{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# E-commerce Price Optimization\n", "\n", "
\n", "\n", "Gautam Naik (gautamnaik1994@gmail.com) \n", "\n", "Github Link: https://github.com/gautamnaik1994/E-com-Price-Optimization\n", "\n", "Blog Link: https://www.gautamnaik.com/blog/ecommerce-price-optimization/\n", "\n", "**Business Problem**\n", "\n", "TrendElite is a clothing retailer specializing in a diverse selection of apparel and accessories, operating both physical stores and an online e-commerce platform. To enhance its revenue and market competitiveness, the company aims to optimize its pricing strategy.\n", "\n", "TrendElite faces several challenges in effectively pricing its products.\n", "\n", "- Competitive Landscape: With numerous rivals offering similar products, the retail industry is highly competitive. TrendElite aims to stand out by offering attractive prices while ensuring profitability. \n", "\n", "- Inventory Management: Ensuring effective inventory management is vital for TrendElite, as pricing strategies must balance supply and demand. Optimizing prices based on inventory levels can help prevent overstocking or understocking of products. \n", "\n", "- Seasonal and Trend Variations: The fashion industry's rapid trend changes and fluctuating demand throughout the year present challenges for TrendElite. Adjusting prices to reflect seasonal and trend shifts is crucial to capitalize on sales opportunities.\n", "\n", "\n", "**Solution**\n", "\n", "Price Optimization can be used for tacking above challenges. We will be trying the following strategies\n", "\n", "- Demand based pricing : The demand-based pricing strategy involves analyzing the demand for each product over time\n", "to determine the optimal price for each product. The strategy involves setting a base\n", "price for each product, and then adjusting the price based on the demand for the product.\n", "\n", "- Competitor based pricing : The competitor-based pricing strategy involves analyzing the prices of competitors for\n", "the same product and adjusting the price based on the competitor’s pricing.\n", "\n", "- Price elasticity based pricing : The price elasticity-based pricing strategy involves analyzing the price elasticity of\n", "each product to determine the optimal price for each product. The strategy involves\n", "setting a base price for each product, and then adjusting the price based on the\n", "price elasticity of the product.\n", "\n", "**Metric**\n", "\n", "We will use amount of revenue earned as a metric\n", "\n", "**Dataset**\n", "\n", "| Field | Description |\n", "|----------------------------|-----------------------------------------------------------------------------------------------|\n", "| product_id | A unique identifier for each product in the dataset. |\n", "| product_category_name | The name of the product category to which the product belongs. |\n", "| month_year | The month and year of the retail transaction or data recording. |\n", "| qty | The quantity of the product sold or purchased in a given transaction. |\n", "| total_price | The total price of the product, including any applicable taxes or discounts. Calculated using qty*unit_price |\n", "| freight_price | The average freight price associated with the product. |\n", "| unit_price | The average unit price of a single unit of the product. |\n", "| product_name_length | The length of the product name in terms of the number of characters. |\n", "| product_description_length| The length of the product description in terms of the number of characters. |\n", "| product_photos_qty | The number of photos available for the product in the dataset. |\n", "| product_weight_g | The weight of the product in grams. |\n", "| product_score | Average product rating associated with the product’s quality, popularity, or other relevant factors. |\n", "| customers | The number of customers who purchased the product in a given category. |\n", "| weekday | Number of weekdays in that month. |\n", "| weekend | Number of weekends in that month. |\n", "| holiday | Number of holidays in that month. |\n", "| month | The month in which the transaction occurred. |\n", "| year | The year in which the transaction occurred. |\n", "| s | The effect of seasonality. |\n", "| Volume | Product Volume |\n", "| Comp_1 | Competitor1 price |\n", "| Ps1 | Competitor1 product rating |\n", "| Fp1 | Competitor1 freight price |\n", "| Comp_2 | Competitor2 price |\n", "| Ps2 | Competitor2 product rating |\n", "| Fp2 | Competitor2 freight price |\n", "| Comp_3 | Competitor3 price |\n", "| Ps3 | Competitor3 product rating |\n", "| Fp3 | Competitor3 freight price |\n", "| Lag_price | Previous month price of the product. | \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import duckdb as db\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "pd.set_option('display.max_columns', None)\n", "sns.set_style(\"whitegrid\")\n", "from IPython.core.interactiveshell import InteractiveShell\n", "InteractiveShell.ast_node_interactivity = \"all\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
product_idproduct_category_namemonth_yearqtytotal_pricefreight_priceunit_priceproduct_name_lenghtproduct_description_lenghtproduct_photos_qtyproduct_weight_gproduct_scorecustomersweekdayweekendholidaymonthyearsvolumecomp_1ps1fp1comp_2ps2fp2comp_3ps3fp3lag_price
0bed1bed_bath_table01-05-2017145.9515.10000045.953916123504.05723815201710.267394380089.93.915.011897215.0000004.48.76000045.954.015.10000045.90
1bed1bed_bath_table01-06-20173137.8512.93333345.953916123504.0612281620176.503115380089.93.914.769216209.0000004.421.32200045.954.012.93333345.95
2bed1bed_bath_table01-07-20176275.7014.84000045.953916123504.0123211017201712.071651380089.93.913.993833205.0000004.422.19593245.954.014.84000045.95
3bed1bed_bath_table01-08-20174183.8014.28750045.953916123504.0902381820179.293873380089.93.914.656757199.5098044.419.41288545.954.014.28750045.95
4bed1bed_bath_table01-09-2017291.9015.10000045.953916123504.0542191920175.555556380089.93.918.776522163.3987104.424.32468745.954.015.10000045.95
\n", "
" ], "text/plain": [ " product_id product_category_name month_year qty total_price \\\n", "0 bed1 bed_bath_table 01-05-2017 1 45.95 \n", "1 bed1 bed_bath_table 01-06-2017 3 137.85 \n", "2 bed1 bed_bath_table 01-07-2017 6 275.70 \n", "3 bed1 bed_bath_table 01-08-2017 4 183.80 \n", "4 bed1 bed_bath_table 01-09-2017 2 91.90 \n", "\n", " freight_price unit_price product_name_lenght product_description_lenght \\\n", "0 15.100000 45.95 39 161 \n", "1 12.933333 45.95 39 161 \n", "2 14.840000 45.95 39 161 \n", "3 14.287500 45.95 39 161 \n", "4 15.100000 45.95 39 161 \n", "\n", " product_photos_qty product_weight_g product_score customers weekday \\\n", "0 2 350 4.0 57 23 \n", "1 2 350 4.0 61 22 \n", "2 2 350 4.0 123 21 \n", "3 2 350 4.0 90 23 \n", "4 2 350 4.0 54 21 \n", "\n", " weekend holiday month year s volume comp_1 ps1 fp1 \\\n", "0 8 1 5 2017 10.267394 3800 89.9 3.9 15.011897 \n", "1 8 1 6 2017 6.503115 3800 89.9 3.9 14.769216 \n", "2 10 1 7 2017 12.071651 3800 89.9 3.9 13.993833 \n", "3 8 1 8 2017 9.293873 3800 89.9 3.9 14.656757 \n", "4 9 1 9 2017 5.555556 3800 89.9 3.9 18.776522 \n", "\n", " comp_2 ps2 fp2 comp_3 ps3 fp3 lag_price \n", "0 215.000000 4.4 8.760000 45.95 4.0 15.100000 45.90 \n", "1 209.000000 4.4 21.322000 45.95 4.0 12.933333 45.95 \n", "2 205.000000 4.4 22.195932 45.95 4.0 14.840000 45.95 \n", "3 199.509804 4.4 19.412885 45.95 4.0 14.287500 45.95 \n", "4 163.398710 4.4 24.324687 45.95 4.0 15.100000 45.95 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df=pd.read_csv(\"./price_optimsation_dataset.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 676 entries, 0 to 675\n", "Data columns (total 30 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 product_id 676 non-null object \n", " 1 product_category_name 676 non-null object \n", " 2 month_year 676 non-null object \n", " 3 qty 676 non-null int64 \n", " 4 total_price 676 non-null float64\n", " 5 freight_price 676 non-null float64\n", " 6 unit_price 676 non-null float64\n", " 7 product_name_lenght 676 non-null int64 \n", " 8 product_description_lenght 676 non-null int64 \n", " 9 product_photos_qty 676 non-null int64 \n", " 10 product_weight_g 676 non-null int64 \n", " 11 product_score 676 non-null float64\n", " 12 customers 676 non-null int64 \n", " 13 weekday 676 non-null int64 \n", " 14 weekend 676 non-null int64 \n", " 15 holiday 676 non-null int64 \n", " 16 month 676 non-null int64 \n", " 17 year 676 non-null int64 \n", " 18 s 676 non-null float64\n", " 19 volume 676 non-null int64 \n", " 20 comp_1 676 non-null float64\n", " 21 ps1 676 non-null float64\n", " 22 fp1 676 non-null float64\n", " 23 comp_2 676 non-null float64\n", " 24 ps2 676 non-null float64\n", " 25 fp2 676 non-null float64\n", " 26 comp_3 676 non-null float64\n", " 27 ps3 676 non-null float64\n", " 28 fp3 676 non-null float64\n", " 29 lag_price 676 non-null float64\n", "dtypes: float64(15), int64(12), object(3)\n", "memory usage: 158.6+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df[\"month_year\"]=pd.to_datetime(df[\"month_year\"], format=\"%d-%m-%Y\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df_grouped=df.groupby([\"month_year\"])[\"total_price\"].sum().reset_index()\n", "df_grouped[\"ori_cum_total_price\"] = df_grouped[\"total_price\"].cumsum()\n", "df_grouped[\"month_name_year\"] = df_grouped[\"month_year\"].dt.strftime(\"%b-%Y\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "products=db.sql(\"\"\" select \n", " distinct product_id\n", " , product_category_name\n", " , product_name_lenght\n", " , product_description_lenght\n", " , product_photos_qty\n", " , product_weight_g\n", " , product_score\n", " from df \"\"\").to_df()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# EDA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Monthly Revenue" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "eda_df_grouped = df.groupby([\"month_year\"]).agg({\"total_price\": \"sum\", 'qty':\"sum\", \"holiday\":\"first\", \"weekday\":\"first\"}).reset_index().rename(columns={\"holiday\": \"Holiday Count\"})\n", "eda_df_grouped[\"month_name_year\"] = eda_df_grouped[\"month_year\"].dt.strftime(\"%b-%Y\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.barplot(x=\"month_name_year\", y=\"total_price\", data=eda_df_grouped, width=0.5, color=\"#4361EE\");\n", "plt.title(\"Revenue by Month\")\n", "plt.xlabel(\"Year-Month\")\n", "plt.ylabel(\"Revenue\");\n", "plt.xticks(rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- Revenue steadily grew till Feb 2017, but started declining after that\n", "- Revenue was highest during November 2017 and May 2018\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cumulative Revenue" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "sns.lineplot(data=df_grouped, x=\"month_year\", y=\"ori_cum_total_price\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Holiday Effect" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.barplot(data=eda_df_grouped, x=\"month_name_year\", y=\"qty\", hue=\"Holiday Count\", width=0.5, palette=\"viridis\");\n", "plt.title(\"Total Quantity by Month\")\n", "plt.xlabel(\"Year-Month\")\n", "plt.ylabel(\"Quantity\");\n", "plt.xticks(rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- Nov 2017 and May 2018 have increased number of sales\n", "- This is because of having higher number of holidays for these months\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Product Score Distribution" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.countplot(data=products, x=\"product_score\", color=\"#4361EE\", width=0.5);\n", "plt.title(\"Product Score Distribution\")\n", "plt.xlabel(\"Product Score\")\n", "plt.ylabel(\"Count\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- We can see that 3.3 is minimum rating and 4.5 is the maximum rating.\n", "- Majority of products have rating around 4.2, which indicates that customers like the products\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Product Weight Analysis" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
product_weight_gqty
0(0, 3000]8493
1(3000, 6000]439
2(6000, 9000]713
3(9000, 15000]154
\n", "
" ], "text/plain": [ " product_weight_g qty\n", "0 (0, 3000] 8493\n", "1 (3000, 6000] 439\n", "2 (6000, 9000] 713\n", "3 (9000, 15000] 154" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weight_df=df[[ \"product_weight_g\",'qty']].copy()\n", "weight_df[\"product_weight_g\"] = pd.cut(weight_df[\"product_weight_g\"], bins=[0, 3000, 6000, 9000,15000])\n", "weight_df=weight_df.groupby(\"product_weight_g\" , observed=True)[\"qty\"].sum().reset_index()\n", "weight_df" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=weight_df, y=\"qty\", x=\"product_weight_g\", color=\"#4361EE\", width=0.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- We can see that most of the products are in the range of 0-3000 grams." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Product Description Length and Photo Analysis" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
description_lengthqty
0(0, 1000]7837
1(1000, 2000]1424
2(2000, 4000]538
\n", "
" ], "text/plain": [ " description_length qty\n", "0 (0, 1000] 7837\n", "1 (1000, 2000] 1424\n", "2 (2000, 4000] 538" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "description_df=df[[ \"product_description_lenght\",'qty']].copy()\n", "description_df[\"description_length\"] = pd.cut(description_df[\"product_description_lenght\"], bins=[0, 1000, 2000, 4000])\n", "description_df=description_df.groupby(\"description_length\" , observed=True)[\"qty\"].sum().reset_index()\n", "description_df" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(nrows=1, ncols=2, figsize=(15,5))\n", "sns.barplot(data=description_df, y=\"qty\", x=\"description_length\", ax=ax[0], color=\"#4361EE\", width=0.5)\n", "sns.barplot(data=df.groupby(\"product_photos_qty\")[\"qty\"].sum().reset_index(), y=\"qty\", x=\"product_photos_qty\", ax=ax[1], width=0.5, color=\"#4361EE\")\n", "# plt.suptitle(\"Quantity vs Product Description Length and Product Photos Count\")\n", "ax[0].set_title(\"Quantity vs Product Description Length\")\n", "ax[0].set_ylabel(\"Quantity\")\n", "ax[0].set_xlabel(\"Product Description Length\")\n", "ax[1].set_title(\"Quantity vs Product Photos Count\")\n", "ax[1].set_ylabel(\"Quantity\")\n", "ax[1].set_xlabel(\"Product Photos Count\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- Description length should be around 1000 characters\n", "- 2-3 photos per product are sufficient. Having more does not have big effect on quantity bought\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Top Category" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "top_pc=df.groupby([\"product_category_name\"])[\"total_price\"].sum().reset_index().sort_values(by=\"total_price\",ascending=False)\n", "sns.barplot(data=top_pc, x=\"product_category_name\", y=\"total_price\", width=0.5, color=\"#4361EE\");\n", "plt.xticks(rotation=0);\n", "plt.title(\"Total Revenue by Product Category\");\n", "plt.xlabel(\"Product Category\")\n", "plt.ylabel(\"Total Revenue\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- Health-Beauty and Watches-Gift category has the highest revenue\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Top Product" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "top_p=df.groupby([\"product_id\"])[\"total_price\"].sum().reset_index().sort_values(by=\"total_price\",ascending=False).head(10)\n", "sns.barplot(data=top_p, x=\"product_id\", y=\"total_price\", width=0.5, color=\"#4361EE\");\n", "plt.xticks(rotation=0);\n", "plt.title(\"Total Revenue by Product\");\n", "plt.xlabel(\"Product\")\n", "plt.ylabel(\"Total Revenue\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- Health2, Health5 and Computer4 are the top 3 products by revenue\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Product Category Monthly Analysis" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "pcn_df=df.groupby([\"product_category_name\", \"month_year\"])[\"total_price\"].sum().reset_index().rename(columns={\"product_category_name\": \"Product Category\"})\n", "pcn_df[\"month_name_year\"] = pcn_df[\"month_year\"].dt.strftime(\"%b-%Y\")\n", "pcn_df=pcn_df.set_index(\"month_name_year\")\n", "pcn_df=pcn_df.sort_values(by=\"month_year\")" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,8))\n", "sns.lineplot(data=pcn_df, x=\"month_name_year\", y=\"total_price\", hue=\"Product Category\");\n", "plt.title(\"Total Revenue by Product Category and Month\");\n", "plt.xlabel(\"Year-Month\")\n", "plt.ylabel(\"Total Revenue\");\n", "plt.xticks(rotation=45);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- Console games have the lowest demand when compared with other categories\n", "- Demand for health and beauty products had a steady increase\n", "- Demand for bed bath table had a sudden increase at the start but fell after August 2017\n", "- Demand for garden tools increased till November 2017 but fell after that\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['product_id', 'product_category_name', 'month_year', 'qty',\n", " 'total_price', 'freight_price', 'unit_price', 'product_name_lenght',\n", " 'product_description_lenght', 'product_photos_qty', 'product_weight_g',\n", " 'product_score', 'customers', 'weekday', 'weekend', 'holiday', 'month',\n", " 'year', 's', 'volume', 'comp_1', 'ps1', 'fp1', 'comp_2', 'ps2', 'fp2',\n", " 'comp_3', 'ps3', 'fp3', 'lag_price'],\n", " dtype='object')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,25))\n", "sns.boxplot(data=df, x=\"s\", y=\"product_id\");\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x=\"s\", y=\"qty\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pricing Strategies\n", "\n", "- Value Based\n", "- Competitor Based\n", "- Price Elasticity to Demand Based\n", "\n", "Following was the assumption made while optimizing the product price. \n", "\n", "The numbers of the customers, quantity of products sold, freight price were kept same as present in original dataset.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Value Based Pricing\n", "\n", "In this strategy we will use product score to adjust prices. ie Higher product score will have slower price depreciation as compared to lower product score " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x=\"total_price\", y=\"product_score\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "- From above plot we can see that products with high product_score have high total_price" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,8))\n", "df.groupby([\"product_score\"])[\"total_price\"].sum().plot(kind=\"bar\");\n", "plt.title(\"Total Price by Product Score\");\n", "plt.xlabel(\"Product Score\")\n", "plt.ylabel(\"Total Price\");\n", "plt.xticks(rotation=0);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- From the plot we can see that products with rating above 4 have higher sales. \n", "- We can leverage this by adjusting the price depreciation rate over time based on product rating \n", "- Prices with high product score will depreciate slowly\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "In the following code \n", "- we get the base price and ending price for each product by taking the first unit price and last unit price for each product.\n", "- we get the max and min price for each product.\n", "- we merge all the dataframes to get the final dataframe.\n", "- we calculate the months difference between the base month and ending month.\n", "- we calculate the depreciation rate for each product.\n", "- we remap the product score to a range between 0 and 1.\n", "- we calculate the new depreciation rate by subtracting the product score from the depreciation rate.\n", "- we calculate the new ending price by subtracting the new depreciation rate from the base price.\n", "- we calculate the monthly depreciation amount by dividing the new depreciation rate by the months difference and multiplying it by the base price.\n", "\"\"\"\n", "base_price=df.sort_values(by=[\"year\",\"month\"]).groupby([\"product_id\"])[[\"unit_price\",\"month_year\"]].first().reset_index().rename(columns={\"unit_price\": \"base_price\", \"month_year\": \"base_month_year\"})\n", "ending_price=df.sort_values(by=[\"year\",\"month\"]).groupby([\"product_id\"])[[\"unit_price\",\"month_year\"]].last().reset_index().rename(columns={\"unit_price\": \"ending_price\", \"month_year\": \"ending_month_year\"})\n", "max_price=df.sort_values(by=[\"year\",\"month\"]).groupby([\"product_id\"])[\"unit_price\"].max().reset_index().rename(columns={\"unit_price\": \"max_price\"})\n", "min_price=df.sort_values(by=[\"year\",\"month\"]).groupby([\"product_id\"])[\"unit_price\"].min().reset_index().rename(columns={\"unit_price\": \"min_price\"})\n", "value_df=base_price.merge(ending_price, on=\"product_id\").merge(min_price, on=\"product_id\").merge(max_price, on=\"product_id\").merge(products[[\"product_id\",\"product_score\"]], on=\"product_id\")\n", "value_df[\"months_diff\"]=((value_df[\"ending_month_year\"]-value_df[\"base_month_year\"]).dt.days/30).astype(int)\n", "value_df[\"depreciation_rate\"]=(value_df[\"base_price\"]-value_df[\"ending_price\"])/value_df[\"base_price\"]\n", "value_df[\"remap_product_score\"]=(value_df[\"product_score\"]-value_df[\"product_score\"].min())/(value_df[\"product_score\"].max()-value_df[\"product_score\"].min())\n", "value_df[\"new_depreciation_rate\"]=value_df[\"depreciation_rate\"] - (value_df[\"depreciation_rate\"] * value_df[\"remap_product_score\"])\n", "value_df[\"new_end_price\"]=value_df[\"base_price\"] - (value_df[\"base_price\"] * value_df[\"new_depreciation_rate\"])\n", "value_df[\"monthly_depreciation_amt\"]=(value_df[\"new_depreciation_rate\"]/value_df[\"months_diff\"]).replace([np.inf, -np.inf], 0) * value_df[\"base_price\"]\n", "value_df = value_df.drop(columns=[\"remap_product_score\"])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
product_idbase_pricebase_month_yearending_priceending_month_yearmin_pricemax_priceproduct_scoremonths_diffdepreciation_ratenew_depreciation_ratenew_end_pricemonthly_depreciation_amt
0bed145.952017-05-0139.240002018-08-0139.24000045.954.0150.1460280.06084543.1541670.186389
1bed289.902017-02-0174.000002018-08-0174.00000089.903.9180.1768630.08843281.9500000.441667
2bed399.002017-10-0184.900002018-08-0184.90000099.003.3100.1424240.14242484.9000001.410000
3bed445.902017-10-0147.900002018-07-0144.15444447.904.29-0.043573-0.01089346.400000-0.055556
4bed5215.002017-05-01163.398712017-09-01163.398710215.004.440.2400060.020001210.6998921.075027
\n", "
" ], "text/plain": [ " product_id base_price base_month_year ending_price ending_month_year \\\n", "0 bed1 45.95 2017-05-01 39.24000 2018-08-01 \n", "1 bed2 89.90 2017-02-01 74.00000 2018-08-01 \n", "2 bed3 99.00 2017-10-01 84.90000 2018-08-01 \n", "3 bed4 45.90 2017-10-01 47.90000 2018-07-01 \n", "4 bed5 215.00 2017-05-01 163.39871 2017-09-01 \n", "\n", " min_price max_price product_score months_diff depreciation_rate \\\n", "0 39.240000 45.95 4.0 15 0.146028 \n", "1 74.000000 89.90 3.9 18 0.176863 \n", "2 84.900000 99.00 3.3 10 0.142424 \n", "3 44.154444 47.90 4.2 9 -0.043573 \n", "4 163.398710 215.00 4.4 4 0.240006 \n", "\n", " new_depreciation_rate new_end_price monthly_depreciation_amt \n", "0 0.060845 43.154167 0.186389 \n", "1 0.088432 81.950000 0.441667 \n", "2 0.142424 84.900000 1.410000 \n", "3 -0.010893 46.400000 -0.055556 \n", "4 0.020001 210.699892 1.075027 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "value_df.head()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
product_idmonth_yearqtyunit_pricemonthly_depreciation_amtbase_pricemonth_numbernew_unit_pricetotal_price
53health52017-01-018349.900000-0.123684349.9000000349.9000002799.200000
238health72017-01-01164.9900000.15789564.990000064.99000064.990000
376cool12017-02-01785.704286-0.07426985.704286085.704286599.930000
183bed22017-02-01289.9000000.44166789.900000089.900000179.800000
320health92017-02-011119.990000-0.03703719.990000019.990000219.890000
..............................
412furniture12018-08-011635.0000000.17435938.4000001236.307692580.923077
375computers22018-08-01277.9000002.962963109.900000983.233333166.466667
365bed12018-08-01839.2400000.18638945.9500001543.154167345.233333
312health42018-08-011329.9000000.00000029.9000001029.900000388.700000
675watches62018-08-011112.0000000.910714163.00000013151.160714151.160714
\n", "

676 rows × 9 columns

\n", "
" ], "text/plain": [ " product_id month_year qty unit_price monthly_depreciation_amt \\\n", "53 health5 2017-01-01 8 349.900000 -0.123684 \n", "238 health7 2017-01-01 1 64.990000 0.157895 \n", "376 cool1 2017-02-01 7 85.704286 -0.074269 \n", "183 bed2 2017-02-01 2 89.900000 0.441667 \n", "320 health9 2017-02-01 11 19.990000 -0.037037 \n", ".. ... ... ... ... ... \n", "412 furniture1 2018-08-01 16 35.000000 0.174359 \n", "375 computers2 2018-08-01 2 77.900000 2.962963 \n", "365 bed1 2018-08-01 8 39.240000 0.186389 \n", "312 health4 2018-08-01 13 29.900000 0.000000 \n", "675 watches6 2018-08-01 1 112.000000 0.910714 \n", "\n", " base_price month_number new_unit_price total_price \n", "53 349.900000 0 349.900000 2799.200000 \n", "238 64.990000 0 64.990000 64.990000 \n", "376 85.704286 0 85.704286 599.930000 \n", "183 89.900000 0 89.900000 179.800000 \n", "320 19.990000 0 19.990000 219.890000 \n", ".. ... ... ... ... \n", "412 38.400000 12 36.307692 580.923077 \n", "375 109.900000 9 83.233333 166.466667 \n", "365 45.950000 15 43.154167 345.233333 \n", "312 29.900000 10 29.900000 388.700000 \n", "675 163.000000 13 151.160714 151.160714 \n", "\n", "[676 rows x 9 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"\"\"\n", "In the following code we are trying to simulate the price of each product for each month by taking the base price and subtracting the monthly depreciation amount from it.\n", "\"\"\"\n", "value_cols=[\"product_id\",\"month_year\",\"qty\", \"unit_price\"]\n", "value_simulated_df=df[value_cols].merge(value_df[[\"product_id\",\"monthly_depreciation_amt\",\"base_price\"]], on=\"product_id\", how=\"left\")\n", "value_simulated_df = db.sql(\"\"\" \n", " select *, row_number() over (partition by product_id order by month_year ) - 1 as month_number from value_simulated_df\n", "\"\"\").to_df()\n", "value_simulated_df[\"new_unit_price\"]=value_simulated_df[\"base_price\"] - (value_simulated_df[\"monthly_depreciation_amt\"] * value_simulated_df[\"month_number\"])\n", "value_simulated_df[\"total_price\"] = value_simulated_df[\"qty\"] * value_simulated_df[\"new_unit_price\"]\n", "value_simulated_df = value_simulated_df.sort_values(by=\"month_year\")\n", "value_simulated_df" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "After calculating the simulated price for each product for each month, we group the data by month and sum the total price to get the total revenue for each month.\n", "\"\"\"\n", "vsd_grouped=value_simulated_df.groupby([\"month_year\"])[\"total_price\"].sum().reset_index()\n", "vsd_grouped[\"sim_cum_total_price\"] = vsd_grouped[\"total_price\"].cumsum()\n", "df_merged=vsd_grouped.merge(df_grouped, on=\"month_year\").rename(columns={\"total_price_x\": \"Simulated\", \"total_price_y\":\"Original\"})\n", "df_melt=pd.melt(df_merged,id_vars=\"month_name_year\", value_vars=[\"Simulated\",\"Original\"], var_name=\"Type\", value_name=\"total_price\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_merged.set_index(\"month_year\")[[\"sim_cum_total_price\",\"ori_cum_total_price\"]].plot(figsize=(17,5), kind=\"line\")\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Cumulative Total Price\");" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.barplot(data=df_melt, x=\"month_name_year\", y=\"total_price\",hue=\"Type\", palette='viridis', width=0.7);\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Total Price\");\n", "plt.title(\"Total Price by Month Year\");\n", "plt.xticks(rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- We can see that that this pricing strategy is having a favorable result.\n", "- The total revenue difference each month is not large enough theoretically to sway customer perception.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Competitor Based Pricing\n", "\n", "- In this strategy, we take the minimum price of all the competitors and apply it to current products every month.\n", "- We also compare the product score between the the competitors and our store for filtering out products with highest product score in our store\n", "- For eg: If a product has highest score between the competitors and our store, we apply the max possible price to the product and also prevent depreciation of the price\n", "\n", "\n", "\n", "\n", "## Using competitor price" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "competition_columns=[\"product_id\",\"month_year\",\"qty\", \"unit_price\", 'product_score','comp_1', 'ps1', 'comp_2', 'ps2', 'comp_3', 'ps3', 'lag_price']\n", "competition_df = df[competition_columns].copy()\n", "competition_df.loc[:,\"new_unit_price\"] = competition_df[[\"comp_1\", \"comp_2\", \"comp_3\"]].min(axis=1)\n", "competition_df[\"total_price\"] = competition_df[\"qty\"] * competition_df[\"new_unit_price\"]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "cdf_grouped=competition_df.groupby([\"month_year\"])[\"total_price\"].sum().reset_index()\n", "cdf_grouped[\"sim_cum_total_price\"] = cdf_grouped[\"total_price\"].cumsum()\n", "df_merged=cdf_grouped.merge(df_grouped, on=\"month_year\").rename(columns={\"total_price_x\": \"simulated\", \"total_price_y\":\"original\"})\n", "df_melt=pd.melt(df_merged,id_vars=\"month_year\", value_vars=[\"simulated\",\"original\"], var_name=\"type\", value_name=\"total_price\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_merged.set_index(\"month_year\")[[\"sim_cum_total_price\",\"ori_cum_total_price\"]].plot(figsize=(17,5), kind=\"line\")\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Cumulative Total Price\");" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.barplot(data=df_melt, x=\"month_year\", y=\"total_price\", palette='viridis', hue=\"type\");\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Total Price\");\n", "plt.xticks(rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- We can see that setting lowest prices among competitors is not a optimal strategy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using competitor price and product score\n", "\n", "In this strategy we will use competitor price and product rating to determine the product price" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
product_idmonth_yearqtyunit_priceproduct_scorecomp_1ps1comp_2ps2comp_3ps3lag_pricenew_unit_pricetotal_price
0bed12017-05-01145.9500004.089.93.9215.0000004.445.954.045.90000045.9545.95
1bed12017-06-01345.9500004.089.93.9209.0000004.445.954.045.95000045.95137.85
2bed12017-07-01645.9500004.089.93.9205.0000004.445.954.045.95000045.95275.70
3bed12017-08-01445.9500004.089.93.9199.5098044.445.954.045.95000045.95183.80
4bed12017-09-01245.9500004.089.93.9163.3987104.445.954.045.95000045.9591.90
.............................................
671bed52017-05-011215.0000004.489.93.9215.0000004.445.954.0214.95000045.9545.95
672bed52017-06-0110209.0000004.489.93.9209.0000004.445.954.0215.00000045.95459.50
673bed52017-07-0159205.0000004.489.93.9205.0000004.445.954.0209.00000045.952711.05
674bed52017-08-0152199.5098044.489.93.9199.5098044.445.954.0205.00000045.952389.40
675bed52017-09-0132163.3987104.489.93.9163.3987104.445.954.0199.50980445.951470.40
\n", "

676 rows × 14 columns

\n", "
" ], "text/plain": [ " product_id month_year qty unit_price product_score comp_1 ps1 \\\n", "0 bed1 2017-05-01 1 45.950000 4.0 89.9 3.9 \n", "1 bed1 2017-06-01 3 45.950000 4.0 89.9 3.9 \n", "2 bed1 2017-07-01 6 45.950000 4.0 89.9 3.9 \n", "3 bed1 2017-08-01 4 45.950000 4.0 89.9 3.9 \n", "4 bed1 2017-09-01 2 45.950000 4.0 89.9 3.9 \n", ".. ... ... ... ... ... ... ... \n", "671 bed5 2017-05-01 1 215.000000 4.4 89.9 3.9 \n", "672 bed5 2017-06-01 10 209.000000 4.4 89.9 3.9 \n", "673 bed5 2017-07-01 59 205.000000 4.4 89.9 3.9 \n", "674 bed5 2017-08-01 52 199.509804 4.4 89.9 3.9 \n", "675 bed5 2017-09-01 32 163.398710 4.4 89.9 3.9 \n", "\n", " comp_2 ps2 comp_3 ps3 lag_price new_unit_price total_price \n", "0 215.000000 4.4 45.95 4.0 45.900000 45.95 45.95 \n", "1 209.000000 4.4 45.95 4.0 45.950000 45.95 137.85 \n", "2 205.000000 4.4 45.95 4.0 45.950000 45.95 275.70 \n", "3 199.509804 4.4 45.95 4.0 45.950000 45.95 183.80 \n", "4 163.398710 4.4 45.95 4.0 45.950000 45.95 91.90 \n", ".. ... ... ... ... ... ... ... \n", "671 215.000000 4.4 45.95 4.0 214.950000 45.95 45.95 \n", "672 209.000000 4.4 45.95 4.0 215.000000 45.95 459.50 \n", "673 205.000000 4.4 45.95 4.0 209.000000 45.95 2711.05 \n", "674 199.509804 4.4 45.95 4.0 205.000000 45.95 2389.40 \n", "675 163.398710 4.4 45.95 4.0 199.509804 45.95 1470.40 \n", "\n", "[676 rows x 14 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "competition_df" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def set_price(row):\n", " current_product_rating=row[\"product_score\"]\n", " current_product_price=row[\"unit_price\"]\n", " max_product_price=current_product_price\n", "\n", " if(current_product_rating < row[\"least_product_rating\"]):\n", " max_product_price= min(row[\"comp_1\"],current_product_price, row[\"comp_2\"], row[\"comp_3\"])\n", "\n", " elif(current_product_rating > row[\"highest_product_rating\"]):\n", " max_product_price= max(row[\"comp_1\"],current_product_price, row[\"comp_2\"], row[\"comp_3\"])\n", " \n", " return max_product_price" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "In the following \n", "- we calculate the lowest and highest product rating for each product across the three competitors.\n", "- we then check if our product rating is less than the lowest product rating, we set the max price to the minimum price of the three competitors.\n", "- else if our product rating is greater than the highest product rating, we set the max price to the maximum price of the three competitors.\n", "\"\"\"\n", "\n", "competition_df[\"least_product_rating\"] = competition_df[[\"ps1\", \"ps2\", \"ps3\"]].min(axis=1)\n", "competition_df[\"highest_product_rating\"] = competition_df[[\"ps1\", \"ps2\", \"ps3\"]].max(axis=1)\n", "competition_df.loc[:,\"new_unit_price\"] = competition_df.apply(set_price, axis=1)\n", "competition_df[\"total_price\"] = competition_df[\"qty\"] * competition_df[\"new_unit_price\"]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "cdf_grouped=competition_df.groupby([\"month_year\"])[\"total_price\"].sum().reset_index()\n", "cdf_grouped[\"sim_cum_total_price\"] = cdf_grouped[\"total_price\"].cumsum()\n", "df_merged=cdf_grouped.merge(df_grouped, on=\"month_year\").rename(columns={\"total_price_x\": \"Simulated\", \"total_price_y\":\"Original\"})\n", "df_melt=pd.melt(df_merged,id_vars=\"month_name_year\", value_vars=[\"Simulated\",\"Original\"], var_name=\"Type\", value_name=\"total_price\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWgAAAHXCAYAAAAhoLP3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACc5UlEQVR4nOzdd3iUVfrG8e/MpIf0hIT0Qu+BhBaKgooisooo6qprWwv2n7uuu7q76tp2ZXXFDipW7BXUFVell9AJvaYT0nudmff3x0BCBDXBJEPI/bkuLsl5zzvvc1BJ5s6Tc0yGYRiIiIiIiIiIiIiISIczO7sAERERERERERERka5KAa2IiIiIiIiIiIiIkyigFREREREREREREXESBbQiIiIiIiIiIiIiTqKAVkRERERERERERMRJFNCKiIiIiIiIiIiIOIkCWhEREREREREREREnUUArIiIiIiIiIiIi4iQKaEVEREREREREREScpMsFtMXFxZx99tmsXbu2xfd88803TJ06laFDh3L22Wfz0UcftWOFIiIiIiIiIiIi0lW4OLuAjrRhwwbuu+8+MjMzW3zPmjVruO+++/jPf/7D+PHjWbt2Lb///e/p3bs3gwcPbsdqRURERERERERE5HTXZTpoP/30U/7whz9w9913H3dt1apVzJgxg6SkJM4//3y++OKLxmuvv/46V199NRMmTMBkMjFq1Cg+/vhjoqOjO7J8EREREREREREROQ11mYB27NixfPvtt0yZMqXZ+K5du7jlllu48cYbWbt2Lf/4xz947LHHWL58OQBbt27F39+fG2+8kZEjR/Kb3/yGzMxM/P39nbAKEREREREREREROZ10mYA2JCQEF5fjd3R47733mDRpEueccw4Wi4Vhw4Zx6aWX8s477wBQVlbGq6++yi233MLKlSu59dZbufvuu9myZUtHL0FEREREREREREROM11qD9oTycnJYc2aNSQlJTWO2Wy2xi0M3NzcuPjii0lMTATgnHPOYfTo0XzzzTcMGTLEKTWLiIiIiIiIiIjI6aHLB7RhYWFcdNFFPPzww41j+fn5GIYBQEJCAvX19c3usdlsjddFRERERERERERETlaX2eLgp8yYMYNFixaxYsUK7HY76enpXHnllbz22msAXH755bz77rusWrUKu93ON998w9q1a5k6daqTKxcREREREREREZHOrst30A4ZMoSnnnqKp556ijvvvBNPT0+mTp3K//3f/wFw8cUXYzabefzxx8nOziYiIoKnn36aAQMGOLlyERERERERERER6exMhn5WX0RERERERERERMQpuvwWByIiIiIiIiIiIiLOooBWRERERERERERExEmcugdtcXExM2fO5JFHHmHkyJEnnLN06VJmz55NVlYWPXr04N577+XMM89s8TPsdjtWqxWz2YzJZGqr0kVEREREREREREROyDAM7HY7Li4umM0/3yPrtIB2w4YN3HfffWRmZv7knPT0dG6//XaeeuopzjjjDBYvXsxdd93F4sWLCQ0NbdFzrFYraWlpbVW2iIiIiIiIiIiISIsMGjQINze3n53jlID2008/Zc6cOfzxj3/k7rvv/tl5SUlJnHXWWQBMmTKFTz75hPfff5877rijRc86mlD379//F/8wREREREREOjObzUZaWhqDBg3CYrE4uxwREZEu6+jn5F/qngUn7UE7duxYvv32W6ZMmfKz8/bt20fv3r2bjfXs2ZNdu3a1+Fna1kBEREREREREREScoSXZpFM6aENCQlo0r6qqCk9Pz2ZjHh4eVFdXt/qZO3bsaPU9IiIiIiIinZG2eRMREek8nHpI2C/x9PSktra22VhtbS3e3t6tfi1tcSAiIiIiIqc7bXEgIiJyajj6ObklTumAtnfv3mzfvr3Z2L59+xg4cGCrX8tisegLFBERERER6RL0/kdERKTzOKUD2mnTpjF//ny++uorzjnnHBYvXkxqair3339/mz7HbrdTX1/fpq8p0t5cXV31RbeIiIiIiIiISCd3ygW0iYmJPPTQQ0ybNo2EhASef/55Zs+ezf33309ERATPPvsscXFxbfa8+vp6Dh48iN1ub7PXFOko/v7+hIWF6TA8EREREREREZFOyukB7e7du5t9vGnTpmYfjxs3jnHjxrXLsw3D4NChQ1gsFqKiojCbze3yHJG2ZhgG1dXV5OfnA9CjRw8nVyQiIiIiIiIiIifD6QGtM1mtVqqrqwkPD8fLy8vZ5Yi0iqenJwD5+fl0795d2x2IiIiIiIiIiHRCXbpl1GazAeDm5ubkSkROztFvLDQ0NDi5EhERERERERERORldOqA9Svt3Smel/3ZFRERERERERDo3BbTSadhsNrKyslo8Pz8/n+rq6nasSERERERERERE5NdRQHuaWL9+PYmJic4uo13dfffdfPbZZy2aW1hYyOTJkykuLm7R/Kuuuopnn332V1T30/72t7/xt7/9rV1eW0REREREREREOrcufUjY6SQpKYlNmzY5u4x2VVJS0uK5tbW1p0z37MMPP+zsEkRERERERERE5BSlDtofMQyD6nprh/4yDKNVNT777LNMmDCBESNGcPHFF/Pdd9+xdu1a+vTpA0B2djZ9+vThs88+48wzz2To0KH8+c9/Zv369UybNo3ExER+97vftbi7tLi4mD/84Q8kJyczcuRI7r77bsrKygDo06cPa9eubZz7ySefMHHiRADWrl3LxIkTeeWVV0hJSWH48OE89dRTfPfdd0yePJnExERuv/126uvrf7GG+++/n/Xr1/Pyyy9z8803A7B7925+//vfM2LECMaPH8+DDz5IRUUFNpuNqVOnAjB16lS++uor6uvr+ec//8l5551HYmIio0eP5h//+Eer/+wBJk6cyHPPPde4ht/+9rfs27evcc0TJkzgnnvuISkpiblz53Lfffdx3333Nd7/xhtvcPbZZ5OYmMj06dNZvXo14Phv780332Ty5MkkJSVxxRVXsG3btlbXJyIiIiIiIiIinYc6aI9hGAYzXlrNhoyWd2q2haSYAD68eXSLDnxas2YN77//Pp988gkhISG8//773H///fz73/8+bu7SpUv56quvyMrK4sILL2THjh3MmzcPV1dXLrvsMhYsWMBtt932i8+888478fb2ZvHixbi6unLnnXfy0EMP8dRTT/3ivTk5ORQUFLBkyRJWrVrFjTfeSEpKCh988AHl5eVcfPHFfPXVV1x44YU/+zqPPvoomZmZjBgxgttvv52SkhKuvvpqpk+fzrPPPktFRQV/+MMfuPfee3nxxRdZtGgRkyZNYtGiRURGRjJv3jyWL1/OG2+8Qffu3dm0aRNXXnklZ511FqNHj/7FdfzY+++/z9y5c4mLi+Oxxx7j5ptv5uuvvwYgLy+P+Ph4nnjiCerq6njkkUca7/vkk0944YUXeOmllxgyZAgff/wxt9xyC0uWLOHLL79k/vz5vPjiiyQkJPD5559z7bXX8vXXXxMcHNzqGkVEREREREREpAMZBpRlwaEtkLsN/M9p0W0KaH/klyNS53J3d6esrIwPPviAM888k0suuYSZM2eSmpp63NzrrrsOT09PevfuTUhICBdddBGhoaEADB06lJycnF98Xk5ODqmpqfz3v/8lICAAgCeeeILS0tIW13zTTTfh6urK2LFjAbj88svx8/PDz8+PXr16kZ2d3eLXOuq7777D1dWVP/zhD1gsFjw8PPjrX//K+eefT0FBwXHzL730Ui666CKCgoLIz8+ntrYWb29vDh8+3OpnA1x//fX069cPgD//+c8kJSWxcePGxuszZszA1dUVV1fXZvd9+umnzJw5s3G/4EsuuYSEhAQ8PDx45513uOmmm+jbt2/ja3z00Ud88cUXXHfddSdVp4iIiIiIiIiItAPDgJJ0Rxh7aDPkbnb8vubIT6y7eMF5CmhbzWQy8eHNo6lpsHXocz1dLS3qngVITEzk2Wef5a233uKVV17Bw8ODq666imHDhh0319/fv/H3FosFX1/fxo/NZnOLfrz/aNgZERHROBYSEkJISEiL6gUag12LxQJwUnX8WFFREeHh4Y2vCRAZGQk4QuUfd5zW1NTw8MMPs27dOsLCwujfvz+GYWC321v9bICYmJjG33t6euLv709BQUHjn0v37t1PeF9BQQHh4eHNxo7+u8vJyeGf//wns2fPbrxmtVoZOHDgSdUoIiIiIiIiIiJtwG6HkoPNg9hDW6C29Pi5ZhcI6QcRSS1+eQW0P2IymfByO3X/WHJzcwkKCuLVV1+lvr6e1atXc9ttt/Hss88eN7eloe/P6dGjR+NzY2NjAdi3bx+LFi3irrvuwmw209DQ0Dj/RAd5tUUdPxYREUFubi42m60xpM3MzAQcAfKPQ98HHngAPz8/VqxYgbu7O3a7neTk5JN+/rGdt1VVVZSUlNCjRw+sVivw02vu0aMHhw4dajb29NNPM23aNMLCwrjjjjs4//zzG69lZmY2C9pFRERERERERKQd2e1QvP9IELu5KYytKz9+rtkVQvtDj6HQYwiED4XuA8DVA2w22Ly5RY/UIWGdTFpaGjfccAO7du3Czc2NoKAgAPbs2dMuzwsNDSUlJYV//etflJeXU1lZyZNPPklWVhYACQkJfPPNN1itVjIzM/noo4/apQ4ANzc3KioqAJgwYQIAs2fPpra2loKCAh599FFGjRpFREQE7u7uAFRWVjb+093dHbPZTGVlJf/617+orKxsFi63xvz588nIyKCmpobHH3+c+Pj4xm0Lfs706dN5//332bp1K3a7nY8//ph33nmHgIAALr30Ul588UX2798PwPLlyzn//PNZt27dSdUoIiIiIiIiIiI/w26D/F2w5T3475/htfPgiSh4Lgk+uQFWPwfpyx3hrMUdwodB0nVwwTNw41L4Sy7ctAymzYHk6yFiuCOcbaVTt1VUTmjy5Mmkp6dzyy23UFJSQlBQEH/5y1+Ij49vt2fOnj2bJ554gvPOOw+r1crEiRO5//77Afj73//O448/zogRI4iNjWXGjBm888477VLHhRdeyIMPPsi2bdtYsGAB8+fP54knnmgMaydNmsS9994LQHBwMGeffTYzZ87kvvvu44EHHuBvf/sbI0aMwNvbmzPOOINx48addLA9fPhwbr31VnJzc0lOTmbu3LmYzb/8/Y4LLriA8vJy/vjHP1JQUEDPnj2ZN28egYGBXHPNNRiGwaxZs8jPzyc0NJS//e1vTJo06aRqFBERERERERGRI2xWKNx95ACvzY7u2Lw0aKg+fq6LB4QNcnTF9hjq6IwN6QsW1+PntgGTcTIbgHYiNpuNzZs3M2jQINzc3Jpdq62t5eDBg8TFxeHh0fp0W7qmiRMncttttzF9+nRnl6L/hkVERESkmaPvf4YOHdrsvAYREZEuxdYA+TubDvA6tAXytoG15vi5rl4QNrhpi4IeQyG4N1h+XV9raz4nq4NWREREREREREREOidrPeTvaH6A1+HtYKs7fq5bN0cYezSI7TEEgnuB2bnf1FRA28XdeuutrFq16ievP/TQQ0ybNq3d65g+fToHDx78yevz5s0jKanlp9+drJb8eYiIiIiIiIiIiBM01EL+9qYg9tBmOLwD7Cc4Y8jd98gWBUMgPNHxz8AEaMEWlSejqs7K9txytmaXsi2njN15ZTwyzqdF9yqg7eKef/55Z5cAwCeffOLsEoCW/Xl0RGAtIiIiIiIiItKlNdQ4tiU4tPlId+wWKNgJduvxcz38j9mi4Mi+sQFx7RbGVtdb2ZFbztbsMrbllLE1p4z9BZUcu5Gsp4sJUEArIiIiIiIiIiIip7r6KseBXcce4FWwGwzb8XM9A5tvURA+FPxjwGRql9Jq6m3sOFROWnYpW3Mcgey+/ErsJzjVq4efBwMj/Bgc4cfACB+oymnRMxTQioiIiIiIiIiISMeoq3CEsUeD2ENboHAPGPbj53qHNA9iewwFv8h2C2NrGxxh7Lacssbu2L35ldhOkMaG+rozKMKfQRF+DI70Y2CEHyE+7o3XHYeEKaAVERERERERERERZ6ktg0Nbm4LY3M1QtA84Qftpt7DmWxT0GAK+4e0axu7KqyAtp4y07FLScsrZc7jihGFsiI/7ka5YRxg7KMKP7r4ebVaLAloRERERERERERH5dWpKjtmi4MgBXsUHTjzXN6IpiD0ayvqEtVtpdVYbuxvDWEd37J7DFVhPEMYGd3NjUIQjhB0U6eiQDfV1x9ROQTEooBUREREREREREZHWMAwoSYeMVUd+rYSSgyee6xcNPQYfCWITHWFst5B2K63eamfPYUcYuzW7jLScUnbnVdBgOz6MDfR2a7ZFweBIP8J8Pdo1jD0RBbQiIiIiIiIiIiLy0wzDcWhXxsqmULYi9/h5/jHND/DqMRS8g9qtrAbbkTA2u8zRHZtTxq5DFdTbjt/P1t/LtTGMPdodG+7X8WHsiSiglVOSzWYjNzeXqKioFs3Pz8+nW7dueHl5tXNlIiIiIiIiIiKnObvNcZDX0e7YzNVQXdR8jtkVIoZBzBiISYGI4eAV2G4lWW129uZXNoaxW3PK2HmonHrr8WGsn6frkRDWr3G7gsgAz1MijD0RBbRdwA033EBSUhI333yzs0tpsbvvvptevXpx++23/+LcwsJCJk+ezMKFC1sU0F511VWMGDGiRa/dWn/7298AePjhh9v8tUVERERERERE2oW13rFnbPoKRyibtRbqypvPcfGEqGRHGBszBiKSwK19GuWsNjv7C6rYml3KtiNh7I7ccupOEMb6eLg0C2MHR/gTFXjqhrEnooC2C3jllVecXUKrlZSUtHhubW0t1dXV7VhNyymYFREREREREZFTXn015Kxv6pDNWgfWmuZz3H0helRTh2yPoeDi1ual2OwGBwoqj+wX6/i1PbeM2oYThLHuLgz8UWdsTJBXpwpjT0QB7Y8ZBjR0cNjn6gWt/A9p9+7dzJ49my1btuDh4cHEiRO55557+Pbbb3n77bfx9/dn69at/P3vf+eDDz5occdocXExjz32GEuXLsVsNjNmzBgefPBB/Pz86NOnD2+++SYjR44E4JNPPuG5557j+++/Z+3atfz5z3/miiuuYP78+dTW1vLb3/6WIUOG8K9//Yv8/HzGjh3Lv//9b9zcfv5/5vvvv5/169ezadMmtm/fzksvvfST6/Xy8mLq1KkATJ06lccee4yzzjqLp59+miVLlpCXl4eHhwdTpkzhgQceaPX/sBMnTmT69OksXLiQ/Px8+vfvz0MPPUTPnj1Zu3Yt9957L0lJSSxdupQbb7yRAwccpxM+8cQTALzxxhu8/fbbFBYWEhcXxx//+EdGjx6NYRi89dZbvPPOOxQVFdG7d2/+8pe/MHDgwFbVJyIiIiIiIiLyi2rLICu1aQ/ZnI1gb2g+xyuoKYyNGQOhA8FsadMybHaDg4WVjQd4bcspY3tuOdX1tuPmertZHGHsMYFsbJA3ZnPnDmNPRAHtsQwDXpvsaOPuSFGj4Lr/tjikLSkp4eqrr2b69Ok8++yzVFRU8Ic//IF7772Xs88+m+3bt/PEE0/w0ksvYbfb+eCDD1pcyp133om3tzeLFy/G1dWVO++8k4ceeoinnnrqF+/NycmhoKCAJUuWsGrVKm688UZSUlL44IMPKC8v5+KLL+arr77iwgsv/NnXefTRR8nMzGwMlX9uvS+++CKLFi1i0qRJLFq0iMjISObNm8fy5ct544036N69O5s2beLKK6/krLPOYvTo0S3+szjq/fffZ+7cucTFxfHYY49x88038/XXXwOQl5dHfHw8TzzxBHV1dTzyyCON933yySe88MILvPTSSwwZMoSPP/6YW265hSVLlvDll18yf/58XnzxRRISEvj888+59tpr+frrrwkODm51jSIiIiIiIiIijaqKIHNVU4dsXhoYP+pI9Qk/EsiOgdixENy71Q2EP8duNzhYVOXYouBId+z2nDKqThDGerlZGBjux8Ajh3gNjPAjPvj0DGNPRAHtcU79f/Hfffcdrq6u/OEPf8BiseDh4cFf//pXzj//fBITE3F1deU3v/kNZrO5Va+bk5NDamoq//3vfwkICAAcnaClpaUtfo2bbroJV1dXxo4dC8Dll1+On58ffn5+9OrVi+zs7FbVBD+/3oKCguPmX3rppVx00UUEBQWRn59PbW0t3t7eHD58uNXPBrj++uvp168fAH/+859JSkpi48aNjddnzJiBq6srrq6uze779NNPmTlzJomJiQBccsklJCQk4OHhwTvvvMNNN91E3759G1/jo48+4osvvuC66647qTpFREREREREpIsqz20KYzNWQcGu4+cExDV1x8aMgYDYNgtk7XaDjOJqxxYF2aWk5ZSxLaecyjrrcXM9XS0MCPdtDGMHR/oRF9wNSxcJY09EAe2xTCZHJ+spvsVBUVER4eHhWCxNbeaRkZGNvw8JCWl1OAs0hp0RERHNXiskJKTFr3E02D1am6+vb+M1s9mMYRitruvn1puTk3Ncx2lNTQ0PP/ww69atIywsjP79+2MYBnb78XuXtERMTEzj7z09PfH396egoKDxz6V79+4nvK+goIDw8PBmY8OGDWus+5///CezZ89uvGa1WrXFgYiIiIiIiIj8PMOAkvSmMDZjpePjHwvp1xTGxowB3/Dj55yk2gYbm7NK2ZBRwvr0YjZklFBee3wY6+Fqpn8PXwZH+jcGsgkhXTuMPREFtD9mMoGbt7Or+FkRERHk5uZis9kaQ8vMzEwA6uvrT3pj5B49egCQm5tLbGwsAPv27WPRokXcddddmM1mGhqa9ic50UFe7bEp88+tNyQk5LjQ94EHHsDPz48VK1bg7u6O3W4nOTn5pJ9/bOdtVVUVJSUl9OjRA6vV8RfPT625R48eHDp0qNnY008/zbRp0wgLC+OOO+7g/PPPb7yWmZmJv7//SdcpIiIiIiIiIqchw4CC3ccEsqugIrf5HJMZwgY3dchGjwbvoDYrobCyjvXpjjB2fUYJ23PLaLA1z2PcXcz06+HbuEXB4Eg/eoZ0w8XS+ibCrkYBbSc0YcIEnnjiCWbPns2dd95JRUUFjz76KKNGjTquY7M1QkNDSUlJ4V//+hdPPPEEZrOZJ598km7dugGQkJDAN998w6hRo8jNzeWjjz5qqyUdx83NjYqKCuDn1xsREdHY+VtZWdn4z+7du2M2m6msrOS5556jsrKyWbjcGvPnz2f06NF0796dxx9/nPj4eBITE1m3bt3P3jd9+nQeffRRJk2axMCBA/n000955513+N3vfsell17Kiy++SN++fUlISGD58uXMmjWL//znP0yaNOmk6hQRERERERGR04Dd5tgz9mh3bOZqqC5qPsfsChHDmg71ihoJHr4nfr1WMgyD/QWVjkD2SIdsetHxP20e6utOUkwgw2MCSI4NpG8PH1wVxp4UBbSdkI+PD/Pnz+eJJ55gwoQJAEyaNIl7772X77///le99uzZs3niiSc477zzsFqtTJw4kfvvvx+Av//97zz++OOMGDGC2NhYZsyYwTvvvPOr13MiF154IQ8++CDbtm1jwYIFP7legODgYM4++2xmzpzJfffdxwMPPMDf/vY3RowYgbe3N2eccQbjxo1jz549J1XL8OHDufXWW8nNzSU5OZm5c+e2aAuJCy64gPLycv74xz9SUFBAz549mTdvHoGBgVxzzTUYhsGsWbPIz88nNDSUv/3tbwpnRURERERERLoaaz3kbmrqkM1aC3Xlzee4eEJUclOHbEQSuHm1yeNrG2xsyyljXXoJGzIc2xWUVDdvcjOZoE+oD8NjAkiKDSApJpDIAM92+UnqrshknMymoJ2IzWZj8+bNDBo0CDc3t2bXamtrOXjwIHFxcXh4eDipQjmVTZw4kdtuu43p06c7u5QT0n/DIiIiInKso+9/hg4d2uwMBxEROYXUV0POekhf6Qhls9eDtab5HHdfiB7V1CHbYyi4uJ3w5VqruKq+ce/Y9RklpGWXUW9rfm6Ph6uZIZH+JMcGMjw2gGHRAfh5uv7EK8qJtOZzsjpoRURERERERERE2kttGWSlNnXI5mwE+4+2YfQKagpjY8ZA6EAw//pvtBmGwcHCKtZnlLAhvYR1GcUcKKg6bl5wN3eSjnTHDo8JYEC4H24u2q6goyig7UJuvfVWVq1a9ZPXH3roIaZNm9budUyfPp2DBw/+5PV58+aRlJTU7nW05M9DRERERERERKRVqoogc1XTHrJ5aWA071DFJxxiU5pC2eDejn0EfqV6q51tuWWO7tj0EjZklFBUVX/cvJ7du5EcG8DwmECSYgKICfLSdgVOpIC2C3n++eedXQIAn3zyibNLAFr259ERgbWIiIiIiIiIdGLluU1hbMYqKNh1/JyAuKbu2NgU8I9pk0C2rLqBDZnFjv1j00vYkl1KnbV5GOzmYmZIpB/DYwJJPrJdQYB322yXIG1DAa2IiIiIiIiIiEhLGAaUpDeFsRkrHR//WEi/I92xR375hrfBow2yimtYd2Tv2PXpxezNrzxuXoCXK0mxgY1bFgyM8MPdRfuSn8oU0IqIiIiIiIiIiPyUygI4uBQOLIEDS6Ess/l1kxnCBjd1yEaPBu+gX/3YBpudHbnlrEsvdhzqlVFCQUXdcfPig70ZHhPQeKBXfLC3tivoZBTQ4vgOhEhnZLfbf3mSiIiIiIiIiLRcfRVkrIYDPzgC2cNpza+bXSFi2JFANgWiRoCH769+bHltAxszHPvGrksvZktWGTUNtmZzXC0mBkX4kRQbyPAYx4Fewd3cf/Wzxbm6dEDr6uqKyWSioKCAkJAQfXdBOg3DMKivr6egoACz2Yybm/aOERERERERETkpNivkbjzSIbsEslLB3tB8TuggiJ8A8WdCzGhw8/5VjzQMg5zSGtanl7A+w3Gg1+7DFfy4h9DP05XhR7YqSIoJZHCkHx6u2q7gdNOlA1qLxUJkZCTZ2dmkp6c7uxyRVvPy8iI6Ohqz2ezsUkREREREREQ6B8OAwj1NgWz6Cqgrbz7HLwriz3D8ipsA3UJ+1SOtNju78ioa94/dkF5CXnntcfNigrwcgeyRA70SQrphNquh8HTXpQNagG7dutGrVy8aGhp+ebLIKcRiseDi4qLObxEREREREZFfUn7omH1kl0DFoebXPfwdHbJxExyhbGA8/Ir325V1VjZllrA+3bFlwabMEqrqm29X4GI2MSDct/FAr+GxAXT38TjpZ0rn1eUDWnAEXRaL2sNFRERERERERE4LteWQsbIpkC3Y1fy6xd2xVcHRLtmwwWA++WzoUNmR7QqOdMjuPFSO/UfbFfh4uDAsOoCkmACSYgMZGuWPp5vyKFFAKyIiIiIiIiIinZ21HnLWNwWy2evBOLZj1QThQ5sC2aiR4Op5Uo+y2Q1251WwIaOYdUc6ZHNKa46bFxngeaQz1rFdQa/uPli0XYGcgAJaERERERERERHpXAwD8nccs4/sSmioaj4nML4pkI0dB16BJ/kog735lazYW8iq/YWsPVBMRZ212RyzCfqH+5IUE9h4oFeYn7YrkJZRQCsiIiIiIiIiIqe+0qxj9pFdClX5za97BTv2kT16sFdAzEk/Kqe0hpX7Clm1r5CV+4soqKhrdt3bzcKwmACGxwSQfGS7Am93xWxycvRfjoiIiIiIiIiInHpqSiB9RVOXbNG+5tddvSBmTFOXbPcBYDaf1KNKq+tZvb+IlfsLWbmviIOFzbtxPVzNJMcGktIzmJSEYPr18MHFcnLPEvkxBbQiIiIiIiIiIuJ8DbWQndoUyOZuAsPedN1khojhTYFsZDK4uJ/Uo2obbKxLL2blviJW7itkW24ZxjGHeplNMCTKn5SEYFJ6BjMsxh93Fx3oJe1DAa2IiIiIiIiIiHQ8ux3ytjrC2INLIWM1WH902FZw72P2kR0LHn4n9SirzU5aThmr9hexYm8hGzJLqLfam83p1b2bo0O2ZzAj4wPx9XA9qWeJtJYCWhERERERERER6RjFB5s6ZA8ug5ri5te7hTYFsnETwC/ipB5jGAb7CypZua+IFfsKWXOgiIra5gd7hfl6HAlkg0jpGUyorw71EudQQCsiIiIiIiIiIu2jquiYg72WQGlG8+tuPo7O2PgzHAd8hfQFk+mkHpVXVsvKfYVH9pEt5HB584O9fD1cGJ0Q1NglGx/sjekknyXSlhTQioiIiIiIiIhI26ivhszVTYFs3tbm180uEDmiqUs2YhhYTm4rgbKaBtYcKGLVvkJW7Ctkf0Hzg73cXMwkxwYwJiGYsT2DGRjhh8WsQFZOPQpoRURERERERETk5NhtkLsZDvzgCGSz1oKtvvmc7gOaAtmYMeDe7aQeVdtgY2NGCSv3F7JiXxFp2aXYjznYy2SCwRF+jOnpCGSHxwTg4aqDveTUp4BWRERERERERERaxjCgaH9TIJu+HGrLms/xjYD4M4/sIzsefEJP6lE2u8H23DJW7iti5b5C1qUXU/ejg73iQ7xJSXBsWTA6Pgg/Lx3sJZ2PAloREREREREREflplflw4Jh9ZMuzm19394O4cUe6ZM+EoIST2kfWMAwOFlaxcn8RK/cWsvpAEWU1Dc3mdPdxb9xDNqVnED38PE96WSKnCgW0IiIiIiIiIiLSXHUxpM6DHZ9D/vbm1yxuEDWyKZDtMQQsJxcx5VfUsmpfESv2FbJqXyG5ZbXNrvu4uzAyPoixPR2He/Xs3k0He8lpRwGtiIiIiIiIiIg4VByG1c/B+tegvrJpPGxw0z6y0aPBzevkXr62gbUHih2B7P5C9hyubHbdzWJmWIw/Y3sGM6ZnMIMj/HCxmE9+PSKdgAJaEREREREREZGurjQLVj4Dm94C65Eu1tBBMOY26Hk2eAed1MvWWW1syixl1b5CVuwrZEt2GbZjTvYymWBAuK9jy4KEYJJjA/F008Fe0rUooBURERERERER6aoK98GKp2Hre2C3OsYiR8D4P0Cvc1q9l6zdbrDjUDmr9heyYl8R6w4WU9NgazYnNsircR/Z0fFBBHi7tdVqRDolBbQiIiIiIiIiIl1N3jZY/m/Y8RkYdsdY3ARHMBs7rsXBrGEYZBZXs3JfESuPbFtQUt38YK/gbm6NHbJjegYRGXBy2yOInK4U0IqIiIiIiIiIdBXZ62HZbNjzddNY7/McwWxkUoteorCyjlX7i1i5t5CV+wvJLqlpdt3bzcKo+CDG9AxmbM9geofqYC+Rn6OAVkRERERERETkdGYYcHCZo2P24NIjgyYYcBGMuwfCBv7s7VV1VlIPOg72WrmvkF15Fc2uu1pMJEYFHNm2IIghUf646mAvkRZzSkBbVFTEX//6V1JTU7FYLEybNo0//elPuLgcX84bb7zBG2+8QWlpKREREdx2221MnjzZCVWLiIiIiIiIiHQihgF7voHlsyF7nWPM7AKDL4Oxd0Nwz5+8tbLOyvvrsvjvtkNsyizFeszBXgD9evgytqejS3ZEbCDe7uoBFDlZTvm/56677iI0NJTly5dTWFjILbfcwuuvv84NN9zQbN7SpUt5+eWXefvtt4mPj+ebb77hrrvu4ttvvyUyMtIZpYuIiIiIiIiInNrsNtjxOSx/Cg6nOcZcPGDY1TDmDvCP+slbiyrreH1VOm+uzqCspmkv2ehAL1J6BjUe7BXUzb29VyHSZXR4QJuRkUFqairLli3D09OTqKgoZs2axZNPPnlcQHvgwAEMw2j8ZbFYcHV1PWGnrYiIiIiIiIhIl2ZrgK0fwIqnoWivY8ytGyRfD6NuBZ/Qn7w1q7iaV5Yf4P31WdQ2OA4Niw/25pqUWM7o3Z3oIB3sJdJeOjzp3Lt3L/7+/oSGNv2lkJCQQG5uLuXl5fj6+jaOn3/++XzyySdMmTIFi8WCyWTiySefJCwsrNXPtdls2Gy2NlmDiIiIiIjIqejoex699xHpYqy1mDa/g2nVHExlWQAYHv4YI27CGHEjeAY45p3g74bdeRW8vOwAi9LysB3ZxmBQhC83j4/n7P6hWMymI7fq7xWR1mjN/zMdHtBWVVXh6enZbOzox9XV1c0C2oaGBvr27cujjz5K3759WbhwIffffz8JCQn06dOnVc/dsWPHry9eRERERESkE0hLS3N2CSLSAczWGkIyviB0/4e41hUD0OAewOH4SyiInYbdxQt2ZwAZze4zDIOdhQ18uquKjXl1jeNDQt24qK83A0PcMFnzSNua15HLEemyOjyg9fLyoqamptnY0Y+9vb2bjf/jH/9g2LBhDB48GICLL76YRYsW8emnn3Lfffe16rn9+/fHzc3tV1QuIiIiIiJyarPZbKSlpTFo0CAsFouzyxGR9lJTgmndPEypL2OqKQHA8IvEGH0H5qG/pYerJz1OcJvdbvDD7gJeWnaAjZmlAJhNcO7AMG4cF8egCL+OW4PIae7o5+SW6PCAtlevXpSWllJYWEhwcDAA+/fvJywsDB8fn2Zzc3NzGThwYLMxFxcXXF1dW/1ci8WiL1BERERERKRL0PsfkdNUZT6sfg7WvQr1lY6xoJ4w9m5Mg2dispw4L2mw2flicy4vLd3P3nzHfW4WMxcPj+TG8fHEBXuf8D4R6RgdHtDGxsYyfPhwHnvsMR5++GFKSkp44YUXmDFjxnFzJ06cyNtvv82ZZ55Jv379WLx4MWvXruX//u//OrpsERERERERERHnKM2CVXNg45tgrXWMhQ6EcfdA/9+A+cTfkKmut/JeahavLD9AbpnjPh93F347KobrUmLp7uvRUSsQkZ/R4QEtwJw5c3j44YeZNGkSZrOZCy+8kFmzZgGQmJjIQw89xLRp07jtttuwWCzcfvvtlJWVERMTw/PPP0+/fv2cUbaIiIiIiIiISMcp2g8rnoIt74Hd6hiLTIZxf4Dek8FkOuFtJVX1vLE6nTdWpVNS3QBAcDd3rh8bx29HRePr0fqfTBaR9mMyDMNwdhHtyWazsXnzZgYNGqQ9aEVERERE5LR29P3P0KFDtcWBSGd2eDss/zds/xQMu2MsbrwjmI0b/5PBbE5pDa8sP8B7qVnUNDhOkI8J8uLG8fFcPCwSD1f9vSDSUVrzOdkpHbQiIiIiIiIiIvIj2Rtg+WzY/VXTWO9zHcFsVPJP3rbncAUvLd3PF5tzsdodfXgDwn255YwEzhvYA4v5xIGuiJwaFNCKiIiIiIiIiDiLYUD6Ckcwe2DJkUETDLjQscds2KCfvHVDRjEvLjnA/3YebhwbkxDELWckMLZnMKaf6LQVkVOLAloRERERERERkY5mGLB3sWMrg6y1jjGzCwy+DMbeBcG9fuI2gyW7C3hxyX5S04sBx44H5w4I4+YJCQyJ8u+Y+kWkzSigFRERERERERHpKHYb7PzCEczmpTnGLO4w7GpIuQP8o094m9VmZ9HWQ7y0dD+78ioAcLWYmJ4YyY0T4kkI6dZRKxCRNqaAVkRERERERESkvdkaIO1DWP4UFO11jLl1g6TrYPRt4BN6wttq6m18uCGLucsOkF1SA4C3m4XfjorhupQ4wvw8OmoFItJOFNCKiIiIiIiIiLSXhlrY/DasfAZKMx1jHv4w8mYYeRN4BZ7wtrLqBt5cnc78VekUV9UDEOTtxrUpsVw1KhY/L9cOWoCItDcFtCIiIiIiIiIiba2uEjbMh1XPQWWeY8w7xNEtm3w9uPuc8LZDZTW8uvwg76ZmUlVvAyAq0JMbx8VzSVIUHq6WjlqBiHQQBbQiIiIiIiIiIm2lpgRS58GaFxy/B/CNhJQ7YdhV4Op5wtv25Vcyd9l+Pt2UQ4PNAKBvmA+3nJHA+YN64GIxd9QKRKSDKaAVEREREREREfm1KvNh9fOw7lWodxziRWACjL0bBs8EF7cT3rYps4SXlu5n8Y7DGI5clpFxgdx8RgJn9A7BZDJ10AJExFkU0IqIiIiIiIiInKyybFg5Bza+AdZax1j3ATDu/2DARWA+fksCwzBYtreQF5fsY82B4sbxc/qHcvMZCQyLDuio6kXkFKCAVkRERERERESktYr2w4qnYct7YG9wjEUkwfg/QO9z4QSdr1abna+25fHSkv3sOFQOgIvZxIWJEdw8IZ6e3U+8L62InN4U0IqIiIiIiIiItNThHbD837D9EzDsjrHYcY5gNm7CCYPZ2gYbH23IZu6yA2QWVwPg5Wbh8hHRXD82jnD/E+9LKyJdgwJaEREREREREZFfkrMBlv0bdn/ZNNZrsiOYjRpxwlvKahp4e00G81cepLCyHoAAL1euTYnj6tEx+HudeF9aEelaFNCKiIiIiIiIiJyIYUDGSlg2Gw78cGTQBP1/A+PugR6DT3jb4fJaXltxkHfWZlJZZwUgwt+T34+L49LkKLzcFMeISBP9jSAiIiIiIiIicizDgL3fOrYyyFrjGDNZYPBMGHs3hPQ+4W0HC6uYu2w/H2/Iod7m2P6gT6gPN58Rz9TB4bhazB21AhHpRBTQioiIiIiIiIgA2O2w8wtHMJu31TFmcYfEKyHlTgiIOeFtW7NLeWnpfr7elodhOMaSYwO45YwEzuzTHdMJ9qUVETlKAa2IiIiIiIiIdG0NtY5Dv1Y8DYV7HGOu3pB0LYy5HXzCjrvFMAxW7ivipaX7WbGvsHF8Ut/u3HxGAsmxgR1VvYh0cgpoRURERERERKRrKtgNG96ALQugpsQx5uEHI292/PI6PmS12Q2+2Z7Hi0v2k5ZTBoDFbOI3Q8K5aUICfcJ8OnIFInIaUEArIiIiIiIiIl1HQ61jG4MNrzsOADvKLwqSr4ek68HD97jb6qw2PtmYw9xlBzhYWAWAh6uZy5KjuWFcHJEBXh20ABE53SigFREREREREZHT34m6ZU0W6H0uDL8Gek4Cs+W42ypqG3hnbSavrThIfkUdAP5erlw9OpZrxsQS6O3WgYsQkdORAloREREREREROT39XLfssKsdh3/5hp/w1oKKOuavPMhbazKoqLUC0MPPgxvGxXNZchTe7opURKRt6G8TERERERERETm9nGS3LEBGURVzlx3gww3Z1FvtAPTs3o2bJyQwbUg4bi7mDlqEiHQVCmhFREREREREpPP7Fd2yANtyynh52QG+3JqL3XCMJUb7c8uEBM7qF4rZbGrf+kWky1JAKyIiIiIiIiKd16/olq2ss7JwSy7vrctiS1Zp4/gZfUK4ZUICI+ICMZkUzIpI+1JAKyIiIiIiIiKdy6/oljUMg42ZJby/LotFWw9RXW8DwNViYsqgHtw0PoH+4b4dsAgREQcFtCIiIiIiIiLSOfyKbtmiyjo+3ZTDe+uy2Jdf2TieEOLNZcnRXDQsguBu7h2wCBGR5hTQioiIiIiIiMip62i37Pr5kLmqabwF3bJ2u8GKfYW8vy6LxTvyaLA5Npf1dLUwdXAPLhsRxbDoAG1jICJOpYBWRERERERERE49BbsdWxhsebfV3bK5pTV8uD6bD9ZnkVNa0zg+JNKPmcnRXDCkBz4eru2/BhGRFlBAKyIiIiIiIiKnhl/RLVtvtfP9rsO8ty6LpXsKMBzNsvh6uDB9WCSXJkVpb1kROSUpoBURERERERER5/oV3bL78iv5YH0WH2/IpqiqvnF8dHwQl42IYvKAMDxcT3yviMipQAGtiIiIiIiIiHS8X9EtW11v5au0PN5fl8m69JLG8RAfdy4Z7uiWjQ32bu8ViIi0CQW0IiIiIiIiItJxfq5bNulaSJh4wm5ZwzDYllPOe+sy+WJzLhV1VgAsZhNn9glhZnI0Z/YJwcVi7sDFiIj8egpoRURERERERKR9/Ypu2bLqBj7fksN7qVnsOFTeOB4d6MXM5ChmDI8k1NejvVcgItJuFNCKiIiIiIiISPv4Fd2yaw4U8/66TL7elked1Q6Am4uZ8waGMTM5ilFxQZjNpg5cjIhI+1BAKyIiIiIiIiJt51d0y+aX1/LRxmw+WJdFelF143jfMB8uS47iwsQI/L3c2nsFIiIdSgGtiIiIiIiIiPx6J9kta7XZWbqngPfWZfH9rnxsdgOAbu4uXDAknMuSoxgc6YfJpG5ZETk9KaAVERERERERkZPTUAs7PncEs63sls0squaD9Vl8uCGLw+V1jePDYwK4LDmK8wf3wMtNsYWInP70N52IiIiIiIiItM7RbtnNC6C21DHWgm7Z2gYb32zP4/11WazaX9Q4HujtxsXDIpiZHEXP7j4dswYRkVOEAloRERERERER+WW/olt2V14576Vm8emmHMpqGgAwmWBcrxAuS47irH6huLmYO2ARIiKnHgW0IiIiIiIiIvLTTrJbtrLOysItuby3LostWaWN4+F+HlySFMUlSZFEBnh1yBJERE5lCmhFREREREREpLmf7Zb9HST+9oTdsoZhsDGzhPfXZbFo6yGq620AuJhNnN0/lJnJUYzrFYLFrAO/RESOUkArIiIiIiIiIg4/1S3b5zwYfs1PdssWV9XzycZs3l+Xxd78ysbxhBBvLkuO5qJhEQR3c++QJYiIdDYKaEVERERERES6spPslrXbDVbsK+T9dVks3pFHg80AwMPVzNTB4VyWHMXwmABMJnXLioj8nFYHtCtXruStt94iPz+fl19+mddee4177rkHFxdlvSIiIiIiIiKdxkl2y+aW1vDh+mw+WJ9FTmlN4/jgSD9mJkdxwZBwfD1cO2QJIiKng1alqgsXLuTxxx/nkksuYd26dQB8//33mEwm7r333nYpUERERERERETaiM0KuxbC2rmt6patt9r5ftdh3luXxdI9BRiOZll8PVy4KDGCS5OjGBDu10GLEBE5vbQqoJ07dy4vvPACQ4cOZcGCBYSEhPDyyy9z9dVXK6AVEREREREROVXVVcDGN2HNS1CW6RhrQbfs/oJKPliXxccbsymsrG8cHxUfyGXJ0Zw7MAwP1+PvExGRlmtVQJuXl8eQIUMAGveQiYmJobq6uu0rExEREREREZFfpywb1r4EG96AunLHmFcQJN/gCGZP0C1bU2/jy7RDfLAui9T04sbxEB93ZgyP5NKkKOKCvTtoASIip79WBbSxsbF89913nHXWWY1jq1atIiYmps0LExEREREREZGTlLsJVj0H2z8Fw+YYC+oFo2+FIZeBq2ez6YZhsC2nnPfWZfLF5lwq6qwAmE0wsW93ZiZHc0afEFwt5o5eiYjIaa9VAe3dd9/NrFmzmDRpEnV1dTz44IMsWrSIf//73+1Vn4iIiIiIiIi0hN0Oe/4Lq5+DjJVN47HjYMzt0PNsMDcPWMuqG/h8Sw7vpWax41B543h0oBczk6O4eFgkYX4eHbUCEZEuqVUB7ZgxY3jvvfd4//33GTlyJHa7nddee43Bgwe3V30iIiIiIiIi8nPqq2HLAlj9AhTvd4yZXWDgxY6O2R5Dmk03DIO1B4t5f10WX6Udos5qB8DNYubcgWFclhzFqPggzGZTR69ERKRLalVAC1BUVMQdd9xBQEAAS5cupbKysj3qEhEREREREZGfU3EYUufC+lehpsQx5uEHw6+FkTcdt79sTb2NTzflMH/lQfbmN72X7xvmw8zkKC4cGkGAt1tHrkBERGhlQPvOO+/w9NNPs2DBAgICAigqKuKJJ57gL3/5CxdeeGE7lSgiIiIiIiIijQ5vh9XPQ9qHYKt3jAXEwqhZMPS34N6t2fRDZTW8uTqDd1MzKa1uAMDLzcJvhkZwWXIUgyP9Gg8CFxGRjteqgHb+/Pm88cYb9O7dG4Dp06fTu3dv7rnnHgW0IiIiIiIiIu3FMGD/d45gdv/3TeNRI2H0bdD3fDBbjplusDGzlPkrD/L1tjxsdsMxPdCT342O5dLkKHw9XDt6FSIicgKtCmiLioro169fs7H+/ftTVFTUpkWJiIiIiIiICGCtc3TKrn4e8nc4xkxm6DfNEcxGJTebXm+18/W2Q7y24iBbsssax0fFB3JtShxn9QvFor1lRUROKa0KaHv27Mnnn3/ORRdd1Di2cOFC4uPj27wwERERERERkS6rqgjWv+bYY7Yq3zHm1g2GXe3YXzYgttn0oso6FqzN5K01GeRX1Dmmu5j5zZBwrk2Jo3+4bwcvQEREWqpVAe1dd93FLbfcwgcffEB4eDiHDh1ix44dzJ07t73qExEREREREek6CvfCmhdg87tgrXGM+UY4QtlhvwNP/2bTdx4qZ/7Kg3y2OZd6qx2AEB93rhoVwxUjownu5t7BCxARkdZqVUCbkpLC559/zpdffklBQQHjx4/nn//8J1FRUe1Vn4iIiIiIiMjpzTAgYyWseg72fN003mMIjL4dBlwIlqb9Ym12g+935fPaioOsPtC05eDgSD+uTYnl/EHhuLmYO3ABIiLya7QqoAWIi4vjtttua49aRERERERERLoOWwNs/wxWPwuHthwZNEGf82D0rRCTAqam/WIrahv4YH02b6xKJ7O4GgCL2cS5A8K4NiWW4TEBmEzaX1ZEpLNpUUB7wQUXsHDhQiZOnPiTf9l/9913bVqYiIiIiIiIyGmpphQ2vgFrX4byHMeYiycMvRxG3QrBPZtNTy+s4vVV6Xy0IZvKOisAfp6uXD4imqtGxxDh79nBCxARkbbUooD2xhtvBOD2229v12JERERERERETlsl6bDmJdj0FtRXOsa8u8OIGyHpOvAOapxqGAar9hcxf+VBvtuVj2E4xnt278a1KbFclBiBl1urfyhWREROQS3uoAVYvHgxTz75JN26dWvXokREREREREROG1nrYPVzsPMLMBwHedG9v2Mbg4EzwNWjcWptg43PNuUwf2U6uw9XNI6f0SeE61LiGNcrWNsYiIicZlr17bZNmzbh5ubWXrWIiIiIiIiInB7sNti1CFY/D1lrm8YTJjqC2YRJzfaXzSur5a016SxYm0lJdQMAXm4WLh4WyTUpsSSEqFFKROR01aqAdurUqdxxxx1ccMEFhISENPuuXXJycpsXJyIiIiIiItKp1FXCprdhzQtQmuEYs7jBoEth9CwIHdBs+qbMEuavTOertENY7Y59DCL8PblmTCyXJkfh5+na0SsQEZEO1qqA9u233wZgyZIlzcZNJhM7d+5s8esUFRXx17/+ldTUVCwWC9OmTeNPf/oTLi7Hl5OamsqTTz7Jvn378PX15YorruCmm25qTdkiIiIiIiIi7as813Ho14b5UFvmGPMMgOQbIPn34BPaOLXBZufrbXnMX3mQTZmljeMjYgO5bmwsZ/ULxcVi7uAFiIiIs7QqoN21a1ebPPSuu+4iNDSU5cuXU1hYyC233MLrr7/ODTfc0Gze/v37ufHGG/n73//OhRdeyO7du/nd735HTEwM5557bpvUIiIiIiIiInLSDm117C+77WOwWx1jgQmObtkhV4CbV+PUkqp6FqRm8tbqDPLKawFws5i5YEg416bEMjDCzxkrEBERJ2txQLt27Vp27tzJqFGj6Nu370k/MCMjg9TUVJYtW4anpydRUVHMmjWLJ5988riAdsGCBUyaNImLLroIgL59+/Lee+/pkDIRERERERFxHrsd9n0Lq56F9OVN4zFjHfvL9j4XzE0dsLvzKnh91UE+2ZhDndVxSFhwN3euHBXNb0fGEOLj3tErEBGRU0iLAtrPPvuMv/zlL/j6+jJ79mz+85//cNZZZ53UA/fu3Yu/vz+hoU0/3pGQkEBubi7l5eX4+vo2jm/dupUxY8bwf//3f6xcuZLAwECuueYaZs6c2ern2mw2bDbbSdUsIiIiIiLSGRx9z6P3Pu2koQZT2vuY1ryIqWgvAIbJgtH/QoxRsyA80THPMLA3WFmyp4D5qzJYtb+o8SUG9PDlmpQYzh/UA3cXR4irf18iIqef1vzd3qKA9uWXX2b27NlMmTKFBQsW8Nprr510QFtVVYWnp2ezsaMfV1dXNwtoy8rKePPNN3n66af517/+xaZNm7jpppvw8/Nr9RYHO3bsOKl6RUREREREOpu0tDRnl3BacakrIST9c0LSP8e13rG/rM3Fm4KY88mPm06DZ3fIB/I3U9Ng54f0Gr7cV01epePNuRkYEeHO+b286RfsislUwM5tBc5bkIiInFJaFNDm5eUxZcoUAKZPn86cOXNO+oFeXl7U1NQ0Gzv6sbe3d7NxNzc3Jk2axBlnnAFAcnIyv/nNb/j6669bHdD2798fNze3k65bRERERETkVGez2UhLS2PQoEFYLBZnl9P5FezCtOYFTGkfYrLVAWD4RWGMvBmG/pYQd19CjkzNLK7mrTUZfLA+h8o6x160Ph4uzEyK5KpR0UQGeP3EQ0RE5HR09HNyS7QooDUfs3eOh4cHdrv95CoDevXqRWlpKYWFhQQHBwOOw8DCwsLw8fFpNjchIYH6+vpmYzabDcMwWv1ci8WiL1BERERERKRL0PufX8Ew4MASWP28Y5/ZoyKSYMxtmPpegMnicmSqwZoDxby28iD/23mYo29V40O8uXZMLNOHReLt3qqzuUVEpAtq0WeKkwlEf0psbCzDhw/nscce4+GHH6akpIQXXniBGTNmHDf3sssu44YbbuDzzz9n2rRprF+/noULFzJ79uw2q0dEREREREQEaz1s+9gRzB4+2vFkgn5TYfTtEDUCTCYAahtsfLEll9dWHGRXXkXjS4zvHcJ1KbGM7xWC2WxywiJERKQzanFAe+jQocag1m63N/sYIDw8vMUPnTNnDg8//DCTJk3CbDZz4YUXMmvWLAASExN56KGHmDZtGqNHj+aFF15gzpw5PPTQQwQGBvKnP/2JSZMmtWaNIiIiIiIiIidWXQwb5sPauVCZ5xhz9YbEK2HUzRAY3zg1v7yWt9ZksGBtJkVVjp/29HS1MH1YBNemxNKzu8+JniAiIvKzTEYL2mP79u2LydT03T/DMBo/Pvr7nTt3tl+Vv4LNZmPz5s0MGjRIe9CKiIiIiMhp7ej7n6FDh2qLg19StB/WvAib34GGaseYTw8YcSMkXQueAY1Tt2aX8tqKg3yZdogGm+MtdLifB1ePieWy5Cj8vfReU0REmmvN5+QWddB+9913bVKYiIiIiIiIiNMYBmSugdXPwa4vgSP9SqGDYMxtMGA6uDjCVqvNzn+35zF/ZTobMkoaXyIpJoBrU+KYPCAUF4v5BA8RERFpnRYFtBEREe1dh4iIiIiIiEj7sFlh5+ew6jnI3dg03uscGH0bxI1v3F+2tLqed1OzeGt1OrlltQC4WkxMHRzOtSmxDI70d8ICRETkdKbjJEVEREREROT0VFcJG99wbGVQluUYs7jDkMtg9K0Q0qdx6t7DFcxflc4nG7OpbbADEOTtxm9HRnPlqBi6+3o4YwUiItIFKKAVERERERGR00tlAaS+DKnzoLbUMeYVDCN+D0nXQ7cQAOx2g6V7C3htxUGW7y1svL1fD1+uS4nlgiHheLhqL18REWlfCmhFRERERETk9FB80LG/7Ka3werYnoDABBhzu6Nr1tUTgKo6Kx9vzOb1lekcKKwCHDscnN0vlOvGxjEyLrDZQdkiIiLtSQGtiIiIiIiIdG6HtsDKZ2D7p2A4ticgYjik3AV9zwezows2q7iaN1en8966LCpqrQD4uLswMzmK342JJSrQy0kLEBGRrqxFAe3EiRN/8buH3333XZsUJCIiIiIiIvKLDAMOLoOV/4H93zeN9zzLEczGjgWTCcMwSD1QxPyV6SzekYfdcEyLDfLi2pQ4Lh4eSTd39S6JiIjztOiz0O23397edYiIiIiIiIj8MrsNdn7h6JjN3eQYM1lg4HRIuRPCBgFgtdn5etshXl62n2055Y23j+0ZzHVjYzmjd3fMZm1jICIizteigPaiiy762etWq7VNihERERERERE5oYZa2LIAVj0LxQccYy6eMOwqGH0rBMQCUFNv48MNWcxbfoCs4hoA3F3MTB8WybUpsfQO9XHSAkRERE6sVT/HkZmZyfPPP8/hw4ex2x37+jQ0NHDw4EHWrFnTLgWKiIiIiIhIF1ZTCutfhTUvQVW+Y8wzAEbc6PjlHQxAcVU9b65O583VGRRX1QMQ4OXK78bEcvXoWAK93Zy0ABERkZ/XqoD2/vvvxzAMAgICKCoqon///nz22Wdcc8017VSeiIiIiIiIdEnlubDmBVj/OtRXOMZ8I2HMbZB4Fbh3AxwHf72y/ADvr8+itsHRSBQV6Mnvx8VzyfAoPN0sTlqAiIhIy7QqoN22bRtLliwhNzeX//znPzzwwAOMHz+el19+mdtuu629ahQREREREZGuomAPrHoGtrwP9gbHWPf+jv1lB14MFlcAtuWU8fKyA3y5Nbfx4K+BEb7cND6B8waG4WIxO2kBIiIirdOqgNbT0xM/Pz9cXFzYs2cPAOPHj+dPf/pTuxQnIiIiIiIiXUTWOlj5H9j1JXAkcY0eA2Pvgl7ngMmEYRis3FvIy8v2s3xvYeOt43oFc/OEBMYkBGEy6eAvERHpXFoV0EZHR7N06VImTJiA3W4nKysLNzc3HRImIiIiIiIirWcYsPdbRzCbsbJpvM/5jmA2agQAVpudr7Yd4uWl+9meWw6AxWxi6uAe3Dg+ngHhfh1fu4iISBtpVUB74403cscdd7Bo0SJmzpzJZZddhsViYeLEie1Vn4iIiIiIiJxubA2w7RNY+Qzkb3eMmV1h8ExIuQNC+gBQXW/lw/XZzFt+gOySGgA8XS3MTI7i+rFxRAV6OWsFIiIibaZVAe3EiRNZvHgxgYGBzJo1i9jYWCorK7nooovaqz4RERERERE5XdRXwcY3YfXzUJblGHPrBsOvgVGzwC8CgOKqet5Ylc6bq9MpqXbsQxvo7cY1Y2K5alQMAd5uTlqAiIhI22tVQHvLLbfw4osvNn48ZcoUAK688krefvvttq1MRERERERETg9VRZD6MqTOhZoSx5h3CIy8GZKvB88AADKLqnllxQE+WJ9FbYMdgOhAL34/Lo4Zw6PwdLM4awUiIiLt5hcD2uzsbD777DMAVqxYwXPPPdfsemVlJbt3726X4kRERERERKQTK8mA1c/BxrfA6tiigIA4GHM7DL0CXD0B2JZTxktL9/NV2iHsR84HGxThx00T4jl3QBguFrOTFiAiItL+fjGgDQ8PZ+/evRQXF2Oz2Vi7dm2z6+7u7vz9739vtwJFRERERESkk8nb5jj4a9snYNgcYz2GOg7+6jcNzBYMw2DF3gJeXnqAFfsKG28d3zuEm8fHMzohCJPJ5IzqRUREOtQvBrRms5lnnnkGgAceeIBHHnmk3YsSERERERGRTsYwIH2FI5jd97+m8fgzHcFs3AQwmbDa7Hy5OYeXlx5gx6FyACxmExcM7sGN4xPoH+7rlPJFREScpVV70D7yyCPk5eWxcOFCcnJy6N69O1OnTiU6Orq96hMREREREZFTmd0OuxY5gtmcDY4xkxn6Xwgpd0L4UACq6618sC6LecsPklPq2O7A09XCZSOiuH5sHJEBXk4pX0RExNlaFdCmpaVxzTXXEB8fT2RkJGlpacydO5dXX32V4cOHt1eNIiIiIiIicqqx1sGW92DVHCja5xhz8YChv4Uxt0FgPABFlXW8sTqDN1enU1rdAECQtxvXjInlylExBHi7OWsFIiIip4RWBbRPPvkkd955J1dffXXj2BtvvMHs2bN5991327w4EREREREROcXUlsH6+bDmRajMc4x5+EHy72HkzdAtBICMoipeWX6QD9ZnUWe1AxAT5MXvx8UzY3gkHq4WZ61ARETklNKqgHb37t289tprzcauuOIK5syZ06ZFiYiIiIiIyCmmIs8Ryq5/Deoce8fiEw6jb4XhvwN3HwDSsst4adl+vk47hN1wTBsc6cfNExKYPCAMi1kHf4mIiByrVQGtp6cnhw4dIioqqnHs0KFD+Pn5tXlhIiIiIiIicgoo3OfYxmDLu2Crd4wF93HsLzvoEnBxwzAMlu0p4OWl+1m1v6jx1gm9Q7hpQjyj44MwmRTMioiInEirAtopU6Zw++23c8899xAZGUlmZiZPP/00U6ZMaa/6RERERERExBlyNsCK/8DOhcCRVtiokZByF/Q+F8xmGmx2vtqcw0tLD7DzkKOr1mI2MW1IODeOj6dfD19nVS8iItJptCigffDBB3nwwQe58847KS4uZtasWTQ0NODu7s7FF1/M7bff3t51ioiIiIiISHszDNj3Haz8D6Qvbxrvfa4jmI0ZDUB1vZX312XwyvKD5JTWAODlZuGy5GiuGxtLZIBXx9cuIiLSSZkMwzB+adKwYcPYuHFj48f19fWUlZURHBx8yv+Yis1mY/PmzQwaNAg3N50OKiIiIiIip6+j73+GDh2KxdKKQ7hsVtj+Kax8Bg6nOcbMLo4tDMbcAaH9ASisrOPNVem8uSaD0uoGAIK83bg2JZYrR8Xg76X3XCIiItC6z8kt6qD9cYbr5uZGSEjIyVcoIiIiIiIizldfDZvehtXPQmmmY8zV23Ho16hZ4O84fySjqIp5yw/w4fps6qx2AGKDvPj9+HguHhaJh2srwmARERFppkUBrd1uZ/369ccFtcdKTk5us6JERERERESkHVUXQ+o8SH0Zqo8c6uUVDCNvhuTrwSsQgC1ZpcxddoCvtx3CfuTt4JBIP26ekMA5A8KwmE/tn6gUERHpDFoU0NbV1XHllVf+5HWTycTOnTvbrCgRERERERFpB6VZsPp52PgGNFQ7xvyjHdsYDP0tuHlhGAZLd+fz8tIDrD5Q1HjrGX1CuGl8AqPiA0/5re5EREQ6kxYFtJ6enmzatKm9axEREREREZH2cHiHY3/ZbR+B3eoYCx0EY++C/heCxYUGm51Fm7J5eekBduVVAOBiNjFtSDi/Hx9Pvx6+TitfRETkdNaigFbfHRUREREREelkDAMyV8OK/8Deb5rGY8c5gtmESWAyUVVn5b3VB3l1+QFyy2oB8HKzcPmIaK4bG0eEv6dTyhcREekqTuqQMBERERERETlFGXbY/RWsmgPZqUcGTdB/GqTcCRHDASisrOP1lem8tSaDspoGAIK7uXFtShxXjozBz8vVSQsQERHpWloU0M6bN6+96xAREREREZFfo6EG09YP6L/k31gqMxxjFjcYeoVjj9mgBADSC6uYt/wAH27Ipt5qByAu2Jvfj4tn+rAIPFwtzlqBiIhIl9SigDYpKam96xAREREREZGTUbgP1r8Gm9/BXFuKJ2C4+2BKvgFG3gI+oQBsySrl5WX7+XpbHkd/SHJIlD+3TIjn7P5hWMza2k5ERMQZWhTQioiIiIiIyCnE1gC7voT1r8LBZY3Dhl8UOeHn0eOCv2DxCsAwDJbszuflpftZc6C4cd7Evt25aXw8I+ICdeaIiIiIkymgFRERERER6SxKs2DjG7DxTag8fGTQBL0nQ9J12OPO5PDWNIJduvH5xmzmLjvArrwKAFzMJqYNDeem8Qn0CfNx3hpERESkmZMOaIuLiwkMDGzLWkREREREROTH7DbY/z2sexX2fuM4BAzAuzsMuxqG/w78owGorK5j4Z4qblu8jENltY5pbhYuHxHNdWPjCPf3dNYqRERE5Ce0KqC1Wq08++yzvP3229hsNhYuXMhdd93Fiy++SPfu3durRhERERERka6nsgA2vQUb5kNpZtN47DhIvh76nA8ubgDszqvg3dRMPt6YTUWtFYDgbu5cmxLLlSNj8PNydcYKREREpAVaFdA+++yzrFmzhmeeeYa7776boKAgwsLCePTRR3nmmWfaq0YREREREZGuwTAgY6Xj0K8dX4C9wTHu4QdDfwvDr4WQ3gDU1NtYtD6Ld1Mz2ZhZ2vgSPbpZuO2svlw8PAoPV4sTFiEiIiKt0aqAduHChbz77ruEhoZiMpnw8vLi8ccf5+yzz26v+kRERERERE5/NaWw5T1HMFu4u2k8IgmSroOB08HVsT3BzkPlvJuayaebchq7ZV3MJs7qF8rM5Ai6VWYzLDEKi0XhrIiISGfQqoC2urq6cd9ZwzAA8PDwwGw2t31lIiIiIiIip7ucjbD+VUj7GKw1jjFXbxh8iSOY7TEEgOp6K4vWZbEgNZPNWaWNt0cFenJZcjSXDI+ku68HNpuNzZtznLAQEREROVmtCmiHDh3Kc889x913343JZALgrbfeYtCgQe1SnIiIiIiIyGmnvgq2few49OvQ5qbx7v0doezgSx1bGgDbc8t4NzWTzzflUlHX1C17zoBQLh8RTUpCMGazyQmLEBERkbbSqoD2L3/5C9dccw2ffvopVVVVTJkyhaqqKubPn99e9YmIiIiIiJwe8nc5tjDY8h7UlTnGLG7Q/0LHoV9RI8FkoqrOyqJ1mSxYm8mW7LLG22OCvLgsOZoZwyMJ8XF3zhpERESkzbUqoI2OjubLL7/khx9+IDc3l7CwMM444wy6devWXvWJiIiIiIh0XtY62LnQEcxmrGwaD4iDpGth6JXgHQTAtpwj3bKbc6k80i3rajFxzoAwrhgRzej4IHXLioiInIZaFdD+4x//4JJLLmHKlCntVY+IiIiIiEjnV5IOG16HjW9BdaFjzGSBPuc5tjGIPxPMZirrrCxMzeTd1Ey2HtMtGxvkxeUjorl4eCTB3dQtKyIicjprVUBbVFTEzJkzSUhI4JJLLmHq1Kn4+Pi0V20iIiIiIiKdh90Ge75xdMvu+x/gOFgZnx4w7Hcw7GrwiwAgLbuMBamZfLE5h6p6G+Dolj13YA8uHxHFqDh1y4qIiHQVrQpo//Of/1BRUcHChQv59NNP+ec//8nkyZOZMWMGycnJ7VWjiIiIiIjIqasiz9Epu+F1KM9uGk+Y6OiW7X0eWFyorLPy+doM3k3NZFtOeeO0uGBvLh8RxcXDIglSt6yIiEiX06qAFsDHx4crrriCK664gtWrV3P//ffzxRdfsHPnzvaoT0RERERE5NRjGHBwqaNbdteXYHfsGYtnICReCcOvgaAEDMNga7Zjb9kvtuRSfaRb1s1i5tyBYVw+IppR8YGYTOqWFRER6apaHdBWVVXx3//+l88++4ytW7dyxhln8I9//KM9ahMRERERETm1VBfD5gWwYT4U7WsajxoFyddDv2ng6kF5bQOfr8ng3bWZ7DjU1C0bH+LNFSOimT4skkBvNycsQERERE41rQpo77nnHr7//nvCwsK45JJLeOaZZwgMDGyv2kRERERERJzPMCB7Pax/FbZ9ArY6x7ibDwyZ6djGIHQAhmGwJbuMd9fu4YstudQ0HOmWdTEz5Ui37Ig4dcuKiIhIc60KaF1cXJg3bx5JSUntVY+IiIiIiMipoa4C0j6Eda/B4bSm8bBBkHQ9DLoE3Ls5umVXp7MgNYudx3TL9uzejctHRDM9MYIAdcuKiIjIT2hVQPvPf/6zveoQERERERE5NeRtc+wtu/UDqK9wjLl4wMCLHd2yEcMxgE1Zpby7dgsLt+ZS22AHHN2yUwf14PKR0STFBKhbVkRERH5RiwLaYcOGsXHjRvr27fuTX2DokDAREREREem0Gmphx2eOYDZrbdN4UC9HKDvkMvAKpKymgc9WZ/Buaia78ioap/Xq3o0rRkZzUWIE/l7qlhUREZGWa1FAO3fuXADefPPNdi1GRERERESkQxXtd4Sym9+BmhLHmNkF+k51HPoVOw4D2JhZwoK1W/gyralb1t3FzPmDe3DFiGiGq1tWRERETlKLAtqje84uXryYBx544Ljr9957LyNGjGjbykRERERERNqDrQF2f+049OvAkqZxvygY/jtIvAp8wiirbuDTVem8m5rF7sNN3bJ9Qn24fEQUFyVG4ufl2vH1i4iIyGnlFwPaw4cPs3r1agA+/PBDBg4c2Ox6RUUF3377bftUJyIiIiIi0lbKcmDjG7DxTag4dGTQBL3Odhz61etsDJOZDRklLPh6M19uPUSd1dEt6+FqZurgcC4fEc2waH91y4qIiEib+cWANiAggLfffpvi4mLq6+uZM2dOs+vu7u7cdttt7VagiIiIiIjISbPb4cD3sO412PM1GI7AFe8QR6fs8GsgIIbS6no+WZXJu6mZ7M2vbLy9b5gPV4yM5jdDI/DzVLesiIiItL1fDGjd3Nz46KOPALj++ut59dVX270oERERERGRX6WqEDa9DRvmQ0l603jsOEi6FvpegGFxZV16Ce8u3syXaYeoP9It6+lq4YIhPbh8RDRDo9QtKyIiIu2rRXvQHnWicNZqtbJnzx769+/fZkWJiIiIiIi0mmFA5mrHoV87PgdbvWPc3Q+GXuEIZkP6UFJVz8ers3k3NZP9BVWNt/fr4XukWzYcXw91y4qIiEjHaFVAu3TpUh588EEOHz6MYRhNL+LiQlpaWpsXJyIiIiIi8otqy2DL+45gtmBn03j4MEi+HgZMx3D1ZO3BYt79bhNfp+VRb3N0y3q5WZg2xLG37OBIP3XLioiISIdrVUD75JNPcs455+Dr68vu3buZOnUqzz//PDNmzGiv+kRERERERE4sd7MjlE37CBqOdMK6esGgGZB0HYQnUlxVz8drsnl3XSYHjumW7X9Mt6yPumVFRETEiVoV0GZlZfHHP/6R7Oxs1qxZwznnnEN8fDx33303V111VYtfp6ioiL/+9a+kpqZisViYNm0af/rTn3Bx+ely9uzZwyWXXMLcuXMZOXJka8oWEREREZHTRfEB2PaJ41f+9qbxkL6QdD0MmYnh7suaA8W8++4m/rutebfsb4Y6umUHRahbVkRERE4NrQpoAwMDMZvNhIeHs3//fgB69uxJXl5eqx561113ERoayvLlyyksLOSWW27h9ddf54Ybbjjh/JqaGu655x5qa2tb9RwRERERETkNlOXA9k9h28eQu7Fp3OIG/aY5tjGIHk1RVT0fp2bzbuomDhY2dcsOivDj8hHRTBsaTjf3Vr0FEhEREWl3rfrqpE+fPjzzzDPceuutBAUFsXTpUjw8PHB3d2/xa2RkZJCamsqyZcvw9PQkKiqKWbNm8eSTT/5kQPvQQw9x1llnsWfPntaUKyIiIiIinVVlAez4zNEpm7mqadxkgfgJMPBi6Hs+dnd/1hwoYsG7m/hmex4NNsdZGd5uFn6TGMHlydEMivRzzhpEREREWqBVAe0f//hH7rjjDi699FLuuOMOZs2ahd1u5957723xa+zduxd/f39CQ0MbxxISEsjNzaW8vBxfX99m8z/77DMyMjJ49NFHeeGFF1pTbjM2mw2bzXbS94uIiIiISDurKcW0exGm7Z/AwWWYDHvjJSN6DMaA6Rj9LgDvEHJLa1i45hDvr99MRlF147zBEX5clhzJ1ME98D7SLduV3gccXWtXWrOIiMipqDWfi1sV0CYkJPDll18CEBERwQ8//EBVVRVxcXEtfo2qqio8PT2bjR39uLq6ullAu3//fp5++mneffddLBZLa0o9zo4dO37V/SIiIiIi0vbM1hr88lYRmPs9vvnrMBvWxmtV/n0pDj+TkvAzqPcIJrvCxtovdpOas4X9JU3zPF1MjI/x4Kw4L+IDXIEi9u4scsJqTh1paWnOLkFERERaqEUB7bp16372emFhIcnJyS16oJeXFzU1Nc3Gjn7s7e3dOFZXV8fdd9/NX/7yF8LDw1v02j+nf//+uLm5/erXERERERGRX6mhBvb9D9P2TzDtXYzJ2vT+wOg+wNEpO+Ai3PxiOJxdxuIdh1m8+jDpx3TKmkwwPDqAi4dFcP6gsMZu2a7OZrORlpbGoEGDfnWTi4iIiJy8o5+TW6JFX8VcddVVP3vdZDKxc+fOFj2wV69elJaWUlhYSHBwMODolA0LC8PHx6dxXlpaGunp6dx///3cf//9jeM333wzv/nNb3jwwQdb9LyjLBaLvkAREREREXEWaz0cWOI46GvXl1Bf0XQtMAEGzYAB02kI7M2aA0V8szyPb3csIb+irnGam8VMSs8gJg8IY1K/UEJ8Wn4WRlej9z8iIiKdR4sC2l27drXZA2NjYxk+fDiPPfYYDz/8MCUlJbzwwgvMmDGj2bykpCS2bt3abKxPnz689NJLjBw5ss3qERERERGRdmK3QfoKRyi78wuoKWm65hcFA6fDwIupCujP0r2FfPN9Ht/v+paK2qbtC7q5u3Bm3+5MHhDKhN4h+Hi4OmEhIiIiIu2nVT8HlJub+5PXWrMNwZw5c3j44YeZNGkSZrOZCy+8kFmzZgGQmJjIQw89xLRp01pTmoiIiIiInArsdshe5whlt38KVflN17qFwoCLYODFFPkP4rtdhXzzTR7L9/2PemvTgWDB3dw5u38okweEMjohCHcXdYKKiIjI6atVAe3EiRMxmUwYhgE4tjY4qqVbHAAEBwczZ86cE17btGnTT963e/fuFj9DREREREQ6iGHAoS1NoWxZVtM1zwDo/xsYeDFZPoks3lXIN1/lsT79e+xG07SYIC8mDwhj8oBQhkYFYDGbjn+OiIiIyGmoVQHtd9991+zj4uJiXnnlFSZNmtSmRYmIiIiISCeQv8sRym77GIr3N427+UC/qRgDprPLaziLdxXzzRd57Di0rNntA8J9j4SyYfQO7dasAURERESkq2hVQBsREXHcx4888ggXXXSRtiQQEREREekKig/Atk8cv/K3N427eELvydgGXsxmt2T+u7uEbz47TGbxmsYpZhMkxwYyeUAY5wwIJTLAywkLEBERETm1tCqg/Snl5eVt8TIiIiIiInIqKstxbF2w7WPI3dg0bnaFnmfR0P8iVrsk8/WeSr795DCFlU1z3FzMjO8VzDkDwjirXyiB3m5OWICIiIjIqatVAe1zzz3X7OOGhgaWL1/O0KFD27ImERERERFxtsoC2PGZo1M2c1XTuMkC8ROo6XMhS00jWLS3hiWfFlBZ13QmhY+HC5P6dmfygDDG9w7B271N+kJERERETkut+kpp7dq1zT62WCwkJiZy0003tWlRIiIiIiLiBDUlsHORo1P24FIw7E3XosdQ0Wsa3zKKL/Y1sOrzIuptBxovd/dx55wBoUweEMbIuCDcXMxOWICIiIhI59OqgPatt95qrzpERERERMQZ6iph99eOUHbf/8De0HQtfBjF8RfwX/toPtlvsOGrEgwjt/FyfLA35wwIY/KAUIZE+mM265AvERERkdZqVUDb0NDAV199RU5ODna7vdm12267rU0LExERERGRdtJQA3u/dYSye74Ba03jJSN0APlR57PIPpoPD7iw638VQHHj9SGRfo2hbM/uPk4oXkREROT00qqA9p577mHt2rX06tULk6npu+PH/l5ERERERE5B1no4sMQRyu76EuorGi8ZgQnkRE7hC+toFhz0JHtFDeAIbS1mE6PiAzmnfxhn9w8l3N/TOfWLiIiInKZaFdCuWLGCL774gsjIyPaqR0RERERE2ordBukrHKHszi8ce8weYfhGktHjXD63juSNg/4U5x7d2qAGD1czE3qHcE7/MCb1646/l5tz6hcRERHpAloV0IaEhODv799OpYiIiIiIyK9mt0P2Okcou/1TqMpvuuTdnYPdz+bThpHMzwyhKt84cqUBfy9XJvUN5ZwBoYzvFYKnm8U59YuIiIh0Ma0KaP/0pz9x5513csUVV+Dr69vsWnJycpsWJiIiIiIiLWQYcGhLUyhbltV4ye4RwP7giXxUN4L5OZHUFx3dnswg3M+DcwaEcU7/UEbEBeJiMTunfhEREZEurFUB7ZYtW1i5ciUrV65sNm4ymdi5c2ebFiYiIiIiIr8gf5cjlN32MRTvbxy2u3Zjb+AEPqgdwZuH42gobfqyv1f3bkweEMY5A0IZFOGn8yREREREnKxVAe2CBQuYO3cuY8eOxWzWd9dFRERERDpc8QHY9onjV/72xmG7xZ09/mN5vzqZBSV9qato2jc2MdrfEcr2DyU+pJszqhYRERGRn9CqgNbd3Z2UlBSFsyIiIiIiHakiD9I+cnTK5m5sHLabXdnTbQTvVifzUeUgqqo8AXAxmxiXEMTkAWGc3T+UUF8PZ1UuIiIiIr+gVQHttddey+zZs7n55pvx8/Nrr5pERERERAQgfyeseha2fgD2BgAMzOzxHsaC6mQ+rU6kvNrREevlZmFKnxAmDwjjjD7d8fN0dWblIiIiItJCrQpo33nnHXJzc3n99dePu6Y9aEVERERE2oBhQPoKWDUH9i5uHN7v3p+3a0bxRX0yRbWOZolAbzcu7dedyQPCSOkZjIerxVlVi4iIiMhJalVA+8QTT7RXHSIiIiIiXZvdBju/gJVzGrcxMDDxg2kkc2qnsLm2JwAR/p5cNyCMyQNCGR4TgItF24+JiIiIdGatCmhHjBjRXnWIiIiIiHRN9dWw+R1Y/RyUpAPQYHLjQ9sEXm44jwwjjOBubtyWHM15g8Lo38MXk8nk3JpFREREpM20KqCdOHHiT34x+N1337VJQSIiIiIiXUJVIaTOg9S5UFMMQIXZl9fqz+IN6zkU48uAcF/+nRLH1CE9cHfR9gUiIiIip6NWBbS33357s4+Li4v5+OOPueSSS9q0KBERERGR01bRflj9vKNr1loLQK4pjBfrz+VD2wTqTe6cMyCMa1NiGREXqG5ZERERkdNcqwLaiy666Lixs88+m//7v//j2muvbbOiREREREROO9kbYNUzsHMhGHYAtpHAi/Xn8197Ml7u7lw5OorfjYklKtDLycWKiIiISEdpVUB7IhEREaSnp7dBKSIiIiIipxm7HfYuhlVzIGNl4/APtqG8bJvKGns/YoO8+VtKHBcPj6Sb+6/+8lxEREREOplWfQW4bt26Zh83NDTw3//+l9jY2LasSURERESkc7PWQdqHsOpZKNgFQAMufG4bw1zr+ewxokjpGcSrKXGc2ac7ZrO2MRARERHpqloV0F511VXNPjabzSQkJPD3v/+9TYsSEREREemUakphw3xY8xJU5gFQiRdvWycy33ouJS7BTE+KYE5KLH3DfJ1bq4iIiIicEloV0O7atau96hARERER6bzKcmDNC7DhDaivAOCwEcCr1nN51zYJT58Arh4dw+Ujognq5u7kYkVERETkVNLigNYwDLKysoiOjm4c++qrr5g8eTIWi6VdihMREREROaUd3g4r52Bs+wiT3QrAbnskc61T+cI+hv6RQTwyNo7zBvbAzcXs5GJFRERE5FTUooC2urqa6667juDgYJ577jkAioqKuO+++3j77bd55ZVX8PLSSbMiIiIi0gUYBhxc5jj4a9//ADABq239edl2PstJ5NyBPXgvJY5h0f6YTNpfVkRERER+WosC2hdffBFXV1ceeuihxrGgoCB++OEHbrnlFl5++WXuvvvuditSRERERMTpbFbY+TmsfAYObXEMGSa+to9grnUqGR59uWxMFI+OjiXC39PJxYqIiIhIZ9GigPabb75h3rx5BAUFNRsPCgrioYce4q677lJAKyIiIiKnp/oq2PQ2xurnMJVmAlBjuPGBbQKv2qbgGhzPtSlxTB8WgZdbq454EBERERFpWUBbVFRETEzMCa/169ePgoKCNi1KRERERMTpKgsgdS7GunmYakowAUWGD29az+FN29kM7p3AwymxjO8VgtmsbQxERERE5OS0KKDt1q0bJSUlBAQEHHettLQUT0/9CJeIiIiInCaK9sOqZzG2vIvJWosJSLeH8optCovMZ3B+UgIfpsTSs7uPsysVERERkdNAiwLa0aNH884773Dbbbcdd23BggUMHTq0resSEREREelYWetg5X8wdn2JCQMTsNmewMvWqWztNparUhJYkhyFv5ebsysVERERkdNIiwLam266ienTp1NSUsKUKVMICQkhPz+fr7/+mo8//pi33367vesUEREREWl7djvs+S/GymcwZa0BwAT8z5bIXOtUbFGjuXZsHHMGhOFqMTu3VhERERE5LbUooI2Li+PVV1/l73//O++88w4mkwnDMOjduzfz5s1j4MCB7V2niIiIiEjbsdbB1vexrZiDpXgvJqDesPCZbSyv2afSZ3Ayf0mJY2iUv7MrFREREZHTXIuPmR02bBgLFy4kKyuL4uJiQkJCCA8Pb8/aRERERETaVk0JrH8N6+qXcKnOxwKUG568YzuLT12ncs6YRF4fFUOYn4ezKxURERGRLqLFAe1RUVFRREVFtUctIiIiIiLtozQLY80L2Na/gYu1Chcg1wjkNet5bAiaxsyx/fkiMQIPV4uzKxURERGRLqbVAa2IiIiISKeRl4ZtxTOYtn+C2bDhAuy0RzHXOpWqXtP43bje3J8QhMlkcnalIiIiItJFKaAVERERkdOLYcCBJdQt+w/uGUs42hO70jaAN0zTCB8+lTtS4ogL9nZqmSIiIiIioIBWRERERE4XNivs+IzqH/6NV/EO3AGbYeJL+yg+97qY0WMn8WRSFH6ers6uVERERESkkQJaEREREenc6iqxbXiTuhXP4lWdixdQbbjzvu0M1ve4nAsmjGZu/1AsZm1jICIiIiKnHgW0IiIiItI5VeZTs+IFTOtfxcNajhdQaPjylv1civpdyWUThnJthJ+zqxQRERER+VkKaEVERESkcyncS9l3T+G16yM8jXoADtjDeM9lGt1GXMVvU3rT3cfDyUWKiIiIiLSMAloRERER6RTsGWso+nY2Qdn/ww8DgI32nnzpcyn9zryMe4ZG4u5i+YVXERERERE5tSigFREREZFTl91O7faFlH/3FN1LNxNyZPhb23A2RV3F+EkX8EB8ECaT9pcVERERkc5JAa2IiIiInHoaailZ8xb2lc8SVJuBB1BnuLCI8eQP/D3nTzyDs4O8nF2liIiIiMivpoBWRERERE4NdhvW3C0cWvc5vtveIMBWAkCZ4cVCt/NwGX0z549JxMfD1cmFioiIiIi0HQW0IiIiIuIcdjv2wzs4vHUxdXuXElK8Hm97JVFHLucYQXzvP4PIiTdx+aB4LGZtYyAiIiIipx8FtCIiIiLSMQwDo3AP+Vv/R/WeHwguSMXHXkaPY6aUG55sNPXjUOQUhp57HVdFBjmtXBERERGRjqCAVkRERETah2FglKRTkPY/qnZ9T0D+WvxtRYQeM6XacGcjfTkUkIRLzzPoOTiFcZGB6pYVERERkS5DAa2IiIiItJ2yHIq2/Y/ynd/hl7eGQOthuh9zuc5wZRO9yfYbjil+AvFDxjEyOgRXi9lpJYuIiIiIOJMCWhERERE5eZX5lOz4jtLt39Ht0GpC6rMJAo5uTNBgWNhq9OSg73CIHUfM0DNJjO3OKBeLM6sWERERETllKKAVERERkZarLqZs1w8UbfsO75yVhNalEwAEHLlsM0xsM+I50G0YtpixRA4+k6E9IxnuqkBWREREROREFNCKiIiIyE+rLadyzzIK0r7FI3sloTX78MPA75gpO+wx7PVKpD46hbBBkxjWO4Yh7voyU0RERESkJfSVs4iIiIg0qa+iat9K8rcuxi1zJWHVu+iGnW7HTNljj2C351BqI1PoPnAiif160t/D1Wkli4iIiIh0ZgpoRURERLqyhlpqDq7h8JbFWDJWEFa5HW+sxB0z5aA9lB3uQ6iOSCFo4EQS+/Wlt7eb00oWERERETmdKKAVERER6UpsDdRlpJK35Vs4uIwe5VvxpIHYY6ZkG8Fscx1MRY/R+PefxNCBAznfx91ZFYuIiIiInNYU0IqIiIiczuw26rM3krf5W+wHlhJWthkPo5aYY6bkG/5sdhlMeegofPufyeCBiZzr7+m0kkVEREREuhIFtCIiIiKnE7udhkNp5G35Fuv+pXQv3oC3UUX0MVOKjW5sMg+ipPtIvPtNZOCgJM4J8nZaySIiIiIiXZkCWhEREZHOzDCw5e8mb8s31O1dSkjROnzs5UQdM6Xc8GKTuT8FwSPx7H0m/YeOYmJwN0wmk9PKFhERERERBwW0IiIiIp2JYWAvOkjelsXU7PmBoMJU/G3FRBwzpcpwZ5OpH4cDR+De6wz6DE1hfJifAlkRERERkVOQAloRERGRU5xRmkn+1v9RsesHAvPXEGjNJ/yY67WGK5vpw6HAZCzx40lIHM+Y8CDMZgWyIiIiIiKnOgW0IiIiIqcYoyKPwrT/Ubbje/wOryakIZdQIPTI9XrDwlZ6ke2XhCl+AnFDxpMU3R0Xi9mZZYuIiIiIyElQQCsiIiLibFVFFG3/jpLt39Ht0GrC6jMIAUKOXLYaZrYRT4bPcIgbR/SQMxkSF06SAlkRERERkU7PKQFtUVERf/3rX0lNTcVisTBt2jT+9Kc/4eJyfDnvvvsur7/+Ovn5+XTv3p2rr76a3/72t06oWkRERKRtGOWHKNqxlNLdy/A6tJbw2n0EAUFHrtsNEzuJ4YD3cGwxY4kYMpFBCVEMdbU4s2wREREREWkHTglo77rrLkJDQ1m+fDmFhYXccsstvP7669xwww3N5v3vf//jqaeeYt68eQwZMoTNmzdz4403EhwczOTJk51RuoiIiEjrGAbW/N3kpS2hZv8K/As3ENKQSzAQfMy0PfZI9ngPwxqVQtjgsxjSO44BbgpkRUREREROdx0e0GZkZJCamsqyZcvw9PQkKiqKWbNm8eSTTx4X0B4+fJjf//73DB06FIDExERGjhzJunXrFNCKiIjIqcnWQE3mRvLSlmBLX0X30k342suIPGaK3TCxi2gOeg2hPnwEIYMmMbRfb3q7a/cpEREREZGupsPfBezduxd/f39CQ0MbxxISEsjNzaW8vBxfX9/G8R9vZVBUVMS6dev485//3Orn2mw2bDbbyRcuIiIiciL1lZTtXU3hjiW45KQSXrENT+qIO2ZKreFKmqkXh3yHQvQoegwYR/+4SPr8aMsCfa0iIr/W0b9H9PeJiIiIc7Xmc3GHB7RVVVV4eno2Gzv6cXV1dbOA9lgFBQXcdNNNDBw4kKlTp7b6uTt27Gh9sSIiIiI/YqktoiF3K+RtJbhsG1HWgwRiJ/CYOaWGN1tNfcn17k9tyGD8I/sS4e9FhMnkmFBdwq7tJU6pX0S6hrS0NGeXICIiIi3U4QGtl5cXNTU1zcaOfuzt7X3CezZv3sydd95JUlISjz/++AkPE/sl/fv3x83NrfUFi4iISNdlGDQU7ONQ2hLqDqzEv3ADYdac46ZlG8HscRtIRWgS3j3H0mfgcFICTvx1jYhIe7LZbKSlpTFo0CAsFu1jLSIi4ixHPye3RIcHtL169aK0tJTCwkKCgx1HY+zfv5+wsDB8fHyOm//RRx/xyCOPcMcdd3Dddded9HMtFou+QBEREZGfZ7NSmbWJQ1t/wEhfTffSTfjbS5ptV2A3TOwlinTvwdRHjCCo3xkM6NefiZ6uTitbROTH9P5HRESk8+jwgDY2Npbhw4fz2GOP8fDDD1NSUsILL7zAjBkzjpv7zTff8OCDD/Liiy8ybty4ji5VRERETnf11RTtWUnB9iW4ZK8lvGIb3aih1zFT6gwXtpt6kuefiCl6NOGDJtAvLpo+LmanlS0iIiIiIqcPpxwVPGfOHB5++GEmTZqE2WzmwgsvZNasWQAkJiby0EMPMW3aNJ577jlsNht33HFHs/svuOACHn74YWeULiIiIp2YvbKQ3LTvKdu9nG5564io3UMQNoKOmVNueLHdpR/FQcNxj08hbvBYEnsEYTq6f6yIiIiIiEgbckpAGxwczJw5c054bdOmTY2/X7hwYUeVJCIiIqcbw6Cu4ADZW7+ndt8KAgo3EG7NIhKIPGbaISOQPe4DqQxNxrfPePoMGsFoPy9nVS0iIiIiIl2MUwJaERERkTZnt1GevplDad9jy1hNaOlmguxFJPxo2j4jkoxuQ2iIGEFw/zPo13cAEzy0f6yIiIiIiDiHAloRERHplIz6avJ3raJwx1JcctYSWZGGL9X4HjOn3rCw09ST/IChED2aiEFn0jsump4W7R8rIiIiIiKnBgW0IiIi0ilYK4vI2foD5XuW4523jqja3YRiJfSYORWGJztd+lIaPBy3+LHEDxnL4NBg7R8rIiIiIiKnLAW0IiIickqqKThI1ubvqdvv2D820ppBzI/m5Bv+7PUYSFXoCHx6j6P34FGM8NX+sSIiIiIi0nkooBURERHns9spTt/CobTvMY7sHxtiL6D3j6YdNMLJ9BlCQ8RIgvufQd9+g0hx05czIiIiIiLSeekdjYiIiHQ4o6GW3J2rKdz+A645qURVbiWQKgKPmWM1zOw2J3DYPxFzzCjCB08kITaWOLO2KxARERERkdOHAloRERFpd7baSjI2/Y+yXUvpdjiV6NrdRNBAxDFzqgx3drv2oyR4GB4JY4kbOoEBIcEMcFrVIiIiIiIi7U8BrYiIiLQ5w1pHdtpyCtMW0y13JbG1O4nH1mxOoeHHfs+BVIUl49t7PL0Gj2FYN08nVSwiIiIiIuIcCmhFRETk17PbyduTSt7mb3DPXE5s9VaiqCPqmCk5hJDebRgNkY79Y3v1G8JIV30pIiIiIiIiXZveFYmIiEjrGQZFmdvJ3vBfzOnLiC7fQBiVhB0zpcjwZa9XIrVRYwkdMplefQYS4WJxWskiIiIiIiKnIgW0IiIi0iLlhzPIXP8V1v1LiShJJcQoIuiY65WGJ7vcB1ERnkLQoLPoM3gko1xdnVaviIiIiIhIZ6CAVkRERE6oprSA9A1fU7NnCaGFa4iw5TDwmOt1hgu7XPtTEjoKn/5n0Sfx/9u79+io6zv/46/v3DK536+QCwkQBERCkIsuYKmXUxVFDVi1llPXZa31xtnVFbRrV0uV7latlFaxKmcF155FqkVArD8pwoJggQpiEQIEEkLI/TIzmczt+/sjEIkIIiSZJDwf53xPZr7fz3zm/ZlzIPN5zSefmayxUewhCwAAAADfBgEtAACQJPlbm3Vw2wdq+fuHSjq2Sbn+A7rIMDuuB01De62DVZ0yXpFDp2rI2Ct1SUJ8GCsGAAAAgL6PgBYAgAtUyN+msk/Xq+GzDxRz9P+U7/27hhrBLxsY0n4jW5WJ42QtuEL5Y6/WRekZuih8JQMAAABAv0NACwDABcIMBnTki0907NO1cpZvVL5np/LV9mUDQ6pUqsrixiqUN1k5xd9Tfk6eCgwjfEUDAAAAQD9HQAsAQH9lmqou+0wV29+Trewj5bZs10C5NPCkJnVmnEqjx8iXM0kZo69RwZARyrJawlYyAAAAAFxoCGgBAOhHGqrKdOiT1TIP/EUDG/+qNLNOaSddd5mR+sI5Su4Blyv54qs19OJxGm+zhq1eAAAAALjQEdACANCHuRqqdfCva+Tbu07pdVs0MFSpxJOut5l2feG4SI0Zlyl++JUqHDNZxRERYasXAAAAANAZAS0AAH2I192kg9s+kHvP/1NS9Wbl+Q/qYsPsuB40De2zDVFN6gRFFU7VkLHf1ajYuDBWDAAAAAA4EwJaAAB6sYDPq4N/W6/G3X9W3NHNym/7uy4ygl82MKQDRo6OJo2Tbch3VFB8tYalpmlY+EoGAAAAAHwLBLQAAPQiZjCgQ59vUc2naxV5ZJPyPTs1xGj7soEhHVGaDsePlQZdoZzia5Sfnaf8sFUMAAAAADgfBLQAAISTaaqydKcqd7wn2+GNGuTarjy5lHfiuiHVKV77o8cokDtZmUVXK2/wCA0wjDAWDQAAAADoKgS0AAD0sNoj+3V423syD6xXTuMnylK9sk667jIjtTfyErUOvFypo65WwYhxGme1hK1eAAAAAED3IaAFAKCbNddW6cC29+Tft06Z9Vs1MFSplJOut5l27Y0YruaMy5Qw4koNLpqkMY6IsNULAAAAAOg5BLQAAHSx5vpjOvTpR/J88aFSaz5WXuCgRhtmx/WgaWiffajqUicoethUDSn+ri6OiQ1jxQAAAACAcCGgBQDgPAR8XpV9vlX1X2ySpXKbMpo/00CzUhef3MiQDlpyVJU0Xo6h31H+2Gs0LCnldF0CAAAAAC4gBLQAAJwt01R1+V4d+WyjfIe2KqH+U+X5SjXY8J/StNzIUmV8kSwFU5Rb/D0NysrRoDCUDAAAAADo3QhoAQA4DXdzvQ7t2qiW0o8VcWyHsj2fK02NSju5kSE1KVplzovkTi1SVP545YycpOzUDGWHq3AAAAAAQJ9BQAsAgKRQIKDDe7ep9u+bZFb8ValNO5UTLNfwk/aOlSS/adVBW77qEy6WkT1WGcMnKbtgpC6xWsJUOQAAAACgLyOgBQBckOqqDqti53p5y7Yqtu5vyvXuVZ7hVd7JjQzpqFJ1JGak/BlFih9ymQaNnKih0TFhqhoAAAAA0N8Q0AIA+j2vp0Vln21W077Nchzdpiz3bqWbtUo+uZEhucxIHYwoVEvKJYrIG6/skZOUmZWjzHAVDgAAAADo9whoAQD9ihkKqnL/LlV9/n8Kln+ipIadygsc1DAj1Kld0DR0yJqj6vhR0oCxSh12mXILi3Sx3R6mygEAAAAAFyICWgBAn9Zcd0yHdn4kz4Etiq7ZrhzvHg2QWwNObmRItUrQ4agR8qYVKXbwROWOulz5cYnKD1fhAAAAAACIgBYA0If4fV4d3r1FdXs3yVq5TenNn2mgeVQXf6Wd17TroGOIGpIukT13nAaM+AdlZg9WioUv8gIAAAAA9C4EtACAXskMhVRdvldHPtuowOEtSqjfqVzffhUYfhV8pe0hY4COxY5UMKtYSYWXKW/4pboowhmWugEAAAAA+DYIaAEAvYK7qV6Hdm1Qy/6P5Ty2Q9me3UpXs9JPbmRIjYpRmXO4PKmjFZ0/QTmjJik3OU254SocAAAAAIDzQEALAOhxwYBf5V9sV82ejTIq/qrUpl3KDlZouGF2auczrTpoy1d94ihZsscpY/jlys4fodFWtioAAAAAAPQPBLQAgG5XV1mmis8+krdsq2JrP1Ve2xfKM9qUd3IjQ6pUmo7EjJA/c4wShlymQSMnqjAqOkxVAwAAAADQ/QhoAQBdyutp0aFdm9S4b5McVduV5d6tdLNOySc3MiSXGamDEYVqTimSM2+cci7+B2Vl5igrXIUDAAAAABAGBLQAgHNihoJqqK5QXUWpmo98rlD5X5XcsFM5gTIVGqFObYOmoTJrnmriR0oDLlXq8MuVO3S0LrbxawgAAAAAcGFjZgwA+FqhgF+1R8tUf2SfPNVl8tcfkqWpXFGeSsX7qpQWqlGSEVDSVx9oSNVKUkXUcHnTxyh28ATlXXyZCuISVRCOgQAAAAAA0IsR0ALABcrf1qraI/vVULlf7uqDCjUckq35iKJaK5Xor1JKqE5pRkhpp+vAaF8ZW20kq86RpebEkbLnjtOAEZOUmVOgNMPoyeEAAAAAANAnEdACQD/ldTerpqJUjUcPyFtzUKGGw7K3VCjGW6lE/zGlqkGZkjJP14Eh+UyrjlnS1GhPlycqS4G4bNkScxSVNkiJWYOVOiBPmY6I0/cBAAAAAADOiIAWAPooV1OdastL1VxVqrbaMoUay+VwVSjWe1TJgWolqlnZkrLP0IfHjFC1JVVNjgy1Rg9QKC5btqQcxaQXKHFAgVIzspVts52xDwAAAAAAcO4IaAGgFzJDITXXV6m2olTNVQfkqzsko/GwItxHFNt2VKnBY4pVq2K+oZ9mM0o11jQ1R2TKGz1AZny2HMl5iskYpOSsAiWnZinPaumRMQEAAAAAgFMR0AJAGJihoOqrylV3pFSu6oPy15XJaCpXpKdS8W1HlRqsVrzhU/w39FOvWNVZ09XszJQveoCUkC1HyiDFZ+QrZcBgxSelKI69YAEAAAAA6LUIaAGgGwQDftUeOaCGo/vlPnZAgfrDsjRXKMpzRAm+KqWGapVsBJR8ug6OZ6o1SlSdLV0uZ5Z8sQNkJOQoMjVPcRn5Sh04WElxCUrqqUEBAAAAAIAuR0ALAOfA5/W0B7CVpfLUHFSw/rBsLRWKbj3+BVyhWqUbptJP14EhBUyLaoxk1dvT5Y7MUiB2oCyJuYpMy1NCZoHSBhQoNSpKqT05MAAAAAAA0KMIaAHgK8xQUA01R9RwtEzNx8rkrzsks/mI7K5KxbRVKcl/TClqVJakrNN1Ykg+06ZjllQ12tPliRqgYNxAWZNyFJ2ar8SsAqUOGKRMh0OZPTg2AAAAAADQuxDQArjguJrqVXdkv5qrD6m1tkyhxgrZWioV2XpUCf5qpYZqlWQEvnHrAI8ZoWpLqpoiMtUalaVQXLbsyXmKTh+kpKwCpWbmKNtqVXaPjAoAAAAAAPRFBLQA+hWft1W1lQfVWHVAnppDCjRUyNJcIWdrleLaqpQcqlGsWhVzpk4MKWQaqjUSVW9LkzsiXb7oLCl+oBxJ2YpOz1PKgCFKTs1QnsXSU0MDAAAAAAD9EAEtgD4jFAyq/li56ir3y11zuGPrgQj30fatBwI1Sv6mrQeOa1K0ai1paolIlzcqU2bcANkSsxWZkqvEzHylZOUqLcKptJ4YGAAAAAAAuGAR0ALoFcxQSM2Ndaqr3K/mY2Vqqzsks7FCNlelorxVx7ceqFOKEVTKN/TlNe2qtqSq2ZEmT2SWgjFZsiRmy5mcrfiMQUoZkK/42ATF98jIAAAAAAAATo+AFkCP8HpcqjmyX01VZfLUHlKwoUK2lgpFtFYp3let1GC14o22M4emhhQ0DdUYyWq0p8rlzJQ/OlNGfLYcydmKTctTcla+ElMylMPWAwAAAAAAoA8goAVw3gJ+n2qrDqvh6EG5a8rkry+XpalCDs9RxbYdU3KwRolqVrZ0+i/MMtp/NChOddZUtUSkyxeVqVD8QNmTshWdmqfEzEFKychRht2hjB4aGwAAAAAAQHcioAVwRmYopIbaKtUfPaDmY2Xy1ZXLbCqX3X1UMce3Hkgx65VhhL4xNPWYEaqxpqrJka62yAwFYgfKmjhQUSm5is/IU0pWvhKjY5XYIyMDAAAAAAAIPwJa4AIQDATkam6Qu7lerc118roa1eaqV8DTpJCnUaa3WWprktXXLJuvRfZAi5wBlyJDLUoO1SvJ8CnpTE9gSH7TqhpLshrtafI4MxSIyZKRMFARybmKS89TclaB4hKSlcvWAwAAAAAAAB0IaIFezgyF1Ob1yNVU3x6wttTL52qQz92ooKdRIW+T1Nokw9csm69ZNr9LEYEWRQTdigq5FGO6FWO0Kl46ty/FOr71QJ0SVG9LlSsiQ23RmTLiBsienKuYtFwlZeYrKW2gsmw2ZXXh2AEAAAAAAPo7AlqgmwWDQbmaGuRurpOnpV5tLQ3yuRsUcDcq2Nok09skeb+yejXokjPoVrTpUozpkdMIyCkp5VwKML686TXtchvRclui5bVEq80WK78tRgFHnEIRcVJEvIzIeNmi4mWPSpQjJkFxqTlKycpTsjNKyV30mgAAAAAAAKAdAS3wDbytbrma6uRuqpe3pV5t7kb5jwesprc9YLW0NbcHrMdXrzqDbkWGXIo23Yo9n9WrUkfAGjINuYxIuY1otVqi5bXGymeLld8eo5AjTmZEnAxnvCyR8bJFJcgek6iImERFxiQqKi5JMfHJcjoj5ZQIWgEAAAAAAHoJAlr0W742rzwtjfK0NKrV1dgerHqa5W9tUtDTLLOtWWabS0Zbiyy+FtkCLtn97VsDRAZdijLdijXd3bZ61WuLVeDE6lVHnOSMl+GMkzUqQfaoBDliE+WMSVRUbJKi4pIUHZugOKtVcV30+gAAAAAAACD8CGjRq4SCQbldTfK0NMjrapLX1Sifp0l+T5MCrS0KeZtleptltLXI8Ltl9btk87vkCLoVEXQrIuRRlOlRtNmqCMMvh6SE8ynoq6tXdXz1qi1WPluM/PZYhY5vD9Bp9Wp0Qvvq1dgkRcUlKiY+SU5nNKtXAQAAAAAA0AkBLc6bGQqpra1V7uYGtbY0yutuVJu7uT1U9TQp6G2W6W2ReXylqsXnki3gki3wZagaGfIoymxVjNGqWEmx51vUSStXW02H3EaUWo0oeS1R8lmj5LPFKGiLVtARq5A9RkZErAxnrCyR8bJHJ8oRc3z1alz76tUYVq8CAAAAAACgG4QloK2rq9NPf/pTbd26VVarVTfccIP+7d/+TTbbqeWsX79e//Vf/6Xy8nJlZmbqkUce0Xe+850wVN3/BPw+uVua1Oo6vgWAq1E+d5P8rS0Ktja1r1Zta2nfAsDv+spqVY+c5perVZ1GUM7zLeikUNVvWuU2IuUxotRmRMlrjZLPGt2+36otWiFHrMyIWBkRsbI4Y2WNjJM9Ml726Hg5o+PkjElQVGySomPjFWl3KPJ8awMAAAAAAAC6QVgC2oceekjp6enasGGDamtr9eMf/1hLlizR3Xff3aldWVmZ7r//fj377LO64oor9P777+uhhx7S+++/r/T09HCULjMUUjAYUMDvk9/vUyjgl9/vUzDgU9DvVzDQpmDAr2AgoFCg/Xwo4FfoxM9QQKGAX2bQJzPgVyjol0IBmUG/zKBfOvEzFGg/gn4ZoYAUav9phPxSKChLyC/DDMgIBWQxA7KEAjLM9ttWM3j8Z/thUfD47aBsCsiqoCJMn6KMtvP78qoTTgpW3aazfbWqJUptx1er+m0xCthiFHK0H4qIaw9VnXGyRcbJHhWviJh4OaMT5IyJV0xcoiKcUUqwWM5vewIAAAAAAACgl+vxgPbQoUPaunWrPvroI0VGRio7O1v33nuv/vM///OUgPaPf/yjxo4dqyuvvFKSdO2112rFihX6wx/+oAceeOBbPe/ORT+QJeA5pzDTZgZkVUg2BeQwgrKp/YU77xWj4XRSqNpm2r9crWqJUps1Wj5rtAL2GAXt0TLtMe2rVZ3tweqJUNURFS9ndLycsQmKik1UdEy8oq1WRYdvVAAAAAAAAECf0uMB7b59+5SQkNBpBWxBQYEqKyvV3NysuLgvd/ksLS3V0KFDOz1+8ODB2rNnz7d+3iL3BlkDnnMr2vjmJj7TqoBsChhWBdV+BGRT0LAqKJuCRvsRklUhi7X99vHDNKwKWeztty0nHYZNsthkWuyS1d5x27DYJKtNstplWO0yLHbJapPFapdha79vsbUfhtUui/XEfYdsNrssdofsjkhFxSUqKiZBjghnl6ykNSUFg8Hz7AUAAADAuTrxfpz35QAAhNe3+V3c4wGt2+1WZGTnHUFP3Pd4PJ0C2q9r63Q65fF8+6D1g9RZCpmGZLFKlvbgU4a1Peg0rO1hp8Uqw2KXYbVIhl0Wq/V4AGprv22xyWK1ybDaZLXa2sNPi1UWi0WGxXIOr0Znhs4qCz4roePHKQLHj9Y2qalKUlUXPSMAAACA3mLXrl3hLgEAAJylHg9oo6Ki1Nra2uncifvR0Z3/OD4yMlJer7fTOa/Xe0q7szH5h0/I4XB868cBAAAAQF8RDAa1a9cuXXzxxbJareEuBwCAC9aJ38lno8cD2iFDhqixsVG1tbVKSUmRJO3fv18ZGRmKjY3t1Hbo0KHavXt3p3OlpaUaOXLkt35eq9XKGxQAAAAAFwTmPwAA9B3n/3f531JeXp6Ki4v1i1/8Qi6XS+Xl5frtb3+rkpKSU9recMMN2rp1q1avXq1AIKDVq1dr69atuvHGG3u6bAAAAAAAAADocj0e0ErSCy+8oEAgoO9+97uaOXOmJk2apHvvvVeSVFRUpD/96U+S2r88bNGiRXrppZd06aWX6re//a0WLlyoQYMGhaNsAAAAAAAAAOhSPb7FgSSlpKTohRde+NprO3bs6HR/0qRJmjRpUk+UBQAAAAAAAAA9KiwraAEAAAAAAAAABLQAAAAAAAAAEDYEtAAAAAAAAAAQJgS0AAAAAAAAABAmBLQAAAAAAAAAECYEtAAAAAAAAAAQJgS0AAAAAAAAABAmBLQAAAAAAAAAECYEtAAAAAAAAAAQJgS0AAAAAAAAABAmtnAX0N1M05QkBYNBBYPBMFcDAAAAAN3nxJyHuQ8AAOF14nfxiWzyTPp9QBsKhSRJn3/+eZgrAQAAAICesWvXrnCXAAAA9GU2eSaGeTYxbh8WCoUUCARksVhkGEa4ywEAAAAAAADQz5mmqVAoJJvNJovlzLvM9vuAFgAAAAAAAAB6K74kDAAAAAAAAADChIAWAAAAAAAAAMKEgBYAAAAAAAAAwoSAFgAAAAAAAADChIAWAAAAfU5ZWVm4SwAAAAC6BAEtAC1btkyFhYVasmRJuEsB+qwVK1Zo6tSpXdYO6O92796tBx54QBMmTFBRUZGuuuoqLViwQI2Njd/42M8//1zXX3999xcJAOiXmP8A54/5T9cioAWgZcuW6bbbbtN///d/KxAIhLscAEA/t27dOt1+++0aNGiQ3nnnHW3fvl0vvviiysvLNX36dB07duyMj29paZHf7++hagEA/Q3zHwC9Tb8JaEnkgXOzefNm1dXV6dFHH1UoFNLatWs7rk2dOlW/+c1vdM0116ioqEh33HGHSktLJUlbtmzRlClT9C//8i8aO3asFi9eHK4hAL1KRUWFCgsLVVFR0XFu4cKFuvPOO8NYFdB7+Hw+Pf744/rnf/5nzZkzR+np6TIMQwUFBXrhhReUkZGhp59+WpK0cuVKXX/99SoqKtL3vvc9rV69WuXl5fqnf/onSVJRUZF27NgRzuEAYcP8Bzg3zH+ArsX8p2v0m4AWwLl5/fXXNXPmTDmdTt1+++169dVXO13/wx/+oOeff16bN29WQUGB7rnnno5VS1VVVcrPz9fmzZt1++23h6N8AEAfs2PHDtXW1mr69OmnXLNYLCopKdEHH3ygTZs2ad68eXr44Ye1bds2zZ07V4888oja2tr08ssvd/RVVFTUwyMAAPRlzH8A9Eb9MqD98MMP9f3vf18TJ07UJZdcoh/84AcdXySxYsUK3Xbbbfr5z3+uCRMmaOLEiXrsscf4MzlckI4cOaINGzbojjvukCTNnDlTpaWl2rp1a0ebf/zHf9RFF10kp9OpuXPn6ujRo9q+fXvH9ZKSEtntdsXExPR4/QCAvqe6ulqSlJKS8rXX09LS5Pf7tXLlSl199dWaMmWKLBaLJk+erDfeeEPp6ek9WS7QJzD/Ac4O8x8AvVW/C2irqqr04IMPavbs2dq8ebP+8pe/yDRNLVq0qKPN9u3blZycrA0bNuill17S6tWr9f7774exaiA83njjDQUCAd14440aP368rrnmGgUCgU6fIufm5nbcjoyMVEJCgmpqajrOpaWl9WjNAIC+LTU1VZJUWVn5tdcrKipkt9t19OhRZWVldbo2atQoxcbGdnuNQF/C/Ac4e8x/APRWtnAX0NWSkpK0atUq5eTkyOVyqaqqSomJiZ2+bMLpdOqee+6RYRgaNWqUCgsLdfDgwTBWDfS8trY2LV++XPPnz9dll13WcX7v3r2aPXu29u/fL0md/u243W41NDQoMzOzYzN9wzB6tnCgl3j77bdVXV2t2bNnS5ICgYCcTqesVqskdVqZ1NDQEJYagd6ouLhYqampWr58uf71X/+107VgMNixr2ZcXNwpIe6rr76q0aNH92C1QO/H/Ac4O8x/gPPD/Kd79bsVtHa7Xe+++64mT56s6667Ts8++6zq6upkmmZHm+Tk5E7/qdrt9k7XgQvBypUrZRiGpk2bpoyMjI5j8uTJGjp0qJYsWSJJeu2113To0CG1trbq6aefVn5+Pvv9AZI8Ho+WLl2q6upquVwurV27ViNHjlRycrLi4+O1atUqmaap3bt367333gt3uUCvYbfb9fTTT2vp0qV67rnndOzYMYVCIZWWluq+++5TVVWV5s6dq5tuukl//vOftXHjRoVCIW3YsEELFy5UbGysIiIiJEktLS1hHg0Qfsx/gLPD/Ac4P8x/ulefDWjffvvtTt+aeCK5X7NmjZYuXarXX39d69ev18svv6zhw4eHsVKgd3rjjTc0bdo02e32U67deuuteuedd1RXV6fi4mL95Cc/0eWXX66amhotXrxYFkuf/a8D6DIzZszQlClTdMMNN2jSpEmy2+16+OGH5XA49NRTT2nNmjUaM2aMnnnmGc2cOTPc5QK9yqRJk/Tmm2/q8OHDuuWWWzRmzBjdc889ysnJ0Z/+9CdlZmaquLhYCxYs0IIFCzR27Fj98pe/1LPPPqshQ4Zo6NChKi4u1qRJk7R+/fpwDwfoEcx/gPPD/Ac4P8x/updh9tGPTt944w29+OKLWr58uaKiovTggw8qOTlZxcXFWrhwod566y2lpaVpw4YNmjNnjoYMGaI333xTK1as0G9+8xt9+OGHHX3deeedGjdunO6///4wjgjofaZOnar77rtPN998c7hLAQAAuKAx/wG6H/MfAOHSZ/egnTFjhv7+97/rhhtuUFtbm8aPH6+HH35Y8fHx2rZtm6677jpZrVbl5+dr1qxZWrZsmXw+X7jLBgAAAIBvjfkPAAD9V59dQQug+/EJMgAAAIALBfMfAOFCQAsAAAAAAAAAYcJO1wAAAAAAAAAQJgS0AAAAAAAAABAmBLQAAAAAAAAAECZ9KqDds2ePfvSjH2ncuHG6/PLL9cgjj6i+vl6S9Omnn2rGjBkqKirS1KlT9b//+79f28drr72mO++8s+N+ZWWlioqKOh2jRo1SYWGhduzY0SPjAgAAAICv6o75jyTV19drzpw5Gj9+vMaPH697771XlZWV3T4eAADw9fpMQOv1enX33XerqKhIGzdu1LvvvqvGxkbNmzdPTU1Nmj17tqZPn65PPvlE8+fP19NPP62dO3d2PN7j8eiZZ57RM88806nfrKws7dixo+P45JNPVFRUpJKSEhUVFfX0MAEAAACg2+Y/kvTkk0/KYrFo3bp1WrdunSIiIjR37tyeHB4AADhJnwloKysrNWzYMP3kJz+Rw+FQYmKibr31Vn3yySd6//33lZCQoDvuuEM2m00TJ07UtGnTtGzZso7H33jjjaqpqdFtt912xuf53e9+p7q6Oj3xxBPdPSQAAAAA+FrdOf/Zv3+/TNPsOCwWiyIjI3tyeAAA4CR9JqDNz8/X73//e1mt1o5za9eu1YgRI7Rv3z4NHTq0U/vBgwdrz549Hfdff/11/epXv1JycvJpn+Pw4cNavHixfv7zn8vhcHT9IAAAAADgLHTn/OfHP/6x1q1bp+LiYhUXF+uzzz7TU0891X2DAQAAZ9RnAtqTmaap5557TuvWrdNjjz0mt9t9yie+TqdTHo+n435GRsY39vviiy9qypQpGj16dFeXDAAAAADnpKvnP6FQSLfeequ2bNmiTZs2KT8/Xw899FB3lQ8AAL6BLdwFfFsul0tz587V7t27tXTpUhUWFioyMlItLS2d2nm9XkVHR591v263W6tWrdLLL7/c1SUDAAAAwDnp6vlPTU2NHn30Ua1bt07x8fGSpJ/97GeaPHmyvvjiCxUWFnbLOAAAwOn1qRW0hw8f1i233CKXy6Xly5d3vHkYOnSo9u3b16ltaWmphgwZctZ9r1+/XklJSbr00ku7tGYAAAAAOBfdMf+pqamR3++Xz+frOGezta/bsdvtXVg9AAA4W30moG1qatKsWbM0ZswYvfLKK0pKSuq4dtVVV6m2tlZLliyR3+/Xxx9/rJUrV+qWW2456/63b9+u4uJiGYbRHeUDAAAAwFnrrvnP4MGDlZ2drfnz58vlcsnlcukXv/iFRo0apby8vG4cEQAAOJ0+s8XBihUrVFlZqTVr1ui9997rdG3Hjh169dVXNX/+fL3wwgtKSkrS448/rgkTJpx1/+Xl5Ro8eHBXlw0AAAAA31p3zX8cDodeeeUVLViwQFdeeaUsFosmTJigRYsWyWLpM+t3AADoVwzTNM1wFwEAAAAAAAAAFyI+IgUAAAAAAACAMCGgBQAAAAAAAIAwIaAFAAAAAAAAgDAhoAUAAAAAAACAMCGgBQAAAAAAAIAwIaAFAAAAAAAAgDAhoAUAAMAFra2tTVVVVeEuAwAAABcoAloAAAD0OoWFhSosLNSBAwdOufbaa6+psLBQCxcu7JLnuv3227Vp0yZJ0pYtW1RYWHhWj1u9erUuuugiffzxx6dce+aZZ3TFFVeooaGhS2oEAABA/0VACwAAgF4pMTFRf/zjH085v2LFCsXExHTZ85xriHrttddqxowZeuSRR9TY2NhxfuPGjVq2bJmef/55JSYmdlGVAAAA6K8IaAEAANArTZs2Te+8845CoVDHuZ07d8rn82n48OEd50KhkBYvXqwrr7xSxcXFKikp0YYNGzquT506VS+99JKmT5+uoqIiTZ8+vWPV61133aXKyko98cQTevLJJzse88orr+iqq67S6NGj9cADD8jlcn1tjfPmzVN8fLx++tOfSpLq6+v16KOP6uGHH9bo0aPlcrn05JNPasqUKZo4caLmzJmj2trajsd/+OGH+v73v6+JEyfqkksu0Q9+8AOVlZVJag+ib775Zt11110aO3asVq5cef4vKgAAAHodAloAAAD0SldccYX8fn/H9gOStHz5cpWUlHRqt2jRIi1btky//vWvtWXLFt1111269957tXPnzo42b731ln79619r06ZNGjZsmH72s59Jkl599VVlZWXpP/7jP/Tv//7vHe2PHDmid999V2vXrtXf/vY3LVu27GtrdDqdev7557VhwwatWrVKTzzxhIqLi/XDH/5QUnuAe+jQIa1YsUIffPCBYmJidN9998k0TVVVVenBBx/U7NmztXnzZv3lL3+RaZpatGhRR/+7d+/WtGnTtGnTJl111VXn/ZoCAACg9yGgBQAAQK9ks9k0bdq0jm0OvF6v1q5dq+nTp3dq99Zbb2n27NkaMWKEbDabrr32Wk2dOlXLly/vaFNSUqLc3FxFRkZq2rRpHatUT+f+++9XRESE0tPTdemll+rw4cOnbVtQUKDHH39c8+bN0969ezV//nxJUl1dndauXavHHntMycnJio6O1rx587Rr1y7t3r1bSUlJWrVqlaZOnSqXy6WqqiolJibq2LFjHX3b7XbdeOONcjgccjqd3/IVBAAAQF9gC3cBAAAAwOncfPPNuvXWW+VyufTBBx9ozJgxSk1N7dSmtrZW2dnZnc4NHDhQe/bs6bifkpLScdtms8k0zTM+78l7x9rtdgWDwTO2Lykp0cKFC3X33Xd37I975MgRSdLMmTM7tbVaraqoqNCIESP07rvv6s0335RhGBo6dKhcLpdsti/foqempspiYU0FAABAf0ZACwAAgF5r2LBhys/P15o1a7Ry5UrNmjXrlDYDBgxQeXl5p3Pl5eVKS0vrqTIltQevVqu14356erokac2aNZ1C5dLSUmVnZ2vNmjVaunSp/ud//ke5ubmSpKeeekp79+7taGsYRg9VDwAAgHDh43gAAAD0ajfffLOWLFmigwcPasqUKadcnzFjhhYvXqzdu3crGAxqzZo1+vDDD3XTTTedVf8Oh0MtLS1dXbbS09N1xRVXaP78+WpoaJDf79fvfvc7lZSUqLm5WS0tLbJYLHI6nTJNUx999JHefvtt+f3+Lq8FAAAAvRcraAEAANCrXX/99VqwYIFmzZrV6c//T/jRj36kUCikOXPmqKamRrm5uXr22Wc1bty4s+q/pKREzz33nHbt2qUZM2Z0ae2//OUv9atf/UrTp0+Xy+XSkCFD9Pvf/16pqam66aabtG3bNl133XWyWq3Kz8/XrFmztGzZMvl8vi6tAwAAAL2XYX7TBlwAAAAAAAAAgG7BFgcAAAAAAAAAECYEtAAAAAAAAAAQJgS0AAAAAAAAABAmBLQAAAAAAAAAECYEtAAAAAAAAAAQJgS0AAAAAAAAABAmBLQAAAAAAAAAECYEtAAAAAAAAAAQJgS0AAAAAAAAABAmBLQAAAAAAAAAECYEtAAAAAAAAAAQJgS0AAAAAAAAABAm/x9htmuGVs6BGQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_merged.set_index(\"month_year\")[[\"sim_cum_total_price\",\"ori_cum_total_price\"]].plot(figsize=(17,5), kind=\"line\")\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Cumulative Total Price\");" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.barplot(data=df_melt, x=\"month_name_year\", y=\"total_price\",hue=\"Type\", palette='viridis', width=0.7);\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Total Price\");\n", "plt.title(\"Total Price by Month Year\");\n", "plt.xticks(rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- We can see that that this pricing strategy does not have a favorable result.\n", "- The total revenue each month is less than the original data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dynamic Pricing\n", "\n", "Price optimization using price elasticity of demand is a strategy that aims to determine the optimal price for a product or service based on its demand elasticity. \n", "Price elasticity of demand measures the responsiveness of demand to changes in price. By analyzing the price elasticity, businesses can understand how sensitive customers are to price changes and make informed decisions to maximize their revenue and profitability." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "sales_df=db.sql(\"\"\" \n", " select product_id, product_category_name, month_year, qty, total_price,\tfreight_price, unit_price, customers, month, year, comp_1, fp1, comp_2, fp2, comp_3, fp3, lag_price from df \n", " \"\"\").to_df()\n", "\n", "\"\"\"\n", "Following code is used to calculate the lag quantity for each product.\n", "\"\"\"\n", "sales_df=db.sql(\"\"\" \n", " select *, lag(qty,1,0) over (partition by product_id, product_category_name order by year,month) as lag_qty from sales_df\n", "\"\"\").to_df()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "In the following code\n", "- we calculate the price change percentage by subtracting the lag price from the unit price and dividing it by the lag price.\n", "- we calculate the quantity change percentage by subtracting the lag quantity from the quantity and dividing it by the lag quantity.\n", "- we calculate the price elasticity of demand by dividing the quantity change percentage by the price change percentage.\n", "\"\"\"\n", "\n", "# \n", "sales_df[\"price_change_pct\"]=((sales_df[\"unit_price\"]-sales_df[\"lag_price\"])/sales_df[\"lag_price\"])\n", "sales_df[\"qty_change_pct\"]=((sales_df[\"qty\"]-sales_df[\"lag_qty\"])/sales_df[\"lag_qty\"])\n", "sales_df[\"price_elasticity_of_demand\"]=sales_df[\"qty_change_pct\"]/sales_df[\"price_change_pct\"]\n", "sales_df[\"ped_inf\"] = np.where(sales_df[\"price_elasticity_of_demand\"]==np.inf,1,0)\n", "sales_df[\"ped_inf\"] = np.where(sales_df[\"price_elasticity_of_demand\"]==-np.inf,-1,sales_df[\"ped_inf\"])\n", "sales_df[\"price_elasticity_of_demand\"]=sales_df[\"price_elasticity_of_demand\"].replace([np.inf, -np.inf], [100, -100])\n", "sales_df[\"clipped_price_elasticity_of_demand\"]=np.clip(sales_df[\"price_elasticity_of_demand\"], -100, 100)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sales_df[\"clipped_price_elasticity_of_demand\"].plot(kind=\"hist\", bins=100);" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,20))\n", "sns.boxplot(y=\"product_id\", x=\"clipped_price_elasticity_of_demand\", data=sales_df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "- In above plot we check the price elasticity of demand for each product" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", " Following code is used to calculate the median elasticity of demand for each product and bin the products as elastic or inelastic\n", "\"\"\"\n", "sales_df[\"median_ped\"] = sales_df.groupby([\"product_id\"])[\"clipped_price_elasticity_of_demand\"].transform(\"median\")\n", "sales_df[\"Ped_bins\"] = np.where(abs(sales_df[\"median_ped\"]) >=10,\"Elastic\",\"Inelastic\")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Following code is used to calculate the dynamic price for each product based on the price elasticity of demand.\n", "We are setting the dynamic price as the max price for inelastic products\n", "\"\"\"\n", "value_df=value_df.merge(sales_df.groupby([\"product_id\"])[\"Ped_bins\"].agg(pd.Series.mode), on=\"product_id\")\n", "value_df[\"dynamic_price\"]=np.where(value_df[\"Ped_bins\"]==\"Inelastic\", value_df[\"max_price\"], np.nan)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "dynamic_columns = ['product_id', 'month_year', 'qty',\n", " 'total_price', 'unit_price', \n", " 'product_score', 'month',\n", " 'year','comp_1', 'ps1', 'fp1', 'comp_2', 'ps2', 'fp2',\n", " 'comp_3', 'ps3', 'fp3', 'lag_price']\n", "dynamic_price_df=df[dynamic_columns].copy()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "Following code is used to fill the missing price values with the unit price for elastic products \n", "\"\"\"\n", "\n", "dynamic_price_df=dynamic_price_df.merge(value_df.query(\"Ped_bins == 'Inelastic'\")[[\"product_id\",\"dynamic_price\"]], on=\"product_id\", how=\"left\")\n", "dynamic_price_df[\"dynamic_price\"]=dynamic_price_df[\"dynamic_price\"].fillna(dynamic_price_df[\"unit_price\"])\n", "dynamic_price_df[\"total_price\"] = dynamic_price_df[\"qty\"] * dynamic_price_df[\"dynamic_price\"]\n", "dynamic_price_df_grouped = dynamic_price_df.groupby([\"month_year\"])[\"total_price\"].sum().reset_index()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "merged = df_grouped.merge(dynamic_price_df_grouped, on=\"month_year\").rename(columns={\"total_price_x\": \"Original\", \"total_price_y\": \"Simulated\"})\n", "merged[\"cumulative_original_total_price\"] = merged[\"Original\"].cumsum()\n", "merged[\"cumulative_dynamic_total_price\"] = merged[\"Simulated\"].cumsum()\n", "df_melted = pd.melt(merged, id_vars=\"month_name_year\", value_vars=[\"Original\", \"Simulated\"], var_name=\"Type\", value_name=\"total_price\")" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABVYAAAHXCAYAAABXmgF8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAChaklEQVR4nOzdd3yV9d3/8dc5J3snQPYCZK8sNiiCWwRB1FZFVGxVHKjtXe2vd4fYqq3WrdV6455VgVbUYq2LGVbYIjM7IWTvdc71++MKJ8aAJBByMt7Px4OH5nN9z7k+55iQ5O13WAzDMBARERERERERERGRNrO6ugERERERERERERGR7kbBqoiIiIiIiIiIiEg7KVgVERERERERERERaScFqyIiIiIiIiIiIiLtpGBVREREREREREREpJ0UrIqIiIiIiIiIiIi0k4JVERERERERERERkXZSsCoiIiIiIiIiIiLSTgpWRURERERERERERNqpWwWrxcXFnH/++aSmprb5MatWrWLmzJkkJCRw/vnn88EHH5zBDkVERERERERERKQ3cHN1A221ZcsW7r//fjIzM9v8mA0bNnD//ffz5JNPcvbZZ5OamsrPfvYzBg8ezOjRo89gtyIiIiIiIiIiItKTdYsZq8uXL+eXv/wl99xzT6tr69atY968eaSkpHDppZfyr3/9y3nt1Vdf5frrr+ecc87BYrEwYcIEPvzwQ2JjYzuzfREREREREREREelhukWwOmXKFP7zn/9wySWXtKjv3buX2267jZ///Oekpqby4IMP8tBDD7F69WoAduzYQVBQED//+c8ZP348s2fPJjMzk6CgIBe8ChEREREREREREekpukWw2q9fP9zcWu9a8O677zJjxgwuuOACbDYbSUlJXHXVVbz11lsAlJWVsXTpUm677TbWrl3L7bffzj333MP27ds7+yWIiIiIiIiIiIhID9Jt9lg9npycHDZs2EBKSoqzZrfbnUv9PTw8uOKKK0hMTATgggsuYOLEiaxatYoxY8a4pGcRERERERERERHp/rp1sBoeHs6cOXNYsmSJs1ZQUIBhGAAMHDiQ+vr6Fo+x2+3O6yIiIiIiIiIiIiKnoltsBXAi8+bNY+XKlaxZswaHw0F6ejrXXXcdL7/8MgA//elPeeedd1i3bh0Oh4NVq1aRmprKzJkzXdy5iIiIiIiIiIiIdGfdesbqmDFjePzxx3n88cdZvHgx3t7ezJw5k3vvvReAK664AqvVysMPP0x2djZRUVE88cQTjBgxwsWdi4iIiIiIiIiISHdmMbQuXkRERERERERERKRduvVWACIiIiIiIiIiIiKuoGBVREREREREREREpJ267B6rDoeDxsZGrFYrFovF1e2IiIiIiIiIiIhIL2AYBg6HAzc3N6zWE89L7bLBamNjIzt37nR1GyIiIiIiIiIiItILjRo1Cg8PjxNe77LB6rE0ePjw4T/6AkRERERERLo7u93Ozp07GTVqFDabzdXtiIiI9GrHvi//2GxV6MLB6rHl/zabTT9YiIiIiIhIr6Dff0RERLqOk21PqsOrRERERERERERERNpJwaqIiIiIiIiIiIhIO3XZrQDaym6309DQ4Oo2RKQDuLu7a+mbiIiIiIiIiHQL3TZYNQyD/Px8SktLXd2KiHSgoKAgwsPDT7qPiYiIiIiIiIiIK3XbYPVYqBoaGoqPj49CGJFuzjAMqqurKSgoACAiIsLFHYmIiIiIiIiInFi3DFbtdrszVO3Tp4+r2xGRDuLt7Q1AQUEBoaGh2hZARERERERERLqsbnl41bE9VX18fFzciYh0tGNf19o7WURERERERES6sm4ZrB6j5f8iPY++rkVERERERESkO+jWwaqIiIiIiIiIiIiIKyhYlR9VUFBAdXW1q9vo9urq6sjPz2/z+PT09DPXjIiIiIiIiIiInDYFq71MamoqQ4YMadPYwsJCLrzwQoqLiwF44YUXuPnmm89ke6ekPX397ne/43e/+12H3HfIkCGkpqa2aew111zDunXr2jR2z549zJw5s819TJ8+nWXLlrV5fHvcfPPNvPDCC2fkuUVEREREREREujM3VzcgXVdtbW2L2aq33nqrC7s5sfb0tWTJkjPYyYmVlJS0eWxFRUWXObjp//7v/1zdgoiIiIiIiIhIl9SjZqwahkF1fWOn/TEMo9097t69m/nz55OYmMiUKVN46qmn2LBhQ6tZpPfffz/3338/AM888wyLFy/mvvvuIykpibPPPptPP/2U5557jkmTJjFu3Dief/5552N/OJNy2bJlTJ8+/bj9fPHFF/zkJz9h4sSJjBkzhuuuu4709HTsdrtz1uTMmTP55JNPeOaZZ5g/fz4Oh4Pp06fz3nvvOZ/HbrczdepUPv30UwDWrVvHvHnzSElJ4dJLL+Vf//pXm9+jkpISfvvb3zJlyhTGjx/PLbfc4lwan52dzZAhQ3jkkUcYO3YsDzzwgLOvYz7++GMuvPBCUlJSWLhwIb/97W+d7+UP39e77rqLX/7yl6SkpHD22Wfz17/+1fk8R44c4e6772b69OmMGTOGGTNm8MEHH7T5dRxz0003kZuby+9//3tnsLt582auvfZaUlJSmD59Ok8++ST19fVkZWXxs5/9DIDExETS0tKorKzkf//3f7ngggtISEhg6tSppzyLdMiQIfzf//0f06ZNIzExkVtuuYUjR44A5ufJ3Llzuemmm0hJSeGjjz5i/vz5PPPMMwA0Njby1FNPcc4555CUlMS1117L3r17Aaivr+epp55ixowZjBs3jp/97GdkZGScUo8iIiIiIiIiIi7Vxsyvx8xYNQyDeS+sZ0tG22cGnq6UuGDev3Vim08xLy0t5aabbmL+/PksXbqU/Px85s+fT1hY2Ekfu2rVKp588kkeeeQR/vrXv/KLX/yCBQsW8PXXX/P1119z++23M3v2bKKiotrcf35+PosXL+app55i+vTplJSUcMcdd/Dcc8/x6KOPsnLlSmbMmMHKlSuJjo52BmxWq5UrrriC5cuXc/XVVwOwZs0a6uvrmTFjBnv37uW2227j0UcfZcaMGWzfvp1FixYRHBzM1KlTT9rXXXfdhdVqZfny5fj7+/PUU09xww03sHLlSueYqqoq1q5dS21tLa+99pqznpaWxn333cfTTz/N2WefzZdffsndd9/NZZdddtx7ffbZZzzyyCP8+c9/Zs2aNdxyyy3MmDGDhIQE/vd//5egoCA+/vhjPDw8eP3113nwwQe5+OKL8fX1bfP7/PLLLzN9+nTuuOMO5s6dy6FDh7jxxhv55S9/ySuvvEJeXh533nmnM0B96aWXuP7660lLSwPgD3/4A9nZ2XzwwQf4+/vz2Wefcdddd3HxxRcTFxfX5j6OWbFiBW+88QZBQUH86le/4p577uHtt98GzOD/kUce4YUXXsDhcPCPf/zD+bi//e1vrFy5kqVLl9K/f3+effZZbrnlFr744gueeOIJNmzYwKuvvkpoaCgvvfQSN910E5988gmenp7t7lFEREREREREpFPUV0H+TsjdBnnbzH9WFMD575/0oT1qxmrb4k3X+fLLL/H09OT222/Hw8OD2NhYXnnlFby9vU/62LPOOouLLroIi8XC5MmTsdvt3Hrrrbi7uztno+bm5rarn5CQED7++GOmT59OZWUl+fn5BAcHO2cw/ph58+axY8cOMjMzAVi+fDmzZ8/Gw8ODd999lxkzZnDBBRdgs9lISkriqquu4q233jrp82ZlZbFx40Z++9vf0q9fP7y8vPjlL39JY2MjX3/9tXPc5ZdfjoeHBwEBAS0e/+GHH3LBBRcwffp03NzcOP/88znvvPNOeL/4+Hguv/xybDYb55xzDv369XPOjv3jH//I73//e9zd3cnNzcXX15fa2lrKyspO+jp+zEcffcSQIUNYsGABHh4exMXF8Ytf/IL3338fh8PRavydd97Jk08+iZ+fH/n5+c6gsqCg4JTuv3jxYmJiYvD39+dXv/oVW7ZsITs7GwB3d3fnf0cvL68Wj1u+fDk333wzZ511Fjabjdtuu42nnnoKh8PBu+++y7333ktMTIzzc7yhoYGvvvrqlHoUEREREREREelwdZWQsR42/A2W3QLPjYeHo+HlC+Hf98H2d+Dot9BY06an6zEzVi0WC+/fOpGaBnun3dPb3dbm2aoAR48eJSIiosVjBgwYwNGjR0/62KCgIOe/W61mHh4YGNji4+OFcj/G3d2dlStX8u6772KxWBg8eDCVlZW4uZ380yIsLIypU6eyYsUKbrjhBr744gs+/PBDAHJyctiwYQMpKSnO8Xa7ndjY2JM+b2FhIQAxMTHOms1mIyIigpycHMaMGQNAaGjocR+fl5fH8OHDW9RiYmKcz/tD/fr1a/Gxu7u7833MysriL3/5C+np6cTHxztnh7b3ff6hoqKiFq8PIDo6mtraWoqKio47/k9/+hN79uwhOjqakSNHnlYf35/lGhkZCeD8HOzXr5/z8+mHjh496hwP4OHhQUJCAkVFRVRXV7N48eIWj21oaCAnJ+eUehQREREREREROS11lZC/o+VM1MJ9wHGW+ftHQEQCRCaY/wwbDQfzTnqLHhOsghmu+nh03ZcUHh5OXl4ehmE4w9XPP/+c7777DjD3qfTw8ADMfUaDg4Odj21PgGu1WlscfnSig5M+/fRT3nzzTd555x1n2Pbggw+yb9++Nt3nyiuv5C9/+QuhoaEMHTqUQYMGOV/nnDlzWhwUVVBQ0KY9aY9tZZCZmel8PrvdTm5ubosQ9ETvR1RUVKuZu7m5uc73ta0aGhq45ZZbuPfee7nmmmuwWCzs2rWrXXvFnkhUVBSfffZZi1pmZiYeHh7OsPz7Fi9ezPTp01m6dClubm6UlJS0WKLfXkeOHGHw4MEAzpmqkZGRHD58+Ec/zyIiIsjLa/5LpaGhgUcffZSFCxfi6enJyy+/TEJCgvP6oUOH2rTNhYiIiIiIiIjIaTmdEDUyAfzDW46x24GTB6s9aiuArm7atGk0NjbywgsvUF9fT2ZmJg899BCGYeDm5sbHH38MmAc/bdiw4ZTvM3DgQFatWkVjYyOZmZknPHCpoqICq9WKl5cXhmHwzTffsGLFCmcoe2zJeWVl5QlfT3V1NX//+9+58sornfV58+axcuVK1qxZg8PhID09neuuu46XX375pL2HhoZyzjnn8Mc//pGjR49SW1vLY489ht1u59xzzz3p46+88kr+85//sHr1aux2O19//XWrELMtGhoaqK2txcvLC4vFQm5uLo8++qjzWnt5eHhQUVEBwKWXXsrBgwd57bXXnJ8Hjz/+OJdddhkeHh7O9/3Y+IqKCry8vLDZbBQXF/PHP/7xlPsAeO655zh69Cjl5eX8+c9/ZurUqW0KQOfOncvSpUs5fPgwjY2NvPjii3z++eeEhIQwb948/vrXv5Kfn4/D4WD58uXMnDlTB1iJiIiIiIiISMeqq4D0tbD+OfjwZ/DsWHM5/ysXw6pfw473oPA7wAD/SBhyCUz7f3DNP+AX++AXe+Gad2Ha/TDkotahajt03emdPVBAQABLly7l4Ycfdu6teu211/Lzn/+c4OBgnn/+eR588EEmTJjA3Llzqalp234OP/T73/+ehx9+mHHjxhEfH8+8efOOu7/pnDlz2LJlC5deeik2m40BAwawYMEC3nrrLerr6+nbty/nn38+V199Nffff3+rx7u5uTF37lzeeOMNLr74Ymd9zJgxPP744zz++OMsXrwYb29vZs6cyb333tum/v/yl7/w2GOPMWfOHKqrq0lISOC1114jKCjohCHvMaNGjeKBBx7gD3/4AyUlJaSkpDBx4kTc3d3bdO9jfHx8eOihh3jqqaf44x//SJ8+fbjqqqs4cOAA+/bto3///u16vnnz5vHEE0+wc+dOHnvsMf7v//6Pxx9/nGeeeQYvLy9mzpzJ3XffDcDgwYNJTk5m6tSpPPXUUzz88MM89NBDvPzyywQGBnLJJZcwfPhw9u3bx5QpU9rVB8CIESO45pprKCkpYdq0afzv//5vmx53880309jYyMKFCykrK2PUqFG89NJLuLu7c9999/HMM89wzTXXUFpaSkxMDE8//XSrbRlERERERERERNqstrz1TNSiAxx3JmpAVOuZqH7H30qyo1iMtqzPdgG73c62bdsYNWpUq2XctbW1HD58mP79+7c6YEd6t8OHD+NwOBg4cKCzdueddzJgwADuueceF3bWNQwZMoTXX3+d8ePHu7qVE9LXt4iIiPRGx37/SUhIwGazubodERGRzteFQtS2fl/WjFXpUQ4cOMADDzzA22+/TWxsLKmpqaxevZobb7zR1a2JiIiIiIiIiAiYIWre9uYANW9bU4h6HAHRLQPUiATw63f8sZ1Mwap0qttvv51169ad8PoDDzzArFmzTvn5zz//fA4cOMD1119PWVkZUVFRPPjggyQlJZ3yc57M+PHjqa+vP+H1jz/+mMjIyDN2/2Pmzp3L4cOHT3j9pZdeOuM9iIiIiIiIiIi0UFtmhqjfn4lafPD4YwNjIGJMU4CaaP57FwlRj0dbAYhIl6KvbxEREemNtBWAiIj0CKcTokYmgG/fTmv1x2grABERERERERERETkzakpbL+cvPnT8sYGxEDmm5XL+LhKing4FqyIiIiIiIiIiInJiNSWtZ6KWnGA7wqDYlgFqRAL49umkRjvXKQerxcXFXH311fzxj3884QnjX3/9NY899hhZWVlERETwq1/9inPPPfeUmxUREREREREREZEz6HRC1MhE8AnprE5d7pSC1S1btnD//feTmZl5wjHp6enceeedPP7440ybNo3PPvuMu+++m88++4ywsLBTblhEREREREREREQ6QG055GxpuZy/JP34Y4PivhegNv2zF4Wox9PuYHX58uU8/fTT/M///A/33HPPj45LSUnhvPPOA+CSSy5h2bJlvPfee9x1112n3rGIiIiIiIiIiIi0X1URZK6DjHWQsRbyd4LhaD0uOP4Hy/nH9PoQ9XjaHaxOmTKFyy67DDc3tx8NVg8cOMDgwYNb1M466yz27t3brvvZ7XbsdnurmmEYzj8i0nMc+7o+3te+iIiISE917Oce/fwjIiIdqjwXS+Z6yFyPJXMdlqOtczkjKA6jaS9UI2KMGaJ6B7d+rl70Paqt34/bHaz269evTeOqqqrw9vZuUfPy8qK6urpd99uzZ89x625ubtTU1OBwHCdVlw5z9OhR/Pz8Wv23lI7T3vc4MzOT2NjYM9yV69TV1dHQ0NDu/wkjIiIi0hPs3LnT1S2IiEh3ZRh4VOfhX7wDvyLzj1d1bqthNf7xVISMprLPaCpDRtHg/b2srxwozwAyOq3t7uyUD686GW9vb2pra1vUamtr8fX1bdfzDB8+HA8Pj1bPk5GRgbe3N15eXqfda2+SmprKggUL2hRaFRYWMmfOHP71r3/Rp08fXnjhBbZs2cJLL73UCZ02a0/PnSU3N5eZM2eycuVKIiMjT/l5fvgen8xbb73FqlWreP311086Njs7m/POO4/PP/+c6OjoU+7xRJKSkvj73/9OSkpKhz6v1WrF3d2ds846S1/fIiIi0mvY7XZ27tzJqFGjsNlsrm5HRES6A8OAwu/MGakZ68wZqRV5LYdYrBA2CiNuIkbsJIidiIdPH/oAJ08heq9j35dP5owFq4MHD2b37t0tagcOHGDkyJHteh6bzdbqBwubzYbFYnH+kbY79n615X2rq6ujurra+T7fdtttZ7q942pPz50lKiqKtLS0036eH77HJ1NSUgK07b34/vt2Jt67jnj9x3Os3+N97YuIiIj0dPoZSERETshhN/dEPbY/auZ6qC5qOcbqDlFJEDcJ4iZjiRkHXoF0nUSlZ7GeqSeeNWsWGzdu5JNPPqGxsZFPPvmEjRs3Mnv27DN1SzOpr6/qvD+nsL/r7t27mT9/PomJiUyZMoWnnnqKDRs2MGTIkBbj7r//fu6//34AnnnmGRYvXsx9991HUlISZ599Np9++inPPfcckyZNYty4cTz//PPOxw4ZMoTU1FTnx8uWLWP69OnH7eeLL77gJz/5CRMnTmTMmDFcd911pKenY7fbmTlzJgAzZ87kk08+4ZlnnmH+/Pk4HA6mT5/Oe++953weu93O1KlT+fTTTwFYt24d8+bNIyUlhUsvvZR//etfbX6PCgoKuPXWW0lKSmLGjBmsXbvWee13v/sdN910U4vxS5Ys4Ve/+hXZ2dkMGTKE999/n+nTp5OcnMyNN95Ifn4+YO7d+fe//53LLruMlJQUxo4dyy9+8QvnzOr777+fJUuWcMstt5CYmMj555/P+vXrefDBBxk7diyTJ0/m/fffB3DeKzs7G4CsrCxuvfVWkpOTmThxIn/4wx+or6//0dd5vPcY4P333+fSSy8lKSmJyy67zPneLV++nBdffJHNmzc7Z4kePHiQW265hWnTpjF69GguueQSvvzyyza/18ekpqZy9tln89RTTzF+/HjGjx/Pn/70J+druP/++7nrrru4+OKLmTBhApmZmS0+z4qLi/nlL3/J2LFjGT9+PPfccw9lZWWAOSv3l7/8JZMnT2bKlCn87ne/o7Kyst09ioiIiIiIiPQqjfWQmQqrH4c358Gf4+Hv58CqX8PelWao6uYN/c+Gab+GBR/B/Zmw8DM47w8w6HzwCnT1q+jROnTGamJiIg888ACzZs1i4MCBPPfcczz22GP85je/ISoqimeeeYb+/ft35C2bGQa8fCFkpZ58bEeJmQA3/RvaOBuwtLSUm266ifnz57N06VLy8/OZP38+YWFhJ33sqlWrePLJJ3nkkUf461//yi9+8QsWLFjA119/zddff83tt9/O7NmziYqKanP7+fn5LF68mKeeeorp06dTUlLCHXfcwXPPPcejjz7KypUrmTFjBitXriQ6OppnnnkGMJdqX3HFFSxfvpyrr74agDVr1lBfX8+MGTPYu3cvt912G48++igzZsxg+/btLFq0iODgYKZOnXrSvu655x6Cg4P55ptvqKioaDFTdt68eVx99dUcOXKEsLAw6uvr+fjjj3nqqaecY7766itWrFhBfX09N954I88//zxLlizh008/5fXXX+fNN98kPj6egwcPcs011/DRRx9x5ZVXAvDhhx+ydOlS/va3v/E///M/LFy4kF//+tesX7+et99+myVLlrT6nwONjY0sXLiQ8ePH880331BbW8vChQt55pln+MUvfnHC12mz2Vq9x8uWLeORRx7h2WefZdy4cWzcuJE77rgDb29v5syZQ3Z2Nhs3buSNN94A4M4772TGjBk8++yzGIbBY489xh/+8AfOPffcNn4WNDty5AiHDx/mv//9L4WFhfzsZz/D19eXu+++G4DVq1fz3nvvER4eTkBAQIvHLl68GF9fXz777DPc3d1ZvHgxDzzwAI899hiLFi0iPj6eVatW0dDQwK9//Wt+97vf8fjjj7e7RxEREREREZEeq74acjZD+lpzRmr2ZmisaTnGMwBiJzhnpBKRAG4ex306OfNOK1j97rvvWnz8w6XBU6dObVOQ1nG69sTmL7/8Ek9PT26//XYsFguxsbG88sorbdqz4ayzzuKiiy4CYPLkybz00kvceuutuLu7O2ej5ubmtitYDQkJ4eOPPyY2NpbKykry8/MJDg7myJEjJ33svHnzeO6555wHKS1fvpzZs2fj4eHBu+++y4wZM7jgggsAcy/Oq666irfeeuuknw85OTls3ryZVatW4efnh5+fH3fccQe33347AKNHj2bgwIGsXLmShQsX8tVXX+Hn58f48ePJyckB4Gc/+5kz+Js+fbrz8/Lss88mKSmJ8PBwiouLKSkpISgoqMXrnTBhgnM26IQJE/j666+ZP38+AOeeey5/+tOfKCwsbNHz1q1bycnJ4f/9v/+Ht7c3vr6+PPvss6d0sNqHH37I1VdfzcSJEwGYOHEiV199Ne+++y7nn39+q/EvvvgiYWFhGIZBTk4OAQEBbfrvdzwWi4Xf//73zvf95ptv5sUXX3QGqwkJCQwePLjV43Jycti4cSP//ve/CQ42Tw185JFHKC0tZdeuXezevZtXXnnFub/yfffdx0UXXcRvf/tb53gRERERERGRXqe2DLI2miFqxjrI2QqOhpZjfPo0h6hxkyBsJFi1ZUxXccb2WO10Fos5e7ShuvPu6e7T5tmqYJ7+HhER0WK/ywEDBnD06NGTPjYoKMj571aruYNDYGBgi4/bG+S5u7uzcuVK3n33XSwWC4MHD6ayshI3t5N/WoSFhTF16lRWrFjBDTfcwBdffMGHH34ImEHbhg0bWhxqZLfb23SS/bFQ8PsHQv3wcXPnzmXFihUsXLiQZcuWMWfOnBbvad++fZ3/7ubmhtG0ZYNhGDzxxBN8+eWXhISEMGzYMBoaGpzXoeX7bLPZWszMPHaPH77PR48eJTg4GG9vb2ftVA+LKiwsJCYmpkUtOjqaL7744rjj9+7dy6JFizh69CgDBw4kJCSkxetpj8DAwBZBZ0REBAUFBc6PQ0NDj/u4Y5+/3w/1+/XrR79+/fjkk0+w2+2cc845LR7j4eFBVlaWglURERERERHpPaoKzX1Rj+2Rmr8TjB9kOf6RED+5OUztO7hd2ZN0rp4TrIL5iebh6+ouTig8PJy8vDwMw3CGdJ9//rlz5m99fT0eHub07ZKSkhahU3sOH7JarTQ0NP8fjmMHHv3Qp59+yptvvsk777xDXFwcAA8++CD79u1r032uvPJK/vKXvxAaGsrQoUMZNGiQ83XOmTOHJUuWOMcWFBS0KfALDw8HzD1LBw4cCODcI/WY2bNn8/jjj5OWlsbatWv53e9+16Z+H3vsMXJzc/niiy/w8/MD4LLLLmsx5lQOeQoPD6ekpISamhpnuLp582Z27drFDTfc0K7nio6OJjMzs0UtKyuLfv36tRp75MgRFi9ezLPPPuuctbxq1So+++yzdr8GgIqKihavITs7u0XAfaL3JiIiAjBnTMfHxwPmQXUrV67k7LPPxsvLi9TUVOchDPX19WRlZTk/50RERERERER6pPLc5hA1Yx0c3dt6THD/5tmo8ZMhKE5Bajdyxg6vktamTZtGY2MjL7zwAvX19WRmZvLQQw9hGAZubm58/PHHgHnw04YNG075PgMHDmTVqlU0NjaSmZnJBx98cNxxFRUVWK1WvLy8MAyDb775hhUrVjhDWU9PT4ATHjQ0bdo0qqur+fvf/+7coxTMbQJWrlzJmjVrcDgcpKenc9111/Hyyy+ftPfIyEimTJnCww8/TFlZGUePHuXZZ59tMaZPnz6cc845LFmyhJSUlBbh34+prKzE09MTm81GXV0dL7/8Mvv27WsRQp+K0aNHEx8fz5///GdqamooLCzk4Ycfpri4+KSP/eF7PG/ePN577z3Wr1+P3W5nw4YNvPfee1xxxRXO8ZWVlRiGQVVVFXa73RmEHjhwgOeeew7gpAdnHY/dbufPf/4zdXV1HDp0iKVLlzJv3ryTPi4sLIzJkyfzl7/8hfLyciorK3n00UfJyspi9OjRxMXF8cgjj1BVVUVtbS0PPfQQN9xwA3a7vd09ioiIiIiIiHRJhgHFhyDtTVixCJ4aA48Pgw8XwuaXm0PVfsMgZSFcsRTu/RYWb4PLn4PEayE4XqFqN9OzZqx2cQEBASxdupSHH36YV155BW9vb6699lp+/vOfExwczPPPP8+DDz7IhAkTmDt3LjU1NSd/0uP4/e9/z8MPP8y4ceOIj49n3rx5vPXWW63GzZkzhy1btnDppZdis9kYMGAACxYs4K233qK+vp6+ffty/vnnc/XVV3P//fe3erybmxtz587ljTfe4OKLL3bWx4wZw+OPP87jjz/O4sWL8fb2ZubMmdx7771t6v+vf/0rDzzwAOeeey5+fn7MnTuX7du3txgzd+5cFi1axF//+tc2vy933303v/71r5k0aRI+Pj4kJycze/bsNs/QPRF3d3deeOEFHnroIaZNm4abmxuXXXYZd91110kf+8P3+Kc//SmVlZX88Y9/JDc3l7CwMH71q19x+eWXA+Y+r++88w7Jycl89dVX/OpXv+J//ud/qKmpITw8nKuuuopHH32Uffv2tdjWoK0CAwOZMWMGAD/5yU+4+eab2/S4xx57jEceeYSLL76YxsZGpk+fzm9+8xvc3Nx48cUX+fOf/8wFF1xAXV0do0eP5pVXXnGGyiIiIiIiIiLdjsMBhd81z0bNWAcVeS3HWKwQPrp5RmrsRPDt45p+5YywGKe6IeMZZrfb2bZtG6NGjXIujz+mtraWw4cP079/f7y8vFzUobjS3r17mT9/PmvWrFFA1wFSU1O5/vrrWx1I5wr6+hYREZHe6NjvPwkJCc4tlEREpAuxN8KRnc0hasY6qPnBSlWrO0QlN++PGjMOvAKO/3zSpbX1+7JmrEq3UllZSW5uLk8++SRz585VqCoiIiIiIiIiHa+xHnLTIGONGaJmpkJ9Rcsxbt5meHpsRmp0Crh7H//5pEdSsCqd6vbbb2fdunUnvP7AAw8wa9asE17Pz8/n6quvZujQoSxatOhMtNhhduzYwYIFC054PTIy0rmv7plUVFTEeeed96NjXnjhhTPeh4iIiIiIiEiXVV8N2ZuaD5vK3gSNtS3HeAaYy/mPzUiNGANuHsd/Puk2ahvs7D9Sybf55XybV87evAqKK2t46JyTzzZWsCqd6tjhSqfqrLPOIi0trYO6ObNGjx7dJXrt06dPm/roCtsAiIiIiIiIiHSK2jJzFuqxPVJzt4KjseUYnz7NIWrcJAgbCVZt19JdGYbBkfI6vs0rZ09eOXvzK/g2r5zDhVXYHS13SvV2swAKVkVEREREREREpLerKYX01ZC+1gxT83cCPzh2yD8S4ic3h6l9B4PF4opu5TQdbxbqt/nllFY3HHd8kI87w8IDGBYRwNAIf4aH+1F35NBJ79Otg9Uueu6WiJwGfV2LiIiIiIjIaWusN5fzH/oSDn5pzkg1HC3HhAxoOSM1KE5Bajfz/VmoZohawd68cg4dZxYqgM1qYUBfX2eAOiwigGHhAYQFeGL53n97u93OtiMnv3+3DFbd3d0BqK6uxttbmwKL9CTV1dVA89e5iIiIiIiIyEkZBhzda4aoh740Z6Y2VLUc02cQ9D/bnJUaOwkCIlzTq5yS2gY7BwoqzWX8eeYy/r355ZS0dRZqRABnhfrh5d5x2zl0y2DVZrMRFBREQUEBAD4+Pi1SZRHpfgzDoLq6moKCAoKCgrDZtG+NiIiIiIiI/IiKfDj0VVOY+hVU5re87tMXBkyDgeea/wyM7vwepd2cs1CblvG3dRbq0IgAhkX4O8PUH85CPRO6ZbAKEB4eDuAMV0WkZwgKCnJ+fYuIiIiIiIg41VWaB00dagpSC/a0vO7mZS7pH9AUpIaNBKvVFZ1KG53qLNRjy/jPxCzU9ui2warFYiEiIoLQ0FAaGo7/ZotI9+Lu7q6ZqiIiIiIiImJy2CE3rXl5f9ZGcHw/A7JAxJjmGakxE8Ddy1Xdyo/44SzUYyFqV5yF2h7dNlg9xmazKYgREREREREREenuDAOKDzUfOJW+GmrLWo4Jim2ekdr/HPDt45JW5cSOzUJ1LuNvClPbOgt1WHgAg8JcNwu1Pbp9sCoiIiIiIiIiIt1UdbG5rP/Y8v7SzJbXvQLNA6cGTDMD1ZAB0IVmLPZmhmFQUFHHnry2zUK1WmBAPz/zMKlw8zCprjgLtT0UrIqIiIiIiIiISOdoqIWsDc0HTuVtB74XwlndIWY8DJxmBqmRiWDt+jMXe7reNAu1PRSsioiIiIiIiIjImeFwwJFdzTNSM9ZBY23LMaHDm2ekxk0CTz9XdCq0nIV6bAZqe2ehDo3wJzzAq9vOQm0PBasiIiIiIiIiItJxyrKbZ6Qe+gqqC1te9wtvPnBqwDTwD+/8HgWHw2B/QSU7skvZm98cop5oFmqgt7t5kFTTEv6eOgu1PRSsioiIiIiIiIjIqastNw+aOvSVGagW7W953d0X4qeYIerAc6HfUO2T6gJlNQ1syyplS0YJaZklbMsspaKusdW4Y7NQh4abIWpvm4XaHgpWRURERERERESk7ewNkL25+dCp7M1g2JuvW6wQldy8vD96LLh5uKrbXsnhMDh4tJKtmSVszShla2YJ+wsqW43zdrcxOjqQ4ZHmDNRhEZqF2h4KVkVERERERERE5MQMAwr3Nc9ITV8D9RUtx4QMbJ6RGj8VvINc0GjvVV7bwLZMM0DdmlnKtswSymtbz0aN6+NDUmwwSbFBJMYGMzTcHzeb1QUd9wwKVkVEREREREREpKXKAjj0dfOhU+U5La97h8CAc8wZqQPPhaBYl7TZGzkcBocKq9iaUdIUpJqzUY0fnC11bDZqUlwwSbHBJMYG0dfP0zVN91AKVkVEREREREREerv6ashc13zo1JFdLa/bPCFuYvPy/vDRYNVMx85QUdvA9qwyZ4ialllKWU3rA6ZiQrxJig0muSlIHRLuj7tmo55RClZFRERERERERHobhx3ytpszUg9+CVmpYK9vOSZ8dPPy/tiJ4O7tklZ7E8P4/mzUUtIyS/juSEWr2aieblbGRAeRGBfUtLQ/mH7+mo3a2RSsioiIiIiIiIj0BiXpTTNSv4TD30BNScvrAdEwcJo5I3XANPDt64Ime5equka2ZzXvjbo1s4TS6tazUaODvZ17oybFBTMsIkCzUbsABasiIiIiIiIiIj1RdTGkr24OU0vSW173DDAPmhp4rhmm9hkIFotLWu0NDMMgvaj6e3ujlvJdfjmOH8xG9XCzMjrq2N6o5ozU0AAv1zQtP0rBqoiIiIiIiIhIT2FvhF0fwsa/Q+5WMBzN16xuED22+cCpyCSwKRo6U6rqGtmeXUpaZilbM0pIyyqluKq+1bioIG8SmwLUpLhghkcE4OGm2ajdgb56RERERERERES6O3sj7PwHfPMYFB9srvcd0jwjNX4yePq7rscezDAMMourzZmoGeaS/r35Fdh/MB3Vw83KqKhA50zUpLhgwjQbtdtSsCoiIiIiIiIi0l3ZG2D7u7D6seal/t4hMOkOGPNTCIh0aXs9VU29ne3Zpc4gdVtWCYWVrWejRgR6kRQbTGJsEMlxwQyPDMDTzeaCjuVMULAqIiIiIiIiItLdNNbD9rdh9V+hNNOs+fSFyXdBykLw9HNtfz2IYRhkl9Q0haglbMks4du848xGtVkZERXQdMhUMElxQUQEeruoa+kMClZFRERERERERLqLxjrY9hasfhzKssyabz+YvBhSbgIPX9f21wPUNtjZkV3mDFK3ZpZSWFnXalx4gBdJcUFNM1KDGRml2ai9jYJVEREREREREZGurqEW0t6ANU9CebZZ8wuDyXdD8g3g4ePC5rqv789GTcs0l/bvyS2n8QezUd1tFoZHmnujJseZM1IjgzQbtbdTsCoiIiIiIiIi0lU11MLW18xAtSLXrPlHwJR7IOl6cFe41x61DXZ25ZS1OGSqoKL1bNRQf0/ncv6k2GBGRgXi5a7ZqNKSglURERERERERka6mvhq2vAprn4LKfLMWEGUGqonzwV0nybdFeW0Dm9OLST1czMbDxezKKaPB3nI2qpvVwojIABJjg0mKCyYpNoioIG8sFouLupbuQsGqiIiIiIiIiEhXUV8Fm1+GtU9DVYFZC4yBqfdCwrXg5una/rq44qp6NjaFqKmHi9iTV47RMkelr59n85L+uGBGaTaqnCIFqyIiIiIiIiIirlZXCZuXmoFqdaFZC4qFqb+AMdeAm4dr++uiCsprnbNRUw8Xse9IZasx/fv6Mi4+hPEDQhgbH0J0sGajSsdQsCoiIiIiIiIi4ip1FbDxJVj/LFQXmbXgeJj6SxjzE7C5u7S9riantIbUQ0VNQWoxhwurWo0ZHObHuP4hjO/fh3H9QwgL0LYJcmYoWBURERERERER6Wy1ZbDx77D+OagpMWshA+Ds/4FRV4FNkY1hGGQUVZN6uIjUw8WkHiomp7SmxRiLBYZHBDiD1LHxwfTx03YJ0jn0VSoiIiIiIiIi0llqSiH1RdjwnBmuAvQZZAaqI6/o1YGqYRgcKKhkQ9PS/o2HizhSXtdijM1qYWRUIBP6m0v7k+NCCPTWrF5xjd771SoiIiIiIiIi0llqSmDD32DDC1DXFKj2HQLn/ApGzAFr7zs8ye4w2JtfTuqhpiA1vZjiqvoWYzxsVhJighjXP4Rx/UNIjgvG11NxlnQN+kwUERERERERETlTqovN5f6pL0J9hVnrN8wMVIfP7lWBaoPdwe7ccuceqZvSiymvbWwxxsvdSlJssHN/1MTYILzce897JN2LglURERERERERkY5WVQTrnzEPpqpvOqk+bKQZqA69DKxW1/bXCeoa7ezILiP1kLlH6paMEqrr7S3G+Hm6kRwXzPgBIYzvH8KoqCA83Hr+eyM9g4JVEREREREREZGOUnkU1j0Nm5ZCQ9OJ9eGj4Jz7YMilPTpQram3k5ZZ0rRHahFpmaXUNTpajAn0dmdsfAgTBphL+4dHBOBm67nvifRsClZFRERERERERE5XxREzUN38MjRUm7WIhKZA9WLz+PoepqK2gS0ZJaQ2HTa1I7uUBrvRYkxfPw/G9Q9xLu0fEuaP1drz3gvpnRSsioiIiIiIiIicqop8WPuUGag21pq1yCSYdj8MuqBHBapl1Q1sTDdno6YeLmZXThmOljkq4QFeTcv6zSB1YD9fLD3oPRD5PgWrIiIiIiIiIiLtVZ4La56ELa+Cvc6sRY+Fc+6Hs2b0iEC1sLKOjU2zUTccKuK7IxUYPwhSY0K8nSHqhP59iAnxVpAqvYaCVRERERERERGRtirLhjVPwNbXwV5v1mImwLT7YMC53TpQzS+rJbVpNmrqoSIOHq1qNWZAP1/G9+/D+P7mHqmRQd4u6FSka1CwKiIiIiIiIiJyMqWZTYHqG+BoMGtxk809VPuf3e0CVcMwyC6pYcOhIjYeLib1cDGZxdWtxg0N928KUc1Zqf38PV3QrUjXpGBVREREREREROREStJh9eOw7e3mQDV+alOgOtWlrbWHYRgcKqwi9VDzHql5ZbUtxlgtMCIy0DkbdVz/EIJ8PFzUsUjXp2BVREREREREROSHig/B6r/C9nfB0WjWBkwzA9W4SS5trS0cDoN9BRVNQao5I7Wwsq7FGDerhdHRgYwfYM5GTYkLxt/L3UUdi3Q/ClZFRERERERERI4pOgjfPAY73gPDbtYGTjcPpYod79re2iC7pJrX1qXzwZZsSqobWlzzcLOSGBPE+AHmHqmJsUH4eCgaEjlV+uoRERERERERESncD988CjvfB8Nh1s4635yhGjPWtb21wZaMEl5ec5h/787H7jAA8PGwkRwX7NwjdXR0IF7uNhd3KtJzKFgVERERERERkd6rYK8ZqO76EDADSQZfBOf8CqKSXdrayTTaHXy6K5+law6zLavUWZ80sA8Lp/Tn7MH9cLdZXdegSA+nYFVEREREREREep8je+Cbv8DuFTgD1SGXmoFqZIILGzu5spoG3t2YyWvr0sltOoDKw2ZlVkIkN03uz/DIABd3KNI7KFgVERERERERkd4jf5cZqO75Z3Nt2GVw9q8gYrTr+mqDjKIqXlmbzj82Z1Fdb+7/2sfXg2snxHHdhFhC/b1c3KFI76JgVURERERERER6vrzt8PVfYO/KpoIFhs+Gs/8Hwke6tLUfYxgGqYeLWbrmMJ9/ewTj2G4FYX4snNKf2QlR2jdVxEUUrIqIiIiIiIhIz5WbZgaq333SVLDAyLlmoBo6zKWt/Zj6Rgcrd+SydM1hdueWO+vThvRj4ZT+TDmrLxaLxYUdiki7g9WioiJ++9vfsnHjRmw2G7NmzeK+++7Dza31U7322mu89tprlJaWEhUVxR133MGFF17YIY2LiIiIiIiIiJxQ9hb4+s+wf5X5scUKI+fB2b+EfkNc29uPKK6q5+3UDF5fn0FBRR0AXu5W5iZFc9PkeM4K9XdxhyJyTLuD1bvvvpuwsDBWr15NYWEht912G6+++io333xzi3Fff/01L774Im+++SYDBgxg1apV3H333fznP/8hOjq6w16AiIiIiIiIiIhT1ib4+hE48Ln5scUKo64yA9W+g1zb2484UFDB0jXpLNuaTV2jA4BQf08WTIrnmnGxBPt6uLhDEfmhdgWrGRkZbNy4kW+++QZvb29iYmJYtGgRjz76aKtg9dChQxiG4fxjs9lwd3c/7szWH2O327Hb7e16jIiIiIiISHdy7Hce/e4jchqyNmD95i9YDn0FgGGxYYy+CmPKLyBkgDmmi32NGYbB2oNFLF2Tzjf7C531EREB3Dg5jktHReDhZgX094NIZ2rr11u7Us79+/cTFBREWFiYszZw4EByc3MpLy8nICDAWb/00ktZtmwZl1xyCTabDYvFwqOPPkp4eHh7bsmePXvaNV5ERERERKS72rlzp6tbEOleDAf+hVsJP/AOAYVpZslioyjmQvLOuoZ630jILIfMba7t8wfq7QbfZNbw8b5qMssbAbAAKZGeXDbYl+F93bFYjrJn11HXNioiP6pdwWpVVRXe3t4tasc+rq6ubhGsNjQ0MHToUP70pz8xdOhQPvroI37zm98wcOBAhgxp+14mw4cPx8ND091FRERERKTnstvt7Ny5k1GjRmGz6XRvkZOqLsay/W0sW1/FUnwIAMPqjpFwDcbkewgOiiXYxS0eT2FlHW9uyOStjVkUV9UD4ONhY15yFAsmxhHfx9fFHYoINH9fPpl2Bas+Pj7U1NS0qB372Ne35Rf/gw8+SFJSEqNHjwbgiiuuYOXKlSxfvpz777+/zfe02Wz6wUJERERERHoF/f4j8iMMA7I3waalsHs52M2DnfAMgDE/xTLpTixBMa7t8QS+zStn6ZrD/GtbLvV2c//UqCBvFkyK4+qxsQR6u7u4QxE5Fe0KVgcNGkRpaSmFhYX07dsXgIMHDxIeHo6/f8tT6XJzcxk5cmTLm7m54e6uvyxEREREREREpI3qKmDHP2DzK3DkezPIIsZAykIYeQV4+rmuvxNwOAy+/K6ApWsOs+5gkbOeGBvEwin9uWhEOG42qws7FJHT1a5gNT4+nuTkZB566CGWLFlCSUkJzz//PPPmzWs1dvr06bz55puce+65DBs2jM8++4zU1FTuvffeDmteRERERERERHqo/F2weakZqtZXmjU3Lxg5D8beBJFJYLG4tsfjqK5v5MMt2byyNp1DhVUA2KwWLhoZzsIp/UmK7YqbFIjIqWhXsArw9NNPs2TJEmbMmIHVauXyyy9n0aJFACQmJvLAAw8wa9Ys7rjjDmw2G3feeSdlZWXExcXx3HPPMWzYsA5/ESIiIiIiIiLSAzTUwp4V5nL/7I3N9T6DYOxCGPMT8O6awWReWQ2vrcvgnY2ZlNU0AODv5cZPx8Vy/cQ4ooN9XNyhiHQ0i2EYhqubOB673c62bdsYNWqUDq8SEREREZEe7djvPwkJCdpjVXqnooOw+WXY9hbUlJg1qxsMnWkGqvFTu+TsVIDtWaUsXXOYT3bm0egwI5a4Pj7cOCmeeSkx+Hm2e06biLhYW78v66tbRERERERERDqfvRG++8Rc7n/oq+Z6YAwkL4DE68E/zGXt/Ri7w+Cz3fksXXOYzRklzvr4/iEsnNKfGcPCsFm7ZhAsIh1HwaqIiIiIiIiIdJ6yHNj6Omx9DSrymooWGHS+eRjVoPPB2jVnblfUNvCPzdm8svYw2SU1ALhZLVw2JpKFU/ozMirQxR2KSGdSsCoiIiIiIiIiZ5bDAYe+gM2vwHefgmE36779IHE+JN8AwXEubfHHZBVX8+q6dN7blEVlXSMAQT7uXDs+lusnxhMW4OXiDkXEFRSsioiIiIiIiMiZUVUE2940A9WSw831uCkw9iYYehm4dc1zVQzDYEtGCUvXHGbV7nyatk9lYD9fbprSn7mJ0Xh7dM2ZtSLSORSsioiIiIiIiEjHMQzISoVNS2HPCrDXm3XPQEj4KSTfCKFDXdrij2mwO/hkZx4vrznM9uwyZ33qoL7cNKU/5wzqh1X7p4oIClZFREREREREpCPUlsOO98zZqQW7m+uRiZByE4y8Ajx8XdffSZRVN/D2xkxeX59OXlktAB5uVuYkRHHTlP4MCfd3cYci0tUoWBURERERERGRU5e3AzYvhR3vQ0OVWXPzhlHzzEA1Ksm1/Z3EoaOVvLI2nQ+2ZFPTYO792tfPg/kT4rl2Qix9/Txd3KGIdFUKVkVERERERESkfRpqYPdyc7l/zubmet8hZpg65ifgHeSy9k7GMAzWHypi6erDfPFdAUbT/qlDw/1ZOKU/sxIi8XTT/qki8uMUrIqIiIiIiIhI2xQegM0vw7a3oLbUrFndYdhlMHYhxE0GS9fdf7Su0c5H2/NYuuYw3+aVO+vTh4aycEp/Jg3sg6UL9y8iXYuCVRERERERERE5MXsD7P3YXO5/+JvmemAspNwAifPBL9Rl7bVFUWUdb6Vm8vr6DAor6wDwdrdxRXIUN07uz8B+fi7uUES6IwWrIiIiIiIiItJaWTZseRW2vg6VR5qKFhh8IaQshLNmgLVrL5ffd6SCl9ccZllaDvWNDgDCA7y4flIc14yLJcjHw8Udikh3pmBVREREREREREwOBxz8r7l36v5VYJhhJL6hkHQ9JC+AoFjX9ngShmHw9b6jLF1zmNX7C5310dGBLJzSn0tGReBus7qwQxHpKRSsioiIiIiIiPR2lUdh25uw+RUozWiux081D6MaOhPcuvbsztoGO8u25vDy2sMcKKgEwGqBC4aHs3Bqf1LigrV/qoh0KAWrIiIiIiIiIr2RYUDGOvMwqj3/BEeDWfcKhIRrIflG6DfYtT22QV5ZDW9tyOSt1AxKqs3X4OfpxlUpMdw4OZ6YEB8XdygiPZWCVREREREREZHepLYMtr9nBqpHv22uRyWbs1NHzAWPrh1GVtc38u9d+SzbmsPag4UYhlmPDvbmhknxXDU2hgAvd9c2KSI9noJVERERERERkd4gdxtsXgo7P4CGarPm7gOj5pmBamSiS9s7GYfDYMOhIj7cmsOnu/Korrc7r43rH8KNk+I5f3gYbto/VUQ6iYJVERERERERkZ6qvhp2LzMPo8rd2lzvNxRSFsKYq82l/13YgYJKlm3NZkVaDrlltc56XB8f5iZGMycxitg+XXuGrYj0TApWRURERERERHqao/vMpf7b3zaX/gNY3WH4bBi7EGInQhc+yKmkqp6PduTy4dYctmeVOuv+Xm7MHB3JvOQokmJ1GJWIuJaCVREREREREZGeoLEe9q40A9X01c31oDhIuRESrgO/fq7r7yTqGx18+V0BH27J5svvCmiwmxun2qwWpg3ux9ykaGYMC8XL3ebiTkVETApWRURERERERLqz0kzY8ipsfQOqCsyaxQqDLzL3Th04A6xdc99RwzDYnl3Gsq3Z/Gt7LqXVDc5rIyIDuCIpmlkJkfT183RhlyIix6dgVURERERERKS7cdjhwOfm3qn7PwPM2Z34hUHS9ZC0AIJiXNrij8kprWFFWg4fbs3m0NEqZz3U35M5iVHMSYpiaHiACzsUETk5BasiIiIiIiIi3UVlAaS9AZtfhbLM5nr/c8zZqUMvBZu7y9r7MZV1jfx7Vz7Ltmaz/lARRlMW7OVu5aIR4cxNimbyWX2xWbVvqoh0DwpWRURERERERLq6gr2w/hnY8Q+w15s1ryBIuNbcP7XvIJe2dyJ2h8G6g4Us25rDv3flU9Ngd16bMCCEuUnRXDwyHH+vrhkGi4j8GAWrIiIiIiIiIl2RYUD6Glj3DOxf1VyPSoaxN8OIOeDu7br+fsT+IxV8uDWHFWk55JfXOuv9+/pyRVIUlydGER3s48IORUROn4JVERERERERka7E3gh7VpiBat62pqIFhs2EiXdC7HgXNndiRZV1/Gt7Lsu25rAzp8xZD/R257IxEVyRFE1CTBAWi5b6i0jPoGBVREREREREpCuoq4C0N2H98837p7p5mcv9J94OfQa6tr/jqGu088W3BXy4NYevviug0WFunOpmtXDu0FCuSIri3KGheLrZXNypiEjHU7AqIiIiIiIi4krlebDxRdj8MtQ2zfT06Qvjfg5jF4JvX9f29wOGYbA1s5RlW7NZuSOPspoG57XR0YHMTYzisjGR9PHzdGGXIiJnnoJVEREREREREVco+NZc7r/jH+BoCidDBsKkO2DMT7vc/qlZxdUsT8th2dZs0ouqnfXwAC/mJEUxNzGKQWH+LuxQRKRzKVgVERERERER6SyGAYe/MQPVA/9prsdOhEl3wuCLwWp1XX8/UFHbwKc78/lwazaph4uddW93GxePDGduUjQTB/bBZtW+qSLS+yhYFRERERERETnT7A2wewWsexrydzQVLTDsMph0F8SMdWV3LTTaHaw5UMiyrTms2p1PXaMDAIsFJg3sw9zEaC4aGY6vpyIFEend9LegiIiIiIiIyJlSVwFbX4cNf4OyLLPm5g2J18HERRAywLX9fc/e/HKWbc1hRVoOBRV1zvrAfr7MTYpmTmIUkUFda3sCERFXUrAqIiIiIiIi0tHKcyH1Bdj8KtQ1HUjl2w/G3WIeSOUT4tL2jjlaUcc/t+WwbGsOe/LKnfVgH3dmjYlkblI0o6MDsVi01F9E5IcUrIqIiIiIiIh0lCO7Yd2zsPP95gOp+gwyD6Qa/RNw93Jtf0Btg53Pvz3Csq05fL3vKHaHAYC7zcL0oaFckRTNtCGheLh1nb1eRUS6IgWrIiIiIiIiIqfDMODQV+aBVAf/21yPm2weSDXoQpcfSGUYBlsySvhwazYrd+RRUdvovJYQE8QVSVHMHB1JsK+HC7sUEeleFKyKiIiIiIiInAp7A+xe3nQg1U6zZrHCsFlmoBqd4tr+gMyiapalZbNsaw6ZxdXOelSQN3MSo5iTFMXAfn4u7FBEpPtSsCoiIiIiIiLSHrXlsPU180Cq8hyz5u4DifNhwm0Q0t+l7ZXXNvDxjjyWbc1mU3qJs+7rYePiURHMTYpiQv8+WK3aN1VE5HQoWBURERERERFpi7Js80CqLa9BXdNBT76hMP7nkOLaA6ka7Q5W7y/kw63ZfLbnCPWNDgAsFphyVl+uSIrmghFh+HgoBhAR6Sj6G1VERERERETkx+TvNPdP3fUhOJr2Ju072FzuP+oqlx5ItTu3jGVbc/jntlwKK+uc9UGhflyRHM3lCVGEB7r+wCwRkZ5IwaqIiIiIiIjIDxkGHPzCDFQPfdlcj5sCk++Cs8532YFUBeW1/HNbLh9uzWZvfoWz3sfXg1kJkVyRFM2IyAAsFi31FxE5kxSsioiIiIiIiBzTWG/OTF33DBTsNmsWKwy/HCbdAVHJLmnL7jD4Ym8Bb6Vm8M2+ozgMs+5hs3Le8FCuSIrm7MH9cLe5JuwVEemNFKyKiIiIiIiI1JbBlldhwwtQkWvW3H0h6XqYcCsEx7ukrYKKWv6xKYt3NmaRU1rjrCfHBTM3KYqZoyIJ9HF3SW8iIr2dglURERERERHpvUqzmg+kqm9aVu8XBuNvgeQbXXIglWEYpB4u5s0NGfx7Vz6NTdNTg3zcuTolhp+Mi6V/X99O70tERFpSsCoiIiIiIiK9T952WPesuezfsJu1fkObDqS6Etw8O72l8toGlm/N4c0NGewvqHTWE2ODmD8hjktGReDlbuv0vkRE5PgUrIqIiIiIiEjvYBhw4L+w7mk4/HVzPX4qTLoLzjrPJQdS7c4t480NmfxzWw7V9WbI6+1u4/LEKK6bEMuIyMBO70lERE5OwaqIiIiIiIj0bI31sOuDpgOp9pg1iw1GXG7OUI1M7PSWahvsfLIzjzc3ZLA1s9RZHxTqx3UT4piTFEWAl/ZOFRHpyhSsioiIiIiISM9UUwpbXoHUF6Eiz6y5+0LyAhh/KwTHdXpLGUVVvJ2ayT82Z1FS3QCAm9XCRSPDuW5CHOP7h2CxWDq9LxERaT8FqyIiIiIiItKzlGbChr/B1tehvmmvUr9wmHArJN8A3sGd2o7dYfDF3gLe2JDBN/uOOuuRgV5cMz6Wq8bGEOrv1ak9iYjI6VOwKiIiIiIiIj1D7jZzuf/u5d87kGpY04FU8zr9QKqCilr+sSmLt1MzyS2rddbPGdyP6ybEce6QfrjZOn9PVxER6RgKVkVERERERKT7MgzY/x/zQKr01c31/uc0HUg1Azpxab1hGKQeLubNDRn8e1c+jQ4DgGAfd65KieGa8bHE9fHttH5EROTMUbAqIiIiIiIi3U9jHex835yhenSvWbPYYORcmHgHRCZ0ajvltQ0s35rDmxsy2F9Q6awnxQZx3YQ4LhkVgZe7rVN7EhGRM0vBqoiIiIiIiHQfNSWw+WXzQKrKI2bNw8/cO3X8rRAU06nt7M4t480NGfxzWy7V9eb2A97uNi5PjOK6CbGMiAzs1H5ERKTzKFgVERERERGRrq8ko/lAqoYqs+YfYYapyTeAd1CntVLbYOeTnXm8sSGDtMxSZ31QqB/XTYhjTlIUAV7undaPiIi4hoJVERERERER6bpytprL/fesAMNh1kJHmAdSjbwC3Dw6rZWMoireSs3k/c1ZlFQ3AOBmtXDRyHCumxDH+P4hWDpxP1cREXEtBasiIiIiIiLStRgGHPgc1jwJGWua6wOmmQdSDZzeaQdS2R0GX+wt4I0NGXyz76izHhnoxTXjY7lqbAyh/l6d0ouIiHQtClZFRERERESka7A3mjNT1zwJR3aaNaubOTN14h0QMbrTWimoqOUfm7J4OzWT3LJawMxyzx7Uj+smxDF9aCg2q2anioj0ZgpWRURERERExLUaamH727D2aSg5bNbcfc29UycugsDoTmnDMAxSDxfzxoYMVu3Kp9FhABDs485VKTFcMz6WuD6+ndKLiIh0fQpWRURERERExDVqy2HLK7D+Oag8Yta8g80Dqcb9HHxCOqWN8toGlm3J5q3UTPYXVDrrSbFBXDchjktGReDlbuuUXkREpPtod7BaVFTEb3/7WzZu3IjNZmPWrFncd999uLm1fqqNGzfy6KOPcuDAAQICArjmmmu45ZZbOqRxERERERER6aaqCmHD32DTS1BbZtYCoszl/skLwKNzZoXuyinjrdQMVqTlUtNgB8DHw8bshCiumxDLiMjATulDRES6p3YHq3fffTdhYWGsXr2awsJCbrvtNl599VVuvvnmFuMOHjzIz3/+c37/+99z+eWX891337FgwQLi4uK46KKLOuwFiIiIiIiISDdRmgnrnoGtb0BjjVnrMwim3A2jrgI3jzPeQm2DnU925vHGhgzSMkud9UGhflw3IY45SVEEeLmf8T5ERKT7a1ewmpGRwcaNG/nmm2/w9vYmJiaGRYsW8eijj7YKVt9++21mzJjBnDlzABg6dCjvvvsufn5+Hde9iIiIiIiIdH0F35oHUu18HwxzZiiRiTDlXhh6KVjP/DL7jKIq3krN5P3NWZRUNwDgZrVw0chw5k+IY1z/ECwWHUYlIiJt165gdf/+/QQFBREWFuasDRw4kNzcXMrLywkICHDWd+zYwaRJk7j33ntZu3YtISEh3HDDDVx99dXtatBut2O329v1GBERERERke7k2O88Pe53n+xNWNc+hWXfJ86S0f8cHJMWQ/9zwGIBAzhDr7vR7uDL747y1sYsVu8vdNYjAr346dgYrkqJpp+/JwAOh+OM9CAiIt1PW78ftytYraqqwtvbu0Xt2MfV1dUtgtWysjJef/11nnjiCf7yl7+QlpbGLbfcQmBgYLu2AtizZ097WhQREREREem2du7c6eoWTp9h4H90MxEH3sG/aJtZwkJp+BTyB/2U6qChUA5s337GWiiptfPfQzX851A1hTVmYGoBEsI9uHCgD0kRntgsFeQc/JacM9aFiIj0dO0KVn18fKipqWlRO/axr2/LzcU9PDyYMWMG06ZNA2Ds2LHMnj2bTz/9tF3B6vDhw/HwOPP77IiIiIiIiLiK3W5n586djBo1Cputm54+77DD3o/MGar5ZmhqWN0wRl2JMfEuAvoNIeAkT3E6DMMg9XAxb23M4rPdhTQ6DACCfdyZlxzNT8fGENfH5wx2ICIiPcWx78sn065gddCgQZSWllJYWEjfvn0B85Cq8PBw/P39W4wdOHAg9fX1rZoyDKM9t8Rms3XfHyxERERERETaoVv+/tNYB9vfhbVPQfFBs+buA0kLsEy6A0tg9Bm9fXltA8u2ZPNmaiYHCiqd9aTYIOZPjOPikRF4uXez91RERLqFdgWr8fHxJCcn89BDD7FkyRJKSkp4/vnnmTdvXquxP/nJT7j55pv55z//yaxZs9i8eTMfffQRjz32WIc1LyIiIiIiIi5SVwlbXoX1z0JFnlnzCoLxt8C4W8C3zxm9/a6cMt5KzWBFWi41DeZeeD4eNmYnRHHdhFhGRAae0fuLiIi0K1gFePrpp1myZAkzZszAarVy+eWXs2jRIgASExN54IEHmDVrFhMnTuT555/n6aef5oEHHiAkJIT77ruPGTNmdPiLEBERERERkU5SVQQbX4TUF6G21Kz5R8DEOyB5AXj6/+jDT0dtg52Pd+TxZmoGaZmlzvqgUD+umxDHnKQoArzcz9j9RUREvq/dwWrfvn15+umnj3stLS2txcfnnHMO55xzzql1JiIiIiIiIl1HWTasexa2vgYN1WYtZCBMuRtGXw1unmfs1hlFVbyVmsn7m7MoqW4AwN1m4cIR4cyfEMe4/iFYLJYzdn8REZHjaXewKiIiIiIiIr3I0X2w9knY8R44Gs1a+GiYei8MmwXWM7N/qd1h8N9vj/Bmaibf7DvqrEcFeXPN+FiuSomhn/+ZC3NFRERORsGqiIiIiIiItJazBdY8Ad+uBJoOIY6fClPugYHT4QzNEC2true9TVm8vj6DnNIawLzV2YP6MX9CHOcODcVm1exUERFxPQWrIiIiIiIiYjIMOPSVGage/rq5PuRSM1CNGXvGbv1tXjmvrUtnxbYcahscAAT5uHN1SgzXjI8lro/vGbu3iIjIqVCwKiIiIiIi0ts5HLB3Jax5HHKbzs6wusGoK2Hy3RA69IzcttHu4PNvj/DK2nRSDxc768MiArhxUjyzEiLxcj8zWw2IiIicLgWrIiIiIiIivVVjPez8B6x5Eor2mzU3b0i6HibdAUGxZ+S2xVX1vLspkzfXZ5BbVguAzWrhohHhLJgUz9j4YB1GJSIiXZ6CVRERERERkd6mvgq2vAbrn4XyHLPmFQjjfg7jbwXfvmfktrtzy3htXTr/3JZLXaO53D/E14Ofjovh2vFxRAZ5n5H7ioiInAkKVkVERERERHqL6mLY+HdIfQFqSsyaXzhMvB2SbwCvgA6/ZaPdwardR3htXTob05uX+4+IDOCGSfFcNkbL/UVEpHtSsCoiIiIiItLTlefC+udg8yvQUGXWgvvD5MUw5qfg7tXhtyyqrOPdTVm8uSGDvO8t9794ZDg3TIonOU7L/UVEpHtTsCoiIiIiItJTFR6AtU/C9nfB0WDWwkfBlHtg+OVg7fiZortyynh1XTr/2p5LfdNy/z6+HlwzPpZrx8cRHtjxIa6IiIgrKFgVERERERHpaXLTYM0TsOdfgGHW4ibDlHvhrBnQwTNFG+wO/r0rn9fWpbM5o8RZHxUVyA2T4rl0dISW+4uISI+jYFVERERERKQnMAxIXw2rH4dDXzbXB19szlCNHd/htyysrOOd1EzeTM3gSHkdAG5WC5eMimDBpHiSYoO03F9ERHosBasiIiIiIiLdmcMB331izlDN2WzWLDYYNc/cQzVsRIffckd2Ka+uS2fl9jzq7eZy/75+nk3L/WMJC9ByfxER6fkUrIqIiIiIiHRH9gbY+YG5h+rRvWbNzQsS58OkOyA4vkNvV9/o4NNdeby2Lp2tmaXO+piYIG6YFMcloyLwdNNyfxER6T0UrIqIiIiIiHQn9dWQ9gasewbKssyaZyCMuxnG3wp+oR16u6MVdbydmslbqRkUVJjL/d1tFi5tWu6fGBvcofcTERHpLhSsioiIiIiIdAc1JbDx/yD1b1BdZNZ8Q2HiIki5CbwCO/R227JKeW1dOit35NJgNw/A6ufvybXjY7lmfCyh/lruLyIivZuCVRERERERka6sPA82PAebX4H6SrMWFGfun5pwLbh3XMBZ3+jgk515vLounW1Zpc56YmwQN0yK5+KREXi4WTvsfiIiIt2ZglUREREREZGuqOggrH0Ktr8D9nqzFjYSptwDwy8HW8f9OldQXstbqZm8lZpJYaW53N/DZmXmaHO5/5iYoA67l4iISE+hYFVERERERKQrydsBa56APSvAcJi12Ikw5V4YdD5YLB1yG8MwSGta7v/Jzjzncv+wAE+uGx/HT8bF0s/fs0PuJSIi0hMpWBUREREREXE1w8CvaDvWt/8EB//bXB90oTlDNW5ih92qrtHOxzvM5f47ssuc9ZS4YBZMiueikeG427TcX0RE5GQUrIqIiIiIiLhKfTXsXoZ101KG5G41axYrjLwCJt8N4SM77FZHymt5a0MGb2/MpLDS3FrAw83KrDGR3DApnpFRHXv4lYiISE+nYFVERERERKSzHf3OPIxq+9tQW4YFcFjdIfE6rJMXQ0j/DrmNYRhszSzh1XUZfLozj0aHudw/PMCL+RPj+MnYGPr4abm/iIjIqVCwKiIiIiIi0hka62HvR2agmr66uR4cjyPpBnbaRjNy/DSw2U77VrUNdlbuyOPVdYfZlVPurI+LD2HBpHguGBGm5f4iIiKnScGqiIiIiIjImVSSAVtehbQ3oOqoWbNYYcglkHIjDJiOYRg0btt22rfKK6vhrQ2ZvL0xk+Iqc7m/p5uV2QmRLJgUz4hILfcXERHpKApWRUREREREOprDDvs/g80vw/7/AOYSfPwjIGkBJF0PgVHN4+32U76VYRhszijh1bXp/Ht3Pvam5f6RgV5cNzGOn4yNJcTX4zRejIiIiByPglUREREREZGOUnEEtr5uzlAtz26uDzgXxi6EwReBzb1DblXbYOdf23N5dW06e/Kal/uP7x/CDZPiOX94GG5a7i8iInLGKFgVERERERE5HYYBh7+BzUth78fgaDTr3iGQeC0k3wh9BnbY7XJLa3hzQwbvbMykpLoBMJf7z0mMYsGkeIZFBHTYvUREROTEFKyKiIiIiIiciupi2P6Oudy/6EBzPWY8pCyE4bPB3atDbmUYBhsPF/Pa+nRW7T7iXO4fFeTN/IlxXJ0SQ7CW+4uIiHQqBasiIiIiIiJtZRiQswU2LYXdy6Cx1qx7+MHoqyHlJggf2WG3q22w889tOby6LoNvv7fcf+KAPiyYFM95w0K13F9ERMRFFKyKiIiIiIicTF0l7HzfXO6fv7O5Hj7KnJ06ah54+nfY7XJKa3hjfQbvbsqktGm5v5e7lTmJ0SyYFMfQcC33FxERcTUFqyIiIiIiIidyZLe51H/7e1BfYdbcvGDEXPMwqqhksFg65FaGYbDhUBFvbMjisz35NK32JzrYm+snxnFVSgxBPlruLyIi0lUoWBUREREREfm+hlrY809zdmpWanO9z1nmUv8xPwWfkA67XVl1AyvSsln6TRGZZUec9cln9eGGSf2ZPjQUm7VjwlsRERHpOApWRUREREREAIoOwpZXIO0tqCk2a1Y3GDrTDFT7n91hs1Mb7Q5WHyjkgy3Z/Gf3EertDgC83W3MTYpiwaR4Bod13NYCIiIi0vEUrIqIiIiISO9lb4TvPjGX+x/6srkeGAPJCyBxPviHd9jtDhRU8P6WbJZvzaGgos5ZHxruz8QwuOuycQT7eXXY/UREROTMUbAqIiIiIiK9T1kObH0Ntr4OFXlNRQsMOt+cnTroArDaOuZW1Q18tCOXD7Zksy2r1FkP8fVgdkIk85KjGRrmx7Zt2wjwdu+Qe4qIiMiZp2BVRERERER6B4cDDn0Bm16GfZ+CYS6/x7efOTM1eQEEx3fIrewOg9X7j/LBlmw+23OE+kbzXjarhXOHhDIvOZrpQ0PxcLOa4+32DrmviIiIdB4FqyIiIiIi0rNVFULam+b+qSXpzfW4KTD2Jhh6Gbh5dMitDhRU8sGWbJanZXOkvOVS/3nJ0cxOiKKfv2eH3EtERERcS8GqiIiIiIj0PIYBmRtg81LY80+w15t1z0BI+Km53L/fkA65VVlNAyublvqnZZY660E+7lyeEMW85GhGRAZg6aCDr0RERKRrULAqIiIiIiI9R20Z7PiHeRhVwZ7memSSGaaOvAI8fE77NnaHwZoDhXywJZtVu/N/sNS/H/OSozl3aCiebh2zT6uIiIh0PQpWRURERESk+8vdZoapOz+Ahiqz5u4Do+aZgWpkYofc5uDRpqX+W3PIL6911oeE+XNlipb6i4iI9CYKVkVEREREpHuqr4bdy2DTUsjd2lzvNxRSFsLoq8A76LRvU17bwMrteXywJYutP1jqP3tMJPOSYxgZpaX+IiIivY2CVRERERER6V6OfgebX4Htb5tL/wGs7jB8NoxdCLET4TRDTrvDYO33lvrXfW+p/7TB5lL/6cO01F9ERKQ3U7AqIiIiIiJdX2M97P3IDFTTVzfXg+Ig5UZIuA78+p32bQ4dreTDrdks25pDXlnzUv/BYX5cmRzD7MRIQv29Tvs+IiIi0v0pWBURERERka6rJAO2vgZb34CqArNmscLgi8zl/gOng9V6Wrcor23g4x15fLAlmy0ZJc56oLc7sxMiuVJL/UVEROQ4FKyKiIiIiEjX4rDD/v+Yh1Ht/wwwzLpfOCQvgKTrITD6tG5hdxisP1jE+1uy+Peu5qX+VgtMGxLKvORoZmipv4iIiPwIBasiIiIiItI1VByBtNdhy2tQltVcHzDNnJ065GKwuZ/WLQ4XVvHhlmyWbc0m93tL/QeF+nFlSjSXJ0QRGqCl/iIiInJyClZFRERERMR1DMPcM3XTUti7EhyNZt07GBKuhZSboM/A07pFxfeW+m/+3lL/AC83ZidEMS85mtHRgVrqLyIiIu2iYFVERERERDpfTQlse8dc7l+0v7keM94MU4dfDu6nPnPU4TBYf6iID7Zk8+muPGobmpf6nzO4H/OSY5gxLBQvdy31FxERkVOjYFVERERERDpHYz0c/hp2fQi7l0Nj01J8Dz8YfTWk3Ajho07rFumFVXy4NZsPt7Rc6n9WqB9XJkdzeWIUYVrqLyIiIh1AwaqIiIiIiJw59gY49LUZpO5dCbWlzdfCRsHYm2DUleDpf8q3qKxr5OMduXywJZtN6S2X+s9KiGRecgxjtNRfREREOpiCVRERERER6Vj2Bjj8TXOYWtMcduIXBsNmweirIHosnGLY6XAYbHAu9c+npsEOmEv9zx7cj3nJ0Zw3LExL/UVEROSMUbAqIiIiIiKnz94I6d/A7hXw7UdQU9x8zbcfDJ8NI+ZA7ESwnnrYmVFUxYdbsvlwaw45pTXO+sB+vsxLjmFukpb6i4iISOdQsCoiIiIiIqfG3ggZa8yZqd9+BNVFzdd8+sLwWWaYGjf5tMLUyrpGPtmRxwdbstmY3hzY+nu5MWtMJPOSo0mICdJSfxEREelUClZFRERERKTtHHZIXwN7VsCef0F1YfM1nz7mMv9jYart1H/dcDgMNhwu4oPNrZf6Tx1kLvU/f7iW+ouIiIjrKFgVEREREZEf57BDxrqmman/gqqjzde8Q2DYZWaYGj/1tMJUgMyiaj7Yms2HW7JbLPUf0M+XecnRzE2MJjxQS/1FRETE9RSsioiIiIhIaw47ZG4ww9Q9/4SqguZr3sE/CFPdT+tWlXWNfLKzaan/4ZZL/S9rWuqfqKX+IiIi0sUoWBUREREREZPDAVnHwtR/QWV+8zWvIBg20wxT+59z2mGqw2GQeriYD7Zk8+muPKrrzaX+FgtMOasvV6bEcIGW+ouIiEgXpmBVRERERKQ3czgge2PzzNSKvOZrXoEwtGlmav+zwc3jtG5lGAbf5lXw7115LEvLIbvke0v9+/pyRXI0c5OiiAj0Pq37iIiIiHSGdgerRUVF/Pa3v2Xjxo3YbDZmzZrFfffdh5vbiZ9q3759XHnllfz9739n/Pjxp9WwiIiIiIicJocDsjd9L0zNbb7mGQhDLzXD1AHTTjtMtTsMtmSUsGp3Pp/tySeruDlM9fd0Y2bTUv+kWC31FxERke6l3cHq3XffTVhYGKtXr6awsJDbbruNV199lZtvvvm442tqavjFL35BbW3taTcrIiIiIiKnyDAge3NTmLoCynOar3kG/CBM9TytW9U12ll3oIhVu/P5/NsjFFbWO695uVs5e1A/Lh0dwYUjwrXUX0RERLqtdgWrGRkZbNy4kW+++QZvb29iYmJYtGgRjz766AmD1QceeIDzzjuPffv2dUjDIiIiIiLSRoYBOVuaZ6aWZTVf8/CHoZeYYerA6acdplbWNfLl3gJW7c7nq++OUlnX6LwW4OXGecPCuGBEOGcP7ouPh3YkExERke6vXT/R7N+/n6CgIMLCwpy1gQMHkpubS3l5OQEBAS3Gr1ixgoyMDP70pz/x/PPPn1KDdrsdu91+So8VEREREel1DAPy0rDsWYFlzz+xfC9MNTz8MAZfjDF8dlOY6tX8uFP4mbuwso7/flvAZ3sKWHewkHq74bwW5u/J+cPDuGB4KOP6h+Bus37vVvr5/oeOvSd6b0RERFyvrd+P2xWsVlVV4e3dciP5Yx9XV1e3CFYPHjzIE088wTvvvIPNdurLe/bs2XPKjxURERER6RUMA5+yfQTnfk1w7ld41uQ7L9ltXpSFT6I4YhrloWMxbJ5QA+zae0q3OlLVyMacOlJzavmusAHH965F+tkYF+XF+ChPzgpxx2qph8psdu/MPr3X14vs3LnT1S2IiIhIG7UrWPXx8aGmpqZF7djHvr6+zlpdXR333HMP/+///T8iIyNPq8Hhw4fj4XF6G+aLiIiIiPQ4hgH5O5pmpq7AUprRfMndF2PwhRjDZsNZ5xHo7k3gKd/G4LsjlXy2+wif7TnCt/kVLa6PjAzgguFhXDAijLP6+eoAqlNkt9vZuXMno0aNOq2JKSIiInL6jn1fPpl2BauDBg2itLSUwsJC+vbtC5gzU8PDw/H393eO27lzJ+np6fzmN7/hN7/5jbN+6623Mnv2bP7whz+0+Z42m00/WIiIiIiIgDNMZfcKc9/UksPN19x9YPCFMGIOlrPOx+Lhc8q3cTgMtmaWsGp3Pp/tOUJGUbXzmtUC4/qHcOGIcC4YEU5UkPePPJO0l37/ERER6T7aFazGx8eTnJzMQw89xJIlSygpKeH5559n3rx5LcalpKSwY8eOFrUhQ4bwwgsvMH78+NPvWkRERESktzAMOLLLDFJ3L4fiQ83X3Lxh8AXmAVSDLgAP3xM/z0nUNzpYd7CQVbuP8J89RyisrHNe83SzMnVQPy4cEcaMYWGE+GpFmYiIiEi7j+N8+umnWbJkCTNmzMBqtXL55ZezaNEiABITE3nggQeYNWtWhzcqIiIiItJrGAYc2Q17VphhatGB5mtuXmaIeixM9fQ75dtU1TXy1XdHWbU7ny/3FlBR1+i85u/lxoyhoVw4IpyzB/fD17PdvzqIiIiI9Gjt/umob9++PP3008e9lpaWdsLHfffdd+29lYiIiIhI72EYUPBt88zUov3N12yeMOh8M0wdfNFphalFlXX899sCVu3OZ/WBQuobm4+f6ufvyQXDw7hwRDgTBvTBw816Oq9IREREpEfT/3YWEREREXGlgm+b90wt/N5khBZh6oXg6X/CpziZ7JJqPtt9hFW789mUXozDaL4W38fHuV9qYkwQVqsOnxIRERFpCwWrIiIiIiKd7eh3zTNTj+5trts84KzzmmemegWc0tMbhsG+I5VNh0/lsyunvMX1EZEBXDginAtHhDM4zA+LRWGqiIiISHspWBURERER6QyF+5vD1II9zXWre3OYOuQi8Ao8pad3OAzSskr5bHc+q3bnk15U3XwLC4yND+GCEeFcMDyMmBCf0301IiIiIr2eglURERERkTOlIh/S3jCX+h/Z1Vy3usPA6U1h6sXgHXRKT1/f6GDDoSJW7c7nP3uOUFBR57zm4WZl6ll9uXBEODOGhdLHz/P0XouIiIiItKBgVURERESkoxUegHVPw/Z3wF5v1qxuZpg6/HIYegl4B5/SU1fXN/L1d0dZtTuf/+4toKK20XnN39ONc4eGcuGIcM4Z0g8/T/24LyIiInKm6CctEREREZGOkr0F1j4B364Emk6IihkPSdfDkEvAJ+SUnrakqp7Pvz3Cqt1HWL3/KHWNDue1vn6enD88jAtHhDFxYB883Wwd8EJERERE5GQUrIqIiIiInA7DgAOfw5onIWNNc33wxTDlboidcEpPm1ta07Rf6hE2phdjdxjOa7EhPlw4IowLR4STGBuMzarDp0REREQ6m4JVEREREZFTYW+AXctg7VNQsNusWd1h9FUw6S4IHdrupzxQUMG/d5lh6s6cshbXhkUEOMPUoeH+WCwKU0VERERcScGqiIiIiEh71FfB1tdh/XNQlmXWPPwg+QaYsAgCo9r8VA6HwfbsUlbtPsJne/I5dLTKec1igbFxIVzQFKbGhPh08AsRERERkdOhYFVEREREpC2qCmHj380/NSVmzTcUJtwKKTe1+TCqBruD1EPFrNqdz3/2HCG/vNZ5zcNmZfJZfbhwRDjnDQ+jr5/nmXglIiIiItIBFKyKiIiIiPyY4sPm7NS0N6GxxqyFDIBJd8KYa8Dd66RPUVNv5+t9R/lsdz7/3VtAWU2D85qfpxvThvTjwhHhTBvSD38v9zP1SkRERESkAylYFRERERE5nrzt5v6pu5eD4TBrkYkw+W4YdhlYbT/6cLvD4Mu9Bby/JYuv9x2ltsHhvNbH14Pzh5tL/Ced1QdPtx9/LhERERHpehSsioiIiIgcYxhw+GtY8yQc+rK5PnAGTLkb4qeam5/+iJKqev6xOYs3NmSQXVLjrEcHe3PhiHAuHBFOclwwNqsOnxIRERHpzhSsioiIiIg47LDnn+YM1bxtZs1ig5FzYfJiCB910qfYlVPG6+vT+ee2XOoazdmpgd7uXD02hssTohgW4Y/lJKGsiIiIiHQfClZFREREpPdqqIFtb8G6Z6Ak3ay5eUPS9TDxdgiO+9GH1zc6+HRXHq+tS2drZqmzPjwigBsmxXPZmEi8PbTMX0RERKQnUrAqIiIiIr1PdTFsXgqpL0LVUbPmHQLjb4GxPwPfPj/68PyyWt5OzeDtjVkUVtYB4G6zcPHICBZMiiMpNlizU0VERER6OAWrIiIiItJ7lGXD+udhy6vQUGXWAmNh0h2QeB14+J7woYZhkHq4mDfWZ/Dv3fnYHQYAYQGeXDs+jp+MiyHU36sTXoSIiIiIdAUKVkVERESk5zuyB9Y9DTvfB0ejWQsbZe6fOmIO2E78Y3FVXSMrtuXw+roMvjtS4ayP6x/CgonxXDAiDHeb9Uy/AhERERHpYhSsioiIiEjPZBiQuR7WPAn7VzXX46fClLth4Az4keX6hwureGN9Bu9vyaKi1gxjvd1tzEmK4vqJcQwNDziz/YuIiIhIl6ZgVURERER6FocDvvsE1j4F2RubihYYPsucoRqVfMKH2h0GX31XwGvrM/hm31FnPb6PD/MnxjMvOZpAb/cz/AJEREREpDtQsCoiIiIiPUNjHex4D9Y+DUX7zZrNExKugUl3Qp+BJ3xoaXU9/9icxRsbMsgqrgHMyazTh4Qyf2IcZw/qh9Wqw6hEREREpJmCVRERERHp3mrLzMOoNvwNKvLMmlcgjL0Zxt0C/mEnfOiunDLeWJ/Bim051DU6AAj0dufqsTFcNz6O2D4+nfACRERERKQ7UrAqIiIiIt1TRb4Zpm5+GerKzZp/JExcBMk3gKf/cR9W3+jg0115vL4+gy0ZJc768IgAFkyKY9aYKLw9bJ3wAkRERESkO1OwKiIiIiLdS+F+WPc0bH8X7PVmre8Qc//UUVeCm8dxH3akvJa3UjN5OzWTwso6ANysFi4ZFcH1E+NIjgvG8iOHWYmIiIiIfJ+CVRERERHpHrI3w5onYO/HgGHWYibAlLth0IVgtbZ6iGEYbDxczOsbMli1K59Gh/m4UH9Prh0fx0/HxRAa4NV5r0FEREREegwFqyIiIiLSdRkG7P8PrH0KMtY014dcYs5QjZ1w3IdV1zeyIi2X19ensze/wlkfFx/C9ZPiuHBEOO621kGsiIiIiEhbKVgVERERka7H3gC7PjQD1YI9Zs3qDqOvhkl3QujQ4z4svbCKNzZk8I/NWVTUNgLg7W7j8sQorp8Yx7CIgM56BSIiIiLSwylYFREREZGuo64S0t6A9c9BWZZZ8/CDlBth/G0QGNXqIQ6HwVf7CnhtXQZf7zvqrMf18WH+hDiuTI4h0Me9s16BiIiIiPQSClZFRERExPWqCiH1Rdj0EtSUmDXfUJhwK6QsBO+gVg8pra7n/c3ZvLEhg8ziagAsFjh3SCjXT4zj7EH9sFp1GJWIiIiInBkKVkVERETEdYoPw/pnIe1NaKw1ayEDYNJdMOan4N76YKnduWW8vi6Df27PobbBAUCAlxtXj43huglxxPXx7cxXICIiIiK9lIJVEREREel8edvN/VN3LwfDDEeJTIIpd8PQmWC1tRhe3+jg37vzeX1dOpszSpz1YREBLJgYx+yEKLw9Wj5GRERERORMUrAqIiIiIp3DMODQV2ageujL5vpZ58HkuyF+irmW/3uOlNfydmomb2/M5GhFHQBuVgsXj4pgwcQ4kuOCsVi03F9EREREOp+CVRERERE5s+yN8O2/zEA1b5tZs9hg5BUw+S4IH9ViuGEYbEov4bX16azalU+jwwCgn78n146P5ZpxsYQGtN4iQERERESkMylYFREREZEzo6EGtr0F656BknSz5u4DSdfDhEUQHNdieHV9I//clstr69LZm1/hrI+ND+b6ifFcOCIcDzdrJ74AEREREZETU7AqIiIiIh2ruhg2LYXUF6C60Kx5h8D4W2Dsz8C3T4vh6YVVvLkhg39szqK8thEAL3crcxKjmD8hnuGRAZ39CkRERERETkrBqoiIiIicPsOAo3th6+uw5TVoqDLrQbEw8U5IvA48fJzDHQ6Dr/cd5bX16Xy97yiGudqf2BAfrp8Yx5XJMQT6uLvghYiIiIiItI2CVRERERFpv2NBavoaSF8N6WubZ6cChI2CKXfD8MvB1vwjZ1l1A+9vyeKNDRlkFFU769OG9GPBxHjOGdwPq1WHUYmIiIhI16dgVUREREROzuGAo982BalrIGMtVBe1HOPmDfFTYMKtMHAGWJoD0j255by+Pp0V23KobXAAEODlxlUpMVw3IY74vr6d+WpERERERE6bglURERERac3hgII9zTNSM9ZBTXHLMe4+EDMe4idD/FSITAI3D+flBruDf+/K5/X16WxKL3HWh4b7s2BSPLMTIvHx0I+jIiIiItI96SdZERERETGD1CO7mmejZqyFmpKWY9x9IXa8OSs1bgpEJrYIUo8pKK/l7Y2ZvJ2aSUFFHQBuVgsXjQzn+onxjI0PxmLRcn8RERER6d4UrIqIiIj0Rg475O80A9RjYWptWcsxHn4QOwHijs1ITQDb8Q+UKq2uZ3N6CSu25fDvXfk0OszTqPr5e3LNuFiuGR9LWIDXGX5RIiIiIiKdR8GqiIiISG/gsEP+jqal/WvNpf11PwxS/c0gNX6K+SdizHGDVMMwyC6pYXNGMZvSS9icXsy+I5UtxoyND2b+xHguGhGOh5v1TL4yERERERGXULAqIiIi0hPZGyF/uxmipq+BzPVQV95yjGcAxE5s2iN1CoSPAVvrHw/tDoPv8itaBKl5ZbWtxg3s58vEgX346bhYRkQGnqlXJiIiIiLSJShYFREREekJ7I2Qt73poKm1kLEe6itajvEMgLhJTXukTobw0ccNUmsb7GzPKmVzRgmb0ovZklFCRW1jizFuVgsjowIZGx9MSnwIKXHB9PHzPJOvUERERESkS1GwKiIiItId2RsgdxtkrGmakboB6lsux8cr0AxQ447NSB0FVlurpyqpqmdLRgmbMorZdLiYnTllNNiNFmN8PWwkxQUzNj6ElPhgEmKC8PHQj5IiIiIi0nvpp2ERERGR7sDeALlp5ozU9LVmkNpQ1XKMV1BziBo/GcJGtgpSj+2Puim9eVn//oIfBLKYh06NawpRx8aHMDTcHzeb9koVERERETlGwaqIiIhIV9RYD7lbmw6bWgNZqdBQ3XKMd/D3gtQpEDoCrC3DT7vDYG9+OZvTzWX9m9NLyC8//v6oY+NDnH9iQryxWCxn8hWKiIiIiHRrClZFREREuoLGOsg5FqSuhqyN0FjTcox3SNNBU1PNQDV0eKsgtbbBzrasUjY3zUjdmlFCRV3r/VFHRQeay/rjgknW/qgiIiIiIu2mYFVERETEFRrrIHuzedCUM0j9wUxSnz5NB001zUjtN7RVkFpSVc/mjJKmIPX4+6P6ebqZ+6PGmQdNJcQE4e3Req9VERERERFpOwWrIiIiIp2hoRZyNjcv7c/edJwgtW/zsv5jQer3luMbhkF2cbVzf9RN6cUcOM7+qKH+noztH8LYuGDG9g9haHgANquW9YuIiIiIdCQFqyIiIiJnQkONGZ6mr20OUu11Lcf4hjYfNBU/FfoObhGk2h0Ge/PK2Jxewsb0YjanF3Ok/AfPAZwV6sfYpkOmxsaHEB2s/VFFRERERM40BasiIiIiHaG+GrI3NgepOZvBXt9yjF9Y82zUuCnQd1CLILWm/nv7o2aY+6NW/mB/VHebhVFRTfujxoeQHBdMiK9HZ7xCERERERH5HgWrIiIiIqeivhqyUs0QNWOtuV+qo6HlGP+IphC1aUZqn4EtgtTiqno2pxezOcNc1r/rOPuj+h/bHzXe3B91TLT2RxURERER6QoUrIqIiIi0RXUxZG6AzHWQsR7ytoGj5WxS/CNb7pEaMsAZpBqGQVZxDZvSi9mcYe6Rerz9UcMCPJ1L+lPig7U/qoiIiIhIF6VgVUREROR4yrLNAPVYkHr029ZjAqLMmajxk80gNbi/M0i1Owy+zS13Lus/0f6og0L9SIkPce6Rqv1RRURERES6BwWrIiIiIoYBhfsgYx1krjeD1LLM1uP6DobYiRA3yfxnUKwzSK2pt7PtkHnA1Mb0YtIyS390f9SxTfujBmt/VBERERGRbknBqoiIiPQ+9kbI3940I7XpT3VRyzEWG0SMhthJEDfRDFJ9+zovF1XWsWXPETalm8v6d+WU0ehovT9qctNM1JS4YMbEBOHlrv1RRURERER6gnYHq0VFRfz2t79l48aN2Gw2Zs2axX333YebW+uneuedd3j11VcpKCggNDSU66+/nmuvvbZDGhcRERFps/pqyNncvLQ/axM0VLUc4+YF0WObZqRONP/d0998eKODPXnlbNt2mLSsUrZllZJRVN3qNuEBXoztby7rT4kLYUi4v/ZHFRERERHpododrN59992EhYWxevVqCgsLue2223j11Ve5+eabW4z7/PPPefzxx3nppZcYM2YM27Zt4+c//zl9+/blwgsv7LAXICIiItJKdTFkpTYv7c/dBo6GlmO8As0Q9djS/ogEcPPAMAyyS2pI21vKtsws0rJK2J1bTn2jo9VtBoX6tQhStT+qiIiIiEjv0a5gNSMjg40bN/LNN9/g7e1NTEwMixYt4tFHH20VrB45coSf/exnJCQkAJCYmMj48ePZtGmTglURERHpWGU5TXujNgWpBXtaj/GPbF7SHzcJ+g0Dq5XKukZ2ZJWStjqTtExzNmphZetDpoJ93EmICSIxNpjE2CBGRwcR6O3eCS9ORERERES6onYFq/v37ycoKIiwsDBnbeDAgeTm5lJeXk5AQICz/sMl/0VFRWzatIlf//rX7WrQbrdjt9vb9RgRERHpwQwDivZjyVwPmRuwZK3HUtr6oCmjzyCM2AkQMxGj6aApuwEHjlayPb2MtNU72ZZVyv6CSoyWW6PiZrUwPCKAMTGBJMYEMSYmkLgQn1azUfUzioh0lGN/n+jvFREREddr6/fjdgWrVVVVeHt7t6gd+7i6urpFsPp9R48e5ZZbbmHkyJHMnDmzPbdkz57jzDgRERGR3sNhx6f8AH5FO/Ar3olf8S7c60tbDDGwUh04kMqQ0VT2GUVlyCgaPYMprbWzP6eBfTsy2V98kAPFDdQ0Gq1u0c/HyqAQDwb3cWdwH3f6B7njYbMA9UABpVkFlGZ1yqsVkV5u586drm5BRERE2qhdwaqPjw81NTUtasc+9vX1Pe5jtm3bxuLFi0lJSeHhhx8+7iFXP2b48OF4eHi06zEiIiLSjTXUQM4WLJnrsWSth+zNWOorWwwxbJ4QlYwRO9GclRo9FovNj6zccrZll7ItvZTtWWVkldS0enofDxujogJJjAkkISaIhJgg+vl7dtarExE5Lrvdzs6dOxk1ahQ2m83V7YiIiPRqx74vn0y7Us5BgwZRWlpKYWEhffv2BeDgwYOEh4fj7+/favwHH3zAH//4R+666y5uuumm9tzKyWaz6QcLERGRnqymBDJTIXMdZKyH3LTWB015BkLsBPNP00FTWeUO0rJKSNtbStp/9vBtbjn19pYHTFks5gFTx/ZGTYgJYnCYPzarDpgSka5Jv/+IiIh0H+0KVuPj40lOTuahhx5iyZIllJSU8PzzzzNv3rxWY1etWsUf/vAH/va3vzF16tQOa1hERES6ufLc5kOmMo4dNPWD5fl+4eZBU3GTIXYi5YGD2JFdwbasEtK+KGVb1mqKqupbPXUfX4+mENUMUkdFBxLgpQOmRERERESk47VvXT7w9NNPs2TJEmbMmIHVauXyyy9n0aJFACQmJvLAAw8wa9Ysnn32Wex2O3fddVeLx1922WUsWbKkY7oXERGRrs0woOjA94LUdVCa0XpcyEAzSI2dhD1mIvvq+7Atu4y0zBK2rS1if0FGqwOm3G0WRkQGNgepMcHEhHi3OmBKRERERETkTGh3sNq3b1+efvrp415LS0tz/vtHH3106l2JiIhI92RvhCM7zZmomesgcwNUHW05xmKF8FEQOxFiJ1LYJ4ktRR5syyolbVMJO5fvo6q+9SmcMSHeJMQEkxgTREJsEMMjAvBy13JZERERERFxjXYHqyIiIiJOTQdNOYPUrE1QX9FyTNNBU8RNpD5qArttQ9iSbyctq5Rt20vJKW29KbyfpxujowOdM1HH6IApERERERHpYhSsioiISNvVlEJWavPS/tw0sP9gr1PPAIgZjxE7kfygRDbV92dLThVp35by7RflNNh3tRhuscCQMH/nkv6EmGDOCvXTAVMiIiIiItKlKVgVERGRE6sqgvTVkLHWDFOP7Kb1QVNhEDuRmsjx7HEfwbqKMLZmlbPtq1JKqmuAPS2G9/XzMJf0x5pB6ujoIPw89SOJiIiIiIh0L/otRkRERJpVF5sBavpqOLwaCna3HhMyAEfMRPKCEtlsDGV1oT9pWaUc3FoFVDb9MXnYrIyMCnAGqQkxQUQH64ApERERERHp/hSsioiI9Ga1ZWaQeng1pH8D+btoNSM1dDjVkRP4zms0q+sGsSbfxs6tZdQ02IHypj+muD4+5pL+mCASYoMZFuGPp5sOmBIRERERkZ5HwaqIiEhvUlcBmRvg8DfmrNS87WA4Wgwx+g6mPHwCuzxGs6ryrP/f3p1HSVnd+R//1F7VXV1VvUBvrM3SKIu0LaCTAQzReMYFUUAjjuMvTsQtbpNRQ5YxE0PUzIgjxIziSDhRODqDuKC4JSLigGBkDUYHUKBXaKC36q2W5/n9UdUFZbdKS6/0+3VOnap6nvtU3QePNPfT33uv1pWaKvmgKX62NtEuzWXXWfF1UYuGBHTWoIAyvWwwBQAAAKB/IFgFAOB0FmqIBamtU/vLt0lmNKmJmTFC1QMna6d9gt5oGKk/llh1pLQlfrZRkmS1SIU5vsQGU0WDAxoxwCsrG0wBAAAA6KcIVgEAOJ2Em6SSLceD1LKPJCOc1MQMDNWRAVO0wzZea+tH6O1Su+rLI60fIEly2q2aOCigycMzNGl4hs4eElCa29HNNwMAAAAAvRfBKgAAfVmkRSr9ML5G6obY62goqYnhy1dV5mRts43XmtoR+mOFSy2VJ07/j8jrsqt4aLomD8/Q5OEZGp/vl9vB2qgAAAAA8GUIVgEA6EsiIal86/HNpkq2SJHmpCaGN0eVGZO01TJOr9SN0J8OpSh6OKmFMlOdmjQsVo06ZXiGxuSkyW6zduutAAAAAEBfRrAKAEBvFo3E1kXd/560//3YeqnhxuQmKQNUkX6O/mwZq5drRmjdEZ90JHnt0/yAR1Pi0/onDcvQiAGpslhYHxUAAAAAvimCVQAAehMjKlXsOL5G6sFNUiiY1CTqzlBZoFhbzLF6saZA/3ssUzqWHJKOHOiNTeuPV6XmBzzdeRcAAAAAcNojWAUAoCcZhnRoV3xq//vSgY1SS21Sk4jLrzLf2dpsjtUL1cO1pSZbZs3xaftWizQu369Jw2Lro04alqGMVGd33wkAAAAA9CsEqwAAdCfDkKr+enyzqf3vS801SU0ijjSV+Iq0yThTq48V6KPaPJm1x4NUp92qiYMDmhwPUs8emi6vix/pAAAAANCdGIUBANCVTFOq+jQ+tf896cD/So1Hk5pE7Kk66D1LG6Nn6MXqAm1rHiqj/niQ6nXZVTw0PTa1f3iGJgzyy2W3dfedAAAAAABOQLAKAEBnMk3p6L7YZlOt0/sbDic1idg8OpA6Qe9Hxujl2pHa2TxUkeDxH8mZqc7ElP7JwzN0Rq5PNisbTQEAAABAb0KwCgDAqTBNqfrz4yHq/g1SfUVSk6jVpf0p4/ReeIxerRupneYIhRuO/wgelO5JTOufNDxDBVmpslgIUgEAAACgNyNYBQCgo2oOHl8j9fMNUl1p0umo1aHP3WP1bmiM3m4YpW3mSIUaHYnzowZ6E9P6Jw3LUF7A0913AAAAAAA4RQSrAAB8ndqyeDVqfHp/zYGk04bFrs9cY/RuS6H+1DJGW41Raml0SpJsVovG5vs0eVisGnXSsAxlpDp74i4AAAAAAJ2IYBUAgC+qP3R8s6n9G6RjnyWdNmTTZ87RWtdSqPfCY/RnY7SamtySJKfdqqKhgURFatGQdHld/LgFAAAAgNMNIz0AQP8WapAqdkhlW6XyrbHn6s+Tmhiy6jPHCK1rGaP/jZyhD41CNTTHpu+nueyaMiw9FqQOy9D4QX657LaeuBMAAAAAQDciWAUA9B+RkHR49wkh6jap6q+SaSQ1M2XRZ7YCrQsVamP0TH1ojFF9c4okKcvr1PT4lP5JwzJ0Rq5PNisbTQEAAABAf0OwCgA4PRmGdHRPciVq5S4p2tKm6TFrprYbw/VRuEA7zQLtMApUJ68kaXCGRxcOi1WjTh6eoeFZqbJYCFIBAAAAoL8jWAUA9H2mKdWWxMLTso+k8m1S+XYpVN+madDi1U6zQFsjw7XDGKEdxggdVrokyWmzakxemi7L9yfWSM31e7r5ZgAAAAAAfQHBKgCg7wlWHa9CbX1uPNKmWYtc2m0O09ZogXYaI7TDLNABM1uSRU67VWfk+3Rhnk/j8/0al+/X6Ow0Oe3W7r8fAAAAAECfQ7AKAOjdmuukiu3J66LWHmzTLCKbPjWHaHu0QDvMWJC6x8xXVDa54iHqtHx/IkQdle2Vw0aICgAAAAD4ZghWAQC9R7hZOvSXE0LUj6QjeySZbZruM/O03YgFqDuNAn1sDlWLnHI7rDozz6cp+X7dEA9SRw30yk6ICgAAAADoRASrAICeEY1IRz6NhaetQeqhjyUj3KZpuZkVD1ELtMMcob8Yw1WvFHkcNp05yKez8v26Nh6ijhiQSogKAAAAAOhyBKsAgK5nmtKxz2KbSrWGqBU7pHBjm6bHzDTtiAeoO4wR2mUU6Ij8SnHaNHawT+Py/ZobD1ELBnhls1p64IYAAAAAAP0dwSoAoPPVVSRvLlW+TWqqbtOswXTHq1Bj1ag7zREqNbOU6rRrbHwt1JmDYptLDc8iRAUAAAAA9B4EqwCAU9NUfbwStTVIra9o0yxk2vWxOVQ74uui7jAL9JmZpxSXU2PzYuHpRYNiYerwzFRZCVEBAAAAAL0YwSoA4OSFGqXKncnroh77rE2zqGnRHnNQvAq1QNuNEfrUHCK3261xg/waP8ivO/L9Gpfn0zBCVAAAAABAH0SwCgBoXzQsHdp9wpT+bTIP/1UWM9qm6QFjYHxN1Fg16m5zmOxur8YNjq2FelN8TdQhGSmEqAAAAACA0wLBKgBAMgzp6N6kdVHNip2yRFuSmlkkHTYD2mHEQ9T42qimJ0Pj42ui/r94iDo4wyOLhRAVAAAAAHB6IlgFgP7CNKXGY1JtiVRbGn+USBU7ZFZsl6WlPqm5RVKtmZKYzr8zHqa2eLI1bkhA4/L9+l6+Xwvz/RqUTogKAAAAAOhfCFYB4HQRbpbqyr4QnMYeZvzZEmlq91KLpCbTqd3mMO00Ymui7jQLVO8ZrLFD0zU+36cr8v36eb5f+QFCVAAAAAAACFYBoC8wDKmh6niVaWtoWhcLTc2aUlkbq7708hNj0CrTrzIzU+VmlirMTO0x87XDGKFjKQU6Y1BsSv8l+X7dl+9Xnt9NiAoAAAAAQDsIVgGgN2gJfmm1qVFTKktdmSxGqN1LLToenDaaLpWbmSo3M1VmZsVfZ6lcsWMtnhxlBnzK9XuUF3Arx+/WjAFe3TnIrxwfISoAAAAAACeLYBUAupoRleor21ab1pbKqC2VWVMiW0vNl15ujT9HTYsOK7394NTMVNCVo5RAlvLSU5TrdyvX79Ywv0fnBdzK83uU43fL7bB1yy0DAAAAAHC6I1gFgFPVXJu8GVSi0rRERk2pbMEKWcxou5daT3hdZ6YkQtPWwLR1yn6tM1s2f64GBNKU53cr1+9RbsCtcfHANC/gVoqTv9IBAAAAAOgujMIB4KtEw1JdeZvg1KgtUbS6RJa6ctnD9e1eatXx4DRs2lRpZiSm5J8YnB6zDZTpz5c/kBWrNA14lOd3a7LfrbyAR7l+t9Lcjm67ZQAAAAAA8PUIVgH0X6YpNVV/YXp+rMo0Un1Qqi2Vo/GwLDLbXHpiaCpJx0xvYkp+mZmlCjND5WaWqqwDFE3LlzOQq5z01MSU/DMCbs3we5Tn98jnsbO2KQAAAAAAfQzBKoDTk2nGpujXlUv15VJdhVRXLrO2ROFjB2XUlMoRLJMt2tzmUqsk5wnvW0x70lqm5Yo9H7ZkKeTNk9U/WBnpgcSGUIP8Hk2KV5umpzgITQEAAAAAOA0RrALoe4yo1FAl1ZUlAlPVlytaW65wdanMunI5Gipljza1udSi5NBUkqpMf2It09YAtUJZCqXmyvQNUmp6tnLTU+MbQnl0vt+t3IBbWakuWa2EpgAAAAAA9EcEqwB6l3CzVN8allZIdWUy68oVri5TpKZM1mCFnE2HZW1nMyhb/HGiatOrSjNdlWZGbI3TeMVpkydHhm+QnOmDNCDdnwhNzw64danfowFpLtkITQEAAAAAwJcgWAXQPVqn5sfD0tZK02htmULVZTLrymQLVsoVqm5zaWuV6YmVplHTosNK1yEzXRXx0LTSzNARa6bCKdky0/LlSM9TZsCvbJ9bOX63RvncmhbwaGCaSw6btc33AAAAAAAAnCyCVQCnLjE1vzxRaWrWlilcE6syVV25HI2VcrQzNd8myfOFY02mU5Vmug4pQxVmhg6Zseegc4DCqbmy+vOUkp6jAX6vcvxu5fjcmhIPT1nTFAAAAAAAdAeCVQBfrXVqfuv0/LpyGbVlaqkuVbS2XLb6Crmaq2Q1I0mXtVdlKrWdmn9I6TqsTLV4smWk5ckeyFdaYIByAm7l+D3K97lV7HNroM8lt+OLE/0BAAAAAAB6BsEq0F+ZptRSd7zKNF5pGqouUbi6LLEBVHtT861qW2Xa3tT8Q2a6ahwDFE3NlenLkys9T5mBgLLjVabjfW5d6HcrI8XJJlAAAAAAAKBPIVgFTkfRiNR4NLaWabzS1KgtV8uxktgGUPXlcjYdandqfntVps2mIzYl/4Sp+YeUoWZ3tqJpObL685WSnquBAa9yfG5l+9waEw9PPU6qTAEAAAAAwOmHYBXobSItUnNdrJq0uTb+XCe11EstdTKbaxVprFWksUbRploZTbG21lC9bKF62cP1chjNbT62vSpT6fjU/NZ1TA8pXdW2AQql5Mj0xabm+9OzlOP3KMfv0UifW9/yu5SV6qLKFAAAAAAA9FsEq0BnMU0p3JgUgp4YjLYGouHGWkWaamU01UrNdbKE6mRtiQeikQbZzdBXfo1FkiP++CrtTc0/rHQ1uLIVTc2RJZAvd3q+MtIDyvHFqksnx6tMU1381QAAAAAAAPBVSE8ASTIMKRQ8oTr0+LPZXKdIY61CjdWKNMYCUbMpFp5aQnWyh+tlDwfljAZlM6Nf+hUnG4i2qjc9qpdH9WaK6pUSf58Sf+9RUCkK270KO9JkOGMPuX2yugOyeXxypQWU7fcq2+dWrt+tIp9bWV6n7DZrZ/yJAQAAAAAA9GsEq+j7ohEpVN9OIBqrEA011CjcWKtoY62M5niVaEudbOHjVaLOaIOsMtv9+I4GolHToqCOh6B1XwhFg/IoZPcqbE9T1OGV4fLJdPlkcftk9fjlSAnImZKmVLdLaW670tx2eV0OpbvtGuK2K81ll9dtl8dhk8XCVHwAAAAAAICeQLCKnmFE4xWiwfi0+XopVC+juU6hxjqFGmoVaapTtKlO0eZ6mfE21lBQtnBQtnCDHJGgnEajnO2sJyp1PBCVpJBpU71SFPxCdWjr6xZ7qkI2r6JOr6JOn0ynT3L7ZPP4ZPP4ZU9JlyslTWkeRyIA9brsGuZ2xANSu1KcBKIAAAAAAAB9HcEqTl7rdPlQaxgaVLSpVs2NdQo11CjSVKdwY52M5lhAGpsqH4xtqhRukD1eGeqKNshlth+GWiW544+OajYdqleK6uJVoYkqUaWoxZqqFrtXEUeaIo40ma40yemTxROrErWnxCpFU1O88noc8rpilaID3HYNdznkdduV4rCxWRMAAAAAAAAkEaye/kxTCjXEK0KDCjfWqjlYq5aGGoXjQWi0qVZGoio0KGs4HoSGg7JH4kGo0SSP2djm422SUuOPbyJs2hSUR0HTo6DcCsqjBtOjoDxqsaUoZEtV2JaqiD1VhtMrw+mV6UyTxZUmm8cnqztNDk+aXN50pXhS5I1PnU9z2TUwXiGa6rQTiAIAAAAAAKBTdThYPXr0qH7+859ry5Ytstlsmjlzpu677z7Z7W0/av369fr3f/93lZSUKDc3V/fee6++/e1vd0rH+xTTlKJhyYhIRji2JqgRlhEJKxIJy4iEFImEZIRDikRjx41wSNFoWGY0rGg4/hwJxdo218toqpfZXCczXhHaOkXeEW2UIxKU22iUy2iUx2xKWju0dWp82incTsS0xsLQeCDaILcalKJma4pabCmJIDTq8CrqSJXpigWhFpdPNo9Xdo9fDo9PztSAPB6PUt0OpTpjIegAl01el10uu5Xp8gAAAAAAAOi1Ohys3nXXXcrOztaGDRt05MgR3XLLLVq+fLl+8IMfJLXbv3+/br/9di1atEjnn3++3nrrLd1111166623lJ2dfdLf13C0XE1WKRIOxYLIcEhGNBZGRiPxEDIalhmNvTcT7yMyo7H3phF7r3hQeWK4KSN2XGZUlmhYFiMiixmWjKgsRlhWIyKLGYk/R2U1I7KaYdnMqCxmVDYzknhYFZUtfsyuiGwyZFNEdhnt3ptVkrOj/wG+odYNlVrD0EaLR82WWBDaYktVxJaqiMOrqDNVpiNNcqXJ4vLK6vHJ7omtIepK8cmVGpDbkyqv26FUl03ZTrtSXXY57ew0DwAAAAAAgP6jQ8HqgQMHtGXLFr333nvyeDwaPHiwbr31Vv3bv/1bm2D1xRdf1DnnnKMLLrhAknTxxRdr9erVev7553XHHXec9Hf6nj5PtkjbKeh9XdS0KCJb4hGWXVFZ48+247Gsxa6o7IpabDIsNkUsDoWsKQrZj1eFmk6vDGearC5vbGd5d5ocKT45PH45U/1yeQNKTUlViiu2dmi20ya7jSAUAAAAAAAA+KY6FKzu2bNHgUAgqeJ0xIgRKi8vV11dnXw+X+L43r17NXr06KTrR44cqU8++aTDnQyZsbrP1hAyKpsiFpui8WNRSyyMNCyxADJqscuwxN7HjtllWmwyrY7YMevx96bFLtNql6zxZ5tDptUui9UuWR2SLXbMEj9niT9ks8tmc0g2h2x2hyw2pyw2e/y1Qza7U1abQ1aHQzabQ1a7Q3aHM/Zsd8pui4WbdqtFdptFKdbYa1u3rAVqKhqNdsP3AAAAADgZrf8+59/pAAD0vJP9edyhYLWhoUEejyfpWOv7xsbGpGC1vbZut1uNjR2rPt383TWyWySrRd9ozU2LemaHrmhUikbDUijcA98OAAAAoC/atWtXT3cBAACcpA5ljikpKWpqako61vo+NTV5X3iPx6Pm5uakY83NzW3afZ2i8WPldHbXSqQAAAAA0P2i0ah27dql8ePHy2az9XR3AADo11p/Ln+dDgWro0aNUk1NjY4cOaKsrCxJ0r59+5STk6O0tOR95kePHq3du3cnHdu7d6/GjRvXka+UzWbjHxYAAAAA+gXGPwAA9B0d2sFo2LBhKi4u1q9//WsFg0GVlJTod7/7nebMmdOm7cyZM7VlyxatXbtWkUhEa9eu1ZYtW3T55Zd3WucBAAAAAAAAoCd0eGv4xYsXKxKJ6Dvf+Y6uuuoqTZ06VbfeeqskqaioSK+88oqk2KZWjz/+uJ588klNmjRJv/vd77RkyRINHz68c+8AAAAAAAAAALpZh/d1ysrK0uLFi9s9t23btqT3U6dO1dSpU79ZzwAAAAAAAACgl+pwxSoAAAAAAAAA9HcEqwAAAAAAAADQQQSrAAAAAAAAANBBBKsAAAAAAAAA0EEEqwAAAAAAAADQQQSrAAAAAAAAANBBBKsAAAAAAAAA0EEEqwAAAAAAAADQQQSrAAAAAAAAANBBBKsAAAAAAAAA0EH2nu7AlzFNU5IUjUYVjUZ7uDcAAAAA0HVaxzyMfQAA6HmtP49b88kv02uDVcMwJEkff/xxD/cEAAAAALrHrl27eroLAAAgrjWf/DIW8+ui1x5iGIYikYisVqssFktPdwcAAAAAAABAP2CapgzDkN1ul9X65Sup9tpgFQAAAAAAAAB6KzavAgAAAAAAAIAOIlgFAAAAAAAAgA4iWAUAAAAAAACADiJYBQAAAAAAAIAOIlgFAABAt9m/f39PdwEAAADoFASrQB+2YsUKFRYWavny5T3dFaBPW716tWbMmNFp7YDT2e7du3XHHXfo3HPPVVFRkS688EI9/PDDqqmp+dprP/74Y1166aVd30kAwGmJ8Q/QORj/dB6CVaAPW7Fiha655hr94Q9/UCQS6enuAABOc+vWrdO8efM0fPhwvfzyy9q6daueeOIJlZSUaNasWTp06NBXXl9fX69wONxNvQUAnG4Y/wDobXo8WCX9Br6ZTZs26ejRo/rxj38swzD05ptvJs7NmDFDv/3tb3XRRRepqKhI1157rfbu3StJ2rx5s6ZPn64f/ehHOuecc7R06dKeugWg1yktLVVhYaFKS0sTx5YsWaLrrruuB3sF9A6hUEg/+9nPdNNNN+nuu+9Wdna2LBaLRowYocWLFysnJ0cPPvigJGnNmjW69NJLVVRUpL/7u7/T2rVrVVJSohtvvFGSVFRUpG3btvXk7QA9hvEP8M0w/gE6H+OfU9fjwSqAb+aZZ57RVVddJbfbrXnz5mnZsmVJ559//nn9x3/8hzZt2qQRI0bo5ptvTlQJVVZWqqCgQJs2bdK8efN6ovsAgD5m27ZtOnLkiGbNmtXmnNVq1Zw5c/THP/5RGzdu1E9+8hPdc889+uijj7RgwQLde++9amlp0VNPPZX4rKKiom6+AwBAX8b4B0Bv1KuC1XfeeUff+973dN555+mss87S3//93yc2OFi9erWuueYa/epXv9K5556r8847Tz/96U+ZToZ+qaysTBs2bNC1114rSbrqqqu0d+9ebdmyJdHmH//xH3XGGWfI7XZrwYIFqqio0NatWxPn58yZI4fDIa/X2+39BwD0PYcPH5YkZWVltXt+4MCBCofDWrNmjb773e9q+vTpslqtmjZtmlauXKns7Ozu7C7QJzD+AU4O4x8AvVWvCVYrKyt15513av78+dq0aZPeffddmaapxx9/PNFm69atyszM1IYNG/Tkk09q7dq1euutt3qw10DPWLlypSKRiC6//HJNmTJFF110kSKRSNJvbYcOHZp47fF4FAgEVFVVlTg2cODAbu0zAKBvGzBggCSpvLy83fOlpaVyOByqqKhQXl5e0rkJEyYoLS2ty/sI9CWMf4CTx/gHQG9l7+kOtMrIyNBrr72mIUOGKBgMqrKyUunp6UmbILjdbt18882yWCyaMGGCCgsL9fnnn/dgr4Hu19LSolWrVmnhwoX6m7/5m8Tx//u//9P8+fO1b98+SUr6f6ehoUHV1dXKzc1NLPJusVi6t+NAL/LSSy/p8OHDmj9/viQpEonI7XbLZrNJUlI1UHV1dY/0EehtiouLNWDAAK1atUr//M//nHQuGo0m1o30+Xxtwtdly5Zp4sSJ3dhboPdj/AOcHMY/wKlj/NN1ek3FqsPh0Kuvvqpp06bpkksu0aJFi3T06FGZpplok5mZmfSXocPhSDoP9Adr1qyRxWLRZZddppycnMRj2rRpGj16tJYvXy5J+v3vf68DBw6oqalJDz74oAoKCljPDohrbGzUs88+q8OHDysYDOrNN9/UuHHjlJmZKb/fr9dee02maWr37t164403erq7QK/gcDj04IMP6tlnn9Wjjz6qQ4cOyTAM7d27Vz/84Q9VWVmpBQsW6IorrtDbb7+t999/X4ZhaMOGDVqyZInS0tLkcrkkSfX19T18N0DPY/wDnBzGP8CpY/zTdbo9WH3ppZeSduFrTclff/11Pfvss3rmmWe0fv16PfXUUzrzzDO7u3tAr7dy5Upddtllcjgcbc5dffXVevnll3X06FEVFxfrtttu07e+9S1VVVVp6dKlslp7ze9SgB41d+5cTZ8+XTNnztTUqVPlcDh0zz33yOl06oEHHtDrr7+us88+Ww899JCuuuqqnu4u0GtMnTpVzz33nA4ePKjZs2fr7LPP1s0336whQ4bolVdeUW5uroqLi/Xwww/r4Ycf1jnnnKPf/OY3WrRokUaNGqXRo0eruLhYU6dO1fr163v6doBuwfgHODWMf4BTx/in61jMbv6V58qVK/XEE09o1apVSklJ0Z133qnMzEwVFxdryZIleuGFFzRw4EBt2LBBd999t0aNGqXnnntOq1ev1m9/+1u98847ic+67rrrNHnyZN1+++3deQtArzdjxgz98Ic/1JVXXtnTXQEAAOjXGP8AXY/xD4Ce0u1rrM6dO1d//etfNXPmTLW0tGjKlCm655575Pf79dFHH+mSSy6RzWZTQUGBrr/+eq1YsUKhUKi7uwkAAAAAp4zxDwAAp69ur1gF0PX4jS0AAACA/oLxD4CeQrAKAAAAAAAAAB3ESs4AAAAAAAAA0EEEqwAAAAAAAADQQQSrAAAAAAAAANBB3RKsfvLJJ/r+97+vyZMn61vf+pbuvfdeHTt2TJK0Y8cOzZ07V0VFRZoxY4b+53/+p93P+P3vf6/rrrsu8b68vFxFRUVJjwkTJqiwsFDbtm3rjtsCAAAAgDa6YvwjSceOHdPdd9+tKVOmaMqUKbr11ltVXl7e5fcDAADa1+XBanNzs37wgx+oqKhI77//vl599VXV1NToJz/5iWprazV//nzNmjVLH374oRYuXKgHH3xQO3fuTFzf2Niohx56SA899FDS5+bl5Wnbtm2Jx4cffqiioiLNmTNHRUVFXX1bAAAAANBGV41/JOmXv/ylrFar1q1bp3Xr1snlcmnBggXdeXsAAOAEXR6slpeXa8yYMbrtttvkdDqVnp6uq6++Wh9++KHeeustBQIBXXvttbLb7TrvvPN02WWXacWKFYnrL7/8clVVVemaa675yu/5z//8Tx09elT3339/V98SAAAAALSrK8c/+/btk2maiYfVapXH4+nO2wMAACfo8mC1oKBA//Vf/yWbzZY49uabb2rs2LHas2ePRo8endR+5MiR+uSTTxLvn3nmGT3yyCPKzMz80u84ePCgli5dql/96ldyOp2dfxMAAAAAcBK6cvxzyy23aN26dSouLlZxcbH+8pe/6IEHHui6mwEAAF+pWzevMk1Tjz76qNatW6ef/vSnamhoaPMbVrfbrcbGxsT7nJycr/3cJ554QtOnT9fEiRM7u8sAAAAA8I109vjHMAxdffXV2rx5szZu3KiCggLdddddXdV9AADwNezd9UXBYFALFizQ7t279eyzz6qwsFAej0f19fVJ7Zqbm5WamnrSn9vQ0KDXXntNTz31VGd3GQAAAAC+kc4e/1RVVenHP/6x1q1bJ7/fL0n6xS9+oWnTpunTTz9VYWFhl9wHAAD4ct1SsXrw4EHNnj1bwWBQq1atSvzQHz16tPbs2ZPUdu/evRo1atRJf/b69euVkZGhSZMmdWqfAQAAAOCb6IrxT1VVlcLhsEKhUOKY3R6rk3E4HJ3YewAAcLK6PFitra3V9ddfr7PPPltPP/20MjIyEucuvPBCHTlyRMuXL1c4HNYHH3ygNWvWaPbs2Sf9+Vu3blVxcbEsFktXdB8AAAAATlpXjX9GjhypwYMHa+HChQoGgwoGg/r1r3+tCRMmaNiwYV14RwAA4Mt0+VIAq1evVnl5uV5//XW98cYbSee2bdumZcuWaeHChVq8eLEyMjL0s5/9TOeee+5Jf35JSYlGjhzZ2d0GAAAAgA7rqvGP0+nU008/rYcfflgXXHCBrFarzj33XD3++OOyWrt16wwAABBnMU3T7OlOAAAAAAAAAEBfwq82AQAAAAAAAKCDCFYBAAAAAAAAoIMIVgEAAAAAAACggwhWAQAAAAAAAKCDCFYBAAAAAAAAoIMIVgEAAAAAAACggwhWAQAAAAAAAKCDCFYBAADQ57S0tKiysrKnuwEAAIB+jGAVAAAAfc68efO0ceNGSdLmzZtVWFjYwz0CAABAf0OwCgAAgD6nurq6p7sAAACAfo5gFQAAAJ2itLRUhYWFeumll/Ttb39bEydO1IIFC/TnP/9ZM2fOVFFRka6//nodO3ZMhmFo6dKluuCCC1RcXKw5c+Zow4YNic+aMWOGnnzySc2aNUtFRUWaNWuWPvjgA0nSDTfcoPLyct1///365S9/mbjm6aef1oUXXqiJEyfqjjvuUDAY/No+b9++XWeccUbSsgK7du3SxIkTFQwGFQqF9Nhjj+k73/mOJk+erBtvvFEHDhxItN26dav+4R/+QX/7t3+r8ePH68orr9T27dslxSppp0+frh/96Ec655xztHTp0lP9IwYAAEAvQrAKAACATrV+/XqtXbtW//3f/62XX35ZDzzwgJ566in96U9/UkVFhVauXKnHH39cK1as0GOPPabNmzfrhhtu0K233qqdO3cmPueFF17QY489po0bN2rMmDH6xS9+IUlatmyZ8vLy9K//+q/6l3/5l0T7srIyvfrqq3rzzTe1fft2rVix4mv7OnHiRBUUFOiVV15JHHvppZd00UUXyev16tFHH9W7776r5cuXa8OGDTrrrLN0ww03qKWlRc3Nzbrlllt00UUX6b333tPmzZs1ZMgQ/eY3v0l8VmVlpQoKCrRp0ybNmzevE/50AQAA0FsQrAIAAKBT3XDDDfJ4PBo9erQGDBigK664QtnZ2crIyNDEiRNVVlamF154QfPnz9fYsWNlt9t18cUXa8aMGVq1alXic+bMmaOhQ4fK4/Hosssu0/79+7/ye2+//Xa5XC5lZ2dr0qRJOnjw4En198orr0wEq+FwWK+++qpmz54t0zT13HPP6Z/+6Z80ePBguVwu3XbbbQqHw3r33XflcDj0/PPPa968eQqFQiorK1MgENChQ4eSPn/OnDlyOBzyer0d+4MEAABAr2bv6Q4AAADg9BIIBBKvbTabfD5f4r3VapVpmjpy5IgGDx6cdN2gQYP0ySefJN5nZWUlXtvtdpmm+ZXfm56ennjtcDgUjUZPqr+XX365Fi1apI8//lilpaVKS0vTpEmTdOzYMTU2NurOO++U1Xq8HiEcDqusrEw2m02bN2/WjTfeqMbGRo0cObLdfg4cOPCk+gEAAIC+hWAVAAAAncpisXxtm/z8fJWUlCQdKykp6ZEQMisrS9OmTdNrr72m0tJSXXnllbJYLEpPT5fL5dKyZcs0ceLERPvPPvtM2dnZ2rFjhx544AE999xzGjdunKTYMgWff/550uefzJ8HAAAA+h6WAgAAAEC3mzt3rpYuXardu3crGo3q9ddf1zvvvKMrrrjipK53Op2qr6/vtP7Mnj1bb7/9tjZu3Jjog9Vq1Zw5c/TII4+osrJShmHoxRdf1KWXXqoDBw6ovr5eVqtVbrdbUmwjrD/84Q8KhUKd1i8AAAD0XlSsAgAAoNt9//vfl2EYuvvuu1VVVaWhQ4dq0aJFmjx58kldP2fOHD366KPatWuX5s6de8r9Of/883X//fdrwoQJys3NTRy/7777tGTJEs2bN081NTUaPHiwFi9erDPPPFOmaWrevHm69tprZRiGBg0apOuuu06PPPKIjhw5csp9AgAAQO9mMb9usSoAAACgH7jiiit044036uKLL+7prgAAAKAPoGIVAAAA/drnn3+uzZs3q6qqShdccEFPdwcAAAB9BMEqAAAATlsLFy7UqlWrvvT8TTfdpPfff1/79u3TQw89JKfT2Y29AwAAQF/GUgAAAAAAAAAA0EHWnu4AAAAAAAAAAPQ1BKsAAAAAAAAA0EEEqwAAAAAAAADQQQSrAAAAAAAAANBBBKsAAAAAAAAA0EEEqwAAAAAAAADQQQSrAAAAAAAAANBBBKsAAAAAAAAA0EH/H4+RiFJd073zAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "merged.set_index(\"month_year\")[[\"cumulative_original_total_price\", \"cumulative_dynamic_total_price\"]].plot(kind=\"line\", figsize=(17,5));" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(17,5))\n", "sns.barplot(data=df_melted, x=\"month_name_year\", y=\"total_price\",hue=\"Type\", palette='viridis', width=0.7);\n", "plt.xlabel(\"Month Year\")\n", "plt.ylabel(\"Total Price\");\n", "plt.title(\"Total Price by Month Year\");\n", "plt.xticks(rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observations\n", "\n", "- We can see that that this pricing strategy have a favorable result.\n", "- The total revenue each month is more than the original total revenue\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Final Prices\n", "Following are the final prices for each product for the upcoming month" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "upcoming_prices_df= dynamic_price_df.groupby(\"product_id\")[\"dynamic_price\"].last().reset_index().merge(value_df[[\"product_id\",\"monthly_depreciation_amt\", \"Ped_bins\"]], on=\"product_id\")\n", "upcoming_prices_df[\"final_price\"]=np.where(upcoming_prices_df[\"Ped_bins\"]==\"Inelastic\", upcoming_prices_df[\"dynamic_price\"]-upcoming_prices_df[\"monthly_depreciation_amt\"], upcoming_prices_df[\"dynamic_price\"])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
product_idfinal_price
0bed139.24
1bed274.00
2bed384.90
3bed447.90
4bed5213.92
5computers1109.48
6computers277.90
7computers3132.97
8computers4159.43
9computers5158.84
10computers6149.90
11consoles136.54
12consoles234.99
13cool1100.06
14cool2129.99
15cool365.00
16cool4179.26
17cool584.69
18furniture135.00
19furniture2103.23
20furniture338.23
21furniture483.83
22garden1127.71
23garden1059.73
24garden249.90
25garden3123.33
26garden459.64
27garden5101.80
28garden659.68
29garden759.74
30garden8187.28
31garden959.64
32health184.99
33health1053.84
34health2330.00
35health3122.99
36health429.90
37health5364.12
38health666.99
39health758.99
40health882.82
41health924.03
42perfumery149.99
43perfumery2116.91
44watches1252.33
45watches2171.20
46watches377.82
47watches4107.92
48watches5228.76
49watches6112.00
50watches7169.35
51watches8237.80
\n", "
" ], "text/plain": [ " product_id final_price\n", "0 bed1 39.24\n", "1 bed2 74.00\n", "2 bed3 84.90\n", "3 bed4 47.90\n", "4 bed5 213.92\n", "5 computers1 109.48\n", "6 computers2 77.90\n", "7 computers3 132.97\n", "8 computers4 159.43\n", "9 computers5 158.84\n", "10 computers6 149.90\n", "11 consoles1 36.54\n", "12 consoles2 34.99\n", "13 cool1 100.06\n", "14 cool2 129.99\n", "15 cool3 65.00\n", "16 cool4 179.26\n", "17 cool5 84.69\n", "18 furniture1 35.00\n", "19 furniture2 103.23\n", "20 furniture3 38.23\n", "21 furniture4 83.83\n", "22 garden1 127.71\n", "23 garden10 59.73\n", "24 garden2 49.90\n", "25 garden3 123.33\n", "26 garden4 59.64\n", "27 garden5 101.80\n", "28 garden6 59.68\n", "29 garden7 59.74\n", "30 garden8 187.28\n", "31 garden9 59.64\n", "32 health1 84.99\n", "33 health10 53.84\n", "34 health2 330.00\n", "35 health3 122.99\n", "36 health4 29.90\n", "37 health5 364.12\n", "38 health6 66.99\n", "39 health7 58.99\n", "40 health8 82.82\n", "41 health9 24.03\n", "42 perfumery1 49.99\n", "43 perfumery2 116.91\n", "44 watches1 252.33\n", "45 watches2 171.20\n", "46 watches3 77.82\n", "47 watches4 107.92\n", "48 watches5 228.76\n", "49 watches6 112.00\n", "50 watches7 169.35\n", "51 watches8 237.80" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "upcoming_prices_df[[\"product_id\", \"final_price\"]].round(2)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "upcoming_prices_df[[\"product_id\", \"final_price\"]].round(2).to_csv(\"final_prices.csv\", index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Recommendations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Pricing Strategy\n", "- In terms of pricing strategy, the Price Elasticity to Demand strategy seems most effective. This strategy is completely based on customer demand and reaction to change in price. \n", "- In this strategy, we have only changed the prices of products that are Inelastic, i.e. the products who change in price does not affect customer demand.\n", "- This also resulted in higher sales for all the months. \n", "\n", "## Product Related\n", "- Holidays are extremely important. Months with higher number of holidays have higher sales. \n", "- Due to higher number of customers during holidays, new products can be introduced to increase awareness. \n", "- Product description length should be around 1000 characters. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }