{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b39236ee",
   "metadata": {},
   "source": [
    "# CPI Analysis Python Tutorial: Monthly Reproducible Inflation Analysis\n",
    "\n",
    "**Jupyter notebook edition**  \n",
    "This notebook mirrors the finalized publication article and keeps the corrected calendar validation, CPI calculations, reproducibility workflow, and July 2026 snapshot figures."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "737bd4b9",
   "metadata": {},
   "source": [
    "# CPI Analysis Python Tutorial: Monthly Reproducible Inflation Analysis\n",
    "\n",
    "U.S. edition | Data review: September 8, 2026\n",
    "\n",
    "**Methods note:** Monthly rates use seasonally adjusted CPI. Standard 12-month rates use not seasonally adjusted CPI. Current example data are from the July 2026 BLS release.\n",
    "\n",
    "A good CPI analysis should be easy to rerun, easy to audit, and clear about which inflation measure it uses. This CPI Analysis Python Tutorial builds that workflow with official U.S. Bureau of Labor Statistics data, Python, pandas, and matplotlib. The goal is not just to draw a chart once. The goal is to create a monthly process that can be repeated after every CPI release.\n",
    "\n",
    "The current example uses the July 2026 CPI release, published August 12, 2026, with source review on September 8, 2026. In July, headline CPI rose 0.1 percent from the prior month on a seasonally adjusted basis and 3.4 percent over 12 months before seasonal adjustment. Core CPI rose 0.2 percent for the month and 2.5 percent over 12 months. Those numbers answer different questions, so the tutorial keeps their seasonal treatment and time windows separate.\n",
    "\n",
    "You will fetch series with the BLS Public Data API, save the raw response, convert observations into a clean monthly table, calculate several inflation rates, compare headline and core measures, inspect major categories, adjust dollar values for inflation, and archive each monthly run. The code is designed to be understandable first, then reusable.\n",
    "\n",
    "> **Note:** Fast start: For July 2026, headline CPI changed 0.1 percent for the month and 3.4 percent over 12 months. Core CPI changed 0.2 percent for the month and 2.5 percent over 12 months. The code below shows how to reproduce those measures from official series."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09ad971d",
   "metadata": {},
   "source": [
    "## Understand CPI Before You Calculate Inflation\n",
    "\n",
    "The Consumer Price Index tracks average price change for a market basket of goods and services purchased by consumers. The CPI-U covers urban consumers and is the main population measure used in this tutorial. BLS also publishes CPI-W for urban wage earners and clerical workers, plus a chained CPI that uses a different formula for changing spending patterns.\n",
    "\n",
    "An index level is not an inflation rate. An index such as 333.918 tells you where the price index stands relative to its base period. Inflation comes from the percentage change between index levels. That difference matters because a steadily high index can exist even when the current inflation rate is slowing.\n",
    "\n",
    "### Headline and core CPI answer different questions\n",
    "\n",
    "Headline CPI includes the full consumer basket. Core CPI commonly means all items less food and energy. Core is often used to look past some short-term food and energy swings, but it does not mean food and energy are unimportant. A useful monthly review normally shows both.\n",
    "\n",
    "### Seasonal adjustment changes how you should calculate rates\n",
    "\n",
    "For a standard change from the prior month, use a seasonally adjusted index. Seasonal adjustment removes recurring calendar patterns so short-term movement is easier to read. For the familiar 12-month CPI rate in the BLS release, use the not seasonally adjusted index. Mixing those conventions without explanation makes a dashboard harder to compare with official reporting.\n",
    "\n",
    "<table>\n",
    "<caption>Table 1. CPI measures and the question each one answers</caption><thead><tr>\n",
    "<th scope=\"col\">Measure</th>\n",
    "<th scope=\"col\">Basic calculation</th>\n",
    "<th scope=\"col\">Best use</th>\n",
    "</tr></thead><tbody>\n",
    "<tr>\n",
    "<th scope=\"row\">CPI index level</th>\n",
    "<td>Published index value</td>\n",
    "<td>Track the price level over time</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Monthly inflation</th>\n",
    "<td>Current SA index compared with prior month SA index</td>\n",
    "<td>Read short-term monthly movement</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">12-month inflation</th>\n",
    "<td>Current NSA index compared with the same month one year earlier</td>\n",
    "<td>Match the standard BLS annual comparison</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">3-month annualized</th>\n",
    "<td>Compound the SA index change over three months to a 12-month rate</td>\n",
    "<td>Measure recent momentum</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">6-month annualized</th>\n",
    "<td>Compound the SA index change over six months to a 12-month rate</td>\n",
    "<td>Measure medium term momentum</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Annual average change</th>\n",
    "<td>Compare one calendar year average with another</td>\n",
    "<td>Study average price levels across years</td>\n",
    "</tr>\n",
    "</tbody></table>\n",
    "\n",
    "CPI is broad, but it is not a perfect description of every household. Spending patterns differ by family, location, age, housing situation, and many other factors. CPI also describes price change. It does not by itself prove why prices changed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d92607b8",
   "metadata": {},
   "source": [
    "## Set Up a Reproducible Python Inflation Project\n",
    "\n",
    "A reproducible project separates raw data, processed data, figures, tables, code, and metadata. That structure may feel like extra work at first, but it becomes valuable when a new release changes an old seasonally adjusted value or when you need to explain exactly how a chart was made.\n",
    "\n",
    "### Install the core tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9018872",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install requests pandas matplotlib jupyter"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9bf090a",
   "metadata": {},
   "source": [
    "Requests handles the API call. pandas manages the monthly table and calculations. matplotlib makes the charts. pathlib keeps file paths readable. Jupyter gives you a convenient place to combine code, notes, checks, and output.\n",
    "\n",
    "### Keep the BLS key outside the notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4bae651",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "from datetime import date\n",
    "\n",
    "import requests\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "BLS_API_KEY = os.getenv(\"BLS_API_KEY\")\n",
    "if not BLS_API_KEY:\n",
    "    raise RuntimeError(\"Set BLS_API_KEY before the registered API request.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a03e7b45",
   "metadata": {},
   "source": [
    "BLS Version 2 requires registration. Registered Version 2 access currently allows up to 500 daily queries, 50 series in one query, and 20 years in one query. It also supports extra features such as calculations, annual averages, and catalog information. If you only need a small request, Version 1 can be used without registration, but its limits are lower.\n",
    "\n",
    "### Use a simple folder plan"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13cc0a2f",
   "metadata": {},
   "source": [
    "```text\n",
    "project/\n",
    "    notebooks/\n",
    "    raw/\n",
    "    processed/\n",
    "    figures/\n",
    "    tables/\n",
    "    metadata/\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48129c4c",
   "metadata": {},
   "source": [
    "Save the raw BLS response before any cleaning. A raw snapshot lets you compare releases later and makes it possible to trace a changed historical value back to the source data you originally received."
   ]
  },
  {
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    }
   },
   "cell_type": "markdown",
   "id": "10b97ae8",
   "metadata": {},
   "source": [
    "![Workflow diagram showing BLS API, raw JSON, pandas, validation, inflation calculations, tables, charts, and archived monthly output.](attachment:figure_1.png)\n",
    "\n",
    "*Figure 1. Monthly workflow from official BLS data to an archived research snapshot.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e49324ca",
   "metadata": {},
   "source": [
    "## Choose BLS Series and Retrieve Monthly CPI Data\n",
    "\n",
    "The most important choice in a CPI API request is the series ID. The ID identifies the population, item, area, periodicity, and seasonal status. Do not copy an old code into a new tutorial without checking it. Series metadata can change, and the seasonal status of some components is reviewed each year.\n",
    "\n",
    "<table>\n",
    "<caption>Table 2. Series dictionary for the main tutorial</caption><thead><tr>\n",
    "<th scope=\"col\">Readable name</th>\n",
    "<th scope=\"col\">Seasonal status</th>\n",
    "<th scope=\"col\">BLS series ID</th>\n",
    "<th scope=\"col\">Main role</th>\n",
    "</tr></thead><tbody>\n",
    "<tr>\n",
    "<th scope=\"row\">Headline CPI-U all items</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SA0</td>\n",
    "<td>Monthly change and momentum</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Headline CPI-U all items</th>\n",
    "<td>Not seasonally adjusted</td>\n",
    "<td>CUUR0000SA0</td>\n",
    "<td>12-month change and dollar adjustment</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Core CPI</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SA0L1E</td>\n",
    "<td>Monthly core change and momentum</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Core CPI</th>\n",
    "<td>Not seasonally adjusted</td>\n",
    "<td>CUUR0000SA0L1E</td>\n",
    "<td>Core 12-month change</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Food</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SAF1</td>\n",
    "<td>Category monthly change</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Energy</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SA0E</td>\n",
    "<td>Category monthly change</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Shelter</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SAH1</td>\n",
    "<td>Category monthly change</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Medical care</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SAM</td>\n",
    "<td>Category monthly change</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Transportation</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SAT</td>\n",
    "<td>Category monthly change</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Apparel</th>\n",
    "<td>Seasonally adjusted</td>\n",
    "<td>CUSR0000SAA</td>\n",
    "<td>Category monthly change</td>\n",
    "</tr>\n",
    "</tbody></table>\n",
    "\n",
    "### Start with four series, not a huge list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9cae2905",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import requests\n",
    "from datetime import date\n",
    "\n",
    "URL = \"https://api.bls.gov/publicAPI/v2/timeseries/data/\"\n",
    "\n",
    "series_ids = [\n",
    "    \"CUSR0000SA0\",\n",
    "    \"CUSR0000SA0L1E\",\n",
    "    \"CUUR0000SA0\",\n",
    "    \"CUUR0000SA0L1E\",\n",
    "]\n",
    "\n",
    "end_year = date.today().year\n",
    "start_year = max(end_year - 5, 2000)\n",
    "\n",
    "payload = {\n",
    "    \"seriesid\": series_ids,\n",
    "    \"startyear\": str(start_year),\n",
    "    \"endyear\": str(end_year),\n",
    "    \"registrationkey\": os.getenv(\"BLS_API_KEY\"),\n",
    "}\n",
    "\n",
    "response = requests.post(URL, json=payload, timeout=30)\n",
    "response.raise_for_status()\n",
    "result = response.json()\n",
    "\n",
    "if result.get(\"status\") != \"REQUEST_SUCCEEDED\":\n",
    "    raise RuntimeError(result.get(\"message\", \"BLS request failed\"))\n",
    "\n",
    "series = result.get(\"Results\", {}).get(\"series\", [])\n",
    "if not series:\n",
    "    raise RuntimeError(\"BLS returned no series data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3c44a83",
   "metadata": {},
   "source": [
    "The API response stores each requested series as a list of observations. BLS often returns recent observations first, so do not assume the response is already in chronological order. Also inspect the message field. An invalid series can return an empty series with a message that explains the problem.\n",
    "\n",
    "### Turn each response into a tidy table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cef0d19a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tidy_bls_series(result, retrieval_date):\n",
    "    rows = []\n",
    "    for series in result[\"Results\"][\"series\"]:\n",
    "        sid = series[\"seriesID\"]\n",
    "        for obs in series.get(\"data\", []):\n",
    "            footnotes = \"; \".join(\n",
    "                f.get(\"text\", \"\")\n",
    "                for f in obs.get(\"footnotes\", [])\n",
    "                if f.get(\"text\")\n",
    "            )\n",
    "            rows.append({\n",
    "                \"series_id\": sid,\n",
    "                \"year\": obs[\"year\"],\n",
    "                \"period\": obs[\"period\"],\n",
    "                \"period_name\": obs.get(\"periodName\"),\n",
    "                \"value\": obs[\"value\"],\n",
    "                \"footnotes\": footnotes,\n",
    "                \"retrieval_date\": retrieval_date,\n",
    "            })\n",
    "    return pd.DataFrame(rows)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85597f80",
   "metadata": {},
   "source": [
    "The optional cpi Python package can simplify common inflation adjustment tasks. PyPI lists version 2.0.10 as the current release from January 2026. Use it as a convenience, not as a reason to hide the CPI ratio or skip source checks."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b66e620",
   "metadata": {},
   "source": [
    "## Clean, Validate, and Reshape the Monthly Time Series\n",
    "\n",
    "Economic time series code should fail clearly when the data are incomplete. A clean chart is not enough. You also need to know whether every month exists, whether values are numeric, and whether the source returned an unusual footnote.\n",
    "\n",
    "### Convert BLS period codes into real dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "55d39089",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_monthly_cpi(df):\n",
    "    out = df[df[\"period\"].str.fullmatch(r\"M(0[1-9]|1[0-2])\")].copy()\n",
    "    out[\"month\"] = out[\"period\"].str[1:].astype(int)\n",
    "    out[\"date\"] = pd.to_datetime({\n",
    "        \"year\": out[\"year\"].astype(int),\n",
    "        \"month\": out[\"month\"],\n",
    "        \"day\": 1,\n",
    "    })\n",
    "    out[\"value\"] = pd.to_numeric(out[\"value\"], errors=\"coerce\")\n",
    "    out[\"series_id\"] = out[\"series_id\"].astype(\"string\")\n",
    "    out = out.sort_values([\"series_id\", \"date\"]).reset_index(drop=True)\n",
    "    return out"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7f42ef1",
   "metadata": {},
   "source": [
    "The filter keeps only M01 through M12. BLS can also return annual average records such as M13 when those are requested or available. Treat annual averages as a separate product rather than pretending they are another month.\n",
    "\n",
    "### Check duplicates, missing dates, and missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d28a7fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def quality_report(df):\n",
    "    duplicate_count = int(df.duplicated([\"series_id\", \"date\"]).sum())\n",
    "    missing_calendar_months = 0\n",
    "\n",
    "    for _, group in df.groupby(\"series_id\"):\n",
    "        dates = pd.DatetimeIndex(group[\"date\"].dropna().unique()).sort_values()\n",
    "        if dates.empty:\n",
    "            continue\n",
    "        expected = pd.date_range(dates.min(), dates.max(), freq=\"MS\")\n",
    "        missing_calendar_months += len(expected.difference(dates))\n",
    "\n",
    "    return pd.DataFrame([{\n",
    "        \"rows\": len(df),\n",
    "        \"first_month\": df[\"date\"].min(),\n",
    "        \"last_month\": df[\"date\"].max(),\n",
    "        \"missing_calendar_months\": missing_calendar_months,\n",
    "        \"missing_numeric_values\": int(df[\"value\"].isna().sum()),\n",
    "        \"duplicate_series_months\": duplicate_count,\n",
    "    }])\n",
    "\n",
    "def complete_monthly_calendar(df):\n",
    "    if df.duplicated([\"series_id\", \"date\"]).any():\n",
    "        raise ValueError(\"Resolve duplicate series-month rows before reindexing\")\n",
    "\n",
    "    frames = []\n",
    "    for series_id, group in df.groupby(\"series_id\", sort=False):\n",
    "        group = group.set_index(\"date\").sort_index()\n",
    "        expected = pd.date_range(group.index.min(), group.index.max(), freq=\"MS\")\n",
    "        group = group.reindex(expected)\n",
    "        group.index.name = \"date\"\n",
    "        group[\"series_id\"] = series_id\n",
    "        frames.append(group.reset_index())\n",
    "\n",
    "    return pd.concat(frames, ignore_index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dcd17cc",
   "metadata": {},
   "source": [
    "The quality report now distinguishes two problems: an observation can be present with a nonnumeric or unavailable value, or a calendar month can be absent as a row. Run the report first, resolve duplicates, and then use `complete_monthly_calendar()` before calculating rates. Reindexing to a monthly calendar makes an absent month explicit as a missing value, so a one-, three-, six-, or twelve-row shift still corresponds to the intended number of calendar months.\n",
    "\n",
    "Do not automatically replace a missing official CPI observation with a guess. The October 2025 all items and core indexes are a useful real example. BLS did not publish those main estimates because CPI data collection was disrupted during the 2025 lapse in appropriations. The API represents unavailable October observations with a missing marker and an explanatory footnote.\n",
    "\n",
    "> **Note:** Data quality rule: Preserve a real gap when the official source has a gap. Do not interpolate an official publication series just to make a chart or rate complete. If you create an approximation for a separate research exercise, label it clearly and keep it out of the official results table."
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "f2151135",
   "metadata": {},
   "source": [
    "![Line chart of the not seasonally adjusted CPI-U all items index from January 2024 through July 2026, with a visible gap for October 2025.](attachment:figure_2.png)\n",
    "\n",
    "*Figure 2. The CPI index level shows the price level, not the inflation rate. Series CUUR0000SA0.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5da368e4",
   "metadata": {},
   "source": [
    "The visible gap in the index chart is useful information. Hiding it with interpolation would make the time series look smoother, but it would remove part of the data history that a reproducible analysis should preserve."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "522db29d",
   "metadata": {},
   "source": [
    "## Calculate Monthly, Annual, and Short-Term Inflation Momentum\n",
    "\n",
    "Once the index table is clean, calculate each rate from the index level that matches the question. Keep full precision during the calculation. Round only when you prepare the display table.\n",
    "\n",
    "### Use separate formulas for separate questions\n",
    "\n",
    "**Formula:** Monthly percent change = 100 × (CPIt ÷ CPIt−1 − 1)\n",
    "\n",
    "Use seasonally adjusted CPI for the standard monthly change. The formula compares this month with the immediately preceding month.\n",
    "\n",
    "**Formula:** 12-month percent change = 100 × (CPIt ÷ CPIt−12 − 1)\n",
    "\n",
    "Use the not seasonally adjusted series when you want to match the standard 12-month BLS headline convention.\n",
    "\n",
    "**Formula:** 3-month annualized = 100 × ((CPIt ÷ CPIt−3)⁴ − 1)\n",
    "\n",
    "**Formula:** 6-month annualized = 100 × ((CPIt ÷ CPIt−6)² − 1)\n",
    "\n",
    "The annualized rates compound the full 3-month or 6-month index change to a 12-month pace. Do not take one monthly rate and simply multiply it by 12. Short-term annualized inflation is a momentum measure, not a forecast of the next year. The helper above first converts a date-indexed series to an explicit monthly frequency, preserving gaps as missing values rather than silently shifting across them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32ce7e12",
   "metadata": {},
   "outputs": [],
   "source": [
    "def as_monthly_series(s):\n",
    "    if not isinstance(s.index, pd.DatetimeIndex):\n",
    "        raise TypeError(\"CPI series must use a DatetimeIndex\")\n",
    "    return s.sort_index().asfreq(\"MS\")\n",
    "\n",
    "def monthly_change(s):\n",
    "    s = as_monthly_series(s)\n",
    "    return 100 * s.pct_change(1, fill_method=None)\n",
    "\n",
    "def twelve_month_change(s):\n",
    "    s = as_monthly_series(s)\n",
    "    return 100 * s.pct_change(12, fill_method=None)\n",
    "\n",
    "def annualized_momentum(s, months):\n",
    "    if months not in (3, 6):\n",
    "        raise ValueError(\"Use 3 or 6 months for this momentum measure\")\n",
    "    s = as_monthly_series(s)\n",
    "    periods_per_year = 12 / months\n",
    "    return 100 * ((s / s.shift(months)) ** periods_per_year - 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c2dbf2d",
   "metadata": {},
   "source": [
    "<table>\n",
    "<caption>Table 3. Latest inflation dashboard for July 2026</caption><thead><tr>\n",
    "<th scope=\"col\">Measure</th>\n",
    "<th scope=\"col\">Headline</th>\n",
    "<th scope=\"col\">Core</th>\n",
    "<th scope=\"col\">Series treatment</th>\n",
    "</tr></thead><tbody>\n",
    "<tr>\n",
    "<th scope=\"row\">Monthly change</th>\n",
    "<td>0.1%</td>\n",
    "<td>0.2%</td>\n",
    "<td>Seasonally adjusted</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">12-month change</th>\n",
    "<td>3.4%</td>\n",
    "<td>2.5%</td>\n",
    "<td>Not seasonally adjusted</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">3-month annualized</th>\n",
    "<td>0.49%</td>\n",
    "<td>1.64%</td>\n",
    "<td>Seasonally adjusted index levels</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">6-month annualized</th>\n",
    "<td>3.85%</td>\n",
    "<td>2.42%</td>\n",
    "<td>Seasonally adjusted index levels</td>\n",
    "</tr>\n",
    "</tbody></table>\n",
    "\n",
    "The July 2026 snapshot shows why one number cannot summarize inflation. Headline inflation was 3.4 percent over 12 months, but its 3-month annualized pace was about 0.49 percent. Core 12-month inflation was 2.5 percent, while its 3-month annualized pace was about 1.64 percent. The short window suggests recent momentum was softer than the 12-month headline rate, but that can change quickly."
   ]
  },
  {
   "attachments": {
    "figure_3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b97917ac",
   "metadata": {},
   "source": [
    "![Line chart comparing headline CPI 3-month annualized, 6-month annualized, and 12-month inflation during 2026, with gaps where the October 2025 observation prevents a calculation.](attachment:figure_3.png)\n",
    "\n",
    "*Figure 3. Short term annualized CPI momentum can change much faster than the 12-month rate.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22118842",
   "metadata": {},
   "source": [
    "Annual average inflation is different again. It compares the average CPI level for one calendar year with the average for another year. Do not call an annual average change a 12-month change, and do not call a December to December change an annual average."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd71228f",
   "metadata": {},
   "source": [
    "## Compare Headline, Core, and Major CPI Categories\n",
    "\n",
    "Headline and core CPI are useful starting points, but category data help explain where price movement is concentrated. Keep the comparison descriptive. A category growth rate is not the same thing as that category contribution to the total CPI change, because contribution also depends on its relative importance in the consumer basket."
   ]
  },
  {
   "attachments": {
    "figure_4.png": {
     "image/png": 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sbKxstia5jR8AAGiivlm7r0Yy75Iz2pHMAwAAAAAAwDH5JKH3yCOPqKCgQHa7XQ888IBuv/12RURE+KJrAACAgJFXUKp/fr3OpSw+IkT3jOnup4gAAAAAAADQEPgkoffjjz/KMAxNnTpV99xzjy+6BAAACDiPfZuurMPFLmX/HN9T0c1D/BQRAAAAAAAAGgKfrHeZnZ0tSZo0aZIvugMAAAg4S7ce0P+W7XQpOye1pcad0sZPEQEAAAAAAKCh8ElCLyEhQZLUrFkzX3QHAAAQUIpKHbrn8zUuZeEhdv1rYi8ZhuGnqAAAAAAAANBQ+CShN3jwYEnS2rVrfdEdAABAQHn+x83amp3vUvaX81LUNpqHnQAAAAAAAHBiPknoTZs2TXa7Xc8884zKysp80SUAAEBAWL/vkF6ev8WlrE9StK4+q6N/AgIAAAAAAECD45OEXr9+/fT000/r999/1+TJkyv31AMAAGjMHE5Td322RmVOs7IsyGbosQt7y25jqU0AAAAAAAC4J8iTjT344IPHPd+/f3/NnDlTHTp00LnnnqvU1FQ1b978hO3ed999ngoRAADAZ95ZkqHfdh50KbtxWBeltm7hn4AAAAAAAADQIHk0oXf//ffLMI7/tLlhGCosLNSMGTM0Y8YMt9oloQcAABqa3QcL9Z85G1zKOseH69ZzuvopIgAAAAAAADRUHk3oSZJpmieuVId6AAAADY1pmvrHl2tVUOJwKX9kcm+FBdv9FBUAAAAAAAAaKo8m9JxOpyebAwAAaJBmrt6rH9dnupRd1j9JAzrH+SkiAAAAAAAANGQ2fwcAAADQmBwsKNEDM9a5lCVEhuqu0d39FBEAAAAAAAAaOhJ6AAAAHvTwrHRlHylxKXvggp6Kahbsp4gAAAAAAADQ0JHQAwAA8JDFm7P1ycpdLmUju7fS6F6t/RQRAAAAAAAAGgOfJPS2bdumc845RyNGjNDu3btPWH/37t0aMWKE2/UBAAD8rajUobu/WONSFhEapH9N7CnDMPwUFQAAAAAAABoDnyT03nnnHc2bN08lJSVq27btCeu3bdtWZWVlmjdvnt59910fRAgAAHBynvlhk7YfKHApu/P8FLWJauaniAAAAAAAANBY+CSh98MPP8gwDE2ePNntayZPnizTNDV37lwvRgYAAHDy0vYc0qs/b3UpO71DjK44s4OfIgIAAGgAig/JnrNJQft/l7LWS0WH/B0RAABAwAryRSfp6emSpL59+7p9TZ8+fSRJaWlp3ggJAADAIxxOU3d9vloOp1lZFmw39Njk3rLZWGoTAADAhWlKGQukZa/Jtn6WYkxH1TnDLnUfJ/W7Xuo4RGLZcgAAgEo+Sejl5eVJkqKjo92+pqJubm6uFyICAADwjLcWbdPqXXkuZTcN76purSL9FBEAAECA2vOb9MWNUpb14HeNdJ3pkNK+so6E7tKkl6XEPj4OEgAAIDD5ZMnNFi1aSJIOHDjg9jUVdZs3b+6VmAAAAE7WzpwCPTF3o0tZl4Rw3XJ2Fz9FBAAAEKC2/Ci9NaYymXdCWelW/S0/ejcuAACABsInCb2OHTtKkubNm+f2NT/99JMkqX379l6ICAAA4OSYpqm/f7lWhaUOl/LHLjxFoUF2P0UFAAAQgPb8Jn14pVSaX7frSvOt6/b85o2oAAAAGhSfJPRGjhwp0zT1wgsvaO/evSesv3v3br3wwgsyDEMjR470QYQAAAB18/XvezR/Y5ZL2RVntle/jrF+iggAACAAmaa1zGZdk3kVSvOlL2+y2gEAAGjCfJLQu+mmmxQcHKyDBw9qxIgRWr169THr/v777xo5cqQOHjyooKAg3Xzzzb4IEQAAwG05+SV6YEaaS1mrFqG6c3SqnyICAAAIUBkL3F9m81gy06SMhZ6JBwAAoIEK8kUnHTp00MMPP6y//e1v2rBhg/r27avhw4dryJAhatOmjSRp7969+vnnnzV//nyZpinDMPTAAw+oSxf2oAEAAIHloVlpyskvcSl74IJeahEW7KeIAAAAAtTy1z3XTqchnmkLAACgAfJJQk+S/vKXv6iwsFAPPPCAnE6nfvrpp8p98qozTVM2m00PPPCA7rrrLl+FBwAA4JYFm7L0+a+7XcrO69lK5/dq7aeIAAAAAlTRISl9pmfaSp9htRfWwjPtAQAANDA+WXKzwj/+8Q+tWLFCl156qaKiomSapssRFRWlK664QitXrtS9997ry9AAAABOqLDEoXu/WOtSFhkapAcn9PJTRAAAAAHGUSZlb7YSeT89LJkOz7RrOqTDez3TFgAAQAPksxl6Ffr06aMPPvhApmlq27Ztys7OliTFx8erU6dOMgzD1yEBAAC45envN2pHToFL2V1jUtWqRZifIgIAAPCTsmLpwGYpa0P5sV7K3miVOUpOfH19FB/xTrsAAAANgM8TehUMw1Dnzp3VuXNnf4UAAADgtrW78/T6wm0uZf07xuqyfu39FBEAAIAPlORbibqsjVbSLmuDlL1Bytnmudl37gqN8G1/AAAAAcRvCT0AAICGoszh1F2fr5bDaVaWhdhtemRyb9lsrC4AAAAagcKD5Ym7Da6Ju4M7/B1ZOUMqYYYeAABoukjoAQAAnMCbi7Zp7e5DLmW3nN1VXVvylDgAAGhg8rPLE3brq2bdZW/0/P504QlSfIp0aJeUm+GBBk3ptRFS6lhpyDSp7ekeaBMAAKDhIKEHAABwHDsOFOjJ7za6lHVrGaGbhnfxU0QAAAAnYJpWgq5ipl31fe4KczzbV4u2UnyylJAqJaRYR3yKFB5nnd/2s/T2eA91ZkrrZ1pHp2HS4D9JnYdLBismAACAxo+EHgAAwDGYpql7v1yjolJnZZlhSI9deIpCgmx+jAwAAECS0ynl7ai2TGa1GXfFh058vdsMKaaDlbSrTN6lSvHdpLAWx7+04xApobuUle7BeCRtm28diX2txF7qOMnG5zMAANB4kdADAAA4hi9W7daCTdkuZVcN6KDTO8T4KSIAANAkOUqlnG3WnnYuibtNUlmh5/ox7FJcl6pZdhWz7uK6SiHN69mmIU16WXprjFSaX/frg5tLvSZLaTOk4rya5/f8Kn18lZVoHHSHdMolkj24frECAAAEMBJ6AAAAtThwpFj/mpnmUta6RZj+el6KnyICAACNXmmRdGBzeeKuWvLuwGbJWeq5fuyh1uy6ysRdefIutrMUFOK5fiok9pEufU/68Mq6JfWCw63rupwjnfeotOINacmLUn5mzbrZG6WvbpZ+ekQaeJvU9+r6JyEBAAACEAk9AACAWvxrZppyC1xvnP1rYi9FhvHENwAAOEnFR6wEVPZG133ucrdJpvPE17srOFxKqLa/XUXyLqajZLN7rh93dDlHuna29MWN7i2/2bKHNPElKxkoWUt7Dv6TdOZN0m/vS4uekQ5ur3ndoV3St3dKP//bqtv/eqkZqysAAICGj4QeAADAUeZvzNKXv+1xKRvTu7XO7dHKTxEBAIAGqTDXmmF39Iy7vB2e7Scsqippl5Balbhr0Taw9pVL7CPdvETKWCgtf01m+kwZpqPqvC3I2guv3/VSx8HWcp1HCw6T+l0n9Z0irftCWviUlLmuZr2CA9JPD0mLnpbO+D/prFukyNbeemcAAABeR0IPAACgmoKSMt37xRqXssiwIN0/vqefIgIAAAHNNKX87PJk3fpqs+42Skf2ebav8JblSbuKxF357LuIlrUnvwKRYUidhkidhshZkKtDuzbIKM1XZFwb2aPbWTPx3GEPkk65WOp9kbRxjrTwSWnnLzXrlRyRFj8r/fKy1OdyadBUa2lRAACABsYnCb1zzjlHhmHozTffVIcOHdy6Zs+ePbryyitlGIZ++OEHL0cIAABgeXLuRu3KLXQpu3dMd7VsEeaniAAAQEAwTenQnqolMqvPuivM9WxfLdpVS9xVS941j/VsP/4W2kKO2K7W65gYyV6PZUANQ0o5X0o+T9q+2Ersbf6+Zj1HibRyuvTrO1LPSdbyna17n1T4AAAAvuSThN68efNkGIby893f+LiwsLDyOgAAAF9Yveug3ly0zaXszE6x+kO/JD9FBAAAfM7pkA7uqErWVZ9xV3LYgx0Z1l52CalH7XOXLIVGerCfJsIwpI6DrGPv79ZSnGlf1dyT0HRKaz+zjm6jpMHTpA5n+SdmAACAOmDJTQAAAEmlDqfu/GyNnGZVWUiQTY9O7s0DRgAANEaOUilna3nirmLG3Xope5NUVuS5fmxBUmyXqpl2FbPu4rpKwc081w+qtDlVuni6dGCLtOgZ6ff/WTP0jrZprnW0P8tK7HU7t+EsXQoAAJqcgE3oVczmCwtjeSsAAOB9ry/YpvS9h1zKbj+nqzonRPgpIgAA4BGlRdKBTVWJu4pZdwc2S84yz/UTFCbFdauWuCufdRfbWbIHe64fuC+ui3TBs9Lwu6QlL0gr3pJKa1k9ascS6YOLpVa9pcF3SD0mWnv0AQAABJCA/XTyzTffSJLatWvn50gAAEBjl5Gdr6e/3+hSltIqUn8c2sVPEQEAgDorPlI+y26j6z53uRk1l108GSER5Utjprgm76I7SLZ67AEH72uRKJ33sDTkz9Ky16RfXpYKc2rW279G+uw66ceHpEG3S6deLgXzoDkAAAgMXkno/d///V+t5X//+98VHR193GuLi4u1ZcsWLV++XIZhaNiwYV6IEAAAwGKapu79co2Ky6pu9BmG9NiFvRUSZPNjZAAAoFaFudVm21WbcZe307P9hEVLLbtbe9pVXyqzRVuWZWyomsdKw++UBt4qrXxbWvK8dGh3zXq526SZf5LmPS6ddbN0xv+xryEAAPA7ryT0pk+fXmOvGdM09dVXX7l1vWlam9fExsbq7rvv9nh8AAAAFT5duUuLNh9wKZtyVked1j7GTxEBAACZppSfVTXTrnri7sh+z/YV0aqWGXcpUngCibvGKiTcStT1u15a/ZG06GlrCdajHdknfXeftOAJqf8fpTNvlMLjfR4uAACA5KWEXvv27V0Setu3b5dhGGrTpo2Cg4+9brxhGAoLC1ObNm00cOBA3XTTTUpMTPRGiAAAAMo6XKyHZqW7lCVGhekv56X4KSIAAJoY07RmSLkk7sqTd0UHPdtXVFJVwq5y1l2y1IyHeJqsoBCp71VSn8ul9BnSwielvb/XrFeUJ/38H2nx89LpU6SzbpWik3wfLwAAaNK8ktDLyMhw+bPNZi1XNXfuXPXo0cMbXQIAANTZgzPTlFdY6lL20KReiggN2G2GAQBomJwO6eD2qmRdxT532RulkiOe68ewSTEdq2bZVcy6i0+WQiM81w8aF5td6jlR6jFB2vqTtOBJKWNBzXplhdb+e8tfl075gzToDispDAAA4AM+uVs1dOhQGYah8PBwX3QHAABwQj+tz9SM3/e4lI07pY3OSW3lp4gAAGgEykqknK1S9gbX5F32RslR7Ll+bMFSXFcrmVJ9xl1cVyk4zHP9oGkxDKnLOdaxc7m08Clpw6ya9Zxl0m/vS799IHUfJw2eJrXt6/t4AQBAk+KThN68efN80Q0AAIBb8ovL9Pcv17qURTUL1j/H9/RTRAAANDClhVL2JitRl7W+KnGXs8VKdnhKUFh5sq7a/nbxKVJsJ8l+7C09gJOW1E+67AMpM11a+LS05hPJdBxVybSW6kyfIXUaJg2ZZv2XvRcBAIAXsJ4UAABocv47d4N2Hyx0Kbt3bHclRIb6KSIAAAJU8eHyGXYbXPe5y82QZHqun5DIakm7avvcRbe3lkME/KVld2nyK9LZ90iLn5NWvSuVFdWst22+dbQ9XRr8JyllrFS+BQ0AAIAn+C2hd+jQIR0+fFgOx9FPN9XUvn17H0QEAACaglU7cjV9cYZL2cAucbr49Hb+CQgAgEBQkFO1RGblrLuN0qFdnu2nWWzV/nbVk3eRbZjVhMAW00Ea+19p2N+kpS9Z++gVH6pZb/dK6aMrrZmkg++Qel/MbFIAAOARPk3offfdd3rxxRe1cOFC5eTkuHWNYRgqK/Pgch0AAKDJKnU4dffna2RWm1AQGmTTI5N6y+AmIgCgsTNN6Uhm1Uy76vvc5Wd5tq+I1lXJuop97hJSpfB4z/YD+FpES2nkP61k3Yo3pSUvSvmZNetlb5C+vEn66RFp4G3SaVdJIc19Hi4AAGg8fJbQu/322/XCCy9IkkzTg8tyAAAAuOnVn7dq/b7DLmVTR3ZTx/hwP0UEAIAXmKaUt6vajLtqibuiPM/2Fd3emol09FKZzaI92w8QaMKirKU1z7xR+u19adEz0sEdNevl7ZS++Zs0/9/SgBulfv+P8QEAAOrFJwm9Dz74QM8//7wkKSwsTBMnTtTpp5+u2NhY2VhPHAAA+MDWrCN65odNLmXd27TQ/xvS2U8RAQBwkpwOay+72pbKLM33XD+GTYrtXC1xVz7rLj5ZCuGhGDRxwc2kftdLfa+R1n0uLXxKykyrWa8gW/rxIWnhM1K//5MG3CxFtvZ5uAAAoOHySULvlVdekSQlJSXpxx9/VJcuXXzRLQAAgCRrdYB7vlijkjJnZZnNkB6b3FvBdh4uAgAEuLISKWdLeeKuWvIue5PkKPZcP7ZgKb6blairvs9dXFcpKNRz/QCNkT1IOuUSqddF0qY50oInpV3LatYrOWzN5lv6stTncmnQVCm2k+/jBQAADY5PEnqrV6+WYRj65z//STIPAAD43McrdmrpVtf9e68d1EmnJkX7JyAAAGpTUiAd2GTNsMtaX5W4O7BFMh2e6yeoWdW+dtWTdzGdrKQEgPqz2aSU0VLy+dL2RVZib8sPNes5iqWVb0m/vi31nGwt39m6l+/jBQAADYZPPqmXlpZKkk477TRfdAcAAFAp83CRHp6V7lLWNrqZpp2b7KeIAABNXtGh8uUxy2fbZW2w9rnL3S7Jg3vOh7aommUXn1KVuItKspIOALzHMKSOg61jz2/WUpxpX6nGGDed0tpPraPbedKQaVL7Af6IGAAABDifJPQ6duyo9PR0HTlyxBfdAQAAVHrg6zQdKipzKXt4Ui+FhzIDAQAapOJDsudsklFaIJW1lqKTpLAW/o6qdgU5VTPtKmfdbZAO7/FsP83jqpJ11fe5i2xtJRUA+FdiH+mSt63Ztoueln77n+QsrVlv0xzraD/QSux1HckYBgAAlXxyJ2vy5Ml6+OGH9cMPP2jIkCG+6BIAAEDfp+3XrDV7Xcom9EnU8JSWfooIAFAvpillLJCWvSbb+lmKqb78pGGXuo+T+l0vdRzi+5vfpikd2V+VrKu+z11Btmf7ikysWiqzevIuPN6z/QDwjrgu0gXPScPvlpa8IK14SyrNr1lvx2Lp/cVS697WUpw9Jko2u8/DBQAAgcUwTdOD63nULi8vT3369FFubq6WLl2q1NRUb3cJL9i1a5eSkpIkSTt37lS7du38HFHgcTgcys3NlSTFxMTIbucDN9CYMeYD2+GiUo166mftzSuqLItpHqzvpw1TXESoHyODpzEWgUZuz2/SFzdKWeknrKqE7tKkl63ZMJ7mdEqHdrkuk1lxFOd5tq/oDlVLZSaklifukqWwKM/2A/hZk/8dXpAjLXtV+uVlqTD32PViOkmDpkp9LpeC+ByLhqnJj3egEWE8u8cb+RSfzNCLiorSnDlzNH78eA0cOFAPPfSQLrvsMsXExPiiewAA0AT9d84Gl2SeJP19bA+SeQDQkGz5UfrwytpnsNQmK116a4x06XtSl3Pq16ejTMrNsPa0q564y94olRbUr83aGHYptrNr4i4hRYrrJoU091w/AAJX81hp+F3SwNuklW9Li5+rfUne3G3SzDukeY9JZ90inXGtFBrp83ABAIB/+SSh17lzZ0lSQUGBDh48qNtuu02333674uPj1bz58b+oGIahLVu2+CJMAADQSKzcnqt3lm53KRvSLV6T+7b1U0QAgDrb81vdknkVSvOt666dffyZemXF1n5W2dWWyMzaKB3YJDlKTiZyV/YQK0lXmbgrT97FdmamDQBLSLh01s3W0sGrP7L22TuwuWa9I/uk7/4hLXhC6v9H6cwbpfA4n4cLAAD8wycJvYyMDJc/m6Yp0zSVmZl5wmsNNv8FAAB1UFLm1N2fr1b1RcXDgm16eGJvPlcAQENhmtYym3VN5lUozZe+vEm6abFUWmjNrsve6DrjLmerVH0vvpMV3FyKr9jfruK/qdbymXaffPUG0NAFhUh9r7KW1kyfIS18Utr7e816RQeln/8tLXle6jtFGnirFMW2KAAANHY++VYxZcoUX3QDAACgl+dv0cb9R1zK/jQyWe3jWL4MABqMjAXu7Zl3PJlp0n9TpPxMSR7cOj40quYymQkpUot2ks3muX4ANF02u9RzotRjgrX08MKnrJ+LRystkH55SVr+unTKH6TBd0jx3XwdLQAA8BGfJPTeeustX3QDAACauM2ZR/T8j67LE/VMbKHrBnfyU0QAgHpZ/rpn2snfX/9rwxOk+OqJu/JZdxGtJGZ8A/AFw5C6jrCOncutGXsbZtes5yyVfntP+u19qft4acg0KfE038cLAAC8inU/AABAo+B0mrrn8zUqcTgry+w2Q49feIqC7MyYAIAGo+iQlD7Td/21aGsl7eKr7XEXn8K+VAACS1I/6bL/SfvTpEXPSGs+qWXZYFNK/9o6Og+XBk+TOg3lIQQAABoJEnoAAKBR+HD5Ti3LyHEpu25wJ/VqG+WniAAA9XJoj2f3tpMkGVJMB2uGXXy1/e3iu0lhLTzcFwB4Uase0uRXpLPvkRY/J616Vyorqllv6zzraHu6ldhLGcOywAAANHB+SegVFhZq5cqV2rdvnwoKCjRx4kS1aMGXKAAAUD/7DxXp0dmuey0lxTbTn0Ym+ykiAEC95GyVVrzp2TYnvSJ1v0AKYS9VAI1ITAdp7H+lYX+Tlpbvo1d8qGa93Sulj66wHmIYdIfU+yLJHuzzcAEAwMnzaUJv586duueee/TJJ5+otLS0svyMM85Qjx49Kv/8xhtv6JVXXlFUVJTmzp0rg6UBAADAcfzzq3U6XFzmUvbIpN5qFmL3U0QAALeYprT3d2n9LGn9TCkzzfN9JJ5GMg9A4xXRUhr5T2nwHdLyN6SlL0r5WTXrZa2XvrxR+ukRaeBt0mlX8rMRAIAGxmcJvV9++UVjx45Vbm6uTNOsLK8tWTd+/HjdcsstKi0t1dy5c3Xeeef5KkwAANDAzFm3T9+u2+dSNvm0thrSLcFPEQEAjstRJu1YUp7EmyXl7fBeX7YgKbKN99oHgEARFiUNmSYNuEla9Z60+FnpYC0/X/N2SN/8VZr/uFW33/VSs2ifhwsAAOrOJ4tnHzx4UBMmTFBOTo5at26tF198UWvWrDlm/ZYtW2r06NGSpFmzZvkiRAAA0AAdKirVfV+tdSmLDQ/R38f1OMYVAAC/KC2U1s+WvrxZ+m836e1x0i8veTeZJ0mp49gjD0DTEtxM6v//pNtWSZNelRK6116vIFv68V/SU72k7+6TDu/3bZwAAKDOfDJD79lnn1VmZqbi4+O1ZMkStW/f/oTXjBw5Ul999ZWWLVvmgwgBAEBD9O9v12v/oWKXsvvG9VBseIifIgIAVCrMlTbOldbPkDb/IJUWuHddeIK1TOamuScfQ7/rT74NAGiI7EHSqX+Qel8sbZojLXhS2lXLPbaSw9KiZ6SlL0unXSENvF2K7eT7eAEAwAn5JKE3Y8YMGYahadOmuZXMk6SePXtKkrZs2eLN0AAAQAO1PCNH7y11ndkxNDlBE/ok+ikiAIAO7anaDy9joeQsO/E1khTT0ZpN13281K6fZNikF8+SstLrH0vLHlLHwfW/HgAaA5tNShktJZ8vbV9kJfa2/FCznqNYWvGmtPJtqddkafCfpFY9fR8vAAA4Jp8k9DZv3ixJGjp0qNvXxMTESJIOHTrklZgAAEDDVVzm0F2frXYpaxZs18MTe9W6Py8AwIuyNlqz8NbPknavdP+61qeUJ/HGWcm3o39+T3pZemuMVJpf95iCw6WJL9VsEwCaKsOwHnLoOFja85u08Ckp7StJpms90yGt+cQ6ks+XBk+T2p/pj4gBAMBRfJLQKyoqkiQFBwe7fU1+vvWlrVmzZl6JCQAANFwv/rRFW7Jcb/D+eVSykmKb+ykiAGhCnE5pzyoriZc+Uzqwyb3rDJvUfqCUOtY6Yjocv35iH+nS96QPr6xbUi843LousY/71wBAU5LYR7rkbSl7s7Toaen3DyVnac16G7+1jg6DrMRe1xE8KAEAgB/5JKHXsmVL7dq1S9u2bVO/fv3cuua3336TJCUmsmwWAACosmn/Yb04b7NL2SntonTNwI7+CQgAmgJHqZSxoHw5zdnS4T3uXWcPlbqcY83CSz5fCo+vW79dzpGunS19caN7y2+27GHNzCOZBwAnFt9VmvC8NPxuackL0srptT9AsX2RdbQ+xVqKs8cEyWb3ebgAADR1PknonXnmmdq1a5e++eYbXXLJJSesb5qmXnvtNRmGoSFDhvggQgAA0BA4nabu+nyNSh1VSwPZbYYem3yKguw2P0YGAI1QSb60+XsribfxW6koz73rQqOk5POsJF6XEVJoxMnFkdhHunmJtSff8tdkps+UYTqqztuCrKU7+11vLSXH7BEAqJuottL5j0hD/yIte1X65WWpMLdmvX2rpU+vlWI7S4OmSqdeJgWF+j5eAACaKJ8k9K644gp9+umnev/99zV16lT16dPnuPX//Oc/6/fff5dhGJoyZYpXYlqxYoVmz56thQsXKi0tTVlZWQoODlZiYqIGDRqk6667ToMHn9wG6vPmzdPZZ59dp2uGDRumefPm1Sjv2LGjtm/ffsLrO3TooIyMjDr1CQBAQ/H+sh1aud315sL/G9JZPRJb+CkiAGhk8g9IG7+xknhbfpTKity7LqK1tYxm93FSh8FSUIhn4zIMqdMQqdMQOQtydWjXBhml+YqMayN7dDspjN8DAHDSmsdKw++SzrpV+vVtafHztc/IztkqzZgqzXtMOusW6fRrT/7hDQAAcEI+SehNmDBBZ599tn766SeNGDFCDz30kC688MLK82VlZdqzZ48WLVqkZ599VosXL5ZhGJo8ebIGDhzo8XiGDh2qBQsW1CgvKSnRpk2btGnTJk2fPl1XX321XnvtNYWEePjL6HGkpKT4rC8AABqSvXmFevyb9S5lHeKa646R3fwUEQA0Egd3WAm89JnSjsWS6XTvuriu1sy47uOlxL6SzUczpUNbyBHb1XodEyPZWfYNADwqNMJK1PW7Xlr9kbTwaSlnS816h/dKc/8u/fxf6cwbpDNvtJKCAADAK3yS0JOkzz77TCNGjNCqVat066236tZbb5VRvhTKaaed5lLXNE0NGDBA06dP90ose/ZYTxclJibq4osv1pAhQ9S+fXs5HA4tWbJETzzxhHbv3q133nlHpaWl+uCDD+rVT79+/bRmzZoT1rv11ls1f/58STrhjMQJEybooYceOuZ5XyYfAQDwFdM0dd9X63SkuMyl/JFJvRUWzI1cAKgT05Qy08qTeDOsJdTcldjXmoWXOk5K4GFEAGjUgkKlvldLfa6Q0r+WFjxZ+++MooPS/Melxc9Jp19jzfCLauvraAEAaPR8ltCLjo7WkiVL9MADD+jFF19UXl7t+y80b95ct956qx588EGvJadSU1P1yCOP6MILL5T9qKc5BwwYoKuuukqDBg3Sxo0b9b///U833nijhg4dWud+wsPD1atXr+PWOXjwoJYuXSpJ6tq16wlnJEZHR5+wTQAAGptv1+7Td2n7XcouPr2dBnWN91NEANDAOJ3SrmXS+pnWTLzcbe5dZ9itfem6j5dSxnCDFgCaIptd6jlJ6jFR2vKDtOApafvCmvVKC6SlL0rLXpNO/YM06A4pntU0AADwFJ8l9CRr9tjDDz+se+65R/Pnz9eKFSuUmZkph8OhuLg4nXbaaRo5cqSioqK8GsfMmTOPez4+Pl5PPPGExo8fL0n69NNP65XQc8dHH32k4uJiSdJVV13llT4AAGjI8gpLdd/X61zK4iNCdO/Y7n6KCAAaiLJiadvP1iy8Dd9I+ZnuXRfUTOo6wkridRvF8mkAAIthSF1HWsfOZdaMvY3f1KznLJVWvSetel/qcYE0+E9S4mk16wEAgDrxaUKvQnh4uMaMGaMxY8b4o3u3nH322ZWvt2ypZZ1wD3nnnXckSYZh6Oqrr/ZaPwAANFSPfbNeWYeLXcruG99T0c1ZZhoAaig6JG3+zpqFt+k7qeSwe9c1i7Fm4KWOlTqfLYU0926cAICGLam/dPmH0v40adHT0ppPJdNxVCVTSvvKOjqfLQ2ZJnUcYiUGAQBAnfklodcQVMyak1RjWU5P2bJlixYvXixJGjJkiDp27OiVfgAAaKiWbj2g/y3b4VJ2dkqCxp/Sxk8RAUAAOpIpbZhtJfG2zZccJe5d16Jd+X54Y6X2AyU7Xw8BAHXUqoc0+VXp7HusPfR+fVdyFNest/Un62h7hpXYSx4t2Wy+jxcAgAbMZ9/Yduywbsa1atVKoaGhx61bVFSkzExrOZj27dt7PbbazJ8/v/J19+7eWdKrYnaeJE2ZMsWta37++Wf16dNHW7ZskcPhUKtWrdS/f39ddtllmjBhggyecgIANBJFpQ7d8/kal7LmIXY9NKk3v+8AIGertH6WlcTb+Ysk073rErpXJfHa9GGWBADAM2I6SmOfkIbdae2jt/wNqfhQzXq7V0gfXm79Php8h9TrQske7OtoAQBokHyS0Js7d65Gjx6tiIgIZWRknDChV1BQoJ49e6qwsFDff/+9hg8f7oswKzmdTj322GOVf77kkks83odpmnrvvfckSc2aNdPFF1/s1nXbtrluXp+RkaGMjAx9/PHHGjRokD766CO1bVu/jep37dp13PN79+6tfO1wOORwHL2UAhwOh5xOZ+VrAI0bY967nvthk7Zm57uUTTu3m1pHhvD3DReMRTQJpintWyNjw0wZG2bLyExz7zIZUrszZKaMlZkyVorrUnWyfNw0NIx5oPFgPDdCzeKks/8hnTVVxoo3ZCx7WUZ+Vs16WenSFzfI/PEhmWfdJrPPFVJwM9/HC59hvAONB+PZPd74u/FJQu+TTz6RaZqaOHGiYmJiTlg/NjZWF154od555x199NFHPk/oPfXUU1q2bJkkafLkyTr99NM93sfChQu1detWSdKkSZMUGRl53PohISG64IILNGrUKPXq1UtRUVE6ePCglixZopdeekk7d+7UokWLdO6552rJkiWKioqqc0xJSUlu183Ly1N4eHid+2jsHA6Hjhw5IslK2npruVYAgYEx7z2bswr08s9bXcp6tg7X+JQWys3N9VNUCFSMRTRazjIF7V2p0K1zFbL1O9kP73brMtMWrNJ2Z6mk87kq7jRSZnjLqpON4GcoYx5oPBjPjVzPa6SUSxWW9omarXqt1t9jRt5OGd/+Tc75j6vw1GtV1PtKmaHHv0eGhonxDjQejGf35OXlebxNnyT0lixZIsMwNGrUKLevOe+88/TOO+9oyZIlXoyspvnz5+uuu+6SJLVs2VIvvfSSV/p59913K19fffXVJ6y/bNkyRUdH1ygfPny4br31Vl100UWaO3eu0tPT9cADD+jJJ5/0ZLgAAPiMw2nqoblb5XBWLR9ntxn6x3mdZbexNByARq6sSCE7Fylk61yFbPtRtqIcty5zBoertMMwFXc+V6UdzuZmKAAgMASFqeiUq1TU81KFbpqpZr++oqCcTTWq2QoPKHzpf9Xs15dV1OsKFfb5P5nN4/0QMAAAgcswTdPNzRbqLyIiQoWFhVq6dKn69evn1jXLly/XmWeeqcjISK9kMmuzbt06DRkyRLm5uQoLC9OcOXM0dOhQj/dTVFSkNm3a6ODBg0pMTNSOHTtOOoudl5enzp07KycnR+Hh4crJyVFISEid2nBnyc3+/ftLspb6bNeuXb3jbawcDocOHjwoSYqOjubpBKCRY8x7x9tLtuvBmekuZTcN66y/jEr2U0QIdIxFNHhFeTI2zZWxfqa05UcZpfknvkaS2TxeZspomSnjpE5DpKAwLwcaGBjzQOPBeG6CTKe0cY5si56SsXvFsavZQ2X2uULmWbdJMR18GCC8hfEONB6MZ/fs2rVLHTt2lCTt3LnTI/kUn8zQKysrk6Q6/Y+tqFtUVOSVmI62bds2jRo1Srm5ubLb7frwww+9ksyTpK+//rryH/wVV1zhkX/wUVFRuvTSS/Xiiy8qPz9fK1as0MCBA+vURl3+QdntdgbqMdhsNkn8HQFNBWPes/YcLNQTcze6lHWKD9fUkcn8/eK4GItocA7tkdbPso6MBZKzzL3rojtI3cdLqeNkJPWXYWua/94Z80DjwXhuauxSj3FS97FSxkJp4ZPSlh9r1DIcxTJWvin9+rbU60Jp8J+kVj38EC88ifEONB6M5xPzxt+LTxJ68fHx2rt3r7Zu3aq+ffu6dU3F/nKxsbHeDE2StGfPHo0cOVJ79uyRYRh68803NWHCBK/1984771S+dme5TXf16FH1wWb3bvf21wAAIFCYpql/fLlW+SWumwY/Mqm3woL5cAigEcjeJKXPsJJ4x5mVUEPr3lLqOOto1VMyWH4YANDAGYY1u7zTEGnPKmnhU1La15KOWkjMdEhrPraO5NHSkGlSUn+/hAwAgL/5JKHXp08f7d27Vx999JEuuugit6758MMPJUm9evXyZmjKzs7WueeeW5lAfO655zyaZDtaZmam5syZI0nq27evR9+fwRd7AEADNmvNXv2wPtOl7NJ+STqrS5yfIgKAk2Sa0p5fpfSZ0vqZUvbGE18jSYZNan+WlDrWOmI6ejVMAAD8KvE06ZJ3rAdfFj0t/f6R5CytWW/jN9bRYbA05E9SlxE85AIAaFJ8ktCbMGGCZs+erc8//1yffPKJLr744uPW//jjj/X555/LMAxNnDjRa3Hl5eXpvPPOU1pamiTpscce0y233OK1/iTpgw8+qFyC1NOJw4r3IUmJiYkebRsAAG/KKyjV/V+nuZTFR4Tq7tHd/RQRANSTo9RaQqxiOc3De9y7zh4qdTnbmoWXMloKj/dunAAABJr4btKEF6Th90hLnpdWTpdKC2rW277QOlqfYi3F2WOC1ESXoAYANC0+SehNmTJFjz76qDIyMnT55Zfrl19+0dSpU5WUlORSb+fOnXrqqaf03HPPyTAMJSUl6frrr/dKTAUFBRo7dqx+/fVXSdK9996rO++80yt9VVex3GZwcLAuv/xyj7Wbl5dXOauxefPmOuOMMzzWNgAA3vbI7HRlHyl2KXvggp6Kah7sp4gAoA5K8qXNP1gJvI3fSkUH3bsuNEpKHmUl8bqOkEIjvRomAAANQlRb6fxHpSF/kZa9Kv3ycu2/W/etlj69VortIg2aKp16qRQU6vNwAQDwFZ8k9EJCQvT5559r6NChOnLkiJ566ik99dRTat++vdq0aSNJ2rt3r3bs2CHJ2kMnIiJCX3zxhUJDPf+LuKSkRJMmTdKiRYskSVOnTtVDDz1U53amT5+ua6+9VpL0z3/+U/fff/9x669bt06rVq2SJJ1//vlKSEhwq59vv/1Ww4YNU7NmzWo9f+TIEV1yySU6cOCAJOm6667zyt8bAADesHhLtj5asdOlbGT3lhrTu7WfIgIANxTkSBu+sZbS3PKjVFbk3nURraXUMVYSr+MQKSjEu3ECANBQhcdJZ98tDbzNmq235Hnp8N6a9XK2SDNul+Y9Jp11i3T6NVJohK+jBQDA63yS0JOsffR++eUXXXnllZVJre3bt7sk8Sqcfvrpevfdd5WamuqVWC677DLNnTtXknTOOefouuuu09q1a49ZPyQkRMnJySfd79tvv135esqUKW5f99hjj+mKK67Q5MmTNXjwYHXp0kURERHKy8vT4sWL9fLLL1f+PaakpJwwsQgAQKAoKnXons/XuJSFh9j14IRe7A0LIPAc3Fm+lOZMaftiyXS4d11cVyuBlzpOanu6ZLN5N04AABqT0Ahp4K1S//8n/f6htc9eztaa9Q7vkebeKy34r9T/BunMG6TmsT4PFwAAb/FZQk+SunfvrpUrV+q7777TzJkztWrVKmVnZ0uS4uPj1bdvX40fP14jRozwahyff/555esff/xRp5xyynHrd+jQQRkZGSfVp9Pp1Pvvvy9JiomJ0fjx4+t0fU5Ojl5//XW9/vrrx6wzbNgwvf/++4qN5cMKAKBhePaHTco44Lovxp2jU5UYXfusdADwKdOUMtPLk3gzpL2/u39t4mlVSbyEFImHFAAAODlBodLpU6TTrpTSvpIWPintW1OzXmGuNP8xafFz1my9s26xlvEEAKCB80lCr2L2WEREhGJjY3Xuuefq3HPP9UXXAeOHH37Qnj17JEl/+MMfFBLi/tI6//3vf/XDDz9oyZIl2rBhg7Kzs3Xw4EE1b95ciYmJOvPMM3XZZZdp1KhRzGYAADQY6XsP6dWfXZ+s7ds+Wlee2cFPEQGAJKdT2rXcmoW3fmbtMwBqY9iljoOk1PHWkppR7bwbJwAATZXNLvWaLPWcZO1hu/BJafuimvVK86WlL1j78J16qTToDim+q8/DBQDAUwyz+lqXXmKz2WQYhp577jndfPPN3u4OXrJr1y4lJSVJknbu3Kl27bhJcTSHw6Hc3FxJ1kxMu93u54gAeBNjvv4cTlOTX1yk33flVZYF2w3Nun2IkltF+jEyNESMRZy0shJp28/WLLz1s6X8TPeuC2omdR1hzcJLPo9lvXyEMQ80HoxneMyOX6SFT0kbvzlOJUPqcYE0eJqU2MdXkaEc4x1oPBjP7vFGPsUnM/SaNWumoqIi9evXzxfdAQCAADd9cYZLMk+SbhrWhWQeAN8pPixt+s6ahbfpO6n4kHvXNYuRkkdLqWOlLudIIc29GycAADix9mdKl38o7V8nLXxaWvtZLXvdmtZSnWlfWb/DB0+TOg5mWWwAQIPhk4Re27ZttWXLFjkcbm4aDwAAGq1duQV6Yu4Gl7LOCeG6+WyWvwHgZUcypQ3fWEm8rfMkR4l717VoZyXwUsdKHQZJdp9uRQ4AANzVqqd04WvS2fdYe+itek9yFNest+VH62jXz0rsJZ8v2Wy+jxcAgDrwyTfRUaNG6aWXXtLChQs1YMAAX3QJAAACkGma+vuXa1VQ4vqQz2OTT1FYMEs0APCCnG3S+llWEm/HUklu7jiQkGotpdl9nNSmD0/vAwDQkMR2ksY9KQ27U1r6orT8DankcM16u5ZLH14mJXSXBv9J6nUhD+4AAAKWT35DTZ06VdOnT9d///tfXXbZZWrbtq0vugUAAAHm69/3aN6GLJeyy89sr/6d2HcKgIeYprRvjZXAWz9L2r/W/Wvb9S+fiTdOimfWMAAADV5kK+ncB6xk3fLXpaUvSQXZNetlpUtf/FH66SFp4O3SaVdKwc18Hy8AAMfhk4Ret27d9MEHH+jKK6/UgAED9Pjjj+uiiy5SSEiIL7oHAAABIDe/RA/OSHMpaxkZqrtGp/opIgCNhtNhzb5bP9M6Du5w7zpbsNRpaNVympGtvRsnAADwj2bR0tC/SANutpbhXPyslLezZr2DO6TZf5HmP27V7XedFBbl83ABAKiNTxJ655xzjiQpISFB27Zt01VXXaXrrrtO3bp1U0xMjOz2Yy+xZRiGfvjhB1+ECQAAvOihWek6kO+6X9WDE3qqRViwnyIC0KCVFln74K2fYe2LV3DAveuCw6Vu51qz8Lqda93gAwAATUNIc+nMP0pnXCut/Uxa+JSUtb5mvfws6YcHrPP9rrOSexEtfR8vAADV+CShN2/ePBnV9pwwTVPFxcVau/bYy98YhiHTNF2uAwAADdPCTdn67NddLmWjerTS+b3a+CkiAA1S4UFp01xrFt6m76XSfPeuax4vpYyWuo+XOg2TgsO8GiYAAAhw9mDp1Eul3pdIG7+RFjwp7V5Rs17xISupt/QlaxnOgbdLMR18Hy8AAPJRQm/o0KEk5gAAaKIKSxy654s1LmWRoUF6cEIvP0UEoEE5tFfaMMvaD2/bz5KzzL3rottLqeOl7uOkpDMl27FXBQEAAE2UzWYtu50yRspYYCX2tv5Us15ZkbUH34q3pN4XWXvytezu+3gBAE2az2boAQCApunpHzZqR06BS9mdo1PVOooZMgCOIXuztZTm+lnSruXuX9eqt3VTrvs4qVUviYcKAQCAOwzD2le301Bp96/WrLz0GZJM13qmQ1r9kXWkjJEGT5OS+vklZABA0+OThB4AAGia1u7O0+sLtrmU9esYo8v7t/dTRAACkmlKe1ZZS2mmz5SyN7h5oSG1P8tK4KWMkWI7eTVMAADQBLTtK/3hXSlro7ToGWn1h7WvELBhtnV0HGLN2OtyDg8TAQC8ioQeAADwijKHU3d/vkYOZ9VTrSF2mx6d3Fs2G190gSbPUSptX2TNwls/Szq0273r7CFS57OtJF7yaCkiwbtxAgCApikhWZr4gnT23dLi56Vf35ZKC2rWy1hgHW1OtRJ73S9gqW8AgFf4LaG3a9cu7du3TwUFBerXr5+aNWvmr1AAAIAXvLUoQ2t257mU3Xx2F3VtGemniAD4XUmBtOUHK4G34Rup6KB714W2kLqNspJ4XUdKofwcAQAAPhLVThr9mDT0r9KyV6RfXqn9M8ze36VPrpHiukqDpkqnXCoFhfg6WgBAI+bThN7hw4f173//W9OnT9eePXsqy9esWaMePXpU/vnDDz/U559/rqioKL322mu+DBEAAHjAzpwCPfndRpeyri0jdNPwLn6KCIDfFORIG7+1ltLc8qNUVujedRGtrGU0u4+TOg7lhhgAAPCv8Djp7HukgbdJK6dbs/aO7KtZ78Bm6evbpJ8elQbeKvWdIoVG+DxcAEDj47OE3qZNmzRmzBht3bpVplm19JZRy9rSAwYM0JVXXinTNDVlyhQNHjzYV2ECAICTZJqm7vlijQpLHS7lj03urdAglp4BmoSDO609ZdJnSNsXS6bjxNdIUmwXK4GXOk5qe4Zks3k3TgAAgLoKjbSSev3/KP3+P2ufvZytNesd3iPNuUf6+T/SmTda9ZvH+j5eAECj4ZOEXlFRkcaOHastW7YoPDxct9xyi4YOHapx48bVWr9jx446++yz9eOPP+rrr78moQcAQAPy5W+7tWBTtkvZVQM66IyOfHkFGi3TlLLWS+tnWjPx9v7m/rVt+lQl8RJSpVoe+AMAAAg4QaHS6ddIp10lpX0pLXhK2r+mZr3CXGneo9KiZ6UzrpXOukVqkejraAEAjYBPEnovvfSSNm/erPDwcC1YsEB9+vQ54TWjR4/WDz/8oCVLlng/QAAA4BEHjhTrwRlpLmWtW4Tpb+en+CkiAF7jdEq7V1Ql8XK2uHedYZc6DJS6j7eW1IxO8m6cAAAA3mSzS70ulHpOljZ/Ly14UtqxuGa90nxpyfPWHnx9LpMG3SHFsSUBAMB9Pknoff755zIMQ1OnTnUrmSdJp556qiRrqU4AANAwPDQrXbkFpS5lD07oqciwYD9FBMCjykqkjJ+tBN6G2dKR/e5dFxQmdRlhzcRLPp/lpgAAQONjGFK3c61jx1Jp4VPWPsJHc5ZKv74j/fqu1GOCNGSa1OZU38cLAGhwfJLQS09PlySNGjXK7Wvi4uIkSQcPHvRGSAAAwMPmb8zSF6t2u5SN7tVao3q29lNEADyi+LD1tHn6TGnTXKn4kHvXhUVLKaOl1LFSl3OkkHCvhgkAABAw2g+QLv9I2rdWWvS0tPYzyXQeVcm0lupM+9J68GnINKnDIJYfBwAck08SekeOHJEkRUREuH1NcXGxJCk4mCf6AQAIdAUlZbr3C9f9IiLDgvTABT39FBGAk3IkS9r4jZXE2zpPchS7d12LtlYCL3WsdUPKzmd5AADQhLXuJV34unT2vdLiZ6VV79f+uWrLD9bRrr+V2Ot2nmSz+T5eAEBA80lCLy4uTvv27VNGRob69u3r1jXr1q2TJLVuzVP9AAAEuqe+26hduYUuZfeM6a6WLcL8FBGAOsvNsBJ462dJO5fW8hT5McSnWEtppo6TEk/jqXIAAICjxXaSxj0lDbtTWvqitPxNqeRwzXq7lkn/u1Rq2UMa/CdrXz67T27fAgAaAJ/8Rujbt69mz56tn3/+WZMnT3brmnfeeUeGYeiss87ycnQAAOBkrNmVpzcWbnMp698pVn84I8lPEQFwi2lK+9dWJfH2rznxNRXa9SufiTdOiu/mvRgBAAAak8jW0rkPSoOnSctfk5a+JBUcqFkvM036/P9JP/5LGni7dNqVUnAz38cLAAgoPknoXXTRRZo1a5ZeffVVTZs2Te3btz9u/aefflo///yzDMPQZZdd5osQAQBAPZQ6nLrzs9VymlVlIUE2PTq5t2w2ZukAAcfpkHb+Up7Emykd3O7edbYgqdNQK4GXMkZq0ca7cQIAADRmzaKloX+VBtwirXrPWo4zb2fNegd3SLP/Is3/tzTgJqnfdVJYlM/DBQAEBp8k9K666io99dRTWr16tYYPH64XXnhB559/fuV5wzBkmqZWrFihp59+Wh9++KEMw9CQIUM0evRoX4QIAADq4Y2F25S295BL2W1nd1WXBPf3zQXgZaVF0rb5UvoMacM3UkG2e9cFh0vdRkqp46Vu51o3ngAAAOA5Ic2lM/8onXGttOZTaeFTUvaGmvXyM6UfHrDO97teGnCzFJHg+3gBAH7lk4SezWbT119/rcGDBysjI0Pjxo1T8+bNZZTvrzF8+HAdPnxYxcXWprCmaapLly76+OOPfREeAACoh+0H8vXUdxtdylJaReqGYV38FBGASkV50sa51iy8zd9LJUfcu655nJQy2kridR4uBbMPJgAAgNfZg6U+l0mn/EHaMFta+KS0e2XNesWHrHNLX5ROu0oaeJsU08H38QIA/MJnu6q2b99ev/32m2677TZ9/PHHys/PrzyXlZVV+dowDF1yySV66aWXFBMT46vwAABAHZimqXu+WKPiMmdlmWFIj17YWyFBNj9GBjRhh/dZe+GtnyVt+1lylrp3XXR7K4GXOlZqP0Cy2b0bJwAAAGpns0ndx1mfy7b9bCXvts6rWa+syNqDb8WbUu+LpcF3SC27+zpaAICP+SyhJ0mxsbF6//339cgjj2jWrFlasWKFMjMz5XA4FBcXp9NOO03jx49XcnKyL8MCAAB19Nmvu7Vos+vm7VPO6qi+7XkYB/CpA1uspTTXz5R2LXf/ula9rP3wUsdKrXtbGXkAAAAEBsOQOg+zjt2/Wkttps+QZLrWMx3S6g+tI2WMNHialNTPLyEDALzPpwm9Ch06dNDNN9/sj64BAMBJyj5SrIdmpbmUJUaF6S/npfgpIqAJMU1pz6rymXgzpaz1bl5oWLPvKpJ4sZ28GiYAAAA8pG1f6Q/vSlkbpUXPWMk7Z1nNehtmW0fHIdLgP0ldzuGhLQBoZLya0Js1a5a+/fZbbd++XQ6HQ4mJiRo+fLguueQSBQcHe7NrAADgJQ/OSNPBAtel/P41sZciQv3ynBDQ+DnKpO2LqpbTPLTLvevsIdY+eKnjrCe2IxK8GiYAAAC8KCFZmviCdPbd0uLnpV/flkoLatbLWGAdbfpYib3u41lSHQAaCa/cedu/f78mTpyoZcuW1Tj35ptv6r777tOXX36p3r17e6N7AADgJT9tyNTXv+9xKRt7ShuN6N7KTxEBjVRJgbTlRyuBt/EbqTDXvetCW0jdRlmz8LqdK4VGejdOAAAA+FZUO2n0Y9LQv0q/vCwte0UqyqtZb+9v0idTpLiu0qA7pFP+IAWF+DpaAIAHeTyh53A4dMEFF2j58mPv4bFt2zadd955Wr16teLj4z0dAgAA8IL84jL9/Yu1LmUtwoL0z/E9/BQR0MgU5Egb51hLaW7+QSordO+6iFbWDLzUcVKnIVJQqHfjBAAAgP+Fx0nn3CsNul1a8Za05AXpyL6a9Q5slr6+VZr3qHTWrdLpU6SQcN/HCwA4aR5P6H388cdavny5DMNQly5ddPfdd6t///4KDg7WmjVr9MQTT2jp0qXav3+/nnjiCT366KOeDgEAAHjBE3M3avdB1wTD38f2UMvIMD9FBDQCebuk9bOl9TOkjEWS6XDvutjOVgKv+3ip7RmSzebdOAEAABCYQiOtpN6ZN0i/fWDts5e7rWa9Q7ulOXdLP/9bOvNGqf8fpeaxvo8XAFBvXknoSVLHjh21bNkyRUdHV55LTk7WxIkTNXLkSM2fP1+ffPIJCT0AABqA33Ye1PTFrl8Kz+ocp4vPaOeniIAGyjSlrA1WAm/9LGnPKvevbdOnPIk3TkpIlQzDa2ECAACggQkKlc64Vup7tZT2pbTgKWn/mpr1CnOt2XqLnrXqn3WL1CLR5+ECAOrO4wm9VatWyTAM/fnPf3ZJ5lWw2+164IEHNHz4cG3btk2HDx9WZCR7ewAAEKhKHU7d9dlqOc2qspAgmx6Z3FsGCQXgxJxOaffKqiTegc3uXWfYpQ4DrSRe6lgpOsm7cQIAAKDhs9mlXhdKPSdLm7+XFjwp7Vhcs15pvrTkeWnZq9Kpl1r77MV18Xm4AAD3eTyhl5WVJUk644wzjlmn+rns7GwSegAABLBXf96q9fsOu5RNHdFNneLZdwE4prISKWOBtR/e+tm172dSm6AwqcsIK4GXMpplkAAAAFA/hiF1O9c6diy1Enub5tSs5yiRfn1HWvWe1GOCNPhPUptTfR8vAOCEPJ7QKywslGEYioiIOGad5s2bV74uKirydAgAAMBDtmXn65kfNrmUpbaO1B+HdvZTREAAKz4ibf7OmoW3ca5UnOfedWFRUvJoaynNLudIISTLAQAA4EHtB0hXfCztWystfEpa97lkOl3rmE5p3RfW0XWkNHiatVoEq7IAQMDweEKvrkzTPHElAADgc6Zp6p7P16ikrOqLns2QHrvwFAXbbX6MDAgg+dnShtlWEm/LT5Kj2L3rIhOtWXjdx0kdBkn2YO/GCQAAALTuJV30hnTOvdYeer+9b83QO9rm760j6Uxrxl7y+ST2ACAA+D2hBwAAAtMnK3ZpydYDLmXXDOykPknR/gkICBS5GVYCL32mtHNpzaebjyU+pSqJl9iXmyIAAADwj9jO0vinpeF3SUtflJa/KZUcrllv5y/S/y6VWvawEns9J0t2bicDgL947Sfwiy++qJYtW3qk3n333eepsAAAgBsyDxfpoVlpLmVto5vpz6OS/RQRcBzFh2TP2SSjtEAqay1FJ0lhLTzXvmlK+9dZ++Glz5T2r3H/2rZnWAm81HFSfDfPxQQAAACcrMjW0rkPWsm65a9LS1+SCg7UrJeZJn3+/6QfH5IG3S71uVIKDqtbX97+zA4ATYBhenjNS5vNJsPDTxs7HA6Ptof62bVrl5KSkiRJO3fuVLt27fwcUeBxOBzKzc2VJMXExMhut/s5IgDe1JjH/C0f/KpZq/e6lL11bT+dnXLih3UAnzBNKWOBtOw1metnyTCrfV407FYSrd/1Usch9ZsJ53RYTySvn2Ul8nIz3LvOFmT12X2clDJGapFY974BHFdj/v0LNDWMZyDAlBRIq96VFj8n5e08dr3wltJZN0tnXHf8pJy3P7MD8At+f7vHG/kUr8zQ82SO0NPJQQAAcHw/pO+vkcy74NREknkIHHt+k764UcpKlyTV+LRoOqS0r6wjobs06WUpsc+J2y0tkrbNtxJ4G76R8rPciye4udR1pNR9vNTtXKlZTB3eDAAAABAgQppLZ94gnfF/0ppPpIVPS9kbatbLz5S+v19a8JTU/3rpzJukiATXOt76zA4ATZjHE3o//fSTp5sEAAA+cqS4TH//cq1LWXTzYN03voefIgKOsuVH6cMrpdJ89+pnpUtvjZEufU/qck7N80V50qbvpPQZ0ubvpZIj7rXbLNaagdd9nNR5uBTczO23AAAAAAQ0e7DU53LplEulDbOkBU9Ke36tWa84T1rwhLTkBanv1dLA26To9p7/zA4AkOSFhN6wYcM83SQAAPCR/87ZoL15RS5lfx/bQ/ERoX6KCKhmz291uzFQoTTfuu7a2dZTv4f3SRtmW/vhbftZcpa6105U+/L98MZKSQMku9e2owYAAAD8z2azVqFIHWetZLHwKWnrvJr1yoqkZa9Ky9+QuoywltksK6xbX0d/ZgcA1MBdCAAAIEn6dUeu3l6S4VI2uGu8Luzb1j8BAdWZprVkT12TeRVK86UPLpaiOki7V0hyc4n4lj2rknitT2FvDwAAADQ9hmGtStF5uLR7pZXYS5+pGp+pTYe0eW79+ynNl768SbppMZ+7AaAWJPQAAIBKypy667PVqr4NbliwTQ9P6sV+tggMGQsq99+otyOZ1nFchpR0ZlUSL7bzyfUJAAAANCZtT5f+8J6UtUFa9Iy0+iPJWea59jPTpIyFUqchnmsTABoJEnoAAECvzN+ijftd9w67Y2SyOsSF+yki4CjLX/de2/YQ62nj1LHWvngRLb3XFwAAANAYJKRIE1+Uht8tLXleWvl23ZfZPJblr5PQA4BakNADAKCJ25J1RM/9uNmlrEebFrp+cCc/RQQcpehQ+ZI+HhQSKSWPspJ4Xc+Vwlp4tn0AAACgKYhOkkY/Lp15o/TsaXJ7afvjSZ9hfQfgMzoAuCChBwBAE+Z0mrr78zUqcTgry2yG9PiFpyjIbvNjZEA505R2/2rtx+Ep456W+lwuBYV6rk0AAACgKSsrlkeSeZL12X/7EqnrOZI92DNtAkAjQEIPAIAm7KMVO7VsW45L2XWDO6l3uyg/RYQmrSDH2jNjf5r138w0KTNdKj7k2X5an0IyDwAAAPCkknzPtve/SyRbsBTXVUpIlhJSrWU+41OssuAwz/YHAA0ACT0AAJqozENFemR2uktZu5hm+tO5yX6KCE1GSYGUvcE1cbc/TTqyzzf9h0b4ph8AAACgqQjxwv7rzlIpK9069FVVuWGTYjpZCb6EFCvZF59sHXzWB9CIkdADAKCJ+ufX63S4qMyl7JFJvdU8hI8H8BBHmZSztdpsu/LEXc5WeWw5nrqyBUmRbfzTNwAAANBYtUiUDLtnl8o/FtMp5Wyxjg2zXc9Fta+a0RdfMbMvWWoW4/24AMDLuGMHAEATNHfdPn2z1nU21KTT2mpocoKfIkKDZprSoT3W8piZ66pm3mVtkBzFnunDFiQ5y05c70RSx0lhLU6+HQAAAABVwlpI3cdJaV+duO6J2EPr/z0ib4d1bP7etTyiletsvoRU6wiPlwzj5GMGAB8goQcAQBNzuKhU9321zqUsNjxE/xjXw08RoUEpzC1P3B21111Rnmfat4dY+2K06iG17C617Gm9PrBFeueCk2+/3/Un3wYAAACAmvpd75mE3pWfSa16Stkbpaz11oOCFcehXfVr88h+69j2s2t5sxjX/fkqkn4tEkn0AQg4JPQAAGhi/v3tBu07VORS9o9x3RUbHuKniBCQSotq3+fu8B4PdWBIMR2tL+oty5N3rXpKsV0key0fUVu0lRK6l++fUU8te0gdB9f/egAAAADH1nGI5z6zG4bUfoB1VFd8uDzRt6E82Vee9MvNUL2W9S/MlXYssY7qQiKtpTqrJ/kSkqXoDpLNXt93BwAnhYQeAABNyIqMHL27dLtL2dDkBE3s09ZPEcHvnA7ry+/+da5LZuZssfam8ISIVq6z7Vp2t74Qh4S734ZhSJNelt4aI5Xm1z2G4HBp4ks8ZQsAAAB4iy8+s4dGSm1Pt47qSgulA5urJfrKZ/TlbKnf0v0lh6XdK62juqAwKb5beaKvfGZfQooU21myB9e9HwCoAxJ6AAA0EcVlDt31+RqXsmbBdj08sZcMkhyNn2laS8zsX1c+4y7dep21QSor9EwfIZHlibvy2XYVSbzwOM+0n9hHuvQ96cMr63aDIDjcui6xj2fiAAAAAFA7f31mD24mte5tHdU5SqWcra6z+bI2SAc2SWVFtbd1PGVF0r411lGdLUiK61ptf77yRF9cNyk4rH7vCQCOQkIPAIAm4qV5W7Q584hL2bRzk5UU29xPEcFrivKkzPVVs+0qZt4V5nqmfVuw9UW1ZffyGXflybvo9t6fAdflHOna2dIXN7q3lE/LHtZTviTzAAAAAN8IpM/s9uCq5Fp1Tod0cLvr/nxZ663lPEuO1N7W8TjLypOF66X0r6vKDZu1TGf1JF9CivV9KjTy5N4bgCaHhB4AAE3A5szDevGnLS5lvdtG6dpBHf0TEDyjrNj6wlkx2y4z3Zp9l7fTc31Ed6g2265H1T53QX7cczGxj3TzEiljobT8NZnpM2WYjqrztiApdZzU7/qq/TcAAAAA+E6gf2a32a1lMmM7Symjq8pNUzq0u2aSLzNdKjpY935Mp5S7zTo2fuN6rkU71/35ElKtRF/z2JN6awAaLxJ6AAA0ck6nqbs+W6MSR9V+aHaboccu7K0gu82PkcFtTqd0MKM8cZdmzbbLTJeyN0nVvxSfjObxrrPtWvW0vlCGRnimfU8zDKnTEKnTEDkLcnVo1wYZpfmKjGsje3Q7KayFvyMEAAAAmraG+JndMKSodtbRdURVuWlK+Vmue/Rllyf9juyvX1+HdlnHlh9cy8NbVkv0pVS9Dk/gYUWgiSOhBwBAI/fBsh1asd11qcXrh3RSz8QoP0WE4zqSWW22XfmSmVnrpdICz7QfHC61TK2abVexz11Egmfa94fQFnLEdrVex8RIdrt/4wEAAADgqqF/ZjcMKaKldXQa4nquMNd1f76KRF99V07Jz7SOjAWu5WHRrrP5ElKk+BQr+UiiD2gSSOgBANCI7csr0mPfrHcpax/bXHeMSPZTRKhUfLhqn7vqS2YWZHumfVuQtQF75T535Ud0B8nGzEwAAAAA8IhmMVL7M62juuIj1nKd1ZN8Weul3AxrKc66Kjoo7VxqHdWFRFhLdVafzRefLMV0tJYWBdBokNADAKARu++rtTpSXOZS9sik3moWwod6nykrkQ5stva2y0yrWjLz4A7P9RHVvjxp171qycz4blJQqOf6AAAAAAC4LzRCatvXOqorLbK+I1bsz1cxs+/AFslZWvd+So5Ie361jursoeWJvqNm9MV29u+e6ADqjYQeAACN1Ldr92pumuta/hf2bafB3eL9FFEj53RaS6pkplVbMjPN2ueuPl/KatMsttoymT2q9rkLxL0nAAAAAAA1BYdJrXtZR3WOUilnW3mir9qMvuxNUllR3ftxFEv711hHdbYgK6lXOZuvfGZffDcpuFn93xcAryOhBwBAI5RXWKr7vlrnUhYXHqK/j+3up4gamfxs19l2menWUXLEM+0HNSvf566n65KZEa3YGwEAAAAAGiN7cPlsuqO2yHA6rBVeqs/mqzhKDte9H2eZ1Vb2Ril9RrUThhTTwXU2X8WefaGRJ/XWAHgGCT0AABqhx79dr8zDxS5l943voZhwltWok5L88n3u0lyXzMzP9Ez7hl2K61I1265i5h17HQAAAAAAJOu7YWwn60g+r6rcNKVDe1xn82VtlLLSpcLcenRkWvv75WZIG791PdWirev+fBVJv+axJ/HGANQVCT0AABqZX7Ye0Ae/uO7PNjwlQRecmuiniBoAR1kt+9ylWV9kZHqmjxbtXGfbtexhfREKDvNM+wAAAACApsMwpKi21tHlnKpy07RWlcneUHNG35F99evr0G7r2PKja3l4Qs0kX0IKq8sAXkJCDwCARqSo1KG7v3BdH795iF0PTewlgw/T1hebvF01E3fZGyVHiWf6CIuylsqsnrhr2V1qFu2Z9gEAAAAAOBbDkCISrKPjYNdzhQdrX7ozb0etTZ1QfpZ1ZCxwLQ+LOirRV750Z4t2ks1Wv74AkNADAKAxefGnzdqale9S9udRKWoX09xPEflRQY5r0i4zzdrnrviQZ9oPCrOePKxI2lUk8CLb8CQiAAAAACDwNIuWkvpbR3Ul+eWJvmpJvqz1Uu42yXTWvZ+iPGnnL9ZRXXC4ldiLT6lawjMhhW0nADeR0AMAoJHYuP+wXpq/xaXs1HZRumZgR/8E5CslBdZSIvuP2ueuvkuJHM2wSbGdj0rc9bT2L+ALBwAAAACgoQsJlxJPs47qSouknC3V9udbbyX+sjdJztK691OaL+1ZZR3V2UOluK7VknzlM/tiu0hBIfV/X0AjQ0IPAIBGwOk0dddnq1XqqNrvLchm6LELT5Hd1khmiznKrKcD969zTdzlbJXH9rmLbFO1RGarntbrhBQpuJln2gcAAAAAoKEIDrO+G7fq6Vpe8f08q9o+fdkbrKRfWWHd+3EUS5nrrKM6w249YFt9Nl9CihTXTQppgisRockjoQcAQCPw3i/b9euOgy5lfxzaWd3btPBPQCfDNKVDe6zlMTPXVc28y9pgfcj3hNCo8qTdUfvcNY/1TPsAAAAAADRW9iApvpt1dB9XVe50WvvxZW08KtG3oX7bX5gO6cAm61g/s9oJQ4pu7zqbr2LPvrAGeB8EcBMJPQAAGrg9Bwv1+DfrXco6xjXX7SO6+SmiOig86DrbriKJV5TnmfbtIdba/NUTd616SC3ass8dAAAAAACeZLNZ++HFdJSSR1WVm6Z0eG/V/nzZ1fbpKzhQj45M6eB269g0x/VUZGLVTL6KmX3xKVJ43Em8MSAwkNADAKABM01T9321VvklDpfyRyb3VlhwAO3vVlpkfWDPTK+2ZGa6dGi3hzowrD3tXPa562Gtt2/n4w4AAAAAAH5jGFKLROvocrbrufzsquRedrWZfYf31q+vw3usY+tPruXN44+a0ZdiJfoiW/PALxoM7nABANCAzV6zT9+nZ7qU/eGMJA3sEu+fgJwOKTejPGlXbcnMnC2S6fRMHxGtaibuElKsTbwBAAAAAEDDER5vHR0HuZYX5VUt3Vl9Rt/BHfXrpyBb2r7QOqoLjSqfyZdcNZsvIUWKSrJmHAIBhIQeAAANVF5Bqf75teuG0fERobpnTHfvd26a0pH9rrPt9q+zPmDXZwPs2oREWvvatexubcBdkcRjmQwAAAAAABq3sCgpqZ91VFeSL2Vvcp3Nl7VBytlq7blXV8V50q5l1lFdcHNrj8Dqs/kSUq3lRFkJCH7CvzwAABqoR79JV/aRYpey+y/ooajmwZ7tqChPylxvzbbLTC/f6y5NKszxTPu2YGvj6lY9yhN4Pa3XUUksewEAAAAAAKqEhEuJfayjurJi6cAW19l8WRulA5skR0nd+yktkPb+bh3V2UOkuK7V9ucrn9kX10UKCq3vuwLcQkIPAIAGaMmWA/pw+U6XshGpLTW2d5v6N1pWbD3llplWbcnMNClv54mvdVdMx6qZdhUz7+K6SnYPJyEBAAAAAEDTERRqPRzcqodruaPM2hoku1qSr2K/vtKCuvfjKClfqSjNtdywS7GdXJN8CSnWLD+2CIGHkNADAKCBKSp16J4v1riUhYfY9a+JvWS4M6PN6ZQOZlSbbVeevDuwWXKWeSbI8ATX2XYte1gfZkMjPNM+AAAAAADAidiDpPiu1pE6tqrc6ZQO7ao2m29D1VGcV/d+TId1X+XA5prnotsflehLtfbsC4uq//tCk0RCD/Ck4kOy52ySUVoglbWWopOksBb+jgqAt/hpzD/34yZty853KfvreSlKjG5Ws/KRzGqz7Sr+u14qza9Ztz6Cw4/a5648iReR4Jn2AQAAAAAAPM1msxJt0e2lbudWlZumdGR/zSRf1nqpILt+fR3cYR2b5rqWR7aptj9fStWsvvD4+r8vX+AeuN802YTeihUrNHv2bC1cuFBpaWnKyspScHCwEhMTNWjQIF133XUaPHjwSfdz//3364EHHnCr7k8//aThw4cft052draeffZZffnll8rIyJAkdezYURMnTtTUqVMVFxd3khGjzkxTylggLXtNtvWzFFN981XDLnUfJ/W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8KV9BYkCPCkVeNmaSPXv2iFatWgkfHx9hZWUlfHx8RKtWrcTevXt1psuPG9zR0dFi4sSJokqVKsLJyUnY2NgIf39/0bNnT3H+/HkDtpR+jF13IRjQo4LBOp+3TGnd6e3Cupi3jF33uLg48dtvv4n+/fuLWrVqCT8/P2Frayusra2Ft7e3CA4OFhMmTBD//vtvnpeZ/ltY5/NWbq65dWFAj/TB+py3jF33yMhIsWjRIhEaGiqqVKkiihYtKqysrISdnZ0oUaKEaN26tVixYgV76VCusL7nrbw4f2dmZorffvtNNG7cWHh7ewtLS0tRpEgR0bBhQ7Fy5Uo+gEdasT7nrbyoz0uXLpXXb8aMGXlexvymEEIIEBEREREREREREREREZFJMivsAhARERERERERERERERGRdgzoEREREREREREREREREZkwBvSIiIiIiIiIiIiIiIiITBgDekREREREREREREREREQmjAE9IiIiIiIiIiIiIiIiIhPGgB4RERERERERERERERGRCWNAj4iIiIiIiIiIiIiIiMiEMaBHREREREREREREREREZMIY0CMiIiIiIiIiIiIiIiIyYQzoEREREREREREREREREZkwBvSIiIiIiIiIiIiIiIiITBgDekREREREREREREREREQmjAE9IiIiIiIiIiIiIiIiIhPGgB4RERERERERERERERGRCWNAj4iIiIiIiIiIiIiIiMiEMaBHREREREREREREREREZMIY0CMiIiIiIiIiIiIiIiIyYQzoERERERERUZ6JjIyEQqGAQqHA6tWr83VZkyZNkpdFRERERET0LmNAj4iIiIiIyEjh4eFyQEmhUMDR0RGJiYk5pktKSoKzs7NK2vDw8PwvMOWba9euYfbs2WjevDlKliwJGxsb2NnZwd/fH507d8bevXsNyu/EiRPo1q0b/Pz8YGNjA29vbzRq1Ai//fZbjmnj4+Oxfv169OzZE1WqVIGzszMsLS1RpEgR1K1bFz/88APi4uIMKk90dDRmzZqF2rVrw9vbG9bW1vDx8UHNmjUxcuRIREREGJQfEREREREZxqKwC0BERERERPSuSEhIwI4dO9ClSxed8/3+++949epVAZUqb5QsWRL3799HWFhYvve8e9uEhYVhzZo1GqdFRkYiMjISGzduRKNGjbBhwwa4uLjozG/SpEmYMmUKMjMz5e+ePXuGP//8E3/++SfWr1+PLVu2wMbGRi3tvn370KZNG6SkpKhNi46ORnh4OMLDw/H999/j119/Rd26dXNcv82bN2PgwIF4+fKlyvdPnjzBkydPcPr0ady+fRs7duzIMS8iIiIiIjIOe+gRERERERHlASm4snbt2hznlebRFJAh/U2aNAlCCAghCrUcjx49AgC4ubmhX79++PXXX3HixAmcPn0aS5YsQUBAAADgjz/+QIsWLVQCddktWbIEkydPRmZmJkqVKoUVK1bg9OnT2LFjhxx827NnD3r16qUx/cuXL5GSkgIzMzM0atQIc+bMweHDh3H+/Hns3LkTnTp1AgA8ffoUzZs3xz///KNz3dasWYPOnTvj5cuX8PHxwbfffouDBw/iwoULCA8Px/z589GgQQNYWloautmIiIiIiMgAClHYv3yIiIiIiIjeUuHh4XKQpWPHjti0aRPMzc3x8OFDeHt7a0zz/PlzFCtWDOnp6ejUqRM2btwIADhy5AiCg4MLqugG07eHXmRkJPz9/QEAq1atQo8ePQqmgIWoZ8+e+PjjjxEWFgZra2u16YmJiWjUqBGOHz8OAPjll1/QvXt3tfliYmLw3nvvIT4+HiVKlMC5c+fg4eEhT8/IyECbNm2wa9cuAJqPmY0bN+LIkSMYO3YsSpQoobG88+fPx+effw4AqFu3Lg4fPqxxvuvXr6Nq1apISUlBw4YNsW3bNjg4OGicNzU1FVZWVhqnERERERFR7rGHHhERERERUR4ICQmBt7c3MjIydI5z9ttvvyE9PR3e3t5o2LBhAZaQ8suqVavQr18/jcE8ALCzs8PixYvlv7ds2aJxvuXLlyM+Ph4AMHPmTJVgHgCYm5tj0aJFMDc3BwDMnj1bLY9OnTrh559/1hrMA4ChQ4eiRo0aAICjR48iOjpa63wpKSnw8fHBli1btAbzADCYR0RERESUzxjQIyIiIiIiygPm5ub47LPPAOh+7aY01lqXLl3kwExOUlNTsWjRItStWxdFihSBlZUVvL290bRpU6xbt07nKxx79OgBhUKBkiVLAgDi4uIwYcIEVKxYEfb29nBxcUGdOnWwfv16jemDg4OhUChw//59AFm9yxQKhcq/nHoWHjhwAC1atIC3tzesra3h7++PgQMH4uHDh3qtvzaTJk2Sy6BJyZIloVAo5F6CN2/eRN++fVGyZElYW1vDy8sLbdq0wcmTJ3NVDn1UqlRJDtDduXNH4zzSGHROTk5o27atxnl8fX3RoEEDAMChQ4fw+vVro8oj7bPMzEzcu3dPbfqNGzdw6NAhAMCQIUPg5ORk1HKIiIiIiChvMKBHRERERESUR0JDQwEAFy5cwNWrV9WmX7t2DefPn1eZNyeRkZGoUqUKBg8ejPDwcERHRyMtLQ3Pnj3Dvn37EBoaiqCgIMTExOSY182bN1G1alVMmTIF165dQ2JiIuLj4/HXX3+hW7duGDJkiAFrq5+vv/4aISEh2L17N549e4bU1FRERkbi559/RrVq1XD9+vU8X6Ym27dvR7Vq1bB8+XLcv38fqampeP78OXbs2IFPPvlEfvVpfkpNTQUAjYHc1NRUnD59GgDw8ccf6+zxFhQUBABISUnB2bNnjSpLSkqK/FlTeTZv3ix/btmypfz51atXuH37Nl68eGHUcomIiIiIyDgM6BEREREREeWRqlWromLFigA099KTvqtUqRI++OCDHPNLSEhA/fr1cePGDQBA69atsXPnTpw9exabN2+WAzvHjx9HixYtkJGRoTWvxMREtGjRAi9fvsT48eMRHh6Os2fPYtmyZfD19QUALFy4EH/88YdKulWrVuHy5cvw8fEBALRq1QqXL19W+bdq1SqNy1y2bBlmzJiBoKAg/Prrrzh79iwOHjwojx/34sUL9OrVK8ftkFuXL19Gly5d4OXlhQULFuDkyZOIiIjApEmTYGNjg4yMDPTr1y9fg1QXLlzAq1evAADly5dXm37r1i15/5UrV05nXsrTjQ2IHj16FABgaWmJ0qVLq02Xei1aWlqiXLly+OOPPxAYGAhnZ2eULVsWnp6eKFGiBMaNGyevFxERERER5R+Lwi4AERERERHRu6R79+4YPXo0fv31V0yfPl1+HaQQQn6tpRTQysnkyZNx9+5dAMD48eMxZcoUeVr16tXRrl07hIaGYv369Thx4gSWLl2KgQMHaszrxYsXSE1NRUREhBx0lPIJDg5G5cqVkZycjEWLFqFRo0bydH9/fwBZgR0AcHFxQaVKlfQq/4kTJ9C3b18sWbJE5bWY9evXh5WVFZYvX46TJ0/iwoULqFq1ql55GuP8+fOoXr06Dh8+rPLqyFq1aqF06dLo1q0bXr16hXXr1uHLL7/MlzJ899138ueOHTuqTVd+/agUYNWmePHi8ueoqCiDy7Jnzx5cunQJANCoUSONr9O8du0agKz9/dNPP2H48OFq80RFReG7777D1q1b8eeff+oct4+IiIiIiHKHPfSIiIiIiIjyUNeuXWFmZoaoqCiEh4fL34eHhyMqKgpmZmbo0qVLjvmkpKRg+fLlAICKFSti0qRJavMoFAosWrQI7u7uAIAFCxbozHPKlCkqwTxJ6dKl0bp1awBZvf3yStGiRTF//nyNY9yNGDFC/vzXX3/l2TK1WblypcbAVZcuXeTeh/lVjq1bt2LLli0AsgKomsbHUx4Lz8HBQWd+9vb28ueEhASDyhITE4PBgwcDyHrV5rfffqt1PgCIj4/HiBEj4OTkhAULFuDZs2dITk7G2bNn0axZMwBZr3Jt3769zh6iRERERESUOwzoERERERER5aFixYqhbt26AFRfuyl9rlevHooVK5ZjPufOnUNcXBwAoEePHhrHOQMAJycnucfXtWvX8OTJE43zKRQKnYHE6tWrA8gK5EjLza327dvD2tpa47SAgAA5cCX1QswvlStXxvvvv69xmkKhkHsH5kc5rl+/jp49ewIAbG1tsXbtWo0BzuTkZPmzrvHzAKhs06SkJL3LkpGRga5du+L+/fsAsnp9ausZ+ebNGwBZY/spFArs3LkTgwcPhqenJ6ytrVG9enXs3LkTTZo0AQCcOXNGDloSEREREVHeY0CPiIiIiIgoj0mv1Ny6dSuSkpKQlJQkBzv0fd3mlStX5M81a9bUOa/ydOV0yjw8POSefJq4ubnJn5V7i+VGTmPBubq65unyjC2HtO55XY7Hjx+jadOmeP36NRQKBVauXKlx/DwAsLGxkT+npqbqzDclJUX+bGtrq3d5Bg0ahP379wMAmjdvjm+++UbrvMrlad68uTxeozIzMzPMnj1b/nvjxo16l4WIiIiIiAzDgB4REREREVEea9u2Lezs7PDq1Sv8/vvv2LFjB16/fg17e3uNr1vURHrlIQB4enrqnNfb21tjOmV2dnY68zAz+//Pw7x6daK+y8zvVzUWRjliYmIQEhKCyMhIAMD8+fPRuXNnrfM7OjrKn3N6jabUew7I+fWckq+//hpLly4FAHz66afYtGmT1l6f2csTEhKidb6KFSvKPU7PnDmjV1mIiIiIiMhwDOgRERERERHlMQcHB7Rp0wZA1qs2pddttmnTRmX8M31pekUjma7Xr1+jcePGuHr1KoCssQulceu08fX1lT8/fPhQ57xRUVHy5+LFi+dYnpkzZ2LGjBkAgGrVqmH37t059uxTzjenZUjTX7x4kWNZiIiIiIjIOAzoERERERER5QPp1Zp//vknDhw4oPKdPpRfgfns2TOd8z59+lRjOip4SUlJaNGihdxbbeTIkRg/fnyO6cqWLSv3mLtx44bOeZWna3uFp2TRokUYM2aMPO8ff/wBJyenHMtTsWJF+XNOPRel6RYWFjnmS0RERERExmFAj4iIiIiIKB/Ur18fRYsWRXp6OtLT0+Hj44P69evrnb5SpUry51OnTumc9/Tp0xrT5SX2EsxZWloa2rVrh6NHjwIABgwYgFmzZumV1srKCh999BEAICIiQuc4elL+1tbWqFGjhtb51q5diyFDhgAA3nvvPRw8eBAeHh56ladOnTry57t37+qcV5ouvXqTiIiIiIjyHgN6RERERERE+cDc3ByhoaGwtraGtbU1QkNDVcapy0n16tXh4uICAPjll1+QmZmpcb7Xr19j06ZNAIAKFSqgaNGiuS67JjY2NgCAlJSUfMn/bZeRkYEuXbpg3759AIDQ0FAsWrTIoDxat24NAHj16hW2bdumcZ6HDx/i4MGDALKCxspj3Snbtm0bevbsCSEEfH19cejQIfj4+OhdlpYtW8LS0hIAsH37dq3zHT16FC9fvgSQNTYfERERERHlDwb0iIiIiIiI8snMmTORnJyM5ORkeQwzfVlbW6NPnz4AgCtXrmDKlClq8wghMGTIEERHRwOA3BsrP0iBwjt37uTbMt5WQgj07dsXW7ZsAQC0a9cOq1atMrhXY58+feDs7AwAGDNmjBwok2RkZGDQoEHyKy5HjhypMZ8///wTn332GTIyMuDp6YmDBw+iZMmSBpXF3d1dPv7+/vtvrF69Wm2ehIQEfPHFF/LfAwYMMGgZRERERESkP77gnoiIiIiIyERNmDAB27Ztw927dzFp0iRcvnwZPXv2RNGiRXHv3j0sWLAA4eHhAICPP/4Y/fr1y7eyBAYG4siRIzhz5gxmzJiBJk2awN7eHgBga2v7n37d4ogRI7Bq1SoAWa88HTt2LK5fv64zjaZXo7q5uWHmzJkYMGAA7t+/j5o1a2LcuHGoXLkyHj9+jLlz5+LIkSMAgM8++wzBwcFqeZw8eRJt2rRBamoqLC0tMWfOHKSlpeHKlStay+Lr6yv3BlU2efJk7NmzBw8ePECfPn1w+vRptG/fHs7Ozrhy5Qpmzpwpr+fAgQN1vv6TiIiIiIhyhwE9IiIiIiIiE+Xo6IhDhw6hSZMmuHHjBrZu3YqtW7eqzVe7dm3s3LkT5ubm+VaWgQMHYvHixYiJicHXX3+Nr7/+Wp4WFBQkBxb/i5T3yZUrV1C9evUc0wghNH7fv39/PH78GFOmTMGdO3fQq1cvtXmaNm2KlStXaky/f/9+JCYmAsga069r1645lmXVqlXo0aOH2vdFihTB/v370aJFC9y5cweLFy/G4sWL1ebr1asXfvrppxyXQ0RERERExuMrN4mIiIiIiExYyZIlcfHiRSxYsABBQUFwd3eHpaUlvLy80LhxY6xduxbHjh2Dm5tbvpajWLFiOH36NHr37o3SpUvLY+pR3ps8eTKOHz+OLl26oHjx4rCysoKnpycaNmyIX3/9FXv27Cmw7V++fHlcvHgRs2fPRs2aNeHm5gYrKyv4+vqiU6dOOHz4MFasWCGPt0dERERERPlDIbQ9FkhEREREREREREREREREhY499IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiIiIiIiIiIiIiIyIQxoEdERERERERERERERERkwhjQIyIiIiIiIiIiIiIiIjJhDOgRERERERERERERERERmTAG9IiIiIiIiIiIiIiIiIhMGAN6RERERERERERERERERCaMAT0iIiIiIiIiIiIiIiIiE8aAHhEREREREREREREREZEJY0CPiIiI3imRkZFQKBRQKBSFXRR6B61evRoKhQLBwcGFXRQ1wcHBUCgUWL16dWEXhYxkSvswPDwcCoUCJUuWLOyiENF/yKRJk6BQKNCjRw+1aSVLloRCoUB4eHiBlyuvSdeqkZGRKt/rWv//EmPPQYV17uI5k4iICgoDekREhSAhIQE//PADPv30U7i7u8PKygpeXl744IMP0LVrV6xYsQIPHz4s7GK+k5SDPdn/2dnZISAgAP3798e1a9e05iHdTJg0aZJByy6I/X78+HEMGjQIFStWhKurq7yM+vXrY8aMGXjy5Ilamh49eqhtCzMzM7i4uKBGjRqYMGECXr58qZZOCmwwcPbfJYTAxo0b0aJFCxQrVgzW1tZwdXVFhQoV0KJFC3z//ff4559/1NLt2LEDkyZNeiduyL0LoqOjsXnzZowePRr16tWDs7Oz3nX7+vXrmDZtGho2bAhvb29YWlrC1dUVgYGB+OGHH5CYmFgAa2D64uLiMGnSJIPPG0Skv7lz52LSpElqARIiMhyv1YiIiEyTRWEXgIjov+bmzZto1KgR7t+/L3/n6OiIxMREXLx4ERcvXsSvv/6K3r17Y/ny5YVY0nefFPACsgITL1++xK1bt3Dr1i2sWrUKv/32G9q1a5cny8rv/R4XF4ewsDDs3LlT/s7CwgKOjo6Ijo7G4cOHcfjwYUyePBnTp0/HF198oZaHpaUl3NzcAACZmZl48eIFzp07h3PnzmH58uU4ePAgKlSoYPjK0zvpzZs3aN26NQ4ePCh/Z21tDQC4ceMGrl+/jt27d6NUqVL4999/VdLu2LEDv/zyCwCYZE+3/5p169bhyy+/NDjd0aNHVfafQqGAs7Mz4uPjERERgYiICCxduhQHDx5E8eLF87DEb5+4uDhMnjwZABjUI8onc+fOxf379xEcHMxeMvTW8vDwQEBAAIoWLVqo5Xhbr9WkBzSLFStW2EUhIiLKF+yhR0RUgNLS0tC6dWvcv38fRYsWxbJlyxAXF4dXr17h9evXePLkCX799Ve0aNEC5ubmhV3cd962bdvw9OlTPH36FM+ePUNKSgrCw8MREBCAtLQ09O7dG69fv871cvJ7v8fFxaF27drYuXMnrKys8OWXX+LixYtITU1FTEwMUlJS8Pfff6N///7IyMjAjh07NOYTGBgob4/nz5/j9evXmD9/PmxsbPDkyRN89tlnEELkcmvQu+Lzzz/HwYMHYWlpiQkTJiAqKgpJSUmIjY1FfHw8/vjjD/Tr1w8ODg6FXVTKgUKhgK+vL1q3bo2pU6di5syZeqVLS0uDpaUlunbtiv379yMhIQGxsbF49eoVFi9eDAcHB9y6dQtt27Zl20FERKSHIUOG4MaNG5g+fXphF+Wt9NFHH+HGjRs4dOhQYReFiIgoX7CHHhFRATp48CBu3LgBANi1axeqV6+uMt3b2xufffYZPvvsMyQnJxdGEf/TzM3NERQUhFWrViEwMBDx8fH466+/0LRp01zlm9/7vU+fPrh27Rrs7Oywd+9eBAUFqUy3sLBAYGAgAgMDMXToUMybN0+vfB0cHDBkyBDEx8dj/PjxuHTpEiIiIhAYGGhwGendEh8fj7Vr1wIApk+fjuHDh6tMd3R0REhICEJCQtiWvQWGDBmCYcOGyX8fP35cr3QBAQG4deuWWk8YBwcHDBgwAPb29ujevTvOnj2r1puPiIiIiIiIiAzDHnpERAXoypUrAAAvLy+1oE52NjY2Gr/PyMjAkiVL8Mknn8DV1RW2trYoW7YsvvjiC43jowH/HyNN12u+tA0yrzwwe0ZGBubOnYtq1arB0dERCoUCcXFx8rwpKSlYsGABgoKC4OHhARsbG/j7+6NFixZYt24d0tLS1JabkpKCuXPnIjAwEK6urrCxsUGpUqUwcODAQhsDpXLlyvLnN2/e5Dq/vNjv2pw+fRpbt24FkBVYyR7My65ixYr4+eefDVpG586d5c/nz583KK020vhckZGRuHLlCrp27YpixYrBwsJC7XWg//zzD8LCwuDn5yeP0RYcHIw1a9YgMzPTqOXfvXsXgwYNQunSpWFrawtnZ2fUqlUL8+bNQ2pqqsY0586dw6hRoxAYGAhfX19YWVnB09MTTZs2xe7du7UuKzMzEytXrkRQUBDc3NxgaWkJT09PvP/++xg8eDAiIiI0pnv16hW+/fZbVKtWDU5OTrC1tUX58uUxatQoPH/+XGOalJQU/Pjjj6hZsyacnZ1hZWWFokWLonr16hgxYoR8LObWrVu35PrcrFkznfMqH9PSGJbSK5wmT56sNn6jsqNHj2Lo0KH48MMP4e3tDWtra/j4+KB9+/Y6g07K7Vl0dDQ+//xz+fjx8/PDF198odJ2ZZeQkIAxY8bA398fNjY28PPzw5AhQzSOJans5s2bmDRpEoKDg+Xlubu7o169elizZo3WXmrKbXRSUhImT56MihUrws7ODi4uLirz/vPPP2jdujXc3Nzg4OCAGjVq5Pr1zMb2CC9evLjO19p17txZfq2xoW2H8rknMzMT8+fPR5UqVWBnZwdfX18MGjQIMTEx8vynTp1Cy5Yt4enpCTs7OwQGBub4dP6ZM2fQuXNn+Pj4wNraGl5eXmjVqpXWdMpjsALAxYsX0b59e3h6esLW1haVK1fG3Llz1dqlHj16wN/fX/47+zGv7dz85s0bjB8/HmXKlIGNjQ2KFi2Knj174tGjR/psQo2MOU9Ljh49isaNG8PNzQ12dnb48MMP5cC+tvkLo/6+evUKI0eOVKu/0dHR8tivuoLL27dvR/PmzeHl5SW3oe3atdNZ5iNHjqBt27bw8fGBlZUVXF1dERAQgM6dO2PDhg1a02kSHBwMhUKB1atXa51H+Rya3bZt29C4cWN4enrC0tISHh4eqFChAnr27In9+/drzC+vr8XCw8OhUCjk9sHQYwcAHj9+jGHDhqFMmTKwtbWFq6srPvnkEyxbtgwZGRkq80r7VXqted26dVXqmCEPE7x69QqTJk3CBx98AAcHB1hbW8PX1xcff/wxvvnmG63b4224rrh16xZ69+4t1ycPDw+EhIRg8+bNWpelfKzdu3cPPXr0gI+PD2xsbFCmTBlMnDhR64M7xp4TDdW3b18oFAp069ZN53ydO3eGQqHAwIED9c47KioKM2fOREhICEqVKgUbGxu4uLggMDAQ8+fP17pvJVu2bEFgYCAcHBzg7u6ORo0a4ejRozrTKJ//lGU/B2miq43T99g29FoNML4NSUtLw4wZM1C+fHnY2NjAx8cHYWFhufoNmL39Uabcvhpzjs1tecPDw9GhQwcUK1YMVlZW8PDwQJMmTbBr1y61eRcsWACFQgEnJyeN+QshUK9ePSgUCtSrV0+tPj179gyjRo1CxYoVYW9vDwcHB3zwwQeYMmWK1jfQGNv+ERFRARNERFRgZs2aJQAIS0tLkZSUZHD6hIQEUa9ePQFAABBWVlbCyclJ/tvV1VWcOnVKLV1YWJgAICZOnKg1bz8/PwFAHDlyROX7iRMnCgAiNDRUNGvWTAAQFhYWwtnZWQAQsbGxQggh7t+/LypWrCiXxdzcXLi7uwtLS0v5u3v37qnk/fDhQ1GpUiWVNA4ODvLfTk5OauURQoh79+7J82iaros+aSMiIuR5zp8/r3Vb6dqeynK733Xp3bu3ACDc3d1FcnKyUXlIx0dQUJDG6YmJifL2mDZtmvz9qlWr5O8NJaVbvXq1sLW1lfe3lZWVGDZsmDzfnDlzhJmZmTy/o6Ojyt9t2rQR6enpKnkr72NNNm7cKKytreV57O3thYWFhfx3YGCgePXqlVo6d3d3eR4HBweVugdAjB07VuPyOnXqJM+jUCiEi4uLMDc3l7/r1KmTWporV64IX19flboubScAomjRouLKlSsqaVJTU8Unn3wiz2NmZiZcXV1Vttfo0aNz2jV6OX36tJznoUOH9E734MED4eXlJWxsbORt7+XlpfJP8vr1a5Xt6+TkJOzt7VW25c8//6xxOVIdXbNmjShevLi8z5Tbo2rVqomUlBS1tDExMaJy5cryfDY2NvJy/f39xffff6+1vlSvXl1OZ2dnJ1xcXFTWoUuXLhrLK9XBUaNGyXlI7buzs7M83969e1XWwdnZWT6Whg4dKoKCggQAsWrVKr33iSZ//fWX0XU7O6nezJo1y6B00rknLCxMdOzYUQAQ1tbWKvWgWrVqIjExUWzdulVYWVkJhUIhn5ukc9Xhw4c15r9w4UKhUChU6qVyXdFUn5Xbln379snHsbOzs5wXADF48GCVdJ9//rnw8PCQp2c/5mfPni3PK+3Dn376Sbz//vsCgLC1tZWXBUCUKFFCREdHG7Q9hTD8PH3kyBEBQPj5+Ynly5cLMzMztW0MQKX8ksKqvy9evBDly5eX57O1tdW7/qakpKi011K5lcv8/fffq6VbtGiRShpHR0eV/aXcrulDn3qsaX8JIcTo0aNVyuLs7CysrKzkv2vWrKmWl7HXYrrk5tgRQogTJ06otJ/S9YH0d8OGDcWbN2/k+Tds2CC8vLzkOuzq6qpSx9q0aaNXuWNjY0W5cuVUtoWrq6tK/V68eLFaurfhumL79u0qZXRxcVEpY/fu3UVGRoZaOmn6tm3bhKurq7w/lNvLZs2aaSynsedE5fY/O02/V6Trdjs7OxEfH68xz9jYWLleavqtpE27du1UrgekbSD9Cw4O1tgWCSHE+PHj5fnMzMzk9Tc3NxebNm3SWo+1rX9O17dC/P/aPHsbZ8ixbci1mhDGtyHJycmifv368nxWVlbC0dFRAFm/a5YuXSq3I4ZQbn+yy805NjflzczMFF999ZXW8wuQdR2XPU2DBg3k/Zm9fv74449yPvfv31eZFh4erlLfbGxsVNrQcuXKiUePHqmkMbb9IyKigseAHhFRATp06JB8QdyrVy+RkJBgUPq+ffvKP1hXr14tUlNThRBCXLhwQVStWlUAED4+PnKQTZIXAT0HBwdhY2Mjli5dKgelIiMjRWpqqkhKSpJvgPv4+IiNGzfK86Smpoq///5b9OrVS0RFRcn5pqamyj/0mzZtKs6cOSPS0tLkfENDQwUA4eHhIV6+fKlSpvwK6KWnp4tjx47JNwO1BbgMDejldr/rUqpUKQFAdO7c2eg8cgro3bhxQy7/woUL5e/zIqDn4OAg6tWrJ65fvy6EyNoH0o2NrVu3yjfmfvrpJ/k4SEpKElu2bBE+Pj4CgPj2229V8tZ1w+PkyZPCwsJCWFtbi8mTJ4snT54IIbKOxwMHDoiAgAB5P2XXpUsXsWnTJvH8+XP5u5cvX4pZs2bJN5r/+usvlTTh4eFynV27dq1cL9LT08X9+/fFggULxHfffaeSJjY2VpQoUUIAWYH0a9euiYyMDJGZmSmuXr0qmjRpIgCIgIAAuc4IIcTq1asFAFGkSBGxe/dueVpqaqq4deuWmDFjhli6dGnOO0cPCQkJ8s2P6tWriwcPHhiUXp826c2bN6Jjx45i9+7dIi4uTv7+0aNHYtSoUfLNlDt37qilleqoi4uLqF69ujhz5owQIuuG/Zo1a+Syz58/Xy1t165dBZB1I3zLli3ytj9w4IDw8fGRb0hrqi+DBw8Wq1evFg8fPpS/e/36tViyZIl842bt2rVat4eDg4Nwc3MTW7Zskfff7du3hRBCPH/+XL6RWKdOHfn7169fi0mTJqncHDKVgN6VK1fkfPbu3WtQWunc4+zsLJycnMSGDRtEWlqaSE9PF7t375bXddSoUcLJyUn0799frptRUVHi008/FQBE1apV1fI+duyYfDM6NDRUbgdiYmJUbrht2rRJJZ1y2+Li4iK6du0qn9fi4+PltAqFQly6dElrWl2km40uLi6iVKlS4tChQyIzM1OkpaWJPXv2yMfA8OHDDdqexpynpZuidnZ2wsrKSnz11VfixYsXQoiswFnnzp0FkBVolb6XFFb97dChgwAg3NzcxI4dO+QboIcPHxbFixeXb3Bqqr9Dhw4VAET58uXF77//LhITE4UQWW3y9OnT5aBxeHi4nCYhIUEOGH799dcq2+H58+diy5YtGs8nuhgb0Lt7965QKBTC3NxczJkzRw4gZWZmisePH4vVq1erHTe5uRbTJTfHzsuXL4WXl5cAIGrUqCEuXrwohMja/ytXrpT3/6BBg9SWq+1aVl9SW1q6dGlx7Ngx+fhJTk4Wly9fFuPHjxfbt29XSfM2XFfcvn1b2NnZCQCiUaNGcr178+aNmDlzptweanrwQrnNCwkJETdu3JDTzp49W77Zv2vXLrW0xp4TDQ3oCSFEhQoVBACxbNkytTRCCLF48WIBQFSoUEHjdG2++eYbsXDhQnHnzh2RmZkphMh60G3Tpk2iWLFiAoCYMmWKWroDBw7I227w4MEiJiZGCJEV/GrdurVKcLsgAnrGHNv6XKvlpg0ZN26cfC5YunSpHBg9c+aMKF++vLyN8iOgZ8w5Njfl/eGHHwQA4evrK9asWSO3z69fvxZLly6V68OaNWtU0kVFRcnnLeUHSq5evSq3hdnPFXfv3hVOTk5CoVCIL774Qty7d09kZmaK9PR0cerUKVGzZk0BQNSrV08lnTHHCBERFQ4G9IiIClBmZqZKDxoHBwfRsmVL8d1334lDhw6pPG2c3d27d+Uf3OvWrVOb/uzZM/mmUvYf8nkR0AMgli9frjHtTz/9JK+PdJM5J9JTjCEhIWo9rCRS4GLmzJkq3+dVQE/5CW5PT0/56WYPDw8xePBgjU9TC2F4QC83+12X1NRUOc/s+9wQOQX0pJuvAOQbq0LkTUCvdOnSGnstpqenixIlSgiFQiGOHj2qMY+IiAj5yXTlp6N13fAIDAzUegNJiKx6Zm9vL8zNzdWeXNVl2rRpAoDo1q2byvczZ84UAMSAAQP0zmvs2LECgOjdu7fG6SkpKaJKlSoCgNi4caP8/cCBAwUAMWPGDL2XlRvSjQ0g6yneOnXqiK+//lps375d5eakJvq0STmRHnAYP3682jSpjjo7O6vdLBZCiGHDhmk85v/991/55qSmmxYnT56Up2urL9qsX79eABCffPKJ2jRpewAQBw8e1Jj+m2++EQBEsWLFxOvXr9WmDxo0SM7DVAJ6Us+G4sWLa+3BoI3yuUdTfZ06dao8vUGDBmrTHzx4IO+r7DdLg4ODBZDVy0e6QatMCgoFBASoTFduW2rXrq2x3FLdzH5sGxrQs7CwENeuXVObPmfOHKNucBpznpZuigIQXbt2VZuenJwsB14MPebyo/7evHlTLu+ePXvU0p0/f16+jtKUVqFQCB8fH/H06VONZZba8yZNmsjfnTp1SgBZvR3yirEBvY0bNwoAonHjxnovKzfXYrrk5tiRbip7enpqDCIuXLhQPu9kf5gktwE9aV03bNigd5q34bqiR48eAoCoWLGixrc5jBw5Ug5yZL8mlfajv7+/xrStWrXSGHzKia5zojEBPSlgoq1trlWrlgAM7y2uy99//y0HabKTHipp1aqV2rTU1FT5XKHpHJUfAT1jjm19rtWMbUNevXolB5nnzJmjliYyMlLukZ8fAT1Dz7G5KW9sbKywt7cX9vb28gOM2Untd/ny5dWmrVu3TgBZveyuXr0qUlNTRbVq1QQA0bJlS7X5u3TpIgDNgWYhsh5ekh6KVO6taswxQkREhYNj6BERFSCFQoFdu3ahS5cuUCgUSEhIwM6dOzF27FjUr18fLi4uaNu2LS5cuKCWdvv27cjMzIS/vz+6du2qNt3T0xN9+/YFkDVeQ15zd3dHWFiYxmnr1q0DAAwcOBClS5fWKz9pXIYvvvhC6/hNXbp0AQC18YxKliwJkfVQikHjomQXGxuLZ8+e4dmzZ3j+/Lk8JktCQgLi4+O1ji9gqNzsd12Ux49yc3PLk7JKMjMzcefOHXzzzTf48ccfAQA1a9ZEjRo18nQ5gwcP1jhu4JEjR/DgwQN8+OGHqFOnjsa0tWrVwnvvvYe4uDicO3cux2X9+++/OHHiBLy9vTXWIQDw9/dHrVq1kJGRkeMYJ8qaNm0KADh58qTK905OTgCgdXxLTaS6MXz4cI3Trays0L59ewCqdcOYZeXGt99+iylTpsDe3h4ZGRk4duwYpk+fjjZt2sDT0xMff/yxPL5jftC2zZUNGDAAHh4eat+3aNECAHD16lWV77dv3w4hBMqUKYPWrVurpatZs6bRbY5U3rNnz6qN/ySpUqUK6tevr3Hatm3bAACDBg2Cg4OD2vRRo0YZVa788ssvv8j7/4cffpDH0jOUr6+vfC5QVq9ePfnz6NGj1aYXL14cZcqUAaC6n1++fCmPFTtu3DiNYwGNHTsWQNb4T9rGnRw/frzG77UdW4Zq164dypcvrzX/+/fvGzTGqzHnaWWa1tfa2hoNGzYEYPj65kf9/f333wEA5cuXl/NXVrVqVZXjRpk0nle3bt3g5eWlcR7pOAwPD5frsNTuxsfHIzExUeu6FASpLM+fP9d7fNncXIvpy9BjR2o3Bg0apPHapnfv3vDy8kJGRgZ27NhhVJm0MfQ8+jZcVwghsH37dgDAyJEjYW1trTbP8OHDYW1tjbi4OK37edSoURrTGtvm6XNONERoaCgsLS3x999/499//1WZdvPmTZw8eRLm5uYIDQ3N9bIkgYGBcHFxwcOHD1XGXYuOjsZff/0FQPO52dLSEl999VWelUMf+XWNaGwb8scffyAxMRGOjo4YMGCAWho/Pz+VMbzzmqHn2NyUd8uWLXjz5g2aNWuGcuXKaZynbdu2sLa2xvXr19X2UdeuXdG+fXskJyeje/fumDBhAs6fPw8PDw8sW7ZMZd7ExERs3rwZlpaW+PzzzzUuy9XVFU2aNAFQuL8jiIjIeAzoEREVMBcXF6xfvx537tzB7Nmz0apVKxQrVgxA1kDb27dvx0cffYT169erpDt//jwA6LyZXLduXQDApUuX8uTHsbIaNWrAwsJC7fu0tDQ5ECX9OMhJeno6zpw5AwAICwuDt7e3xn/SD5GoqKg8WgtVR44ckQODQghER0fj6NGj+Oijj7Bu3ToEBgbi4cOHebIsY/d7QTp69Kg82L25uTlKly6NqVOnIj09HaVLl8aGDRvyfJm1atXS+H1ERAQA4PLly1qPD29vbzx48ACAfseIlGdMTAyKFi2qNc+///5bY55CCKxbtw5NmzaFj48PrKys5O1VtWpVAOo/guvXrw9LS0v8/vvvaNmyJbZt24aXL19qLWNUVJR8U6hu3bpayzh79my1MjZu3BgAMG/ePISGhmLfvn15FpTWxMzMDOPHj8fDhw+xcuVKhIaGIiAgAGZmWZeXJ0+eRPv27TFo0CCjl5GamopFixahXr168PT0hKWlpbzN27RpA0D3jYf3339f4/dS3YuLi1P5/p9//gEArUFkAPj00091lnn37t1o27YtSpQoARsbG7m8rq6uAIDk5GTExsZqTKutPqSkpOD69es6y+bn54cSJUroLFtBiYiIwMCBAwEA/fv3R4cOHYzOq0KFCvIxpczT01P+XKlSJY1ppXmU97N0vrKyskJgYKDGdB988IG8v7Q9aGHosWWonPI3ZBnGnKeVWVtbo2zZsjrLo6ksBV1/L168CACoXbu21jw/+eQTjd9L54clS5ZobXelB1qSkpLkdrx06dIoVaoUnjx5go8//hhLly7FvXv3tC4/P9WsWROurq44f/48goODsW7dOp3btyCuxQw9dlJTU+XAkHRNqylPqe4a+iBUTqTz6OjRozF48GAcOXIESUlJWud/G64r7ty5g/j4eADat6mXlxcqVKgAIO/bvNycEw1RpEgRORizevVqlWnS340bN4a3t7fBeR8/fhzdunVDqVKlYGdnJ6+DQqGQ11t5P0nXEtbW1qhZs6bGPHO6lshrhh7b+shNGyJto48++kjjg31A/m4jQ8+xuSmv1E7s3btX6zby9fVFWloaAM1t7c8//wxvb2+cO3cOM2bMAJB1vlK+FgKAc+fOIS0tDZmZmShbtqzW5Um/6TT9jsjLY4SIiPKH+p1ZIiIqEP7+/hgxYgRGjBgBIOtJwA0bNmD69OmIj49Hnz59EBQUBF9fXwBZT3sCqj80svPz8wOQ9QMrLi4O7u7ueVbeIkWKaPw+JiYG6enpAKD3zeSYmBikpqYCAF68eJHj/AX11Lu7uzvq1KmDP/74A5UqVcKdO3cwadIkLF++PM+WYeh+10X5yXXl3nrGsrS0lPNUKBRwcHBA6dKl0bRpU/Tq1Qv29va5XkZ22o4r6cZIUlKSXj8m9TlGpDxTU1Px7Nkzg/JMS0tDmzZtsGfPHvk7W1tbuLi4wMzMDBkZGYiOjlbrMVOmTBksXLgQn3/+OXbt2oVdu3YByOpB0qxZMwwYMAClSpVSKyMAg8sYHByMiRMnYurUqVi3bh3WrVsHMzMzVKlSBS1btsSAAQOMupGVExcXF/Ts2RM9e/YEkHUDZNeuXZg6dSpu3bqFxYsXo379+mjXrp1B+b569QoNGjSQbxYBgL29Pdzc3KBQKJCamorY2FidvZR8fHw0fi/djJHaLonUzmpLl9O0/v37Y+nSpfLf1tbW8PDwkJ9al/bpmzdvNPY80lYfYmNj5R43OZVNCnIXlsuXL6NZs2ZISkpCixYtsGDBglzlV7RoUY3fK/cE0HZcS/NIN8mA/+9jKcCkjZ+fH2JjY7Weo3I6tpSXaYyc8jdkGcacp5V5e3trDKoqlyd7WQqz/mo7ZqR10URqe+Pj4+Xghy5S22thYYH169ejTZs2uHTpEvr37y+XISQkBL169dL5gEBecnV1xZo1a9CtWzf89ddfcg8hf39/NG7cGP369cMHH3wgz18Q12KGHjsxMTFyW6fP9a4+5TZEWFgYjh8/jhUrVmDRokVYtGgRLCws8NFHH6FNmzbo27cvnJ2d5fnfhusKqV4AOW/TCxcu5Gmbl9tzoqF69+6Nbdu2Ye3atfj2229hZmaGzMxMrF27FgDk6xRDfPfddxg3bpz8t3StLJ0/Xrx4gczMTJX9pHye0dZrTde5PD8YemzrIzdtSG6vt3LL0HNsbsortRMJCQlISEjIsWya2lp3d3fMmjUL3bt3BwB06tQJbdu21bqsjIwMg9uk/DhGiIgof7CHHhGRifDz88Po0aOxZ88emJmZITk5GZs2bVKbLyUlpRBKB60/SI2h/Cqo27dvq/SS0/QvMjIyz5atDxsbG3Ts2BEANO6DvKTvftfE0tJSvmlz6dKlXJclMDAQT58+xdOnT/HkyRPcvn0b+/btw9ChQ/MlmAdoP66kY6Rr1645Hh9CCPTo0SPHZUl51q5dW688J02aJKddunQp9uzZA0tLSyxcuBBPnjxBYmIinj9/jqdPn+p8bVzfvn1x9+5d/Pjjj2jevDlcXV1x/fp1fP/99yhfvrxKr0zlupGWlpZjGaVXB0omTZqEmzdvYurUqWjYsCFsbW1x4cIFTJ48GWXKlMHhw4dz3E655eLigtDQUERERMg3z6VXMhliypQpOHPmDJydnbF+/Xq8fPkSCQkJePbsGZ4+fYrNmzcDyOrhYAr27Nkj37icPHkyIiMjkZycjBcvXuDp06cqr+PSVua8bGcLw+3bt9GwYUPExsYiODgYmzZt0tiz2xQU1rn0v+Jtq79S27ts2TK9zg8lS5aU09asWRP//vsv1qxZg65du6JEiRJ48uQJfvnlFwQFBeWql7Khmjdvjnv37mHx4sVo164dvLy85L+rVauGmTNnqq0zYJrXYoVRRxUKBZYvX46LFy9i/Pjx+PTTT2Fubo4TJ05g5MiRCAgIUHkN79twXaGsILdpXpwTDdWoUSMUK1YMDx48kK93Dh48iEePHsHd3V3uwaevy5cv45tvvgGQ9QrYmzdvIjk5GS9fvpSvl6Ugjqm0ZdoYemzrw9TbEFMhbadx48bp1U5oehuPEELlWvrChQsaH3hUfiBCn2Up92bNj2OEiIjyBwN6REQmpnbt2vK4P7dv35a/l3pu6Op9cf/+fQBZT4y7uLjI30s3VJOTk7Wm1eeJdE3c3Nzk/KXl58Td3V2+cV3YvUm0KV68OADg9evXKk835xdt+z0n0o++AwcOvFM3qKUxjPLy+MhNntK4lGPHjsWgQYPUenk8f/5cZ/qiRYviyy+/xK5duxAdHY1jx46hbt26SEtLw4ABA+RjTHnsJmPXvVSpUhg3bhz+/PNPxMbGYt++fahSpQoSEhLQvXv3PH8drzZubm5o1aoVAMOOaYm0zefOnYsuXbqojaWU0zY3htRDQNdr6h4/fqzxe6m8YWFhmDBhgtyDRJKb8rq6usq9XIwpW0F48OAB6tevj2fPnuGjjz7Czp07tb6WqjBJ59IXL17oPCdK5zNtvSbfJsacp3PLVOvv06dPNX6f23OOnZ0dQkNDsW7dOty/fx83btyQXzu7ePFi/PHHH3rnldM1W07Xa66urhgwYAC2bNmCp0+f4vz582jfvj2EEBg3bhyuXbsGwDSvxdzc3OS2Tp/r3fyqn++//z6mTJmCY8eOITY2Fps2bULJkiXx7Nkzebxq4O24rlDeRgW5TfPznKiNubm5/ICXFKiQ/u/SpYvBY7lu27YNmZmZCAoKwsKFC1G2bFmVHqcZGRkaX3cqtUXK43NnZ8z5WvkBGWPbB32PbX3kpg3JzfVWYchNefPiN83ChQtx6NAhODo6okSJErh165bG8YOlZT1//tzo34V5eYwQEVH+YECPiMgE2dnZAYDKD09pLI2///5b7TVTkiNHjgDIuhBX7ukhBfeUn4ZVdufOHaPH+7G0tET16tUBAPv37zc4zb59+4xabn5T3la6XsuWlzTt95z069cPAPDy5UuV1xrpYupPEQP/H0vs9OnTOseGMSbPqKgoeYwefUnHgzSGUnZS3dOHmZkZPv30U+zatQvW1tZISEiQx8j09/eXf4znRd2wtLRE48aNsXXrVgBZ63Hnzp1c56svbce0dENM17GYl9tcX1I7K72qThNt0/KzvNbW1vL4RseOHdM4z4MHDwrtpvyzZ8/QoEEDREVFoXLlyti3bx8cHR0LpSw5UX7lYPYerpJ//vlHHtNJOiZyS/kmcEG3wcacp3OrMOpvlSpVAAAnTpzQOo80lll20vkhr65JAgICsGjRInnMvqNHj+qdNqdrtrNnzxpUlqpVq2LDhg3w8/NDRkYGjh8/DsA0r8WsrKxQsWJFANrrZ0pKiryPs9dPfc4thrK1tUWHDh3k16+fPn1a7hnzNlxXvPfee/Jr8rRt02fPnsmB3rxq8wqjDQCAXr16QaFQYPv27YiKisKOHTsAQK83OWSX0zqcOnVKYy8p6TyTkpKC06dPa0yr6zpDG+WHNfOifdB1bAM516fctCHScXb69GmtgSdjtlF+yU15pXbi4MGDWn/D66IcvPvxxx/xyy+/QKFQYMGCBWpv3pDGvE9LS8PBgwcNXlZ2OR0jRERUOBjQIyIqQFeuXMnxffbXrl2TX58o3ZwCgLZt28LMzAwPHz7EunXr1NI9f/4cy5YtAwC0b99eZVrlypUBAH/++afGHyGzZs0ybEWyCQ0NBZD1FPq///6rVxrph/XPP/+Mmzdvap1PCGF070Fjpaen4/fffweQFWDJ7XgBudnvOZHGNQCAMWPG5HjT8OrVqxgwYIDe+ReW+vXro3jx4khJScHXX3+tc17pxntOypcvj5o1awIARowYobOnWvY8nZycAEDjsRodHY358+drzEcaW0QTKysrOfCu/KR1WFgYgKxxW3Q9wZ6enq4yFoeuZdna2sqfdfVK0ld0dDQuXryoc56kpCS5HmU/pqXtqetBAl3b/NatWxrbwdxq3bo1FAoFbt68iZ07d6pNP3v2rNYborrKm5ycjOnTp+eqbFI9X7x4scZxx77//vtc5W+s2NhYhISE4Pbt2yhbtiwOHDig1hvLlLi7u6Nu3boAoPL6QWXfffcdgKygjHT+zC3p+AB0H/f5xZjzdG4URv1t2bIlgKzzqabA5cWLF3Ho0CGNacPCwqBQKHD27FmtryuUKJ8fdLW7wP/bXkPaXemYk8ZGy2727Nkav9dVFnNzc/nBCuWymOK1mHQNu2TJEo11ZcWKFXj27BnMzc3ldlGiz7lFF33Oo5mZmfLYWm/DdYVCoZDH2vrxxx81pv/hhx+QkpICFxcX1K9fX2v+hsjvc6I27733HoKCgpCYmIjOnTsjKSkJ77//PqpVq2ZwXrrWITMzU+UVqso8PDzw6aefAtBcX9PT0zF37lyDy+Pg4CC/7lfTNcrdu3flB7iyM/TYBvSrT8a2ISEhIbC3t8erV6+wZMkStfmjoqKwceNGrfkVtNyUt0OHDrC3t8eTJ0+0XndIsrcTGRkZCAsLQ2JiIpo1a4Y+ffogODgYw4YNgxACPXv2xKtXr+T5HR0d5fo+duxYnWOfJiUlqdwXMOYYISKiwsGAHhFRAQoPD4e/vz969OiBvXv3qvxAiomJwZIlS9CgQQNkZGTA29tbJTBXsmRJ9O7dGwAwdOhQrFu3Tr6g/ueff9C4cWO8efMGPj4+8mueJM2bN4eNjQ2eP3+Onj17yq/hiY6OxvDhw7F69Wq5J40xevfujcqVKyMhIQHBwcHYvHmz/AMhLS0Nx44dQ+fOnfHw4UOVNB9++CESEhJQp04drF27ViU4ERUVhWXLlqF69erYvn27yvIiIyOhUCigUCi03lw3hhACt27dQqdOneQxAoYMGaJ1/sTERERHR2v9J+3f3Ox3faxYsQIBAQFITExESEgIhg8frjLGQXp6OiIiIjBw4EBUrVpV5w9uU2FlZYWffvoJQNaYRp999pnK0+/Jyck4fvw4Bg8ejNq1a+ud77x582BlZYX9+/ejcePGOH36tPzkcVpaGs6dO4cxY8bgvffeU0kn3eCaNm0a9u/fL49RERERgXr16mn9ETx27Fh07NgRO3fuVNnvUVFR6NmzJxITE2FnZyf34gCyArP+/v54/PgxAgMD8fvvv6v84P73338xd+5clC9fXuVJ7O7du6N37944cOCASl26efMmevbsCSBrTA2p9wNgfF16+vQpqlatisaNG2PdunUqdTsxMRF79+5FnTp1cPfuXSgUCgwePFglvVSG/fv3a319kbTNR4wYgYiICAghkJmZif3798vjA+a1UqVKoUuXLgCybvBv375d3teHDx9GmzZtVAIzmsq7dOlSrF+/Xn4K+8qVK2jcuHGuXx01dOhQuLq6IioqCs2bN5d7Wr558wZTp07FggULtJYtJ5mZmSptl/JNN23fS8tu1qwZLl26hJIlS+LgwYMqr401Vd9++y3MzMwQHh6OXr16yQ9cxMbGYvjw4fL4blOmTMmzZbq4uMhjLa1atSrP8tWXMefp3CiM+hsQEIB27doBALp164Zdu3bJ9ffo0aNo1aqV1jpSoUIFfP755wCyblBPnjxZ5fWcsbGx+P3339GqVSt89dVX8vd79+5FYGAgVqxYgaioKPn7169fY/bs2XIPiUaNGum9Hu3atYNCocDFixcxfPhw+Wbtw4cP0a1bN609fhYvXozGjRtjw4YNKg+DREdHY8SIEbh9+zbMzMzQoEEDeVpursXyy5AhQ+Dl5YW4uDg0btwYly9fBpB1nK5atQrDhw8HAPTv3x++vr4qaaVzy2+//WbUwysNGjTAF198gePHj6ukP3/+vHw9WKtWLZXj6G24rhg7dizs7Oxw+/ZttGnTRh7LLDExEbNmzcIPP/ygMl9eyO9zoi7S7yWpJ6d0DWQoaR12796NH3/8UW4zIyMj0bFjRxw7dkzrGNMTJkwAAGzfvh3Dhg2T99Xjx4/RqVMn3L1716gySb8Rpk6dir179yIjIwNCCBw+fBgNGzbU+qprY45tfa7VjG1DHB0d8cUXXwAARo4ciRUrVsi/a8+dO4cmTZoU2BtS9JGb8np4eGDq1KkAgPHjx+Pzzz/HvXv35OkJCQk4cOAAQkND0aFDB5W0M2fOxMmTJ+Hu7i73kgOyHjwKCAjAgwcP5HJJZsyYAVdXV1y6dAl16tTB4cOH5YcNMjMzcfXqVUydOhWlSpVS2a/GHCPh4eHy74j/6hiJRESFQhARUYH5+eefBQCVf46OjsLe3l7lOy8vL3H69Gm19AkJCaJu3bryfNbW1sLJyUn+29XVVZw8eVLjsn/44QeVZbi4uAiFQiHMzMzEypUrhZ+fnwAgjhw5opJu4sSJAoAICwvTuW6RkZGifPnycv4WFhbC3d1dWFpayt/du3dPJc3Tp09FzZo15elmZmbC3d1d2NraqpR19erVKunu3bsnT8te3pwop3V1dRVeXl7yP2tra5Xldu/eXWRkZKjlIW2rnP5VqVJFCJH7/a6Ply9fimbNmqnkZ2lpKdzc3ISZmZn8nb29vViwYIFK2rCwMAFABAUFGbTMVatWyfkaStsxkd3SpUtVjiE7Ozvh6uqqsk4lS5ZUSaO8jzXZtWuXcHR0lOexsbERbm5uwtzcXGX7KXv+/LkoXry4St2T9p+zs7PYsmWLxnTDhg1TydPZ2Vllv5ubm4u1a9eqlfHmzZuibNmyavUp+zEaHh4up2nVqpX8vUKhEK6urip1yc7OThw8eFDrtjKkLl2/fl0oFAqVstjY2AgXFxeV76ysrMSyZcvU0r948UK4ubnJ9d7b21v4+fkJPz8/eZ4bN24IZ2dnlfLb2NgIAMLHx0f88ssvAoBKGom29kzTemcXExMjKleuLE+3tbWV95m/v7/4/vvvNdaXpKQkUbVqVZX6J7XP1tbWYvfu3VqPe6kOTpw4Ued237t3r0p9cHFxERYWFgKAGDp0qAgKChIAxKpVq3Tmo2t76PqXfZ2lfQBAODg4qLSn2f/Nnj3boDLldO7JqZ4LIXRujwULFsjHsFRflNuVsWPHGrVMqV3U1J5OmDBBpS2Wjvk5c+boVWaJvu1ndoaep48cOaK1jkm07afCqr/Pnz8XAQEBGutv6dKlxezZswUAERISopY2LS1N9OnTR+WYd3FxUbnOAiB69Oghp9m+fbvKNDs7O7V2sH///lq3nzZDhw5Vac+lPG1sbMT+/fs17q85c+aoLNfBwUGt7N99953asoy9FtMlN8eOEEKcOHFC5fhxdnYWVlZW8t8NGjQQb968UUt36NAhlfOPr6+v8PPzE506ddKr3FWqVFHZDm5ubirL9fDwEJcuXVJL9zZcV2zfvl1lXZTPHwBEaGioxmvenNobbfs6N+dEXcdGTu2DEEIkJibKx4+lpaV4/vy51nl1yczMFE2aNFE5JqS6aGZmJpYsWaKzPOPHj1dJ6+rqKhQKhTA3NxebNm0yav1fvnwpSpYsqXKs2dnZCSDrd8dPP/2k8RxkzLGtz7WaEMa3IcnJyaJ+/foqdUA6Rtzd3cXSpUtzbEc00dX+5OYcm9vyTpgwQeXa2dHRUf49Ln0XHBwsz//PP//I+2jjxo1q+Z06dUpuY3bu3KkyLSIiQnh5eam0h9nP9wBEZGSknMaYY0Ta1rraCCIiynvsoUdEVID69++Ps2fP4ttvv0VISIj8SsHU1FR4enqibt26mD17Nm7evIkPP/xQLb29vT3+/PNPLF68GB9//DGsra2RkpKC0qVL4/PPP8fVq1flV/9k99VXX2H9+vWoUaMGbG1tIYRAgwYNcOjQIaOfXFXm5+eH8+fP48cff0StWrVgb2+PN2/ewNfXFy1btsSvv/6q9iS1l5cX/v77b6xevRqNGjWCu7s74uPjYW5ujkqVKqFPnz7YvXs3unXrluvyaRIbG4tnz57J/4QQKFasGNq0aYNdu3bhl19+URn3yFi53e/6cHNzw+7du3H06FH0798f5cuXh52dHV6/fg0PDw/Uq1cPs2bNwt27d9V6S5myvn374vr16xg6dCjKlSsHIOtJVi8vLzRs2BAzZ840eIyN5s2b49atWxgzZgyqVKkCS0tLvHr1Cm5ubqhTpw4mTpyIGzduqKQpUqQITp48iZ49e8LLywuZmZlwdXVFjx49cO7cOXkMkey+/PJLzJs3Dy1btkSZMmWQkZGBtLQ0+Pv7IywsDOfOndN4fJctWxYXL17EvHnzUKdOHTg5OSEuLg42NjaoVq0ahg4divDwcAQFBclppk+fjpkzZyIkJAT+/v5ITk6GEAJly5bFoEGDcPny5Tx7lVa5cuUQGRmJ+fPno127dihTpgzMzc3x+vVruLi4oEaNGhg5ciSuXr2KPn36qKX38PDAkSNH0LZtWxQpUgQvXrzA/fv3cf/+fXmegIAAnDp1Ch06dICbmxvS09NRtGhRDBkyBBcuXECJEiXyZF2yc3V1xYkTJzBq1CiULFkSGRkZcHNzw+DBg3HmzBm4u7trTGdjY4MjR45g2LBhKF68OICsVxS1b98eJ06cQLNmzXJdtiZNmuDUqVNo2bIlXF1dkZaWhvfffx/Lli3DvHnzcp2/oaQeJUBWvVRuT7P/U35i3xQMHjwYJ0+eRMeOHeHl5YWEhAS4ubmhRYsWOHDgAKZNm5bny5wwYQJmzpyJ999/H0II+ZgvqFdwGnOeNlZh1d8iRYrg1KlTGD58uDxmnLu7O4YOHYpTp07JPSiUx6KSWFhYYNmyZQgPD8dnn32G4sWLIzExEampqShVqhTat2+PlStXqrwKsV69eli7di26d++OSpUqwcbGRj5HNWvWDDt27MDPP/9s8Hr89NNPmDdvHipVqiS/RrF169aIiIjQ2tuvS5cuWLp0KTp06IBy5crB3NwcSUlJ8PX1RYcOHRAeHq7xFdaFfS2myccff4yrV69i6NChKFWqFJKTk2FjY4PAwEAsWbIE+/fv19iTrF69eti+fTuCgoJga2uLR48e4f79+yq9LXVZvnw5Jk2ahODgYBQvXhxv3ryBhYUFKlWqhFGjRuHq1asaX8P7NlxXtG7dGpcuXULPnj3lY9vR0RH169fHxo0bsWbNmjy55pUUxDlRG1tbWzRu3BgA0KxZMxQpUsSofBQKBXbs2IGJEyeidOnSMDc3h4WFBZo0aYIDBw7I41hrM2XKFGzevBm1atWSe841bNgQhw4dUuuJpS83NzecOHECvXv3hre3NzIzM+Ht7Y0xY8bgxIkTWnshG3Ns63OtBhjfhlhbW2Pfvn2YPn06AgICAGSNvRwaGoqzZ8+iTJkyRm2j/JLb8k6ePBnnz59Hr1698N577yE9PR2JiYnw9fVF8+bNMX/+fPkNAampqejevTtSU1PRuXNndOzYUS2/jz76SG7T+/btK7+BB8jqSXfz5k1MmzYNNWvWhK2tLeLi4uDo6IhatWph1KhROHv2LPz8/OQ0xrZ/RERU8BRCFPCo7EREREREREQFLCwsDGvWrMGECRMwefLkwi4OEeWDjIwM+Pn54dGjR9ixYwdatWpV2EUyyPjx4zFt2jT069dP43htRERE9N/GHnpERERERET0Tnvw4AG2bt0KACrjyBHRu2XPnj149OgRihYtmq89AfOL1KPU2J6FRERE9G5jQI+IiIiIiIjeevfu3UPfvn1x8uRJJCUlAQDS0tKwb98+1KtXD2/evEGNGjXw6aefFnJJiSg/PHv2TH4N4cCBA2FhYVHIJTLMrVu3sHv3bgAw+jX8RERE9G7jKzeJiIiIiIjorXfjxg2UL19e/tvV1RUJCQlIS0sDAPj4+ODQoUPymKxE9G4YMWIENm3ahCdPniA9PR3FixfH1atX4ejoWNhF00tUVBQ++OADxMTEAMgaS/ny5cuwsrIq5JIRERGRqWEPPSIiIiIiInrrFS9eHLNnz0b9+vVRokQJJCUlwdraGpUrV8bXX3+NixcvMphH9A6Kjo5GVFQU7O3t0axZMxw6dOitCeYBWeP+xcTEwM3NDR07dsSBAwcYzCMiIiKN2EOPiIiIiIiIiIiIiIiIyISxhx4RERERERERERERERGRCWNAj4iIiIiIiIiIiIiIiMiEMaBHREREREREREREREREZMIY0CMiIiIiIiIiIiIiIiIyYQzoEREREREREREREREREZkwBvSIiIiIiIiIiIiIiIiITBgDekREREREREREREREREQmjAE9IiIiIiIiIiIiIiIiIhPGgB4RERERERERERERERGRCWNAj4iIiIiIiIiIiIiIiMiEMaBHREREREREREREREREZMIY0CMiIiIiIiIiIiIiIiIyYQzoEREREREREREREREREZkwBvSIiIiIiIiIiIiIiIiITBgDekREREREREREREREREQmjAE9IiIiIiIiIiIiIiIiIhPGgB4RERERERERERERERGRCWNAj4iIiIiIiIiIiIiIiMiE/Q+u3vzPtGmMtAAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "2235fefa",
   "metadata": {},
   "source": [
    "![Line chart comparing headline and core 12-month CPI inflation from January through July 2026. Headline peaks above core in spring and is 3.4 percent in July versus 2.5 percent for core.](attachment:figure_4.png)\n",
    "\n",
    "*Figure 4. Headline versus core 12-month inflation, January through July 2026.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02393eed",
   "metadata": {},
   "source": [
    "During the first seven months of 2026, headline 12-month inflation moved above core inflation as energy prices increased sharply. By July, the headline rate was 3.4 percent and the core rate was 2.5 percent. That difference is consistent with the energy index rising 14.7 percent over the same 12-month period."
   ]
  },
  {
   "attachments": {
    "figure_5.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "id": "fb8486fc",
   "metadata": {},
   "source": [
    "![Line chart comparing seasonally adjusted monthly headline and core CPI changes from January through July 2026, with a zero reference line.](attachment:figure_5.png)\n",
    "\n",
    "*Figure 5. Monthly headline and core inflation can move differently from 12-month inflation.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e35bbce",
   "metadata": {},
   "source": [
    "The monthly chart tells a different story. Headline CPI fell 0.4 percent in June and rose only 0.1 percent in July, while core CPI was unchanged in June and rose 0.2 percent in July. Short term monthly values can be noisy, so use them with the longer trend rather than in isolation.\n",
    "\n",
    "<table>\n",
    "<caption>Table 4. Major CPI category snapshot for July 2026</caption><thead><tr>\n",
    "<th scope=\"col\">Category</th>\n",
    "<th scope=\"col\">Monthly change</th>\n",
    "<th scope=\"col\">12-month change</th>\n",
    "<th scope=\"col\">SA series</th>\n",
    "<th scope=\"col\">NSA series</th>\n",
    "</tr></thead><tbody>\n",
    "<tr>\n",
    "<th scope=\"row\">All items</th>\n",
    "<td>0.1%</td>\n",
    "<td>3.4%</td>\n",
    "<td>CUSR0000SA0</td>\n",
    "<td>CUUR0000SA0</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Core</th>\n",
    "<td>0.2%</td>\n",
    "<td>2.5%</td>\n",
    "<td>CUSR0000SA0L1E</td>\n",
    "<td>CUUR0000SA0L1E</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Food</th>\n",
    "<td>0.1%</td>\n",
    "<td>3.0%</td>\n",
    "<td>CUSR0000SAF1</td>\n",
    "<td>CUUR0000SAF1</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Energy</th>\n",
    "<td>-1.5%</td>\n",
    "<td>14.7%</td>\n",
    "<td>CUSR0000SA0E</td>\n",
    "<td>CUUR0000SA0E</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Shelter</th>\n",
    "<td>0.1%</td>\n",
    "<td>3.2%</td>\n",
    "<td>CUSR0000SAH1</td>\n",
    "<td>CUUR0000SAH1</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Medical care</th>\n",
    "<td>0.4%</td>\n",
    "<td>1.7%</td>\n",
    "<td>CUSR0000SAM</td>\n",
    "<td>CUUR0000SAM</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Transportation</th>\n",
    "<td>-0.5%</td>\n",
    "<td>5.8%</td>\n",
    "<td>CUSR0000SAT</td>\n",
    "<td>CUUR0000SAT</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Apparel</th>\n",
    "<td>0.1%</td>\n",
    "<td>3.9%</td>\n",
    "<td>CUSR0000SAA</td>\n",
    "<td>CUUR0000SAA</td>\n",
    "</tr>\n",
    "</tbody></table>"
   ]
  },
  {
   "attachments": {
    "figure_6.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "7ff09cb6",
   "metadata": {},
   "source": [
    "![Horizontal bar chart of July 2026 12-month CPI changes for all items, core, food, energy, shelter, medical care, transportation, and apparel. Energy is highest at 14.7 percent.](attachment:figure_6.png)\n",
    "\n",
    "*Figure 6. Latest 12-month category inflation. A category rate is not the same as its contribution to headline CPI.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25a66aa6",
   "metadata": {},
   "source": [
    "Energy stands out in the July 12-month comparison. Transportation also ran above headline inflation, while medical care was below it. These differences are useful for describing the pattern, but a simple correlation between categories would not tell you which one caused headline inflation. It also would not measure each category contribution.\n",
    "\n",
    "### Define event windows before you inspect the result\n",
    "\n",
    "If you want to study a pandemic period, an energy shock, a policy change, or another event, choose the dates before you look at the chart. Then describe what changed during that window. A time series chart can show timing and association. It does not by itself identify a causal mechanism."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e0f556c",
   "metadata": {},
   "source": [
    "## Adjust Dollar Values for Inflation and Build Publication-Ready Plots\n",
    "\n",
    "Inflation adjustment converts a nominal amount from one price level into an equivalent amount at another price level. Use the same compatible CPI series at the source and target dates.\n",
    "\n",
    "**Formula:** Adjusted value = original value × target period CPI ÷ source period CPI\n",
    "\n",
    "For a simple monthly example, the not seasonally adjusted all items CPI was 325.252 in January 2026 and 333.918 in July 2026. A January amount of $100 therefore equals about $102.66 in July 2026 dollars when this broad CPI measure is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68be0867",
   "metadata": {},
   "outputs": [],
   "source": [
    "def adjust_for_inflation(amount, source_cpi, target_cpi):\n",
    "    if source_cpi <= 0 or target_cpi <= 0:\n",
    "        raise ValueError(\"CPI values must be positive\")\n",
    "    return amount * target_cpi / source_cpi\n",
    "\n",
    "value = adjust_for_inflation(100, 325.252, 333.918)\n",
    "print(round(value, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53d5142d",
   "metadata": {},
   "source": [
    "Over a longer window, $100 in January 2024 corresponds to about $108.27 in July 2026 dollars using the same not seasonally adjusted all items series. The calculation is transparent, which makes it easy to audit.\n",
    "\n",
    "### Use the cpi package as an optional shortcut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "369c89ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Optional monthly example. Refresh the package data before using current CPI.\n",
    "from datetime import date\n",
    "import cpi\n",
    "\n",
    "cpi.update()\n",
    "monthly_adjusted = cpi.inflate(\n",
    "    100,\n",
    "    date(2024, 1, 1),\n",
    "    to=date(2026, 7, 1),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39a5505b",
   "metadata": {},
   "source": [
    "The package documentation states that its bundled BLS data do not update automatically, so run `cpi.update()` before relying on it for current observations. It also supports month-to-month adjustments when dates are supplied as `datetime.date` objects. As of the September 8, 2026 source review, PyPI lists version 2.0.10, released January 13, 2026. For monthly publication work, the direct BLS workflow still gives you clearer control over the observation date, seasonal status, raw response, and revision history.\n",
    "\n",
    "### Make every plot answer one question\n",
    "\n",
    "A publication-ready CPI chart should name the measure, time window, unit, source, series treatment, and retrieval date. Use a zero reference line when rates can be positive or negative. Keep the time axis chronological. Do not cut the chart at a convenient date simply because older data weaken a narrative.\n",
    "\n",
    "> **Note:** Chart checklist: title, readable date axis, unit on the value axis, BLS source note, series IDs or linked table, seasonal status, observation period, retrieval date, and useful alt text."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6547a010",
   "metadata": {},
   "source": [
    "## Update, Audit, Reproduce, and Report the Analysis Each Month\n",
    "\n",
    "The biggest advantage of a reproducible CPI workflow appears one month later. Instead of rebuilding the analysis, change the end date, fetch the new response, run the same validation, compare the new snapshot with the prior snapshot, and regenerate the tables and figures.\n",
    "\n",
    "### Use reusable fetch and calculation functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3a509f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import json\n",
    "from datetime import datetime, timezone\n",
    "\n",
    "def fetch_bls(series_ids, start_year, end_year, api_key):\n",
    "    payload = {\n",
    "        \"seriesid\": series_ids,\n",
    "        \"startyear\": str(start_year),\n",
    "        \"endyear\": str(end_year),\n",
    "        \"registrationkey\": api_key,\n",
    "    }\n",
    "    response = requests.post(\n",
    "        \"https://api.bls.gov/publicAPI/v2/timeseries/data/\",\n",
    "        json=payload,\n",
    "        timeout=30,\n",
    "    )\n",
    "    response.raise_for_status()\n",
    "    result = response.json()\n",
    "    if result.get(\"status\") != \"REQUEST_SUCCEEDED\":\n",
    "        raise RuntimeError(result.get(\"message\"))\n",
    "    return result, payload\n",
    "\n",
    "def save_raw_snapshot(result, raw_dir):\n",
    "    stamp = datetime.now(timezone.utc).strftime(\"%Y%m%dT%H%M%SZ\")\n",
    "    path = Path(raw_dir) / f\"bls_cpi_{stamp}.json\"\n",
    "    path.parent.mkdir(parents=True, exist_ok=True)\n",
    "    path.write_text(json.dumps(result, indent=2), encoding=\"utf-8\")\n",
    "    return path"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0071e77f",
   "metadata": {},
   "source": [
    "### Audit revisions instead of overwriting history silently\n",
    "\n",
    "BLS recalculates seasonal factors each year and may revise the previous five years of seasonally adjusted CPI history. In February 2026, revised seasonally adjusted indexes were published for 2021 through 2025. That means an old monthly chart can differ from a new download even when your code has not changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47664ba8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def revision_audit(old_df, new_df):\n",
    "    keys = [\"series_id\", \"date\"]\n",
    "    merged = old_df.merge(\n",
    "        new_df, on=keys, how=\"inner\", suffixes=(\"_old\", \"_new\")\n",
    "    )\n",
    "    merged[\"revision\"] = merged[\"value_new\"] - merged[\"value_old\"]\n",
    "    return merged[merged[\"revision\"].abs() > 0].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a61cf1e7",
   "metadata": {},
   "source": [
    "Save both the old and new snapshots. If a historical value changes, report the revision in a small audit file. This is much better than replacing history without a note.\n",
    "\n",
    "<table>\n",
    "<caption>Table 5. Reproducibility log for the article snapshot</caption><thead><tr>\n",
    "<th scope=\"col\">Field</th>\n",
    "<th scope=\"col\">Recorded value</th>\n",
    "</tr></thead><tbody>\n",
    "<tr>\n",
    "<th scope=\"row\">Source review date</th>\n",
    "<td>September 8, 2026</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Latest observation used</th>\n",
    "<td>July 2026</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Release date</th>\n",
    "<td>August 12, 2026</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">API pattern</th>\n",
    "<td>BLS Public Data API Version 2 POST request</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Main monthly series</th>\n",
    "<td>CUSR0000SA0 and CUSR0000SA0L1E</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Main 12-month series</th>\n",
    "<td>CUUR0000SA0 and CUUR0000SA0L1E</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Raw file practice</th>\n",
    "<td>Save timestamped JSON before cleaning</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Processed file practice</th>\n",
    "<td>Save tidy CSV or Parquet separately</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Revision practice</th>\n",
    "<td>Compare historical SA values with the prior snapshot</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Known missing period</th>\n",
    "<td>October 2025 for main all items and core CPI</td>\n",
    "</tr>\n",
    "</tbody></table>\n",
    "\n",
    "### Common problems and practical fixes\n",
    "\n",
    "<table>\n",
    "<caption>Table 6. Troubleshooting guide</caption><thead><tr>\n",
    "<th scope=\"col\">Problem</th>\n",
    "<th scope=\"col\">What to check</th>\n",
    "</tr></thead><tbody>\n",
    "<tr>\n",
    "<th scope=\"row\">BLS request fails</th>\n",
    "<td>HTTP status, API status field, message field, key, year span, and query limits</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Series is empty</th>\n",
    "<td>Series ID spelling, seasonal status, item definition, and supported dates</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Latest month is missing</th>\n",
    "<td>Release calendar, source messages, and whether the observation is published yet</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Monthly rate looks wrong</th>\n",
    "<td>Confirm that the calculation uses the seasonally adjusted series</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">12-month rate differs from BLS headline</th>\n",
    "<td>Confirm that the comparison uses the not seasonally adjusted series</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Momentum rate is extreme</th>\n",
    "<td>Check the full index span and compound formula before interpreting it</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<th scope=\"row\">Old values changed</th>\n",
    "<td>Run the seasonal revision audit and preserve both snapshots</td>\n",
    "</tr>\n",
    "</tbody></table>\n",
    "\n",
    "### Frequently asked questions\n",
    "\n",
    "#### What CPI series should I use for monthly U.S. inflation?\n",
    "\n",
    "For the standard all items monthly change, use the seasonally adjusted CPI-U all items series, CUSR0000SA0.\n",
    "\n",
    "#### What series should I use for the standard 12-month headline rate?\n",
    "\n",
    "Use the not seasonally adjusted CPI-U all items series, CUUR0000SA0, when you want to match the familiar BLS 12-month convention.\n",
    "\n",
    "#### Is a 3-month annualized rate a forecast?\n",
    "\n",
    "No. It describes the pace implied by the most recent three month index change if that pace were compounded for a year. Future inflation can be very different.\n",
    "\n",
    "#### Why can an old seasonally adjusted CPI value change?\n",
    "\n",
    "BLS recalculates seasonal factors each year and can revise the previous five years of seasonally adjusted indexes.\n",
    "\n",
    "#### Should I fill a missing CPI month with interpolation?\n",
    "\n",
    "Not in an official published analysis unless you have a clearly stated research reason. Preserve the source gap and document it.\n",
    "\n",
    "#### Can I use CPI to adjust money from one date to another?\n",
    "\n",
    "Yes. Multiply the original amount by the target CPI divided by the source CPI, using a compatible series and clearly stated dates.\n",
    "\n",
    "#### Does a category correlation show what caused headline inflation?\n",
    "\n",
    "No. Correlation describes co-movement. It does not measure contribution and it does not establish cause.\n",
    "\n",
    "### Monthly rerun checklist\n",
    "\n",
    "1. Confirm the new CPI observation has been released.\n",
    "2. Update the request end year only when needed.\n",
    "3. Fetch the same verified series IDs.\n",
    "4. Save the raw JSON with a timestamp before cleaning.\n",
    "5. Run duplicate, missing month, numeric, and latest month checks.\n",
    "6. Recalculate monthly, 12-month, 3-month, and 6-month measures.\n",
    "7. Compare historical seasonally adjusted values with the prior snapshot.\n",
    "8. Regenerate the dashboard, category table, and charts.\n",
    "9. Save processed data, figures, package versions, and metadata.\n",
    "10. Write the observation month and retrieval date in every published output.\n",
    "\n",
    "### Final takeaway\n",
    "\n",
    "A useful CPI analysis is more than a chart of the latest number. It is a small research system. Keep the source official, use the right seasonal treatment, calculate each time window from the correct index, preserve missing data, audit revisions, and save enough metadata to reproduce the result next month. That approach makes the analysis easier to trust and easier to maintain.\n",
    "\n",
    "### Methods and sources\n",
    "\n",
    "This tutorial uses official U.S. Bureau of Labor Statistics CPI definitions and the Public Data API request pattern. The current data example uses the July 2026 CPI release. Monthly changes use seasonally adjusted series. Standard 12-month changes use not seasonally adjusted series. Short term momentum is compounded from seasonally adjusted index levels. The source review date is September 8, 2026.\n",
    "\n",
    "1. [U.S. Bureau of Labor Statistics, Consumer Price Index, July 2026 release](https://www.bls.gov/news.release/archives/cpi_08122026.htm)\n",
    "2. [U.S. Bureau of Labor Statistics, Public Data API FAQs](https://www.bls.gov/developers/api_faqs.htm)\n",
    "3. [U.S. Bureau of Labor Statistics, Seasonal Adjustment in the CPI](https://www.bls.gov/cpi/seasonal-adjustment/)\n",
    "4. [U.S. Bureau of Labor Statistics, 2025 federal government shutdown impact on CPI](https://www.bls.gov/cpi/additional-resources/2025-federal-government-shutdown-impact-cpi-faq.htm)\n",
    "5. [PyPI, cpi package, version 2.0.10, released January 13, 2026](https://pypi.org/project/cpi/)\n",
    "6. [cpi documentation, monthly adjustments and updating the local BLS dataset](https://palewi.re/docs/cpi/)\n",
    "7. [Google Search Central, Creating Helpful, Reliable, People First Content](https://developers.google.com/search/docs/fundamentals/creating-helpful-content)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b568873a",
   "metadata": {},
   "source": [
    "## Running the notebook\n",
    "\n",
    "For registered BLS API access, set the `BLS_API_KEY` environment variable before running the API cells. Keep raw API snapshots when you rerun the analysis so historical seasonal revisions can be audited rather than overwritten silently."
   ]
  }
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