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October 1, 2024 02:01
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Daily Compounding Interest and Float Error Comparisor
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "86d879f6-84d2-4aea-bf20-b87b9e17dd82", | |
"metadata": {}, | |
"source": [ | |
"# Compounding Interest / Float Innacuracy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"id": "e00b48b2-8f38-4a1d-a9ad-089ccda26816", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [], | |
"source": [ | |
"# this is the way the assignment is expected to be written\n", | |
"# (and what the homework grader is expecting)\n", | |
"def daily_compounding1(years: int, rate: float, contrib: int) -> float:\n", | |
" balance: float = 0.0\n", | |
"\n", | |
" for y in range(years):\n", | |
" for month in range(12):\n", | |
" balance += contrib\n", | |
" for day in range(30):\n", | |
" balance = balance * (1 + rate)\n", | |
" \n", | |
" return balance" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "d0ab724f-79d4-4ad4-a1f5-88581436bd29", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [], | |
"source": [ | |
"# this is the way you and I wrote it (difference in last line)\n", | |
"def daily_compounding2(years: int, rate: float, contrib: int) -> float:\n", | |
" balance: float = 0.0\n", | |
"\n", | |
" for y in range(years):\n", | |
" for month in range(12):\n", | |
" balance += contrib\n", | |
" for day in range(30):\n", | |
" balance += balance * rate\n", | |
" \n", | |
" return balance" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "078e38a1-24b8-404d-96e5-20c6996893e5", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [], | |
"source": [ | |
"from decimal import *\n", | |
"\n", | |
"# this uses the Decimal library to get accurate results, not using floats\n", | |
"def daily_compounding3(years: int, rate: float, contrib: int) -> Decimal:\n", | |
" rate = Decimal(rate)\n", | |
" balance = Decimal(0.0)\n", | |
" \n", | |
"\n", | |
" for y in range(years):\n", | |
" for month in range(12):\n", | |
" balance += contrib\n", | |
" for day in range(30):\n", | |
" balance += balance * rate\n", | |
" \n", | |
" return balance" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"id": "565eab45-fd14-4217-a5c7-f63e06fbe27d", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'506012384946505732.41'" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"years = 5\n", | |
"rate = 0.02\n", | |
"contrib = 75\n", | |
"\n", | |
"answer1 = daily_compounding1(years, rate, contrib)\n", | |
"answer2 = daily_compounding2(years, rate, contrib)\n", | |
"correct = daily_compounding3(years, rate, contrib)\n", | |
"\n", | |
"# This is the correct answer with no floating-point error\n", | |
"\"{:0.2f}\".format(correct)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"id": "4b47b3ff-b5bd-4b15-807c-1acf7de6e32e", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'506012384946522688.00'" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This is the answer the homework grader is looking for\n", | |
"\"{:0.2f}\".format(answer1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"id": "e51cd250-dceb-4138-a642-dc0f83b6a6c0", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'506012384946505728.00'" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This is what you originally came up with\n", | |
"\"{:0.2f}\".format(answer2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"id": "489ce4e4-4423-4cf2-89de-93e1de9d72bf", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'-16955.59'" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This is how far off the homework grader's answer is, which is a fair bit\n", | |
"# because multiplying the balance by 1.02 compounds floating point error\n", | |
"# more than multiplying smaller numbers\n", | |
"\"{:0.2f}\".format(correct - Decimal(answer1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"id": "f370a712-92f7-47b9-9196-a079c2acb75a", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'4.41'" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This is how far off your original answer was, which is a lot closer because\n", | |
"# doing multiplication of a small number and then adding that to the balance\n", | |
"# keeps the error under control better\n", | |
"\"{:0.2f}\".format(correct - Decimal(answer2))" | |
] | |
} | |
], | |
"metadata": { | |
"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": "3.11.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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