{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ac9d7bc7",
   "metadata": {
    "tags": [
     "Macroeconomic_trends"
    ]
   },
   "source": [
    "# Market-implied inflation expectations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "670bc404",
   "metadata": {},
   "source": [
    "This category contains market-based inflation expectations inferred from (i) inflation-linked bonds and (ii) inflation swaps. This label postulates that breakeven inflation rates of these contracts are a valid proxy of the market's inflation expectations. In reality, breakeven inflation rates are also subject to other influences, such as risk premia, liquidity premia, taxes, and collateral rules. Various adjustments of breakeven rates can be considered to arrive at better estimates of market expectations.\n",
    "\n",
    "The scope of market-implied inflation expectations is limited by available liquid trading contracts. This is the second version of data released for this category on JPMaQS; a number of contracts that were unsuitable or not sufficiently liquid for deriving expectations were removed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4279a722",
   "metadata": {},
   "source": [
    "## Breakeven rates of inflation-linked bonds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5f077c5",
   "metadata": {
    "tags": [
     "definition"
    ]
   },
   "source": [
    "**Ticker**: IMPINFB2Y_NSA / IMPINFB5Y_NSA\n",
    "\n",
    "**Label**: Breakeven rate of inflation-linked bond: 2 years ahead / 5 years ahead\n",
    "\n",
    "**Definition**: Implied breakeven inflation rate of inflation-linked bonds for: the next 2 years / the next 5 years\n",
    "\n",
    "**Notes**:\n",
    "\n",
    "* The breakeven inflation rates are calculated as the differences between nominal bond yields and real yields for inflation linked bonds of roughly the same maturities. For example, for the 2-year forward horizon, the nominal bond and the inflation linked bond are selected where the time to maturity for both bonds is approximately 2 years.\n",
    "* The nominal yield is the current mid yield of the sovereign-issued nominal bond.\n",
    "* The real yield is the mid yield derived from the inflation-adjusted coupon and secondary market price of the sovereign issued inflation linked bond.\n",
    "* In most countries, inflation-linked bonds are indexed to the regular headline consumer price index (CPIH). Two exceptions are Brazil (using the extended national consumer price index, IPCA) and the UK (using a retail price index, RPI)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c05786f6",
   "metadata": {},
   "source": [
    "## Breakeven rates of inflation swaps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6367836d",
   "metadata": {
    "tags": [
     "definition"
    ]
   },
   "source": [
    "**Ticker**: IMPINFM1Y_NSA / IMPINFM2Y_NSA / IMPINFM5Y_NSA\n",
    "\n",
    "**Label**: Breakeven rates of inflation swap (market convention): 1 year ahead / 2 years ahead / 5 years ahead\n",
    "\n",
    "**Definition**: Implied breakeven inflation rate (market convention) of inflation swaps for: the next year / the next 2 years / the next 5 years\n",
    "\n",
    "**Notes**:\n",
    "\n",
    "* An inflation swap is a derivative contract where one party pays a fixed rate cashflow and the other party pays a floating rate based on an inflation index, such as a consumer price index. The breakeven rate (or swap rate) for an inflation swap is the rate at which the fixed rate is equivalent to the floating rate making the swap price zero.\n",
    "* As the floating leg is linked to an inflation index, the breakeven rate provides a useful first proxy for market-based inflation expectations.\n",
    "* The inflation swap rate used for this indicator denotes the swap rate with a default lookback period for the underlying inflation index. The reference period with a lookback period is the market convention for inflation swap rates. The lookback reference periods for the underlying inflation index are as follows:\n",
    "    * Australia - 3m lag\n",
    "    * Eurozone - 3m lag\n",
    "    * Great Britain - 2m lag\n",
    "    * US Dollar - 3m lag\n",
    "* In most countries, inflation swaps are written on the main headline consumer price index (CPIH). In the euro area, the swaps are based on the harmonized index of consumer price inflation (HICP).\n",
    "* Disclaimer: JPMaQS is currently reviewing the Australia inflation swap data for July-August 2022. Please reach out to the JPMaQS team at jpmaqs_support@jpmorgan.com for further information."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a79cfbb",
   "metadata": {
    "tags": [
     "definition"
    ]
   },
   "source": [
    "**Ticker**: IMPINFS1Y_NSA / IMPINFS2Y_NSA / IMPINFS5Y_NSA\n",
    "\n",
    "**Label**: Breakeven rates of inflation swap: 1 year ahead / 2 years ahead / 5 years ahead\n",
    "\n",
    "**Definition**: Implied breakeven inflation rate of inflation swaps for: the next year / the next 2 years / the next 5 years\n",
    "\n",
    "**Notes**:\n",
    "\n",
    "* An inflation swap is a derivative contract where one party pays a fixed rate cashflow and the other party pays a floating rate based on an inflation index, such as a consumer price index. The breakeven rate (or swap rate) for an inflation swap is the rate at which the fixed rate is equivalent to the floating rate making the swap price zero.\n",
    "* As the floating leg is linked to an inflation index, the breakeven rate provides a useful first proxy for market-based inflation expectations.\n",
    "* The inflation swap rate used for this indicator denotes the swap rate without the default lookback period for the underlying inflation index. The reference period for the underlying inflation index is roughly similar to the swap start and swap end date.\n",
    "* In most countries, inflation swaps are written on the main headline consumer price index (CPIH). In the Euro area, the swaps are based on the harmonized index of consumer price inflation (HICP).\n",
    "* Disclaimer: JPMaQS is currently reviewing the Australia inflation swap data for July-August 2022. Please reach out to the JPMaQS team at jpmaqs_support@jpmorgan.com for further information."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b25f04",
   "metadata": {
    "tags": [
     "remove"
    ]
   },
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c24abc7",
   "metadata": {
    "tags": [
     "remove"
    ]
   },
   "source": [
    "Only the standard Python data science packages and the specialized `macrosynergy` package are needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "278f01ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math\n",
    "\n",
    "import json\n",
    "import yaml\n",
    "\n",
    "import macrosynergy.management as msm\n",
    "import macrosynergy.panel as msp\n",
    "import macrosynergy.signal as mss\n",
    "import macrosynergy.pnl as msn\n",
    "\n",
    "\n",
    "from macrosynergy.download import JPMaQSDownload\n",
    "\n",
    "from timeit import default_timer as timer\n",
    "from datetime import timedelta, date, datetime\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22b9153b",
   "metadata": {
    "tags": [
     "remove"
    ]
   },
   "source": [
    "The `JPMaQS` indicators we consider are downloaded using the J.P. Morgan Dataquery API interface within the `macrosynergy` package. This is done by specifying *ticker strings*, formed by appending an indicator category code `<category>` to a currency area code `<cross_section>`. These constitute the main part of a full quantamental indicator ticker, taking the form `DB(JPMAQS,<cross_section>_<category>,<info>)`, where `<info>` denotes the time series of information for the given cross-section and category. The following types of information are available:\n",
    "\n",
    "* `value` giving the latest available values for the indicator\n",
    "* `eop_lag` referring to days elapsed since the end of the observation period\n",
    "* `mop_lag` referring to the number of days elapsed since the mean observation period\n",
    "* `grade` denoting a grade of the observation, giving a metric of real time information quality.\n",
    "\n",
    "After instantiating the `JPMaQSDownload` class within the `macrosynergy.download` module, one can use the `download(tickers,start_date,metrics)` method to easily download the necessary data, where `tickers` is an array of ticker strings, `start_date` is the first collection date to be considered and `metrics` is an array comprising the times series information to be downloaded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5891b73b",
   "metadata": {},
   "outputs": [],
   "source": [
    "infb_cids_dm = [\"AUD\", \"GBP\", \"JPY\", \"USD\"]  # DM currency areas\n",
    "infb_cids_latm = [\"BRL\"]  # Latam countries\n",
    "infb_cids_emea = [\"ILS\", \"TRY\"]  # EMEA countries\n",
    "\n",
    "infb_cids_em = infb_cids_latm + infb_cids_emea\n",
    "infb_cids = sorted(infb_cids_dm + infb_cids_em)\n",
    "\n",
    "infs_cids = [\"AUD\", \"EUR\", \"GBP\", \"USD\"]\n",
    "\n",
    "cids = sorted(list(set(infs_cids).union(set(infb_cids))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dfe6b8e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "main_b = [\"IMPINFB2Y_NSA\", \"IMPINFB5Y_NSA\"]\n",
    "main_s = [\"IMPINFS1Y_NSA\", \"IMPINFS2Y_NSA\", \"IMPINFS5Y_NSA\"]\n",
    "main_s_mkt_conv = [\"IMPINFM1Y_NSA\", \"IMPINFM2Y_NSA\", \"IMPINFM5Y_NSA\"]\n",
    "main = list(set(main_b).union(set(main_s)).union(set(main_s_mkt_conv)))\n",
    "main.sort()\n",
    "econ = [\n",
    "    \"INFTARGET_NSA\",\n",
    "    \"CPIH_SA_P1M1ML12\",\n",
    "    \"CPIH_SJA_P6M6ML6AR\",\n",
    "    \"INFE5Y_JA\",\n",
    "    \"FXTARGETED_NSA\",\n",
    "    \"FXUNTRADABLE_NSA\",\n",
    "]  # economic context\n",
    "mark = [\n",
    "    \"EQXR_NSA\",\n",
    "    \"EQXR_VT10\",\n",
    "    \"DU02YXR_NSA\",\n",
    "    \"DU02YXR_VT10\",\n",
    "    \"DU05YXR_NSA\",\n",
    "    \"DU05YXR_VT10\",\n",
    "    \"FXXR_NSA\",\n",
    "    \"FXXR_VT10\",\n",
    "]  # market links\n",
    "\n",
    "xcats = main_b + main_s + main_s_mkt_conv + econ + mark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d7ca88bb",
   "metadata": {
    "tags": [
     "remove"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum number of tickers is 176\n",
      "Downloading data from JPMaQS.\n",
      "Timestamp UTC:  2023-07-14 15:05:21\n",
      "Connection successful!\n",
      "Number of expressions requested: 704\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Requesting data: 100%|█████████████████████████████████████████████████████████████████| 36/36 [00:11<00:00,  3.21it/s]\n",
      "Downloading data: 100%|████████████████████████████████████████████████████████████████| 36/36 [00:23<00:00,  1.50it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Download time from DQ: 0:00:43.203206\n"
     ]
    }
   ],
   "source": [
    "# Download series from J.P. Morgan DataQuery by tickers\n",
    "\n",
    "start_date = \"2000-01-01\"\n",
    "tickers = [cid + \"_\" + xcat for cid in cids for xcat in xcats]\n",
    "print(f\"Maximum number of tickers is {len(tickers)}\")\n",
    "\n",
    "# Retrieve credentials\n",
    "\n",
    "client_id: str = os.getenv(\"DQ_CLIENT_ID\")\n",
    "client_secret: str = os.getenv(\"DQ_CLIENT_SECRET\")\n",
    "\n",
    "# Download from DataQuery\n",
    "\n",
    "with JPMaQSDownload(client_id=client_id, client_secret=client_secret) as downloader:\n",
    "    start = timer()\n",
    "    df = downloader.download(\n",
    "        tickers=tickers,\n",
    "        start_date=start_date,\n",
    "        metrics=[\"value\", \"eop_lag\", \"mop_lag\", \"grading\"],\n",
    "        suppress_warning=True,\n",
    "        show_progress=True,\n",
    "    )\n",
    "    end = timer()\n",
    "\n",
    "dfd = df\n",
    "\n",
    "print(\"Download time from DQ: \" + str(timedelta(seconds=end - start)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f7416ca",
   "metadata": {},
   "source": [
    "# Availability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f5ed0bba",
   "metadata": {
    "tags": [
     "remove"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing xcats across df:  set()\n",
      "Missing cids for IMPINFB2Y_NSA:  {'GBP', 'USD', 'BRL', 'EUR', 'AUD', 'ILS', 'JPY'}\n",
      "Missing cids for IMPINFB5Y_NSA:  {'EUR'}\n",
      "Missing cids for IMPINFM1Y_NSA:  {'BRL', 'JPY', 'TRY', 'ILS'}\n",
      "Missing cids for IMPINFM2Y_NSA:  {'BRL', 'JPY', 'TRY', 'ILS'}\n",
      "Missing cids for IMPINFM5Y_NSA:  {'BRL', 'JPY', 'TRY', 'ILS'}\n",
      "Missing cids for IMPINFS1Y_NSA:  {'BRL', 'JPY', 'TRY', 'ILS'}\n",
      "Missing cids for IMPINFS2Y_NSA:  {'BRL', 'JPY', 'TRY', 'ILS'}\n",
      "Missing cids for IMPINFS5Y_NSA:  {'BRL', 'JPY', 'TRY', 'ILS'}\n"
     ]
    }
   ],
   "source": [
    "cids_exp = cids  # cids expected in category panels\n",
    "msm.missing_in_df(dfd, xcats=main, cids=cids_exp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "530f91bd",
   "metadata": {},
   "source": [
    "Outside the U.S. and Euro areas, history of breakeven inflation rates is limited, with data typically starting in the 2010s. Swap data is available only for selected developed markets, whilst emerging market breakeven rates are available only for certain tenors.\n",
    "\n",
    "For the explanation of currency symbols, which are related to currency areas or countries for which categories are available, please view [**Appendix 1**](#appendix1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8c43d9e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: 2023-07-14\n"
     ]
    }
   ],
   "source": [
    "xcatx = main\n",
    "cidx = cids_exp\n",
    "\n",
    "dfx = msm.reduce_df(dfd, xcats=xcatx, cids=cidx)\n",
    "dfs = msm.check_startyears(\n",
    "    dfx,\n",
    ")\n",
    "msm.visual_paneldates(dfs, size=(20, 5))\n",
    "\n",
    "print(\"Last updated:\", date.today())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8525107a",
   "metadata": {
    "tags": [
     "remove"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = msm.check_availability(\n",
    "    dfd, xcats=main, cids=cids_exp, start_size=(40, 8), start_years=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77967098",
   "metadata": {},
   "source": [
    "All available data is of the highest grading."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4517774c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cnJw0e/Zs/fLLL4qMjNTatWu1fPlyPfXUU0pLS9Nnn31msb1FixZp4cKFcnJy0tSpU7V+/XojnqCgoBxHdUyfPl3Lli3TE088oa+//lpbtmxRZGSktmzZouHDh8vOzk5hYWHavHnzHd93sw4dOkiSli9fbnVNFfN72apVq1wTCWb/7//9P/3rX//S5s2bFR0drfXr12vkyJGSMm8Q/vzzz5IkV1dXzZ8/37gJWq1aNc2fP994r27duqWBAwfq0qVLatGihTZu3Kjly5dryZIl2rp1qzFCJi4uThs3bjT2f+PGDb333ns6f/68GjdurF9++UVRUVFat26d/vvf/+r69evatWtXtrhPnTplJKg6deqkLVu2aPny5VqxYoVWr16tZ555Rn/99Zf69euXp/dBkjZv3qzp06fL3t5ew4cP18aNGxUZGanNmzfrtddey/H/2Wznzp0aMGCA1qxZo9jYWEVFRcnBwUHbtm3T7NmzZW9vr/Hjx2vz5s2KiorS6tWrtXbtWuMG7WeffWbx/7pjxw5NmTJFkjR48GBt2rTJiCc0NDTHUS9//fWX3n//fd24cUP//ve/9dtvv2np0qVavXq1Fi9eLG9vb23dulWjRo0y2qSnp2vMmDFKS0vTwIEDjRhjY2MVGRmpsmXL6sCBA/rxxx9zfR9feuklzZ8/31ijqUmTJpo/f77mz59vkTC8dOmSzpw5oyVLlmjx4sXauHGjevXqJUn69ttv9cMPP8jR0VEjR47U1q1bFRERoY0bN2ratGkqUaKEYmJiNHHiRKsxzJs3T6Ghodq4caMWL16s9evXy2QyKSMjQ//5z38UHx+vr7/+Wr/88ouWLl2qxYsXy9nZWRcvXszxe+Vubdq0yRih0r59e6P8/PnzkjKTlTkx39g3r+uVtd1jjz12V+3Mo03udn+5udd4JMnLyytfE0IPWjy7d+/W0KFDlZqaqk6dOln0pyVLlsjb21v79+9Xnz59lJaWlq39woULVbVqVa1cuVKxsbFasWKFwsPD5ezsrPPnz+vbb7816ppHs95+Hjl8+LCOHz9u/Hx7kn3Dhg3KyMhQw4YNjWT1pEmTtH//fnl5eWnVqlVavXq1IiMjtWnTJn399dcqXry4zp07Z6z9dbuczr33+l02YcIEXb16VaGhodq8ebMWL15svCfe3t46deqUsb4bAAB4uJGkAgAAgKTM5Mj169dVrFgxixEE5cqVU4MGDSRlJpiyMidW1q1bl226sL179+rgwYMWyazU1FTNmDFDkjR+/HiLZJidnZ1CQkKMEVQzZsyweoPP399fISEhxs/mm7ObN2+Wo6Ojunbtmu2GZJUqVfTWW29Jkvbv32+Up6enG/EMGjTIYrulS5fWlClTsk3/JmXeGJ4zZ46kzNE5WddIcXBwUGhoqLp166aMjAxNmzYtW3trgoKC5OLiotOnT2e74Xjz5k2tXLlS0v+953lRvXp1jR8/XiVLlpSU+R6/+uqrxjHt2LEjT9v566+/dPHiRRUtWlRhYWHGaDpJKlKkiHr16mWMHMn6/kZGRurYsWOqWLGiZsyYYXEjvVmzZho7dqzV/X3zzTe6ePGimjdvrrFjx6pUqVLGa56envriiy/k4uKiuLg4bdiwIU/HYP5/6Natm0JDQ40p3JycnDRixIhcb2K7u7sbnyHp/z53GzduVNGiRdWyZUt17NjRYmq4J554Qu+9956kzKkLs05fZb75+q9//Us9evQw2hUrVkzDhw9X/fr1rcYxY8YMpaam6rXXXlO/fv1UrFgx4zUfHx999tlncnBw0LJly3Tw4EFJmTf4z5w5I0nq1KmTxUi3p59+Wv3791eLFi2Mm/z5pWvXrsY6SUWLFpWLi4tu3LhhHPt//vMfvfrqqxbvWXBwsMLCwiRJP/74o8X0Z2ZVq1bVsGHD5OTkJEkqVaqUXn31VUmZfXrQoEEWfbJ69erGd9rdTMOZE3OiMCMjQyaTSS+//LLx2rVr1yTJ4v/ldua4s04Jl5d25teytjM/v9PaYNba5eZe4ykoD1I8n332mdLS0hQYGKixY8da/NFAjRo19PXXX8vJyUl79+7VihUrsrUvUqSIPv/8c1WqVMkoM0+fJ8liTa2sSaqsSW7zKKq6detKyj7FofkPEMzrpqWlpSkuLk52dnYaOnSoMQrUrHHjxsb5L+t3eFY5nXvv9bvsr7/+kiR17NjR4vPr4eGhwYMH67nnnmPtMAAAHhEkqQAAACBJxppAzZs3zzZSx5xMOnz4sEUCxd/fX97e3rp+/boxCstsyZIlkjKTL+a/5N61a5fOnj0rZ2dnPf/881bjaNeunezt7XXq1Cmr6zPltCbJlClTtGfPHvXv39/q6+b1YVJTU42bfb///rvOnDmjokWLZptKScq8mWi++Z3Vhg0blJqaqqpVq+rpp5+2ur8XX3xRkrRnz548ra2RdRo/8xSCWfd38eJFubu7KyAgINdtmTVr1kx2dnbZyitXriwpc/RcXjz99NPavn27tm/fbnUkQ2pqqpG4Mt9MljLX65IyR5pYW58nODjY6tRr5nZZk5hZlS9fXo0aNZL0fzdj7+TUqVPGemRdu3a1Wuf111+/4zb8/PysvpcDBgzQnj17NHnyZKvtzAkJ6f9unl+7ds24qZx1lGFWXbp0yVaWmpqqX375RVLO743JZFL16tWVkZFhvDePPfaY8f8zYMAA7dq1y+KGd6dOnTRz5kx16tTJ6jbvlbW+GhcXp0uXLsnR0dFq35KkkJAQubm56datW8Y6U1k1adIk2zpRWW9mW0s4Pv7445KU57W3cvLHH3+oW7duSk5OVpkyZfTZZ59Z3GA3JwCtfVbMzOsHZa2Tl3Zmd9vOvL+c1tay5l7jKSgPSjxXr141+m5O3xkeHh5Gcmjt2rXZXvf19bU6Tam172U/Pz+VLVtWFy9etEiwmkdW9enTR3Z2dtq+fbuxNlpqaqp+/fVX2dvbG9PwOjo66qefftLu3bvVrFmzbPvOyMhQiRIlJOWc5LPWn+/1u0ySMU3oRx99pK1bt1qsbdm8eXPNmjVLb7/9ttW2AADg4cKaVAAAANDBgwe1Z88eSdZvfrds2VIlSpTQ1atXNX/+fIu/jO7QoYM+/fRTRUdHGzep0tLSjL8gz3rj6sCBA5IyRwbldINayrwhmZ6err///lu1atWyeO1OaxA5ODgoNTVVW7du1d9//61jx44pISFBf/31l5KSkox66enpsre3N+Lx9va2SCZk5evrm63M3O7kyZN65ZVXrLbLupD933//rXLlyuUYt1nHjh21aNEirV69Wh999JERU9ZpE+/mBqz5xvztzNs139TMKycnJyUkJOh///ufjh49qmPHjungwYOKj4831iLKmvww/0V+1rVSsrKzs5OPj49OnTpllF25csWYxuqLL77Q3LlzrbY11/n7779zjfvAgQPGTdic1gqy9v+c1Z0+d3Z2drK3t1dcXJwOHjyoY8eO6ejRo4qPjzfW0pH+7705ceKEUlNTJVmuZ5RVjRo1spUlJCQY7UaPHp3j6JkTJ05I+r/3xsHBQQMGDNCIESO0YcMGbdiwQaVLl1ZAQIAaNWqkZs2aWV2D5n5Ze8/MMXl5eeU4bWXWz8Xhw4ezvW4t1qxrV1mb+s7R8f4vfTds2KB+/frp6tWrKlOmjL755ptsI1LMN/rN/cEa82tZv3Pup11ycvId25k/M3cahXS7e42noDwo8Rw7dsxIptzpO8PX11fLly+3+vnNaU00c9xZRxDb29urWbNmioqK0ubNm1WzZk2lpaVp27ZtKlOmjOrXr6+qVavqwIED2rt3r2rVqqVff/1VV69elZ+fn8qXL2+xj2LFiuncuXPGGoeJiYn6+++/tW/fPiUnJ0uS1elmJev9+V6/yyRp4MCB+ve//63du3erW7duKlGihOrWrauGDRuqWbNm2foWAAB4eJGkAgAAgCIiIozn//73v+9Yd+3atTp79qxx86t9+/aaNm2afv31V50+fVqPP/64Nm/erHPnzunJJ5+0WDTd/BfiqampFlMa5eTSpUvZynK6AXnz5k3NnDlT8+fP18WLF41yBwcHVatWTbVq1TLWkDEzr11ivgFqjbUb6ebjSElJuefjsMbPz0+VK1fW33//rXXr1ikkJETJyclav3697OzsLNa+yYs7TQEmWSbScrN792598skn2dYXeeyxx9S0aVP9+eef2aZmM/8/3M37m3WkS07TTmWVl9Fg5v9n84i+vMRxu5xu8GdkZOi7777TN998o9OnTxvldnZ2qlSpkl588UUjyWhmvhl8p5iyTnFolvVY//e//90x3tvrd+rUSV5eXvp//+//acuWLUpOTtbq1au1evVq2dnZqVmzZho1alS+Jqus9VXz/695CsqcmP8/rly5ku21O32epLsbMZRXP/zwg8aPH69bt24Z69BZuylvHmmY9TvodubPY9bE9f20S05Ovqt2GzZs0KxZs6zW7d27t5o2bXrP8dyLBy2eO8n6/XSnz/CdPr9ZE6p58fzzzysqKkqbNm1S7969tXv3bqWkpCgoKEj29vaqX7++Dhw4oF9//VW1atUyRh+aR3OZnTlzRhMnTtSqVassRi0VL15cNWvW1K1bt+44Bay1/nyv32VS5ojIiIgIffXVV1q/fr2uXLliJNEnTJigOnXqaMyYMcaUoQAA4OFFkgoAAOARd/PmTUVHR0vKvJlkbVo2KfNm/OnTp3Xz5k1FRESod+/ekjL/KrxRo0bauHGjVq5cqW7duuU48se87aefftqYXjC/jBw5UlFRUXJwcFDnzp1Vt25dPfXUU8Yoqc2bN2dLUpnjudMUYNZuMprbBQUF6bPPPsvHo8h8z6ZMmaJly5YpJCREMTExSk1NVb169XIcBVTQDh06pNdff13Xr19X1apV1bFjR1WvXl1VqlQxRgV06dIlW5KqePHiunnz5l29v1k/f8uWLVO1atXuO/57/X/Oi5kzZxrrmoWEhKh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      "text/plain": [
       "<Figure size 2000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = msp.heatmap_grades(\n",
    "    dfd,\n",
    "    xcats=main,\n",
    "    cids=cids_exp,\n",
    "    size=(20, 4),\n",
    "    title=f\"Average vintage grades from {start_date} onwards\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3f715111",
   "metadata": {
    "scrolled": true,
    "tags": [
     "remove"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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69WrNnz/f1F/dLjU1VZ988omWLFkiLy8v1apVS97e3tq+fbtGjRqlFStWaOLEiQoICFCpUqXUsmVL/fXXXzp9+rSqVKmikiVL2v2gvF2zZs20efNmu744vfpWs2bN0tq1a1WhQgXVq1dPu3bt0pIlS3T8+HHVq1dP48ePV9WqVVWnTh1t2rRJY8aMUUxMjPr06WN7jcweu47Mnz9fvXv3VmpqqipWrKiaNWvq4MGDmjRpklauXKkpU6aoRIkS6b7GxIkTNXz4cOXKlUvVqlVTlSpVdOHCBe3du1eHDh3S/v37bUnWW3333Xf6448/FBQUpMcee0w7d+7UTz/9pHXr1mnKlCnKnz+/JOnUqVN67bXXFBUVpZCQEFWoUEEXL17U2rVrtXbtWn355Zd67rnnbK/rbLydOXNGr732ms6fP6+HH35Yjz32mI4dO6auXbs61e842860REZG6qWXXlJ8fLyqVq2qxMREbd++XcOHD9eZM2fUt29fW924uDh16tRJe/bsUf78+VW3bl0lJCRo27Zt2rx5swYMGKBXXnnFVr9Pnz6aM2eO8uTJo8qVK8vX11c7d+7UsGHDtH79ev344493PLaszp07pxdffFGpqamqXr26Tp8+rb179+rdd9/VgAEDNHToUFt87t+/X6tWrdKePXv0+++/y8fHJ83XTU5O1ltvvaUtW7bI399fDRo0UFRUlL755ps0ZxvNmTNHX3zxhSSpRo0a8vPz08aNG7Vjxw5T4jq9983M2MSR6dOna/DgwUpNTVVoaKiKFi2qQ4cOadasWfrtt980btw4Va5cWT4+PmrZsqXOnDmj3bt3q0SJEqpateodZ1U507/d6tq1a2rTpo3i4+NVu3ZtxcbGasuWLdq8ebO++OILvfrqq7a6zvbDmYmt9evX68SJE6pVq5ZtTdny5cvr77//1tKlS02/I27cuGFb7sg6AeHff//Vq6++qqioKJUrV05hYWGKj4/X3r17tWDBAq1evVqLFy9WsWLFbH394sWLJUlPP/203Nzc0t3Wzo5jrL777jutXLnSdoJg7969WrFihTZt2qQFCxaoZMmS6b6vVWRkpF555RVdu3ZNderU0dWrV7VlyxZt3brV9Jsoq8bXpUuXTrM9p06d0quvvqqLFy+qSJEiatKkiaKjo7V582Zt3LhR7777rrp162bXJmePZ2clJCSobdu2OnXqlKpWrapy5cpp8+bN+uGHH3To0CG7ZFxaMtNOZ8aUL774ov744w8tXLjQYbzMnz9f7u7utu+IKVOmaMiQIfLx8VH16tXl7e2t/fv3a/r06fr999+1cOFCFShQwO41GjRooFy5cmnevHnq0qWLk1sRDyQDuM/8+uuvhsViMbp3724kJiYa1atXN+rWrWvcuHHDrt6GDRsMi8VizJw509iyZYthsViMV155xa5O27ZtDYvFYgwZMsRISkqylf/1119GjRo1jEqVKhlHjx61lQ8cONCwWCzG22+/bSQkJNjKf/nlF8NisdjaZeXofVesWGFYLBbjpZdeMuLj4+3a89NPPxkWi8UIDw+3K2/cuLFhsViMevXqGQcPHrSVnzlzxqhVq5ZhsViMNWvW3HHbrV692rBYLEatWrWMvXv32soTExON3r17GxaLxXj++eeN1NRU22OjR482LBaLMXLkyDu+vmEYxtChQw2LxWK0atXKuHTpkq380qVLRqtWrQyLxWIMGzbMVm7dRhaLxWjXrp1x9epV22Nz5841LBaLUbt2bVv59u3bDYvFYrz22mt2++zy5ctG06ZNDYvFYmzfvt1WPmrUKFv9y5cv28ojIyON5557zrBYLMYvv/xiK7fGl8ViMZYuXWorT0lJMQ4ePGhYLBbj6aefNn3uGTNmGBaLxRg0aJCt7OmnnzYsFouxYsUKu7oXL1607dOFCxfayk+fPm1YLBajQYMGdvUdlV+8eNEIDQ01goKCjLlz59rVnzNnjhEUFGRUrVrVuHDhgq38tddeMywWixEaGmr8+eeftvLo6GgjPDzcsFgsxtSpU02f7Xa37rOXX37ZiImJsT02c+ZMw2KxGPXr17fbl5988olhsViMDz/80IiLi7OVHz9+3HjssccMi8VibNq0yVZujbvy5csbu3fvtpWnpKQYhmHY3j85OdkwDMO4fv260aBBA8NisRhjxoyxi+G1a9caISEhRsWKFY39+/fbyp09nu+0PW49zvft22dYLBajWbNmdnFnGIaxePFi2364NYZ79OhhWCwW45NPPrErnzhxoq09n376qa28ffv2hsViMTZs2GD3+tb6HTp0uGPbDcMwXn31VcNisRjHjx83PWaNmUaNGhlRUVGGYfzfPrgXfZl1X7Rs2dKIjIy0lW/fvt2oUqWKYbFYjMaNG9vKk5KSjGbNmhkWi8X4+eef7eJg9erVRqVKlYyaNWva9snZs2cNi8ViPP7443bxmpCQYLRu3dqwWCzGggUL7rgNJ0+ebFgsFqNp06bGyZMnbeVXr141OnfubFgsFuP999+3e86nn35q6n/Sk1Zf7KjcWnb7MX3hwgUjNDTUdmxt3LjR9tjGjRsNi8ViVKlSxe771NljNy3Hjh0zKlWqZFSpUsWu/0lJSTFGjhxpOoYc9XsRERFGpUqVjFq1apnidfv27UbFihUNi8VinD9/3lZu3c4Wi8X43//+ZyuPi4szOnbsaFgsFmPAgAG28l69ehkWi8WYNWuW3ev//vvvtmPaytl4MwzDePvttw2LxWL07dvXtp1TU1Nt31UZ/b51pp2OtqW1zGKxGG3btrVro3WsULFiRePKlSu28kGDBhkWi8Vo3769ERsbayvfs2ePERoaalSqVMn2OnPmzLF9X546dcpW9+rVq0anTp0y/Dlvbedrr71mi8HU1FSjS5cutsc+++wz2/dBXFyc8fjjjxsWi8VYsmSJ7bUcHSvjx4+3jVlu/S5bu3atUalSJVNcnjt3zqhcubIRHBxsF8eXL1+2jSksFotx4sQJ22PWfu/WMmfHJmk5cOCAUb58eSMkJMRYu3atrTwlJcUYM2aMYbFYjIYNG9p9x906js4IZ/u3W/dZixYt7PruDRs2GJUqVTKCg4ON06dPG4bhfD/sbGzdOma5tQ9ISUkxoqKibH3Krd+7hmEY69ats40RrKzH74QJE+zqxsbG2sa433//vd1jt49X0irPzDjG2r+VL1/ebjx5/fp145VXXjEsFosxfPhw405u3WePP/64XR+6Zs0ao2LFikblypWNs2fP2sqzcnxtGObjJDU11Xj++ecNi8Vi9OnTx0hMTLQ9Z8+ePbYxw+rVq23lzh7P6XG036xlTz31lF3s7du3z/b6hw8fvuNrO9tOZ8eUycnJRr169YygoCC7dhrGzd+4FovF6NSpk2EYN38DhoaGGrVq1TIiIiJs9ZKTk43333/fsFgsxnfffefwc7z88sumvg3/XVyqjPual5eXmjRposuXL2v79u12jy1btkyenp56/PHHHT53z549dpf/3bqmRmhoqN555x0lJydrypQpkm5OKbfePWrIkCHKkyePrf5LL71kmxF3J8nJyWrSpIm6d+9uummK9Uz9mTNnHD63c+fOKl++vO3v4sWL2y7Ty8jlCNaZeD179lRISIit3MvLS/3799fDDz+s/fv3a8uWLRn6LLdLTEzUrFmz5O7urpEjR9qdnSpQoIBGjhwpd3d3zZgxQ9euXbN7rqenpwYNGqR8+fLZylq1aqXGjRsrOjpav/32m6Sbl3hZX+/WfRYYGKhBgwZp2LBhKl68uKSb+2zq1KnKlSuXRowYYTeDr2DBgho4cKCkm3eTvV2RIkXsLnF3d3dX+fLlbZdt3r69rZdlPvvss5JunmkPDg5Wq1atTDFYqFAh2+yutPb1ncyePVsJCQl69tln1apVK7vHXnzxRT333HO6du2aw0sIWrdubXdm3d/fX88884wkpXlpnSOenp4aOXKkbaaOdDOGGzVqpMjISK1atUrSzct6lixZooIFC2ro0KHKmzevrf4jjzyiTz/9VJLj/WC91N3K3d3x19Ly5csVERGhmjVr6v3337c7q9+oUSO99dZbunHjhiZOnCgp647ntMTGxuqJJ55Qt27dTDNHn376afn5+SkhIUGXL1+WdPNSnCVLlsjf318DBw60i+2OHTuqfv36pveIjIyUJNPlxW3btlWvXr0ytF5hUlKS/vrrL+XJkyfd9c+effZZ22wS6z64F32ZdeH+wYMHq2DBgrbyGjVq6O233za97sqVK3Xq1Ck99thjeuONN+zioEmTJmrdurWuXLmiuXPnSpLtkl1/f3+7WUl58uRRnz59NHjwYLu+Mi2TJ0+2tfPW7ZgvXz6NGDFCvr6++v33302XYGU3i8Wi1157zfZ3kSJFVLNmTUk374x4a1zVr19f+fLlU3x8vC227ubYvd2UKVOUnJys999/367/cXd3V7du3WSxWLRr1640lxWQbu6v8PBwdenSRY888ojdYzVq1FC5cuUkOY67+vXr66233rL9nTdvXg0fPlyenp6aN2+eEhMTJf3fcXX72pPh4eH64osv1KNHD9slYc7G24ULF/THH3+oQIEC6tOnjzw8PCRJbm5u6tq1qypUqJDuNryVM+28k759+9r1U02aNFGJEiV048YN26WXSUlJ+vXXX+Xp6amvvvrKbmZ65cqV1aZNG5UrV872HWKNiaFDh9rNdsqXL5+GDh2qXLlyafr06RmeoSdJn376qS0G3dzc1KJFC0k3xzC9evWyzVTOmzevbeb/nY65WbNmSZIGDRpk913WqFEj0zIz0s2ZOtevX9crr7xiF8eBgYEaOnRohj7H3YxNbjdlyhSlpqbqzTfftJvZ6u7urvfff1+1atWyLUeRWXfTv/Xt29eu7w4LC9Mrr7xiiyfJ+X44s7Hl6elpd1m2u7u7AgIC1KBBA8XExGjTpk129a3jultn7hYrVkzNmjUzzaT39fVVy5YtJWV+XOfsOOZWTZo0sY3jJCl37ty2mWbOjOukm7M/b+1XGjdurNatW+v69euaN2+epKwfXzuyY8cO7d+/X6VKlVK/fv3sZpBWrlzZ9v3z888/28qdPZ4z6+OPP7aLveDgYFWrVk1Sxn6POdtOZ8eUnp6eeuaZZ2QYhhYuXGhX37oPrb8drl69qoSEBHl7e8vf399Wz9PTU927d1f//v3t+pZbWf7/u7Fv3br1jp8ZDz4Sh7jvPfXUU5JkSyxJN7/QVq1apXr16qV5uac1OVarVi2HX1rWTtK6fuK+ffsUHx+v4OBg03RtSWkmKG/XokUL/fDDD6pdu7Zdew8ePGgb2KWkpDhc48LRZcLWy7DvtK7GjRs3tGvXLrm5uemJJ54wPX5rkjWzXwD79u3T9evXVbFiRYdJiFKlSikkJESJiYmmNdhCQkL08MMPm55jTeDs3LlTkmyXQixfvlydOnXSnDlzbOtv1K1bVy+88IItkbJ//35dvXpVZcqUcbgIeEhIiAoUKKDjx4/bfoRZWb8Mb2cdQC5dutRWduHCBe3cuVNlypSxDW7z5s2rYcOGmX5IXLx4UevWrdOhQ4ckyakfTbeyJsqt8X8766DM0fqftybirKzbx9EakWmpWrWqwxv/hIeHS/q/ONq+fbtSUlJsl0rdrkGDBnJ3d9fOnTtNcZ/Wfrid9XNmdHtk1fGclnr16mn06NG2H7bSzWPw2LFjmjt3ru0HvXX/b926Vampqapfv75dEtPK0TFrTQC1bdtWI0aM0LZt25ScnCwvLy917NjR4ZqYt4uMjFRycrKKFi2a5uBdksPLYrO7L7t8+bIOHz6sQoUKqXLlyqb6jraJtV+//ZIzK2u/bo3NcuXKyd/fX3/99ZdefvllTZ06VSdOnJB0s3946aWXVKZMGYevZXX+/HmdOXNGAQEBDi8N9/X1tSUx0lqPN7s4usTd+p3oKEnl5+cnSbYk2t0cu7dLb9+4ubllaBtVrFhR33zzjTp06GArS01N1cmTJ7VkyRLbWmiO1s+79Vi0KlKkiCpXrqyEhATt2bNH0v8dVx9++KEGDx6s9evX2/rFV199VU888YTtWHE23qyfrW7duqbLKN3c3NJdLuB2zrQzPd7e3g6P79uPR2ufWalSJYffp59++qnmz5+vOnXq6OLFi/r333/l6+vrMPFepEgRlS9fXlevXtWBAwcy9Hm9vLxUsWJFuzJrLBcvXtwWu1a3x7IjEREROnnypAoVKuTweHD0PWD97nX0Q7pChQp3vNReuruxSVrtycxYICPupn8rXLiw3feDlfUkkXUtcWf64buJrVKlSjn8fnU0rktMTNSqVavk5+dnt45uv3799N1339mS/pJsl87u2rVLUubHdc6OY27laFxnPYadGdc99NBDtgTYrW4f12XH+Pp21s/ZrFkzh0sxPfnkk7ZL2pOSkjJ1PGfW3fwey0w7nR1TSjcnEUjSokWLbGVJSUlavny58ufPb/u+KVCggMqUKaPz58/rueee07hx43T48GFJN08QtmnTRpUqVXL4Waz93a1rqeK/izUOcd+rX7++/Pz8tHLlSn3xxRdyd3fXxo0bdeXKFYc/FKysndzUqVNts1ocsSalrDPd0roLXUYGi1ZxcXH65ZdftGHDBh0/flwRERFKTU21O7toOFi76/aBsSS7tcDSExMTo+TkZAUEBNjN6nP0Ge40UE2LdRtZZ/yl9R579uyx1bVK6znWs57W+sWKFdNXX32lL774Qps2bbKdIS5XrpzCw8PVpk0b25e3dR8fPnz4juuBnT9/XoUKFbL9fesZwFu1bNlSI0aM0PLly23rqixZskSGYdhmG95q165dmjNnjg4cOKBTp04pPj5ekmz72tF+zog7bev09qWjz2YdBGd0hookh4leybzPrPthzZo16e6HhIQEXblyxS7Zn9Z+uN2dtof1zLB1ZkNWHs9pSUxMtK159O+//+r8+fO2RbZv3//WbXT77EErRwnaTz75RGfPntWGDRs0btw4jRs3Tj4+PmrQoIGeeeaZDCUhrGen0+oTrBz1PVL29mV32iaO9rX1OcOGDdOwYcPS/DzWft3b21ujR49Wjx49tHfvXtsJjZIlS6pZs2Z65ZVXTDPbbpfRfk/KfN+aWY6OH+u+uX09slsfs7qbY/d21m3+/PPPp9vmO/0ASUlJ0YoVK7R06VIdO3ZMZ8+etSUK0+tX0+qvrPFl3Y+vv/66/vnnHy1YsMA2PvDy8lKdOnXUokULtWzZ0tZfOhtvWdnvONPO9Pj6+jpcd816PFq3ZVoznB2xft6rV69m6LvXUdLDUTtvT4Q6E8uOWG9QltadzR3tD+s+TO85d5pxdjdjk7Tak5mxQEbcTf+W0XGdM/3w3cRWWuOJxo0bK3/+/Fq9erUSExOVO3durVmzRteuXVPr1q1NSf7Dhw9r5syZ2rdvn06dOqXY2FhJ2T+uu30cc6ucGtdl5fj6dtb3Sqtf9PHxUWBgoCIjIxUVFZWhYzOrpDeGudP+z0y/Izk3ppRu3hW6atWq2r17t/766y9VqVJFq1at0pUrV2zrk1uNGjVKXbt21T///KMRI0ZoxIgRKly4sBo3bqxXXnnFdNLGyjrz3DqWxH8biUPc97y8vNSsWTPNmzdP27ZtU506dbRs2TLlzp073R/O1i/SkJCQdH8YWjvjOw1CMzJAl25OYe/QoYMuX76sAgUKKDg4WE899ZQqVKigWrVqpTkdPCNtSI/1yyS917DWyehi5Vn5Hrlz5063/q1nG5s3b66GDRtqzZo1WrdunbZs2aKjR4/q6NGjmjx5siZNmqTKlSvb9vFDDz2k6tWrp9v2Wy/BS+8zFCpUSHXr1tXGjRv1999/Kzg4WEuXLpWbm5vdZSLSzbvxzZgxQx4eHipfvryefPJJPfroowoNDdWGDRsytIByWu60rdPbl3cTR7dKK+at7337oPXRRx916lI8KeNtzej2sF4CnFXHc1ouXryo1157TSdPnpSfn59CQkLUuHFjBQUFqVatWurQoYPdXaytg7+0BviOBqL58uXTzz//rIMHD+r333/Xpk2b9Pfff2vFihVasWKFmjdvbrp76O2s73unga6jmUvZ3ZdlZptY69auXTvNm2JJsktw1a5dW6tXr9b69eu1Zs0abd68WadPn9bEiRM1bdo0ffvtt+leun4v+tbMysgNs9JzN8fu7awzElu0aJHuTLhbL2G/XXx8vDp06KC9e/fKx8fHdgdji8Wi6tWra+DAgaZlS6wy2l/lypVLX375pd599139/vvv2rBhg3bv3q3169dr/fr1mjNnjiZOnCgvLy+n4+1Oce/M/nKmnenJaB/rzB1JrXWti/6nJ72k2K3uNpYdycz3QFbsw7sZm9zubsYCGZGd47pbl+TIaD98N7GV1mfw8vLSk08+qdmzZ2vt2rV64oknbLMPbz8h/PPPP+vrr7+WdHPmXMOGDVWuXDmFhITo5MmTGjBgQLptSo+z45hb3atx3e0n+LJyfJ3We2akjpeXV7aP6251N9s7M+10dkxp1apVK+3evVuLFi1SlSpVbJctv/DCC3b1goKCtGzZMm3evFlr1qzRpk2bdOLECc2ePVu//PKL+vbta3czIytrHDh7x2o8mEgcwiU8+eSTmjdvnn777TdVrVpVa9asUaNGjdKdRWMdUNSvX18fffTRHd/Dembo7NmzDh+/fQZdWgYOHKjLly/rrbfe0scff2z3A8p6mVV28Pf3V65cuRQTE6O4uDiH2+b06dOS5PDSzYyw/nBK72y79T1uXfNGSnv7Wbf37Wfm8uXLp2eeecaWrNu/f79GjhypjRs36ttvv9X48eNt+7ho0aIaMWJEJj6RY88995w2btyo3377TXnz5tWBAwdUq1Ytu1lh27Zt04wZM1SsWDGNHz/edJe0Wy+tz4zChQvr+PHjOnPmjMM7cVr3QWb3ZUZYz5rezjp4se4z636oUKFClu6HW90p9m6P7aw6ntPyzTff6OTJk3rmmWc0ZMgQ0w8q6wwFK+sMJOtsitulta2lm9u1QoUK+vDDD3X16lUtX75cQ4YM0bJly9ShQ4d0Z/NYz/xHRUVl5GPZye6+zLqP0tomjsqtsdayZUu7uz/eifUElPVk0z///KMff/xRixYt0tdff51u4vBu+r37XVYeu4ULF9bZs2f14Ycfpjmr5U4mTJigvXv3ql69ehozZozpe+z24+pWd+qvbp9J98gjj6hz587q3LmzEhIStHbtWg0YMEA7duzQypUr1aJFC6fjLTv6nYy0MytYP2ta2/H48ePauXOnKleubKubO3fubOvzs4J1fzj6wS053h9FihTR0aNHdfbsWYffvRnZh1k5NilcuLDOnDmjM2fO2Nb4vJUrjesy0g9nV2w999xzmj17tn777TfVr19f69atU4kSJeySYqdPn9b/+3//T76+vho3bpzpctWMrG2XHmfHMdnB2XFdVo+vb3Wn7XHt2jVFRUXJw8ND/v7+tuSVM8dzTshMv+PsmNKqefPmGjp0qH7//Xd99NFH2rRpkywWi8PL/D08PBQWFqawsDBb+6ZMmaKJEydqxIgRat26tSlpHR0dLSnjs0jxYGONQ7iEevXqyd/fX6tWrdLatWt17do1u4V3HbGuD7RhwwaHM1pWrVqlp59+2nb2sFKlSsqfP78OHDjgsLNfu3ZthtpqXfj97bffNs26uHVhZmcuLciIXLlyqWrVqkpNTdXKlStNj9+4ccNW7mhNmowIDg6Wt7e3Dhw4YBvg3OrUqVPav3+/babIrXbv3q24uDjTc1asWGHXpokTJ6px48ZasGCBXb1KlSrpk08+kfR/CYWQkBDlyZNHhw4dcvhFHBERoaeeekqvv/666WYt6QkPD1fevHm1evVqWwLw9rPS1v38+OOPm5KGKSkptrWxbj2j6swZTGv8WrfP7ZYtWybp5hqe2WX79u0O95k1jqxr7Fnbun37dodrv+zfv19PPvmkunbtmulLfKzvkVZC9vbtkVXHc1p2794tSXrjjTdMA7w9e/bYtpv1OLeutbp582aHa3KtXr3a7u/Y2Fi98MILtsXYrXx9fdW6dWvbwO9Ol32WLFlSnp6eunz5stNnjLO7LytatKgefvhhXbp0Sfv27TM9vmbNGlOZNQ7WrVvn8DWnT5+uZ599Vt9//72km2tahYeH64cffrCrV7ZsWX3xxReS0k5cWj300EMqXry4oqOjHa49dfXqVW3cuNGufZmRVTNKnJGVx+6d9k3Pnj3VunVrh/vVynpcvfrqq6akYUREhP755x9JjmPO0fteuHBB+/btk7+/v0JCQpSamqr27dsrLCzMbl0wb29vPfXUU7YTVdbjytl4q1Onjtzd3fXnn386/M7JaL/jbDuzQqVKlZQ7d279/fffDk80zJ07V71799a2bdtUokQJPfTQQ4qIiLCt53urhIQEvfDCC3rttdcyfSOJrFCoUCGVK1dOly9ftq2jfCtH+6NevXqS5HAcdfr0aR07duyO75uVY5M7jQWWL18uKfPjurvp36wnN29nbav1+9iZfji7YqtatWp6+OGHtX79eq1YsUJJSUl65pln7PrdvXv3KjU1VbVr13a4xp11O9yrcUx2OHbsmMPxuzXerbM8s2t8fSvr9li9erXtCoRb/fbbb0pNTVWNGjXk7u6eqeM5J2Smnc6OKa3y5s2rJ598UpGRkfr222+VnJxsmm24bds2PfXUU7Zjzeqhhx7SZ599Jj8/P8XHx+vq1aumdln3fenSpe/wqfFfQOIQLiFXrlxq1qyZIiMjNWrUKPn4+Khx48bpPqd27dqqWLGi9u/fr6+++spuQdmTJ09q8ODBOnr0qO0y5ly5cqlt27ZKSUlRz5497RImK1euNCWy0mK9ZOn2RMD27ds1aNAg29+ZXVw5PdYF5b/66iu7RaOTk5M1YMAAnTp1ShUqVLjjZQdp8fb2VuvWrZWamqru3bvb/biIiorSxx9/rNTUVLVq1cp0F9a4uDj17dvXblH7CRMmaPPmzSpevLjtDHTJkiV17tw5/fDDD3br6RiGYVsA2HojBR8fH7Vu3Vrx8fH65JNP7NbguHbtmnr16qV///1XPj4+d7wc6FZ58uTRE088oX///VezZs1Snjx59OSTT9rVsa65tHnzZrsf3AkJCerbt6/tzPStSSLrZT3x8fF3TLa0bt1aPj4+mj9/vin2fv31Vy1cuFA+Pj53XE/sbly7dk1ffPGFXaxOmzZNGzduVOnSpW2Jw5IlS6pp06a6cOGCevfubXfsXL58WZ9//rmOHz+uokWLZjo58tRTT6lw4cLatm2bfvjhB7uB+/r16/Xzzz/Lw8PDdre6rDqe02I9zq13lrY6cuSILcEt/d/+L1asmMLDwxUdHa2BAwfaDZLnzp2rP/74Q9L/JY/8/PyUmpqqI0eO2O6WbnXmzBnt2rVL7u7upgT97by8vFSpUiUlJSVp//79mfqM2dmXWe9c2a9fP7v+ZP/+/bZkzK2aN2+uwoULa+XKlZo4caJdHOzdu1ejRo3SoUOHbIuzly1bVqdOndLkyZNtd4+1svYnGbmrsrVv7dOnj92PrmvXrumTTz5RXFycGjdunO46YXdi/bHgKFmfXbLy2G3Xrp08PDz07bffavPmzXaPzZo1SwsXLtTBgwcd3gjHyhpzf/zxh92+PXfunN5//33bceMo+b5gwQK7ZE9cXJx69uyplJQUW9vc3d3l6+uryMhIjRw50i6ZHhMTo/Xr10v6v+8YZ+OtQIECevrppxUbG6vevXvbHRtTpkzJ8I3JnG1nVsibN69eeOEFJScnq3fv3nYJy3379mn69Ony9va23UTBekz07NlTp06dstVNSkrSgAEDtH//fsXFxWXpumOZYW1n37597WZb7dq1y+EdYZ9//nn5+/vr119/tUvWxcXF6fPPP8/QiZKsHJu89tpr8vDw0Lhx42yJK+nmmGjs2LHavn27ihQp4tSNd26X2f7NMAx99tlndv3GsmXLNG/ePPn5+dlu3uBsP5xdsfXMM88oLi5Oo0ePlmQ+IWztf/bs2WO3z5KTkzVq1Cht2LBBkrn/sY7tHCVebuXsOCY7GIahzz//3G6frVq1SnPnzpW/v79tm2TX+PpWtWrVUsWKFXXy5EkNGjTI7vfB33//ra+++krSzWPAytnjOac4205nx5S3st49efr06ba7Ld+qXLlyOnXqlBYsWGBKZK5du1axsbEqUaKEwzWMrQlNRzfUwX8PlyrDZTz11FOaO3eu/v33X7Vs2dLhndNu5ebmppEjR6pDhw6aOHGili5dqkqVKun69evasWOHkpOT9fjjj9t9IXXp0kW7du3S1q1b1axZM9WsWVOXLl3Srl27bAvQ3snrr7+uYcOG6dNPP9Xs2bNVqFAhnTp1SgcPHpS/v78KFSqkyMhIRUZG3vGGBc5q1qyZOnXqpAkTJujFF19U9erVFRAQoD179ujChQsqXry4vvnmmwzdiTEtH3/8sQ4cOKDt27erWbNmtjOj27Zt07Vr11SnTh316NHD9LyKFStq1apVevzxx21rxRw6dEi+vr4aNWqU7Udz06ZNFR4erpUrVyo8PFzVqlVT3rx5deTIEZ04cUKFChXSBx98YHvd7t276+DBg9qyZYvCw8MVEhIib29v7d69WzExMXrkkUcytSbNs88+q3nz5unChQtq0aKFaV899dRTGjt2rI4cOaJmzZqpSpUqSkpK0u7du3X16lWVK1dOR48etVvkOjAwUH5+foqNjdUrr7yiUqVKpXkJSJEiRfTll1/q448/1qeffqqJEyeqdOnSOn78uA4dOiRvb299/fXXd5WouJPAwED9/vvv2rVrlypXrqzTp0/rwIED8vf311dffWV3VnTQoEE6efKkli5dqk2bNikkJERubm7asWOH4uPjVbVqVdvNZjLD29tb3377rTp37qxRo0ZpwYIFKl++vCIiIrR79255eHiod+/edj+ks+J4TkvHjh21c+dOjRkzRmvWrFGJEiUUERGhPXv2KHfu3LYF9G/d/71799bevXs1d+5cbd68WSEhITpz5oz+/vtvlSpVSqdOnbJbP2vAgAF67bXXNGzYMP3yyy8qW7as4uLitHPnTiUmJuqdd96xLaaeniZNmmjPnj3asWOHU4mGe9GXtWnTRn/88Yc2btyoxx9/XLVr11ZCQoK2bt2qhx56SLGxsXaXztwaB8OHD9e0adMUFBSkmJgY7dq1S4ZhqH379rYf0eXLl1f79u01ZcoUtWzZUtWqVVNAQICt//Hx8VGvXr3u2M527dpp9+7dWr58uVq0aKGaNWvK29tbO3bsUHR0tMqXL2+6w7qzrCexrHeSf+yxx5y6HDuzsurYDQ4O1ueff67BgwerY8eOqlixokqUKKHjx4/r6NGj8vDw0Ndff53u5dyvvfaali9frrlz52rXrl0qV66coqKitHv3bhmGYesDHd08oHDhwnr//fdVrVo1FSpUSNu3b1dUVJTq1aunzp072+p9+umn2rFjhyZPnqxVq1apQoUKSkpK0q5duxQXF6eWLVvavtecjTdJ6tWrlw4dOqTly5dr9+7dCg0NtfWdzvQ7zrQzq3zyySf6+++/tWbNGjVp0kTVq1dXTEyMdu7cqdTUVH399de2ZRfat2+vPXv2aNmyZXr66acVEhIif39/7d27VxcvXlSBAgU0cuTILG1fZrz44ovasmWLlixZoieffFJ169ZVfHy8tm3bpsqVK5v2R2BgoIYOHapu3bqpa9euqlq1qgoXLmy7A7k1Bu8kq8YmwcHB6tWrl4YMGaI33nhDVapUUdGiRXXo0CGdOHFC/v7++vbbb+9qPJnZ/q106dI6evSowsPDVaNGDUVGRmr37t229TmtiQhn++Hsiq1nn31WY8eO1YULF1SlShXT+ufWRNaBAwf0xBNPqEaNGpJuniS4fPmyw3GddPOGI0eOHFH79u1VunRpDR8+3OFd6jMzjslqPj4+OnTokMLDw1WzZk1FRkZq165dypMnj7788ku7GxFl1/ja6tbfabNmzdLatWsVGhqqmJgY7dixQykpKercubPdXYidPZ5zirPtzMyY0qpGjRq2fqlx48amS90DAgL0ySefaNiwYXr11VdVpUoVFS5cWBEREfrrr7/k6elpmo0o3TxJZZ1gc/uVVfhvYsYhXEadOnVsX2gZXdOndOnSWrBggd544w35+Pho06ZNOnTokIKDgzVs2DB98803dovUenl56eeff1b37t0VEBCgdevW6eLFi+revbu6d++eoffs2LGjRo4cqcqVK+vo0aP6888/bTMeFi1aZJu5Zp1hlNU+/fRTff/996pdu7YOHTqktWvXKm/evHr33Xc1f/78u55unidPHk2YMEG9evXSI488oi1btmj79u0qV66cBg4cqIkTJzpM6lasWFGTJ09WsWLFtG7dOl24cEFPP/20fv31V7tBknUg0b17dz3yyCPatWuX1q5da/uBtnDhQru1Bq3t6d27t8qUKaO9e/dq69atKly4sD744APNmTMnU+uO1a5d2/Y+ju6mnC9fPv3yyy968cUXlTt3bq1fv17Hjh1TSEiIvvnmG02ZMkVubm7auHGj7Syqu7u7RowYobJly+rAgQPatGlTumvFPf7445o7d66efvppXb58WatWrVJsbKxefPFF/frrr3c1wyAjHnnkEU2ePFnFixfXunXrdOnSJbVq1Upz5841DWwLFCigX375RR9++KHtR9Zff/2l0qVLq1evXpo0aZLDgbQzqlWrpvnz56t169ZKTEzU6tWrdfbsWTVv3lyzZs0yLeycFcdzWh5//HGNHz9eNWvW1NmzZ7Vx40bFxcXp+eef1/z5820nJG49zosUKaI5c+aodevWSkpK0urVq5WQkGBLEEr2dz8ODQ3VjBkz9MQTTyg2NlZr1qzR/v37Vb16dY0ePTpDa7dKN9d2ypUrl37//XenPuO96Ms8PDz0ww8/qFu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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rlKxWq15//XUtWrRI3t7eql+/vnx8fLRt2zZNnDhRy5Yt05QpUxQQEKBy5cqpS5cu2rVrl06dOqVatWqpbNmyDj8OU2rbtq02bdrkkIvTW95m1qxZWrNmjapVq6bGjRtrx44dWrRokY4dO6bGjRtr8uTJCg8PV8OGDbVx40ZNmjRJly9f1vDhw+3ryOy568y8efM0bNgwWa1WVa9eXfXq1dP+/fv1/fffa8WKFZo6darKlCmT7jqmTJmisWPHysvLS7Vr11atWrV0/vx57dmzRwcOHFBERIS9YJrc559/rt9//13BwcFq2bKl/vzzT3399ddau3atpk6dqkKFCkmSTp48qZ49eyo6OlqhoaGqVq2aLly4oDVr1mjNmjX68MMP9fDDD9vX6+rxdvr0afXs2VPnzp1T+fLl1bJlSx05ckQDBgxwKe+4GmdaoqKi9Nhjj+natWsKDw/XzZs3tW3bNo0dO1anT5/W22+/bV82Pj5ezzzzjHbv3q1ChQqpUaNGun79urZu3apNmzZpxIgReuKJJ+zLDx8+XLNnz1b+/PkVFhamggUL6s8//9SYMWO0bt06ffXVV3c8t2zOnj2rRx99VFarVXXq1NGpU6e0Z88evfjiixoxYoQ++OAD+/EZERGhlStXavfu3Vq+fLl8fX3TXG9iYqL+9a9/afPmzSpcuLCaNWum6OhoTZgwIc1eQLNnz9Y777wjSapbt678/f21YcMGbd++PVUROr2/m5m2iTMzZszQ6NGjZbVaVbNmTZUoUUIHDhzQrFmz9Ntvv+mbb75RWFiYfH191aVLF50+fVo7d+5UmTJlFB4efsfeTq7kt+SuXr2qJ598UteuXVODBg0UGxurzZs3a9OmTXrnnXf01FNP2Zd1NQ9n5that26djh8/rvr169vHYK1atar27t2rxYsXp/odcevWLfuQQrbOBH///beeeuopRUdHq0qVKmratKmuXbumPXv2aP78+Vq1apV+/fVXlSxZ0p7rf/31V0nSAw88IDc3t3S3tavtGJvPP/9cK1assBf79+zZo2XLlmnjxo2aP3++ypYtm+7ftYmKitITTzyhq1evqmHDhoqLi9PmzZu1ZcuWVL+Jsqp9XbFixTTjOXnypJ566ilduHBBQUFBat26tWJiYrRp0yZt2LBBL774ol577TWHmFw9n111/fp19ejRQydPnlR4eLiqVKmiTZs26csvv9SBAwccCmtpyUycrrQpH330Uf3+++9asGCB0+Nl3rx5cnd3t39HTJ06Ve+//758fX1Vp04d+fj4KCIiQjNmzNDy5cu1YMECFSlSxGEdzZo1k5eXl+bOnav+/fu7uBVhSgaQjX755RfDYrEYgwYNMm7evGnUqVPHaNSokXHr1i2H5davX29YLBZj5syZxubNmw2LxWI88cQTDsv06NHDsFgsxvvvv28kJCTYp+/atcuoW7euUaNGDePw4cP26SNHjjQsFovx/PPPG9evX7dP//nnnw2LxWKPy8bZ3122bJlhsViMxx57zLh27ZpDPF9//bVhsViMdu3aOUxv1aqVYbFYjMaNGxv79++3Tz99+rRRv359w2KxGKtXr77jtlu1apVhsViM+vXrG3v27LFPv3nzpjFs2DDDYrEYjzzyiGG1Wu3zPv30U8NisRjjx4+/4/oNwzA++OADw2KxGN26dTMuXrxon37x4kWjW7duhsViMcaMGWOfbttGFovF6NWrlxEXF2efN2fOHMNisRgNGjSwT9+2bZthsViMnj17OuyzS5cuGW3atDEsFouxbds2+/SJEyfal7906ZJ9elRUlPHwww8bFovF+Pnnn+3TbceXxWIxFi9ebJ+elJRk7N+/37BYLMYDDzyQ6nP/+OOPhsViMUaNGmWf9sADDxgWi8VYtmyZw7IXLlyw79MFCxbYp586dcqwWCxGs2bNHJZ3Nv3ChQtGzZo1jeDgYGPOnDkOy8+ePdsIDg42wsPDjfPnz9un9+zZ07BYLEbNmjWNP/74wz49JibGaNeunWGxWIxp06al+mwpJd9njz/+uHH58mX7vJkzZxoWi8Vo0qSJw758/fXXDYvFYrz66qtGfHy8ffqxY8eMli1bGhaLxdi4caN9uu24q1q1qrFz50779KSkJMMwDPvfT0xMNAzDMG7cuGE0a9bMsFgsxqRJkxyO4TVr1hihoaFG9erVjYiICPt0V8/nO22P5Of5X3/9ZVgsFqNt27YOx51hGMavv/5q3w/Jj+HBgwcbFovFeP311x2mT5kyxR7PG2+8YZ/eu3dvw2KxGOvXr3dYv235Pn363DF2wzCMp556yrBYLMaxY8dSzbMdMy1atDCio6MNw/jfPsiJXGbbF126dDGioqLs07dt22bUqlXLsFgsRqtWrezTExISjLZt2xoWi8X49ttvHY6DVatWGTVq1DDq1atn3ydnzpwxLBaL0b59e4fj9fr160b37t0Ni8VizJ8//47b8IcffjAsFovRpk0b48SJE/bpcXFxRr9+/QyLxWK8/PLLDu954403UuWf9KSVi51Nt01LeU6fP3/eqFmzpv3c2rBhg33ehg0bDIvFYtSqVcvh+9TVczctR44cMWrUqGHUqlXLIf8kJSUZ48ePT3UOOct7kZGRRo0aNYz69eunOl63bdtmVK9e3bBYLMa5c+fs023b2WKxGP/973/t0+Pj442+ffsaFovFGDFihH360KFDDYvFYsyaNcth/cuXL7ef0zauHm+GYRjPP/+8YbFYjLffftu+na1Wq/27KqPft67E6Wxb2qZZLBajR48eDjHa2grVq1c3rly5Yp8+atQow2KxGL179zZiY2Pt03fv3m3UrFnTqFGjhn09s2fPtn9fnjx50r5sXFyc8cwzz2T4cyaPs2fPnvZj0Gq1Gv3797fPe/PNN+3fB/Hx8Ub79u0Ni8ViLFq0yL4uZ+fK5MmT7W2W5N9la9asMWrUqJHquDx79qwRFhZmhISEOBzHly5dsrcpLBaLcfz4cfs8W95LPs3Vtkla9u3bZ1StWtUIDQ011qxZY5+elJRkTJo0ybBYLEbz5s0dvuOSt6MzwtX8lnyfde7c2SF3r1+/3qhRo4YREhJinDp1yjAM1/Owq8dW8jZL8hyQlJRkREdH23NK8u9dwzCMtWvX2tsINrbz97vvvnNYNjY21t7G/eKLLxzmpWyvpDU9M+0YW36rWrWqQ3vyxo0bxhNPPGFYLBZj7Nixxp0k32ft27d3yKGrV682qlevboSFhRlnzpyxT8/K9rVhpD5PrFar8cgjjxgWi8UYPny4cfPmTft7du/ebW8zrFq1yj7d1fM5Pc72m23a/fff73Ds/fXXX/b1Hzx48I7rdjVOV9uUiYmJRuPGjY3g4GCHOA3j9m9ci8ViPPPMM4Zh3P4NWLNmTaN+/fpGZGSkfbnExETj5ZdfNiwWi/H55587/RyPP/54qtyGfy5uB0aO8fb2VuvWrXXp0iVt27bNYd6SJUvk6emp9u3bO33v7t27HW6xSz4GRc2aNfXCCy8oMTFRU6dOlXS727btKUjvv/++8ufPb1/+scces/dUu5PExES1bt1agwYNSvXAENsV9NOnTzt9b79+/VS1alX769KlS9tvhctIl39bD7khQ4YoNDTUPt3b21vvvfeeypcvr4iICG3evDlDnyWlmzdvatasWXJ3d9f48eMdrhoVKVJE48ePl7u7u3788UddvXrV4b2enp4aNWqUChQoYJ/WrVs3tWrVSjExMfrtt98k3b6Nyra+5PssMDBQo0aN0pgxY1S6dGlJt/fZtGnT5OXlpXHjxjn0rCtatKhGjhwp6fZTUVMKCgpyuI3c3d1dVatWtd8amXJ72259fOihhyTdvgIeEhKibt26pToGixUrZu91lda+vpOffvpJ169f10MPPaRu3bo5zHv00Uf18MMP6+rVq0676Xfv3t3hinfhwoX14IMPSlKat6854+npqfHjx9t70Ei3j+EWLVooKipKK1eulHT71plFixapaNGi+uCDD+Tn52dfvkKFCnrjjTckOd8PttvJbdzdnX/FLF26VJGRkapXr55efvllh6vtLVq00L/+9S/dunVLU6ZMkZR153NaYmNj1aFDB7322mupenQ+8MAD8vf31/Xr13Xp0iVJt293WbRokQoXLqyRI0c6HNt9+/ZVkyZNUv2NqKgoSUp1C2+PHj00dOjQDI3vl5CQoF27dil//vzpjhf20EMP2Xt52PZBTuQy26D1o0ePVtGiRe3T69atq+effz7VelesWKGTJ0+qZcuWevbZZx2Og9atW6t79+66cuWK5syZI0n222ILFy7s0Fsof/78Gj58uEaPHu2QK9Pyww8/2ONMvh0LFCigcePGqWDBglq+fHmq25yym8ViUc+ePe2vg4KCVK9ePUm3n/CX/Lhq0qSJChQooGvXrtmPrbs5d1OaOnWqEhMT9fLLLzvkH3d3d7322muyWCzasWNHmrfuS7f3V7t27dS/f39VqFDBYV7dunVVpUoVSc6PuyZNmuhf//qX/bWfn5/Gjh0rT09PzZ07Vzdv3pT0v/Mq5ViN7dq10zvvvKPBgwfbb7ty9Xg7f/68fv/9dxUpUkTDhw+Xh4eHJMnNzU0DBgxQtWrV0t2GybkS5528/fbbDnmqdevWKlOmjG7dumW/vTEhIUG//PKLPD099dFHHzn0GA8LC9OTTz6pKlWq2L9DbMfEBx984NALqUCBAvrggw/k5eWlGTNmZLjnnCS98cYb9mPQzc1NnTt3lnS7DTN06FB7D2I/Pz97j/w7nXOzZs2SJI0aNcrhu6xFixaphnKRbveguXHjhp544gmH4zgwMFAffPBBhj7H3bRNUpo6daqsVquee+45hx6n7u7uevnll1W/fn37kA+ZdTf57e2333bI3U2bNtUTTzxhP54k1/NwZo8tT09Ph1uf3d3dFRAQoGbNmuny5cvauHGjw/K2dl3yHrUlS5ZU27ZtU/VwL1iwoLp06SIp8+06V9sxybVu3drejpOkfPny2XuAudKuk273ykyeV1q1aqXu3bvrxo0bmjt3rqSsb187s337dkVERKhcuXJ69913HXp2hoWF2b9/vv32W/t0V8/nzBo4cKDDsRcSEqLatWtLytjvMVfjdLVN6enpqQcffFCGYWjBggUOy9v2oe23Q1xcnK5fvy4fHx8VLlzYvpynp6cGDRqk9957zyG3JGf5/6eKb9my5Y6fGeZHERA56v7775cke5FIuv3ltHLlSjVu3DjNWyptha769es7/QKyJTzbeIN//fWXrl27ppCQkFRdoiWlWWxMqXPnzvryyy/VoEEDh3j3799vb6QlJSU5HRPC2a24tlud7zQOxa1bt7Rjxw65ubmpQ4cOqeYnL5hmNpn/9ddfunHjhqpXr+60oFCuXDmFhobq5s2bqcYsCw0NVfny5VO9x1aM+fPPPyXJfrvB0qVL9cwzz2j27Nn28SoaNWqkrl272osiERERiouLU6VKlZwOgB0aGqoiRYro2LFj9h9UNrYvtpRsjcHFixfbp50/f15//vmnKlWqZG+o+vn5acyYMal+FFy4cEFr167VgQMHJMmlH0DJ2YretuM/JVsDy9l4mcmLaja27eNsTMW0hIeHO33oTbt27ST97zjatm2bkpKS7LcjpdSsWTO5u7vrzz//THXcp7UfUrJ9zoxuj6w6n9PSuHFjffrpp/YfqdLtc/DIkSOaM2eO/ce5bf9v2bJFVqtVTZo0cShI2jg7Z23FnB49emjcuHHaunWrEhMT5e3trb59+zodQzKlqKgoJSYmqkSJEmk2xCU5vfU0u3PZpUuXdPDgQRUrVkxhYWGplne2TWx5Pa0nxtvyuu3YrFKligoXLqxdu3bp8ccf17Rp03T8+HFJt/PDY489pkqVKjldl825c+d0+vRpBQQEOL39umDBgvaCRFrj12YXZ7eR274TnRWc/P39JcleELubczel9PaNm5tbhrZR9erVNWHCBPXp08c+zWq16sSJE1q0aJF97DBn480lPxdtgoKCFBYWpuvXr2v37t2S/ndevfrqqxo9erTWrVtnz4tPPfWUOnToYD9XXD3ebJ+tUaNGqW5VdHNzS/eW/JRciTM9Pj4+Ts/vlOejLWfWqFHD6ffpG2+8oXnz5qlhw4a6cOGC/v77bxUsWNBpET0oKEhVq1ZVXFyc9u3bl6HP6+3trerVqztMsx3LpUuXth+7NimPZWciIyN14sQJFStWzOn54Ox7wPbd6+xHcbVq1e54O7t0d22TtOLJTFsgI+4mvxUvXtzh+8HGdsHHNva2K3n4bo6tcuXKOf1+ddauu3nzplauXCl/f3+HcWffffddff755/YCviT77ak7duyQlPl2navtmOSctets57Ar7bpSpUrZi1nJpWzXZUf7OiXb52zbtq3T4Y46duxov208ISEhU+dzZt3N77HMxOlqm1K63SFAkhYuXGiflpCQoKVLl6pQoUL275siRYqoUqVKOnfunB5++GF98803OnjwoKTbF/uefPJJ1ahRw+lnseW75GOP4p+LMQGRo5o0aSJ/f3+tWLFC77zzjtzd3bVhwwZduXLFaaPfxpawpk2bZu9t4oytwGTrgZbW09Qy0vCziY+P188//6z169fr2LFjioyMlNVqdbjqZzgZ6yplI1eSw9hZ6bl8+bISExMVEBDg0NvO2We4U6MzLbZtZOuJl9bf2L17t31Zm7TeY7saaVu+ZMmS+uijj/TOO+9o48aN9iu3VapUUbt27fTkk0/av4ht+/jgwYN3HD/r3LlzKlasmP118itzyXXp0kXjxo3T0qVL7eOQLFq0SIZh2HsBJrdjxw7Nnj1b+/bt08mTJ3Xt2jVJsu9rZ/s5I+60rdPbl84+m61Bm9GeI5KcFm2l1PvMth9Wr16d7n64fv26rly54lC4T2s/pHSn7WG7YmvrcZCV53Nabt68aR8j6O+//9a5c+fsA0yn3P+2bZSyV5+Ns2Lr66+/rjNnzmj9+vX65ptv9M0338jX11fNmjXTgw8+mKGCgu2qcVo5wcZZ7pGyN5fdaZs429e294wZM0ZjxoxJ8/PY8rqPj48+/fRTDR48WHv27LFfnChbtqzatm2rJ554IlWPs5QymvekzOfWzHJ2/tj2Tcrxu5LPs7mbczcl2zZ/5JFH0o35Tj8mkpKStGzZMi1evFhHjhzRmTNn7EW/9PJqWvnKdnzZ9uPTTz+to0ePav78+fb2gbe3txo2bKjOnTurS5cu9nzp6vGWlXnHlTjTU7BgQafjlNnOR9u2TKvnsTO2zxsXF5eh715nBQxncaYsarpyLDtjezhXWk/odrY/bPswvffcqSfY3bRN0oonM22BjLib/JbRdp0refhujq202hOtWrVSoUKFtGrVKt28eVP58uXT6tWrdfXqVXXv3j1Vwf7gwYOaOXOm/vrrL508eVKxsbGSsr9dl7Idk1xuteuysn2dku1vpZUXfX19FRgYqKioKEVHR2fo3Mwq6bVh7rT/M5N3JNfalNLtpxuHh4dr586d2rVrl2rVqqWVK1fqypUr9vG8bSZOnKgBAwbo6NGjGjdunMaNG6fixYurVatWeuKJJ1JdgLGx9Qi3tSXxz0YREDnK29tbbdu21dy5c7V161Y1bNhQS5YsUb58+dL9EWz7UgwNDU33R54tsd6pQZmRxrZ0u5t4nz59dOnSJRUpUkQhISG6//77Va1aNdWvXz/NLtcZiSE9ti+G9NZhWyajA3Vn5d/Ily9fussnvwrYqVMnNW/eXKtXr9batWu1efNmHT58WIcPH9YPP/yg77//XmFhYfZ9XKpUKdWpUyfd2JPf5pbeZyhWrJgaNWqkDRs2aO/evQoJCdHixYvl5ubmcCuGdPupcj/++KM8PDxUtWpVdezYUffdd59q1qyp9evXZ2jw4LTcaVunty/v5jhKLq1j3va3UzZA77vvPpdud5MyHmtGt4ftNtusOp/TcuHCBfXs2VMnTpyQv7+/QkND1apVKwUHB6t+/frq06ePw9OYbQ25tBrrzhqVBQoU0Lfffqv9+/dr+fLl2rhxo/bu3atly5Zp2bJl6tSpU6qnYKZk+7t3arQ661GU3bksM9vEtmyDBg3SfCCUJIdiVYMGDbRq1SqtW7dOq1ev1qZNm3Tq1ClNmTJF06dP1yeffJLu7eE5kVszKyMPi0rP3Zy7Kdl6Cnbu3DndHmrJbxNP6dq1a+rTp4/27NkjX19f+5N4LRaL6tSpo5EjR6YaGsQmo/nKy8tLH374oV588UUtX75c69ev186dO7Vu3TqtW7dOs2fP1pQpU+Tt7e3y8Xan496V/eVKnOnJaI515cmatmVtA96nJ70CV3J3eyw7k5nvgazYh3fTNknpbtoCGZGd7brkw15kNA/fzbGV1mfw9vZWx44d9dNPP2nNmjXq0KGDvVdgyou73377rT7++GNJt3u0NW/eXFWqVFFoaKhOnDihESNGpBtTelxtxySXU+26lBfrsrJ9ndbfzMgy3t7e2d6uS+5utndm4nS1TWnTrVs37dy5UwsXLlStWrXstwZ37drVYbng4GAtWbJEmzZt0urVq7Vx40YdP35cP/30k37++We9/fbbDg/ysbEdB64+eRnmRBEQOa5jx46aO3eufvvtN4WHh2v16tVq0aJFur1bbI2DJk2a6N///vcd/4btis2ZM2eczk/Zsy0tI0eO1KVLl/Svf/1LAwcOdPgxZLuVKTsULlxYXl5eunz5suLj451um1OnTkmS09sjM8L2Iyi9q+C2v5F8jBgp7e1n294pr5gVKFBADz74oL3wFhERofHjx2vDhg365JNPNHnyZPs+LlGihMaNG5eJT+Tcww8/rA0bNui3336Tn5+f9u3bp/r16zv01tq6dat+/PFHlSxZUpMnT071tK/kt69nRvHixXXs2DGdPn3a6RMlbfsgs/syI2xXM1OyNURs+8y2H6pVq5al+yG5Ox17KY/trDqf0zJhwgSdOHFCDz74oN5///1UP45sPQdsbD2DbL0cUkprW0u3t2u1atX06quvKi4uTkuXLtX777+vJUuWqE+fPun2srFdkY+Ojs7Ix3KQ3bnMto/S2ibOptuOtS5dujg8xfBObBeTbBeOjh49qq+++koLFy7Uxx9/nG4R8G7y3r0uK8/d4sWL68yZM3r11VfT7G1yJ99995327Nmjxo0ba9KkSam+x1KeV8ndKV+l7OFWoUIF9evXT/369dP169e1Zs0ajRgxQtu3b9eKFSvUuXNnl4+37Mg7GYkzK9g+a1rb8dixY/rzzz8VFhZmXzZfvnzZlvOzgm1/OPvxLDnfH0FBQTp8+HCaT6vPyD7MyrZJ8eLFdfr0aZ0+fdo+JmZyealdl5E8nF3H1sMPP6yffvpJv/32m5o0aaK1a9eqTJkyDgWuU6dO6T//+Y8KFiyob775JtUtoRkZCy49rrZjsoOr7bqsbl8nd6ftcfXqVUVHR8vDw0OFCxe2F6JcOZ9zQ2byjqttSptOnTrpgw8+0PLly/Xvf/9bGzdulMVicXorvYeHh5o2baqmTZva45s6daqmTJmicePGqXv37qkK0DExMZIy3rsT5saYgMhxjRs3VuHChbVy5UqtWbNGV69edRh01hnbeDrr16932tNk5cqVeuCBB+xX9WrUqKFChQpp3759ThP3mjVrMhSrbdDz559/PlVviOSDErvSfT8jvLy8FB4eLqvVqhUrVqSaf+vWLft0Z2O4ZERISIh8fHy0b98+e2MluZMnTyoiIsLegyO5nTt3Kj4+PtV7li1b5hDTlClT1KpVK82fP99huRo1auj111+X9L/iQGhoqPLnz68DBw44/VKNjIzU/fffr6effjrVg0rS065dO/n5+WnVqlX2Yl7Kq8W2/dy+fftUBcCkpCT7WFLJr3S6cmXRdvzatk9KS5YskXR7zMvssm3bNqf7zHYc2caks8W6bds2p2OlREREqGPHjhowYECmb6Ox/Y20iqspt0dWnc9p2blzpyTp2WefTdVY2717t3272c5z29ikmzZtcjqG1apVqxxex8bGqmvXrvaByG0KFiyo7t272xtxd7q1smzZsvL09NSlS5dcvpKb3bmsRIkSKl++vC5evKi//vor1fzVq1enmmY7DtauXet0nTNmzNBDDz2kL774QtLtMaDatWunL7/80mG5ypUr65133pGUdhHSplSpUipdurRiYmKcjtUUFxenDRs2OMSXGVnV08MVWXnu3mnfDBkyRN27d3e6X21s59VTTz2VqgAYGRmpo0ePSnJ+zDn7u+fPn9dff/2lwoULKzQ0VFarVb1791bTpk0dxtHy8fHR/fffb7/oZDuvXD3eGjZsKHd3d/3xxx9Ov3MymndcjTMr1KhRQ/ny5dPevXudXjSYM2eOhg0bpq1bt6pMmTIqVaqUIiMj7ePfJnf9+nV17dpVPXv2zPRDFLJCsWLFVKVKFV26dMk+7nByzvZH48aNJclpO+rUqVM6cuTIHf9uVrZN7tQWWLp0qaTMt+vuJr/ZLlSmZIvV9n3sSh7OrmOrdu3aKl++vNatW6dly5YpISFBDz74oEPe3bNnj6xWqxo0aOB0TDjbdsipdkx2OHLkiNP2u+14t/W+zK72dXK27bFq1Sr7nQHJ/fbbb7Jarapbt67c3d0zdT7nhszE6Wqb0sbPz08dO3ZUVFSUPvnkEyUmJqbqBbh161bdf//99nPNplSpUnrzzTfl7++va9euKS4uLlVctn1fsWLFO3xq/BNQBESO8/LyUtu2bRUVFaWJEyfK19dXrVq1Svc9DRo0UPXq1RUREaGPPvrIYTDVEydOaPTo0Tp8+LD9VmEvLy/16NFDSUlJGjJkiEPxY8WKFamKUmmx3RaU8kf9tm3bNGrUKPvrzA4snB7bYOofffSRw4DJiYmJGjFihE6ePKlq1ardsWt/Wnx8fNS9e3dZrVYNGjTI4YdCdHS0Bg4cKKvVqm7duqV6mmh8fLzefvtthwHdv/vuO23atEmlS5e2XxkuW7aszp49qy+//NJh/BnDMOyD39oeIuDr66vu3bvr2rVrev311x3GrLh69aqGDh2qv//+W76+vne85Sa5/Pnzq0OHDvr77781a9Ys5c+fXx07dnRYxjZG0aZNmxx+PF+/fl1vv/22/Ypx8oKP7daZa9eu3bFw0r17d/n6+mrevHmpjr1ffvlFCxYskK+v7x3H37obV69e1TvvvONwrE6fPl0bNmxQxYoV7UXAsmXLqk2bNjp//ryGDRvmcO5cunRJb731lo4dO6YSJUpkutBx//33q3jx4tq6dau+/PJLh0b4unXr9O2338rDw8P+1LWsOp/TYjvPbU9Itjl06JC9WC39b/+XLFlS7dq1U0xMjEaOHOnQ4J0zZ45+//13Sf8rBPn7+8tqterQoUP2p37bnD59Wjt27JC7u3uqYntK3t7eqlGjhhISEhQREZGpz5iducz2BMZ3333XIZ9ERETYCyvJderUScWLF9eKFSs0ZcoUh+Ngz549mjhxog4cOGAfmLxy5co6efKkfvjhB/tTUG1s+SQjTwe25dbhw4c7/IC6evWqXn/9dcXHx6tVq1bpjqt1J7aGv7PCe3bJynO3V69e8vDw0CeffKJNmzY5zJs1a5YWLFig/fv3O30IjI3tmPv9998d9u3Zs2f18ssv288bZ4X0+fPnOxRu4uPjNWTIECUlJdljc3d3V8GCBRUVFaXx48c7FMYvX76sdevWSfrfd4yrx1uRIkX0wAMPKDY2VsOGDXM4N6ZOnZrhh3K5GmdW8PPzU9euXZWYmKhhw4Y5FB//+usvzZgxQz4+PvYHCNjOiSFDhujkyZP2ZRMSEjRixAhFREQoPj4+S8fpygxbnG+//bZDL6gdO3Y4fbLpI488osKFC+uXX35xKLzFx8frrbfeytBFj6xsm/Ts2VMeHh765ptv7EUo6Xab6LPPPtO2bdsUFBTk0kNnUspsfjMMQ2+++aZD3liyZInmzp0rf39/+4MLXM3D2XVsPfjgg4qPj9enn34qKfXFXVv+2b17t8M+S0xM1MSJE7V+/XpJqfOPrW3nrIiSnKvtmOxgGIbeeusth322cuVKzZkzR4ULF7Zvk+xqXydXv359Va9eXSdOnNCoUaMcfh/s3btXH330kaTb54CNq+dzbnE1TlfblMnZngI8Y8YM+1ODk6tSpYpOnjyp+fPnpypKrlmzRrGxsSpTpozTMX9txUlnD5PBPw+3AyNX3H///ZozZ47+/vtvdenSxekTwJJzc3PT+PHj1adPH02ZMkWLFy9WjRo1dOPGDW3fvl2JiYlq3769w5dL//79tWPHDm3ZskVt27ZVvXr1dPHiRe3YscM++OqdPP300xozZozeeOMN/fTTTypWrJhOnjyp/fv3q3DhwipWrJiioqIUFRV1x8H6XdW2bVs988wz+u677/Too4+qTp06CggI0O7du3X+/HmVLl1aEyZMyNATBdMycOBA7du3T9u2bVPbtm3tVyy3bt2qq1evqmHDhho8eHCq91WvXl0rV65U+/bt7WOrHDhwQAULFtTEiRPtP4DbtGmjdu3aacWKFWrXrp1q164tPz8/HTp0SMePH1exYsX0yiuv2Nc7aNAg7d+/X5s3b1a7du0UGhoqHx8f7dy5U5cvX1aFChUyNYbLQw89pLlz5+r8+fPq3Llzqn11//3367PPPtOhQ4fUtm1b1apVSwkJCdq5c6fi4uJUpUoVHT582GGA58DAQPn7+ys2NlZPPPGEypUrl+ZtFkFBQfrwww81cOBAvfHGG5oyZYoqVqyoY8eO6cCBA/Lx8dHHH398V0WHOwkMDNTy5cu1Y8cOhYWF6dSpU9q3b58KFy6sjz76yOFq5ahRo3TixAktXrxYGzduVGhoqNzc3LR9+3Zdu3ZN4eHh9getZIaPj48++eQT9evXTxMnTtT8+fNVtWpVRUZGaufOnfLw8NCwYcMcfhRnxfmclr59++rPP//UpEmTtHr1apUpU0aRkZHavXu38uXLZx88Pvn+HzZsmPbs2aM5c+Zo06ZNCg0N1enTp7V3716VK1dOJ0+edBhvasSIEerZs6fGjBmjn3/+WZUrV1Z8fLz+/PNP3bx5Uy+88IJ9IPH0tG7dWrt379b27dtdKhrkRC578skn9fvvv2vDhg1q3769GjRooOvXr2vLli0qVaqUYmNjHW5PSX4cjB07VtOnT1dwcLAuX76sHTt2yDAM9e7d2/6DuGrVqurdu7emTp2qLl26qHbt2goICLDnH19fXw0dOvSOcfbq1Us7d+7U0qVL1blzZ9WrV08+Pj7avn27YmJiVLVq1VRPCneV7YKU7YnoLVu2dOmW58zKqnM3JCREb731lkaPHq2+ffuqevXqKlOmjI4dO6bDhw/Lw8NDH3/8cbq3TPfs2VNLly7VnDlztGPHDlWpUkXR0dHauXOnDMOw50BnA+cXL15cL7/8smrXrq1ixYpp27Ztio6OVuPGjdWvXz/7cm+88Ya2b9+uH374QStXrlS1atWUkJCgHTt2KD4+Xl26dLF/r7l6vEnS0KFDdeDAAS1dulQ7d+5UzZo17bnTlbzjSpxZ5fXXX9fevXu1evVqtW7dWnXq1NHly5f1559/ymq16uOPP7YPbdC7d2/t3r1bS5Ys0QMPPKDQ0FAVLlxYe/bs0YULF1SkSBGNHz8+S+PLjEcffVSbN2/WokWL1LFjRzVq1EjXrl3T1q1bFRYWlmp/BAYG6oMPPtBrr72mAQMGKDw8XMWLF7c/Sdt2DN5JVrVNQkJCNHToUL3//vt69tlnVatWLZUoUUIHDhzQ8ePHVbhwYX3yySd31Z7MbH6rWLGiDh8+rHbt2qlu3bqKiorSzp077eNZ2ooKrubh7Dq2HnroIX322Wc6f/68atWqlWq8cFtRat++ferQoYPq1q0r6XbB/9KlS07bddLth20cOnRIvXv3VsWKFTV27FinT1vPTDsmq/n6+urAgQNq166d6tWrp6ioKO3YsUP58+fXhx9+6PAQnuxqX9sk/502a9YsrVmzRjVr1tTly5e1fft2JSUlqV+/fg5P03X1fM4trsaZmTalTd26de15qVWrVqluJw8ICNDrr7+uMWPG6KmnnlKtWrVUvHhxRUZGateuXfL09EzVS1C6fcHJ1lkm5R1P+GeiJyByRcOGDe1fThkdA6dixYqaP3++nn32Wfn6+mrjxo06cOCAQkJCNGbMGE2YMMFhgFZvb299++23GjRokAICArR27VpduHBBgwYN0qBBgzL0N/v27avx48crLCxMhw8f1h9//GHvibBw4UJ7jzJbz5+s9sYbb+iLL75QgwYNdODAAa1Zs0Z+fn568cUXNW/evLvu0p0/f3599913Gjp0qCpUqKDNmzdr27ZtqlKlikaOHKkpU6Y4LdBWr15dP/zwg0qWLKm1a9fq/PnzeuCBB/TLL784NHhsjYJBgwapQoUK2rFjh9asWWP/sbVgwQKHsfls8QwbNkyVKlXSnj17tGXLFhUvXlyvvPKKZs+enalxuho0aGD/O86eClygQAH9/PPPevTRR5UvXz6tW7dOR44cUWhoqCZMmKCpU6fKzc1NGzZssF/ddHd317hx41S5cmXt27dPGzduTHdstfbt22vOnDl64IEHdOnSJa1cuVKxsbF69NFH9csvv9zVlf+MqFChgn744QeVLl1aa9eu1cWLF9WtWzfNmTMnVSO1SJEi+vnnn/Xqq6/afzDt2rVLFStW1NChQ/X99987bRS7onbt2po3b566d++umzdvatWqVTpz5ow6deqkWbNmpRrUOCvO57S0b99ekydPVr169XTmzBlt2LBB8fHxeuSRRzRv3jz7xYXk53lQUJBmz56t7t27KyEhQatWrdL169ftxT7J8Sm+NWvW1I8//qgOHTooNjZWq1evVkREhOrUqaNPP/00Q2OdSrfHQvLy8tLy5ctd+ow5kcs8PDz05Zdf6rXXXlORIkW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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rlKxWq15//XUtWrRI3t7eql+/vnx8fLRt2zZNnDhRy5Yt05QpUxQQEKBy5cqpS5cu2rVrl06dOqVatWqpbNmyDj8OU2rbtq02bdrkkIvTW95m1qxZWrNmjapVq6bGjRtrx44dWrRokY4dO6bGjRtr8uTJCg8PV8OGDbVx40ZNmjRJly9f1vDhw+3ryOy568y8efM0bNgwWa1WVa9eXfXq1dP+/fv1/fffa8WKFZo6darKlCmT7jqmTJmisWPHysvLS7Vr11atWrV0/vx57dmzRwcOHFBERIS9YJrc559/rt9//13BwcFq2bKl/vzzT3399ddau3atpk6dqkKFCkmSTp48qZ49eyo6OlqhoaGqVq2aLly4oDVr1mjNmjX68MMP9fDDD9vX6+rxdvr0afXs2VPnzp1T+fLl1bJlSx05ckQDBgxwKe+4GmdaoqKi9Nhjj+natWsKDw/XzZs3tW3bNo0dO1anT5/W22+/bV82Pj5ezzzzjHbv3q1ChQqpUaNGun79urZu3apNmzZpxIgReuKJJ+zLDx8+XLNnz1b+/PkVFhamggUL6s8//9SYMWO0bt06ffXVV3c8t2zOnj2rRx99VFarVXXq1NGpU6e0Z88evfjiixoxYoQ++OAD+/EZERGhlStXavfu3Vq+fLl8fX3TXG9iYqL+9a9/afPmzSpcuLCaNWum6OhoTZgwIc1eQLNnz9Y777wjSapbt678/f21YcMGbd++PVUROr2/m5m2iTMzZszQ6NGjZbVaVbNmTZUoUUIHDhzQrFmz9Ntvv+mbb75RWFiYfH191aVLF50+fVo7d+5UmTJlFB4efsfeTq7kt+SuXr2qJ598UteuXVODBg0UGxurzZs3a9OmTXrnnXf01FNP2Zd1NQ9n5that26djh8/rvr169vHYK1atar27t2rxYsXp/odcevWLfuQQrbOBH///beeeuopRUdHq0qVKmratKmuXbumPXv2aP78+Vq1apV+/fVXlSxZ0p7rf/31V0nSAw88IDc3t3S3tavtGJvPP/9cK1assBf79+zZo2XLlmnjxo2aP3++ypYtm+7ftYmKitITTzyhq1evqmHDhoqLi9PmzZu1ZcuWVL+Jsqp9XbFixTTjOXnypJ566ilduHBBQUFBat26tWJiYrRp0yZt2LBBL774ol577TWHmFw9n111/fp19ejRQydPnlR4eLiqVKmiTZs26csvv9SBAwccCmtpyUycrrQpH330Uf3+++9asGCB0+Nl3rx5cnd3t39HTJ06Ve+//758fX1Vp04d+fj4KCIiQjNmzNDy5cu1YMECFSlSxGEdzZo1k5eXl+bOnav+/fu7uBVhSgaQjX755RfDYrEYgwYNMm7evGnUqVPHaNSokXHr1i2H5davX29YLBZj5syZxubNmw2LxWI88cQTDsv06NHDsFgsxvvvv28kJCTYp+/atcuoW7euUaNGDePw4cP26SNHjjQsFovx/PPPG9evX7dP//nnnw2LxWKPy8bZ3122bJlhsViMxx57zLh27ZpDPF9//bVhsViMdu3aOUxv1aqVYbFYjMaNGxv79++3Tz99+rRRv359w2KxGKtXr77jtlu1apVhsViM+vXrG3v27LFPv3nzpjFs2DDDYrEYjzzyiGG1Wu3zPv30U8NisRjjx4+/4/oNwzA++OADw2KxGN26dTMuXrxon37x4kWjW7duhsViMcaMGWOfbttGFovF6NWrlxEXF2efN2fOHMNisRgNGjSwT9+2bZthsViMnj17OuyzS5cuGW3atDEsFouxbds2+/SJEyfal7906ZJ9elRUlPHwww8bFovF+Pnnn+3TbceXxWIxFi9ebJ+elJRk7N+/37BYLMYDDzyQ6nP/+OOPhsViMUaNGmWf9sADDxgWi8VYtmyZw7IXLlyw79MFCxbYp586dcqwWCxGs2bNHJZ3Nv3ChQtGzZo1jeDgYGPOnDkOy8+ePdsIDg42wsPDjfPnz9un9+zZ07BYLEbNmjWNP/74wz49JibGaNeunWGxWIxp06al+mwpJd9njz/+uHH58mX7vJkzZxoWi8Vo0qSJw758/fXXDYvFYrz66qtGfHy8ffqxY8eMli1bGhaLxdi4caN9uu24q1q1qrFz50779KSkJMMwDPvfT0xMNAzDMG7cuGE0a9bMsFgsxqRJkxyO4TVr1hihoaFG9erVjYiICPt0V8/nO22P5Of5X3/9ZVgsFqNt27YOx51hGMavv/5q3w/Jj+HBgwcbFovFeP311x2mT5kyxR7PG2+8YZ/eu3dvw2KxGOvXr3dYv235Pn363DF2wzCMp556yrBYLMaxY8dSzbMdMy1atDCio6MNw/jfPsiJXGbbF126dDGioqLs07dt22bUqlXLsFgsRqtWrezTExISjLZt2xoWi8X49ttvHY6DVatWGTVq1DDq1atn3ydnzpwxLBaL0b59e4fj9fr160b37t0Ni8VizJ8//47b8IcffjAsFovRpk0b48SJE/bpcXFxRr9+/QyLxWK8/PLLDu954403UuWf9KSVi51Nt01LeU6fP3/eqFmzpv3c2rBhg33ehg0bDIvFYtSqVcvh+9TVczctR44cMWrUqGHUqlXLIf8kJSUZ48ePT3UOOct7kZGRRo0aNYz69eunOl63bdtmVK9e3bBYLMa5c+fs023b2WKxGP/973/t0+Pj442+ffsaFovFGDFihH360KFDDYvFYsyaNcth/cuXL7ef0zauHm+GYRjPP/+8YbFYjLffftu+na1Wq/27KqPft67E6Wxb2qZZLBajR48eDjHa2grVq1c3rly5Yp8+atQow2KxGL179zZiY2Pt03fv3m3UrFnTqFGjhn09s2fPtn9fnjx50r5sXFyc8cwzz2T4cyaPs2fPnvZj0Gq1Gv3797fPe/PNN+3fB/Hx8Ub79u0Ni8ViLFq0yL4uZ+fK5MmT7W2W5N9la9asMWrUqJHquDx79qwRFhZmhISEOBzHly5dsrcpLBaLcfz4cfs8W95LPs3Vtkla9u3bZ1StWtUIDQ011qxZY5+elJRkTJo0ybBYLEbz5s0dvuOSt6MzwtX8lnyfde7c2SF3r1+/3qhRo4YREhJinDp1yjAM1/Owq8dW8jZL8hyQlJRkREdH23NK8u9dwzCMtWvX2tsINrbz97vvvnNYNjY21t7G/eKLLxzmpWyvpDU9M+0YW36rWrWqQ3vyxo0bxhNPPGFYLBZj7Nixxp0k32ft27d3yKGrV682qlevboSFhRlnzpyxT8/K9rVhpD5PrFar8cgjjxgWi8UYPny4cfPmTft7du/ebW8zrFq1yj7d1fM5Pc72m23a/fff73Ds/fXXX/b1Hzx48I7rdjVOV9uUiYmJRuPGjY3g4GCHOA3j9m9ci8ViPPPMM4Zh3P4NWLNmTaN+/fpGZGSkfbnExETj5ZdfNiwWi/H55587/RyPP/54qtyGfy5uB0aO8fb2VuvWrXXp0iVt27bNYd6SJUvk6emp9u3bO33v7t27HW6xSz4GRc2aNfXCCy8oMTFRU6dOlXS727btKUjvv/++8ufPb1/+scces/dUu5PExES1bt1agwYNSvXAENsV9NOnTzt9b79+/VS1alX769KlS9tvhctIl39bD7khQ4YoNDTUPt3b21vvvfeeypcvr4iICG3evDlDnyWlmzdvatasWXJ3d9f48eMdrhoVKVJE48ePl7u7u3788UddvXrV4b2enp4aNWqUChQoYJ/WrVs3tWrVSjExMfrtt98k3b6Nyra+5PssMDBQo0aN0pgxY1S6dGlJt/fZtGnT5OXlpXHjxjn0rCtatKhGjhwp6fZTUVMKCgpyuI3c3d1dVatWtd8amXJ72259fOihhyTdvgIeEhKibt26pToGixUrZu91lda+vpOffvpJ169f10MPPaRu3bo5zHv00Uf18MMP6+rVq0676Xfv3t3hinfhwoX14IMPSlKat6854+npqfHjx9t70Ei3j+EWLVooKipKK1eulHT71plFixapaNGi+uCDD+Tn52dfvkKFCnrjjTckOd8PttvJbdzdnX/FLF26VJGRkapXr55efvllh6vtLVq00L/+9S/dunVLU6ZMkZR153NaYmNj1aFDB7322mupenQ+8MAD8vf31/Xr13Xp0iVJt293WbRokQoXLqyRI0c6HNt9+/ZVkyZNUv2NqKgoSUp1C2+PHj00dOjQDI3vl5CQoF27dil//vzpjhf20EMP2Xt52PZBTuQy26D1o0ePVtGiRe3T69atq+effz7VelesWKGTJ0+qZcuWevbZZx2Og9atW6t79+66cuWK5syZI0n222ILFy7s0Fsof/78Gj58uEaPHu2QK9Pyww8/2ONMvh0LFCigcePGqWDBglq+fHmq25yym8ViUc+ePe2vg4KCVK9ePUm3n/CX/Lhq0qSJChQooGvXrtmPrbs5d1OaOnWqEhMT9fLLLzvkH3d3d7322muyWCzasWNHmrfuS7f3V7t27dS/f39VqFDBYV7dunVVpUoVSc6PuyZNmuhf//qX/bWfn5/Gjh0rT09PzZ07Vzdv3pT0v/Mq5ViN7dq10zvvvKPBgwfbb7ty9Xg7f/68fv/9dxUpUkTDhw+Xh4eHJMnNzU0DBgxQtWrV0t2GybkS5528/fbbDnmqdevWKlOmjG7dumW/vTEhIUG//PKLPD099dFHHzn0GA8LC9OTTz6pKlWq2L9DbMfEBx984NALqUCBAvrggw/k5eWlGTNmZLjnnCS98cYb9mPQzc1NnTt3lnS7DTN06FB7D2I/Pz97j/w7nXOzZs2SJI0aNcrhu6xFixaphnKRbveguXHjhp544gmH4zgwMFAffPBBhj7H3bRNUpo6daqsVquee+45hx6n7u7uevnll1W/fn37kA+ZdTf57e2333bI3U2bNtUTTzxhP54k1/NwZo8tT09Ph1uf3d3dFRAQoGbNmuny5cvauHGjw/K2dl3yHrUlS5ZU27ZtU/VwL1iwoLp06SIp8+06V9sxybVu3drejpOkfPny2XuAudKuk273ykyeV1q1aqXu3bvrxo0bmjt3rqSsb187s337dkVERKhcuXJ69913HXp2hoWF2b9/vv32W/t0V8/nzBo4cKDDsRcSEqLatWtLytjvMVfjdLVN6enpqQcffFCGYWjBggUOy9v2oe23Q1xcnK5fvy4fHx8VLlzYvpynp6cGDRqk9957zyG3JGf5/6eKb9my5Y6fGeZHERA56v7775cke5FIuv3ltHLlSjVu3DjNWyptha769es7/QKyJTzbeIN//fWXrl27ppCQkFRdoiWlWWxMqXPnzvryyy/VoEEDh3j3799vb6QlJSU5HRPC2a24tlud7zQOxa1bt7Rjxw65ubmpQ4cOqeYnL5hmNpn/9ddfunHjhqpXr+60oFCuXDmFhobq5s2bqcYsCw0NVfny5VO9x1aM+fPPPyXJfrvB0qVL9cwzz2j27Nn28SoaNWqkrl272osiERERiouLU6VKlZwOgB0aGqoiRYro2LFj9h9UNrYvtpRsjcHFixfbp50/f15//vmnKlWqZG+o+vn5acyYMal+FFy4cEFr167VgQMHJMmlH0DJ2YretuM/JVsDy9l4mcmLaja27eNsTMW0hIeHO33oTbt27ST97zjatm2bkpKS7LcjpdSsWTO5u7vrzz//THXcp7UfUrJ9zoxuj6w6n9PSuHFjffrpp/YfqdLtc/DIkSOaM2eO/ce5bf9v2bJFVqtVTZo0cShI2jg7Z23FnB49emjcuHHaunWrEhMT5e3trb59+zodQzKlqKgoJSYmqkSJEmk2xCU5vfU0u3PZpUuXdPDgQRUrVkxhYWGplne2TWx5Pa0nxtvyuu3YrFKligoXLqxdu3bp8ccf17Rp03T8+HFJt/PDY489pkqVKjldl825c+d0+vRpBQQEOL39umDBgvaCRFrj12YXZ7eR274TnRWc/P39JcleELubczel9PaNm5tbhrZR9erVNWHCBPXp08c+zWq16sSJE1q0aJF97DBn480lPxdtgoKCFBYWpuvXr2v37t2S/ndevfrqqxo9erTWrVtnz4tPPfWUOnToYD9XXD3ebJ+tUaNGqW5VdHNzS/eW/JRciTM9Pj4+Ts/vlOejLWfWqFHD6ffpG2+8oXnz5qlhw4a6cOGC/v77bxUsWNBpET0oKEhVq1ZVXFyc9u3bl6HP6+3trerVqztMsx3LpUuXth+7NimPZWciIyN14sQJFStWzOn54Ox7wPbd6+xHcbVq1e54O7t0d22TtOLJTFsgI+4mvxUvXtzh+8HGdsHHNva2K3n4bo6tcuXKOf1+ddauu3nzplauXCl/f3+HcWffffddff755/YCviT77ak7duyQlPl2navtmOSctets57Ar7bpSpUrZi1nJpWzXZUf7OiXb52zbtq3T4Y46duxov208ISEhU+dzZt3N77HMxOlqm1K63SFAkhYuXGiflpCQoKVLl6pQoUL275siRYqoUqVKOnfunB5++GF98803OnjwoKTbF/uefPJJ1ahRw+lnseW75GOP4p+LMQGRo5o0aSJ/f3+tWLFC77zzjtzd3bVhwwZduXLFaaPfxpawpk2bZu9t4oytwGTrgZbW09Qy0vCziY+P188//6z169fr2LFjioyMlNVqdbjqZzgZ6yplI1eSw9hZ6bl8+bISExMVEBDg0NvO2We4U6MzLbZtZOuJl9bf2L17t31Zm7TeY7saaVu+ZMmS+uijj/TOO+9o48aN9iu3VapUUbt27fTkk0/av4ht+/jgwYN3HD/r3LlzKlasmP118itzyXXp0kXjxo3T0qVL7eOQLFq0SIZh2HsBJrdjxw7Nnj1b+/bt08mTJ3Xt2jVJsu9rZ/s5I+60rdPbl84+m61Bm9GeI5KcFm2l1PvMth9Wr16d7n64fv26rly54lC4T2s/pHSn7WG7YmvrcZCV53Nabt68aR8j6O+//9a5c+fsA0yn3P+2bZSyV5+Ns2Lr66+/rjNnzmj9+vX65ptv9M0338jX11fNmjXTgw8+mKGCgu2qcVo5wcZZ7pGyN5fdaZs429e294wZM0ZjxoxJ8/PY8rqPj48+/fRTDR48WHv27LFfnChbtqzatm2rJ554IlWPs5QymvekzOfWzHJ2/tj2Tcrxu5LPs7mbczcl2zZ/5JFH0o35Tj8mkpKStGzZMi1evFhHjhzRmTNn7EW/9PJqWvnKdnzZ9uPTTz+to0ePav78+fb2gbe3txo2bKjOnTurS5cu9nzp6vGWlXnHlTjTU7BgQafjlNnOR9u2TKvnsTO2zxsXF5eh715nBQxncaYsarpyLDtjezhXWk/odrY/bPswvffcqSfY3bRN0oonM22BjLib/JbRdp0refhujq202hOtWrVSoUKFtGrVKt28eVP58uXT6tWrdfXqVXXv3j1Vwf7gwYOaOXOm/vrrL508eVKxsbGSsr9dl7Idk1xuteuysn2dku1vpZUXfX19FRgYqKioKEVHR2fo3Mwq6bVh7rT/M5N3JNfalNLtpxuHh4dr586d2rVrl2rVqqWVK1fqypUr9vG8bSZOnKgBAwbo6NGjGjdunMaNG6fixYurVatWeuKJJ1JdgLGx9Qi3tSXxz0YREDnK29tbbdu21dy5c7V161Y1bNhQS5YsUb58+dL9EWz7UgwNDU33R54tsd6pQZmRxrZ0u5t4nz59dOnSJRUpUkQhISG6//77Va1aNdWvXz/NLtcZiSE9ti+G9NZhWyajA3Vn5d/Ily9fussnvwrYqVMnNW/eXKtXr9batWu1efNmHT58WIcPH9YPP/yg77//XmFhYfZ9XKpUKdWpUyfd2JPf5pbeZyhWrJgaNWqkDRs2aO/evQoJCdHixYvl5ubmcCuGdPupcj/++KM8PDxUtWpVdezYUffdd59q1qyp9evXZ2jw4LTcaVunty/v5jhKLq1j3va3UzZA77vvPpdud5MyHmtGt4ftNtusOp/TcuHCBfXs2VMnTpyQv7+/QkND1apVKwUHB6t+/frq06ePw9OYbQ25tBrrzhqVBQoU0Lfffqv9+/dr+fLl2rhxo/bu3atly5Zp2bJl6tSpU6qnYKZk+7t3arQ661GU3bksM9vEtmyDBg3SfCCUJIdiVYMGDbRq1SqtW7dOq1ev1qZNm3Tq1ClNmTJF06dP1yeffJLu7eE5kVszKyMPi0rP3Zy7Kdl6Cnbu3DndHmrJbxNP6dq1a+rTp4/27NkjX19f+5N4LRaL6tSpo5EjR6YaGsQmo/nKy8tLH374oV588UUtX75c69ev186dO7Vu3TqtW7dOs2fP1pQpU+Tt7e3y8Xan496V/eVKnOnJaI515cmatmVtA96nJ70CV3J3eyw7k5nvgazYh3fTNknpbtoCGZGd7brkw15kNA/fzbGV1mfw9vZWx44d9dNPP2nNmjXq0KGDvVdgyou73377rT7++GNJt3u0NW/eXFWqVFFoaKhOnDihESNGpBtTelxtxySXU+26lBfrsrJ9ndbfzMgy3t7e2d6uS+5utndm4nS1TWnTrVs37dy5UwsXLlStWrXstwZ37drVYbng4GAtWbJEmzZt0urVq7Vx40YdP35cP/30k37++We9/fbbDg/ysbEdB64+eRnmRBEQOa5jx46aO3eufvvtN4WHh2v16tVq0aJFur1bbI2DJk2a6N///vcd/4btis2ZM2eczk/Zsy0tI0eO1KVLl/Svf/1LAwcOdPgxZLuVKTsULlxYXl5eunz5suLj451um1OnTkmS09sjM8L2Iyi9q+C2v5F8jBgp7e1n294pr5gVKFBADz74oL3wFhERofHjx2vDhg365JNPNHnyZPs+LlGihMaNG5eJT+Tcww8/rA0bNui3336Tn5+f9u3bp/r16zv01tq6dat+/PFHlSxZUpMnT071tK/kt69nRvHixXXs2DGdPn3a6RMlbfsgs/syI2xXM1OyNURs+8y2H6pVq5al+yG5Ox17KY/trDqf0zJhwgSdOHFCDz74oN5///1UP45sPQdsbD2DbL0cUkprW0u3t2u1atX06quvKi4uTkuXLtX777+vJUuWqE+fPun2srFdkY+Ojs7Ix3KQ3bnMto/S2ibOptuOtS5dujg8xfBObBeTbBeOjh49qq+++koLFy7Uxx9/nG4R8G7y3r0uK8/d4sWL68yZM3r11VfT7G1yJ99995327Nmjxo0ba9KkSam+x1KeV8ndKV+l7OFWoUIF9evXT/369dP169e1Zs0ajRgxQtu3b9eKFSvUuXNnl4+37Mg7GYkzK9g+a1rb8dixY/rzzz8VFhZmXzZfvnzZlvOzgm1/OPvxLDnfH0FBQTp8+HCaT6vPyD7MyrZJ8eLFdfr0aZ0+fdo+JmZyealdl5E8nF3H1sMPP6yffvpJv/32m5o0aaK1a9eqTJkyDgWuU6dO6T//+Y8KFiyob775JtUtoRkZCy49rrZjsoOr7bqsbl8nd6ftcfXqVUVHR8vDw0OFCxe2F6JcOZ9zQ2byjqttSptOnTrpgw8+0PLly/Xvf/9bGzdulMVicXorvYeHh5o2baqmTZva45s6daqmTJmicePGqXv37qkK0DExMZIy3rsT5saYgMhxjRs3VuHChbVy5UqtWbNGV69edRh01hnbeDrr16932tNk5cqVeuCBB+xX9WrUqKFChQpp3759ThP3mjVrMhSrbdDz559/PlVviOSDErvSfT8jvLy8FB4eLqvVqhUrVqSaf+vWLft0Z2O4ZERISIh8fHy0b98+e2MluZMnTyoiIsLegyO5nTt3Kj4+PtV7li1b5hDTlClT1KpVK82fP99huRo1auj111+X9L/iQGhoqPLnz68DBw44/VKNjIzU/fffr6effjrVg0rS065dO/n5+WnVqlX2Yl7Kq8W2/dy+fftUBcCkpCT7WFLJr3S6cmXRdvzatk9KS5YskXR7zMvssm3bNqf7zHYc2caks8W6bds2p2OlREREqGPHjhowYECmb6Ox/Y20iqspt0dWnc9p2blzpyTp2WefTdVY2717t3272c5z29ikmzZtcjqG1apVqxxex8bGqmvXrvaByG0KFiyo7t272xtxd7q1smzZsvL09NSlS5dcvpKb3bmsRIkSKl++vC5evKi//vor1fzVq1enmmY7DtauXet0nTNmzNBDDz2kL774QtLtMaDatWunL7/80mG5ypUr65133pGUdhHSplSpUipdurRiYmKcjtUUFxenDRs2OMSXGVnV08MVWXnu3mnfDBkyRN27d3e6X21s59VTTz2VqgAYGRmpo0ePSnJ+zDn7u+fPn9dff/2lwoULKzQ0VFarVb1791bTpk0dxtHy8fHR/fffb7/oZDuvXD3eGjZsKHd3d/3xxx9Ov3MymndcjTMr1KhRQ/ny5dPevXudXjSYM2eOhg0bpq1bt6pMmTIqVaqUIiMj7ePfJnf9+nV17dpVPXv2zPRDFLJCsWLFVKVKFV26dMk+7nByzvZH48aNJclpO+rUqVM6cuTIHf9uVrZN7tQWWLp0qaTMt+vuJr/ZLlSmZIvV9n3sSh7OrmOrdu3aKl++vNatW6dly5YpISFBDz74oEPe3bNnj6xWqxo0aOB0TDjbdsipdkx2OHLkiNP2u+14t/W+zK72dXK27bFq1Sr7nQHJ/fbbb7Jarapbt67c3d0zdT7nhszE6Wqb0sbPz08dO3ZUVFSUPvnkEyUmJqbqBbh161bdf//99nPNplSpUnrzzTfl7++va9euKS4uLlVctn1fsWLFO3xq/BNQBESO8/LyUtu2bRUVFaWJEyfK19dXrVq1Svc9DRo0UPXq1RUREaGPPvrIYTDVEydOaPTo0Tp8+LD9VmEvLy/16NFDSUlJGjJkiEPxY8WKFamKUmmx3RaU8kf9tm3bNGrUKPvrzA4snB7bYOofffSRw4DJiYmJGjFihE6ePKlq1ardsWt/Wnx8fNS9e3dZrVYNGjTI4YdCdHS0Bg4cKKvVqm7duqV6mmh8fLzefvtthwHdv/vuO23atEmlS5e2XxkuW7aszp49qy+//NJh/BnDMOyD39oeIuDr66vu3bvr2rVrev311x3GrLh69aqGDh2qv//+W76+vne85Sa5/Pnzq0OHDvr77781a9Ys5c+fXx07dnRYxjZG0aZNmxx+PF+/fl1vv/22/Ypx8oKP7daZa9eu3bFw0r17d/n6+mrevHmpjr1ffvlFCxYskK+v7x3H37obV69e1TvvvONwrE6fPl0bNmxQxYoV7UXAsmXLqk2bNjp//ryGDRvmcO5cunRJb731lo4dO6YSJUpkutBx//33q3jx4tq6dau+/PJLh0b4unXr9O2338rDw8P+1LWsOp/TYjvPbU9Itjl06JC9WC39b/+XLFlS7dq1U0xMjEaOHOnQ4J0zZ45+//13Sf8rBPn7+8tqterQoUP2p37bnD59Wjt27JC7u3uqYntK3t7eqlGjhhISEhQREZGpz5iducz2BMZ3333XIZ9ERETYCyvJderUScWLF9eKFSs0ZcoUh+Ngz549mjhxog4cOGAfmLxy5co6efKkfvjhB/tTUG1s+SQjTwe25dbhw4c7/IC6evWqXn/9dcXHx6tVq1bpjqt1J7aGv7PCe3bJynO3V69e8vDw0CeffKJNmzY5zJs1a5YWLFig/fv3O30IjI3tmPv9998d9u3Zs2f18ssv288bZ4X0+fPnOxRu4uPjNWTIECUlJdljc3d3V8GCBRUVFaXx48c7FMYvX76sdevWSfrfd4yrx1uRIkX0wAMPKDY2VsOGDXM4N6ZOnZrhh3K5GmdW8PPzU9euXZWYmKhhw4Y5FB//+usvzZgxQz4+PvYHCNjOiSFDhujkyZP2ZRMSEjRixAhFREQoPj4+S8fpygxbnG+//bZDL6gdO3Y4fbLpI488osKFC+uXX35xKLzFx8frrbfeytBFj6xsm/Ts2VMeHh765ptv7EUo6Xab6LPPPtO2bdsUFBTk0kNnUspsfjMMQ2+++aZD3liyZInmzp0rf39/+4MLXM3D2XVsPfjgg4qPj9enn34qKfXFXVv+2b17t8M+S0xM1MSJE7V+/XpJqfOPrW3nrIiSnKvtmOxgGIbeeusth322cuVKzZkzR4ULF7Zvk+xqXydXv359Va9eXSdOnNCoUaMcfh/s3btXH330kaTb54CNq+dzbnE1TlfblMnZngI8Y8YM+1ODk6tSpYpOnjyp+fPnpypKrlmzRrGxsSpTpozTMX9txUlnD5PBPw+3AyNX3H///ZozZ47+/vtvdenSxekTwJJzc3PT+PHj1adPH02ZMkWLFy9WjRo1dOPGDW3fvl2JiYlq3769w5dL//79tWPHDm3ZskVt27ZVvXr1dPHiRe3YscM++OqdPP300xozZozeeOMN/fTTTypWrJhOnjyp/fv3q3DhwipWrJiioqIUFRV1x8H6XdW2bVs988wz+u677/Too4+qTp06CggI0O7du3X+/HmVLl1aEyZMyNATBdMycOBA7du3T9u2bVPbtm3tVyy3bt2qq1evqmHDhho8eHCq91WvXl0rV65U+/bt7WOrHDhwQAULFtTEiRPtP4DbtGmjdu3aacWKFWrXrp1q164tPz8/HTp0SMePH1exYsX0yiuv2Nc7aNAg7d+/X5s3b1a7du0UGhoqHx8f7dy5U5cvX1aFChUyNYbLQw89pLlz5+r8+fPq3Llzqn11//3367PPPtOhQ4fUtm1b1apVSwkJCdq5c6fi4uJUpUoVHT582GGA58DAQPn7+ys2NlZPPPGEypUrl+ZtFkFBQfrwww81cOBAvfHGG5oyZYoqVqyoY8eO6cCBA/Lx8dHHH398V0WHOwkMDNTy5cu1Y8cOhYWF6dSpU9q3b58KFy6sjz76yOFq5ahRo3TixAktXrxYGzduVGhoqNzc3LR9+3Zdu3ZN4eHh9getZIaPj48++eQT9evXTxMnTtT8+fNVtWpVRUZGaufOnfLw8NCwYcMcfhRnxfmclr59++rPP//UpEmTtHr1apUpU0aRkZHavXu38uXLZx88Pvn+HzZsmPbs2aM5c+Zo06ZNCg0N1enTp7V3716VK1dOJ0+edBhvasSIEerZs6fGjBmjn3/+WZUrV1Z8fLz+/PNP3bx5Uy+88IJ9IPH0tG7dWrt379b27dtdKhrkRC578skn9fvvv2vDhg1q3769GjRooOvXr2vLli0qVaqUYmNjHW5PSX4cjB07VtOnT1dwcLAuX76sHTt2yDAM9e7d2/6DuGrVqurdu7emTp2qLl26qHbt2goICLDnH19fXw0dOvSOcfbq1Us7d+7U0qVL1blzZ9WrV08+Pj7avn27YmJiVLVq1VRPCneV7YKU7YnoLVu2dOmW58zKqnM3JCREb731lkaPHq2+ffuqevXqKlOmjI4dO6bDhw/Lw8NDH3/8cbq3TPfs2VNLly7VnDlztGPHDlWpUkXR0dHauXOnDMOw50BnA+cXL15cL7/8smrXrq1ixYpp27Ztio6OVuPGjdWvXz/7cm+88Ya2b9+uH374QStXrlS1atWUkJCgHTt2KD4+Xl26dLF/r7l6vEnS0KFDdeDAAS1dulQ7d+5UzZo17bnTlbzjSpxZ5fXXX9fevXu1evVqtW7dWnXq1NHly5f1559/ymq16uOPP7YPbdC7d2/t3r1bS5Ys0QMPPKDQ0FAVLlxYe/bs0YULF1SkSBGNHz8+S+PLjEcffVSbN2/WokWL1LFjRzVq1EjXrl3T1q1bFRYWlmp/BAYG6oMPPtBrr72mAQMGKDw8XMWLF7c/Sdt2DN5JVrVNQkJCNHToUL3//vt69tlnVatWLZUoUUIHDhzQ8ePHVbhwYX3yySd31Z7MbH6rWLGiDh8+rHbt2qlu3bqKiorSzp077eNZ2ooKrubh7Dq2HnroIX322Wc6f/68atWqlWq8cFtRat++ferQoYPq1q0r6XbB/9KlS07bddLth20cOnRIvXv3VsWKFTV27FinT1vPTDsmq/n6+urAgQNq166d6tWrp6ioKO3YsUP58+fXhx9+6PAQnuxqX9sk/502a9YsrVmzRjVr1tTly5e1fft2JSUlqV+/fg5P03X1fM4trsaZmTalTd26de15qVWrVqluJw8ICNDrr7+uMWPG6KmnnlKtWrVUvHhxRUZGateuXfL09EzVS1C6fcHJ1lkm5R1P+GeiJyByRcOGDe1fThkdA6dixYqaP3++nn32Wfn6+mrjxo06cOCAQkJCNGbMGE2YMMFhgFZvb299++23GjRokAICArR27VpduHBBgwYN0qBBgzL0N/v27avx48crLCxMhw8f1h9//GHvibBw4UJ7jzJbz5+s9sYbb+iLL75QgwYNdODAAa1Zs0Z+fn568cUXNW/evLvu0p0/f3599913Gjp0qCpUqKDNmzdr27ZtqlKlikaOHKkpU6Y4LdBWr15dP/zwg0qWLKm1a9fq/PnzeuCBB/TLL784NHhsjYJBgwapQoUK2rFjh9asWWP/sbVgwQKHsfls8QwbNkyVKlXSnj17tGXLFhUvXlyvvPKKZs+enalxuho0aGD/O86eClygQAH9/PPPevTRR5UvXz6tW7dOR44cUWhoqCZMmKCpU6fKzc1NGzZssF/ddHd317hx41S5cmXt27dPGzduTHdstfbt22vOnDl64IEHdOnSJa1cuVKxsbF69NFH9csvv9zVlf+MqFChgn744QeVLl1aa9eu1cWLF9WtWzfNmTMnVSO1SJEi+vnnn/Xqq6/afzDt2rVLFStW1NChQ/X99987bRS7onbt2po3b566d++umzdvatWqVTpz5ow6deqkWbNmpRrUOCvO57S0b99ekydPVr169XTmzBlt2LBB8fHxeuSRRzRv3jz7xYXk53lQUJBmz56t7t27KyEhQatWrdL169ftxT7J8Sm+NWvW1I8//qgOHTooNjZWq1evVkREhOrUqaNPP/00Q2OdSrfHQvLy8tLy5ctd+ow5kcs8PDz05Zdf6rXXXlORIkW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      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x in main:\n",
    "    xcatx = [x]\n",
    "    msp.view_ranges(\n",
    "        dfd,\n",
    "        xcats=xcatx,\n",
    "        cids=cids_exp,\n",
    "        val=\"eop_lag\",\n",
    "        title=\"End of observation period lags (ranges of time elapsed since end of observation period in days)\",\n",
    "        start=start_date,\n",
    "        kind=\"box\",\n",
    "        size=(16, 4),\n",
    "    )\n",
    "    msp.view_ranges(\n",
    "        dfd,\n",
    "        xcats=xcatx,\n",
    "        cids=cids_exp,\n",
    "        val=\"mop_lag\",\n",
    "        title=\"Median of observation period lags (ranges of time elapsed since middle of observation period in days)\",\n",
    "        start=start_date,\n",
    "        kind=\"box\",\n",
    "        size=(16, 4),\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fb5ca36",
   "metadata": {},
   "source": [
    "# History"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcbbd820",
   "metadata": {},
   "source": [
    "## Breakeven rates of inflation-linked bonds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6e49520",
   "metadata": {},
   "source": [
    "The history of the available bonds-based breakeven rates has been quite diverse, albeit all showed a pronounced increase during the 2020-22 pandemic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cac9d3f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1681.87x900 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcatx = [\"IMPINFB2Y_NSA\", \"IMPINFB5Y_NSA\"]\n",
    "cidx = infb_cids\n",
    "msp.view_timelines(\n",
    "    dfd,\n",
    "    xcats=xcatx,\n",
    "    cids=cidx,\n",
    "    start=start_date,\n",
    "    title=\"Breakeven rates of inflation-linked bonds\",\n",
    "    title_adj=1.05,\n",
    "    title_xadj=0.48,\n",
    "    title_fontsize=27,\n",
    "    legend_fontsize=17,\n",
    "    xcat_labels=[\"2-year\", \"5-year\"],\n",
    "    ncol=3,\n",
    "    same_y=False,\n",
    "    size=(12, 7),\n",
    "    aspect=1.7,\n",
    "    all_xticks=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cdafd5c",
   "metadata": {},
   "source": [
    "Cross correlations of breakeven rates have been mostly positive, but not universally so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3b24c205",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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