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PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 0 | 3 | Braund, Mr. Owen Harris | male | 22.0 | 1 | 0 | A/5 21171 | 7.25 | S | ||
2 | 1 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.0 | 1 | 0 | PC 17599 | 71.2833 | C85 | C | |
3 | 1 | 3 | Heikkinen, Miss. Laina | female | 26.0 | 0 | 0 | STON/O2. 3101282 | 7.925 | S | ||
4 | 1 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.0 | 1 | 0 | 113803 | 53.1 | C123 | S | |
5 | 0 | 3 | Allen, Mr. William Henry | male | 35.0 | 0 | 0 | 373450 | 8.05 | S |
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summary | Survived | SibSp | Pclass | Parch | Fare | |
---|---|---|---|---|---|---|
count | 891.0 | 891.0 | 891.0 | 891.0 | 891.0 | |
mean | 0.384 | 0.523 | 2.309 | 0.382 | 32.204 | |
stddev | 0.487 | 1.103 | 0.836 | 0.806 | 49.693 | |
min | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | |
max | 1.0 | 8.0 | 3.0 | 6.0 | 512.329 |
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# Implementation with PySpark | |
from pyspark.sql import SparkSession | |
from pyspark.sql import Window | |
from pyspark.sql import functions as f | |
# Define Spark settings | |
builder = SparkSession.builder.appName("Discount_Cashflows") | |
spark = builder.getOrCreate() | |
# Read in the cash flows data and rate data as csv |
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Product | Year | Cash flows | Currency | |
---|---|---|---|---|
Flood insurance | 0 | 24000 | USD | |
Flood insurance | 1 | -2000 | USD | |
Flood insurance | 2 | -2000 | USD | |
Flood insurance | 3 | -2000 | USD | |
Flood insurance | 4 | -2000 | USD | |
Flood insurance | 5 | -2000 | USD | |
Flood insurance | 6 | -2000 | USD | |
Flood insurance | 7 | -2000 | USD | |
Flood insurance | 8 | -2000 | USD |
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Year | Interest rate | Currency | |
---|---|---|---|
1 | 0.03 | EUR | |
2 | 0.031 | EUR | |
3 | 0.032 | EUR | |
4 | 0.033 | EUR | |
1 | 0.020 | GBP | |
2 | 0.021 | GBP | |
3 | 0.022 | GBP | |
4 | 0.023 | GBP |
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Currency | Country | |
---|---|---|
GBP | UK | |
EUR | Italy | |
EUR | France | |
EUR | Belgium | |
EUR | Germany |
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Client | Insurance product | Country | Duration | Price | Payment year 1 | Payment year 2 | Payment year 3 | Payment year 4 | |
---|---|---|---|---|---|---|---|---|---|
A | Small car | UK | 1 | 200 | 0 | 50 | 30 | 0 | |
B | Small car | Italy | 1 | 100 | 0 | 0 | 0 | 80 | |
C | Small car | UK | 1 | 200 | 0 | 35 | 40 | 20 | |
D | Small car | UK | 1 | 220 | 0 | 40 | 60 | 0 | |
E | Small car | France | 1 | 200 | 0 | 20 | 30 | 50 | |
F | Businss car | Belgium | 1 | 450 | 0 | 100 | 100 | 100 | |
G | Businss car | Germany | 1 | 470 | 0 | 120 | 80 | 0 | |
H | Businss car | UK | 1 | 400 | 60 | 70 | 100 | 0 | |
I | Businss car | UK | 1 | 400 | 50 | 70 | 20 | 80 |
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Client | Insurance product | Country | Duration | Price | Payment year 1 | Payment year 2 | Payment year 3 | Payment year 4 | |
---|---|---|---|---|---|---|---|---|---|
A | Small car | UK | 1 | 200 | 0 | 50 | 30 | 0 |