIn6vIzfyAA4vgvOOZOqKdKlSpKMMRmBAIdFjtIEJMxH+DZjZQ93i28TjE22ecL8uBrsBNvt3ns99/RNwj8dp7X1jzHOKBvSPCmvummm9S7gT/oP8bG6jNEUPyBd7bd/PMioEZiLNEO2D8sru1sn19msZCfNt19FPBBB57V2BzAHiBBsEdca3jSJ7JNz903eJPi9Al+V+Elb2djsEHC78rDDz+sPiYiTrqV7Gy93UjQpv+HTH7bdHzUw0dEO89r2nR32xGNHCZsuvUxMvvaDnMDv9f4+O+0TocNCffbGc11Om36qT0IbXrOS1wTeZ1u0qbb7dWOHTvmSUDlOj0avxZ8ZrIRoIAapRG3vmxD0MoucmVvDgQziEBWrEkIdRCzsAGFFxoWXNkXYSibW0CFdx8EK8RVxWYtuziEZ+PrMTwRwy3q4OGH40YQYyDkIiQANnoQrcIJqGgvNnc4Ypg9QcS187L1ih8LxC+++ELghYvjiRDAcm9IIfRCBLIEVDCCqGQdhYaYi/+GVycEVXgAYUOKr8d+BdTsR/jRB4i82JyCr5OAilAKaAfGBQkLZowxvGLdBFQssnHcH2OBsYQnZ/ZbfDGPsGBB/yFwQlBFvZgn8FjE/MFmHP9uXVYGXnY30HuJl+dnjsLbE+EEMHbwkkayvKogoviZP/AMxfiF80CFFy76jDr9CKgQJOGdi/che7IWxXa8vc5hr/ncPFBxgRnE1eyxaeEdjg8lGP/cAio2XLjwDeUQRsFu/vkRUIOMJexO9g8fXrnEej7adO8jhHAi+CgGW4QPcvAShLCfyDY9d9/wURIeaO+884464eFk0xF2w4p9jI+jYAUPXjtb7ySguh3hp03/T7zsSCZ8wMOaAx89wyXa9EjSjlxdJmx6uLU2HBzwAQkflJ3W6bltCHoaK+t02nRRjia06afev0Rep5u06XZ7NZwc9OKBaukCXKdH7reANZFAbgIUUKM0JyzvSHgJYvOYPWEzBVELiykcTYdrPpLlPQYBAnFJvQioiF8IbzZsvuCNic0TjsMj4SsXFl8Q/cIt6uDVhiO9iBOKBOELGzYIqF9//bXyHPzwww+zRDzERb377ruVKBmJZHHIXhc2mzgqDwFmzpw5OYQYJwEVAi76gj5bMecQygBHmyMhoMKLCDdJw5PklVdeUcfVER4AKfsRfhy/R8L4gzmELcTCg/eqVwEVcwLHOp0urcIPJ4Q/eC2jz9YxeTwbP84YR8wJxNDFl9RwyYuA6meOYoEN71k7AdXP/LFiK2XvF/pgCfsQsf/xj3/4ElAxpzAGucNqWHHQgl4S5vWdwDuFdz7c8/BOYHHUrVs35bmGEBlIEKIhrGOD7iSgWm0IN/8QjxFecBgHpHBH+K2FWZCxDLcJ9MomlvPRpruPjhXvMXtO2D6IqQjv4UdAjTeb7iSg4vfezaaDHULHwHsX3vIIeYINlZOtzz0itOn/IZLfNh0fvCCS4k92D2K0hTbd3W5EK4cJmx5urY2PvvhAjjW30zo93G9ntNfptOmnPFCzC6i06aLuqMB6NBHX6flh03Pv1bC/xilMOFkgBBZSuCP8XKdH6xeDz00mAhRQozja2DBC6LECymMhgo0RvEWx0YHwhaPZELoQ6xSXxkA4hUcpvDHtBFTElcQxfcQkxeYUQiG+akNkwXF/eJXiAh8Iflis4d/DLeqQH0e94SEJERbxKfGVHAKqdQQObYQhh0cmvDvxByItjmjjFnHEdUJ5nQQvG9SNvuASIMR5Agt4oMLj089mG0edEW8RrLFRRXxUcIA4rCOgHj58WC0M4NGHzT+8+hDgG32HOAmBC16tOKIMQRWXBSCUAYRVXLCFI5n4N4wPLpaCB4JXARU8IHYhxAE8D+HxC0EbfUI4AowPYsAinALCKEAQAysIzPCiBFMcn4X4iT5YlwbpbLb9zFE30Q1Hur3OH+t2TxxpAUPEoAUDeJziXUG7kPx4oMKDE97e8CCANybCTmAMMQ+deOvMbacyeJcwL7EYR8gGjBf+Gx6nW7duVX1CO7Fxgg2Azcgez9dJQIU4azf/YIswd5999lkVHgGhHsAkewxUrwszp7FMVAEVY0qbbj+z8a5iA4D3CR9SEA4G9hC/P/Csx5xPZJvuJKDiokU7G4PfaHjH4zccH+CwGcXmDR9QcCIjnK2HnQ+XvAiotOn/jLRJl4MHD6oPlQi5g4+WWM/gwyrWcvjwhfeCNj3i2CNSYaRturXWxu8q1m5Y42PNZp2Uclqnh/vtjOY6nTY9Zxix7AIqbbqoi2uxRk3EdbpJmw7bYLdXw94Ep0IRDgYe8rhMGidTs8dA5To9IqaflZCAIwEKqFGcIBDAsGiCcGHFg7OOVkN0xN/h6xKENyQcAYOoAbEIAioMaLgj/AgoDeOOhGPMEPMgBsEjER6vuMgICZ6o8FCFgBeuPnhTQsBBXWgXLnHCptfyrMRGC0ImEuKQwuMPGzuITlZCwHwsQHUSfkTgrYij6FZCmxETFiIZFpNooxUrMrcHqhUvxlqYQsiExycSbi7Hv0OEgsCIPIj/ij5ZXoyoO1zsVjCDJ4mVwBubXMSog0cgxhWcP/jgA5UFx/RxjBrjiLohdlnjja+JELyxocLG6oorrlC3LIYbD3goYJMNwRNMIGjjC6+VsJBGG1AP+oIETpgDWMSApRUzFOMJIRlinF18WrvNNjaC+BHHxWR+5mg4ARX1QBDGOGA8/MwfXIQGQR1srQTxE+wtT1/MXyxk7WKg5h5reHljQWLNOSxUMMedeOvMbbcy+MBhHbu38uL9h8iEPmLc8QHAmkfgiLmB5CSgIuay3fyDfYCQj1AdmB/oOxjjPcs9H4OMZe731o1FPP07bbr9aIENQsbgQ4A1b5EbH33wfhYqVCihbXrueY+wNLhIBnYWdtrOxsA2IkYsLo9CwsbK8ha3s/V2o0CbLsquRcOmw67i4xQ+eFkJbcH6DCFtaNNj09JH2qZbAmr2dTrWKdZJIKd1erjfzmiu02nTc+5BaNPzvsOJvE43ZdOd9mq4BBd3mWBfjj0BHIpwrB8forlOj83fELYqMQlQQI2RccWPDI7i4Vhi7otVcNwMHp/YZLklKwYqbnxFfMwiRYrkKYKvpPg3S2RyqhMLJBwjgAdnOKEN7YLwlb0ulEF/8Hfhnu/Wh9z/Di84MACb7DE//daD/PAchQeedfmOTh1ey4ABhKjcDOBhaP2bXfxRr88Af7DBTfPZxwd/j37mjq9rjU3u/F6fZ5fPzxx1e5bf+YP5hzmN9wMiTCQSxgdzLfdt1na8I/HMcHXAJmBRjrbA+zt7wr/BIx1j6ec9c5t/qBPvms7Fb7n74HcsTXGMRr206eGpY/7hAwHeW3hg4Rh6kJQsNh32HO98bjtgZ+uDMEVZ2vSgBMOXx7w/cOCA+tia+zg/bboZ5pGqNRI23RJQIXziHcM8CGcD42mdTpvuPMPs1o206cHezFhZp5uw6U57NevfvGgCXggn8zrdCx/mIYFwBCigJti8yH2JVIJ1j90hARIggaQiQJueVMPNzpIACSQwgXDhshK4u+waCZAACZAACSQcAQqoCTakiJWGS4aC3nqfYFjYHRIgARKISwK06XE5bGw0CZAACeQhgKO3CNeAEEhMJEACJEACJEAC8UeAAmr8jRlbTAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkkE8EKKDmE2g+hgRIgARIgARIgARIgARIgARIgARIgARIgARIIP4IUECNvzFji0mABEiABEiABEiABEiABEiABEiABEiABEiABPKJAAXUfALNx5AACZAACZAACZAACZAACZAACZAACZAACZAACcQfAQqo8TdmbDEJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkEA+EaCAmk+g+RgSIAESIAESIAESIAESIAESIAESIAESIAESIIH4I0ABNf7GjC0mARIgARIgARIgARIgARIgARIgARIgARIgARLIJwIUUPMJNB9DAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiQQfwQooMbfmLHFJEACJEACJEACJEACJEACJEACJEACJEACJEAC+USAAmo+geZjSIAESIAESIAESIAESIAESIAESIAESIAESIAE4o8ABdT4GzO2mARIgARIgARIgARIgARIgARIgARIgARIgARIIJ8IUEDNJ9B8DAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQPwRoIAaf2PGFpMACZAACZAACZAACZAACZAACZAACZAACZAACeQTAQqo+QSajyEBEiABEiABEiABEiABEiABEiABEiABEiABEog/AhRQ42/M2OIIEdi9e7ds27ZNfvjhBznzzDPlsssuk0qVKkWo9viv5ptvvpEvvvhCfv31Vzn77LPl73//u1x55ZVSsGDB+O8ce0ACJJBQBEKhkHz55ZeyY8cO+eWXX6RUqVJSpUoVKVOmTEL1M0hnaNOD0GNZEiCB/CRAm+5OmzbdnRFzkAAJkECkCVBAjTRR1hfzBP7880+ZOHGizJo1S7W1fPny8t1336n/vvDCC2XGjBly2mmnBerHhg0bpGPHjrJgwQI5//zzA9UVjcLPPvuszJkzRz26XLlySmS2/nvhwoXRaFJEn/nXX3/JTTfdJAMGDJD69etHtG5WRgIkkL8E9u7dK0OGDJF169ZJ0aJF5ayzzsqyWY0bN5Y+ffoEbhBtemCERiugTTeKl5WTQL4SoE13x811ujsj5iABEiABEwQooJqgyjpjmsALL7wgr7zyijz22GPSvHlz5VF54sQJ+eCDD2TYsGFK9CxWrFigPqxfv146deok8+fPV56b8ZTWrFmj2LRt21Zat24tRYoUkWPHjgn6BHH5xRdfjKfuhG0rRPSbb75Z+vfvLw0aNIj7/rADJJCsBE6ePClpaWmya9cueeaZZ9SHEaQjR47I3LlzBfbs5ZdfDoyHNj0wQqMV0KYbxcvKSSDfCNCmu6PmOt2dEXOQAAmQgCkCFFBNkWW9MUlgz549SjBr1KiR9OvXL08bsQmD9+knn3wikyZNEoit8GhC+uqrrwRffIcOHSqlS5eWn376SXmyYmP9xx9/yCWXXCJNmjSR6667TnmfwqsVIQFQ30UXXaS8oI4fP64280uWLFEeUsjbtWtXqVy5snrG5s2b5bnnnpOmTZvKvHnzZNOmTXLttddK3759ZevWrTJz5kwlFDRs2FBatGih2mGltWvXypQpU1QZeI3CsxLCAgRiq17Us3TpUvX/b7vtNrnvvvvyMBg/frxMnz5d5cPRfbuERe5rr72mBOdvv/1WKlasqETX2rVrZxVZvny56u/27duVpy88fM8991zp1auXyjN48GApWbKkEmjfffdd9XcPPPCA6h/a8eGHH6ojuA8++KDUrVs3q17wBvtVq1apcQDHbt26yaWXXpqj3szMTFm8eLEUKlRImjVrpvpbuHBhefzxx5VgDk7nnHOOKjNhwgQlFjORAAnEDwHYKdjWQYMGSb169fI0/OjRo3L66acrO02bTpsePzObLSWB5CTg1abjg/7OnTvl6aefzgK1aNEiycjIkLFjx6q/4zqd6/TkfIvYaxIgAZMEKKCapMu6Y44ABLfu3bsrgRDxPO3Se++9J71791YLsRIlSqhsn332mbRv314JmxUqVJA2bdoIBNmHH35YiXL493379qmjpBD34P3Url07JRDiSCmERYiv8Eq95557lLiKMAIQWq2j/hAMIagitWrVSomNEEUPHjyohFyIi2eccYZMnjxZicBPPPGEymuVg4BQs2ZN2bJli/Ky7dKli7Rs2TLr35EXIiaefdVVV4UVUDdu3KiE0DvuuEMJsMgfLu4pxOXXX39dCZNguWzZMgG3adOmqbrBrmfPnnL55ZfLvffeKxAyXn31VSWIok9IEIEhTEMkRrshEltC6o033qi8ySBmY9xQN1ha3gm//fabaj/YQsiFsIyyxYsXz6r36quvlttvv12+//57NR7PP/+8oF6MAcYCoizyIOGoL+O7xtwrywaRgCOBMWPGKDv68ccfS2pqKm16mI9itOl8iUiABOKFgFebPnz4cLXWhZBqJXyw//e//y3vv/+++iuu07lOj5d5z3aSAAnEDwEKqPEzVmxpBAhAVITwB89IXBxll9wEVBzLv/7665WAB5HQSvBghRdjuOOeP//8s9x1111K0ISwiYQLmiCs3n///dKjR48soXP27NnKoxUJi0EIf++8846cd9556u/gnQnB0opHilAE8KTE31sJXp64UAUipyWwDhw4UO6++25HkvDaxPOyL0ohMkKchWcovDlxSQsE1kcffVQJvUgIg1CrVq0sYRfCKsTON998M+t5iDmKy7uyC6iIEYujtykpKaqO6tWrK0/ep556SpWDt2mNGjWU4HnnnXeqhTG8TS2hFnng4QoG8BCGEAthtmzZsjJixAhVLxLaU7VqVTVePO4ZgZeJVZBADBDo3Lmz+nAFO+eUaNNp02NgurIJJEACLgS82nQ3ARXrT67TuU7nC0cCJEACkSZAATXSRFlfTBOAF+LIkSPlrbfeUgKbXXLbbMMDFQIlhFiIixDmEFPT8moNJ6Bal5CMGzcuK04fng+xD6IrvpxbQufbb7+ddTwfwilida5evTorNisE1tGjRwvqRFiAG264QXliWgIr6oVnK+IAIk+4et0Gav/+/Sp+IG75RH9wTB/epBB0LW9cHIGHR6yV4E16yy23KOESnp4QVyGyWimcgHrFFVdkiaXIV6dOHSXCYhFtJSvUwUMPPaQ4IQ4rvGitBOEVIiqEVRz3B9Pc9SKuKxJCJFBAdRt9/jsJxAcBfBCBF5LluU6bbj9utOnxMafZShJIZgJebbqbgAqGXKe3V6GquE5P5jeKfScBEog0AQqokSbK+mKaAI55PvLII4IjQrfeeqttWy0BdcWKFfK3v/1N5ct9hB+iHYROxNLEMXOIlbh0CcJfOAEVMUrheQoBsEqVKlnP7tChg+AGYYQVCCd0IoYn4rVmF1AtIRji6OHDh1U8UxxBh6dm9gTvSwiZOgJq9npCoZAKSwCvTxyXR1wp9AVes/AgzZ7g2XvxxRcrQRl9QxgDK3kRUOHpij92AqoVoxVCdO50wQUXqPaEE1AR7gAeCRRQY/oVZeNIwBcBfEyBTc1uq8NVQJuekwptuq9pxswkQAL5RMCrTYeAivAkWJNaKfcRfq7TuU7Pp2nLx5AACSQRAQqoSTTY7KrIoUOH1OVK8D7FEfXcMS8hSELc/PTTT5XQiliZOK6PZHmQWjFQIcZZMffgBYoLkeAFBZEWHlGIvYSFHS5XQoJHKGKB4oIpxBhFsjwh0SaIizoCKuqB1ybiiGJBmT1hkwwR1Y+Air7Du7NYsWI56rJEW4io8HZFHFccs8dx+3DPRJtweRYWw2gD2oL4swhbkP0If25PUTcBFaI1WM2ZM0cJteGe7SagWqEC4J2AC7uYSIAE4pOAFd/TCoOSvRd4z2HPcIzT+nhGm36KEG16fM55tpoEEpmAV5uOteUbb7yhwllZ6aWXXlKx9q0YqFync52eyO8K+0YCJBAdAhRQo8OdT40iAYicuLUTIiGETIipuGQIlx4tWbJEeXpCGIUHJYRNCGw4Ho5b2nGZEwRUXGYEb1N4WEIARJzOYcOGCeKHYvEGQRWen9jUwzMU/w5hFqLs119/rURU3Bg/c+ZMFQYAgiJCAegKqNZGGEfmEWcVz9+0aZM6gm/dZo/LqbKHBrAbArD56KOPlBdn5cqV1Q3Wn3/+ubrBGqzQP8RBhRiKy5369u2r+oa4qGg/xFJ4j0KghrcnBGSwhAANYRn9DCKgwuMW8UwR9gBH9suXL6/EafQN4is8i90EVPQdHrSoC160v//+u/zjH//gJVJRfC/5aBLQJYCPV4gHjUvhEP4DF8nhdmZ8ZEFC2JHsH6to02nTdecay5EACZgn4MWmY40LRwWcLkJ4KZz8wjoVF65CQIXDBNfpXKebn618AgmQQLIRoICabCPO/ioC69atUzFEEdfTSogThM03LnmCZyq8RyH0QTTFggyXJi1YsEAJqKVLl1aLNng1WQnH5zt16qS8LpEgjuJYPsojNir+GxdJ4Tg+xEQrQbDE5UxIloCa/cIoiLoQKbEgRDuQsh/hx//HV3aIBfgij1ACVrJikIar124qQHSF+Jm9jcgLcQKiY6lSpVRRLE4hKsMDwErwTIUgCVYQk3E7No7OIiFO67Zt29Tf45IqJLCGSGtdGIW/gwiKi64gNlsJMVARwxTCKNKuXbuUt232NkIQR6xYXL4Vrl4IvuA0duxYVQfGbtSoUVlzIDtfOzb8exIggdgjAE9TXFYH7yPYWyvB7sJm4KI+JNr0U787tOmxN4/ZIhIggf8Q8GLTkQeOC7jTAAkf68uUKaNOHWA9h49mXKdznc53igRIgAQiTYACaqSJsr64IoAFFkRNHFeHV2nuhAXa3r171aLMOq6fPQ9il6I8RMXChQuHLX/gwAE5++yzc3g34hg7vB5Rb+4wAkEA4pg8nof/RX/Ctdlr/eg7vErhzYrLqezaiXy4nAQeoYh/apcgXsJzFJ65EDMjkTB+6C+emzvkgNf6MX4IsI/2M5EACcQ3AXzY+e2331SYEXii0qafIkCbHt9zm60ngWQk4GbTsZY+evRo1sf93Iy4Tv+PIM11ejK+PewzCZCACQIUUE1QZZ0kQAIquP/UqVPlqquuUmEA4NkKj9FwsUuJiwRIgARIILYJ0KbH9viwdSRAAiTghwBtuh9azEsCJEAC/yFAx/0bVwAABFBJREFUAZUzgQRIwAgBHLNHDFTEJ4UnLC58wnFaHKtlIgESIAESiC8CtOnxNV5sLQmQAAk4EaBN5/wgARIgAf8EKKD6Z8YSJEACJEACJEACJEACJEACJEACJEACJEACJEACSUKAAmqSDDS7SQIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4J8ABVT/zFiCBEiABEiABEiABEiABEiABEiABEiABEiABEggSQhQQE2SgWY3SYAESIAESIAESIAESIAESIAESIAESIAESIAE/BOggOqfGUuQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkkCQEKqEky0OwmCZAACZAACZAACZAACZAACZAACZAACZAACZCAfwIUUP0zYwkSIAESIAESIAESIAESIAESIAESIAESIAESIIEkIUABNUkGmt0kARIgARIgARIgARIgARIgARIgARIgARIgARLwT4ACqn9mLEECJEACJEACJEACJEACJEACJEACJEACJEACJJAkBCigJslAs5skQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAL+CVBA9c+MJUiABEiABEiABEiABEiABEiABEiABEiABEiABJKEAAXUJBlodpMESIAESIAESIAESIAESIAESIAESIAESIAESMA/AQqo/pmxBAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQJIQoICaJAPNbpIACZAACZAACZAACZAACZAACZAACZAACZAACfgnQAHVPzOWIAESIAESIAESIAESIAESIAESIAESIAESIAESSBICFFCTZKDZTRIgARIgARIgARIgARIgARIgARIgARIgARIgAf8EKKD6Z8YSJEACJEACJEACJEACJEACJEACJEACJEACJEACSUKAAmqSDDS7SQIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk4J8ABVT/zFiCBEiABEiABEiABEiABEiABEiABEiABEiABEggSQhQQE2SgWY3SYAESIAESIAESIAESIAESIAESIAESIAESIAE/BOggOqfGUuQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkkCQEKqEky0OwmCZAACZAACZAACZAACZAACZAACZAACZAACZCAfwIUUP0zYwkSIAESIAESIAESIAESIAESIAESIAESIAESIIEkIUABNUkGmt0kARIgARIgARIgARIgARIgARIgARIgARIgARLwT4ACqn9mLEECJEACJEACJEACJEACJEACJEACJEACJEACJJAkBCigJslAs5skQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAL+CVBA9c+MJUiABEiABEiABEiABEiABEiABEiABEiABEiABJKEAAXUJBlodpMESIAESIAESIAESIAESIAESIAESIAESIAESMA/AQqo/pmxBAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQJIQ+H+fRcsMuMvmEQAAAABJRU5ErkJggg==", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Multivariate plot: Quantity of Orders versus Customer Segment based on Region and Shipping Mode\n", "\n", "import plotly.express as px\n", "\n", "# Create a multivariate bar plot with Plotly Express\n", "fig = px.bar(df,\n", " x='Customer Segment', # x-axis: Customer Segment\n", " y='Quantity ordered new', # y-axis: Quantity ordered new\n", " color='Region', # Different colors for different regions\n", " # facet_col: Splitting the data into multiple subplots based on the values of a specified column.\n", " facet_col='Ship Mode', # Facet by Customer Satisfaction\n", " title='Order Value by Customer Segment with Shipping Cost and Mode', # Plot title\n", " hover_data=['Quantity ordered new', 'Shipping Cost', 'Ship Mode'], # Additional data to show on hover\n", " labels={'Quantity ordered new': 'Total Number Of Orders',\n", " 'Customer Segment': 'Customer Segment',\n", " 'Region': 'Geographical Region',\n", " 'Shipping Cost': 'Shipping Cost',\n", " 'Ship Mode': 'Ship Mode'}, # Labels for axes\n", " template='ggplot2') # Dark theme for the plot, Others: 'plotly', 'seaborn', 'simple_white', 'ggplot2', 'none'\n", "\n", "# Enhance traces with outlines for better separation between bars\n", "fig.update_traces(marker=dict(line=dict(width=1.2, color='DarkSlateGrey')))\n", "\n", "# Update layout settings for the title and axes\n", "fig.update_layout(title_font=dict(size=20, color='white'),\n", " xaxis_title='Customer Segment',\n", " yaxis_title='Quantity Ordered New',\n", " xaxis_title_font_size=14,\n", " yaxis_title_font_size=14)\n", "\n", "# Show the interactive plot\n", "fig.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "MngLVG61CU6E" }, "source": [ "#### Activity 3: \n", "```Python\n", "Based on the above example shown, plot a multivariate plot to display the total sales per 'Customer Segment' based on 'Product Container' and 'Ship Mode'. The resulting plot should show 3 graphs for the 3 shipping modes and colored based on 'Product Container'.\n", "```\n", "---" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "hRzvx9-UCU6E", "outputId": "320fac26-56b1-4631-c612-667bcdda317f", "tags": [] }, "outputs": [], "source": [ "# Activity 3: Solution:\n", "# Multivariate plot: Quantity of Orders versus Customer Segment based on Region and Shipping Mode\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "9q4V-noJCU6G", "outputId": "33117eb3-27d1-47ea-a80b-9aa00649dd03", "tags": [] }, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'plotnine'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[23], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Density of Shipping Costs by Shipping Mode\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mplotnine\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ggplot, aes, geom_density, theme_minimal, theme_classic, theme_gray, labs, theme, element_text\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# Create a density plot using plotnine\u001b[39;00m\n\u001b[1;32m 6\u001b[0m (ggplot(df, aes(x\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mShipping Cost\u001b[39m\u001b[38;5;124m'\u001b[39m, fill\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mShip Mode\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 7\u001b[0m \u001b[38;5;241m+\u001b[39m geom_density(alpha\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.7\u001b[39m) \u001b[38;5;66;03m# Add density curves with transparency\u001b[39;00m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;241m+\u001b[39m theme_gray() \u001b[38;5;66;03m# Apply a minimal theme, Others\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 14\u001b[0m axis_text_y\u001b[38;5;241m=\u001b[39melement_text(size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m), \u001b[38;5;66;03m# Set y-axis label size\u001b[39;00m\n\u001b[1;32m 15\u001b[0m plot_title\u001b[38;5;241m=\u001b[39melement_text(size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m12\u001b[39m, face\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbold\u001b[39m\u001b[38;5;124m'\u001b[39m))) \u001b[38;5;66;03m# Set plot title size and style\u001b[39;00m\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'plotnine'" ] } ], "source": [ "# Density of Shipping Costs by Shipping Mode\n", "\n", "from plotnine import ggplot, aes, geom_density, theme_minimal, theme_classic, theme_gray, labs, theme, element_text\n", "\n", "# Create a density plot using plotnine\n", "(ggplot(df, aes(x='Shipping Cost', fill='Ship Mode'))\n", " + geom_density(alpha=0.7) # Add density curves with transparency\n", " + theme_gray() # Apply a minimal theme, Others\n", " + labs(title='Density of Shipping Costs by Shipping Mode', # Set the plot title\n", " x='Shipping Cost', # Set the x-axis label\n", " y='Density') # Set the y-axis label\n", " + theme(axis_text_x=element_text(rotation=45, # Rotate x-axis labels for readability\n", " hjust=1, size=10),\n", " axis_text_y=element_text(size=10), # Set y-axis label size\n", " plot_title=element_text(size=12, face='bold'))) # Set plot title size and style\n", "\n", "# Discount Sales and Product Category (include these and try!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Activity 4: \n", "```Python\n", "Based on the above example shown, plot a density plot to display the distribution of 'Discount' by 'Region'.\n", "```\n", "---" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Activity 4 Solution:\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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}, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "display_data" } ], "source": [ "# Density of Shipping Costs by Shipping Mode\n", "\n", "from plotnine import ggplot, aes, geom_density, theme_minimal, theme_classic, theme_gray, labs, theme, element_text\n", "\n", "# Create a density plot using plotnine\n", "(ggplot(df, aes(x='Discount', fill='Region'))\n", " + geom_density(alpha=0.7) # Add density curves with transparency\n", " + theme_gray() # Apply a minimal theme, Others\n", " + labs(title='Density of Discount by Region', # Set the plot title\n", " x='Discount', # Set the x-axis label\n", " y='Density') # Set the y-axis label\n", " + theme(axis_text_x=element_text(rotation=45, # Rotate x-axis labels for readability\n", " hjust=1, size=10),\n", " axis_text_y=element_text(size=10), # Set y-axis label size\n", " plot_title=element_text(size=12, face='bold'))) # Set plot title size and style\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "q2aeSYXFCU6H", "outputId": "5c0a5303-08ac-4ddf-ace6-beb3fa4184eb" }, "outputs": [ { "data": { "image/png": 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}, "metadata": { "image/png": { "height": 480, "width": 640 } }, "output_type": "display_data" } ], "source": [ "# Heatmap of Shipping Cost by Ship Mode and Customer Segment\n", "from plotnine import ggplot, aes, geom_tile, theme_minimal, theme_classic, theme_gray, labs, theme, element_text\n", "\n", "# Create a heatmap using plotnine\n", "(ggplot(df, aes(x='Ship Mode', y='Customer Segment', fill='Shipping Cost'))\n", " + geom_tile() # Add tiles to create heatmap\n", " + theme_gray() # Apply a minimal theme\n", " + labs(title='Heatmap of Shipping Cost by Ship Mode and Customer Segment', # Set the plot title\n", " x='Ship Mode', # Set the x-axis label\n", " y='Customer Segment') # Set the y-axis label\n", " + theme(axis_text_x=element_text(rotation=90, # Rotate x-axis labels for readability\n", " hjust=1, size=10),\n", " axis_text_y=element_text(size=10), # Set y-axis label size\n", " plot_title=element_text(size=12, face='bold'))) # Set plot title size and style\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ], "text/plain": [ "alt.Chart(...)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# USING ALTAIR FOR PLOTTING\n", "import altair as alt\n", "import pandas as pd\n", "\n", "# Enable JSON data transformer for Altair\n", "alt.data_transformers.enable('json')\n", "\n", "# Create a stacked bar chart using Altair\n", "chart = alt.Chart(df).mark_bar(size=30).encode(\n", " x=alt.X('Customer Segment:N', title='Customer Segment'), # x-axis as categorical\n", " y=alt.Y('sum(Profit):Q', title='Sum Of Profit'), # y-axis with summed values\n", " color=alt.Color('Product Category:N', legend=alt.Legend(title=\"Product Category\")), # Color by Ship Mode for stacking\n", " tooltip=['Product Category:N', 'sum(Profit):Q', 'sum(Discount):Q'] # Tooltips to show on hover\n", ").properties(\n", " title='Stacked Bar Chart of Total Profit by Consumer Segment and Product Category', # Set the plot title\n", " width=400, # Set the width of the plot\n", " height=400 # Set the height of the plot\n", ").configure_title(\n", " fontSize=18, # Title font size\n", " font='Helvetica', # Title font style\n", " anchor='start', # Title alignment\n", " color='darkblue' # Title color\n", ").interactive() # Make the plot interactive\n", "\n", "chart" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "V5sAguaYCU6I", "outputId": "1f53b432-27d6-4abd-d755-2e587f220b4a" }, "outputs": [ { "data": { "text/html": [ " \n", "
\n", " \n", " Loading BokehJS ...\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "'use strict';\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " const force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", "const JS_MIME_TYPE = 'application/javascript';\n", " const HTML_MIME_TYPE = 'text/html';\n", " const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " const CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " const script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " function drop(id) {\n", " const view = Bokeh.index.get_by_id(id)\n", " if (view != null) {\n", " view.model.document.clear()\n", " Bokeh.index.delete(view)\n", " }\n", " }\n", "\n", " const cell = handle.cell;\n", "\n", " const id = cell.output_area._bokeh_element_id;\n", " const server_id = cell.output_area._bokeh_server_id;\n", "\n", " // Clean up Bokeh references\n", " if (id != null) {\n", " drop(id)\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd_clean, {\n", " iopub: {\n", " output: function(msg) {\n", " const id = msg.content.text.trim()\n", " drop(id)\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd_destroy);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " const output_area = handle.output_area;\n", " const output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " const bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " const script_attrs = bk_div.children[0].attributes;\n", " for (let i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " const toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " const events = require('base/js/events');\n", " const OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " const NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"
    \\n\"+\n", " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded(error = null) {\n", " const el = document.getElementById(\"f3e597a6-61ba-4ab5-a2be-67c1740c1b54\");\n", " if (el != null) {\n", " const html = (() => {\n", " if (typeof root.Bokeh === \"undefined\") {\n", " if (error == null) {\n", " return \"BokehJS is loading ...\";\n", " } else {\n", " return \"BokehJS failed to load.\";\n", " }\n", " } else {\n", " const prefix = `BokehJS ${root.Bokeh.version}`;\n", " if (error == null) {\n", " return `${prefix} successfully loaded.`;\n", " } else {\n", " return `${prefix} encountered errors while loading and may not function as expected.`;\n", " }\n", " }\n", " })();\n", " el.innerHTML = html;\n", "\n", " if (error != null) {\n", " const wrapper = document.createElement(\"div\");\n", " wrapper.style.overflow = \"auto\";\n", " wrapper.style.height = \"5em\";\n", " wrapper.style.resize = \"vertical\";\n", " const content = document.createElement(\"div\");\n", " content.style.fontFamily = \"monospace\";\n", " content.style.whiteSpace = \"pre-wrap\";\n", " content.style.backgroundColor = \"rgb(255, 221, 221)\";\n", " content.textContent = error.stack ?? 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clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1055" } }, "output_type": "display_data" } ], "source": [ "# USING BOKEH FOR PLOTTING\n", "from bokeh.plotting import figure, show\n", "from bokeh.io import output_notebook\n", "from bokeh.models import ColorBar\n", "from bokeh.transform import linear_cmap\n", "from bokeh.palettes import Viridis256\n", "import pandas as pd\n", "import numpy as np\n", "\n", "# Initialize Bokeh to display plots in the notebook\n", "output_notebook()\n", "\n", "# Create a pivot table to aggregate data for the heatmap\n", "pivot_table = df.pivot_table(\n", " values='Quantity ordered new',\n", " index='Product Container',\n", " columns='Product Category',\n", " aggfunc=np.sum, # Aggregate function\n", " fill_value=0 # Fill missing values with 0\n", ")\n", "\n", "# Convert pivot table to long format for Bokeh\n", "heatmap_data = pivot_table.reset_index().melt(id_vars='Product Container',\n", " var_name='Product Category',\n", " value_name='Quantity ordered new')\n", "\n", "# Create a Bokeh figure\n", "p = figure(title=\"Heatmap of Quantity Ordered by Product Container and Category\",\n", " x_axis_label='Product Category',\n", " y_axis_label='Product Container',\n", " x_range=list(pivot_table.columns), # Set x-axis range to product categories\n", " y_range=list(pivot_table.index), # Set y-axis range to product containers\n", " height=400,\n", " width=700,\n", " toolbar_location=None)\n", "\n", "# Create a color mapper\n", "mapper = linear_cmap(field_name='Quantity ordered new',\n", " palette=Viridis256,\n", " low=heatmap_data['Quantity ordered new'].min(),\n", " high=heatmap_data['Quantity ordered new'].max())\n", "\n", "# Add rectangles to the figure\n", "p.rect(x='Product Category',\n", " y='Product Container',\n", " width=1,\n", " height=1,\n", " source=heatmap_data,\n", " fill_color=mapper,\n", " line_color=None)\n", "\n", "# Add a color bar\n", "color_bar = ColorBar(color_mapper=mapper['transform'], width=8, location=(0,0))\n", "p.add_layout(color_bar, 'right')\n", "\n", "# Remove grid and axis labels for a cleaner look\n", "p.xgrid.grid_line_color = None\n", "p.ygrid.grid_line_color = None\n", "p.xaxis.major_label_orientation = \"vertical\"\n", "\n", "# Show the interactive Bokeh plot\n", "show(p)\n" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python [conda env:ns-user-39_v1]", "language": "python", "name": "conda-env-ns-user-39_v1-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 4 }