diff --git a/Winsoft_submission.ipynb b/Winsoft_submission.ipynb new file mode 100644 index 0000000..772213f --- /dev/null +++ b/Winsoft_submission.ipynb @@ -0,0 +1,654 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_json('data.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
| \n", + " | rates | \n", + "start_at | \n", + "base | \n", + "end_at | \n", + "
|---|---|---|---|---|
| 2019-01-02 | \n", + "{'CAD': 1.5547, 'HKD': 8.9294, 'ISK': 133.4, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-01-03 | \n", + "{'CAD': 1.5392000000000001, 'HKD': 8.8884, 'IS... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-01-04 | \n", + "{'CAD': 1.5328, 'HKD': 8.9325, 'ISK': 134.0, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-01-07 | \n", + "{'CAD': 1.5281, 'HKD': 8.9677, 'ISK': 135.2, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-01-08 | \n", + "{'CAD': 1.5208, 'HKD': 8.9671, 'ISK': 136.1, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2019-12-23 | \n", + "{'CAD': 1.4577, 'HKD': 8.6232, 'ISK': 135.4, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-12-24 | \n", + "{'CAD': 1.4582, 'HKD': 8.629, 'ISK': 135.6, 'P... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-12-27 | \n", + "{'CAD': 1.4592, 'HKD': 8.6845, 'ISK': 135.6, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-12-30 | \n", + "{'CAD': 1.4621, 'HKD': 8.7133, 'ISK': 135.8, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
| 2019-12-31 | \n", + "{'CAD': 1.4598, 'HKD': 8.7473, 'ISK': 135.8, '... | \n", + "2019-01-01 | \n", + "EUR | \n", + "2019-12-31 | \n", + "
255 rows × 4 columns
\n", + "| \n", + " | rates | \n", + "base | \n", + "date | \n", + "
|---|---|---|---|
| AUD | \n", + "1.431400 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| BGN | \n", + "1.713510 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| BRL | \n", + "5.357806 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| CAD | \n", + "1.353776 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| CHF | \n", + "0.945067 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| CNY | \n", + "6.996758 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| CZK | \n", + "23.386192 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| DKK | \n", + "6.522867 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| EUR | \n", + "0.876117 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| GBP | \n", + "0.796171 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| HKD | \n", + "7.754512 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| HRK | \n", + "6.602068 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| HUF | \n", + "310.215525 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| IDR | \n", + "14625.004381 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| ILS | \n", + "3.434992 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| INR | \n", + "75.219467 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| ISK | \n", + "140.178728 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| JPY | \n", + "107.096548 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| KRW | \n", + "1203.557035 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| MXN | \n", + "22.345453 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| MYR | \n", + "4.271509 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| NOK | \n", + "9.299807 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| NZD | \n", + "1.527861 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| PHP | \n", + "49.499737 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| PLN | \n", + "3.936219 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| RON | \n", + "4.243298 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| RUB | \n", + "71.130892 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| SEK | \n", + "9.067811 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| SGD | \n", + "1.391975 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| THB | \n", + "31.669879 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| TRY | \n", + "6.861749 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| USD | \n", + "1.000000 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| ZAR | \n", + "16.662082 | \n", + "USD | \n", + "2020-07-16 | \n", + "
| \n", + " | INR | \n", + "EUR | \n", + "
|---|---|---|
| 0 | \n", + "79.9855 | \n", + "0 | \n", + "
| 1 | \n", + "79.6080 | \n", + "0 | \n", + "
| 2 | \n", + "79.4315 | \n", + "0 | \n", + "
| 3 | \n", + "79.6895 | \n", + "0 | \n", + "
| 4 | \n", + "80.2450 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 250 | \n", + "78.9455 | \n", + "0 | \n", + "
| 251 | \n", + "78.9525 | \n", + "0 | \n", + "
| 252 | \n", + "79.6370 | \n", + "0 | \n", + "
| 253 | \n", + "79.8120 | \n", + "0 | \n", + "
| 254 | \n", + "80.1870 | \n", + "0 | \n", + "
255 rows × 2 columns
\n", + "