{ "cells": [ { "cell_type": "markdown", "id": "137f3b3d-8a24-485e-93fa-8e3f8aadba5c", "metadata": {}, "source": [ "# Forecasting the Weather Using Facebook's Prophet Algorithm" ] }, { "attachments": {}, "cell_type": "markdown", "id": "342dde70-9b1d-459d-9395-b7f42fa2abaa", "metadata": {}, "source": [ "## Project Overview\n", "\n", "In this project, we'll predict the weather using the Facebook Prophet algorithm and local weather data of New York City. Prophet uses an additive model to add up seasonal effects and trends to make a prediction. The advantage of prophet is that it automatically identifies seasonality in the data - and weather data has strong seasonal effects. So without any feature engineering, we can get good baseline accuracy. It can also scale to multiple time series (think data from adjacent weather stations) easily.\n", "\n", "By the end, we'll have a model that predicts the weather, and can be extended to improve accuracy.\n", "\n", "**Project Steps**\n", "* Load in and clean data\n", "* Define targets and predictors\n", "* Train model\n", "* Scale model to entire dataset using cv\n", "* Make future predictions" ] }, { "cell_type": "code", "execution_count": 11, "id": "7416ff25-9983-440f-8117-0c5051fb4b15", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import prophet\n", "import numpy as np\n", "import plotly" ] }, { "cell_type": "markdown", "id": "1a92a8f9-bb68-435c-b092-54cc7d80b7d4", "metadata": {}, "source": [ "## Load and Clean the Data" ] }, { "cell_type": "code", "execution_count": 12, "id": "1fdda95a-656a-4781-987e-3b1a833b4575", "metadata": {}, "outputs": [], "source": [ "weather = pd.read_csv(\"weather.csv\", index_col=\"DATE\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "1985afd9-72c7-4ecb-b1f9-8f9c3d96ec47", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATIONNAMEACMHACSHAWNDFMTMPGTMPRCPSNOWSNWD...WT14WT15WT16WT17WT18WT19WT21WT22WV01WV20
DATE
1970-01-01USW00014732LAGUARDIA AIRPORT, NY US80.090.0NaNNaNNaN0.000.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1970-01-02USW00014732LAGUARDIA AIRPORT, NY US20.020.0NaNNaNNaN0.000.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1970-01-03USW00014732LAGUARDIA AIRPORT, NY US90.0100.0NaNNaNNaN0.050.40.0...NaNNaN1.0NaN1.0NaNNaNNaNNaNNaN
1970-01-04USW00014732LAGUARDIA AIRPORT, NY US20.020.0NaNNaNNaN0.000.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1970-01-05USW00014732LAGUARDIA AIRPORT, NY US30.010.0NaNNaNNaN0.000.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
..................................................................
2022-11-13USW00094789JFK INTERNATIONAL AIRPORT, NY USNaNNaN14.76NaNNaN0.090.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2022-11-14USW00094789JFK INTERNATIONAL AIRPORT, NY USNaNNaN12.97NaNNaN0.000.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2022-11-15USW00094789JFK INTERNATIONAL AIRPORT, NY USNaNNaN11.18NaNNaN0.430.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2022-11-16USW00094789JFK INTERNATIONAL AIRPORT, NY USNaNNaN17.22NaNNaN0.200.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2022-11-17USW00094789JFK INTERNATIONAL AIRPORT, NY USNaNNaN17.67NaN1540.00.000.00.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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38628 rows × 46 columns

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" ], "text/plain": [ " STATION NAME ACMH ACSH AWND \\\n", "DATE \n", "1970-01-01 USW00014732 LAGUARDIA AIRPORT, NY US 80.0 90.0 NaN \n", "1970-01-02 USW00014732 LAGUARDIA AIRPORT, NY US 20.0 20.0 NaN \n", "1970-01-03 USW00014732 LAGUARDIA AIRPORT, NY US 90.0 100.0 NaN \n", "1970-01-04 USW00014732 LAGUARDIA AIRPORT, NY US 20.0 20.0 NaN \n", "1970-01-05 USW00014732 LAGUARDIA AIRPORT, NY US 30.0 10.0 NaN \n", "... ... ... ... ... ... \n", "2022-11-13 USW00094789 JFK INTERNATIONAL AIRPORT, NY US NaN NaN 14.76 \n", "2022-11-14 USW00094789 JFK INTERNATIONAL AIRPORT, NY US NaN NaN 12.97 \n", "2022-11-15 USW00094789 JFK INTERNATIONAL AIRPORT, NY US NaN NaN 11.18 \n", "2022-11-16 USW00094789 JFK INTERNATIONAL AIRPORT, NY US NaN NaN 17.22 \n", "2022-11-17 USW00094789 JFK INTERNATIONAL AIRPORT, NY US NaN NaN 17.67 \n", "\n", " FMTM PGTM PRCP SNOW SNWD ... WT14 WT15 WT16 WT17 WT18 \\\n", "DATE ... \n", "1970-01-01 NaN NaN 0.00 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "1970-01-02 NaN NaN 0.00 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "1970-01-03 NaN NaN 0.05 0.4 0.0 ... NaN NaN 1.0 NaN 1.0 \n", "1970-01-04 NaN NaN 0.00 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "1970-01-05 NaN NaN 0.00 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "... ... ... ... ... ... ... ... ... ... ... ... \n", "2022-11-13 NaN NaN 0.09 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "2022-11-14 NaN NaN 0.00 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "2022-11-15 NaN NaN 0.43 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "2022-11-16 NaN NaN 0.20 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "2022-11-17 NaN 1540.0 0.00 0.0 0.0 ... NaN NaN NaN NaN NaN \n", "\n", " WT19 WT21 WT22 WV01 WV20 \n", "DATE \n", "1970-01-01 NaN NaN NaN NaN NaN \n", "1970-01-02 NaN NaN NaN NaN NaN \n", "1970-01-03 NaN NaN NaN NaN NaN \n", "1970-01-04 NaN NaN NaN NaN NaN \n", "1970-01-05 NaN NaN NaN NaN NaN \n", "... ... ... ... ... ... \n", "2022-11-13 NaN NaN NaN NaN NaN \n", "2022-11-14 NaN NaN NaN NaN NaN \n", "2022-11-15 NaN NaN NaN NaN NaN \n", "2022-11-16 NaN NaN NaN NaN NaN \n", "2022-11-17 NaN NaN NaN NaN NaN \n", "\n", "[38628 rows x 46 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather" ] }, { "cell_type": "markdown", "id": "7f47820d-2fac-41c8-8cbc-2251fbc8f8bd", "metadata": {}, "source": [ "We can see that some of these columns have missing data because maybe the sensor didn't work all the time properly or they didn't record data correctly. We have to fix that as machine learning models can't work with missing values. What we'll do here is to get rid of the columns that have a ton of missing values. To do that we're going to find the percentage of null values in each column and drop those that have more than 5% of null values " ] }, { "cell_type": "code", "execution_count": 14, "id": "18d1988f-e07c-410f-b2e5-8f365253bdc5", "metadata": {}, "outputs": [], "source": [ "null_pct = weather.apply(pd.isnull).sum()/weather.shape[0]" ] }, { "cell_type": "code", "execution_count": 15, "id": "c953bd38-54e7-4999-b51e-7e4e82e3489c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "STATION 0.000000\n", "NAME 0.000000\n", "ACMH 0.502175\n", "ACSH 0.502149\n", "AWND 0.264834\n", "FMTM 0.475769\n", "PGTM 0.349643\n", "PRCP 0.000000\n", "SNOW 0.000000\n", "SNWD 0.000026\n", "TAVG 0.679455\n", "TMAX 0.000000\n", "TMIN 0.000000\n", "TSUN 0.997774\n", "WDF1 0.599177\n", "WDF2 0.497929\n", "WDF5 0.500337\n", "WDFG 0.659910\n", "WDFM 0.903101\n", "WESD 0.683882\n", "WSF1 0.599073\n", "WSF2 0.497929\n", "WSF5 0.500362\n", "WSFG 0.599151\n", "WSFM 0.903101\n", "WT01 0.656208\n", "WT02 0.952211\n", "WT03 0.931811\n", "WT04 0.982267\n", "WT05 0.981257\n", "WT06 0.990525\n", "WT07 0.994641\n", "WT08 0.776043\n", "WT09 0.994305\n", "WT11 0.999146\n", "WT13 0.893290\n", "WT14 0.955576\n", "WT15 0.997825\n", "WT16 0.664104\n", "WT17 0.996971\n", "WT18 0.937610\n", "WT19 0.999741\n", "WT21 0.999819\n", "WT22 0.997437\n", "WV01 0.999974\n", "WV20 0.999974\n", "dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "null_pct" ] }, { "cell_type": "code", "execution_count": 16, "id": "6f214a32-fc45-4770-91d8-1d12cce6c675", "metadata": {}, "outputs": [], "source": [ "valid_columns = weather.columns[null_pct < .05]" ] }, { "cell_type": "code", "execution_count": 59, "id": "833b1f5e-749f-4ea1-9bc4-9be310795962", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Columns to keep\n" ] }, { "data": { "text/plain": [ "Index(['STATION', 'NAME', 'PRCP', 'SNOW', 'SNWD', 'TMAX', 'TMIN'], dtype='object')" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Columns to keep\")\n", "valid_columns" ] }, { "cell_type": "markdown", "id": "62ef1fba-d6ee-4080-b036-ecb9823ffc62", "metadata": {}, "source": [ "The next thing we're going to do is to subset our data using only our valid columns" ] }, { "cell_type": "code", "execution_count": 18, "id": "e6fe3df6-dfcb-4602-a7f0-41f786230959", "metadata": {}, "outputs": [], "source": [ "weather = weather[valid_columns].copy()" ] }, { "cell_type": "code", "execution_count": 60, "id": "a6aecdce-194a-4e74-9b10-5ece52dc085c", "metadata": {}, "outputs": [], "source": [ "weather.columns = weather.columns.str.lower() # Turning all the columns to lowercase to save time holding shift" ] }, { "cell_type": "markdown", "id": "975d36c9-8356-43f9-be58-47d11c9919b4", "metadata": {}, "source": [ "As we are dealing with time series data we're going to make sure that our data type for indexes is date to make it easier to work with later on." ] }, { "cell_type": "code", "execution_count": 20, "id": "cb1b53d6-ae64-492c-850e-09978bdab2ab", "metadata": {}, "outputs": [], "source": [ "weather.index = pd.to_datetime(weather.index)" ] }, { "cell_type": "markdown", "id": "cbb42053-f311-489c-a398-5e2d7bb45b33", "metadata": {}, "source": [ "## Split the Data" ] }, { "cell_type": "markdown", "id": "59e4bee1-a79c-4aa7-8dfe-cc88cbfb59eb", "metadata": {}, "source": [ "We're going to split the dataframe up into two. One that has data for JFK Airport and one that has data for Lagardia Airport and cmbine them so they fit together and add extra columns to each row. So each row is going to have a unique date and data from each station will show up in a single row. " ] }, { "cell_type": "code", "execution_count": 21, "id": "e1ac2f9d-15cb-4bac-a3cd-bcaa736b2427", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['USW00014732', 'USW00094789'], dtype=object)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather[\"station\"].unique()" ] }, { "cell_type": "code", "execution_count": 22, "id": "d09f52f4-4fa3-4773-8941-234c5dc6341d", "metadata": {}, "outputs": [], "source": [ "lga = weather[weather[\"station\"] == \"USW00014732\"].copy()" ] }, { "cell_type": "code", "execution_count": 23, "id": "cd95f59f-a97b-4c89-9f55-118ea65f31dc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stationnameprcpsnowsnwdtmaxtmin
DATE
1970-01-01USW00014732LAGUARDIA AIRPORT, NY US0.000.00.02821
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1970-01-03USW00014732LAGUARDIA AIRPORT, NY US0.050.40.03526
1970-01-04USW00014732LAGUARDIA AIRPORT, NY US0.000.00.03022
1970-01-05USW00014732LAGUARDIA AIRPORT, NY US0.000.00.03521
........................
2022-11-13USW00014732LAGUARDIA AIRPORT, NY US0.020.00.06243
2022-11-14USW00014732LAGUARDIA AIRPORT, NY US0.000.00.04638
2022-11-15USW00014732LAGUARDIA AIRPORT, NY US0.490.00.04836
2022-11-16USW00014732LAGUARDIA AIRPORT, NY US0.200.00.05139
2022-11-17USW00014732LAGUARDIA AIRPORT, NY US0.000.00.04739
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19314 rows × 7 columns

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" ], "text/plain": [ " station name prcp snow snwd tmax \\\n", "DATE \n", "1970-01-01 USW00014732 LAGUARDIA AIRPORT, NY US 0.00 0.0 0.0 28 \n", "1970-01-02 USW00014732 LAGUARDIA AIRPORT, NY US 0.00 0.0 0.0 29 \n", "1970-01-03 USW00014732 LAGUARDIA AIRPORT, NY US 0.05 0.4 0.0 35 \n", "1970-01-04 USW00014732 LAGUARDIA AIRPORT, NY US 0.00 0.0 0.0 30 \n", "1970-01-05 USW00014732 LAGUARDIA AIRPORT, NY US 0.00 0.0 0.0 35 \n", "... ... ... ... ... ... ... \n", "2022-11-13 USW00014732 LAGUARDIA AIRPORT, NY US 0.02 0.0 0.0 62 \n", "2022-11-14 USW00014732 LAGUARDIA AIRPORT, NY US 0.00 0.0 0.0 46 \n", "2022-11-15 USW00014732 LAGUARDIA AIRPORT, NY US 0.49 0.0 0.0 48 \n", "2022-11-16 USW00014732 LAGUARDIA AIRPORT, NY US 0.20 0.0 0.0 51 \n", "2022-11-17 USW00014732 LAGUARDIA AIRPORT, NY US 0.00 0.0 0.0 47 \n", "\n", " tmin \n", "DATE \n", "1970-01-01 21 \n", "1970-01-02 19 \n", "1970-01-03 26 \n", "1970-01-04 22 \n", "1970-01-05 21 \n", "... ... \n", "2022-11-13 43 \n", "2022-11-14 38 \n", "2022-11-15 36 \n", "2022-11-16 39 \n", "2022-11-17 39 \n", "\n", "[19314 rows x 7 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lga" ] }, { "cell_type": "code", "execution_count": 24, "id": "458040f7-5857-4854-b497-72e52934299b", "metadata": {}, "outputs": [], "source": [ "weather = weather[weather[\"station\"] == \"USW00094789\"].copy()" ] }, { "cell_type": "code", "execution_count": 25, "id": "c9e54240-91d3-44de-952b-f6b2a40b7d48", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stationnameprcpsnowsnwdtmaxtmin
DATE
1970-01-01USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.02822
1970-01-02USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03122
1970-01-03USW00094789JFK INTERNATIONAL AIRPORT, NY US0.020.00.03825
1970-01-04USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03123
1970-01-05USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03521
........................
2022-11-13USW00094789JFK INTERNATIONAL AIRPORT, NY US0.090.00.06142
2022-11-14USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04735
2022-11-15USW00094789JFK INTERNATIONAL AIRPORT, NY US0.430.00.04633
2022-11-16USW00094789JFK INTERNATIONAL AIRPORT, NY US0.200.00.05341
2022-11-17USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04738
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19314 rows × 7 columns

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" ], "text/plain": [ " station name prcp snow snwd \\\n", "DATE \n", "1970-01-01 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 0.0 \n", "1970-01-02 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 0.0 \n", "1970-01-03 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.02 0.0 0.0 \n", "1970-01-04 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 0.0 \n", "1970-01-05 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 0.0 \n", "... ... ... ... ... ... \n", "2022-11-13 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.09 0.0 0.0 \n", "2022-11-14 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 0.0 \n", "2022-11-15 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.43 0.0 0.0 \n", "2022-11-16 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.20 0.0 0.0 \n", "2022-11-17 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 0.0 \n", "\n", " tmax tmin \n", "DATE \n", "1970-01-01 28 22 \n", "1970-01-02 31 22 \n", "1970-01-03 38 25 \n", "1970-01-04 31 23 \n", "1970-01-05 35 21 \n", "... ... ... \n", "2022-11-13 61 42 \n", "2022-11-14 47 35 \n", "2022-11-15 46 33 \n", "2022-11-16 53 41 \n", "2022-11-17 47 38 \n", "\n", "[19314 rows x 7 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather" ] }, { "cell_type": "code", "execution_count": 26, "id": "a57b6187-8ca2-4bad-8dbc-57dc9d7c9f4b", "metadata": {}, "outputs": [], "source": [ "weather = weather.merge(lga, left_index=True, right_index=True)" ] }, { "cell_type": "code", "execution_count": 27, "id": "1ac97127-a103-406b-a1d5-907097e95564", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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station_xname_xprcp_xsnow_xsnwd_xtmax_xtmin_xstation_yname_yprcp_ysnow_ysnwd_ytmax_ytmin_y
DATE
1970-01-01USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.02822USW00014732LAGUARDIA AIRPORT, NY US0.000.00.02821
1970-01-02USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03122USW00014732LAGUARDIA AIRPORT, NY US0.000.00.02919
1970-01-03USW00094789JFK INTERNATIONAL AIRPORT, NY US0.020.00.03825USW00014732LAGUARDIA AIRPORT, NY US0.050.40.03526
1970-01-04USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03123USW00014732LAGUARDIA AIRPORT, NY US0.000.00.03022
1970-01-05USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03521USW00014732LAGUARDIA AIRPORT, NY US0.000.00.03521
.............................................
2022-11-13USW00094789JFK INTERNATIONAL AIRPORT, NY US0.090.00.06142USW00014732LAGUARDIA AIRPORT, NY US0.020.00.06243
2022-11-14USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04735USW00014732LAGUARDIA AIRPORT, NY US0.000.00.04638
2022-11-15USW00094789JFK INTERNATIONAL AIRPORT, NY US0.430.00.04633USW00014732LAGUARDIA AIRPORT, NY US0.490.00.04836
2022-11-16USW00094789JFK INTERNATIONAL AIRPORT, NY US0.200.00.05341USW00014732LAGUARDIA AIRPORT, NY US0.200.00.05139
2022-11-17USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04738USW00014732LAGUARDIA AIRPORT, NY US0.000.00.04739
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19314 rows × 14 columns

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" ], "text/plain": [ " station_x name_x prcp_x snow_x \\\n", "DATE \n", "1970-01-01 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-02 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-03 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.02 0.0 \n", "1970-01-04 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-05 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "... ... ... ... ... \n", "2022-11-13 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.09 0.0 \n", "2022-11-14 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "2022-11-15 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.43 0.0 \n", "2022-11-16 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.20 0.0 \n", "2022-11-17 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "\n", " snwd_x tmax_x tmin_x station_y name_y \\\n", "DATE \n", "1970-01-01 0.0 28 22 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-02 0.0 31 22 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-03 0.0 38 25 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-04 0.0 31 23 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-05 0.0 35 21 USW00014732 LAGUARDIA AIRPORT, NY US \n", "... ... ... ... ... ... \n", "2022-11-13 0.0 61 42 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-14 0.0 47 35 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-15 0.0 46 33 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-16 0.0 53 41 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-17 0.0 47 38 USW00014732 LAGUARDIA AIRPORT, NY US \n", "\n", " prcp_y snow_y snwd_y tmax_y tmin_y \n", "DATE \n", "1970-01-01 0.00 0.0 0.0 28 21 \n", "1970-01-02 0.00 0.0 0.0 29 19 \n", "1970-01-03 0.05 0.4 0.0 35 26 \n", "1970-01-04 0.00 0.0 0.0 30 22 \n", "1970-01-05 0.00 0.0 0.0 35 21 \n", "... ... ... ... ... ... \n", "2022-11-13 0.02 0.0 0.0 62 43 \n", "2022-11-14 0.00 0.0 0.0 46 38 \n", "2022-11-15 0.49 0.0 0.0 48 36 \n", "2022-11-16 0.20 0.0 0.0 51 39 \n", "2022-11-17 0.00 0.0 0.0 47 39 \n", "\n", "[19314 rows x 14 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather" ] }, { "cell_type": "markdown", "id": "1e798190-5de0-468e-93a7-8e51acce2729", "metadata": {}, "source": [ "## Set up for the algorithm" ] }, { "cell_type": "markdown", "id": "7c164200-428b-49ab-b069-7d4449c07a58", "metadata": {}, "source": [ "Now we're ready to do the set up for our Prophet algorithm. What we're going to do here is to set up the `target` which is the thing we're trying to predict i.e. the future temperature at JFK Airport" ] }, { "cell_type": "code", "execution_count": 61, "id": "6fd37ba1-0fce-4553-a2c2-2b746359837e", "metadata": {}, "outputs": [], "source": [ "weather['y'] = weather.shift(-1)[\"tmax_x\"] # Take the maximum daily temperature at JFK Airport and shift it back one day" ] }, { "cell_type": "code", "execution_count": 29, "id": "4737ebd0-886b-4084-820d-d604cdf563d7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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tmax_xy
DATE
1970-01-012831.0
1970-01-023138.0
1970-01-033831.0
1970-01-043135.0
1970-01-053536.0
.........
2022-11-136147.0
2022-11-144746.0
2022-11-154653.0
2022-11-165347.0
2022-11-1747NaN
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19314 rows × 2 columns

\n", "
" ], "text/plain": [ " tmax_x y\n", "DATE \n", "1970-01-01 28 31.0\n", "1970-01-02 31 38.0\n", "1970-01-03 38 31.0\n", "1970-01-04 31 35.0\n", "1970-01-05 35 36.0\n", "... ... ...\n", "2022-11-13 61 47.0\n", "2022-11-14 47 46.0\n", "2022-11-15 46 53.0\n", "2022-11-16 53 47.0\n", "2022-11-17 47 NaN\n", "\n", "[19314 rows x 2 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather[[\"tmax_x\", \"y\"]]" ] }, { "cell_type": "markdown", "id": "5692485b-a914-413c-bbab-74c87407f4fb", "metadata": {}, "source": [ "The dataframe above means we can use today's max temperature to help us predict tomorrow's max temperature. So `y` represents tomorrow's max temperature." ] }, { "cell_type": "markdown", "id": "b2f278a5-3851-4150-ba93-0aa0515be37e", "metadata": {}, "source": [ "To fill the null values we're going to usse the ffill() method (forward fill) which takes the last non null value in a column to fill in the next null value. It doesn't make total sense to fill in `NaN` values with yesterday temperature but it makes it easier to forecast the future and it's not going to mess up our predictions." ] }, { "cell_type": "code", "execution_count": 30, "id": "3ebc8517-bb63-4c40-836e-7f557f4c7459", "metadata": {}, "outputs": [], "source": [ "weather = weather.ffill()" ] }, { "cell_type": "code", "execution_count": 31, "id": "5dcc3683-f7ef-4754-ae7b-a82d9a172b15", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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station_xname_xprcp_xsnow_xsnwd_xtmax_xtmin_xstation_yname_yprcp_ysnow_ysnwd_ytmax_ytmin_yy
DATE
1970-01-01USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.02822USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0282131.0
1970-01-02USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03122USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0291938.0
1970-01-03USW00094789JFK INTERNATIONAL AIRPORT, NY US0.020.00.03825USW00014732LAGUARDIA AIRPORT, NY US0.050.40.0352631.0
1970-01-04USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03123USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0302235.0
1970-01-05USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03521USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0352136.0
................................................
2022-11-13USW00094789JFK INTERNATIONAL AIRPORT, NY US0.090.00.06142USW00014732LAGUARDIA AIRPORT, NY US0.020.00.0624347.0
2022-11-14USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04735USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0463846.0
2022-11-15USW00094789JFK INTERNATIONAL AIRPORT, NY US0.430.00.04633USW00014732LAGUARDIA AIRPORT, NY US0.490.00.0483653.0
2022-11-16USW00094789JFK INTERNATIONAL AIRPORT, NY US0.200.00.05341USW00014732LAGUARDIA AIRPORT, NY US0.200.00.0513947.0
2022-11-17USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04738USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0473947.0
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19314 rows × 15 columns

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" ], "text/plain": [ " station_x name_x prcp_x snow_x \\\n", "DATE \n", "1970-01-01 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-02 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-03 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.02 0.0 \n", "1970-01-04 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-05 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "... ... ... ... ... \n", "2022-11-13 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.09 0.0 \n", "2022-11-14 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "2022-11-15 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.43 0.0 \n", "2022-11-16 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.20 0.0 \n", "2022-11-17 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "\n", " snwd_x tmax_x tmin_x station_y name_y \\\n", "DATE \n", "1970-01-01 0.0 28 22 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-02 0.0 31 22 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-03 0.0 38 25 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-04 0.0 31 23 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-05 0.0 35 21 USW00014732 LAGUARDIA AIRPORT, NY US \n", "... ... ... ... ... ... \n", "2022-11-13 0.0 61 42 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-14 0.0 47 35 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-15 0.0 46 33 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-16 0.0 53 41 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-17 0.0 47 38 USW00014732 LAGUARDIA AIRPORT, NY US \n", "\n", " prcp_y snow_y snwd_y tmax_y tmin_y y \n", "DATE \n", "1970-01-01 0.00 0.0 0.0 28 21 31.0 \n", "1970-01-02 0.00 0.0 0.0 29 19 38.0 \n", "1970-01-03 0.05 0.4 0.0 35 26 31.0 \n", "1970-01-04 0.00 0.0 0.0 30 22 35.0 \n", "1970-01-05 0.00 0.0 0.0 35 21 36.0 \n", "... ... ... ... ... ... ... \n", "2022-11-13 0.02 0.0 0.0 62 43 47.0 \n", "2022-11-14 0.00 0.0 0.0 46 38 46.0 \n", "2022-11-15 0.49 0.0 0.0 48 36 53.0 \n", "2022-11-16 0.20 0.0 0.0 51 39 47.0 \n", "2022-11-17 0.00 0.0 0.0 47 39 47.0 \n", "\n", "[19314 rows x 15 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather" ] }, { "cell_type": "code", "execution_count": 62, "id": "5ed35751-85af-441d-a9ff-d5c59eb49be0", "metadata": {}, "outputs": [], "source": [ "weather[\"ds\"] = weather.index # Prophet needs the index to be called ds" ] }, { "cell_type": "code", "execution_count": 33, "id": "0c5be6aa-682a-4449-ade0-cb9dfa0f89db", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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station_xname_xprcp_xsnow_xsnwd_xtmax_xtmin_xstation_yname_yprcp_ysnow_ysnwd_ytmax_ytmin_yyds
DATE
1970-01-01USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.02822USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0282131.01970-01-01
1970-01-02USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03122USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0291938.01970-01-02
1970-01-03USW00094789JFK INTERNATIONAL AIRPORT, NY US0.020.00.03825USW00014732LAGUARDIA AIRPORT, NY US0.050.40.0352631.01970-01-03
1970-01-04USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03123USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0302235.01970-01-04
1970-01-05USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.03521USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0352136.01970-01-05
...................................................
2022-11-13USW00094789JFK INTERNATIONAL AIRPORT, NY US0.090.00.06142USW00014732LAGUARDIA AIRPORT, NY US0.020.00.0624347.02022-11-13
2022-11-14USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04735USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0463846.02022-11-14
2022-11-15USW00094789JFK INTERNATIONAL AIRPORT, NY US0.430.00.04633USW00014732LAGUARDIA AIRPORT, NY US0.490.00.0483653.02022-11-15
2022-11-16USW00094789JFK INTERNATIONAL AIRPORT, NY US0.200.00.05341USW00014732LAGUARDIA AIRPORT, NY US0.200.00.0513947.02022-11-16
2022-11-17USW00094789JFK INTERNATIONAL AIRPORT, NY US0.000.00.04738USW00014732LAGUARDIA AIRPORT, NY US0.000.00.0473947.02022-11-17
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19314 rows × 16 columns

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" ], "text/plain": [ " station_x name_x prcp_x snow_x \\\n", "DATE \n", "1970-01-01 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-02 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-03 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.02 0.0 \n", "1970-01-04 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "1970-01-05 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "... ... ... ... ... \n", "2022-11-13 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.09 0.0 \n", "2022-11-14 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "2022-11-15 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.43 0.0 \n", "2022-11-16 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.20 0.0 \n", "2022-11-17 USW00094789 JFK INTERNATIONAL AIRPORT, NY US 0.00 0.0 \n", "\n", " snwd_x tmax_x tmin_x station_y name_y \\\n", "DATE \n", "1970-01-01 0.0 28 22 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-02 0.0 31 22 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-03 0.0 38 25 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-04 0.0 31 23 USW00014732 LAGUARDIA AIRPORT, NY US \n", "1970-01-05 0.0 35 21 USW00014732 LAGUARDIA AIRPORT, NY US \n", "... ... ... ... ... ... \n", "2022-11-13 0.0 61 42 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-14 0.0 47 35 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-15 0.0 46 33 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-16 0.0 53 41 USW00014732 LAGUARDIA AIRPORT, NY US \n", "2022-11-17 0.0 47 38 USW00014732 LAGUARDIA AIRPORT, NY US \n", "\n", " prcp_y snow_y snwd_y tmax_y tmin_y y ds \n", "DATE \n", "1970-01-01 0.00 0.0 0.0 28 21 31.0 1970-01-01 \n", "1970-01-02 0.00 0.0 0.0 29 19 38.0 1970-01-02 \n", "1970-01-03 0.05 0.4 0.0 35 26 31.0 1970-01-03 \n", "1970-01-04 0.00 0.0 0.0 30 22 35.0 1970-01-04 \n", "1970-01-05 0.00 0.0 0.0 35 21 36.0 1970-01-05 \n", "... ... ... ... ... ... ... ... \n", "2022-11-13 0.02 0.0 0.0 62 43 47.0 2022-11-13 \n", "2022-11-14 0.00 0.0 0.0 46 38 46.0 2022-11-14 \n", "2022-11-15 0.49 0.0 0.0 48 36 53.0 2022-11-15 \n", "2022-11-16 0.20 0.0 0.0 51 39 47.0 2022-11-16 \n", "2022-11-17 0.00 0.0 0.0 47 39 47.0 2022-11-17 \n", "\n", "[19314 rows x 16 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather" ] }, { "cell_type": "code", "execution_count": 34, "id": "cd40f45e-7f27-4cdf-857c-b123f654ee86", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['station_x', 'name_x', 'prcp_x', 'snow_x', 'snwd_x', 'tmax_x', 'tmin_x',\n", " 'station_y', 'name_y', 'prcp_y', 'snow_y', 'snwd_y', 'tmax_y', 'tmin_y',\n", " 'y', 'ds'],\n", " dtype='object')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weather.columns" ] }, { "cell_type": "code", "execution_count": 63, "id": "8fd49d52-0205-4bfd-890c-295ad28e2066", "metadata": {}, "outputs": [], "source": [ "predictors = weather.columns[~weather.columns.isin([\"y\", \"name_x\", \"station_x\", \"name_y\", \"station_y\", \"ds\"])] # the '~' operator stands for exclude" ] }, { "cell_type": "code", "execution_count": 36, "id": "991944c2-0257-490b-9ba8-021870bd80f0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['prcp_x', 'snow_x', 'snwd_x', 'tmax_x', 'tmin_x', 'prcp_y', 'snow_y',\n", " 'snwd_y', 'tmax_y', 'tmin_y'],\n", " dtype='object')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictors" ] }, { "cell_type": "code", "execution_count": 37, "id": "e6b5edda-dd75-4e33-94dc-0c4dbe248dd9", "metadata": {}, "outputs": [], "source": [ "train = weather[:\"2021-12-31\"] \n", "test = weather[\"2021-12-31\":]" ] }, { "cell_type": "markdown", "id": "cbc0ab48-5fd5-429f-938d-1c10b7a4a3fb", "metadata": {}, "source": [ "## Run Prophet for 2022" ] }, { "cell_type": "code", "execution_count": 38, "id": "985c4a96-937c-4cd1-9de5-6995c2a1f74e", "metadata": {}, "outputs": [], "source": [ "from prophet import Prophet" ] }, { "cell_type": "code", "execution_count": 39, "id": "de5d8e4b-a2e6-4dd8-87b8-d3a72de079c5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "17:39:04 - cmdstanpy - INFO - Chain [1] start processing\n", "17:39:29 - cmdstanpy - INFO - Chain [1] done processing\n" ] } ], "source": [ "def fit_prophet(train):\n", " m = Prophet()\n", " for p in predictors:\n", " m.add_regressor(p)\n", " m.fit(train)\n", " return m\n", "\n", "m = fit_prophet(train)\n", " " ] }, { "cell_type": "code", "execution_count": 40, "id": "a1e873aa-05b5-460a-afcb-caa8c1a155b7", "metadata": {}, "outputs": [], "source": [ "predictions = m.predict(test)" ] }, { "cell_type": "code", "execution_count": 41, "id": "05451334-9740-401c-8e0a-52109630e23a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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322 rows × 52 columns

\n", "
" ], "text/plain": [ " ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n", "0 2021-12-31 61.451789 43.770868 58.958793 61.451789 61.451789 \n", "1 2022-01-01 61.451564 44.888911 59.704787 61.451564 61.451564 \n", "2 2022-01-02 61.451340 41.934794 56.965415 61.451340 61.451340 \n", "3 2022-01-03 61.451115 30.913910 46.170157 61.451115 61.451115 \n", "4 2022-01-04 61.450890 28.548837 43.612621 61.450890 61.450890 \n", ".. ... ... ... ... ... ... \n", "317 2022-11-13 61.380525 48.858908 63.854308 61.356639 61.399554 \n", "318 2022-11-14 61.380300 42.163668 57.870300 61.356268 61.399399 \n", "319 2022-11-15 61.380075 41.399907 56.863337 61.355897 61.399236 \n", "320 2022-11-16 61.379851 43.093405 58.532970 61.355525 61.399070 \n", "321 2022-11-17 61.379626 42.372965 57.650695 61.355154 61.399004 \n", "\n", " additive_terms additive_terms_lower additive_terms_upper \\\n", "0 -10.169568 -10.169568 -10.169568 \n", "1 -9.472289 -9.472289 -9.472289 \n", "2 -11.882048 -11.882048 -11.882048 \n", "3 -22.892606 -22.892606 -22.892606 \n", "4 -25.299019 -25.299019 -25.299019 \n", ".. ... ... ... \n", "317 -5.038643 -5.038643 -5.038643 \n", "318 -11.143413 -11.143413 -11.143413 \n", "319 -12.079177 -12.079177 -12.079177 \n", "320 -10.704830 -10.704830 -10.704830 \n", "321 -11.496692 -11.496692 -11.496692 \n", "\n", " extra_regressors_additive ... weekly weekly_lower weekly_upper \\\n", "0 -2.404798 ... 0.024395 0.024395 0.024395 \n", "1 -1.623890 ... -0.016400 -0.016400 -0.016400 \n", "2 -4.101609 ... 0.092322 0.092322 0.092322 \n", "3 -15.309001 ... 0.327882 0.327882 0.327882 \n", "4 -17.258012 ... -0.092811 -0.092811 -0.092811 \n", ".. ... ... ... ... ... \n", "317 -2.145620 ... 0.092322 0.092322 0.092322 \n", "318 -8.348148 ... 0.327882 0.327882 0.327882 \n", "319 -8.726067 ... -0.092811 -0.092811 -0.092811 \n", "320 -7.045962 ... -0.262147 -0.262147 -0.262147 \n", "321 -7.891114 ... -0.073240 -0.073240 -0.073240 \n", "\n", " yearly yearly_lower yearly_upper multiplicative_terms \\\n", "0 -7.789165 -7.789165 -7.789165 0.0 \n", "1 -7.831998 -7.831998 -7.831998 0.0 \n", "2 -7.872761 -7.872761 -7.872761 0.0 \n", "3 -7.911487 -7.911487 -7.911487 0.0 \n", "4 -7.948196 -7.948196 -7.948196 0.0 \n", ".. ... ... ... ... \n", "317 -2.985346 -2.985346 -2.985346 0.0 \n", "318 -3.123147 -3.123147 -3.123147 0.0 \n", "319 -3.260299 -3.260299 -3.260299 0.0 \n", "320 -3.396721 -3.396721 -3.396721 0.0 \n", "321 -3.532338 -3.532338 -3.532338 0.0 \n", "\n", " multiplicative_terms_lower multiplicative_terms_upper yhat \n", "0 0.0 0.0 51.282221 \n", "1 0.0 0.0 51.979276 \n", "2 0.0 0.0 49.569291 \n", "3 0.0 0.0 38.558509 \n", "4 0.0 0.0 36.151871 \n", ".. ... ... ... \n", "317 0.0 0.0 56.341881 \n", "318 0.0 0.0 50.236887 \n", "319 0.0 0.0 49.300898 \n", "320 0.0 0.0 50.675021 \n", "321 0.0 0.0 49.882933 \n", "\n", "[322 rows x 52 columns]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictions" ] }, { "cell_type": "markdown", "id": "8a89b617-3fc1-4342-9beb-67e09dea98b9", "metadata": {}, "source": [ "So for each day we have a predict temperature (yhat). What prophet does is basically time series forecasting. It picks up different components from the time series and tries to model how that time series will change. We can look more deeply into what Prophet is doing by plotting the different components that go into Prophet." ] }, { "cell_type": "code", "execution_count": 42, "id": "dab4e168-f9a7-44cb-ba81-05b9c25ade00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather[\"2018-12-31\":].plot(\"ds\", \"y\")" ] }, { "cell_type": "markdown", "id": "1deedef2-2f8a-41bf-aece-d2c91ca9d2b2", "metadata": {}, "source": [ "We can see there is a strong pattern in our daily temperatures. So during the summer which is where the peaks are, our temperature is high and in the bottom, the temperature is low. And this pattern repeats overtime. We can refer it as a seasonal pattern. Prophet separates the temperatures into these different factors like how much the month impacts the temperature, how much the day of the week impacts the temperature, is there a general trend in the temperature seperate from these seasonal facts? And it tries to predict each one separately and then adds them together to get the final prediction. " ] }, { "cell_type": "code", "execution_count": 43, "id": "50930fc1-7173-40ae-a40a-fa472489bb95", "metadata": {}, "outputs": [], "source": [ "from prophet.plot import plot_plotly, plot_components_plotly, plot_cross_validation_metric" ] }, { "cell_type": "code", "execution_count": 44, "id": "c4d75c2c-61cf-4019-bee9-c3d0b73de721", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "line": { "color": "#0072B2", "width": 2 }, "mode": "lines", "name": "trend", "type": "scatter", "x": [ "2021-12-31T00:00:00", "2022-01-01T00:00:00", "2022-01-02T00:00:00", "2022-01-03T00:00:00", "2022-01-04T00:00:00", "2022-01-05T00:00:00", "2022-01-06T00:00:00", "2022-01-07T00:00:00", "2022-01-08T00:00:00", "2022-01-09T00:00:00", "2022-01-10T00:00:00", "2022-01-11T00:00:00", "2022-01-12T00:00:00", "2022-01-13T00:00:00", 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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_components_plotly(m, predictions)" ] }, { "cell_type": "markdown", "id": "5fb708bf-f902-41e0-8572-f21eeb646b7f", "metadata": {}, "source": [ "Now let's look at how important our columns are to Prophet's predictions" ] }, { "cell_type": "code", "execution_count": 45, "id": "8d3fad58-31b0-414a-8a90-d915bb4b2962", "metadata": {}, "outputs": [], "source": [ "from prophet.utilities import regressor_coefficients" ] }, { "cell_type": "code", "execution_count": 46, "id": "4f1ef9b0-ae92-4598-8c3e-b65e1e5f5dd9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regressorregressor_modecentercoef_lowercoefcoef_upper
0prcp_xadditive0.118130-0.195667-0.195667-0.195667
1snow_xadditive0.064540-0.011915-0.011915-0.011915
2snwd_xadditive0.2096350.0632960.0632960.063296
3tmax_xadditive61.7586480.0123990.0123990.012399
4tmin_xadditive47.494024-0.083919-0.083919-0.083919
5prcp_yadditive0.123378-0.321682-0.321682-0.321682
6snow_yadditive0.071347-0.491140-0.491140-0.491140
7snwd_yadditive0.217759-0.201450-0.201450-0.201450
8tmax_yadditive62.6092770.2814970.2814970.281497
9tmin_yadditive48.9231300.4272950.4272950.427295
\n", "
" ], "text/plain": [ " regressor regressor_mode center coef_lower coef coef_upper\n", "0 prcp_x additive 0.118130 -0.195667 -0.195667 -0.195667\n", "1 snow_x additive 0.064540 -0.011915 -0.011915 -0.011915\n", "2 snwd_x additive 0.209635 0.063296 0.063296 0.063296\n", "3 tmax_x additive 61.758648 0.012399 0.012399 0.012399\n", "4 tmin_x additive 47.494024 -0.083919 -0.083919 -0.083919\n", "5 prcp_y additive 0.123378 -0.321682 -0.321682 -0.321682\n", "6 snow_y additive 0.071347 -0.491140 -0.491140 -0.491140\n", "7 snwd_y additive 0.217759 -0.201450 -0.201450 -0.201450\n", "8 tmax_y additive 62.609277 0.281497 0.281497 0.281497\n", "9 tmin_y additive 48.923130 0.427295 0.427295 0.427295" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regressor_coefficients(m)" ] }, { "cell_type": "markdown", "id": "33f54e83-2e9d-478d-874b-3e0fea15e654", "metadata": {}, "source": [ "The dataframe above shows the impact of a single regressor on our predictions. For exemple the first row shows us the impact of precipitations at JFK on tomorrow's temperature. And we can see that generally if it rains today, Prophet thinks tomorrow the temperature would be lower (indicated by a negative coefficient)" ] }, { "cell_type": "markdown", "id": "6f58a5bf-abdc-4826-b77c-7526c8ef1d90", "metadata": {}, "source": [ "Now let's look at the mean square error (mse) which is a very common way to measure how effective our model was. " ] }, { "cell_type": "code", "execution_count": 47, "id": "aa7ef54d-e5b4-44c2-b8bf-5b2572379900", "metadata": {}, "outputs": [], "source": [ "predictions.index = test.index\n", "predictions[\"actual\"] = test[\"y\"]" ] }, { "cell_type": "code", "execution_count": 48, "id": "2c0e063a-bd11-4bf5-ad49-1fa9fb0f832d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40.538174270609524\n" ] } ], "source": [ "def mse(predictions, actual_label=\"actual\", pred_label=\"yhat\"):\n", " se = ((predictions[actual_label] - predictions[pred_label])**2)\n", " print(se.mean())\n", " \n", "mse(predictions)" ] }, { "cell_type": "markdown", "id": "5add9282-d5a6-4242-a534-a511adcae0e1", "metadata": {}, "source": [ "## Cross validation" ] }, { "cell_type": "markdown", "id": "031b2155-d124-406e-ad10-ce8ef7ee14c8", "metadata": {}, "source": [ "If we evaluate our model across our whole dataset using cross validation, we can get a more realistic error estimate. So cross validation splits our data into multiple pieces and then uses the first piece for example to predict the second piece, then put the first and second pieces together and uses it to predict the third piece. What this makes sure is we are not training our model using the same data we're testing it on but we're still able to get a error metric or estimate accross a good portion of the data." ] }, { "cell_type": "code", "execution_count": 49, "id": "a7db9a4b-9049-46db-bf4a-543c5083c795", "metadata": {}, "outputs": [], "source": [ "from prophet.diagnostics import cross_validation" ] }, { "cell_type": "code", "execution_count": 52, "id": "8ba813f3-94a7-4366-83a0-a1cc6c975fd7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "17:53:43 - cmdstanpy - INFO - Chain [1] start processing\n", "17:54:03 - cmdstanpy - INFO - Chain [1] done processing\n" ] } ], "source": [ "m = fit_prophet(weather)\n", "cv = cross_validation(m, initial=f\"{365*5} days\", period=\"180 days\", horizon=\"180 days\", parallel=\"processes\")" ] }, { "cell_type": "code", "execution_count": 51, "id": "314964d6-05d2-486b-9339-3b2dd764449c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "36.179305024625876\n" ] } ], "source": [ "mse(cv, actual_label=\"y\")" ] }, { "cell_type": "markdown", "id": "aa426034-ad74-4aa0-88fb-8675351faac3", "metadata": {}, "source": [ "Our `error` accross the `whole dataset` is a little bit lower than our `error` of just `2022`. Maybe there was something weird happening in 2022" ] }, { "cell_type": "code", "execution_count": 54, "id": "87997ffa-b6d0-49ee-8349-83467125b81e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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t7wQL980FFq3P/Yv1W4Nsw/jTC9Ph87nr4LXvl8Mpj3wVqA0dc8+1L4v+CjqcGLNWyQWsW98uzMzHLGQC9YtTl8JzXy+BPzyXvwzprH9MoehRqDMrwpR0Ana+XVPLmhC/nC8yvf7hWdo8OPr+yfDqd8vhwqe/DdyPLYzv1GaEifnBT+fBi98uhXOenOpZz4kPfxm4L7lCKKQUMJbkQdJuKWyjihSD8LdKUyMPgsJykvBw0T3wh+ibeWlvMXGOHx/5HCYUXws9rPxvTrKp2hJJ3cL3Jo2WHQiMaG7Oapq2M22yo5b3QpwhxcSyUS/fWC9c29YQCikK+DFLrKltIJX3OtXWN9EziHq1Vwj2ahML6satTSQnzXygMZGETfV0YSFJiBYyjXUSRmDqs+iyZiIcHp0Kfyl6wWCvgpv37il+GPpHlsFtsf96lttcF1dm4fWb8Vv+jjHt5okd1QGAgdYCOCiiPrWvrW0sKLOqxa57kn7lI5LKC15M2H2sZXBEJKXRNNFN2wlu0let8mw3E0nbF2N4oSAUUgzhrR9WwJ63fwzXv6YOPbvBo8y3i7Phmt8slCd7e/KLhbDn7R/DPR/RMu3GJS8fq4o3nRDPi0+Ashit3FwPg2/9EEbeM9FYn35aph/1NOwfn8KTXywil6/1uRmawJDbPoJpiiSBXv4tr309z3SXAADgzgmzlWUognUrS77Ibqprgt1u+QD2HivP4Jy0HRhw0wRlOxSwpq/dbv4AagjcMYHhALxdciP8t/hfULZ5vrTYp7PXwNDbP4IrXpie+z4RsHJzvefnNBritAPJ7FU1gfuE4ZgHvpB+91HJtfBQ8X1wSGQaun7pyC2DbvlQqpErgwbYL/ITxMDMOnLyI1/CHrd9BLMIY+eH3yjXCIUUQ0gvwrkIPcNw81spW/59H9OEFIqDohePiA6WBVQ1psOaF0v8YHSURS9M1X8+Mi2FHnJ3YnzmS+8w1de/90pJkJt+PfSZfEM1he+beUa8siTXc1qWIJoGfv7NWJGbjVOGsi3yufzQpylh860f8Gedbz3rZ7PXujQpn83yduRUIVf9n7FS/QwfL77LaJtfSjIZP1Z0FzxbPBauir0svTfiJOHRorvgouhb6Pfs9E7zzrz63XJlnwqJNiAUUn4raHnrj290WTcFHiu6CzqBOTKwwlF+txxkWjUStsF5hGGINQuOj3xOKiuTY/ihKCDLSosgAvJ55Tju8aIQJ3rD3GBXwBa4PfYE7GGptX1ereu+GjJBeb9o6tB4RvQT6b19138Co6LT4Pqi58ntUfpZSOyzoZBiCAXgAuKJQnOgeuzzhfD6994S/fBvLoaR0WlwW9GT6PezVgZ3PANwe8j7gZc5zg+e/2ap0o/CD1Rmk+WbCmsupDFpztpAIbYf+WBjfbnkFrin+GFos/4nZdlfJBqSlnjnXZuHIdr42R7RVwApDeKtb8+QO3o6AHtYs2FmybnwuyjNlLamhsZOLTML+cFPyzbDbW/PkJrjro+NhzNjH8MrJTdL6+DJMTHBopHznbvj/Vk5z/ZeZGfHBwv1x/z5KGbVOYo5kU+EQoohFJqMYgHAAGsRvFr8d9g7MgN+999vctuezxV73ZZGuPLF6aSyVRauSWH9d4LgTo9sq1445RFzYXuPTVpgrC4M7JL69o/6vB65nucUVk3ZBvzc1/5NecVb1Fwwsig7fs7n4/SZC23NofdO8vz+Ly//CE9MXgij7pGXe6XkZiix4nBL0ThpGdbc8zzR7HrJM9OUdalw9AOT4fHJC2GsJIP7DhH1+3DkfZNdn/lkfJifx0OfzYeXPBh9b4s9AbfHnoCaBu9DEvWXYtnC3/9FNNtQlurXpxdOlvpQSCkgmPTEtyyAp4r/AbtH5sELxbdBreJF+C1jtoFQQP9wrxTzAiYQK4MGiEJwbYxq8c/1NhzUj8kvnII7XnjDTYem33c/h4ofl+cmxQYFP0gc3VuBf/8wL74ev+ATbMooAmQEb5WwBc6KfQxnxj4Gq86MRpYK2ZMvhjg8VHQvnOZhXmoJhEKKAryjHQbHcQRVXyGgk6V2AotBAo6JTIHOAf0+sIlfiMs/JgcGWex1waueg5g5KmArzCw9D94r/isA4OO+rfhLqLrp5wQdHA60BrnQRN3nG+JJYweQQgopTiNh09Y+9tkFfePOjqkTXAK4KR3kvkX+x5R6h2xtiTEHCsvDl0ddP4tgc+OU6GdwRPQb+EfR44HqMY1QSPHA/75dKo0sYXHWE1/DyjxnANYBFuFzYfRduK/4AZhQ8hcAAJhOyMQqQxuog9tjT8A+keBRQip/DyoFNQX59i1YtG6r8PuCCCl7R1KRXv0iaq99L/CnQwzsUD3rkbBRG4Y24Zvfos5B+cO/v+h++KX0fNjJwn8nvwFh0T3rtjTCjn97H858/GtSby6IvgOnRz+WRuOxo/PRDHkEhsoU6mfKq0jrviNkK24JR8y7P5wDO/39/ZzU/clMLjrJEf7wxAgm5xCmzWMp8720fR/OzPph9bVo739EsuBVQuGEHbMIhRQPYLTgGL6Yh4eQ6aICtkBQqRiT4D9Gwv4OjH4PAADtrJS54W6PjKBe3vsAAFfGXoEzYx/D88W3++kqijES+3EaL041k1emJXA78tuC7M3Ck0bWIIoghlF9e8FkOvo0KMNA2fDIfDYeA3N0NEXcdX7sPdKtWJj1u815faYQxnY7WA83Fj0HY4uegI9n4k7A7DyZHoDzp6X1MfnQiFHpGXSAmYgHW3Nhdsnv4dXiv0NHkD+bodYsuKv4P5nPmHbsWWK2a3YKRiXrcxuogwUlZ8JnxVeBBbZ0yudXS0lHKKQUGHaz5sGPpRfBf4ruNV53EFXxRdG34OeS82GAtUhapoflFoLMaSgQ4qTCfJ9aCO7BwARU6nipHllLMxnvHjFNNqf+PflavFtbWdNSPsw6baEWboqN83ynTYI2jg58XPxnWFR6BnSCTbnuEgBQtUrqvv+n+B4osRKwe2QejCv+h7TcSyW3cB3w7oGXJoUVTGxJuctjb0DEcqBnZDUcFpkqrS0UUn6j2NKYgAc/nQfzOcdITLXuOAAXxN4FAIDDonhCqGmLN8Djn+tFgpCWCMnieH3R89DKaoRbi3BacssS66/zQfGP1ecFffWx/L6drMXwVNE/YUTke826RWDsr+khPiQyDR4o+jdUwFb4Ydkm7TZi3Akql3IEPz/u/3iuUdPbKoLZNNJgjjeH36I218XhfuEETptrJinOZaRiFMI4PqT4kYnzBXOiBQC3Fj0J58YmwDsl1/vtqhYs19/4mO4b+QV6N0fbXBszm5pBBsrT7eShGUmDFRgGRFKaENq7KBZiDxodPXwLIwQhpQPTd1mkZKqu7EiYYrk1gVBIyTHGvDsT7pwwGw6+y03tPvR2muMXjxMf/rJFsyP7iYYwxzKqrxmgYoC1EN4ruQ5GRH+Ap4rvNFavV3bRx4vvgqOiX8OfYq8G8mnqZblDKBevF23LDjjQGTbCfpGfQLYs6wzpXR/OgZMMZlD1CtlMI7J1nXb9juPAQCsr5DvcLnL9az/BXR/OgWLIHiIikpHhZ2UAtyIAACiFrJDz1JSFaJmypFpI4UOKx743C1761m0eTdgO7GRlw4CX5jiZaYrMTT1ArPaktZV7P7+fucilEsAFzUtjb+S8LyyoBw1WMKKszTFISrWhESv7fE6LfkrrQB4QCikEVMN67fDOaYtwyVWWoyKnynTCIqra/AstZLMc6pS+MhScGv0scB1U8GtEZ4/TDQXtLffJeb3E6fKb0svg2eKxcGBkOqleLOMwtsCtIhJzybCLtQBuio1r9sWiIJg0cFY0e0Dg53OaovzK2CuZa8dH5flcVPAjTKe1qF64NvaiVj/mrHaPbZLrmGzOtCSo85QK7FGsrmmANpCdv1fHXkLvLSZoFnTNJdiaSo3QY9vsCGoB9sai5zwEoGxdXhqXfCMUUhQYZM2Dr0r/CP8uehD93g56fNJEFJKwb+RnzxDJXID6a/nTvV+ww9rRwlWt21ur4afSC+CF4luV9ZU1L0TYi0495ZmC44DrpB4UfN9l3vtp3FH0iDyzL1PXsZEpwTungO048FbJjXBubAL8LfZsztsD4MwO3FClx+WYaO5/Ow92Y5A9wSrLHKdGPg8cDtBCkI+JZrVyZVbuBadoxIKdIlmN0qjIt2g5VZiwbPUgUdBjwgfx0bBj+s+iR/EyXF2ysGi2LpnpqCUQCikKXBR7GwAAjmr29Gfx6KT5sMP16tNPGp1gY3N4rteGmP3OS3tzfWw8jC8eA+ORSBrHceCsJ/iQR/WmRIFsYbO47z4t+bOveln8sHQTLFmaXTi6WaJ63wGA4yMpFsg9I945N4Zas2Bm6XlwUwxnw8x3eORHM1fD+dFsxIjpzSKqWOE6WTVwxH2TBUGFXyyvLnoZpsxzjz21p5RUA3NX12aSngEA9IukTD25phJn5/zMVbj2xnEIDrUWQOrpyftbqOkyxLxDtHeAVg4vI4s+YXFw1Jw/GAXRCM80IjGF5HCNwGrGBAnVXOoZoaWF2K5WZKZNtSn/1JIIhRQF2nhoKsa8649O/auSy+H54ttdMfIs+Ml6cfRtaV3psMjdIqITLcZr0Ak2oZvx0Ig75Fi1YXttqKa0EVe9OB0eKLrfux8+mrq2KOWAd24MzyvSEpFC/SJZHwGVkJJKsCjvZA20Zj45EImoF5iZK2tIPhRnEPk9eLz1wwqIQhLOjH4EvSX8DelM3mLfuPBOcUfV6hOAOIpB6b//W3QnfFR8jRHNWEtGV1BbXrdFrd3ob+H0AKdEP8v83SK/FZk3VCJHlZASZEvXEUj8tMv/7D7rPkPLuZxwCUJ6vhAKKTkGO9mizY5J+3qQnbEv75GI9kYXlFMMQOGE9g6LepNx+dF+mH7dKmCL0kepm7U2Y2IKgt9HJ8DU0svgzxJbOQDAT3avzN8WOIDKKC3wXE+PfgK3F/0XPi65hlRe6lvkeH70DfcGic+OaqJZ5aDodOgdWQl7ROT8QlSUMIKObBPvQuzXHtZs+LT4KhguORDlEhNK/ope3zvSMg7/7aAGDot8A1FH1O7xwoBsnWSdSgFS3CMseHOWtAGsf/X6ebv+GHvN/01SnpQsQnPPNgSqxF8ECTg2Mrn51OuNBESDdssbGJkX0ASQfDnO7h/5EXaxJC8noYkfl7r9VFYj2VLTGUDZEDzUJ0XdXAZdYB38WHoRvF0sD9vsbS2HySV/gkklV0rLsPPKq/2bmxO2/TH2Oql/Fqh9UjLtoidLM9KMBQC7We7oLhWb8S6RRaT3B0vmRoXjuPcNfj6nfz2/WeFjlb1XJmD5EfoHRbLjtV8EJ8rbOeJN8pX2kXul5GboFVkN44r/SWp73mr93FGllDw6jsONkTmpGUusx+KV4tHwn+J74aT6/wnfxTnTYndLzCQMID7fw6PmErZWbxJNXNRVNk3C6Q9qk5ZdQKJB4fSkQMEu2l8vkLNGXh57Df5d/BC8XXKDss6kx7Bb3N8U2z4FEbCFZQHbNFQaCtlpyLIsqLBoYYxdYB08U/wPeKvkRlJ5DF8uWA8Wc7q54h+iY/MjE1OLfi+VrdbHenloM3/NThE54+1BzTwrlNxJprGztQgWrsNCkPMLywKIc8L4cQ+qo2QujslNnGn8831vH6QiHxwPsnHhT86fIGzNLP4SewFaGdCcpbGDtcKVdwYDRmP+6vfLoZIYJcX+wmtf8WLXduDs6AcwyJqHKgZ2lJh3eOTKr+Placvg20VyDdMOkVSU2r6Nk4XvHuM4p/jnngZFeMe2fpI5xqDWgpLaoimBzyvLxbkSgXlrgiU9NYVQSFFgP8bsMNfjoR0S+Q4AAKqsTco6vaRU/mWo0xBS5N7bbixAMu8GSbbHCzAyk0hXxBHW3Qf/wELmvkSEyuIkLkhRNQiUE4bfU8hxASNJ2J6/XXKjMcEWQ3qTagc1cGjkGynpkwUWJCCW+UzfOIMxwO5iLYC5pb+Dv8aelzUAJ0UnMR9ps22mhFwtjV0jC+FPTNhyUFiQSkzohQpLFFJ+WLoJhiocyf3i0MhUuLXoKXi95O/o99R3J5d+KDxZJkDqYPZEkTfn0VcLaOYzvu8mBQvLEbVwO2zkBSra2G1tFOdMF8u9DjYm8boujr3jam35pvxGjsoQCimG4GfSypySHMddi+4rjZ12KBaAroCrOnVxdEQk+RpoLRBpoTVBicDgMWLd+EBtUijEKXMhqGDihX0lpgIKqCM6vvh2eKT4XrjcwwzF2rW9aMJ5qLR5XptdWji5JPYWsS2qaQzpB3drf0skotON7qFs6BudcvS6l6Y2jXZQQ05I2Q/5XUFh2uMBez57RWYaixbizX9teaHbcTRNLwC91ojEnuVNbs1d+hCsAxmFgxfsQMdVswiFFB/wCr/zI1DIFsYXOVbI1hL18WBLJ3EWvvR/be+Y+fvJ4jtIiyo1XLEcMf/cU/Sw67MppsudFLb6NFonNgnX/DjhnhKbqCxzRNQdERMkwzGL/xGTKt4Qe0649sEv8oy5fpCeH2lz1zEeXCrsRjsIiUIDAGhPIKDiXxfMbPDgp6mcPgMjC6XV/Lx8M+x3xyeeTQVxHFc52w6/81MS7b8MjZyafqXTXiiTSk+hfolvjTxGbldW2+b6OIy8G38fajizw8xVta750MtaBReMm5rTHEW82Y8/1DTEk6R3c96aWkFovLHI/Y6VrxOFoQ6wGVYivnI81lTuIlzj53g/okmNsn4L0XMIKIJuvlA4PdkG8ItH3gw/mpQ9JX4dN7z2s+tlkMW9qyRjrCdtJAJPvVOS+Zt6ssJsldjLgY1JX66NW9/Gw1D94g/EkzMgDo6OA9DBoP/IEC7S47slamdQCmR+A/w4D0AEtq2kPErqBZvfU6TzniLsggPXxQiaLa5NTMtw54TZ0Ak2QqWHX9Slz30HtQ3cxqVuXVquOO5e7HdE/JTY8Vq8vg7u+oBqinGEd2rCLzQeDEpkxm4+DjpnxfAUHk9PWQRz12xBfYDGcVmox3+9JOMbAgDwesnf4aOZa2BTXfDQ7UEWnnSSN7s2cELeOz+uJPkRXfvyj0rNlpUQnYcfLb4b/vetWgvVUNROrE9Yp8zpNShzPpe8MH4RCik+EE2asdHtpwivdQGZmzqUxTI2QqE5wruAHT6w23oitOo8eO/6VB9oL6QlcXLLfk+qBhwAOFyS0NEECiGsW/QPwvVHfyt6xkh71CW1M+fD5YClVDTLNoyelvcmzmsi0u1RgD3D7utFR0wZ0pwx7esXod9TUgLw7NayvpuOzOCfURrx5v4ch6QN4Gn3ZVCVuiiqPny8XvJ3aLdZXFNVdScdB7azRL81x3avSU1JG6Iam/YeER2Ndwq8nwp1nuLsA/4FnBuKgpnFTSIUUnzA670z5UhFsUXHuA2HojLdLbJA4n2eux2UMiZY31fm2WErlypnKna1TCVjxEHNTdQWccZkwQt+vSMrpQ7Sv499SGpThQ1cdmHZKU/nKeq+t9MWb4SlG7zHKo0e1iqYX3o23F70X7huwe/QMs8Wj3V9xjcb9y88IkAYLOVXT5qzlhTh0cZSv6+6uc+uLxIdoGs2i2a1jhtEc4uusMavBxZYaIi5yrEZA9X0O2+12o+EWhem4aOgUNiSQyHFB175Xs5OyU7idVsIvAEBsMZp6/r80Uy3k5VME4FNaVWkTRAkCXwwmJBEM03QHGcHWHIfhUw9pNb0QXnZXy/GIycoKJVkbmXBJwvc3hJDaqmyGs+L8bvoB0IZ2RxkF1aUaRMcYTOuq3ObcHQTSpqSRbc0JuDEh6fAtMU0jeY9RQ8py+yK+NLw4xNNuIWBNOs0C2rYqEo4+3n5Zvjdf7+BQzifkzcYhl6vGvixPixiTlM56z9nk8qRDklIGUFIsfDfKmNM9sKLmF8Z197nc9fCqk2i2ZIf02e+XOS7fQDxkFvoCIUUQ9glsijz95oafSGFfxmwhZwXUqZyHAF+BGCeztukT3eCNL30dw6VuQcA4B2Ot8YyqDXpCOrTTldYS9ocZfwMLNg09iweKr5PeS+/GB8R+Vpr0y5uqoFZpee6rvmJPLA1Gr0s9obrs0l7uY4mpaY+9c5Q7rQsgE6EeYKBF9ZKG7y5WgBSNAlHRnimav/jNUMScv3l/OyhJl0rRRuLOdHrYs96mplN7BcuFPNwkJBgLD/T69/TfPhYTJqjjqCctngjxAiC+Kez9aIx+0jSVPAolPieUEjxQL4zDGPAPAcEQcYRJeM+xLDB7SOGwo6Rk3M1wXeGLDQg5cpb+Pm8XDxaWeZsidOhDqaWXhrgbvfz0aW97rSWFjpNrZ3CPzEiMt31eQBzIGBxrEZYN6+Nk5n+8PfQv6MxFbpmWAsATo996rq2l+Uvx5i6BdUVEfnMuJzGcRE1eSAGTLQZ5pHKJDjEZ82bx8qsBpr5heSwXhjCBxWhkCKBbTtClIYMfB4HzEGPipHRacoy/AK2w2b3ycmyANqDGGZGWTApL8K/iBEKbZE+iHB3incOTKO2ThRIeHX3da/+5Ls9AHxc1tSovf7Z6KuvF6yHo+7/HL7nInlOjE4MNB9UeGWaHoeFboihyeVNN/v0bUVPotd5gZAS3k7twQrETypq0cxOfOTYF/PUJtb2Vq3WSRZLiVCNOIdikL17LD6amZ3z2ZYQAS7P++APyza5Pm9tTMCOkSWua1XEvEcONw6NCRvKLG+T6jRDEXxp8LwsxQZNNFQhZXN98MgrEwiFFAm+XbwRmhjGTC8cyfFivKy5cVDBT7FW8U3c97lV1H09g5YQK04YP17gms4tNmk8yYU0Ygvj898sgQQSLcRiw1a1/wYAwD/e83f6PPXRr+Dn5TVw6qNugbGTVZPT+fBnRd6SNPjRGhn9jiwkuKi2EYkOi5CgbFKL1olCRDuSYEvD395Qk9pRDyJsKGl6BHa0luCFGTiOA60st/n3TEJmaXpIvRvYuBdbagbi3ax58PXC7CbuZ/04Kir+Hh0N0mrCwUCGZZxA+sxXi4WopPYI2RrGbeNwAsKsVeo5OYHIQ1RiY9pf92DNXbMFIpwATPXDoqz8VC3dwxPx0O58IxRSJIgnbXLm4D9E33R9bkzoOfZhwCbd0Zxae8/VL4j3IT4Opk43VJsmRUgpT25y3yMZuzpOGzEq8i1ajnXYxMauvY2EHCL14NTy6pe7Cel/Y9zcfDAFakbaUmgUDDI8WP6LNGRzjb2csMVxOTk2Sbimi62E9ADXFr1orL1CRRHhFP5A0f2u55GveDfWvIbREeiiIZ6E7Qiak1tiT4l94jQp1JQOFJyx9m7xIjfYCWTvwYQU3fWcqklR5Y7KF0IhxQN8/g9Z4jIZ6VqucFbsY9fnqjp3PH4cWfxNAn1hkHKUbM+nbnIzX66SnKZ4gQNnFlUvrVYCqZ947Bse8UrCVtigLEw4/437zkIJS6Sgle0+XVOesp/NOee2fa56itCFAVu3BL8LqeO2GXGFNPYGJSOaRkFGjOnuyKWc43YQDN0iMh4nkfWadw4vgyaRSFFzvKi3Ufmqco1QSJFg0py1MJBz0Ds/Kob8FSJufXuGxGvdTP3UqZt0CDlEkm7Nxp9emI63Sej7IALXCBZdglW9HjEL9dXMYaLre2ESWA/4oXh5mhge2cHiVN0twCmj60R6xhbMdyV4//3w6hjKiAAAAP/+WE0Ohr2bsiSQ4r2sFjKFbpbbsb6EEO6uC5OaFNn+yvuHYYImn0xSlp7EL9bWNqLT76uFiLmUK3gmdzANgtBx9leCiUio2L5+mGKbIZNGK5A06/j96jJxq8T1meUy8AuT0jPFOVM3JBh70cosdeg3dcNbgjhd6kdcbBuLAhbSONiay5nQaGNQCL+5OuF+DywIRl6oQ/oXS5jzsSFliEbe31OiE5GSbsiED368MP8jfXB8OAbNC7KRamhym7SwMZ2+hOZg6xeL129FqQawvlLMO2gi2QQl1FufvbYlEAopEkQj4iOi8GLIwC8CVxpM647Nplwyye4QWUkqxzM+Yos8NZExKfEh4bXCyOvQDLfIvbr5fQpBk9JZwrGigg0RbiyIQgr1ueZwbPg+OBBs4eUZPinzrceaT5VlqNAdq/4RUQPI970TcW6z9/k5z2BjNcSa7RKq8qGkI72LvFklz9u14+hzAUVr/HO3AAD0JvoZtgRCIUUCTEjpTdyc2TvTG/OJ0c9dZWT5MPKJGUjCRMrrODwiRpTEEqJmiKJJqSGHufl/aTHTTjdESKGGCKuy3OYDun4JlAgPDLr7Rvt1uGMzi5p6vE+mNiveh7kxnlRHSUja7mcthYSW7ablBVQMWK9MHQSoEEyJBDwxGfNFo4OdWxbg47Cmxh2BE0yQzt7rR6ibavdXlvlpmXhoJnH3INf2QKLcCmXmhkKKBBjfQBDwmhSe6dU0KJP1ceoLT9g1eq58X7hGIQzD+klJtkYRp6bMp6mm56wW2ytxaKzBa2r926v3IRNDiWPz1Cd6zrvYE/xlhVozWGHVuRdX4spV1qB2Jq/XyH3iB7vH3Uy4NQ0J2NlarFXXByV/yQi9BZDqKW8o5vxZdEkAMfDDiDG98qBmTac+IkzoelqTbh7DoYR0ANgaSKG/wPzmKJOT+gQLIacZQCikSIFpUjDsYHn7f8h8PGSRQjrA/DqwVi1bLRh1Sqrj/TGzh22JU4mndqbO+b8XPStco6o/Tb1YJZY4VtiYYiHHPPguDbAWkfpwMuJLYNfS+Bjc7eNjQgmNvizqjmygnypp708Xgo8DSgWQ1Ht/hkZMsq+qgQ+9nsmM5pNCqppQT6qiC6Lvuq7bBGd4chv8hSZzob4yCIIRgSo/iPZon4j//D6pPmiCIOgN5xicpX0Io3sKG1HJA+LJwk6KirwOlCXI5ONvipYh9Yu96LHyXeEajwvX3SFcm7PaLZTshSz02ItM8UjHmHGxKBrMv0DoA8HBZbPTSlkmBfHVwGjXKZlIV292O7PR6NQdOC8qaqdyzY3Ao3tkLRr1oUJT0vs3pk1smAmV/40DIoj2gyBwY6DkRDGJuiZRmDLph8OzxMY0x0WG/lwG3QYoNlo/i0I5uVPnOOVdpDxrUSjCHWd50s6uIDq6O0l19FWxJWowCzniJxRSJIhIRubaV9zqdmwSoloMA32SodYqR9oT+1UUV59U2iXdE3/a4o1w6L1qgq1pS9SOd9jrim1SukvVwVF1ortKq87oYkjxU1i2fJlvX5JXvsMd2Sq36pkr0GyvxHvZxZiikgcAeO5rMZyZTZNw3lMBs+LaNFMRb44LkpyQnzaUDeiTWWJSQN0+YO3d94k7LLm4JpjPhk4fKJDNPw1LIgmUw8PbP+I+hj25jOHtJL4z7HwIsslXIpGeWG3lWxe5Pj9SfI9QZsbb92v1IZcO7EERCikSyHxSXpVsHrkCZeo3xKk8CP4x4ZdVpPvmIxTnumiD8hKoX6KLYu+Q6s/3gW1IZLaUpE6GZ77ChZF9V4mmMApM/eQgixnLfPrFPLmZh/R8hKSa+E2zOUpzLJutLmgaMfHt2Y3A5wNA84t74BM3dfkRCEU92i/kWqwRc8R0g82HEzTMvNJyb84mT/My1m/2gDJxzlp0HA6LfuP6jK9HOsB/H0/OCYBrUtZucWtJeB4vAIAN69WZsjGMjj2tdV8+EAopAUF2QhLu013sEc0N0SeFgjZJt0YE0zrUOqJ5yTE4ldpYYn4L6oJI2t8oFRlUffGLLzVt/U5cgjQAAKel7cTE9rEx1k1qiILTpPyr6BHSbSothp+3UndT7aQZ2UdpjeoDkXRENug2G8QEnTztwuWcj5IMlHG8OTaOm07mTg/010QsSNV00cw9etC/T28M+fxShYRQSJEgyGl7Y11W4rW4//tFA3ciuLvoYaEMbl7yJv+YvxY3/fBOio5Dm/gUr3+qmQXdzDgzQ663av7UEgQsX8yS9XVQFoi1U++XnxidHKDNFBzHgTe+p7HuYhu4ycgQsN3aQ8w3DINRfxDN32NyA+LNjRSWZwC6wNg9Ivo9mEIrq9G1zt41Qc2oKwNVQ0ZznPW+RxdUwclxAHojARkUR1ZWwPqAmPRQhkLxUjEupCQSCbjxxhuhV69eUFZWBjvssAPccsstYLPJqxwHRo8eDV26dIGysjIYMWIE/PKLfzbXQkAUSd718czs5EhPmRLNkONLnpnm+nwCstn8BH2QO1EmhMxfZz/+NfS0aLwvFJhU1XYlsVriSwfGFCvcKQhLYl0UmzYVbE0XPfNtIL8IrfYlzUWxPEYemDhnLeoISoVNFBFKNhIyExMFXl4Dh81SqvCcLpUu/oPdW90+wjBKzWgr1IWMHu9kHkgQZMYh6NvM37+DYq2ZubIGvlu6yVh79PtQF3ztfvDAtMIqrKlt0E58ya4tF3F7h190tfWZy03CuJDyz3/+E/7zn//AAw88ADNnzoQ77rgD7rzzTrj//qxDzx133AF33303PPDAAzB16lSorq6GkSNHQm2tOQrpoKBKvVhI42BLTHH9lyIxUzEFMo0Hiy9hF1Jd7E9asbkB+iIsgyWOuHHle1MNggYC94Y50xsNrAA3b82WQO3xd7YDPRZcAIDirf5yEW2uj/swb+q7j8fqRcI9rAUdmHzWjVBkrC4KsL7rsiDnGnxPL429iZZLr7O6JIWZergWgwhZJucIq5kurhWdyTHI1jDKQRAN19fEpQ2PqQvlAcaFlC+//BKOPfZYOPLII6Fnz55w0kknwahRo+Dbb1MMlI7jwL333gs33HADnHDCCTBw4EAYN24c1NXVwfjx4013J+fAJkWMkBqd+iJQDnlYhIkpvYYDAAdFvnddK9c4HaTrMgXZ+OXbKZbSHssFYln6J+nmGlyf/hLTE34BACzB+ZTSuj+tQ1BskWxeDjG6h6dBx/yBXFEajkN+PhThHXOc5a9srlNrWRNJXEfC109lskZ/I4lxlilu2B4QRDjgn0XExn0shEzCBHNPELC/KRKn5WuT1kXoWLC1xY028Q0FERZuXEjZb7/94OOPP4Y5c1Iq2x9++AEmT54MRxxxBAAALFy4EFatWgWjRo3K3FNSUgLDhw+HKVNEHgoAgMbGRqipqXH921YQdMJTck1gQsq/ix4I2HIW7ZHT2udzc2erxjB9kft0XSQTBAkhsmIoqQj+2qrNuGkkgkRE8DifI8SSqb4Xr88uYrJ5wy+qOtTiTGW+EYzMjXbvui3ZDWbgTRPQMrUNeifvC2JiJnO+V9RMv5iQUs8lyYtY4nxkN5KGeBJ2u+UDZVunPfoVOvb8lX4RSfShY0bT4AoZ9nicrVd+pdmCHvix2WXN28bqMiW0eNVDMS9T+kF9O+8jZNR2HBvu+ZBges0xjAspf/nLX+D000+HHXfcEYqKimDw4MFw5ZVXwumnnw4AAKtWpfw1qqqqXPdVVVVlvuMxduxYqKyszPzr3r276W5rg0+iR8X2lhgqppsGfSfLHQVSAk1QgWk7uFleDhT/DXwxfuqLRX666N2GrRYsBix322h5uu5sZYTTLeFV7s49nynzcRNEdKs65I8XLNZDBVqO5dRoifMLZT4EgShY4r9yOsE3Ye5qtXAI4PZJaUUMJT0t+il6PX2q9Jo/yzepx5BlEl6xiaaV/HbxRlRI4fUrCYnjLO9YivnKUATQ7hFaiGvlkg9J5dy5dPRnPb+BFyXx58A/O0zzZNK87coa7aEKoaSIoDjOUgWqu4nCx32fiK4L+YZxIeXFF1+EZ599FsaPHw/fffcdjBs3Dv71r3/BuHHjXOX4AXccR/oQrrvuOti8eXPm39KlNNtePqA7nbEwxKOjX2rVdV7MzUwqV/m5x5catkk5wVEglR8I2o8dI+aeOYWU66Yic7wBvEkwgYR/ksG/N/o1CXefgzDcCs1r1ZzCHzi/hGrQT9hoKxhtMVwfew697haSHRiBJNDEQTn9imUOiIqhvmjt3ETFNk+eK2MTtJHVRmhR/XS3MPQDXnumqUiuL5IDSOXIAg6hmI6wJGO7Hsok7iPTKEib9++TonvwLSQYF1KuueYa+Otf/wqnnXYa7LLLLnD22WfDVVddBWPHjgUAgOrqagAAQWuyZs0aQbuSRklJCVRUVLj+5RodElRSHIxJ0V+oWPaaGXuirH3+JYkgpykeXy9cb6xf8SRez8wVG5X3YlFUGHRsqNsh2Y1bGyNwSj3rdLcssKSLO3t5zipzTuTyEXF/g40DgDubNN0nRfyRvKklGPsrbT6s35o1He0dmYnXxfx9InwCw6PeSRzT7xH2GHnTa6CtmpvLV8deFoqM5oTphU41WhXbj5+Xb0bf6a8XZLWFsjlKfWLpHD91TQm4+S1a5CbW5LAo9V53z5as19cK9rf8H4gwzRQPigYXACDqSLTEBE0Kv06eHaVptNDmtO80C+NCSl1dHUQ4TvloNJoJQe7VqxdUV1fDhx9mB6+pqQkmTpwI++67r+nuaOOwra8RS3qrTWXzClugdU1HZBA0FjzF/i8ralCVKP+zKILMOEl20WMfxH2RWEQFO7HEcVZj47sOOWFTnJ91IeN0YDWJ1AzBgUK/uaEaGFmIFvvgl2xG4yBCCo8g6v0kkZ7/mpeyAoesvS/mZf2rLrDUZGXpOYbV9+I3btOr6jd6q/Dd946MqkNKZePexLBSH3X/ZDTB6Wezs+MQ1F8yfft9H8+DJ4mm4WDmHve9KzbrOfcD0AWjXOGQxGfodZ3ono4Bor9KoTAI3tT5oH3i6KOPhttvvx223357GDBgAHz//fdw9913w3nnnQcAqZfyyiuvhDFjxkDfvn2hb9++MGbMGGjVqhWcccYZprujjaoELUYci+7ZEWEKFSG+kJgZoC2SgE8XlEUAk+Ivj6kXbkpW56UEDhMZ6AsYJeLC/bk18jKaNC9ZluMSVmVLDcV7v1/d9+pCVAjOlPjY8flvSFVrdYgOqrmnSaK9Y7GW+X1e84z/Zmck8WFy7XwAGEiqTwmDkRW88N5Jc/OicRgBpGf5AgKFggnw4xyMMNG7bgwyc89iuzP0yNRDO1C0tvEx2ymuZhOOCo7a+nNoh0gwMjhTMC6k3H///fC3v/0NLr30UlizZg106dIFLr74Yvj73/+eKXPttddCfX09XHrppbBx40bYa6+94IMPPoDycjFRXkshSeRA4E/4AABHMvkzZOsMVZNS5JjMakoQUjQ1COLLgUFmhlL3ix8v6alCg4TN5IYq0yhl5oEl/706OpEgmhSKilq4J6gXDOsoKQ1hImwKxBBkEjSFgT/GXheuxTjSRpVJy/vp+esXnxHZTz94pJ6NeE8FMaUDdV7yb7UuuloUbp38O6RPc/plhBQqKhxcSDm+/hUAuNPzXpM8KYUC4/aF8vJyuPfee2Hx4sVQX18P8+fPh9tuuw2Ki7Mpvi3LgtGjR8PKlSuhoaEBJk6cCAMHDvSoNf9YtZW2CGKbEsVUwN/nOLihQscfRLZAzFuj1sroOlpRXo6IzNZKAtXcQ6nJXapUkw0Yw3ERNf28rO/LiJEelLpo97qxC5KwLFVOveE0cekbTDAQe/kXfTxztfQ7v/jrqzRHVgo+5xInqs09xpqGI++Xzz3KPGHLTJm/HnpZ+ifpXk2zte/VwWmxz1yfZfPPrzz63RK1v5wXjolkTdnUR13u4Os0xR0gl2bqlkKYu0eCRIChYVWNskUoipxi/1r0vHDNJDnPrJW545ehvBy7bPpEu36Ru0CijUiq7aj8QrVPlJaUjQKZ3wDF3PP69/nNsN2+dbG6ELiFOtm4r+R8AGhCiuQZEnbuSXPMCSl+iRW9NjrqPPXVIBEzPd5vi+jDk8bL05apBSyP7/pF/LEZq+ozhehmiik+i/sJfCJeiDEa5qDJQSlabpP7RaEgFFIksImJutY4bYVrmK2aArq91xvyxSV3yk7Ky9HKxk8IOuYeaRvrfyaVyxUOj071/N4C+VhRbdYsKMKAVCOhYeaQ+tNw39ACXiXasByxXJo0s8ng26zi2bo5c9zuG94h3G1OwMp5EIAmIlv9C7e5TpsBAABNat+d9rY6ZH9XifP7tozCnEkFAJMJ83a15mvfG9fgg5DBJEnRx7PcIdpznW7KeyzF5iMLUQYQ+14m8zynbHBb/KuxMVZfAICVm4k2etYXw3frchwmEYoem7SAsNnT5gO7kcoW7LmCKTG35+K8bBwa8KtJ8Tpc6whrsuq2r1NHrLD3xiABE4r/4rv9NNJZlqm/4Kflm6VjpZPXh2IO7gg0QkAZ+kH2MHp5jBoNiiO68LNA9/+aEQopEngJKQvXsfTl6tdwgMTW72rPoxqWLj0ITC/sa2uzggLGoCvCu/1xUxZJv+P7ztugMy1Q1Nq1/k9TMobdG16nLP7875aZOXx2ygO3vzvTFVKKw68zpSWdQ+eP+9b1mULmJS3hMyU9FXJNigOzDfHS8P0K8kjnrTbJlUMZ0+y7s6u1wGWq8AtbEu0i9Kt54bv5rRnS53PKI/5JLqVO4czcGhGdTqhH/jset27P/L1/VK3B9ZrWGzZuUt6vgyBr/mK7s8Ge6CMUUjSwgSGIoiyWQTUYG7b6c2Y1qdbe3ZLTJ9c2ZB1O/xZ7RlmX6oWZs7oWyiQkanRGSTd7KFpE43nMDrhhpBeoVILB3JsdAACWblRoeQye1IWqCSUrABe+/Tp5UtFDIkhb4LjyBUnhuP4nqYujnw/w7rNEdFTINQi5Efx2sHCqhqTBreWXFeZ86RxGI0oVpGRj2tEKpolhETQLtF9UEdieTbEGB0UopGjAT74JyyPklIK9LJwlUwc6/dgvQvPxMGVKOpjLuJyGDk/KEZGvPcr5AyUBmAwWOK4586k9CC9nOq2sArk0mFA2xStjr3jX4dFBnfkmY1guhoSx5ZiPcgvyXhTV+/dRM5lJWNmWBfBK8Wj0u1aWjoCFI0bgYOJB8ZGj+s2YWts8/Y98OjZTIXsPg5C85RuhkCIBjfdDDephVVbsxOgk35uX3LnRP/yQW6mwrsabFMxx5C8VdaFgoxiOj34hbccPXvvef6SCDA1xm2gayz22EE9v6ennOA49EoZQRuYonmu2Wh7HRNWMx1Sw8/STWasD+aQ0zvnYVLd8OzJTx7edhTt8VlmbIJ70dxbvIuE6YcN4qbgC4bABAJi2OBtSTJ1B7DMdnzjQd18ocCR/B0UQqobC0KOEQooUTY6c5459wJT8N0HCwkxOFNM+KX4zmMrMD+y9slrIm6OtrsuvlHLVi9SEczgscDsFYyRguYTs1342W0dYogopEp4KwnJMM/eYw4jIdF8Vejm0VlpZE9Z5T31LzryM9mveHb7v+dnuJfkmv4IfAMCslbW+anyk+B70eo+IuXDzRyf5C2KwACDCHFgn27sY6wsLx8rvVpzvg0AQhEKKBFSbqsnwWXkbfsvrL/7CPURWUtpvVJeRalLI7KjZBUUmHEZqVxLrMgeKuSiS57exYwONMyJiM7w/xLppi6A+ZPmPdGvL/uWlOVQ/w0u5FBJXKUxaXlrSEss/yaDMTyJXPilBYW1KRci0gTqpZu1PASNnWDiuZ02D+xCVG/0CW28+nkOufkcuEAopGvBzELcsdSZK23Zg/Df+SIZ0kCvJuL4pSVpQafRe+tT5AG5zz/AIns229KPrSHWZggUOLf9NjvhBFqzFHVSPWX535u/GhJwoqlUjkx03DwvolPkb4JuF3o59vSUOmzy6WaoIJ4B2lrkomnKod2la6MK1GRwR/Qa9XqgnZyuemps6mYeDooOHX8bm+ux6tslpk/k7WBoKj++Yv82ae3D0tdQm7FCTsg3DL39B74j3yf2tH1fA317HHVT55HRBoKVJ8fw2Vd8dE2Zp9SfbhpOpjdJDNqpI7FJWSCmy8I23ttacVz6AWktSbW2Ei8bhmweLA5P+Qy0pOPTeSej1ZDI7Pg9/JleD91n1NgCkTv2UTR8g2KbYlLSVYaf/Ln6I1I+B1kL0+rjEyMzfQyJzFKRqdFjgwOdzaXlkUuWDY5kqigsANtWr/Y/YE3yhbFC5hNfh8ZqXsibenxgTmo6Q4ne/kLXxlb2T77ZluL/4gczfi9bhh5h8C9gyhEKKBFTWVhMv8wwTIXabs5TqsozEOmrEao9QtfS7N2UeLQqBNlYyx9ms8LG10YMemtDEFqeE0A83WoM8r45NWIR2gkXKMr3s3GvTZPDSXJTGs/NTfvp0j4EsKywL1XzM5RJZA61dnzPOwR73ZGjxPcpEwIZ5a+iZf00cQFi+Ihm2NKkp1f2a0FQO/Tqh/vlETw9fl4+ac0OlojOz0AnLzZ5hvFQpapPjm8l9fbdNeQKrJAEN1BDtXCMUUiSQPZ5OsMn1cvYjqM1U8OZdcGinvOdOyvx5ZhSPCtCRjIsJZhzqYhREoBtgUVMNqBdanX4MI4Ziy0Bxns73yYXsX0LYSQdYi1yfKYt5S+YZ0aJtT6r5inKVhdZLg0WZNZQI+g4+zV5m0hfkdyOslEQj8WDXeNZxVkeTQqMvIKS38N0ybXRlZQrFbyUUUiSQbWQvFd/i+tzW8maD9Tr1+33J13sRTq3JJsnbKyLjVtEx95gLQaaQmMk2t1ZWY2a87njfw7zEmHtkJwHzZi81SFmiDW9wqulFDydWLxMlTCbpm9/6xXfIa76RJObmcoHwvq6DSlJV7/+cSs2QIKa9OCaCh9NTwWepxvD3IjUhox9YYGm7WU1IDkGvVwJdS4XhgaL7SeWygoX/nFQ8MppWL5oU5kuKcLDRg+DzkYn6aVhYvGn719zkAqGQ4hOsivCk6ERl+YUSex8AwKY6f977j05aQCrXw8LVmKY3Zz8LkFdeHledHi2u25J6MV/1yhbssKceHDJzmBeCbqhlBHIrVpApBv+RHX5BPyn5E9Ge/GKRnFI9kR2HfAgpshb6d2nr+kz6hc2naz9ZkGW45NlUtuzvlmx0Xd/ktMaKB4b/CEFCGQO2KtloyQ4rbYmaEBnaWP5Dwt1OrTo+Kf4aocyhJ7/Afa0AAMa+lz3EURyS+efY2Ey/0cbDxJ1PhEKKFPKJkn6m/yp6xEgLVI0KlfW0kyQM0SSZm4zS3LsuHIMj2XTogbcth/0Tb7GTBttiZ2ujuhABR0XkDqFsby+OvhW4LT97iGfZzObspVVzV/DHqCRstInNe0WrKxdo16bM9Zmy4VLeU7/mnlSV2Xpvjv/O1/1UtJRpjToH+Weu4/uRq+zZ7PMJFt3jtd0y9RJ+RpL4W4dHsxGOq5x2pHtKrNQh7tzYBFL5XCMUUiTIpzVOqZb32RkZJbXOQiUTUv5R9JjPeuR1PVc8llQHySHRyZrXvBY6u1ngk3m286A4HXtlu07f/5fYC/IKmO7uGQkWMQVAO8HVExwqdRbmYVF14kXZfKQ43bLQSVkgI8/yPsWaF1L4tBmyORt0PcpzxgUACOY4SzEx5gsRl5DiH+lx8NRKR0uzfyseViJpw9s/+ud6YkOptyUUzkwoMOzOnO55fD6HFoZJhSpawBRMrlNHRL8hLULpDcQrg24ajgNQ6mHmOP2xr9QdI+bAeOW7lMPziH99RipfBnIbcFoY8GKSTW9eVHK8fMACB0a/qRYmMuUty0NLR/RvYYqpHIWpJ2MvjqFSyXNbv0qDl4PQHwv8Uwa4zQn+hSfKMFESylGxZH0q5NlLwP3J7hmoDS1hIAevlgUOXBZ9w3WFhyoB7JvT1Zw+Da27udrEsLuV2pOemLwQFq9Xh53z+E/iaPR6SwiwfhAKKRL0j8ijdn5YZpZnwwtDI9ksxEEnUwzUp2YeQRfHZN0mUl1pPFh8H6VbJLgccrnT+dcKsjAeZ8W8CflSkP8+irBpiqvDD978Qb2Asr3aS6Lh0fN3MrOrfOHBS3Jj0XPo9WPqXnX3xdDQ60T3sONgMnswi/2j/qLTvJ5NOr2FV+6nOMQCzWdZ9FW+na0H1012CdOYpkuVQVtFTChA8hNPjqX4jj7VSmcBMNHeVeu+lkYopGjA1IKWOxsqjoti7+S1PQAAsLOCUT7oni2JJiVoy209ogooGiXZ5vVmch/0ernl/6TkFy0SXcOGduahfZnmhweJDZmgpSsDf9l/eQ2j3NxTOBq4NLzWwR/tHQBAfZCRvTuF8ms7xd1mFR3TZ1kyFdrNppfg4TpD5fmsYtm5d9IPglBIaUGM+zLF/UH1SXnsc7lHd64QVJOSLavOoGuC/GlzXWqT+OsrP7q0F9EWNrPINCmz7O0zf29gor3KDXjW+xGmG+LyDXjKfDWDaqml5hDhIZsPaV6KRkXY7DsadnkZXp/uETGWBmHCp9mlbR9+MpQQ/ALXyAs4J/ZBoPvXSJw8vcaB6kzqB3NXu53sdRx6S+2U31uXjy830iddyASsO9+bgV4vFIRCSgvikY/p/gAthagnT0rqO+rakA9/jHd/TG02L0xd6imY+F3PKKHYXkKYTJPSlUlPn3+elCzYFPY6uDD6ru97ZON1aGQqAAC8obDlXzb+O99tyvDsVxS2X/qk+X4pfTyDJ7Cj96u2IQ47WsGYjWU9/Dg52PWZdujAa2sCeRZ6Gb4LOId5bG1MCL2rc0rRsl5IO8KWbJT7ObrayZGGXTa3pi/dlJP2TCEUUjQQMWTvSadxV73MLeGrkEYhOe7KuEM2O60yfyeYfDT5oHWOExdTmZBSauWXN8SNYO19mdw583cPaxXxLrW5p2NziHiTR9JDv1CbVv2MhbpsnEjSxke9sRtJ3Iky5czMDQcATibwO9HMX+7PNyV+r9UnU5BpUt5N7qlVnwPiuF914giNivDR/FnmXJxnT9aWZH6mIBRSWhDpqZhn1xRfCLo4ugWw7N/PJw70XVeVhTugrXA6ZP5OEJg1dbDSaY9ep55K5QuBhfzlPe7U3DDYWvd2ci/SvRQ8nzwo83es+fct36QyU2V/l7mNN3g9gzzCx7MN0QUPKrxCkNNXN9V5m9KWbawPrAnzgyYJMWM9lxOrJQ9XLHS0MmnwvyAa0eBvkVz/3N7F3w3N8DLN6vQjH75hQRAKKS0I6iJtWrBuiNNPqF4TOL1mFzlyxyt2Xff6vVs9IgUydRHs9Tbj3OgV4up3TN+2cQfXG2J49AgPmSbFcQkptPlwyN3qkzAAO/bZepc5nTN/80n2PGpCr7IJ6dJ+JMP+8YlnTetrs4yfcsHNQVtdaFd5dzMAKIzAbI+CMgKXMKHRnaxNmb/ZqJb03DjmgS88TaV/emE6nPjwFFK7JpaSB1/71EAtzTC4P5rScLMQ30k9SkwViqLZMjVeWd5BNM/MtrvhBYkoRKdsFqGQIsEPzd7puYR76vqfKKyZww8oAkEaFFXgaY0vkepy80G4sbmesuirIx+oqku/2itKHiCvpSjavIl7LQgmF4soE24uS864RcO+LkNXi5YJe9nGbNQSO15YX/hntF6SF4dyYldHmVhCn2SVOA7ATyXnK9v0QnqeWo4Dn5dcxfSDRao3SzbUFYhOIoUNm1MRUy3Br6HzjuiyxDbzLHMXNeoi3NKmJKvtKSak7WCFZLozL14u1KRso/DiKzD1bgbdlNY5+KKtgp9WKb919+QPxLoc1ye/oPqY5CK0W3aStYAm8Mg0Kexvopp7KGD9Dnpb2cgVttZeHqnqKdB7D3Bzz1ZQC0y54hABoM0tdl6lqcN1kW6ttJGPnML7UU0gY/PKlOxuIfs7VkjMmF6am/T9qnkfraPzeeQyFUIgKnv+cySKlvNs36dvXBEztzZIWGKPjQZLOMki1KRsg8gff0n6ZVeH52LIlcMTSxXv1cb9n6S81b18BNNDiTmhiYVVX6tf9u0tPaIjDKzalfJ8dKJ7dMw9aYdrL7iTTLJ+Du4xlPkXsJCGCgckLmP/nmwPFMr+vNzNcWLrZC4mwgaLlCnYPNxji/mkAACcGvtMWkNpMzdLNbi1Wf9NHCaUNZEUMI0Jv3g7SxfVUZ2pzSAa959PTIY9rNnwzSJRMNTxs1HR3PP4KLlH5u+r439Ay7iZlN31W2CjIfByc3kopGxz+GVFjedUpMw5FQshAOM4qyonaW+e01XdEQQqGYylit9O4qwKADDhl9RG2JBQhykDBNcUUNSaJgnrHvx0XuZvWX8tyyE5bkrz1LB1EcdEhzkYaw9AL+9NGlrbnctHCa9taGQ2AIjZrpPEFpc5Hb2aRbFjZCm89r2cZTpVSQ40dHwTzBUZ6yqPIc2s1PwmdEsCT1Z4Xux9tD0q0qzDKzf7zyicS7RdgftqzbB7+K7rheLb4NwnpwrvZEWrIqGspRKOJNMGWw/Xb2mEOGS1NRudcmVf+WdoAcCU+TTzK0Bo7tkm0ZiwFRuG+sWmkDlZ4GS0NjoLfg3o+aRQ4TgO9I2oSa68Fjp2Xb809iZzj0Z/mtvZDugvYBDU1GfVruwvvD9xXOZvqsAg06T87PRi2sAFunVOheseysbClujOaJdMqtX1eG/waC82QquKcSRlQd20ddDNWgdbG1XPEnfo5RFEW6FDFpYxv+ic8omn63eYMN6+lkKY89W+P3iSS0p+y2f2bj5bASiykmh7RVHR3FNU6z0elMNHukTSdjIh+AAAC5wu5HvT6GatRYMjKNE9i3LonK6LUEiRgJ1YLyUOcH0XxBz0IaPKGxSZB45DId1SR7X4ATVkk3rI9rS5+liw+eaeTByKft/Kyv8Jjp0PDzBCSrW1MZBPylqJX5H3YkxHPGnDNUX/Y+71P2taS8xLWvl6HFwQezE5QnnvRsBPlfx89usDAJDS0vywbJPnL0rT4teQnLy9IRs7VhCTZTMP1q4b1LF6OHFM9h5f65H3HKlrxMdyUtJ/npn0esWvz0Z9Ugxmkl/oVGf+Zrs8puiJzN+1koOoFwHg9bHx5L7NW7PF9ZtmOP61TrlGKKSgcPuI8FEFH8/S93tgT0ptra0ZAiK/C/5ypwNsZzCzKQZbsft2gJTPgNfpL4gi8WN7d+4KbbEJYsKQgX0+jVCsLCP7ziukUaZ25a+mFyVvYTn13fWv/uRZVxpFHhEFZ8U+5nqaQqODj4M3sj0ot7KcKklH5pCYLf9Y4gi0xLotakp+1cHCAQtluP3R7uUqBQBw0n++9Kyrdb06aWMaLZ2BVjYq3TnfLlZ4Sv/dBrzzS1F8fC58+lv0+jfOTsp7ebzRnNrg2a/c0WxLHH3tAP++RpL+0z/IRvml5HChzFwiB5IXWkED2iIvzHwxbx0ccvdE19VXk/sHbt80QiFFgqn2jjmpF5PqlYyzzbewYaUOWLBPNLc5F1Qagu2aw069T5/4t6VF4qakWq+pJ6IEIqTcFj+TdK8Mnnwxzf/36p3MLCTzSekRCeYA3K9ZJf/SNLcquk9nPFqAkhiPH4E6KEHLeUHq2yO5PsSanfl7C5ShZeasrvXdDx6yyCG3AE4TfnuveEtZxpLMGn6OY+9PEL4YXiiSvVM3x8ZJ60iPySlMBBkAwFZuPtQ2qCOgsn55waW1hetSQtMznJBCZYXGwJs0E62rxTKqOiTXbYjAGqctAGTX2q8X+Ddl8zNkr8hMSTl3T578YhEAuP3l+ANnV6BFjOUSoZAiQU0zB8kLiRE5cytiQ/kompQTop9n/i4BHYk+i/ZQoy5EhJevQPpX8Wttx9aiA5ouKAscn7BMJhg+nRiZ+Ztd0Cn8GSOi8lDsvxa9gN9Kiu6RKNI9pkyJhGysfStcsAgaqUMHfk9lGb6RtLOyJ0vqRkbx6+A3+ixPirt/G1h/oDxE/fGh0JhSkHeY9/Mc+J9QLxE0y7iEkW6H3vRYuedMPRpG7v0ssv40wZGuyySpW0dwR5hZUZrAM8vuznyi/7oODYvVhTjoCnhpAZg9gPFz6a9Fz2vVbRKhkKJAAsQT/64UCm0JdF7GtMTLmnc6WQGEDAegPeF+E3Tj6yVRTrPLBiHt0cC/lA8njvbZK4CvF+CmskaQCU8evavfSGpz7LszPaM5DoniCfNkm67XeElNR5IF/NAornb3gpZPSvP/eefnLRau4ZFRxrPgT+x1yGbJ95S39ct8M350sqSOZD/h5jH2YqXNtMZJDcu5yKQ1tZg/kLlN+K7EycK1JetFM47bByKSueqJ5nGoAHn0Sy7CX03JkiXQlDF1psH/4lWbG+CWt0XNxXPJg5l71FrY9Frbab33ezj6TTEpLaqdRwaBv2IjrgZ8TUdHv/LsTz4QCikSpNV82ARgT3cqeNn6a5xWKcdZ8H7dn/9mCcxbs0WYZPVaPgEpmFCvpmvw0qSMeRdXPU5tdYBwbf5a97jyL7dMe/SGvZ9HL3Goc8y44bmYOjQtxCOTFnh+X23hwg4f7UKK7pHsqFuLO6HXKeYeoQ3fdwC0LUsJgS+V3Oy63qYSJxVjf6tDXK5Yx2YZeIFHZu752mZ8I8i7X6ru46KTPUo0bxDcIC4H9/M54t+fA4+R0WnEfiDtcu1tgTKocdxmtIuf9a6/vNkXhZ+HB+3YmSuZ+v7S2Buuq3fHT+JK0EERamYbMP8BAFwSFc12/Phd8/IPsHiDt2+O17zp1KypqVyQok74fB5P7ufGU1MWidULn4kax+YbqxmaiULkTAmFFAQp80vz3wE38yGR2a7PbH1zHTznwiuI81J9k+jT8JXt37ks1QeAdpB9kZMBswV7TWsZlwLWZh3yG1mc0kxolct09mzdRcmsIOPNJaD/YlPu5EOQs2ZCtaMuj7kdD0avkyC05/93lxWlxreb5V6M25TgjrOuEzzXXFTi57MRcK0MC16wlmlpvrQHMJ9SHVCR6aW1Vb0tuQPtrpGUwKqayRvr1JFEQd7e2w/rLgh/LJkjhjMzjtTuB/L474a4PqfmpwOVnCaFjWqRZc++8Uj/a5vpDXbHiDp56FKJgEJdo9L5xTp9f7+v+yyPTzJqUMHfqfn/V8Vezlxbz601hYBQSJEi+5i/snd2fWOBQ8w14w2ZT8oCezukN+L01dqqm1f6l0tu0arnO7uPcM1Lk7JZksEV0z3wm24Nl5togLVI2T8ZeCGjM6hNNAeueTrztxeTbZCQdMw0wWOLgzuMerWaJtwSYPmn9U6j47qprs/f2X2169IBP8/4zS8NLGSff0S85sRLSxNvjjxKV8FrR2VC/sUexILPFo+VfpcrJG0Hlm7gNIjFbQQTIGYRpGyeES5DsGNZsLEu7nnv2dGPwHHE1a0oij+PzhIOHYDsOx4j5L7Rh3oczmm6hrsj99qJz5K7Zf5Oj6VSmG5+KdKcMAAA3zn5facpCIUUBJYFcGr0MwBILUzThMXYgd1u/iB4Oz4nbzvLrcYUCJd+XCncw7Nv/vP92UIZWbZgbO/dPTJPuOblqFjbkIA4Qr0uUJwjjc1ytnd9PiT6vbQdFXQcwto3ZU/C3j4b+ovQl5wAjIEfX9m8+TDpDtmO2KIgHYRoLJZwCwVroZ2kpBz/moCb/6IRvF+scMiPg2zeUX4iL/B4sdlmiL0kzKKikI7X9XZyb+Eaz6pLBVaXCpc99x0ceu8k4TorIHw6mxZVlvI18573tu3AtMUbkfnL/O2TEHB88RjX50ubrsj8fXnsdQAAOCv6kbJfFFDelEWI/85n9mDX56aaYDmyMPA8KVfGL818TvPr8Ic6XhC0M46z7PrcwjHxCEIhBUFsy6qMf8Cx0SmCB/yRka+Fez5ODhauYWhd4vYOTzlMOdykc6Mc6gRtyzKno6hunSz6PPy+6S+uz/+ZqO/0mw6X4+F1UrLAQcmv+N8Y2zBHu18UpLMQpyHzwehc7j+s1o8iRSf1u2x8+XZ5rUzvFW5fAK/W+H7d2PFepB/BMRXJhwIA0Lkc1yjdWPQc0z5NWKPsQbyQTGGzLZ35KtoulQkXI6z7RiPkFMDLwVuO9yW5dtj+P/vlYtI29fMKteN9cSwq1J+COc0CO+d3jCwFAICBkUWuMg+c4V6b43aQHE3++37gank4t1g71dzj3i+akPnAz9O/cSa09DDIiCYLBaGQgiDalA07a2tthSQX4bNDRNRYzJfQF3fgQn0rSrOTqSLtgCbMe/dEPTGaOv2wJovxiYPwzgv9EvP7qDdV2ovYppmMi5KdVmQFFf0bsFZXSwSjNOYjpjEM1PwdnSvU5pd8A8vNkbruHjHW1g8AUBIXNxJRy5D28HdjXjHCE0TWwnj5yvi9gy3jvru1hHkY07DwY5UQzD36J0hs/mO1mVT7s2G2Mr8OKigh210qNd4LS11/OqpKf/zFMeXHebtK3FzKYrNDSzGiY9mV0QGg9RPLsaNFHbuz9u7JtSVqUvbZoQMUGkIhRQPYYiNbgK5nToIA7hDQlxi/EC90tFJCEzuZkhDNma0zXe8SzimMb+/gSCpk1luTgr942D3l634Qrj2UOBa5N4smIlHTHM5J2WQOm5WSSKEGx/9pdwVSl0wIXLbRXfZJLustThzoRlrw3VPmw+Jxrww8WykL2Zyl+PXEucPCjbHUu6XDGcQfPLLcH/7fKez5UOZ8EGZkts1biugndQGW5fKpsR0HNQnyPZ2zqlb5Bq2uaWy+N3cmBNyh3X1NILBDbgnSR9W9QXzWqO0LRz6sSW4g0tOPHUMTtBOmEQophmCBA1OSon8BTwaEzR7HcTOS8pM+bZfnSXewBRXb5IT2FBMx3fqZj4tmLRZplTN7UrqfC//sY+E290MHcsyNjgNnRD/h+mkRWE1pi4vcVMBreEjVuXDNS9PR6yMa7xau8c9seD93yOll40WuFMwnxXEcOPiuia7rFIFtcHe3H8n2VspefljU7RSrMw5pfo3PS66SlgkiWPPjMCzyMwAAnB9913Ud541wf+Y1KcdGv1B3wMGTzukkBQQAeE3TH+WlxAHabWJg6/p09lq0Zv6p3S6hFmDx4Kfzm++V9zWdK0Y1K2QCHTYOqpF5G/HdM412rbL0EH7mPN/3g4WwbrHO95jkj2m8OHWJK7QYQ9o3Z9fIwsy1PPAV+kYopGgAewki4MASB59QXkhPisMi2U1CPO3a4IDoLIX1Y2ujf892nm9lkJVyjl1by/ttuHs2qdmjnF2EGpxieIhJRtY7sgKd+CfuLpqheDRBEfqCK089CTrnB1+/6xPxjV29GRcMV4GoOuU5Tx7jwjZnILZ+WeRJH41stAO7Vbo+3xJ7Sijzvd1Hsqy6x70T57+zhTD3gph7+HvTuX92iLjNHTxrK4YEJ9ANiuAcNu1bZ9+Nshkvof3gfS6KETPbI4kj4YL9e7mura5pEObfrccOcH0uikqcgw2eeCk+NZiMoOqD7NtjB2VN49/YO4LjpMzqnnVJ3sXT9x8gXOP7xY8gTpBHA3XUd98+exgIIk5eNbKfssymnocL15ZurIf7ih/krhaeUywFoZCiwAOIuUH2cj6THJUtU5/Oa8NNDIldvzWTbG2q3R8tQ9GkUMC/7zfGz4O5dlZo+FfRf0j18KdRgNTv/SQ5iCmDh7zy1NW1jd4cKV7o2pazOTeJC57IEZBW78vLUcfXm0PFG8UxwgaB9BIA4PTop77b40VbLKRzqt0fjYDgeWzKS90bPTa1eY4XKQhD6Dfvjxd4rVOjxDTHzq1oLS4UUnyyXkoOh5KoOvy7f7V7vPrDYqGMLBpPfz0gOG9rVC07TLjnfKpiPiSb6v6U6LKXcE1nHEybpCzmJ0Ysm5RsEUDsuxj1JmqAI5GIuL4RHlgBKk1QhEIKiuzj2+y0Jt1hgeOKS4/W4kROuD3UzRMgpsu2YG1to2uz2gjlMNXRS4LId2GJ0xnGMQIWvR4L/jd1KQxmwpL5DTW9+K+SkLqlccmzOCU8jyXr6wSSLH6zxPuKg10U/hk/jbunME4e0lBbQQvEl1P3Px0RwaIeSjLZudO47e0Z8PSXi9wFuUGdsZwzbQLAbfGzuB5JfFLyvGQu5jLj1ksyW5eQhEh3mckIa2gTFGkdZKXaMkPDZVk0c1VpkTgOMWJUiMpnbfqyTcJ1GU+KUI57Pis31yt/jQWWwHPFUzXIoGsOGXEn7UBxbGSK5/c7Wqn3VfUbKT4pmCBTgiR+bWmEQooGZAttKZuUS5LSe7sm8WTkOAAnRkX668z3APDJrDUuhtmv7J1cZpUM4gqKZgnY06Cfk8hfX/3RRW6VhAgcNTKbpG+Ok0q09d7P3hEIWJvYwvj69OXw3+J/ua7dd7oY/l3N5YaRLZRsu5uhtdZmaVL1jp0gP0zuwbUHaFLK3p3UTKvUIyqvSHl88kJQLY3jpiwUrn1iD3LN0yBjZXKcZ/S+0PVZplm7YP8dgAfFJ4UyypalFoSxb+ucEljumIvCEPqPNHr5QSKJo1duIhbnx97L/L3EdvtgWeDAE5+L8+b4wW5zsOzJH8j5bLz3k7jO8I7A0WQjfLdko+vapfE/ifcZmm8WOLBCcUhLg89sz8sR6bXW3TcL/nnCLu77fPcyhQv266UulGeEQgoCi5kZbSzR3wDLGGuB43rZLRs3XxQ74mR1AGBQJMtfcvOxA13fp05qjss3wQELGpHTX7RxE9quFyxOkyNbNinXbYhA1+oqaHKyEjl14+dLTf87TbvTr6pcuFZs0Xxz3H23YGlZ1sadXtuCZpwOivdt0TEOAODc2ATX57atuPmgSdzmAE54JZou3R9jDuYLZEGc4NAbzGHP/82d27cllauQZGdmIZp7zGngsF/2jr03vGwfaKwNXhOE9b5VsTgOfonYAABmOj1c9VvNemQepcQTPaZx8cqXBgBQlKwTBnYpp1mTgX6I8W82piDNaXIc4+jtAMAB/Sj+kLzJWwRFK51vhEIKglU1WUFi74joxY69xPxGDzb+ojxX9X8BemZmsvNqPqfZwyWNCoUTG3ufzZ3o04La5ub8KZlEaoS6dEC/TyzHq3wdsGBRm10znzdsTW2618fcYeRizeJzmWfjvDkq2HFxo9/ouIUw6aJHGgqK/4GVYaP0Luj+eG7dk0gRWVQV36a6OT5sGACgMSEeBjAHdr5+/nRN3kiScdFxlmdPNmi8chDisa/snaFJaFMXoj9DTYN/AZ8KjH32XUT7wYMqxH61YD0MtNyaGb6f62r9JRflUStJUyFDEJ81sa7UfBgQcWvk1TxUIrDULoXopxIKKQjunODNfip7kG4hBVeFNkQopEEWGqHAsgryKd1Td+mdSHktUPvmLM/UHBg/2lmVeBIiqX7wixFhRetiuU00vHNtqq9qUPfXsx7/WhCwWAVCt8ZUxMfvYx8SWjWDm5Fom3VQKRbkMCE5BIb1ds+JIPwMFIdeHv0afhKu8T2QPb9hfdU+ATUg+oc9MXmhUCclH5LAnUHdchEzLo3MEIs6obVpIZrbHh1ovnLqyi1oVaLm88GnknhxoV3FfCv+PmqKB7ElWrkPZqwWWt2OI6J7Yaroh0VFOms9C0wI4bVFuuAj6DAtPjrOBJ+UBWuRAIMClFJCIUUBqqqf35gtB3cq4xcmx0FOeQAwF2GKTU/2aXZf9FRJnV/UicgLDTKwTKfoydlRL8gWOG6fHtC2VpAXtJ+Wb3YtIA5YYNvZRlU8A2kESIcj4PSY2sGuBOLCL7w3cSIcL4R1p2al64okRw6PogiNoIwFpn2halLO2HN79DqLM/cSy6RIxXjNoBqy+aizoTybPESoBUMyKnL+UFrb1RLDo3t2EA87tL5zY2VFoAOTkgDzM/kkOcjYJKfOBwFJOmsra4YanzgIZZHW0XW9mdwn3YLrOp82RegPcu0bSQQnD1FIwfotbiL6urzCk1JCIUUBjD8Bk1yFly3jk8KF2ka5U3G8XlTVceaXtMEk3YYsrDdVWG+SiSprgKTD26pV0STZazq9kNG/u64JJ2AaZAns+Bw+7LMIoqbNZebTdPJLFiud9qLmydIPx8QWOZW2ARsv/p5bip5C75U9HxZtSvTt5fzvEYcKHydRmLGEspQkkRYAbOiwh7Icdh9L9GgeFliR7HryZvGNQol/J04A7G2kzC1RC2TB5tY9M58OIiYNdRAhhed3wvBacj+kTzTwv+/l5AGpvoi981UPAMCfmi4n9sINPPzcEk34aJfcv7wTbBJKhJqUbQQ6C/tip8rFN1DfiBOKbSiqFi8izQnEbRbA9UXjAQBgR2sJWvf3SzZpSdDieTsFT2GIuYfdiGyIAHsItwDg+W+WipsCYaXA6LlnrXJngn4qeSh2o3BJtgkeH52c+dtxLIhEdKKc9N5sNr26H7RGnLkdsAAivNqeZlDg/TocIC5WGiYTzMcLw6GRb5TtAQAkHYDOyGKrgkwmaq1Ib5+aW+7BmSdoPR047dGvkHvdy20CyQ5ORQBGfQG1e2Q3TCwk3QEL4uXdhOu7W3OVdR8XcTP5zrW7wsbKrHP68RSmX0iFt/NcI+fFr1Het1fzfGMd+XVRDqn3jmYaZMuID2slQvRIAdk8JjH3fN79kszHS2NvYEUKDqGQQsCevdoryzjgnorLZn2r3R6/OTtggeMAdLNS/AuVlleYsYaQYjmoXZ33+v8g6WZHldmc9+vTifnOgXs+Umc4xrVTAN3buZ3UeErrRTYi9CH4+1H4afemomdcn08e2p1UnwoWOHDbcQM9y7Ah5X4gzckTISzElvicZ650C34ph2j1POrezm1ywJhLdffSR4rvFa5hItfi9VuhqyXykqjAa53SY1qOCIAqYFF2PFK6UXebC9dtVW53WHThHSfuipTUg13UChq67uNZxgEL7CLRB2a/6C/K+veL/uz6/EjyKH8dbMa/JsyC2dwB5UtbZJsFcPttBNFoCrmWmue3X5OV7BlfcyjN5MMiCjbsYc12XXOaoz8piEe9nX4HcWkzCgGhkELA9u2JGTKZ6bjL0mcBAKDE8ralopoPy3Kd9LDp99S5Q2Gn7UQ2T0tTX4f7uHCq+sTZ6L38S1ocEyMGoknvxX9oZLZwzbIAtqvwfqlkC8TwyA+uzz05R8P0qYgHm6WausC1QU7fFjhw1t49PO/Tzb+Cn+RwwUX8DWK5OHKixy3f3s7QWO4gByyIEo9ns2y3gLiztUho710uTwnGF4NBFd3TrtlZXAdH7qrOxC0LtVX1HdPsnCIRpGnne3d7DR0GKo/PXax1ZDNAB6vW8/tG8J90E8Cfj4U7YR7+24rrxSSYlzVd4fqM8eE4DkAFZB1OKVwxsmd82YEi94wKUbDhktjbfAMCUKd5ywJZio1M/RELZoDIDdSSCIUUAnjOCNnEZ0s5VgTqm2i2ZH464ZsLVga5TqFDFhx1cU0K24cf7V5Qz0VNeKk9t2t2Ou3RnMCu14p3PPvEhw0CpDYSHfOV4wDcyvk+8PVUINqoz+zdwGI0DSVWAj6asVrZ3j+KHhWukaKQAggpb/2wQriGrkv8+CEbUmPcLaTI6hLmKeHROGDBBxKelzSeSxwMAKJ5sS/CtrrV4eegAz0i7g1H5cgIkBqGGp+hpKn2KM9WLLFEwsNxTNSbYTQqYXV1kOd4KJckEgBc6S5QWBaoflF7heDB4q1kVitjCfplUG6SMvyEsNJSkPWRY4IawIEtsycJZb+33UIDPyrp+Rll/EJikMRHj7loMgRZlkTUsbis3tIm1bMXO7C2JEIhhYChvdrDTFttBmBfhESkFK7+33RC7Q68z7GxWjl+LNjGj5/q1YJS6v/yif9Q8X0AADB5ll7GVxV0TagseV4aW6BM2MQveFo02x2yk3vDwZyr2YgnGWSaFJWgaYMFV7443X0PUs6yELfPaBG8lxzquvbAp27fgpeTB8A+vXVs5ni/u+08FL2eRpqSnh8Pfl4N7FIpmJQQGhFhkV28Xgy1xHxS9omozRcYJMY3F2yIoCH1Z8U+cn2uqnALWAL/UqYJsY0LGGbXNL6z+4r38lBoUvwI068lh5HLsi1gSDisfxgdbn8+vIa3flRzs/BogiLo0MZt2qNo8fg0Hn7xRTJr1lrnVArfOwAARWXcNUm/CFrNQkkHkkYopBBw2tDuMFPIpyOCfbjzO4/EqeCR42h9nNO4RNwRBLtZC8S5hczBDrAZ/0KBNU5b9Lrl+lseuTGQUcuP3Ak/MTrJLOfKCY2jiS6d+cVZe/ck9equU9QOr1sJXB0bqMn3OHhFVbmuYaYQy3Lx7QAAfLXAHWp91L6D4E8HEzY3Ap6/cG/4h8KHIn3SVC2OR+xSjWodWcxBNAdraxuFcpjAQHEExYA5eKPlkGtxzqGT5z+RaVJUZl00ZQZIIrAUCQYxYboCcPMYK0Ria8YOHUXflvaAa2r4VB1Up072N3az1jb3y/vm6opSYf5tb7m1qAmIQhUXzixL9NoUyxIwlllNMCb2OK3zCKYwvjdRsEm0GPLpQRFSCguhkEKAZVnwSCLr8EV5iA7ioIiWQ46CvItdn4goiTvIS3t90XiaCp4rM9/pCpsckVqejzCSgc03IUtQdU40S+E+z9FjY8VApeamjMuArpVAeYkry/Ts6jw+tndHr6v6OioiancouYmo2L59GUpLrnPC6ltV7vLzwWBJhRTeB8YStS3cYJ0Xv1Zav7xmHBihIib4BSHNSyhSBpwq4c3BCN5YjE+mTGh8z46KfIlV5gksJF3bhIG01R+JKOILW+CQ/WKiTMh2abNPoHtu0YzI/SNucyMmzA2L/AyPFt0tXF/Q6WDX5zNinxBaxPG/5PDM31Gw4YComzRRZp5lkSbZw8yEIgrrAJkTIWX58uVw1llnQYcOHaBVq1YwaNAgmDZtWuZ7x3Fg9OjR0KVLFygrK4MRI0bAL7/oqVrzBZXDl7C8ymYNH7Y5H1uEiCczrthekZlQU6+XZ+ZrzYzKPLaU4maO7pG1zCe6aWllibcTF7YB/bisxvMer9ryGYMnO93tcP27wrV/J47P/M0vntK6UMZeCzYgAikLqjCidsnF+yD2KVUTzZHYXWb5JrcDNIU7g4otmDbMwU/OLKiC4avfL1f+5q4SQkWeeZR15kzBae4LX58YCaXSBDU6xcImSJkj1DcJY1EFcM+H7S3R0VUGVvu0ojkRo6iB8/+eY94nB0R+Qt9HJ2IuB04D42OFzxfx2ppaNwXGNfGLU/3iyvaz8JDzQoJxIWXjxo0wbNgwKCoqgvfeew9mzJgBd911F7Rt2zZT5o477oC7774bHnjgAZg6dSpUV1fDyJEjobaW7qCVS3iZNrxw5J7ZjV560uG1GIuXQDm4nTgPHaCOFti3d0cYc/wuwvWXp7lfmP+eM0Qog+GUIaLPDT8OZYSkXys67Kss4yeqZWkrNVEWjz+/NF24Rts2LG0Z5Yzox67PX9je4ccA/haD+xkhBcB9WpTXj8/lexMnCtf4TMsUnMUxwOKbs/o3Us09AOLcKWkQs13/bh/eNOsI2g7MX0eE/nzgs3ADAIzoL+YU0g2R5Rmtz47qpW6wLLUm6COJxs8UultrXZ9T5HHu+fCPosfI9bFjutppJ9Qlg+pJYCH2fSK4r53Jbb4WstGlmx3RXHbhAeJBjp9/q9K8LNyE/qDkL8K9Cy2RE6clYVxI+ec//wndu3eHJ598Evbcc0/o2bMnHHzwwdC7d28ASL0Q9957L9xwww1wwgknwMCBA2HcuHFQV1cH48ePN92dwFhUlPL4pkzyQbvvnf0gyYIsssuKC0yb0hioXpnSoijs2q2tcN2y3ZqUg3akZfcc0kPkguF/cTWXA+OgyPfCPRTm0DQ5nTvywNxrjYbUUqKerIh2P/4c+5/r84vJA9XtEdvatVulYBbgfRVkdbVFfAfSyR/TiFgATYyzqSUxVfJt8JTdqFmFsMunT9Ki8CrWx0eh8cKaAyD4DWCvEuaTwhfDhGmZg7LrM+ChuGXFopCvO+v5Q5BMG0ESgZC1KsmYNii5kDDIzGz80N8Ye9b1uU9zVBd7dxsJZQAGLATZlaEe8PdF9T5iQspekVmuz3+Ln0Pupx80OClNPjam3duJgkuviMwxWD3j7o/iVBMtBeNCyptvvglDhgyBk08+GTp37gyDBw+Gxx7LSsELFy6EVatWwahRozLXSkpKYPjw4TBlinc4Xr7ATtb1MfH0s5gQubHdZnEDl7VGOhUTD1z7bflAWUZw1JVA5ZPy56KXxXsIq266rnM5/4FcqhlJw2dFyE6QYv3u+7AFTatPgC8rlBN4Q9yBh4r/7b4PtQqZGXcLADrCZr5yodw7HCGfXJOi3khUn2WgpDCS+/lw5XLMJY49a94nRBw53NyDN4DRD3ijytpIqRk37HI/p4TjGulopcy1KidcGdYzDunZkHV+nvgHLZGk/rv0o0eYdakX35YlHn5559q2aedkgq/kFiSRZ0vCuJCyYMECePjhh6Fv374wYcIEuOSSS+CKK66Ap59+GgAAVq1KSXhVVe4TflVVVeY7Ho2NjVBTU+P6l0u4X4jUpGOvTCUkh+q8ZRZ6fbtKLlRMssDpqoErk+qkeMc/hFBRc+/WlsYEJ6TQQNnw0nW5cwMZXOg1q8q3V7uu74e8nLvkp7PXwO6ReaR7TYgpFjgIuZVY82XjvxPuA6Cq5NWbTStOY1G6dakY3YNIKTzxog0WdGzD+7iILTZydO1+3l2s7IuJEa7Pp0QnCmVyLRgJ7XGfh0TULNIDIwtJdfNjkA6bFnyeiJOU1Zqk58uqZrMPAMBFPBkase7qtqnNO4HkOWPRqjiqlaX6mAfUKQL6ouYlsfMnRT93fd6cFjwYIeXc2ATAUGjU+MaFFNu2Yffdd4cxY8bA4MGD4eKLL4YLL7wQHn74YVc5gfrdcaQb3NixY6GysjLzr3t3M9TlFKSl+Q5tvAmi9hm8K1C2kz16tFOWsUBv03AcCyKOt5akCBLQEBdVw3x7WxoSXFZiMYkVBmKSXWPANwT9nCi6byjfi/5V3s6pfkDtkal9i5opmW8uhmROptSU1gpgSS7FNr1rdMCCtq3cTu6tGlYLg4M95h05J0IbLOjT2f0cHc5xdnziIIgnbfiOIQLDTtyvXYr7amHz9xN7sOvzqbHPhDJrYu4IOezR33vqIOWKJPPMYRPZiT4+NMH5ToTkEAP/TCdn/Lk4Ew1xfrO1pW8Zmzgjcy3FJ+P/Pb9weLPLguLeL687GA4dQDOz+8XJ0c+Ea45lCQ+klEucujZNM0FLmqbVt1zBuJCy3Xbbwc47u50dd9ppJ1iyJJUUr7o6ZSrhtSZr1qwRtCtpXHfddbB58+bMv6VLZSFr5jGtVZqcyPvBre52mGbSL9qEKLIVic+aEUFMR9dEs2aVakm0AIbbi/6b+Zt66scWPVW4ZBBgTJ7oYkZ+NmZe0IoytXc/WTVMXDQoEQyU2ABZa2x9NY6YKgLljCDkE5L5pODip3dvUT8IBxPKxV8psnnKzD3ZNjpam8ECgFVO1qdrhi1u6oO3Vx9O0hFclKnKR5pgPT1ucFfYrtLbn8Rpdq/2wrGDuhrT3DggTmfRFwgRdolUAwBuf610U5sctx8WvkR4j0NRu+2l97KoLCsyZkLlcWRUTLyJmnAl9xda5A4FxoWUYcOGwezZ7jwsc+bMgR49Ui9ur169oLq6Gj78MOss2tTUBBMnToR998VPGyUlJVBRUeH6ly8sLO5HK0jkRRFuk8yZqY47+VxpkpZbpH+d6Asz2+qVbQ8AKMvgOU9+48pYW+8U05wgkSJ8+KCYai0Ftr15dhdST5c5nYRr1OVM8J8As175+QafvoHHVU1/QK9bVjZUM/UZHwWWJ+KcJpGPJGHTCbdYpE/tlOdG0aTwSJ3CRU3KfI6vJ84JKVfELwcVUk7gFnyUzEbAtLZoBwr+F2PCjS4s4Q/0ozZkz4HiZCuGM9PWTurc8iPQ+EGypBIAvPv7WnK/nLTtDXFg2nGO2+nntbJiEKG2wloFjQspV111FXz11VcwZswYmDdvHowfPx4effRRuOyyywAgtQBeeeWVMGbMGHjttdfg559/hnPOOQdatWoFZ5xxhqL2XyEkJ5Tn7FGuz9QXtC3C3qjK2rlbt0o4mGOKncVlHJ1K5FHBoybUnR/M0dRfHU9tqKoD3BUYMypycsbom7pwnBGO4wRQdfLmS/UdbRQkZ2mcv18vdSEQo6/4Lrxtp/Kq8NlXLbDg8OYT2nx7u8wQbOBOnyxWOB1gp+oKV/4bXY1ZlidFvRx9a6sPDR1506zjCA+kQ+tiqOVy9yQ5cxOWZddxHHiq+A7XNQsAFjpZ2oCxRU8o+wiQMi+x72J6BpF8c4SNXgbvumgbkoMmM8Uwy/Fviud9gRqbI1kelrDmqtCNea9l46KjUXC4/2PYCmI+KMqc9cI+O3inqMB+STp3Go+GEjGKs9BhXEgZOnQovPbaa/D888/DwIED4dZbb4V7770XzjzzzEyZa6+9Fq688kq49NJLYciQIbB8+XL44IMPoLzcnB3fFDJOfYRNR3WSJbdpiQt2EDUde+9IhK20oqwI2rf2JsF6PHEETeXrI2qCra3C2oqWUWFE/5Qm5ZHEkZlr2GPAus6bDiKEZGtp/CdxtLt+5j6MqRTDdYfTOGB2qi6HYX28F6pGKIaiqPfrnFK1W2j21TRpWO/IyszG9d/E4Z71lRVH4aimMUgrWZjWek+w3XmAelkrhTJ8GHxKeHL3Kxa14CdHL9sr77yoq9pvBQ3aDvI2N6FZLSRAdqN3k0o6UG5lQ3nHxE9P/UHoPsZAjEMlFKnnxPdOan4+nMy+Y9Rxujb2AtobShSYqoX0UFKEaQCAz5K7AYA76aIOnr9ob0WJwtJ8mEZOGGePOuoo+Omnn6ChoQFmzpwJF154oet7y7Jg9OjRsHLlSmhoaICJEyfCwIFq8qtCQjtwRxjhidgJIC9w+hOR3TT/VvScVk0soZAXsLpl48KWpdJs88R36TrYkyzaBwdgUtJNfocKQsTB8dIyYHZ3AIBBFi3ShsX7Se/kfH4gE/ziTF4lgGzfKT4irE+Q7gy9P+OL4a5h9wiWS8ddpq3lNoNifVy4bis0NGV/4/jEgWCBBfdxBHmFAh1NyrCom7F7NaROzO2TWVPrdrABdrOyGsuMacaiCiD5QdacwjrOOjB7lZrs89LYm1pt+pm7VDLKLYhWJVcQIqEk6yn1AFVICHP3IHA9xvSKbbHfO3BOTOQj0fMtwydN93buCf7ZbDotNA9efOIncO9O8g3XLzrzRFogcdYUCLDcfUp/6lfl7htP4+xnyL/lQsdxIcX7Jd7oIZx41gsAo6JuLZZ8vRBDv/toPKMigehM0i9Ou0ZxusMdcPW0AmkBk1/8ZSGSfvHfyQtg5N0TM5/jEIOObUpcdOMAVOFA/I3d2+tvRro5cKhtRhnT52mSPEB2qdupV6TYF8GP1WJb5JOSoarcPzmcBQB/fukH3/e1LcNJ0ILovE1TBwQFFo0nexc7KxypAXDTeEsiFFI0cHXsZXOP0bJEYibLgrP3dlOOr9/qQebDYKktOpKqrFD/d6ia9wUg9dJNt71V5Af07UiqK11fGjJCuwv3p6nkHe7UhbX1SPIo7hr2cnsvQNfHz5e0710vX4Zt6wWOF4Ptf3rjvnoU7RmxODP6kdA+1jOeHVXXRGOBA/15IdLHi0JVo7PYATH38LDAht4JtxYLM59RhCxrpbhRnrNvTy0BTXbPEbuo02KcuRfNyZaN9pOx0vK4tehJ12fKM7wyfhmpbgCAg3eiCzReGNqznbLMEbviyUzxd1ThlN08EPMcMdO2F3SF92viF9FbcPgrOA4hMpAXEkIhBQE2pdjNq521Bc2IaVICLSv2n6DKshwYkxCdj8UJ7L7QpoTeVjq7qrwP/m29AACdLN58lqoHI91C21W04jgONILb70ZwKLZSNXmBouqlzoJ0RtIpXJ4ftoV0CgH+GVEWvvncYupXeKKE97KIgANPFN/lWbcXnk8e5KN0CufF3leWiYADna1NrmvazMIJMXJH5QskAxqyDQAdCZqGWJTWf5uJOoyALQm9dV/dJzIDKeXGwRE3IV/aj4SHbqoECij1lBZZ0n74RboGCvNsqnyw3/lScgSpnB+tJpUDqZAQCikILORv/kW+qugV7h5LS78n1/gnZN94guIQFmSamoqzVznhSl8yg4KgMC4W9hLT2mPHRRaiKKN95wUf9jeWQIIpqQardv/a5iOy8FoEinOD65gffg0KkzMPSkQRLwzIhTXCD4/SIrIosACgAyecp6+bwrySbIRSFJuBmo2Nik7jruR28zP53gNoRvc0d4GqkUrDdN9FiPV3sjbjfSkwojYKQiGFCIrDkc5UTJ2UxTsbW/lTKaaBvRCn7mmOf4EH5YXlF4Tf7dNDmYiQuoj06Sz6avB3rnTaw+4I0y9vXsBMPVXAbeCEDc4BgOpKtc+AbMFgn+HI6DTo2hYnTsPwgkIbgTV5UnSS63M6jDyV6DINBx4svs+z/aCLsc7dlFligbmNwil2RyAGqdcCB1pbWWbQuWnNF+FHUWW/DXVyc0+a9ExIyMi3RWsKAAB6d/Kmg0cpAwiotjZCB47X6CKCKVjuXyXirH2918n0QZXqR1TWnD+nh7Va+G7f3t7Ren6his5MIxRSfiXg+TMAaC8qHxZIg4Vm+EyU+o9n72atg65I3/fs5a4r6MLK4vGif/m+59pD+4FlWfDEOfLIFVkfeeGlnGCqqneKRe4MEJ+pAyLNnKwfQ3rKn48DFpTGxFeL73uaRp6/zi+CWPZcedv+0Y2bM+ne9KvObshHRL52nc6oc8hPf4b0pPszyfuBOxG6+UjwXrWxCJl2S9uil288ksYj5AXePOcF6lKTYJZ4PnP2x830+/TwYjVuPMo7rP7YQerfuFcv/N1iI7lsx4JDdqb4V9AGyrIsOHGwguPFEf7wxMhmbRMWZMHzUgWBZQEUI+sNWjbHGq9cIBRSEBzC2FvXFKVeKsqioCOjLNyUgO7WWrEu7nO/yDJSfTcWPZf5+9Z4iptGNDKoO8rnfpDhoOh0ZZljIl+6228eqFbF8ukne5UoZiD6BsoLJJagauAFBkrNEbBJavRoNC2kuIHb8fkyOFQOxBSk22L9rk6LfoqWcfcJcVj2oRmPevhZPJA4ll4RALyWHJb52wLH9RxlWrojEMpxHrz5Kl2XztLfypK9Y+raqAeiN4sOzfx9FudIXeOYz3ZrYgukvDvUMGBfm7JisqZHnKU70EW+E0RmQEkAW1jBPaGQgoFN6JU2CfBsniySjgUOOJx6XMSqSEp6ZunJH59VjC7uvKPk/pGflP3m8YPd21f515PZtAR7RsQszo6jtwhdU/Q/94UAdv2Do98LfQJIqYP9gh93zBkxauFRR17U2CVWAn3R+UvtWhU398ONHa0l0rplKEfmnq7TIp+gDwfN3OMleIgVyE/0fO6VNGSqd56/RTfUl8eHM0TVfeoU67/+M6Ifo9dNquRrIasN45ldU22J9wgaxgLZtFjnZ6qQQmFp+r/4xdCzYyuwy7w1eelxuCV+NrFtNUzU5UcQIx2eCsy5NhRSFEgvGH/ysKWmvb0Hd2/rWVcCiiBhO0KOEGxx37Vbpevzdj4SA/KwSyrVhQDg6USWij+XiaismHdGaS905/IApaN/Domwjnzu8ZRpFM6LuiNDykuLwOJyMP0+KqpqAQCmdXAzzspoqFl04mzqMhbZN0r+rqyL/02v/CElYLJXdQQ3AIAR/VLOt+yCxre3xhF9fNpZYn4pSuTYg2fsriwjA9amCAdMsVZ8MGOVcA0zJVLQGmQ5fnJ32i2ysg75DoihqwAAVVwkVJBTv15oNv77+1hZpl+/65PYj+znL5M7w10nDwIr6m32SvukbARzueO+tlM52lY6/s37GfgYYouw5etGq+UKhdWbAkT6Vagsk58u09oW1QnItiyIJ2z4xenpuo6d8izLgvVO9hR0fPQLWocRODG3FiiITwpv1843ZItTTMKz4oXDMPU+9wyPjU5xfV7cfEJvjHqryrGpcDpHpuXnxMyX7caZCPtVpeYKOz6U8FwM2bBvef+aQHwfMN8qCnp2bHYM9kjS6X/OsuY/c5oUfkRq2/Rqbk5nM8bvab/pR+W9VLoD/n0ZEplDus9dBx38PG1FNBu760j9P8ad6N2/hWruUaO0KOqpKU/DUNYTF9JVUg45JhCGIP8KUduoDgVOAC6BFwOvXrUgnrQ5mybOldASYKNdZH3yG36Hwe9rMstWJy1jhRQ+67KMnlqWMdf92T0Osx1aunY/0Hn+FVx6gNzA35PyOt02OgQuHoNmDt5HycS8BRC7+E3xXgCgx5EUkWTrLY6r6d+pMpFK40AZ8iDmHjFUWQ1Zn1gNNN3c01ynh4N1SwS8pMeUfT5DLNHETkGusj4XCkIhRYFvFjZLuB4z+SMbV1cfFnGf1B2wYK/mjJasek+mBciVyUW2KbJCVRfEvHTesJ7Qq72+qQbrifybbB/XOG0zf8vG5H0m8dwrJTe7vpOxYfJ17bSdmOBStrmZtNN3IYQr86BGPwUBW1NrCzdNHMKwhxZJ/HcAAC6PXwEAAD/avaRljt9dLYxSQi37V5VzIeFuA0Jpmb7DKL9g7tMb92MYxviQvZ3cCy3DJwVMY0O7XdDrAAAXNV0FAAA9O9J+QyTipZ2yoWtb9dzjU1N4AXuH0vjOxgnfxH6lntYfD3Kb2OfY3TJ/L3NEZm190F7mtLMy5v/lv0Wn+f/ZmclrWskooZufwhDk3yiaHNwUVGG5T7sOWNCreXFhX4sDotkFLWhab749DLJpyjIp8oLTu1fsD7/ftydU7X40f5svNDpFjLznX2UtO0FN91gAZaGd/EbfubyUHEVjEgN3l2c5fVCSrt4P/4M2mEZ2j+DJER86cw9SVelTMCZcpUOxvcIyayD13hw6wDt00wYLOrQpcb2TK5wOELGywmbDnnQKd4BsRmEAgFLb/U7v3AX397q+6PnM3y8mD/TVXm253OF9jpPaqL3Mz1RUWPVQXqqup4MPn5vOHmy51Hcp/Q7+8SD3O83OnSeTh/mqy8R7nPbNSTu8m4DLhwz8m3xqnTJjqqBljn8KgHwgFFI46DiJsc5oLI7j/EjYzbZLsw2St9le1nSF7/ZlsJoXf50Q5K2Oe7HZuUsFWJYFW9tsL7mDhn8lTvZ9Dyv9m9QUmPJTCIqacrmAVef4T8aWT1D5GdLCJfb00tEElkd0D/VJbWnO1u0Vkt4Uk5/2MbDC+4E1r6NljDIhW8FP6hl4vC6rEOfnXII6Qun3nU+JwfrDNUoOhrJWvdqmrii2na4x+LPGzD18JmsKJti0LOmZUHmPd+zt5D6+288HQiGFw5h3cRWsF2KQRKMYxMyb4utwWewN1+etYG5TWung0SN83g0MCwxwAWBIMeyqHTP5e3LTFxFUMjeTeZq8DkLSAMo82KFNtpD2d8IEw4yQQnDq0znF9o0s556j/nyK17tp7HOhPp+RkBOe+X0XvMZL5kuXK1D73rEN3udBEm0eBb9E3SkXWDNuZjVSdC9p0MabpqsIurZRu5R2dPd6x+5NnBCoL7lCKKRweOzzhZJvvPwnAI5EMpfyiagwU0UPyx3S6HfSzrXlC1ra74Wfx/cVP4iW5+34uQCVGs2Va4WgSaH0t4zIrNnAnNKCnpCfToxUlvFeaPw9B5O2+oTBcIasJkX08UlHcVD4Hv4wgsb9wz63fxU94hKO0gv1K3/wPjm+f+X+AOCepUG1b17pNW44IhWO+uUCc5Eev9+3p8e3+fVPoDq7Xt88DjwGRhZl/uZpHGRobJ0yj9187G6u6/8Xe4l0P4u0lt0Ea+tJe6T6FfQNsyHiy9rjVbQBTPobmkMopBDhPZkciCGx5UnHvSk6SIhl0Ol+etONge6/P3Ecep0PcW1ZqIUUCmfYbt1pfDF4y26oTjDphSzoaVW2sMs2u69sb1pyPzC5hWWyWiNvUiSjSZEvR+n7KT4UAGLfB1nsKTzVzh49vLkpdqyucLUNgPAVZeh5Sd3yxIUHqHPR+AVVMKfgiiZ/vjw86JoUfLNk6QC+tHFBhsemqpTTcqdyd507RxaT7meRltlNKM9KYqnnEvQw+ETycF/lqZq/O+On6HQnJwiFFAPY6uAe8gluePGQV/nqRln31oF846Xcf59ExfcQk0yORfBThH+uA8f1t74mhe87u2HWpp+hUE2w3YfUL09zD/7lCsia8uodc458lLZ1YDtycw/Ph2EC/Ht1GsMi7ddEw47DoMgCrp10IZpWcFvGWmgb6P67NfzRZPBifPYL9vlc2XSptFyyWUqJFFCEzFKjUU5ZpJNdTrP1EkKaRCikKJB16pNPzI1AD9HjkcsFLN901nFHfWqrsLZm/u7oEQmwH8PGKtssE06w6duW6ct+jf8m3TOyOakZ1RJCKbb79nIHxql2f/S6yxzGcj6YdOA0VlNWI4SFdKcjVfK29PsWUtRoKpVntWUdPj+whyjrMrEHpqOgCmc7NRs9YnJupuuyLAsWOdVombVOBfTulFrnTxmiDpWntx3QJwUsXwfHbZDLLRRSVDh5j27qQhLQTvfyezpZNRAEJKImSds6oDj97hf5OfO3Vwbjk10LAROCzJg5Lopfnfk7aN83NwuaqhDk+08fDAAAiaScHOyT5CBf/epf5cEt4eAh6WytbpdQ+fI98ZoRyr6waJOQ0+p/8ufhvuo6d79eAADQO7IS+C0mnYXX5AHVy7HYv7Nrtvx8ezvum9R3dZXyE+clsbcyf9u7/x4t8xSTksK7J7Tt+d+npeapyTGdb3cJWIO5zlDfd78tykbXhgh0aZta3y7yMMvdeCTNDJVtL9iY+D2U+J37rYsNRpppIhRSFEg/VB3JnULVrhOlUef4c3DyCqvOZY4eDFTnOdbFRyZIzbR7+Gqb+n66DVL4hhr3EFIawJ/5RWcjYfvlZgqWo0cHfyRmO23+XPpdVYVaIP3a3jHzd7vW2fL/KboXLW8yUsarpiCtbAb3GFIikmba2bD98jJ83FYx5I4mhqHUoC9KGmtArvGjoCUSFVLmVLpfXiUdsDLaU68EfBSyQXe9wVAPIreTCWR8yApA8xIKKQoEmQD7Rme4Pj/TSjxFiWHKatyUwE9jPNIvX8zDIdHddu5npKuN0rYeBfGRmO1kNSxsie/AHAkeizYSptUyjxNGPkI73UJKdkxNcr+sKwnGieNGto+HRaf6vvuz5G7qQgy+SA6Qfud34V3twSeCOcMLZVrQ6JJ20MTQurgwQ5DzjfLS1Dh4CR8pIUX9blF5g9h6Cw0miAJNIhRSOPS3lqDXnagXkyJtY/ixZLDyXvYU/krZiWg9Gx1/ZFR9PWitXU6BGtEvgVDcSv6da1iyfRzAhCGyqAngF6SDq0fKhSJWSKE5zvpfqNzmnuwnQtJhAADYIiGJY0/9cyr3k7dPMiUyUVmSzXy6TYtoWUs8xT9wRuodm1O2q7SM3/Ge6sEC3dhRLgxhkK0UxZAlhKT6GFB8sob2ko/b0+fvmfn7TQmR14uJEaS+UGByQ/YrinvxGv2tOeTZSzvoAE0TdOgA3KelpXHusJ7ksveeNijzdyE4fYdCCocXim9zfU6/VrbXqT8ARJ+U7CPp0A4PkcyVc+SQngHShZPb879QsfewifV8p2snFKfWyIc0skg6EZORqShcjKqMAHDCIJrfwNjEGeh1NkN30L47Diuk4CP7eOJI3/Wuc+S5Sg7sn8oldOpQuXOjf5mQ+R3cDEkzeHptgi5hTbLTnctkrKYSBZ4dv05ZxisSZQBD6f9qcn+0zIPJY0l9oWD/fuYiUainfcqj7tpb7UfigEViIy9CqChU9QZFuoYpSTn9wE1H04Xp3p3awEUH0PiI8oFQSOHQztri+mwy3AyrqT14OcfibReCdIuBfeFkmYt3smj8BLJhD+Loa4KEiQKWxC9X6tzTop9m/rYJJgcecYlJKnd+A3gfdcbnUQ3BhoV/Z0r5HRRLKuV95dcdCubaaqd+6m/Ni9nB4FpK6e/nyYHZpr3KW+r3NVe56k3WeUvidwZrKxyEQooCuQ6JL5Hk/QEIPoGP2CWlevTioTDJMvuJPSjz93rJabfCqifVxW6W83udmfmbTf3ujmpR9/2gHTsrywAATAlIiDbL2R726d2huV+52fUvir2T+ZtyUudB4ZsJOvXdFjtzL1LSw+eH1EyAEORSaHJXlYPNPUr2ITMHWV1FIF+fZPjJ7oleb0wYTCVBKOOABT07pBO60trepavc5E3xSaGAZQk3oklpns88L5cJFMKBOBRSFCg8tyY6LjswlbgOY8PNwtwv/Hv83MzfQad2sjRrSz/6kAMlpfz1/Xf70KKB7k3gvkBUJCECx+wWNFyTDnahqy2icVEM6xNM9U7ZnF2cExLBQG+eEO7yKML25OOk6CfG4wUmi/EAjqk0F4eYnh08fLV8wsv/hkKiF0V4bVSQmY6SBvc7VsPtZf7b3udYHuthLjWVJWKCiyuncHaYyX/JznMnQFSraYRCigJ+nexeSw4z2bqPqyKKfdpHg74wWyHLvBv0hBBvm3WoLJJ4zPttw1tYy8JvCDEPNoliPpYg1zgQ56ssCsFdV5Be8bmr8rMYU4Qndoi+ItCr/+zInXv9m44IZfK0M7DRLLJ3aUdJIIEXZHVZBLOkV1QWV1nmz/HJg3z1wwt85uVMXQ7NJ8UvTFYZdM3t1i4r0EVaIl5cglBIUaAomo4Xp00AL/VYAA6pvIAikMUoSXLAsI2bcAovIvZL3ZQFC5xgWpBcMcDK4PaBoYKwmWv1JguKKbG1JMTbC7J+bXKyHCZe42CShj8IMZwMXqGwfuFVE9t32fPRCWmXmxLVYAkavUDpu94aJO97LvZtk46zJtF2w3QAAOgbn52D2v0hFFIU+NMhqfBDLxVseyYdOmXCpMMkCwH3nJrln6C8g0cg2Z4xzHPk2Zn9Q70IXXGwuRwT1AyrhQKWzC1J1UmTNtdgArckityFS6JvuT575U5R4aym60j9OnZQdm7u0BEnuFsRo1GfZ6K4PIa9T2d/4fEH7yT3ndrgYdoIAln3v3MM5m4haFKo716dxeZLM2lKlKNbOzxHm1+wFBItwZOy2VGbwCJ2k7JMvhAKKQq0aSae8Dox9eqUXegoJ+ejdqWe1GVtmnv9jh+cjRCoLVNHC1CZLFmfkqCQqYnZUZBlTvXdloE6VjHkX/nQpLBCCt25L9gvNaWNSNHkZ/GuvZfyHtmYrnMqmTJysHO4a1t841ldRBOyKaPQpiQbLktx4PQy09YAu9aoEdRnJkHIx8VDxiptklHYsdTCjFleFstY/22XhjE4cuEXFbHj5ivVRCikMFhb26h1H0tUZZTDRDL7qHPS7+SNF+eZzI0KqZDCmFUkv1VGUqWDhXYVqdxnTJRTPsDOvwTRO1EnazQLiknC3YY5M6HsHXMML/4UUDYuVxGTzqMaTq0yyI9D/ndAqU9KgGcrlGOqkufbKRynVBlaQpNCaXNB/wthk9Ma3m59fB565I1QSGFQ06AnPU7rejapnF+bZtDwxratgjmABoFJYU22EVBethWOPDttrrDzduZU8hQVMzsO/aupbMRqFXkiIifMMnkqlrWfxnKnAyniRW/Bx+fp/9pdRLqbpM3w+S5Qx9YmLN/UukwKPLJ+9e9i7hBEyR3Fonu7YBFT/NwaEz/dSF1ec9aLMFJVb9ByDa22g90bH4GnKy721YdcIBRSDKChqG3mb6/HbyrO/menF6mcKRMIFR18JtfygimODQcsqUo/Vzh9r56Zv2U+D1TsSWABfrI0S+I0on/Q0OIsFlUMDVQXZTGsL1GHTDtgwZ8OoflGZH1EaO/a1iJciF0dy5pkD/BgSqU41PudvtTy6yD3ms8nz91TXQjcGbZlIz9yZ7UmkrrRssI7y2wsQ1+PTOPu9mVaOje88jmp28j295LhcmbXty6Xp6VgkasDA0UIzgcKoxcFAt1H7dZ4yBdHU0LKMsccvTSLoHOdDd/bBPiisNVnBmcA/2GlLJIQgbatzCTMoi6gbELHiEaWa7+YGfOXHh4ASJO9MeovRxSPn2y1ML250x6uz7IxZhPleXlq+dU+zup8GHqdXfjbelCw55rssaVBTZjHZtiWm3uydZ3bdE2wjjGQR/fkbnsLYqZhV4RKj4NddaU/bVFOUACRyKGQwiBauzyn9fuVUWQ+KdsC3o6ORK97sYX6BWU4/dqljQw5668h6eQKx1yeJJ11RHZKcpl7YsE0UK/Z6pMgz0KKLf4pjgpKi5bv5+dY+HzM1ZtH+RlB237BZFJAjRdC+s4xdX1q4xGOdJ8Uik8UDaxgGy/KvXaK4qs1KblLDttXo5B2nlBIYRBN+udsAHCrCAdF5kvLVZSqT/R/OyoYJXuh4ICdZdER/rfUWk1foVRr+Z/iBzP0+7JFd1ziUFplhNXCxRlBHN7WxeaERRncY493bP7arb7r9XKc9b24SgasnPCuAtBCkOd1HqVqzoXdureVfsdSBlx/xI5omak2ft0LUu2UhgQs1Wxo5JiS4cL9s1q6thJtBN1HI/sj69tsj5Z5JHm067MOEy/WL9nw6rBeU39vIQkgFIRCCgMTntbdrHXS7yiHkvP3o/mbFDpkoco65FDyV1k9oElCOnsqSiyasFTGCACyOfW8hCVTAIkB3n9UCy0qxeByJukYv3FhxRxwvzue5p40nXee1NQUn5S6YlrOqDS8MukO65314ZHlojIb1eIeyE+Tu0nKZdHkyMKD/UaEycH6223fHneKNRk58wL3vo6I/mCoZryPMxxaCg82G3QBWGZyglBIYaFYcCjZVycmdzXVG9jWZF5Kb7WcsQLsOCaZIrta60nl2PP8ypKeaJk6MOfUTA07ZkEL9c0H3K2g5h4fPclFn72WBfa7Uxv/hpapL86a9mSOmV9raD9k0BFSZNopm+CUyuN9W+Zsm9/1TMfcQ0Ux5JZHJJehyZRxWb4plQj2m0UbctYPKkIhhYFqstY6uI2evW9biM2XwWTP+0pYNucSmWjZEwLE1Bt6N0mIoV+hyHRW2/lluNBqchGavy5rMqn0cPJ0tS/xxXDB4FB4aT9U4N8pT3NPc9F+5GgOCVzcR3K0Kk5pDaorS2Ehm1CRQSKaXTfiRXh4uk3U+JUSzHQmTZzlxPnEohEk92jMJ4pvRktwjQRZ59n+VgV0jt1nh9xQLKSFlEJAKKQYhllFa2EKPIsIpGYn7I6z11J/E8uD4BAcOPfYHg8JpLZ3YMDQXRbs6XprFHfEoy5ybMTUHBsX8FyLnk/+iPwhGBMue7Vvbzzh3/VH7pQx95y4h5o92QTSQuHArpWkX7i+Avc5o84Hil+bzgY6rDe+2W1XkX33PrjqgIBeDzpOuGoHb5MHC6rWNVh0T/beHav1HXUnJXeBf5yYGwfbeNIcb05QhEIKA8sA1Xc+aNApeD8ZjOPCC1/YA5VlZIyk+R4dmxjx0a7Z+c50QNWWWFv0OnWRizIdCpqd2dU+xSclD0JypVOjLMOP1aKuR6PlRvTPCs/UJH3mttNg4AWLRqlfRxayDVVHSOlF4POhaqdk0LAcwf2J47TrpY4DJVWBCLHu+TYtr5m7Ndk6qe77V/ZOnE8K7fe2t7Yoy+iYkHOFUEhx4dcjpCxx/Dnr+UG+f6FsP6XQ4heu+Y2qScn+fUfiNLSM6RwlaRgV2AI4BnWyNrurkuRtyRWpFR367b+W5MO11XXJcknmUgMbhJlWxwy1BtoSSsk2+txtb9i6QvUrcj2fFp+zOJpCTUqhQm84cjXPgggDhSEqici3CStJfKYXH5BifiwhkldRQWU+lYHdeCfbuGrX5LPu1MZfRm8vsEy/ESeBluHXwjtOEn14yq16GNY3G9Vi8vfKfVLMzdNRA7IaHll79dsPd32m/MalG+rQ63qCuaTFErdv2QHRnzTqTsGi+EERwb5X60ppkTAysBrDvSVmLx7YGFNHncKTQlsn3UkPTxxszsSZZsI9ZUh+zKZeCIUUFgYWpkLRpGiB+PtlLxAlHDPfcCBCOsSnc95YlgU9JHliptn+qNlNIEqobLDEH0cH7RnOCdmwUVTwAABH7ZpVf1s2LqTwc+mUId3RchRfjJbWpMjei3ZsDi3JZBzU3f0MKZtUQqJK0TkISNetYv9pHa4e2Q+9TjH36AhYsyoP8H0PC9bck856r74Hi0KjYYbNCFXSvGS0XrA4YBA+7hc3Xen6/IqgtRPRr6ocZt5yGPzzRJPRqnoIhRQG/Hzho3koL78sr84/4riq3rM/AQSeYsA3BROQ0l4T1pdcaVLkSQj9QyYYJIhsuezJLKjISvWtyAVkLb+QONB3XXUV+HvRqOFnkxcOFJdGniq860Pki6GYe/AWqdpDU7iq6Q+uz/LnQxC8wC0kkEZe8nxyaeqlPJ9Vkvw+Pzms47e5PiZL2qLXv7PdwsuzCZwNnEdZcbTFBX+AUEgxAlat/e/ECWiZNU5b3/Vajr5d8NzYBN/3bBcwMmSXrrmhlC4LwI6qIxQNkPwOk8RwPGSOkpTsv0ZfY2ZRMrk+xUvwBXuRRQtJp0BnQZVlx2UTQwZNEsnmv6GalygCjyySK9+J4V6z96cVZH5jf6ITruygViYhi2RBZ2D1P2/wut3XTmu6kVCPn/r1wNdFPWwVCkIhhYVikevdCV+sjhucXWgbJCRdOlOuIWCCN784eCeas207hIb67vhJ8A+CarBtmf+Ts0tdzoCykOu87LceOwAeShwjXJ9QfDDpftc0knTyDyPc2U/vTpyMljtz72D2djnU4yIz35HHlKRZa1nIQpUv2D972r3wADzkmYdsXFgTQlNCdvBwL8UUQWOPHrjgR3k+/0m4I6RMmqll0TKsMPDfc2nRh7J+dWAYZ2XCaReDCfqqOYGQMsaLHDza56y9cep9v/XzkAcYbNsIhRQXvCeG7ERPUclbGtlw51Xs7fueIKCeRDHCsK/tnVz+DPJG/PYq/2jbqhh9sdu00dAUSX5vB26sZARYXhTpaeQqEWXQWiknVJMLqM6JWPbusmkdZCkedNCYsOG/CSTzckT9nH8kZJUGoJk53kru4/qcj0AudqhZ7bMXNjg4+R0FJZrP7e3kXsK1qgr34TOIybFXR5zoMgSOUEhxwf2qNnAbRxDeCK2TSgHYA3Hkt19BWuMX7PWOvnZqYz3NzydfeWNygUldzleWMaqK1iDPkJ3UWzprOOWxNyZskqkAq+uVJM1BNN/mHip0zHE1oG9qszXNGo9j6U8Ec1yQvUBeb7b+EGkU5mxuIfDzhXc4ynf4rKy90Ue3bKbkdCQMC6qmqC5i7hQhSyzGogGK4U+HZKNyPkgO0W5v7ZYmUrkYe2TMw2qjNy/xjtUUZU1++/bpiJbhgZnGAGgy9s5d9E/KhYZdurVVljl2UBf0upgjR3+toWhSmoAWxcLjteQwZZmRO+OM1N3aeWtPltqd0MzOi21NzifiELZt5T6Moo7H3MkDG2OyD0yeAwz4urY1ASgUUhjwJ7Eb4+cZq9ukzfecYWq1bxCNgQod2+gzn47v8EdlmYcTOKMoj/9dso+yzMidq+DQAXhOFb+gLhyRPEfk6Gj4KE7ZncppSRBXODi3BKVXncr9+w3Ifm9LRyKMPV5NUd67Uxt0JUgSNhJqtMo6R22WXOrwaSBo61Ojow4Fl5lyVGazJojBRQf0Fq6r3ju5LwZte+NNqpRxNqZJCQBeGJTVyz/Z1ZKoo0JFKKQwsLgwwLUc22GQNTDfy+dTiUNdn/+XGC4paQaY2n45snltjPk/Fck2nxjBjl/O8WsEERXzHdpJBT/0f41foLwnSORYS5/EKI6ZLQKicIpybHA/CTPZVABO3sZjkSTRoRcsgzZK07Kibs9ISTTR9pAfkHcBmODnqDkyayEUUrZdKCZiUG0IxTzBIkhrcU6dOzrx+wC1cSC+sPUO7SSeS+gq0YOQNbGQaZ1MnvojXM+2OmrthAVJY+3LQEl2WNOg9vOpcYjvTaG6cBEQibo3VGyuDYgsItVFMaEJ8zsgkaOrKuKDeDExglROtz2ee4YKTEDswa3dQdZm9t23Y8HC22X1/poQCikMVC9XMBWfA9cdvpOveyiHm3tPHUSqy2RyOuoo9LRWGWtTF7rPbJA1D7nqv65jB5vjAZEhyZ0Y9+8rarB4u35EokkxaS8/fc9sqKXsjvVb48p6vrf7uNuXvBeUvt8TP1FdSBv6G33b1uYE+luOc5udvrVxJlIdkDZn4muyAdwm6XoJfQM/Xi8laA7Eurl7MHPP6GMGaNWlRCD1PPGwKBnXbQWhkOIHASbUyJ06Q2UrtT3XL46TbIL5dpbCHGdjlpkkVUHOB7qni/2ivwjXdBgsKbT2QZGw3AJodaXoE8DPB8vJvSaFQmJGmZfkcSeM9TRH3LBviZ9Nq5/Dk5xJlTcX+4H4vurPm96d3Jv/XFstKFO1xJRe6U75mTbOH1Jhuc1cNyXOIbWnG+3Fz7fv7D4CvYKp5IXBlgfazTLurm0FoZDCIKfqMg2bb5CFqqX9BoJgldOeVC6Xj0uMtjDrcZ9L0cWxReGQnw8r29HItHINymtBDamljCnWXIW1lVQ/D4qDKrUPlBBX+judu9lF6QO1dcEUK7mxo1Xj+kwVWnUFCX7s/4YEUCxE/H6ozyeX6xZFIN3WEAopLHJ66M2v2JDvcGmTg2fy5Mz3K4hfkY4mpZeEpVgHMuIx3kzZipBGYGsZHgrLYrvKUjRKTC+BHY64pT7lUcdd95BRpJnnSphJAXafYX3c0Ta4kEIcB53oMvIhiuCTkmPtIXUcbIJm6xGEE4UXihPINjnJFtm1qb96/77ZZy0b9r8e7g7FviN+Kqnu5Q6NNmBbQiikuOA9zeqiaoe0vXfAtQA6m6MsioHHRU1XEeoyuHB0E0/htx8/ULiWJBB1vZvcU7jG21DzYLYlYWCXtr7voWTvpeLcfXuSykUJUU+UmdWqOEaKFKHO7Xm2KBhNbncs4U6a6dKKuufNZ8ndSP3Sfzf07sPa26FzhbLMbl2pnDLq8frhpkO5Kwaje4zVFKy9HzqqqQxqHPEQQRmJ7u3F+/p0pnFA9SLkgrqYS8XwUFL9nlgAEAEzJvZCQiiksFBI3j9WHqSsgkJjTgW2UP0TyaY8y1HngjCKgScJl2JRvaXpXYSC+g2OMEp2MuM1CNfGL9TqQ0sgl4fNREyMhqEnW9O7j4IHE+JC2xRR06OTNSkxt0AYRxhHsZp0s+WKY2PSHIhslUSfF0p0TUnMXZfJ+ZhrNyzBv0rSXn1MbY7D+WjU41wSExulaJCOaBzD3YOXo2mjfp3RPDxyLqSMHTsWLMuCK6+8MnPNcRwYPXo0dOnSBcrKymDEiBHwyy+io2KhobFInx2Tok3lHfEwLECSVuXd/wRbLJFO4BucuyC2kfDh01SsxTJNG1wxdR3x7oyfIlzj+VsowBI7Auj9RHootjnUIQ58ND8Sd6l2iAP6fBtP5ia2J/4iY4IY8UF0sdabaS9gP3RAGStZYspc9aGtJAGpTeJJUfv+YL8ZFwTVb8smx61tCUJPY0fE98AkaWihIKdCytSpU+HRRx+FXXd12+/uuOMOuPvuu+GBBx6AqVOnQnV1NYwcORJqa2tz2R0lWjrO/O2kOqHgrgTqbQAQvNG7SVLS5xKUBe1je3fh2iXDRdZJU2iJJ/xacj/h2lG7ujfV3XuonYXPkzAN559mW40b4+e6PqfeLbEPFC0GX+Z3+/REy1E0CAO6tUPv1AE/DtRaDo98o9WeUfCTpkATTt2BZFbne/p7iRm0vtj9TlE1rQ+dKa5JPLB3TkfgDoIFXY8TrvGcSRjuOEmdrb6QkDMhZcuWLXDmmWfCY489Bu3aZRcGx3Hg3nvvhRtuuAFOOOEEGDhwIIwbNw7q6upg/PjxueoOES3rFU9RHx86EPMqF8tVlLq1EZRMzVSYDJtLIFqT3kRnU1Mq0UlJkc7c5JKNPZ8Y9zz4/CEYZFm4TWE1oonCT5FqiCdGSVJAwubICykYvboDFmle9q8StaGWph2/FnjBP9caBBr4cTBpOCBF9xArq+PIHrH3/pSh3YVrvDmmNIZvY/z68L/kgUhdYme7tSUc6AqAOI0361K7pMqhVGjImZBy2WWXwZFHHgmHHHKI6/rChQth1apVMGrUqMy1kpISGD58OEyZMgWtq7GxEWpqalz/cgHVphdkWuqyH9JAUFnm+KDU0EEkO8JPyfk9sfHPFGt9viM6dKKbs8FnmEutne4Iz7G7Ge0HCYYETVyYQkw7yItwQnQyoQ8i3kH8qSjQfgM050xba4tYVQ4FKmrdm4UMx/jITLd3IJTSgy4Fvu77uwXcAoLpZUDX3PMA4i9WKMjJzvnCCy/AtGnTYOzYscJ3q1alWEirqtzJkaqqqjLf8Rg7dixUVlZm/nXvLkrXZqAQUpCvp9s008TMTocry/AvzG7daTwMmADil4I/DUpEDga7BPPX0auLvABEKXl5LI9PHn1Aatult7lNnNKPXRseI9V19K5uIYuSh2UvJArNAQsO2rGzcE0spwY/frJnStMw0spQpk2vjuIpspu1jtCCiCTvT4W0jzm6U4AJzro4PDpVvMgNVm3rHtr1nzLE/V6Y3njruDQPuTdd8gcbYnuEH85r34IcHrFbI4Rs9H06iVFI9yeO1+9IjmFcSFm6dCn86U9/gueeew5KS+W5O4QTruNIF7LrrrsONm/enPm3dOlSo33OgFHBxx1EpUwhnpIUSkT9q9h6dcRC2mgvzHYI6ygFG0GdPbmlfXcyiPIOc2K/TCYk7r/bvuYqI6BGOGniOGaQe0PDQtf5hXZAF1EALimOwb59csmzgGk21Hdth6jfJybddnXqRtJZI+syHWIfHk4eo1XTrfGzSPWjvdCY85sqdlQXAoDtO4hz8jaOhp/a/K5daYcwMXKQj+7BW6T044B+SMJT7fUtv+si1hpFk9K5ohSauP2t0WDaFNMwLqRMmzYN1qxZA3vssQfEYjGIxWIwceJEuO+++yAWi2U0KLzWZM2aNYJ2JY2SkhKoqKhw/cs1iiwabTgfnYKQfabArcZ/j4sJ/wRq7BgiaCAvUP6J20Rgm03OqfgpZbhC3zl9hTJBiLN0wfcrEdGnrjYVTVFRam6hMsrOi/y+t23RyZw3M7S8sREHZWxEU4gPnxSjXih8H8T7ioVwZj1hSqYE0PanI9yG193y6ykFQV77QtgzqDAupBx88MHw008/wfTp0zP/hgwZAmeeeSZMnz4ddthhB6iuroYPP/wwc09TUxNMnDgR9t03vydVHpbGcPyV8xiXaVL4q4sJtMp2sVqrkboPmXBcP2Thq6o+AIjJ6ajQfRFMvj5CcrLkcKHMU0kx9NtkqCplc5lTdYRW3VTckiDkp9EceCx5JTZ+WPW8AzEGCr055ji7CURNJMUURoVQk0m1HTJaa9sPod3ZwvvPtrP9gSRMR+3HpkkLlVNYYPnwSSnAHyCBcSGlvLwcBg4c6PrXunVr6NChAwwcODDDmTJmzBh47bXX4Oeff4ZzzjkHWrVqBWeccYbp7viDxts933HnSqCugVixKw7px5VBFnpySnU37jqZxr7J238BAI5puo10r9iH/L4IuLOr+5oNEYH5dIkjavBQ7YrBYzjfr2QATQoPOyIKDbVdxDBoHpgwEEUiXy7Y3+3IyJPvYbAAYCWSk2mXbgTCLcKcd0Bcdp8i8A4Fgb4Qrp5I2FxbX0HLxMtr1k5oHK3uk8FX1bwzqN73FA2jrqEID0FueT0dtQ8t31M69FizAuLaa6+F+vp6uPTSS2Hjxo2w1157wQcffADl5TTNQa6genCUl0+mSRHbEivrUqlnL+/duQ2AEPDk7kfPDjRH2geSx8GdkUdd1zYjJ1IKsJGgDA91kdMNQdbXiGwbr/aazqJGkrJgY8IAJqScOsTtuN4E6vBpywL4wemjLIf2i3CWskCcD5iGJ7fLM9HMQSiDEd/p9uI7JPNzLv0uCsVnjZaBHFkfNO9LWnneTpHFlDry25K5Jy+j+tlnn7k+W5YFo0ePhtGjR+ejeTJMvFxScw9hbYwk3CnJcT8P2qZLWYqviV8Ed3LXNiIJ5SigOGvmGtTtJ98hoLmG0C2EaZPyLPAwXsTJSmMcZEIS5b2YWnk48Bme+BMjpknB2zNp7vF26AyCjaDvd1eg0zTvoMkaeocYrETehRQE1Nw925KQEubu8cCePdUsoDwOH4jTc+/f1x01gW4Imusnzgehvu+l5AjxPr0ukEFZOHbaTm+B/sXuiTSoVRUJNc62Q4pkEZIOTuygFy5LQW8k7JGK+a0HEUphApY4myl+Xu8lxQSaJqFrFqCyA+RSk2Gyaqq8qNKIGHcgtQhlsH5wz/WAfp0kJd3gI22ocCJuociy8JQiPLv1toZQSGHAv9z/Pdf/YnXusJ7o9b126KC8l6JmpC5Ada3dKnnsvknXHEiqSxcUv44bjthJKKMrpKwHWkijLsRFleoflONIIT4qTFPSXF4qRj6h7XE/54qD1Gac7RFz44TkEGNC8WKnirRZNVSJlOc2t/v/Of4HvU5Qo1p0hRRNDqMj0U1q2zlJ63IoUtZKXXp7yqOm0OsDAAxtfJhUjgdGELoAyWF1w5HiGrttGK5TCIUUF9wzr02Jf/VdjJgFmURQRXbCFd+YlduNVN6HbRwmQdmcy0v1VaRY7S8lDlDeR8lyShMstqVXnQDykdRdrhXynpBt44bMLy8kR5A2Jey53pc83vW5Dmi+YWLunsLc+NsUq9+xwvBloFCr0UHxScHnDOU+9RpC3T90ff4wYAJwSUzP/FsoCIUUBiqVuMlFCJskdY0Jwp3ifcVYPBxClqfbL9J9LcCTgkFgXERtznoo0Bxswk8Uya9oMMmsSUURUahXAcsBhYeRi9dWO+2M9CH32omWD8HRXR/uTJ6u3YXl0a7qQgj0I8L1NDA622mQqHWe40XGJ7PtiCM4QiHFhdzZPin4aflm12c0mgTpw2UHiur2bSUSxXQvBTp2o4KlXm/P2nt7Y314NnGwsszIncWQamwUGhxCVA6lUwgwE0NpkbjcnDyEkGrA5N5ssLLjB3N9J5t79KBp7TEK3S7MBfE5dyx3RzAtayWaJQAAnm59rnefJOMe4Tbtf564CzQKc159wLvucBobL2VwDuzv9lPpVK4fxXXMbm4qhf5V5WgXMI6sUJOyjSKfj40SpYOf3MX7+JcdAMDm7i1UkSWIdgJbm0Tvdj11Lq1btBkzcmeRuE8XC5CcLnwvMPUuhhmOO18LNiejiHaR4gNTuquYsAzTmrQimCIw8D0t6iba/+c6uU2YeN5+vbTuCxJezOPkxr8ryxh1dtVeJcX75nZy89hM7Xi8UAYAoC6iF3HIR5SdOhQ5LBDMPYO6t1WUSKGmGGdMZ/Hkue44tSBOznw28EiETuYWCinbKnKkKtkYIaqTtd9/zEFV0zmP68SEJI3lklJXPiC0qNkF7LZCMPdgXdB1ENQNtaQMqh1FNuIcjl+ThQjqxOWNMkWWO4jjexEf3UWbbA8kjiOV47G1RGR+nuqoT/novOUmBHXp+6Fc7fNFRUOxe120JSG8lL5dFz9fuIZZP0hTUODrFyvC+vRtpxOEa68n88uiXgiEcqYRCikMVIv9MM3kaz/E9dT9nTFVILrbqEOQqfldyord0vkke1dJSTcwtaWNLNr79HYv9v2r9ZzGnpSwifKaFBthcsX6xQN71cXnkf8FIZeCHx/lkm5RBXRqIbcdNlBPozSkh38qABlQFmcKA6zBcdf1gWkoNjcOulhVqqc9CjJ6/L29O4l5jdY6bYVr/avVGpiIg/GKcC0i62uPavc6ttjuDE5ENJ9+lhyk7AOPt5N7+b4njV8jR04opLBQPOFDB+gtsijzKsrr4EbnCjHKgO6F726VmqTrxN27qwshqEL6iv3G3+/b0/V5D80N6JnkSFSo5DectduJuXp4HLKTWk0LID6P1QjNuy6omi9MwDK1LmHjGUH9ovRavPlYGq07j1MIfitB/DUoQsoXyYHqeojvWCGq2qm+Orp9DxLBws/LFy/eh3TfUITniqRpJWhSdh1ASzOic4y5Of47jbtSaF1M29IpB7VCQSikuJCbB0cnAxLxvkAspXb0AtA3TRTlOHMW5peAn+C9Ue/gdv2fbHdeGQr76k7b6dm8SUn7DINqwqBA8IFCylAZLCnQ9T+hCNhBZi3l/cSfNX9fjhf+HNobqU7hur9wOtA4eCjo2EZ893Vz1gSJh2FJ2IIKnrqEbjxKiOt3IQrKMoRCCoNc8RzgpGbINUTYWIhkSya1qc1ey3/WXxipL8IG8C8kyO6ZYLt9aHBfDDVQDQKHdU5uyeOooCg2KPOBLI4g2vApyZ2pd2fwbpInuw+AAHpuyqlyK5TBFiT5pg60Q+CNtN4y0Mkwn703d0Dr1phLsmdDXQMn2oPYDvhuXwYsqee2hlBIYcFMzm/s/nlvHkukJkxyzSzILQFqH762iSF+DBqR5HEjd65S5lN58AwaC6RRBzSDTMImNSnf2kjiOQ64JkUdmabC+MRB8Iatzp4MQBsb2xLnQ/f2tLQFlUPdHB6VZXhodhurwbsi8rtZeKfYQiCiu1zCXEwZ1o2OrjnJkIQPwfxBVC3cdpza3IjVNMfObYRbPhAKKSyYWdbgYBlURQzro6a7x5DrZHjUbMwqfJjcI8DdtLe2bRltrFV47HdD4FCEI4TFkbtuB5GIWrU6wc5t/hZd6Eb3YPg0OdhdN9Hshmn8xIR/3vPvG3tHCHJi5IUnrL0+xHxBnTp2zHDG3B0/CX64aRTpPlNOihTuG4DCiC7LZV4gzK+Nim8d8VBJ6Wq8SJwjGN28UEaY7+rGKIcCGc7au4e6EIjv4bPJQ9ByoU/KtoocvYBkx1nNFOHkRjVuXA366kLqidGk3wO/geqG3tYjmhoe6xwxx5Bucjq646xJnxT+szguGyy1SaslIgqKgcLOTMdBjXfBNfGL4OHkMUbrpeCmxDk5rd/kslK4Ia56k3BLa3Hz1/mFsjWlk7Up8/e7xKidIJq2Z0rPcn2e6+BsvYWozZMhFFICgrK3UCcEydxDhC47ai5PSkHwn8RRpHKdGpf6rrtvlZ7j7FoQQ0nfStIiD3TBO1JPSu6iXRc/twZ0FQWSxyMnC9coSdlU5oOgWx1PiIa156eNFdARXkqOQLPIUkF/c3iHZfHOIT3EuaXNfUS4rUf73Obx6lyhT2Cna4qiOFyv70Az/2Jgn9vbNv7eD4/8yJSn1RUEK6PbwYVNV2c+L3K27QzIAKGQIsU8iQSqB3ECosn9kNX/G95fg2r31twFtrTuqXdjAFB+EuaDgqEssdldN+Geow2mMs/1CeWN/3MLa0sdkeCLCn6K/G6fnkKZWhA5KYRN1gGwmJxJXyTVocZBR6lhpxMD1pAFu/mj3EQ5BvaqXo9krk3wNNLNMOHQS8nSHgQ7dMTmERGak4XCvIwJQHzyQIr26H4CQV8+tBeO40CSlEDVjff+tH9uOmQAoZDCgN0sKQ+av0cGbIqXl6jzpgAA/Gz3ovRCuCJZz5TY2oZm+6SAH8OnE5LMzCaN7XZSWYRfLHKvPTJXf8+OreEdJirGpPK9iEinjzrOMv4sX9k75Tx31KCebt8jU49w5y6iCc8P/hY/x/c92ObVGgnXjifxMVVlbTb5LCyD76qpDNh+sJUfKzy8R1kP33UswSWA+9l6CSnucjh+tntm/l7rEVlIE4Z4GoZg8z6X0Ndt/spBCUGlAvc/QcoRHBIlhO16Hcsz/p44FzCaIpMiwvJitVDX0k5jM+3tAU+l5h90U6LevWiZGMJTwWefViCobwO/wZkSUvxUg5X9kefpQYBx3gpXkMrjSXO+W7nGcqcDdLXWG6nL5Ns63e4DB0e/91e3IWEq6LpzUtNN0NtaARucCtgA5TBbUo7SW/a9nml3N7Ye5QKhJkWCXDuI4RuEudfxcE0KcpOgjqFJRcbGCMXRt2WFlPlIksBThnSH6dwGd8MR+NLB9j6ICplybwQTPhAhhYXJ0R0bP11dCCQ+KUjXd+joHfHz51G5px7Yh2BawfqOZbem4JLhvbXuw7CpPk4q1+S4z7/YuFI1mDcwpi9ZOgwqtHL3IGhTSjvfs2tgUHNPA5TAL04vWAkdpObvgV0rwe8b2AQ0rX5LIRRSJDAppJAnJ6FJ7MV2YqJ/C5aeu1BhofkzeBCjX4QTdmE6AvPoXFEKV8T/mPl8SdOVcOEB+KncvfDlFthmKTjJagwxNRPwI8mj/VfugeKY95I3EHEeNo3t2tL4W3hUSPhbVGvVDsRQbAp0X6cg47prt7aZv4M4NmNA1wcsOSZ/H3INe1d0NJ1BhJmSWISoIc2icCO2UgiFlIDQ9TzH3g2bEJ+PwS4xZ09siT3d5EsiCClIGZ1F4K3k3qRywTQbWXxu60ft5BuOA7DByUZIbUKdbVO4NX4mvJXcGz609bNrY2iReSvkeDHnHFmosjV1hWK7P8PG/dx0fFKCrhRiFBpWiL+Kt+o3MSU9PUpAUyihTALM0PDnA6GQwkBnXaA4pWElMMdWG1EoCH2SrF47Njyp7IdJnN50Q17bo2J7QiilzhJwVfxSUrkuleIpjF+c3pPQwetscFTelJ1z7BjH9sOGCJpfBQDgieSR8Mf4FUb5XgAAdkFO6pS5YBJJ2yE+Q/UMLCeaE/j6Xkoc4OM+/+CXn39a5yvvMXlODyoExriw5EiAaVhsuZ30VYIl1XE2CKhaszpDKR7ygVBIkcAkwVh1JU29i73Mtx1Hy4nSQFSfq0A9wX1pU8JMzfmkUOs6brCbBhrVWPmc9ovsKqn3Po+jCOHM79gyUifaqYv95qHEsaR+XXuY6BNAWRj5Ep8nB0pMaO7nw6roZbjn1N2UZai4eqTI5nn0bqLvjy56d1KH0DbGbWMb8nbImiHTPLBP48bEeYZ6APBQQiS246lHRo0wIxS9nKTWQ1ugZL5MvMmMxK+DjLtlWfBmMyeSVwoV9k4vx1lT2uTf7dMDKggM3j86lKjRwkAopEhAeRXm2jQulRntDiK1gE3T/lW8ZFygemAE1J6aNPfEkCzLQbHJR5r54iJRjWqX8Kd8fGR0ggjWQltSufJS0Z9Bh2PlmaQkjJwB5Xk+evYecPxgc3lFsOdO4PIioxPCn8JXn8BUoShy9w4HOZGv4JLR/StxilCGl0+xeeWnT/cnjoNNTmu4N2GO9wYAYLPE5GhSq3Nd/AL4v/jFcGHTn0nlN2nnF6KjKBqBE3dXv1fvMObrQmefDYUUCSgL7Vc2Hn1xWtONrs9zy0X1fn1EVEXHkSRpwDmVFm+ap+xXoWCKTdMCzS5Sa2VofDEicC1N7l5KjEfCiRbDfNscYZwpoW4dVMI0u6+qMRfkC1phL3T5gIzHRBcPIpoMDKYiSO5LnOD6jGkc4xZvJgj23O9KnAKDGx+BZU4nUnnqCC93OqLX/TOIyLEVyuDl5HDY3HyIUTnOfurKdCwvFxgE1XShCyYsQiGFAavGrmyHhwlOt7PhfA5YqLpwvq1WMy+N9RSuDdwNy/vinvnR+FZl3V5EP/mEzPeCx0etDleW+YBztJT7G5h/+WQv9Pn70QWnVYSU6Ww7+fC471xe4iKIwkAZTd7E5ZXYr2tzZMuevXKfQp5KUHX4Lqn+D+wqL09xkO/ZobUwV07aQzzVUp/tnYnT4MNklrZdpmkzFe31QvJAZZnj9uoLryTV7KSU33jMbilNNJYORIY2RBJMmeM53y8Kdb4pFJJgcGD/rFBY2LE9oZAi4P/iF8Ok5C4wu/cF6PefJgcp6xAmI9HRo1O56MwknMwJVd0aP0tdSIKWSNmetCie5u5+jT6GpqVBbc6GfuJBOyLmEkmEll9ywHwIKQ+eqc5bQglB7t6+FRRFs1d36SYXkj+7ZgT8NHoUtG0VLEQ+SaBUbl1C8yPq2rYMfrhpFLxx2X6++sC/1qVFEeBH586TdvVVZ1AE2wjV9/bpVA5/jv8hQBtZoKlBFNiR7ABOjKShsbkR21TVkp+1dWPbgQAAsMmR+1H1c+UrKxzhCUMopHB4OTkcfhe/DpqQFN4AAO/b6iy34pSmDTMWKeTwdm6S40JhTDq6T4pO3cS78jwUsmgvCiOrW5MihykBxgL1wolnkRZRxPiEeNVYFI2Q/BhUSBqmVK8sK/I8VZOcu63UiIrX9EF51mwLlI3waz4fWA7wb850ZA65H0+TyFfYMYt4UTns0vA47Nn4EKl8IWl4MIRCik8sYNhCHQDogZwGaGQ6iECC2TSjhc0GaAQaC3llK8m4GCOY0KunpsNgSW3Zh9tO1vc8w+Ry/VGUNQHkfiPQkVE+SuLPRheliJM0ad5oztGSIv+J4zBcxGTJ9QtqHqBX7RyFQkuGrk9nmlOqmGQkn+Yer+/M9qMWWpGZZNcViHuADKGQIoFsEeQvX3uYeCrhywSZgInWbnr7fJtjdutWCS9fgqchb0kM7t6WVM4MtRqt7j0bHoSmVmrqchm9OZUFcoWT24y1LJIObYmYHM2GVedjhto+M2iucyrggvj/Ge1DVYVoniXlTdHUAnVGzMFvXj6M5Dh7TfwiAAC4Ln5+xtHTCya1LfngSXnyHLWGGwB3bFe2STB5Su9l/j5nX7kPm99ePXr2HtLv/O4RheLDKEOYYJCBzuJaKaGqdtWLqcwxMrcWyArKg+/rG5f7s9PnC4VId78G2pH6FSH1XT4X1jjtfPTKowVHLUDPB2KYsMHnsd4phw5WrWcZv+aeBiiGIOJTAU43AEjx0WxyXcE7+lJyBLyV3IfMp7TRKVcXIsLs0OG1dScS9/F35zpbN4tdu5khVDxsQDWMGtDyudnyhVCTEgB0eyMO/rRCOhwW6moZALnUDqG5jpj20oRMyJ2Zv2odvVwr7trUD7eG4XaQJRADAFjgmAtnVgGb47qaACp+UUQcAfjXpAQFdY62hH2f6s9givAxhC68yNzyi0Q0+JqWL4RCik/osHRiOHRAtbC4YIu/zn7Q8voYfbyXxNW25cRIDX7ABnbxPr18ReByuUHC4tmvmnba7NmxNSm6pw5K4cTGm+CExtGeQsr79lC4NX4mnNT4d1L7MpgUNkzKzn+OXwLjEwfBEY1jpGXSYcP5wu/37Zmzunmqdr9YokHKpwvMxCVDY3Mm5CkEdmo6gk409ZznWWkdJAHqDgQG4lRrjDO85CXpwCWDDfwqMRWcjITAAwCs70gzjxUCQiElB+CFD2xu9q1qIwoppNr9RYm0JHRo8e9MnIqWOXVod1qj3ILSAckh43d8ljq4DwnF1AcA0KYkBsVRdZuvXbovTHP6w3eOSPHO4txhveCJ5JHwrSP3G2hw1H3TVUbk2tS2FtrB9YkLYIbTU1qGyoFiCiN3roIEwT/nxiNxgkcWG9q4n+8PN43S7hcAwD8TOAV8LsA7CydK2krLHtz0L7gp/nu4K3GysfY3tMYzg5tEEYG1mh6hln1XHMl7M/kvB0Hr4tx4XhwlSw2xDWnkQyGFAfvcSA5wgcPhuPpQxsLC1Yt8bCpaghl4yphOTMq5JywnKf0Og1c+DRWwO2W1EQIzoKyYlpkUjypx47o4zvPjF5ifVK7NPX6x1VGbMRwD5DiUuUnhZtnUprfrM5XPRQYT5ki/uLLpUrgjfgo0dpBrIpc5nWFc8lBPrSAVxzTeCjfFfw9zO6rTMnhBOEAGeP8pGrBGxu1TVrqsOAolzDtt8u0qiW37W/y2/wsMgnVopEjTMoiTEa+LN22UIjtZacx/Su21Tlvf9+igpbaqBq9Fj9GkUCIUZBvPC4kU++Z3dh9ffaOMiSxDsEnohsHzaEU84fXoQFN/5xsfJFNREI8njwhcl6n5TlCq+YKp6op9bGiv2/vBQ8njAre5XWXKfKTa8H90esO45KEGNAA6T5F2T/s24rr0XPIQ360F/YXs/RUGOIlaGqGQwoA9oXZGEoqZxtuc0+bOiAq7Z0f34u81gS9uugrujJ8CX3uYAVRoiagZ6mnmvsRx0OgUwZ1I4rNMXXYi8/cfmq6UtJeFbPmZ6uwI+zTcD6c0BfP7wPCHEb2VZV75w76kuo4bZC7TL4adFT49afz71EGZv/NJNQ7gLZBdGv8THNb4DxiXDGZSAfCfPVuGYh8HD8pILnDMRHpMuuZAI/X4wTPn7wWHDqiC1y8blpf2/ld5fk7qPWa3LnDeMDHEeKuT9eGhrq2XH+TvYOQF2ftbYMpQT4RCik9Q/Cw2cjwE2NzENmbZJL45fjbzSd7+BHsoPJg8DgqFcZYK2qkf4O7EKbBz439hnuMRFsuYeyjZi73aXgkdIGEoSp+dNzL1PjsnvPLIsOjSNoCq3+BC1c7l/Fc4K2ACYjDL2R5MvBMTCGzTLfHu1UAb2Kfhfhjc8J9A9VRXZjfUfD3BPp3bwCNnD4GBXWlcHUHPUAuLvf29UBB29PtOH4yaYasqsoddr8MYuz6cuEdXnx30j23IJSUUUnKBJLgnKzYf/PiaTJBEvOQCLTF3/bww/NgK35dnX3CZv4mpBRhzPJX9lFzRced6scH9pDRu+hVgvZNfZ10/WAkdYCMUbv8KCRcyjLv59Pnz0qS4iRxz1w6LdLLcl5M5Ygc2hFBIkWCf3jirZ4LZJJdJ0oHzOHAnPDqEHP3ClPPrGOoXg4hMrjrIhxXAjpbBrg2Pwc4N/wXK6y7TpPTqqPax8BM6SsrBwlTndeo6mElseGB//fDTPlUUKvFfp8Chg/sSx7d0F/KKi4ebiaTJh+ncDz60h8CBjXc1rxG5RUtEWu7Rg0b2eFLTTbB3w/3KaMKWRsg4y+H7v42E1bUNsGO17FSSnXRUr/WhPYOlpW9j1Wf+jtWtC1SXClTmRh1Mu1HfM9/P4ZwlRcPwuTUE9nR+8izTt3MbWLhuq2eZCCOkbHa8x02HjluGIT3bw/MX7p35Wxedy0uhc0UZQJ2pnjVjW9Il+8AmIPDiGP7p+RYRlzkdoZu1Dt5L7gX3HGqGGp/KKUKBKZ+5hT4IEWXPwG9XvIubmzi9OraGD646ANq3lu9PjpMyha6C/KXY0EWoSeHQrnWxh4CiB7Nr9rZ7sm0ne2kMDhBFfTs5ks17YSI0FQAgqXiVfomp+TP8YJ/eHaTaPj9Qcb1sC5abQuEFSoE5xBC4aui15QdHNI6FExtvgjftffLuAN0SIDntB3gJXGYcz/E0+6L1qyrPSxRhPhBqUgoEjU4sJK3OE3Kxqc2yt/f8/r+lv4fZW9vABHsIfEKoL6jcZmrJa9tKFCyVuYe2BckmD7gxcS7c2dKd8IkaaA3TnP4t3Y2CQqHxAlFJJL1QyPxbPEJNSh5gFeGmAHap91Jjur75FarS853ZmY3YCULmBgBwZOMYeCExAq6MX+ZZrsEqgYeTx8ACJ7chw36hWqr+erhb5d+uVTG0CUg+pgLL13GFRzhmmsPm9aQ8fPXFi/Y21zGfWOmRrZpCQLctoFCXoz8aDONNVhDZrhE4FrvFejnOqgfy36cNgmF9OsC1h/22hMhQSGlBUFKs8+VMYUw8f1TaKuR7oVtjZR2e4wGVib84PeGviYtgDdCc1bzQEuv9piJvjo1OnNPjaXuqF+zGMtxRnIooMyGuHiVfkM9puhYubboCbkucJS2z1w4d4Pz9RP6KfED21jrgwIf2HpJvQ5gA1XmUArtM3+9rDvSCd5N7whOJwz3XOcoaf+ygrvDcBXujqT78osCUQ54IzT15AM3ZS17Gddq3/DPQYvjaNusjUSjw+/Ktz1PYJqVf7uie/OCrDsfD2mVzYaK9G4wLWNd5Tf8HgyPzoEeXYNTlVNRAG3jXVmtKWmpB9jp4mCKGa2kU6mbnJSDmtx8WXBq/EgAAHvUotzGaXwfWQn1uGH4db8o2CqqGhF3sbMR0tK07SO3Xt1Pe27y06Qr4d+IE+JKQBdkPClX9LUPCKoJbEr+DifZugev6xN4d7kqcAmAFW1ZO3zPl37OvAcfgfMP048+FFvX4wbknC2vF5KE6Is8Zq23Hgj6dKOH1ADtuR8tkbgL9quRtvd3mpLz1A2DbWqdCTUqBwGspYoWUjbtfLgSNVZYVwdt/3A+Oun8yub2gc3TiNSNg7r10t8DTm26A5yXfHbRTZ1B5k1JPQNQl/V17b3hXzMCO4tVL94V2iAOpH+T74JKriJfGVmYo2L3w18N3hP37doShvYKF7rc0ZM+A6oM18ZoR0Pa1xwCWmewVwNgTdjFWl2yzm3TtgTBl/nqoKI3B/gYPIZTN9Yr45fCAhEqBH/veRGFGXhf9zeZTnLDYCkx/I7nflllNyht5Skmgi1BIyQMoSxJ1U3GiuNaESiudbS8YenRoDXN9lP/SHiD9jjWH5WMzpyx0bJndtzdn36aiJXIoUVDTbqCyTNCeF8cicOCO+iR1LQmTwmGPDq0ByoJnEOZByaIdFB3blMAxu7WMk/hiJ5hPFI98mEbqI63hscQREAUbTg7gA0MF+5PatirsJIShkFIo8NiU1rnouAtz8woCS/K3Dlo6XFDGLdHS/TKBdQVMC+8FLLt4rkCVLU2acSIWnqLht4ZTG/8G3SNr4CdHzpRr0ielvDQG67c2Gavv9mYH8JON1SgHO02VlAItjNAnJQDKu9IYGWVzgL3u9epshAo4vekGOL7xZk9CIH807XLMtPVD7ljQT5UE+nri2uJ3CTrY4Il9vz4dYa9e254fxa8dFx/QG3bpWgk3HvnrdBY3ab6h4L7TB+e1PSq+dnaCl5PDPcuYPCs8de6e0L+qHJ48N3hutXzLmCWM4N6tXYAkpXlAKKRo4PjGm+Ev8QuhfOdD8tbml/YA+N7p61nmb0eZcQINGpbrF1RhzRTYheq0Pb1J2Pzg2Qv2CsjSmZsTzd2R3+ek3m0Fla2K4K0/7gcX7G8mF01+oX4jtm9vjnY+jRM8nGtbyowDEJxTyaSQsku3Sphw1QGe+bN0NKj5NvUWqmk5jVBI0cD3Tl94MXmggZrMbsmqF+LNDueTWm5JmvHg5h5CGwX6TuaqX+MjR+em4hAiCA/RdBjstsQe2tLI91g1JcNnExShkBIAVKmeIqlGI8Efhep1WFOcNeN49ciUvXytQ3XmzfZmt274PUN6Up1Xs33fe4fCiQ6hjGh7JoIoX3JUuMGZRbw0NPcVMnR8d4JoX9ZtadS/OQQAhEKKb3z8Z2+bpx+wwkBxjOpxr799/dB6P+17dTDN6Qd3xE+FS5qu9CzHCnv/J8m8eiSRa4FdUO4/fXdl+bwpVQgLXbvWxTD+wr3glT/s68qwHGLbQSIUUgoavwYH9t8awugen+hcnhviNBN2QdX7Z0dogpA5c48FDyWP9XVHq2J8SlLHhx2C8lL19C60JWvf3h3VhUggavl8POtCG6ttGUZJ2sIHQ4aOJiUv5uHwGUoRalJ8wtRcEjeH4G+C8vCd5xeBHI5pcBFgBbUgoXWmkx4W6hqUC3NPofr85APGf/qA41P/b9vDdM1GkO/koEHnVlSjgl+j8mVb+k2hkBIAsvl+zaHqLJV77dAe2hT7J1XyesdOGtIdenVsDecO64l+z25IRxrw0K+qKPX8/v88ksNJEXARspm3Txr6zTQiay701QihAwcAptl9YaPTBr6z5dF4ZG3lbqcDnPMuwMWTPNtM49bjcLK9/54zBDqVl8Az5+9Ja5fYvW3tPbn9eDUZYYjCQmjuyQEuO7APwETvMkXRCLx7xf4A9zdfMHD8bFMSg0/+PNzTNDI+cSB0tdbDQQcdGri9XbpWAsyRf1+tEGL8YuftKmDGyhrPMuwJIZ9nvH5V3vTaoS08d9iu0uw8C4oTm0ZDDJKQ8FheyeYeywLoSactP3tvXONy0I5V8M31nelm5V/pdO1bVQ7nDusJT36xiHxPPgSxbU3YyydCIaUF4V6ozGypqkXo+sSFAADwScAkcBRQX7tcCRP5jP//rcgghWjJKaSxt5r/6yWgtBQKnQ+DAhO/IN8mKr8o7N7lH8Z3qrFjx8LQoUOhvLwcOnfuDMcddxzMnj3bVcZxHBg9ejR06dIFysrKYMSIEfDLL7+Y7sq2hTwsIOxi7rWue6mpcw2vUdinOStuSUw+bdkTiayuwwaqk+SZXsiG9Uk5xFKceU0gV/t2AckDeUfHNmby6OzQsQ28l0yZXVY6hRMm7wKZ3j+/W2pfhcaSggFdts30DibRowOegLEQYXzFnDhxIlx22WUwdOhQSCQScMMNN8CoUaNgxowZ0Lp1ihnxjjvugLvvvhueeuop6NevH9x2220wcuRImD17NpSX5y91tg5a+tQWZEmgmkLuSJwKq5128IE9RJWc2BPkvhIL/t+o/tCtXRkcspM8gZjrN0rqveHIneCpKYs8y/iFalrccORO0KdzGxi5s9nkZ/nAp8nd4MDoD/BMYhTI00T++rHXDh08zZsANG3FPr07wOn2UDihcTTMc7rCjwH71dJrUj7w5uXDYMaKGk92VyqOH9wV6uNJcuLQfIwvK+zl43Hu2q0t3H3KbrC9JFt0IcG4kPL++++7Pj/55JPQuXNnmDZtGhxwwAHgOA7ce++9cMMNN8AJJ5wAAADjxo2DqqoqGD9+PFx88cWmu5Qz/FrVcvVQCv9JHqMu2NpcCnYKyoqjcO6wXuTysg2jKGre1GUrVrJWxTFffS8kXBK/CnZJLIDvnH7wn5buzK8GFnzn9GvpTmwz2LVbW9i1W1sjdUUiFpwl8d1pKbSET8oJu3fLe5s6yLljwubNmwEAoH37lFpz4cKFsGrVKhg1alSmTElJCQwfPhymTJmC1tHY2Ag1NTWufyH8w7hF6ZCbAfodBnDqc4Yr1keLnSp/xafZRiiGb50dwQ6DAUOEyDl+rYdfXeR01XEcB66++mrYb7/9YODAVOjXqlWrAACgqsqt9q6qqsp8x2Ps2LFQWVmZ+de9u5ksvVogmBP0IK9st+5tM38HSclu3BbbugPAGS8C7HQU+jW5qyzJXEmwPpo6kfzfof0gFrHgkuG9ie0WFlqV0JSklx3YB4qjEThn357SMn89PMsCTPmdhe6YqIurDgk1H2nsvn1b6Nq2DPpXF7Z5PsS2j5x68V1++eXw448/wuTJk4XveFW84zhS9fx1110HV199deZzTU1NywoqpkBxoACAPx7YBy54+tv0TdrNxXJg5jCCSAwuaroKSiEOowOakPwKcbJh79O5HGbdehh5zAotxPik3bsBTFOX69GhNcy45VDP33nJ8N7wj/dmGeydWeRLVd6nsz+nTVOOtiq0hKnglT/sC7YDAbN+hwihRs52rT/+8Y/w5ptvwqeffgrdumVtX9XVqcgKXmuyZs0aQbuSRklJCVRUVLj+/fogf9nZ3INB9sJCXk4+sIfCm/a+gesxKSz4EeoKS0QBcCL084ef31nIcygfeDCR8tV6PHE4+v2vIMqXBMuyfjMCSj7e7QI74xQUjAspjuPA5ZdfDq+++ip88skn0KuX21mwV69eUF1dDR9++GHmWlNTE0ycOBH23Tf4JpVrFDPhr6VF/hlj3aDNTFbDFM5lb7Rv7e/02rk8GBFY+tEMZkxyhYAV1cNhur0DPJkITtrHgjL/qitzk9+KRzoUfY8e1AzZwXFn4lQY2XgH3J44E/2e3Wx27kLNAh4MnXKQT6xfVWjGaSn8VgRdKoybey677DIYP348vPHGG1BeXp7RmFRWVkJZWRlYlgVXXnkljBkzBvr27Qt9+/aFMWPGQKtWreCMM84w3R3jKGOo7CtKi4JVRkz4x+abUEWRUFGoxE5Be9WjQ2sYc/wu0K6V97N54vdDYNnGehjYNdhG8tHVw+GN75fD+fvvEKge03AixXBc020AAGAqZaEKT547FBau3Qp79MgP98f7Vx4Ar323DM7bL59RUxbMdWhREX86WM439MeD+sD9n8wz0qMdqyvg1mMHQHVlWeC6Xr9sGEyasxbO20Yj0QoNvTu1hvlrt/q6J9SquGFcSPn/9u49uMky3wP4NylJmpY20EJIQy9UFHEJ1rYilONCQaRyuAqnWukgyNIddSus6PGyjkv16BGHmfWM4+qyDHbtLiP7hywHwcG23NShLk4LawHlIBRwe6GCbalCm7T5nT/Yxrz0lra5vEm+n5kO5c2TN8+tyS/P+7zP88477wAAsrOzFceLi4uxatUqAMAzzzyDa9eu4fHHH0dTUxOmTp2K0tJS1a+R4nUj3d4I+hied48nnM7Bv5z7edQ0h8LbEy2XT03uN809fay1MhDjRw/H+sHsUeRjnjZvZ2cnHA5Hv+nGxlwPqCOcDrS1tfWYJislFlkpsb0+7m0JwyPw+IwUAE6/vmZTmxNtHT1XsPvfmLGPkVaTcYhfcG6wImucV85zR9II3KGyUUFPjRqux6Uf7F4/71DeK3vb1Z085/Ua9KRBNRoNioqKUFRU5O2XDy4ejmZoFZd71BNcUPASETQ0NKC5udmj9EWzri+iFSctqKn5wYc5U7eXZ4+Go1Ow7+wPfU72JxoIvqv3jmFeEHCfoDa0ibN8Qw0X7p+dLy3qvvNrV4BiNpsRFRXV74et3Xh9bSLrCCNihnqZM4jZI1sgHXYs0EegoaEBCQkJgzrPgtuteGXPV0hPHuHdDIaxlxfb8Pi2Kjwx+2avnncoAcQDU5JQXdsyoOcw7lVikKIWffTMYT6YRc9vgKHNPZidf7vyg7Szs9MVoMTHx3t0Ps2w65dT9IZIRIZxkKLRtUGjM2BkHFx1GBHx02Ud97+qvv7ELKZIHH8pB1FDnnxPXf59cgK+LJo79LmCAJzj74H2zD6UdWZgKLPNxgXRHjlqpdKFM8id+y2i3po46w+DuZYbPKULXl1zUKKi+AY6WJph1+8iu3E+z0D673DDMGjD5DZef/FGgAIAnUu3Yr39UTzpeNwr56PBY5DiIw/ZX8D/OcfiP9p/23fCtIeu/zvj6V6TuI+kDGXFWXf+njgbre/9GyMHdbzPk+blaNoQ9FJ37keHe7jqL6mP1jgCO5wz8AOiENXHe5e3uE+y1vLvUoF/RT5S4ZyEufZN/Sdc/DYw8xkgrvdBRYPb2iwdnYO/vce97/vjA8r9Nf638N96TRdEg0NEfXLv80lBsMMs9SxCq8Gr99twtb0TCV64tbs/8W6rEw99/a3QwiAl0LTaPgMUQLmAnL1jCPcgu+lrJOWmUdE4e2lg9/b352ZzmN1eTkRBLX+qunZKDle83BME3If/2jo6vXJO/yz17OmKuj7OSBji4BQRhQIGKUHAHPvTstd3JA1+CfDZE80epVv7r5Uyl9xhHfRrDZaaFpmjn3QFyv64Pq9mXUvQj+5lO4VbxgxsE0Ii6hsv9wQBw7AIVDw/G+0O54D3pnHn6TXyJeljMSU1DgmxQ9vXhgLH28HebQmxcIpAF8CdtEtKSvDkk0+irq4OBsNPgfuyZcsQHR2NkpISn+fBEhuJ+Gg9nB0O9LT6RWykDlUv3quYR0ZEg8cgJUh4Y/KW+1WV/j7Dxo7w/WSxnvCOE/8TEVxzeHYZ0TGEids9MeoiPG7z3NxcrF27Frt27UJubi4A4NKlS9i9ezf27t3r1Xz1RqPRQD8sAm0dvW8lMJQvEkSkxCBlCGKNwVV9wRAA8HKPdwykra85OvGz337sw9z07uTLOR7vb2I0GrF8+XIUFxe7gpRt27YhMTGx215hRMHEwlHrXgXXp6xKbFw6GdW1Lcie4NkcD+qb+kOn4BOqwV5BQQGmTJmC2tpajB071rVxaTAE4ES9KZx9My5eacPCNP/PA1Q7BimDkHdXMvICnYlBUL6Nq+dDTD05CU9GXQROvpwTsNceiPT0dKSlpaGkpAQ5OTmorq7Ghx9+6KPcEflHTKQO/5OXHuhsqBKDlDDCL5vhYyCBn0ajCaot5desWYM33ngDtbW1mDNnDpKSkgKdJSLyEU5BD1MWP6yi6CnGTjQQ+fn5qK2txZYtW7B69epAZ4eoVxMtsYHOQtALnq9PNGQajQZHfnMP7J1Ov+wrMpjLOLz0Q/2JjY3FsmXLsGfPHixZsiTQ2SHq1egYAz75z1mINoT3+kJDwSDFxyJ16hqsMnMWeXgI8Wivvr4e+fn5ivVSiNQoOZ57OA0FgxQf0/BixoCwtqgv33//PUpLS7F//3689dZbgc4OEfkYgxTymcEEHCE+AEBDlJGRgaamJrz++uu49dZbA50dIvIxBikUcFzjgjx17ty5QGeBiPxIXRMmKKRwVISIiIaCQQpRCBKGiEQUAhik+BivZBAREQ0OgxRSlRDdcsbvWI9EFAoYpPhYOH9YGIaxexER0eDx7h7ymXm2BGy/6VtMGTcy0FkJO2EcGxNRCOFXXR8L5zkp+mFavP/LaVg/t+/1LMK4isiLioqKcMcddwQ6G0TkRQxSiIj+5dy5c9BoNDh27Figs0JEYJBCKmDU/7T5Fjfi8o6fJXD3VSIKfgxSKOAidRHY8fh0fPDYdETpOU3KG9KSRqD4kSkoXz8z0FnxmpKSEsTHx6O9vV1xfNmyZXj44Ydd///zn/+McePGwWQyIS8vD62tra7H9u7di7vvvhsjRoxAfHw8FixYgDNnzrgeT01NBQCkp6dDo9EgOzvbt4Uioj4xSCFVyEgeicwUTrD1plm3mnGzeXj/CUUA+4+B+RnA7W+5ubno7OzErl27XMcuXbqE3bt345FHHgEAnDlzBjt37sTu3buxe/duHDp0CBs3bnSl//HHH7F+/Xp88cUX2LdvH7RaLe6//344nU4AwJEjRwAA5eXlqK+vx44dOzzOHxF5H7+2+hgnhZLqOa4C/20NzGv/pg7QR3uU1Gg0Yvny5SguLkZubi4AYNu2bUhMTER2djYOHToEp9OJP/3pT4iJiQEArFixAvv27cOrr74K4Pqoi7utW7fCbDbj5MmTsNlsGD16NAAgPj4eFovFW6UkokHiSAoRBY2CggKUlpaitrYWAFBcXIxVq1a5NqkcN26cK0ABgISEBDQ2Nrr+f+bMGSxfvhw33XQTYmNjXZd3Lly44MdSEJGnOJJCFO50UddHNAL12gOQnp6OtLQ0lJSUICcnB9XV1fjwww9/Op1Op0iv0Whcl3IAYOHChUhKSsKWLVtgtVrhdDphs9lgt9uHVg4i8gkGKUThTqPx+JKLGqxZswZvvPEGamtrMWfOHCQlJXn0vMuXL+Orr77C5s2b8fOf/xwA8NlnnynS6PV6AEBnZ6d3M01Eg8LLPT4yfvT1N/17bhsT4JwQhZb8/HzU1tZiy5YtWL16tcfPGzlyJOLj4/HHP/4R33zzDfbv34/169cr0pjNZhiNRuzduxcXL15ES0uLt7NPRAPAIMVH3v/lNPzX4kl49X5boLNCFFJiY2OxbNkyDB8+HEuWLPH4eVqtFtu3b0dlZSVsNhuefPJJbNq0SZFm2LBhePPNN7F582ZYrVYsXrzYy7knooHQiATfFnhXrlyByWRCS0sLYmO5aBXRQLS1taGmpgapqamIjIwMdHYG5d5778Vtt92GN998MyCvHwp1SBQIA/385pwUIgoa33//PUpLS7F//3689dZbgc4OEfkYgxQiChoZGRloamrC66+/jltv7XvjSiIKfgxSiChonDt3LtBZICI/4sRZIiIiUiUGKURERKRKDFKIwpT7Sqw0MKw7Iv/gnBSiMKPX66HValFXV4fRo0dDr9e79r6hvokI7HY7vvvuO2i1WtcKtUTkGwxSiMKMVqtFamoq6uvrUVcXoD17glxUVBSSk5Oh1XIwmsiXGKQQhSG9Xo/k5GR0dHRwn5oBioiIwLBhwzj6ROQHDFKIwpRGo4FOp+u2czARkVpwrJKIiIhUiUEKERERqRKDFCIiIlKloJyT0rVx85UrVwKcEyIiIvJU1+d21+d4f4IySGltbQUAJCUlBTgnRERENFCtra0wmUz9ptOIp+GMijidTtTV1SEmJsbrtwFeuXIFSUlJ+PbbbxEbG+vVcweDcC8/wDoAWAfhXn6AdRDu5Qd8UwcigtbWVlitVo/WGQrKkRStVovExESfvkZsbGzYdkyA5QdYBwDrINzLD7AOwr38gPfrwJMRlC6cOEtERESqxCCFiIiIVIlByg0MBgM2bNgAg8EQ6KwERLiXH2AdAKyDcC8/wDoI9/ID6qiDoJw4S0RERKGPIylERESkSgxSiIiISJUYpBAREZEqMUghIiIiVWKQ4ubtt99GamoqIiMjkZmZiU8//TTQWRqU1157DVOmTEFMTAzMZjOWLFmCU6dOKdKsWrUKGo1G8TNt2jRFmvb2djzxxBMYNWoUoqOjsWjRIvzzn/9UpGlqasKKFStgMplgMpmwYsUKNDc3+7qIfSoqKupWNovF4npcRFBUVASr1Qqj0Yjs7GycOHFCcY5gLXuXcePGdasDjUaDX/3qVwBCs/0/+eQTLFy4EFarFRqNBjt37lQ87s92v3DhAhYuXIjo6GiMGjUKa9euhd1u90WxXfoqv8PhwLPPPovJkycjOjoaVqsVDz/8MOrq6hTnyM7O7tYv8vLyFGnUWn6g/z7gz36vtj4AoMf3BI1Gg02bNrnSqK4PCImIyPbt20Wn08mWLVvk5MmTsm7dOomOjpbz588HOmsDlpOTI8XFxXL8+HE5duyYzJ8/X5KTk+WHH35wpVm5cqXcd999Ul9f7/q5fPmy4jyPPvqojB07VsrKyqSqqkpmzZolaWlp0tHR4Upz3333ic1mk8OHD8vhw4fFZrPJggUL/FbWnmzYsEEmTZqkKFtjY6Pr8Y0bN0pMTIx88MEHUl1dLQ8++KAkJCTIlStXXGmCtexdGhsbFeUvKysTAHLgwAERCc32/+ijj+SFF16QDz74QADI3/72N8Xj/mr3jo4OsdlsMmvWLKmqqpKysjKxWq1SWFgYsPI3NzfLnDlz5K9//at8/fXXUlFRIVOnTpXMzEzFOWbOnCkFBQWKftHc3KxIo9byi/TfB/zV79XYB0REUe76+np59913RaPRyJkzZ1xp1NYHGKT8y1133SWPPvqo4tjEiRPlueeeC1COvKexsVEAyKFDh1zHVq5cKYsXL+71Oc3NzaLT6WT79u2uY7W1taLVamXv3r0iInLy5EkBIJ9//rkrTUVFhQCQr7/+2vsF8dCGDRskLS2tx8ecTqdYLBbZuHGj61hbW5uYTCb5wx/+ICLBXfberFu3TsaPHy9Op1NEQrv9RaTbG7Q/2/2jjz4SrVYrtbW1rjTvv/++GAwGaWlp8Ul5b9TTB9SNjhw5IgAUX8Rmzpwp69at6/U5wVJ+kZ7rwF/9Xg114EkfWLx4scyePVtxTG19gJd7ANjtdlRWVmLu3LmK43PnzsXhw4cDlCvvaWlpAQDExcUpjh88eBBmsxkTJkxAQUEBGhsbXY9VVlbC4XAo6sRqtcJms7nqpKKiAiaTCVOnTnWlmTZtGkwmU8Dr7fTp07BarUhNTUVeXh7Onj0LAKipqUFDQ4OiXAaDATNnznTlOdjLfiO73Y6//OUvWL16tWJDzlBu/xv5s90rKipgs9lgtVpdaXJyctDe3o7KykqflnMgWlpaoNFoMGLECMXxbdu2YdSoUZg0aRKefvpp167zQGiU3x/9Xu11AAAXL17Enj178Itf/KLbY2rqA0G5waC3Xbp0CZ2dnRgzZozi+JgxY9DQ0BCgXHmHiGD9+vW4++67YbPZXMfnzZuH3NxcpKSkoKamBi+++CJmz56NyspKGAwGNDQ0QK/XY+TIkYrzuddJQ0MDzGZzt9c0m80BrbepU6eipKQEEyZMwMWLF/HKK69g+vTpOHHihCtfPbX1+fPnASCoy96TnTt3orm5GatWrXIdC+X274k/272hoaHb64wcORJ6vV419dLW1obnnnsOy5cvV2wcl5+fj9TUVFgsFhw/fhzPP/88/vGPf6CsrAxA8JffX/1ezXXQ5b333kNMTAyWLl2qOK62PsAgxY37t0zg+gf8jceCTWFhIb788kt89tlniuMPPvig63ebzYY777wTKSkp2LNnT7dO6+7GOumpfgJdb/PmzXP9PnnyZGRlZWH8+PF47733XJPkBtPWwVD2nmzduhXz5s1TfKsJ5fbvi7/aXc314nA4kJeXB6fTibffflvxWEFBget3m82GW265BXfeeSeqqqqQkZEBILjL789+r9Y66PLuu+8iPz8fkZGRiuNq6wO83ANg1KhRiIiI6BbhNTY2dosGg8kTTzyBXbt24cCBA0hMTOwzbUJCAlJSUnD69GkAgMVigd1uR1NTkyKde51YLBZcvHix27m+++47VdVbdHQ0Jk+ejNOnT7vu8umrrUOp7OfPn0d5eTnWrFnTZ7pQbn8Afm13i8XS7XWamprgcDgCXi8OhwMPPPAAampqUFZWphhF6UlGRgZ0Op2iXwRz+W/kq36v9jr49NNPcerUqX7fF4DA9wEGKQD0ej0yMzNdw1ldysrKMH369ADlavBEBIWFhdixYwf279+P1NTUfp9z+fJlfPvtt0hISAAAZGZmQqfTKeqkvr4ex48fd9VJVlYWWlpacOTIEVeav//972hpaVFVvbW3t+Orr75CQkKCaxjTvVx2ux2HDh1y5TmUyl5cXAyz2Yz58+f3mS6U2x+AX9s9KysLx48fR319vStNaWkpDAYDMjMzfVrOvnQFKKdPn0Z5eTni4+P7fc6JEyfgcDhc/SKYy98TX/V7tdfB1q1bkZmZibS0tH7TBrwPDGiabQjrugV569atcvLkSfn1r38t0dHRcu7cuUBnbcAee+wxMZlMcvDgQcVtZFevXhURkdbWVnnqqafk8OHDUlNTIwcOHJCsrCwZO3Zst9sxExMTpby8XKqqqmT27Nk93op3++23S0VFhVRUVMjkyZMDfhvuU089JQcPHpSzZ8/K559/LgsWLJCYmBhXW27cuFFMJpPs2LFDqqur5aGHHurxVtRgLLu7zs5OSU5OlmeffVZxPFTbv7W1VY4ePSpHjx4VAPK73/1Ojh496rp7xV/t3nX75T333CNVVVVSXl4uiYmJPr/9tK/yOxwOWbRokSQmJsqxY8cU7wvt7e0iIvLNN9/ISy+9JF988YXU1NTInj17ZOLEiZKenh4U5e+vDvzZ79XYB7q0tLRIVFSUvPPOO92er8Y+wCDFze9//3tJSUkRvV4vGRkZilt2gwmAHn+Ki4tFROTq1asyd+5cGT16tOh0OklOTpaVK1fKhQsXFOe5du2aFBYWSlxcnBiNRlmwYEG3NJcvX5b8/HyJiYmRmJgYyc/Pl6amJj+VtGdd61/odDqxWq2ydOlSOXHihOtxp9MpGzZsEIvFIgaDQWbMmCHV1dWKcwRr2d19/PHHAkBOnTqlOB6q7X/gwIEe+/3KlStFxL/tfv78eZk/f74YjUaJi4uTwsJCaWtr82Xx+yx/TU1Nr+8LXWvnXLhwQWbMmCFxcXGi1+tl/Pjxsnbt2m7riKi1/P3Vgb/7vdr6QJfNmzeL0WjstvaJiDr7gEZEZGBjL0RERES+xzkpREREpEoMUoiIiEiVGKQQERGRKjFIISIiIlVikEJERESqxCCFiIiIVIlBChEREakSgxQiIiJSJQYpREREpEoMUoiIiEiVGKQQERGRKjFIISIiIlX6f+t9m0ZsEqEzAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cv[['y', 'yhat'][-365:]].plot()" ] }, { "cell_type": "markdown", "id": "e3b35bdf-68b2-4d4d-a7ed-3ad2f9d75556", "metadata": {}, "source": [ "We can see tjat our predicted `y` values do correlate well and follow the trend pretty well but we can see there's a lot of spikes in the actual temperature that our model doesn't know about. Those spikes could be for a number of reasons. There could be a storm system coming south from Canada into New York. There could be a hurricane. Our model just doesn't have enough information to follow all these spikes. " ] }, { "cell_type": "markdown", "id": "b52db2d0-8ff1-46f6-9b0e-56a7c208b70e", "metadata": {}, "source": [ "## Make Future predictions " ] }, { "cell_type": "markdown", "id": "eb9fc1b5-e28a-4ea2-88d5-01124638c656", "metadata": {}, "source": [ "Now lets use our model to predict one day ahead." ] }, { "cell_type": "code", "execution_count": 55, "id": "c7d77849-6bd1-4394-aac8-ed9bfaf06c44", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "18:15:30 - cmdstanpy - INFO - Chain [1] start processing\n", "18:15:52 - cmdstanpy - INFO - Chain [1] done processing\n" ] }, { "data": { "text/html": [ "
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dstrendyhat_loweryhat_uppertrend_lowertrend_upperadditive_termsadditive_terms_loweradditive_terms_upperextra_regressors_additive...weeklyweekly_lowerweekly_upperyearlyyearly_loweryearly_uppermultiplicative_termsmultiplicative_terms_lowermultiplicative_terms_upperyhat
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" ], "text/plain": [ " ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n", "0 2022-11-17 61.655414 42.565354 57.827923 61.655414 61.655414 \n", "\n", " additive_terms additive_terms_lower additive_terms_upper \\\n", "0 -11.530812 -11.530812 -11.530812 \n", "\n", " extra_regressors_additive ... weekly weekly_lower weekly_upper \\\n", "0 -7.904525 ... -0.065223 -0.065223 -0.065223 \n", "\n", " yearly yearly_lower yearly_upper multiplicative_terms \\\n", "0 -3.561064 -3.561064 -3.561064 0.0 \n", "\n", " multiplicative_terms_lower multiplicative_terms_upper yhat \n", "0 0.0 0.0 50.124602 \n", "\n", "[1 rows x 52 columns]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = fit_prophet(weather)\n", "m.predict(weather.iloc[-1:])" ] }, { "cell_type": "markdown", "id": "f8117297-e603-4562-9550-ce97fd1a4596", "metadata": {}, "source": [ "How about predicting multiple days ahead? Predicting multiple days ahead could be less acurate than predicting a day ahead. Let's predict for the next 365 days." ] }, { "cell_type": "code", "execution_count": 56, "id": "35c08b03-3ecf-447a-a601-b26ebb3d7f87", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "18:23:25 - cmdstanpy - INFO - Chain [1] start processing\n", "18:23:31 - cmdstanpy - INFO - Chain [1] done processing\n" ] } ], "source": [ "m = Prophet()\n", "m.fit(weather)\n", "future = m.make_future_dataframe(periods=365)" ] }, { "cell_type": "code", "execution_count": 57, "id": "37c1cc20-7a38-44e3-8c23-03c9086f56a2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ds\n", "0 1970-01-01\n", "1 1970-01-02\n", "2 1970-01-03\n", "3 1970-01-04\n", "4 1970-01-05\n", "... ...\n", "19674 2023-11-13\n", "19675 2023-11-14\n", "19676 2023-11-15\n", "19677 2023-11-16\n", "19678 2023-11-17\n", "\n", "[19679 rows x 1 columns]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "future" ] }, { "cell_type": "code", "execution_count": 58, "id": "4ecd70b0-5ac6-4a9f-99e3-d147c8e2d8f9", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "marker": { "color": "black", "size": 4 }, "mode": "markers", "name": "Actual", "type": "scatter", "x": [ "1970-01-01T00:00:00", "1970-01-02T00:00:00", "1970-01-03T00:00:00", "1970-01-04T00:00:00", "1970-01-05T00:00:00", "1970-01-06T00:00:00", "1970-01-07T00:00:00", "1970-01-08T00:00:00", "1970-01-09T00:00:00", "1970-01-10T00:00:00", "1970-01-11T00:00:00", "1970-01-12T00:00:00", 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