310 lines
7.0 KiB
Plaintext
310 lines
7.0 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "3f7938c0-98e3-43b8-86e8-4f000cda7ce5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import datetime\n",
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"import pandas as pd\n",
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"\n",
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"from fincal.fincal import TimeSeries\n",
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"from fincal.core import Series"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "4b8ccd5f-dfff-4202-82c4-f66a30c122b6",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: total: 125 ms\n",
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"Wall time: 99 ms\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"[(datetime.datetime(2022, 1, 31, 0, 0), 310.980011),\n",
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" (datetime.datetime(2021, 5, 28, 0, 0), 249.67999300000002)]"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"dfd = pd.read_csv('test_files/msft.csv')\n",
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"# dfd = dfd[dfd['amfi_code'] == 118825].reset_index(drop=True)\n",
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"ts = TimeSeries([(i.date, i.nav) for i in dfd.itertuples()], frequency='D')\n",
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"repr(ts)\n",
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"ts[['2022-01-31', '2021-05-28']]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "ffd9665d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(datetime.datetime(2022, 1, 31, 0, 0), 310.980011)"
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]
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},
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"ts['2022-01-31']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "086d4377-d1b1-4e51-84c0-39dee28ef75e",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: total: 15.6 ms\n",
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"Wall time: 16 ms\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"TimeSeries([(datetime.datetime(2022, 1, 3, 0, 0), 334.75),\n",
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"\t (datetime.datetime(2022, 1, 4, 0, 0), 329.01001),\n",
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"\t (datetime.datetime(2022, 1, 5, 0, 0), 316.380005)\n",
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"\t ...\n",
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"\t (datetime.datetime(2022, 2, 16, 0, 0), 299.5),\n",
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"\t (datetime.datetime(2022, 2, 17, 0, 0), 290.730011),\n",
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"\t (datetime.datetime(2022, 2, 18, 0, 0), 287.929993)], frequency='D')"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"s = ts.dates >= '2022-01-01'\n",
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"ts[s]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "e815edc9-3746-4192-814e-bd27b2771a0c",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: total: 15.6 ms\n",
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"Wall time: 4 ms\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"[(datetime.datetime(1992, 2, 19, 0, 0), 2.398438),\n",
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" (datetime.datetime(1992, 2, 20, 0, 0), 2.447917),\n",
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" (datetime.datetime(1992, 2, 21, 0, 0), 2.385417),\n",
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" (datetime.datetime(1992, 2, 24, 0, 0), 2.3932290000000003),\n",
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" (datetime.datetime(1992, 2, 25, 0, 0), 2.411458),\n",
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" (datetime.datetime(1992, 2, 26, 0, 0), 2.541667),\n",
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" (datetime.datetime(1992, 2, 27, 0, 0), 2.601563),\n",
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" (datetime.datetime(1992, 2, 28, 0, 0), 2.572917),\n",
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" (datetime.datetime(1992, 3, 2, 0, 0), 2.5625),\n",
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" (datetime.datetime(1992, 3, 3, 0, 0), 2.567708)]"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%time\n",
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"ts.iloc[:10]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "dc469722-c816-4b57-8d91-7a3b865f86be",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"CPU times: total: 297 ms\n",
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"Wall time: 290 ms\n"
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]
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}
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],
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"source": [
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"%%time\n",
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"from_date = datetime.date(1994, 1, 1)\n",
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"to_date = datetime.date(2022, 1, 1)\n",
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"# print(ts.calculate_returns(to_date, years=7))\n",
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"rr = ts.calculate_rolling_returns(from_date, to_date)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "e5d357b4-4fe5-4a0a-8107-0ab6828d7c41",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"TimeSeries([(datetime.datetime(1994, 1, 3, 0, 0), -0.06149359306648605),\n",
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"\t (datetime.datetime(1994, 1, 4, 0, 0), -0.05433177603118022),\n",
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"\t (datetime.datetime(1994, 1, 5, 0, 0), -0.04913276300578029)\n",
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"\t ...\n",
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"\t (datetime.datetime(2021, 12, 29, 0, 0), 0.5255410267822715),\n",
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"\t (datetime.datetime(2021, 12, 30, 0, 0), 0.5306749265370103),\n",
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"\t (datetime.datetime(2021, 12, 31, 0, 0), 0.5120942811985818)], frequency='D')"
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]
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},
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"execution_count": 6,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"rr"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "4bad2efa",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Series([1.0, 2.0, 3.0, 4.0, 5.0])"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"sr = Series([1, 2, 3, 4, 5], 'number')\n",
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"sr"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "adceda69",
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"metadata": {},
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"outputs": [],
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"source": [
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"from fincal.fincal import TimeSeries\n",
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"import datetime\n",
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"ts = TimeSeries(data = [('2021-01-01', 220), ('2021-02-01', 230), ('2021-03-01', 240)], frequency='M')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "68cf9f8c",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(datetime.datetime(2021, 2, 1, 0, 0), 0.045454545454545414)"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"ts.calculate_returns('2021-02-05', interval_type='months', interval_value=1, compounding=False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "a583347f",
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"metadata": {},
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"outputs": [],
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"source": [
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"D = {'a': 1, 'b': 2}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "f79ac787",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"dict_keys(['a', 'b'])"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"D.keys()"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.3"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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