{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data analysis with ibmdbpy and Db2 Warehouse - Part 1: Preprocessing\n",
"\n",
"This notebook shows how to explore and preprocess data with ibmdbpy with a point of interest recommendation use case.\n",
"\n",
"___\n",
"\n",
"### Accelerate Python analytics with in-database processing by using ibmdbpy and IBM Db2 Warehouse\n",
"\n",
"The ibmdbpy project provides access to in-database algorithms in IBM Db2 Warehouse through a Python interface for data manipulation. It accelerates Python analytics by seamlessly pushing operations written in Python into the underlying database for execution, thereby benefitting from in-database performance-enhancing features, such as columnar storage and parallel processing. For more details about ibmdbpy, please refer to the [documentation](https://pythonhosted.org/ibmdbpy/index.html) and to the dedicated [Git repository](https://github.com/ibmdbanalytics/ibmdbpy/tree/master/ibmdbpy). This notebook provides you with an overview of ibmdbpy functionalities through a tourism use case. \n",
"\n",
"\n",
"__About this notebook__\n",
"\n",
"In the \"Museums\" notebook series, you get deeper insights about how to perform in-database analytics with ibmdbpy.\n",
"Our use case: tourism in the United States. Imagine you have designed a tourism app and want to recommand activities or places to users according to their location, taste and a set of other constraints. Ibmdbpy spatial extension enables you to efficiently query your database for real-time recommandation. The two notebooks of this series respectively cover the following topics:\n",
"\n",
"1. Open and preprocess data: here you are!\n",
"2. Recommend a Point of Interest in the US: [geospatial recommandation notebook](./ibmdbpy_Museums_DataAnalysis_2-geospatial.ipynb)\n",
"\n",
"\n",
"__Prerequisites__\n",
"* Db2 account: see [IBM Cloud](https://cloud.ibm.com/login) or [Db2 Warehouse](https://www.ibm.com/support/knowledgecenter/en/SSCJDQ/com.ibm.swg.im.dashdb.kc.doc/welcome.html)\n",
"* Db2 driver: learn more on [IBM Knowledge Center](https://www.ibm.com/support/knowledgecenter/en/SSFMBX/com.ibm.swg.im.dashdb.doc/connecting/connect_applications_by_type.html) and see [IBM Support](https://www.ibm.com/support/pages/db2-jdbc-driver-versions-and-downloads)\n",
"* Having installed the [ibmdbpy](https://pypi.org/project/ibmdbpy/) python library with pip: \n",
"> pip install ibmdbpy \n",
"* Optional dependency for JDBC is the [jaydebeapi](https://pypi.org/project/JayDeBeApi/) library. Run the following command to install ibmdbpy, as well as the dependencies for the JDBC feature:\n",
"> pip install ibmdbpy[jdbc]\n",
"* The [museums.csv](https://www.kaggle.com/imls/museum-directory/data) dataset.\n",
"\n",
"Note: the museums dataset we use in this notebook has been published under the licence CC0 1.0 Universal (CC0 1.0) /\n",
"Public Domain Dedication (see [source](https://www.kaggle.com/imls/museum-directory/data)).\n",
"\n",
"\n",
"__Contents__\n",
"\n",
"__1. Get started__\n",
"* Imports \n",
"* Establish JDBC connection\n",
"* Load the data\n",
"\n",
"__2. Explore the data__\n",
"\n",
"* Compute basic statistics\n",
"* Clean the dataand select features \n",
"\n",
"__3. Convert the data into an IdaGeoDataFrame for geospatial analysis__\n",
"\n",
"* Create an IdaGeoDataFrame with an SQL query\n",
"* Map MuseumType to numerical categories\n",
"* Notes about IdaGeoDataFrames\n",
"* Visualization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Get started\n",
"\n",
"First, we make the necessary imports and establish a connection to Db2 Warehouse. Then we load the data using ibmdbpy. You will see how ibmdbpy offers a user-friendly syntax which makes it easy to handle for Pandas lovers. Many functionalities keep the same name (e.g. head, tail, describe) or structure (e.g. selection, filtering). \n",
"\n",
"But ibmdbpy is not just another data science library: it has been designed for in-database analytics, seemlessly bringing the code inside Db2 for efficient query execution, while enabling you to work with a familiar Python environment. \n",
"\n",
"By using the verbosity mode you are able to see in real time the query executed inside Db2: useful to keep control over data manipulation and for trouble shooting!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Imports__\n",
"\n",
"Jaydebeapi is used in order to establish a JDBC connection. We load the necessary classes of ibmdbpy. Pandas, numpy, seaborn and matplotlib are used for data visualization."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# packages for Db2 connection, ibmdbpy classes\n",
"from ibmdbpy import IdaDataBase, IdaDataFrame, IdaGeoDataFrame\n",
"\n",
"# visualization and data transformation\n",
"import pandas\n",
"import geopandas\n",
"import numpy as np\n",
"from shapely.geometry import Point\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Establish JDBC connection__\n",
"\n",
"The JDBC connection is based on a Java Virtual Machine, so it is available on every machine that can run Java. In ibmdbpy, users can choose to use JDBC to connect to a remote Db2 instance. \n",
"\n",
"You have to enter your own credentials in the following cell."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Enter the values for you database connection\n",
"dsn_database = \"___\" # e.g. \"BLUDB\"\n",
"dsn_hostname = \"___\" # e.g.: \"abc.url.example\"\n",
"dsn_port = \"___\" # e.g. \"50000\"\n",
"dsn_uid = \"___\" # e.g. \"db2_1234\"\n",
"dsn_pwd = \"___\" # e.g. \"zorglub\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Establish connection\n",
"connection_string='jdbc:db2://'+dsn_hostname+':'+dsn_port+'/'+dsn_database+':user='+dsn_uid+';password='+dsn_pwd+\";\" \n",
"idadb=IdaDataBase(dsn=connection_string, verbose = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The connection is now established! If you leave this notebook open for a while, it might get closed even if your Kernel does not die. No problem! Your variables are not lost, it is only the connection that has been interrupted. Just run the following to reconnect:\n",
"\n",
"> idadb.reconnect()\n",
"\n",
"In the end of this notebook, you will close the connection by running:\n",
"\n",
"> idadb.close()\n",
"\n",
"Note that you can modify the verbosity (i.e. whether the underlying SQL queries executed when calling the python functions are printed) with the `verbose` option in the definition of the IdaDataBase object above.\n",
"\n",
"By default the environment variable `AUTOCOMMIT` is then set to True, which means that every SQL statement which is submitted through the connection is executed within its own transaction and then committed implicitly. When you close the connection to Db2, if the environment variable `AUTOCOMMIT` is set to False, then all changes after the last explicit commit are discarded. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Load the data__\n",
"\n",
"We load the csv data locally as a Pandas DataFrame, then save it to a Db2 table and open it as an IdaDataFrame inside this notebook.\n",
"\n",
"Please use this [link](https://www.kaggle.com/imls/museum-directory/data) to download the dataset if you have not already done so.\n",
"\n",
"Note on column names\n",
"\n",
"We rename columns for convenience: we remove spaces and add underscores for clarity. IdaDataFrames which are displayed in the notebooks are views of remote tables. So column names should be SQL compatible.\n",
"\n",
"In the cells below, we check if a table with the same name already exists in the database. If so, you may want to overwrite the existing table. Otherwise, you have to modify table names to avoid any conflict.\n",
"\n",
"*The dataset must be in your current working directory under the name museums.csv. Otherwise, change the path in the cell bellow.*\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"## museums.csv must be put in your current working directory\n",
"\n",
"# new names without spaces\n",
"dico = {'Museum ID': 'MuseumID', \n",
" 'Museum Name':'MuseumName', \n",
" 'Legal Name':'LegalName', \n",
" 'Alternate Name':'AlternateName',\n",
" 'Museum Type':'MuseumType', \n",
" 'Institution Name':'InstitutionName',\n",
" 'Street Address (Administrative Location)':'StreetAddress_Admin',\n",
" 'City (Administrative Location)':'City_Admin', \n",
" 'State (Administrative Location)':'State_Admin',\n",
" 'Zip Code (Administrative Location)':'ZipCode_Admin',\n",
" 'Street Address (Physical Location)':'StreetAddress_Physical', \n",
" 'City (Physical Location)':'City_Physical',\n",
" 'State (Physical Location)':'State_Physical',\n",
" 'Zip Code (Physical Location)':'ZipCode_Physical',\n",
" 'Phone Number':'PhoneNumber', \n",
" 'Locale Code (NCES)':'LocaleCode_NCES',\n",
" 'County Code (FIPS)':'CountyCode_FIPS', \n",
" 'State Code (FIPS)':'StateCode_FIPS', \n",
" 'Region Code (AAM)':'RegionCode_AAM',\n",
" 'Employer ID Number':'EmployerID', \n",
" 'Tax Period':'TaxPeriod'}\n",
"\n",
"def create_museums(clear_existing): \n",
" # Read the csv file with pandas\n",
" df = pandas.read_csv('museums.csv', low_memory=False)\n",
" # DtypeWarning: Columns (9,14,21) have mixed types. => Specify dtype option on import or set low_memory=False.\n",
" print('Checking column names')\n",
" print(df.columns)\n",
" # Rename columns\n",
" print('Renaming columns')\n",
" print(df.columns)\n",
" df = df.rename(columns=dico)\n",
" # Create the table in Db2\n",
" museums = idadb.as_idadataframe(df, \"MUSEUMS\", clear_existing = clear_existing)\n",
" print('Table MUSEUMS successfully created!')\n",
" return museums"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The MUSEUMS table already exists.\n",
"Would you like to overwrite it?\n",
"[y/n] n\n",
"Alright. Let's keep the existing one.\n"
]
}
],
"source": [
"if idadb.exists_table('MUSEUMS'):\n",
" print('The MUSEUMS table already exists.')\n",
" print('Would you like to overwrite it?')\n",
" ans = input('[y/n] ')\n",
" if ans == 'y':\n",
" museums = create_museums(clear_existing = True)\n",
" if ans == 'n':\n",
" print(\"Alright. Let's keep the existing one.\")\n",
" museums = IdaDataFrame(idadb, \"MUSEUMS\")\n",
"else:\n",
" print('No MUSEUMS table exists in your database.')\n",
" print('The MUSEUMS table is going to be written into Db2.')\n",
" museums = create_museums(clear_existing = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that here our dataset is relatively small, so splitting it into many chunks (104 chunks of 320 rows with ibmdbpy here) is not very efficient... But this is very useful when you are processing your own real-world, mission-critical data which consists in tens of millions of rows! "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Finally, take a look at the data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
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\n",
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\n",
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MuseumID
\n",
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MuseumName
\n",
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LegalName
\n",
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AlternateName
\n",
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MuseumType
\n",
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InstitutionName
\n",
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StreetAddress_Admin
\n",
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City_Admin
\n",
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State_Admin
\n",
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ZipCode_Admin
\n",
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...
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StateCode_FIPS
\n",
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RegionCode_AAM
\n",
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EmployerID
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TaxPeriod
\n",
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Income
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Revenue
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MUSEUMTYPE_CAT_0
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MUSEUMTYPE_CAT_1
\n",
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MUSEUMTYPE_CAT_2
\n",
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MUSEUMTYPE_CAT_3
\n",
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\n",
" \n",
" \n",
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\n",
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0
\n",
"
8400100001
\n",
"
WESTERVELT-WARNER MUSEUM OF AMERICAN ART
\n",
"
WESTERVELT WARNER MUSEUM
\n",
"
None
\n",
"
2
\n",
"
None
\n",
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8316 MOUNTBATTEN RD NE
\n",
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TUSCALOOSA
\n",
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AL
\n",
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35406
\n",
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...
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1.0
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3
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None
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1
\n",
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8400100002
\n",
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U. S. ARMY AVIATION MUSEUM
\n",
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ARMY AVIATION MUSEUM FOUNDATION INC
\n",
"
None
\n",
"
2
\n",
"
None
\n",
"
6000 NOVOSEL ST
\n",
"
FORT RUCKER
\n",
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AL
\n",
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36362
\n",
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...
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1.0
\n",
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3
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630589651
\n",
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201409.0
\n",
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406078.0
\n",
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256287.0
\n",
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None
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None
\n",
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None
\n",
"
None
\n",
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\n",
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\n",
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2
\n",
"
8400100004
\n",
"
U.S. SPACE & ROCKET CENTER
\n",
"
U.S. SPACE & ROCKET CENTER FOUNDATION
\n",
"
None
\n",
"
2
\n",
"
None
\n",
"
ONE TRANQUILITY BASE
\n",
"
HUNTSVILLE
\n",
"
AL
\n",
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35807
\n",
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...
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1.0
\n",
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3
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631265839
\n",
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201309.0
\n",
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2022595.0
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2022595.0
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None
\n",
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None
\n",
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None
\n",
"
None
\n",
"
\n",
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\n",
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3
\n",
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8400100005
\n",
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WELLBORN MUSCLECAR MUSEUM
\n",
"
WELLBORN MUSCLECAR MUSEUM
\n",
"
None
\n",
"
2
\n",
"
None
\n",
"
124 BROAD ST
\n",
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ALEXANDER CITY
\n",
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AL
\n",
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35010
\n",
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...
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1.0
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3
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None
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NaN
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NaN
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NaN
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None
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None
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None
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None
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\n",
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4
\n",
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8400100007
\n",
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USS ALABAMA BATTLESHIP
\n",
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USS ALABAMA BATTLESHIP COMMISSION
\n",
"
None
\n",
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2
\n",
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None
\n",
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2703 BATTLESHIP PKWY
\n",
"
SPANISH FORT
\n",
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AL
\n",
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36527
\n",
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...
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1.0
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3
\n",
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None
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NaN
\n",
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NaN
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NaN
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None
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5 rows × 29 columns
\n",
"
"
],
"text/plain": [
" MuseumID MuseumName \\\n",
"0 8400100001 WESTERVELT-WARNER MUSEUM OF AMERICAN ART \n",
"1 8400100002 U. S. ARMY AVIATION MUSEUM \n",
"2 8400100004 U.S. SPACE & ROCKET CENTER \n",
"3 8400100005 WELLBORN MUSCLECAR MUSEUM \n",
"4 8400100007 USS ALABAMA BATTLESHIP \n",
"\n",
" LegalName AlternateName MuseumType \\\n",
"0 WESTERVELT WARNER MUSEUM None 2 \n",
"1 ARMY AVIATION MUSEUM FOUNDATION INC None 2 \n",
"2 U.S. SPACE & ROCKET CENTER FOUNDATION None 2 \n",
"3 WELLBORN MUSCLECAR MUSEUM None 2 \n",
"4 USS ALABAMA BATTLESHIP COMMISSION None 2 \n",
"\n",
" InstitutionName StreetAddress_Admin City_Admin State_Admin \\\n",
"0 None 8316 MOUNTBATTEN RD NE TUSCALOOSA AL \n",
"1 None 6000 NOVOSEL ST FORT RUCKER AL \n",
"2 None ONE TRANQUILITY BASE HUNTSVILLE AL \n",
"3 None 124 BROAD ST ALEXANDER CITY AL \n",
"4 None 2703 BATTLESHIP PKWY SPANISH FORT AL \n",
"\n",
" ZipCode_Admin ... StateCode_FIPS RegionCode_AAM EmployerID TaxPeriod \\\n",
"0 35406 ... 1.0 3 None NaN \n",
"1 36362 ... 1.0 3 630589651 201409.0 \n",
"2 35807 ... 1.0 3 631265839 201309.0 \n",
"3 35010 ... 1.0 3 None NaN \n",
"4 36527 ... 1.0 3 None NaN \n",
"\n",
" Income Revenue MUSEUMTYPE_CAT_0 MUSEUMTYPE_CAT_1 MUSEUMTYPE_CAT_2 \\\n",
"0 NaN NaN None None None \n",
"1 406078.0 256287.0 None None None \n",
"2 2022595.0 2022595.0 None None None \n",
"3 NaN NaN None None None \n",
"4 NaN NaN None None None \n",
"\n",
" MUSEUMTYPE_CAT_3 \n",
"0 None \n",
"1 None \n",
"2 None \n",
"3 None \n",
"4 None \n",
"\n",
"[5 rows x 29 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Similarly to Pandas DataFrames, ibmdbpy IdaDataFrames have a 'head' method\n",
"museums.head()\n",
"# Column names successfully inferred and modified"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ibmdbpy has a Pandas like behavior but of course it has something more than Pandas: it has been optimized to bring code to the database instead of waiting for the data to come. Let's explore our dataset with ibmdbpy!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Explore the data\n",
"\n",
"First we look at a few basic statistics and clean our data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Compute basic statistics__\n",
"\n",
"In a very Pandas-like way, explore your dataset and compute a few basic statistics."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"We have 33072 rows and 29 features\n"
]
}
],
"source": [
"# Shape attribute like for numpy arrays\n",
"print(\"We have %d rows and %d features\" %museums.shape)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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" TYPENAME\n",
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"AlternateName VARCHAR\n",
"MuseumType VARCHAR\n",
"InstitutionName VARCHAR\n",
"StreetAddress_Admin VARCHAR\n",
"City_Admin VARCHAR\n",
"State_Admin VARCHAR\n",
"ZipCode_Admin VARCHAR\n",
"StreetAddress_Physical VARCHAR\n",
"City_Physical VARCHAR\n",
"State_Physical VARCHAR\n",
"ZipCode_Physical DOUBLE\n",
"PhoneNumber VARCHAR\n",
"Latitude DOUBLE\n",
"Longitude DOUBLE\n",
"LocaleCode_NCES DOUBLE\n",
"CountyCode_FIPS DOUBLE\n",
"StateCode_FIPS DOUBLE\n",
"RegionCode_AAM INTEGER\n",
"EmployerID VARCHAR\n",
"TaxPeriod DOUBLE\n",
"Income DOUBLE\n",
"Revenue DOUBLE"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Column dtypes\n",
"museums._get_columns_dtypes().head(25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We seem to have a lot of textual data: museum name, legal name etc. But we also have several features corresponding to geographical data: Zip code, Latitude... (although not in a geospatial data type) as well as a few numerical features such as income and revenue. "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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vOnz4sC5dunRT59y6davatGmjIkWKqGzZsgoMDJR0ZY3skSNH1K1bN0lSTk6OateufdPXAAAAcLcjqF7Dt99+q8mTJ6tXr17q0qWLzp49K5vNVqBjTSZTrn1zcnKuud3D48pXb7FY1K5dO3u3NiMjQxaL5VZdCgAAwF2Lqf9r2Lx5s9q1a6ewsDB5eXkpJSXFHh7d3d1lNptz7f/Xbd7e3vr1119ls9l09OhR7du3T5LUtGlTrVq1StnZ2Tp//rw2btwoSWrSpIm+/vpr/fnnn7LZbBo+fLjmzJlzB68WAADAmOioStq+fbvq169vf+/v76+UlBStWLFCRYoUUYMGDXTs2DFJ0lNPPaXQ0NBcj5by9/dXbGysxo8fr8jISMXHxysoKEjVq1fX448/Lkl6+umntWvXLgUHB6t8+fKqUaOGJKlmzZqKiIhQ7969ZbVaVatWLb3yyit38OoBAACMyWQr6Jw2DCv7ZLqzSyiwopW8dCgt1dllFFj1sj7OLgEAgHsWU/8AAAAwJIIqAAAADImgCgAAAEMiqAIAAMCQCKoAAAAwJIIqAAAADInnqAIAALiY71t97ND+j68dcJsquTl0VAEAAGBIdFQBAABcjcnk7ApuCYIqAACAq3EjqAIAAMCATHRUAQAAYEiukVMJqgAAAC6HqX8AAAAYEVP/AAAAMCaCKgAAAAyJqX8YRdFKXs4uwSHVy/o4uwQAAFyaizRUCaoAAAAux0WSKkHVBWQe/tPZJRRY8QfLKWTiCGeXUWDLBn4gSco+me7kSgrubuuwAwBuPRNT/wAAADAkgioAAAAMial/AAAAGBHPUQUAAIAxuTm7gFuDoAoAAOBi6KgCAADAmAiqAAAAMCKTu2vM/RNUAQAAXI1rNFQJqgAAAK7G5OYaHVXXuAoAAAD8f24OvhywbNkytW/fXm3atNH8+fPzfP7zzz8rLCxMHTt21D//+U+lpxf+1x0JqgAAAK7GZHLsVUCnTp3SpEmTtGDBAiUmJmrRokU6ePBgrn0++ugjRUZGKikpSdWrV9esWbMKfRlM/QMAANzj0tPTr9n59PLykpeXl/39pk2bFBAQoDJlykiS2rZtq9WrVysiIsK+j9VqVUZGhiQpMzNTpUuXLnRdBFUAAAAX4+hzVOfMmaPY2Ng82yMiItS/f3/7+9TUVFWoUMH+3sfHRzt37sx1zJAhQ9SvXz9FR0erePHiWrx4sYPV/38EVQAAAFfj5lhQ7d27tzp37pxn+1+7qdKVbulfQ7DNZsv1PisrS0OHDtXs2bPl7++vzz//XO+8845mzpzp4AVcQVAFAABwNQ4+nurvU/zXU6lSJW3fvt3+/vTp0/Lx8bG/379/vzw9PeXv7y9J6t69uz755BPHivkLbqYCAABwMSaTyaFXQTVr1kybN29WWlqaMjMz9dVXXykwMND+ebVq1XTy5En99ttvkqRvv/1Wjz32WKGvg44qAACAq3Fw6r+gKlasqLfeeku9evVSTk6OunbtKn9/f4WHhysyMlKPPfaYRo8erQEDBshms6lcuXKKjo4u9HguHVRTUlIUGxurefPm3Zbzh4eHa9SoUcrOzta0adMc+ouYMmWKJOVaoAwAAHBLOHgzlSNCQkIUEhKSa9unn35q/3PLli3VsmXLWzKWSwfV2+3qX0pKSoqOHj3q5GoAAACucPSuf6O6J4Pq9OnTlZSUJHd3dzVv3lyDBw/WiRMnFBERoUceeUR79+5VuXLl9Mknn6hMmTJauXKlJk+erPvuu0+1atWSxWLRmDFj1Lp1a82dO1ejRo3SsWPHNGLECAUFBeXq4g4ZMkSNGzdWly5d9J///EeLFy+Wt7e3vLy87AuNN2zYoMmTJ8tsNqtq1aoaOXKkvL29nfkVAQCAu9ltmvq/0+65m6nWr1+v5ORkxcfHa8mSJTpy5Iji4uIkSb/88ov69u2r5cuXy8vLS8uWLVNaWpqio6M1Z84cffnllzp//nyec0ZFRcnPz08ffPDBdcfdtWuXfczPP/9cJ0+elCSlpaVpwoQJmjVrlhITE9WiRQuNHz/+9lw8AAC4J5jcTA69jOqe66hu2bJFHTp0UPHixSVJYWFhSkxMVMuWLVWuXDnVrl1bkvTII4/o/Pnz2r59u+rXr6+KFStKkjp16qRvvvnG4XG3bt2qli1bqkSJEpKkoKAgWa1W/fTTTzpx4oR69eol6crzyW7mFxwAAAAcfTyVUd1zQdVqtebZZjabJUmenp72bSaTSTabTW5ubtc85nquHndVTk7ONbd7eHgoOztbFotFDRo00PTp0yVJly9ftv/sGAAAQKG4yBrVe27qPyAgQCtWrFBWVpbMZrPi4+MVEBBw3f0bNGigXbt2KTU1VTabTStXrsyzQNnd3d0edr29vXX06FFdvnxZ586d0/fffy9Jatq0qdauXasLFy7o8uXL+vrrryVJdevW1Y4dO3To0CFJ0tSpUzVu3LjbcekAAOAewdT/XeLq1P1VISEhevLJJxUWFiaz2awWLVroxRdftK8Z/buyZcsqKipK/fr1U9GiRVW1atU8v9xQo0YNXbhwQYMHD1ZMTIxatmypDh06qEqVKnr88cclSbVq1VLv3r3VtWtXeXl5qXLlypKkChUqKDo6WgMGDJDValXFihUVExNzm74NAABwT3CRjqrJ9tf5aORx9uxZzZs3TxEREXJzc9OoUaNUrVo19ezZ09ml2WUe/tPZJRRY8QfLKWTiCGeXUWDLBl65QS77ZLqTKym4opVu/BN4AADXtv/tJQ7t/+j4zrepkpvj8h3Vm1WmTBmlp6crODhY7u7uqlOnjrp16+bssgAAAK7L5CKLOwmqN2AymRQVFeXsMgAAAArORab+CaoAAAAuxuThGi1VgioAAICroaMKAAAAI/r7ozTvVgRVAAAAV+MaM/8EVQAAAFdDRxUAAADGRFAFAACAIRn4Z1Ed4SIrGAAAAOBq6KgCAAC4GNaoAgAAwJhcI6cSVAEAAFyOi6xRJagCAAC4GBNBFQAAAIbEGlUAAAAYETdTwTCKP1jO2SU4ZNnAD5xdgsOKVvJydgkAABQcU/8wiuzTF5xdQoEVrVBKFy7cPfWWKlVKkpTxyyknV1JwJWpWvCu/YwDALeQaOZWgCgAA4GqY+gcAAIAxMfUPAAAAQ6KjCgAAACNi6h8AAADG5ObsAm4NgioAAICLMbm7RlIlqAIAALgapv4BAABgRCbu+gcAAIAh0VEFAACAIblGTiWoAgAAuBqm/gEAAGBMTP0DAADAiHjgPwAAAIyJqX8AAAAYkmvkVFf5gS0AAAC4GoIqAACAizG5uTn0csSyZcvUvn17tWnTRvPnz7/ufuvWrVPr1q1v6jqY+gcAAHA1t2nq/9SpU5o0aZISEhJUtGhR9ejRQ02aNNHDDz+ca78zZ85o7NixNz3eDSN0SkqKevbsedMDXcuUKVM0ZcqUG+6XmJiosLAwhYaGKiQkRHPnznVonGPHjhU60aekpMjPz08HDhzItd3X19f+59TUVL399tvq0KGDOnbsqH/+8586evSo/fj69esrNDQ01+vrr7+2f969e3d17NhRHTp00Lhx42SxWApVKwAAgHTlOaqOvApq06ZNCggIUJkyZXTfffepbdu2Wr16dZ79oqKiFBERcdPXYfiO6qJFixQXF6cZM2bIx8dH6enp6tevn4oXL65nn332jtUxZMgQLV68WO7u7rm2X7p0ST179lS/fv0UExMjk8mkpKQk9e3bV6tWrZIk+fn5ad68eXnOmZ2drUGDBmnhwoW6//77lZ2drcjISM2fP1+9evW6I9cFAABckIOPp0pPT1d6enqe7V5eXvLy8rK/T01NVYUKFezvfXx8tHPnzlzHzJ07V7Vr11bdunUdLDqvQgfV6dOnKykpSe7u7mrevLkGDx4sd3d3zZ49WwsXLpS7u7tatWqlwYMHa//+/Ro5cqQuXbqktLQ0vfLKK3ruuedynW/Dhg2aPHmyzGazqlatqpEjR8rb21vTpk1TdHS0fHx8JF35wsaOHauLFy9Kknbs2KGPPvpIly9flre3tz788ENVq1ZNe/bs0dChQyVJNWvWtI9z5swZDRs2TCdPnpTJZNKgQYPUrFmzfK+1fv36KlKkiD799FO9+uqruT5bsWKFypYtq+7du9u3dezYUUWLFlV2dna+583MzNTFixeVmZkpSSpatKiGDh2qjIyMfI8DAADIl4NBdc6cOYqNjc2zPSIiQv3797e/t1qtuZ7RarPZcr3fv3+/vvrqK82ePVsnT54sROG5FSqorl+/XsnJyYqPj1eRIkXUv39/xcXF6bHHHtOCBQsUHx+v4sWL6+WXX9bu3bu1dOlSvf7662ratKmOHj2qjh075gqqaWlpmjBhgubOnavSpUsrLi5O48eP16BBg3TixAnVrl071/g1atSQdKUjOXDgQH388cfy9/fXqlWrNHDgQMXHx+udd97RkCFD1Lx5c/373/9WSkqKJOmjjz5SWFiYnnrqKaWmpur5559XYmKiSpYsme81jxo1Sl26dNFTTz2lRx55xL597969qlOnTp79g4KC7H/evXu3QkNDc30+e/ZseXt765///Ke6dOmi6tWrq0mTJgoKClLDhg0L+DcBAACQl8nB2+V79+6tzp0759n+126qJFWqVEnbt2+3vz99+rS9mShJq1ev1unTpxUWFqacnBx71lqwYIFjBf2fQgXVLVu2qEOHDipevLgkKSwsTImJicrKylKrVq1UqlQpSVfCmCTVqlVLGzdu1IwZM7R//35dunQp1/l++uknnThxwj7dbbVaVbp0abn9311onp6e16zj8OHD8vLykr+/vySpXbt2GjZsmI4fP67U1FQ1b95cktSlSxfFx8dLurK24rffftPkyZMlSWazWUePHlWtWrXyvebKlSvrrbfesi8BuMrNzU1FixbN99jrTf1L0muvvabu3btr06ZN+u677xQeHq4333xTffr0yfecAAAA1+VgR/XvU/zX06xZM02ZMkVpaWkqXry4vvrqK40cOdL+eWRkpCIjIyVduUeoV69ehQ6pUiGDqtVqzbPNbDbLw8MjV/v31KlTKl68uIYOHSovLy+1atVK7du31/Lly3Mda7FY1KBBA02fPl2SdPnyZWVkZKhMmTK6//77tXv3bjVq1Mi+/9atW7VhwwYFBwfnqcNms+m+++6TzWazb/vrulKr1ao5c+aoTJkykq6stShXrlyBrrt79+5as2aNPv30U/s2Pz8/JSQk5Nl36NChNwybO3bs0M8//6wXXnhBwcHB9ld0dDRBFQAAFN5t+mWqihUr6q233lKvXr2Uk5Ojrl27yt/fX+Hh4YqMjNRjjz12S8cr1HNUAwICtGLFCmVlZclsNis+Pl4BAQFq2LCh1q9fr4yMDJnNZg0aNEi7d+/Wd999p8jISD399NPasGGDJOW6s71u3brasWOHDh06JEmaOnWqxo0bJ0l66aWXNGbMGJ0+fVrSlWUCY8aMUbVq1fTQQw/p3Llz9kW8K1euVOXKleXt7a3KlStr3bp1kpQrGAcEBNiT/cGDBxUSEmJfI1oQo0aNsneKpStT/MePH9cXX3xh3xYfH6+tW7eqWrVq+Z6rdOnSio2N1S+//GLf9vPPP9+wuwsAAJAfk8nk0MsRISEhWr58udasWaPw8HBJ0qeffponpFatWlXJyck3dR0F6qhu375d9evXz1Xgk08+qbCwMJnNZrVo0UIvvviiPDw89OKLL6pHjx6yWq165pln1KxZM/Xv31/PP/+8PD09VbNmTVWpUkXHjh2zn69ChQqKjo7WgAEDZLVaVbFiRcXExEiSnnvuOZnNZvXr108mk0k2m03du3e33/E/adIkjRw5UpmZmSpdurQmTZokSYqJidG7776rjz/+WPXq1bOPFRUVpWHDhikkJESSNG7cuBuuT/2rypUra+DAgXr//fclScWKFdPs2bMVHR2t2bNny2QyqWrVqvrss8/sSwKutUa1Q4cOeuWVVzRmzBi99957unjxokwmk/z9/TVs2LAC1wMAAJCHg+HTqEy2v86R466UffqCs0sosKIVSunChbun3qvrrTN+OeXkSgquRM2Kd+V3DAC4dYN3/rYAACAASURBVM4s3+3Q/uWD/W5TJTfH8M9RvRNWrlypGTNmXPOzpUuX3uFqAAAAbpK7a3RUCaqS2rdvr/bt2zu7DAAAgFvC0XWnRkVQBQAAcDW36a7/O42gCgAA4GroqAIAAMCIXCSnElQBAABcDlP/AAAAMCJupgIAAIAxEVQBAABgSEz9AwAAwIhMBFUAAAAYElP/AAAAMCTXyKlyc3YBAAAAwLXQUQUAAHAxrFEFAACAMbFGFUZRtEIpZ5fgkFKl7q56JalEzYrOLsEhd+N3DAC4dXjgPwAAAIzJRe5CIqi6gKwjac4uocCKVSurrGPnnF1GgRWrWkaStPP4ESdXUnD+VarpwoULzi6jwK52f1Mz7p6afUrQsQZgcHRUAQAAYERM/QMAAMCYuOsfAAAARsTjqQAAAGBMbq5xNxVBFQAAwMWYXCOnElQBAABcDjdTAQAAwJAIqgAAADAibqYCAACAMblGTiWoAgAAuBym/gEAAGBETP0DAADAmAiqAAAAMCITU/8AAAAwJDqqAAAAMCQ6qgAAADAiF8mpBFUAAACXc69O/V+8eFETJkzQtm3b5O7uLi8vLw0ZMkR16tS5ZUVNnjxZzZo1U8OGDW9rHVOmTJEk9e/f3+EahwwZoi1btqh06dL2bU8++aTeeusttW7dWnPnzlXVqlXl6+urmjVrymQyyWKxqESJEhoxYoR8fX2Vnp6uESNGaP/+/ZIkHx8fvf/++3rwwQcdrgcAAOCqe/JmKqvVqvDwcDVp0kSJiYny8PDQli1bFB4erhUrVsjb2/uWFLVt2zY1adLE6XXcSGRkpLp06XLD/ZYuXWr/87x58zRs2DAtWrRIEyZM0KOPPqoJEyZIkpYvX6633npLS5YsuW01AwAA3C3cHNk5JSVFJ06cUGRkpDw8rmTcgIAAjR49WlarVdOnT1f79u0VEhKiMWPGyGKx6NixY2rdurX9HFOmTLF3Mlu0aKGRI0eqU6dOCgsL09GjR5WYmKjdu3crKipK+/bt05NPPimr1Wof/+WXX75hHZKuWYsk/ec//1GbNm3UvXt37dy5017Xhg0b1LVrV3Xq1EkRERE6e/ZsYb/TfDVp0sTeQT1z5owuX75sr7l9+/aF6u4CAADkYjI59jIoh4Lqnj17VLNmTbm55T6sZcuW2r17t5KTkxUfH68lS5boyJEjiouLy/d8p0+fVtOmTZWYmKhGjRpp/vz56tSpk/z8/DRq1Cj5+vqqatWqSklJkSQlJiaqS5cu+dZRrlw5rV+//pq17Nq1y77t888/18mTJyVJaWlpmjBhgmbNmqXExES1aNFC48ePv+H3MXnyZIWGhtpfFy9ezHd/m82mFStWqH79+pKk1157TfHx8WrWrJkGDBig+Ph4NW/e/IbjAgAA5MvNwZdBOTT17+bmJk9Pz2t+tmXLFnXo0EHFixeXJIWFhSkxMVEtW7bM95xPPPGEJOmRRx7R9u3b83weFhampKQk1atXT1u2bNHw4cO1YMGC69aRXy1ZWVlq2bKlSpQoIUkKCgqS1WrVTz/9pBMnTqhXr16Sriwt+Ova0+sp6NR/aGioJCk7O1s1atTQhx9+KEny8/PTt99+qx9++EGbNm3SZ599pri4OC1atMjeKQYAAHDUPblG1c/PTwsWLJDNZsv1BUycOFGbN29W586dc+1vNptlMplks9lybftrCLsaOP++31VBQUGaNGmS1qxZo8DAQHl6euZbR7NmzexT6TeqxcPDQ9nZ2bJYLGrQoIGmT58uSbp8+bIyMjIc+Wry9dc1qlfZbDYNHz5c7733nho3bqzGjRvrjTfeUNu2bbVnzx75+/vfsvEBAMC9Jcszb6bKTxEH9l22bJmmTZsms9ms3r1764UXXsj1+d69ezV06FBlZGSoYcOGGjFiRKEbcA41exs2bKhy5copNjbWvuZz48aNSkhIUO/evbVixQplZWXJbDYrPj5eAQEB8vLy0rlz55SWlqbs7Gxt3LjxhuO4u7vbz1+8eHEFBgZq4sSJ9u5lfnU8/PDDCggIuGYtTZs21dq1a3XhwgVdvnxZX3/9tSSpbt262rFjhw4dOiRJmjp1qsaNG+fIV+Mwk8mkX3/9VbNmzbIH62PHjslsNuuBBx64rWMDAAAUxqlTpzRp0iQtWLBAiYmJWrRokQ4ePJhrn8GDB2vYsGFas2aNbDabFi9eXOjxHIq3JpNJU6dO1ejRoxUcHCwPDw95e3tr5syZql27tk6cOKGwsDCZzWa1aNFCL774ojw8PPTyyy+ra9euqlSpkh577LEbjvPEE0/ogw8+0NixY9WgQQN16NBBP/zwg+rWrXvDOsqXL69WrVpp796916yld+/e6tq1q7y8vFS5cmVJUoUKFRQdHa0BAwbIarWqYsWKiomJKcTX6ZiJEydq9OjReuqpp1S8eHGVKlVKEyZMUJkyZW772AAAAI7atGmTAgIC7Fmlbdu2Wr16tSIiIiRJx48fV1ZWlurVqydJ6tKliyZPnqznn3++UOOZbNeabzcQi8WiSZMmqVy5curbt6+zyzGkrCNpzi6hwIpVK6usY+ecXUaBFat65V/EncePOLmSgvOvUk0XLlxwdhkFVqpUKUlSasbdU7NPiVLOLgEA8uXofwdsNpvS09PzbPfy8pKXl5f9/YwZM3Tp0iW99dZbkqQvvvhCO3fu1MiRIyVJP/74o8aNG6eFCxdKko4cOaJXXnlFa9asKdR1GP6OnbCwMHl7e2vatGl3fOxBgwblaWdLUuvWrfXmm2/e8XoAAABuhzlz5ig2NjbP9oiIiFyPzrRarbnuD/r7/UI3+txRhg+qiYmJThv76oP4AQAAXFnv3r3z3BQvKVc3VZIqVaqU6ylNp0+flo+PT67PT58+bX9/5syZXJ87ysBPzgIAAMCd4OXlpapVq+Z5/T2oNmvWTJs3b1ZaWpoyMzP11VdfKTAw0P55lSpV5Onpqe+//17SlScf/fVzRxFUAQAAUCAVK1bUW2+9pV69eqlTp04KDg6Wv7+/wsPDtWvXLknS+PHjNXr0aAUFBenSpUv259QXhuFvpsKNcTPV7cPNVLcfN1MBwK3n6H8Hrv5vsdEYfo0qAAAAHGMu4u7sEm4JgioAAICLsbrIhDlBFQAAwMW4yspOgioAAICLoaMKAAAAQ6KjCgAAAEMiqAIAAMCQrCKoAgAAwIDoqAIAAMCQuJkKAAAAhkRHFQAAAIbkKkHVZHOVKwEAAIAk6cjZMw7tX827/G2q5ObQUXUBf3y+2dklFFjlvk11KC3V2WUUWPWyPpKkCz8cdXIlBVeqwf06v+WQs8sosNIB1SVJWUfPOrmSgit2v7fStx9xdhkF5tWwmrNLAHCHWW1WZ5dwSxBUAQAAXAw3UwEAAMCQXGVlJ0EVAADAxVisTP0DAADAgOioAgAAwJBYowoAAABDoqMKAAAAQ6KjCgAAAEOiowoAAABDoqMKAAAAQ6KjCgAAAEOiowoAAABDoqMKAAAAQ6KjCgAAAEOiowoAAABDIqgCAADAkKwiqAIAAMCA6KgCAADAkLiZKh+rV6/WzJkzZTabZbPZFBoaqpdfflmTJ09Ws2bN1LBhw+seu3btWh0+fFh9+/bNd4zU1FSNGzdOe/fulbu7u/7xj38oKipK999/f4HrHDJkiBo3bqwuXboU+JirevbsqZMnT+q+++6zb+vWrZteeOEF+fr6at++fTp27JiCgoJUo0YNmUwm5eTkyMfHR6NHj1alSpX0xx9/6MMPP9Tx48dls9lUo0YNDRs2TOXKlXO4HgAAgKusVquzS7glbnlQPXXqlMaOHauEhAR5e3srIyNDPXv2VPXq1bVt2zY1adIk3+N37959wzEuXbqknj17ql+/foqJiZHJZFJSUpL69u2rVatWqUiRIrfqcvI1atSoG16Pj4+Pli5dan8/ZswYjRs3ThMnTtSwYcPUqVMnBQcHS5JmzJihDz74QLGxsbe1bgAA4NqY+r+Os2fPKicnR1lZWZKkEiVKaMyYMfrqq6+0e/duRUVFKTY2VufPn9ekSZOUlZWl9PR0vfvuu3rwwQcVFxcnSapcubKCgoL04Ycf6sCBA7JYLAoPD1dwcLBWrFihsmXLqnv37vZxO3bsqKJFiyo7O1vu7u6Kjo7W5s2bZTKZ1LFjR73yyiuy2WwaM2aM1q1bJx8fH1ksFjVu3FiSlJiYqDlz5shqtapOnTr64IMP5Onpeau/HjVp0kQTJ06UJJ05c0aZmZn2z1544QXt2rXrlo8JAADuLdxMdR01a9bUU089paefflq1atVSkyZNFBISooiICKWkpCgiIkK+vr6KjIzUqFGjVKNGDW3evFnR0dFatmyZevToIUkKCwvT+PHjVadOHY0dO1YXL15Ujx49VLduXe3du1d16tTJM3ZQUJAkaf78+Tpx4oSSkpKUnZ2tnj176tFHH1VWVpb27Nmj5cuX68KFC+rYsaMk6cCBA1q8eLHi4uLk6empCRMmaNasWXr99dfzvdaoqCj71H+JEiW0YMGCfPfPycnRmjVrVK9ePUnSwIEDNXjwYE2ZMkVNmzZVYGCg/RoAAAAKi45qPkaMGKHXX39d//vf//S///1P3bp10/jx43PtExMTo7Vr12r16tX66aeflJGRkec8mzZtUlZWluLj4yVdmfI/cOCA3NzcVLRo0euOn5KSos6dO8vd3V3FixdXSEiINm/erJycHLVp00ZFihRR2bJlFRgYaN//yJEj6tatm6QrgbJ27do3vM6CTP2npqYqNDRUkpSdnS1/f38NGjRIkhQYGKgNGzYoJSVFmzdvVkxMjFasWKGpU6fecGwAAABXd8uD6rp163Tp0iW1b99eYWFhCgsL0+LFi/Xll1/m2u/5559XkyZN1KRJEzVt2lRvv/12nnNZrVbFxMTYu6dnzpxR6dKllZ6eroSEhDz7Dx06VH369MmzgNhms8lischkMuX6fxgeHlcu32KxqF27doqKipIkZWRkyGKx3NwX8X/+vkb1qnPnzmnq1Kl67733FBgYqMDAQL3++utq0aKF0tLSVLZs2VsyPgAAuPdYXORmKrdbfcJixYppwoQJOnbsmKQrIXHv3r2qVauW3N3dZbFYdO7cOR0+fFhvvvmmAgMD9e2339qDobu7u8xmsyQpICBACxculHSlM9mxY0edOHFCQUFBOn78uL744gv7uPHx8dq6dauqVaumgIAAJSYmymKxKDMzU8uWLbMH4lWrVik7O1vnz5/Xxo0bJV1ZN/r111/rzz//lM1m0/DhwzVnzpxb/dXkUqpUKSUnJysxMdG+7eDBgypXrpxKly59W8cGAACuzWazOfQyqlveUQ0ICFBERIReffVV5eTkSJKeeOIJvfHGG5o3b54++OADjR07Vl27dlWHDh3k4eGhgIAAZWVl6dKlS2rUqJHeeecdlS9fXhERERo+fLiCg4NlsVg0ePBgPfDAA5Kk2bNnKzo6WrNnz5bJZFLVqlX12WefqWjRourevbsOHz6s0NBQ5eTkKCQkRM8884wkadeuXQoODlb58uVVo0YNSVfW1UZERKh3796yWq2qVauWXnnllVv91eTi7u6umTNnasyYMfrkk09UrFgx+fj4aPr06XJ3d7+tYwMAANdm5PDpCJPNVa7kHvbH55udXUKBVe7bVIfSUp1dRoFVL+sjSbrww1EnV1JwpRrcr/NbDjm7jAIrHVBdkpR19KyTKym4Yvd7K337EWeXUWBeDas5uwQAd9jKXd87tH/7xx6/TZXcHH6ZKh89e/ZUenp6nu09evTQc88954SKAAAAbsxV+pAE1XzMmzfP2SUAAAA4jJ9QBQAAgCG5SlC95Xf9AwAAwLnu9F3/f/zxh1544QUFBQXptddeu+bz8a+6ePGinn76aaWkpNzwvARVAAAAF2O12Rx63awRI0bo+eef1+rVq+Xn55fvjxeNHDnymvcAXQtBFQAAwMU42lFNT0/XsWPH8rwKEihzcnK0bds2tW3bVpLUpUsXrV69+pr7rly5UiVKlJCvr2+BroM1qgAAAC7G0en8OXPmKDY2Ns/2iIgI9e/fP99jz549q5IlS9p/8bNChQo6depUnv3++OMPzZkzR3PmzFF4eHiB6iKoAgAAuBhHp/N79+6tzp0759nu5eWV6/2qVas0evToXNuqVasmk8mUa9vf31utVg0dOlTvv/++ihUrVuC6CKoAAAAuxtGOqpeXV55Qei3t2rVTu3btcm3LyclRkyZNZLFY5O7urtOnT8vHxyfXPr/99pt+++03DR06VJL0+++/KyoqSiNHjlRAQMB1xyOoAgAAuBib7tzjqYoUKaKGDRtq5cqVCgkJUWJiogIDA3Pt8/DDD2v9+vX29z179lRERISaNGmS77m5mQoAAMDF3Om7/j/44AMtXrxY7du31/bt2zVgwABJ0sKFC/XJJ58U+rx0VAEAAFyM1Wq9o+NVqVLlmr/oeb2fnC/or38SVAEAAFzMrXiIvxEQVAEAAFyMq/yEKkEVAADAxdzJm6luJ5PNVXrDAAAAkCR99r9vHNq/X4unb1MlN4eOKgAAgItxlT4kQdUFpGZccHYJBeZTopR+CMr7E21G1WB1hCTpyNkzTq6k4Kp5l1fIxBHOLqPAlg38QJJ04cLd889xqVKllHX0rLPLKLBi93tLkg6lpTq5koKrXtbnxjsBuC6CKgAAAAyJm6kAAABgSHRUAQAAYEgEVQAAABgSU/8AAAAwJKvtzv6E6u1CUAUAAHAxTP0DAADAkJj6BwAAgCHRUQUAAIAh0VEFAACAIdFRBQAAgCERVAEAAGBITP0DAADAkOioAgAAwJBsIqgCAADAgCxWgioAAAAMiKl/AAAAGJKrBFU3Rw84duyY/Pz8FBoaqtDQUIWEhKh169aaPHlyoQoIDQ0t1HGSdPHiRY0YMULBwcEKDQ1Vz5499fPPPzt0jilTpmjKlCmFrkGS+vfvr5CQkGt+lpycLF9fX+3evTvX9tatW6tt27a5tpnNZgUEBGjIkCE3VQ8AALi3WW02h15GVaiOqo+Pj5YuXWp/f+rUKbVt21YdOnRQjRo1HDrXX8/jCKvVqvDwcDVp0kSJiYny8PDQli1bFB4erhUrVsjb27tQ53VUWlqa9uzZowoVKuiHH35QgwYNcn2ekJCgoKAgLVq0SH5+frk+y8rK0r59++Tr6ytJ2rx5s0wm0x2pGwAAuC5upvqL06dPy2azqUSJEpo5c6ZWrVoli8WiFi1aaPDgwTKZTJo7d67++9//qlSpUnrooYf0wAMPqH///vL19dW+ffuUmZmpqKgo7du3TyaTSS+99JI6deqkhIQEbdy4UefPn9fRo0fVvHlzDR8+XCkpKTpx4oQiIyPl5nalMRwQEKDRo0fLarVKkqZPn66kpCS5u7urefPmGjx4sNzd3fWf//xHixcvlre3t7y8vOTv7y9J2rBhgyZPniyz2ayqVatq5MiRNwy8y5YtU6NGjfToo48qLi4uV1BNS0vTli1blJiYqE6dOumdd95RyZIl7Z+3adNGa9assQfVlStXqm3btsrKyroVfy0AAOAeZeQuqSMcnvqXpNTUVIWGhiooKEhNmjTRxx9/rNjYWO3fv1+7d+/Wl19+qcTERJ06dUpJSUn65ZdfNH/+fCUkJGjBggU6cuRInnNOmTJF3t7eWr58uebMmaMpU6bol19+kST9+OOPmjx5spKSkrR27Vrt27dPe/bsUc2aNe0h9aqWLVuqXLlyWr9+vZKTkxUfH68lS5boyJEjiouL065du+zbPv/8c508eVLSlVA5YcIEzZo1S4mJiWrRooXGjx9/w+8iISFB7dq1U7t27bRmzRqdO3fO/llSUpKaN2+uqlWrys/PT0lJSbmODQoK0tdffy1Jys7O1i+//GIPzQAAAIVls9kcehnVTU39W61WjRkzRr/++quaN2+umJgY7dy5U126dJF0ZWq7cuXKSktLU6tWrezdxA4dOig9PT3XObds2aLo6GhJUtmyZfXUU09p69atKlmypOrXr28/9v7779f58+fl5uYmT0/P69a4ZcsWdejQQcWLF5ckhYWFKTExUVlZWWrZsqVKlCgh6UpYtFqt+umnn3TixAn16tVL0pWlBaVLl873e9i7d69OnjypZs2aqUiRIqpVq5YSExPVp08fSdKSJUsUEREhSWrfvr3++9//6vnnn7cfX7FiRZUsWVK//vqrfv/9dzVv3vzGXz4AAMANWP5vdvlud1NT/25ubvrXv/6lTp06adasWbJYLOrdu7f69u0rSUpPT5e7u7u+/PJL+3T89fw9zdtsNlksFknKFUhNJpNsNpv8/Py0YMEC2Wy2XOs6J06cqGbNml1zPLPZbD/+Kg8PD2VnZ8tisahBgwaaPn26JOny5cvKyMjIt+b4+HhlZ2fbb4rKyMhQXFyc+vTpo59//ln79+/XRx99pNGjR8tisSg1NVU7duxQvXr17OcICgrS6tWrdeTIEfXp08feRQYAACgsI3dJHVGoqf+/8vDw0L/+9S9NnTpVtWvX1tKlS5WRkSGz2aw33nhDa9asUdOmTbV+/XpdvHhR2dnZ+uqrr/LcNBQQEKAvv/xS0pVp+G+//VaNGze+7rgNGzZUuXLlFBsbaw+0GzduVEJCgh5++GEFBARoxYoVysrKktlsVnx8vAICAtS0aVOtXbtWFy5c0OXLl+1T73Xr1tWOHTt06NAhSdLUqVM1bty4646fnZ2tZcuWafbs2UpOTlZycrK+/fZbnT59WikpKUpISFC3bt20bt06JScna/369QoNDVVcXFyu81wNqr/++qtq167t+F8AAACAi7olN1MFBgaqfv362r59u9q0aaNu3brJYrHoiSeeUOfOnWUymdSrVy91795d9913n7y9vfNM27/xxhsaPny4QkJCZLFY9Oqrr6pOnTrat2/fNcc0mUyaOnWqRo8ereDgYHl4eMjb21szZ85U+fLl1apVK+3du1dhYWEym81q0aKFXnzxRXl4eKh3797q2rWrvLy8VLlyZUlShQoVFB0drQEDBshqtapixYqKiYm57jUnJyerSpUqqlu3rn1byZIl9eyzz2revHnatm2b5s6dm+uYPn36qHv37nr33Xft2ypWrKhSpUrlG8oBAAAcYbW5xtS/yXYHesOHDh3S+vXr7Ws3X3vtNT377LNq3br17R76npCaccHZJRSYT4lS+iEo1tllFFiD1VfWGB85e8bJlRRcNe/yCpk4wtllFNiygR9Iki5cuHv+OS5VqpSyjp51dhkFVuz+K08vOZSW6uRKCq56WR9nlwDc1QYv+syh/WO697tNldycO/LLVFWqVNGuXbsUHBwsk8mkFi1aqFWrVndi6Js2aNAgHTx4MM/21q1b680333RCRQAAAPlzlTWqdySoFi1aVBMmTLgTQ91yd2vdAADg3kVQBQAAgCG5ygP/CaoAAAAuho4qAAAADImOKgAAAAyJjioAAAAMiaAKAAAAQ2LqHwAAAIZEUAUAAIAhucrUv5uzCwAAAMCtZbXZHHrdrD/++EMvvPCCgoKC9NprrykjIyPPPtnZ2Ro0aJBCQkIUGhqqTZs23fC8BFUAAAAXY7PZHHrdrBEjRuj555/X6tWr5efnp6lTp+bZZ+nSpbJarVq2bJnGjRunIUOG3PC8BFUAAAAX42hQTU9P17Fjx/K80tPTbzhWTk6Otm3bprZt20qSunTpotWrV+fZz2q1KjMzUxaLRZmZmSpWrNgNz80aVQAAABdjlWNd0jlz5ig2NjbP9oiICPXv3z/fY8+ePauSJUvKw+NKrKxQoYJOnTqVZ7/OnTtryZIleuKJJ5Senq6JEyfesC6CKgAAgItxdDq/d+/e6ty5c57tXl5eud6vWrVKo0ePzrWtWrVqMplMubb9/b0kxcbGql69elq4cKEOHz6sPn36qE6dOqpSpcp16yKoAgAAuBhHb5Dy8vL6f+3deVyU1eIG8GcAEdwVJdMsS3EhK00MLCWlMlzY3TLA7CZZiinmblgo7rumqVelXJAUQXDfMwPRXCIFxR0UBRcEFBBm5v394Yf5sQ1i917PeeX5fj5+Yt5R5nEah2fO+55zSpXSsnTv3h3du3cvdqygoAD29vbQ6XQwNTXF7du3YW1tXerP7t+/H/Pnz4dGo8Grr76Kt956C/Hx8Syqzzvr6jVFR3gqb+8aJjrCU3ulbn3REZ5KdMBk0RGeWs2a6nodWzSpKzrCU3u1XukfHET0fFIU/TN7rCpVqsDOzg47duyAi4sLIiMj4ejoWOr3tWrVCvv27UOLFi1w7949nDlzBgEBAeV+b43yvCy0VYndzS29BISsrCyrIzs7W3SMCissT2rLrLa8AJCfpp7M5i+o8zlWW2a15SWSyYBls57q92/4asx/9Hg3btzAuHHjcPfuXbz44ouYN28eateujdDQUKSnp+Obb77BnTt38N133yE5ORkmJib48ssv0atXr3K/L0dUiYiIiJ4zz3pnqsaNG2Pt2rWljn/yySeGr+vXr49ly5Y91fdlUSUiIiJ6zjwvJ8xZVImIiIieM896RPV/hQv+ExEREZGUOKJKRERE9JzhqX8iIiIikhKLKhERERFJ6Xm5RpVFlYiIiOg5wxFVIiIiIpISR1SJiIiISEpRIwNFR/iv4PJURERERCQlFlUiIiIikhKLKhERERFJiUWViIiIiKTEokpEREREUmJRJSIiIiIpsagSERERkZSey3VUf/jhB5w8eRIFBQVITk5Gs2bNAAC+vr7w8vKq8Pf55JNPcPfuXVhaWkJRFCiKgmHDhuHjjz+u8PeYP38+3n77bbz//vsV+v2bNm3C6dOnERwcXOHHICIiInoePZdFdfLkyQCA69evw9fXF1u3bv3H32vatGmws7MDACQkJKB///7o1KkTqlevXqE/P3LkyH/82ERERESVS/wLRgAAIABJREFU2XNZVI25efMmJk2ahKysLNy5cwdeXl4YNmwYpk6diocPH2L69OmIjIzEr7/+inXr1pX687a2tjA3N0dKSgpeeuklBAUF4eLFi9Dr9fDz80OPHj2wadMmREdHIyMjAx9++CFSUlLQuXNnuLm5YdOmTfj555+h0WjQpk0bBAYGwtLSElu2bMHy5ctRo0YNNGrUCLVq1RLw7BARERHJpVJdoxodHQ1XV1ds2rQJkZGRWLVqFTIzMzFq1CicPHkS27dvx8KFCzFz5kyYmJR+an777TeYmZnhlVdewY8//oi33noLW7Zswdq1a/Hjjz/ixo0bAID09HRERkbim2++MfzZxMRE/Pvf/8a6desQFRWFKlWqYOnSpbh58ybmz5+P0NBQhIWFITs7+5k9H0REREQyq1QjqoMHD8bRo0fx73//GxcvXkRBQQHy8vJQu3ZtBAcHw9vbG99//z2aNGli+DMTJkyApaUltFot6tWrh4ULF8LS0hIxMTEoKCjAr7/+CgDIzc3FxYsXAQCvv/46TE1Niz12XFwcnJycUKdOHQBA37598f3336NVq1Zo37496tWrBwBwcXHByZMnn8XTQURERCS1SlVUg4ODkZaWhp49e6Jbt274/fffoSgKAODKlSuoV68ezp49W+zPFL1GtSi9Xo958+ahVatWAIA7d+6gdu3aiIyMhIWFRanfX/g4RW/rdDpoNJpi95UsuERERESVVaU69R8TE4PBgwfD2dkZFy5cwJ07d6DT6XDz5k0sWbIEYWFhOH36NI4cOfLE72Vvb4/Q0FAAQFpaGlxcXJCenm7097/zzjvYv38/MjMzATye3W9vb4/27dvjxIkTSE9Ph06nw65du/47f1kiIiIilatUI6pffvklAgICYGFhgRdffBG2tra4fv06VqxYgcGDB6NJkyb44YcfMGrUKERFRZX7vb755ht8//33cHFxgU6nw7hx49C4cWOjv//111/H559/jk8//RRarRZvvPEGxo4di+rVq2PChAnw9fVFtWrVDEtpEREREVV2GqXkOWlSnbu5D0VHqDAry+qqmjBWs2ZNAFBdZrXlBYD8NPVkNn9Bnc+x2jKrLS8R/fdVqlP/RERERKQeLKpEREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlDSKoiiiQxARERERlcQRVSIiIiKSkpnoAPSfy718R3SECrN8rT6ys7NFx6iwmjVrAoDqMqstLwBk5OUITlJxdS2qqfI5VlvmOzkPRMeosPrVagBQ33NMJDuOqBIRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUS2jZsqXoCEREREQEFlUiIiIikpSZ6ACyiouLw/Lly2FhYYFLly6hZcuWmDNnDszNzRESEoLQ0FCYmpqia9euGD16NO7cuYOJEyciNTUVZmZmGDlyJBwdHbF48WKkpqbi6tWruHfvHr766ivExsbir7/+QqtWrTB//nxoNBqsWLECO3fuhE6nQ6dOnTB69GhoNBrRTwMRERGRMCyq5Th16hR27twJa2tr9O3bF0eOHEH9+vWxYcMGhIeHw9LSEl988QXOnDmDlStXwsHBAYMGDUJKSgo++eQTREZGAgCSkpIQFhaGkydPYuDAgYiOjkbTpk3Ro0cPnD9/Hunp6Thz5gw2b94MjUaD0aNHIyoqCm5uboKfASIiIiJxWFTLYWNjg4YNGwIAmjVrhszMTFy5cgVdu3ZFzZo1AQAhISEAgKNHj2Lq1KkAgCZNmuCtt97CX3/9BQB47733YGZmhkaNGqFBgwZo3rw5AOCFF15AZmYmYmNjER8fD09PTwBAXl4eGjVq9Cz/qkRERETSYVEtR9WqVQ1fazQaKIoCMzOzYqfk09LSYGlpCUVRiv1ZRVGg0+kAAFWqVDEcNzMr/ZTrdDoMHDgQgwYNAgBkZWXB1NT0v/p3ISIiIlIbTqZ6SnZ2dvjtt9/w8OFDaLVajBo1CmfOnIGDgwM2b94MAEhJScHJkyfRtm3bCn1PBwcHbN261fA9hw4dit27d/8v/xpERERE0uOI6lN6/fXX4e3tjf79+0Ov1+Ojjz7Cu+++i2bNmiEwMBBbtmwBAEydOhXW1tYV+p5OTk44d+4c+vbtC51Oh86dO8PDw+N/+dcgIiIikp5GKXnOmlQn9/Id0REqzPK1+sjOzhYdo8IKr0VWW2a15QWAjLwcwUkqrq5FNVU+x2rLfCfngegYFVa/Wg0A6nuOiWTHU/9EREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUiYiIiEhKGkVRFNEhiIiIiIhKMhMdgP5zWceuiY5QYbXeeQXZ2dmiY1RYzZo1AUB1mQvuPBAdo8Kq1K8BAEh/qJ7n2Lp6TdW9JgD1vY7v5KjndVy/2uPXcUZejuAkFVfXohoSPl8nOkaF2a72Fh2BBOCpfyIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSEosqEREREUmJRZWIiIiIpMSiSkRERERSYlElIiIiIimxqBIRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSkpnoAM/S9evX4ezsjGbNmgEA9Ho9Hj58CHd3dwwfPlxwOiIiIiIqqlIVVQCwtrbG1q1bDbfT0tLw8ccfo2fPnoYCS0RERETiVfpT/7dv34aiKKhevTpWrFgBDw8PuLq6YtasWVAUBdOnT8fq1asNv9/f3x979+7FnTt38PXXX8PT0xNeXl6IiYkBACxevBiTJk2Cj48PnJycsGzZMgDAli1bMG7cOMP38fHxQVxcHACU+bhERERElV2lK6rp6elwc3ODs7Mz7O3tsWDBAixZsgRJSUk4c+YMNm/ejMjISKSlpSEqKgpubm7Ytm0bAODBgwc4deoU3n//fQQHB8PLywtbtmzBsmXLEBgYiAcPHgAAzp8/j1WrVmHTpk1YsWIFsrKyjOY5fPhwmY9LREREVNlV2lP/er0eM2bMwKVLl/Dee+9h9uzZiI+Ph6enJwAgLy8PjRo1gpubG/Lz83Ht2jWcOnUKTk5OMDc3R0xMDC5fvoxFixYBALRaLVJSUgAA9vb2MDc3h5WVFerUqYPs7GyjeWJjY8t8XCIiIqLKrtIV1UImJiYYM2YM3N3dsWrVKuh0OgwcOBCDBg0CAGRlZcHU1BQA4Orqih07duDUqVPw8/MD8Hgi1s8//4w6deoAeDxSa2VlhX379qFq1aqGx9FoNFAUxfDfQgUFBQBQ7uMSERERVWaV7tR/UWZmZhgzZgyWLl0KW1tbbN26FQ8fPoRWq8XQoUOxe/duAICLiwt27NiBa9euoX379gAABwcHbNiwAQBw8eJFuLi4IDc31+hj1a1bF5cuXYKiKEhJScH58+cN38fY4xIRERFVZpV2RLWQo6Mj2rVrhz///BPdunVD3759odPp0LlzZ3h4eAAAXnzxRdStWxft2rWDRqMBAEyaNAmBgYFwcXEBAMyaNQs1atQw+jjvvvsuwsPD4ezsjFdffdVQeJ2cnHDu3LkyH5eIiIioMtMonGKuelnHromOUGG13nml3Gt2ZVOzZk0AUF3mgjsPRMeosCr1H3/AS3+onufYunpN1b0mAPW9ju/kqOd1XL/a49dxRl6O4CQVV9eiGhI+Xyc6RoXZrvYWHYEEqNSn/omIiIhIXiyqRERERCQlFlUiIiIikhKLKhERERFJiUWViIiIiKTEokpEREREUmJRJSIiIiIpsagSERERkZRYVImIiIhISiyqRERERCQlFlUiIiIikhKLKhERERFJiUWViIiIiKTEokpEREREUmJRJSIiIiIpsagSERERkZQ0iqIookMQEREREZXEEVUiIiIikhKLKhERERFJiUWViIiIiKTEokpEREREUmJRJSIiIiIpsagSERERkZRYVImIiIhISiyqRERERCQlFlUiIiIikhKLKhERERFJiUWViIiIiKTEokpEREREUjITHYDkcP/+fWzbtg2XL19G1apV0bx5c3Tv3h3VqlUTHa2U1NTUcu9v1KjRM0ry9PLz87Fq1SpcuXIFgYGBCAkJgZ+fH8zNzUVHMyozMxOzZ89GcnIyFi1ahJkzZ2LcuHGoXbu26Gil6PV6bNiwAe+88w5atGiBX375BZs2bULr1q0RGBiIGjVqiI5olF6vR0JCAl5++WXUqlVLdJynkpGRgTp16kCj0YiOUsr48ePLvX/69OnPKEnFTJo0qdznccqUKc8wzdOLjo7GxYsXMWTIEOzevRvu7u6iI5VLbXkrI46oEs6ePQtnZ2ccPnwYlpaWMDU1xa5du9CtWzckJSWJjleKt7c3fHx84O3tXeqXj4+P6HjlCgoKQm5uLhISEmBqaork5GRMmDBBdKxyfffdd3jjjTdw//59VKtWDdbW1hg9erToWGWaO3cu/vjjD1SrVg0nTpzAwoULMX78eNjY2Ej3A/7atWvw9PTEoUOHkJ+fj379+mH48OFwdXXFiRMnRMcz6t69exg+fDji4uKg1+sxdOhQdO3aFR999BEuXrwoOl4pBw8eNLy32dvb45133in2SzZvvfUW3nzzTWRmZuL69eto164d7OzscPv2beTn54uOV645c+bgt99+w549e6DT6RAeHo4ZM2aIjmWU2vJWWgpVep9//rly6NChUsf379+vDBo0SECi55e7u7uiKIri5uamKIqi6PV6pWfPniIjPZGHh4eiKP+fWVEUxcXFRVSccvXq1UspKChQFEVRpk6dqowfP95wn7Ozs6hYZfriiy+Ubdu2KXq9Xvn111+VHj16KAUFBcrly5eVfv36iY5n1IgRI5Tly5crDx48ULZv36507dpVyc7OVk6ePKl89tlnouOVotVqld9//10ZP3684uHhocydO1dJTEwUHeuJevfureh0OsNtrVareHl5CUz0ZG5uboperze8VxQUFCjdu3cXnMo4teWtrHjqn3Dr1i28//77pY47OTlh0aJFAhJVzNWrV7Fu3Trk5ORAURTo9Xpcv34d69evFx3NKI1Gg/z8fMOpvYyMDClPlxZlamqK7OxsQ86rV6/CxETOkzEmJiYwM3v8tnbs2DF8+eWXhvv0er2oWGVKS0tDz549AQAxMTH4+OOPYWZmhldffRUPHjwQnM64ixcvYv78+QCAw4cPw9nZGTVq1EC7du2Qnp4uOF1ppqam6NSpEzp16oSCggL88ccfWLNmDS5fvgxHR0f4+/uLjlim7OxsZGVloU6dOgAev1c8fPhQcKryFb4vFL5X5OfnS/teAagvb2XF/yNU7vWRMpeogIAA1KpVC4mJiWjdujVSU1NhY2MjOla5fH19MWjQINy+fRvBwcHw8vLCwIEDRccql7+/P3x8fJCamoqvv/4aAwYMwIgRI0THKpOlpSVSU1Nx4cIFXLp0Ce+++y4A4Ny5c9Jdn6ooiuG/cXFxhqyKoiAnJ0dktHIVfU84evSoITcA5ObmiohUYVWqVMHLL7+MV155BXl5eYiLixMdySg/Pz+4uroiICAAI0aMgKenJ4YPHy46VrmcnZ0xYsQIZGZmIiQkBN7e3ujVq5foWEapLW9lxRFVQkFBAW7evGn4wVnyPlkVFBRg+PDh0Gq1sLW1Rd++feHl5SU6Vrnc3d3Rpk0bxMXFQafTYdmyZWjVqpXoWOVydHREmzZtEB8fD51Oh6CgINSvX190rDKNHDkS/fr1w4MHD+Dv7486depgw4YN+PHHH6WbNNOyZUusWLEC+fn5MDc3x9tvv438/HysXr0abdu2FR3PqEaNGmHHjh3Izc1Fbm6u4TrPrVu3SvtB8cKFC9i1axf27NmDWrVqwdnZGatWrYK1tbXoaEZ5enri3XffxcmTJ6HRaDBhwgSp8wKPy/Xvv/+ORo0a4ebNm/D390fXrl1FxzJKbXkrK41SVjuhSsXJyQkajabMoqrRaLB//34BqZ6sb9++WLduHbZt24bs7GwMHDgQPXv2xPbt20VHKyUyMrLc+2WcabpkyZJy7x82bNgzSvJ08vPzkZeXZ5g5/9dff6F27dpo2rSp2GAlZGdnY+7cubhz5w6++uorvP766/j+++9x6dIlzJ8/X9oPAzdv3kRgYCDu3LmDgIAAdO7cGdOnT8fBgwexYsUK6Z7n7t27Iy8vD926dYOzszNeeOGFYvfLukrIo0ePsHTpUsTExECn08HBwQH+/v6wtLQUHa1c58+fR1ZWVrFjHTp0EJSmfMePHy/zuKx5KysWVVKtdevW4cCBA5gzZw769euHV155BXq9HqtXrxYdrZTCJXKSk5Nx7do1dOnSBSYmJjhy5AiaN2+OFStWCE5YWmFRjY+Px61bt+Ds7AwzMzPs3bsXjRs3xoIFCwQnLG3fvn348MMPATxeVqvoElorV67E4MGDRUV7rmVmZqJmzZpSXt/n5ORk+LrwsoXCH3syfxCfOHEizMzM0LdvXyiKgl9//RWPHj3CzJkzRUczauTIkUhISCg28qvRaPDLL78ITGVc0VVitFotzp8/Dzs7OynfjyszFlUy+qmykMyfLh88eIAaNWogNTUVZ8+exXvvvSfl2q+FfHx8sHDhQtSrVw/A4x/wQ4cOxbp16wQnM65///5Ys2aNYSTn0aNH8PX1RVhYmOBkpXl4eCAiIqLU12XdFu3ChQv47rvvcOHCBbRt2xZTpkyRdnSvqLS0NMyaNcuQ+9tvv1Xduq+FsrOzUbNmTdExyuTq6oqoqKhix3r06IEdO3YISvRk3bt3x7Zt22Bqaio6yj+SkpKC6dOnY+nSpaKjUBG8RpXKndkv86fho0ePYsGCBdi4cSPy8vIwffp0zJkzB2+//bboaEalp6cbZvECjyf/3L59W2CiJyu5MkFBQQHu378vMJFxRT93l/wMLttn8smTJ6NXr16wt7fHtm3bMGPGDKlX2Sg0YcIEtGjRAi4uLti9ezemT58u3fW/TxIfH4/Q0FDs2rULp06dEh2nTIqiFCvS2dnZ0hfAt956C9euXcNrr70mOso/0qRJE1y+fFl0DCqBRZWwdu1a0RH+kZkzZxpOg7322mtYuXIlxowZg/DwcMHJjOvSpQsGDRqEbt26QVEU7Ny5E927dxcdq1x9+vSBl5cXHB0doSgKDh48CF9fX9GxnqjkihWyrWDx4MEDeHt7A3h8yrRwqSrZpaWlYdWqVQCA9957T8rrq8vy8OFDREdHIzQ0FBcvXoSrqys2btwoOpZRvr6+6NOnDz744AMoioL9+/fjX//6l+hY5XJwcECvXr1gbW0NU1NTKIoi9eUVJXctu3TpElq0aCEoDRnDokoG9+7dw/bt25GZmVnsuKyTZh49elTsTaVZs2bQarUCEz3Z+PHjsXv3bhw7dgwajQaff/45PvjgA9GxyvXFF1/AwcHBkHnhwoXSrlQgWxktT+F6r4WqVKkiKMnTKZqzSpUq0udOSEjAxo0bsXPnTrzxxhvw9vbG0qVLpR8F7tOnD9544w3ExcVBURTMnz8ftra2omOVa/ny5fj5559VcQkLgGI7k2k0Gjg7O6Njx44CE1FZWFTJYPDgwWjRogUaN24sOkqFvPbaa5g9ezbc3Nyg0Wiwbds26WYcl3T8+HHUq1cPzs7OxY7JfB1w4YoFhdfVnjt3DufOnZNyJO3q1auG0d6iXyuKgmvXromMVkrJSxHUVLKLkj23p6cnunfvjq1btxoK1E8//SQ4lXGHDx+Go6MjoqOjAfz/v7tLly7h0qVLcHFxERmvXHXr1oWdnZ30r4lCHh4eePDgAbKzsw3/Hu/cuaOaol1ZsKhSMbKPMhQVHByMBQsWYNSoUTAzM4OdnR2mTp0qOla5il6DWHSWqcxFteii6AUFBThx4gTs7OykLKrLly8XHaHCCjeqKKQoClq3bm04XZqYmCgwnXEXLlwodhYgLS3NcHpaxtO8S5cuRUREBNzd3dGpUyf06NFDuuuVizpx4gQcHR1x+PDhUvdpNBqpi2rTpk3Rt29fvPvuu8VG2mU9K7d8+XIsX74cderUMSzRKONruLLjrH8yWLZsGerXrw8HB4diF+3z0+X/jhpnmd6/fx8jR47EmjVrREcpk06nQ35+vmGVgkuXLuHll1+W/hS1Wty4caPc+2U9I5ORkYGoqChEREQgKSkJ/fr1w4ABA6TdpGDx4sXSbu9qjLG1l2Utqh9++CF+/fVXw6g1yYkjqmSQk5ODadOmoW7duoZjMn66LFxmqFWrVsVOMck+ElUWNc4yrVat2hPLiigpKSn417/+hW+//RbdunUDAKxZswbHjx/HqlWr8NJLLwlO+P9SU1PLvV/WD4iyFtEnqVu3LgYOHIiBAwfi7NmziIiIgK+vL2JjY0VHK9PevXtVV1SHDRuGe/fu4a+//oJOp0Pbtm2l3bgCAF588cViay2TnFhUyeDgwYOIjY2FhYWF6CjlKlwL89y5c4KTPD01zjL18fEptlD69evX4ejoKDhV2YKDg+Hv728oqQAwdepUhIeHY9q0aVKNXHt7e6tyR7iSHxALqemD4uuvv46HDx8iLS1NdBSj6tatix49euD1118v9p48ZcoUganK9/vvv2PChAlo27Yt9Ho9AgMDERwcLO22pE2bNsWAAQNgb28Pc3Nzw3FZR4ArKxZVMmjcuDEyMzOlL6qFkpOTcfr0abi4uGDy5Mk4e/YsfvjhB7Rp00Z0NKPKmmX67rvvCkz0ZEVHdTQaDerWrYvmzZsLTGTcrVu3yryGz8vLCyEhIc8+UDkOHDggOsI/osYPiIWysrIQERGBsLAw3L59G7179xYdyahevXqJjvDU5s+fjw0bNqBJkyYAHp/hGDZsmLRF9YUXXii1pS7Jh0WVDAoKCtCzZ0/Y2NgUu55P1gX/x48fjz59+mD//v24cuUKxo8fj6lTp0q9NmJ6ejq+/PLLYsfmzZuHgIAAQYmebPfu3fjuu++KHRs7dqyUWznKvjxZUQsWLMCIESMAPL7sRuYd1YrasGEDBgwYIDrGUzl9+jRCQ0OxZ88etGrVCvfu3cPBgwdRo0YN0dGM6tOnD27evImLFy+iY8eOuH37Nl588UXRscql1WoNJRV4fGmTXq8XmKh8w4YNQ05ODpKTk9GiRQvk5eWp5t9hZcKiSgZDhgwRHeGpPHr0CO7u7pg4cSJcXFxgZ2eH/Px80bHKNGfOHNy9excHDhzA1atXDcd1Oh3++usvKYvqxIkTkZKSgjNnzuDChQuG41qtFtnZ2QKTGde6dWts2rQJffr0KXY8PDy82A9QGfz222+Govrpp59Ktb1reTZt2mQoqt7e3lJv/wsAbm5uqFatGj7++GOMHDkSDRs2hJOTk9QlFQB27dqFJUuWIC8vD2FhYfDy8sKECROkHmlt1KgRQkJCDCPVmzdvlvqa5tjYWAQGBkKn0yEsLAy9evXC3Llz0alTJ9HRqAgWVTJQy9p3hUxNTbF7924cOnQI33zzDfbt2wcTExPRscrUrVs3XLp0CUePHi12+t/U1BRff/21wGTGffXVV7hx4waCg4OLXbNlamqKZs2aCUxm3JgxY+Dt7Y3IyEjY2tqiatWq+Pvvv5GamirdKgXlbfcqs6JZHzx4IDBJxbz88stITEzE+fPn0axZMzRo0EAV73UrVqzAxo0b4e3tDSsrK0REROBf//qX1EU1ODgYU6ZMwU8//QRFUeDg4ICgoCDRsYyaN28eNmzYgMGDB6NBgwZYv349AgICWFQlw6JKBmpb4zMoKAghISEIDAyEtbU1tm/fLu06qm+++SbefPNNfPTRR9KP5BSqWrUq7O3ty1wcPScnB3Xq1BGQqnwNGjRAZGQktm3bhnPnziEvLw8eHh7o3r07qlatKjpeMUXLkhqKUyG15V68eDEyMjIQHR2NuXPnYvTo0SgoKMDff/+NN954Q3Q8ozQaTbH3ihdeeEH659vKygp+fn5YsGABsrOzcebMGVhbW4uOZZRer0eDBg0Mt2W99r6yY1Elg7Vr1xa7XbjGp6w2btyITz75BG+++SaAxxfyy6pwSa2Su7bIPFN60qRJWL58uWE/+qJknpVuaWlZ6tS/jO7fv4/IyEgoimL4uigZN1QAgIcPH+LPP/+EXq9HTk4O/vzzz2KjrDJ+sK1bty58fX3h6+uLxMREhIeHY/DgwWjcuDHCw8NFxytT8+bNERoaCq1Wi6SkJGzYsEH6FULmzJmDhIQErF69Grm5uVi6dCn+/PNPaZfZatiwIQ4ePAiNRoOsrCysX79e2mXhKjMu+E/lcnZ2xq5du0THKFNERAQiIyNx7949uLm5wc3NrdinY7XIz88vtjQK/XPGlk4qJNMHgpJLlZUk64dEHx8fo/dpNBppJ1+WVFBQgAMHDuDjjz+WcnH9hw8fYsmSJYiNjYVOp0PHjh0xfPhwqc/I9OrVC1u3bjVsGKPVauHh4WHYDlY2d+/eRXBwMGJiYqAoCuzt7TFp0iSpR4ErIxZVMihrjc+GDRsWuyRARjdv3sS2bduwceNGNG/eHH369MGHH34oOlaZ+vWcN1n6AAAf7UlEQVTrh7CwMMNtvV4PNzc3ad/IgdKvC41GAwsLCzRr1gx9+vSRumTr9XqsXLkSISEhCAgIUMVIa1EyFqiKCAsLQ79+/UTHqLDCMx6yyM3NRXJyMpo2bSrdJSvlcXZ2Rnh4OKpXrw7g8d+jb9++0r6/7du3D126dIGZGU8uy4z/d8igrDU+O3bsKDDRk6WkpCAqKgrbt2/HK6+8go8++gg7d+7Enj17MGvWLNHxDHx9fXHs2DEAj0f9CpmZmcHJyUlUrAoxNTVFZmam4VT0jh078PDhQ5iYmGDy5MnSjvxdunQJ48aNQ61atbBlyxbpl/Ypy4EDB1RZVDdu3KiqoirTeM2ePXswevRomJubo0qVKli0aBHs7OxEx6qQ/v37w9PT0/CedvjwYXz66aeCUxkXFRWFoKAgdO3aFa6urmjfvr3oSFQWhaiIlJQU5eDBg0pBQYGSnJwsOk65+vfvr3z44YfK4sWLlRs3bhiOFxQUKB07dhSYzLgpU6aIjvDUPD09i93W6/WKl5eXoiiK4uLiIiJSufR6vfLTTz8pDg4OSlhYmOg4/xE3NzfREf4RteV2d3cXHcHAxcVFSUhIUBRFUQ4dOqT4+PgITvR04uPjlVWrVik///yzcvbsWdFxnig7O1uJiIhQ/Pz8FGdnZ2XBggWiI1EJHFElgx07dmDZsmXIy8vDxo0b0b9/f4wZMwZubm6io5Vp+PDhZY74mpmZISYmRkCiJxs9ejT27t2Lhw8fAni8jur169fxzTffCE5mXE5ODm7fvm24/vfu3bt49OgRgMf5ZVJ0FDUiIgINGzYUHek/Ivssb2PUmlsGGo0GrVu3BgC8//77mD17tuBEFafVanH37l3Uq1cPAJCUlISkpCRpJwYCQI0aNdC+fXvcunULN2/exKlTp0RHohJYVMlg5cqVCA0NLbZu36BBg6Qtqi+99BJmz56NjIyMYqfuZD0VDQCjRo1CZmYmkpOTYWdnh7i4OLz99tuiY5XL398fnp6eaNeuHfR6Pc6cOYOJEydi8eLF0m3/WvgDsW3bthgzZkyp+9Uy0Ycqr5JrQRfdJVB2o0aNQmpqKpo1a1bsw4qsRXXNmjXYtm0b8vPz4erqihUrVqj+w+3ziEWVDExMTIrNKLW2tpZ2AX3gcYHq2LFjqSWfZHb+/Hns2bMHwcHB8PLywogRIwy7E8mqR48ecHBwwIkTJ2BiYoKgoCDUq1cPHTp0kG4t1VWrVomOQCok0wYWOTk5OHXqlOHDd8nbMn+wPX/+PHbu3Kma9+O0tDRMnTrVMIJNcmJRJQMbGxusW7cOWq0WiYmJ2LBhQ7GJP7JRFAVjx44VHeOpWFlZQaPR4NVXX8X58+fh7u4u7bavhbKysrBz507cv38fiqIYlngquluVLIpOCDRGthne5ZGpQD2NmjVrio5QSmZmJmbPno3k5GQsWrQIM2fOxLhx41C7dm3MmTNHdDwDKyurYqf7i97WaDRYv369qGhP1KxZM9y+fVs1yzuNGzcO0dHR2LVrF4YMGYLdu3dLO/pbmbGokkFgYCCWLVuGqlWrYsKECXBwcJC6CLZr1w579+7FBx98IPXIb1E2NjaYMmUKPvnkE3z77bdIT0+XfvThm2++Qc2aNWFjYyN91opQJJrhDainQJWUn5+PVatW4cqVKwgMDERISAj8/Pxgbm4u5SUW3333Hd577z3Ex8ejWrVqsLa2xujRo7FixQrR0YrZsGEDgP/fDKQo2beszcvLg7OzM1q0aFFs2ToZXw/A4w0Kbt26hbNnz+KLL75AeHg4zp07h3HjxomORkWwqJJBtWrV4O/vj1GjRuHq1au4evUqqlWrJjpWKYWLuiuKgo0bNxrezBWJd3kq9P333+PUqVNo3rw5hg8fjpiYGFhZWYmOVa47d+5gzZo1omP818hWttVSoEoqvAQkISEBpqamSE5OxoQJE6Qt19evX0e/fv0QGhoKc3NzjBw5Eq6urqJjGeXj44NZs2YZdkqKiYnBpEmTcODAAcHJjPvyyy9FR3gqR44cQUREBDw8PFCzZk2sWbMGrq6uLKqSYVElgyVLluDy5cv49ttv4e3tDRsbGxw5cgSTJk0SHa2Yc+fOiY7wj5mamhrWRHRycoKTk5PU15wBQOvWrXHu3DmpLwNRM7UVqEJnz55FREQEDh8+DEtLS8ycORMuLi6iYxllamqK7OxswweVq1evSn0mpnfv3vD29saQIUNw5swZnD59GnPnzhUdq1wVufRGJoX//wtfE/n5+VK/JiorFlUyOHDgADZs2IBffvkFLi4uGDt2LDw9PUXHKiUnJwfLly9HUlIS2rVrh88++0zq3ZGeRLZT0SVduHABHh4esLKyQtWqVQ0j1/v37xcd7bmgtgJVSKPRID8/35A7IyNDutHqovz9/eHj44ObN2/i66+/xunTpzFt2jTRsYxyd3eHubk5Ro0aBSsrK4SFhaFx48aiY5XJ2NbFsp/lcnZ2xogRI5CZmYmQkBBs3boVvXr1Eh2LSmBRJQO9Xg8LCwscPHgQI0aMgF6vR25uruhYpYwfPx6KoqBTp044cOAA0tPTpRv1fRoy/3AHHo+0P09k+2CgtgJVyNfXF4MGDcLt27cRHByMffv2YejQoaJjGeXo6Ig2bdogPj4eOp0OQUFBqF+/vuhYRo0fPx6nTp3CunXrcPnyZXh7e2Pw4MEYMGCA6GilqPEs1+XLl+Hm5obWrVujUaNGuHXrFj777DOcOHFCdDQqgUWVDDp27IhevXrBwsICHTp0gLe3N7p27So6VikXLlzAjh07ADyewa2GrRp9fHyMjjgULp4vq0aNGiE0NBRHjx6FVquFg4MDvL29Rcd6opycHCQnJ6Nly5bIzc01XG/t5+cnOFlxaitQhdzd3dGmTRvExcVBp9Nh2bJlUl4eYuyDlsyrVwBA9erVERkZCQsLC7Rv3x6dOnXCpEmTpCyqarN48WKsXr0awOPXx9ixY/Hvf/8bP/zwA9q1ayc4HZWkUWQbXiChUlNT0bBhQ5iYmCAxMVHK9eVKLi/k7u6OyMhIgYme7NixY+XeL/O1XTNnzsS1a9fg5eUFRVGwZcsWNG7cGBMnThQdzajY2FgEBgZCp9MhLCwMvXr1wty5c9GpUyfR0QyeNFIta4F60r812Zb3KXye4+PjcevWLTg7O8PMzAx79+5F48aNsWDBAsEJjcvOzkZubi4URYFer8f169fRoUMH0bFU74MPPkBoaCjS09OxaNEi6PV6pKWlYcyYMejcubPoeFQCR1TJYPz48WUel3mnJ0D+U+eA3EX0Sf744w9ERkYarpvs0qWL1JNmAGDevHnYsGEDBg8ejAYNGmD9+vUICAiQqqgWMlagZBUXFwcASE5OxrVr19ClSxeYmJjgyJEjaN68uXRFtbDw9+/fH2FhYbC0tAQADBw4EL6+viKjlevHH3/EqlWroNVqUatWLdy9exe2trYIDw8XHU31qlevDmtra1hbWyM+Ph7u7u5Yvnw5TE1NRUejMrCokkHRMqXVarF//3689tprAhOV7erVq8V+wJS8LeuafWql0+mg1WoNE9Z0Op30b+h6vR4NGjQw3G7evLnANGVTa4Eq/ODq4+ODqKgow77umZmZUl+jWnKyV0FBAe7fvy8wUfnCw8Nx6NAhTJ8+HV9//TWSkpLw66+/io71XCg6WbFu3bpcjkpyLKpk4OHhUex279698cknnwhKY9zy5ctFR6hUXFxc4Ovri549ewIAtm/fLv3M2IYNG+LgwYPQaDTIysrC+vXrDetRykZtBapQenp6sS10LS0tcfv2bYGJytenTx94eXnB0dERiqLg4MGDGDhwoOhYRjVo0AC1atVC8+bNce7cOXz00UdSX6agJkX/vVlYWAhMQhXBokpGXbp0Cenp6aJjlPK8bZMpuyFDhsDW1haxsbFQFAVDhgzBoUOHRMcqV1BQEIKDg3Hz5k18+OGHcHBwQFBQkOhYZVJbgSrUpUsXDBo0CN26dYOiKNi5cye6d+8uOpZRX3zxBRwcHHDs2DGYmJhg4cKFUk7+KlSjRg1ER0fD1tYWoaGhaNiwIfLy8kTHei5cuHABH3zwAQAgLS3N8DWX3pMTJ1ORQcm18OrWrYtRo0bBy8tLYKp/Rg0TrNTs7bffxsmTJ0XHeG6cOXPGUKAcHBykLlBF7d69G8eOHYNGo0HHjh0NP/BlpCgKQkNDERsbC51OB3t7e/j4+Ei3Zm3hTkm3bt1CVFQU/Pz8MHXqVMTGxmLIkCHSXx+uBjdu3Cj3fpmvEa+MOKJKhkJX1qQpNUxUKotac6uFrJ9vnZycyv1/L+NIiaIoiI+Px6lTp6DT6aDRaNCiRQvpClRZLCwsUKVKFeh0OmlfE4VmzZpVavWKlJQU6dZg/uWXX+Dh4YGGDRsallKTLaPasYiqC4sqYdy4cbCyskLHjh1RpUqVUvfLNouXxJP1g8DatWuhKAp+/PFHNGnSBJ6enjA1NUV0dDSuX78uOl6Z1FKgSlq5ciX27NkDFxcXKIqCn376CRcuXMBXX30lOlqZ1Lh6BRGxqBIen2rasWMH/vjjD7Rq1Qo9evTAu+++q4oRHfrfUeMmBYUjJefPny92huDzzz+XcjtgQL0FKioqCps2bTJMRunbty88PT2lLapqWb2i6PWTRfH6SaqsWFQJrVu3RuvWrTFq1Cj8/fff2LFjB+bNm4c2bdqgZ8+esLe3Fx3xqcl+GlIN/P39RUf4j8TGxqJjx44AgN9++03KUgKop0CVpChKsRnTVatWhZmZvD9S1LJ6xSuvvIIVK1aIjkEkDU6mojL9+eefmDNnDs6fP49Tp06JjmOUsW0yd+zYgR49eghOR6IkJCRg7NixuH37NhRFQePGjTFr1iwp11P96aefcOjQoWIFqkuXLhgyZIjgZOWbOnUq0tLSDMvaRUZGwtraWupLFg4fPmxYvcLBwQFdunQRHakUTgQlKo5FlQA8Hh05fvw4du3ahcOHD6N169ZwdnZG165dDeVPNmrYJpPESk1NRfXq1VG7dm3RUcqlhgJVUuEs+qNHjxpy9+vXT8pR1czMTOh0OsPmBHFxcbCxsTHclklQUBACAwNFxyCSBosqYfLkyfj9999ha2uL7t27w8nJybBLjsz69OmDpUuXYvDgwYiMjMTFixcREBCAqKgo0dFIsOTkZAQEBCAlJQWKoqBRo0aYP38+Xn31VdHRilFTgSpKp9MhPz/f8D5x8eJFvPLKK2VOxhQtISEBfn5+mDZtGhwdHQEA8+fPx5YtW7By5UrVLAVGVFlxtgwhLCwMOTk5SEhIwNy5c9GrVy988MEHhl+yUsM2mSTG5MmT8cUXXyAuLg7Hjh2Dn5+fdKNUCQkJ6NmzJ86cOWM4FhMTAzc3N5w7d05gsvKlpKSge/fu+P333w3HQkJC0KtXLylXVpg5cybmzp1rKKkAMHLkSEybNg0zZswQmIyIKkK+czT0zKl1FqmatsmkZysjIwPOzs6G2z169MCyZcsEJiqtsEAVnaw4cuRI2NnZYcaMGQgJCREXrhzBwcHw9/dHt27dDMemTp2K8PBwTJs2DUuXLhWYrrSsrKwyJ4R27twZc+bMEZCIiJ4GR1QJjRs3LveXrIKCghAdHW3YJjMxMVHabTLp2TI3N8fZs2cNt8+cOSPd5SzlFaiMjAwBiSrm1q1bZS6f5eXlhZSUFAGJyqfVaqHX60sd1+v1KCgoEJCIiJ4GR1RJtaysrDBv3jzRMUhCEyZMgL+/P+rUqQNFUZCZmYn58+eLjlVMYYEquV6x7AVKq9WKjvBUOnTogCVLlmD48OHFji9duhRt2rQRlIqIKopFlVRHjdtk0rPVtm1b7N69G1evXoVer8err75qWKdUFmotUK1bt8amTZvQp0+fYsfDw8PRpEkTQamMCwgIgJ+fHyIjI9GqVStUrVoVZ8+ehZWVlXSXgxBRaZz1T6pz48aNcrfJlG3SDD1b4eHhsLGxwZtvvgkAmDt3Lpo2bQovLy/ByYp78OAB/Pz8cOvWLUOBSkhIQL169bBs2TLUqVNHdMQy3b59G97e3qhfvz5sbW1RtWpV/P3330hNTcWaNWvw0ksviY5YiqIoOHr0KBITE2FiYoI2bdrAzs5OdCwiqgAWVVItT09PbNmy5YnHqPJYu3YtoqKiMHPmTLz22msAgOPHj2PGjBnw8vLCgAEDBCcsTq0FKjc3F9u3b0diYiI0Gg3atGmD7t27o2rVqqKjlevChQvIzMwstnNdhw4dBCYioifhqX9SNbVsk0nPxubNm7F+/XrUqFHDcKxDhw5YuXIlPvvsM+mKqkajwerVq+Hp6YkPPvhAussTjLG0tETv3r1x/fp1XLx4EZ07d0ZqaqqUp/4LBQUF4cCBA8UyajQa/PLLLwJTEdGTsKiSak2dOrXMbTKp8jIxMSlWUgvVq1ev1KQlWRRuWDF79my8//778PDwMFy2ILMdO3Zg2bJlyMvLw8aNG9G/f3+MGTMGbm5uoqOV6ciRI9i1axcsLCxERyGip8CiSqpla2uL6Oho1WyTSf97pqamuHv3LqysrIodv3PnDnQ6naBU5XvnnXfwzjvvIC8vD7t27cLw4cNRo0YN9O7dGwMGDJB2lHXlypUIDQ2Ft7c3rKysEBERgUGDBklbVJs0aQJe6UakPiyqpFpq2SaTnh1vb28MHjwYY8aMKTbRZ+bMmejfv7/oeEbFxcVh69at+OOPP+Do6IgePXogJiYGX331FVatWiU6XplKjl5bW1tLO2oNALVr10bPnj3Rrl27YuV/+vTpAlMR0ZOwqJJqFW6TWbgD0Y4dOxAYGIi1a9cKTkaiuLu749GjRxg/fjxu3rwJAHj55Zfx+eefS1tUu3btipdeegleXl4IDAw0nJq2t7eXbqWComxsbLBu3TpotVokJiZiw4YNaNWqlehYRnXu3BmdO3cWHYOInhJn/ZNqubu7IzIystgxFxcXREdHC0pEMsnIyICJiYn0l4QkJSWhRYsWxY6dPn0abdu2FZSoYnJycrBs2TLExMRAr9fDwcEBw4YNQ/Xq1UVHMyopKQnHjh2DVquFvb09WrduLToSET2BvOdpiJ5ADdtkkhiZmZmYO3cu/P39cf/+fYwfPx6ZmZmiYxVz4sQJHD9+HP7+/vjzzz9x/PhxHD9+HLGxsRg7dqzoeE+0e/dujBo1CuHh4YiIiMDYsWNLfXCUSWRkJL7++mtcv34dqampGDZsGDZv3iw6FhE9AU/9k2qpYZtMEuO7777De++9h/j4eFSrVg3W1tYYPXo0VqxYITqaQUxMDI4dO4b09HQsXLjQcNzMzAz9+vUTmKx8ISEhePDgATZu3IgbN24Yjut0OkRHR+PTTz8VmM64NWvWYNOmTahbty4AYMiQIfD19UXv3r0FJyOi8rCokmqpYZtMEuP69evo168fQkNDYW5ujpEjR8LV1VV0rGL8/f0BPB7pc3d3F5ym4po2bYozZ86UOm5ubo4ZM2YISFQxer3eUFKBx0uWlbcVMxHJgUWVVKnoNpk2NjbSbpNJYpiamiI7O9tQRK5evSrtjPQOHTpg5syZpXZMknU2epcuXdClSxd0794dzZo1K3ZfXl6eoFRP1rJlSwQHBxtGUDdv3iz15C8ieoyTqUh11LZNJj17hw8fxrx583Dz5k20b98ep0+fxrRp09ClSxfR0Urp06cP7OzsYGNjU2yEz8PDQ2CqJztw4ADmz5+P3NxcKIoCvV6P3NxcHD16VHS0MuXl5WHRokWIi4uDoiiwt7fH0KFDy9wggojkwaJKquPm5lZqm0wAuHfvHj777DNERUUJSkYyuXfvHuLj46HT6fDWW2+hfv36oiOVycPDAxEREaJjPLWPPvoIU6ZMwZo1azBkyBDs27cPubm5CAwMFB2NiJ4jPPVPqqPGbTLp2ViyZEmZxxMTEwEAw4YNe5ZxKqR9+/Y4cOAAOnXqpKprrGvWrAkHBwecPHkS2dnZGD16NHr06CE6VimFHwRatWpVbMRaURRoNBrDa4OI5MSiSqqjxm0yiYzZtWsX1q1bV+yYGgqUhYUFrly5gmbNmuHYsWNwcHBAQUGB6FilFI5Wnzt3TnASIvoneOqfVCcyMhK//PJLmdtkuru7S7s8DomjKAquX7+OJk2aiI7y3Dh27BjWr1+P2bNn45NPPkFycjJ69+4t7RqwJUfbNRoNLCws0KxZMymvXSaix1hUSZXCwsLw008/qWabTHq2wsLCMHPmTOTm5hqOvfTSS9i7d6/AVGUzdrmCjJcpFHXhwgXY2NgYbmdmZuLKlSvS7qg1ZswYXLt2DT179gQA7NmzBzVq1ICJiQmaNm2KMWPGCE5IRGXhqX9SpX79+qFfv36q2SaTnq3ly5dj69atWLBgAUaOHInffvsNJ0+eFB3riQoKCvD777/jrbfeEh3FqBMnTkCv12PSpEkIDg42LKml1Wrx/fffY/fu3YITlu3KlStYv3694Trg/v37w8fHB2FhYXB1dWVRJZIUiyqpVmpqKqZMmYK4uDiYmZmhc+fOmDhxIurVqyc6GglmZWWFJk2aoGXLlkhKSsKnn36K0NBQ0bHKVHLkdOjQofj8888FpXmysnbU0mg00u+olZWVBa1WayiqBQUFyMnJAQDwxCKRvFhUSbW+/fZb9OjRA7Nnz4Zer8eWLVswduxYrFy5UnQ0EszS0hJHjx5Fy5YtsW/fPrzxxhtSL0Zf1MOHD5Gamio6hlH+/v44cOAAEhMTMXToUOzduxebN2+Gra0tfHx8RMcz6tNPP4WXlxe6dOkCRVHw22+/wdvbGyEhIWjRooXoeERkBK9RJdVydXUttWZqWceo8klKSkJ4eDjGjh2Lb775BrGxsRg2bBg+++wz0dFKcXJyMiybpCgKMjMz8cUXX+Crr74SnKxsq1evxvbt2zFz5kxotVr0798fEydORGJiIkxNTTFx4kTREY06f/48YmNjYWJigo4dO8LGxgZXr15Fo0aNVLU0GFFlwhFVUq127dph69atcHNzAwAcOnQItra2glORDFq0aAE3NzeYmJhg2rRpOHPmDDp27Cg6VpnWrl1r+Fqj0aBWrVpS75YUGRmJsLAwWFpaYs6cOXByckKfPn2gKIqU66gWlZSUhIyMDHz55ZfYs2cPbGxs0LRpU9GxiKgcLKqkWnv37kVYWBgmT54MjUZjmOEdGRmpinUo6X9nzpw5SEhIwOrVq5Gbm4ulS5fizz//hL+/v+hopTRq1AihoaE4evQotFotHBwc4O3tLe3mFRqNBpaWlgCAuLg4w5bFRRfTl9GcOXNw69YtnD17FoMHD0Z4eDjOnTuHcePGiY5GROVgUSXViomJER2BJHXo0CFs3boVAGBtbY01a9bAw8NDyqI6a9YsXLt2DV5eXlAUBVu2bEFycjImTZokOlqZTE1NkZWVhZycHCQmJuK9994DANy4cQNmZvL+SDly5AgiIiLg4eGBGjVqYM2aNXB1dWVRJZKcvO8qREaEhYWhX79+Za4/qdFoMHToUAGpSCZarRZ5eXmoXr06AEi5Y1KhP/74A5GRkYYR1C5dusDFxUVwKuP8/Pzg7u4OrVaL3r17w9raGjt27MD8+fOl/rdX+PwWjvzm5+dLO2pNRP+PRZVUJyMjA/n5+WXeFxoaKvUPS3o2+vfvD09PTzg5OQEADh8+LO2OZTqdrtiySTqdDqampoJTGefs7Ix27dohIyMDrVq1AgBUr14dU6dOhb29veB0xjk7O2PEiBHIzMxESEgItm7dil69eomORURPwFn/pDq2trZo2bIlFi1aVGpLTHd3d0RGRgpKRjL5+++/cfz4cVSpUgXt27eXdqLdTz/9hEOHDhl2TNq+fTu6dOmCIUOGCE72/Lh8+TKqV6+OpKQkxMTEQFEUtG7dGidOnEBQUJDoeERUDp73INUpnNHdt29f7N+/v9h9sk/ooGdDURT8/fffOHXqFGJjY3H8+HHo9XrRsUrJzMxE37598fXXXyM1NRURERHo378/S+p/0eLFi+Hl5QVnZ2eYmJhg7NixqF+/Pn744QfcuHFDdDwiegKe+ifV0Wg0+Oyzz9CmTRuMGjUKp06dQkBAAK83I4OyJiilpKRINUEpISEBfn5+mDZtGhwdHeHo6Ih58+Zh7ty5aNWqleG0Ov1nIiMjsXv3bqSnp2PRokVYs2YN0tLSsHDhQnTu3Fl0PCJ6AhZVUi07Ozts2bIFo0ePxsCBAzF//nzRkUgSapigNHPmTMydO7fYdZ0BAQHo0KEDZsyYgZCQEHHhniPVq1eHtbU1rK2tER8fD3d3dyxfvlzq64CJ6P9xCIpUp+hl1VZWVli1ahU6dOgAT09P3L59W2AykkXhBKWit2UrJllZWWVOPurcuTMyMjIEJHo+FT3TUrduXYwbN0661wIRGccRVVKdkqdvNRoNhg8fjvbt22PFihWCUpFMXFxc4OvrW2yCkmwzvLVaLfR6falLVvR6vdTLaalN0evWLSwsBCYhon+Cs/6J6Ll0+PBhxMbGQlEUODg44NChQ/j+++9FxzIICgpCnTp1MHz48GLHlyxZguTkZMyaNUtQsudLmzZt8MILLwAA0tLSDF8rigKNRlNqQiYRyYVFlYgqhbfffhsnT54UHcPgwYMH8PPzw61bt9CqVStUrVoVCQkJqFevHpYtW4Y6deqIjvhceNLM/saNGz+jJET0T7CoElGl0K5dO5w6dUp0jGIURcHRo0eRmJgIExMTtGnTBnZ2dqJjERFJg0WViCoF2UZUiYjoyTiZioieGz4+PmVu+qAoCh49eiQgERER/SdYVInoueHv7y86AhER/Rfx1D8RERERSYkL/hMRERGRlFhUiYiIiEhKLKpEREREJCUWVSIiIiKSEosqEREREUnp/wCJgbIazMywBgAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize correlations with a heatmap\n",
"\n",
"# set background color\n",
"sns.set(style=\"white\")\n",
"\n",
"# Compute the correlation matrix\n",
"corr = museums.corr() # outputed as a pandas DataFrame\n",
"\n",
"# Generate a mask for the upper triangle\n",
"# Since the matrix is symmetric, we just need one half of the coefficients\n",
"mask = np.zeros_like(corr, dtype=np.bool)\n",
"mask[np.triu_indices_from(mask)] = True\n",
"\n",
"# Set up the matplotlib figure\n",
"f, ax = plt.subplots(figsize=(11, 9))\n",
"\n",
"# Generate a custom diverging colormap\n",
"cmap = sns.diverging_palette(170, -20, n=10, as_cmap=True)\n",
"\n",
"# Draw the heatmap with the mask and correct aspect ratio\n",
"#sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0, square=True, linewidths=.5, cbar_kws={\"shrink\": .5})\n",
"sns.heatmap(corr, mask=mask, cmap=cmap, center=0, square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Museum ID` was not randomly assigned, but seems to have been defined acording to the museum's location.\n",
"`Longitude` is naturally strongly correlated to the ZIP and Region Codes... in fact we have partly redundant information here. \n",
"It also makes sense that `Revenue` and `Income` have a strong positive correlation. So far no big surprise."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
MuseumID
\n",
"
ZipCode_Physical
\n",
"
Latitude
\n",
"
Longitude
\n",
"
LocaleCode_NCES
\n",
"
CountyCode_FIPS
\n",
"
StateCode_FIPS
\n",
"
RegionCode_AAM
\n",
"
TaxPeriod
\n",
"
Income
\n",
"
Revenue
\n",
"
\n",
" \n",
" \n",
"
\n",
"
count
\n",
"
3.307200e+04
\n",
"
9221.000000
\n",
"
33007.000000
\n",
"
33007.000000
\n",
"
32995.000000
\n",
"
30536.000000
\n",
"
33071.000000
\n",
"
33072.000000
\n",
"
23280.000000
\n",
"
2.296100e+04
\n",
"
2.229000e+04
\n",
"
\n",
"
\n",
"
mean
\n",
"
8.403812e+09
\n",
"
47805.644616
\n",
"
38.925372
\n",
"
-90.816757
\n",
"
2.505834
\n",
"
85.701926
\n",
"
29.065828
\n",
"
3.670083
\n",
"
201347.458548
\n",
"
1.069682e+08
\n",
"
2.097605e+07
\n",
"
\n",
"
\n",
"
std
\n",
"
2.662542e+06
\n",
"
30210.265032
\n",
"
5.126213
\n",
"
16.489087
\n",
"
1.211841
\n",
"
105.668318
\n",
"
15.431254
\n",
"
1.539274
\n",
"
67.670742
\n",
"
2.509287e+09
\n",
"
2.485197e+08
\n",
"
\n",
"
\n",
"
min
\n",
"
8.400100e+09
\n",
"
1002.000000
\n",
"
0.000000
\n",
"
-166.541260
\n",
"
1.000000
\n",
"
1.000000
\n",
"
1.000000
\n",
"
1.000000
\n",
"
199906.000000
\n",
"
-9.230000e+02
\n",
"
-2.127393e+06
\n",
"
\n",
"
\n",
"
25%
\n",
"
8.403600e+09
\n",
"
20180.000000
\n",
"
41.034565
\n",
"
-82.197075
\n",
"
1.000000
\n",
"
25.000000
\n",
"
35.500000
\n",
"
4.000000
\n",
"
201408.000000
\n",
"
0.000000e+00
\n",
"
0.000000e+00
\n",
"
\n",
"
\n",
"
50%
\n",
"
8.404801e+09
\n",
"
47448.000000
\n",
"
42.237490
\n",
"
-77.616550
\n",
"
2.000000
\n",
"
61.000000
\n",
"
42.000000
\n",
"
5.000000
\n",
"
201312.000000
\n",
"
8.781000e+03
\n",
"
3.307000e+03
\n",
"
\n",
"
\n",
"
75%
\n",
"
8.401801e+09
\n",
"
74743.000000
\n",
"
35.567720
\n",
"
-97.651155
\n",
"
4.000000
\n",
"
109.000000
\n",
"
17.000000
\n",
"
2.000000
\n",
"
201312.000000
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"
2.163770e+05
\n",
"
1.676960e+05
\n",
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\n",
"
\n",
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max
\n",
"
8.409504e+09
\n",
"
99901.000000
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"
70.669760
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0.000000
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"
4.000000
\n",
"
840.000000
\n",
"
90.000000
\n",
"
6.000000
\n",
"
201504.000000
\n",
"
8.318144e+10
\n",
"
5.840349e+09
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" \n",
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"text/plain": [
" MuseumID ZipCode_Physical Latitude Longitude \\\n",
"count 3.307200e+04 9221.000000 33007.000000 33007.000000 \n",
"mean 8.403812e+09 47805.644616 38.925372 -90.816757 \n",
"std 2.662542e+06 30210.265032 5.126213 16.489087 \n",
"min 8.400100e+09 1002.000000 0.000000 -166.541260 \n",
"25% 8.403600e+09 20180.000000 41.034565 -82.197075 \n",
"50% 8.404801e+09 47448.000000 42.237490 -77.616550 \n",
"75% 8.401801e+09 74743.000000 35.567720 -97.651155 \n",
"max 8.409504e+09 99901.000000 70.669760 0.000000 \n",
"\n",
" LocaleCode_NCES CountyCode_FIPS StateCode_FIPS RegionCode_AAM \\\n",
"count 32995.000000 30536.000000 33071.000000 33072.000000 \n",
"mean 2.505834 85.701926 29.065828 3.670083 \n",
"std 1.211841 105.668318 15.431254 1.539274 \n",
"min 1.000000 1.000000 1.000000 1.000000 \n",
"25% 1.000000 25.000000 35.500000 4.000000 \n",
"50% 2.000000 61.000000 42.000000 5.000000 \n",
"75% 4.000000 109.000000 17.000000 2.000000 \n",
"max 4.000000 840.000000 90.000000 6.000000 \n",
"\n",
" TaxPeriod Income Revenue \n",
"count 23280.000000 2.296100e+04 2.229000e+04 \n",
"mean 201347.458548 1.069682e+08 2.097605e+07 \n",
"std 67.670742 2.509287e+09 2.485197e+08 \n",
"min 199906.000000 -9.230000e+02 -2.127393e+06 \n",
"25% 201408.000000 0.000000e+00 0.000000e+00 \n",
"50% 201312.000000 8.781000e+03 3.307000e+03 \n",
"75% 201312.000000 2.163770e+05 1.676960e+05 \n",
"max 201504.000000 8.318144e+10 5.840349e+09 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get a comprehensive overview of numerical columns\n",
"# categorical columns can be added too (optional)\n",
"museums.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the `count` row we see that there are a lot of missing values in the Zip Code column... not a reason to worry though : FIPS codes, longitude and latitude are enough for our geospatial analysis.`Income` and `Revenue` are quite well documented but there are missing values in the `TaxPeriod` column. In fact not all rows have been updated recently so not all incomes and revenues date back to the same year. We could either filter rows by `TaxPeriod` or ignore it in a first time, assuming that income and revenues of museums are stable over time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Clean the data and select features__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Keep only the columns we need\n",
"\n",
"For our use case, we want to keep only the ID column, Museum category, Longitude, Latitude, State name and FIPS."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Filter NaN values in Longitude and Latitude\n",
"\n",
"We want to create a new table by filtering the rows of the original table. We keep the rows only if longitude and latitude are documented. When defining the table we only select the above cited columns.\n",
"\n",
"Option 1: as permanent table\n",
"\n",
"> idadb.ida_query('DROP TABLE IF EXISTS MUSEUMS_PREPARED')\n",
"\n",
"> idadb.ida_query('CREATE TABLE MUSEUMS_PREPARED AS (SELECT \"MuseumID\", \"MuseumType\", \"State_Physical\", \"Latitude\", \"Longitude\", \"StateCode_FIPS\" FROM BLUADMIN.MUSEUMS_DF WHERE \"Longitude\" IS NOT NULL AND \"Latitude\" IS NOT NULL) WITH DATA')\n",
"\n",
"Option 2: as temp view only\n",
"\n",
"> idadb.ida_query('DROP VIEW TEMP_MUSEUMS_PREPARED')\n",
"\n",
"> idadb.ida_query('CREATE VIEW TEMP_MUSEUMS_PREPARED AS (SELECT \"MuseumID\", \"MuseumType\", \"State_Physical\", \"Latitude\", \"Longitude\", \"StateCode_FIPS\" FROM BLUADMIN.MUSEUMS_DF WHERE \"Longitude\" IS NOT NULL AND \"Latitude\" IS NOT NULL)')\n",
"\n",
"Option 3: directly modify the original Db2 table\n",
"\n",
"> idadb.ida_query('DELETE FROM MUSEUMS_DF WHERE \"Longitude\" IS NULL OR \"Latitude\" IS NULL')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Here with option 3: directly modify the original Db2 table\n",
"idadb.ida_query('DELETE FROM MUSEUMS_DF WHERE \"Longitude\" IS NULL OR \"Latitude\" IS NULL')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From now on, we will focus on the geospatial and categorical features. We will explore the geospatial functionalities of ibmdbpy by recommending American point of interest."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Convert the data into an IdaGeoDataFrame for geospatial analysis\n",
"\n",
"To be able to perform geospatial analysis, we first have to convert our data into the right format, i.e. an IdaGeoDataFrame.\n",
"\n",
"So far, we have used Pandas-like functionalities to analyze our data. But since we have geographical features, we would also like to perform a geospatial analysis. Ibmdbpy provides a wrapper for spatial functions which translates geopandas-like syntax into SQL and uses a middleware API to send it to your database (here connected through JDBC) for execution. For more details, please refer to the ibmdbpy documentation [here](https://pythonhosted.org/ibmdbpy/start.html)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Create an IdaGeoDataFrame with an SQL query__\n",
"\n",
"So far we have an IdaDataFrame, not an IdaGeoDataFame! We need to transform our geospatial features first.\n",
"\n",
"But how does it work ?\n",
"\n",
"To have an IdaGeoDataFrame, you need a column of a particular type : a geometry column. This is also true for geopandas: a GeoDataFrame is a normal Pandas DataFrame plus a special column defined as *geometry*. A specific data type is associated to the geometry column. ST_Geometry is the general type, it has several subtypes :\n",
"\n",
" ST_Point / ST_MultiPoint\n",
" ST_Linestring / ST_MultiLineString\n",
" ST_Polygon / ST_MultiPolygon\n",
" \n",
"It enables you to define various geographical objects such as geographical points, roads, surfaces and so on. But how do we define such a geometry column in the first place?\n",
"\n",
"These geometric objects are actually Db2 spatial objects following OGC guidelines... and you can define a geometry column in your Db2 table via a few lines of SQL. Here you have a `Longitude` and a `Latitude` column... this is enough to define a geospatial point. Here are the SQL statements you need to create a new table with geospatial properties. We will execute them for you inside the notebook by using the `idadb.ida_query()` functio, so no need to open the Db2 console.\n",
"\n",
"\n",
"> SET CURRENT FUNCTION PATH = CURRENT FUNCTION PATH, db2gse;\n",
"\n",
"> CREATE TABLE GEO_MUSEUMS (id BIGINT, geom db2gse.ST_Point, MuseumType VARCHAR(50), State_Physical VARCHAR(5), StateCode_FIPS DOUBLE, Income DOUBLE, Revenue DOUBLE) \n",
"ORGANIZE BY ROW;\n",
"\n",
"> INSERT INTO geo_museums(id, geom, MuseumType, State_Physical, StateCode_FIPS, Income, Revenue)\n",
"SELECT \"MuseumID\", db2gse.ST_Point(\"Longitude\", \"Latitude\", 1), \"MuseumType\", \"State_Physical\", \"StateCode_FIPS\", \"Income\", \"Revenue\" FROM MUSEUMS_DF;\n",
"\n",
"Note : In the case of geospatial data, Db2 only supports tables organized by rows, in opposition to tables organized by columns. Note the ORGANIZE BY ROW statement when creating a table with geospatial data types."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"idadb.ida_query('SET CURRENT FUNCTION PATH = CURRENT FUNCTION PATH, db2gse') # to comment out if already done\n",
"idadb.ida_query('DROP TABLE IF EXISTS GEO_MUSEUMS')\n",
"idadb.ida_query('CREATE TABLE GEO_MUSEUMS (id BIGINT, geom db2gse.ST_Point, MuseumType VARCHAR(50), MuseumName VARCHAR(200)) ORGANIZE BY ROW')\n",
"idadb.ida_query('INSERT INTO geo_museums(id, geom, MuseumType, MuseumName) SELECT \"MuseumID\", db2gse.ST_Point(\"Longitude\", \"Latitude\", 1), \"MuseumType\", \"MuseumName\" FROM MUSEUMS_DF')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/eva.feillet/.local/lib/python3.7/site-packages/jaydebeapi/__init__.py:250: UserWarning: No type mapping for JDBC type 'STRUCT' (constant value 2002). Using None as a default type_code.\n",
" \"Using None as a default type_code.\" % (type_name, jdbc_type_const))\n"
]
},
{
"data": {
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" ID GEOM MUSEUMTYPE \\\n",
"0 8400100001 POINT (-87.505100 33.295310) GENERAL MUSEUM \n",
"1 8400100002 POINT (-85.719780 31.349360) GENERAL MUSEUM \n",
"2 8400100004 POINT (-86.628410 34.713800) GENERAL MUSEUM \n",
"3 8400100005 POINT (-85.955410 32.943940) GENERAL MUSEUM \n",
"4 8400100007 POINT (-88.044830 30.690950) GENERAL MUSEUM \n",
"\n",
" MUSEUMNAME \n",
"0 WESTERVELT-WARNER MUSEUM OF AMERICAN ART \n",
"1 U. S. ARMY AVIATION MUSEUM \n",
"2 U.S. SPACE & ROCKET CENTER \n",
"3 WELLBORN MUSCLECAR MUSEUM \n",
"4 USS ALABAMA BATTLESHIP "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Take a look at the table you have just created\n",
"idageodf = IdaGeoDataFrame(idadb, \"GEO_MUSEUMS\", geometry = 'GEOM', indexer = \"ID\")\n",
"idageodf.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Notes about IdaGeoDataFrames__\n",
"\n",
"* Create an IdaGeoDataFrame from an existing IdaDataFrame"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can create an IdaGeoDataFrame from an existing IdaDataFrame if it has an eligible geometry column"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
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" ID GEOM MUSEUMTYPE \\\n",
"0 8400100001 POINT (-87.505100 33.295310) GENERAL MUSEUM \n",
"1 8400100002 POINT (-85.719780 31.349360) GENERAL MUSEUM \n",
"2 8400100004 POINT (-86.628410 34.713800) GENERAL MUSEUM \n",
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"4 8400100007 POINT (-88.044830 30.690950) GENERAL MUSEUM \n",
"\n",
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"0 WESTERVELT-WARNER MUSEUM OF AMERICAN ART \n",
"1 U. S. ARMY AVIATION MUSEUM \n",
"2 U.S. SPACE & ROCKET CENTER \n",
"3 WELLBORN MUSCLECAR MUSEUM \n",
"4 USS ALABAMA BATTLESHIP "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Open the newly created table as IdaDataFrame\n",
"# Convert it into an IdaGeoDataFrame\n",
"\n",
"geo_museums = IdaDataFrame(idadb, 'GEO_MUSEUMS', indexer = \"ID\")\n",
"geo_museums = IdaGeoDataFrame.from_IdaDataFrame(geo_museums)\n",
"geo_museums.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Defining the geometry column.\n",
"\n",
"This would raise an error... because the geometry attribute has not been set yet.\n",
"> geo_museums.geometry\n",
" \n",
" AttributeError: Geometry property has not been set yet. Use set_geometry method to set it.\n",
" \n",
"In fact, although the table has been opened as an IdaGeoDataFrame, the geometry column is not automatically detected and attributed! You need to set it. This is useful because there might be several columns with a ST_GEOMETRY type and ibmdbpy functions can take up to two of such columns as argument, so you have to specify which one(s)."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ibmdbpy.geoSeries.IdaGeoSeries"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geo_museums.set_geometry('GEOM')\n",
"type(idageodf.geometry)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Visualization__\n",
"\n",
"After you have processed the data with ibmdbpy, you can go back to a DataFrame or GeoDataFrame for visualization."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"object\n",
"Comment: Points not read as tuple of coordinates! Data transformation needed.\n"
]
}
],
"source": [
"# Note: you can't directly feed in the geometry column to the graph\n",
"geo_df=idageodf['GEOM'].as_dataframe()\n",
"geo_df.head()\n",
"print(geo_df.dtype)\n",
"print('Comment: Points not read as tuple of coordinates! Data transformation needed.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can easily extract back coordinates from a geometry column, here with the `.x()` and `.y()` functions which rely on the DB2 Spatial Extender `ST_X()` and `ST_Y()` functions. Of course here you could strike back to the `Longitude` and `Latitude` columns of the original dataframe, but this is not always the case and you would need to convert them to a geometry type anyway because values are originally seen as floats. So let's see how it works."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Data transformation for visualization\n",
"\n",
"idageodf['X'] = idageodf.x() # Using the spatial function ST_X and ST_Y to extract the coordinates\n",
"idageodf['Y'] = idageodf.y()\n",
"pdgeodf = idageodf[['X','Y']].as_dataframe()\n",
"\n",
"geometry = [Point(xy) for xy in zip(pdgeodf['X'],pdgeodf['Y'])]\n",
"# df = df.dropna(subset=['Longitude', 'Latitude']) if you want all the original columns, use df in place of pdgeodf\n",
"pdgeodf = geopandas.GeoDataFrame(pdgeodf, geometry = geometry)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1, 'Tourism opportunities in the USA')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load map of the world\n",
"world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
"#Isolate the map of the United States\n",
"usa_bis=world[world['iso_a3'] == 'USA']\n",
"\n",
"# Define the figure\n",
"fig, ax = plt.subplots(figsize=(20, 10))\n",
"\n",
"# Plot the underlying map\n",
"usa_bis.plot(ax=ax)\n",
"# Plot the US points of interest\n",
"pdgeodf.plot(ax=ax, markersize=2, marker='+', color='purple')\n",
"\n",
"legend=['Point of Interest']\n",
"plt.legend(legend)\n",
"plt.title('Tourism opportunities in the USA', size=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Zoom in and visualize museum types"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Filter rows on longitude and latitude\n",
"# syntax example : idadf[(idadf['col1'] < val1) & (idadf['col2'] > val2)]\n",
"\n",
"filtered_idageodf = idageodf[(idageodf['X']>-125) & (idageodf['X']<-60) & (idageodf['Y']>25) & (idageodf['Y']>-50)]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Conversion to GeoDataFrame\n",
"\n",
"# to Pandas DataFrame\n",
"filtered_pdgeodf = filtered_idageodf.as_dataframe()\n",
"# geometry column\n",
"geometry2 = [Point(xy) for xy in zip(filtered_pdgeodf['X'],filtered_pdgeodf['Y'])]\n",
"# to pandas GeoDataFrame\n",
"filtered_pdgeodf = geopandas.GeoDataFrame(filtered_pdgeodf, geometry = geometry2)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
ID
\n",
"
GEOM
\n",
"
MUSEUMTYPE
\n",
"
MUSEUMNAME
\n",
"
X
\n",
"
Y
\n",
"
geometry
\n",
"
code
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
8409501724
\n",
"
POINT (-89.554580 30.812700)
\n",
"
GENERAL MUSEUM
\n",
"
PEARL RIVER COMMUNITY COLLEGE MUSEUM
\n",
"
-89.55458
\n",
"
30.81270
\n",
"
POINT (-89.55458 30.81270000000001)
\n",
"
3
\n",
"
\n",
"
\n",
"
1
\n",
"
8402800144
\n",
"
POINT (-89.655710 30.535020)
\n",
"
HISTORIC PRESERVATION
\n",
"
PEARL RIVER COUNTY HISTORICAL SOCIETY
\n",
"
-89.65571
\n",
"
30.53502
\n",
"
POINT (-89.65571 30.53502)
\n",
"
4
\n",
"
\n",
"
\n",
"
2
\n",
"
8402800069
\n",
"
POINT (-90.032010 32.306800)
\n",
"
GENERAL MUSEUM
\n",
"
PEARL RIVER WOODCARVERS GUILD
\n",
"
-90.03201
\n",
"
32.30680
\n",
"
POINT (-90.03201 32.3068)
\n",
"
3
\n",
"
\n",
"
\n",
"
3
\n",
"
8402800012
\n",
"
POINT (-89.114590 32.767610)
\n",
"
HISTORIC PRESERVATION
\n",
"
PHILADELPHIA HISTORICAL MUSEUM
\n",
"
-89.11459
\n",
"
32.76761
\n",
"
POINT (-89.11459000000001 32.76761)
\n",
"
4
\n",
"
\n",
"
\n",
"
4
\n",
"
8409401027
\n",
"
POINT (-90.882950 32.342460)
\n",
"
CHILDREN'S MUSEUM
\n",
"
PIGS-IN-FLIGHT
\n",
"
-90.88295
\n",
"
32.34246
\n",
"
POINT (-90.88294999999999 32.34246)
\n",
"
2
\n",
"
\n",
"
\n",
"
5
\n",
"
8402800085
\n",
"
POINT (-91.400130 31.562160)
\n",
"
HISTORIC PRESERVATION
\n",
"
PILGRIMAGE HISTORICAL ASSOCIATION
\n",
"
-91.40013
\n",
"
31.56216
\n",
"
POINT (-91.40013 31.56216000000001)
\n",
"
4
\n",
"
\n",
"
\n",
"
6
\n",
"
8402800247
\n",
"
POINT (-90.172900 32.158300)
\n",
"
HISTORIC PRESERVATION
\n",
"
PINOLA HISTORICAL SOCIETY
\n",
"
-90.17290
\n",
"
32.15830
\n",
"
POINT (-90.1729 32.1583)
\n",
"
4
\n",
"
\n",
"
\n",
"
7
\n",
"
8402800185
\n",
"
POINT (-89.981000 34.779760)
\n",
"
GENERAL MUSEUM
\n",
"
PIONEER AMERICANS HALL FAME
\n",
"
-89.98100
\n",
"
34.77976
\n",
"
POINT (-89.98099999999999 34.77976)
\n",
"
3
\n",
"
\n",
"
\n",
"
8
\n",
"
8402800017
\n",
"
POINT (-88.869920 30.392940)
\n",
"
HISTORIC PRESERVATION
\n",
"
PLEASANT REED HOUSE
\n",
"
-88.86992
\n",
"
30.39294
\n",
"
POINT (-88.86991999999999 30.39294)
\n",
"
4
\n",
"
\n",
"
\n",
"
9
\n",
"
8402800192
\n",
"
POINT (-89.000470 34.263070)
\n",
"
HISTORIC PRESERVATION
\n",
"
PONTOTOC COUNTY HISTORICAL SOCIETY
\n",
"
-89.00047
\n",
"
34.26307
\n",
"
POINT (-89.00047000000001 34.26307)
\n",
"
4
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ID GEOM MUSEUMTYPE \\\n",
"0 8409501724 POINT (-89.554580 30.812700) GENERAL MUSEUM \n",
"1 8402800144 POINT (-89.655710 30.535020) HISTORIC PRESERVATION \n",
"2 8402800069 POINT (-90.032010 32.306800) GENERAL MUSEUM \n",
"3 8402800012 POINT (-89.114590 32.767610) HISTORIC PRESERVATION \n",
"4 8409401027 POINT (-90.882950 32.342460) CHILDREN'S MUSEUM \n",
"5 8402800085 POINT (-91.400130 31.562160) HISTORIC PRESERVATION \n",
"6 8402800247 POINT (-90.172900 32.158300) HISTORIC PRESERVATION \n",
"7 8402800185 POINT (-89.981000 34.779760) GENERAL MUSEUM \n",
"8 8402800017 POINT (-88.869920 30.392940) HISTORIC PRESERVATION \n",
"9 8402800192 POINT (-89.000470 34.263070) HISTORIC PRESERVATION \n",
"\n",
" MUSEUMNAME X Y \\\n",
"0 PEARL RIVER COMMUNITY COLLEGE MUSEUM -89.55458 30.81270 \n",
"1 PEARL RIVER COUNTY HISTORICAL SOCIETY -89.65571 30.53502 \n",
"2 PEARL RIVER WOODCARVERS GUILD -90.03201 32.30680 \n",
"3 PHILADELPHIA HISTORICAL MUSEUM -89.11459 32.76761 \n",
"4 PIGS-IN-FLIGHT -90.88295 32.34246 \n",
"5 PILGRIMAGE HISTORICAL ASSOCIATION -91.40013 31.56216 \n",
"6 PINOLA HISTORICAL SOCIETY -90.17290 32.15830 \n",
"7 PIONEER AMERICANS HALL FAME -89.98100 34.77976 \n",
"8 PLEASANT REED HOUSE -88.86992 30.39294 \n",
"9 PONTOTOC COUNTY HISTORICAL SOCIETY -89.00047 34.26307 \n",
"\n",
" geometry code \n",
"0 POINT (-89.55458 30.81270000000001) 3 \n",
"1 POINT (-89.65571 30.53502) 4 \n",
"2 POINT (-90.03201 32.3068) 3 \n",
"3 POINT (-89.11459000000001 32.76761) 4 \n",
"4 POINT (-90.88294999999999 32.34246) 2 \n",
"5 POINT (-91.40013 31.56216000000001) 4 \n",
"6 POINT (-90.1729 32.1583) 4 \n",
"7 POINT (-89.98099999999999 34.77976) 3 \n",
"8 POINT (-88.86991999999999 30.39294) 4 \n",
"9 POINT (-89.00047000000001 34.26307) 4 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## categories ## --> useful for visulization with color code\n",
"filtered_pdgeodf.MUSEUMTYPE = pandas.Categorical(filtered_pdgeodf.MUSEUMTYPE)\n",
"filtered_pdgeodf['code'] = filtered_pdgeodf.MUSEUMTYPE.cat.codes\n",
"filtered_pdgeodf.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# load map of the USA\n",
"\n",
"import subprocess\n",
"subprocess.check_call(\"wget -nc https://www2.census.gov/geo/tiger/GENZ2018/shp/cb_2018_us_state_5m.zip\", shell=True)\n",
"subprocess.check_call(\"unzip cb_2018_us_state_5m.zip\", shell=True)\n",
"\n",
"usa = geopandas.read_file(\"cb_2018_us_state_5m.shp\")\n",
"\n",
"# cut out some states in order to be able to zoom in\n",
"for stusps in ['HI', 'VI', 'GU', 'MP', 'AS', 'PR', 'AK']: \n",
" usa = usa[usa['STUSPS'] != stusps]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scatter plot with museum type color code\n",
"\n",
"x, y = filtered_pdgeodf.X, filtered_pdgeodf.Y\n",
"c = pandas.to_numeric(filtered_pdgeodf.code)\n",
"# s could be revenue or income\n",
"\n",
"fig, ax = plt.subplots(figsize = (18,16))\n",
"usa.plot(ax=ax)\n",
"scatter = ax.scatter(x, y, c=c, s=10, cmap = 'PiYG')\n",
"\n",
"# produce a legend with the unique colors from the scatter\n",
"legend1 = ax.legend(*scatter.legend_elements(),\n",
" loc=\"lower left\", title=\"Museum Type Codes\")\n",
"ax.add_artist(legend1)\n",
"plt.title(\"Places of Culture in the US, by type\", size =15)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: 'ARBORETUM, BOTANICAL GARDEN, OR NATURE CENTER',\n",
" 1: 'ART MUSEUM',\n",
" 2: \"CHILDREN'S MUSEUM\",\n",
" 3: 'GENERAL MUSEUM',\n",
" 4: 'HISTORIC PRESERVATION',\n",
" 5: 'HISTORY MUSEUM',\n",
" 6: 'NATURAL HISTORY MUSEUM',\n",
" 7: 'SCIENCE & TECHNOLOGY MUSEUM OR PLANETARIUM',\n",
" 8: 'ZOO, AQUARIUM, OR WILDLIFE CONSERVATION'}"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dict( enumerate(filtered_pdgeodf['MUSEUMTYPE'].cat.categories ))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"__Congratulations!__ You reached the end of this notebook. Before going to the next notebook of this series, close the current connection to Db2 Warehouse."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection closed.\n"
]
}
],
"source": [
"idadb.close()\n",
"# idadb.reconnect() if connection closed and you want to restore the connection."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Wrap-up \n",
"\n",
"Congratulations! You now know how to:\n",
"* write a table to Db2 using ibmdbpy;\n",
"* open and create IdaDataFrames and IdaGeoDataFrames locally;\n",
"* directly query the database with the idadb.ida_query() function;\n",
"* use ibmdbpy functionalities in common, useful cases:\n",
"* convert a Pandas (Geo)DataFrame into an ibmdbpy Ida(Geo)DataFrame and vice versa.\n",
"\n",
"## Where to go from here?\n",
"\n",
"Go to the next notebook [Geospatial recommendation](./ibmdbpy_Museums_DataAnalysis_2-geospatial.ipynb).\n",
"\n",
"If you haven't already done so, we encourage you to have a look at the **Getting started** notebooks also available in this repository. See also the **Machine learning** notebooks.\n",
"\n",
"* Getting started with ibmdbpy:\n",
" \n",
" [Basics](../GettingStarted/ibmdbpy_GettingStarted_1-basics.ipynb)\n",
"\n",
" [GeoBasics](../GettingStarted/ibmdbpy_GettingStarted_2-geo_basics.ipynb)\n",
"\n",
" [Extensive Guide](../GettingStarted/ibmdbpy_GettingStarted_3-geo_guide.ipynb)\n",
"\n",
"\n",
"* Machine learning with ibmdbpy: \n",
" \n",
" [Naïve Bayes](../MachineLearning/ibmdbpy_NaiveBayes.ipynb)\n",
"\n",
" [KMeans](../GettingStarted/ibmdbpy_GettingStarted_1-basics.ipynb) \n",
" \n",
" [Association Rules Mining](../MachineLearning/ibmdbpy_AssociationRulesMining.ipynb)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"\n",
"__Authors__\n",
"\n",
"Eva Feillet - ML intern, IBM Cloud and Cognitive Software @ IBM Lab in Böblingen, Germany"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}