mirror of
https://github.com/Magnus167/msyrs.git
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617 lines
380 KiB
Plaintext
617 lines
380 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Import Python packages\n"
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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": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# ! uv pip install E:\\Work\\ruzt\\msyrs --upgrade"
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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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"metadata": {},
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"outputs": [],
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"source": [
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"import macrosynergy\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import polars as pl\n",
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"import time\n",
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"import os\n",
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"\n",
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"from macrosynergy.panel import view_timelines\n",
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"from macrosynergy.management.types import QuantamentalDataFrame"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Import Python bindings - `msyrs`\n"
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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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"metadata": {},
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"outputs": [],
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"source": [
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"import msyrs"
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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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"metadata": {},
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"outputs": [],
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"source": [
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"DATA_FOLDER_PATH = \"E:/Work/jpmaqs-data\""
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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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"metadata": {},
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"outputs": [],
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"source": [
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"cids_dm = \"AUD.CAD.CHF.EUR.GBP.JPY.NOK.NZD.SEK.USD\".split(\".\")\n",
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"cids_em = \"CLP.COP.CZK.HUF.IDR.ILS.INR.KRW.MXN.PLN.THB.TRY.TWD.ZAR\".split(\".\")\n",
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"cids = cids_dm + cids_em\n",
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"cids_dux = list(set(cids) - set([\"IDR\", \"NZD\"]))\n",
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"ecos = \"CPIC_SA_P1M1ML12.CPIC_SJA_P3M3ML3AR.CPIC_SJA_P6M6ML6AR.CPIH_SA_P1M1ML12.CPIH_SJA_P3M3ML3AR.CPIH_SJA_P6M6ML6AR.INFTEFF_NSA.INTRGDP_NSA_P1M1ML12_3MMA.INTRGDPv5Y_NSA_P1M1ML12_3MMA.PCREDITGDP_SJA_D1M1ML12.RGDP_SA_P1Q1QL4_20QMA.RYLDIRS02Y_NSA.RYLDIRS05Y_NSA.PCREDITBN_SJA_P1M1ML12\".split(\n",
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" \".\"\n",
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")\n",
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"\n",
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"\n",
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"mkts = \"DU02YXR_NSA.DU05YXR_NSA.DU02YXR_VT10.DU05YXR_VT10.EQXR_NSA.EQXR_VT10.FXXR_NSA.FXXR_VT10.FXCRR_NSA.FXTARGETED_NSA.FXUNTRADABLE_NSA\".split(\n",
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" \".\"\n",
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")\n",
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"xcats = ecos + mkts\n",
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"\n",
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"cpi_xcats = \"CPIC_SA_P1M1ML12.CPIC_SJA_P3M3ML3AR.CPIC_SJA_P6M6ML6AR.CPIH_SA_P1M1ML12.CPIH_SJA_P3M3ML3AR.CPIH_SJA_P6M6ML6AR\".split(\n",
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" \".\"\n",
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")\n",
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"\n",
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"tickers = [f\"{c}_{x}\" for c in cids for x in xcats]"
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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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"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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"Time taken to load qdf batch: 2.7522997856140137\n"
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]
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}
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],
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"source": [
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"starttime = time.time()\n",
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"\n",
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"big_df: pl.DataFrame = msyrs.qdf.load_qdf_from_download_bank(\n",
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" folder_path=DATA_FOLDER_PATH,\n",
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" xcats=xcats,\n",
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")\n",
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"print(f\"Time taken to load qdf batch: {time.time() - starttime}\")"
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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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"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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"286.69339656829834"
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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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"big_df.estimated_size(\"mb\")"
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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": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"sel_cids = [\"USD\", \"EUR\", \"GBP\", \"AUD\", \"CAD\"]\n",
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"start = \"1990-01-01\"\n",
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"nb_start_time = time.time()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Running with uniform weights, 2 xcats, 5 cids\n"
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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": 9,
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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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"Time taken to reduce qdf: 1.0994884967803955\n"
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]
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}
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],
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"source": [
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"fx_xcats = [xc for xc in xcats if xc.startswith(\"FX\")]\n",
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"eq_xcats = [xc for xc in xcats if xc.startswith(\"EQ\")]\n",
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"starttime = time.time()\n",
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"\n",
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"eq_df = msyrs.qdf.reduce_dataframe(\n",
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" df=big_df,\n",
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" cids=sel_cids,\n",
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" xcats=fx_xcats + eq_xcats + cpi_xcats,\n",
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" start=start,\n",
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")\n",
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"\n",
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"fx_df = msyrs.qdf.reduce_dataframe(\n",
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" df=big_df, cids=sel_cids, start=start, xcats=fx_xcats, intersect=True\n",
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")\n",
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"new_df: pl.DataFrame = msyrs.qdf.update_dataframe(df=eq_df, df_add=fx_df)\n",
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"\n",
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"print(f\"Time taken to reduce qdf: {time.time() - starttime}\")"
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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": null,
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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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"Time taken to run linear composite: 0.19902491569519043\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"e:\\Work\\ruzt\\msyrs\\.venv\\Lib\\site-packages\\macrosynergy\\panel\\linear_composite.py:437: UserWarning: USD does not have complete xcat data for ['FXXR_NSA']. These will be filled with NaNs for the calculation.\n",
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" warnings.warn(wrn_msg.format(cidx=cidx, missing_xcats=missing_xcats))\n"
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]
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}
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],
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"source": [
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"_cids = [\"USD\", \"CAD\"]\n",
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"\n",
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"_df = new_df.to_pandas()\n",
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"starttime = time.time()\n",
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"\n",
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"\n",
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"mx = macrosynergy.panel.linear_composite(\n",
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" df=_df,\n",
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" xcats=[\"EQXR_NSA\", \"FXXR_NSA\"],\n",
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" cids=_cids,\n",
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" weights=None,\n",
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" signs=None,\n",
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" normalize_weights=False,\n",
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" start=None,\n",
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" end=None,\n",
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" blacklist=None,\n",
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" complete_xcats=False,\n",
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" complete_cids=False,\n",
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" new_xcat=\"COMPOSITE\",\n",
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" new_cid=\"GLB\",\n",
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")\n",
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"print(f\"Time taken to run linear composite: {time.time() - starttime}\")\n",
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"\n",
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"\n",
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"# view_timelines(QuantamentalDataFrame(mx), cids=_cids)"
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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": null,
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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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"Time taken to run linear composite rs: 0.047815799713134766\n"
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]
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}
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],
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"source": [
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"_cids = [\"USD\", \"CAD\"]\n",
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"starttime = time.time()\n",
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"\n",
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"x = msyrs.panel.linear_composite(\n",
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" df=new_df,\n",
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" xcats=[\"EQXR_NSA\", \"FXXR_NSA\"],\n",
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" cids=_cids,\n",
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" weights=None,\n",
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" signs=None,\n",
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" weight_xcats=None,\n",
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" normalize_weights=False,\n",
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" start=None,\n",
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" end=None,\n",
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" blacklist=None,\n",
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" complete_xcats=False,\n",
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" complete_cids=False,\n",
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" new_xcat=\"COMPOSITE\",\n",
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" new_cid=\"GLB\",\n",
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")\n",
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"print(f\"Time taken to run linear composite rs: {time.time() - starttime}\")\n",
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"\n",
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"# view_timelines(QuantamentalDataFrame(x.to_pandas()), cids=_cids)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Running with variable weights\n"
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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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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"e:\\Work\\ruzt\\msyrs\\.venv\\Lib\\site-packages\\macrosynergy\\panel\\linear_composite.py:437: UserWarning: USD does not have complete xcat data for ['FXXR_NSA']. These will be filled with NaNs for the calculation.\n",
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" warnings.warn(wrn_msg.format(cidx=cidx, missing_xcats=missing_xcats))\n"
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]
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},
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{
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"data": {
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"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2075.09x855 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"_cids = [\"USD\", \"CAD\", \"EUR\", \"AUD\"]\n",
|
||
"_xcats = [\"EQXR_NSA\", \"FXXR_NSA\"]\n",
|
||
"\n",
|
||
"mx = macrosynergy.panel.linear_composite(\n",
|
||
" df=new_df.to_pandas(),\n",
|
||
" xcats=_xcats,\n",
|
||
" cids=_cids,\n",
|
||
" weights=[1, 9],\n",
|
||
" normalize_weights=False,\n",
|
||
" new_xcat=\"COMPOSITE\",\n",
|
||
" new_cid=\"GLB\",\n",
|
||
")\n",
|
||
"x = msyrs.panel.linear_composite(\n",
|
||
" df=new_df,\n",
|
||
" xcats=_xcats,\n",
|
||
" cids=_cids,\n",
|
||
" weights=[1, 9],\n",
|
||
" normalize_weights=False,\n",
|
||
" new_xcat=\"COMPOSITE\",\n",
|
||
" new_cid=\"GLB\",\n",
|
||
")\n",
|
||
"view_timelines(QuantamentalDataFrame(mx), cids=_cids)\n",
|
||
"mwide = QuantamentalDataFrame(mx).to_wide().sort_index()\n",
|
||
"rwide = QuantamentalDataFrame(x.to_pandas()).to_wide().sort_index()\n",
|
||
"np.allclose((mwide - rwide).sum(axis=1), 0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Running with variable weights, normalized\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>real_date</th>\n",
|
||
" <th>value</th>\n",
|
||
" <th>cid</th>\n",
|
||
" <th>xcat</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>1990-02-20</td>\n",
|
||
" <td>3.592367</td>\n",
|
||
" <td>CAD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>1990-02-21</td>\n",
|
||
" <td>3.592367</td>\n",
|
||
" <td>CAD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>1990-02-22</td>\n",
|
||
" <td>3.592367</td>\n",
|
||
" <td>CAD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>1990-02-23</td>\n",
|
||
" <td>3.592367</td>\n",
|
||
" <td>CAD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>1990-02-26</td>\n",
|
||
" <td>3.592367</td>\n",
|
||
" <td>CAD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35319</th>\n",
|
||
" <td>2025-03-31</td>\n",
|
||
" <td>2.721470</td>\n",
|
||
" <td>AUD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35320</th>\n",
|
||
" <td>2025-04-01</td>\n",
|
||
" <td>2.721470</td>\n",
|
||
" <td>AUD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35321</th>\n",
|
||
" <td>2025-04-02</td>\n",
|
||
" <td>2.721470</td>\n",
|
||
" <td>AUD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35322</th>\n",
|
||
" <td>2025-04-03</td>\n",
|
||
" <td>2.721470</td>\n",
|
||
" <td>AUD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35323</th>\n",
|
||
" <td>2025-04-04</td>\n",
|
||
" <td>2.721470</td>\n",
|
||
" <td>AUD</td>\n",
|
||
" <td>COMPOSITE</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>33163 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" real_date value cid xcat\n",
|
||
"22 1990-02-20 3.592367 CAD COMPOSITE\n",
|
||
"23 1990-02-21 3.592367 CAD COMPOSITE\n",
|
||
"24 1990-02-22 3.592367 CAD COMPOSITE\n",
|
||
"25 1990-02-23 3.592367 CAD COMPOSITE\n",
|
||
"26 1990-02-26 3.592367 CAD COMPOSITE\n",
|
||
"... ... ... ... ...\n",
|
||
"35319 2025-03-31 2.721470 AUD COMPOSITE\n",
|
||
"35320 2025-04-01 2.721470 AUD COMPOSITE\n",
|
||
"35321 2025-04-02 2.721470 AUD COMPOSITE\n",
|
||
"35322 2025-04-03 2.721470 AUD COMPOSITE\n",
|
||
"35323 2025-04-04 2.721470 AUD COMPOSITE\n",
|
||
"\n",
|
||
"[33163 rows x 4 columns]"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"x = msyrs.panel.linear_composite(\n",
|
||
" df=new_df,\n",
|
||
" xcats=cpi_xcats,\n",
|
||
" cids=_cids,\n",
|
||
" weights=list(range(1, len(cpi_xcats) + 1)),\n",
|
||
" normalize_weights=True,\n",
|
||
" new_xcat=\"COMPOSITE\",\n",
|
||
" new_cid=\"GLB\",\n",
|
||
")\n",
|
||
"x.to_pandas().dropna(how=\"any\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
"text/plain": [
|
||
"<Figure size 2075.09x855 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"view_timelines(x.to_pandas().dropna(how=\"any\"), cids=_cids)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2075.09x855 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"mx = macrosynergy.panel.linear_composite(\n",
|
||
" df=new_df.to_pandas(),\n",
|
||
" xcats=cpi_xcats,\n",
|
||
" cids=_cids,\n",
|
||
" weights=list(range(1, len(cpi_xcats) + 1)),\n",
|
||
" normalize_weights=True,\n",
|
||
" new_xcat=\"COMPOSITE\",\n",
|
||
" new_cid=\"GLB\",\n",
|
||
")\n",
|
||
"view_timelines(mx.dropna(how=\"any\"), cids=_cids)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"True"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"mwide = QuantamentalDataFrame(mx).to_wide().sort_index()\n",
|
||
"rwide = QuantamentalDataFrame(x.to_pandas()).to_wide().sort_index()\n",
|
||
"np.allclose((mwide - rwide).sum(axis=1), 0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Running with categorical weights, normalized\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "NotImplementedError",
|
||
"evalue": "Not implemented yet",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
||
"\u001b[31mNotImplementedError\u001b[39m Traceback (most recent call last)",
|
||
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[17]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mNot implemented yet\u001b[39m\u001b[33m\"\u001b[39m)\n",
|
||
"\u001b[31mNotImplementedError\u001b[39m: Not implemented yet"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"raise NotImplementedError(\"Not implemented yet\")"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"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": "3.12.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|