msyrs/notebooks/funcwise/linear_composites.ipynb
2025-04-14 00:22:38 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import Python packages\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# ! uv pip install E:\\Work\\ruzt\\msyrs --upgrade"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import macrosynergy\n",
"import pandas as pd\n",
"import numpy as np\n",
"import polars as pl\n",
"import time\n",
"import os\n",
"\n",
"from macrosynergy.panel import view_timelines\n",
"from macrosynergy.management.types import QuantamentalDataFrame"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import Python bindings - `msyrs`\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import msyrs"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"DATA_FOLDER_PATH = \"E:/Work/jpmaqs-data\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"cids_dm = \"AUD.CAD.CHF.EUR.GBP.JPY.NOK.NZD.SEK.USD\".split(\".\")\n",
"cids_em = \"CLP.COP.CZK.HUF.IDR.ILS.INR.KRW.MXN.PLN.THB.TRY.TWD.ZAR\".split(\".\")\n",
"cids = cids_dm + cids_em\n",
"cids_dux = list(set(cids) - set([\"IDR\", \"NZD\"]))\n",
"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",
" \".\"\n",
")\n",
"\n",
"\n",
"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",
" \".\"\n",
")\n",
"xcats = ecos + mkts\n",
"\n",
"cpi_xcats = \"CPIC_SA_P1M1ML12.CPIC_SJA_P3M3ML3AR.CPIC_SJA_P6M6ML6AR.CPIH_SA_P1M1ML12.CPIH_SJA_P3M3ML3AR.CPIH_SJA_P6M6ML6AR\".split(\n",
" \".\"\n",
")\n",
"\n",
"tickers = [f\"{c}_{x}\" for c in cids for x in xcats]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time taken to load qdf batch: 1.1796979904174805\n"
]
}
],
"source": [
"starttime = time.time()\n",
"\n",
"big_df: pl.DataFrame = msyrs.qdf.load_qdf_from_download_bank(\n",
" folder_path=DATA_FOLDER_PATH,\n",
" xcats=xcats,\n",
")\n",
"print(f\"Time taken to load qdf batch: {time.time() - starttime}\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"286.82481575012207"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"big_df.estimated_size(\"mb\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"sel_cids = [\"USD\", \"EUR\", \"GBP\", \"AUD\", \"CAD\"]\n",
"start = \"1990-01-01\"\n",
"nb_start_time = time.time()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time taken to reduce qdf: 1.002756118774414\n"
]
}
],
"source": [
"fx_xcats = [xc for xc in xcats if xc.startswith(\"FX\")]\n",
"eq_xcats = [xc for xc in xcats if xc.startswith(\"EQ\")]\n",
"starttime = time.time()\n",
"\n",
"eq_df = msyrs.qdf.reduce_dataframe(\n",
" df=big_df,\n",
" cids=sel_cids,\n",
" xcats=fx_xcats + eq_xcats + cpi_xcats,\n",
" start=start,\n",
")\n",
"\n",
"fx_df = msyrs.qdf.reduce_dataframe(\n",
" df=big_df, cids=sel_cids, start=start, xcats=fx_xcats, intersect=True\n",
")\n",
"new_df: pl.DataFrame = msyrs.qdf.update_dataframe(df=eq_df, df_add=fx_df)\n",
"\n",
"print(f\"Time taken to reduce qdf: {time.time() - starttime}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Running with uniform weights, 2 xcats, 5 cids\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time taken to run linear composite: 0.18431973457336426\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"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",
" warnings.warn(wrn_msg.format(cidx=cidx, missing_xcats=missing_xcats))\n"
]
}
],
"source": [
"_cids = [\"USD\", \"CAD\"]\n",
"\n",
"_df = new_df.to_pandas()\n",
"starttime = time.time()\n",
"\n",
"\n",
"mx = macrosynergy.panel.linear_composite(\n",
" df=_df,\n",
" xcats=[\"EQXR_NSA\", \"FXXR_NSA\"],\n",
" cids=_cids,\n",
" weights=None,\n",
" signs=None,\n",
" normalize_weights=False,\n",
" start=None,\n",
" end=None,\n",
" blacklist=None,\n",
" complete_xcats=False,\n",
" complete_cids=False,\n",
" new_xcat=\"COMPOSITE\",\n",
" new_cid=\"GLB\",\n",
")\n",
"print(f\"Time taken to run linear composite: {time.time() - starttime}\")\n",
"\n",
"\n",
"# view_timelines(QuantamentalDataFrame(mx), cids=_cids)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time taken to run linear composite rs: 0.0343930721282959\n"
]
}
],
"source": [
"_cids = [\"USD\", \"CAD\"]\n",
"starttime = time.time()\n",
"\n",
"x = msyrs.panel.linear_composite(\n",
" df=new_df,\n",
" xcats=[\"EQXR_NSA\", \"FXXR_NSA\"],\n",
" cids=_cids,\n",
" weights=None,\n",
" signs=None,\n",
" weight_xcat=None,\n",
" normalize_weights=False,\n",
" start=None,\n",
" end=None,\n",
" blacklist=None,\n",
" complete_xcats=False,\n",
" complete_cids=False,\n",
" new_xcat=\"COMPOSITE\",\n",
" new_cid=\"GLB\",\n",
")\n",
"print(f\"Time taken to run linear composite rs: {time.time() - starttime}\")\n",
"\n",
"# view_timelines(QuantamentalDataFrame(x.to_pandas()), cids=_cids)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Running with variable weights\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"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",
" warnings.warn(wrn_msg.format(cidx=cidx, missing_xcats=missing_xcats))\n"
]
},
{
"data": {
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i8ZAae1FiDZn8j/k++O8lUhzscUm/nqr3gH6iRZKD/r07ggUAAAAAwEc6CBlrDdJY/Ov7OXL++5NMjUA/WGONbjft67btkR9mrTGrkOxpN3+avVZWbilceZ0I89ZuFy3bOmfNtrCDWdGONyzeuFOGTFpZZKBWB1T1fSbTYYNGypGDR/kaOJLuQu1HugoGyUcJiOJNM3TcOnSGSXuP2G3dva9ghXOsV4pwlxo/JpGsCVq3SS0kR6r0QOz7wO59ObJ51z6zivtEl4l9J3t/NpZVwvZ7g7h1zRzP89745fL51FVBH379Z9PlxRGLzb2Cy597tmjDDlOH/bQ3x8mnU/ImudNhP0oFuu++OnKJrNgc3X1TPAJkHvt5nvR//m9ZuJ4yT+Gk623Yyi3xD8QKhf69O4IFAAAAAMAnOkF/2KBRcsgLI31LM641Eeev2yHjEpjyL5TcEDftp740Uu4bNlvu/262PDF8vqzdtke+nbFGHvh+jpzyRuDK60T5btZamWRLjZgbx9UJOhj99O8L5ZP81UFqyootZkD1jq9mSqK4tfWOvdmydfd+WbKR9Mt+CbUf3TNstvw23z1lcDyt2rpbXhu1xASsIL1ooJCeY0uSu4fNkr8XbTRp7xG7o18aLdNX5a94zo3vhMgCJpE8K+6rcfU88/2sNQVBqimYWCBAboQTWfY+ViyBnwNfGi1r8s/JiWyXUJPIGtSqxizdJBd9MCnkxPH745fL+e9NNEFFTt/NXGu+r9qapGtMKu5ISaQBLpb//DRP3hizTC75cHJUz3XyG+EDZML5avpq892tZAJKxvl99prtUpyQWcAdwQIAAAAA0kasq6b173WAM16D2r/bJv927/cvu0AqcLtnX5Fft/2PBRvki6mrTNDAxBWJD2qYt26HjLTVU70tjhP3b4xeWuRnM63JF5OaeaX5PmJRYuu5BhNJPVzN+PD66KVF0uUiMdz2nXi74uMp8vroZQWrCNNdOg0mvjV2mRz/2lh5e2zq1ZKP1j9JXqmWThNQQSc0HAeNXifu/LroNdT596EuPT/PyZtoTFclLePPue9NlId+mGtWtRvF4P2VivJasNElfb9Xu/fnyLJNOxM+gegspRXs49DJwKd+C17n+4W/Fpv+8/vj3UqMeN/+BWu3y5ujl8rOvf7eF23cuVfuGTZLxiwp7I/PXrNNhs1YnfLH5JfTVsnfizaYzGXWfdOW3XnlNCLlUyx72krxXcvV/HWpHygwecUWeXL4/IL/p1H3PiIECwAAAABICzrYc8wrY2TEwg0R/Z19VZBOIOsA57nvTgz62EgGkO7/ruiEXKjaoYn04YTk1g+2WO314cQV8uaYpSmzamGiLZuAc+X1GW+Nl6NfHh3V8746quh73Llvv2zfE3oQT/etSSs2F9TOdaOTMqMWb5TdCSprMeivRfLM74UDxR9PWimvjVoa9WolBEqFgau12/MyCkzwKdNIqn4mep7SVL7JpNeCZK70f2Vk3rnppWJS/xipxer6TPtna8DP567dbgL+3K5XulI52r5Suhi5YL0MHDxa/rL1Xe3dTE1Vf+MX0+WLqf8EtLnWhd8W5eRgvGi/RdOPf2nbNqVZjNTIRZuK/E1uCbg+2wMLrvxkSkyv+/OcdVFN2NrLd9m5ZsfKnxj/buaasP1He1812CbtddzHfDNjtbznGkDg7qhn/pQX/1osg0cslmjFYz969o9F8uu89XLjFzMKfnbRB5Pl3z/Nk7FLi+67ftL7gwveDzyf3jp0ptz45YyUmnx2bkoqbVuqKI5NsnhDYrLSxTMo56ohUwNKrqRTMHAkCBYAAAAAkBZ0sEdX+ESySlzTbR45aJQ89VPeQPWcEJPVWkbgwvcnyfWfT496G/+Yv176Pfe3fDszL12j3brtexI68Dt+2WZfUtBbwwA6maCTVeu374lp0CDRA083fzlDlm7aFbBazFqVFWzCXwdR9PMLZtTiTaYWbqhAkU8n/yNXD5km130WfP965o+FZvvsEysv/LlIrvtsWkDGgFDjI4vX75RPJywvkjpXV3jpYK8GCGzYkTehTNroxK7uK/L7MH+vgSJ6DrJqiiN+/jt8vgx4abSMDJPxQ4PRbvh8WkHq6Fhc9vEUs9KfzB1IRc5r7Yad7oFGwdKwZ+eGDgDcudefwMlUM3rhBlm/Y6+MXVI4OZnr6BuMWbJJnhi+oOBnOmn4wYQV8uwfwVeBJ4OWANH04/+1bZubwDIExXGqLHGrsq307ZHMIOrnftDzf5ugEadgGQqu/GSqPPzjXHkxggn6eS7P7+bRn+aFfYxbkML0VYGBR5GIx260JkTJhUUJmhyNlt4fuH3eej72UgqjhB12xZbeq+0MERSeqko57l+0dKCauHyz/DQ7usxAX01bZRZ5zFmzzZd7rnRFsACApNJB9NFLNiZ9VQYAAEA0tMaj9lsG21ZTB6MT7Zp+Uyfd1ZZd+2RhhJOpd34zy3x/5MfAgTXdhuNeHStHDB4l0fS/vKaW121OJm2zFZt3F0m7Gkxuig5oaZDAVZ9MkcNfHCUfTVxhSlXc/c0sM/ipK4PPemeC+fxC0Qn47SFSrurKLDUrxMShlmpQ9hWI709YYfbJ0bayCqH895f5ctfn02TaysBBWvtgo7U/RZuWt6TRiRwdnI812CZcc4bb9TVQZM7a7XLnN/Erm4E8Q6flHX+vjgq96l6D0cYu3VwwUBoLayL1+5lrYn6udOUcC9ba3DoA7VcGn5LEeT7amB9EZn5nu15Ecs2ekT85qNdULxOFufkZn7xMMBfXeQHrOhvsHYbKSuQ2eZhMbrXr3aRiv87u2xmr5QFbEGayAxr09WZFMGH20cS8clavjPSWJeazKf/IsvyyX/byaOFcPWRq2Md4DSo9+IWR8tSvC1xXzNv7tF6l+C6VVPEsI6D3NXpficQ4792JsmRj3rFYnDivr9b96DWfTpMHvp8jizbsCLhm6b1yuKDax36ZbwLzNYjJC+3XRRKoW0y7BAlHsACApBo6bZXc9MUMs+IFAACklz8XrJfz35sYcMOYDDrJqSv2gwk16JfpuPsNNdjsfJZjXx0j57w7scjKG90eHdzWlJ8Bzx3itjXaWoD63i78YJKc/PpYT5MjyR6wPfPtCUV+FmoMKlUHlPfsz5HJ+ZPrmrZUB2p/m7/epGOOaPV9buIGL6wJ/n3ZOWZ7g7HKHGwLUxZBZUSxDZpW1r5CsjjS9rPX0v3X93PMZ37xB6lRjsHv1NPFnf0871x55HWMfFMsdar3ZRdk70B8nfrmeDMAbU2mIT60XzPLliXAfpzkRDBtd+lHU8IGxTnd8uUMkyo8HlIyoCB/o+wBe3oN0mt5OInsMmnGE+1b/jZvXfDXj2IDUrGfN/jvJSajlNfrgHOVbay0PxlNeRivWxGQeSrMttuzaml2EDea7UI9/duCoGXbXP9uSmC5CmvF/O1fzTSZ3or9juQTL5kF7B/7Jsf9qf3+4JAXRsr573v/TMPhUwq02IcMf/EQ7lxjn8R/8tcF5l451hItbtm4TtBsXF4zkng8Qe7al51WAaYECwBIql/zB+pXJ7H2IgAA6UQniTTlm5eBgWS74+tZZuX9/d8mt/bssBmrC1bsWzTTkdLUeMe+OrZgNZtTpoel0zqxo/VY12zdEzBJvy9/FG2cIyWvbo8ObkcygBaL+et2mDrkyzaHX6lw5ZCpstw2IOqHUMEb+rsfokxnmEzW8affU+VQ1MEOpQMpN3wxPaaxE+szijSFo2ZHeGfc8pCvXxwMfGm0HDpoZEHa3Bn5Nbp3hqn1q3SCR1Nquu3nXptTa+W+P355Qlc3OtNC6zYHq4Fckul7t6/c3Z+T+DbQtKv6FYqmir532KyAfUBX+wUb5E+EpRt3mmtocUwbPmnFFr83odizf+ofTlgREIRm74NGs3t46XvZjVsWWwCaZgJxW9WcCoI1xSeTVsYh3XX4a5b1eep1x5596s6vZ8o/W/fI3cNmy5tjlpogWC8Cgwtyi15vJDWE2gNzkxx08qOj3/vznLXm/G/167zSa9nyTbvDPmZ0jAGdum/p5OCQ/KCBeNgQYQBesM/ozwUbZOpKb+f/UJ+znu9CBd6mEi9BjtZ5+s3RS2Xgy2MKAj7spqzYatpk4friOaFdUuhig//7dUHUCwkSIoKTnpXpbpVt3CSUrFKlIsrG9d0sb+MEoRZpOANkTn5jnERCs1jp2JDeNxW3PjLBAgAAAEAJctGHk0zKt29TOG2xlxXL8aT14J0e/D4vpZ2mxtMVnLqaza0mnn3AOtgqrldHLTX1WG8ZOsP1986bxN/nbyiyOiceN7Surx3FitjHfglfWzSRQm1msFVMqUZLD7jVhw21As967OwE1WZ86Ie5JsNGuP0uWACA248j3StXeghYcdIJiWs/nZpSgy1WUIAOpmqgUajSGU73DJstF34wWT52mejxcpy/Pmqp3PD5dHnhr8WmHrSbLXHOLKBpiXWbvaY0Lu4aVS0fcA2wT3x6PY/GMlm0w8ME3rvjlsvweevll7nrCrbv2s+mmUH+aFKP68BmpM54e4K5huqq10hpUEMyjulgx1RKriAvbnJzzblBz0nO81msWaqzIgwW2L0vJ+qMKrovaspkXdW8fU9kk69eMmr1+t9fpixRrPuwMwjYKnsTqvxNqEPsgvcnmqA3LyVCv5q+2lx3LvqwMHuOfaL0lZFLTRCss5/s9vIaXFB0O1Pn+u5JmO1N9OlFM6Po+X9K/qS3TvC7TVw7+3MaLHrH1zNjvv54MW5p7BmkrMm/aNrU7SNatXW3ef9XfBK+fEI4munhyMGjUjI43ymSsgEv/rXYfJ+xqui9iH13iihrGuLq0Z/mmdIh572XOhmbvR6f381cE3CP8oiHEgOR9ge8Xk+89ANnr847B+mii0izWOnYkPbVixuCBQAAAIASxKr/Pnxu6EnJdKGDZ24TGTo4es+wwMFbnQxzDvrY70+v+niK68SDrrZyynUZpNFB1Aven+R59VUwIxdt9JwOz/52vN48e11pljCpP+4W1t78z0eDG+zBKm6D5Hb62GArLeKxgukJDysnM2y1hsPtM/aBFmdZDTeRjqnqfv7Hgg0yYfkWkwJYj1udkEiV89ugEYsL0mZ7ZdXe/dglDfqe/eGPvddGLy3494otEabljZKVFW7t9tiyw+n+VBwmhQLKEDgmnHN8qNUbakDz/u/mFGTrmZy/Wv6b6asjfo3T3hwf9fZpuZVIaNCUBjU88ct88avtiBWInR4Jd30zy5yT1jkG0mPJLKCrfiO93mnGoSMGjyoooxOJRNbf1oxaKpqAGmc/1NmO1v/1GhmMPVjRyVod7GVSV4OS1D9hrjmaOcixARELtc3pGvSsJR/cji/dd3WfP/zFUdL/+b+LlHjKSFAggBf//snfwGN7loNJKzabTFDO81S8S1KVdPZ7Ys2O56UUivMcWxz6gKkuVECoZnt63XafkCzh+lRfTl1lvj/sCA7wsrgl0kxDqWTiis3F4IoWiGABAAAAAEmVzFs+a2LOjVuNW+eYsb2ucbSrKKx0nh9MWBHVik8nzWDw8silnga4o8kskCjrt++RU94YJ2+PXVawwsfN/hIwkGRNLn41bZVZ/eGVcxDFblkU5SE+d7y2pzro+QfoA9/OMRNBhT/OCLlq7eiXx5g601pm49Gf5gbUwI2X10blpTq+99vQQRepSPd3zZIQysJ1OyIOpnj4hzny0cQVnh6vkwqjFnsPNgpHS95oAFSwMi5Ouj+dHcEAc6qwTzhne12xJMkz3JGxxMtKRz0f21OKx3K0RjrZqiUUlFua42SJtIQKinp7bPAVcwHBAhHuXbrq19pHIrVo/U75duZqeW3Ukpj3BT2/xSKWMgGaXt4qc2NtnpdTj5an+betH+Hlb+zvXyfyXFeoO/oV+ji3VtPri0VXu7tl0LFz27xQ26x9GM1kofXrtS9gBTEkmwY7jckvZ+YqzucX5yS3teJeA7U+GF94/dcST3Ptq/GTeJrTANNk0T7Ey2EyHVm7kU6cXj1kmuk3Ztrawz5prQFsp781Pi73aImm7/vYV8YUnB+SyXmudF77tRzJ078VDUr+eW7ql49LVVbWJ+23W1lgQnW5NNuT3itFGsQZq3DnGg1qi7aUWcSZBTw+LhkxCBM12H2jv+UdI0WwAAAASFnvjVsuJ78+1tS8Q8miNzx+3OSmk3QcB1+/Y69Z5W8fAIp4FWgEK6kjrY2sKStDvnQEA+rvjV8u578/0fx7yootZiWBmyG2gVqrXXTV3mUfTZaZHif44kXTJa7csrugHZ7+baHr43SCvbiz0tSHWvHnVSwTq09GUYPZvosH235rT3UeDjd+Md2sJvtmxhr5xWVwMNbwAS/pklOBTpg8+8fCgnrCWiP3pNfHhd0fIj2/6Otobc5n/1gU9rE6qXLYoFFy85d5wUbxOC1qyRsdXNfvXuj7X7xhZ0HqZK9+mL1GHvx+TthjQc9x1302TW7/KnRQRiRyHZ9LcYhlys3vZ2mA2jzH5IdO0J/25jg59tWxctRLo+PyehFfZsV/adhFSqqcnNiOGXv68Ujsy8mRR36cJ6+PXmZWY3up6R7svDt4xJKAc4uuwNcgGy+WbNgp//vdvY9jp5MnOsG/0BaMquc5rZGsq8U16MKaoHP2Ea2ML84AjmG2lZqbdu6TX+etk80hyg/Z3/71n083K9S1NEOwx2i/wv4abueCEQs3yNnvTPAUZKvv1/45adBhsExF930722Sy0O28/9vZ8sB3s01Qgh+srBGuknSh0M/7jTF5AbiWeY465k8Mn29KYXwxNbHBWUcOjs/15NsZqz0F4rzleN/BPgLrPkjLNpWyzQ7ar1ua9UsDcp0Z57wF20hS6fvW+90TX4+shrrlX9/PibrcWbjJVS1HMmTyP6afZ7d5V+Ex+tOcdWb7tUTL9Z9Nk/VxzvZQ0lhB2+e/P0kGvDTaZHexj3MstwWS28+FXq9V8RP+QNga5bnayiyggRM6fhFNph634K5oSzxGSkuEFScECwAAgJSknUFN7/vP1j1pUyM3nVw5ZKqc9tb4qCOM4T6Jlu7tqavWtabq77YJudx4TnpE8GSzHSlDvQyYhhqUcgsksFLI6vGkKwl0da9OHloTarpPPPdn4SRirm3V3vRV2+TqT6fJva61YxNTimCTY6J3Z5B0wRNiXM1XHFLYeqUDaQc+93foFWw2GQlYOaQTDce/Okamu6xSKeV47FZbHUr74KAlktquuj87J0OKSyZKnZDXrCTnvJsX0BOuRrAl0re3LUx9bQ0QuOmL6eZcoJMslq+nrzIrM099c1zQrAT2c2FBcEiQUXFdifry34tNIJJdsEkctwE6fWywbBQPfj/XpBkfGiaQSEt4jF+22WSUiVdAor7mxh22Ffj5+7CucB08YnHBqq+ikruz2ifXdLWf1l9//s9FZoDZ7qnfFsjy/HJFXnhJGez1uNZzyNIQ9dWTKR0DKpPJnoEjmVdkXUFsueTDyWbSPRjt5+ikePBdITegRJBOUGuQjesjHceA18mBDyeukBf+WlxwrbAm85SeD/Waal1nnadHt6Ar50pf7XfdM2y2DHh5tFlxbm2n/dxsPxb0/Kl+DzMZ4+zjWqznv+2rmZ5qPOvDtZTP6W9NKPiZtscxL48JGXyrE7v6+enb3R3FvY9m+gmX/UgnNEPR655m69FxilSq3x5QRicjQ77IT//9xPDIg0f98K/v8vb/UJZ4uo7khuyzul23orn38SuAMNrg2R9nr5WLPpgc1d86+/zBhBuPuOOrmSbYZtyyzQGltex0slsDqfwKEtY+1Ttjl/kw6R5I+5h6rlqUH4Ch/Xr7qWvEog2u5VH2aR28JHLbNZzXxV1Rji1YmQUe+2W+Gb+425b1zusx+WiUZVFy49CD8ZTVL4UQLAAAAFKSDmwko5Yk/DFnzXaTUrG4rBJNJZo2WFcG2lcJ6U2IRpvrxE+k0dI6YPbM7wtl5ZbgKdJeHblEBv0VXUpYN7Ec0VqLWWuWuw3oWKlTR9vSoEZ6k2cNlLrJddT7DHXzd4mjjrnWdgzHvrLMK53ws+iAq05SWiv3nanGnVkWtL2c6avVnLXb5dBBI80gTaR0YCDcAKt1Xg92arevSEx3OpCmHvohsDyB7v86eDRhWV4dVm3PP+avj8ukjPPY0uuxDvpr+QvnQMyXISZv7YNEOknhbXA3j64a0f35VFsd9YwUqVsZScBDqPrObqtCI02NHqp/dOH7k0yAgJZBcQu61DTfKzbvDpmVwApSsT7LUFv31tjlJhDJ8vOctWZlrFvtVOfb1HOpPrbfsyNC7icbQ6yOdX42saSZt7eqrlDW4Ebn7+7/brapz33VkML3bDfdJXOL7g96DbPOzTqgroEN8VgZax8I/Wr66iIlSCKlK1G1LIqm29bPMtZjQrOEXfbxFDnj7cJJwWTw/4yRnqxzhqYm12tTKjpi8Cizf2+xBbnZ6aSEZczSwFrw9n3/tqEzTB/c3h/z0g+y7odClcg6/IWRBefL4Y6U+zoZtGhDYL8xVJ/3gg8mSe9nRphj0R54pSuB9V4gVJ/PeTrVScN4lfKYv257wCSX8nKVLXj53NyIxgpGLtpoMv1oIJ0GL1nnX+0T3/D5NJORxWta/Rf/WixvjlnmqY+fLPb7v2Sc/zSLRjLq0Eea4Wf+uh0mw5P9vs3ehSxO40uaIeipXxcUyfiRbM5DPtoW1KwvbrQ/ZY0NaUkNDRyygqfiYc6abfL9rDXy96INAWWY3NzzzSwZ/PcSc1/tJz3X6nnJ3nf3Mn6WyL1b7zvtwWfBzjXx2gYrWGBjDJPubterFLilTEkECwAAgJRkX6lVfG7l4BWfafT05lVXBtpXquqEobKv4gk1hqeDm1rrU1PX3/zFDFNT9PrPpgc8xroB1BtCTXGpae/9jq5Xj/48z2x7qFqwsaSM1glRTZ+oK2T/83NgFLoOOL07rnAw9ZhXxpgb9njda9on2ry6+MOiq0O+zF9F5NwJdFwsks9QB2kipSuXtJams46svY6tOvzFkQUrxJy81gS3Vu8lY5DSb84JfA3m0IlVff93D5slQyavlDvDrLSIlX0Vnk5IOFeRB6ODmzpJcebbEzwfj8FWjdgHe3SwLxydBNDSJOFWEEZizBL3SSNLLPtjpHMvoY4VDfqxuA0sell15AxSiWRw/fFf5pvvWjvVOfGitVTt9cBH2zJn6H5iF1BWJkzb2jcvUWOA1mtMWr7FtZa0G71G64TiyW+MM9cwzTphDfpqyYRwZRM024pmCQhVhsFZa9kte4DbcRBqf/1u5hqz79wfZqWnFeClE5dnvT3BtY64fSI1FeZo4jXRmU4iObdZJVeu/XSafG71SVKMdT7TwKpg1m3fI//9ZX7AynE9nq1MHhqUM2LRRhNwEK6Gulvq5NL2IupBWBMkbivoz34ncJLay7F185fTA87lk1dsMZPn9j6f82mcAch6+LhtebjXjyT9ubZ9KNbra9trv/PfPwZer5x9KP299kU/nbKyIDhYg5dOeC0vW8SwGatl7NK8c60+Xiebw5llC/bQuvdKz9P6PH6xn9o0ECPRznxnQlLSbGvAswYwbtu9X7zEFOvxYl1r3VbGu/WfnPtvLJcqvZc8650JYYPtvNAMQZotyOpX+RH8quUP7Cnv1f/9ukBuHTqjSP8j2muHnoveyA8wtbLnhetzW3QRhQY46nMEc+EHk02/9tahM03wYshtWZkX8DnPw3kgGXXvg9E+aCSfYzxoZkK9r/vRtm+7dansGc1UtFtpBYpb2RVUqOutBrJ/OGGFKQFn9Ztdr7QZGSZQLZJyf/PWbjdBvyV57CHL7w0AAABAGrJWKTJWGzHrpnmqLSW42wrGYHTljNYR1drxdvb/64C/pnK9tE9j6dusesHP9+WPougAnq5eP7NrA2lfr7Lr6+hNlKaEblC1XMjt0RSeurKqW6OqRdIb6nbs2JMtnRpUKfJ31iqkL6f+I7/P3yDVKpQOqNGqr6+DF87JLi90xaiXQUJrlUKiJh10MLpGhTJhHlN0EtAaNHBu1Vtjl5manfGiq9PqVCoT8P6tleaaknxAm9qmVqj++qnfAmv37toX/MZcJ7ROf2u8VC1f+JkGo4P2GiRTt3JZKclCpdnV9Mj6lWzhglusTB9aTihe7PMqOtg3/vZDCv6vgTC6AumMrg3kyNa1zc80bbTWP76ufzO5tE+TuGxDuFXg9tWo4SZHdCXnBT0bFRxD4c4kzrEpZ11Yr/RpvAxzWa9n1ZP+ee46eeyEdhG/nraBPe2tlf2kb9Pq8uAxrYs8XlfeZ2WWMivAdOLGEm48zz54F8swXqgSBpEEnuj26GfrnEjRSaqLejeWr6fn1WYOFjhl0UFz/apaLksuiWE//solE4hOQpzXo6HEwpp0eej7ubJ4404zQKznfzt7VhC/VnTaPzu6n5F5Y9RS+TyCmuc6qXVq5/oJmWgJFSwair2vYp+4D3V9Pc6l7IB1POv15zNbBg+dSNN+UbD+iAbB3XvUAXJSx3rm/KbK5H+3+jM9m1Qr8ncTg2Q1iJY1CRfKjFXbZP66+XLtQc3y+mKOA0azEbjR8lKhMpU505/r4oBgp4Pn/lgU+nqjn2durgybscaUWxg2c408eEwb14fq6n/9vX71b1Ej4HfWynP7fnDeexOL3Ce5boIE1r0ff3ttE3QR7T4aD/ZbkkhKziRqMjNePpn8j0mhr/eV3RoWvS/0ItPWONpHrei4xYrnBOAjP841fTQNthvYtk5cntN5b6rvJpYtvsaWGSlcJj63ydlvZ64pCJ4M1Y/Q86JX0WRa0s9NS61YQY6X9G4sZbNKyRX9mgb9Gy1lYmf1S1Ihg5mdPTOGG82EoplhnjixfdK2Se+r1Dcz1six7eqattTzdagsObFwK3+hwSt6fQrGKsN4ce/GcsPBzV0fs2XnXjnkub/NWMZ3V/f1tC3n5wcXVimXJYe1qiXR0vuq8qUzJRWRWQCAb/QiHmwgRjsIqbB6EQCQGAX1j33ejuJmU5D0a8EG7dxo/b1wA2BPDl9gVhNqemr7qiXr8/r3T/PMAIHbqnaLrsDXVZRuKwx1ElxX8Gg/4LrPpss1n06T10ctNRHg9sF8fW2N/NdtDua/wxeY9LA6gGRf0fbkrwuiXuniNVBA7Q4x6R0rnXiJtKyENeCpqRydkfKxBApomnCdALKyWOikk67Gejo/CEBfK3AFcN5K4qd/X1gkUCAcTdWtAw9a39oL63U144ROvpbgYP+IvPR3/EqHOHlpY2tC2F7+ItyffTtztRz3qnut4nD1Uv/3+0KZsHxLQBkja0BL7zui4TYxbKXDDMaZlj5UbVidVLAPsocLPIq2LrLbgF0kg+L2c6Kmztf2DLXqU1dl2gc4g7WBnrs1g4vz/GZlQtBgL3tAlAZC6T3iuKWbXLc/N06D/lqaJxir/ExuBKurnaxBeedqMB081AC0YDQlrj27jV2oPUdTbQcLLtHP9pEfo6vl6hxk3xkiyMK+fX6tyDpsUGH9eoJVIzN4xGJZE8fAr2jpeUfP9bHQlb7hah57oSsXl2zcFRAopv2iUMFG2me1Z+ook1U4LK99Vs26EkuwgBWkF074a/EaU+v+mT8ia2udnJ692vtq9mAlINwmyZztGskh/I8tgCFYP8L+Uy+BAuZvXJ5Kg2T99FucJuhSjXWfp/cI2/dEV/vc/nkd/fKYItfg3Dhen0JdD+MlluuY7qfW6vl4vFfNQhiMM8NDPN6UBiVpVhjNkujsG2uJqFdHLQ15LlYzV201JZf0S4PUz3h7fNJX6ceD9vH1vYYrraCLMN4euyygXTTIX8th2WkbeCnDojeDmslB226pI/giWfSeREv0BCvN8MOsNUF3qwn511Z7Zk77/Z8GAAYbf3nb0RfXcix6P3P9Z9M8ZdCJ5+KNeCOzAADfaIqgeeu2y62HtSzyO61ZqX65tl/ASkEA6SPZKfSAVKcpfI99+Y+YnyfUzbwl3I2yl5SAK/IH2pwpC6301xpwoBkFrMk8a7t0BXDXhlUDSgDoBMlhB9QydZi90kHOZNCB3UTNOdhr5LoFXYSiN+8/2AIoYhmcO6ZdHXn6twUyfN56sx26mm7QiLyJaE2LOWuNrkDbEZABQgdatdZ3MliD47fk15XUFSUQeXts8PrDyaLH8Ykd6hb8320QVs83OvjbqFr5sJOWoYIFNjiybNjPYzqIpWnvezQuumoz1DF03WfT5NbDWshZ3QpXTIUbRox01bSuuNJ20QHPWOpxRsLrWKiu1tSBOLs3xyyVt8Yulxoh7tGsDCNerHRZ+bgnSAoB/Ux1pa9u/rOndpD+LWoG/D7S82Qw8RpAd7v+2dvfea29/OMpYYPVtHSBrpSKhKbafu+CbnGbIF+ycWfA5xYsm00A24uHmiBMJPtEKrECiaf1wuPNCtaJlp5rw5XV8MpauegULqOVZjXQyalTO9eTclmZRc4ByeCl5rVamh8MkRHh+SEeNABUJ7XK5a++dKa0tk4p4VZEOwP/3OL9dGIs2OcZLgOD8/ro91RjsCC1kiSSjHqh+pA62fzhRT0K/r91935TYu7otnVkYNvA7DhWqnsnDcLT+x/NZqelLq46sKk0rl6+SIBcNFno9O9CZQKJ5Tqmwdx2ek9+gsRfpGUYvL6nf/84z5TbeuD7OfLa2V1cHxMuE9QlH00pEiCkAaq1nCknYqAT+JqVS7MtVfOQMS9aGqhm71u5nRetBSC6n998aAtZuH6HKbOj7Jna7vx6lgkgeP+CbtK2bmAGSefCAGeAdCixBOK4jU3p8706aom8N36FVC7rPsWtmSJ0H9Rsl04zQyxKuG3oDBm9ZJOc3qW+a/k7Hb/S4OValfIyCV3+yRTTruGCxC179ic+mChaZBaAJzrgYaUeBGIx31HLyC2ayn4RmL+eCUIgXdmjOPUmSScSUHIUnOpZ2uVZpBHI0Qyo6k1X3pfEzBqMCxV44DaZ/fOcdXLD59OKpAfU2ngfTlwR8DNrlbuftmsZhTC1GmN6/j37zWBpJJNvFuckXzQ0rbtzldUfjrq7OliqkzDOzyNZaVh1IsyeXltXlCCxrDIg4WiadfvqQLfTgWYyOfXN8fJpmAwpOhEcaiLVPgildaSPHJwXfGzRDCaRePD7OWagUTNj6ACwFQSQiEVHet67J8aVrm4rUkN9fl4nFN4bvzxgkPvP/BVIbiVQojn35Lp0BYK1sX4E1q/GudSEfm1UXq3bYLTe8RPD54ddbRbOA98FTlpZnCv356/fYUrtOI1btll+n78+IP22nlcjyWrj5LYyys553o7FmW9PkFuG5gVnqRWbd5tVVaG6dBlRrH4ORVfHfTPDewBh6C1CIkS0mtQjrTkdLT3u9VqTaPYSB6EMnbZaStvKECTTWI/ZCmbmB/RGcrumK3rjxV6GZoTjPkgDj72yB/G5TdoeOTgvhXmsXhkZv/eO4KItZePc77VMivN+U/s2H09aKZd+NCWgX6WZy6xU93ZW8PQdX800z3fH17PMpKy9vrrWlY+Gbse57xVm+HOK4BAI68W/FsuoBfHNSqFZoCINztLSJJqdyi3t/K1DZ5h+uX7+9vJNwcYakp0lYO22PXL/t7Nl6sotAaUN/+/XBXKXhz6+WzCKV84gTL2n+m3eupDndc30aLHP+VmZBuxldqwA8LPemZD0klL6OWr5Lqfez4wwgQKh7kv1fG9fgOLFjr37TaCAc/GJlr9zO/aVFSjgVSQZI5ONYAF4cv77E+WQF0Z6S0MCRHABq1quaGTdbbYTcKjVQ8WZ1uGMphYT4CdN9RWqBmG8OQ//WAZQi+M5IpLabsURZQgiFyzzdbBB99lrtkc8IaI3XUe9NDropJMOzHmNCreu4aEe7nYt1BvCvS6jH873qYMF0ZYZiCcd7E2kmau2yU1fTJdUcuc3s1Iu1f9j+SsjkBxeVk24TRy77TZWIIyuDgk3AeFcTaZ1ha3V2/YxKy1D4pamVleCvDZqieu5cdvu/fLG6KXyysglcvTLo2W17TqsdY6twbN4Dz5qtrVw792LWFakhjqva7vrRLBlf5jRaR2gjOQWzj3bhK4aK7o6N5IAJLet1MFmHfibaBtk1nInl304Waat8B589tOcdUXew7y12wMGUa3MLKcFmZzUgWP7qjc9ryaSBhNEUrLIzZ8L1rv2D3Tg+cx3JgT0XZ3HSSy39Tpgfe67E02wh55PtKyCljl59Kd5JuuS11XS8doe+OMoRwBYpDRAymt6+WRxCyZKhlCrlZ0+cgTqJtPnU1eZ8kSaicFrEJGuCHWuKM62nY9SrCQ5ohBtL0z7hk6aQt0LLRsVKtA+1HUo2utNsLJDiXLeG2Pj80QZhWMRkZqycqscaisZpG7/aqa8PHKJWThx7CtjimSRCtaFjXYy297ntfqJ34TJbqivdfxrY00WgSs+KVxtPzY/sFWzlYXz9+L4ZQXRQP67bWXZ7DJcJqw1QNrpmxlrZNTijQEB4PbSO1MjCFKO5bjVrB03fh7dWEhmhriOK4XymseAt2j6nsWhD0qwACLqSGoNSLtkRRGh5CpXupRrurHicAKNhQ4kaamFTbZIPiCV6cDcKW+MN1/xWKnqhfPwT6cbe504OPG1sa61ZUuaknqeT4RgAXSD/gqeNlPTyEVa41ojo4P18E57a3zY9KoWa2tDTay5/cbrPFyyVq377YYvpsctJXa03Pr8XleWA3ttKeVDTUqHm4R2o4GEjw+f73kS/+IPJ5vyGG7lWJ76bYGZGH9zzDLXVfMaTJAoWufZTzrpqsFbunLOzeII0kprOzprTYeiH/swxwrxnJxcE6ARC7fdYU/+PqbPbw+y0EHcM1+JfmXp1UOmBs2AFSoDQzJpDfJY6ES9rpgMFZSya1/hsX7VJ1MDjslQ3T1dlKLBIcGyBemqPO3L3PjFDLntqxkBqb9PfH2cDHhpdMG1Sgf0vaRBp/tZ/PhVviKRklUyKxbP/rEoLqsgo80oEq480fezCrOUaRCRZiD4y7ZCWgMHRi3eFFDfG8VbKs1F6GpyDf7bHWL/dh492t+64P1JJrilJNI20aAde9r2WFjButYErZX1znLzl9ODllGJOPV9bq48+EPg81/28RR59Od5ITMaaiCyl/12vS3zo27boD8XybCpeYGcOckZZjVZGZwT3RpMp8Frznupm/NL/PlJxxxyY7i/iuR8sXTjTs9Zkaas8Hd8JlEIFogT7Xxoeg97Co9o6SSMngj9ijANxaqhuGjDDhPZ2ffZETIywpS4SF9az8VJU8mESplZKgm38XqxTnZn0xoQdEulA6Qi+6SQW1qwZCipmUbcaDo8PSuV1NILsdQrS2dux4DeHIdaKag178/PT1+oN7FWXbpYuJUOcGOl+Vy+eZcMnbbK87kjkkkphOY2IRoN7fNHszoEUBXLZLkGBTszi+yMMjX8rvxzSyT9+blrtsuQSSvlmk+nFpybptjShrr5v98WyKeTV5bIQBmdmNfB7mAr5+zsA53xWA2nfR3nooRV28L3f1Zt3R0mGC3XdQDbKgNQ+LjYU+NrQFeSxnh9myjRifpI6IqzgS+Nlqd/y1vJGWqy8QUdLJ+5xlO2IF2lp0G1bl4csdgM6GuZBEuwOtG6+g+AN/G4DX/579gz6Hhd3WlN3O7LzpEPggTBofiKJCAx0f7Zuid8WSfHAaTlBXS1tAa3BKOZepzBhsVlDOW2r2aaoB3NEpAMwVaOXzlkqmnj0Us2moU4Xmj2mWD3vFP/cb9P0EWAb40NPM/onJ6zvJqWb9LMCFpCSbdJy2lpxqsbP55cJANKvEu5aBYmu9dHLS3S7z1s0Ci5ZkhhVgTLDEdWt2hphohouGWKi7eJyzebz+zCDyZ5/hu9b10Y4aKc4oBggSjpAMH8NYXRzB9PXGHSe1z4vvedKphn/1hoDqB7vimaLkSjmB75cW5SywHYB3GslD32A/yH2bFFqKN4+nnOWhPN53VQRQdmjn3V/eIcanVCoucGNVBBL9bBIhH9sG77HjMQuaMEDkSi+LIfi26Dr8lYPZJGsQKFq+HS4D2nwVuMG7eypvaVMsHonIKm6tbVtNHUvfc62TN/3XbXbCCarvnxX+bL7V9Hd4MIoHjT1P+WVVsLg4c1y5bX1MKhWP2DSMr3aF/m6d8XysTlWwpSLIe7Hul9z1O/LZQnhhdNY1sSeA1iTsYg/U0eJqZ1cP6J/KwSbuxjrvcOmyVPDp9fEOigmWk00EDLBBT9u+j6uY9FWBM1Fl/kr0JLddqXLwhoDHKA6Yq6kQs3BrT/+GWbzNianh90ANcLHaz/YMKKgHtq/ftY0sQCyLPBQ5BYOL/PT16AjmZB0+DEA5/7WwYnKEgB8Mq6/OliS81ktNuWhUdpf8QKftTvg0csljNcyiNEkYAr7b0zbrnpU9pLi4USKoDjlZFLzaIea9Gw9lV27ct2DaJ9cvgCk2nLbsySTQXZvHSbRuf/P5HBINov0qDo3x0BLZ9O+ccELzi5ZTO8IcoSAE5W26Wiaz6dJoNHLAnIkOXFOe/mLcqJVCqPbReG+CMiJ782Vjbt3CcfXNRd2tSuJL/P31BQB05TBs9cvVWOb183aBSzPSJ8wvLN0r5uZalcLu/jGJpfB0VXgtlNXbmlINK6dGaG3Degdcjn1bpxbepUkrJZpSKeBJ6zZrvceEhzExRx5ODAdHx602XvKP6zJfQJV092ekHLSqf80SWc1vi8/7u8tDxVy2XJHUccEPZvhs8LfWPwwHezzWTCo8e1Dfi5rjDo3KBK2GMpWjopb61Q0H1/YNs65vjJTNL+qh1FfU2lEWk6mKqrAHXSZe7aHfLCBT2Ssh3pRM9J2pmrXams35tSrNiPiGTco2in20kPS60XVrdyWalTuWR/fiU9VsC+D8UjrWW6iCW7hqbqTqST3xhnvv9wdR/T7zvBJXo/VOo+ACXXa6O91X6MlqYk11qmkaR7tw+4WgOIibrfQOIMnbZajmxdW/o0rS77beUu1Hvjl8t1/ZvLnDXbZLhL2umf56wrkso2klqlbiV8kkWD/4pbrflG1cq7/s5aUWfp/cyIIgO40WQ9GuQhSwYAb+KRXUon15LplhRInw3YM+1ak7MX9WoUMD556UdTTB/m/Qu7y/C568wEtxsv5bYQm3BtfPpb4+WyPo0LMgn0bVZdrujbpMjj/rCVQgnGudAiUdVeDx00Mqa/1yDhJWlQHnXSiujGqjTTWUlCsECUNFBA/blggwkWsA97ay1ypRPus1Zvl9sPbyEd6lcJmp5PBzZa1Kwgr57VRQa87F4nTy8eV3xSmApkZZiahu+MW2Ying47oKY8dXKHiN6bNQnctVFV199rVgH7wL41pqLbqKs53hi9TM7u3kBamXYpvNn79JKe0rxmhYi2Bcmln6E1SKYBAbPWbJPMjAzp0bR6wOPsqXR0pcAFPRtJvSrlwtY5C0UDBZRzwObr6aulZ+Nq0q9ZdalavrTEm70foPu+/l9TFz55Yns5qEUN+W3+elN+44yuDSQRPp+6Sm49rKWUySpVJCJNUxM9uH2PZCbkldPXKyOXmI7d3UcekLDPNRVozVldLffUye2ltNty5AjZz/vDZqyRi3s3lkRyq0X+/vgVBWljx99+iBQnGmSnp9caFcqY7ECL1u+ULg2LBkJpOroaFUoXRBVrGjT7ubmkCLgHK1lvLS1LcdhLZ9333RwTCAcAyaRpPCNhD17S+407Dm9prrkofnTFky6S0D6U3dtjl0uzGhWCXpOClcKLV/mWRCpuq+U1w8AWW4aRRNjvWHJZEsuFAMWZLq4D0tGSjTvlF1vpG/tYiJahtjJwrd++N2SWrHUcQwnnpXSCveSAZguwMgbYeVmhbi+JpbbtSd2+3Zn5c50l2cL10QVELI2ihGYqL5iiDEGMlm/aZdIRTl9V9MZHJ1Gnr9oqv+VnHXCjgQJq0YadctxrYzxHSespx57+XSPQ7OlKPpqYN8kStm5OmIkNXWntFlFqr6OiKz1f+nuxHDF4lJz4+jj5esZqufjDwOhwdelHRX+G1KEdlKNeGm3SIlkR/FcPmWaCVKzajtZK3y2OMhhuAyoaNTxu6SZ57o9FsjfG8DgNINBtu/PrmSbK7+9FG+S0N8eZ7BmxcgY3P5BfWsGK+Lz7m1mm/IZ27hLloOf/DqjfajfgmT89P4/WIHJGJoar1appk4qbzTv3mUG/aFM0WR07q6xKqBIsP8xaY76v3LKr2EXxas1Z3a+81hZ30va1jn3zf1tQnNYDTTSrzmCwzrQftVq90LqI2nZ6Hpm5aqvZb/Rnx7wyRo5+eYwJFDjjrQmmftqFH0yW//t1QcFKOO1kXvD+JDnu1bEFg8D6++fy64wVFxpsFq6ecWp+eqkvVZM0aX07C4ECAIojq6YniidnoIA9FfVX+ZkbnT6bUjSVf3Hr76PQPMd9MB8lACAV6Pj6F1MLSwHa51Tu+HpWwAruhWmwghtF/T5vnVn0i+LnRg+l04oTX4IFcnJy5IUXXpCDDz5YunbtKldeeaUsX+6eYiXVaY27iz+cFPIxO22rrULdiO4LUnxGyxroZIFzJYSmEdm2e7+pzaYTqQ//ONdMnmiKZnsgwdglm+Tp3xbI6CVFJyO1bsltQ2fIN9NXmwmxu74pvEh9PHFlwWpvJ/vz6425Ru1v35Md8F40pbp9hYde9HSVtkUnobT+3KINO4pM+mi7vj5qaULqtRQHf8xfbz7HZL5/zRihqROtSfLlm3cFpFSZsnyzHPjMCBnwUtHsF7oaRwNn9HPUz1UDBTQ1z/WfT5cPJ64wGTTiQYNfNJ3grUNnyvLNu+WSDyfLis27zL5r0XbT2oTXfzbNU/uFGhD60lYLctrKvEk/+2SITrYnOkWalcUkFD0Gtb01WOe89yaZ1Dn6eTiPVTv9rC74YJJc99l004axmL1mm7w9dlmR1J/xZC99cvrb4+WqIVNlRH5gSyx039FAGXt9S8ulb4+T+4bNNvV0T3ljfJHzsEWDVnQVf7DJa50c1n31Y5eV8smwa2+2eX+a9SaSWoP/+32hHP/aWPnvL/NlxMIN8s2MNZ7/Vs8B9lRMum/o6q1I9pFwwQD6fpzHrx7zVnpD/Z3WINZzghu9zmgNdw2yiYUGQ01ZscW87sade+XYV8bIjV9Ml/7P/y2XfDRFrvxkqimnYtHSPpvyAwH02NWB6hu/nGG2XdMou6280ABAzYgRqj5tpNcLfbzb+U9/rinGvDyfHjt67nIGBmg6em2HYFHx2lb2NGYpOv+dkpJVIgcA0o1m+wIu+YAFDsWVc+wqWDA+AAB+shZ4uo1x/b0w+kWfKL5uGzrT701AEmVI6vKlDMFLL70kH330kTzxxBNSr149eeqpp+SKK66QYcOGSZkyZaSkpanQgYcTO9aT1nUqSZZtkFcnZ8PRgXyrrIHbRIoGAGhtc52I/37WWmleo4IM/jsvW4Hlhi+mF2Q60FTuT57UXsqXzjQTirpyXOmk24otu+R322T+Yo8rqYOlVnGmVLdWaXesX1mqlMuSUYsLVzRryuXBZ3aWA2pVNJNJVir63k2rSZeG7uUQwq1q1Ilvt5rW2m5aA6hTgypStXyWVCwT/jBYt32PXPHxFDmlc325tE/RWjRuE5DvT1ghZ3drYFJOWz/TesFdXdJO62Ttjj3Z0qZuJfO53JkftFEmM0M6N6giDx/b1tTojoROdFcpV1oOaVnTpLi3T9Js271Ptu3JNhPKT/46X1ZtDZ7mSGm2gWmr8iLcdLWr/bOzXPjBJOneqKrZl87oUt/sl4moU+qc1D31zfHm+1Gta8msNdsLXldXIO/cly1lMkvJ34s2mm0rm1VKypXO9Bws8N/hhZPDWppAvx4+po088uPcglWx42472HyeGtRTOjPDrEpqVbuiXNK7iezNzjEpoyuUySzY97T9P528MuLJyFK2Cc4Zq7bKse3qmKwIGgxw7WeBdRyt4/r0LvVN9Ko93b6uXB67dLMc0652weN1Qk9rSGqAT70qZc0xoZ+5/rtlrYomo4SusD+4ZU2pXanofnhR/qCatvX5PRuZff2J4fNlQJs6cugBNWXLrn2mvXSiumn18pIVQUp8fS6drFfX9W9mjj+rHqieQ185q7N0a1Q16tTc1nOrBlXKmoAmPQ8d36mejHekktK2vOeoVgX/189TX1YDAaz3f3b3hubfmrFB94mzujWUd8etMAEF+nVu/u+TSc/lVhSzBnDdeeQBnv5Orxnqy2mrzJeTvkctEeKWHv+Or2aaAbrnTusoBzWvYc7pVq1YL+UDpq7cIj+FyYiwbNMuueLjqfLWeV0LX/frWWYCWx3eqlbBNe2ji7qb0jh6LOkxo9tmXWc0yOaNc7qYa41eO/T3WvJEj9XMDDET4c79Xo9DPa8e0aqWWbE2fF7e4OS1BzUzaVb1GLNokESwNLf2AEAN+NEgqGDezA++0yCCS3o3lluHzjBlJr6/uo9535q67rlTO8qBzasX+Ux04l/jEa0+yJBJK+Xp3xeaVeojbzk4oDP40t9LTI28S/s0NnV+Q7H6MWe9PUHuPLKlCUA8vUuDgprRGhB4XPu65hr6n5/nmeNB94f7vp0d0N9I0cz6KSlVyxAAAFASBAsyBQAASDQdTwJQsmWk8LBeRm6Sl27v3btX+vbtK3fccYecd9555mdbt241WQYee+wxOeGEEyJ+zuzsHNm4cYckk65cjsbjJ7ST98Ytl55NqrmuZHX6/YYDAyaz4uHkjvXkzG4NTKpjuxM71A1Y/egHrYHtXIXeqX4Vk6KnWvksM+FyyYHNZcWG7Sarwg0HNy+YLK5VsYwcdkBNaVy9vDz7R14aySGX9JAF63bI5l37ZdmmnWbCXSdGrUkw1aR6ealTqYyc071RwcSmTjLrxLIGYOghoum8LcOu7C31qpQzP9eJcZ1YbFC1nMnwoGUlLurVuGCb1E/X9jV1h3SF63ez1srgMzqZSSn9e83AUL5MpvR7doR57HsXdCuYeLXTc8iXl/cykwT6OrqyUCe9ddV5u7qVikyA6wSNpjmyjLy5f0HAgJd9t3eTakVq5xRXuo84U6ZrwMp/jm9r9iFNAx6LP288yEzGWhPGbp/dHzceZFYPR5u6XfdLrbepAQJuQThe/H1zf5m9eptJfe70+tldzHf9Xb3KZeXmQ1vIvd/ONj/TSdRvZqwuWFWugT0aNNOuTiWpXqG0Obbu+Low8OlfR7c2x7BO5Krh1/UzmU8sfZtVN8ELenxpEIVO3lbPD6hRelzszc41gTI64Xn/t7PlZ1ttL51odtuH3z6vq1z60RTz76GX9zKvrwE7F/RsZFY+t61TyfyuYbVy8mv+pHU07hvQStrXrWwu7Oe/P0ma16xgggLs26esbbz1sBamhMXQaasLJpP7t6hhgscsOnGr+5C2i75nDZgKFlCh7aWZCvQcUK186YBJYW07Td1fLquUWbmuKe/d6DlDgy50Ul2PD/1M3Sb8vV7n9PypE9g3HtxczuvR0HxeOoGuNDjk88t6BTxXt4ZVpH+LmqZ8zWeX9jLnbEtWVikpX6mctP3Xj55eu+A5G1U1wSjWfuemU/3KriWDLKd1ri8/zVlrgu8eObaNPP7L/ILMHA8MbCUnd6pv2v7hH+YWZLUYfevBBefvVHNq53pyb35wi/YjSmeWko8v6i4/zlkXkGq5YdVyUq1CaZnp0jYaiDBv7Q6TOUQzRVzQq7FULpspx7eva4LGrEw0dnr8WdfAh45pbQIttJZwqOv8r9f3M8FtyVKjRkXJjCBoKZX6oKOWbJSbS1iaMwAAAD94CWKOl+Lc/4xlDBQAAACFHju+rQxsW0dSsQ+a9GCBadOmyZlnnik//vijNG9euGLt3HPPldatW8sjjzwS8XPSUUa86CrSINUgiqhQOtMEFajj2tcxgQV+OqtrAzNRNmZp8atBDzSqVs4E1djr1GsmAV3lbKdZK1I5TayuZj++fZ2AumPt61U2q77tLuzZSH6Zu05W29K0d2lQxaSx19XlGoC0Zutu6de8hgmSqlQ2S245tEVAqZgzuzYwE9y6Sv6TSSvD1oj3SgOgFqxP7jUV6e236w+UyuWSl+yqOA/W6jX+RlvwBQAAAKJDsIB3jIECAADETheTD2hTmPE5lfqgSS9DsHp13urK+vXrB/y8Tp06Bb+LVE5OjuzY4d5RzszMlHLlyhX8P9jjVKlSpaR8+fKeHpuzb4+UKl2Yljhn324pyEvulCFSqnS5KB+7R5eLBt/mMtE9Nnf/XsnNyYnLYzNKly1YlZq7f5/k5mTH6bFlJCMjb0fOzd4nudlxemxWackolen62JyQj91vviy2ctLy7ZRlIR8bchtysk1bBH1sZpb5CvfYT8Yt8vzYvOfNlIzM0pE/NjdHcvftjc9jS2Watsh7bK7k6j4cl8eWkoyswtXqOXt3x+Wxupw84LiP5LGcI0Ie98vW7i7y2MF/zC/y2E/HL/b1HBH6sfvl15krzJfdjGW7izz2vbFLipwjJi8p3J9Wbso2j9USGtoGm7dulzs+D8wGM2TcIvMV2XEf/rHz/snfXs4RET+Wc0R0j7W/mT179sj+/cGvnxUqVCg4R4R7rPbptG9nZbbaty9vH65WrXzcBmuT3Qfdt2cXfdAS2gcN/dgI+pU+9EEjfyzXl0gfy/UlusdyjojxsZwj8h/LOaKkniP08/Lar4y1D1qc+5/mNel/Fm4y15bYHsu1Jf+xXFuieyznCPNYzhEJeCzniEgfyzki+v5nqo6BJj1YYNeuvBTBZcoU7nSqbNmysmXLlqiec/nyZdKyZUvX3w0YcLQMGfJFwf87dGgpO3cWpoy2O+ig/jJsWGHq4549O8qGDXm1j53K1Gsl9S9+tuD//7xxnWRvdV9ZXrpmE2lwxUsF/1/97m2yb0Ne7WGnzCp1pNG1bxX8f81H98je1fNdH1uqfBVpfNNHBf9f+9lDsmf5jKAXnya3FbbDuqGPy65FEySYpnd/W/Dv9d/+T3bOHRn0sY1v/Vwy8g+IDT+9KDtm/Br0sY1u/FAyK1Q1/9742xuyffJ3QR/b8Jo3JatqXfPvzX+9L1vHfRn0sfUvGyxlajc1/94y+lPZMvLjoI+td9EzUrZ+a/PvrRO+kc1/vB30sXXPfVzKNels/r196o+y8ZdXgj629hkPSYWWvcy/d8z6QzZ8/1zQx9Y6+R6p2La/+ffOeaNl/ddPBH1szeNukUqdjjL/3rV4kqz7PHj2jRoDrpHK3fNKeexZMVPWfHxf0MdWO+xSqdrndPPvvWsWyur3bgv62KoHnSvV+p9v/r1v/XJZ9db1QR9bpfdpUv3wy8y/s7euk5WvXB70sZW6HS81B15r/p2za6usGJT3Gm4qdjxSah1/q/m3XgCXP3tG0MdWaHOQ1D7l3oL/h3ps+RY9pc6ZDxf8f8WL5we9wJZt3FHqnVf4Wa185TKz3W44RxTiHJGHc0QezhF5OEcU2nfDSsmqlHfTcPPNt8jHH38Y9LHz5i2WWrXyInDvvfc+efPN14M+dsqUmdKkSd5x/+9/Pyovvvi8+ffChQulRYsWEg/0QfNwfeH6wvUlD9eXPJwjCnGOyMM5Ig/niNQ6R+y9bY1UrFgxKX1Q+p8lZ7/h2pKHa0seri15OEcU4hyRh3NEHs4ReThHFMo+YYYpw5uKY6BJDxawIlw1usEe7aqREfaI1ngpXTpTqlfP6/yHk5UV+Fi3Gs4AAACIn6pVKxT0v8qUCd01rVatYsFjy5Yt7fl5y5UL/dhEoA8KAACQurTvZQULlJQ+KP1PAACA1FWpYrmUHQPNyLXnPUiCadOmyZlnnim//PKLNGnSpODn5557rrRp00YefrgwcsUrTb+wevXGpKbgOvDZv0mdYW0y6XVieyzpdYp1ep3TutSXL6euCv9YzhH5j+UcEfFjgxyfDx7TWr6evlqmrd5ZrM8Rtcrmyrrt+0rsOcLzY9P4HDHiziOlSn5HNhkpuOrVq2kGR+Mh2X3Q414eI5t372ffsTaZ60tsj6UPmv9Yri/RPZZzhHks54gEPJZzRKSP5RwR3WOnPHB00soQFOf+p2IM1LbJXFtieyzXlvzHcm2J7rGcI8xjOUck4LGcIyJ9LOeI6B771BndZGC7uik5Bpr0YAHd0H79+sk999xjggbU1q1b5eCDD5bHH39cjj/++IifMzs7RzZuDN6pjbfNu/bJgJdGJ+31kKdd3Upy/9Gt5V/fz5XF6xP7eZfJzJC92cEPjYFtasvPc9eZf5/drYEMmfxP0Me+dGYnWb55t/w4a41MXhmYiuWqfk1l1pptpi55KONvP0S+mb5aJq3YLA8MbC2ZpTLkxzlr5cHv55rfN6haTs7v0VCe+m2h69+/clZnuebTaSFfI53cfeQBckbXBtLrf395/ptaFcvI+h17XT+bSJ4nGs+c1lEObFpdrvl0qkxx7EPB9G9RQ7bt3i8zVm+T7Jyi+3L50qVk1768C9dDx7SWR36c5/o8ZbNKyZ79hRe4e446QL6ftVam/eNtO0LpVL+yTF+1TZ47raPUqVRGhs1YIx9PWml+17R6eTm6bR15bfTSgsc/cmwbeeiHvH3eDx3qVZaZq7cF/OywA2rKHwvyUjW+fGZn6d64qizbuEvOfCcwNdGdRxwgJ3eqJ1t27ZOp/2yV5jUrSMuahRf8m76YLqOXbJLr+jeTi3s3lj7PjDA/f/Xszqa9d+3Nlt8XrJd9+eeloZf3kkbVgmfjGbd0k1z/+fSI3t9x7evIEa1qyUEtasqmnXvluFfHhv2b2w5vKc/87n7esehz/jZ/ffBtve1g+e/w+ZJVqpSc2b2BnPVW8LROofRrVt20YTBHt60tP83JO2/Hg5f37oeuDatIz8bVZPaa7TJycehri+5fVw/xfm3Q/VaPww079sqtQ2dKvPxybT+pViF5q65q1KgYt5qxye6DDnhplGzeFfzmAAAAAN7ovXyyFOf+p0r0mAcAAEA6eOLEdnJk67zSAqnWB016GYIyZcrIBRdcIE8//bTUqFFDGjZsKE899ZTUq1dPBg4cKMVCjOEVh7asaSZl7h42W9Jdy1oVZO22vbJtT97Ad4XSmXJ+z4by+ui8OiT3DWglx7SrI+WySplJNa3n8fsdh8mYOauldsUy8swfi+S7mWuKPO8Xl/WSxtXKyfB56+W+bwvb+bfrD5RFG3bIyi27zUSkxsro3FvpzAwplZEh389aI81qVJD29SrLv76fIzv3Zsujx7WVYTNWy9O/L5QDm1eXfx3dRqqWy5JSpTKkb9PqcnyHunJKp/oydukmEziwYec+OeG1vEk2/X2vJvolclrn+nLIC3+bCdrKZbPk1+v7FUYP5uaaydcrPplasK23HNpCnvtzkZmMVCd1qme+LMe2qyutaleS98cvlyv7NTUTh7otKzbtlgs+mFTwuBM61JUejavJ6Fv6y9hlm+WWL91rsahTO9eTodNWS0ly71EHmMlZnXC1aKCAqle5rKzeFjzyzu6Ha/rKsk27ZMaqrQUT1jqxa5/0drqsbxNpW6eSvD56qcxfF93NfL8WNc0+kJ2dK2d3a2iCBbo1rFIk8MRu5M39zT5tTyPovLm/b4AG3swx/z6hQz15e+xy8/7UeT0aykcT8ybtv72qT0BwVNeGVc17uuSjKeb/T57U3kwG6z68dfd+2b0/x/xbJ9W7NaoqR788JmC79DXOfW+i+f9/T2wvdSsXRhXednilgmCB/i1qyoW9GgUECxzVurYJIrBe206fZ03+Z3nTIc2lZa2KUqlslnRuUEXu+Gqm/Lkwb0L/qZPay53fzCry959c3EPeGL3UnDPc/HXTQVK+dKZMXblFymVlSpu6lczPdVLdChbQwAo9j+TYLhLDruwt5UpnSrXyeROhdSqXlQFtinYI/u+k9jJnzXbp1KCKeQ5LixoVTYCQWrBuR0HbaYBQKE2qBw8kOL9HI7n50OZm//hl7jpZuH6HXH1g04D9pWKYNEjq1sNayLndG8qYJRtl1OJN5jM4tl0deWfccvP7EzvUlX8d3do8b7DBpdsPb2l+r/uj0nN8z6bVZcLS4JP+br68rJf8PHdt0GCBETcdZAL99Dy7amvRY/7ji3qIBl+e/U5e+z5/WkcTvFK1fJZ8M2O1vHpWF2lcrbxc+vFkWbE5L1L2rK4NZNbqbfLjbPcaW14NPqNTxIEdzs/aOnZ10r1yuSwTUKbGL9sk74xdLht37pMFjiA7PX91b1TNdFLfHbdcXrqwpxz+9B/md1cd2FSu6NtERizaKLd/lRcU0LtJNRl8Zl5tumA08GfS8s3y3vgV5v+6r+s+ZqlRobTZFidtZ3gTKpARSDXxDtICAAAAAAAorjIkdfkyOnvTTTeZlAkPPPCA7N69W3r16iVvvvmmlC6d/Hqy0cjP5uCJTpY8cHRreXP0soJJr2N19Wbr2vL7DdXl8BdHRbUN9w5oJRVLZ8oD+ZN99sn3het3uv5N32bVZcySTa4r4XXCx5qkS6Q3z+0q1302zaxU1gHE/xzfzvz8Pz/Nk69nrJYrD2wqZ3ZtIDUqlJF+zatLw6ruE15t6laW/ftz5P4BreSkjnWlU/0qZtX3+u175YDaFc2knjVRsWDddpm0YouZjNJJlC4Nq5qvPBkBB8Fx7fNSgCgNErCc3b2h+bKz/15fU7+UTphpIMBfCzfIYQfUCvibd8/vbgIPLurVOGBiTv+tk4Q6samTWR9c0F1a16lo2qBJiNXDB9SqKI8cW7gdFctkFUxiWq4/uLn5npVZSg5qXsNMnjerWUHa160sB78wMuCxl/ZpElWwgH4GOjFrTTDb6SSpTtLFm66M1/3IZdF8gceObysD29YxE2L2YAHLM6d2kPPeKwysCEZXjFuTcvqlwR7LN+8yx416/rRO8swfC81+9s+W3dKqdkV5/ZwuBROuurrXChaIdHX8u5f1lh3bdCIwV45sXUs+vriHmbTUiend+7Jl4vItcsvQwACQMllFT1LPntohYCXwUW1qy5ilm0zggXrvgm4yZNI/ckTrWvJn/uS39fnpyu/e+SvddSK7Q/0q8vfN/SUnN7fgWNN9uGr50mIdWfWqFJ3M1u3Sc5SufN6fkyu1KxWmNbLvS/pZndO9gZlk10nep35bIIe0rGX+Xl/700t6msnF6uVLy5O/LjDtcXqX+iZDh57ndF+00yAaK1jg0PzgGycNLtDghYNnrSny+Tx5YruC91l47siTYbvEW+1u3yc1OMA++R+MvteujQqf++dr+5rAC/tqaz3HjL3tYPPvcM+px3vBNlQqI2u3F2bFuCk/UMA6R7oFL+TPNYd0Xo9G5vuDR7eRz6b8Iyd1rCdz124v+P2Dx7Rx/buejatKi5oVZd2OveZ65PT+5X2k3YM/ild6Pm1cvXzQc0GPxlVN+9YrnSnfXNmnSODCu+d3M22rx5NF96MDm9cw/77tsJYFn+1HF/WQQ14YaQLHdEL+yFa1CoIFggWihMo+o8E2vZtW9/xe9dqi++IlH06Weet2yEW9Gsm1BzUzE8i6PXpesMsLVst7/v3ZOeYcpdcZbQ+LRrMe3b6uqWs14pb+smP3fqlZMe/YPKRlTbPiSv/WCkAIpU/T6tK5fhWZsWqbHN2ujujWWMECes7Q7XPLekF9VO80iBEoLrxc/wAAAAAAANJCRuqOk/gSLKA1tO68807zVZIHvjS19/Ht65pBcJ0EP7dHQ1m8Yad0rF/Z/F4ntDQttdac1onnwSMWF1nlrKmmdWW8phO26ESbrlJXuppQV8rrwL5O9Or3e4bNkl8dq2MrlsmUQad3Kvi/DvpbE7t/3niQVCiTaSarX/xrkTxxUnsz6aKTEV7pZIxOWqqPLupeMAH72aU95cy3C1NK6yTFBxd2Nyv4dXWrPfjhvJ4NpXmNvLTc1srvcEpnljITwap+lXLmy+na/nmT5cmktZd1tbZbCuebDm0RdL/SYAo7nVCLRf0qZU36fLvTujQIujJX20+DNXTizytNY219Bs5gAZ0Y18nZwwZFFxRjpxkmNCvHvfmZInSVuSbHtzJL6ISuTsjpZJi64/CWJlBAaXCE24pWzczgRc8mee/PcnDLwAlnDUJ56Jg2BavrddLc7oaDm5sJnhM71pV+zWqYlcrW8RLMzYe2MMEiOklprQfWY0MDRCw64XdQixom08WW3XnZOV47u4vr8+lKfWsyUzN2ZJXKkIdtk7kVy2SZTAiqbreyJpBAJwqt19XJeG2/ZjXygleck5LBaEDPY7/MN5kyrOeyttFtglAzd9xzVCtzbFvvUX/mPI4s+lh7AIQbzcygE8JNa5Qv8pr6XPr52AOG9MuaUP7ssp7SrHrh6znZn65s/jbreUyzL2hAQ7QTJdUrFA2kUF6fr7RtYlf387Xb89LRH96qlqfncD4mM0NMFhZ7JgSLXneuOSgvy8b2/CwxoTx+Qrug70+VL5Mpk+8+TLo9mbfKPZwbDs57bXtVJZ2Y7v/83/k/D3z8wS1qmBXzJ3esZwJetMSNta/pZLy+d/v7twff6ES9Bs9Y9Pw26PSO5risVamsmVjXyfHf5q2X4fPyJslDtbdm5QhFAw00kOXxX+abUhZ6bVEfXtQj4HFeSk9pAEm4wATtl5RzSU1lDz6x909OfXO8+bf2YbT0iZ5X9Hz4av4xPnTaqoLHW+eMSIIjABRvKXwPDAAAAAAAkFQZkrrI+xoHwVYNOieLdRBeJ+TtNL20lWJaJ0NXb90tJ74+ruD3mlpe61ffYytZYK8/rkEITjpo/+u8vEkSHbzXNM9WCmzLiR3rmYndLg2qmEABtxWmOgmsk8cn2bbHja501Z1cU4Drpml6bF0NrBMkOsliTRZaNM3/dY4JfA1eiHViHEU5J8mcNFDk0EEjzWp5XZlr1eEe2Ka2TF+11ays3ZudI9UrlpGWDavJtEXrpWb5MmYSVPfDzbv3BwQj2LMI6Ep2naD2Qvf9cKm8db/WyUANttFVq+f1bCQNq5aT7g2rysEta5jJR83YsXX3PpMCv3f+alrLGV0amOwe3W2rt0N55azOcs2n0wpW3nthra530nbRCVJL2zqVwwYLaAp/zaDhxZBLepoV3VqzPdQK3cNa1TKlANwyD9jphKiVTcFtUj4Sp3Sub74iWUVsBQrEi76elhZxW+H+8lnuwRXfXdNXSpUtLfXKZZosJsGfu/DfZUuXKjifaaYGP9nb8NI+jU2wx/a9++WY/ACacOzvq3XtimbF+PsT8lLLa5CbBh24aV2nkgmUq1OpsLyEU6hAgXA088RZXRsWlFrpUK9ywf6k10uLPZjFeRr83ykdTFYS++p6izUZH4ozK0zfZnkZCCzWtbTN2IoybOYauah344gz92jGAQ1ysQIN9PmcGTP8ZvVPNBuOZj1xO271PWigg57PnIEG9383x5RxAFBypfJNMBBNxi8ASFdlMjMoh1VCaFlct8ybJZ293KZFg/6d5foAAEhXqTXyXEzYB8S/vbqP1K1UNmiK4Uhp6u5Rt/Q32Qas1XeVHLWjT+tS3/P26cpJ+wSKvUNk1TYOxlotHoxOoj5+YvuCyQx72nH7JMwJHevJ0k27pGfj0M+H+NMVuqFooIgGdthXjerKUE2Hbk+JrnXEK5gSB3nlH8zPMjOKZC3Q1du/z18vp3auXxCEov41sLU8+vO8oNuhK9291P3Wibm3zwuchD2pU70ik326et/p0r5NpEvDKtKxfuDk//X9m8ngv5cU/F8zK7SoWUF6NK5m6s0732M8OOfUNGhn6j9bTY3wN8YsMz/TTAhe6cpuK2V6OOECBdKJlggIRoOeNC37pk2hbxztwVtlbB+s32nVS2sqgHx6jnZmwwjHnnL+pTM7m+NZzwkabBNu0totq8pNhzSXF/5abM4RsXBmmdDMAPagIw1a0+Nc6UT2u+OWy82HBAan6WfjFigQb5f0aWK+1L+PayMPfh84GWHP6v/SmZ3kus+mB804kGqBAhZ7Vo5ggSF6jXGed7Rf0ql+ZYIFShAtv2OV2wEKkFoADpph7oL3w5cASzTNtqUBzse2qyPP/L6wIEMXSjYNrB69ZFPQvvM+JkKTSoPpNYtmpJ4+ub3c9c0saV27ksyxlUBDYt1/dGt5yHE/g+JJS5mW5GABXfhWsUxWkf6G29ieVW4SSCarBDHSG0HLqX8tuXrItIQ8dyqPkqTm6HOK0xWLL5zRScqVLyMNq5UPueo0GjrZb0/Db634tlL829OQxzJGZ6+FHcoPV/eR8cs3m+ABrcd+1ZCp0rtJNRnsWHkcjE4+a0p1JI+uSn1l5BJ5/PjC1ezBxHPSTCdYz+9ZWF7CUqls6NfQDnqF0pmy01YzXKN+56zZLks27jTBB7HS/dAt/bVO5mnAwY492QHHmjMAJp7K2XKGa0r0Z07tKHv355gJta4Nq8qW3ftcS2ogvnR1eazsN5dVQgRfJZvu75b9toAGrzTA4I1zupjMIla2DKssRTQu7NVYLujZKKIgijqVysja7Xs9Z0/RbdZyPPaJ7Kv6NU2JABnN6FCvcjl59Ke5pqxA27qVTHCDpVeT6iboZ8OOvWHPl8VNsGtMuMw38IcGmU5asVmWb94d0d/tj8MEy4tndJIbPi8MmvFKg2t+mx9YfgupIZVvgpF831zZ23MZq0TR+4tbD2sZ8LPalcqmfbCAltBavHFnzM/TslYFWbh+Z1yyNHpd2ey2UtSaUNZATfv9Zb0qwQOFR956sOwplSm5e/bKIc+PjOg9IDpWec5IaPmwQw/Iy5b3zcw18l9bBks3zjEGRM9r1sPi4JqDmsorI5f6vRlIkBoVypiMtk7uYxHclCL5dOycYIHi5+sresvJb4TOvh0JLYFbtUJp+d/vC02Z4Ms/mhK35/7jxgPjUhI6ndWMIStucV5T4f8IejGlqzQH2lZP/nBNX1PzPVEXEb3Z1bToWns6ksmWeATHax3mY9vVlbqVy0rXhlXMttyfXzoBqUkHzj+9pKccUDs1SjtEGpDwr6Nbm4E8rXv907X9CuqhJ/JmwhkokEj27CA3HpIXSGNNaPZpVl0GekwVD/+DBXTf/vzSnub8H+/yCbGwXyf250T3Prs0rGomsROxTV5U9LCaPjvMjHMqBApY711T8X95eW956uQOcnnfptKwauA5R0t/HNW6lrx+TldJB/asEEgdp3etb/bTSO3JzikS7BPOPUcdEPB/zeijAaoVw2RFslgxUbn5k03hXNa3MJgIhQ7ymJkoXGCaG3tWm1sPI3A43en+korjIv+1lQpLV2d0jT0wW31ycc+IHq+nEGfwRihaFsvJLbj7+A51zYRy98aBZZCu79/clNtz0gBO7cc3rlEhrtmcdEVSOFf2a2KufenInqHNzksAtsmMmN+X1LJXGnD41RVFx+P8DlAqScJc8ouVC3o2NoFG+lWvclmp7aHfGgstC4jY6Wrss2wL64IJdptZgnZh+OC6/rGNS/9100EF/+7VuJq5N9J9Wg0+o5OkG2e57Fhp6VXneMQ7MWY2dZufC+WF0ztG/JzaXx1x1xHSvXE1efPc+I0FViyTZYJ4oxGs7Gy6yXR0fHRBneXJE9vJ7zccGMOzp+4ViZ5znGg6o0RONurJQwdRI1WtfFbcJzx0W8KdIAE7zUQRTvt6lczFXFNWn9SxaBrzksQ+CBVushPx1zN/f3R2JqPVtEaFpAabRCo1h+a9pSa1e++Coh39knT4NK9ZQf57YvuIsgcVZyXoo0uqEzrWjejxGmiqExFeNYyyf6dldOzO69HINf243WEHBN6EavUUDVD1Gnilkz4qNzdX2terXOQmXUuRWJpUL28yjaCop0/pEPXftq5TKejv9PM+/ICa5kZ66OW9XPcJpN+Ai1vg4C2HtjCrabymkfdSizkYt35Ds5oV5Odr+0rVcllx6xsWN36lYb798AMiWlljL3MXKq30cfnZm5yft2bLeszRv/zggu7y6HFtE1JKTNPkh9O0egVz7UtHwfrxoQJ47J9Pu3qVTeYADcjVQBINxL3XEYjYrEbq3qMVN6WK6T2lGw0i0UAl/Rp2VR9TijISkV4r/C5RWFJoINidRwYe45EEpbt9DLpwyK5PU8rnoqjG1coVlGB2o2M4T5zYzntfKyPvflknh8fffojJgptufVC3ADT75L5zfCHcgsNuDQMDRL+7uq90sI0RJDr468Dm1U1JZC23GcwJHUKP5WjwyFGtiwa1utG5k1iCeH+5rl/Q32lpZjs/gv41M63fASyZjp1U///caR1NmV0NqPC6yKW4IVighNIbLB0UdZ4sAT9o5H+4aGotazH08t5JqSXuN/sFJyeKFPGIzaDTOpqJi/4tok+rXxxc1KuRWTGqA2jFkXPSvJ0t9aV1PmGlavEVbkUy3OkA2SUHBq5qGHvbwUEfr4Gm9hIiel4I5t3zu0mVcnk3SHoDFMkkXJs6lUyqO422HnVLf7PS//K+TeS1s7uYn314YXfzGPugvZbesK+6tAZSvR7X9pId9jFBvUnXQRctRWI5pVO9Ijd76cBLiudoj0W9OdZAjWDKZJYyn+kRrWtLo2pM1iBvX9MJeT0n6QSfFcijJcz03KIrg8MJteL4xA515Z3zusqdR4SfSHCqXqGMyWZ2z1GtJB05D+VYVntFUparcrnMiKYf7aXcLJqV6dlTO5jBVd2HNPDEKj3nZVva1A0/oZ9IVrDb/07pIJd5XH2s17jiopUj06GVeUgn/YJN6IXKPnXVgU0D7g1+veHAgGC007o0kCNbFwYj/tsWCIIYZaRuwHU8aZBjOJEGF6RLMHjC5Z8bnBNZ4sgyFklGkbuOPMAELFtePMNbuV0UP9rnjFbnhlUDJred+5j+zp7pSEvmaICrlgj2ejoNFYyQynTyNF7sk/uRNIf2Wzs2iH9ggN6v1HCU8K7jCPDU8QwN9LACT/9zfDsZ4JLFSoW6d470fcc6d1KpTKZrwK3qZVvwOej0jiajy51HFM0E9lSQ/TtVNahSVvq3CJ5VcdiVvQMC053HpP5Px9i1zK6Oc5TUQECCBeLMWrV0TveGvm7HUW1qy5UHNi2xOy6Kn3D7op6EUyVleKLZb0ZK0sro4hS8kg4TF1riQjvuJXGC7Lr+zU0krTUYjOLn0j5NzA379TGm80s3Opn/8EkdIhpY2LxrX8G/rz2omesK3hdP7xSwOl8H8d38K0QZqoplskz5Es0MoOdZLSGkwUr6s2Ar0N1WXWrtPjdPn+xYAZ//vvU6mhskV8Vjx7eVo9vWlrO6+dsv90u4a108V7BoOR57NoeSd+VBvDIL6KSoc2BRf+6WYt7p5kNbSLeGeSlbnR48po10qF8lZBr5UOfLkthf8so5OaulkZpWL28muLyumrFWY2pK70iyX0UyXtG6TsWCyWINENBJc/17DQD+74ntzD5kv37ddKh78JleF0Jd6yJNSVy/ivt7DvfWNGuWlZ1Mg2iCXf/s3j7Pe4raVFjxZB9wVl9f2cd8btoXsXY75xhAsFh6DTxwls5xC3iz/71bmQpEJ1VPkfFOZd3PQ3mmTMfBrSVbQ9GgpuKiXAqPyeXaJvidq3VvP7ylyVSkZceC9X/drjd1Kpc1C5eAkHJzA/afd87rFlC+xNmH1NKSL5zeSSqUdj+eitNUjZb6CVaCQfvk0Za0i8d8lb6+9nV6Nq4WUOazcgwlpfQcaC1w0MwP4bKadW9UzQQbW4suNBO3Zkn99qo+cknvxgHZknJtQSvBrhuRtMq9A6IPci5VKsMs7LDec4ZjwYn+Tkuu921Ww4ztOMdTNPjzsFa1zP6RCNHOlYQqF/LwsW3l2VM7Svkgx6UGYFxgy2hQxj55E+cDN5XPAanbCyimrujXRIZc0oPVjoADJxv3ThFlCIDopEMWkpJMV5V/cVkvuaQPdeQTzT5gpjd6bjcmfRw3wW4TalpT2dQIdhFtKRad1Pvuqj4h0+BZnKuIrJs8XdkRbGJhYNs6Jrrf6woj58qBWDSvEb+VbhdGmYYv3MC+DmCE8swpHQJWatnpLmLvwug+cLVtxWcq3wDDm9O7N4prdqKsUoXHYTS7h666rl2prLx2Tldzv60T2ZqpwI1mMylOk11+y3H8/4DaFeXzy3rJxxf3kA8vcm9Liw6iagmbfx3trZSEndvHoRPvGrym6XzPcAQ06arxK/s1NXV/vWQI0xVT/8lf6WUfUH1gYGt5/rSOcm8MmSR09ZEGPurEt3Piyi7U9ceeNUvleliY0rG+e7CMGx0QjRcta+Q83g52rM5yW7WpQYrBjsGc/HfsnJzUTEROuhJMr0le3Hhwc7Ot1xyUd01yjvVagg0Ww12qrnoNFkAWLS/v0t4UOlH9+aU9gwbnaCYsr5NiVuYNuw8v7iHxNDDIilf7+T8e7BnA4sXqd+pE1sib+wec67WNNVOR85xjl+Ex+KM4iSSbTzjRTvqmmmCTl7F8yrmOv9fj5N/Htg0IXLP/PiNMSVC3n3tZdZ5sutL/qZM7yLlxXhDbtk6lgsBNiwapRuqVs7uYcQS3MlWWjy9yP4faSx5YNNPZexd0l1fzsyPq53z9wc1NsKKzzFE4Ggygf6uLeS36EWv/UwP2NTDXz2NWr+l6/6792BE39zeluuz0HjBY5gEdm9BgCBUsi0Ksgi0GCUe355dr+8kdhxfNhGDd1352aa8i11tr7CbHdhw6g07ieR+Zylcdesdxph2UFjUrpmxHGvCLRq0hsZ17AEB6scoCaGmVUMECb53bVb6+orfn53UbNLNqKtsnhNVv1x/oud6128CIruhxrgrTGtI6+WRnm2c0Dm1Zy6ww1RVE8Rpceeu8rmaSweuEhBudoNBJLvtqk1jVivK5XFdQhVgF4/a6J3as5/7ckiGH5g/GuQ1uR7paJFGrEtLFI8dGPlEbzpOnd4qqn6qpVw+1lT9x298q5z9vJCufr+1fWFpE77d1IvuIIKs1NSAt3vcjGkykmQ2KGy3PcE+YAU77OdQZIKIrtYaHCOjSyZmvruhdsEIqkrOx22lCJ+C1LM6RrWvL3Ue1kg8u7G5qBevKLGsVuddrjjq6XR35++b+clrn+gEBpwc2rxF0Ij9YKZ5gJRGCXYL0PKnZAzwL0XiaAvaiMAFeRZ8uumujHsNOXRpUkeHXHxjws6cd10q9duq+Zp+cdwb32j/ynBz3zAJ6/GowhpW1U6/LGvjgNUuADn7/fF0/ubxv3t+/dV4318CnYJM4cJeIIU6t8RwrDRyKZpLJzn5O0QxZbuyls+zjvWd1a2D2c11N6uazS4LXjHZq4hJoas/8FQ89HNk+nOo7jjM9B0cz8d/WFgylk4J6HtevSGkad6uPaL+G288bwfZNDTLU85neL+k1Kli98OKaWah3k2ryq+O8HAvntdVLObPiJJbPWa/zmt0oeFYmR7ry/P8W96mhF07vmJASku9f2F1uPaxlQPDh2+dF0F+ynYuDnbMtOuHvlnreXvJAaUnFR45ta0rb1KhQxmRHVBqo/NFFPUzAat5rStRy88dmNBNBtIstEhVgEslzaXCGda/fu0lisr1GO6+qi1GqVSgtZ3dvKKNvdS/XqdcDK4jjkj6NTRmzN87Ny7KwNzs34JxxXo/CQJlItyjY/WiqI1gAQFJEMqiTDnQw5cGjW6dFOnwAQGJYE+rhriWdGlQpGMT0kpXDOTFvd0W/piYCXaPrdQDBmvSLJ60hrZNPVgpA1cA2eKn15vQmVVeYtqxVMWhmgUhoHT6dFNPJmINb1nSty+c1ml0nuQY6VkvEIjvKN+hcTakrJHQVQOcGVcwAYLgbWB0zsA+E2WvB6/27ZibQNIu6AiPvZ4UvGOnAsq5aiZd4ZohIBce0ywsKCkXTlztX+cbaLia9u8ukv5v7B7SSTy/pac4LOjHnnER07o+aKUTLhDwYxWp0u2DjWsEG8vp6KHWg5zW3jAU6kBSujZ1iTXMfD1nBllUHmYxyW+mkq42sa4hOvNjrxod69r5hUrdaLu/bJGiwmq4y//Ly3gErsyIVSf1q1TjINbW0vS3tZeWCPI++FQ1ssVa4hwuMCnWmv7xfk4jfRzRjyL9e36/gnG7Rkg9umYV0IFdLBOn+oxOiTWtUkNO7NAhZ89t+nbCuL/oz526qgQFaVlNXh0UaJGFtm0W3z0q1G7gtET9tWktEcEXpUB1OjzQ40wpedKMphXVVaCindKpnSqloKnu3CUWdLGhvm/zWfUdXdOrqWLeSWm7Btl484lIqLO7CnBicKbf1HHy9LVjPq9q2PqZm+dKMctFkBjyiVS1T5vfwVrWkf5BVtBkhggz1fKYTgBqAFKxMkdfASA0+SMVAUfs1NBYl+ZyoK6T/nZ9pKBoacNKrSXWTrUgDaJyHUrC2cwbF6vNof8ot2DVYoHUk5Z2i9Y5LiaP3L+hWkFpf+wCJDOzu1bR6QsYUvLZho2rlTElFL45pF3nf3sqicL5t4jmW49A6T2tQQ7xE0mVsF+cgNi8l0oKxFrLoZ/x/J7UPWIQSKsjFena95msZM2tf37s/J+CYtGd4jLQfFOrcnMrnW4IFACSFsy5ucY2wihediAi2Wg8AAC/sgwq6kldT6rqtCLTTushu0fWRpuPU6Pp+zRKbrtK+UkDf69jbDjYTds6JjHhE1Tvr8Dn/71Xv/MlIvcY767Jbwn1GTvujDBbQNstw+ZkGDWi2CWsyJdiKPG1X+0vr6rmC58kfONLgCKtPpzfkmlVBBy/dBi865a9QSlSaU01f/tUVvUKmBC+OvI4l/N/JHUJmGQlXc9PNqZ3ry1MntQ/42bEuwQsnd6pnVuLoecEamHGmJLefr/TfWiYk1nTHwU5V1SuUkaNa1y6SGrNnmBWVSs9rQy8PzMSiA6Ra9sCZ8SQct3n6ZGfR8LIyR9Pha5p53X+CrbzTIAIdMNPJYXsAU2tHynj74N4Lp3WUETcdFBBo5LZPXHNQMxN4pOeI3k3Df0aJFqzJ7IOOnlKV53+vaTsfaoBbMtx2eMuwwQK6qu74/AxFFmuw1C5UyQedpNVMEM1spYKcA7zOMkIW62GhVunp6rB40fIl9sk+soFGJhGLr+PxEQTLOKF9Hc1IohlhgpWmsegktga56KS0mzKZpUywjgYUaMClTvZpEI1mDgm1WlmDCbw6v0cjk20r0YKdFnRSUxe0uAW55brcS/RsHLpM0S2HtTDXO6svHEt9ci07oJNAzva5sl8T81l46bOHen0NdNI61+Hqf1fwOJmYLFYgSrAAt1gV1zPkwS7XrO+v7uNa4sYL7ftp3XYrW5H1PFYpHaut7LtYhi1YTTMbaYYcpYEr2tdyW0wX7H5Wg1l+vKavJIoGU3WoX6VICT17dhArsFvLEgZklIviuNbj1gvnXawuFtB7mVDZVjSbllUi3K5rfpYA63mciwIi6Q/ogoVIS48/elxb+f2GA4u0abT0+awMK6Gyf6lTO+fNO+g267k7GC/DKdqP0mDvA233lMGyWLWOU0mbUPQ96YT8Jxf3kK+v7G2Cyryyttr5ye/Nzgk+d+Wym3x0UXdzDxVpm6ZydiuCBQAkhXaG7Bfk2yK8uAIAgED2W4ynTm5vUlHqqgldPaGro4JNdmg635M6Bo+K10ngeKcbjIZzC/RGXiO/nTX14pFZIB50NXJBqtSMDNdJca2tG2kdafvEnFt691D+vOkg9yAC26BIqBVVwWrCB6NZFXSVu5vXz+lqBkoePKa1xJsOHA0+o7PJDhHLgHQqqu8yQa31N6/vH1iXV4/ZeGas0lbUSZDDbAMvun/rOUazSgQ81qXNdXJZB991MiVRg5xX9G1qVpW6DTz+98R2ZgLaSo/vJauARVc32fd9HSDV96jnxkjSyjsnkS7q1ahInfpE03ORlwFAnYwJtf/ohMxNh7YwkzX2AW1nGZltu/cX/FvbTCfhNNDoh2v6mskw+wSTvXU0sEOzUnhNNZ9Iwc4h9sFk+0OcgTFOmvpaB2t1fwwV3BaqbECkZ7W8YK/QH/xBLWrIw7aay144awy7cS4KuDFIWQdroiVZk/aa5cFezqSEXSoSztn3SmX/O6WDSSFtZSSJR79An2PQ6Z1MEILus86+lHOVrmYFcsuyE/z5g/+ubZxWcer5emAb92xF9x7VyixocTsenaeS6h72BQ0a1WunvS/sdkp6YGDwCXq3Mld2Vx3YzJRZi8dCJC2BYy9X45W9PJEGpUTzHME8eWK7oBN/dvE6l5WUU+IJLve4Xs8BZ3Spb+61tK68pakt051dyEts/uvp62oQij1DTjTXvEQutrMWCVh9kNO61DfZwoIFqIRry071q8Q9u5reT2jWwRdO7ySnuRwDlvsHtjaZjs51BH5pxj+d5NZAja+v7BP1ogCLHuc9Glf1VLZKaZsFy2wS6/U43LVZSx5oZhdtkyODlG/zWrpK+1Ea7O3leNIxgViEu3fRQIHzejQy26KBuMGOq2BZJawgK2c5iI6O/df+Xt2Gx1rVrmTuoYI95r5gQWgpfMJNrbA4ACVc4dlQI7609qHzRAwAALwJnLjQmn0Z0qxGBbN6IpaBUZ10/NfRrWX7nmzZsXd/wlaCh+P1PcQaLKDR6PGgKbed26ztuHX3fjmzawPZsmtfVKvG7MECdx55gPy5cIP5jDQ45NBBI4P/Ya63Ory5Yeoqaor5eEwS6MSpNVCiGQjuGTY7ZACErtyZu3a7p+fWla3F4N67YHDj2T8WeX58lstxoCvyW9SqYNpUVzl6EY+YGmvg5vqDm5vVVee+OzHooKDu6zr4nkj6Gt9dFfp8p+nHv5252hyDkfjkkp5y/nsTi9Q4DrZSVDOf9HlmRMDPnANXWjpFLd64U36cvdb1efSY3bUvW+IlWMvoYFa0505bOU/Ppec0iE1Xmqpe//tLUlmwNrN/nPZBTL3uhqJBJvcNyAuSmhfinBbH0rNRPd/dHrKy6MDsT3PWhXyMDtrq5Ig10Rds9VT9yuWkXOlS0qpuZVmzdbckW6pfK1KNXr9vPrKVPP/rfEk1lR2TMKFWT3qhmWmGz1vnUn88+F6jGUTmyw7zb12l+6jj2qj9weFz15m+ol4b/vf7wiLZkYKJV0CNBu4Fy4QQOgV44MlEr4uvjloSl206uVN9+c/PhfvU55f2lNVb95iSaOFKPETj4t6N5d1xy6P6W7eWa1mrQkCmHS8Tbl65TS5q/fREKbqbedvvdEW67tc6EXnFJ1PFb9EcL5p176SO9SJbmewoQ5CRoOuLdd7RIJ1Nu/ZF9Rz62fw6b32Q58/7nmsLttBsYdE6pXM908csnVVKJizbLLF46Jg2JquVZj+w2qFtneDBU3p+s2c6cmY0CybSz0sDYV85q2h5o3iId9C7Hg/hgloT0QeN9W2EC3j1epw/f3pHeeHPxaa0ld25PRrKCd0bSeWMXMm23dg0qV5ePr64R0BQnGYX2bJ7nzStHv640KDnf7bsDsjSpwszdNxDz5V6D5jqyCwAwJeamTpg/ca5XQsGjQAAQGSC3SN5uckMd0Ooq8N1NahO9jnTTEctwptGr8kNYi1DkMi00DrwpPVyNX2t10ABXRFnd2a3BuaGVSc77U2iZSdCRc+3r5f3uekgiw58Byt/0L2Re9pvawLslM71CwbPrInTK/InPeNBs2K4ufeoklVOIJpBzDIh6s3r81zYq7FZPZkI9s2skZ8K/BBbCn1Ny//Ldf3k9XPiN1imdaOVpmvVlMO9PZQNCHe+0xXxuvpQSxNEQie3dTX8jYe0CDtRrvWs3T5Xe9pTTcWug4v6pelD7UFY9tXazaI8H2k9ZjdmADvOs6I5IaIMHjteywlUCZqS07ltqSjYdtlL9Dhb4Mn8ch32FN5u+2aoAI2QixQ9XEDLZQVeE+wpkr0IFugRyUpf+6q7UOULrBIDP13XT968uKc8lX/d8xKwEC+UIYhc0xgmkILRgEQvExkWzVDiFKoUQDQeiiID0v0DW5kyBcFKUGl/UFfFasCNljvQx9qd4RLQpn23WNn7UqHaye1sYZUpsXezNbNC10ZVozqBu5UxcisJ0KdZdVMfPhHZLG7ITwdvr3Xtldtbdt6CxHPCzVmGTFeXu32Ezgw/yVa9QmlT+ibe91N6H6oBn05XhKgD7qT3X/bsD8FoiaVIAgXcJjPt1+loLi+aUt6imQ30/lFZGXpjuWTVqxw8a5OVgcva3cL1N3SVv5OWZdGgLW1HPdfpWH/LCK4XVqk6Jw2O13EIe3+qTd1KMviMTma1fEnsDyRyS8JNwCeTVUohmLJZmWbfDBZI5/Wyr9kQ9LqspbfsdJ9qWrMwCMXugFoVA7J5fH5ZL/n52n4Bx6gXFcrkPf6IVrVMVkD7+Sx19riiCBYAkDTH5dd30hScABBOLBHNQDqINEW835y1EOMlsLJc/OjqpnDO7hbZamUvnCviNJWrTlreZZtE0Vt9+82tplbUmoXDrupj6gnec9QBZrWW0tThmpI92KSqpnC3rw7XoAJdfea2oklXxmm7xPq+A1fjBI16ieq5daVqKnCmxteJb51AjWSYZkiQNKDJNuTinjLo9I5FVtnrAHU8J2l0NbKmCNV0rTpoq4O8fnIbPLS/3WY1yss3V/aWWw9zL/tiz0LgdXfWutGR0sFZXclinSO81FKNZbywm04UBaGDuG+d1zUgJWcwqTpQFmygPOBc5Wg/HQj888aD5FJbqmH3Z8mNKggjXGNpYJFmmwl4JdvTRTqormVEdODfOZirKYhfOrOTvGPL5hJWiG2vUq60WURwROvaMvLm/q4TpomSQnMDxYZz8lJd2iewLI1VcslroIkGJHrdPzWDlttiEy/nM7ftDEaDuiKl5+AXz+jsORvXM6d0DLhGWNcbnQRrVK2cvHh6J3n8hLYx76udG0QfUNgvv0671bx6vbcCFM9zpPn24ryejcwkqAaI2FOMJ9uLZ3QypZy01rUbLSfgZczysgj2qXgcb5XLZrr2S7SOu27vgc2Dl1t68OjIA2Ai3e/iHbRzapf65ph30sxWXj1zSoeCSXd1cn5QqlM0x1iuI9V7wPNF/nSmxJeOf2lq+wOb1zBBDqNu6V9wzEXTPyzYnhAbVBCk57Fj6FZuToMDf72+nxxqCyquH6SslP1ltA+t/Y1IMw73blo9oiCz4tofiOa4DSVkwGqU9wVZmgYmCj3DBITr6UTHNHSVv7vkfWhZpTSDp/f3qeVAtXTfMfnZLPT+QbMC2oMNUnWfU8VrhBFAsaY3XR9c2N3vzQBQTOikymUfTQlYpQVA5MFj2sioRRvlxI7Ba/aloruPOsCkYbNWD8crDV+smQVCrW4Kt5JXI96HTP4n7q+tA0TP/7moYDWMNQBX0CT57/nLy3rJnuwcEwFvj6DXr0j6Z+d0byDTv9tq/q8TRMFqY+ogZbh28SKR6xr6RFCbPhpNq5eXpZt2hXyMTnLravbXRy8rWGWrE+HKa2kFZWrIRziYoBPGi9bvkM+nrpJY2I8/XQHcN3/SIJF0/zLvOYXZB+r/dXSboIOhOthrr3MbalWX3X3Ht5M/Zq6WY9vWNsfh2e9MDJuy0hqc1ewjen7VAS2r1EWw82gsx6Cm69VVZPbzTlRSdKQs2GaFmwep4BjId3ueRAzUqp8cK540Jbr9+SqVDT/JYN9eHcQdfn0/14kpXfEbCa+fcqQrtlIt1W86cAtoua5/c3l7bGBa95fP6iJ/L9ood3w9M+TzlYlg8F0Nvy4wIKZv/vXey6FTOsoJjUTR/V0nD+Y4+gQ6CTb08sBMMbHsqpom/6SOdU22HDsdl/tp9lp5f8KKvNfwkJ78SNvK64Nb1jQrPldt3RPRhItOgqp+zWtIbY+ZShLRTwzVV9SVzPq1Y2+2fGHrS9nPGRrUoZ/VqMUbE9a/dQYL/Of4djJmyaYij9Pt0ixIU1dukVGLi/5etbOtqtUVtjNXb3N9noD/R7i98T6j6kKzqSu2hHyM3h9pdqbvZ7mXdnJew3RSX9OCX/Lh5Ji3r4otqFqzKtj799FcXzQD1qeOIGH7BKVee5dvjq1v79SgSlkTBKisvS3amA/ne9Y0710bVpFLPpoSNOOw9qGD9aOTKZW6A7Fsy8A2tWXd9j1yWbDsGyGzW0V39tISNtcc1FReGbk0qr8Pvj0aIBN82jrOsUlxdU73huYrlFIpGzJNsAAAAEhRupr2qyvc0+oC6UxXWpxYDINo9Ji+f6D3CHmvN4HR1t2Ola4iSxRdBXNC+7pmktbO2SSN47iqouA1knDv6iXAI9xmaBmGXftykp5KUstJhAsWsNL2uw3AhNtfNf3x2m17pWbF6NLK6oSx1rx3BgukUOZJz1J9k0Ptx1oiQukq7E8n/yN3HnFA2DrwR7SuJd2bVJfmlcvI/v05HupIF+Vc+RLsPHpW1wby6ZR/PJV6cBsQDpdiPpQBbWrL7DXb5MBmiQ3sSWSJn2gHVUOtDGxdp6JZiaQTRDrRGvDaQf5GA0q+urxXwUroJ09sJ1NWbpWj2tQOmMTSSbpgNDBgyootJggkEedSe/mGVJLKA82pKtvjhUQn8JwZ4tz+8sZDClPCa03q+et2eArIeevcrmZizspE4aVPkUrplyMNdvVShiTo32ZkmMA2t4lY/bKCBbxsp/NQ/vDCHnLE4FHm31o66Nd568y1zAsr9Xkqu3tAK/lz4UZZvz0vICLDVv9dAwVcxbMMQXZgH1c/r3FL3YMBlNeyVF5PyW4ZxkKJd/9b910tcRDuXuCRY9sWCRY4tXM9WbJhZ5FMSHotdKYjN68VajuC/LZLwyomo0M8gqi90ADyL6dFFywQ9FRj+8wKyhDE6XPU/cGtlOHZ3bxlJdE+UbLEco5NpFxHWZrh80KfXzXbwmMntAu7mt+tLxrLJfLyvk1l0859MS2g0IyZW3bvDyjxFkqKdi09swfNpBqCBQAAAIA0k3pDpkV5vYWKNLPAhT0byYotu+X3+esllTkDBZROCOlAV6QDeJG44/DE14yOx5i9rrD5a+EGSTZnIICbniFSsIfbX0/oUK9E1d4sybzsx7qfuq3E1lU4IxdvNCtP2terLL9df6BUcwkQeeiYNvLAd7PN4x76YW5cy53oqq9EBj0F8/gJ7czEXarup8FW++hA5oYdewsysITj9iza5lNXbjWBIUUen5EhT53cQZZv2lU0WCBIU2laanvKdE3nr1/OwCTXts7//UtndJJ92bkJW9nfo0k1U+qmRYqVF0vNvS+1hSyV4TJp8d8TNHglLxDlxi9mFHmM/fzz3vndpN9zf3t67k4NqpgvS24x7fem4jZFQoPZtHzImm17TPDq8LneAgWcNEvNgvWhA0X8oMF3Z/ZsJC//sdD83zqNhgq+sgeSaVr5d8YFZt2IhAaOaQDZHwsK+7rhrpvOx9s2LHypHcf/taSR9lO8KhXHCKwb8wMsG1Ytb4Jov56+2gTCOQV7L/cNiG/6djdWRodIMvjEwpm9KB4y3IKC4vj8zgDW7o2qhr2H1druGgzmLMuXSCnaHTV+uLqPyeDStm4l6dG4qvSKIsjX0qBqOfn2qj6ufdjcOCwKsdSrXFYOO6CWvPT3kqieS8sv2p+vpGSHyrBtcqjriN8IFgAAAADSzLndG8q3M9eYOsupy9tNVLCU+UGfNSMxKwp1xU+stPZ4KDrAMuj0TmYlTTyVzSocgGqWhAkdLwMS4cYArj6wqQkWCLfyIN5a1a7kunJOS2xszV8REWrbk7G4UcsgXNmviezZnyvvjY9+oBqReez4tnL/d3M8PbZt3cry9839zWdlTbq4DXzphNt7F+SVcYsmWCDYQLpOaPhZ8iFVAwWMjOCD3sOv62fOX1lB0qcHHN4u77FimSwZdEan0C+fEZ/VcPbApFDtrftdmazEfR46IPrWeV0l1RTHgWa/ZUeYykkzXOiXF8GOKYumvI9FokpWxeLQljXNimgNRAol0l21UbVysmLz7qgyx7ixms7tmNEgIyvLVeq1cPLZd7NyMfbVNVjAWT4iHqet4NlzAv+vK+a1jJZzNbtONG7bU7gC2BLPe6vbB7aRTZt2FATRrt++1zVY4J6jogtwvvHg5jJoxOK4Xg80sOH6/s2kSvnoMoMlUr9m1eXDiStCfma5UfVBIuPlubU8i36lqwzHv7VMhFUqwsqmE4tkZHXREjOaXejuIw+QJ39dUOT31/Vv5vp3n1zcQ3buzS5y3tPSZxpo+8mklbI7P/NayvbgcnPj0ufxU+puGQAAAICE0LSAv99woDxxYvBUdX7zOlhxdNs6ZsJYU6DG2x2Htww7QP3hhd1NffJwtenclHOs5LRqj4eiKQQ71C9cURcPuupPB611Aj4ZtIZluIFF+6861c9LGXp6l/oB+/CoW/rLrYe1lFTwy3X9PD0uWamQrzqwWUCK54ZVy5k0z14c3DIwHblfUnBuxzilUz2zOsq+sjWawCUrUMCrs7tFPkjIfGjkgp2X9MdVy5eWagmeCHD7zJxBAR3zz4kndgxekig33HknzfeNFF7UlbLK2AILI/XRRd3lmVM6mPriVpYnr7SP99KZnWO6rqbi5eTwVrXklbM6y+eX9Qr5OPuueu+AVmEzHL18Zme56sCm8p/j28ZlOwsmEcM9LspGPrB5Xp8jXNBEqgj1Pu2/6tcstr6U9tmcgV7hJvrctk37p6U8dDfcPt+7jzpA+jQNDDp589yuph/Urm5ekPRF+WWX4hUEGElAtJVJJ1IX9mpkyvbE2yV9mpgAi0Tr2dhbyQlLn2bV5dWzi55D7SUUKuRnKUpk9rpUlVIBrD5tSzwD6qzgG71v14UQzWoEBifrPanzXR7foa60rFWxyL2V0tJn1x/cPOBz0qC44iwrhTuh6XcGAAAAAJDygwFeb6G0Nm6kE8a18yP0wzm7e0Pz1et/fwV9jE5au9VkDOWYdnXkx9lr5eLejeXVUUvFb9qGT58SOqtBPGnq4a+v6G1W49tvmnUVlZs3z+8me/Zmy+Zd++SLqauCprf0c7/0OtBUq1KEmTAkNjppoCU3dF/TfXnAS6PD/s3zp4de+Zzu7h/ont62jsfzSrTuOOKAiOuB2o8xxLZav37V5AxMejmXvHhGJ5mzZrt0DVGj2j7wW95WqqDwAZLWyCwQudO6N5QvJy6XCcs2R5WVR7/6NqsuZ3ZtEFHQY7g+npc5jljmQaqWK52wfbBHiLJFtgcW/LNOpTLy07X9AvqlGvx78YeTZdmmXQV9rCv7NY3bMVKQnjzsIRNdI2tgQ5Pq5aRvjJPriVbQHiEeY/9d4xiy97xwekdpV7eyfDdzTZEAE52ctwLGwtW4b1S1nAlw00AMDQyuXr60SfEeyfVoYNs6MnZp4TGvK4a1H6RBOlqax+s9lRc6ififEDXXg9GSCc/+sUgu8BiEpJ+lBho8dnxuQtL7J0PpzAxTQsiqQX/Dwc1dV3FbujcKPNcc176OybBgefi4trJ2d7YJINifv3o73lLtqquB8n8u3BBR8Foqi6VbF2uX0H59yLAdZ7oQ4oMJmuUu7/rkdn+imdm0bEEkQpX8Kw6yCBYAAAAAAO8SdQ+lY55X9WsqG3fsNZP2ftA65DqgpauGUiFYwA9aN9Fu6OW95MTXx7lO2OlgpdblLr03O/93qUWDLbw6pl1dmb16uzSsVs4MbCaaZqLQL2WvbV4cJtHstX+LA03FrANe4epsJsO/jm4tf8xfbzKefD8rcLIBoQXb/e86Mny6Y3sd2GivYc4/00mAio5ayBXLZIWdZLTHXuk56s8bDzLH1GGDRkW3YSVMCo/Tpiy9hrx+blc5663xMn9ddDXmNcivS4ggl2h4uVJEWEEhQDxSP8ciI8nBv7pqfPqqrUVqhofNLBDl62mWnZM7JX41dqxq52cP8ppFKNKulD29v5WVwNmf0P6wPWtUKPaJc+3XPXtqR/PvEQs3yG1fzfS+YUE+WN2WeAYKaC12zSCSFUHWJauJz+vRyJTWizTFugZCFCeX9mksb49dLjcd2kIu+2hKwc9/u+FA83m4BQtoKnh7xjwtvzD4jE5FzsO6ort69YoF5R8SIkXuLyxPntReVm3d7WtZLqdoWkgzjw2ftz6qDGSWfx/bVu79drbccmgLiffHfHKnegFlRPR8pH2BH67pa/7vLDvg5XlT5V41EvYtJlgAAAAAACKRwJtArQ/+WAQrVx49vq3867s58tCxbaRptfIx1/vTG8Q2EWYjKOl0JVylspmyfU9eQIBzV8iNYkBaV9Vf+9k0SSQdeDuoRejVcM1saT71s7/zyANk9dbdSQkWQHKlysDzSR3rma9gilcYhr+XHk2ffkCtip4GJnUSSQNGymZlRp3W1j4R9ddNB0lmRkZUz+VMzV5cV08mSuoO06a+RJeI0VIF7etV9nyN9PZZRrfRupI70pIxfnj4mDamv2NfKRwtXTWu2QQKMwvk/yLMeShVSwfFi+4L2q/UfdNLI0R62nZ7/Lk9GsrsNdvMa8fLwY4gELcN0PJqrg8Rf+R6vI8o6a7r39xkDdGJVg0ceH30MpMhIFQfwR7spBnG9P+RBDnHU/c4B4rFStshlQIFlP2TyY0g89hth7eMqZzCUW1qm+wjXgPLQ3H2l49vX9f0ox//Zb7MXrO94D16DRIoKdeYXNu/szJTtxdKsAAAAACAlJOoW6hujSIfqDihYz05s28z2bV9d9xTM2oq0RmrtplUiLBxq9sdh4HXeNOBt2DeOrerjFmySc5yWZXodUVEvN+Dprb9cuoq+WPBBkl1xX1QKBFeOrOT/DJ3nZTLypSPJ630e3PSgqZOT2bAiE4CaFpxPfZdywd4xPETWnFclZYqnIEo8abphYOVJXKjK+CtLE1NqrtP/ERbtiiedZyj5ZY5QOuifzltVcCqYM0eEq9JQPvxoWnnlU72hOJ/S8XfIa1qy8t/LDTtql9WpqZgq0PtbRDpxJ3bcaXXgKdO9l4mLJbPICPIBLM9y9NXV/SO4RVE3jy3q1z+ceGK+OIg1S4V1rnsin5Nzbkv3HHp5FeggLrywNjLo8BdLIEClngECqgMl+tJ27qVCwLvUu2YSpZsW78mq1TqBiESLAAAAAAg5cT7RvKbK3vLwvU75KDmNaK+gQ6sthcfz57SUX6bvy5lViSnCvvHX1D7MAmvq6sc1u/YG9N+aZVQ0MF7/XJ/TORO71JfTo0xVa+mttWvowaPki2789Ld2rWrS8aLVNarSXXz9eYY7+VL0nRMLmqlUqDF4pFWPCfMtFG50qk7UJkMKZwBNuVd2qeJ/Ov7OTKgTe24Pu/VBzaVccs2y7Ht68qwGas9/13rOpVk9K0Hy9glm4LWcj+vR0OTfv3oCPtasZQviJf7jmsnx70wIuBn9w5oJdcf3EzK2IIgEjUJqCvRf7m2n1SrUDrk4w5pWUN+n79eqtpqURd3/VrWlHcv6Cb1g2QU03IwPRtXleY18yZs7fP9GTFMJEXLa9vrtumraVm210YvLTiOZOaaIttuvx45S4hFqnOQPnEkqpUr3A/TddLRmhzWCVh/t8HXly+RSsI+HWy/sM6PGSW4bWqHKM1iD1qsksLXydTdMgAAAABpK973g/WrlDNfqUYHX0/r4m893FRhTbJ7YU+RG/T5otiJ+jSrLt/lD5a60Yn2F/5aLH6456hWCX1+ba5IVrAlWgrM0aSsSM5lbu1YJ451hkua4jAY6UWwBdG3H95S/lq4Qc70uQ6736JdaQ6RY9rVMZN+9arknUeGXNJDzn5novn3/53UPurn1ZWy+hXNcagrvEOVBKpSrrR8eFGPlMui4EX7IBOs+p6SJVyggDqufV1TRqWkldnq3LBq0KxiGqDx8lld4pJZIJJsGsHccEhzWb1tj5zSKXgZIvXd1X1k0fqd0rtpNenbrLpMX7XV1Dtfu22PlMkqFbDC+LADapljvlP92Cf647UvPn9aR7NKOR6rqRED2h9u0nC/ePnMzvL+hOVy15EHBH2MnrM066Ce6WPJHJZoBAsAAAAASDmkCE4/bepWkgnLNsccTKAlHZZv3iWdoxjYDPcKB9QuTPd5VOv4rqp0357kHQe3Ht5S6gZZPYfUoqtjte5npGVVXjmrs6zdvkdaRpi2Np2UlGtPsEnOc7o3NF/p6qFjWstro5bKv49t6/emFGv2FcZNquelqVcHRpm9ySlVjsIUiBUoNnTiVgMq05m9bEWkq673Z8e+s9WoUEZeOrOzp9Wv1gpYexasmw9t4RoQ8ehxbT1PmF372TSJRiTNFa/zDGJDyF3xvu9L9n5RcIYrIf1sOy1R4yxT4yZYxsFUQrAAAAAAgJRT8m4jEc6JHeq6BgvkTd4FDqLmhthHnjq5vfl9PFYc6YqrMUs2uf6uTZ0gE65eShV43LQTO9aVl0cukcNb1ZK0mxBlkiYoHbzXFeKR0pTJCK0YHBmepHI9VD+d0KGe+UL86Kr+76/uY1L2WzWJS4pUThWMFBdhP6skdHnsk2WaveazKf94/lsrUwmi98DAVvLhxJVy31Gt5OsZq+WcbokNDCSzA9zcecQBCSlDgOSg1wMAAAAg5TD+kN5cP/8Mx4BDRvCJ8KjrIYrI5X2byJtjlpmUrLcc2kL6Pfe362PLBkkhWLtimShf3eW5KpWVkTf3l9KZ6XdApON7hv9KSg3eI1rVks8aVJGuDSPLPgHEu05vcfTEie3ky6mr5CaXldZ+al6zMIsDUltJuZZE6pCWNU2pm4t7N44oWOCmQ1LrWCuOTu5U33yprhFmnopKmu7jCVUC2rRZ0OtUbkl5iyVa3IMFVq1aJU899ZSMHTtW9u7dK507d5Z77rlHWrUqrK/4ww8/yKBBg2TFihXSokULufvuu6Vfv37x3hQAAAAAxVSxWPmMpKQ4tiRrj7j6wKYyoE1tMyivq2aqlsuSLbv3F/z+1sNayN+LNsqpjpqw/zulg/w2f70ZII0nrR+b7PS5qeC2w1vK0k275Lwe6ZsyPR44k0amYbXyUhLoeePNc7v6vRlAdHzuAx7Zurb5ShXfXNVHNmzfIw2rlozzU0ll70al67X36ZPby579OVIuwprcVcuXDvq7kpaxpKRI14CYRMpwBH0WF152Bev0yBBPaovr2VaDA6666ipZt26dvPLKK/LRRx9JxYoV5eKLL5aNGzeax4wZM0buvPNOOeecc2To0KEmSED/ZuHChfHcFAAAAADF2HHt65jvrKJKTxXLZMnP1/eTyf8a4Pr7eE1rn9Y5bwWO2AYwNFBFa7oHS695Xo9GpiascyBUV1M9fEwbTwOkfo+T+P36XjSqVl6+uKyXnN6lgd+bgjRSLcSEBQD4oXH18tKxfuJqHTN5Ex/2vmm6Bj3r+440UCCcUzvXl071q8h1/ZtJshGoEBxlCBKrUtmsEhpMxX6TyuJ6xpswYYLMmzdPnn76aenUqZPJJqBZBnbu3Cm//fabeczrr78uRx11lFx00UXSsmVLk1WgQ4cO8u6778ZzUwAAAAAUY8e0rSNvn9fVfCF90xpXt6X0T8SY1D1HBdZVrBXHEgKRut6HQVC7dB3YBgCkliyWrCZViiUWKrZox8QoXzpT3jqvq1zap0nSXvPeow4wAetajgzuOEvHXzrciqXDeyzO4hosoMEBr732mtStW7fwBUrlvcTWrVslJydHJk2a9P/s3Qd4FNXawPE3vUHoSei99yYgCNi7UuyKig17F/Wq14L66RXLFUWvInYBFaxgw670IhZ674QSCJBGkv2eM2GT3c32zO7Zzfx/zxOyZXbm7Lszk2HPe95TacqBfv36ycKFC81sCgAAAIAopjou1SiqtMTqlVWPyPpG1rWD/OQOGT6Xqa4ibRoCAIA1ndK+gbTPqCGX9m6iuylAWPRpVtv43bZBmu6mQFUe695IPryyj2SlV54WDf7//8ieCK2SL+BbTDVOwRjYqq5k1kySjpk1dDcFXpj6zVuDBg1kyJAhTo+9++67UlBQIAMHDjQSBlSVgaws57kdMzIyZOfOnVXadnyYy8LExcU6/UZ4EHc9iLsexF0fYq8HcdeDuEvUXIPyWelD7MMj1mEkoTq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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>68</th>\n",
" <td>1990-04-26</td>\n",
" <td>7.399519</td>\n",
" <td>AUD</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>1990-04-27</td>\n",
" <td>7.399519</td>\n",
" <td>AUD</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>1990-04-30</td>\n",
" <td>7.399519</td>\n",
" <td>AUD</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>1990-05-01</td>\n",
" <td>7.399519</td>\n",
" <td>AUD</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>1990-05-02</td>\n",
" <td>7.399519</td>\n",
" <td>AUD</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>35334</th>\n",
" <td>2025-04-03</td>\n",
" <td>2.475291</td>\n",
" <td>EUR</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35335</th>\n",
" <td>2025-04-04</td>\n",
" <td>2.475291</td>\n",
" <td>EUR</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35336</th>\n",
" <td>2025-04-07</td>\n",
" <td>2.475291</td>\n",
" <td>EUR</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35337</th>\n",
" <td>2025-04-08</td>\n",
" <td>2.475291</td>\n",
" <td>EUR</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35338</th>\n",
" <td>2025-04-09</td>\n",
" <td>2.475291</td>\n",
" <td>EUR</td>\n",
" <td>COMPOSITE</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>33175 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" real_date value cid xcat\n",
"68 1990-04-26 7.399519 AUD COMPOSITE\n",
"69 1990-04-27 7.399519 AUD COMPOSITE\n",
"70 1990-04-30 7.399519 AUD COMPOSITE\n",
"71 1990-05-01 7.399519 AUD COMPOSITE\n",
"72 1990-05-02 7.399519 AUD COMPOSITE\n",
"... ... ... ... ...\n",
"35334 2025-04-03 2.475291 EUR COMPOSITE\n",
"35335 2025-04-04 2.475291 EUR COMPOSITE\n",
"35336 2025-04-07 2.475291 EUR COMPOSITE\n",
"35337 2025-04-08 2.475291 EUR COMPOSITE\n",
"35338 2025-04-09 2.475291 EUR COMPOSITE\n",
"\n",
"[33175 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": {
"image/png": 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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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time taken to run linear composite rs: 0.024501323699951172\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
" \n",
"# CPIC_SA_P1M1ML12.CPIC_SJA_P3M3ML3AR\n",
" \n",
"_cids = [\"USD\", \"CAD\"]\n",
"starttime = time.time()\n",
"\n",
"x = msyrs.panel.linear_composite(\n",
" df=new_df,\n",
" xcats=[\"EQXR_NSA\"],\n",
" cids=_cids,\n",
" weights=None,\n",
" weight_xcat='CPIC_SA_P1M1ML12',\n",
" signs=None,\n",
" normalize_weights=False,\n",
" start=None,\n",
" end=None,\n",
" blacklist=None,\n",
" complete_xcats=False,\n",
" complete_cids=False,\n",
" new_xcat=\"COMPOSITE\",\n",
" new_cid=\"GLB\",\n",
")\n",
"print(f\"Time taken to run linear composite rs: {time.time() - starttime}\")\n",
"\n",
"view_timelines(QuantamentalDataFrame(x.to_pandas()))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mx = macrosynergy.panel.linear_composite(\n",
" df=new_df.to_pandas(),\n",
" xcats=\"EQXR_NSA\",\n",
" cids=_cids[:2],\n",
" # weights=None,\n",
" weights=\"CPIC_SA_P1M1ML12\",\n",
" signs=None,\n",
" normalize_weights=False,\n",
" start=None,\n",
" end=None,\n",
" blacklist=None,\n",
" complete_xcats=False,\n",
" complete_cids=False,\n",
" # new_xcat=\"COMPOSITE\",\n",
" new_cid=\"GLB\",\n",
")\n",
"view_timelines(QuantamentalDataFrame(mx))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mwide = QuantamentalDataFrame(x.to_pandas()).to_wide()\n",
"rwide = QuantamentalDataFrame(mx).to_wide()\n",
"np.allclose((mwide - rwide).sum(axis=1), 0)"
]
}
],
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