diff --git a/Seminar_2/data_describtion.txt b/Seminar_2/data_describtion.txt
new file mode 100644
index 0000000..cba0710
--- /dev/null
+++ b/Seminar_2/data_describtion.txt
@@ -0,0 +1,523 @@
+MSSubClass: Identifies the type of dwelling involved in the sale.
+
+ 20 1-STORY 1946 & NEWER ALL STYLES
+ 30 1-STORY 1945 & OLDER
+ 40 1-STORY W/FINISHED ATTIC ALL AGES
+ 45 1-1/2 STORY - UNFINISHED ALL AGES
+ 50 1-1/2 STORY FINISHED ALL AGES
+ 60 2-STORY 1946 & NEWER
+ 70 2-STORY 1945 & OLDER
+ 75 2-1/2 STORY ALL AGES
+ 80 SPLIT OR MULTI-LEVEL
+ 85 SPLIT FOYER
+ 90 DUPLEX - ALL STYLES AND AGES
+ 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER
+ 150 1-1/2 STORY PUD - ALL AGES
+ 160 2-STORY PUD - 1946 & NEWER
+ 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
+ 190 2 FAMILY CONVERSION - ALL STYLES AND AGES
+
+MSZoning: Identifies the general zoning classification of the sale.
+
+ A Agriculture
+ C Commercial
+ FV Floating Village Residential
+ I Industrial
+ RH Residential High Density
+ RL Residential Low Density
+ RP Residential Low Density Park
+ RM Residential Medium Density
+
+LotFrontage: Linear feet of street connected to property
+
+LotArea: Lot size in square feet
+
+Street: Type of road access to property
+
+ Grvl Gravel
+ Pave Paved
+
+Alley: Type of alley access to property
+
+ Grvl Gravel
+ Pave Paved
+ NA No alley access
+
+LotShape: General shape of property
+
+ Reg Regular
+ IR1 Slightly irregular
+ IR2 Moderately Irregular
+ IR3 Irregular
+
+LandContour: Flatness of the property
+
+ Lvl Near Flat/Level
+ Bnk Banked - Quick and significant rise from street grade to building
+ HLS Hillside - Significant slope from side to side
+ Low Depression
+
+Utilities: Type of utilities available
+
+ AllPub All public Utilities (E,G,W,& S)
+ NoSewr Electricity, Gas, and Water (Septic Tank)
+ NoSeWa Electricity and Gas Only
+ ELO Electricity only
+
+LotConfig: Lot configuration
+
+ Inside Inside lot
+ Corner Corner lot
+ CulDSac Cul-de-sac
+ FR2 Frontage on 2 sides of property
+ FR3 Frontage on 3 sides of property
+
+LandSlope: Slope of property
+
+ Gtl Gentle slope
+ Mod Moderate Slope
+ Sev Severe Slope
+
+Neighborhood: Physical locations within Ames city limits
+
+ Blmngtn Bloomington Heights
+ Blueste Bluestem
+ BrDale Briardale
+ BrkSide Brookside
+ ClearCr Clear Creek
+ CollgCr College Creek
+ Crawfor Crawford
+ Edwards Edwards
+ Gilbert Gilbert
+ IDOTRR Iowa DOT and Rail Road
+ MeadowV Meadow Village
+ Mitchel Mitchell
+ Names North Ames
+ NoRidge Northridge
+ NPkVill Northpark Villa
+ NridgHt Northridge Heights
+ NWAmes Northwest Ames
+ OldTown Old Town
+ SWISU South & West of Iowa State University
+ Sawyer Sawyer
+ SawyerW Sawyer West
+ Somerst Somerset
+ StoneBr Stone Brook
+ Timber Timberland
+ Veenker Veenker
+
+Condition1: Proximity to various conditions
+
+ Artery Adjacent to arterial street
+ Feedr Adjacent to feeder street
+ Norm Normal
+ RRNn Within 200' of North-South Railroad
+ RRAn Adjacent to North-South Railroad
+ PosN Near positive off-site feature--park, greenbelt, etc.
+ PosA Adjacent to postive off-site feature
+ RRNe Within 200' of East-West Railroad
+ RRAe Adjacent to East-West Railroad
+
+Condition2: Proximity to various conditions (if more than one is present)
+
+ Artery Adjacent to arterial street
+ Feedr Adjacent to feeder street
+ Norm Normal
+ RRNn Within 200' of North-South Railroad
+ RRAn Adjacent to North-South Railroad
+ PosN Near positive off-site feature--park, greenbelt, etc.
+ PosA Adjacent to postive off-site feature
+ RRNe Within 200' of East-West Railroad
+ RRAe Adjacent to East-West Railroad
+
+BldgType: Type of dwelling
+
+ 1Fam Single-family Detached
+ 2FmCon Two-family Conversion; originally built as one-family dwelling
+ Duplx Duplex
+ TwnhsE Townhouse End Unit
+ TwnhsI Townhouse Inside Unit
+
+HouseStyle: Style of dwelling
+
+ 1Story One story
+ 1.5Fin One and one-half story: 2nd level finished
+ 1.5Unf One and one-half story: 2nd level unfinished
+ 2Story Two story
+ 2.5Fin Two and one-half story: 2nd level finished
+ 2.5Unf Two and one-half story: 2nd level unfinished
+ SFoyer Split Foyer
+ SLvl Split Level
+
+OverallQual: Rates the overall material and finish of the house
+
+ 10 Very Excellent
+ 9 Excellent
+ 8 Very Good
+ 7 Good
+ 6 Above Average
+ 5 Average
+ 4 Below Average
+ 3 Fair
+ 2 Poor
+ 1 Very Poor
+
+OverallCond: Rates the overall condition of the house
+
+ 10 Very Excellent
+ 9 Excellent
+ 8 Very Good
+ 7 Good
+ 6 Above Average
+ 5 Average
+ 4 Below Average
+ 3 Fair
+ 2 Poor
+ 1 Very Poor
+
+YearBuilt: Original construction date
+
+YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
+
+RoofStyle: Type of roof
+
+ Flat Flat
+ Gable Gable
+ Gambrel Gabrel (Barn)
+ Hip Hip
+ Mansard Mansard
+ Shed Shed
+
+RoofMatl: Roof material
+
+ ClyTile Clay or Tile
+ CompShg Standard (Composite) Shingle
+ Membran Membrane
+ Metal Metal
+ Roll Roll
+ Tar&Grv Gravel & Tar
+ WdShake Wood Shakes
+ WdShngl Wood Shingles
+
+Exterior1st: Exterior covering on house
+
+ AsbShng Asbestos Shingles
+ AsphShn Asphalt Shingles
+ BrkComm Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ CemntBd Cement Board
+ HdBoard Hard Board
+ ImStucc Imitation Stucco
+ MetalSd Metal Siding
+ Other Other
+ Plywood Plywood
+ PreCast PreCast
+ Stone Stone
+ Stucco Stucco
+ VinylSd Vinyl Siding
+ Wd Sdng Wood Siding
+ WdShing Wood Shingles
+
+Exterior2nd: Exterior covering on house (if more than one material)
+
+ AsbShng Asbestos Shingles
+ AsphShn Asphalt Shingles
+ BrkComm Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ CemntBd Cement Board
+ HdBoard Hard Board
+ ImStucc Imitation Stucco
+ MetalSd Metal Siding
+ Other Other
+ Plywood Plywood
+ PreCast PreCast
+ Stone Stone
+ Stucco Stucco
+ VinylSd Vinyl Siding
+ Wd Sdng Wood Siding
+ WdShing Wood Shingles
+
+MasVnrType: Masonry veneer type
+
+ BrkCmn Brick Common
+ BrkFace Brick Face
+ CBlock Cinder Block
+ None None
+ Stone Stone
+
+MasVnrArea: Masonry veneer area in square feet
+
+ExterQual: Evaluates the quality of the material on the exterior
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+ExterCond: Evaluates the present condition of the material on the exterior
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+Foundation: Type of foundation
+
+ BrkTil Brick & Tile
+ CBlock Cinder Block
+ PConc Poured Contrete
+ Slab Slab
+ Stone Stone
+ Wood Wood
+
+BsmtQual: Evaluates the height of the basement
+
+ Ex Excellent (100+ inches)
+ Gd Good (90-99 inches)
+ TA Typical (80-89 inches)
+ Fa Fair (70-79 inches)
+ Po Poor (<70 inches
+ NA No Basement
+
+BsmtCond: Evaluates the general condition of the basement
+
+ Ex Excellent
+ Gd Good
+ TA Typical - slight dampness allowed
+ Fa Fair - dampness or some cracking or settling
+ Po Poor - Severe cracking, settling, or wetness
+ NA No Basement
+
+BsmtExposure: Refers to walkout or garden level walls
+
+ Gd Good Exposure
+ Av Average Exposure (split levels or foyers typically score average or above)
+ Mn Mimimum Exposure
+ No No Exposure
+ NA No Basement
+
+BsmtFinType1: Rating of basement finished area
+
+ GLQ Good Living Quarters
+ ALQ Average Living Quarters
+ BLQ Below Average Living Quarters
+ Rec Average Rec Room
+ LwQ Low Quality
+ Unf Unfinshed
+ NA No Basement
+
+BsmtFinSF1: Type 1 finished square feet
+
+BsmtFinType2: Rating of basement finished area (if multiple types)
+
+ GLQ Good Living Quarters
+ ALQ Average Living Quarters
+ BLQ Below Average Living Quarters
+ Rec Average Rec Room
+ LwQ Low Quality
+ Unf Unfinshed
+ NA No Basement
+
+BsmtFinSF2: Type 2 finished square feet
+
+BsmtUnfSF: Unfinished square feet of basement area
+
+TotalBsmtSF: Total square feet of basement area
+
+Heating: Type of heating
+
+ Floor Floor Furnace
+ GasA Gas forced warm air furnace
+ GasW Gas hot water or steam heat
+ Grav Gravity furnace
+ OthW Hot water or steam heat other than gas
+ Wall Wall furnace
+
+HeatingQC: Heating quality and condition
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ Po Poor
+
+CentralAir: Central air conditioning
+
+ N No
+ Y Yes
+
+Electrical: Electrical system
+
+ SBrkr Standard Circuit Breakers & Romex
+ FuseA Fuse Box over 60 AMP and all Romex wiring (Average)
+ FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair)
+ FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor)
+ Mix Mixed
+
+1stFlrSF: First Floor square feet
+
+2ndFlrSF: Second floor square feet
+
+LowQualFinSF: Low quality finished square feet (all floors)
+
+GrLivArea: Above grade (ground) living area square feet
+
+BsmtFullBath: Basement full bathrooms
+
+BsmtHalfBath: Basement half bathrooms
+
+FullBath: Full bathrooms above grade
+
+HalfBath: Half baths above grade
+
+Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
+
+Kitchen: Kitchens above grade
+
+KitchenQual: Kitchen quality
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+
+Functional: Home functionality (Assume typical unless deductions are warranted)
+
+ Typ Typical Functionality
+ Min1 Minor Deductions 1
+ Min2 Minor Deductions 2
+ Mod Moderate Deductions
+ Maj1 Major Deductions 1
+ Maj2 Major Deductions 2
+ Sev Severely Damaged
+ Sal Salvage only
+
+Fireplaces: Number of fireplaces
+
+FireplaceQu: Fireplace quality
+
+ Ex Excellent - Exceptional Masonry Fireplace
+ Gd Good - Masonry Fireplace in main level
+ TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
+ Fa Fair - Prefabricated Fireplace in basement
+ Po Poor - Ben Franklin Stove
+ NA No Fireplace
+
+GarageType: Garage location
+
+ 2Types More than one type of garage
+ Attchd Attached to home
+ Basment Basement Garage
+ BuiltIn Built-In (Garage part of house - typically has room above garage)
+ CarPort Car Port
+ Detchd Detached from home
+ NA No Garage
+
+GarageYrBlt: Year garage was built
+
+GarageFinish: Interior finish of the garage
+
+ Fin Finished
+ RFn Rough Finished
+ Unf Unfinished
+ NA No Garage
+
+GarageCars: Size of garage in car capacity
+
+GarageArea: Size of garage in square feet
+
+GarageQual: Garage quality
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+ NA No Garage
+
+GarageCond: Garage condition
+
+ Ex Excellent
+ Gd Good
+ TA Typical/Average
+ Fa Fair
+ Po Poor
+ NA No Garage
+
+PavedDrive: Paved driveway
+
+ Y Paved
+ P Partial Pavement
+ N Dirt/Gravel
+
+WoodDeckSF: Wood deck area in square feet
+
+OpenPorchSF: Open porch area in square feet
+
+EnclosedPorch: Enclosed porch area in square feet
+
+3SsnPorch: Three season porch area in square feet
+
+ScreenPorch: Screen porch area in square feet
+
+PoolArea: Pool area in square feet
+
+PoolQC: Pool quality
+
+ Ex Excellent
+ Gd Good
+ TA Average/Typical
+ Fa Fair
+ NA No Pool
+
+Fence: Fence quality
+
+ GdPrv Good Privacy
+ MnPrv Minimum Privacy
+ GdWo Good Wood
+ MnWw Minimum Wood/Wire
+ NA No Fence
+
+MiscFeature: Miscellaneous feature not covered in other categories
+
+ Elev Elevator
+ Gar2 2nd Garage (if not described in garage section)
+ Othr Other
+ Shed Shed (over 100 SF)
+ TenC Tennis Court
+ NA None
+
+MiscVal: $Value of miscellaneous feature
+
+MoSold: Month Sold (MM)
+
+YrSold: Year Sold (YYYY)
+
+SaleType: Type of sale
+
+ WD Warranty Deed - Conventional
+ CWD Warranty Deed - Cash
+ VWD Warranty Deed - VA Loan
+ New Home just constructed and sold
+ COD Court Officer Deed/Estate
+ Con Contract 15% Down payment regular terms
+ ConLw Contract Low Down payment and low interest
+ ConLI Contract Low Interest
+ ConLD Contract Low Down
+ Oth Other
+
+SaleCondition: Condition of sale
+
+ Normal Normal Sale
+ Abnorml Abnormal Sale - trade, foreclosure, short sale
+ AdjLand Adjoining Land Purchase
+ Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit
+ Family Sale between family members
+ Partial Home was not completed when last assessed (associated with New Homes)
diff --git a/Seminar_2/seminar_2_empty.ipynb b/Seminar_2/seminar_2_empty.ipynb
new file mode 100644
index 0000000..cfb1b4d
--- /dev/null
+++ b/Seminar_2/seminar_2_empty.ipynb
@@ -0,0 +1,936 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "# Seminar: Exploratory Data Analysis in Python/Pandas environment\n",
+ "\n",
+ "* We will use the Ames Housing dataset of real estate sales\n",
+ "* The content is based on the Kaggle Competition House Prices Advanced Regression Techniques. See details [here](https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Goals for today:\n",
+ "* Read files (csv)\n",
+ "* Display needed parts of df\n",
+ "* Aggregate df\n",
+ "* Filter df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "gather": {
+ "logged": 1665932462185
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import math\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.stats as stats\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 1: Read data and undestand it's structure\n",
+ "\n",
+ "### 1a. Load training dataset (in `./data/train.csv`) and display 5 random rows\n",
+ "\n",
+ "Hint: Use `.style` attribute to display all columns\n",
+ "\n",
+ "Hint: See `./data/data_description.txt` for documentation of variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932463360
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 1b. What is the distribution `SalePrice` variable?\n",
+ "\n",
+ "* plot histogram (`.hist()` on `pd.Series`) with bin width $10,000\n",
+ "\n",
+ "Hint: Specify bins using range"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932220142
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 1c. Split columns between quantitative and qualitative variables\n",
+ "Store column names in separate lists of strings `quantitative` and `qualitative`\n",
+ "\n",
+ "Hint: `.dtypes` attribute contains a series with strings describing dtype of the data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932487403
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "### 1c* displace df with only quantitative columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 1d. Are `dtype`s correct? \n",
+ "\n",
+ "* visually check whether all the columns look correctly parsed"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932227042
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932228725
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 1e. Plot number of missing data for all columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932234934
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### For the better visiability drop columns with no missing data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "## Task 2: Aggregation"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.1 Calculate the average LotArea for each year (YrSold)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.2 Calculate the average SalePrice for each street (Street)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.2 Calculate the average SalePrice for Grvl street (Street)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "### 2.3 Calculate the average SalePrice for Grvl street (Street) But! Take into account only flats which cost more than 300000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Task 3 Filtering"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.1 How many flats cost less than 200000 and have a 'Normal' condition (column SaleCondition)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "### 3.2 How many flats cost less than 200000 or have a 'Normal' condition (column SaleCondition)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3.3 How many flats cost have more areas on the second floor(2ndFlrSF) then on the first one(1stFlrSF)?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "### What is the average cost (in thousands) for such type of the flats?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# BONUSES"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 1: Study relationships between variables\n",
+ "\n",
+ "### 1a. see correlation matrix"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932337283
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "fig=plt.subplots(1,1,figsize=(15,12))\n",
+ "sns.heatmap(df[quantitative].corr(),vmin=-1,cmap='coolwarm',annot=True,fmt='0.1f')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 2b. Boxplots for categorical variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932338324
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "sns.boxplot(data=df,x='MSZoning',y='SalePrice')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 2: ANOVA disparity estimations \n",
+ "\n",
+ "### One-way ANOVA \n",
+ "* Question: Do sale prices differ across categories of certain feature?\n",
+ "* Test: Do price means across factors with a feature differ in their underlying distribution? \n",
+ "* Are prices of houses with pool drawn from distribution with different mean than prices of house without a pool? \n",
+ "\n",
+ "* We will test this on all features and plot results\n",
+ "\n",
+ "### 2a. Function for estimating ANOVA for one feature\n",
+ "* Your task is to complete a following snippet:\n",
+ "\n",
+ "\n",
+ "```python\n",
+ "\n",
+ " def anova_feature(qualitative_series, quantitative_series):\n",
+ " '''\n",
+ " Performs One-way ANOVA testing whether all levels of `qualitative` series are drawn from distributions with equal means\n",
+ "\n",
+ " Expects:\n",
+ " - 'qualitative_series': Series with categorical data delienating indivudal groups\n",
+ " - 'quantitative_series': Series with value data on which the distribution is tested\n",
+ " \n",
+ " Uses `scipy.stats.f_oneway` to deliver the test.\n",
+ "\n",
+ " Returns pd.Series with `statistic`, `p_value` and `disparity` measure. `statistic` and `p_value` are calculated by `scipy.stats.f_oneway`. Disparity is calculated as 1/log(p_value).\n",
+ " '''\n",
+ " samples = {\n",
+ " factor: quantitative_series.loc[qualitative_series.fillna('MISSING') == factor] for factor in qualitative_series.fillna('MISSING').unique()\n",
+ " }\n",
+ "\n",
+ " anova_result = stats.f_oneway(*samples.values())\n",
+ " \n",
+ " pass\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932355553
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def anova_feature(qualitative_series, quantitative_series):\n",
+ " '''\n",
+ " Performs One-way ANOVA testing whether `quantitative_series` across levels of `qualitative_series` are drawn from distributions with equal means\n",
+ "\n",
+ " Expects:\n",
+ " - 'qualitative_series': Series with categorical data delienating indivudal groups\n",
+ " - 'quantitative_series': Series with value data on which the distribution is tested\n",
+ " \n",
+ "\n",
+ " Returns Series with test statistic, p-value\n",
+ " '''\n",
+ " samples = {\n",
+ " factor: quantitative_series.loc[qualitative_series.fillna('MISSING') == factor]for factor in qualitative_series.fillna('MISSING').unique()\n",
+ " }\n",
+ "\n",
+ " statistic, pvalue = stats.f_oneway(*samples.values())\n",
+ " \n",
+ " return pd.Series({\n",
+ " 'statistic':statistic,\n",
+ " 'p_value':pvalue,\n",
+ " 'disparity': math.log(1./pvalue)\n",
+ " })\n",
+ "\n",
+ "anova_feature(df.MasVnrType, df.SalePrice)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 2b. Generate dataframe with ANOVA test of all quantitative columns on `SalePrice` in the dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932371237
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": [
+ "anova = pd.DataFrame({\n",
+ " col: anova_feature(df[col],df.SalePrice) for col in qualitative\n",
+ "}).T\n",
+ "anova"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 2c. Plot the disparity measure"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932381965
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": [
+ "anova.disparity.sort_values(ascending=False).plot.bar(figsize=(12,3))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 3: Encode qualitative variables as quantitative\n",
+ "### 3a. Feature-level function\n",
+ "\n",
+ "* Write a function that an input dataframe with encoded version\n",
+ "* Complete the following snippet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932504214
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def encode_qualitative_feature(quantitative_series, qualitative_series, sorting_function=np.mean,suffix='_E'):\n",
+ " '''\n",
+ " Ranks `qualitative_series` according to sorting function applied on `quantitative_series` and return its rank as a series. \n",
+ " \n",
+ " Series name is extended with `suffix`.\n",
+ " '''\n",
+ " encode_df = pd.DataFrame({\n",
+ " quantitative_series.name:quantitative_series,\n",
+ " qualitative_series.name:qualitative_series \n",
+ " })\n",
+ "\n",
+ " sorting = encode_df.groupby(qualitative_series.name)[quantitative_series.name].apply(np.mean).rank()\n",
+ "\n",
+ " return qualitative_series.map(sorting).rename(f'{qualitative_series.name}{suffix}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "encode_qualitative_feature(df.SalePrice, df.KitchenQual)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## 3b. Apply on all qualitative features\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932509900
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def encode_columns(df, columns, sorting_function=np.mean,suffix='_E'):\n",
+ " for col in columns:\n",
+ " ranked_col = encode_qualitative_feature(df.SalePrice, df[col])\n",
+ " df[ranked_col.name] = ranked_col\n",
+ "\n",
+ " return df\n",
+ "\n",
+ "df_encoded =encode_columns(df.copy(), qualitative, sorting_function=np.mean,suffix='_E')\n",
+ "df_encoded"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernel_info": {
+ "name": "python38-azureml"
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.6"
+ },
+ "microsoft": {
+ "host": {
+ "AzureML": {
+ "notebookHasBeenCompleted": true
+ }
+ }
+ },
+ "nteract": {
+ "version": "nteract-front-end@1.0.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Seminar_2/seminar_2_solved.ipynb b/Seminar_2/seminar_2_solved.ipynb
new file mode 100644
index 0000000..1bd40d4
--- /dev/null
+++ b/Seminar_2/seminar_2_solved.ipynb
@@ -0,0 +1,4627 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "# Seminar: Exploratory Data Analysis in Python/Pandas environment\n",
+ "\n",
+ "* We will use the Ames Housing dataset of real estate sales\n",
+ "* The content is based on the Kaggle Competition House Prices Advanced Regression Techniques. See details [here](https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Goals for today:\n",
+ "* Read files (csv)\n",
+ "* Display needed parts of df\n",
+ "* Aggregate df\n",
+ "* Filter df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "gather": {
+ "logged": 1665932462185
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import math\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.stats as stats\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 1: Read data and undestand it's structure\n",
+ "\n",
+ "### 1a. Load training dataset (in `./data/train.csv`) and display 5 random rows\n",
+ "\n",
+ "Hint: Use `.style` attribute to display all columns\n",
+ "\n",
+ "Hint: See `./data/data_description.txt` for documentation of variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932463360
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " MSSubClass \n",
+ " MSZoning \n",
+ " LotFrontage \n",
+ " LotArea \n",
+ " Street \n",
+ " Alley \n",
+ " LotShape \n",
+ " LandContour \n",
+ " Utilities \n",
+ " LotConfig \n",
+ " LandSlope \n",
+ " Neighborhood \n",
+ " Condition1 \n",
+ " Condition2 \n",
+ " BldgType \n",
+ " HouseStyle \n",
+ " OverallQual \n",
+ " OverallCond \n",
+ " YearBuilt \n",
+ " YearRemodAdd \n",
+ " RoofStyle \n",
+ " RoofMatl \n",
+ " Exterior1st \n",
+ " Exterior2nd \n",
+ " MasVnrType \n",
+ " MasVnrArea \n",
+ " ExterQual \n",
+ " ExterCond \n",
+ " Foundation \n",
+ " BsmtQual \n",
+ " BsmtCond \n",
+ " BsmtExposure \n",
+ " BsmtFinType1 \n",
+ " BsmtFinSF1 \n",
+ " BsmtFinType2 \n",
+ " BsmtFinSF2 \n",
+ " BsmtUnfSF \n",
+ " TotalBsmtSF \n",
+ " Heating \n",
+ " HeatingQC \n",
+ " CentralAir \n",
+ " Electrical \n",
+ " 1stFlrSF \n",
+ " 2ndFlrSF \n",
+ " LowQualFinSF \n",
+ " GrLivArea \n",
+ " BsmtFullBath \n",
+ " BsmtHalfBath \n",
+ " FullBath \n",
+ " HalfBath \n",
+ " BedroomAbvGr \n",
+ " KitchenAbvGr \n",
+ " KitchenQual \n",
+ " TotRmsAbvGrd \n",
+ " Functional \n",
+ " Fireplaces \n",
+ " FireplaceQu \n",
+ " GarageType \n",
+ " GarageYrBlt \n",
+ " GarageFinish \n",
+ " GarageCars \n",
+ " GarageArea \n",
+ " GarageQual \n",
+ " GarageCond \n",
+ " PavedDrive \n",
+ " WoodDeckSF \n",
+ " OpenPorchSF \n",
+ " EnclosedPorch \n",
+ " 3SsnPorch \n",
+ " ScreenPorch \n",
+ " PoolArea \n",
+ " PoolQC \n",
+ " Fence \n",
+ " MiscFeature \n",
+ " MiscVal \n",
+ " MoSold \n",
+ " YrSold \n",
+ " SaleType \n",
+ " SaleCondition \n",
+ " SalePrice \n",
+ " \n",
+ " \n",
+ " Id \n",
+ " \n",
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+ " 190 \n",
+ " RM \n",
+ " 65.000000 \n",
+ " 7800 \n",
+ " Pave \n",
+ " nan \n",
+ " Reg \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Inside \n",
+ " Gtl \n",
+ " OldTown \n",
+ " Artery \n",
+ " Norm \n",
+ " 2fmCon \n",
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+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv('./train.csv', index_col='Id')\n",
+ "df.sample(5).style"
+ ]
+ },
+ {
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+ "execution_count": 5,
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df.SalePrice.hist(bins=10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932220142
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df.SalePrice.hist(bins=range(0, df.SalePrice.max(), 10000))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 1c. Split columns between quantitative and qualitative variables\n",
+ "Store column names in separate lists of strings `quantitative` and `qualitative`\n",
+ "\n",
+ "Hint: `.dtypes` attribute contains a series with strings describing dtype of the data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{dtype('int64'), dtype('float64'), dtype('O')}"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "set(df.dtypes)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932487403
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual', 'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', 'PavedDrive', 'PoolQC', 'Fence', 'MiscFeature', 'SaleType', 'SaleCondition']\n",
+ "['MSSubClass', 'LotFrontage', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt', 'GarageCars', 'GarageArea', 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SalePrice']\n"
+ ]
+ }
+ ],
+ "source": [
+ "qualitative = [column for column in df.columns if df.dtypes[column] == 'object']\n",
+ "quantitative = [column for column in df.columns if df.dtypes[column] != 'object']\n",
+ "\n",
+ "print(qualitative)\n",
+ "print(quantitative)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "### 1c* displace df with only quantitative columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " MSSubClass \n",
+ " LotFrontage \n",
+ " LotArea \n",
+ " OverallQual \n",
+ " OverallCond \n",
+ " YearBuilt \n",
+ " YearRemodAdd \n",
+ " MasVnrArea \n",
+ " BsmtFinSF1 \n",
+ " BsmtFinSF2 \n",
+ " ... \n",
+ " WoodDeckSF \n",
+ " OpenPorchSF \n",
+ " EnclosedPorch \n",
+ " 3SsnPorch \n",
+ " ScreenPorch \n",
+ " PoolArea \n",
+ " MiscVal \n",
+ " MoSold \n",
+ " YrSold \n",
+ " SalePrice \n",
+ " \n",
+ " \n",
+ " Id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 60 \n",
+ " 65.0 \n",
+ " 8450 \n",
+ " 7 \n",
+ " 5 \n",
+ " 2003 \n",
+ " 2003 \n",
+ " 196.0 \n",
+ " 706 \n",
+ " 0 \n",
+ " ... \n",
+ " 0 \n",
+ " 61 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 2008 \n",
+ " 208500 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 20 \n",
+ " 80.0 \n",
+ " 9600 \n",
+ " 6 \n",
+ " 8 \n",
+ " 1976 \n",
+ " 1976 \n",
+ " 0.0 \n",
+ " 978 \n",
+ " 0 \n",
+ " ... \n",
+ " 298 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 5 \n",
+ " 2007 \n",
+ " 181500 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 60 \n",
+ " 68.0 \n",
+ " 11250 \n",
+ " 7 \n",
+ " 5 \n",
+ " 2001 \n",
+ " 2002 \n",
+ " 162.0 \n",
+ " 486 \n",
+ " 0 \n",
+ " ... \n",
+ " 0 \n",
+ " 42 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 9 \n",
+ " 2008 \n",
+ " 223500 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 70 \n",
+ " 60.0 \n",
+ " 9550 \n",
+ " 7 \n",
+ " 5 \n",
+ " 1915 \n",
+ " 1970 \n",
+ " 0.0 \n",
+ " 216 \n",
+ " 0 \n",
+ " ... \n",
+ " 0 \n",
+ " 35 \n",
+ " 272 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 2006 \n",
+ " 140000 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 60 \n",
+ " 84.0 \n",
+ " 14260 \n",
+ " 8 \n",
+ " 5 \n",
+ " 2000 \n",
+ " 2000 \n",
+ " 350.0 \n",
+ " 655 \n",
+ " 0 \n",
+ " ... \n",
+ " 192 \n",
+ " 84 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 12 \n",
+ " 2008 \n",
+ " 250000 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 1456 \n",
+ " 60 \n",
+ " 62.0 \n",
+ " 7917 \n",
+ " 6 \n",
+ " 5 \n",
+ " 1999 \n",
+ " 2000 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " ... \n",
+ " 0 \n",
+ " 40 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 8 \n",
+ " 2007 \n",
+ " 175000 \n",
+ " \n",
+ " \n",
+ " 1457 \n",
+ " 20 \n",
+ " 85.0 \n",
+ " 13175 \n",
+ " 6 \n",
+ " 6 \n",
+ " 1978 \n",
+ " 1988 \n",
+ " 119.0 \n",
+ " 790 \n",
+ " 163 \n",
+ " ... \n",
+ " 349 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 2010 \n",
+ " 210000 \n",
+ " \n",
+ " \n",
+ " 1458 \n",
+ " 70 \n",
+ " 66.0 \n",
+ " 9042 \n",
+ " 7 \n",
+ " 9 \n",
+ " 1941 \n",
+ " 2006 \n",
+ " 0.0 \n",
+ " 275 \n",
+ " 0 \n",
+ " ... \n",
+ " 0 \n",
+ " 60 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2500 \n",
+ " 5 \n",
+ " 2010 \n",
+ " 266500 \n",
+ " \n",
+ " \n",
+ " 1459 \n",
+ " 20 \n",
+ " 68.0 \n",
+ " 9717 \n",
+ " 5 \n",
+ " 6 \n",
+ " 1950 \n",
+ " 1996 \n",
+ " 0.0 \n",
+ " 49 \n",
+ " 1029 \n",
+ " ... \n",
+ " 366 \n",
+ " 0 \n",
+ " 112 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 4 \n",
+ " 2010 \n",
+ " 142125 \n",
+ " \n",
+ " \n",
+ " 1460 \n",
+ " 20 \n",
+ " 75.0 \n",
+ " 9937 \n",
+ " 5 \n",
+ " 6 \n",
+ " 1965 \n",
+ " 1965 \n",
+ " 0.0 \n",
+ " 830 \n",
+ " 290 \n",
+ " ... \n",
+ " 736 \n",
+ " 68 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 6 \n",
+ " 2008 \n",
+ " 147500 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
1460 rows × 37 columns
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " MSZoning \n",
+ " Street \n",
+ " Alley \n",
+ " LotShape \n",
+ " LandContour \n",
+ " Utilities \n",
+ " LotConfig \n",
+ " LandSlope \n",
+ " Neighborhood \n",
+ " Condition1 \n",
+ " Condition2 \n",
+ " BldgType \n",
+ " HouseStyle \n",
+ " RoofStyle \n",
+ " RoofMatl \n",
+ " Exterior1st \n",
+ " Exterior2nd \n",
+ " MasVnrType \n",
+ " ExterQual \n",
+ " ExterCond \n",
+ " Foundation \n",
+ " BsmtQual \n",
+ " BsmtCond \n",
+ " BsmtExposure \n",
+ " BsmtFinType1 \n",
+ " BsmtFinType2 \n",
+ " Heating \n",
+ " HeatingQC \n",
+ " CentralAir \n",
+ " Electrical \n",
+ " KitchenQual \n",
+ " Functional \n",
+ " FireplaceQu \n",
+ " GarageType \n",
+ " GarageFinish \n",
+ " GarageQual \n",
+ " GarageCond \n",
+ " PavedDrive \n",
+ " PoolQC \n",
+ " Fence \n",
+ " MiscFeature \n",
+ " SaleType \n",
+ " SaleCondition \n",
+ " \n",
+ " \n",
+ " Id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 209 \n",
+ " RL \n",
+ " Pave \n",
+ " nan \n",
+ " IR1 \n",
+ " Low \n",
+ " AllPub \n",
+ " Inside \n",
+ " Mod \n",
+ " SawyerW \n",
+ " Norm \n",
+ " Norm \n",
+ " 1Fam \n",
+ " 2Story \n",
+ " Gable \n",
+ " CompShg \n",
+ " Plywood \n",
+ " Plywood \n",
+ " BrkFace \n",
+ " Gd \n",
+ " TA \n",
+ " CBlock \n",
+ " Gd \n",
+ " TA \n",
+ " Gd \n",
+ " GLQ \n",
+ " Unf \n",
+ " GasA \n",
+ " Ex \n",
+ " Y \n",
+ " SBrkr \n",
+ " TA \n",
+ " Typ \n",
+ " Gd \n",
+ " Attchd \n",
+ " Fin \n",
+ " TA \n",
+ " TA \n",
+ " Y \n",
+ " nan \n",
+ " nan \n",
+ " nan \n",
+ " WD \n",
+ " Normal \n",
+ " \n",
+ " \n",
+ " 308 \n",
+ " RM \n",
+ " Pave \n",
+ " Grvl \n",
+ " IR1 \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Inside \n",
+ " Gtl \n",
+ " IDOTRR \n",
+ " Artery \n",
+ " Norm \n",
+ " 1Fam \n",
+ " 1.5Fin \n",
+ " Gable \n",
+ " CompShg \n",
+ " MetalSd \n",
+ " MetalSd \n",
+ " None \n",
+ " TA \n",
+ " Fa \n",
+ " CBlock \n",
+ " TA \n",
+ " TA \n",
+ " No \n",
+ " Unf \n",
+ " Unf \n",
+ " GasA \n",
+ " TA \n",
+ " Y \n",
+ " FuseA \n",
+ " Fa \n",
+ " Typ \n",
+ " nan \n",
+ " nan \n",
+ " nan \n",
+ " nan \n",
+ " nan \n",
+ " N \n",
+ " nan \n",
+ " MnPrv \n",
+ " nan \n",
+ " WD \n",
+ " Normal \n",
+ " \n",
+ " \n",
+ " 910 \n",
+ " RL \n",
+ " Pave \n",
+ " nan \n",
+ " IR2 \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Inside \n",
+ " Gtl \n",
+ " Gilbert \n",
+ " Norm \n",
+ " Norm \n",
+ " 1Fam \n",
+ " 2Story \n",
+ " Gable \n",
+ " CompShg \n",
+ " VinylSd \n",
+ " VinylSd \n",
+ " None \n",
+ " Gd \n",
+ " TA \n",
+ " PConc \n",
+ " Gd \n",
+ " TA \n",
+ " No \n",
+ " Unf \n",
+ " Unf \n",
+ " GasA \n",
+ " Ex \n",
+ " Y \n",
+ " SBrkr \n",
+ " Gd \n",
+ " Typ \n",
+ " Gd \n",
+ " Attchd \n",
+ " Fin \n",
+ " TA \n",
+ " TA \n",
+ " Y \n",
+ " nan \n",
+ " nan \n",
+ " nan \n",
+ " WD \n",
+ " Normal \n",
+ " \n",
+ " \n",
+ " 194 \n",
+ " RM \n",
+ " Pave \n",
+ " nan \n",
+ " Reg \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Inside \n",
+ " Gtl \n",
+ " Edwards \n",
+ " Norm \n",
+ " Norm \n",
+ " Twnhs \n",
+ " 2Story \n",
+ " Gable \n",
+ " CompShg \n",
+ " VinylSd \n",
+ " VinylSd \n",
+ " Stone \n",
+ " Gd \n",
+ " TA \n",
+ " PConc \n",
+ " Gd \n",
+ " TA \n",
+ " No \n",
+ " Unf \n",
+ " Unf \n",
+ " GasA \n",
+ " Ex \n",
+ " Y \n",
+ " SBrkr \n",
+ " Gd \n",
+ " Maj1 \n",
+ " nan \n",
+ " Detchd \n",
+ " Unf \n",
+ " TA \n",
+ " TA \n",
+ " Y \n",
+ " nan \n",
+ " nan \n",
+ " nan \n",
+ " WD \n",
+ " Normal \n",
+ " \n",
+ " \n",
+ " 863 \n",
+ " RL \n",
+ " Pave \n",
+ " nan \n",
+ " Reg \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Corner \n",
+ " Gtl \n",
+ " SawyerW \n",
+ " Norm \n",
+ " Norm \n",
+ " 1Fam \n",
+ " 1Story \n",
+ " Hip \n",
+ " CompShg \n",
+ " HdBoard \n",
+ " Plywood \n",
+ " None \n",
+ " TA \n",
+ " TA \n",
+ " PConc \n",
+ " Gd \n",
+ " TA \n",
+ " No \n",
+ " GLQ \n",
+ " Unf \n",
+ " GasA \n",
+ " TA \n",
+ " Y \n",
+ " SBrkr \n",
+ " TA \n",
+ " Typ \n",
+ " nan \n",
+ " Attchd \n",
+ " Unf \n",
+ " TA \n",
+ " TA \n",
+ " Y \n",
+ " nan \n",
+ " GdPrv \n",
+ " nan \n",
+ " WD \n",
+ " Normal \n",
+ " \n",
+ " \n",
+ "
\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[qualitative].sample(5).style"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932228725
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " MSSubClass \n",
+ " LotFrontage \n",
+ " LotArea \n",
+ " OverallQual \n",
+ " OverallCond \n",
+ " YearBuilt \n",
+ " YearRemodAdd \n",
+ " MasVnrArea \n",
+ " BsmtFinSF1 \n",
+ " BsmtFinSF2 \n",
+ " BsmtUnfSF \n",
+ " TotalBsmtSF \n",
+ " 1stFlrSF \n",
+ " 2ndFlrSF \n",
+ " LowQualFinSF \n",
+ " GrLivArea \n",
+ " BsmtFullBath \n",
+ " BsmtHalfBath \n",
+ " FullBath \n",
+ " HalfBath \n",
+ " BedroomAbvGr \n",
+ " KitchenAbvGr \n",
+ " TotRmsAbvGrd \n",
+ " Fireplaces \n",
+ " GarageYrBlt \n",
+ " GarageCars \n",
+ " GarageArea \n",
+ " WoodDeckSF \n",
+ " OpenPorchSF \n",
+ " EnclosedPorch \n",
+ " 3SsnPorch \n",
+ " ScreenPorch \n",
+ " PoolArea \n",
+ " MiscVal \n",
+ " MoSold \n",
+ " YrSold \n",
+ " SalePrice \n",
+ " \n",
+ " \n",
+ " Id \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 254 \n",
+ " 80 \n",
+ " 85.000000 \n",
+ " 9350 \n",
+ " 6 \n",
+ " 7 \n",
+ " 1964 \n",
+ " 1991 \n",
+ " 108.000000 \n",
+ " 270 \n",
+ " 580 \n",
+ " 452 \n",
+ " 1302 \n",
+ " 1302 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1302 \n",
+ " 0 \n",
+ " 1 \n",
+ " 2 \n",
+ " 0 \n",
+ " 3 \n",
+ " 1 \n",
+ " 7 \n",
+ " 0 \n",
+ " 1964.000000 \n",
+ " 1 \n",
+ " 309 \n",
+ " 333 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 10 \n",
+ " 2007 \n",
+ " 158000 \n",
+ " \n",
+ " \n",
+ " 566 \n",
+ " 70 \n",
+ " 66.000000 \n",
+ " 6858 \n",
+ " 6 \n",
+ " 4 \n",
+ " 1915 \n",
+ " 1950 \n",
+ " 0.000000 \n",
+ " 0 \n",
+ " 0 \n",
+ " 806 \n",
+ " 806 \n",
+ " 841 \n",
+ " 806 \n",
+ " 0 \n",
+ " 1647 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 4 \n",
+ " 1 \n",
+ " 6 \n",
+ " 0 \n",
+ " 1920.000000 \n",
+ " 1 \n",
+ " 216 \n",
+ " 0 \n",
+ " 66 \n",
+ " 136 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 5 \n",
+ " 2010 \n",
+ " 128000 \n",
+ " \n",
+ " \n",
+ " 775 \n",
+ " 20 \n",
+ " 110.000000 \n",
+ " 14226 \n",
+ " 8 \n",
+ " 5 \n",
+ " 2006 \n",
+ " 2006 \n",
+ " 375.000000 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1935 \n",
+ " 1935 \n",
+ " 1973 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1973 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 0 \n",
+ " 3 \n",
+ " 1 \n",
+ " 9 \n",
+ " 1 \n",
+ " 2006.000000 \n",
+ " 3 \n",
+ " 895 \n",
+ " 315 \n",
+ " 45 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 7 \n",
+ " 2007 \n",
+ " 395000 \n",
+ " \n",
+ " \n",
+ " 143 \n",
+ " 50 \n",
+ " 71.000000 \n",
+ " 8520 \n",
+ " 5 \n",
+ " 4 \n",
+ " 1952 \n",
+ " 1952 \n",
+ " 0.000000 \n",
+ " 507 \n",
+ " 0 \n",
+ " 403 \n",
+ " 910 \n",
+ " 910 \n",
+ " 475 \n",
+ " 0 \n",
+ " 1385 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 0 \n",
+ " 4 \n",
+ " 1 \n",
+ " 6 \n",
+ " 0 \n",
+ " 2000.000000 \n",
+ " 2 \n",
+ " 720 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 6 \n",
+ " 2010 \n",
+ " 166000 \n",
+ " \n",
+ " \n",
+ " 229 \n",
+ " 20 \n",
+ " 70.000000 \n",
+ " 8521 \n",
+ " 5 \n",
+ " 5 \n",
+ " 1967 \n",
+ " 1967 \n",
+ " 0.000000 \n",
+ " 842 \n",
+ " 0 \n",
+ " 70 \n",
+ " 912 \n",
+ " 912 \n",
+ " 0 \n",
+ " 0 \n",
+ " 912 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 3 \n",
+ " 1 \n",
+ " 5 \n",
+ " 1 \n",
+ " 1974.000000 \n",
+ " 1 \n",
+ " 336 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 5 \n",
+ " 2010 \n",
+ " 125000 \n",
+ " \n",
+ " \n",
+ "
\n"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[quantitative].sample(5).style"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 1e. Plot number of missing data for all columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932234934
+ },
+ "jupyter": {
+ "outputs_hidden": false,
+ "source_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df.isna().sum().sort_values().plot.bar(figsize=(15, 5))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### For the better visiability can drop columns with no missing data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "col_names_with_miss_val = [col for col in df.columns if df[col].isna().sum()!=0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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c5HeIzZs3x4kTJ3Dv3j0AQHR0NM6dO4eOHTsCAGJiYhAfHw83NzfhPaampnBxcUFYWBgAICwsDGZmZkIyBAA3NzfI5XKEh4cX+nPT09ORnJystDHGGGOqkvwOccaMGUhOTkadOnWgpaWFrKws/Pjjjxg0aBAAID4+HgBgaWmp9D5LS0vhWHx8PCwsLJQLqq0Nc3Nz4Zz85s+fjzlz5khdHcYYY2WE5HeIu3fvxrZt27B9+3ZcuXIFmzdvxpIlS7B582apf5SSmTNnIikpSdji4uI0+vMYY4x9WiS/Q5w6dSpmzJiB/v37AwCcnZ3x5MkTzJ8/H8OGDYOVlRUAICEhAZUqVRLel5CQgAYNGgAArKys8Pz5c6W4mZmZePnypfD+/PT09KCnpyd1dRhjjJURkt8hvnnzBnK5clgtLS1kZ2cDAOzt7WFlZYUTJ04Ix5OTkxEeHg5XV1cAgKurKxITExEZGSmcc/LkSWRnZ8PFxUXqIjPGGGPS3yF6eHjgxx9/hK2tLZycnHD16lX4+/vD09MTACCTyTBp0iTMmzcPNWvWhL29PWbNmgVra2t0794dAODg4IAOHTpg1KhRWLNmDTIyMuDj44P+/ftzD1PGGGMaIXlCXLFiBWbNmoVx48bh+fPnsLa2xpgxY+Dr6yucM23aNKSmpmL06NFITExEy5YtERwcDH19feGcbdu2wcfHB+3atYNcLkevXr2wfPlyqYvLGGOMAdBAQjQxMUFAQAACAgKKPEcmk8HPzw9+fn5FnmNubo7t27dLXTzGGGOsUDyXKWOMMQZOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGAANTN3GGGMfM7sZh1U67/GCzhouCfuv8R0iY4wxBk6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgADSXEp0+fYvDgwShfvjwMDAzg7OyMy5cvC8eJCL6+vqhUqRIMDAzg5uaG+/fvK8V4+fIlBg0aBIVCATMzM3h5eSElJUUTxWWMMcakT4ivXr1CixYtoKOjgz///BO3bt3C0qVLUa5cOeGcRYsWYfny5VizZg3Cw8NhZGQEd3d3pKWlCecMGjQIN2/eREhICA4dOoTQ0FCMHj1a6uIyxhhjADQwl+nChQthY2ODTZs2Cfvs7e2F/yciBAQE4Pvvv0e3bt0AAFu2bIGlpSX279+P/v374/bt2wgODkZERASaNGkCAFixYgU6deqEJUuWwNrausDPTU9PR3p6uvA6OTlZ6qoxxhj7hEl+h3jgwAE0adIEffr0gYWFBRo2bIj169cLx2NiYhAfHw83Nzdhn6mpKVxcXBAWFgYACAsLg5mZmZAMAcDNzQ1yuRzh4eGF/tz58+fD1NRU2GxsbKSuGmOMsU+Y5Anx0aNHWL16NWrWrImjR49i7NixmDBhAjZv3gwAiI+PBwBYWloqvc/S0lI4Fh8fDwsLC6Xj2traMDc3F87Jb+bMmUhKShK2uLg4qavGGGPsEyZ5k2l2djaaNGmCn376CQDQsGFD3LhxA2vWrMGwYcOk/nECPT096OnpaSw+Y4yxT5vkd4iVKlWCo6Oj0j4HBwfExsYCAKysrAAACQkJSuckJCQIx6ysrPD8+XOl45mZmXj58qVwDmOMMSYlyRNiixYtcPfuXaV99+7dQ9WqVQHkdLCxsrLCiRMnhOPJyckIDw+Hq6srAMDV1RWJiYmIjIwUzjl58iSys7Ph4uIidZEZY4wx6ZtMv/76azRv3hw//fQT+vbti0uXLmHdunVYt24dAEAmk2HSpEmYN28eatasCXt7e8yaNQvW1tbo3r07gJw7yg4dOmDUqFFYs2YNMjIy4OPjg/79+xfaw5QxxhgrLskT4meffYZ9+/Zh5syZ8PPzg729PQICAjBo0CDhnGnTpiE1NRWjR49GYmIiWrZsieDgYOjr6wvnbNu2DT4+PmjXrh3kcjl69eqF5cuXS11cxhhjDIAGEiIAdOnSBV26dCnyuEwmg5+fH/z8/Io8x9zcHNu3b9dE8RhjjLECeC5TxhhjDJwQGWOMMQCcEBljjDEAnBAZY4wxAJwQGWOMMQCcEBljjDEAnBAZY4wxAJwQGWOMMQCcEBljjDEAnBAZY4wxAJwQGWOMMQCcEBljjDEAnBAZY4wxAJwQGWOMMQCcEBljjDEAnBAZY4wxAJwQGWOMMQCcEBljjDEAnBAZY4wxAP9BQlywYAFkMhkmTZok7EtLS4O3tzfKly8PY2Nj9OrVCwkJCUrvi42NRefOnWFoaAgLCwtMnToVmZmZmi4uY4yxMkqjCTEiIgJr165FvXr1lPZ//fXXOHjwIH777TecOXMGz549Q8+ePYXjWVlZ6Ny5M969e4cLFy5g8+bNCAoKgq+vryaLyxhjrAzTWEJMSUnBoEGDsH79epQrV07Yn5SUhA0bNsDf3x9t27ZF48aNsWnTJly4cAEXL14EABw7dgy3bt3Cr7/+igYNGqBjx46YO3cuVq1ahXfv3mmqyIwxxsowjSVEb29vdO7cGW5ubkr7IyMjkZGRobS/Tp06sLW1RVhYGAAgLCwMzs7OsLS0FM5xd3dHcnIybt68WejPS09PR3JystLGGGOMqUpbE0F37tyJK1euICIiosCx+Ph46OrqwszMTGm/paUl4uPjhXPyJsPc47nHCjN//nzMmTNHgtIzxhgriyS/Q4yLi8PEiROxbds26OvrSx2+SDNnzkRSUpKwxcXF/Wc/mzHG2MdP8oQYGRmJ58+fo1GjRtDW1oa2tjbOnDmD5cuXQ1tbG5aWlnj37h0SExOV3peQkAArKysAgJWVVYFep7mvc8/JT09PDwqFQmljjDHGVCV5QmzXrh2uX7+OqKgoYWvSpAkGDRok/L+Ojg5OnDghvOfu3buIjY2Fq6srAMDV1RXXr1/H8+fPhXNCQkKgUCjg6OgodZEZY4wx6Z8hmpiYoG7dukr7jIyMUL58eWG/l5cXJk+eDHNzcygUCowfPx6urq5o1qwZAKB9+/ZwdHTEkCFDsGjRIsTHx+P777+Ht7c39PT0pC4yY4wxpplONR+ybNkyyOVy9OrVC+np6XB3d8fPP/8sHNfS0sKhQ4cwduxYuLq6wsjICMOGDYOfn19JFJcxxlgZ8J8kxNOnTyu91tfXx6pVq7Bq1aoi31O1alUcOXJEwyVjjDHGcvBcpowxxhg4ITLGGGMAOCEyxhhjADghMsYYYwA4ITLGGGMAOCEyxhhjADghMsYYYwA4ITLGGGMAOCEyxhhjADghMsYYYwA4ITLGGGMAOCEyxhhjADghMsYYYwA4ITLGGGMASmg9RMYYk4rdjMMqnfd4QWcNl4R97PgOkTHGGAMnRMYYYwwAJ0TGGGMMACdExhhjDIAGEuL8+fPx2WefwcTEBBYWFujevTvu3r2rdE5aWhq8vb1Rvnx5GBsbo1evXkhISFA6JzY2Fp07d4ahoSEsLCwwdepUZGZmSl1cxhhjDIAGEuKZM2fg7e2NixcvIiQkBBkZGWjfvj1SU1OFc77++mscPHgQv/32G86cOYNnz56hZ8+ewvGsrCx07twZ7969w4ULF7B582YEBQXB19dX6uIyxhhjADQw7CI4OFjpdVBQECwsLBAZGYlWrVohKSkJGzZswPbt29G2bVsAwKZNm+Dg4ICLFy+iWbNmOHbsGG7duoXjx4/D0tISDRo0wNy5czF9+nT88MMP0NXVlbrYjDHGyjiNP0NMSkoCAJibmwMAIiMjkZGRATc3N+GcOnXqwNbWFmFhYQCAsLAwODs7w9LSUjjH3d0dycnJuHnzZqE/Jz09HcnJyUobY4wxpiqNJsTs7GxMmjQJLVq0QN26dQEA8fHx0NXVhZmZmdK5lpaWiI+PF87Jmwxzj+ceK8z8+fNhamoqbDY2NhLXhjHG2KdMownR29sbN27cwM6dOzX5YwAAM2fORFJSkrDFxcVp/Gcyxhj7dGhs6jYfHx8cOnQIoaGhqFKlirDfysoK7969Q2JiotJdYkJCAqysrIRzLl26pBQvtxdq7jn56enpQU9PT+JaMMYYKyskv0MkIvj4+GDfvn04efIk7O3tlY43btwYOjo6OHHihLDv7t27iI2NhaurKwDA1dUV169fx/Pnz4VzQkJCoFAo4OjoKHWRGWOMMenvEL29vbF9+3b88ccfMDExEZ75mZqawsDAAKampvDy8sLkyZNhbm4OhUKB8ePHw9XVFc2aNQMAtG/fHo6OjhgyZAgWLVqE+Ph4fP/99/D29ua7QMYYYxoheUJcvXo1AKB169ZK+zdt2oThw4cDAJYtWwa5XI5evXohPT0d7u7u+Pnnn4VztbS0cOjQIYwdOxaurq4wMjLCsGHD4OfnJ3VxGWOMMQAaSIhE9MFz9PX1sWrVKqxatarIc6pWrYojR45IWTTGGGOsSDyXKWOMMQZOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGABOiIwxxhgADa6HyNinxm7GYZXOe7ygc6mOp4mYJRWPMSnxHSJjjDEGToiMMcYYAE6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGAAedlEqfQxd3Ut7GTUxBIEx9mkr1XeIq1atgp2dHfT19eHi4oJLly6VdJEYY4x9okptQty1axcmT56M2bNn48qVK6hfvz7c3d3x/Pnzki4aY4yxT1CpTYj+/v4YNWoURowYAUdHR6xZswaGhobYuHFjSReNMcbYJ6hUPkN89+4dIiMjMXPmTGGfXC6Hm5sbwsLCCn1Peno60tPThddJSUkAgOTkZI2Wte7soyqfe2OOu0rnZae/Uek8VesmdTxNxCypeJqIWdrjaSImfxeLH08TMflz+d9rIvrwm6kUevr0KQGgCxcuKO2fOnUqNW3atND3zJ49mwDwxhtvvPHGW4EtLi7ug7mnVN4hqmPmzJmYPHmy8Do7OxsvX75E+fLlIZPJinxfcnIybGxsEBcXB4VCUexySB1PEzHLYhnLYp01EbO0x9NEzLJYxk+pzkSE169fw9ra+oMxS2VCrFChArS0tJCQkKC0PyEhAVZWVoW+R09PD3p6ekr7zMzMVP6ZCoVCsg9eE/E0EbMslrEs1lkTMUt7PE3ELItl/FTqbGpqqlKsUtmpRldXF40bN8aJEyeEfdnZ2Thx4gRcXV1LsGSMMcY+VaXyDhEAJk+ejGHDhqFJkyZo2rQpAgICkJqaihEjRpR00RhjjH2CSm1C7NevH/755x/4+voiPj4eDRo0QHBwMCwtLSX9OXp6epg9e3aB5tbSEk8TMctiGctinTURs7TH00TMsljGslhnAJARqdIXlTHGGPu0lcpniIwxxth/jRMiY4wxBk6IjDHGGABOiIwxxhgAToiMMcYYAE6IjDHGGIBSPA6RsdIqMzMTp0+fxsOHDzFw4ECYmJjg2bNnUCgUMDY2LuniITExEZcuXcLz58+RnZ2tdGzo0KElVKr/qVatGiIiIlC+fHml/YmJiWjUqBEePXpUrPhpaWnQ19cvVgxNK21l3LRpE/r16wdDQ8OSLkqJ4nGIpciBAwdUPrdr164aLEnJevDgAR4+fIhWrVrBwMAARPTeCdr/S0+ePEGHDh0QGxuL9PR03Lt3D9WqVcPEiRORnp6ONWvWfDBGuXLlVK7Py5cvRZXv4MGDGDRoEFJSUqBQKJR+jkwmUzlez549Vf6Ze/fuFVVGuVyO+Ph4WFhYKO1PSEiAra2t0jJuqsrOzsaPP/6INWvWICEhQfhcZs2aBTs7O3h5eYmOKTVNlHHr1q1Ys2YNYmJiEBYWhqpVqyIgIAD29vbo1q2bynEsLS3x9u1b9OnTB15eXmjevLnoshQlMTERe/bswcOHDzF16lSYm5vjypUrsLS0ROXKlVWO8+zZM/j7+8PX17fA3KVJSUmYN28evvnmm2JN3lJm7hA1+Que66+//sKBAwcQGxuLd+/eKR3z9/f/4Pu7d++u9Fomkymt4ZX3j1tWVpZaZSxMdHQ0GjVqpFLMvCuKfIgqdc7rxYsX6NevH06ePAmZTIb79++jWrVq8PLyQrly5bB06VJR8Y4cOYK9e/fC3Nwcnp6eqFOnjnDs1atX6NWrF06ePCkq5sSJE9GkSRNER0cr3eH06NEDo0aNUilGQECAqJ8pxpQpU+Dp6YmffvqpWFf7eSdDJiLs27cPpqamaNKkCQAgMjISiYmJon6v8l7wHT16VOlnZGVl4cSJE7Czs1OrvPPmzcPmzZuxaNEipc+hbt26CAgIUCvZtGnT5r0XLmK/O1KXcfXq1fD19cWkSZPw448/Cr+/ZmZmCAgIEJUQnz59ioMHDyIoKAitW7dGtWrVMGLECAwbNqzIBRVUce3aNbi5ucHU1BSPHz/GqFGjYG5ujr179yI2NhZbtmxROZa/vz+Sk5MLncjb1NQUr1+/hr+/PxYuXKh2eUvleoiaMHz4cJU3dRw/fpwMDQ2pbt26pK2tTQ0aNCAzMzMyNTWlNm3aiI4XEhJCjRo1ouDgYEpKSqKkpCQKDg6mJk2a0LFjx9QqY1GioqJIJpOpdG7r1q1V2tSp85AhQ8jd3Z3i4uLI2NiYHj58SEREwcHB5OjoKCrWtm3bSEtLizp37kwtW7YkfX19+vXXX4Xj8fHxJJfLRZfR3Nyc7ty5Q0SkVMaYmBgyMDAQHU9qhoaGQpmkMm3aNBo5ciRlZmYK+zIzM2n06NH0zTffqBxHJpORTCYjuVwu/H/upqurS7Vq1aKDBw+qVcbq1avT8ePHiUj5c7l9+zaZmZmpFXPSpElKm7e3N7Vo0YJMTU1pwoQJJV5GBwcH2rdvX4F4169fp/Lly4uOlys+Pp6WLFlCzs7OpKOjQx4eHrR//37KysoSHatdu3Y0derUAmU8f/48Va1aVVQsJycnOnv2bJHHz58/L/rvRH5lJiFq2meffUa+vr5E9L8P/vXr19S1a1f6+eefRccr6sMPDQ2lOnXqiIrVo0eP925t27ZVKzlIzdLSkqKioohI+Zfn4cOHZGRkJCpWgwYNKDAwUHi9a9cuMjIyol9++YWI1E+IZmZmdPPmzQJlPHv2LFlYWIiOl9fbt2+Fi5/cTawePXrQrl27ilWO/CpUqCBcBOR1584dMjc3Fx3Pzs6O/vnnHymKJtDX16fHjx8TkfLncvPmTdHfnQ+ZPXs2TZkypcTLWFS8e/fukb6+vuh4eV28eJFGjx5Nenp6ZGdnR6ampmRnZ0enTp0SFUehUNCDBw8KlPHx48ekp6cnKpahoSE9efKkyONPnjwhQ0NDUTHzKzNNppp2+/Zt7NixAwCgra2Nt2/fwtjYGH5+fujWrRvGjh0rKt7Dhw8LXc8xt+lBjIMHD+LLL78ssm1dyubX4khNTS20me/ly5eiJ/C9f/8+PDw8hNd9+/ZFxYoV0bVrV2RkZKBHjx5qlbF9+/YICAjAunXrAOQ0Y6ekpGD27Nno1KmT6HipqamYPn06du/ejRcvXhQ4rspnk7cpsnPnzpg6dSpu3boFZ2dn6OjoKJ2rzrPnzMxM3LlzB7Vr11baf+fOnQKddlQRExMj+j0f4ujoiLNnz6Jq1apK+/fs2YOGDRtK+rMGDx6Mpk2bYsmSJaLeJ3UZ7e3tERUVVSBecHAwHBwcRMdLSEjA1q1bsWnTJjx69Ajdu3fHoUOH4ObmhtTUVPj5+WHYsGF48uSJyjH19PSQnJxcYP+9e/dQsWJFUeUzMDDA48ePYWtrW+jxx48fw8DAQFTM/MpsQtyzZw92795d6PO+K1euiI5nZGQkxKlUqRIePnwIJycnAMC///4rOt5nn32GyZMnY+vWrUIiS0hIwNSpU9G0aVNRsRwcHNCrV68in1FERUXh0KFDossIAJcvXy7y31Hss9jPP/8cW7Zswdy5cwHkJJvs7GwsWrQIbdq0ERVLoVAgISEB9vb2wr42bdrg0KFD6NKlC/766y9R8XItXboU7u7ucHR0RFpaGgYOHIj79++jQoUKwgWRGNOmTcOpU6ewevVqDBkyBKtWrcLTp0+xdu1aLFiwQKUY+Z89A4Cfn1+BfTKZTK2LnxEjRsDLywsPHz4Uvnvh4eFYsGCBysuxLV++XOWfN2HCBNFl9PX1xbBhw/D06VNkZ2dj7969uHv3LrZs2aL2d7soYWFhavUQlbqMkydPhre3N9LS0kBEuHTpEnbs2IH58+fjl19+ERXLw8MDR48eRa1atTBq1CgMHToU5ubmwnEjIyNMmTIFixcvFhW3a9eu8PPzw+7duwHkfAdjY2Mxffp09OrVS1QsFxcXbN26Fa1atSr0+JYtW0T/bSygWPeXH6nAwEAyNjYmHx8f0tXVpTFjxpCbmxuZmprSt99+q1bMbt260bp164iIaMqUKVSjRg2aN28eNWrUiNq1ayc63v3796lu3bqkq6tL1atXp+rVq5Ouri45OTnR/fv3RcUaPnw4jRs3rsjjt27dIjs7O9Fl3LFjB+no6FCXLl1IV1eXunTpQrVq1SJTU1O1nsVev36dLCwsqEOHDqSrq0u9e/cmBwcHsrS0FJpdVNWtWzehCTu/U6dOkZGRkdrNxBkZGbR161aaOnUqjR07ltavX09v3rxRK5aNjY3QDGViYiJ8tlu2bKGOHTuqFVNqWVlZtHDhQrK2thae+VlbW9PChQuVniu+j52dnUqbvb292uUMDQ0lNzc3qlixIhkYGFCLFi3o6NGjasfL/2ihe/fu5OLiQlpaWvTDDz+UijL++uuvVKNGDeFzqVy5svBYQAxPT0+6cOHCe8/Jzs4WmmhVlZiYSG5ubmRmZkZaWlpkY2NDOjo61KpVK0pJSREV6+TJk6SlpUVTpkyh+Ph4YX98fDxNnjyZtLS06MSJE6Ji5lcmh13UqVMHs2fPxoABA2BiYoLo6GhUq1YNvr6+ePnyJVauXCk65qNHj5CSkoJ69eohNTUVU6ZMwYULF1CzZk34+/sXaNZQBREhJCQEd+7cAZBzp+fm5iZ6CEJ6ejqysrIkH2NUr149jBkzBt7e3sK/o729PcaMGYNKlSphzpw5omMmJSVh5cqViI6ORkpKCho1agRvb29UqlRJVJwzZ87gwoULmDlzZqHHT506hS1btmDTpk2iyyglY2Nj3Lp1C7a2tqhSpQr27t2Lpk2bIiYmBs7OzkhJSSn2z0hMTCy0+V0duc1fhfX0+9Tkv/uVy+WoWLEi2rZti/bt25dQqQr35s0bpKSkFBjKog5NjJE8f/680u+0m5ubWnHWrl2LiRMnIiMjQxhWlJSUBB0dHSxbtkz0o6kCipVOP1IGBgbClU7FihWFjhz37t1Tq5NAWWVoaEgxMTFElNP78tq1a0SUc8dpZWUlKta7d++obdu2dO/ePamLKbk7d+6Qt7c3tW3bltq2bUve3t50+/ZttWI5OzvT6dOniSinR15uZ43AwECqXLmy6HgLFiygnTt3Cq979+4t3NHlfs9ZyYqIiKAtW7bQli1b6PLly2rHefToUaG/L/fu3RN+L1WVlZVFfn5+ZG1tTVpaWkLnl++//16tO06inN9pLS0tun79ulrvL8pff/1F/v7+NG7cOBo7diwtW7aM4uLiJIldJhOivb09XblyhYiIGjduTGvWrCEioqNHj1K5cuXUjvvq1Stav349zZgxg168eEFERJGRkfTXX3+pFe/48eM0c+ZM8vLyohEjRiht6nrw4AF999131L9/f0pISCAioiNHjtCNGzdEx6pcubKQBJ2dnWn79u1ERHThwgVSKBSi41WoUEEjCVHKOu/Zs4e0tbWpWbNm9PXXX9PXX39Nrq6upK2tTXv27BEdz9/fX+gNGxISQvr6+qSnp0dyuZwCAgJEx7Ozs6Pz588TEdGxY8fIzMyMjh49Sl5eXvTll1+KjkeU0yQ1ePBgqlSpEmlpaZFcLlfaxLh37x7t2bOHHj16REREhw4dos8//5yaNGlC8+bNo+zsbLXKaGZmRuXKlSuwmZubk7W1NbVq1Yo2btwoKuabN2/ojz/+oMWLF1NgYCAFBwer3ERcmLi4OGrZsiXJZDKhfDKZjFq0aKHWH/RWrVpRUFBQgf1bt26lL774QlSsOXPmULVq1ejXX38lAwMDISHu3LmTmjVrJrpsuezt7T+qC7EymRC9vLyEZwArV64kAwMDoZ3b09NTrZjR0dFUsWJFqlGjBmlrawtfqO+++46GDBkiOt4PP/xAcrmcmjZtSt26daPu3bsrbeo4ffq0UFddXV2hjPPnz6devXqJjjdgwABaunQpERH5+flRxYoVaeTIkVS1alXq0aOH6HiTJk2i6dOni37f+0hd52rVqtGsWbMK7Pf19aVq1aoVu7yPHz+m33//naKjo9V6v76+PsXGxhIR0YQJE2j06NFERHT37l21x+N16NCBHB0d6eeff6Z9+/bR/v37lTZV7d27l7S1tUlXV5f09PRo8+bNpK+vTx06dKDOnTuTtrY2LViwQK0y+vv7U/ny5Wnw4MG0fPlyWr58OQ0ePJgqVKhAP/74I40cOZL09PSE5/wf8scff1DFihULjJesUqUKnTlzRjgvN7Grwt3dnVxcXJSGsNy5c4dcXV3J3d1d9cr+v7zPnPO6f/8+mZqaioqliXGcRES//PILderUSbhBkMLu3bupR48e5OTkRA0bNqR+/fpRcHCwJLHLZELMysqijIwM4fWOHTto/PjxtHz5ckpPT1crppQDUImIrKysaMuWLWqVpSjNmjUTEljeMoaHh6vVPPfixQt6+vQpEeX8m86fP588PDxo8uTJ9PLlS9HxfHx8SKFQUOPGjWn06NHCHVjupg6p62xgYFDoH6F79+6VioH5lSpVEu4Qa9WqRbt37yainD+8JiYmasU0Njamq1evFrtsjRs3pm+//Zays7Np48aNZGBgQMuWLROOr127VvQY21w9e/ak1atXF9i/Zs0a6tmzJxERLV++nOrWrfvBWOfPnycdHR3q1asXXbhwgV69ekWvXr2i8+fPU8+ePUlfX59u375N06ZNozlz5qhcRn19faFlKq/Lly+r9d1RKBRFxjM2NhYVS1PjOBs0aEDGxsakp6dHtWrVooYNGyptYmRlZVHfvn1JJpNR7dq1qVu3btStWzeqVasWyeVy+uqrr4iI6N9//6W9e/eqVd4yOexCLpdDLv/fQh/9+/dH//79ixUzIiICa9euLbC/cuXKiI+PFx3v3bt3ks4nCADXr1/H9u3bC+y3sLBQa2hI3m7ZcrkcM2bMKFb5bty4gUaNGgHIGaeUl7pzmUpd59atW+Ps2bOoUaOG0v5z587h888/Fx2vsOERefn6+oqK17NnTwwcOBA1a9bEixcv0LFjRwDA1atXC5RZVTY2NkpTCKrr7t272LVrF2QyGYYNG4ZRo0Ypda5o3749Jk2apFbso0ePFjplV7t27TBlyhQAQKdOnVT6js6bNw8jRowo8PvcvHlzNG/eHGPGjMHnn38OIsKJEydULqONjQ0yMjIK7M/KyoK1tbXKcXK1atUK8+fPx44dO6ClpSXEmj9/Plq2bCkqlqbGcRY2JEhdgYGBOH78OA4cOIAuXbooHTtw4ABGjBiB6tWrIygoSP1J7NVKox+5jRs3ClfOee3evbvQNnlVVKxYUbhay3uFdezYMapSpYroeNOmTSM/Pz+1ylKUypUrC3cPecu4d+9etZr7njx58t6tNJC6zqtXr6aKFSuSt7c3bd26lbZu3Ure3t5kYWFBq1evpj/++EPYVNGgQQOlzcnJiQwNDUmhUIi+gibK6ciwePFimjBhgtLdg7+/P61fv150PKKcZ+vt27cX3VEjP5lMJjzDJVL+PIjUnz2IKGf4ir+/f4H9/v7+ZGNjQ0Q5jzUsLS0/GKtcuXLCs/HCREdHk0wmE33XvH//fmratClFREQI+yIiIqhZs2bCFGxi3Lx5k8qXL0/Vq1cXpp2sXr06VaxYUXRHlv3795OpqSktWLCADA0NafHixTRy5EjS1dWVfKpIdTk7O9OGDRuKPP7LL7+QXC6nDh06qN3SVyYTYs2aNenkyZMF9p8+fZpq1aqlVkwvLy/q3r07vXv3joyNjenRo0f05MkTatiwIU2cOFF0vAkTJpCZmRm1atWKfHx8JGk+nDJlCrVs2ZL+/vtv4fnDuXPnqFq1amqNq8qdl7KorTTQRJ1V2YpT/6SkJOrRo4fkTebqMjMzI11dXZLL5WRsbFyg44qq5HI5PX/+XHhtYmKi9AyuOAlx3bp1pKWlRR4eHjR37lyaO3cude3albS1tYVekkuWLKG+fft+MFbe5sPCPH78WK2p0fL+O+rq6ir9v7r/pk+fPqWZM2dSp06dqFevXjRnzhy1n9dJPUZSavr6+u+90H78+DHJ5XK1kyFRGR2HqK+vjzt37hSYWf/x48dwcHDA27dvRcdMSkpC7969cfnyZbx+/RrW1taIj4+Hq6srjhw5AiMjI1Hx3jczi0wmEz3TPpDTDOvt7Y2goCBkZWVBW1sbWVlZGDhwIIKCgoRmF1VFR0crvc7IyMDVq1fh7++PH3/8UdRKCID0qwsA0tf5v3L9+nV4eHioNE3fgQMH0LFjR+jo6HxwCTF1pm7bvHnze48PGzZMpThyuRympqbCZ5yYmAiFQiE8viAiJCcnqz2V4Pnz57Fy5UrcvXsXAFC7dm2MHz9e9KOHevXq4euvvy5yFp6NGzciICAA165dExU3KChI5aZ/Vf9NSzu5XP7eOov5rM3NzXH69GnUq1ev0OPXr19Hq1at8OrVK9HlzFUmE6KtrS1WrlxZ4I/DH3/8AW9vb7Wn9QKkG4CqSbGxsbhx4wZSUlLQsGFD1KxZU9L4hw8fxuLFi3H69GlR7/v666+VXmdkZCAqKgo3btzAsGHDEBgYqHaZpKrzo0ePUK1aNbXLoapz587Bw8NDpV/uvOsL5n02np+6U7dJ5UOJNVdJJ4Nly5Zh3rx52Lp1a4H5aQ8fPoxhw4bh22+/FbUUmqaU9sWg//jjD6XXuRfNmzdvxpw5c0QtedW5c2fY2tpi9erVhR7/6quvEBsbiyNHjqhd3jKZEKdPn45du3Zh06ZNwrx4Z86cgaenJ3r37i160t6MjAwYGBggKioKdevWlby8uQm6SpUqksXM/dg1sfDugwcPUL9+faSmpkoS74cffkBKSorozyU/Keosl8vxxRdfwMvLC7179y72jB755/gkIvz999/YunUrvvjii0I7BJWErKws7N+/H7dv3wYAODk5oWvXrqLvsLOysnD+/HnUq1dPstlz8ktLSyswr66YmXWys7PRr18//P7776hduzYcHBxARLh9+zbu37+Pbt26Yc+ePe+9+ChM7vemT58+xZ6EGij+YtCaXKj6Q7Zv345du3YVSJjvc+HCBbRu3Rrdu3fHN998gzp16gify9KlS/HHH3/g1KlTaNGihfoFU7ux9SOWnp4udN/V0dEhHR0d0tLSohEjRqjd/iz1ANSsrCyaM2cOKRQK4Zmcqakp+fn5qbUuWa5ffvmFnJychGcYTk5Oane2yL9UUWJiIt2+fZv69etH9evXV7uM+d2/f79YEyZIWeerV6/ShAkTqGLFimRqakqjR4+m8PBwtcuWfy7PatWqkYuLC82cOZOSk5PVjiul+/fvU82aNcnQ0FDoLm9oaEi1a9cWPccsEZGenp6o8XuqSE1NJW9vb6pYsaJkz7N37txJ3bp1IwcHB3JwcKCuXbvSjh071C7jxIkTqWLFiqRQKGjkyJEUFhamdiyinL4QEydOpNTUVLXeHxQUpPImNXWWdCPK6QxXoUKFAp9v+fLl1ZoYI78ymRBz3b17l3bv3k0HDx4UPWltflIPQJ0xYwZVrFiRfv75Z4qOjqbo6GhatWoVVaxYUe0JyGfNmkVGRkY0Y8YMoSfkjBkzyNjYuNDB5h9SWKcamUxGtra2H5woWIwtW7ZQpUqV1Hqv1HXOlZGRQb///jt5eHiQjo4OOTk50dKlS5U6jZQUqWc46tixI3Xo0EHpu/3vv/9Shw4dqFOnTqLjNW7cWBgELpVx48aRg4MD7dmzhwwMDGjjxo00d+5cqlKlitLC0CUt93vTtWtX0tHRIQcHB1q8eLHSZNWq0sRi0P+FN2/e0MSJE9XuwJiamkp79+6lhQsX0sKFC2nv3r1qXxTkV6YTopSkHIBKlDPAurCu+/v37ydra2u1ylihQgVherW8tm/frtYK26dPn1baQkND6fbt20qTHoihidUFpK5zfmlpaeTv7096enokk8lIT0+PhgwZQs+ePVM5xqtXrygiIoKio6OLfVeoiRmODA0NCx2GEBUVpdZV/p9//kkNGjSggwcP0rNnz4q9KDKR5lYNyZ32b8CAAcWe9i+/hIQEmjt3Lunr65OOjg5169ZN1GoNxV0MOv+/+/s2deWfUi931QsTExOVhyb9l8rMwPzJkydj7ty5MDIy+uDDcH9/f9HxpRyACuS02depU6fA/jp16qjdnp+RkYEmTZoU2N+4cWNkZmaKjvfFF1+oVY6imJqaKr2Wy+WoXbs2/Pz81F5dQOo657p8+TI2btyInTt3wsjICN988w28vLzw119/Yc6cOejWrRsuXbr03hiPHz+Gt7c3jh49Kjzf1NbWRs+ePREQECCsg5menq7yAslr1qxBUFAQhgwZonbd8tPT08Pr168L7E9JSYGurq7oeLkdVbp27ar0DIuI1O748/LlS6Gzk0KhEH5HWrZsqfYKCGfOnEHHjh3RokULhIaGYt68ebCwsEB0dDQ2bNiAPXv2qBUXAC5duoRNmzZh586dsLCwwPDhw/H06VN06dIF48aNU+l5eXEXgzYzM/vgM8TifCZATgelvD8jd8UQFxcXlCtXTuU4ml5PM1eZ6VTTpk0b7Nu3D2ZmZmjdunWRXwR1hzS8T1ZWlujOBy4uLnBxcSnwRRg/fjwiIiJw8eJF0eUYP348dHR0CiT8b775Bm/fvsWqVatExfvtt9+wY8cO3Lt3D7q6uqhVqxZGjBgBd3d30WXTFKnq7OnpicDAQKxfvx6bNm3C3bt30alTJ4wcORKdOnVS6mDx119/wc7O7r0JNy4uDp999hl0dHQwbtw4YYXzW7duYfXq1dDW1sbVq1cRGhqK27dvY/r06SqVs3z58rh06RKqV6+u0vmqGDp0KK5cuYINGzYoLRA8atQoNG7cGEFBQaLinTlz5r3H1bnQqlevHlasWIEvvvgCbm5uaNCgAZYsWYLly5dj0aJFavUcd3V1RZ8+fTB58mSlZeIuXbqEnj17qhwzNDQUzZs3x8uXL4UV6e/fvw8PDw+MHDkS7u7uwt+jc+fOoUOHDiot+1XcHsUf+hxyXb9+HT4+Piqdm19sbCxsbGwK/XsbGxsLW1tbleLkXej7fWQyGR49eiSqjEpK9P70E3f37l2aNm2a6KWQiHKaI42MjMjBwYE8PT3J09OTHBwcyNjYmEJDQ9UqT+5coU5OTuTl5UVeXl5Ut25dUigUBQb/v4+m5hSMjY1VmvU/PDycJk6cSGvXrlWrvkTS1Vkul1NCQgLVqFGDfvrpp/c2iaanp3+wI4Knpye1atWK3r59W+DYmzdvqFWrVtSyZUvS19cXNYG2JmY4evXqFXXt2pVkMpnSgPLu3btTYmKiynGkmA+1KFKvGkJEZGRkJHT+yTurTkxMDOnp6akcJ/e7o6OjQ3Xq1KFFixYV+aw5KSmJWrdurVZ5pZScnExr166lzz77rFiTTOTWPb9///231EzekVeZaTLNpekhEm/evMGuXbuwceNGhIWFoUmTJmqNV/riiy9w7949rFq1SlgguGfPnhg3bpxa8x4CynOFPnz4EABQoUIFVKhQATdu3BDO+1AziqbmFBw4cCBGjx6NIUOGID4+Hm5ubqhbty62bduG+Ph40fN6AtLVmf6/IeX+/fsf/Jm6urofHEsXHByMXbt2FTpsw8DAAHPnzkXr1q3xyy+/oFu3bh/8mbnS0tKwbt06HD9+HPXq1SvQjKbO4wAzMzP88ccfePDggTDswsHBQfTcqC4uLpg9ezZmzJghesjCh+Qdw+rm5oY7d+4gMjISNWrUKHIg94eYmZnh77//LnB3cvXqVVSuXFnlOLnfnRMnTnxwvluFQoFTp06JLqtUi/qGhoZiw4YN+P3332FtbY2ePXuKbjnKi4pogExJSZGkvCT18LGSzcclQxNrdIWFhZGXlxcpFAqqW7cuaWlpqX0nV9ppak5BMzMzYWmcwMBAat68ORHlzKVpb29fvEIXk0wmowcPHkjW+UBXV/e9a+DFxcWRjo6O6HK2bt26yK1Nmzai4yUlJRU6zCcrK0t0Z4vDhw9T5cqVycXFRfJ1Lzdv3kxpaWkF9qenp9PmzZvViinVtH8ymUwjvY8zMzMlWdT377//pvnz51ONGjXIwsKCfHx8SFtbm27evKl22XJbXeRyOY0ZM0apJWbChAnk4uIi/H6rY/PmzVS3bl3S09MjPT09cnZ2lmSqwzKZEKUcIrFkyRJydHSkypUr0zfffCMkWnW/UPfu3aP+/fsX+scmMTGRBgwYoHZX640bN9KbN2/Uem9emppT0MjISJhA2sPDQ1gb78mTJ2rNHUkkXZ0/NG+r2PlLq1at+t55Iv/880+1lg2T0t69e6lmzZqFdmlPSUmhWrVq0YEDB0TFTExMpGHDhpGRkREtX75cqqJqpGkuPT2dRo4cSdra2sKYZblcToMHDxa1ULBMJqNOnToV6EWdfxNLikV9u3TpQgqFggYMGECHDh0S6lXchJh7ESaTyah58+ZKF2bt27en0aNHq31RtHTpUjI0NKRp06YJQ6mmTp1KhoaGhU7wLkaZTIhSDpHQ0tKib7/9tsAviLpfqFGjRgnrKhZm2rRpwjM6sSwsLMjExIQ8PT2FFSDUUa5cufcuYHvt2jW1FhVt2rQpTZ8+nUJDQ0lfX1+4uAgLC1Nr7UIi6eosk8lo7969BYaa5N9UNXHiRHJ2di70ziEhIYHq1aun1qTwUvryyy/fO4HBhg0bqH379mrF/u2330hLS4sUCoXaE1vnVdRdWFRUVLEmdSDKebZ9+PBh2rVrl1p/xGUyGfXr109YkaKoTSwpFvXV0tKir7/+ukC9ipsQcw0fPrxYwzYKY2dnV+hdf1BQENnZ2RUrdpl7hggA3bp1k6zNee7cudi0aRO2bt2KAQMGYMiQIcV6NnnmzBn8+uuvRR7v27cvBg4cqFbsp0+f4uDBgwgKCkLr1q1RrVo1jBgxAsOGDYOVlZXKcVxdXbF69eoi5xRctWoVXF1dRZdv4cKF6NGjBxYvXoxhw4ahfv36AHKeS+b2bhRLqjoDQIsWLWBhYaFWOfKbPXs2jhw5gurVq2Pw4MFK01Bt374dVlZWKj8z7dmzJ4KCgqBQKD44ofrevXtVLuONGzfw888/F3m8VatW+P7771WOlysiIgKzZs1CzZo18c0330BbW/0/Qw0bNoRMJoNMJkO7du2UYmVlZSEmJgYdOnRQOz6Qs46hjY1NsWIsX75csu9OrqdPnxb6HDc7O7vQdRcLc+7cOWzYsAGNGzeGg4MDhgwZUuy1YfPatGmTZLFy/f3334VO2N68eXP8/fffxYpdJhPiDz/8IFmsmTNnYubMmThz5gw2btwIFxcX1KhRA0Sk1qzrsbGx7/3FqVChAuLi4tQqq7a2Nnr06IEePXogISEBv/76KzZv3oxZs2ahQ4cO8PLygoeHxwc7PHz33Xdo3bo1Xrx48d45BcVq3bo1/v33XyQnJyuNURo9ejQMDQ1FxwOkq7PUypUrh/DwcHz77bfYuXMnEhMTAeR05Bg4cCB+/PFHpQWY3yfvChL5x3IWx6tXr947dCQjI0PUdzwzMxOzZ8/GkiVL4O3tjZ9++qnYHStyx/9GRUXB3d0dxsbGwjFdXV3Y2dmhV69easXu1asXmjZtWmDIy6JFixAREYHffvtNpTiamC8YkGZR32bNmqFZs2YICAgQOgNOnjwZ2dnZCAkJgY2NDUxMTIpVzsuXL2P37t2IjY0tMMesmAu0XDVq1MDu3bvx7bffKu3ftWtX8RcqKNb95UfK3t6e/v333wL7X716VezOG8nJybRmzRpq2rQpaWlpkaurKy1dulTl91taWr53torjx4+rtMipKi5evEijR48mPT09srOzI1NTU7KzsxNm/HgfTc4p+Pz5czp79iydPXtW8s4I6tbZzs6u0O+MFLKzsykhIYESEhIoOztbrRgnTpxQe4agotSpU4e2bt1a5PEtW7ZQ7dq1VY7n7OxM9vb2Kn2/xAoKCip0CEtxVKhQodAZeq5du0YWFhYqx8m/MLJUNLWo7507d2jq1KlkZWVF+vr65OHhoXasHTt2kI6ODnXp0oV0dXWpS5cuVKtWLTI1NVWrmZiIaM+ePaSlpUXu7u7k5+dHfn5+5O7uTtra2qKGeRWmTCbEor6g8fHxavXsK8q1a9eECX1V1adPn/dOsdW1a1fq3bu32mWKj4+nxYsXk6OjI+nr61P//v0pJCSEiHI6SkybNo1sbW1VipWamkr79u2TbE7BlJQUGjFiBGlpaQkL7Wpra5Onp2ex4kpZZ6Kc+ShDQkJozZo1wlRrT58+pdevX6tVPini5e9U4uLiQn/99Zda5cn17bffkq2tbaHzbP79999ka2sral5dLy8vjU9Ynp6eTnFxcfTkyROlTR36+vpCr+e8bt++LaqT1+nTp+ndu3fUtm1bSXrXPnz4ULhw0uSivpmZmbRv375iJURnZ2dauXIlEf3vOWd2djaNGjWKfH191Y57+fJlGjRoEDVq1IgaNWpEgwYNoitXrqgdL1eZSoi5PZJkMhlt2bJFeP3HH3/Q3r17ydvbW60JZz/0ZX/37p3Ksa5cuUJ6enrUq1cvCg8Pp8TEREpMTKSLFy9Sz549SU9PjyIjI0WVL/eOuEuXLsJE1MuWLSu0l21CQgLJZDKV4krd1X306NFUrVo1OnLkiDCM4fDhw1S9enXRHYk0VefHjx9TnTp1yNDQUKmr+4QJE2jMmDGiyihlvPwXeXk7WagrOTmZnJycyMTEhMaOHUsBAQEUEBBAX331FZmYmJCjo6PaCU7qi4p79+5Ry5Yti937N6/PPvuM5syZU2D/7NmzqVGjRqLjVahQQZKEmP/ip2/fvmpNDv5fMDQ0FHqOm5ubC3fct27dUmvCEk0rUwkx964j9xcl76arq0u1atWigwcPqhVbqi87EdHBgwcLXcamYsWKak2Im/sL5Onp+cFVKLKzs1Ve+UPqru7ly5cvtDnt5MmTVKFCBVGxNFXnbt260eDBgyk9PV0p6Zw6dYpq1KghqoxSxtNEQiTKGSYxduxYMjc3F35XypUrR2PHjqWXL1+qFVPqiwoioubNm1OrVq3oyJEjdPXqVYqKilLa1HHgwAHS1tamoUOHCssgDRkyhLS1tWnfvn2i402aNImmT5+uVlnyyv9Zm5iYlNpVLypXriwkQWdnZ2Gi/QsXLpBCoVA7bmZmJu3Zs4fmzp1Lc+fOpb1794oaClOUMpUQc9nZ2dE///wjaUypvuy53rx5Q/v27aNFixbRwoULad++fWo3G2rqGYbUXd0NDAzo1q1bBfbfuHGDDA0NRZdNE3U2NzcXmtHyT+dlYGBQYvHkcrnSZ2FiYiLpmoPZ2dn0/PnzYj3nzCX1RQVRzp3I7du3i1Wuwhw6dIiaN29OhoaGVL58eWrTpo2o4TV55U4j2LhxYxo9erTSYPUPTR2Yl6YufjRhwIABQh8KPz8/qlixIo0cOZKqVq2q1thLopz1OWvVqiXZ+px5lclepjExMZLHzMzMxMaNG3H8+HE0btwYRkZGSsfFTpn122+/oV+/fgVW0Xj37h127twpako0ADh69OgHeyB+aHb8XJrq6u7q6orZs2djy5YtQu/Dt2/fYs6cOWoN45Cyzrmys7MLnTT5r7/+Uqs3nlTxiEjps3jz5g08PDwKrEZx5coV0WUEcj7X6OhoPHz4EAMHDoSJiQmePXsGhUKh1LNTFWfPnsWFCxcKlM3Ozg5Pnz5Vq3yOjo74999/1Xrv+3Tu3BmdO3eWJFbeaQTv3bundExMT9Tc3z113/9fWrlyJdLS0gDk9E7X0dHBhQsX0KtXL7WG7AA5q1lUq1YNYWFhQk/sFy9eYPDgwZgwYQIOHz6sdnnLzGoXeU2YMAE1atQosEzIypUr8eDBAwQEBIiO2aZNmyKPqbOChpaWFv7+++8CQzBevHgBCwsLUcuxqDKkQMwSL3PmzBH+O2XKlCK7uotdGujGjRtwd3dHenq6MAYxOjoa+vr6OHr0KJycnFSOJXWdc/Xr1w+mpqZYt24dTExMcO3aNVSsWBHdunWDra2t6HFXUsXL/Uw+ZPbs2aLKBwBPnjxBhw4dEBsbi/T0dNy7dw/VqlXDxIkTkZ6ejjVr1oiKV65cOZw/fx6Ojo5Kq0icO3cOvXr1QkJCgugynjx5Et9//z1++umnQpdCUigUomOWVnK5HB07dhSWBDt48CDatm1b4CJcnSENHwMjIyNcvHgRzs7OSvujo6PRokULlVYKKUqZTIiVK1fGgQMH0LhxY6X9V65cQdeuXdVaKkZqcrkcCQkJqFixotL+6OhotGnTRtSaiHK5HPHx8ZIPDN68eTP69esnySS9ud68eYNt27YJE5o7ODhg0KBBMDAwEBVHU3X+66+/4O7uDiLC/fv30aRJE9y/fx8VKlRAaGio6J8ndTxN6N69O0xMTLBhwwaUL19eSGCnT5/GqFGjVJrwPC+pLyqA/10A5b9TomKs55eVlYVly5YVOYZO3XVJi2vEiBEqnaeJQfHqePjwITZt2oSHDx8iMDAQFhYW+PPPP2FrayvqIjeXubk5Dh06VGBw/vnz5+Hh4VGsz6VMJkR9fX3cuHGjwCwPDx48QN26dYVb/JKQ2xwZHR0NJyenIpsjd+/erXLMou42pZSSkoLs7GylfSV5Va7JOmdmZmLnzp24du0aUlJS0KhRI7WStibjnT59WpLmTSBnjcULFy6gdu3aSnd0jx8/hqOjI968eSMqniYuAjSxxqKvry9++eUXTJkyBd9//z2+++47PH78GPv374evr6/ohWhTU1OxYMECnDhxAs+fPy/w+1KsdfxKqfyLLN++fRvVqlXDggULcPnyZbUWWZZ6fc68yuQzxBo1aiA4OLjAopd//vmnsOq2WFJ92TUx84amrnliYmLg4+OD06dPK11EFOeq/O7du1ixYoXSMkM+Pj6oU6eOqDiavM7T1tbG4MGDS2W8/M2bX375JUxMTLBw4UK1mjcB6Z+bVqlSBdHR0UoXAV5eXsW6CFAn4X3Itm3bsH79enTu3Bk//PADBgwYgOrVq6NevXq4ePGi6IQ4cuRInDlzBkOGDEGlSpVK7XM/Kc2YMQPz5s0TFlnO1bZtW6xcuVKtmMuXL8fw4cPRvHlz4YYhMzMTXbt2RWBgYLHKWyYT4uTJk+Hj44N//vkHbdu2BZCzVtnSpUvVen4ISPdlz33GY2dnJ1lz5LBhw9T+Q/M+gwcPBhFh48aNsLS0LPYv+O+//47+/fujSZMmQiea3GcFO3fuFHUhoKk6HzhwoND9MpkM+vr6qFGjhsqre2si3sSJE9GkSRNER0ejfPnywv4ePXpg1KhRKsfJq3379ggICMC6deuEsqWkpGD27Nno1KmTWjGlvqgAgMTERGzYsEG4mHJycoKnp6fa09nFx8cLz6mMjY2RlJQEAOjSpQtmzZolOt6ff/6Jw4cPo0WLFmqV52N0/fp1bN++vcB+CwsL0Z2gsrOzsXjxYhw4cADv3r1D9+7dMWzYMMhkMrXW5yxUsfqofsR+/vlnqly5sjC2yt7eXu1104iITE1N6dy5cxKW8H9ev36t9rp7+WVlZdHdu3fp7NmzdObMGaVNLCMjo0Jn8lBXtWrVaNasWQX2+/r6UrVq1dSOK2WdixrHmncQeKtWrVQeoyd1PKmHhRDlrM3o6OhIDg4OpK2tTc2aNaPy5ctT7dq11RrakndCjLzbgQMH6NixY2oNF4mIiCBzc3OqXLmysJxSlSpVqHz58qInsshVq1YtunjxIhERtWjRgubPn09EOcsriZl9KpednV2hw4o+ZZUrVxZWmcn7fdy7d6/o32k/Pz+Sy+XUvn176tatG+nr69OIESMkLW+ZTYi5nj9/rvbsGHlJ/WV/9OgRderUiQwNDSWbeSMsLIzs7e2L/AMsVuvWrYUp0KRgYGBA9+/fL7D/3r17av8xl7rOx48fJxcXFzp+/DglJydTcnIyHT9+nFxdXenw4cN07tw5cnJyIk9PzxKJZ2ZmJizbk/cP0NmzZ0XNv5lfRkYGbd26laZOnUpjx46l9evXq73OpNQXAURELVu2pOHDhyvN55qRkUHDhg2jzz//XK1yTp8+nX788UciykmC2traVKNGDdLV1VVrzPHWrVupd+/exZqG8GMj1SLLREQ1atSgNWvWCK9DQkJIV1e30AWs1VVmE6LUU0dJ/WVv3rw5ubq60s6dO+nUqVNqr7uXV/369alPnz5069YtevXqlTAtXO4m1oMHD8jNzY2CgoLo8uXLFB0drbSJ1bFjR9q4cWOB/Rs3blR73T2p6+zk5FTouornzp0jR0dHIsr5RbWxsSmReH379qVRo0YRUU5CfPToEb1+/Zratm2r9mTKUpP6IoAoZ97Rwgbm37x5U+2LqfwuXLhAS5cuFb0ocq4GDRqQiYkJGRsbU926dYu1DuvHQqpFlomIdHV1KTY2Vmmfnp4excXFSVbeMvkMURMdD5YuXYqHDx/C0tISdnZ2BcZBiR0QHR0djcjISNSuXVt0WYpy//597NmzR5q2dgD//PMPHj58qNQNXCaTqd2ppmvXrpg+fToiIyPRrFkzADnPEH/77TfMmTNH6XmbqgPqpa7zw4cPC+09q1AohI5TNWvWVPn5iNTxli5dCnd3dzg6OiItLQ0DBw4UenDu2LFDpRj5aeI557p165S6zbdr1w76+voYPXo0bt68iYCAAHh6eqocU6FQIDY2tkDnq7i4uGIvX5TL1dVVrQkicuWfZKMs0NXVxfr16+Hr64vr168jJSUFDRs2VGuZpszMzAJ9KnR0dFRe+1EVZTIhaqLjgdRf9s8++wxxcXGSJkQXFxc8ePBAsuTg6emJhg0bYseOHZJ0qhk3bhwA4Oeffy6wMG3uMUDcgHqp69y4cWNMnToVW7ZsEcaI/vPPP5g2bRo+++wzADlJWNUFZaWOp4kenN27dxcudPLKe/HTsmVL7N+/X2kdy6JIfREA5Ixt9PLywpIlS4REe/78eUydOhUDBgxQOU5Ryb8wql6UZWVlQUtLS61JET5WrVq1woEDB2BmZgYAuHr1Kr788stidXQjIgwfPlyYkAAA0tLS8NVXXylNSlCcCQnK5DhEKcdV5X7Zpfbw4UN89dVXGDx4MOrWrVvgjrNevXqiY+7btw/ff/89pk6dWuhsHmJjGhkZITo6WrJkowlS1/nu3bvo1q0bYmJihCQVFxeHatWq4Y8//kCtWrWwf/9+vH79GkOGDPnP42nCiRMn8N133+HHH38Uxn1dunQJs2bNwvfffw9TU1OMGTMGLi4u2LBhwwfjtWzZEiYmJgUuAoYOHYrU1FSEhobi+PHj8Pb2xt27d1Uq47t37zB16lSsWbNGWNRYR0cHY8eOxYIFC5T+iL6PqgtFi7kos7KywvDhw+Hl5VX8BWw/EvknxlAoFIiKilJ7WBvw30xIUCYTopRTR2nqy37x4kUMHDgQjx8/FvYVpzkSKPyXvTgxPTw8MHz4cLVXJBfjzZs3MDQ0FP0+qesM5HT/PnbsmDAfZe3atfHll1+q/MdUk/Gkbt4EgLp16xZo4gRy7sBymziPHz8OT09PxMbGfjCe1BcBWVlZOH/+PJydnaGnp4eHDx8CAKpXr67Wd0Zqc+fOxebNmxETE4PmzZvDy8sLffv2LRVl05T8CTHv39nSrEwmRCmnjtLUl93R0REODg6YNm1aoc2RVatWFR3zyZMn7z0uNua6deswb948eHp6Fnr3JXbi7Hbt2mHLli2oXLmy0v7w8HAMGTKkwITIqpC6zqWdXC6XtHkTAAwMDBAREYG6desq7b9+/TqaNm2Kt2/f4smTJ3BwcFC5dUXqiwp9fX3cvn1bdLL/L50+fRqbNm3C77//Di0tLfTt2xcjR46Ei4tLSRdNcpwQPyKamDpK6i/7x9Ac+b4/XurcfXXu3BkXL17Ezz//jH79+iE7Oxt+fn746aefMG7cOLUnTZBaamoqzpw5U+j8lmJnL5E6ntTNm4Bmmjil1qRJEyxcuBDt2rWTNO6JEyewbNkypZmTJk2aBDc3N7VjpqSkYOfOnQgKCsKFCxfg4OAALy8vTJ48Wapilzi5XI7NmzcLkyIMGDAAAQEBsLS0VDpP7EWzppXJhAhIP39kLqm+7FI1Rx44cAAdO3aEjo7OBzsMlIYv56pVqzBt2jR069YNjx8/xpMnT7Bp0ya0b99e5RiarPPVq1fRqVMnvHnzBqmpqTA3N8e///4LQ0NDWFhYiJ6PUup4UjdvApp5zin1RUVwcDBmzpyJuXPnFrr8mjrz6v7888+YOHEievfurTRz0p49e7Bs2TJ4e3uLjpnf4cOHMXToUCQmJqrVfF9aaWq1GY2TbAAHK+DQoUNkbm6u1gDwtWvXko2NDc2ePZv27NlTYFYPVeVdTDT/QOjiDlIvzKtXr4odY8aMGcKYpcLG6H2IJuv8xRdf0KhRoygrK0sY+B4bG0utWrWi33//vcTj6evr0/Xr1wvsv3btGunr6xNRzor1YsfmZWVl0Z9//kmBgYEUGBhIwcHBag+IvnLlCllZWZFCoSAtLS2qWLEiyWQyMjIyInt7e7Vi5v9cpZjIonLlyrRixYoC+1euXEnW1tZqxSQiSk1NpU2bNlGrVq1ILpdTzZo1hVlwWMkqM3eImuhOXZg3b95g9+7d2LRpE86dO4fq1avD09MTM2bMEBVH6uZITVi4cKEw5yoA9OnTB7///jsqVaqEI0eOCGsaqurVq1cYOXIkTpw4gcWLF+PMmTPYv38/Fi1apDTsoiSZmZkhPDwctWvXhpmZGcLCwuDg4IDw8HAMGzZMWLaqpOJ9DM2brVu3Rq1atbBmzRqYmpoiOjoaOjo6GDx4MCZOnIiePXuKjqmJ1S6MjY0RFRVV4LHF/fv30bBhQ9Hr7l24cAEbN27Eb7/9hszMTPTu3RteXl5o1aqV6LIxDSnpjPxfed+dghR3SufPnycvLy9SKBRkaGhIQ4cOVWuuTE2wsbGhf//9V3i9YsWKYs2HmsvOzk64gzt27BiZmZnR0aNHycvLi7788kvR8aytralFixZKc1nu3LmTzM3NqVOnTqJiaarOFSpUoHv37hERUc2aNSk4OJiIiG7fvk2GhoYlHu/OnTtUu3Zt0tXVperVq1P16tVJV1eX6tSpQ3fv3iUion379tGWLVtExU1JSaHDhw/T6tWrhbvE3E0sU1NTYb5VU1NTYcrDixcvUu3atUXFGjJkiDDTFBFRVFQUvXv3TnSZCjNgwABatGhRgf2LFy+mfv36qRxn4cKFVKdOHZLL5dS0aVNau3atUpk/ZT/99BNt2LChwP4NGzbQggULSqBE71dmEqKm/JdfdnWbI/M2IRIRmZiYCHNcFoe+vr4wldKECRNo9OjRRER09+5dMjMzEx3Pz8+v0Ga4uLg4cnNzExVLU3X+8ssvadu2bURENHLkSGratCn9+uuv5O7uTk2bNi3xeETSNm8SSd/EKeVFgFwu18jnTEQ0d+5cMjU1pU6dOtHcuXNp7ty51LlzZzIzM6O5c+eqfFFQoUIFmjRpUqFN2Z+6qlWrFvrY4+LFi2RnZ1cCJXq/MpUQO3bsqDR/5fz585WSzL///ksODg6iYmrqy75gwQLauXOn8Lp3794kk8nI2tqaoqKiRMXKnxzyTvpcHJUqVRK+7LVq1aLdu3cTUc5diomJSbHjF4em6hwREUEnT54kIqKEhARyd3cnExMTatSokejPRRPxNEHq55xSXgRo6nMmymkBUWX70EXB++5YpXjmXprp6ekVunrJw4cPSU9PrwRK9H5lKiF+6K4hPj5edJOppr7sUjZHauqPhre3N1WtWpXc3NyofPnywsToO3bsEDVZ8cKFC5VWTjh37hylpaUJr5OTk2ns2LGiyqaJOmdnZ9OTJ0/o7du3xYqjqXi5pGzeJJK2iZNI2osATSZEqeW/yO3Tpw/J5XK1LnI/FjVq1KCtW7cW2L9lyxa1O1BpUpmcyzQXSdCfKHcwev4OJn379sXvv/8OKysrtTqYxMfHC13cDx06hL59+6J9+/aws7NTa2zjL7/8AmNjYwA5Q06CgoJQoUIFpXPEdndftmwZ7OzsEBcXh0WLFgnx//77b1GdYGbOnInhw4cLQ146duyoNM3TmzdvsHbt2gLzm36I1HUmItSoUQM3b96UZFYiqeMBHx7Goc6QBh0dHaGTl4WFBWJjY+Hg4ABTU1PExcWJikVEsLCwEAb5W1hYIDg4WHSZ8rp16xbi4+OF+Hfu3CnQ4UWdqQ5zvXv3DjExMahevbqwQrs61qxZg23btgEAQkJCEBISgj///BO7d+/G1KlTcezYMbVjl1ajRo3CpEmTkJGRobQY+7Rp0zBlypQSLl0hSjQd/8c+dDWpzh1iLqk7mEjZHFm1atViN/sUJm+nldjYWJo1axZ98803ojsTaeJz0VSdHR0dKSwsTPT7/qt4UjdvEknbxJmVlUU6OjrCM8TiKmptxfzrK6ojNTWVPD09SUtLi7S0tITvpI+Pj1rDJKR+5v4xyM7OpmnTppG+vr4wFMbQ0JDmzJlT0kUrVJlKiHK5nJ4/fy68zl0vLldxEqLUX3apmiM14dq1a1S1alWSy+VUu3Ztunr1KllaWpKxsbHQ8WLfvn0qx9PkhYrUDhw4QC1btpTsmbHU8aRu3iSS/jmnlBcBjx8/VmlTx4QJE6hx48Z09uxZMjIyEr6T+/fvpwYNGoiOV5qfuWva69ev6dKlS3T9+nWlxyGlTZlKiDKZjDp16kQ9evSgHj16kLa2NrVv31543alTJ7X/8Er9ZX/37h0tXryYJkyYQFeuXBH2+/v70/r169Uq4+bNmwv9Mqanp9PmzZtVjtOhQwfq0qULnTt3jsaMGUOVK1cmT09PysrKoqysLBo3bhy5uLioHE+TCVGqOucyMzMjXV1dksvlpK+vT+XKlVPaSjqe1MM4NPGcU+qLACKiJ0+eUHZ2dpHH1GFraysk7rzfyfv376v1O12aL3L/K0lJSbRv3z7hQq20KTMD8wHNLh/i4+ODQ4cOoWbNmrh69SoeP34MY2Nj7Ny5E4sWLRK9QPCLFy+EtRrj4uKwfv16vH37Fh4eHmoP5NXS0sLff/9dYK7WFy9ewMLCQuXB/hUqVMDJkydRr149pKSkQKFQICIiAo0bNwYA3LlzB82aNUNiYqJK8eRyOebNmyc875s+fTqmTp0qPO97/fo1fH191ZqMQKo659q8efN7jw8bNqxE47Vv3x7Dhw/HwIEDMWrUKFy7dg0TJkzA1q1b8erVK4SHh4uKl52dDX19fUmfc5YrVw5v3rxBZmYmdHV1C0yX+PLlS9Expf6cAcDQ0BA3btxAtWrVlCanjo6ORqtWrZCUlCQqXkZGBgIDAxEXF4fhw4ejYcOGAHKexZuYmGDkyJGiy1ja9e3bF61atYKPjw/evn2L+vXr4/HjxyAi7Ny58z9ZKUeMMtWppjjrZH2IVB1Mrl+/Dg8PD8TFxaFmzZrYuXMnOnTogNTUVMjlcixbtgx79uxRa0Fi+v/VDvL766+/hEl4VfHy5UtYWVkByJnNw8jISGnlhHLlyuH169cqx7O1tcX69euF11ZWVti6dWuBc9QhVZ1ziU1Q/3W8n376Sfi3//HHHzF06FCMHTsWNWvWxMaNG0XHk8vlqFmzJl68eCFZQtTEJO1Ffc4pKSkFVllXVZMmTXD48GGMHz8eAIT4v/zyizC3qRg6Ojr45ptvCuz/+uuv1SrfxyA0NBTfffcdgJy1SYkIiYmJ2Lx5M+bNm1fqEmKZukP8GHTs2BHa2tqYMWMGtm7dikOHDsHd3V1IGOPHj0dkZCQuXryocsyGDRtCJpMhOjoaTk5OSj3lsrKyEBMTgw4dOmD37t0qxZPL5UhISBCmBstdQit36Z2EhARYW1uX6PRyUte5MGlpaQUmplZnEmmp4hER4uLiYGFhoXYSKMzBgwexaNEirF69usASUCUtd9L8wMBAjBo1SmnZtaysLISHh0NLSwvnz58XHfvcuXPo2LEjBg8ejKCgIIwZMwa3bt3ChQsXcObMGaFFRKxbt24VOql5aZhcX2oGBga4d+8ebGxsMHToUFhbW2PBggWIjY2Fo6Oj6OnvNK1M3SH+F4r7ZY+IiBCaI+vXr49169Zh3LhxQrf38ePHo1mzZqLKlHs3GRUVBXd3d+HuFQB0dXVhZ2cn+kpt+PDhwirkaWlp+Oqrr4QVBtLT00XFyrVlyxb069evwOrm7969w86dOzF06FCVY2mizkDOKg3Tp0/H7t278eLFiwLHxV4ESBmPNDCMAwCGDh2KN2/eoH79+pI1ceYq7kXA1atXAeTU/fr169DV1RWO6erqon79+oXelamiZcuWiI6Oxvz58+Hs7Ixjx46hUaNGCAsLg7Ozs+h4jx49Qo8ePXD9+nWlNStz7zxLw/zEUrOxsUFYWBjMzc0RHByMnTt3AsiZt1jKizap8B2iRKT6sn9oYc3i3H1t3rwZ/fr1K/YXUVPPYjXxHEiqOufy9vbGqVOnMHfuXAwZMgSrVq3C06dPsXbtWixYsACDBg0q0XhOTk7YsGGD6Ium95H6OafUFxVAzncyMDCwWHfoeWVkZGDMmDGYNWuWZIsOe3h4QEtLC7/88gvs7e1x6dIlvHjxAlOmTMGSJUvw+eefS/JzSpPcJbSMjY1RtWpVXLlyBXK5HCtWrMDevXtx6tSpki6isv++H8+nqUuXLtStWzf6559/yNjYmG7dukVnz56lpk2bUmhoqMpxZDKZxoaG5PX69WtKSkpS2kpa/rrnioqKUqvHZX5S1NnGxoZOnTpFRDkzHd2/f5+Icmbe6NixY4nH00QPTqmNGzeOHBwcaM+ePWRgYEAbN26kuXPnUpUqVejXX38tdvy4uDiKi4srdhyFQlHotGPqKl++PEVHRwuxc4fHnDhxQq1hHB+LiIgI2rt3r9Crlihnabxz586VYKkKxwlRIlJ92TU5NOTRo0fUqVMnMjQ0lGzNOCk0aNCAGjZsSHK5nJydnalhw4bCVq9ePTIxMaE+ffqoFVvqOhsZGQnd+CtXrkzh4eHCzzEyMirxeFIP48jv7du3pe6igihnwP+cOXNIoVAIn7GpqWmRE8arYujQoeTv76/WewtjZmYmJNhq1aoJYzsfPHggen1Kphn8DFEiWVlZMDExAZAzLOHZs2eoXbs2qlatKmrdufzNT4MHDy5wjphnafljERE2btwIS0vLQnvllQRNPe8DpK9ztWrVEBMTA1tbW9SpUwe7d+9G06ZNcfDgQZiZmZV4PE304JS6ifPly5fCIwCFQiE8g2zZsiXGjh2rVhm/++47bNiwAQsWLECLFi0A5HSK+eGHH5CWloYff/xRdMyaNWvCz88P58+fR+PGjYVn5LnEToNXt25dREdHw97eHi4uLli0aBF0dXWxbt064d/jUzB58mTMnTsXRkZGQqenovj7+/9HpVJRSWfkT0XLli2F2VkGDBhAHTp0oHPnztHQoUPJycmpZAv3/4yMjIQ719IoKChI8omupa6zv7+/MEl2SEgI6evrk56eHsnlcgoICCjxeJogdROns7MznT59moiI2rVrR1OmTCEiosDAQKpcubJaZaxUqRL98ccfBfbv379f7dXtpZ72Lzg4WJg+7969e1S7dm2SyWRUoUIFOn78uFplLI1at24tLGzQunXr926lDSdEiXwMX/bWrVtTSEhISRdDJVI949R0nR8/fky///670FxemuJJ0bxJJH0TpyYuAvT09IQFkPO6c+cO6evrqxXzv/DixYsiZ9hh/z3uZapBL1++RLly5UpN0+TDhw/x1VdfYfDgwahbt66wUkeu4qwIIIWYmBj4+Pjg9OnTSEtLE/bT/w+6Vqf3oVR1fvv2LU6cOIEuXboAyFmhI+/wEm1tbfj5+ancm1XqeLk00YPT2NgYt27dgq2tLapUqYK9e/eiadOmiImJgbOzc7HHkj158gSRkZGoUaOG2t9BFxcXuLi4YPny5Ur7x48fj0uXLomeoUdKnp6eKp2nzsQJpZUqdZbJZNiwYcN/UBrV8TPEYvqYvuz//PMPHj58qDRsIneIiLoJR0qaeMYpVZ03b96Mw4cPCwls5cqVcHJyEsbk3blzB5UqVVJ51hGp4+WaNm0aTp06hdWrVxc6jEMdUj3n/NBFwMWLF9W6CACARYsWoXPnzjh+/Lgwi0xYWBji4uJw5MgRleNo4vlXUFAQqlatioYNG0qy5NzH4GOtM98hFpNcLlfpg9+3b99/WKrCOTo6wsHBAdOmTSs04VStWrWESpbD2NgYkZGRqF27tmQxparz559/jmnTpsHDwwNAwfGhv/76K1atWoWwsLASiZfL1tYWW7ZsQevWraFQKHDlyhXUqFEDW7duxY4dO0Qlh1zLli2DlpYWJkyYgOPHj8PDwwNEhIyMDPj7+2PixIkqxVmzZg0OHz6MgwcPAsipc/6LgGnTpqk9ldmzZ8+watUq3LlzBwDg4OCA0aNHY968eVi3bp1KMdq0aYMlS5agYcOGaNeuXZHnyWQynDx5UqWY3t7e2LFjB6pWrYoRI0Zg8ODBMDc3V+m9H6uPts4l01L76Rg3bhyVK1eOGjRoQIGBgfTixYuSLlKRDA0Nhec/pZEmnvdJVWcrKyuKiYkRXleoUEHp9d27d0mhUJRYvFxSD+MojLrPOVu2bEkHDhwQXudf1WTr1q3UrFkzScqYKyoqSvTwGrlcrrT6St++fSk+Pr5Y5UhLS6Pt27eTm5sbGRoaUp8+fSg4OPiTfn74MdZZXtIJ+WO3atUq/P3335g2bRoOHjwIGxsb9O3bF0ePHi11TQVt27ZFdHR0SRejSL/88gsWLlyIzZs3IzIyEteuXVPa1CFVnRMTE5Wa9/755x/Y2dkJr7Ozs0VNWSd1vFy5zZsAhOZNAGoN43j79i0OHTokvJ45cyYmT56MwMBAnDt3Dr/++qvSs94PefDggdKUZ/r6+sKUhADQtGlT3Lp1S1QZNSH/7+2ff/6J1NTUYsXU09PDgAEDEBISglu3bsHJyQnjxo2DnZ1dqZvPUyofY535GaIEcj/4AQMG4MmTJwgKCsK4ceOQmZmJmzdvKo2rK0keHh74+uuvcf36dTg7OxfoYFLSkwtr4hmnVHWuUqUKbty4UWRz7rVr11ClShWVyyV1vFwjRoxAdHQ0vvjiC8yYMQMeHh5YuXKl0LwphtTPOQu7CMhL3YsATZP6wlYulwvf65J+bv9f+WjqXJK3p5+i2NhYmjNnDtnb21PlypWVpisqaTKZrMitNKxI7+DgQD179qSLFy9STEyMJKueS1XnCRMmkKOjY6HjJN+8eUOOjo40YcKEEotXlOIM45C6ibNGjRq0Z8+eIo/v2rWLqlevLrqc76Nuk+n7pk9UR97mQ319ferduzcdPnxY7Vl0PgYfY525U40E0tPTsXfvXmzcuBHnzp1Dly5dMGLECHTo0EGpSYi9n5GREaKjo1GjRo2SLkoBCQkJaNCgAXR1deHj44NatWoBAO7evYuVK1ciMzMTV69ehaWlZYnE08QwjkqVKiEsLExoyq1YsSIiIiKE1/fu3cNnn32m8kK5EydOxPHjxxEZGVmgHG/fvkWTJk3g5uaGwMBAlcvYs2fP9x5PTEzEmTNnRN2VyOVydOzYUVh15eDBg2jbtm2BmWr27t2rUrxx48Zh586dsLGxgaenJwYNGiQsfv2p+ljrzAmxmD7WDz5XYmKiWlOEaYKHhweGDx+u8UVD1a1zTEwMxo4di5CQEKXVTL788kv8/PPPoqffkjKeJnpwGhgYICoqqshm3Tt37qBBgwYqP0eU+iIA0MzKK1LHlMvlsLW1FdboLIqqCfZj8LHWmRNiMX1MH/zChQthZ2eHfv36AQD69OmD33//HZUqVcKRI0dQv379Ei3funXrMG/ePHh6ekr2jFMTdX758iUePHgAAKhRo0axu5NLEU8Twzhq1qyJBQsWFHmBsnv3bnz77bdC2VUh9UXFx2D48OEqjakVu1xaafax1pkTYjF9TB+8vb09tm3bhubNmyMkJAR9+/bFrl27sHv3bsTGxuLYsWMlWr73NS+r26mmtNdZKlI3bwKaaeLMJfVFBWNS4IRYhhgYGODevXuwsbHBxIkTkZaWhrVr1+LevXtwcXHBq1evSrqIkisrdZa6eRPQTBMnY6UZ9/goQ8qVK4e4uDgAQHBwMNzc3ACgVHeFTkxMLNb7P8Y6qyN3GEdR1BnGYWlpiQsXLsDBwQEzZsxAjx490KNHD8ycOROOjo44d+4cJ0P2SeGEWIb07NkTAwcOxJdffokXL16gY8eOAICrV6+Wip6dCxcuxK5du4TXffr0gbm5OSpXrqz24PrSXmepdOrUCb6+voXeAb59+xZz5sxB586dRce1t7dHcHAw/vnnH1y8eBEXL17EP//8g+Dg4E/yeR8r27jJtAzJyMhAYGAg4uLiMHz4cDRs2BBAzlyVJiYmGDlyZImWTxPP+0p7naXCzZuMFR8nxDLkxYsXKF++PAAgLi4O69evx9u3b+Hh4YFWrVqVcOk087yvtNdZSmWxBydjkvpv5wFgJeHatWtUtWpVksvlVLt2bbp69SpZWlqSsbExKRQK0tLSon379pV0MalSpUp0/vx5IiKqVasW7d69m4hyFnk1MTERFetjqbMmvHjxgsLDwyk8PLxUTzbPWGnDzxDLgGnTpsHZ2RmhoaFo3bo1unTpgs6dOyMpKQmvXr3CmDFj1F4rT0pSPu/7WOqsCebm5mjatCmaNm3KwxkYE4GbTMuAChUq4OTJk6hXrx5SUlKgUCgQERGBxo0bA8jpkt+sWbNi9+gsLimf930sdWaMlR682kUZ8PLlS1hZWQHIWYTXyMgI5cqVE46XK1cOr1+/LqniCZKTk/HNN98AyHne5+vrq/bzvo+lzoyx0oObTMuI/LPpqDK7zn/l+vXrsLOzg4WFBerUqYOoqCh89tlnWLZsGdatW4e2bdti//79ouOW5jozxkofvkMsI4YPHy7M3p+WloavvvpKmL2/pNegy33et23bNmzdulV43rd+/XoAwPjx47FgwQJ0795dVNzSXGfGWOnDzxDLAE2sCCAlTTzvK+11ZoyVPpwQWYmTy+WIj4+HhYUFgIIrNSQkJMDa2vqTmmqNMVb68DNEVirw8z7GWEnjZ4isVODnfYyxksZNpqzE8fM+xlhpwAmRMcYYAz9DZIwxxgBwQmSMMcYAcEJkjDHGAHBCZIwxxgBwQmSMMcYAcEJkjDHGAHBCZIwxxgAA/wd2kPL5XOOXvgAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df[col_names_with_miss_val].isna().sum().sort_values().plot.bar(figsize=(5, 3))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "## Task 2: Aggregation"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.1 Calculate the average LotArea for each year (YrSold)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " MSSubClass \n",
+ " MSZoning \n",
+ " LotFrontage \n",
+ " LotArea \n",
+ " Street \n",
+ " Alley \n",
+ " LotShape \n",
+ " LandContour \n",
+ " Utilities \n",
+ " LotConfig \n",
+ " ... \n",
+ " ScreenPorch \n",
+ " PoolArea \n",
+ " PoolQC \n",
+ " Fence \n",
+ " MiscFeature \n",
+ " MiscVal \n",
+ " MoSold \n",
+ " SaleType \n",
+ " SaleCondition \n",
+ " SalePrice \n",
+ " \n",
+ " \n",
+ " YrSold \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2006 \n",
+ " 70 \n",
+ " RL \n",
+ " 60.0 \n",
+ " 9550 \n",
+ " Pave \n",
+ " Grvl \n",
+ " IR1 \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Corner \n",
+ " ... \n",
+ " 0 \n",
+ " 0 \n",
+ " Ex \n",
+ " GdWo \n",
+ " Shed \n",
+ " 0 \n",
+ " 2 \n",
+ " WD \n",
+ " Abnorml \n",
+ " 140000 \n",
+ " \n",
+ " \n",
+ " 2007 \n",
+ " 20 \n",
+ " RL \n",
+ " 80.0 \n",
+ " 9600 \n",
+ " Pave \n",
+ " Grvl \n",
+ " Reg \n",
+ " Lvl \n",
+ " AllPub \n",
+ " FR2 \n",
+ " ... \n",
+ " 0 \n",
+ " 0 \n",
+ " Ex \n",
+ " GdPrv \n",
+ " Shed \n",
+ " 0 \n",
+ " 5 \n",
+ " WD \n",
+ " Normal \n",
+ " 181500 \n",
+ " \n",
+ " \n",
+ " 2008 \n",
+ " 60 \n",
+ " RL \n",
+ " 65.0 \n",
+ " 8450 \n",
+ " Pave \n",
+ " Pave \n",
+ " Reg \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Inside \n",
+ " ... \n",
+ " 0 \n",
+ " 0 \n",
+ " Gd \n",
+ " GdWo \n",
+ " Shed \n",
+ " 0 \n",
+ " 2 \n",
+ " WD \n",
+ " Normal \n",
+ " 208500 \n",
+ " \n",
+ " \n",
+ " 2009 \n",
+ " 50 \n",
+ " RL \n",
+ " 85.0 \n",
+ " 14115 \n",
+ " Pave \n",
+ " Pave \n",
+ " IR1 \n",
+ " Lvl \n",
+ " AllPub \n",
+ " Inside \n",
+ " ... \n",
+ " 0 \n",
+ " 0 \n",
+ " None \n",
+ " MnPrv \n",
+ " Shed \n",
+ " 700 \n",
+ " 10 \n",
+ " WD \n",
+ " Normal \n",
+ " 143000 \n",
+ " \n",
+ " \n",
+ " 2010 \n",
+ " 20 \n",
+ " RL \n",
+ " 60.0 \n",
+ " 11241 \n",
+ " Pave \n",
+ " Pave \n",
+ " IR1 \n",
+ " Lvl \n",
+ " AllPub \n",
+ " CulDSac \n",
+ " ... \n",
+ " 0 \n",
+ " 0 \n",
+ " None \n",
+ " MnPrv \n",
+ " Shed \n",
+ " 700 \n",
+ " 3 \n",
+ " WD \n",
+ " Normal \n",
+ " 149000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 79 columns
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " LotArea \n",
+ " \n",
+ " \n",
+ " YrSold \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2006 \n",
+ " 10489.458599 \n",
+ " \n",
+ " \n",
+ " 2007 \n",
+ " 10863.686930 \n",
+ " \n",
+ " \n",
+ " 2008 \n",
+ " 10587.687500 \n",
+ " \n",
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+ " 2009 \n",
+ " 10294.248521 \n",
+ " \n",
+ " \n",
+ " 2010 \n",
+ " 10220.645714 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n",
+ " df[['YrSold', 'LotArea']].groupby('YrSold').agg([np.mean, max, min]).reset_index()\n",
+ "/tmp/ipykernel_4686/653210670.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.max. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"max\" instead.\n",
+ " df[['YrSold', 'LotArea']].groupby('YrSold').agg([np.mean, max, min]).reset_index()\n",
+ "/tmp/ipykernel_4686/653210670.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.min. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"min\" instead.\n",
+ " df[['YrSold', 'LotArea']].groupby('YrSold').agg([np.mean, max, min]).reset_index()\n"
+ ]
+ },
+ {
+ "data": {
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+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig=plt.subplots(1,1,figsize=(15,12))\n",
+ "sns.heatmap(df[quantitative].corr(),vmin=-1,cmap='coolwarm',annot=True,fmt='0.1f')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 2b. Boxplots for categorical variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932338324
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ },
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 82,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(data=df,x='MSZoning',y='SalePrice')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 2: ANOVA disparity estimations \n",
+ "\n",
+ "### One-way ANOVA \n",
+ "* Question: Do sale prices differ across categories of certain feature?\n",
+ "* Test: Do price means across factors with a feature differ in their underlying distribution? \n",
+ "* Are prices of houses with pool drawn from distribution with different mean than prices of house without a pool? \n",
+ "\n",
+ "* We will test this on all features and plot results\n",
+ "\n",
+ "### 2a. Function for estimating ANOVA for one feature\n",
+ "* Your task is to complete a following snippet:\n",
+ "\n",
+ "\n",
+ "```python\n",
+ "\n",
+ " def anova_feature(qualitative_series, quantitative_series):\n",
+ " '''\n",
+ " Performs One-way ANOVA testing whether all levels of `qualitative` series are drawn from distributions with equal means\n",
+ "\n",
+ " Expects:\n",
+ " - 'qualitative_series': Series with categorical data delienating indivudal groups\n",
+ " - 'quantitative_series': Series with value data on which the distribution is tested\n",
+ " \n",
+ " Uses `scipy.stats.f_oneway` to deliver the test.\n",
+ "\n",
+ " Returns pd.Series with `statistic`, `p_value` and `disparity` measure. `statistic` and `p_value` are calculated by `scipy.stats.f_oneway`. Disparity is calculated as 1/log(p_value).\n",
+ " '''\n",
+ " samples = {\n",
+ " factor: quantitative_series.loc[qualitative_series.fillna('MISSING') == factor] for factor in qualitative_series.fillna('MISSING').unique()\n",
+ " }\n",
+ "\n",
+ " anova_result = stats.f_oneway(*samples.values())\n",
+ " \n",
+ " pass\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932355553
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "statistic 8.467220e+01\n",
+ "p_value 1.054025e-64\n",
+ "disparity 1.473128e+02\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def anova_feature(qualitative_series, quantitative_series):\n",
+ " '''\n",
+ " Performs One-way ANOVA testing whether `quantitative_series` across levels of `qualitative_series` are drawn from distributions with equal means\n",
+ "\n",
+ " Expects:\n",
+ " - 'qualitative_series': Series with categorical data delienating indivudal groups\n",
+ " - 'quantitative_series': Series with value data on which the distribution is tested\n",
+ " \n",
+ "\n",
+ " Returns Series with test statistic, p-value\n",
+ " '''\n",
+ " samples = {\n",
+ " factor: quantitative_series.loc[qualitative_series.fillna('MISSING') == factor]for factor in qualitative_series.fillna('MISSING').unique()\n",
+ " }\n",
+ "\n",
+ " statistic, pvalue = stats.f_oneway(*samples.values())\n",
+ " \n",
+ " return pd.Series({\n",
+ " 'statistic':statistic,\n",
+ " 'p_value':pvalue,\n",
+ " 'disparity': math.log(1./pvalue)\n",
+ " })\n",
+ "\n",
+ "anova_feature(df.MasVnrType, df.SalePrice)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "### 2b. Generate dataframe with ANOVA test of all quantitative columns on `SalePrice` in the dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932371237
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " statistic \n",
+ " p_value \n",
+ " disparity \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " MSZoning \n",
+ " 43.840282 \n",
+ " 8.817634e-35 \n",
+ " 78.413725 \n",
+ " \n",
+ " \n",
+ " Street \n",
+ " 2.459290 \n",
+ " 1.170486e-01 \n",
+ " 2.145166 \n",
+ " \n",
+ " \n",
+ " Alley \n",
+ " 15.176614 \n",
+ " 2.996380e-07 \n",
+ " 15.020691 \n",
+ " \n",
+ " \n",
+ " LotShape \n",
+ " 40.132852 \n",
+ " 6.447524e-25 \n",
+ " 55.700931 \n",
+ " \n",
+ " \n",
+ " LandContour \n",
+ " 12.850188 \n",
+ " 2.742217e-08 \n",
+ " 17.411914 \n",
+ " \n",
+ " \n",
+ " Utilities \n",
+ " 0.298804 \n",
+ " 5.847168e-01 \n",
+ " 0.536628 \n",
+ " \n",
+ " \n",
+ " LotConfig \n",
+ " 7.809954 \n",
+ " 3.163167e-06 \n",
+ " 12.663937 \n",
+ " \n",
+ " \n",
+ " LandSlope \n",
+ " 1.958817 \n",
+ " 1.413964e-01 \n",
+ " 1.956188 \n",
+ " \n",
+ " \n",
+ " Neighborhood \n",
+ " 71.784865 \n",
+ " 1.558600e-225 \n",
+ " 517.637858 \n",
+ " \n",
+ " \n",
+ " Condition1 \n",
+ " 6.118017 \n",
+ " 8.904549e-08 \n",
+ " 16.234118 \n",
+ " \n",
+ " \n",
+ " Condition2 \n",
+ " 2.073899 \n",
+ " 4.342566e-02 \n",
+ " 3.136705 \n",
+ " \n",
+ " \n",
+ " BldgType \n",
+ " 13.011077 \n",
+ " 2.056736e-10 \n",
+ " 22.304730 \n",
+ " \n",
+ " \n",
+ " HouseStyle \n",
+ " 19.595001 \n",
+ " 3.376777e-25 \n",
+ " 56.347706 \n",
+ " \n",
+ " \n",
+ " RoofStyle \n",
+ " 17.805497 \n",
+ " 3.653523e-17 \n",
+ " 37.848255 \n",
+ " \n",
+ " \n",
+ " RoofMatl \n",
+ " 6.727305 \n",
+ " 7.231445e-08 \n",
+ " 16.442242 \n",
+ " \n",
+ " \n",
+ " Exterior1st \n",
+ " 18.611743 \n",
+ " 2.586089e-43 \n",
+ " 98.061012 \n",
+ " \n",
+ " \n",
+ " Exterior2nd \n",
+ " 17.500840 \n",
+ " 4.842186e-43 \n",
+ " 97.433793 \n",
+ " \n",
+ " \n",
+ " MasVnrType \n",
+ " 84.672201 \n",
+ " 1.054025e-64 \n",
+ " 147.312830 \n",
+ " \n",
+ " \n",
+ " ExterQual \n",
+ " 443.334831 \n",
+ " 1.439551e-204 \n",
+ " 469.363028 \n",
+ " \n",
+ " \n",
+ " ExterCond \n",
+ " 8.798714 \n",
+ " 5.106681e-07 \n",
+ " 14.487546 \n",
+ " \n",
+ " \n",
+ " Foundation \n",
+ " 100.253851 \n",
+ " 5.791895e-91 \n",
+ " 207.778784 \n",
+ " \n",
+ " \n",
+ " BsmtQual \n",
+ " 316.148635 \n",
+ " 8.158548e-196 \n",
+ " 449.207612 \n",
+ " \n",
+ " \n",
+ " BsmtCond \n",
+ " 19.708139 \n",
+ " 8.195794e-16 \n",
+ " 34.737740 \n",
+ " \n",
+ " \n",
+ " BsmtExposure \n",
+ " 63.939761 \n",
+ " 7.557758e-50 \n",
+ " 113.106680 \n",
+ " \n",
+ " \n",
+ " BsmtFinType1 \n",
+ " 64.688200 \n",
+ " 2.386358e-71 \n",
+ " 162.613773 \n",
+ " \n",
+ " \n",
+ " BsmtFinType2 \n",
+ " 7.565378 \n",
+ " 5.225649e-08 \n",
+ " 16.767102 \n",
+ " \n",
+ " \n",
+ " Heating \n",
+ " 4.259819 \n",
+ " 7.534721e-04 \n",
+ " 7.190819 \n",
+ " \n",
+ " \n",
+ " HeatingQC \n",
+ " 88.394462 \n",
+ " 2.667062e-67 \n",
+ " 153.292224 \n",
+ " \n",
+ " \n",
+ " CentralAir \n",
+ " 98.305344 \n",
+ " 1.809506e-22 \n",
+ " 50.063818 \n",
+ " \n",
+ " \n",
+ " Electrical \n",
+ " 18.460192 \n",
+ " 8.226925e-18 \n",
+ " 39.339119 \n",
+ " \n",
+ " \n",
+ " KitchenQual \n",
+ " 407.806352 \n",
+ " 3.032213e-192 \n",
+ " 440.987045 \n",
+ " \n",
+ " \n",
+ " Functional \n",
+ " 4.057875 \n",
+ " 4.841697e-04 \n",
+ " 7.633075 \n",
+ " \n",
+ " \n",
+ " FireplaceQu \n",
+ " 121.075121 \n",
+ " 2.971217e-107 \n",
+ " 245.287633 \n",
+ " \n",
+ " \n",
+ " GarageType \n",
+ " 80.379992 \n",
+ " 6.117026e-87 \n",
+ " 198.513827 \n",
+ " \n",
+ " \n",
+ " GarageFinish \n",
+ " 213.867028 \n",
+ " 6.228747e-115 \n",
+ " 262.968110 \n",
+ " \n",
+ " \n",
+ " GarageQual \n",
+ " 25.776093 \n",
+ " 5.388762e-25 \n",
+ " 55.880312 \n",
+ " \n",
+ " \n",
+ " GarageCond \n",
+ " 25.750153 \n",
+ " 5.711746e-25 \n",
+ " 55.822103 \n",
+ " \n",
+ " \n",
+ " PavedDrive \n",
+ " 42.024179 \n",
+ " 1.803569e-18 \n",
+ " 40.856764 \n",
+ " \n",
+ " \n",
+ " PoolQC \n",
+ " 10.509853 \n",
+ " 7.700989e-07 \n",
+ " 14.076747 \n",
+ " \n",
+ " \n",
+ " Fence \n",
+ " 13.433276 \n",
+ " 9.379977e-11 \n",
+ " 23.089859 \n",
+ " \n",
+ " \n",
+ " MiscFeature \n",
+ " 2.593622 \n",
+ " 3.500367e-02 \n",
+ " 3.352302 \n",
+ " \n",
+ " \n",
+ " SaleType \n",
+ " 28.863054 \n",
+ " 5.039767e-42 \n",
+ " 95.091214 \n",
+ " \n",
+ " \n",
+ " SaleCondition \n",
+ " 45.578428 \n",
+ " 7.988268e-44 \n",
+ " 99.235770 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "anova.disparity.sort_values(ascending=False).plot.bar(figsize=(12,3))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## Task 3: Encode qualitative variables as quantitative\n",
+ "### 3a. Feature-level function\n",
+ "\n",
+ "* Write a function that an input dataframe with encoded version\n",
+ "* Complete the following snippet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932504214
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def encode_qualitative_feature(quantitative_series, qualitative_series, sorting_function=np.mean,suffix='_E'):\n",
+ " '''\n",
+ " Ranks `qualitative_series` according to sorting function applied on `quantitative_series` and return its rank as a series. \n",
+ " \n",
+ " Series name is extended with `suffix`.\n",
+ " '''\n",
+ " encode_df = pd.DataFrame({\n",
+ " quantitative_series.name:quantitative_series,\n",
+ " qualitative_series.name:qualitative_series \n",
+ " })\n",
+ "\n",
+ " sorting = encode_df.groupby(qualitative_series.name)[quantitative_series.name].apply(np.mean).rank()\n",
+ "\n",
+ " return qualitative_series.map(sorting).rename(f'{qualitative_series.name}{suffix}')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Id\n",
+ "1 3.0\n",
+ "2 2.0\n",
+ "3 3.0\n",
+ "4 3.0\n",
+ "5 3.0\n",
+ " ... \n",
+ "1456 2.0\n",
+ "1457 2.0\n",
+ "1458 3.0\n",
+ "1459 3.0\n",
+ "1460 2.0\n",
+ "Name: KitchenQual_E, Length: 1460, dtype: float64"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "encode_qualitative_feature(df.SalePrice, df.KitchenQual)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "source": [
+ "## 3b. Apply on all qualitative features\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "collapsed": false,
+ "gather": {
+ "logged": 1665932509900
+ },
+ "jupyter": {
+ "outputs_hidden": false
+ },
+ "nteract": {
+ "transient": {
+ "deleting": false
+ }
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " MSSubClass \n",
+ " MSZoning \n",
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+ " Street \n",
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1460 rows × 123 columns
\n",
+ "