{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Part I - Exploration of Ford GoBike System Data\n", "## by Uchechukwu Ozoemena\n", "\n", "## Introduction\n", "> This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area.\n", "\n", "\n", "\n", "\n", "\n", "## Preliminary Wrangling\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import all packages and set plots to be embedded inline\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Load in your dataset and describe its properties through the questions below. Try and motivate your exploration goals through this section.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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duration_secstart_timeend_timestart_station_idstart_station_namestart_station_latitudestart_station_longitudeend_station_idend_station_nameend_station_latitudeend_station_longitudebike_iduser_typemember_birth_yearmember_genderbike_share_for_all_trip
0521852019-02-28 17:32:10.14502019-03-01 08:01:55.975021.0Montgomery St BART Station (Market St at 2nd St)37.789625-122.40081113.0Commercial St at Montgomery St37.794231-122.4029234902Customer1984.0MaleNo
1425212019-02-28 18:53:21.78902019-03-01 06:42:03.056023.0The Embarcadero at Steuart St37.791464-122.39103481.0Berry St at 4th St37.775880-122.3931702535CustomerNaNNaNNo
2618542019-02-28 12:13:13.21802019-03-01 05:24:08.146086.0Market St at Dolores St37.769305-122.4268263.0Powell St BART Station (Market St at 4th St)37.786375-122.4049045905Customer1972.0MaleNo
3364902019-02-28 17:54:26.01002019-03-01 04:02:36.8420375.0Grove St at Masonic Ave37.774836-122.44654670.0Central Ave at Fell St37.773311-122.4442936638Subscriber1989.0OtherNo
415852019-02-28 23:54:18.54902019-03-01 00:20:44.07407.0Frank H Ogawa Plaza37.804562-122.271738222.010th Ave at E 15th St37.792714-122.2487804898Subscriber1974.0MaleYes
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" ], "text/plain": [ " duration_sec start_time end_time \\\n", "0 52185 2019-02-28 17:32:10.1450 2019-03-01 08:01:55.9750 \n", "1 42521 2019-02-28 18:53:21.7890 2019-03-01 06:42:03.0560 \n", "2 61854 2019-02-28 12:13:13.2180 2019-03-01 05:24:08.1460 \n", "3 36490 2019-02-28 17:54:26.0100 2019-03-01 04:02:36.8420 \n", "4 1585 2019-02-28 23:54:18.5490 2019-03-01 00:20:44.0740 \n", "\n", " start_station_id start_station_name \\\n", "0 21.0 Montgomery St BART Station (Market St at 2nd St) \n", "1 23.0 The Embarcadero at Steuart St \n", "2 86.0 Market St at Dolores St \n", "3 375.0 Grove St at Masonic Ave \n", "4 7.0 Frank H Ogawa Plaza \n", "\n", " start_station_latitude start_station_longitude end_station_id \\\n", "0 37.789625 -122.400811 13.0 \n", "1 37.791464 -122.391034 81.0 \n", "2 37.769305 -122.426826 3.0 \n", "3 37.774836 -122.446546 70.0 \n", "4 37.804562 -122.271738 222.0 \n", "\n", " end_station_name end_station_latitude \\\n", "0 Commercial St at Montgomery St 37.794231 \n", "1 Berry St at 4th St 37.775880 \n", "2 Powell St BART Station (Market St at 4th St) 37.786375 \n", "3 Central Ave at Fell St 37.773311 \n", "4 10th Ave at E 15th St 37.792714 \n", "\n", " end_station_longitude bike_id user_type member_birth_year \\\n", "0 -122.402923 4902 Customer 1984.0 \n", "1 -122.393170 2535 Customer NaN \n", "2 -122.404904 5905 Customer 1972.0 \n", "3 -122.444293 6638 Subscriber 1989.0 \n", "4 -122.248780 4898 Subscriber 1974.0 \n", "\n", " member_gender bike_share_for_all_trip \n", "0 Male No \n", "1 NaN No \n", "2 Male No \n", "3 Other No \n", "4 Male Yes " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike = pd.read_csv('./201902-fordgobike-tripdata.csv')\n", "gobike.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 183412 entries, 0 to 183411\n", "Data columns (total 16 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 duration_sec 183412 non-null int64 \n", " 1 start_time 183412 non-null object \n", " 2 end_time 183412 non-null object \n", " 3 start_station_id 183215 non-null float64\n", " 4 start_station_name 183215 non-null object \n", " 5 start_station_latitude 183412 non-null float64\n", " 6 start_station_longitude 183412 non-null float64\n", " 7 end_station_id 183215 non-null float64\n", " 8 end_station_name 183215 non-null object \n", " 9 end_station_latitude 183412 non-null float64\n", " 10 end_station_longitude 183412 non-null float64\n", " 11 bike_id 183412 non-null int64 \n", " 12 user_type 183412 non-null object \n", " 13 member_birth_year 175147 non-null float64\n", " 14 member_gender 175147 non-null object \n", " 15 bike_share_for_all_trip 183412 non-null object \n", "dtypes: float64(7), int64(2), object(7)\n", "memory usage: 22.4+ MB\n" ] } ], "source": [ "gobike.info()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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duration_secstart_station_idstart_station_latitudestart_station_longitudeend_station_idend_station_latitudeend_station_longitudebike_idmember_birth_year
count183412.000000183215.000000183412.000000183412.000000183215.000000183412.000000183412.000000183412.000000175147.000000
mean726.078435138.59042737.771223-122.352664136.24912337.771427-122.3522504472.9063751984.806437
std1794.389780111.7788640.0995810.117097111.5151310.0994900.1166731664.38339410.116689
min61.0000003.00000037.317298-122.4537043.00000037.317298-122.45370411.0000001878.000000
25%325.00000047.00000037.770083-122.41240844.00000037.770407-122.4117263777.0000001980.000000
50%514.000000104.00000037.780760-122.398285100.00000037.781010-122.3982794958.0000001987.000000
75%796.000000239.00000037.797280-122.286533235.00000037.797320-122.2880455502.0000001992.000000
max85444.000000398.00000037.880222-121.874119398.00000037.880222-121.8741196645.0000002001.000000
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" ], "text/plain": [ " duration_sec start_station_id start_station_latitude \\\n", "count 183412.000000 183215.000000 183412.000000 \n", "mean 726.078435 138.590427 37.771223 \n", "std 1794.389780 111.778864 0.099581 \n", "min 61.000000 3.000000 37.317298 \n", "25% 325.000000 47.000000 37.770083 \n", "50% 514.000000 104.000000 37.780760 \n", "75% 796.000000 239.000000 37.797280 \n", "max 85444.000000 398.000000 37.880222 \n", "\n", " start_station_longitude end_station_id end_station_latitude \\\n", "count 183412.000000 183215.000000 183412.000000 \n", "mean -122.352664 136.249123 37.771427 \n", "std 0.117097 111.515131 0.099490 \n", "min -122.453704 3.000000 37.317298 \n", "25% -122.412408 44.000000 37.770407 \n", "50% -122.398285 100.000000 37.781010 \n", "75% -122.286533 235.000000 37.797320 \n", "max -121.874119 398.000000 37.880222 \n", "\n", " end_station_longitude bike_id member_birth_year \n", "count 183412.000000 183412.000000 175147.000000 \n", "mean -122.352250 4472.906375 1984.806437 \n", "std 0.116673 1664.383394 10.116689 \n", "min -122.453704 11.000000 1878.000000 \n", "25% -122.411726 3777.000000 1980.000000 \n", "50% -122.398279 4958.000000 1987.000000 \n", "75% -122.288045 5502.000000 1992.000000 \n", "max -121.874119 6645.000000 2001.000000 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike.describe()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(183412, 16)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## wrangling steps\n", "- drop rows with missing values\n", "- convert start_time and end_time to datetime\n", "- convert start_station_id and end_station_id and remove the trailing '.0'\n", "- convert bike id to string\n", "- convert user_type, member_gender to category, bike_share_for_all_trip to category\n", "- convert member_birth_year to int\n", "- create a new column for age\n", "- create a new column for duration in minutes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. drop rows with missing values\n", "\n", "##### Define\n", "- drop all rows with missing values using dropna()\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "gobike = gobike.dropna().reset_index(drop=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 174952 entries, 0 to 174951\n", "Data columns (total 16 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 duration_sec 174952 non-null int64 \n", " 1 start_time 174952 non-null object \n", " 2 end_time 174952 non-null object \n", " 3 start_station_id 174952 non-null float64\n", " 4 start_station_name 174952 non-null object \n", " 5 start_station_latitude 174952 non-null float64\n", " 6 start_station_longitude 174952 non-null float64\n", " 7 end_station_id 174952 non-null float64\n", " 8 end_station_name 174952 non-null object \n", " 9 end_station_latitude 174952 non-null float64\n", " 10 end_station_longitude 174952 non-null float64\n", " 11 bike_id 174952 non-null int64 \n", " 12 user_type 174952 non-null object \n", " 13 member_birth_year 174952 non-null float64\n", " 14 member_gender 174952 non-null object \n", " 15 bike_share_for_all_trip 174952 non-null object \n", "dtypes: float64(7), int64(2), object(7)\n", "memory usage: 21.4+ MB\n" ] } ], "source": [ "gobike.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Convert start_time and end_time to datetime\n", "\n", "#### Define\n", "- convert start_time and end_time to datetime using the `to_datetime` function\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "gobike['start_time'] = pd.to_datetime(gobike.start_time)\n", "gobike['end_time'] = pd.to_datetime(gobike.end_time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "datetime64[ns]\n", "datetime64[ns]\n" ] } ], "source": [ "print(gobike.start_time.dtypes)\n", "print(gobike.end_time.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. Convert start_station_id and end_station_id to string and remove the trailing '.0'\n", "\n", "##### Define\n", "- convert start_station_id and end_station_id to string using the `astype` function\n", "- remove the trailing '.0' using the `str.replace` function\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "gobike['start_station_id'] = gobike.start_station_id.astype(str).str.replace('.0', '', regex=False)\n", "gobike['end_station_id'] = gobike.end_station_id.astype(str).str.replace('.0', '', regex=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "object\n", "object\n" ] } ], "source": [ "print(gobike.start_station_id.dtypes)\n", "print(gobike.end_station_id.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4. Convert bike id to string\n", "\n", "##### Define\n", "- convert bike id to string using the `astype` function\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "gobike['bike_id'] = gobike.bike_id.astype(str)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "object\n" ] } ], "source": [ "print(gobike.bike_id.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5. convert user_type, member_gender to category, bike_share_for_all_trip to category\n", "\n", "##### Define\n", "- for each type, get the unique values, and convert to unordered category using the `astype` function\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "gobike['user_type'] = gobike.user_type.astype('category')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "gobike['bike_share_for_all_trip'] = gobike.bike_share_for_all_trip.astype('category')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "gobike['member_gender'] = gobike.member_gender.astype('category')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "category\n", "category\n", "category\n" ] } ], "source": [ "print(gobike.user_type.dtypes)\n", "print(gobike.member_gender.dtypes)\n", "print(gobike.bike_share_for_all_trip.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 6. convert member_birth_year to int\n", "\n", "##### Define\n", "- convert member_birth_year to int using the `astype` function\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "gobike['member_birth_year'] = gobike.member_birth_year.astype(int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "int64\n" ] } ], "source": [ "print(gobike.member_birth_year.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 7. create a new column for age\n", "\n", "##### Define\n", "- create a new column for age by subtracting the `member_birth_year` column from the current year\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "gobike['age'] = gobike.apply(lambda x: x.start_time.year - x.member_birth_year, axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 35\n", "1 47\n", "2 30\n", "3 45\n", "4 60\n", "Name: age, dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike.age.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 8. create a new column for duration in minutes\n", "\n", "##### Define\n", "- create a new column for duration in minutes by dividing the `duration_sec` column by 60\n", "\n", "##### Code" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "gobike['duration_min'] = np.round(gobike.duration_sec / 60, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Test" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 869.75\n", "1 1030.90\n", "2 608.17\n", "3 26.42\n", "4 29.88\n", "Name: duration_min, dtype: float64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike.duration_min.head()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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duration_secstart_station_latitudestart_station_longitudeend_station_latitudeend_station_longitudemember_birth_yearageduration_min
count174952.000000174952.000000174952.000000174952.000000174952.000000174952.000000174952.000000174952.000000
mean704.00274437.771220-122.35176037.771414-122.3513351984.80313534.19686511.733373
std1642.2049050.1003910.1177320.1002950.11729410.11873110.11873127.370085
min61.00000037.317298-122.45370437.317298-122.4537041878.00000018.0000001.020000
25%323.00000037.770407-122.41190137.770407-122.4116471980.00000027.0000005.380000
50%510.00000037.780760-122.39827937.781010-122.3974371987.00000032.0000008.500000
75%789.00000037.797320-122.28309337.797673-122.2865331992.00000039.00000013.150000
max84548.00000037.880222-121.87411937.880222-121.8741192001.000000141.0000001409.130000
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" ], "text/plain": [ " duration_sec start_station_latitude start_station_longitude \\\n", "count 174952.000000 174952.000000 174952.000000 \n", "mean 704.002744 37.771220 -122.351760 \n", "std 1642.204905 0.100391 0.117732 \n", "min 61.000000 37.317298 -122.453704 \n", "25% 323.000000 37.770407 -122.411901 \n", "50% 510.000000 37.780760 -122.398279 \n", "75% 789.000000 37.797320 -122.283093 \n", "max 84548.000000 37.880222 -121.874119 \n", "\n", " end_station_latitude end_station_longitude member_birth_year \\\n", "count 174952.000000 174952.000000 174952.000000 \n", "mean 37.771414 -122.351335 1984.803135 \n", "std 0.100295 0.117294 10.118731 \n", "min 37.317298 -122.453704 1878.000000 \n", "25% 37.770407 -122.411647 1980.000000 \n", "50% 37.781010 -122.397437 1987.000000 \n", "75% 37.797673 -122.286533 1992.000000 \n", "max 37.880222 -121.874119 2001.000000 \n", "\n", " age duration_min \n", "count 174952.000000 174952.000000 \n", "mean 34.196865 11.733373 \n", "std 10.118731 27.370085 \n", "min 18.000000 1.020000 \n", "25% 27.000000 5.380000 \n", "50% 32.000000 8.500000 \n", "75% 39.000000 13.150000 \n", "max 141.000000 1409.130000 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike.describe()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "min start 2019-02-01 00:00:20.636000\n", "max start 2019-02-28 23:59:18.548000\n" ] } ], "source": [ "print('min start', gobike.start_time.min())\n", "print('max start', gobike.start_time.max())" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "min end 2019-02-01 00:04:52.058000\n", "max end 2019-03-01 08:01:55.975000\n" ] } ], "source": [ "print('min end', gobike.end_time.min())\n", "print('max end', gobike.end_time.max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is the structure of your dataset?\n", "\n", "> The dataset shows biking stats for February 2019 for the greater San Francisco Bay area.\n", "\n", "### What is/are the main feature(s) of interest in your dataset?\n", "\n", "> trip time, user membership, user age and gender\n", "\n", "### What features in the dataset do you think will help support your investigation into your feature(s) of interest?\n", "\n", "> duration, start time, end time, user type, member age, member gender" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Univariate Exploration\n", "\n", "> In this section, investigate distributions of individual variables. If\n", "you see unusual points or outliers, take a deeper look to clean things up\n", "and prepare yourself to look at relationships between variables.\n", "\n", "\n", "> **Rubric Tip**: The project (Parts I alone) should have at least 15 visualizations distributed over univariate, bivariate, and multivariate plots to explore many relationships in the data set. Use reasoning to justify the flow of the exploration.\n", "\n", "\n", "\n", ">**Rubric Tip**: Use the \"Question-Visualization-Observations\" framework throughout the exploration. This framework involves **asking a question from the data, creating a visualization to find answers, and then recording observations after each visualisation.** \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### duration\n", "#### question: what is the distribution of trip durations?" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.7418786468855934" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.emath.logn(3, gobike.duration_sec).min()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "duration_bins = np.arange(0, gobike.duration_sec.max() + 500, 500)\n", "ax1.hist(x=gobike.duration_sec, bins=duration_bins)\n", "ax1.set_xlabel('Trip Duration (s)')\n", "\n", "duration_bins = np.arange(0, gobike.duration_sec.max() + 25, 25)\n", "ax2.set_xlim(0, 6e3)\n", "ax2.hist(x=gobike.duration_sec, bins=duration_bins)\n", "ax2.set_xlabel('Trip Duration (s) limited to 6,000s')\n", "\n", "plt.suptitle('Distribution of trip durations');" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "log_base = 3\n", "duration_log_ticks = [81, 243, 729, 2187, 6561, 19683, 59049]\n", "min_log_duration = np.emath.logn(log_base, gobike.duration_sec).min()\n", "max_log_duration = np.emath.logn(log_base, gobike.duration_sec).max()\n", "duration_log_bins = log_base ** np.arange(min_log_duration, max_log_duration + 0.1, 0.1)\n", "ax1.hist(gobike.duration_sec, bins=duration_log_bins)\n", "ax1.set_xscale('log', base=log_base)\n", "ax1.set_xticks(duration_log_ticks, duration_log_ticks)\n", "ax1.set_xlabel(f'Trip Duration (s) on log scale with base {log_base}')\n", "\n", "duration_log_ticks_mins_labels = [f'{(sec / 60):.2f}' for sec in duration_log_ticks]\n", "ax2.hist(gobike.duration_sec, bins=duration_log_bins)\n", "ax2.set_xscale('log', base=log_base)\n", "ax2.set_xticks(duration_log_ticks, duration_log_ticks_mins_labels)\n", "ax2.set_xlabel(f'Trip Duration (min) on log scale with base {log_base}')\n", "\n", "plt.suptitle('Distribution of trip durations');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The distribution is right skewed, with a very long tail indicating some very long trips. Most trips are less than 40 mins long." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(20, 8))\n", "\n", "sns.violinplot(data=gobike, x='duration_min', ax=ax1, inner='quartile')\n", "ax1.set_xlabel('Duration (min)')\n", "sns.boxplot(data=gobike, x='duration_min', ax=ax2)\n", "ax2.set_xlabel('Duration (min)')\n", "sns.violinplot(data=gobike, x='duration_min', ax=ax3, inner='quartile')\n", "ax3.set_xlim(-8, 50)\n", "ax3.set_xlabel('Duration (min) truncated to 50 min')\n", "sns.boxplot(data=gobike, x='duration_min', ax=ax4)\n", "ax4.set_xlim(-8, 50)\n", "ax4.set_xlabel('Duration (min) truncated to 50 min')\n", "\n", "fig.suptitle('Distribution of trip durations');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", ">**Rubric Tip**: Visualizations should depict the data appropriately so that the plots are easily interpretable. You should choose an appropriate plot type, data encodings, and formatting as needed. The formatting may include setting/adding the title, labels, legend, and comments. Also, do not overplot or incorrectly plot ordinal data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The median trip is about 8 minutes long, and the majority of trips are clustered between 1 and 25 minutes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### user_type\n", "#### question: what is the distribution of user types?" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "base_color = sns.color_palette()[0]\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.countplot(data=gobike, x='user_type', ax=ax1, color=base_color, order=['Subscriber', 'Customer'])\n", "\n", "ax1.set_xlabel('User type')\n", "\n", "(gobike.user_type.value_counts() / gobike.shape[0]).plot.bar(ax=ax2)\n", "ax2.set_xticklabels(ax2.get_xticklabels(), rotation=0)\n", "\n", "user_type_y_ticks = np.arange(0, 1 + 0.1, 0.1)\n", "ax2.set_yticks(user_type_y_ticks, [f'{val:.1f}' for val in user_type_y_ticks])\n", "ax2.set_xlabel('User type')\n", "ax2.set_ylabel('Proportion of users')\n", "\n", "plt.suptitle('Frequency distribution of user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The dataset is heavily skewed towards subscribers, with less than 10% of the users being customers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### member gender\n", "#### question: what is the distribution of member gender?" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "base_color = sns.color_palette()[0]\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.countplot(data=gobike, x='member_gender', ax=ax1, color=base_color, order=['Male', 'Female', 'Other'])\n", "\n", "ax1.set_xlabel('Member gender')\n", "\n", "(gobike.member_gender.value_counts() / gobike.shape[0]).plot.bar(ax=ax2)\n", "ax2.set_xticklabels(ax2.get_xticklabels(), rotation=0)\n", "\n", "user_type_y_ticks = np.arange(0, 1 + 0.1, 0.1)\n", "ax2.set_yticks(user_type_y_ticks, [f'{val:.1f}' for val in user_type_y_ticks])\n", "ax2.set_xlabel('Member gender')\n", "ax2.set_ylabel('Proportion of users')\n", "\n", "plt.suptitle('Frequency distribution of user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The dataset is heavily skewed towards male and femal, with less than 5% of the users identifying as \"Other\". Overall, males dominate the dataset, accounting for more than 70% of users." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### member age\n", "#### question: what is the distribution of member age?" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "141" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike.age.max()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "ax1.hist(data=gobike, x='age', bins=np.arange(gobike.age.min() - 5, gobike.age.max() + 5, 1))\n", "ax1.set_xlabel('Age')\n", "ax1.set_ylabel('Occurrences')\n", "\n", "sns.violinplot(data=gobike, x='age', ax=ax2, inner='quartile')\n", "\n", "plt.suptitle('Frequency distribution of ages');" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 4))\n", "\n", "log_base = 2\n", "duration_log_ticks = [16, 32, 64, 128, 256]\n", "min_log_age = np.emath.logn(log_base, gobike.age).min()\n", "max_log_age = np.emath.logn(log_base, gobike.age).max()\n", "age_log_bins = log_base ** np.arange(min_log_age, max_log_age + 0.1, 0.1)\n", "ax.hist(gobike.age, bins=age_log_bins)\n", "ax.set_xscale('log', base=log_base)\n", "ax.set_xticks(duration_log_ticks, duration_log_ticks)\n", "ax.set_xlabel(f'Age (years) on log scale with base {log_base}')\n", "\n", "plt.suptitle('Frequency distribution of ages');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Observation\n", "\n", "The distribution is right skewed, with a very long tail indicating some very old users. Most users are older than 20 but younger than 60, so it's a dataset of working age adults." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### start time\n", "\n", "#### question: what is the distribution of start time?" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start_time_hour_bins = pd.cut(gobike.start_time.dt.hour, bins=np.arange(0, 24 + 1, 1), right=False, labels=[f'{i:02d}:00' for i in range(24)])\n", "start_time_hour_group = gobike.start_time.groupby(start_time_hour_bins)\n", "start_time_hour_counts = start_time_hour_group.size().reset_index(name='count')\n", "\n", "start_time_hour_counts.plot.barh(x='start_time', y='count', figsize=(20, 8))\n", "plt.xlabel('Occurrences')\n", "plt.ylabel('Start time')\n", "plt.title('Distribution of start times')\n", "plt.legend().remove();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The distribution is bimodal, with two peaks at 8am and 6pm. This suggests that the bikes may have been used for commuting to and from work, or for early morning and late evening errands or workouts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### end time\n", "\n", "#### question: what is the distribution of end time?" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "end_time_hour_bins = pd.cut(gobike.end_time.dt.hour, bins=np.arange(0, 24 + 1, 1), right=False, labels=[f'{i:02d}:00' for i in range(24)])\n", "end_time_hour_group = gobike.end_time.groupby(end_time_hour_bins)\n", "end_time_hour_counts = end_time_hour_group.size().reset_index(name='count')\n", "\n", "end_time_hour_counts.plot.barh(x='end_time', y='count', figsize=(20, 8))\n", "plt.xlabel('Occurrences')\n", "plt.ylabel('end time')\n", "plt.title('Distribution of end times')\n", "plt.legend().remove();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "Very similarly to the start times distribution, this distribution is bimodal, with two peaks at 8am and 5pm. This distribution is likely driven by the same factors that drive the start times." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discuss the distribution(s) of your variable(s) of interest. Were there any unusual points? Did you need to perform any transformations?\n", "\n", "> The distributions of the variables of interest showed some unexpected results. The unusually long tail of trip durations was an example of this, with some trips lasting over 1000 minutes. There was also a surprisingly high concentration of males in the dataset, with more than 70% of the users reporting as male. And even more surprisingly, the long tail of ages revealed some centenarian users! The other variables of interest showed expected trends, with the majority of users being subscribers, the majority of trips being clustered between 1 and 36 minutes, the majority of users' ages being clustered between 20 and 60, and the majority of trips occurring in the early mornings and evenings.\n", "\n", "### Of the features you investigated, were there any unusual distributions? Did you perform any operations on the data to tidy, adjust, or change the form of the data? If so, why did you do this?\n", "\n", "> Most notably, the trip duration and age distributions were heavily right skewed. Using a log transformation (with bases 3 and 2, respectively) made the distributions more normal, and made it easier to see the distribution of the majority of the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bivariate Exploration\n", "\n", "> In this section, investigate relationships between pairs of variables in your\n", "data. Make sure the variables that you cover here have been introduced in some\n", "fashion in the previous section (univariate exploration)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### trip duration and member gender\n", "\n", "#### question: is there any discernable trend between trip duration and member gender?" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def duration_freq_poly(x, bins, **kwargs):\n", " \"\"\" Custom frequency polygon / line plot code. \"\"\"\n", " bin_centers = (bins[1:] + bins[:-1]) / 2\n", "\n", " # compute counts\n", " data_bins = pd.cut(x, bins, right = False,\n", " include_lowest = True)\n", " counts = x.groupby(data_bins).count()\n", "\n", " # create plot\n", " plt.errorbar(x = bin_centers, y = counts, **kwargs)\n", " plt.ylabel('Frequency')\n", " plt.xscale('log')\n", " log_base = 3\n", " duration_log_ticks = [81, 243, 729, 2187, 6561, 19683, 59049]\n", " min_log_duration = np.emath.logn(log_base, gobike.duration_sec).min()\n", " max_log_duration = np.emath.logn(log_base, gobike.duration_sec).max()\n", " duration_log_bins = log_base ** np.arange(min_log_duration, max_log_duration + 0.1, 0.1)\n", " duration_log_ticks_mins_labels = [f'{(sec / 60):.2f}' for sec in duration_log_ticks]\n", " plt.xticks(duration_log_ticks, duration_log_ticks_mins_labels)\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bin_edges = np.arange(10, gobike.duration_sec.max() + 5, 5)\n", "g = sns.FacetGrid(data=gobike, hue='member_gender', height=10)\n", "g.map(duration_freq_poly, 'duration_sec', bins=bin_edges)\n", "g.add_legend(title='Member gender')\n", "g.set_xlabels(f'Trip Duration (min) on log scale with base 3')\n", "g.fig.suptitle('Frequency plot of trip durations across different gender groups');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The figure shows that males constitute the majority of the rides, which is not surprising given their concentration in the dataset. Interestingly, the curve for males peaks slightly earlier than for females, suggesting that on average the ladies may have taken slightly longer rides. The curve for \"Other\" is much more spread out, suggesting that the sample size for this category is too small to draw any conclusions." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Distribution of trip durations across different genders')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.violinplot(data=gobike, x='member_gender', y='duration_min', inner='quartile', ax=ax1, color=base_color)\n", "ax1.set_ylim(-10, 60)\n", "ax1.set_ylabel('Trip duration (min)')\n", "\n", "sns.boxplot(data=gobike, x='member_gender', y='duration_min', ax=ax2, color=base_color)\n", "ax2.set_ylim(0, 60)\n", "ax2.set_ylabel('Trip duration (min)')\n", "\n", "plt.suptitle('Distribution of trip durations across different genders')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "These figures more clearly highlight the slightly higher average trip durations for females compared to males. It should be noted that the negative values in the left plot are not real values, but rather a feature of transformation performed to generate those plots as described [here](https://stats.stackexchange.com/a/483205)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### trip duration and user type\n", "\n", "#### question: is there any discernable trend between trip duration and user type?" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bin_edges = np.arange(10, gobike.duration_sec.max() + 5, 5)\n", "g = sns.FacetGrid(data=gobike, hue='user_type', height=10)\n", "g.map(duration_freq_poly, 'duration_sec', bins=bin_edges)\n", "g.add_legend(title='User type')\n", "g.set_xlabels(f'Trip Duration (min) on log scale with base 3')\n", "g.fig.suptitle('Frequency plot of trip durations across different user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The figure reinforces the earlier observation that subscribers constitute the majority of the rides. Interestingly, the peak of the curve for customers occurs at a higher duration than for subscribers, suggesting that on average the customers took longer rides." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.violinplot(data=gobike, x='user_type', y='duration_min', inner='quartile', ax=ax1, color=base_color)\n", "ax1.set_ylim(-10, 60)\n", "ax1.set_ylabel('Trip duration (min)')\n", "\n", "sns.boxplot(data=gobike, x='user_type', y='duration_min', ax=ax2, color=base_color)\n", "ax2.set_ylim(0, 60)\n", "ax2.set_ylabel('Trip duration (min)')\n", "\n", "plt.suptitle('Distribution of trip durations across the 2 user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "These figures more clearly highlight the higher average trip durations for customers compared to subscribers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### member age and member gender\n", "\n", "#### question: is there any discernable trend between member age and member gender?" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def age_freq_poly(x, bins, **kwargs):\n", " \"\"\" Custom frequency polygon / line plot code. \"\"\"\n", " bin_centers = (bins[1:] + bins[:-1]) / 2\n", "\n", " # compute counts\n", " data_bins = pd.cut(x, bins, right = False,\n", " include_lowest = True)\n", " counts = x.groupby(data_bins).count()\n", "\n", " # create plot\n", " plt.errorbar(x = bin_centers, y = counts, **kwargs)\n", " plt.ylabel('Frequency')\n", " plt.xscale('log')\n", " log_base = 3\n", " x_log_ticks = [16, 32, 64, 128, 256]\n", " min_log_x = np.emath.logn(log_base, x).min()\n", " max_log_x = np.emath.logn(log_base, x).max()\n", " plt.xticks(x_log_ticks, x_log_ticks)\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bin_edges = np.arange(10, gobike.age.max() + 5, 5)\n", "g = sns.FacetGrid(data=gobike, hue='member_gender', height=10)\n", "g.map(age_freq_poly, 'age', bins=bin_edges)\n", "g.add_legend(title='Member gender')\n", "g.set_xlabels(f'Age (years) on log scale with base 2')\n", "g.fig.suptitle('Frequency distribution of age across gender groups');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The figure shows that males constitute the majority of the rides, which is not surprising given their concentration in the dataset. The curve for males peaks slightly later for males than for females, suggesting that on average the men were slightly older. The curve for \"Other\" is much more spread out, though its peak comes at the highest age of the three categories." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.violinplot(data=gobike, x='member_gender', y='age', inner='quartile', ax=ax1, color=base_color)\n", "ax1.set_ylabel('Age (years)')\n", "\n", "sns.boxplot(data=gobike, x='member_gender', y='age', ax=ax2, color=base_color)\n", "ax2.set_ylabel('Age (years)')\n", "\n", "plt.suptitle('Distribution of ages across different genders');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "These figures more clearly highlight the slightly higher average ages for males compared to females, and for males compared to those who reported as \"Other\". Also, the \"Other\" category appears to be slightly bimodal, with a peak at above 30 and another closer to 60." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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808:00656.17076237.777152-122.37050137.780308-122.3653171984.15054134.84945910.936164
909:00651.73040037.775038-122.36442437.777797-122.3615171984.70843234.29156810.862170
1010:00698.34830637.765342-122.34478837.767048-122.3428491984.81091634.18908411.639163
1111:00802.72765037.766389-122.34240737.767629-122.3418471984.55140134.44859913.378762
1212:00777.51995137.766765-122.34057837.767386-122.3404591984.45596134.54403912.958624
1313:00829.55915037.768208-122.33983737.768377-122.3400031984.40121034.59879013.825963
1414:00827.40106837.765581-122.33933237.765447-122.3393841984.82362934.17637113.789997
1515:00812.84316437.769134-122.34391937.768589-122.3450791984.03735834.96264213.547391
1616:00722.06583537.772127-122.35267737.770821-122.3540201983.77785235.22214812.034443
1717:00704.68317137.776003-122.35703437.773950-122.3593091984.57682734.42317311.744688
1818:00641.78080437.775645-122.35467837.774257-122.3570161985.36307233.63692810.696344
1919:00684.82332337.768655-122.34620137.766803-122.3488321986.65396932.34603111.413694
2020:00674.23377937.763547-122.33781937.761783-122.3394381987.26952231.73047811.237263
2121:00712.65727337.754703-122.32234737.752981-122.3231401987.17590931.82409111.877632
2222:00612.35481637.757176-122.32152437.756016-122.3222941987.91299731.08700310.205965
2323:00793.95992437.763413-122.32944937.762593-122.3301781987.00699731.99300313.232570
\n", "
" ], "text/plain": [ " start_time duration_sec start_station_latitude start_station_longitude \\\n", "0 00:00 808.895857 37.773204 -122.326088 \n", "1 01:00 652.451429 37.752583 -122.308867 \n", "2 02:00 1069.780282 37.711749 -122.285942 \n", "3 03:00 1471.884146 37.776817 -122.337393 \n", "4 04:00 685.189427 37.779623 -122.379876 \n", "5 05:00 601.254042 37.764632 -122.353327 \n", "6 06:00 534.783784 37.773076 -122.365890 \n", "7 07:00 613.769426 37.777624 -122.365502 \n", "8 08:00 656.170762 37.777152 -122.370501 \n", "9 09:00 651.730400 37.775038 -122.364424 \n", "10 10:00 698.348306 37.765342 -122.344788 \n", "11 11:00 802.727650 37.766389 -122.342407 \n", "12 12:00 777.519951 37.766765 -122.340578 \n", "13 13:00 829.559150 37.768208 -122.339837 \n", "14 14:00 827.401068 37.765581 -122.339332 \n", "15 15:00 812.843164 37.769134 -122.343919 \n", "16 16:00 722.065835 37.772127 -122.352677 \n", "17 17:00 704.683171 37.776003 -122.357034 \n", "18 18:00 641.780804 37.775645 -122.354678 \n", "19 19:00 684.823323 37.768655 -122.346201 \n", "20 20:00 674.233779 37.763547 -122.337819 \n", "21 21:00 712.657273 37.754703 -122.322347 \n", "22 22:00 612.354816 37.757176 -122.321524 \n", "23 23:00 793.959924 37.763413 -122.329449 \n", "\n", " end_station_latitude end_station_longitude member_birth_year age \\\n", "0 37.772213 -122.326039 1988.030235 30.969765 \n", "1 37.750746 -122.309063 1988.186667 30.813333 \n", "2 37.713156 -122.287350 1989.239437 29.760563 \n", "3 37.775526 -122.337645 1985.012195 33.987805 \n", "4 37.783302 -122.378350 1975.876652 43.123348 \n", "5 37.765631 -122.350025 1982.302540 36.697460 \n", "6 37.773974 -122.362163 1982.689037 36.310963 \n", "7 37.780062 -122.360951 1983.638256 35.361744 \n", "8 37.780308 -122.365317 1984.150541 34.849459 \n", "9 37.777797 -122.361517 1984.708432 34.291568 \n", "10 37.767048 -122.342849 1984.810916 34.189084 \n", "11 37.767629 -122.341847 1984.551401 34.448599 \n", "12 37.767386 -122.340459 1984.455961 34.544039 \n", "13 37.768377 -122.340003 1984.401210 34.598790 \n", "14 37.765447 -122.339384 1984.823629 34.176371 \n", "15 37.768589 -122.345079 1984.037358 34.962642 \n", "16 37.770821 -122.354020 1983.777852 35.222148 \n", "17 37.773950 -122.359309 1984.576827 34.423173 \n", "18 37.774257 -122.357016 1985.363072 33.636928 \n", "19 37.766803 -122.348832 1986.653969 32.346031 \n", "20 37.761783 -122.339438 1987.269522 31.730478 \n", "21 37.752981 -122.323140 1987.175909 31.824091 \n", "22 37.756016 -122.322294 1987.912997 31.087003 \n", "23 37.762593 -122.330178 1987.006997 31.993003 \n", "\n", " duration_min \n", "0 13.481680 \n", "1 10.874095 \n", "2 17.829634 \n", "3 24.531524 \n", "4 11.419780 \n", "5 10.020935 \n", "6 8.913119 \n", "7 10.229526 \n", "8 10.936164 \n", "9 10.862170 \n", "10 11.639163 \n", "11 13.378762 \n", "12 12.958624 \n", "13 13.825963 \n", "14 13.789997 \n", "15 13.547391 \n", "16 12.034443 \n", "17 11.744688 \n", "18 10.696344 \n", "19 11.413694 \n", "20 11.237263 \n", "21 11.877632 \n", "22 10.205965 \n", "23 13.232570 " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike_start_hour_group = gobike.groupby([start_time_hour_bins]).mean(numeric_only=True).reset_index()\n", "gobike_start_hour_group" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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end_timeduration_secstart_station_latitudestart_station_longitudeend_station_latitudeend_station_longitudemember_birth_yearageduration_min
000:00912.94093337.773814-122.33169937.772844-122.3319601987.62279831.37720215.215772
101:00818.71534237.755997-122.30587437.754003-122.3058051988.24214430.75785613.645157
202:001160.30123537.714189-122.28859037.715575-122.2894011989.22222229.77777819.338173
303:001041.81547637.770131-122.33898637.767196-122.3400041986.01785732.98214317.363810
404:00896.56444437.780498-122.37072137.783766-122.3699141976.23555642.76444414.942667
505:00732.92547437.764792-122.35152337.765376-122.3486021982.66260236.33739812.215420
606:00544.84439737.772616-122.36553737.773072-122.3620791982.44753736.5524639.080767
707:00609.95513737.777147-122.36190337.778957-122.3580041983.45857035.54143010.165980
808:00654.20566037.777628-122.36988037.780773-122.3646451984.17751934.82248110.903437
909:00658.51352137.775236-122.36713537.778201-122.3636991984.56230534.43769510.975207
1010:00674.17650537.765930-122.34866837.768155-122.3461011984.96392634.03607411.236259
1111:00743.04381637.767462-122.34258737.768723-122.3419231984.54021134.45978912.384043
1212:00795.72269337.766913-122.34094437.767459-122.3406151984.44772134.55227913.262027
1313:00808.13245137.766355-122.33792737.766755-122.3379191984.38746034.61254013.468847
1414:00808.20244337.766739-122.34020337.766692-122.3404111984.79287934.20712113.470006
1515:00831.37071937.768992-122.34256137.768807-122.3433741984.12807534.87192513.856188
1616:00716.24548937.771069-122.35106537.769966-122.3521711983.72960235.27039811.937425
1717:00687.68128137.775614-122.35719137.773793-122.3592261984.37826034.62174011.461332
1818:00676.56051137.776260-122.35539037.774488-122.3578661985.26917833.73082211.276000
1919:00676.71516637.769728-122.34804637.768059-122.3508361986.47237732.52762311.278575
2020:00710.25747537.765194-122.34031337.763208-122.3423451987.13047431.86952611.837640
2121:00676.73856637.754250-122.32241137.752528-122.3233401987.24080031.75920011.278958
2222:00706.82123337.759574-122.32614837.758245-122.3270311987.85737331.14262711.780429
2323:00664.34058437.761422-122.32989537.760509-122.3306241987.01259331.98740711.072267
\n", "
" ], "text/plain": [ " end_time duration_sec start_station_latitude start_station_longitude \\\n", "0 00:00 912.940933 37.773814 -122.331699 \n", "1 01:00 818.715342 37.755997 -122.305874 \n", "2 02:00 1160.301235 37.714189 -122.288590 \n", "3 03:00 1041.815476 37.770131 -122.338986 \n", "4 04:00 896.564444 37.780498 -122.370721 \n", "5 05:00 732.925474 37.764792 -122.351523 \n", "6 06:00 544.844397 37.772616 -122.365537 \n", "7 07:00 609.955137 37.777147 -122.361903 \n", "8 08:00 654.205660 37.777628 -122.369880 \n", "9 09:00 658.513521 37.775236 -122.367135 \n", "10 10:00 674.176505 37.765930 -122.348668 \n", "11 11:00 743.043816 37.767462 -122.342587 \n", "12 12:00 795.722693 37.766913 -122.340944 \n", "13 13:00 808.132451 37.766355 -122.337927 \n", "14 14:00 808.202443 37.766739 -122.340203 \n", "15 15:00 831.370719 37.768992 -122.342561 \n", "16 16:00 716.245489 37.771069 -122.351065 \n", "17 17:00 687.681281 37.775614 -122.357191 \n", "18 18:00 676.560511 37.776260 -122.355390 \n", "19 19:00 676.715166 37.769728 -122.348046 \n", "20 20:00 710.257475 37.765194 -122.340313 \n", "21 21:00 676.738566 37.754250 -122.322411 \n", "22 22:00 706.821233 37.759574 -122.326148 \n", "23 23:00 664.340584 37.761422 -122.329895 \n", "\n", " end_station_latitude end_station_longitude member_birth_year age \\\n", "0 37.772844 -122.331960 1987.622798 31.377202 \n", "1 37.754003 -122.305805 1988.242144 30.757856 \n", "2 37.715575 -122.289401 1989.222222 29.777778 \n", "3 37.767196 -122.340004 1986.017857 32.982143 \n", "4 37.783766 -122.369914 1976.235556 42.764444 \n", "5 37.765376 -122.348602 1982.662602 36.337398 \n", "6 37.773072 -122.362079 1982.447537 36.552463 \n", "7 37.778957 -122.358004 1983.458570 35.541430 \n", "8 37.780773 -122.364645 1984.177519 34.822481 \n", "9 37.778201 -122.363699 1984.562305 34.437695 \n", "10 37.768155 -122.346101 1984.963926 34.036074 \n", "11 37.768723 -122.341923 1984.540211 34.459789 \n", "12 37.767459 -122.340615 1984.447721 34.552279 \n", "13 37.766755 -122.337919 1984.387460 34.612540 \n", "14 37.766692 -122.340411 1984.792879 34.207121 \n", "15 37.768807 -122.343374 1984.128075 34.871925 \n", "16 37.769966 -122.352171 1983.729602 35.270398 \n", "17 37.773793 -122.359226 1984.378260 34.621740 \n", "18 37.774488 -122.357866 1985.269178 33.730822 \n", "19 37.768059 -122.350836 1986.472377 32.527623 \n", "20 37.763208 -122.342345 1987.130474 31.869526 \n", "21 37.752528 -122.323340 1987.240800 31.759200 \n", "22 37.758245 -122.327031 1987.857373 31.142627 \n", "23 37.760509 -122.330624 1987.012593 31.987407 \n", "\n", " duration_min \n", "0 15.215772 \n", "1 13.645157 \n", "2 19.338173 \n", "3 17.363810 \n", "4 14.942667 \n", "5 12.215420 \n", "6 9.080767 \n", "7 10.165980 \n", "8 10.903437 \n", "9 10.975207 \n", "10 11.236259 \n", "11 12.384043 \n", "12 13.262027 \n", "13 13.468847 \n", "14 13.470006 \n", "15 13.856188 \n", "16 11.937425 \n", "17 11.461332 \n", "18 11.276000 \n", "19 11.278575 \n", "20 11.837640 \n", "21 11.278958 \n", "22 11.780429 \n", "23 11.072267 " ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike_end_hour_group = gobike.groupby([end_time_hour_bins]).mean(numeric_only=True).reset_index()\n", "gobike_end_hour_group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### start/end time and duration\n", "\n", "#### question: is there any discernable trend between start/end time and trip duration?" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/n6/1rqbgtyn1mx4km2y_v9vchlm0000gn/T/ipykernel_2766/156706006.py:4: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " ax1.set_xticklabels(ax1.get_xticklabels(), rotation=90)\n", "/var/folders/n6/1rqbgtyn1mx4km2y_v9vchlm0000gn/T/ipykernel_2766/156706006.py:10: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " ax2.set_xticklabels(ax2.get_xticklabels(), rotation=90)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "ax1.scatter(data=gobike_start_hour_group, x='start_time', y='duration_min')\n", "ax1.set_xticklabels(ax1.get_xticklabels(), rotation=90)\n", "ax1.set_ylabel('Average trip duration (min)')\n", "ax1.set_xlabel('Start time')\n", "ax1.set_title('Average trip duration for start times')\n", "\n", "ax2.scatter(data=gobike_end_hour_group, x='end_time', y='duration_min')\n", "ax2.set_xticklabels(ax2.get_xticklabels(), rotation=90)\n", "ax2.set_ylabel('Average trip duration (min)')\n", "ax2.set_xlabel('End time')\n", "ax2.set_title('Average trip duration for end times')\n", "\n", "fig.suptitle('Relationship between trip duration and start/end times');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "There's a trend of longer trip durations on either side of sunrise and sunset, which is not surprising given that the dataset is likely to be heavily skewed towards commuters. Most strikingly, the longest trips appear to have taken place in the very early hours of the morning, a few hours after midnight." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### start time and age\n", "\n", "#### question: is there any discernable trend between start time and member age?" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "ax1.scatter(data=gobike_start_hour_group, y='start_time', x='age')\n", "ax1.set_xlabel('Average age (years)')\n", "ax1.set_ylabel('Start time')\n", "ax1.set_title('Average age for start times')\n", "\n", "ax2.scatter(data=gobike_end_hour_group, y='end_time', x='age')\n", "ax2.set_xlabel('Average age (years)')\n", "ax2.set_ylabel('End time')\n", "ax2.set_title('Average age for end times')\n", "\n", "fig.suptitle('Distribution of start and end times across user ages');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The most notable trend occurs between the ages of 31 and 37, where start/end times occur increasingly earlier in the day as the age increases. The figure also indicates that younger users tend to use the bikes late at night and shortly after midnight, whereas the more middle aged users tend to use the bikes when the sun is up. There's a visible spike in average age of early morning riders, though it's not clear what may be driving that occurrence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### user type and member gender\n", "\n", "#### question: is there any discernable trend between user type and gender?" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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member_genderFemaleMaleOther
user_type
Customer462311493450
Subscriber361821190073197
\n", "
" ], "text/plain": [ "member_gender Female Male Other\n", "user_type \n", "Customer 4623 11493 450\n", "Subscriber 36182 119007 3197" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user_type_gender_group = gobike.groupby(['user_type', 'member_gender']).size().reset_index(name='count').pivot(index='user_type', values='count', columns='member_gender')\n", "user_type_gender_group" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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member_genderFemaleMaleOther
user_type
Customer0.0264240.0656920.002572
Subscriber0.2068110.6802270.018274
\n", "
" ], "text/plain": [ "member_gender Female Male Other\n", "user_type \n", "Customer 0.026424 0.065692 0.002572\n", "Subscriber 0.206811 0.680227 0.018274" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user_type_gender_group_proportion = user_type_gender_group.apply(lambda x: x / user_type_gender_group.sum().sum(), axis=1)\n", "user_type_gender_group_proportion" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.heatmap(user_type_gender_group, annot=True, fmt='d', cmap='Blues', ax=ax1, cbar_kws={'label': 'Count'})\n", "ax1.set_ylabel('User type')\n", "ax1.set_xlabel('Member gender')\n", "\n", "sns.heatmap(user_type_gender_group_proportion, annot=True, fmt='.3f', cmap='Blues', ax=ax2, cbar_kws={'label': 'Proportion'})\n", "ax2.set_ylabel('User type')\n", "ax2.set_xlabel('Member gender')\n", "\n", "fig.suptitle('Distribution of genders across user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The figure further illustrates the dominant amount of males in the dataset compared to other genders. The dataset is highly concentrated by male subscribers, who are more than 3x as frequent as the next largest group, female subscribers. Even among customers, the males are still almost 2.5x the females." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### age and duration\n", "\n", "#### question: is there any discernable trend between member age and trip duration?" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gobike_10k_subset = gobike.sample(round(1e4))\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "sns.regplot(data=gobike, x='age', y='duration_min', scatter_kws={'alpha': 0.1}, ax=ax1)\n", "ax1.set_xlabel('Age (years)')\n", "ax1.set_ylabel('Trip duration (min)')\n", "ax1.set_title('Full distribution of ages and trip durations')\n", "\n", "sns.regplot(data=gobike_10k_subset, x='age', y='duration_min', scatter_kws={'alpha':0.1})\n", "ax2.set_ylim(0, 200)\n", "ax2.set_xlabel('Age (years)')\n", "ax2.set_ylabel('Trip duration (min)')\n", "ax2.set_title('Distribution of randomized 10k-user sample of ages and trip durations (truncated at 200 minutes)')\n", "\n", "fig.suptitle('Distribution of ages and trip durations');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "The figure reinforces the earlier seen trend that most trips are shorter than 40 minutes, and that the majority of trips are done by users younger than 60 years old. This figure further highlights that the longest trips tend to be taken by younger and middle aged users." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Talk about some of the relationships you observed in this part of the investigation. How did the feature(s) of interest vary with other features in the dataset?\n", "\n", "> Some of the more unexpected and interesting trends were that\n", "- women appeared to take slightly longer trips than men, though this difference seemed quite slight.\n", "- customers appeared to take longer trips than subscribers.\n", "- People who reported their gender as \"Other\" had the highest average age, and their age distribution was bimodal with an even higher age (closer to 60) taking up the second peak. Given that the sample size for this category was so small, it's hard to draw any conclusions from this.\n", "- Longer trips tended to happen on either side of sunrise and sunset, perhaps because commuters who use the bikes only need to travel shorter distances and are therefore amenable to using bikes.\n", "- Younger users tended to use the bikes at later hours when the sun is down, compared to more middle age users who used the bikes more often during the sunlit hours.\n", "- The majority of long trips were taken by younger and middle aged users." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multivariate Exploration\n", "\n", "> Create plots of three or more variables to investigate your data even\n", "further. Make sure that your investigations are justified, and follow from\n", "your work in the previous sections." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Age, duration and member gender\n", "#### question: does the gender have an effect on the relationship between age and trip duration?" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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9ZVXPL7cVp1aBZ/TwbFmvv8sF5dvt/N1NxaBbuV01oSy3cmU0bi+GMZKsZK1G5hRl39H51a5eXe3qejvUSitSkln5rtHxqYKO1YqaKnnbq0DZza9rVLwp5LT5vXZj8zM5XytothJocaY8DMqlWa5OlMkYKcvsSBtFiTnFXrgfldUAAAAAHBy6iAAAMHkIVeHA3Ori8NR0SS9f7+pio6vXL9SHrSI2NXqxLjf6ciQt1Ev3Pak/7obLTMVXN0o3XsvG+KxGft+NB8GvpWakKM1V8Bydmi7qkWPVid5JQBsJAACAyeO5jqIk04W1rtJMmip5wwDFtfageuqJWnHHa7S7aR8wrmpTkuWarwU6M1fVXDXY1gY7SvLB9eJN42htfP/lVqg4tZou+wo8f+M6PtKaFytK8x2rMl1Y7akSePq7D8/IcaQ8l/pJqgurPU0V/VteX98cJsuyXM9daandjyXHSFZK7fYqT3td8evmakKVwqBtYio7bP23VaMbqxi4utjo6ZsrnZHKvs9fbeuF5Y6iJNexaqCC7yhKcl1cC7XSjhW4js4eqw5fw1TJ13TZV6MbqzS9/XU1urFmKr6mdjFPuXnesHUzTC8etP5TLrnu9sV+5hR7Y68rqwEAAAA4OHQRAQBg8vAv7iGym13lk+jm8Vtrd2xfUvQcLU6XdLnR19lj1ZFWEVZWL15tK3CNHpm7sev2fiX1d6qmdX61p4uNvr5lvqo4y9XsJerYVJ4xmq8FCtyivnyhqcA38l1XjpFyK11s9HS1FempR+cmdoGbNhIAAACTp+w7irJM19qxHj9RGz5e8FzN11y9cLWtmUqgsr89pHIn7QOmit7Y+cbNVZtcx+jlax1dbUWDTQWb1Y02/n+na8U8z3VlPVSY5np4pjx8vOQ7KtU9XWz0dKUZKs9HKxdt3Yxxaro8cmxGwW2v/28Ok7lGavRjrXUTdcJEl5uhkjSX7zlarBd1fGqHKk936VbVhJr9RK85XlWjm2i1E6lW9OU5jtI8VztM1IkyzVZ8tfqJZiuF4c/twmpHn3nxunzP0WPHp4bfqxw4Oj3r6fxqV99Ybultr52XNhbaqwVPr12o63OvrOp6J9z2vdLc6ltP1ne1ML913nCyXhwJ2BV9Z1D9ykhFz1EvSUfCd8wp9s5eVlbD5Djsa0AAAADYPbqIAAAweQhVHRJ3s6v8Xu20gHc3C3vjxh94jlphIt9zxrYvmSkHutaKdKXR10Mz5eGNh6VmX2lm9fpTU2O/770k9ce1+NupmtaxakHPL7cVZpm+Zb6qMMlHQmFfvtTU+bWuXjNfVb16ozVgq5/q60st1Uqe3nR2biIXRWkjAQAAMHl6Sa7AczVfK4wNxczXCvJdR70kV7VwYwF2ayjp5NQg+NKNUrmO0cmpopZbob52paVy4KjRTcbON4wxI9fWjxyr6mor0mdfWZW10mbnOGOkR+YqY68V42zQutDf2GCR5la5tXKMkecY+e4gMBRnoz3o7mWn7rgwWbOX6G8vruvV611ZK1UKnjzXKOpn+nI70rFqKM81I1WedmPcfGmnakKnZkp6/WJdX7/S0qvXu2r1EsmRlEsyVrMVX/O1wkiYrOi7Khd8rfUTnZwqyMpuq+w7Xfa12om13k81Wx08ZozR609NqR0m27+XI71uYWrHOdZONucNy81Qn/nmdcVpvvnlFHiOTtSLkjH665fXBh+Q4WuTHjk2/nOCu3Pzn1EcbgexBgQAwFFBcBmTjC4iAABMHlbcDoE72VW+m1YXdxuCmq0GmqkEanTjXS3s7TT+pWZfL17t6FKjJ89xt7Uv8dxYJ+sFnZouqRulw+83Xy1IkmYq42+q3G1Sf9xrLgaOrncGbVRu5jpGUyVfq61YD83kI60uulGil6515BtH81OFYSuPzSoCV9YzPX+lrXOn6ttam9wvu/0cHEQbCSa0u8P7BQDA0ZJmuYqeq289WdPVVqhWL1G6USn1WK2g49VBYCpJM3U2zt9aITZwHb10rbNtM0PgOvrihYYenintvrW2lYyVzJawzE5cx2i67KvZi3Wh0VWeSbmRHCs5ruQ5RtPlQK4z+kXudqfuTu3GHcdqpRVppR1pvlpQrejLdY2y3MpPMl1p9vTli0Zvf+3xYZWnO3W7IMRO1YSmir5OTBV0pRkqSnIVfEez5UDX25GOT22fiziSyp6rbpQqyXIF7uhi++AxRze9laqXfD316Ny277U4XdSZubtvUd6LB5sx1vuprLUyxmim5KlW8lUOXMlsyVQZbRsX7t2kzA3yPNe1TqwwyVT0Xc1XAznO7W/4TMr4J8G9rgEBAICdEVzGpKOLCAAAk4dQ1YTb6UbAnba6u5tJwuYCXidMVPI9FX2jPJdeWmlrpR3rRK2gmWqgousos1ZL6/0dF/ZuNf4zc2X9zcU1LTVzvensjDpRplaWKHAdzVV8ffNaVzOVQG88M61+akduCn3h1caeJvV3WrS81OjpYqOnmXKw7XuVfFdzlUCvXO8qy6y05aV3o0zXO5HOHCsPA1VbTZcDrbRDtfrJvoSqmv1Er17vjNw4OVUv6pFjt75xsp9tJJjQ7g7vFwAAR8/mjtXAdfQtx6sjrdZKvqsoybXei/XC1Y76cTZSIXa51VecWYVxftNmhkirnUhZbvWGh6eH17y3mm9sXuNL0lOPzqrRSxSnuQLP0UzZ19VWNHaOUgo8zVYCXe/EWusksnYjkWWNjBlcy8xWApUCb+zrvt31v+sYdaJ0bLvxrVphppVWqGLgytlI9zgychwjv+CoE6W61OhrrRsr8L07vg6+kyBErTAIQm0GTsq+M2yx+O0PTes1x29cdydppnaYKvCcbe3SA8/RbDVQoxer0U00Wxm8/iy36sSpHGN0rLr9vZQ09nvd7TW+tVZfvdLUC1fbMkaqBJ6Gpa8kffF8Q6fnynrL4/MjlX1LvqvlVqgLa11928KUekl+pMI0ex0g2u+5wU7jv9jo6dlXVnVpra84tQo8o4dmS/rOs3MjLT8PevyT7F7XgAAAwM52uu9xq/sbwH6jiwgAAJOHUNWE2+tWF7fb3bi5gHetHcpaaWk9VGqtXEntKNXVdqQwSbXcCpVkVr7raL4WqJ/kYxf2bjX+MM1VLxW02uno//f1ZfUTq0xWroxqRVdn52vyXUf91I68Nmvtnib1b7VoeWq6pJevd3Wx0dXrF+ojbTWMMTpWLWilFel6J5LvOsOL25V2KM91NFcubGvFMXiuBlu190Gzn+ivX17Vq9e7g0oCjmRz6eJqT1dbkZ56dO6Wk8X9aCPBTtzd4f0CAOBounnHatn3RoL9l9d76kSpPNdotlIYXiNcWe/pq1dami4HevRYdXh+wXNVK1m9sNRWteSNrR40br6xeY3vu45evNrWlfVQYZqr6Dk6NV3UXLU4do5yrOKr6LnqhJlmq4HyXMPWdY4jdcJMJd/Vscrodcyd7NStlTy9fK0z0r5ws934zRVu4zRTZqWi68haKb/putx3HbXCWM9dbupSI7yjkMdIi8X6lhaLrtHJelHLzVDPvrKmZj/W5cb4wMnN190dDap3NbqxGr14pMJYrehprhKoHaWql121+omyPJfrOJqrBFoPEz12sqb56vh55F5d43eiVF8639D1TqRK4GumMmilmGZW6/1Yy61QBdeon2SqBKPv20w50PnV3iBkFue7CtPsd1Wjvfx+ex0g2u+5wU7j91yjv3rhutZ7iRbqRZUCV/0404tXu7rWjvW9374wNljF3GbUvawBAQCAne1032Ozem8/yXRhzSO4jImw2UXk1esdXVkPFaW5Cp6jxZl7qzAMAADuDiswE26vW13cvLvx5l3B1lpdXO1prRsrzTTcxd4JE71yvav1fqLLaz0drxflOUaOjJZbfc1XC/Jco7PHqiMLe7caf5ZZxWmmlVakMEnkOY6MY2Rzq06cyHc9nZoubntt95rUv3lBfKcd7NKgGtXidEmXG309MleRkRnZXR1nud7wyLTKvjtyA+fsfEXr/VT9JNO0rKI0U5ZLrjO4edXoxpqp+Jq6zxe/1lp97UpLX19qqRy4qpX84XvVDhN9famlWtHXmx6dPbDJIjtxd+dObtjxfgEA8GC61XXwWjdSO0xVK/o6NX0juFD0XZ2oFxWngypWm63ZNmW5lMnuWOV13HwjzXKth4kuXO/ohattrffT4TXydMnTYydqOnOsuq0NYZ7n8jxH9ZInzzGqVFy5jqMsz9UNM7mlQbXZXpKrtqWd3e2u/yWp3U/V7MYyxshuvK71fqwrjVBTRV9zGy3EpUHlq3LgylopTDLluVVuB796G9WgUlk1urFmK8WxO9init7YOYXvOvrmSmejNePgJs1U2VeW53r21YamioO5yp0ETiqBq8B39Owrayr5rgqeo8B1ZHOr1W6s3A4W26+uR/I8R8ZISZrp/FpPp+fKeuMjszu2XdurkFCzF+vCWk++647MpwLXqFb05RmjlXakTj/dFqqK01wvX+soSct6aKZ8x2Ga/a5qtJff704CRDd/tm71s9nvudRO47/S6OlLF9cVZ1ZPLE4Pz68VHdWKvl642tbnX13TYr048pmcxLngQbchvNs1IAAAcGvdOBt732NQvTeW50r+9d62+xvAgTM3/mv3aaM+AAAYxdXhhNva6qLgO9tafOzU6u5OdjeO2xXsudLLqx0FrqvjteLwfMcZ7C5eafYlGQW+o6LvyG50dmiHiaysktfMSVsmHbdq1eEY6aWVjpr9WI/MlVUKvMFNEGuVZLmutvv6+hVX3/vEwrbxbyb1b17cXpgu6vTsrVsb3vycnXawS4MbOA/NlHVxtafPvbymgu9qs8iUMdIjcxW9fmH7wnfZd2St0V++cE1fvrSuJLPDG1i+a1TyPX3HmVlVAnekRcnWBdu9WMztRKm+sdSU5xgdq974eRY8V4WqqyvrPT2/3NS5xakd2xDe70VlduLuztbKEONu2PF+AQB2Yq2VtYPrGGutcjuoErS5KGe3/H7zHKtBhUvjSFP70LIYt7fTdfB0xVeSW53Ycg2/Kc+lE1NFrXVjXWn2daxakOc4SvNB0KpS8FQJ3G0Vm6TxrbVdx+jlax199qXraofZRrWpwedmtRNrpR2pn2Q6USsoSm7MNbLcKoozPXV2VpfX+1rtxEptKs8YLdSLWpguKU5zNXuJjDEj1587ve6T9YK6Ua6Xr3d0vR1qpRVtVNQ1mp8qKEmtXlxpa6bsK0wH7efKvqv5akEX13uarxYUZZn6SSrHMaoXPK11IlUCT4Hv6uVrnW072L+2pG2bKgLP0ZVWX2lmFSWZasUbmxmutUJ942pb7TDRtz80vdEi7/aBE0kyMgqTXOv9RNZqZC5iZHWiVlA3StQKs2GlqnrZ05ljlR3/zN5ta/BxekmufpLp5JjnuZIKgatumCq8eROQrC40ukoyq1PTpTtqO7k59s2WLcXAvaOW9PfiXqoo3TyPKvvObQNEX1tqbvts3SrAtZ9zqVsFoIq+p8vNUKemi8Pqc1st1Iu6uNrTtU6sE1M3/o6atLngJLQhvNN2pzsFYQEAmFS3WmPej1BzkmZaaobKrB2571HwXM3XXK20Qy21QiVpNnJ/AzgIW+chx7ZUob7aitSJsiNXzRUAgIPG1eGE22x18fK1rnJrtwUoHGP0muOVba3ubre7cXNXcBQXVS0GsrLKcqPlZqhXr/f0+PHaTV8v02onUpQPWgEWXFeVgqcst+rHmda6sYykKB1dLL9Vq45+kulqK1TgOZopF0YmSiV/0MbjajtUJ0zkOM62SVW95OuJxfodT7h2WoC/1o50udHftoN963vpOEbGMTIb7fOUS1vXice1z3hotiRjrC5c70oyMsbK2sFtkNeemlK97Om5K62xC7aS9mQxt9VPtN5LdKK+/eaaJM1UAl1thmr1k7GhqtstKu/FhHfrZ9XKbgsOshN31GZliFY/2XbDbrUTqROlmir52ypD7PcOawDAwM1BpsF/t4SXdgoyWUkbx3K7/bkanj/6/HwjFTPu694L33UIVU2QcdfBSZqp3V8fe/3vOmZ4DTld9hXG2TDMdGq6qHLgqdGL5Y7p/zeutXae5/rGlZaurIeqlTxVA0+eMUqtVTdOdXm9rzyz+tbjVT00Wx0uAH9zpa2VdqQT9ZK+4/SM2mGqJMvlu45qRU9hmuviWlfPL7flOmbs9efNr9taq//vc8v62pWWoiTXsWqggu8oSnJdWgvlGKtOlKoXryjJ7PA603WtHGvUjVL53qANoDGDykthnOnhE2V1o0xTWyq9XmvHSvNML6109diJqhbqpS0tFvv6+pWmpkuBHp2/MZcqeK4KvqOVZjiYv435eW4GTlbakapFf+S1rXYjVQuuwiQbmYtYWSW5VZpnevx4TWvdZKQFo6x0frWjs8eqynI7vB5shek9tQa/Wdl3VAxcdeNUlcLo83zPkTGDJFjxps9lP8l0ZT3UQ9MllcYER8aFaW60bImU5blevd5VnFkFrtGxWmHYkv7masx3eh18qxDUyaktFWIdo5NTRS23dq4QOwyubWnVMVP2tdqJdXxq/NwscB39zavremi2NPLZulUVqyTN7mtVo63vSZTmWm1HYwNQcZoP/g5Ic0VppqI3Ojcu+q7i1CpMspHHJ6kq06S0IbyTdqc3/50MAMCku9Uas7Q36+C3E2dWvTjV9A5h7pLvar0XK84oBYSDNYnVXAEAOOoIVU04Y8wg+PLSqtZ7iRbqRdUDb6NVREfTZV9PPjKz7eLpVrsbN3cFr3YiRXGqa514uBg9U/bVj1MttfqanyoMd5im2SDskqZW1bKr3Fp1wlSe46hacNXsJ2qF6WAnx03j32zVcbnRHZSn2qhudWm1K89xNF8L1OwP2ldstg1xzGAhvROn+vyr65oq+fc0qdq6AJ9bO9IzvVbylNpcL660NVsJRt5La61eWGmrVvL01NnZwe72LYGfnVqtWWt1aa0va6Uzc+VBpSoNcli+O9ht/n9fvK7Ts2XNbtlpsNwMtdwMh19nTxZzb3Fdbe3Ox2+3qHx6rqxGN77nCe/mZ3WtG2utG+laJ1aS5vI9R/PVQLOVwoHsxD3otg87cR2jRidSL85GWvtsrT7WjTJ9Y7k9Uhliv3dYA8BBul2QSTf9Ph8TZLr5+bndOci0+f02v+6Nr8diLO6fm0P9HWnH6/+SP9gQsd5P9C3zVYVprjjNNzY3+Hrlek+BZ7Tei+UYc9vW2svNvpZaoXzXUcHz5BhHMpIjo4LnSkq10o3kOc5IBaKz8xV96eK6Xr3W0bc/NLUxjkyZlaqyWm6F6sWZWv1YpaInWSm10pVGb+Q6eOvrXuuE+vpSS2GcDW/KSFI5cHR61tOLK01dbvZUbrhqR7lym8sxjiqBo4Jv1A4ThYmVVS4jRwVvMNaZSkHHqgVFaaZ+ksk10lzF11cu99SNU73pNbMjr23QYtFqvb+9xWKc2UFwxB1/LVn0XbX7qb58qalgI0SyWUX4lWsdFTxHTzxUH2kpbq30uZdX1U1SzZUDnagXt/zcEiVZrMuNrr54vqE0t6oEnl57sqrVbqqvL7VU8h0VfFeOY5Tng3blm63Bnzo7s2Mo6eZr5KmSr9OzZZ1f7Wm9H6scDFo7pvngplXRc1WfDtQJEwWuK7PRsuJ6J1TgOHpotjz2GntcmKYbZ7qw1tOV9b6ut0PlMsOvd7UV6litqCTLt1VjvpNNIeNu9BUDR9c7saqBp5euddTcssGpfosKsc1+MgiurXZl7cYU2EovXs0UJbmmK8H2Obq1ut6J1I1THasWxlbu+tpSUyXP0VIzGglqRUl226pGrmN2rJC8k5vfkzBJtdyM9LpTU9u+V+A5KviOenGucfmnMMkUeGbb8yalKtP9vnG1m7nl7dqdjvs7GQCASXarNeY9Xwe/hcA1KhVchUk6dnNxP0lVLrg7XrMD+2XSqrkCAABCVRPPWqtGN9aJqYKO1wpq9hI1+4k8Y/T4iaqMkdZ7sR6aLo0sqm3d3bi5q3YzsGRl9Y0rLV1e7ynLBwuZjpG6VlpqDlpWuMboyvqN1iDdJFOSWrmOVaOXKkzaGmxkdxR4jqYrvjzHqJfk2xZr6yVfMxVfz76yqm9e6yhKMhV8VzNlX9WiK8919MpqV2udRHmey3EczVZ9PTxdVBTlWutFWpjevlN3N6GezQX4tW6sLM9HqvusdWO5xqgVpnr5WlulwFdurRxj1I8TJZnV6xem5JjBbmVt+dI7XcButt2rFjw9drymaKPViOsYBa7R31xa1zdXOnriofrIgvnJelGffWlVxkhPnZ0b/kzvdjF3quRruhSo0Y1VnHZHbsQUvMHum5lSoKmb3q/bLSq/dK2tV653NF8tbAuF7XbCWwlcFXxXf/nCNfWTVEm2UbbDGC03+yr5nv7+4/P7uhP3Xto+7E8Ya+evF6a51vuhTtULOjVdPrAd1gCOnmE7uTsIMY2ryLQ1iHQnFZmGwak9rsgEHBbjquoMr//rxW3VP4u+o6mip7+91FCUaNiiq+AbnT1W1ZOPzGitE41U1lmcKerM3PaWcCvtSFGS6UQtkDGDFuX5RngkcAeBpV6cqxEmemTL88qBp289WdNfvXhNL6601QxTZVkm1x3MDaaKnhZnSjq/2tXlZjSsYrU4XdTxqaKmSp5ef7Km691EYZJthJFirXVjzY1p5W1l1YutXr3W0+J0UcY4yrJccqTr7ViNMB207c6l2EoFx6rguuqnVs1epIsNo26YKZOVq0GLv36cyZGUpLl6STp8j7M8H7RY7MW6vN7XfK0g33GU5Lna4eAGje84ymUVpunINXmjF6vRi7Xej3V27kZlr1eud3T+ek+Pn6jJyIxU/+nGiXpJpn6cq17yNsJsg6+XB1Z/+eKKLqz2NFX0B5tWHKO/fN6V6w5a/Rn5utaOh/OeWtFTmuX60sV1SXZsOF/aXkVgpuLr8RM1daNBC8VumEiblX0d6dR0Wa89WVOS5frSxYbi1CrwjOanijpZLyjYISwzLkyTpJleud7RlUZfRd8ZXBHngwpjVlYvrQzmKK6Z08OzlTueP85UAl1Y7W270Xep0dOLK23VS4GMjKZK3kjVslaYaqbsjwS/rLX66pWmvr7UUtEb/LnbGly73OzrxeW23nB6etiO0nXMRlWyWPWiL3fMjbzAdfSZF1cVeEbWGuWycmQUeJLZ+Jy9Zr627XmNXqxaydPL1zp33FJQGq3yXPI9FX2j1Dpa78d6frml1y3UR+a/M2Vfx6oFvXy9q3E/0qVmqMdPVjVfHf1zOilVme7njau7mVvu1O50Ybqo07NslAEAHB63WmM+OVXUZ19ZlSS96dG54ebu+1WNx/cGX3elFel6J1St6A9borfDRL7r6vhUQb5HNUgcrEmq5goAAAYIVU24zcW9xemyCp4zEo4q+e5GCf7ti3ubuxuXm6E++8rqIKOiwc3GfpToletd9eJMpcBVmCTD53muo3aUyBijqYKr5kbJ2yjOVQyMVtuDmzaB58kxg8XfKM11vRNrcaNtxdJ6OLJY6LlGn/jqVV1c7anqu5oqeMpzq2Yv0dVmpG9c6Qzabxgj1x2EvhrtSFeboV4zX9O3nqgpt3ak1cLL1zt65XpHxyqBSgVv2Mpvab0/Njgy6Jnel82t5ms3JnCb1X1W2n2FvUzfWG5puXWjUtLCdEHz1aJmK8GuWtPdqu1elGZyjFGWWXWjTJXgxjj7STa4sbzx/+Vg9I/obhdzqwVP37pQ06devK6vXGoozjTcOR+4Uinw9R2PzGz7WrdaVLbWKkwG/bsfO1Ebu4t6txPebpTqUmNwI6PgOfJcozQbfLYqBU/dKL2jr7MX7qXtw72Ese5UllvNVQO5faNr7Whwc2fjRkqrnyhOMhUcR/O14p78bABMrnsNMe22rdzN1Zi2Ph/A/trpmmOmMggnfOala1rrJsNqVLMVXyfqZVUKnl682lY3zobXhJXA1YlhOzKrMM3UjwYxop3+fJd8T55rlGRWvmeHz5WMMuVK81y+Z7YFZgbBIFcXVntq92PZzTJDxuh6axCm7yeDa2XHdeRqUIFrtRPqWLWoVpToK5fWdb0dD8M5gWcUpZnSfPuCcpRkurjWUztKdGEtV5rfqDqXZINxBq6retmT4xjF1tF6P1UvyfXlSy39HSNVCoF8xyjPpdVOpMvNvhaminr1elvXOqn6SaaS72phqqCC52iuHGi6PKgKlqSZfM/VI3Ml9eNUF9YGc6UkzYdBrXLB1cvXupqrBXp8vqL1MFWjN/i5LdQLMo7RUruvY7XRdunpRvuSSjAITYVJqsxKjqy+ttTUi1c7CpNcJ+tF1Uu+otTqynpfK+1Q7eNVnT1WljGDn09urRq9SElm9dK1rqZLnr7leG1sFQFr7Ugr9eVmKLOx4edqs692fGO+VAtcnaiXVPRdFTxHf+f0tFxjlFmrfjSomHx5vbdjGOhkvSBrrdZ7sTzXUZhkWlrvqxOmWuvmanRjpVbyzKCtZS/JhpWeb74O3mlTyNJ6X397cV21ojcyjsHzivrsy6tqh6necHpmeKOv4Lmarw0qxNqNufmmTpTq+aX2oF2epOudaBhcqxY9Ba6jv720rsAzilM7rHzluUbXWqFetzi1rR2itVYX1wYBr5mKP/i52VwyjgJPcjQImJV8V7OVwkhVI0lq91O1+3c+t7lR5TmUtRpWeXbN4AbOpcagetJr5qvDz6TjODo1XVI3TnX+WldztcKWFuWxZiqB3vjIrBznpr8TJqQq0/26cXUvc8tx7U4npXoyAAB36lZrzP0kG0wF7MY6uH9v6+C3UwlcnZ4tK82scmvV6iXDlujHaoOOHWfmyoeixe6kdljA3piUaq4AAOAGQlUTbuvinjFmW8jmThb3BsGnG9V/ekmmlXYkxwzaMuQbN0mNkRyTK8+ltW6sS42+qiV/cMyxCuNcuZVOTAVyHHf4nKoZ7FZf78XqRIkWZ27sCr7S6OlzrzZ0Zb23UTErV5Tl8hxH0yVXa71oo/KWZByj3Fg5dhDWyo2jNM10ca2rRi8dtig8Vg3UCgchKSOj9mp/uIt9vhaon+TbgiNxZtWPsh17podxrq8vt/ToXEWvPzWlgucoSnNdXQ/1jeW2qkVPnuNsTLYGC99TGy0fxrVTsBsptn6caaUZ6lonUpTlKriOagVXYZwNdiDfdJ8qG9wJkaNBeOZmu13MNcbo4dmyrLV69XpPaS5t3vDyHelbF6b00Mz2lhu3WlTuJ5m6UaqS7yrNcvWUjgTNdjvh7USpXlzpyDVSpeAqyTSoViWjSsGVa6QXVzp66tHZsaWZ99K9tH3Yupt7642mnYJ+d8tzHU0VfU0VfTV6sZq9RJ2NBYBayVMYZyoErhwj9eJ0JIS5+bPpRKmMMYd24s3CAQ7KzS3l8rsIMY17/m5CTFRjArB5zdHuR4oyqzSz8lyjMEm03Az14kpbn3npuq63BxVaXcfRXNXXo/NV1YqBTk6VRqrnhEmuF662dXFt0AIwSiTJSh2jlVaoq61YTz06p6miN/z3d7rsa7Za0MXVvioFV+XA3djlPWgR3glzLUwXNV8tjFRzChzpU9+8pvV+rDyXsjwbtsh2HaNON1S4lOlbjldlk3zLMUcvrrT04tW2vm2hrMAvKLOZ3NhVlCRqdBOVfU9GoYycYRWf1V5fq+1QUZwrz42KviPPGMV5pm6cK5cUppkcI/meI5lMynP1E6swSTRf81X0k+G8R5LCONOr1zu6tNZTJ7lRcape9HWsNggwzVU8rXUidaNUlYKn2ZI7rIb0zZWOHpopqVxw1YsyPXeppTjP9W2LU/rzb6zoheWO+mmqkufpzLGSpoquunGuy82+5qs3ql81e7GKnivXkZZbobpxrjQbbMD5mwvr6kSp6iVfrTBVJ0rlmkGlsotrqb55rS0ju9HiT/LcQSgpTK3yzGr+pvZzm1UEoiTXQj3Q88uRwjRX0XN0arooz3VVLfpKs0zt6/1BhWNjdKwWqFLwZK1G2lZLksoFhalVJ0p0Zb03NgzUjXJ94dXGMDiYZrlWN6qppbmVaxzJWMXWqNnrKcozLdTLgznVFrfaFDJdCfTclZaCjTnczdeUpcBTux8rSrORSmFDxspaO5wLrrRCLTcH865cmapb2iGu9xMZSVfW+/rakqfHT9Q05XsKk0yvrnbVilIV3cHYtv65yfNcX1tuaq2XyBoj30ibuSo5kmscVYqupkqDzSib79fJekHdaFB5YTdzm26c6eLqoMpzkloVfUcF11GeWxlJcZbr60stzVUKmir5w5/ZmbmKvuVEVZ9+8br+9uK6ojRTwXP1+Imq/t+PH9PDMzd9BjZMQlWmrTeuxm1mu5sbV3vRUvDmNq8AABw2t1pjzjauLYyzsSZ+0z/591qNZ9z64WaYuxMmg02rMspkFcaZqkX/lmHuSVmP3I9NvQdpUt7ngzQp1VwBAMANrM5MuJHFPd/ZVilpc3Hv5lBP2Xd0fnVQjepYtaBr7XgYPKoEjjpRqizPVQlcpfmNUJXvOoqSTDKDSkFF15VxpCTLFPiOSrmja51EYRoNW/WVfUe+48hxjabLo7uCi76rF6+21E9yXVztaq13I+RRDVz1olRpJm3se9541VaOJN/NdaXV12dfaWiqFGhzI/vFtf7Ga83UiVIF3iBAklvpajvUscqgOtaZ2bL6Sa4wyRTFqYob79/NwZzc5npxpSVrrR4/WVOlcOP4sUpBf/H8Vf35167qDadnVN+yc3a1E+niWk/ftljf1k6h6DuyudUXzjfUDmNF6ZabQsZRmmV67MSUKsXRC1/XNVIu5UZjQzE7/bx3mlxYa3Vpra8ozVUOXLXCZOPGj1Up8BWluS6t9be1j9z6uQs8o0YvUZzkCnxHniNFaS5ZqwurvUFrkC1BsxO14q4mvM1eovPXOwo8R64zaMOY50aOM6i0leZW51c7avaS+x6qutu2Dzd2cw92om/u5t58T8YF/bbazWRx66TqNfPVkQX/NBv8POcKBV1Z76vVT4fjqJd9zdeKaoWJvnKpqTjd3tLlMEy8H/SFA4y6OcS0LXi0yxDTzdWY8nHnEGICMME2rzm+sdzSN6+2dLExCLD4ntFD0yWFaa5vXu3I5rkCz5WRkZXRajvSpbVQ37ZY1//z2nl1okxhnMn3BoGrl653dKnR19ljJfmuN7y2HrQaT+U4RscqvpaakaI0l+dYzRQ9XTJWNs/Vi26EPIwGN02my75WO6G+udIZbo5Is0xfurCmKBlcmxZ8X2ajEWGYZAoTKc0SXW9H8lx3GHLx3UGFzn6cqdULtdbLlNpcnnF0csqX73u6sJpqplrUajtWmg82cTgmV7OfyjGDayjPG1T0Gfz9P7hWtZJ6cSYvy6WNSFaYSElutNqJZHXjmmOq6KnZi7TaSzRV9IY/E2OMelGmS82+Zku+vnxhVf1Msnku4zj6wiuOFmcr+jsPTyvNcl1e72u1GytwjR47UdFSK9JffH1Flxpd9bN8swiRvnrF0UMzZT18rKrp0mj1q/mpouZboa61I33tSmtQldhIze6g+pNnjNbtoDKu1aBSkr9RDXa1E8s3fdXLgzlWlEgXVvvqJalOz1S2zUOsterHmb55ta2vXs7V3DIPmSt5OjVTUcF39S3zFX3no7PDalTr3VgvXO3o9QtTYz/Pi9MlXW0PrlO3hoFqJU/tfqpWPx62nstzabnV1+X1vta7iTzHkevkw3LMUZYrjFP1S4mstSOhJLtR9bjku9tu2GWZVcl31Y1T9ZLBxoNhS0drNVP2lSSZVlqh6uUbN97iJFet5Mt3jb58aV3tMFOU5mr3Y718ravpSqCHZyrD7+O7RtMlX8vrfRkjnZ4tqh+navYTBa7R6xZqurIe6eXrXYVppvaW6/gkz/Ti1Y6MJN8xKgWuXMcoy63CJFM7SnVxra//zxuKKgT+sDVmyXf0xfPrmimPr7q809xmUOU5VDdOZTRabatW9FQLPEVZpmY/VrwxP12YLmq6HOjrV1oqBY7OzleGgc+C7+jSWl+L0+WJqcq0U/vUl691ZO1gjrp1HmWM9Jrj1V3duLqfLQXHvYajeMMRwOHC31tH060q7riOGdwNyDW2/fG9VOO51frh1jB3mA++x6mZ0i3D3AexHjnuz0wrTO+6CuZhwLrvwKRUcwUAADcQqppwmwGKl691t5SlvRHWcIzRiXphW6inFLg6v9ZVJ8yU5YPd5JsXXl+/0tu4aZGqEw4WazdDVZuBnZLv6vGTFRUDX50olRToRK2g53uxGp1ocLPaDCoq9RxpqlzUgldSlOYjC/DN/mDn+KVGT2mWyXEdba58r3UiRTvkbnJJUSattmL1okSL0+XhDt/VNNSL19pyjfRtxcGNmHyzvWEmXWz0tN6P1egOdtaHG20gwiTVTKmgaxptmXZ5va92P9PidEmOudE6wzVS4DqarRb0jeW2OnGmelnD7Je1RlGa65VrHaVpaaQNYaMb6Uqrr5dW2gpcR1MlX55nlKZWzX6iTpxqMUlV9JyR96voO5KR4jQbG4oxRjpRL277eW9OLrZWEPBcR3me60sX17XWGVQmqxT8YbjLMUZrnUhfuriuc4tTI4Glzc/dc5ebWmmFurwe3qgGVvXV6KWqFN1B1aSSPxI0W+8lOj5VuOMJby9O1QoTGRk5Riq4jow3CDR0wnQYeujF978F4N22fejGmS6sDXZzZ3muWnH0PXEdR96q0dlj1W0L5s1+olevd3RlPVS0sTP61HRRjxyrql7yb7mrarkVaqYcqBAMAner3ViuMWr2EnVdZ/A53xjHtXaspWZf/Xgw9oV6aV8m3nu5aHYv7TOwO3dTkSm/XZBpXChq6/cixAQAt9WNM/3NxYb+4vlranTjjcpLUphYfelCQ9fbg5Z6M2VfeZrKKh9Wbmr2Y31zpaWSJ6320kHrPncQlrrajtXoRjo1VVBQtsNAlc2lpWZf//Nv+3pktqhuagcVRa0dtCQu+2qGicJkcM3mGKkauHrseEW+6+ovvn5V/TRXkku+I7W7sVZ7iTxJcWqUZDeuuzdjTnEuXe+EklxldlDxKPCMGt1YYSat9bdeE+ZqhKmqvlQu+OrGmWbLBbmOqywfbADIJAWu5HuDAHpupTTPRwrGRrkUbf5DtiFNrZZaoTznRrir0Q3V6meK81z9OJW1Go7fdRwZI621+vIdI8f3hs9bs1aNfqJT9aLOHiup0U1k7aC61smary+82tBXl9Y35jQ3rpN6StWMMiV5rlP1QFlmBnODJFeepXKMUS9O1Y1TNfup0swqTlJFca6elXwvk+cOrv3Mxq9uNHjtmQY//805Vj+VumGmXpzq0npPeW6G8xDXlV6+1tHXlppKUqvE3gh+LbmD9oWPzFf1pkdnNVW8ESDxHUcvXO1orRdppuxpvZ8ON2rMbMxPi56rx49XleRSmGQqeI6Wm31djVPl1uqV1d4wSJbnmZq9RHGWS7Lqp2b4HnvO4KfX7Cd6YaUlz3GHYb5S4KrZTzRd8rfdsHNdo6LnaL2X6IXltvpxNnxedSM4N1UZbEb52uWW4ixT4LpanClquuLr4lpfK82eurFVkuUb16Y99ZNc89XioO37xud4c05T9F051mqlk6gXpyoHnmYrvk7WC3r21YbWe4nOzJVVDzz140wvLnV0vRPpoemSprbM2RzHyC846sepVpp9/c2FdfWSXN04VSXw9NBMUethKt9zdGGtq2udG23u56uDqnVpPvjMXI3SYRgrz3OtdSP14kxmY07suoNNQ41eLGuloj8ITtWKvoq+q2MVX597dV1fX2qp5Luaq3rDcF2cDCpb1Yq+3vTo7L5WZdrpZuS4+ZfvObraGsxnF+rFYRWxF652NF329eQjO499nPvVUlDihiOAw4e/t46uW1XcKfnuoBqs0bb2x9LdV+O5k/XDncLckxJkGq4XN0NFyWCz/al6Qd04VzdKdbJeHHaTcF2jk/Wilpuhzq92dPZYVVlut63DTnqwkXXfUZNQzRX319b193z4/6Pr5PnWNfV8sK5xczcjAMD+4G/fCWeM0Uwl0NWXVoeLe8PF1audYQin6JrBhb+kbONGxJcurutkraCHZiqK0lz9OJPrGM1VfMVZpl5848bBRucARRtVohxJf/GNFYWZlGZWaZbp1et9tcJIYXrjdoPZODe2kabagS6tdfWNq21FSaaC78rJU11u9tQJMznOYLf2puSmtUNvyzV8bjeCVVZylKkdxjcWxT1X3TCR40hXW311olxpnslzXM1UPKWZ1VcvR7q0WpQcozyzMo5RGKe6FkT6jjMzutoOh2OsFlwFntFctaCrrb6utG5MVo5VfP3/2/vvcEmu+sD/f1fuePvGmbmTZyShLCEQGYSNBThgzGLWhjXBBpwxwc/uwhobbO/DyoYf2Gt7gcVfwtrGNqxXtjHGgMAgECII5azR5HDz7duxcp3fH9Vdt/vmGY0maD6v59Gj6VDV1dXndtfnnM/5nCBWjBRs8iY8cKxKw4sp5wyu3V7BNNKgMG/pzE01s07ZobzBxIKHrmkYhs6CG2bLkHSTrBbaId96dIog0bKkqrJjUM7buI2YfdOtZZ25OSvtkM2ZOpqmo1DEicaJapvJmkfB1Hh8tkXDjSjnTcbLDg8cX8API/KWiaWD0jS0TrJCww/ZN1VfVgVK0zRMQ+POQ1VO1FyKORPH0GgGEUfmWkSJYu9YiSvGHfwoxg1jDB1GSg77ppoMFS0K1upJVb1BnFIJYZzQ8mMGchYNP8iS/HKmQd0NKeVN8mvs73Q51WUf0tncLipRjJUXOwgc08ApGUw3XCZrLmEUQ89AQc0N+f6BOQ7NtVCdgchEpYmBU3Wfy7cOUG0Fq86qWhpc7xxOK1Edr3o8bXO57zhGSzq375+jnDfYNVJA1zpt6SSWn1jNakH56ew0Ox3LZ5xJp9pRsVYwlT7en3jUfc4TWVpOkpmEEOL84Qch39s/y2StTdGx8MMETwOtk9yz4EYYRjp4UcyZWXJR048I44Qj8+nkCtsws4SrY/MtGl5EPmcyWXd5aKJBECfYRtpx74Yxk3WPI3MWLT8mTEDX0t8KpaDlhzSDxQo4ju5g6BonFlpMVF2aYZIlXJkqTWCKSJfd0zqrYUekx981106AxWChU4xoVc0QgiikYMLxztJwpq6RN9NYJYxhuu6jOjFGvIGfOgW0vQjHWXz9OEpodpYNhE4wrUMUp0uide8vWwqlYrpv3NJgJvD50gMTbCoaVN3FiqF3HVQ8Pu/hhmDrgKb63m/gxzw+1WTnUA4/0bNr00pOZ6IeMFn3aLRD4iTtaPXjmKCzsRaD1TkHAEGUEKeHjIXqqWKbVlIqODrVdroM/LbBQrokXqKYqrnceyxN2jN0OlFNWmGsTcSc0tB1DT9MILd4Dg1dYyBvsW+qyYHpJgutkEApbE1jUyXHxWMlAB6bblFtB/hhgiJdPtsNEppBCMliFbT5VlqtzI9jwlgjTBYrhdk6xCpNjnr4RIPBgp1NJlGaotqKeNbuYRxDY67ldyry6gzmTTRN4/HpJvNtE1M3swrJWs1lrhWhaUk6O9zUsAwTNKi2AvZPp5WhvTCi6cckSpEoRc2LqXttkiRhuORka0dGUdyp/qTxtUemqQcxSazQDY2HJhbYPFCg4OjsGs6x0A6YrKdLLO4YznPfUYMoVp2zvnTpdsVUPeAf7jpGlEAcJxiGTiVnMFh02FR20sk68WL15MkFl8myRylvMnl/m8NzLm4Yk7cMtg3azDTTGKPomBytugRRjG0ajJVsqq0Qx9I5MNOkYFuYelqN6p6jNeIkrRJ2orZYzWywYJIk8Ohkbdlkno06lWvrlSavVPIW0w2P6YbfF38dmW+lSV05k7GyQ70dUvdCTE3jaVtKaGgstINlFZ7XstGq4ydbfUMGHIUQ5xv53rqwrVdxZ/dIWtlzsuadlmo8J9N/uNLE16X9mEPFdOLGWolMp7s/Musvnm2BWrwWfny6gR8pLt9c5vHp5rLJ946hc+ehBY4veFi63tcPC6w5qfdsO9/6fc+UM13N9aluvZii21ee9EwMTtRi38fi/f2Ti7uJT7198b0TlLP+e3r7+0+tD76UMyWpSgghzhL59j3HKaWotgI2DziMlWxmGn62RMDFYwVO1Dz2TTawTI2Zup/NOM/bBpM1F8dIl0pYcKOs0lAQhgQ9gwHdWcvdFKsEWHBjDs82GR8qkrcMGknMdNPPtjHI+oaJFbQDxeHZOt/ZZ9IMk+w4dBT1dkwMveMiy/TuD9KO/qRzTXHn0QXyk24WzDimhh/FBAkcnm+nM1k0jSAKqXk+DTfEDxV1N6DdM4gzkDPR0JhveuQtAz9R5E2D4YJFguLgTJOJepsFLyKOwDChZBnkLQtNh4fumGOmGRLHYBjw3cenuWLbEInS2D9Vp+7HRHGMaRjYOkw0Aoq2Qc7UMDSDhAQdnbyjYekm0w2XOw7FNLw466TeOmizZ2yArUMFcqbOTCOg5oZYhs7FmwqcWPDZN9XA0rU0CEoUjq4xWrI5NN/m2HybphcSxKSzq/MGdTcNRlpBTNOLSVSCrumUcumyEbNNn6YX0PTt7IIyb2rcdbhKy48YKdjpQFeiMHWdoYLNRM1loR1w39F5NPTOB5Z+cKPFHLau0w4TSs7yDuKlAWrdC/HChLoXEXSWKdSNNBlutukTJYrRsoNlntoa4UmSMNMMspnXYyUbXU+P63Qt+xDECtePGVxlaYe8ZbLQThMDu5RSPHiils3mzll6NiPKDxPuPlLl8HyLHYP9VdAmFlwaXsTOkUJnR2T/d0OFYxqMlR1mmx7lnIWp60RJwmzTwzI0KnkbL0qWJb2d6vITNTfk4EyDg3Nt2n5MwTHYM1JgpJzjyFzaHnO2sez4T7bT7Ewsn3EylZnWSmaquSFH59tUW2kbNzSNStFi22CBUs4kSdSK+5RkJiGEEOs5UfM4PNsmiqHlhYSxyqrgeEFADCQxGKaGrqUJOLqmU7INpmJFkMBCO8C2ErLsikRR8yMsP2Sq6mYxgQYcmW2gWzphlDDb8FCallZTUgleBElClqQDoEWKo6HHibpHEC0+1t2f33le3H1DG/zp28jTAgWHFsK+++qdbeP+IlQbFsdpVdXuG9CS/pAmghVjnGYIpp7GW3qsCEgnlDQCj4kqKC3Lt8omkwBESf9h6lp67DU/Yf9Uk0Q3s7hhOK/zyFS7U/V2MbaLegp5RQoaXnq2u5Nhuoe84AYE7ZAkBt2AimNiGAZ+GFN302XO235CwdGp5HSmaulnahqQ9LxpvXOeJmsejbZHMWdmiSPp9S3ce7TKaMlhtOxQMnSCOOHoXJvHpxvsHC5Srhq0/DitmhTFPDrVAGD3SJHBgoPZWbZwpuXhRVGn7ametqpwtfSc6xocW2gz74ZZcpGlQ6w0Dsw2qHlBX9w8NuAw1/TxwgjXMxgd0MmZOl6UMNcImWl4dNPISjkTzdBQiWK24fHodIsgSijZBobRCYhUWhHNDRKSRFGwTXKO0WlLMfV2RM0N0PQ06UZTaXuYawYcnHO5fEuJkmUw0QjwoxjHNBjKpxVo3Sim2g7Imwaanh5HECdM1T2qbR+0mMFCDlNLl8s5Oh/wyGSTct5k93AxnVzTSRjTURyYbXY+Q0WsFoPxBycSmn6a9FhrhYSJypLXHu1Uo9s6VMAx0wSkIEp4fLrBA8cXKNkGdTeg6i0mVQ3lTIbLObwopu6e/JLuK1dqWHsQsDsYeXC22Vm6Pv0jmKi6NIOIp20eYKzsLFb1bfrsn25w7Y4KV20dwIuSvgQoP0xOOtbYSNXxizYVT6r6hgw4CiHON/K99dR1MgnP3Yo7S3/Ptw3m2DWSJtmv9thqVfxXe61T7T/sJv8t7cc8NNvmeNVl10hhxUSm7v6afrqM9BNNfFFK8dCJOg9P1CnYRme56fR6Zboes3+qScsNGB/MM5BfTEI7Xm0z1wrQdY1dIwVGSk6WvDhZ82gHEVN1r++66Mh8i6m6z3P2jpz1xKonu9/3fPZkVHM9ly3to182UXilScOd57BC4lM3yWnBTVfTqXbGpPTOeM/WwTwlx8ySp4QQQojVXDi/xuep7gXlYN5mvuWTzltOax75UcJCO+TAbIuBnMFIKUcppxHGismay0wzYKEVsqmco7d7fq7p43X6wZde2neTqxKgGcQ8MtkkShLCKOkbL9B6tu1u0wjgrsPzJGhZAlSi1OKgyRpi0gpbK5lvJFimmw08GDpph76p4WoajSDKZvhamsZ8K8SPod5ZGqQ7iLPQDFEaHJ5LlwBB09B1nbINjmVR8yOiKCZO0osvXdOY1yBMFGFE//tIoDkfcHh+iqGSga5phHF3vraGRoIbxowUHBwzjxvFnX0qTMNg3mtzYsFnutbGjzVilWBoOtONNkeqHi+5bDM7h/M0/RA3iMnbBuWcwULL59HpJjrgWDq6ptFKEu49XuXYfJsoSWeZpx+MxkQ9IUrSz3Ks5FB0TEzdIEoUC+20g3zAMdg33eDgvJsFro6hcc/hBYqOgW3oVNshYZJg6TpFW8c2dGYaHsNFi7xtdGaAg64UpqkRKkUYxTRhxXLJDTfIKqupJEahCMMIMHHDKPvMLNPA0mGgkP6/6UcnFZwerba54+Acx+Zdgkhhmxrbh/M8a88IAzlrxSpKpqExVfeZb/qU8ya6puOphImay3DJWXHZB9tIy666YbziIIEbxhRsgzCKWWgH2dKMj0400uVWwpjZhk+MwkCj4BjMt9Ll+gqWQVjz+wL22VbAwdkmIwULXe8kZJFWLJuoeVw2PkDDDZlpBFkyZSVvkSSQtw3iWMGSwzyV5Sdqbsg3Hpni3iMLtIM4q8Z275EqwyWH0ZJDzkqrtvUevxsmWacZLJ3psXIyU60d0PAibDM9zqXJTHGimGsFTNZcBnLWWavM1PAj9k2lS8cM5CwKjkEYJRyvusy3Ai7ZXKZ8AQXCQgghTq+mF9HwI9wwrXATqsVlvKMozpJM2l6IGybZNbKJIur8xLd8hRcuJh8pBaFKqznBYuINgAd0N/Q6e1/pV7P36iHuLzKV/fNsdFE+0df0FBCu+7QVX7dblXdpLBR2n8DiJJKupc/tffz+yXZfgpqhpYlk3bhsvZhLLXlO3VPYZmfmbAyzrSCtJqZrfOmBacI4ydqWQbo8IKQJVCtpeBE/PDxPfrJF248oOCYXjeY5Ot8miBRBFPH4VJAlMw04JtONkNlGwICjmG7EuHGC3klQL+ZMNpccTF0jjBSWpVOxTYIobZLdc5CdO5UuH2+QVmEKEpckAV2Hkm0yXLK472jISMli22CRSsHACxLuO1ploR1x6eYymys5Zho+c7HCMTTGBmwmOxWOqy2fhybr2fJ5QzmDWssniBUtX0uTqDoxZLcCW6wSTCNNeizkDXYMWjw6WafhR+nAlVpMcgLFfNPjnqMRbhCRd9Kkm6YfMtuMcKMElSQstALmErK409DThKxEKXKGSd0NiZMEQ9ex9LS6UsNLlz4cyjtYukaYKBp+yNFqGy+I2TKQ6ySFpaI45uh8myhKcEwDTe9WJoMwSmh5IZsreYpOGo+mE1fS5LRHGwE116MdLE5uKtg644MFLh4rn/R1d19yVLiYRndkbvVBwO7klbuPVPGCBKWl7TgIIw7MtgDFzuEitpFOanFMIxvAOz7vctmWAXS9P97rxkpLl0rsnbCz1HpVx9MlBYdOasBVBhzPrHN9mSQhzge931tKqWUV4eV76/x0qpXplVJ4QUw7iFHKyCYdLj5h8f/dS4b1Xmvpd3UYxSe9/G43+W+m4RMnSWf56fSar2jrnKi51L2A4aLdl8g01/Rp+hGWoXHfsfSadSPHuNaSfEmS8MhEDVPXGC0tloB1TIPRsoN/dIHD1TaXbB7A6UxAtg0dpdLJM5vKDgXHzK7RtlRyfPPRaY7MtSnZJuiL15+agoV2SDlv8tw9I2f1N+7JXDb5fHemr0eyZKSTTGhabcLy0qpNZ6qPvtfS/vq8k04cm6p71L1Q+uuFEEJsiPxSnOOiOKHuhSy4Ia4foWtgmTo6aeLUg8dr+FHMSLHMfCvIZpDmLAPPD5ntLENQsC10PZ1NPtXwsv3r9FeI6uQqADBZD9PlHVQ2lrJ4XLDiKMVC0PvA6bkICoEwWn5/EChaQbDmdst0DinM3kBMwweIV1hWZP3jj4CZZkzRSi/uu1v5UTp7f6rhY5ppr3qUgKlDEIacqPm0w6X7j6n7MNtqEoQJe8YKVNsRUawwDY1KzmSq7tIOFMNFi9lWTBglaJriWNWlHaafp2lo2QBDRDqgU22GbCpYuH5ETDrYYJs6jYaPShIeOlFnqJDLyglPNVz2zzYYLtoEUX/AUnfpLBWi2DqQQzN0XD8m7xiMDzhMNwImFjwenqhTc6OspPB4xcENFYfmWszUPR6fbuJFMaBoehEKjSiKMU09HRzSNAwFpbwFaNx3vI7Wk7C3XnB6bMHlS/dNMFd30TrBZZjAI8drHJ132TVaxNHTKlPdfbpBwGwrTdyqeSEPTiwOnOwYzrNpILfisg+WaTBeyTHV8JhpeDimns0e9zuznGMUdxyuoqHhmOkgx6H5FqauoRQUbDObhT/XDDpLVCacWHDZVM5nVedm6h7TTT+tIla0mW4GhFGMZRpsKlk0/Zjj8y7lnNGX+ahnSWzp33wzCImjdKA1Z+p4YTqbPkoUbhCvOeMjXXZS8a3HZvjaQ1NoGgwVbZzOfk7UPO4+WmPncJ6dwwWKjoVpaLSihOkpD13XmW/5aGgUVpmZnXa2JdmgkFKKlh+RKJV1GvTyo/TvwQsTdG2FL4wzQCnFiaqLG8SMLen4GCsZzDQ9JhZcSptK0hkvhBDilCjSa4um16meqi0m2QQ91+vz7QiIsqQYWExuWmsyQ+/zlr+2OJuW5KoRdRPQT3F/EZD0XDKlS8F39xincSKLE27W4yfwtYcmQTOzpP6BnI6mG+RtgweOLbDgxiSJQtc1BnIGtmnQ8CO8ICaI6Kuk7LgBLT8mb+koNAxdS5ed7zmY3mUcu/+MAS9SlHKLXR1eFHFwNqRgG2wfdNg3k8ZbtqUzVrSYboTUvIBExRyu+gRhhG2ZjBZMWl7IVN0niCPinkk0U7WYpq+IVRrjGZ2Mt0gpojg9nigOODTnUcpFWIbOERXTDqP0vKo04UsjTTwiThPWFtyIuh+ToGd/3LoOXhjhhwmVvEU+Z3SLBLPQCmj7IZZlcGyhTRipbKKGrqfJlKaWLs04EXlZbJk3dVqd5Mv5tk/cSa7TjTRWbHnpZCNDU2gkaQwBxEoRJ3Bivs1UzaPtp8soohLmmgGH5luoJQ3GC2MaXgNTTz/HjepWarj7yAJeFPct16dpsNCOKOcsnru3f9JL04+498gCc82AYs6kbJuYusZ8kuBHMZquc3C2yWjJxjINDD3dbyVvMt30eehEHUPTllWhqLZ8vvLgFDMNf9mEnR1DhRWPv1t1fFPZodYOqbmdJQU3lzrv4eSWFJQBxzPndC5lL8SFrPu9FcQJx6rtZRXhx8o5+d46z6xW0WmtyvTZcnZzrez3vOlHzDR9Ds21s6WsRktOtjzkVN1nqu5n+1hp6cidIwWqraDvuzpn63hRnC6/a+rLEvm6y+8aupZN3vWjhCNzLY5X28w2A1CLS+4FSczEgkcpZ7BrpJT1STqmgVMyODjbYKEdUrAMtg4WNnSMvUvyLf2tiRPFZM1j12hxxfNfsHTmWiGtICSIY4JYoVQ6fpSzDFQCbpBecxudCe+TCx6TdZ/dIwZDTrp0c5QomkHEXDPgnsMLXLW1ckpLNJ8uT9ayyXB+JUln1Xg7ffFpxda0jYRJgqlpDBZtdgwXKOfMrK9/zUSn7r9XSGqCJ74c3blO+uuFEEKcLpJUdY4zdI25Zlqxptr0eGymlc2KHC9ZTDVcbCMtsW9oGgnpknvtOMYL02pJhq4RJQkqThOu9J76VIrFRKqlSUW9M9bPRaf7Eu+J7K8VghYm2XnsziIPEjg85/UNRBisPZM8iOGxmTazTZ+4k9Wva2BqOm4UYegGEwttQtVZcqUnES4BvCDJOuh7BxcOzLaJNbIZ2wVDI5ez0OM0QYaeDmoNxXRnqcmiZRAm2ep+GJqi4UXEKuG2RyeZbsdZhauLRnNsHiyRAHGcJvp0O74fn2kw2wg4UXM5Nt/G78y2ThTUvAhDB1vTCFRCojRMHcaKNk6kM9vwma27lItOZ7ACTlTbWXA63/T7SkSPDzg8eKLOQydqTNZcpuoeYQKWDpsGHHKWyYGZJnnb4FjVI4wiLNNkvOLg+TFelBAmEaahYxnpQM5kzSWJ02Ukdw0XcMMk+1scLVrsGClQ80JmPZ/Dsy0CpbA7nUQ1L0RTcVpmOY6xDRNbV+ybajA+kGfrYJ4givEi0BVYpsZ8MyQIIxbaIfM9y8gVbIP9M01mGj5F20DXteyzOToLaBr7Z1pcPj7AUCFNdEqX//A5ttCmkrdJOols3eWCSnkLXYOdwwVq7YC6u35JhqYfcvv+WfwoZsdQGujHMVi6zkhnmYtDs00uGisSJQlB3FmGs5BW3ZtpJIRRTBuyxKl8ZwnEhh9xour2dbYNFExsU6fuhYyVlidV1b2QsbJD3jr54Pp0ccOEWjtkYJVOiIGcxUIrHbxaLZlMCCGEWEslZxBEEX4nGWZZjn5H2Hvx+dTrFxWnSbLKv1e6vRETzQSDIIuJZhppNVtTT2OcrCnGilaYJv6tph2CW/MZKZqYmga6RtNdnFCzVrN2w5hWEGdJhXlLpx2kCTV3HprBjdI41zLgqGOiGyb3HHHRSKs4dasIH9XSgQw/BttKJ0ZoCtAULVdliW1xsuRvrsOPYabRoh046JqGFwZ4oeosw50uB9e9HrfNdAJElEDNTSt6dRPQuhMXSNIqX24Yp9W7zDTiC5XCbUd9MX1EWjFaAaamqLsBxZyNUglJojPf9Gh6MUGkmFMBoGXnK0mSLHktTGIszQQUMRpxrFAoJmpt/vme45RyFrZpULISJqutZZOxso88hsOzLVqux4EwoeVHFB2TXcN5DCO9Ll66bHvO1Lj7aJW5pkfRsXBMLVsuPYgUc02Pe45WuWrbQN8gYK0dcHi+hWXqDOYtwjjBixVKpecyShSH59qUHYtS3kwrBecM4kQxVfOYHw7YMVToq0LxwPEFvDBhIGcyXHKoFNLK4fsmm8w0An7ymvFliVXd6izbBgtYOkxYPl4Qk7PTyUhhwklXZ+kdcMxZy+OJJzLgKBZ1EwZafrTiIP7JLmUvxIXMNHT8MObIfIsohoG8ubj0aiOg2g7YXM7J99Z5YmlFp0OzLYJYYRsao2WnrzJ9byWmB0/UeHiiTt4yqfS0gbob8v2D84xXcvzIpZvQOmMW3QpL39s/h6bBc3qqKHWXjtw/00iTpIs2BdsiZ6WTURdaAdVW2reZM3WmGwFhHGMZBpvKNrqusbmSY/90g4majx+l/ZP3HE1/6ysFi4KzOPE1bMdUWwFBbBLFMR5kSVq2oVFthQRxwuZKLvttXjzG5orHOLHgMllbnPTe+1vz+HSD6YbP5kqenNmZrNt5vThRFHMmM82A7+2f71RHVUSxoh3G7Bws4BoxD0/UsU0dU0vHhE7U2mmfsqUx1WjjBYqcrbGlnCMIdQ7Pt6i1g7OaVNW7bHLcuSbsTnQeK9kYus7esQJKqWwViI0kR2200lkYxei6nl6na9qqKyksrcTEkvsXE5RU57HlSUtL99mtCrXU0upKVmeJ8semGhyttqW60gZJf70QQojTRX51zwNVN+Cbj0xzdL5FEC8mtzxE2hE8WLQ4PJsw7y4ujTaQ02n6MVpCOpM9IUtOiJPFlB4Zbzl9eutz9SZNLe1X3mie2ry7bAGQDe1hteoDXs99cQy1OK30NVaxOVHzODDrEiUJpq5TsDTCKKbWDnB08GKyTv2cCV6oOpW4wqzjXgOOVj2Giw0u3VJh60COck/FJtcP+d7+OeZbHo6VBqdGZzkPP4xxo3RxS8dIk298TaPtt5lth2wfLPDwRJ2pZogXJuQsnYtHC5QLDg+dqBEnMdV2lAVbD+oadx2Z58i8S8sP0bR0yQqXdAkMSBOXhoo5ipaBoWsEXsB9dZeqG2AbOlsqeYw0juoEPIp9boOaFzDdcJlphvhhjGMabB9OE6OOVV3mGy6armMoiFE8eLzKiXpAHMe0gsVAuGTr+BH4ocINIqpumC2HkreMdJCFmAMzTUzToDvKEUcxRxdcmn5M0dYIY7IZ8zlLJ1GQtwwuGi0QJxY6WidxUiNnGtTaIUncYmwgR8Ey8cKYw7MtynmLK7dVAGgH8bJEp0Qpqq0QP0rfc90NmG8FjBQdFIowWVziI+4smdIKEg7OtHEsI1sasGCnVQlqbsCjU81sRn93luJAwWJiwaXtRziWgaOlxz/b8LNAeabpMZCzMA09q+aXtw3GT2KW95MhThIipbBWmTluGjqRioiThDS9UjxZllY667ZjcW5abRZd32PQKRmusn/3dlxlt1fatud2sta2qqejbIX9dDvEstvQ37G2WqfbStuusK9uR9vK++3vlFOdnSjVXR6sd/Zh+o81b/d1Bi6/3X9+0m11TaOSt3jRJWNcsXXgZD9mcZostCOiKJHrdnHOWhapqNWXDFyPAmZb0bIl69fj976egtBPA6EogsnePK4Ian6a3KUBZu8a96SBd3eqgR0rfJVklaF7V6tZKwEtjBVBlKAb4IcJYQINP0mX5+x8h+sa4C9WH5ut+xh6kFaK0sHUdXRdwzA05lsBQQJRlKQVfuMIb50irZFKE7Xq/mKlMFRMu/OCfqDQjMWlRHs/Lw0Ny0hjCYUijsELwQUen26Stwx0Q8f1fBrrHEfVjfnQVx5D0w28KCZnGly6pczLrx6nnLP4wYFZDs60s3hvIG/w0PE6BdvADSMmamHW3zFYSJf7PjzbYqGdLi3ffaztR7hBzGBBZ6LmsuBGRFH6prwwoelFJFo6ga2cs4hiRa2dLodoGQa57rV8N2kuTitDG5rOpgGH2frisu3FnMlU3eOHh+bZVsn1LQXYrc5SbQc8MlFnquZlE282V3JcumUgnQB3EtVZugOOkzWP8Up++TluB4wP5ijKgNAp6yYMtPyo7xx3B8gnau6yhAEhxOoKlo4fx8w0Ap62uZzd75gGY2WDx6YaDBXtTsKxONcsrfCjlOLIfJsTCy4zdZcwVlmf8GTNZWwgj2lo7BktZQnDTT/i0YlGZzk7Gz9KcIN0EnjJMQjChGozoOVH6LqWVSfqVstPSMc2al6UJSdvKdt4YcKRuTaGrjFZ8/v6FoMoYf9MEz+IMM10ueJEKfZNKTZXcrSDmLob0PTTKlauH3P/sQUqeZvNlRx2J8nPNjTKeZucZdD0Qu4/sYBtGNn1m9IUYaTYUskTx4p2EGX9vjlLxw2j9Bi1/mMcyJscW3DJWQbP3TvSl0y2Z6zIPUcXeGyizpbBHAs9/cVF22CmEeBFMbYFRcfG1DW8MMZt+uyfbbFtKM8lmwxKTppYfmC6zWwjwNThyw80aPhRdo1ZyVlcNl7GsUzawaldsJ/M0obdx5RKJw+0gpgwTrIqYkXHZP90g2PzLo6pY5gaUaR4+HjM2ICDrsHROTebeDxYtNg21KnYtCSRSal0Au4jE3VaQUwll66i0PRjji+4PD7dZEslx0Lb52jVww9iHNtgx1CObUPFdZOVTne/49L95SxdqiudJtJfL4QQ4nSRpKpzXBjFfH//LPtmWn2DJ3HnvzCGdj1EI+x5PGam2VnizYC5VppE0k3GShIpqSxSETBbC9g/VaMVQBDH2IZB0dJoBRGtAJq9G8SK1pIiRr3JZOnAR4yaqHHleJmJhkcQpolOBgmTNZcgitE1hRumyVaJUviRyvbhxYt71gEvDGl7NWYbHpEClSg0XePhE2mwC4CWJnqlgxyAUhzuzIKzTR001Un+UsRJgttZKrFkx9RilVXvgnQteUvXGMqb2FbvDAbFgptWUGp4ISOFHKap0fJiTiy42KbeqXzlcnzeI4hiDD2dLdwMYhRg9AwJNTxQJLSCgGMLRv8yGRqEYRpwNtzOwElnNo2OYrbpE8UKlRjYPZ0DdS9OBwyKDo6VzgZsqwhD0xgu2li6xnTDZ3woTxAmNLwQQ9PYPVpE02Cq5qaVqtpRX2eEYWgcmGkyteBlM9BA0QrSmbuzTR8vTLLkLl1Pz3U7iGgGEaX8Ymnphh/RqLlomsZC22eo6GSJU9N1l0cm0+U2bMtguu4vq6Y1Wko7M9JjjDA1jbGyw/hgnrJjkiQJ7TAhijtBqKktzjBakpyxalJF53bSlxyxdqKHQuEGCbVWgBekn/1cOyAIEixLZ7hgEcYKL0w4Ou/iWH4W6Cedna41C6rvdvaaKyejbGRfvevar5ZU0U3SSDp3nGyCRqL697OxZI+1P5OlyS79SSjpY0GU0PAi/DAmSf+csE2dgmNi6dricS55/yve7p6rvs9ohdur7Cvp2c/S99t3Xtf6DFb6rNc5P31ta8n267WP1drZiu9/2WssORdrbZu1HXG+sQydy8fL0nF3lrh+wAYKSgrxlHImfi8Uncpvq7xYKwY9GzhUG67k1fYhIURDI+msV5jQv4xhsuQ129lS9V0xBungl2NAgk4SK/RIIw43tuz1TCNC06PFQcCe1w/Tl1hRGCoiFZF0lv+LksUksul6gG6kcdVGKlwnwJ2HF9gytJiocrTq8sCJOlsqOfxQkbN0TENnwQ15dLLOwbk2oyULL0ho9gxUlmyToVI6uHbv0Rolx8zipShJl2XcN9Wk3Rms617nNPyQthcxWHRQKsELYtLKVwlukHD5eJktAzaH59u4QUzeNhgumFi6jhslzDb89JpS00mUYqEdkijFY1MNZpoBmwcWB71MQ6fa8rn3+AKenzBSdshZejYIPN30uHbb4JrVWZZW7xrrVFZoeBETNZehgp1V+6i2A4qOyc7hovxGPwHdCmNDBXvFx4cK9klXGBPiQtYOE2zTYKzsMNv0KOcsTF0nStI+qbGyg2XotMOEkiOJVafD4c4Se+lKBFq2FLimgaal6Tu9j2kAS58L1L2IY/NNDs27+J1kptGixT2Hq8w0fMJ4cXJlotJ+1flWgB9FPGPnIGZnyd/Zhs9cy2cgZ3FkrkXDj1BKoWtaNuG26oY8dKKGoelZf6Rp6nhxTL0dcvNkncm6TxAn2IbOeCVH3jbwo4TJhTamaWRLHLtByIm6z4mFNo6p027G6bLpBlRyJgenWxyabXWqiKbXCH4YM+8GBHHCVM2lnLM6y1kb5O00sd33EmZqPpFa7KMt2DqWnk6EPTBT5+i8TzuIKNgmO4YdZhrp0r9TNZeCY2bLeR+rBpyo+WwdyNHyQ/wwvRaxTZ3BgsmukQK3PjrD8ZpLztSyCcthrDix4FHMGTxz5whRnC7NrHXO52OTzSy5Wtc0HNNgUyXPghsw2/BRCgxDA6WIEo3Jusdc2+fpOwaxDR2/s9xyt2+n2x+mIFtirve+uhtydL5NtRUQdhKdKgWLbUN5lIKj8y0ma+nnZhkam8oOWzuVPVdaoWCuFTDb9NF18BOFFnYmkpGwf7pFnMC1OyrYpkEYJRycbTFZ97hkc5mSbSxLSto/3aTmhllSUpKkkxVGig5Hqi3uP1Zjoe3T9GMSlaBrOo9OGFw2XuE5e0dWTaxq+BHHq61TSsZafX9tpht+1g7S6kkBIyVnxW2e6tWVlvbD995Hz/19/fOwYl+pGyQEYcxCK8A2jf7+U8CPYrwgpuZG+J2yu7377+ymr++1+5zufUnP8/qes8q+lvW39ryv3v333tftJ9Y0nZJjcOW2CmMlR677hRDiDJIegHPcdK3FfUcX1u1IXunxGHBjMIOIRGnZbEoZxhS9QuDhaW/JPU/MXDvmn+8+RoSeBTO6Smj4aXKR10x73Vdrid1LwW6HfTMEr+bTe42oAUfmPXQdiraJYxudqkyKlhfS7rwNFSt0bfGVujOvE+DYgpdd3GpaOiAQJOmM8gOzbWI6HQOks5OCzlKJxpzOVD1Il8dQECUJC+2QIEqIO50KdLbtvge9s/RJWvmqu11agtbwknRwo/O+Fmetx8y3w76BFq3nvLTDBDdafDBRaclnN3L58gNToKXnX9e1dOZSkJCgyFlGloQDdJYIVXhhnCZu6d0ZRWlSmB8l6ex9Q+8cn8ruv/tIDT37YFT2vrszrr/z+FzPxX0aAMSd1/3WY7N9CRiQltAG+j7rLIjoOQeSnCGEEGfHodkW9x+vZeXyxZl1YsHbcNVTIcTp1b0GP5nrzgho+mtka21QtxrxdC0k7iRFaXp/ctR6x9F9A/FJHIqfbbzyPrXOF9JGd+mGMQvtKKv4pWvpEjiVoskNl4wxkLOzxCg3iFho+UzXXSxDJ+4M5mloVI2AybrHaNlhoe1TzpvkDJ1YKZptn4VWyOH5FnnToOhYGAYEkUqTxDpVlB86UUcBlmEwXDTYVHIAxfcOzHNk3ssq9I6V00kkOVPHDU0W2iGxAkODcj6tjNAOI1pewBRkCVDDeYMTNZfZethX4bFo6xRHTB46UWey7GFrCQdmmsuWRDxabfO9x2d44HiDdhhRsEyu2lbmuRePcdW2yrKlbMYHc+wcLjKQM2n60YoVI8T6uhXGbFPvVI2Is2S+vGVgGekSkidTYexk9Ma40DvItnzQLb3d//z+fa3+nPX2ywrb9r7E0u2SJF16Ku5Mbuod4F3rmFfc55L30n/cq5+fZe+hZ+/Ln7/K/p7AeV16Tld6vaXHtOx41vmcex9c970sOZ6lh7Biu9hQu+v2+6zSrlT/MbWCiP3TLWxTZ6Ed0PDSBNnLxgfYPpRjczmPG8ZP2t/UhSSOE+p+xFwzrfSeM/W+ikHZ1Yha4e9QLQ7aK9LqUncenmffZJ2mlxArha6lCd4TNRfLMNPf3s5rJInCixM8P2K+FTBWcig4FrahE8QxB2daxJ2JtaaeZnIpBW4QpxMSo4Qgiik5VvpbryCI06UEpxtBurKBqWd9qgdnm4RJwmDeSqvpe2H6e6hpDOQt3CDGCyPyjkkQpX25uq6RMzTqbkSMYqzkULRNdEOjHcR4fkKt7XJ8oY1l6ICGrmnZcnBNP8bzY8KkO6lXwzE0vEjx8ESdIE5oBYsJ7DlLx9J1ijmLfZMaVTfKVogYyBlEieIx0+AHh+fwgrSSjoFGOWcSJopj1fay6yul0uuMWNl867EZDCNdmjpMFNV2mpBz37EF5po+Vmd55SCKmGkE+HG333vxi14D/Fhxz9E6n/jWfgzDIFEJmqZlSXHd/uMwVmkCl6Zh6Rp+nDDfDAjjJJvwGycKv1MdNIwXf0O7Xwpa57fU1NNlr21jsf20w4i5ZoBtahRtkyBO0qR+Le2bbvkxh+ZaPDhRx9S07Nx4YVr1TNchjNI21r3G9KMEp3Nsfe0dRbUVMNcKMLQ0sY+sv15x62Nz3HzXcQYL1pLt0uuEhXZI008riHXHFExdo+CYVDqTguNk8TtUz453+UTKKFG0g5ggSvq+O7vLCxY613HdSaXdpEil0uS+XLdCVrbf5d/bvZMqV7qvL5En+z5Y8nvW95ul+m53j5me97a0v7/v2Jbsa+l9YmPe+5OX8ew9w+weLUnfnBBCnCGaWmnBXrFMvV6nUqlQq9UYGDhzS5586puP8Ydf3nfGXk8IIYQQ4kKRzdLtmbELPbc7T1ppFq++9LlLbtN5frbtSjOFl8wGXrqt3nnR7n6yf2sr3U431LXusSwe87LbnQPo23aFWctxomj5EbFSOKZO3jZ5yaWb2DVSoOiYXLWtcsF23pyt2OB/fOFuPnH7iTP2ekIIcTppgGUsJvgolf7WGAZsHyzgWEZ2fxjHHJlvEyXp4GT396t3cMY2dHaPFkClyWLpgK/GsQWXIIwxdL0zOJRuFXcmoXQHwGBxIMw2DCKVsLSHTClFnIBl6umxdwZ9ur+Z3YGygbxFFCfZwK1t6Hh9JbwWj747YBV3BpfTQbnOAK2lU7RN6m5I04+yxAVIX6vgGGwq5zqJZul2dI4jHcxMq/Z2j9HQtWyws+dUrJjM0v/42gkafftY6zkbStJY/fWywf9l+1ncbiPJQmsdZ9/Ao0oHjRcHPfsbhNZZCnNxYtHq7z27f4XXXfo+hLjQvOm5u7h6e5mRUh4NuH7P8Hld/e1sxQZdNTfkpi89zN/fcfSMv7YQQogz780v2M2WSo7dI0Wes3fkgu2bE0KIM+n8jVYuEA9N1s/2IQghhHiCul3uuq5hGdqKSRbd52w0QQMWB3K6/14vQWNpqfeNJGikr7H471NJ0ID0ONdKUFn6nldNWFlpWy2dobXQCjANHUPX+o+TdNAqjhNGO8sLLL4Xre/fi+dy5XPU+7n1Pnfp++/d75rnrnNbX2U/y26v8pmsfB7724Subax9dG+v2rbWaGvdBKX1zuNKt/WVPoOe2/oG97P82Fffr1idUorHpprMNn3GSjlMQ+tb1mii5nJkvsVVWytyPs+gAzPts30IQghxIhd05gAATetJREFUyhQQrFAqK4nh4Nzq329Ll0js8qKERyabKz8IrLquYfdgOv+PEoUXrb2UYhisXSew2j4za7O2gpiZRnBGXkusRC35vxDiVOyfbTLf9hkrO7z0inGKT8Hlq86UmhvywPEaTX9jSwILIYR44pb2Y3d7xXrvy57X+cfyvuQV7mPJPjWI47SqWXccQNfSJSBRGg9P1CnnTZ67Z0T65oQQ4kkmSVXnuJYvnWVCbITe/Ye2eqf76bJtwCFnm9mVbr0dMNNKO9FNjWz5vChWLC1g3j3O3vvTBACy8r3JBkve6hpY3UyMToniKEm3reQM8vbiV3wcK5pBiKHrbCo5FBwT00iXQ2z6IdV2wHDRYcdQgSBdWwM/jplr+uQtA9s02D1axDG75aNjDsy1qDbSx70oLQduaBplx6AdxPixouDoKNU5wE4SRr0dkbd1hot2mvyiAUojSmImax5+pNg1XKCYN9OZ3yot+930IjYNOPzsddsp560sePHCmG8/NoMfJYz0rCXeDSPmmj45W+dHL91MsTPzUUNxYKbN8ZoLCppeSELn+HMWmg47hgpcvKnUCVbWT9A4Mt/iz27ZhxvFFGwTs/PeuiWZ20FE3jJ4+42XsHO4uIFPWJyMhhdy//E6w0U7Tb5ZIlaKajvg6m0DlHMye0eI9bhhQq0dph01Kxgq2Mw1AlpBfF7PKj/fNFz/bB+CEEIIIcQZ1TuZI729GO9pS/6x9DnLBjmXPnGt56zw2ksHQNd6zbWOq3vfasd1sse03nOWHduGz1f/HSsdc+8Y7tLtARbaaZ+TUmAZOoYOBctgthFQbYc8faeLODVKKQ7PtWj5EeXzPCZb2jZ7lw5bKU1go12/3X673mXNIO1P7bZTRbpcXe8hZI/1bJNNhus5hm4ftE5/u+/t2zV1DWMxg4Kks5yeBhRtA9sy0Dv9h0EU0wridBlByPpNVafCZZIWqGQwb2Fbae+XUtDwQ/wwIWcZFB2Dbh+s60fU/bjvPGYVN1nsn941nGfbUCHr41RKMdP08cKYomNiG3qnOqfCCxOaXshgwcYx9bTiJgqd9PHJukcQJlid5SG7518pRRCly/VtHshTynX7fdOlAqfrHnGi2DSQw9DT9xYn6TKiXhiTtwwu3lzC0tP9RknCbMNHAWNlB9vo9rqnrzjT8Jmse+QsA0NbPI/tIGSq7jOQt8iZ6bK+3WUb7c4kzHYY8/yLRhivFLI2NNf0ueWhKcIkwTEMjM6kWYVK+939CAVcPl5muOhg6hqxUgRhQhgn7BgusGukkE3CrLsh9xxdIG8ZBFGCHyVZNUyns2TqiZrHaMlmqOBgGRpRnFYTV8BV2ypcNl5eNgmy2g65/1gNN4io5NPPKIjT/p2CY3LtjgojRbsvaSdr9ytMqFRKcbTqUnMDhgpOX1vSNI1q22eoaLNruNBXbb37eO/fYe9kyN7X6J0wyZLnrbqvntt9x7TGBEylFF6UkCQK09DJW4ttdKX9LX3N3uM4U1p+xFcemMQNYzYN5MiZBgM9ValOLMQ8eqLBVVsr0t8thBBPsvP7avskffSjH+VDH/oQExMTXHnllfzpn/4pL3rRi872Ya3J1td/jhDnqqWB5pMpby0GaX6oeDLnZ42Vba7cNpTdfmiixkyrBkDO1DBNAw1oexF+zxvXgc6KFvg9E52LloZhLP6xu0FMsDQbawWGBo65uF2iEsJAYQGbBxxylonWCeKTRBHWIqIYtg/lGSk7GFoa3NVaAV4Qo3e2Gyo4GDrU2gH3RQrbgKJjcfmWgeyiveYGTNZcVNHmotEiBdtCodDQ8MOQ+47XcaOIbZUCJSddTz5R0PJDHmzVcAPF8CabYs5KjyNR1NoBR+ZdbENjIG9SKTjZdm4YY6BRsA12jhQYK6fVUhQwWXMxDZ0tg3lyZvdnbfHE522D2YZP3k6XygBoBREtP0qX6IhhsGhjGTphnND0Ygwdqq0A0MhZG5sxOd/0qXkh5ZxJwe7/ebWBMEmouSHzTV+Sqp4Ehq5jahphlGTJf72iOMHUNAxdfliF2Ig4SYiUwjJX/puxjLTzMYo38IMlTptayzvbhyCEEE+IvWT5v7AzGrmlbDNazmWDijMNj8lORSZ96diFWhwELFo6lYKNoUOcQDuIaPoRtqGxZ7SEaegopah7EUfn29mgWdExsYx0AocbRLhRehwaYOhp7JYASbL4WsN5s7OkYBr36DrMtwJQsHUoT8E2s/gliCKOVV2iBEaKNnnbQNc1kkTRDmOqrYDBvMV1OwYx9MVr15mmy/3H6ySJYrBo4ZhGNriZJAo/jlFK43XP2s5lWwfRAC+KOTjdwrF07M51cO8pC+MEP4q5aFOZfCe22UiSSu+gWnr/0iyLtZNJsoGspa/Xt/3KA2J9+1x2rP2vvtLM/pWfv3ISSO9tN4z5/B1H+NqDU7SDOK0yrHWXpFQUbIOXXbWZ1z17NwXbWPFYVjovKx3PeseykW2Xvf9V9n0yx9N9cKVtew+1FUTcfahK0TFxLGPZefbCmHYQ8czdi8u6rbfPld67OL/V3YA///o+ji+4DBZs2kGcLcE6VnaotgMeOFrnR562iYG8fbYP97zTCmLmmwFDBZufefo2XnblFqbqHp2VYQniBD+MuWx8gHznOytLbIAs0UDvVPvWdY0Hj83zx195DKVgpJjr+z6I44Tj1TZKwXMvGmbHYAldTxN6vrVvBj+I2TSQZ/tQDttMJ6N6Qcxdh+dIFOweLaa/oxroCoI45uBsG9uAZ+4cxjIN6HwvLLQ87j6aruCxZzRdIribDFTzAo5V08kmjpEmLXUFsSLs/HAXTSg4ds9jETUvfXB8wGZsII+pa8w0fA50KmZaOpRzZlbh3AtCFrz0GqHsGJRyVtb/XHcDGn66v8GcQT5nZcfY9kOqbtr5O1gw+yYiRUnCXMMnUnDdzkFGSw5JJynJDSK+9vA0CTBWstNz0qGUYrLmkQB7RnLsHhvANjTqXsT9RxdomREDOZurtw1QyJmEUcIDJxaoT6XvzTZA1xbje4XC61z/vOraLdx45bbFtuWHfPnBKRpuwPV7hnv6W8GLIm7fN0sQK67aNsBYZ1niME7YP9Pkqw9MUrB0tg4VKNpm1v/c9COOzLXQNY2fvmYr44P5bJ9uGPGl+ydoeCFXba0wXHQwdI0oTjg832a+5XPxWJmfuGacYqfPteGFfOfxWS7aVOLisVLP+0r7wb93aI5vPTzNSNlmS6WAY+n4YcKBmQZ1N8A20s9a60yBVgCaQiXppN1fePZOLt4y0Dn38N3Hp/nmI9MM5R3Khf7vqyhOODbfxotirhgvsXeskn1mAFN1l7xt8JLLNlFwTJRK75tv+oRKkSSQtwzMTuJU3QuYbwWMFG2uGK+ga1rWRoq2QagUgzmLa7cPZhOIIU3Y+9rDUwzmLZ6+Y5ClDs22UMC1OwaXLWW8mnYQ0/Jjtg3mV+xv3Tzg4AYx24YKFM6DqoOl9Z9yTmn6EXU/ZLTorPj4YMFmuuFRd0NJqhJCiCfZBZNU9bnPfY53vvOdfPSjH+UFL3gB//t//29+4id+goceeoidO3ee7cNbVaKf+xciQqymt/N7hVUeTiutExSmL9m/NMOpJnctHUbudqZP1z32boqxDY0gVnhhlD3fNNK/WaXAMGBpdpda4QBiNMyemTtLK20Zfc/tOT6NrCNXKXBD0IlxbI3NAw6OuRjMu2HE8QUNUwfL0EBBqBJ0NIaKNoMFi3oQdWY0pT8N9oDOtnbAgZk2xRyUHCNLFoqTBDdIyJk6e8ZKfUF5zTXwogUsQyNvGZTyiwF0EMeYukZCWq62YBlpYKgUbqBjmTo5Q2e46EBn8MDQNbaUc/iFGEPTGCk6bO0JvFGKgbzFUMEmby3/WWsHEWGcsG0wnXUFUG35RIminLOyRKte0w2PWMG2wRxDnaBF9Xx43X/2flQnqi5G5z3lu0FkzxOi2MD1Y0ZLuf7jX7LPdLO1X6t7LP339d5YfT+92/W9pw0cy0r/XO+4V329Ff4WTnVfAHlLp1KwOkuVLf/trHshY2WHvCVJVUJsxHqJimGcYOoapiF/U2fSfFuWGxJCnFk6neoCp2l/aVJVGvmEPYm5w0WLSzeXsQyNMFZ4ns9kzza9qRdxkmSTUEaLFlt7JiyEScxDx2sopdhUtNg0mM6af3y6wbFqGwtwHINKzsToJHjpusJtpoFbzgCnZ4JEFCc0Oy82XLTYMpTPSjxUmwE1N0DXdMYHcgz2DHa4Qch0La24UHAMRksOpqYRKcVcM6DpheRsg10jxb5EgkcnFQ+eqKFpMJizyS+pPFJvebTCmKu2D/KTV28FYKEd8MN8lbGys+IAWZwoZps+1+8eYrAgSQtrmV5ocdehKn6UVgPQdbrNlSSBuabHnQer/PaPXcKmwQt7okwYJxiGTjlvrdjuDF3DDeO08scqSfriqW+y5jHd8NneSa4IY5VVObcMjYJjMlX3mKx5klR1CqI4IUoUtplWESo6/ck7SsFcy+fSLWUGC3ZfhZf0/8uTGCerLpqmUbR0cksSJJShU8qZNP0Yw9CxTA10aDViolgxWLQZKdkUbCvLxEpUgNbp9yvZFoNFO+urrHsBmp4maUVKUeiJO3snnyZKofdMkIuixesHU9f6Eo9iFWVJVWlitKKbyacSlfW9ap0JnmlfZbqBRppUVbSNbMKsUgq8sLM/1ddH13dtpKXXKiulqeik/aPdF3eDtE9XV+kSXtuG8sQqnTx7cKaBUumgXagSzE4tdgX4UYypp/3GOceg7UfUlcIPY0xLY1sx36l2laAHCZoG4+Ucj3WSqqIYTDPJ9tdd+dgxYKjY//fX8tPE2IJtsnQelW3oOLbOiZk2BdvM+gsc02Awb+KGMbapUbZNtM7nZmhpMlBCeh23dG2HRMFg3iRnpmew4UfZcZYdM02GNzXafkTONAjjhNmmT9E2GS7Yy5KG3ShiquYzWnbYOVogCFU6oVjTuGxLmQMzLebbITlLUc5pmLpGlCjcIKHuRWwdLHDRplJf5e6Ck1476no6yazv+JO0Wpepa+Rtk0q+P7nFsXSmah5Fx8z6piv59H3NNH32jpb7np+zdB6eaLCpZHPNtgEMQydK0jZimzpuEDPd8CjaBuOVPArVSdTyaLghe0aLlByLbu9qt93uHC5QbfqEsWK0ZKePKvqe091Xt7qYF8agpZOWu5W5lFp8vmnoRCoiThL6RzHEabNGIKZpaz8uhBDi9Llgkqo+8pGP8Ja3vIW3vvWtAPzpn/4pX/nKV/jYxz7GTTfddJaPbnWrZSALcT441bmF3e1O7npw5eQQgzS5qTsTLoiXbbgqXVssiQyLyU62oVP3QpRSaJrGWMnhsNnCj9PZRpapo+ugxf1Xtd0BicVhhFScJETxYlLVsjfeO+NTLT5ccsx05nVnpnTZ0PHDGNswSFT/QLcKNDQDiDUGizbjlcWA3Q8THMvADBNq7YiBfNIJJqGcsynnfBpexIIX4lgmXhizb6pFwTHZPpij7kXZcndRophvBZi6RsmxKDjpzCi/O5vGMSjlLbwgxjaNtLRx5zyWHJNKzkShYegao52l/JRS+JHCtvR0QGVJwxrIWwzmbaqtgPzg8p+1hXbAUN7uK40bxOlyfKsNKuQtg4V2QNBb/rs3QF+hce8cyTNUtFhoRwx0yiH3fna1dsRI0Wb3aGHD1a/EximlGCk53H+8RsuPGCrYmHo6U26hHbBrpMiV2wb6OkRWSuJaKdlrtef23r9S0lvv/Sslva32uiezr/WS3jZy7Gu+5gaT3zayL3F+WS9RsdoOGB/MUTwPZiI+lfjyJyWEOMO6A7Cna5JMWplKdfatYWkKw0gncNTdIJ18AeRyFhp+Z9KJ6puw0zsMFylFkiRZ3BCEikrepOHFVP0IxwsxNI0kjkGlVagqOYtiZ8kZDQjCxSAxrdbRG4At/tvWdUwtrbChkS5fpZMOwOpLyml5oUJpGrauyJkGXpigVIKm6VTyFi0/IAgTGn7Yl0jgmJ24UFu+T4BQganpDPYMmpuGjqlrBFGyYpwhidAbd+fRGjPNtMqx3ZtUrgF6OqA43fS582iNn7jAk6qk3YmNiBNFnKSJBpqmYZv932umrmXPESdvpb/D3r/H7pJpBcfccHJj0dEpmEZn2bIY09Cy39goVpi6TtGBLeUcQyUbpWCh0w9YyVlU8nbfb2es0n48TYEbxQxpaYJNohR+EGOjoUirbhWcpGdSpsIxIEjSSi1W571GiaLtL85g7SZbdft9DX2xx1XX09fKjscysKKIOEmTYtJkNEXBMrJUENM0MHQdozt5Vy2+F0OHJEno9uqa2mK7TZf7Uyv27RYco+++nKWjoWPpikrBxDaMvv1oGpidpKu49wKs81ZMHXYNFbl0vEIYJdS8kJYXkbMN4iRhUyVPyUknuJYdnfKRKs1AYehpIlW3b9rQ08HB4aLNWHn55M8kUehW+rxeQZxg6joF22S+GaYJT7pOmCQstIK0OqeWfm4F28wqdbb8GMdIe8cXWgEjpRymrhMlab/dYMGhaBtsH87T9mOCWGEbGmNlB8c0mG74+J1kKlPX2D1aYLTs0PSWr1fR8mNmGh67RwvsHS0RROn3jKFrJEnCSNmm7gbESUwYa8SJTqLS5feKtsFwyV6WcLi5nKOSN2n5MV4QY5laNlHYC+Mskb6SW97XrHoHGLofp6YxXLSpuRFVN6Bkmxid78SaF6Z96zkL0zDIL1kRITLTv0Wnd2IvneUi0Rkqpn2iS9mmTsuPKdgGY+WNjTs2CxHTdZ+iYy77ve8u3Zg3dXaNFCnYZpZ01X3fS5O0sgSuzmOJ6r9/aaLXsu2X7DtRi8fyVFRyTAZyJjU3ZNMK11vVVsBQ0eob9xBCCPHkuCCSqoIg4M477+Q973lP3/0ve9nLuP3221fcxvd9fN/Pbtfr9Sf1GFdz2fgAcPysvLYQT9gplojqrlEfbXAbizQQ6cYneRua6UoRFGwdvWeJBkuLaPXEWr0JTstymbTlCVUAz794iC2DZbwordQ0VDSpeREHppvEiSKMEiBdnqErZ6Sd7jFpgGPrMNuMiIGcaWSvrwE5W6MZrJ34oAFXbS1jWRZhlHQqPGl890BElKSdEL1sUyOJwDRhwOkP2NPOK42yY7JpwCYIY1wUBho7hvKUcwZzLZ+2H3EkaGObGk/bUmQgb+KYetr54UXZNsNFi6JjYFs6mwccTF1P3zfpcgqW0UR3NAq2zkhxMXGq6YcMFRyCOGGwYHdmqiXZPsNEMVKwlwUJJcfk0vEydxycZ6bhM5BfDObrbkSUKC7dWu6brWcbGnnHwAujFUvjumFEwTH6lidZz1DR4ek7h7j98TmOV12GixaWqRNGCfOtEMPQePrOwazylTi9NE1jsGBzzfZBDs+1mG8GREmEqWtsG86zc7i4bKaYOLPWq/Z2MpXT1kt+O+nksRWeu1Ly28kc++ms+PZEk942sq+lNE1j61CeVhAx0/QYLtrpb1ycUG0HFB2TncPFC2Z5lnMlNhjKm9SCJ3ORYyGE6Hc6xydM0skL3UkVGorIUAwXbF50ySaUpnUmfOhsbeQ4MNvGD5JVJ+toQNG2iBLV2Wc6GBxGNkqFXDRWxNB0glixpZLjyLxLK4zQDQ1D6w4Sp5UsuqJEYXQq+iYoojjOXsuxdYYLTlYpWCVJmoSlacsGq1UnHrRMnd2jBfKWRZSkg5COmVbTna77y4LQgbydJhkojSCO0XWyCld+mBDGim2DObYPLw5+dgf/Jmse45Xlg6KSCL1x1aZPnKhVz5Vt6HhhRLXpr/j4hUTandiIoaLNQM5kvh2wtbJ8GKLaDqjkzWVVcs5150ps8GT8HY4N5Nk6mGOq4RHEMbEy0LU0cSFOYvK2zvZSnhdcMoqu6fhRQtkxeOhEeg6WJlKaugZJev9Q3iSMkywBaqho49gGUZxQckyiOCEk/c2t5C0KjoGVpEuvukGcJV6XHItmkCZiJ0phAd31g3uvW2zT6FvGVUs0LEOnlNN42pYSQZROjh0b0JhueLT8mDhOY15dS/tLvU45Jw0w9bSPOe1H1rAME4OQGNIJpZ3qfOkywPFi4pKukTfNbKniVhCh6xrDRQcviGgFEY6ZnstWmK6MYJpap1LY4lWQiY5v6KDrDJecNIENyNk6pZzFbNNj00COAcfA6SRfFHMWlaJFFAfkLFCkSyyiFIYWo+sGO4aLVAr9/WVFx0gTkBTLKlfHCXhhwu6xAtuGHLwgpqkiTE1j82CB7YM5FtyQGIXXOQ+KNMmtlEsTRDYPFvCCmKiz3dbBHAXbpNoOuGRTOaskZuhpla/Jusczdw+yZ7SUJmoaOkXboO5FPHC8xkTNZahgZ8sQTjc8LENnpJhD13R6u37n2xEFy2RLJd9JAoJEJVi6QSVvMF5xGMhbNLyoL/F9fDDPFdsGuffIAn4Ukyg9a1tRnGCbOiMlZ8UJvCtN+I0TxfhQAd3QmVpwafQkCzqGxrbBPJahL1vRAlZPpMlZBrap4QYx5dzypCqvU0XsZCb7rvU9o2kaNTdkfDBHJW+d9f6hbtKV6r3NkuSsJYlaSfd7Y50kr2TJdislePU+droUbIO9Y2XuO7ZAtRUwUrKJE5MoSWh4YTrusaXSN+4hhBDiyXFBfNPOzs4SxzGbN2/uu3/z5s1MTk6uuM1NN93EH/zBH5yJw1vTs3cPM5TXqbrJ+k8W4hyTJP0VmTZiOKdh2zYGGl7oMeeuv81AXqfSE7C0gpBmZ8DRsXVyppkFOV6Q0OopE71SMlVXlCxPuBrOG1y1bYhtIyUMNGIUrh9x4+Wb+a5tcWyhRduP0oDHSNDChETB7tESQwULpdIZxypJaAY1okRRsg10Y7EsVhQluEEalC8NRbrHU8kZbKoUGC7aWTDc9GJGSw4L7YCZps+Ylnb6BnFCtRlQcExytkGYdGcVpTO8Gl6aeLJ1MM9IySZvWdn58qOY7bkiz9gxxBXbKhh6GnjlLZ1v7Ztluu4TxQmVgpWdj4YbsmkghxvENP2YoYKB05lpkwZvBgVbZ9NAnihKssSpTQM5WkGSdapV8jaanpbn9qMEFcbLkqMgDeCu3Fqh6UUcmmtRc8PFgF2Dy8cHuGK80hfYWWZaHnm67jPb9CjnrGx2VMMLsQyDTQNOXwnx9ZQckx+5dDNNP+ZI5zi6A0bDRZPtw0VefOlmCXKeZJW8xdXbKrSCmChOso6Wsx3Yi/WrvZ16fUNxOqyWrLVjqMDhuRbVZpDNCB0fzF1wiYrnSmzw01eN8effmTjbhyGEuICczp6IgVy6dEo38NG0dBDq4rES1+8eRjd04lhhGBqNts83H5thpuZj2wZRT6UG21A0/QTLhEreoJizskHMOEmv/0bKNlePD7BluAgJeHGMpunccbhK0w3RlMqu/9thusSMSTpgGsUqKxFsdKpN6ToUHYswjtMR3QTyOYPBvEWUQMOL0spbukaYKNzOgKljmZRydqcyw2JsUbRNCrmYEzWXUs4i3xkwPlpts22oiBfFRFFCW6nuy5HEipGizXP3jDBUWlzCXNM0do0UaXjRskHFCzER+omoFGxsMx3A7MbM2TJJSTrQZpv9/Q8XKml3YiM2lR2u3DbI9w7MsuAGfVXO20FEy4943kWjbNpgxZRzxbkSGzwZf4e7Rwpct2uI2x6fxdC0tNIiaeWksmMRKcVz9gzz8is248Xp77iG4uh8m+/sn2eu6VHKWdnvYduP0Tv9gIMFG9s0FqvShzGlnIkXpklM5byJqelEKqHpRpRy6XfyRaMF3J5KQ7pKaIR1wiDC1EmX++v8bluGhhV2Eq1zetoHqzpVq3SD2NG4aCzP1VsHMAyzk7CSTsR98HiNUKWJJ0Gn71jXNQoW5CyTUt7qJF+kWWGWYXQqrSU4pp5W2Oos0TZQcBjRNTDAjxIgxNTTvmY/itk5XOT5Fw9TdCymax7zSmFrGs/YUWFqwWOq4ZO3zMUKVxromkbTixgsWpRsAz+KsXSdJIGBvMmCm1b5ihKFkST4UcJk3WXHUInBfIQfRIRJQpJo6LoiZ+bYMZJnz2iZ+VaIY5pZ+6m5IRdtKrHQDpltBH0TWKvtdCbzRSMlrtxawYuSxSpQSnFgpkU802Aob6e1uzrny9TTqnXDxRxXbR1A07Xsui9vGRyYaWGbaZLOcNHBsdNl/ibr6bJ5u0ZKyybGVvIWV22r9EyuTF9jz1iB+XaAG6SV7JeK4oQdwwX2jhapeVFWFWvTgEPZsai74bJtyjmLl16+hZobMlv3iOM08UYHyjmDSqHI1sE8TT+9Blxvwq9p6AzmLCo5i9GizWzDz45jtFxmqu7z2FSTBdfHNLS+fuvVEmnGSjbbh/Psm2qtOIl4oubxtC0lxkobv445n37vNW3pChdn75h6E7yUUn1JWenjG6/i9fRdgyRKcWS+jevHKHy6WaaXjw9wxdaBc+L8CyHEU52mnqp1EXucOHGCbdu2cfvtt/O85z0vu/8DH/gAf/3Xf80jjzyybJuVZpzs2LGDWq3GwMDAGTlugIYX8vv//ABffmCCVrj8ozIBy0zXxO592CD9XX3Kf7jinKKRBo6WnlaZipPF6kt6dzZv5zmQ3k5Y7Kgv2rB9sAhoaDrYOjw82UyD41UYwNaKjWEuBhFxHDHbCFBoDOWtxRcEVKJouAFuZ/JHsmRfup7G4bGC3pUCTdIA6TXX7+AV145TbUVZoDZSthks2Nx5aJ67Ds9xYsHHj9KA2tTgwFybJIFK0SJnaHhxmshUsHUcXWem6ZOoblethq4pdF2j4Yd4XkTQPXEa2ICdM9k7UuLy8QHQFmedaEox1wpoBRFeGNPy485SGRrlvMlwwUkrViWKXE9HlhdE2JbOxZvKDBVs6u2QSClMTaNStNDQuGhTkau2LiYmKaW4/3iNAzMtEqX6thkomOyfbjFVdyk7JqrvGBPmWiG2aXDJ5iI5q7czJWHBDclbememt9aXHLVrpMhz9o6sOohfc0MOzTY5seBl53/bUI5dI6Vl26x1/Ku9542ouSHfPzDHwdkG882QIEmwdZ3hksWe0fKaxy+EEOcqpdQFn6h4rsQGrVaLq/77N+UaXwixosWIIvVEvyuKBigtrdikKfDiU99n3oDLtpSJlEZ3FMAxwTZMrts9yMuvHO9bdi9JEj52637uPFxFR2GaBlqn/nAYRbSDhKJjcPGmErq2WClA06DuRVy/c4ifumYLNTdOBxc1WPACHj5R576jCxxb8LJYaXvFYbYdMNsMyZmkx9g5kaaWLiE/Vra4YksZ2zIXl0GKEiKlWGiHtDsVNLLPIEmo+VG6/8FCmqxjaASxotYOaAUxV28foGDpHJ73surDF40WGBvIcf/xGodnWlTdgChJl/oZytvsGivyimu38tw9I8t+i2tuuGxQcaRsX3CJ0E/EfKPN6/7y+0zUPMYG8sSJ6ltSaqbusnUwx9++9TkMlwtn+3DPCdLuxHqOVtvcfOcxjs61yVkGhqkRR2kFmx3DBV79zO3sGDq//p7Oldig63T/HT40UeOT3zrI8Wob29IXqy+FCduGCrzlhj1cMV5Zts3Hv/k4B2damMbiNmGULjWWs9OEHcs0MLW03zjsVDGyTB0/6Ewt1RTpOruKrYN5bFOn1goxDR1NB5VAEEVMNgKOL7SJo6TTp5rSNYWmaxScdEk/3dDRlIbSFCpRDBdzPPfiEbZW8n19gZFSfOuxaaZqLolKf+d1Xadkp1WhwkTR8qJOglR6keCYOgVHp+hYtLyAth8TJmm/eDFncuW2Ia7cWubbj82yb7qBH8U4psFlm8vceNUWbMOg4QZpp2e3DFei2D/b4ov3nmChFXQS1NLEsaYfMliwufHyzZQ7CV4a6fXPZN0liBMGchb1dkjQSdLaXHHSY9Y0DBIOzLh4UUzONLh4c5GxgTx7x4oULINqK1zW1/3wiTqH5lqLrwXpgo2axqayw0Vj5b52oFDc+ugMh+faFG2dOIEEhU5afUvXNMYrOXYOFxguOsuTc0YKVFvBSbflpX0WBUvnewfnuePgPHnL7EsKm2n63Hlojs0DOZ69Z4QgToiTtKqYYxpMLLgUHYOffeaOZYlJNTfkG49Mcc+ReebaIWGksEyNkYLF07ZUKNjpMoW952u1Pu1u3/RkzWNLJYcbxsuSzGYaHkmSJv1lWfY67F6jj/xotc2X7ptgoR0yXsmRswy8MGai5jFYsPjJa8ZP6TtXfu/Prmzco+ZllX23Da487iGEEOLJcUEkVQVBQKFQ4P/+3//Lf/gP/yG7/x3veAf33HMPt95667r7qNfrVCqVMx4cKaX47oE5/ua7h7n3yBwLbpSuZ61rDBVMLt48QKVgMd/wmW4G2YXj5pKFHykemWpl64wnKr2Io7P2tnsaVw4p2elsibq/vDnljLTz9Vx3shWVNmK1954zwF+lQ7o7Q3b5fAgoGGlQNtNa/uHlOgFptOS+a3elQe79x2p40WKMljPhul3DDOctbn1simaw2AFfsmDXWIlD8y6tzhvo7ZwvODq7RwpUWz51LyaOwTBgsGBy9bZhSo7B45N1Zt0w6xwezVtsGSqwf6bJRNUl6tZb7XRIO6bO1sECoyUnK4ccRAmGobFvqs5cZ6m8LgMYKVnsGS3S8qPOnKLOIn+aYiBn0fRjFtp+WppZqXRAIEnYPJAGb/ceXWCqGRBHCYaps2XA5vkXjeIGCXcfnqPqRoSJwtI1hvMmz75ojF/9kYvZPphfcXC55oYcnGlwcK5N248pOAZ7RwvMt0O+8sAk+2ea2fl42qYSP/OM7ZQck6/cd4IHJxq4QUzeNrh6a5lrdg1z22Oz3HNknpoXESUxpm4wmDe5bLzCFVsrNNyQIEqyz9S2dDZX8qAUEwttqu2YMI6xDIPhgsHeTQNsH87z8Ik6B2daWRB90aYil44PUG2FNL2QnG1kVae8IKaUS2f9LL1Ar7khDxyvrbiNpmm0g4ipmrf8GAfSWdWrBZmXbx1gvulvKDlqqZMZ+F/r+Fd7zxshQY4QQjz1na3YAOCP/+1BPnbroTP6mkI81W0pGUw2lwduu4ZsDleDVbc7mVhXA4ZyMO+d/PGtFasawKayTa2TfNO97jZ12DFS5KqtA9x9aC7tL+gk52wuOYwMONxxuL7ifnXg6m1lDKDhJ9mydbquqHsxrh8QxIpYpfNX8pbOlsEixxfaLLjLT8hoyeTVT99OEMfMtqLsWn20aPK0LRVGS2mFkqUz39tBxO37Z7n/WI1WEJHECt3QKNkme0aLxEpRa0fkbSOr/uAGMVsH87zlhj1cvmWgLzaI44QHTtSptT1mmwHtMKFg6YyWbCZqAf92/wRTNRfT1LLoMoph22CBNzx/J16YrBhHPTbV5J7Dc8w1w+xcjZQtdgyVOLHgcnC22R+vorhsfIDXPWcXWwccDs+7tPworcIwnKcZJHz/wBz7p+tU21EWQw4XTPZuGlhzooYkQj8xSik+/s3H+czth/CjmEq+JxnODXBMg198/m5+7UculvPaQ9qdWM/RapsfHJjj4GwLL4zJWQYXjRW5fs/IeZdQtZKzGRt0ne6/w4cmanz1gUken25myUCXbi7xY1duWZZQ1bfN/RM8MtnMPucrtpZ47sVjnFjwuPfIPLV2RKwSDE2nUjS5dscwT9tc4qHjNR6damZ9o5ePl3jWnlGAFdvOtuECX7l/knuPVml5i5NKizmTa3cM8sKnjXLP4XkenWzihQk5S+fy8TLPu2SMMFIr9gW6UUK95XFgxqUVRBRtk6u2l7li2yCPTTa458g8s+2QKFKYpsZoweLpO4d52pYyD5+o8cjk8uPfMVQgiiIemWpSd0MG8haXbS5hmuaaSSp3HZnn775/hIOzLcI4wTJ0Lhor8vPP3skzdg4vm1RaKZg0vZgkSZYlael6Otk1SZJs6eM0GV1Rzttcta3CQM5cta97pQmsQ0WHI3NtWn607PoN0mWOp+oeftRdolkjZ2rsHi1x+daBNROnTldb7k58XSkpzI8S2kHMcNFetnpBO4h59p4Rnrt3eMXXXa3/f/dommC20Qm/3X09cLy24nnsJpnNN/2T7mM+Wm1zx8E5js27BJHCNjV2jBS4fvfwE/rOld/7s0vOvxBCnF0XRFIVwHOe8xye+cxn8tGPfjS774orruBnfuZnuOmmm9bd/mwGR90LwH0TCxxZ8Gn7EQXHZOeQwyVbBtk+nF8x8LhsvMK/3X+CLz8wyWwjyDr3xso2L79qCyXH5K9v28eJhsqus7eVdV7znD08OtnkWw9P0duvXDLgyh0VKrbGfSdauGFM3jJ40d5BfvKZuzgw0+Kr9x3lcNUniNJ1pHcP5XjR5eNM113+7d6jzLYXr+nHivDj1+zAMQ2+ev9xji2ky50ZwM4hi5+6bidjJZv//dWHOd7T8bwjD2//qas4MNNccUDp11+8m5xl8L+/vp92T+suanDZ9jIPHWvgLrn/55+/g6Jj86V7jjFZ97PO5vEBh594+nbuPzbPNx+rLnutl14+wsuuHOcT33iMg3MBEWlC1N4Rm1/+0adRsE0+9a197Jt1F5NpRgv80g0XM9f0+cQ3HmWykWTve7ys88s/eil52+D/++Y+jlUXj2XHsMNbXnwJV24b5J9+sJ9v7q/T8iKKOZOXXDzAcy7dxuR8g689MkvdCxnIWbz0slFecNlWAG575ARff2SGmhdTyRnceNkmXnDZOAM5i0eOzfJvD80y10zXZf7JK0cZH6nw+TuO8KV7jzPdDLJkvi1lhx+/Zis/cfU4Dxyd54eHazS8iHLO5Fm7Kzz34nSZze/vn+H+4w3aQUTBNrlme5ln7x1joubyD98/xAMTi0Ht1dvKXL9nhONVj8dnmvhhjGMZXLopDdan6h5/c9t+Hp5u44cRjmVyxeYiv/CCvWweyPHVBzoBexCTsw2uGC9x45XjNP2Im394jH1Tix0Al42nyUyXbh7g8ckFvnNgnoV2yGDB4oV7R7hoS4W6F/LdfdPcc6yedW4/Y+cAz7lo07qBx2oXt6sF0ABxHC/rSDcMg6PVNt/fP8sDx+u0woiiZXLN9gGetXeUgZy1auIOsGZST5IkzDSDrDNirGSj6/opzThZa5u1jiN7bJUg80wFCU/WLBsJcoQQ4qntbA+c/PG/Pcinbz1Eb25GXoNfvGE3Pzgwx51HG8u2uXxzgbmWz/QKiSODeZ2am6yatFHJQe0kE0FWSwIx6Z8EcDIqDtT85fcP5dJZ6HOt5eVNx4oGOdPgaG31xJiVWKw8ycECSnmorrBEdSUHUQQrzH+gYKTnpLVCAk7JBMfSmHOXn7Gxgs7WoQL3Hm8ue+zyzQWmGz5z7Y3PYCnocP1Fw3xr3/yyx264ZJiZhsfDk+1lj121tch4JcctD88te+xHnjaEhs63H5vr+2xN4EVPGyFv63zpgZll2/3MtZtp+hFff2T5PveOOCw0fOZ7PrYRB37lJU9jqu7yt7cfxes5XXkNXvf8HWweyPOn//YYvR9PAfjVGy/iyFybf7l7gt6WYAM/fd0473zZZRybqvLZO08w2wwYLdm8/vqtXL5zE5/5zn4+eet+6j0NYtCCVz97B45pcc+hGSaaIX4Q49gG42WLizYPsqkAtx9qUGuHVAoWP33VKDdcsYOPf/MxPv/9433tywJ+7jnb2Dlc5FPf3s9cK84mRY2VDH7xhRcxXLT5+L8/wpFqRKTSCkq7h01+5UcvY9doif/7/YPcd7yBFyTkbJ1rtw/wmmfv5tLNA+yfrHHb/jlqbkQlb/Kii0fYu7nCZ76zn898az8LPRNsBh34xRddxKufuZPvPT7Ng8ebfQOLI+Ucdx2c5e5jjaxv4pk7Bnj5NduYqnv81bcfT2O9OCFn6FyztcTrX3gxz9g5nA5AzbZpB2nVir1jiwNQq12T172Q7++f4e7DC7TCmKJl8Ixdgzz7ojEaXshXH5jg8elWFm88bXOJG9cY8F3r+v/RqTo3//Aoj001sz6Ny7aUedUzt/Ps3SNrxlGHZhscmE2X5Mj3DK6lxz/Lo5PNrA/l8q2LA62rOZkqvOL0qrkh/9+39vPlByeotsOsL2S4YPHyK8d56w0XyWcgxClY7Tv0qeBsxwZPltX6K09lm7V+K9fqq4TV285a/aY7hgprHstq1wJlx1j1t36165j1jn8ta/UfhmHI3cdqLLRCBosW122vYFnWqtvVvWjNPtpT7f9c7RhPtU/4TPf7rpYU9vCJOodmW2Rr+G2gCtR652S9x1Y7xrU+m1M9V0/l71whhBDibLhgkqo+97nP8YY3vIGPf/zjPO95z+MTn/gEf/mXf8mDDz7Irl271t3+bAdH63WordW5t1riSCVv4XkeX354hum6z6YBhx+/fIxcLsfRapvbHpngO/urWYLOiy4e4vmXjjNetledXXFgusa9x+o03Ihy3uTa7QPs3ZR2Zu6bqPLNfXNUWwFDRZsfvWSUi8cHAVbt5K3kLXzf5xv75pht+IyWHX70khEcJ53J2mq1+OwPjzOx4DM+6PAL12+jWEwv3NvtNv/37gkmaz5bKg7/8bpxCoXCqtvU3HDN46hWq/zR1w5yvOqxbSjHe27cw9DQEMCaxxgEAd89WGW+GTBcsnneniFsO123erXzv94+VwsKTyUAhbWDo8cna3znwDy1dkClYPPCi4a5qHNOTvX1VkswWitYXyuQXGu7tZKZ1gpKzpXA41Q+t/UeW8upbHeqx3GuJB6dK8chhBDi/HG2YwNY+zp4ZmaG3/ni45yo+WytOPyPV1zM2NgYD03U+Mfv7+dfH56l6UWUciY/fcUoP/PsiwD466/fyz89mE5AyGvwH64s8/ofuxaA/3f7Y3zp0fnseuunLxth+5Zhbv7Ow9zTkxNz3Si8/aev5xk7h/nKd+7kD78xRytOlxF7/0tGeNnzn0ndC/nkP32Tzzy6GIr+0mUab/6ZH6HhhXziX7/HPz2+mJ7zsxdbvOWnnsO2wQK337ePm75xnAU3YDBv8zsv2cbzrr6Euhfy1Tv38ek7pqh5EZWcyS89awsve+bF7BgqcOLECX7rHx/PYoM//w8XUxwa45++9h3+4DutbOLH77+wyM/82AsA+Np37+b9/z5DO4KCCX/wkjFufN51VPIWBw8e5M2ff5zZdsBoweZTP3cxe/bs4Wi1zT/ddj+fvHMW14e8A798/SivfMHVDOQsbr3zIf7wG8dpuYpiXuP9L9nGDc+4AmDV91bJW2t+pv/0g/184f4ZWkFC0db5mas38WPX7uT44UP84TcmaXlQzMH7X7KFH33WNQA8fHSGz/7wBLN1n9EBh9dfv5XLdowBcN/+E/zFt48y0wgYK9v81g07uHrvVip5i4WFBf5//34oi4n+80t2Mzg4mMWPX39klpoXUulM8Hj+ZenyEvV6nf/17SOcqHpsHcrxmy/aycDAADU3XPVYbCL++f4ppmo+mysOP3P1ZvL5PADNZpNPf/8YE1WP8aEcv/Sc7ZRKaeK+67orbldzQx45NsMX7p9hrhEwUrZ55dVjXLZ9bN0Bi9Viy+5g3mOTTdphRMEyuWy8xLP2jrKtklv1Or7RaPCJ249m5+NXnr+Dcrm85vHD2jHiqcY9q703WD0WOdW47VRjg7ViolMZ8F3rtdY6j6e6zydjoFU8uWpuyL6JKrcfrFJthQwVLV6wd4iLtwxJQpUQYplzITY4HzwZv2tn8jf2fPhdPtP9sOdzv++5tNLAuXKuhBBCCLG6CyapCuCjH/0oH/zgB5mYmOCqq67iT/7kT7jhhhs2tO25EBydySQJOLWgRJIrnnrknAghhBBC9DsXYoNTtVYCwqk8dqoJFKeaJHG6ExeejBjlTCfFr3a+znRsdj4kjpxLg3lCiHOb9IUIITbqfI4NhLiQyW+9EEIIITbqgkqqeiIkOBJCCCGEEEKAxAZCCCGEEEKIlMQGQgghhBBCPLXJ9EkhhBBCCCGEEEIIIYQQQgghhBBCCCGE6CFJVUIIIYQQQgghhBBCCCGEEEIIIYQQQgjRQ5KqhBBCCCGEEEIIIYQQQgghhBBCCCGEEKKHJFUJIYQQQgghhBBCCCGEEEIIIYQQQgghRA9JqhJCCCGEEEIIIYQQQgghhBBCCCGEEEKIHpJUJYQQQgghhBBCCCGEEEIIIYQQQgghhBA9JKlKCCGEEEIIIYQQQgghhBBCCCGEEEIIIXpIUpUQQgghhBBCCCGEEEIIIYQQQgghhBBC9JCkKiGEEEIIIYQQQgghhBBCCCGEEEIIIYToIUlVQgghhBBCCCGEEEIIIYQQQgghhBBCCNFDkqqEEEIIIYQQQgghhBBCCCGEEEIIIYQQoockVQkhhBBCCCGEEEIIIYQQQgghhBBCCCFED0mqEkIIIYQQQgghhBBCCCGEEEIIIYQQQogeklQlhBBCCCGEEEIIIYQQQgghhBBCCCGEED0kqUoIIYQQQgghhBBCCCGEEEIIIYQQQgghekhSlRBCCCGEEEIIIYQQQgghhBBCCCGEEEL0kKQqIYQQQgghhBBCCCGEEEIIIYQQQgghhOghSVVCCCGEEEIIIYQQQgghhBBCCCGEEEII0UOSqoQQQgghhBBCCCGEEEIIIYQQQgghhBCihyRVCSGEEEIIIYQQQgghhBBCCCGEEEIIIUQPSaoSQgghhBBCCCGEEEIIIYQQQgghhBBCiB6SVCWEEEIIIYQQQgghhBBCCCGEEEIIIYQQPSSpSgghhBBCCCGEEEIIIYQQQgghhBBCCCF6mGf7AM4XSikA6vX6WT4SIYQQQgghxKkol8tomvaE9yOxgRBCCCGEEOc3iQ2EEEIIIYQQsH5sIElVG9RoNADYsWPHWT4SIYQQQgghxKmo1WoMDAw84f1IbCCEEEIIIcT5TWIDIYQQQgghBKwfG2iqO5VCrClJEk6cOHHaZrA8Ger1Ojt27ODo0aOnJSAUTz3SRsRGSDsR65E2ItYjbUSs52y1kdN1LS+xgXgqkDYiNkLaiViPtBGxHmkjYj0SGzz55O9QrEfaiNgIaSdiPdJGxHqkjYj1nKuxgVSq2iBd19m+ffvZPowNGRgYkC8isSZpI2IjpJ2I9UgbEeuRNiLWc762EYkNxFOJtBGxEdJOxHqkjYj1SBsR6zlf24jEBuKpRNqI2AhpJ2I90kbEeqSNiPWca21EP9sHIIQQQgghhBBCCCGEEEIIIYQQQgghhBDnEkmqEkIIIYQQQgghhBBCCCGEEEIIIYQQQogeklT1FOI4Du9///txHOdsH4o4R0kbERsh7USsR9qIWI+0EbEeaSNPPjnHYj3SRsRGSDsR65E2ItYjbUSsR9rIk0/OsViPtBGxEdJOxHqkjYj1SBsR6zlX24imlFJn+yCEEEIIIYQQQgghhBBCCCGEEEIIIYQQ4lwhlaqEEEIIIYQQQgghhBBCCCGEEEIIIYQQoockVQkhhBBCCCGEEEIIIYQQQgghhBBCCCFED0mqEkIIIYQQQgghhBBCCCGEEEIIIYQQQogeklR1nrnpppt41rOeRblcZtOmTbzqVa/i0Ucf7XuOUorf//3fZ+vWreTzeX7kR36EBx988CwdsTjbbrrpJjRN453vfGd2n7QRAXD8+HFe//rXMzIyQqFQ4OlPfzp33nln9ri0kwtbFEX87u/+Lnv27CGfz7N3717+8A//kCRJsudIG7mwfOtb3+Knf/qn2bp1K5qm8U//9E99j2+kPfi+z2/91m8xOjpKsVjkla98JceOHTuD70I82dZqJ2EY8u53v5urr76aYrHI1q1beeMb38iJEyf69iHtZOMkNhAnS2IDsRqJDcRaJDYQS0lsIDZCYoMzS2IDcbIkNhCrkdhArEViA7GUxAZiI8732ECSqs4zt956K7/5m7/J9773PW655RaiKOJlL3sZrVYre84HP/hBPvKRj/AXf/EX3HHHHWzZsoWXvvSlNBqNs3jk4my44447+MQnPsE111zTd7+0EVGtVnnBC16AZVn827/9Gw899BAf/vCHGRwczJ4j7eTC9sd//Md8/OMf5y/+4i94+OGH+eAHP8iHPvQh/vzP/zx7jrSRC0ur1eLaa6/lL/7iL1Z8fCPt4Z3vfCf/+I//yN///d9z22230Ww2ecUrXkEcx2fqbYgn2VrtpN1uc9ddd/F7v/d73HXXXdx888089thjvPKVr+x7nrSTjZPYQJwMiQ3EaiQ2EOuR2EAsJbGB2AiJDc4siQ3EyZDYQKxGYgOxHokNxFISG4iNOO9jAyXOa9PT0wpQt956q1JKqSRJ1JYtW9Qf/dEfZc/xPE9VKhX18Y9//GwdpjgLGo2GuuSSS9Qtt9yiXvziF6t3vOMdSilpIyL17ne/W73whS9c9XFpJ+Knfuqn1Jvf/Oa++1796ler17/+9UopaSMXOkD94z/+Y3Z7I+1hYWFBWZal/v7v/z57zvHjx5Wu6+rLX/7yGTt2ceYsbScr+cEPfqAAdfjwYaWUtJMnSmIDsRqJDcRaJDYQ65HYQKxFYgOxERIbnHkSG4jVSGwg1iKxgViPxAZiLRIbiI04H2MDqVR1nqvVagAMDw8DcPDgQSYnJ3nZy16WPcdxHF784hdz++23n5VjFGfHb/7mb/JTP/VT3HjjjX33SxsRAF/4whe4/vrr+Y//8T+yadMmrrvuOv7yL/8ye1zaiXjhC1/I17/+dR577DEA7r33Xm677TZ+8id/EpA2IvptpD3ceeedhGHY95ytW7dy1VVXSZu5gNVqNTRNy2Y8Sjt5YiQ2EKuR2ECsRWIDsR6JDcTJkNhAnCqJDU4viQ3EaiQ2EGuR2ECsR2IDcTIkNhCn6lyLDcwn/RXEk0YpxW//9m/zwhe+kKuuugqAyclJADZv3tz33M2bN3P48OEzfozi7Pj7v/977rrrLu64445lj0kbEQAHDhzgYx/7GL/927/N7/zO7/CDH/yAt7/97TiOwxvf+EZpJ4J3v/vd1Go1LrvsMgzDII5jPvCBD/C6170OkO8S0W8j7WFychLbthkaGlr2nO724sLieR7vec97+E//6T8xMDAASDt5IiQ2EKuR2ECsR2IDsR6JDcTJkNhAnAqJDU4viQ3EaiQ2EOuR2ECsR2IDcTIkNhCn4lyMDSSp6jz2tre9jfvuu4/bbrtt2WOapvXdVkotu088NR09epR3vOMdfPWrXyWXy636PGkjF7YkSbj++uv5H//jfwBw3XXX8eCDD/Kxj32MN77xjdnzpJ1cuD73uc/xN3/zN/zt3/4tV155Jffccw/vfOc72bp1K29605uy50kbEb1OpT1Im7kwhWHIa1/7WpIk4aMf/ei6z5d2sj6JDcRKJDYQGyGxgViPxAbiVEhsIDZKYoPTT2IDsRKJDcRGSGwg1iOxgTgVEhuIjTpXYwNZ/u889Vu/9Vt84Qtf4Bvf+Abbt2/P7t+yZQvAsoy86enpZVmg4qnpzjvvZHp6mmc+85mYpolpmtx666382Z/9GaZpZu1A2siFbXx8nCuuuKLvvssvv5wjR44A8l0i4L/8l//Ce97zHl772tdy9dVX84Y3vIF3vetd3HTTTYC0EdFvI+1hy5YtBEFAtVpd9TniwhCGIT/3cz/HwYMHueWWW7LZJiDt5FRJbCBWI7GB2AiJDcR6JDYQJ0NiA3EyJDY4/SQ2EKuR2EBshMQGYj0SG4iTIbGBOBnncmwgSVXnGaUUb3vb27j55pv593//d/bs2dP3+J49e9iyZQu33HJLdl8QBNx66608//nPP9OHK86CH/uxH+P+++/nnnvuyf67/vrr+YVf+AXuuece9u7dK21E8IIXvIBHH320777HHnuMXbt2AfJdIqDdbqPr/ZcJhmGQJAkgbUT020h7eOYzn4llWX3PmZiY4IEHHpA2cwHpBkb79u3ja1/7GiMjI32PSzs5ORIbiPVIbCA2QmIDsR6JDcTJkNhAbJTEBqeXxAZiPRIbiI2Q2ECsR2IDcTIkNhAbdc7HBkqcV379139dVSoV9c1vflNNTExk/7Xb7ew5f/RHf6QqlYq6+eab1f33369e97rXqfHxcVWv18/ikYuz6cUvfrF6xzvekd2WNiJ+8IMfKNM01Qc+8AG1b98+9dnPflYVCgX1N3/zN9lzpJ1c2N70pjepbdu2qS9+8Yvq4MGD6uabb1ajo6Pqv/7X/5o9R9rIhaXRaKi7775b3X333QpQH/nIR9Tdd9+tDh8+rJTaWHv4tV/7NbV9+3b1ta99Td11113qJS95ibr22mtVFEVn622J02ytdhKGoXrlK1+ptm/fru65556+a1nf97N9SDvZOIkNxKmQ2EAsJbGBWI/EBmIpiQ3ERkhscGZJbCBOhcQGYimJDcR6JDYQS0lsIDbifI8NJKnqPAOs+N+nP/3p7DlJkqj3v//9asuWLcpxHHXDDTeo+++//+wdtDjrlgZH0kaEUkr9y7/8i7rqqquU4zjqsssuU5/4xCf6Hpd2cmGr1+vqHe94h9q5c6fK5XJq79696r3vfW/fBYy0kQvLN77xjRWvQd70pjcppTbWHlzXVW9729vU8PCwyufz6hWveIU6cuTIWXg34smyVjs5ePDgqtey3/jGN7J9SDvZOIkNxKmQ2ECsRGIDsRaJDcRSEhuIjZDY4MyS2ECcCokNxEokNhBrkdhALCWxgdiI8z020JRS6tTrXAkhhBBCCCGEEEIIIYQQQgghhBBCCCHEU4u+/lOEEEIIIYQQQgghhBBCCCGEEEIIIYQQ4sIhSVVCCCGEEEIIIYQQQgghhBBCCCGEEEII0UOSqoQQQgghhBBCCCGEEEIIIYQQQgghhBCihyRVCSGEEEIIIYQQQgghhBBCCCGEEEIIIUQPSaoSQgghhBBCCCGEEEIIIYQQQgghhBBCiB6SVCWEEEIIIYQQQgghhBBCCCGEEEIIIYQQPSSpSgghhBBCCCGEEEIIIYQQQgghhBBCCCF6SFKVEEIIIYQQQgghhBBCCCGEEEIIIYQQQvSQpCohhBAXlBtuuIG//du/PduHsa7XvOY1fOQjHznbhyGEEEIIIcRTlsQGQgghhBBCCJDYQAghxOokqUoIIcQZd/vtt2MYBj/+4z9+Rl/3i1/8IpOTk7z2ta89o697Kt73vvfxgQ98gHq9frYPRQghhBBCiCeNxAbrk9hACCGEEEJcCCQ2WJ/EBkIIceZJUpUQQogz7lOf+hS/9Vu/xW233caRI0fO2Ov+2Z/9Gb/0S7+Erp/dn78gCNZ9zjXXXMPu3bv57Gc/ewaOSAghhBBCiLNDYgOJDYQQQgghhACJDSQ2EEKIc5MkVQkhhDijWq0Wn//85/n1X/91XvGKV/CZz3xm2XO+8IUvcMkll5DP5/nRH/1R/s//+T9omsbCwkL2nNtvv50bbriBfD7Pjh07ePvb306r1Vr1dWdnZ/na177GK1/5yuy+N7/5zbziFa/oe14URWzZsoVPfepTACil+OAHP8jevXvJ5/Nce+21/MM//EP2/DiOectb3sKePXvI5/Nceuml/M//+T/79vmLv/iLvOpVr+Kmm25i69atPO1pTwPgox/9KJdccgm5XI7Nmzfzmte8pm+7V77ylfzd3/3d2idUCCGEEEKI85TEBhIbCCGEEEIIARIbSGwghBDnLkmqEkIIcUZ97nOf49JLL+XSSy/l9a9/PZ/+9KdRSmWPHzp0iNe85jW86lWv4p577uFXf/VXee9739u3j/vvv5+Xv/zlvPrVr+a+++7jc5/7HLfddhtve9vbVn3d2267jUKhwOWXX57d99a3vpUvf/nLTExMZPd96Utfotls8nM/93MA/O7v/i6f/vSn+djHPsaDDz7Iu971Ll7/+tdz6623ApAkCdu3b+fzn/88Dz30EO973/v4nd/5HT7/+c/3vf7Xv/51Hn74YW655Ra++MUv8sMf/pC3v/3t/OEf/iGPPvooX/7yl7nhhhv6tnn2s5/ND37wA3zfP8mzLIQQQgghxLlPYgOJDYQQQgghhACJDSQ2EEKIc5gSQgghzqDnP//56k//9E+VUkqFYahGR0fVLbfckj3+7ne/W1111VV927z3ve9VgKpWq0oppd7whjeoX/mVX+l7zre//W2l67pyXXfF1/2TP/kTtXfv3mX3X3HFFeqP//iPs9uvetWr1C/+4i8qpZRqNpsql8up22+/vW+bt7zlLep1r3vdqu/xN37jN9TP/uzPZrff9KY3qc2bNyvf97P7/t//+39qYGBA1ev1Vfdz7733KkAdOnRo1ecIIYQQQghxvpLYICWxgRBCCCGEuNBJbJCS2EAIIc49UqlKCCHEGfPoo4/ygx/8gNe+9rUAmKbJz//8z2clc7vPedazntW33bOf/ey+23feeSef+cxnKJVK2X8vf/nLSZKEgwcPrvjaruuSy+WW3f/Wt76VT3/60wBMT0/zr//6r7z5zW8G4KGHHsLzPF760pf2vdZf/dVfsX///mwfH//4x7n++usZGxujVCrxl3/5l8vWfL/66quxbTu7/dKXvpRdu3axd+9e3vCGN/DZz36Wdrvdt00+nwdYdr8QQgghhBDnO4kNJDYQQgghhBACJDaQ2EAIIc5t5tk+ACGEEBeOT37yk0RRxLZt27L7lFJYlkW1WmVoaAilFJqm9W2nesr8Qlo691d/9Vd5+9vfvuw1du7cueJrj46OUq1Wl93/xje+kfe85z1897vf5bvf/S67d+/mRS96UfY6AP/6r//ad8wAjuMA8PnPf553vetdfPjDH+Z5z3se5XKZD33oQ3z/+9/ve36xWOy7XS6Xueuuu/jmN7/JV7/6Vd73vvfx+7//+9xxxx0MDg4CMD8/D8DY2NiK70kIIYQQQojzlcQGiyQ2EEIIIYQQFzKJDRZJbCCEEOceSaoSQghxRkRRxF/91V/x4Q9/mJe97GV9j/3sz/4sn/3sZ3nb297GZZddxpe+9KW+x3/4wx/23X7GM57Bgw8+yMUXX7zh17/uuuuYnJzMgrCukZERXvWqV/HpT3+a7373u/zSL/1S9tgVV1yB4zgcOXKEF7/4xSvu99vf/jbPf/7z+Y3f+I3svt7ZKGsxTZMbb7yRG2+8kfe///0MDg7y7//+77z61a8G4IEHHmD79u2Mjo5u+H0KIYQQQghxrpPYYDmJDYQQQgghxIVIYoPlJDYQQohziyRVCSGEOCO++MUvUq1Wectb3kKlUul77DWveQ2f/OQnedvb3sav/uqv8pGPfIR3v/vdvOUtb+Gee+7hM5/5DEA2E+Xd7343z33uc/nN3/xNfvmXf5liscjDDz/MLbfcwp//+Z+v+PrXXXcdY2NjfOc73+EVr3hF32NvfetbecUrXkEcx7zpTW/K7i+Xy/zn//yfede73kWSJLzwhS+kXq9z++23UyqVeNOb3sTFF1/MX/3VX/GVr3yFPXv28Nd//dfccccd7NmzZ93zceDAAW644QaGhob40pe+RJIkXHrppdlzvv3tby8LJIUQQgghhDjfSWyw/HxIbCCEEEIIIS5EEhssPx8SGwghxLlFP9sHIIQQ4sLwyU9+khtvvHFZYATpjJN77rmHu+66iz179vAP//AP3HzzzVxzzTV87GMf473vfS+wWDr3mmuu4dZbb2Xfvn286EUv4rrrruP3fu/3GB8fX/X1DcPgzW9+M5/97GeXPXbjjTcyPj7Oy1/+crZu3dr32H//7/+d973vfdx0001cfvnlvPzlL+df/uVfsuDn137t13j1q1/Nz//8z/Oc5zyHubm5vtknqxkcHOTmm2/mJS95CZdffjkf//jH+bu/+zuuvPJKADzP4x//8R/55V/+5XX3JYQQQgghxPlEYoN+EhsIIYQQQogLlcQG/SQ2EEKIc4+mli44K4QQQpxjPvCBD/Dxj3+co0ePPqH9TE1NceWVV3LnnXeya9eu7P52u83WrVv51Kc+lZXQPdv+1//6X/zzP/8zX/3qV8/2oQghhBBCCHHOkNhACCGEEEIIARIbCCGEODNk+T8hhBDnnI9+9KM861nPYmRkhO985zt86EMf4m1ve9sT3u/mzZv55Cc/yZEjR9i1axdJkjA5OcmHP/xhKpUKr3zlK0/D0Z8elmWtWpJYCCGEEEKIC4XEBhIbCCGEEEIIARIbgMQGQghxNkilKiGEEOecd73rXXzuc59jfn6enTt38oY3vIH/9t/+G6Z5enOBDx06xJ49e9i+fTuf+cxn+LEf+7HTun8hhBBCCCHEEyOxgRBCCCGEEAIkNhBCCHF2SFKVEEIIIYQQQgghhBBCCCGEEEIIIYQQQvTQz/YBCCGEEEIIIYQQQgghhBBCCCGEEEIIIcS5RJKqhBBCCCGEEEIIIYQQQgghhBBCCCGEEKKHJFUJIYQQQgghhBBCCCGEEEIIIYQQQgghRA9JqhJCCCGEEEIIIYQQQgghhBBCCCGEEEKIHpJUJYQQQgghhBBCCCGEEEIIIYQQQgghhBA9JKlKCCGEEEIIIYQQQgghhBBCCCGEEEIIIXpIUpUQQgghhBBCCCGEEEIIIYQQQgghhBBC9JCkKiGEEEIIIYQQQgghhBBCCCGEEEIIIYToIUlVQgghhBBCCCGEEEIIIYQQQgghhBBCCNHj/w+OSjOOD0UyKwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=gobike_10k_subset, col='member_gender', height=8)\n", "g.map(sns.regplot, 'age', 'duration_min', scatter_kws={'alpha':0.2})\n", "g.set_titles('{col_name}')\n", "g.set_xlabels('Age (years)')\n", "g.set_ylabels('Trip duration (min)')\n", "g.fig.subplots_adjust(top=0.9)\n", "g.fig.suptitle('Distribution of age and trip duration across gender groups in randomized sample of 10k users');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "There doesn't appear to be a trend across gender for the relationship between trip duration and age. The plot offers another demonstration of the clustering of data between the ages of 20 and 70, and the clustering of trip durations below 50 mins. The plot for males contains more data points expectedly, but the range of ages remain similar to that for women." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Age, duration and user type\n", "#### question: does the user type have an effect on the relationship between age and trip duration?" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(data=gobike_10k_subset, col='user_type', height=8)\n", "g.map(sns.regplot, 'age', 'duration_min', scatter_kws={'alpha':0.2})\n", "g.set_titles('{col_name}')\n", "g.set_xlabels('Age (years)')\n", "g.set_ylabels('Trip duration (min)')\n", "g.fig.subplots_adjust(top=0.9)\n", "g.fig.suptitle('Distribution of ages and trip durations across user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "There doesn't appear to be a strong trend across user type for the relationship between trip duration and age. Interestingly, however, there are more longer duration trips for subscribers than for customers, which is the opposite of what was seen earlier. This is both a pecularity of the sample used for this plot, and also an demonstration of how the larger number of subscribers keeps a lower mean trip duration for that group despite having a higher absolute number of longer duration trips than customers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### user type, gender, and duration\n", "\n", "#### question: are there noticeable trends in the relationships between user type, gender, and trip duration?" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.075676\n", "1 0.089698\n", "2 0.190231\n", "3 0.000222\n", "4 0.000251\n", "dtype: float64" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "duration_min_weights = gobike.duration_min / gobike.apply(lambda x: user_type_gender_group.loc[x.user_type, x.member_gender], axis=1)\n", "duration_min_weights.head()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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member_genderFemaleMaleOther
user_type
Customer23.73541420.89323926.704911
Subscriber11.60714310.27109315.202859
\n", "
" ], "text/plain": [ "member_gender Female Male Other\n", "user_type \n", "Customer 23.735414 20.893239 26.704911\n", "Subscriber 11.607143 10.271093 15.202859" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user_type_gender_group_duration_min = gobike.groupby(['user_type', 'member_gender']).mean(numeric_only=True).duration_min.reset_index(name='mean_duration_min').pivot(index='user_type', values='mean_duration_min', columns='member_gender')\n", "user_type_gender_group_duration_min" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(20, 8))\n", "\n", "sns.heatmap(user_type_gender_group_duration_min, annot=True, fmt='.2f', cmap='Blues', ax=ax, cbar_kws={'label': 'Mean trip duration (min)'})\n", "ax.set_ylabel('User type')\n", "ax.set_xlabel('Member gender')\n", "ax.set_title('Mean trip duration across genders and user types');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observations\n", "\n", "For all 3 genders, the trip duration was longer among customers compared to suppliers, and only in the \"Other\" gender group was the customer average trip duration less than twice as long as that of the subscribers. This reveals a bigger difference in trip duration than was seen in the earlier plots of trip duration vs user type. More so, the earlier bivariate plot indicated that males tended to have the lowest average trip durations than the other 2 gender groups, and that distinction is more clearly highlighted by this figure, with males having the lowest means for both user types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### start/end time, age and gender\n", "\n", "#### question: does gender have an effect on the relationship between start/end time and age?" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "121569 16\n", "102427 16\n", "100874 21\n", "155762 9\n", "102764 14\n", "Name: start_time_hour, dtype: int64" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike['start_time_hour'] = gobike.start_time.apply(lambda x: x.hour)\n", "\n", "gobike_10k_subset['start_time_hour'] = gobike_10k_subset.start_time.apply(lambda x: x.hour)\n", "gobike_10k_subset.start_time_hour.head()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "121569 16\n", "102427 16\n", "100874 21\n", "155762 9\n", "102764 14\n", "Name: end_time_hour, dtype: int64" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gobike['end_time_hour'] = gobike.end_time.apply(lambda x: x.hour)\n", "\n", "gobike_10k_subset['end_time_hour'] = gobike_10k_subset.end_time.apply(lambda x: x.hour)\n", "gobike_10k_subset.end_time_hour.head()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rp = sns.relplot(data=gobike.groupby(['start_time_hour', 'member_gender']).mean(numeric_only=True).reset_index(), y='start_time_hour', x='age', col='member_gender', kind='scatter', aspect=0.9, col_wrap=2)\n", "rp.set(ylim=(0, 24), xlim=(28, 48))\n", "rp.set_titles('{col_name}')\n", "rp.fig.subplots_adjust(top=0.9)\n", "rp.set_yticklabels([f'{i}:00' if i < 25 else '' for i in [0, 5, 10, 15, 20, 25]])\n", "rp.fig.suptitle('Relationship between age and start time across different genders');" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rp = sns.relplot(data=gobike.groupby(['end_time_hour', 'member_gender']).mean(numeric_only=True).reset_index(), y='end_time_hour', x='age', col='member_gender', kind='scatter', aspect=0.9, col_wrap=2)\n", "rp.set(ylim=(0, 24), xlim=(28, 48))\n", "rp.set_titles('{col_name}')\n", "rp.fig.subplots_adjust(top=0.9)\n", "rp.set_yticklabels([f'{i}:00' if i < 25 else '' for i in [0, 5, 10, 15, 20, 25]])\n", "rp.fig.suptitle('Relationship between age and end time across different genders');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### observation\n", "\n", "Interestingly, these charts reveal that males were responsible for the spike in average age of early morning riders seen in the bivariate plots of start/end time and age. The trend of younger riders taking later rides is still evident across males and females, though it's more pronounced with males. Among the \"Other\" group, the age of users only dropped noticeably for morning rides, indicating that the middle aged and older users in this group were more willing to take rides well into the evening." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Talk about some of the relationships you observed in this part of the investigation. Were there features that strengthened each other in terms of looking at your feature(s) of interest?\n", "\n", "> The first notable observation is the consistency of the distribution of age and trip duration even when broken down by gender and user type. Generally across all groups of these categories, trip durations were rarely longer than 40 minutes, most of which were taken by users between the ages of 20 and 70.\n", "\n", "The second interesting observation was that customers take longer trips than subscribers, more than twice as long for the majority of users (male and female but not \"Other\"). Given that customers use the bikes less often (hence their low representation in the dataset), this revelation may indicate that customers tend to use the bikes to cover larger distances, as opposed to subscribers who use the bikes for shorter commutes to maximize the value of their subscription.\n", "\n", "The third interesting observation was that age of users who identified gender as \"Other\" did not closely follow the general trend of younger users taking longer trips. Perhaps this may be due to the small sample size of this group, but it's also possible that the \"Other\" group may be more diverse in terms of age and trip duration.\n", "\n", "Last but surely not least, there was a noticeable yet unexpected observation that older users seemed to take trips between the hours of 4am and 5am, against the general trend of younger users taking trips when the sun is down. The multivariate plots revealed that this observation was driven by males and did not show up at all for other gender groups. \n", "\n", "### Were there any interesting or surprising interactions between features?\n", "\n", "> Your answer here!" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "gobike.to_pickle('gobike_clean.pkl')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", ">You can write a summary of the main findings and reflect on the steps taken during the data exploration.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "> Remove all Tips mentioned above, before you convert this notebook to PDF/HTML\n", "\n", "\n", "> At the end of your report, make sure that you export the notebook as an\n", "html file from the `File > Download as... > HTML or PDF` menu. Make sure you keep\n", "track of where the exported file goes, so you can put it in the same folder\n", "as this notebook for project submission. Also, make sure you remove all of\n", "the quote-formatted guide notes like this one before you finish your report!\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Exploring this dataset was a fun exercise. I was able to uncover some interesting trends in the biking stats for the Greater San Francisco Bay area. Initially some data wrangling was done to clean up missing values and convert the data into the appropriate formats, before analyzing the data to generate insightful visuals. The key insights were:\n", "- trip durations were rarely longer than 40 minutes, most of which were taken by users between the ages of 20 and 70.\n", "- subscribers appeared to take shorter trips than customers, probably to maximize the value of their subscription by using the bikes even for shorter distances.\n", "- older males tended to take trips between the hours of 4am and 5am, going against the general trend of younger users taking trips at night time." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.8 ('alx')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "vscode": { "interpreter": { "hash": "39fc0372cf00c3d73b50b37b53c4d69ecde398207ce055a8e211e2a31dd96aef" } } }, "nbformat": 4, "nbformat_minor": 2 }