{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from io import StringIO\n",
    "import pandas as pd\n",
    "import requests\n",
    "from wmfdata import charting, hive\n",
    "from wmfdata.utils import pct_str, sig_figs, pd_display_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "charting.set_mpl_style()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replica-based (\"official\") metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Up until February, active editors were calculated using the following procedure. For the initial run (probably some time in 2018), the procedure was run for all previous time. Then, each month, it was re-run to add data for the previous month.\n",
    "\n",
    "First, we built an [editor month dataset](https://meta.wikimedia.org/wiki/Research:Editor_month_dataset) by running [the update_editor_month query](https://github.com/wikimedia-research/Editing-movement-metrics/blob/3f5322cc1302419114ea7f647fdf4592063c6a35/queries/update_editor_month.sql) (or [a rewritten version](https://github.com/wikimedia-research/Editing-movement-metrics/blob/f6db91f3c64ffc05ae6eeda599755af744928803/queries/update_editor_month.sql) in January 2018) on [a specific selection of wikis](https://github.com/neilpquinn/wmfdata/blob/b0548529c4d39fc37f40fb637025e8a9b428a33f/wmfdata/mariadb.py#L94) sequentially.\n",
    "\n",
    "\n",
    "Then, the active editor numbers were calculated using [an SQL query](https://github.com/wikimedia-research/Editing-movement-metrics/blob/f6db91f3c64ffc05ae6eeda599755af744928803/queries/active_editors.sql) on that editor-month table.\n",
    "\n",
    "This gave the following, which is our currently accepted version of reality:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>active_editors</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>82084.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-01</th>\n",
       "      <td>82567.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-01</th>\n",
       "      <td>82584.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-01</th>\n",
       "      <td>81075.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-01-01</th>\n",
       "      <td>86776.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            active_editors\n",
       "month                     \n",
       "2018-09-01         82084.0\n",
       "2018-10-01         82567.0\n",
       "2018-11-01         82584.0\n",
       "2018-12-01         81075.0\n",
       "2019-01-01         86776.0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics_url = \"https://raw.githubusercontent.com/wikimedia-research/Editing-movement-metrics/75b3251727f8c766e4872f775f57a09632df6500/metrics/metrics.tsv\"\n",
    "metrics_stream = StringIO(requests.get(metrics_url).text)\n",
    "\n",
    "official_ae = pd.read_csv(\n",
    "    metrics_stream,\n",
    "    sep=\"\\t\",\n",
    "    parse_dates=[\"month\"]  \n",
    ").set_index(\"month\")[\"active_editors\"].to_frame()\n",
    "\n",
    "official_ae.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Lake-based (\"new\") metrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For February's metrics, we switched to calculating these based on the `mediawiki_history` dataset in the Data Lake. \n",
    "\n",
    "First, we built an editor-month table using the following SQL: \n",
    "```sql\n",
    "insert into neilpquinn.editor_month\n",
    "select\n",
    "    trunc(event_timestamp, \"MONTH\") as month,\n",
    "    wiki_db,\n",
    "    event_user_id as local_user_id,\n",
    "    max(event_user_text) as user_name, -- Some rows incorrectly have a null `event_user_text`\n",
    "    count(*) as edits,\n",
    "    coalesce(\n",
    "        sum(cast(page_namespace_is_content_historical as int)),\n",
    "        0\n",
    "    ) as content_edits,\n",
    "    NULL as mobile_web_edits,\n",
    "    NULL as mobile_app_edits,\n",
    "    NULL as visual_edits,\n",
    "    NULL as ve_source_edits,\n",
    "    (\n",
    "        max(event_user_is_bot_by_name) or \n",
    "        max(array_contains(event_user_groups, \"bot\")) or\n",
    "        max(array_contains(event_user_groups_historical, \"bot\"))\n",
    "    ) as bot,\n",
    "    min(event_user_creation_timestamp) as user_registration\n",
    "from wmf.mediawiki_history\n",
    "where\n",
    "    event_timestamp between \"{start}\" and \"{end}\" and\n",
    "    event_entity = \"revision\" and\n",
    "    event_type = \"create\" and\n",
    "    snapshot = \"{mwh_snapshot}\"\n",
    "group by\n",
    "    trunc(event_timestamp, \"MONTH\"),\n",
    "    wiki_db,\n",
    "    event_user_id\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_ae = (\n",
    "    hive.run(\"\"\"\n",
    "    select\n",
    "        month,\n",
    "        count(*) as active_editors\n",
    "    from (\n",
    "        select\n",
    "            cast(month as date) as month,\n",
    "            user_name,\n",
    "            sum(content_edits) as content_edits,\n",
    "            max(bot) as bot\n",
    "        from neilpquinn.editor_month\n",
    "        where\n",
    "            month < \"2019-02-01\" and\n",
    "            local_user_id != 0\n",
    "        group by month, user_name\n",
    "    ) global_edits\n",
    "    where\n",
    "        content_edits >= 5 and\n",
    "        (not bot or user_name in (\"Paucabot\", \"Niabot\", \"Marbot\"))\n",
    "    group by month\n",
    "    \"\"\")\n",
    "    .assign(month=lambda df: pd.to_datetime(df[\"month\"]))\n",
    "    .set_index(\"month\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These differ a LOT from the replica-based metrics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(new_ae - official_ae).plot(title=\"Deviation of 'new' active editors from 'official'\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load editor month datasets for comparisons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's directly compare the official version of the dataset with the new one (tweaked to eliminate a few obvious differences). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "staging_host = !analytics-mysql -d staging --print-target\n",
    "staging_host = staging_host[0]\n",
    "jdbc_uri = \"jdbc:mysql://\" + staging_host + \"/staging\"\n",
    "cnf_path = \"/etc/mysql/conf.d/research-client.cnf\"\n",
    "sqoop_query = \"\"\"\n",
    "select\n",
    "    convert(wiki using utf8) as wiki,\n",
    "    cast(month as datetime) as month,\n",
    "    local_user_id,\n",
    "    convert(user_name using utf8) as user_name,\n",
    "    edits,\n",
    "    content_edits,\n",
    "    bot_flag,\n",
    "    user_registration\n",
    "from editor_month\n",
    "where $CONDITIONS\n",
    "\"\"\"\n",
    "\n",
    "!sqoop import --connect {jdbc_uri} --connection-param-file {cnf_path} --query '{sqoop_query}' \\\n",
    "--split-by local_user_id --target-dir /user/neilpquinn-wmf/editor_month_official_raw \\\n",
    "--hive-import --hive-table neilpquinn.editor_month_official \\\n",
    "--map-column-hive month=timestamp,user_registration=timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "metadata": {},
   "outputs": [],
   "source": [
    "hive.run([\"\"\"\n",
    "CREATE TABLE IF NOT EXISTS neilpquinn.editor_month_new (\n",
    "  `wiki` STRING,\n",
    "  `month` TIMESTAMP, -- Hive 1.1 does not support the DATE type\n",
    "  `local_user_id` BIGINT,\n",
    "  `user_name` STRING,\n",
    "  `edits` BIGINT,\n",
    "  `content_edits` BIGINT,\n",
    "  `bot_flag` BOOLEAN,\n",
    "  `user_registration` TIMESTAMP\n",
    ") \n",
    "STORED AS PARQUET\n",
    "\"\"\", \"\"\"\n",
    "insert into neilpquinn.editor_month_new\n",
    "select\n",
    "    wiki_db as wiki,\n",
    "    trunc(event_timestamp, \"MONTH\") as month,\n",
    "    event_user_id as local_user_id,\n",
    "    max(event_user_text) as user_name, -- Some rows incorrectly have a null `event_user_text`\n",
    "    count(*) as edits,\n",
    "    coalesce(\n",
    "        sum(cast(page_namespace_is_content_historical as int)),\n",
    "        0\n",
    "    ) as content_edits,\n",
    "    (\n",
    "        max(array_contains(event_user_groups, \"bot\")) or \n",
    "        max(array_contains(event_user_groups_historical, \"bot\"))\n",
    "    ) as bot,\n",
    "    min(event_user_creation_timestamp) as user_registration\n",
    "from wmf.mediawiki_history\n",
    "where\n",
    "    event_timestamp < \"2019-02-01\" and\n",
    "    event_entity = \"revision\" and\n",
    "    event_type = \"create\" and\n",
    "    snapshot = \"2019-03\"\n",
    "group by\n",
    "    trunc(event_timestamp, \"MONTH\"),\n",
    "    wiki_db,\n",
    "    event_user_id\n",
    "\"\"\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make sure these datasets have the same active editors discrepancy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_query = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast(month as date) as month,\n",
    "        user_name,\n",
    "        sum(content_edits) as content_edits,\n",
    "        max(bot_flag) as bot_flag\n",
    "    from neilpquinn.{table}\n",
    "    where \n",
    "        local_user_id != 0\n",
    "    group by month, user_name\n",
    ") global_edits\n",
    "where\n",
    "    content_edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_query = ae_query.format(table=\"editor_month_official\")\n",
    "emn_ae_query = ae_query.format(table=\"editor_month_new\")\n",
    "\n",
    "emo_ae = hive.run(emo_ae_query).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")\n",
    "emn_ae = hive.run(emn_ae_query).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yup, it's the same. So we can proceed to compare just these two datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae - emo_ae)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wiki inclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks there are discrepancies in which wikis are included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 412,
   "metadata": {},
   "outputs": [],
   "source": [
    "emo_wikis = hive.run(\"\"\"\n",
    "select distinct wiki\n",
    "from neilpquinn.editor_month_official\n",
    "\"\"\")\n",
    "emo_wikis = set(emo_wikis[\"wiki\"].unique())\n",
    "\n",
    "\n",
    "emn_wikis = hive.run(\"\"\"\n",
    "select distinct wiki\n",
    "from neilpquinn.editor_month_new\n",
    "\"\"\")\n",
    "emn_wikis = set(emn_wikis[\"wiki\"].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The extra wikis included in `editor_month_official` seem to be a miscellaneous collection that are [mistakenly not included](https://phabricator.wikimedia.org/T220456) in `mediawiki_history`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 414,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "119"
      ]
     },
     "execution_count": 414,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extra_emo_wikis = emo_wikis - emn_wikis\n",
    "len(extra_emo_wikis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The extra wikis included in `editor_month_new` are a mixture of test wikis, infrastructure wikis (`donatewiki`, `loginwiki`), and affiliate wikis that are only there because I forgot to port the logic excluding them from the replicas-based pipeline to the Data Lake-based one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34"
      ]
     },
     "execution_count": 415,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extra_emn_wikis = emn_wikis - emo_wikis\n",
    "len(extra_emn_wikis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what the discrepancy looks like when we exclude these extra wikis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_same_wikis_sql = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast(month as date) as month,\n",
    "        user_name,\n",
    "        sum(content_edits) as content_edits,\n",
    "        max(bot_flag) as bot_flag\n",
    "    from neilpquinn.{table}\n",
    "    where \n",
    "        local_user_id != 0 and\n",
    "        wiki not in {excluded_wikis!r}\n",
    "    group by month, user_name\n",
    ") global_edits\n",
    "where\n",
    "    content_edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_same_wikis_sql = ae_same_wikis_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    excluded_wikis=tuple(extra_emo_wikis)\n",
    ")\n",
    "\n",
    "emn_ae_same_wikis_sql = ae_same_wikis_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    excluded_wikis=tuple(extra_emn_wikis)\n",
    ")\n",
    "\n",
    "emo_ae_same_wikis = hive.run(emo_ae_same_wikis_sql).assign(\n",
    "    month=lambda df: pd.to_datetime(df[\"month\"])\n",
    ").set_index(\"month\")\n",
    "\n",
    "emn_ae_same_wikis = hive.run(emn_ae_same_wikis_sql).assign(\n",
    "    month=lambda df: pd.to_datetime(df[\"month\"])\n",
    ").set_index(\"month\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basically no change, which makes sense when you consider that all the wikis involved are tiny."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae_same_wikis - emo_ae_same_wikis)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unmatched rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we use the same selection of wikis, `editor_month_new` has about 476,000 more rows than `editor_month_official`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [],
   "source": [
    "row_count_sql = \"\"\"\n",
    "select count(*)\n",
    "from neilpquinn.{table}\n",
    "where wiki not in {excluded_wikis!r}\n",
    "\"\"\"\n",
    "\n",
    "emo_row_count_sql = row_count_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    excluded_wikis=tuple(extra_emo_wikis)\n",
    ")\n",
    "\n",
    "emn_row_count_sql = row_count_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    excluded_wikis=tuple(extra_emn_wikis)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_c0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>58998729</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        _c0\n",
       "0  58998729"
      ]
     },
     "execution_count": 439,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hive.run(emn_row_count_sql)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_c0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>58522865</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        _c0\n",
       "0  58522865"
      ]
     },
     "execution_count": 426,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hive.run(emo_row_count_sql)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's find the rows that don't match up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "unmatched_rows_sql = \"\"\"\n",
    "select *\n",
    "from neilpquinn.editor_month_official emo\n",
    "full outer join neilpquinn.editor_month_new emn\n",
    "on\n",
    "    emo.month = emn.month and\n",
    "    emo.wiki = emn.wiki and\n",
    "    emo.local_user_id = emn.local_user_id\n",
    "where\n",
    "    coalesce(emo.wiki not in {extra_emo_wikis!r}, true) and\n",
    "    coalesce(emn.wiki not in {extra_emn_wikis!r}, true) and\n",
    "    (emo.local_user_id is null or emn.local_user_id is null) \n",
    "\"\"\".format(\n",
    "    extra_emo_wikis=tuple(extra_emo_wikis),\n",
    "    extra_emn_wikis=tuple(extra_emn_wikis)\n",
    ")\n",
    "\n",
    "unmatched_rows = hive.run([\n",
    "    \"set hive.resultset.use.unique.column.names=true\",\n",
    "    unmatched_rows_sql\n",
    "]).rename(columns=lambda x: x.replace(\".\", \"_\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives us about 522,000 unmatched rows, which is about 46,000 more than the overall row count discrepancy. That suggests that we're mostly talking about rows that don't appear at all in one dataset, not about rows that appear in both dataset but didn't match up.\n",
    "\n",
    "Out of these these unmatched rows, 96% are found only in `editor_month_new` and 4% only in `editor_month_official`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 483,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "521998"
      ]
     },
     "execution_count": 483,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(unmatched_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 484,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "498931"
      ]
     },
     "execution_count": 484,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emn_only = unmatched_rows.query(\"~emn_wiki.isnull()\")\n",
    "len(emn_only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 485,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23067"
      ]
     },
     "execution_count": 485,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emo_only = unmatched_rows.query(\"~emo_wiki.isnull()\")\n",
    "len(emo_only)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rows found only in `editor_month_new` correspond to revisions [imported](https://www.mediawiki.org/wiki/Manual:Importing_XML_dumps) from one wiki to another. \n",
    "\n",
    "The number dropped substantially in the past few years, when `editor_month_official` was being periodically built a month after the fact (unlike the `mediawiki_history`, which is rebuilt completely every month). This suggests that these rows are at least partly a case of \"history\" being changed gradually after the fact."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 486,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5ae474b128>"
      ]
     },
     "execution_count": 486,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "emn_only.groupby(\"emn_month\")[\"emn_wiki\"].count().plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The wikis concerned reinforces the idea that these are imported revision. I know dewiki has a policy of importing pages from other wikis before translating them, and it looks like [enwikibooks](https://en.wikibooks.org/wiki/Wikibooks:Requests_for_import) and [simplewiki](https://simple.wikipedia.org/wiki/Wikipedia:Importers) do as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "emn_wiki\n",
       "dewiki           199388\n",
       "enwikibooks       19982\n",
       "simplewiki        15261\n",
       "mlwiki            14980\n",
       "enwiktionary      14661\n",
       "elwiki             9991\n",
       "enwikiversity      6378\n",
       "zhwikiversity      6198\n",
       "knwiki             6010\n",
       "tewiki             5804\n",
       "bhwiki             5484\n",
       "nowiki             5138\n",
       "hiwiki             4921\n",
       "incubatorwiki      4683\n",
       "enwiki             4509\n",
       "frwikibooks        4493\n",
       "frwikiversity      3879\n",
       "commonswiki        3579\n",
       "dewikivoyage       3553\n",
       "nlwikibooks        3406\n",
       "Name: emn_wiki, dtype: int64"
      ]
     },
     "execution_count": 488,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emn_only.groupby(\"emn_wiki\")[\"emn_wiki\"].count().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at 10 random rows, all ten represent imported revisions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 500,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emn_wiki</th>\n",
       "      <th>emn_month</th>\n",
       "      <th>emn_local_user_id</th>\n",
       "      <th>emn_user_name</th>\n",
       "      <th>emn_edits</th>\n",
       "      <th>emn_content_edits</th>\n",
       "      <th>emn_bot_flag</th>\n",
       "      <th>emn_user_registration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>elwiki</td>\n",
       "      <td>2010-09-01</td>\n",
       "      <td>210979.0</td>\n",
       "      <td>None</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2004-04-01</td>\n",
       "      <td>2800004.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2009-04-01</td>\n",
       "      <td>2796314.0</td>\n",
       "      <td>None</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>zhwikiversity</td>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>645.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>itwikivoyage</td>\n",
       "      <td>2016-09-01</td>\n",
       "      <td>12594.0</td>\n",
       "      <td>Bujo</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2015-09-23 20:46:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>mlwikisource</td>\n",
       "      <td>2009-03-01</td>\n",
       "      <td>7748.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2011-10-01</td>\n",
       "      <td>828461.0</td>\n",
       "      <td>Pierre Bona</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2009-09-13 16:58:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2007-03-01</td>\n",
       "      <td>2807242.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>elwiki</td>\n",
       "      <td>2007-12-01</td>\n",
       "      <td>16985.0</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>itwiktionary</td>\n",
       "      <td>2004-09-01</td>\n",
       "      <td>58637.0</td>\n",
       "      <td>None</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>False</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        emn_wiki  emn_month  emn_local_user_id emn_user_name  emn_edits  \\\n",
       "0         elwiki 2010-09-01           210979.0          None        3.0   \n",
       "1         dewiki 2004-04-01          2800004.0          None        1.0   \n",
       "2         dewiki 2009-04-01          2796314.0          None       18.0   \n",
       "3  zhwikiversity 2018-02-01              645.0          None        1.0   \n",
       "4   itwikivoyage 2016-09-01            12594.0          Bujo        1.0   \n",
       "5   mlwikisource 2009-03-01             7748.0          None        1.0   \n",
       "6         dewiki 2011-10-01           828461.0   Pierre Bona        1.0   \n",
       "7         dewiki 2007-03-01          2807242.0          None        1.0   \n",
       "8         elwiki 2007-12-01            16985.0          None        1.0   \n",
       "9   itwiktionary 2004-09-01            58637.0          None        7.0   \n",
       "\n",
       "   emn_content_edits emn_bot_flag emn_user_registration  \n",
       "0                3.0        False                   NaT  \n",
       "1                0.0        False                   NaT  \n",
       "2                2.0        False                   NaT  \n",
       "3                0.0        False                   NaT  \n",
       "4                0.0        False   2015-09-23 20:46:39  \n",
       "5                0.0        False                   NaT  \n",
       "6                0.0        False   2009-09-13 16:58:43  \n",
       "7                0.0        False                   NaT  \n",
       "8                0.0        False                   NaT  \n",
       "9                3.0        False                   NaT  "
      ]
     },
     "execution_count": 500,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emn_only.sample(10, random_state=18300941).iloc[:, 8:].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 526,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5af8955710>"
      ]
     },
     "execution_count": 526,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filter with a datetime object because there's a \"0001-11-30\" month which causes all sorts of weirdness\n",
    "year_2001 = pd.to_datetime(\"2001\")\n",
    "emo_only.groupby(\"emo_month\")[\"emo_wiki\"].count()[year_2001:].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 528,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "emo_wiki\n",
       "enwiki          9813\n",
       "jawiki          1470\n",
       "dewiki           893\n",
       "ptwiki           564\n",
       "metawiki         518\n",
       "ruwiki           462\n",
       "eswiki           436\n",
       "zhwiki           417\n",
       "frwiki           391\n",
       "trwiki           389\n",
       "commonswiki      378\n",
       "plwiki           358\n",
       "ukwiki           338\n",
       "cswiki           278\n",
       "itwiki           246\n",
       "enwiktionary     246\n",
       "rowiki           216\n",
       "hewiki           172\n",
       "nlwiki           156\n",
       "simplewiki       145\n",
       "Name: emo_wiki, dtype: int64"
      ]
     },
     "execution_count": 528,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emo_only.groupby(\"emo_wiki\")[\"emo_wiki\"].count().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at 10 random rows, all ten represent revisions where the user name was [revision deleted](https://www.mediawiki.org/wiki/Manual:RevisionDelete)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 530,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_local_user_id</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emo_edits</th>\n",
       "      <th>emo_content_edits</th>\n",
       "      <th>emo_bot_flag</th>\n",
       "      <th>emo_user_registration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2013-07-01 00:00:00</td>\n",
       "      <td>19329592.0</td>\n",
       "      <td>Darkstyle007</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2013-07-12 10:51:31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>eswiki</td>\n",
       "      <td>2017-02-01 00:00:00</td>\n",
       "      <td>4525644.0</td>\n",
       "      <td>Taichi se llama Cleofer Fernandez y nacio el 1...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2017-02-22 22:58:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>simplewiki</td>\n",
       "      <td>2013-06-01 00:00:00</td>\n",
       "      <td>312070.0</td>\n",
       "      <td>Newcallgirl9650167345</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2013-06-05 12:17:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>eswikinews</td>\n",
       "      <td>2016-10-01 00:00:00</td>\n",
       "      <td>25945.0</td>\n",
       "      <td>My Password Is 4LV4R0 N0LlM4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2016-10-13 03:09:55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2009-06-01 00:00:00</td>\n",
       "      <td>9849727.0</td>\n",
       "      <td>Yobronzino</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2009-06-06 19:05:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2016-11-01 00:00:00</td>\n",
       "      <td>29781174.0</td>\n",
       "      <td>Anson Antony ASN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2016-11-30 07:00:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>eswiki</td>\n",
       "      <td>2015-08-01 00:00:00</td>\n",
       "      <td>3845166.0</td>\n",
       "      <td>La re putisimamadrequeteremilpario</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2015-07-10 04:13:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2013-09-01 00:00:00</td>\n",
       "      <td>19731070.0</td>\n",
       "      <td>Nekama6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2013-09-15 19:48:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2012-06-01 00:00:00</td>\n",
       "      <td>16906819.0</td>\n",
       "      <td>Deepak $harma</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2012-05-30 04:36:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>jawiki</td>\n",
       "      <td>2017-11-01 00:00:00</td>\n",
       "      <td>1276845.0</td>\n",
       "      <td>生計に行き詰まって万引き・大空直美</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2017-11-24 12:14:29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     emo_wiki            emo_month  emo_local_user_id  \\\n",
       "0      enwiki  2013-07-01 00:00:00         19329592.0   \n",
       "1      eswiki  2017-02-01 00:00:00          4525644.0   \n",
       "2  simplewiki  2013-06-01 00:00:00           312070.0   \n",
       "3  eswikinews  2016-10-01 00:00:00            25945.0   \n",
       "4      enwiki  2009-06-01 00:00:00          9849727.0   \n",
       "5      enwiki  2016-11-01 00:00:00         29781174.0   \n",
       "6      eswiki  2015-08-01 00:00:00          3845166.0   \n",
       "7      enwiki  2013-09-01 00:00:00         19731070.0   \n",
       "8      enwiki  2012-06-01 00:00:00         16906819.0   \n",
       "9      jawiki  2017-11-01 00:00:00          1276845.0   \n",
       "\n",
       "                                       emo_user_name  emo_edits  \\\n",
       "0                                       Darkstyle007        1.0   \n",
       "1  Taichi se llama Cleofer Fernandez y nacio el 1...        6.0   \n",
       "2                              Newcallgirl9650167345        1.0   \n",
       "3                       My Password Is 4LV4R0 N0LlM4        3.0   \n",
       "4                                         Yobronzino       29.0   \n",
       "5                                   Anson Antony ASN        1.0   \n",
       "6                 La re putisimamadrequeteremilpario        1.0   \n",
       "7                                            Nekama6        1.0   \n",
       "8                                      Deepak $harma        4.0   \n",
       "9                                  生計に行き詰まって万引き・大空直美        7.0   \n",
       "\n",
       "   emo_content_edits emo_bot_flag emo_user_registration  \n",
       "0                0.0        False   2013-07-12 10:51:31  \n",
       "1                2.0        False   2017-02-22 22:58:48  \n",
       "2                0.0        False   2013-06-05 12:17:05  \n",
       "3                0.0        False   2016-10-13 03:09:55  \n",
       "4                0.0        False   2009-06-06 19:05:20  \n",
       "5                0.0        False   2016-11-30 07:00:16  \n",
       "6                0.0        False   2015-07-10 04:13:57  \n",
       "7                0.0        False   2013-09-15 19:48:11  \n",
       "8                0.0        False   2012-05-30 04:36:11  \n",
       "9                6.0        False   2017-11-24 12:14:29  "
      ]
     },
     "execution_count": 530,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emo_only.sample(10, random_state=18300941).iloc[:, :8].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Taken together, these had only a minimal impact on the discrepancy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 547,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_matched_sql = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast({table_abbrev}.month as date) as month,\n",
    "        {table_abbrev}.user_name,\n",
    "        sum({table_abbrev}.content_edits) as content_edits,\n",
    "        max({table_abbrev}.bot_flag) as bot_flag\n",
    "    from neilpquinn.{table} {table_abbrev}\n",
    "    inner join neilpquinn.{other_table} {other_table_abbrev}\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where \n",
    "        {table_abbrev}.local_user_id != 0\n",
    "    group by {table_abbrev}.month, {table_abbrev}.user_name\n",
    ") global_edits\n",
    "where\n",
    "    content_edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_matched_sql = ae_matched_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    table_abbrev=\"emo\",\n",
    "    other_table=\"editor_month_new\",\n",
    "    other_table_abbrev=\"emn\"\n",
    ")\n",
    "\n",
    "emn_ae_matched_sql = ae_matched_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    table_abbrev=\"emn\",\n",
    "    other_table=\"editor_month_official\",\n",
    "    other_table_abbrev=\"emo\"\n",
    ")\n",
    "\n",
    "emo_ae_matched = hive.run(emo_ae_matched_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")\n",
    "emn_ae_matched = hive.run(emn_ae_matched_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 548,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae_matched - emo_ae_matched)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Content edit counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So now let's look at the rows that exist in both datasets. Since this is a much bigger group, we'll only look at the past two year of data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "matched_rows = hive.run([\n",
    "    \"set hive.resultset.use.unique.column.names=true\",\n",
    "    \"\"\"\n",
    "    select *\n",
    "    from neilpquinn.editor_month_official emo\n",
    "    inner join neilpquinn.editor_month_new emn\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where\n",
    "        emo.month >= \"2017-02-01\" and\n",
    "        emn.month >= \"2017-02-01\"\n",
    "    \"\"\"\n",
    "]).rename(columns=lambda x: x.replace(\".\", \"_\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "12% have different numbers of content edits!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 588,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.12279135451347824"
      ]
     },
     "execution_count": 588,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = len(matched_rows)\n",
    "len(matched_rows.query(\"emo_content_edits != emn_content_edits\")) / rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of those rows with differing numbers of content edits, `editor_month_official` shows more 96% of the time and `editor_month_new` more only 4% of the time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 590,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9634429889371157"
      ]
     },
     "execution_count": 590,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_content_edit_rows = len(matched_rows.query(\"emo_content_edits != emn_content_edits\"))\n",
    "len(matched_rows.query(\"emo_content_edits > emn_content_edits\")) / differing_content_edit_rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oof. There seem to be at least four different problems at work:\n",
    "\n",
    "Deleted pages where all the revisions have null `page_namespace_historical`, `page_namespace_is_content` and `page_namespace_is_content_historical`:\n",
    "* nlwiki page 5160672\n",
    "* commonswiki page 71797356\n",
    "* wikidatawiki page 9637937\n",
    "* arwiki page 4970274\n",
    "* commonswiki page 73916373\n",
    "* ruwiki page 7054391\n",
    "\n",
    "Revisions with null `page_namespace_historical` and `page_namespace_is_content_historical`. Most but not all of the revisions to the pages concerned are affected. \n",
    "* https://en.wikipedia.org/w/index.php?diff=67017781 (page 28408157)\n",
    "* https://www.wikidata.org/w/index.php?diff=155712677 (page 21524228)\n",
    "* https://pt.wikipedia.org/w/index.php?diff=1691356 (page 96328)\n",
    "* https://en.wikipedia.org/w/index.php?diff=820879007 (page 56326900)\n",
    "\n",
    "Revisions where the join to the page table seems to have failed entirely, because where almost all revisions have null `page_title`, `page_namespace`, and `page_namespace_is_content` (including historical fields) and `page_creation_timestamp`. Most but not all of the revisions to the pages concerned are affected.\n",
    "* https://en.wikipedia.org/w/index.php?diff=859361756 (page 40012938)\n",
    "* https://pt.wikipedia.org/w/index.php?diff=2692528 (page 3177643)\n",
    "* https://en.wikipedia.org/w/index.php?diff=269025183 (page 29397754)\n",
    "* https://en.wikipedia.org/w/index.php?diff=347411263 (page 30865452)\n",
    "\n",
    "Revisions with null page data (as above) because the referenced pages simply don't exist in the underlying page table. These may be botched deletions.\n",
    "* https://ru.wikipedia.org/w/index.php?diff=78824747\n",
    "* https://da.wikipedia.org/w/index.php?diff=1751290\n",
    "* https://nl.wikipedia.org/w/index.php?diff=1363616\n",
    "* https://en.wikipedia.org/w/index.php?diff=17967486"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 592,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_local_user_id</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emo_content_edits</th>\n",
       "      <th>emn_content_edits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5767399</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>6241690</td>\n",
       "      <td>Lina Franchina</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1578777</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>6947294</td>\n",
       "      <td>Rahul Kumar Chadar</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184541</th>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>ruwiki</td>\n",
       "      <td>1784385</td>\n",
       "      <td>Mr.TiNart</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141513</th>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>2623039</td>\n",
       "      <td>Franziskanermuseum</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1342731</th>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>19048777</td>\n",
       "      <td>Mikejones675</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352790</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>4683224</td>\n",
       "      <td>Mcppankaj</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4080152</th>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>wikidatawiki</td>\n",
       "      <td>22740</td>\n",
       "      <td>Black Kite</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326546</th>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>7040082</td>\n",
       "      <td>Penandthinker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4216076</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>36840</td>\n",
       "      <td>Was a bee</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4116231</th>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>23616447</td>\n",
       "      <td>LoudLizard</td>\n",
       "      <td>27</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         emo_month      emo_wiki  emo_local_user_id       emo_user_name  \\\n",
       "5767399 2018-10-01   commonswiki            6241690      Lina Franchina   \n",
       "1578777 2017-12-01   commonswiki            6947294  Rahul Kumar Chadar   \n",
       "184541  2017-08-01        ruwiki            1784385           Mr.TiNart   \n",
       "1141513 2018-08-01   commonswiki            2623039  Franziskanermuseum   \n",
       "1342731 2017-03-01        enwiki           19048777        Mikejones675   \n",
       "352790  2018-03-01   commonswiki            4683224           Mcppankaj   \n",
       "4080152 2017-07-01  wikidatawiki              22740          Black Kite   \n",
       "326546  2018-02-01   commonswiki            7040082       Penandthinker   \n",
       "4216076 2018-01-01   commonswiki              36840           Was a bee   \n",
       "4116231 2017-09-01        enwiki           23616447          LoudLizard   \n",
       "\n",
       "         emo_content_edits  emn_content_edits  \n",
       "5767399                  9                  8  \n",
       "1578777                  3                  2  \n",
       "184541                   2                  0  \n",
       "1141513                  2                  0  \n",
       "1342731                 11                 10  \n",
       "352790                   2                  1  \n",
       "4080152                  4                  3  \n",
       "326546                   1                  0  \n",
       "4216076                 34                 33  \n",
       "4116231                 27                 14  "
      ]
     },
     "execution_count": 592,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matched_rows.query(\"emo_content_edits > emn_content_edits\").sample(10)[\n",
    "    [\"emo_month\", \"emo_wiki\", \"emo_local_user_id\", \"emo_user_name\", \"emo_content_edits\", \"emn_content_edits\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the less common case where `editor_month_new` shows more edits, the reasons seem to be:\n",
    "* content namespaces not included in the list for `editor_month_official`: the Page namespace (104) and Index namespace (106) on enwikisource, the Author namespace (102) and Page namespace (104) on dewikisource, the Page namespace on guwikisource (122), the List namespace of ltwiki (104)\n",
    "* edits to pages later moved out of content namespaces (e.g. from the main namespace to the user namespace)\n",
    "* a history merge that moved edits in the Draft namespace to the main namespace (e.g. with the page https://en.wikipedia.org/w/index.php?title=Wyatt_Omsberg&action=history)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 594,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_local_user_id</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emo_content_edits</th>\n",
       "      <th>emn_content_edits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5582288</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>735031</td>\n",
       "      <td>Ged UK</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6894568</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>32899613</td>\n",
       "      <td>Porcupineforest99</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2712959</th>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>enwikisource</td>\n",
       "      <td>171034</td>\n",
       "      <td>Jane023</td>\n",
       "      <td>25</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7267799</th>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>sawikisource</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3042151</th>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>ltwiki</td>\n",
       "      <td>78682</td>\n",
       "      <td>Deimantas153</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3812186</th>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>dewikisource</td>\n",
       "      <td>613</td>\n",
       "      <td>Pfaerrich</td>\n",
       "      <td>623</td>\n",
       "      <td>756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7720004</th>\n",
       "      <td>2018-09-01</td>\n",
       "      <td>guwikisource</td>\n",
       "      <td>156</td>\n",
       "      <td>Amvaishnav</td>\n",
       "      <td>0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7643298</th>\n",
       "      <td>2018-06-01</td>\n",
       "      <td>knwikisource</td>\n",
       "      <td>4671</td>\n",
       "      <td>Harshithp1810288</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5513594</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>hywikisource</td>\n",
       "      <td>6106</td>\n",
       "      <td>Hakob BARSEGHYAN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762813</th>\n",
       "      <td>2018-06-01</td>\n",
       "      <td>plwikisource</td>\n",
       "      <td>2417</td>\n",
       "      <td>Ashaio</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         emo_month      emo_wiki  emo_local_user_id      emo_user_name  \\\n",
       "5582288 2018-03-01        enwiki             735031             Ged UK   \n",
       "6894568 2018-03-01        enwiki           32899613  Porcupineforest99   \n",
       "2712959 2017-05-01  enwikisource             171034            Jane023   \n",
       "7267799 2017-04-01  sawikisource                  0                      \n",
       "3042151 2018-05-01        ltwiki              78682       Deimantas153   \n",
       "3812186 2018-10-01  dewikisource                613          Pfaerrich   \n",
       "7720004 2018-09-01  guwikisource                156         Amvaishnav   \n",
       "7643298 2018-06-01  knwikisource               4671   Harshithp1810288   \n",
       "5513594 2017-12-01  hywikisource               6106   Hakob BARSEGHYAN   \n",
       "1762813 2018-06-01  plwikisource               2417             Ashaio   \n",
       "\n",
       "         emo_content_edits  emn_content_edits  \n",
       "5582288                 15                 17  \n",
       "6894568                  4                  6  \n",
       "2712959                 25                 48  \n",
       "7267799                  3                  4  \n",
       "3042151                  6                  8  \n",
       "3812186                623                756  \n",
       "7720004                  0                122  \n",
       "7643298                  0                  4  \n",
       "5513594                  0                  6  \n",
       "1762813                  0                  5  "
      ]
     },
     "execution_count": 594,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matched_rows.query(\"emn_content_edits > emo_content_edits\").sample(10)[\n",
    "    [\"emo_month\", \"emo_wiki\", \"emo_local_user_id\", \"emo_user_name\", \"emo_content_edits\", \"emn_content_edits\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This, finally, makes an big impact on the discrepancy: at its largest, it goes from about -19 000 to about -1 200, and in the past year, it goes from about -4 000 to about +50."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 595,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_all_ns_sql = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast({table_abbrev}.month as date) as month,\n",
    "        {table_abbrev}.user_name,\n",
    "        sum({table_abbrev}.edits) as edits,\n",
    "        max({table_abbrev}.bot_flag) as bot_flag\n",
    "    from neilpquinn.{table} {table_abbrev}\n",
    "    inner join neilpquinn.{other_table} {other_table_abbrev}\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where \n",
    "        {table_abbrev}.local_user_id != 0\n",
    "    group by {table_abbrev}.month, {table_abbrev}.user_name\n",
    ") global_edits\n",
    "where\n",
    "    edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_all_ns_sql = ae_all_ns_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    table_abbrev=\"emo\",\n",
    "    other_table=\"editor_month_new\",\n",
    "    other_table_abbrev=\"emn\"\n",
    ")\n",
    "\n",
    "emn_ae_all_ns_sql = ae_all_ns_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    table_abbrev=\"emn\",\n",
    "    other_table=\"editor_month_official\",\n",
    "    other_table_abbrev=\"emo\"\n",
    ")\n",
    "\n",
    "emo_ae_all_ns = hive.run(emo_ae_all_ns_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")\n",
    "emn_ae_all_ns = hive.run(emn_ae_all_ns_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 596,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IjLJL44I10ElzNVg2xpoceQkwVEQurbX6Xqxa5Q+NMU1NH1CVt3EiUl+zuKqao9oDhbSlhVg1U9eISLxdnlyAqkFeag+s4ghVeXhY7ObNtPXvvBuryeXxTJ3RmJew7vEXag8kIyJ+YjdPYz0ysD6/4SLiabddd6zpOpRSx0mbRCp18ou3G6jAHQjHmiMrHmvEtjuNMa/W2ub/sGpM/gycLSJLsR7eIrEewvtiNTkrqtrAGGNE5H2sgSFuxup8/yPN8w7WQ95/xZrodr/t+GOxRl07s1b6HVjNay4WkRKsZncGeL72qIB23gYusO1rg4h8hdXH6GJbufzBGNMezYkcddwWMcZkiMjvseag2mzL529Y/aJ6Y9WUvYU1WmHVNlX92BKwroVVdrtMxBrePZDjf9ht0fVhjFkkIs9jzcO2S0Q+w7p+ewGnYzWxrJqX6kesz2e+iHyN9WC50RizqLEMteB6fwnrfvs91nxeP3JsHrnBWPPijaPh/lVVmn1PGmMqROQGrAFIltgG8aiah62MYwNjNKWp++xGrMD1HbEmAd9ly8sMrH6b9zbzONjSTrX1WduLNU/cGKwavHU0/7ukxYwxubbyehdYLSL287ANxCpHhwdsxphEWxPgG7Hu0U85Ng9bKNYImHva6fAvYI1COhvrnlqEdc/HYA0ENJEGavds/SZfwvphZ72IfInVL/N3WEF/c0bbVUo1QgM2pU5+fTjWR+Ao1oPINqwHkLeMMWm1NzDGFIs18e71wOVYkzy7Yj3obcL6VbS+/iTvYj3AugIfNDJ0d+3jpdoexP+J9UDthDWa3SSsh6baD+QVtgfEfwCXYNVgVB2/3oDN9tBwLnAn1hD2t2E9nK8AnrD1n2lzjjpuaxhjPheREViTAU/HesDPw6rheg5rbqTaErECthW1alOq+rF5cnz911p8fdi2uVVElmMNXnEJ1t+z/VijEdqPnPkq1hD4F2MFDS5YgWmjAZtNk9e7McZgNZv8GqtGdTbWxM2HsJqZ/YmaoyjWq6X3pDHmWxGZCTyONSBKge2c7sYKgJrU1H1mjNluq8F7BCtIOxsrGH0Ba17HpoJQey9h3btjsZrSVmLVYD6IFSC266TKxpgPROQA1uc5B2sU0j1Yw/o/Y/scO4KbgPVYP5zciFVO64EbTa3J49uS7XvsfKxJsv9gexms74a5ND2C731YfUuvwDqH/VjXyRNYPxwqpY6DdJzvKKWUUkoppZRS9rQPm1JKKaWUUkp1UBqwKaWUUkoppVQHpQGbUkoppZRSSnVQGrAppZRSSimlVAelo0TWEhAQYOLi4hydjU6psLAQb2/vphOqFtOybT9atu1Dy7X9aNm2Hy3b9qNl235OxrLNPVpGSlYRfh6uRAXVnha2cRn5JZRVVNIjwLPpxMdh7dq1R4wxIe16EBsN2GoJCwtjzZo1js5Gp5SYmMjUqVMdnY1OScu2/WjZtg8t1/ajZdt+tGzbj5Zt++moZWuMITmziN7B3nWWn/mfX5CMAkorKnnwoqGcM6xHs/b50eoU7p2/GXfgitPiuXV6n3bIuUVE9rXbzmvRJpFKKaWUUkqpE+qlJXuY9lQi32w5UGP5Tzsz2HYgj8fOGciIqED+b+EWDuYWN7m/X5MyefCzLUyOD+HcYT349+JdLNl1uMH0WYWlPPPdThZu2N/ofo0xfLnpAFP+9RO3f7ie3KJ2nTayXlrDppRSSimlVCeTfKSQ2S8so49fJRH984kP823Vfowx5JeU4+vugoi0Sd7yisuYuyQJgAc+3cLI6G4E+7hjjOH5H3fTI8CT84ZHMqZ3EGc8t5R75m/iratHNXj81KwibnxvHT27efH8JcNwc3Zi+4E8bvtwPV/cMpHIQK8ax35t6V7e+GUvBSXliIC7ixOnD+peZ797DhfwyOdbWfrbEWKCvfli0wFWJmXxrwuHtEk5NJcGbEoppZRSSnUyc3/ew9HSCrYcqWTmsz9zztAenDusBylZRew6lM+ewwVM7hPCtZNicHKqGQitTMrk680H2Hkon12HCsgqLGVYrwDuntGX8bFB1YFTblEZ328/RFlFJfFhvsSH+eDr4dpk3uYtSyb3aBnPzEngvgWbeWDBZuZePoIVezJZn5LD4+cMwtXZiehgbx6Y1Y+HFm7l/VUp/H5MVJ195R4t45q31lBRaXj9ylH4e1rHf+myEZz9/C/c9N46bpgSazuXfJbtziT3aBmzBodzw5RYHvl8K7d+uIF3/+jO6N7dACgqLee/P+7m1aVJeLg689fZA/n9mCi2pedxx/82cPnrq47342kRDdiUUkoppZTqRDLyipm/dj8XjIxknPcRtlSE89byZD5dbzX/83V3Iczfgye/3sHq5CyevnAo/l6uHC2t4B/f7GDe8mS83ZyJD/dlxoAwQv08+GRNKr9/7VfGxnTjd0MiSNyZwZJdhymrMDWOHRnoyfR+oZyVEMHwXoF1gsHco2W8tjSJU/uHcd7wSI4UlPDEVztYsG4/n6xNI9TXnQtGRFanv2xsFN9tO8Sji7bhLMLFo3tVr0vNKuLqeavZl1nIm1eNrtEfrnewN0/NSeD6d9Zy43vrEIGobl5MiQ/huskxDOrhD8DrV47i/JeXc81bq5l/43j2HC7ksS+2sT/nKOcPj+S+M/oR4usOwOBIf764ZSL//GYnD7ftR9YoDdiUUkoppZTqRN5cnkx5ZSXXTYoheUsm90/tzx8n9mbHgXxiQ32I8PcA4O0V+3j8y22c9d9fuGtGPM/98BtJhwu5anw0953RDw9X5+p9/mlqLB+uSuG/P+3hwc+20N3fg6vGR/O7IRF083Zj16F8dh7KZ2NqDh+uTuWtFfvoEeDJnJE9uWFqDO4u1r7eXLaXvOJybj/VGhDkjxNj+H7bIf7y2WaKyyp58Mz+NY4rIvzn4mHc+uF67luwmXUp2fx19iB2HMznmrdWU1peyVt/GM342OA65TBzYDjzbxyPm7MTcaE+eLo510kT6O3GW1eP5ryXlvO753+hpLySfuG+/O/6cdU1bvY8XJ35v7MGaMCmlFJKKaWUatw3Ww7wt6+285+LhzGsVyAA+cVlvLtyH2cM6k50sDfJtrShvh6E+nrU2P7K8dEM6uHPTe+t47YPN9Dd34P3rhnDhLi6wY+HqzNXTejNnFE9SckqIj7Ut0btWc9uXkzvH1adh8XbD/HZ+nT+vXgXX285wDNzhtIjwJPXl+5lxoCw6houZyfhqQsTOP3ZpXTzduPSMb3qHDvQ2415V4/m2cW7eP7H3axPySE1u4gQX3c+vG4ccaE+DZbRiKjAJsuxZzcv5l09ivvmb+acYT24clwULs4dZ2xGDdiUUkoppZQ6yeQeLePBz7ZwpKCUK95YxQfXjmVQD3/e/zWF/OJyrp8S06z9jIgK5ItbJ/LFxnTOHR5Z3QesIV5uLvQL92s0ja+HK+cOi+TcYZH8uOMQ93yymdkv/MLQngHkl5Rz+6nxNdJHBXnz3rVjENv+6+PsJNw1oy/DegVw+4cb6N/dj1evGEmwj3uzzrMpAyP8WXTLxDbZV1vrOKGjUkoppZRSqlme/m4nWYWlzL18BH4erlz++q9sTsvl9V/2Mj42iCGRAc3eV7CPO1dN6N1ksNYap/QL47s7JnPagDBWJ2dz+sBwBkTUDfiG9wqsriVsan8rH5jOJzeMb7NgraPTGjallFJKKaVOIpvTcnln5T6uHBfNzIHh9Av3Zc7cFZz30jLKKgxPXZjg6CzW0M3bjRcuHc6ve7Po373x2rnmaKgWrrPSGjallFJKKaVOEhWVhr98tplgH3funGE1LYwK8ub9a8fi7+nGkEh/JvWp2wfN0USEsTFB7VKL19l1rfBUKaWUUkqpBiQfKeT9VSlEB3nXO/hFR/D+qhQ2peXy3MVD8bOb8yw2xIcf7poC0GYTXKuOQQM2pZRSSinVZRlj+GX3EeYtS+bHnRkY27Ribi5ONeYD6wgyC0r41zc7GB8bxNkJEXXWa+1V56RNIpVSSimlVJc19+ckLn99FRvTcrjllD78cu80JsQFce/8TSTuzKiR9mhpBQdzix2UU3jqu10Ullbw6NkDtRatC9EaNqWUUkop1SXtOVzAM9/vYsaAMJ6/dFj15M4vXzaCi+au5E/vreOj68YR6O3KOyv38eGqVHKPljG4hz9nJXTnd0MiiAjwPCF53Zqey4erU7hqfDR9wnxPyDFVx9ApAzYR6Qn8GzgNEGAxcLsxJsWhGVNKKaWUUm1ua3ouD362haOlFYyLDWJCbDCjY7rV6ONVW2Wl4f75m/FwceLxcwdVB2tgzSM27+pRnPvici5+ZQVHyyoQEWYODGNghD/fbj3IE1/t4ImvdnDnafHcOr1Pu56fMYZHP99GoJdbnTnMVOfX6QI2EfECfgRKgCsBAzwO/CQiQ4wxhY7Mn1JKKaWUahvlFZXM/TmJZxfvItDLjT5hPrz/awpvLktGBKK6eREf5kvfcF9G9+7GxLjg6qaE769KYVVyFv88fwihvh519h3q58HbfxzNnz/eyJiYIC4bG0UPW23aTdPiSD5SyL++3cm/F+9iRFQgE+Lab2TGLzcfYFVyFk+cO1j7qXVBnS5gA64FYoC+xpjdACKyCfgNuB54xoF5U0oppZRSbeBQXjE3vruWdSk5nDmkO4/PHkSgtxsl5RWsT8lh1d4sdh7MZ+ehfH7YkcHzP+5meK8A7p7Rl94h3vz96x1MiAviwpENDywSG+LDgj9NqHdddLA3/7pwCDsO5nHHRxv4+rZJBLXDRM5HSyt44svtDOjux0Wjerb5/lXH1xkDtrOBlVXBGoAxZq+ILANm00TAllNi+HbrQfqG+dKzmxfOTs3r0GmMITmziOV7jrB8TybpOUcZ0cv6tWVU7274uDuuqMsrKknOLCQqyBtXZx1nRimllFInv7lLktiyP4/nLh7K2QkR1TVn7i7OjI0JYmxMUHXa4rIKFqzbz/M//salr/1KgJcr5ZWVPHnukOMavMPLzYXnLxnOOS8s48+fbOL1K0ciIpSUV/DNloP4e7oytW/ocZ3nKz8nkZ5bzL8vGtrs51LVuXTGgG0gsLCe5VuBC5vaOKfEcP07awHwcHViSGQA42ODmBAXzKAIf9Kyi9h5KJ+dB/NJyz7KkYISMgtKycgv5khBKQDhfh5EBnry9sp9vPbLXpydhIRIf8bHBjM+NoihvQI4mFvMrkP57DxYQPcADy4cEdmiLwxjDOtScigoKa9e5uosBHm7E+Tjhr+nK+v2ZbNoUzpfbT5IVmEp3m7OjO7djfGxwUQGepJZWEpmQSmZhdY5HCkoIbOwlNLySmJDvIkP96VvmC8JPQOICfbW0YiUUkop1WGsTMpkZHQgs4f2aDKth6szl47pxXnDe/DBqhRe/2Uvd8/oS68gr+POx4AIPx6Y1Y9HFm3jPz/sxmB4d2UKRwpKcHNx4uvbJhEb4tOqfecWlfHa0iRmDgxjjF0AqroWMVWTTXQSIlIKPGOMua/W8seB+4wxdYJUEbkOuA4gJCR0xN9feZ+0gkrS8ivZlV3JvrxKapeSAN08BD93wc/NevX2d2JAkDNhXoKIUFph2J1TyfbMCrZnVZCUW0llA8U9O9aVc/u4Nesc9xdU8u62ErZnVTaZ1s0JhoY6MyDImZT8SrZlVnCwsGYmvF2pPgdfN8FJ4EChIb2gkgpb0gB3oX+QEwO6OTMs1AUft5YHbwUFBfj4tO4LSzVOy7b9aNm2Dy3X9qNl2360bNtPS8u2sMxw8w9FnBPnyuy45j0/tSdjDM+uK2Hj4QoAhoQ4MzHChbe2ldDDx4n7Rnvg1Iofvuf/VsqiPWU8NsGTnr6tayWl1237mDZt2lpjzMgTcazOWMPWYsaYV4BXAPr27Wv+cM70Gutzi8pYuTeTHQfy6RXkSXyYL7EhPni4Ote3uxpm2P07v7iM1clZbE7LIyLAg37hfsSGevPo59v4aE0q8XEx3DQtrsF9FZaU858ffuP15Xvxdnfh0bP7M6iHf/X60vLK6tqyzMJSYkO8ObV/GN61mmMezC0ms7CEEB93Ar3dGmwmWVZRyd4jhaxJzmb5niOs2JPJivRSXJzKmNgnmLMTIhjWK5BYSl8TAAAgAElEQVTsIqumLquwhGAfd+LDfIkM9KxTI5eYmMjUqVPZsj+Xd1bsY2xsN85O6KHV+22gqmxV29OybR9aru1Hy7b9aNm2n5aW7eJthzCs4aJTRtRo+uhIw8aU8tHqVE4bEEaMrUYtek0q93yyiXTPGC4bG9Wi/eUUlXLzTz8xa3A4l581otX50uv25NcZA7ZsILCe5d1s61rM38uVmQPDmTkw/Lgy5uvhyin9wjilX1iN5U+cN5iS8gr+9e1O3F2cuGZSTI316TlHeWflPj5YlUJOURlzRkZy7+n9Wt2xNdzfg3D/uqMh1ebq7ER8mC/xYb5cOqYXxhi2pufxxaYDLNqYzp3/29jgtj7uLvTv7svMgeGcOaQ73f09KSwzPLxwC++s3IeTCB+tSeXFn/Zw52nxzBwYTnZRKTsP5bM7owAvNxfiw3zoE+qLp1vTgbFSSimluo5f92bi5uLE0J4Bjs5KtQAvN66fEltj2YUjIvl8Qzp//3oH0/uH0t2/+XO2vbo0icLScm6brsP4d3WdMWDbitWPrbYBwLYTnJdmcXYSnrowgdKKSh7/cjsLN6QT4utOkLcbecVlLN6egTGG0waEcf2UWIb3qi8ebX8iwqAe/gzq4c+9p/dlXUoOSYcLCPax+s0FermRkV/MjoP57DqYz5p92Tz+5XYe/3I7o6ID2ZleREHZPi4bG8Wdp8WzbHcmz3y/kxvfW4e3mzOFpRX1HBPiQnx44rzBjIru5oCzVkoppVRHszIpi2E9A5rV2smRRIQnzh3MzGd/5qHPtvDqFSObNSZAVmEp85YlM2twd/qG6yTZXV1nDNg+B54SkRhjTBKAiEQDE4D7GtnOoVycnXj2omFEBe1iW3oeGfnFbD+QR3ml4ZqJvblsbBQ9ux1/x9i2IiKMiApkRFTN4LFnNy9GRB0LrJIOF/DFpgN8tfkA3b2dePqy8dXNOM8c0p3TB4WzcMN+VidnExviTd9wX/qE+lJUWs6uQ/nsOJjPp+v38/tXf+WpOQmcnRBxQs9TKaWUUh1LXnEZW9NzufmU9p2suq30CvLirhnxPP7ldkY8vpiqcC0mxJs3rx5d70jiry5NoqisgtvbeUJudXLojAHbq8DNwEIReRBr4uzHgFRgriMz1hQ3FyfuPb2fo7PRpmJCfLh1eh9und6HxMTEGn3uwKpdPG94JOcNrzsHSkyID6cP6s6V46K5/p213PrBelKzirh+cgwrk7JYtDGdn3ZmMKiHP1eNj2ZSn2AdyVIppZTq5NYmZ1NpYGzvk6flzdUTelNWYdifUwRAWbnhozWpvLJkD3fO6Fsj7eH8Et5ansxZQyLoE6a1a6oTBmzGmEIROQX4N/AO1oCOPwC3G2MKHJo51SqB3m68c81o7vlkE//6dicvJe6hoKQcH3cXJsYFs2ZfFle8sYq4UB+uHB/NecN61BloJbuwlJ9/O8yMAeHaJ04ppZQ6ia3cm4mrszDMQV1EWsPZSbhxas3+bYWl5byyNIlLx0RVjy1gjOHBzzZTXmG47VStXVOWThewARhjUoDzHZ0P1XbcXZx59qKhDIrwZ2t6LqcPCmdq31A8XJ0pKa/gy00HeHNZMg99toV/frODi0f15Ipx0RSUlPPW8mQ+Xb+fkvJKJsYF89qVIzt8m3ellFJK1W9lUhYJkQEn/Q+w98zsx7dbD/LM9zv55wUJAHy6fj/fbj3E/Wf0a/Xcbarz6ZQBm+qcRIRrJ8fUWe7u4sx5wyM5d1gP1qXkMG95Mm8uS+a1X/ZijDUB+vkjIonq5sWTX+/gT++t4+XLRuDm0rr5TJRSSinlGAUl5WzZn8uNtUZjPBn1CvLiynHRvL5sL1dP6I2/pysPf76VUdGBdUYMV12bBmyq07AfCOXgrP78b00qnq7OXDgykgAva1JNHw8X/vLpFm75YB3/vXR4g3PQKaWUUqrjWbsvm4pKw5iYk6f/WmNuPiWO/61J5YmvtgNQUWl46sIEnaNW1aABm+qUwv09uLWekZV+PyaKkrJK/vrFNu79ZBPPXDTUAblTSimlVGv8mpSJi5PUGaX6ZBXg5cYtp/Thb7aA7fFzBhEV5O3gXKmORqsXVJfzh4m9ueWUOBas38+y3UccnR2llFJKNdOve7MYHOmPl1vnqXO4YnwUfUJ9OLV/KL8f08vR2VEdkAZsqku6aVocPQI8+duX26msNI7OjlJKKaWacLS0go2pOYzpHeTorLQpdxdnvrh1YrMn1VZdjwZsqkvycHXmntP7su1AHp+u3+/o7CillFKqCWnZRZRXGvp373xzk7m7OGuwphqkAZvqss4aEsGQSH+e+m4nxWUVjs6OUkoppRqRkV8CQKivh4NzotSJpQGb6rKcnIQHZvXnQG4xr/+yF4DkI4Xc8dEGxj35A++s3Icx2lxSKaWU6ggy8osBCPVzd3BOlDqxOk+PTaVaYWxMEKf2D+WlxD0kHylkwfr9uDoL8WG+PPTZFr7fdoh/nj+EcH/9NU8ppZRypIy8qho2DdhU16I1bKrLu++Mfhwtq2DhhnQuHxvFz/dMY+FNE3hs9kBW7c1k5rM/89OODEdnUymllOrSMvJL8HR1xsdd6xtU16JXvOry4kJ9WXDjeEJ83YkI8Kxefvm4aCb2CeHat9fw6KKtTOsX6sBcKqWUUl1bRn4JoX7uOjiH6nK0hk0pIKFnQI1grUrvYG8uHtWT5MwiDuQedUDOlFJKKQWQkVeszSFVl6QBm1JNGBdrzfeyMinTwTlRSimluq7D+SU6QqTqkjRgU6oJ/cP98Pd0ZcUeDdiUUkopR8nILyFEa9hUF6QBm1JNcHISxvTuxsqkLEdnRSmllOqSikrLKSgp14BNdUkasCnVDONig0jJKmJ/jvZjU0oppU60w/k6pL/qujRgU6oZxsbY+rFps0illFLqhMuoCtj8tA+b6no0YFOqGfqG+RLo5coKHXhEKaWUOuF00mzVlWnAplQzWP3YgnTgEaWUUsoBMvKLAQ3YVNekAZtSzTQuNoj9OUdJzSpydFaUUkqpLiUjvwQXJyHQy83RWVHqhNOATalmqpqPzb5Z5Ka0HN5ekeyYDCmllFJdREaeNaS/k5M4OitKnXAasCnVTH1CfQjydqseeOSX345w0dyV/N/CrWxOy3Vw7pRSSqnOKyO/WJtDqi5LAzalmklEGBsTxMqkTL7bepA/zFtNr25eeLg68f6qFEdnTymllOq0DueXEOKrI0SqrkkDNqVaYGxMN9Jzi7nh3bX0j/Djo+vHctaQCD7fsJ+CknJHZ08ppZTqlDLySwj10xo21TVpwKZUC0yIC0YERvfuxnvXjCHAy41LxvSisLSCzzekOzp7SimlVKdTWl5JVmGpNolUXZaLozOg1MkkJsSHb26bTHSwF+4uzgAM6xlAv3Bf3l+1j0vH9HJwDpVSSqnO5UhB1Rxs2iRSdU1aw6ZUC/UN960O1sDq23bpmF5s2Z+ng48opZRSbSwjXyfNVl2bBmxKtYFzhvXQwUeUUkqpdpCRZ5s0W/uwqS5KAzal2oCfh6sOPqKUUkq1g2M1bNokUnVNGrAp1UYutQ0+snDDfkdnRSmllOo0MvJLEIFgHzdHZ0Uph9CATak2MrRnAIN6+DF3SRKl5ZWOzo5SSinVKRzOLybI2w0XZ31sVV2TXvlKtRER4a7T+pKSVcRHa1IdnR2llFKdyNb0XIY/9j03vruWVXuzMMY4OksnTEaeTpqtujYN2JRqQ1P7hjAqOpDnf/iNo6UVjs6OUkqpVtqdUcBtH66nuMzx3+XGGB75fCtlFZUs35PJnLkr+N3zvzB/bRrlFZ2/RUdGfomOEKm6NA3YlGpDIsI9p/cjI7+EecuTHZ0dpZRSrfRS4h4WbkhndXKWo7PCF5sOsDo5mwdm9Wfl/dN58rzBlFVUctfHG5nx7M8s2phOZWX717i9/steHvtiW7sfp7aM/GJCNGBTXZgGbEq1sVHR3ZjWN4SXl+wh92iZo7OjlFKqhfKLy/hq8wEA1u3LcWhejpZW8ORX2xkY4ceckT3xdHPmktG9+Pb2ybx82QhcnIRbPljPrP8sZWNq++V17b5s/vblNt5ctpfswtJ2O05tFZWGIwWlWsOmujQN2JRqB3fP7Evu0TJe+XmPo7OilFKqhRZtPMDRsgp83F1Yl5Lt0Ly8tGQP6bnFPHzWQJydpHq5iHD6oHC+vm0yz108lPzicq54YxW7M/LbPA9FpeXc/fFGfNxdqDTw086MNj9GQ7IKS6moNBqwqS5NAzal2sHACH/OSojgjV+SOWybP0YppdTJ4aM1qcSH+fC7Id1Zn5J9Qpob1ictu4i5S/ZwVkIEo3t3qzeNs5Mwe2gPPrxuLK7OTlz5xmoO2SaarrI+JZsF69JYsuswW/bnkpFfXO++GvLPb3ay90ghL182gjA/dxZvP9TqczqUV8wf563m3BeXNWvglKq8hvrpoCOq63JxdAaU6qxumx7Hoo3pLFiXxvVTYh2dHaWUUs2w82A+G1NzePDM/vh5uvLh6lSSjhQQF+p7wvPy5Nc7EIH7zujXZNqe3byYd/UoLpq7givfWMX/bhhH8pFCnv5uF0t2Ha6T/tpJvXlgVn9EjtXaFZaU889vdlBaUcnvhkQwNiaIlUmZzFuezNUTohkfF8z0/mEsXL+fkvIK3F2cW3Q+izam8+BnW6q7CxzILSYiwLPRbQ5XT5qtNWyq69KATal2Ehfqy/BeAXyyNo3rJsfU+KOolFKqY/podSquzsJ5wyPJsvXVWrcvp80CtvziMn7LKKj+v6uTEwMj/HByqvk3Yu2+bL7cdIBbp/ehRxNBTZVBPfx56bIR/GHeamY88zMH84oJ8HLl/jP6ceqAMHKKSjmcX8pPOzJ4deleCkrKefycwTg7iVXz9dZqtqXn4enqzAerUgn2cQcMMSHe3Hu6FTSeNiCM939NYcWeTKb2DW1WvgpLyrl/wWY+35jO0J4BXDU+mts/2sDG1JwmA7aM6oBNa9hU16UBm1Lt6IIRPXng081sSssloWeAo7OjlFKqESXlFXy6Po3TBoTRzduNAE9X/D1dWZeSzZxRPdvkGNe/s5blezJrLLtkdE+ePG9I9f+NMTzx1XZCfN25fnJMi/Y/OT6Epy5M4B/f7OD2U/vwx4m98fVwrZFm5sAwgn3deOGnPRSVVnDtpBiue3sNOUfLeO3KkYyLCeannRks2pjO+pQcnpkzFA9XqzZtXEwQXm7OLN5+qFkB28HcYv4wbzU7D+Vz12nx3Dg1lgpjuOcTJzak5XDG4O410m8/kMfdH2/kynHRXDAi8lgNm5/WsKmuSwM2pdrRmUO68+iircxfl6YBm1JKdSAVlYZP1qby26ECThsQxqjobizelkF2URlzRlrBmZOTMKxXQL0Dj6zam8XQngG4uTR/OIAVezJZvieTayf1ZkJcMACLtx/i3ZUpTIwL4cwhVvDyzZaDrN2XzZPnDcbbveWPaucM68E5w3o0uF5E+PPMfvi4u/KPb3awcEM6YX7ufHzDOAZG+AMwa3B3ZtUKpgA8XJ2Z3CeExdsyeGy2abT1yLb0PP4wbzX5xWW8fuXI6gDPBegf4VfvqJafb0xna3oe98zfxIerU/D1cMXXw6U6YFSqK9KATal25O/pysyB4SzckM5fzuzf4vb+Siml2t6mtBwe+mwLG9NycXYSXvtlL+F+Hri5OBHh78GkPiHVaYf3CmTJrsPkFR+bpmX5niNc+uqv3HlaPLdO71Nn/xtScwjzc6e7/7HmfsYY/r14F6G+7tw1o291ADIhLpjN+/O4b8EmEnr6E+rrwT++2UF8mA8Xjohsx1KAG6fGEuDlyndbD/LEeYNr5Lcxpw4I45utB9mansegHv511mcXlrJ4+yEe+Xwrvh6ufHzDeAZE+NVIMzTSn0/WplFRaWqMfrl8TyYjogK5ZHQvnvxqO5mFpcSGeB/fiSp1ktNRIpVqZxeMiCT3aBk/bD9xwyArpZSqq6S8ggc/28zsF5axP6eYZy8ayqaHZ/CfS4YxONKfg7nFXD4uukYAMbxXIMbAhpRjtUEvJVpTtsxbnszR0ooax0jLLmLOyyu44KUVHCk4Nkrwij2ZrNqbxZ+mxtaoLXJ1duL5i4dhDNz+4QbeXpFMcmYR98/qj4tz+z+mXTK6F29ePbrZwRrAtL4hOAl8v+3YaJGpWUU8/sU2Zj23lGGPfc+fP9lEdLA3n900oU6wBpDQM4DC0gr2HD7Wny/3aBmb03KYEBfMBSMi+fHuqVw3OYYrx0cf1zkqdbLTGjal2tmEuGDC/Tz4ZG1ajeYladlFhPt5nJA/yEoppeCZ73fx7soUrhofzZ0z4vGz9e06OyGCsxMiKKuoxKXW4B8JPf1xEliXks1QF9iyP5elvx3h1P5hLN5+iI/XpnLFuOjq9M8t/g2AzMISbnhnLe9dOwY3Zyee+X4X4X4eXDy6V5189Qry4m/nDuK2DzewNiWbCXFBTI0PqZOuowjycWdEVCDfbzvE7af24eM1aTy6aCtlFYYRUYHcdVo84+OCSIgMaPBvXFU3gQ2pOcSHWQO6rNqbRaWB8bFBgNVK5YFZ/U/MSSnVgemTolLtzNlJOG94D5bsOkxGfjGH80u4838bmPiPn3gxUSfWVkqpE2FNchav/JzEJaN78sjZA6uDNXuuzk51+mT5ergSH+bL2n1WP7a5Pyfh4+7C03MSGN4rgFd+TqK8ohKA3Rn5zF+XxuXjonjqwgTW7MvmwU+38MvuI6zZl82fpsU22Bdr9tAeXDAiEgHuP6N/hx9Z+NT+YWw7kMcVb6zinvmbGBzpz493T+GD68Zyy/Q+jIjq1ugPkr2DvPH1cGFT2rGay+V7juDu4sSwXtrnWyl7GrApdQKcPyKSikrDPZ9s4pSnE1m0MZ3u/h58tDrVYROyKqVUV1FUWs5dH2+kR4AnfzlzQIu3Hx4VyIbUHA4VVvLlpnQuHdMLf09Xrp8SS1r2Ub7cfACAp7/bhaerM3+aGsvvhkRw6/Q+fLw2jVs+WE93fw8uamKkyX+cP4Sf75lWb7+wjua0AWEA/Lo3iwfP7M/714wlMtCr2ds7OQkJkQFsTM2tXrZiTyajortpf2+latGATakTIDbEh2G9AkjceZiEyAC+uX0y98/qz/6co6xMymx6B0oppZpld0Y+Czfsr55DDeDJr3aQklXEUxcm4NOKUReH9wokv7iceVtLcHYS/jChNwCn9Q8jNsSbl5cksSkth6+3HOSaSTEE+VhD0N8+vQ+zBoeTU1TGTdPimgxEnJ2kRUGPI8WE+PD8JcP48paJXDMpps48cs0xJNKf7QfyKC6rIK/EsONgPuNszSGVUsdoHzalTpBn5gwlNauISX2CERF6BHji6+HCJ2vTGG8b3lkppTqzwpJyRMDLrW0fPyorDYm7MnhzWTJLfzsCWMHPxLhgEnoG8M7KffxxYm/GxrQuGBhua6K3PauSOSMjCfe3JnF2chKunxzLPfM3ceO76wj0cuWaSb2rt3NyEp6ZM5TZQw9zav+w4zzLjueshIjj2j6hZwDllYZtB/LYkWUN3jJeAzal6tCATakTpHewN72Djw1N7OHqzFkJEXy6bj9/Pae8Vb/6KqXUycIYwyWvrsTdxYn/XT+uTfpo/XYon0Ub01m4MZ19mUWE+blz94x4xsUGsXi7NfHzkl2HiQ3x5s8z+7b6OL2DvQn0ciWnqIzrJsfWWDd7WARPf7+T/TlH+cus/nUmqfZwdWbmwPBWH7szG2obeGRjag7bsirwcXdh8EnQHFSpE82hT4giEg/cBEwDYoB8YDXwkDFmYz3prwXuAnoDycC/jTEv15PuHOBhoD9wCHgVeNIYU1E7rVKOdMGISN7/NYWvNh+onqhVKaU6o59/O8KmNKu/0qq9WYxpZW0XwJJdh3nyq+3sOJiPk8C42CDuntGX0weF42ob6GJEVDfumdmXLfvzCPNzP66Jl0WE84dHkrQvlbhQnxrr3F2cueu0vnywOoXLx0W1+hhdUZifB+F+HmxMzWF7ZgVjeofoyMlK1cPRP+nPwArW3gLWAQHAPcBKEZlojFlbldAWrM0FngQWA9OBF0VEjDEv2aWbCcwHXgfuBIYBTwC+wL0n4qSUaq5hPQOICfHmk7VpGrAppTq1lxP3EObnTnmF4eUle1odsBljeOizLRgMj5w1gFlDuhPq61FvWhFhcGTb1Ng8+LsBJCbWP5/mnFE9mdPEgCKqfgk9/Vmy6zDZRYZrtTmkUvVy9M8YHwIJxpinjTE/GWM+BU4HioHbqhKJiAvwN+AdY8xfbGkfBOYBj4mIffuDvwO/GGOus6V7Bitgu0NEtE2C6lBEhAtGRLJqbxb7MgsdnR2llGoXG1NzWJGUyTUTY7hqfDQ/7TzMjoN5NdJ8t/UgDy/c0uS+NqTmkJJVxK2n9OGqCb0bDNbUySGhZwDZRWUAjI/V/txK1cehAZsx5ogxxtRalgvsAnrYLR4HhADv1trFO0AQMBFARHoCQxtI5wqc0WaZV6qNnDusByIwf91+R2dFKaXaxctL9uDn4cIlY3px+bgovNycmbskqXr9htQcbv5gPW+t2EfykcZ/vFq4IR03FydmDtLfYDuDoZFWPzYfV+gX7uvg3CjVMTm6hq0OEekGDAK22y0eaHuv/dPbVtv7gMbSGWP2AkV26ZTqMLr7ezIxLpj5a9M4lFfs6OwopVSbSjpcwDdbD3L5uCh83F0I8HLj4lG9+HxjOmnZRRzIPcq1b6/B39NqLLNk1+EG91VeUckXmw4wvV9ovRNfq5PPoEh/RKBfN+dWTQ2gVFfg6D5s9XkeEOBZu2XdbO/ZtdJm1VrfULqqZd3qWY6IXAdcBxASEkJiYmLLcqyapaCgQMu2AaP9ylm+u4SJf/+B6b1cmBXjhp9b8/9wadm2Hy3b9qHl2n46WtnO21KCs0A8B0hMPAjAQJdKMIa/vLeU5LxK8osqeWisJ8+tFxas2EFUaXK9+9pypIIjBSXEumQ75Bw7Wtl2Flf0d6O7W4mWbTvR6/bk16YBm4icCnzfjKRLjDFT69n+fuBS4I/GmN1tmbfGGGNeAV4B6Nu3r5k6tU7WVBtITExEy7Z+U4HZpxTx3A+/8en6NJamG548fwhnN3OOGy3b9qNl2z60XNtPRyrbjPxili/+iTmjejF75uAa65blb2DBuv2IwGtXjGR6/zB2VW7hozWpjJ0wqd5RHb/4eCO+7ge5+fxpxzXqY2t1pLLtTKaiZduetGxPfm3dJHI51lD6Tb2uqL2hiNyANTjIg8aYN2qtrqoxC6y1vKrGLKuJdFXLsupZrlSH0CvIi6fnJPDdHVMI9/fg9aVJTW+klFId2MuJSZRXVHLdpJg6626YEouvuwsPnNGf6bZJpaf0DaG4rJLVyXX/XBeXVfDNloOcPijcIcGaUko5SpvWsBljioAdLd1ORC4HXgSeNsb8rZ4kVX3VBgIH7JZX9UnbVk+6FXb7jwa87NIp1WHFhfowqU8I/1uTSmWl0Tb9SqmT0v6co7y7ch8XjIgkOti7zvr4MF/WPnQabi7HfjseGxOEm4sTiTsPM6lPSI30P+3IoKCknNlDe9TelVJKdWoOH3RERM4F3gReM8bc3UCyFcAR4Pe1ll+GVWu2DMAYkwJsbCBdGfB1G2VbqXbVJ8yHotIK9uccdXRWlFKqVZ5bvAuA206NbzCNfbAG4OXmwpje3eodeGThhnSCfdwZp3N1KaW6GIcGbCIyGfgAK8iaJyJj7V7DqtIZY8qAh4ArReRxEZkqIn8F/gD8nzGm1G63DwBTRGSuLd0dwIPAc8aYgyfs5JQ6DvFh1tDGv2XkOzgnSqnO6q+LtnHei8tYu6++cbqOz+6MAj5Zm8ZlY6PoEeDZom2nxIewO6OAtOyi6mW5R8v4cWcGZyV0x1lbHSiluhhH17CdArgDw7FqyVbYvT61T2iMeRm4EZgDfAtcAtxsjHmhVrqvgAuAsbZ0d2D1jbuvPU9EqbYUH2oFbLsOFTg4J0qpzig1q4i3ViSzKS2X819azj2fbCSzoKTN9v/M9zvxdHXmpmmxLd52at9Q4Njw/sYY/v71dkrLKzl3mDaHVEp1PY6eOPsRY4w08IquJ/1cY0y8McbdGNPHGPNiA/tdYIxJsKXrZYz5qzGmot1PSKk24u/lSqivO7sOaQ2bUqrtvbY0CSeBb++YzPWTY1iwbj+nPL2E5xb/xuH84wvcNqfl8tXmg1wzKYYgH/cWbx8b4k2PAE8Sd1oB27zlyXywKpWbpsUyxDbJslJKdSWOrmFTSjWgb7gvv2kNm1KqjWUWlPDRmlTOGdqD2BAf7p/Vn69vm8SIqED+vXgXE/7+I3f+bwPrUrKprDQt3v8/v91BoJcr10zq3ar8iQhT+4awfPcRfth+iMe+2MZpA8K467S+rdqfUkqd7DrixNlKKaBPqC8frErRkSKVUm3qrRX7KC6r5Popx4ba7xPmyxtXjSLpcAFvLU/mk7VpLFi3nwAvV8b2DmJ8XBCzh/bA39O10X1vSM1h6W9HeGBWP3w9Gk/bmCnxIbz3awrXv7OW+DBfnr1oqH4PKqW6LA3YlOqg4sN8OFpWQVr2UXoFeTk6O0qpTqCotJy3VyRzav8w4mx9Ze3FhPjw6OxB3DWzLz9sP8Ty3Zks35PJN1sPsmpvFv+9dHij+385cQ9+Hi5cOibquPI5Pi4YV2fBz8OV164cibe7Pq4opbou/QZUqoPqE1Y18Ei+BmxKqXrlFpXx0MIt9OzmyfjYYEZEBTaa/sNVqeQUlXHj1LoTWdvz83Dl3GGRnDssEmMMd3+8icXbDzVa47/ncAHfbjvITVPj8DnOAMvH3YXnLh5G72BvIgP1+08p1bVpwKZUB9UnzAeAXRn5nDogzMG5UUp1RP/4dgeLNqXjJMILP+3BzcWJocHC2G4Qq4IAACAASURBVAkVeLg610hbVlHJ67/sZVR0ICOiujX7GCLChLgg5q9LY/vBPAZG+Neb7tWfk3BzduKqCdHHc0rVZg3u3ib7UUqpk50OOqJUB+Xn4Up3fw8deEQpVa/1Kdl8sCqFq8f3ZuPDM3jzqlFcOroXqw9WcOsH66mwGzCkstLw2Bfb2J9zlBumtHyo/bEx1mTVK/Zk1rs+I6+YBev2c+HISIJbMTKkUkqphmnAplQH1ifMV4f2V0rVUVFpePCzLYT6unPHaX3wcXdhWr9QHjl7IJf2c+O7bYd4+PMtGGMor6jknvmbeHvFPq6d1JtT+oW2+HgRAZ5EBXmxMimr3vWvL9tLeWUl101qeTColFKqcdokUqkOLD7Uh3eSMqmoNDjrCGlKdQnGGP717U78PV35XUIEPQI866R5d+U+tqbn8d9Lh9UZjfG0aFd8wiKZuySJYB9rPsevNh/kjlPjuXV6HCKt+y4ZFxPEl5sP1Pk+yisu4/2VKcwa3F372yqlVDvQgE2pDiw+zJeS8kpSs4qIDvZ2dHaUUifA2n3ZvJi4B4Anv97BiKhAzhgUzqAe/vQN86WsspKnvt3JpD7BnNlAP697Z/bjUG4xzy7+DYAHz+zPNZMaH2ikKWNjgvhwdSrbD+QxqMexfmzv/5pCfkl5q5paKqWUapoGbEp1YNUDjxzK14BNqS7ik7VpeLk5M//G8fy4I4NFG9N5/Mvt1ev/n707j4+7qvc//jqZTDLZ96Tp3nRNW6ClLF0ECwXKchHkIiqLIkvVe+XnFe7lolSB6wX0imwuV7yoYBGwShUBUaClINBSSksL3fc9SdM2zZ7Mcn5/zNKs7cx0JpPl/Xw8eEzynTPfOfOlTb+ffM7nc1zOJHwW/uuKyd1my5KSDP9z9WlkuZxMHZ7LVacPPel5zRh9rI4tGLC1eLz8+p0dfGpMYbsgTkREYkcBm0gvFmztv6WqnosmJXgyIhJ3Ta1eXll7gEsml1Jemk15aTb/et4YKo42s6myjs0VdWyurOPssgJGneCXOCnJSXz/yskxm1tJtouywgyWbT/Eref6s3V/WrWPqroWHr5mSszeR0RE2lPAJtKLZaYmMyQ3TY1HRAaI19ZXUNfi4epp7TNig3JcDMpx8elxRQmamd/ZZQW8vGY/Hq8PYwy/fHs7k4dkM2tMQULnJSLSn6lLpEgvN7Ykk81q7S8yIPzxw70MzUvj7FHh75PWk2aMLqCuxcO6/bW8vr6C7dUNfO3To6NuZCIiIiemgE2klxtXksW2g/Xt9lQSkb5tU0Ud33h2FVurjv0yZn9NE+9sreafTx9KUi/tCjs9EEgu236I/31rO8Pz07lksja4FhGJJwVsIr3c2OJMWj0+dh1qSPRURCQG1uyp4fO/XMbLaw9w7f8tZ2e1/+/2n1bvw1r45xg0CImX4mwXo4syeOrdnazZU8Ot55ZpyxERkThTwCbSy5WXZgP+32h3Zc/hRlo8yr6J9AXvbz/EdU++T5YrmV99+QzcXh/XPfk+ew438sKHezlrVH6v38tsxugCKmqbKcxM4XPTem9wKSLSXyhgE+nlJg3OZsqwXH66ZCvNbm+75/YcbuTCR97iuY2tCZqdiIRr6aYqvvybFZRkp/KHr85kTnkJC24+m7pmN1f+7F22Vzd0ajbSG00v8zcYuXHmSFxOR4JnIyLS/ylgE+nljDHcOXc8B44288zyXaHj1lru+cs6mt0+lh/w0NDiSeAsReR4Fn6wh1ueXklZYSYLvzqDQTkuACYPyeG3N59Ni8dHmtPBpd1shN2bXDixhPmXlXPTp0YleioiIgOCAjaRPmDmmEI+NaaQny/dRn0gMHttfSVLNlZx2amlNHvhlbUHEjxLkYHNWktVbTMery90zOez/OjvG7nzhbXMGF3A81+dTkFmarvXTRmWy6J/mclTXzmTzNTev9tOarKDW84pIz2l989VRKQ/0E9bkT7iP+aO54qfvcuT/9jOvHPLuO8v65gwKItHPz+FVdsq+P3KPVxz5rBET1NkQKltdrN4QyXvbj3Esm2H2FfTRFZqMmeX5TNjdCEf7anhpTX7+eJZw/ivKybjdHT9e9JxJVk9PHMREekrFLCJ9BGnDcvl4kmDePIfO6g42sz+o808/sWpOB1JnDvUye83HWFrVR1jinXjJ9ITrLV86Vcr+GhPDbnpTmaUFXDjzJFsr25g2bZq3thQBcB/XjyBr326THuViYhIVBSwifQh/z53HK+tr+D5D/ZwzRlDOWOkf0+kWYOTeWGLm4Ur9/KdS8sTPEuRgeFvn1Tw0Z4a7vvMJG6YPqLT3mn7appodnsZXZSZoBmKiEh/oBo2kT5kTHEWXzxrOEVZqdx1ybHALDvVMKe8mEWr9uJuUz8jIvHh8fp46LVNjCnO5PougjWAIblpCtZEROSkKWAT6WP++8rJvPUfs8nPSGl3/PNnDqO6vpXFgWVYIhI/i1bvY9vBBv79ovHaOFpEROJKAZtIH2OM6bI727ljiyjJTmXhyj0JmJVI/7G5so6X1+7v9vlmt5fH3tjCacNymTuppAdnJiIiA5ECNpF+ItmRxNXThrJ0UxWVtc2Jno5In+T2+viX363iW7//iFZP18uLf/f+bvbVNHHn3PFqJCIiInGngE2kH/ns1KH4LLz6sfZkE4nGgmW72FpVj9tr2VpV3+n5+hYPP3tzK7PGFDBrTGECZigiIgONAjaRfmRMcSbjS7L468cViZ6KSJ9zqL6FR97YzJhif6OQDQdqO435+ycVHG5o5fYLx/X09EREZIBSwCbSz1x6Sikf7DpMlZZFikTkx69vprHVy0+vnUpqclKXAdtHe2rITE1m6rC8BMxQREQGIgVsIv3MpacMwlp49RNl2UTCtW7/UZ5bsZsvzRjBhEHZjB+UxYaKzgHb2r01TB6S3WUbfxERkXhQwCbSz4wtyWJscSavqI5NJCzWWu57aT156Sn82xz/UsfyQdms31+LtTY0rtXjY8OBOk4bmpuoqYqIyACkgE2kH7r0lFI+2KllkSLh+HjfUVbsOMw354wlJ90JQHlpFkca3VTWtoTGbayopdXr41QFbCIi0oMUsIn0Q5edWoq18Ld1WhYpciKf7PMvfTxvfHHoWHlpNtC+8ciavUcBOHVoTg/OTkREBjoFbCL90LiSLMYUZ/JXLYsUOaENB2rJSk1maF5a6Fj5YH/Atr5NwLZ2Tw35GSntxomIiMRbcqInICLxcekppfx0yRYO1rVQlJWa6OmI9DhrLZsr63lvWzXvbTtEbZObp286C5fT0W7c+gO1lJe2bySS7XIyNC+tXYZt7d6jnDo0R5tli4hIj1LAJtJPXXZKKY8v3sLf1lVww/QRiZ6OSFy5vT7m/+mTdlllj8/S5PYCUJCRwqGGVj7aU8P0soLQGJ/PsuFALdecMazTOctLs0MBW2Orhy1VdcydPCjOn0RERKQ9BWwi/dS4kkxGF2XwmgI26eea3V6+8exq3thQyWenDiEvPQUAY2D8oCxmlBX49077/ut8uOtIu4Bt1+FGGlu9TAzUrLVVXprN4g2VNLV6+WRfLT4Lp6l+TUREepgCNpF+yhjDtBF5vLnpYKKnIhI3DS0e5i1YybtbD/H9Kycf95cTo4syWLXrSLtj6/f7M2gTB3cO2CaWZuGzsKmyjrV7awDUIVJERHqcmo6I9GOjCjM5WNdCXbM70VORAcxay+0LP+L19ZUxPW9ts5sv/XoFy7Yd4uFrTjthJnnaiDw+3H2k3d5q6w8cJTnJMKY4s9P4tp0i1+w9yuAcl+pBRUSkxylgE+nHyooyANh+sCHBM5GBbHNlPYtW7ePxxVtids76Fg83/noFa/fW8PPrTueq04ee8DXTRuRR0+hmW5u/D+v31zKmOLNTIxKAYXnpZKYms+FALWv31ii7JiIiCaGATaQfKyv0B2w7qhWwSeIs3ujPrH287ygbK2pPMPrEmlq93PzUB6zZe5SffHEqF08uDet100bkA7RbFrn+QG2X9WsASUmGCYOyWLbtELsONXLqMNWviYhIz1PAJtKPDS9IJ8nA9oP1iZ6KDGBLNlQxqjCD5CTDCx/uPalzNbu9zFuwkhU7D/PwNaeFHayB/xcYuelOPgwEbNX1LVTWtnRZvxZUXprNlir/35/TlGETEZEEUNMRkX4sNdnBsPx0tivDJglyuKGVVbuPcNv5Y9lwoJY/rd7PnRdPCPv172yp5tE3NuML1J0daXSzo7qBH119KldMGRLRXJKSDKcP99exAaGW/d1l2OBYHRvA5CHKsImISM9Thk2knxtVmKEaNkmYpZuq8FmYU17M1dOGUl3fwtub23cuXbHjMO9vP9Tl6x96bRPbqxvISE0mIzWZoXlpPPr5KXyui33TwjFtRB5bq+qpaWwNBWzlxw3YsgB/di4nzRnVe4qIiJwMZdhE+rmywkze334Yn8+SlGQSPR0ZYBZvrKIoK5XJg3MoL82mICOFF1bt5ZpAcuzDXUe4/sn3cTmTePeu88lyHQuKPt57lI/21HDP5RP5yqxRMZnPtBF5AKzafYT1+2spzXGRl5HS7fgJg7JJMnCq9l8TEZEEUYZNpJ8rK8qgye2lsq450VORAcbt9fH2poPMmVBMUpLB6UjiiilDeGN9FfWtln01TXx1wUpy053UNnt4Zvnudq9/Zvku0pwO/nnaiTtAhuu0obk4kgwf7jpy3IYjQWkpDn7wz6fytdmjYzYHERGRSChgE+nngp0itSxSetoHOw5T1+Lh/AnFoWNXTxtKq9fH23vd3Pr0SlrcPp699WzOHVfEk//YTlOrF4CjjW5eXLOPK6cOIdsVu6WIaSkOJg3O5t2th9h2sOG4DUeCrjljGBMGnXiciIhIPChgE+nnyor8GwKr8Yj0tMUbq0hJTmLWmMLQsYmDs5lYms3CzW42VtTy+LVTGVOcxW3nj+FQQyvPrfBn2f64ai/Nbh/XTx8e83mdPjyPj/bU4PXZE2bYREREEk0Bm0g/V5KdSnqKQ639pcct2VjFjLICMlLbl0tfc4Z/ieN3Li3nvPH+7NuZI/M5a1Q+T7y9jWa3l2eW72LaiDwmDY597dgZI/NCX4eTYRMREUmkXhWwGWO+YIyxxpguN+oxxtxqjNlojGkxxmwyxnytm3FXGmNWG2OajTG7jDHzjTGO+M5epHcyxqhTpMRccPPqz/3iPZ5+bycH61raPb/9YD07qhuYU17c6bVfmjGSe2e4uPlT7RuJ3Hb+GCprW7jjD2vYUd3ADdNHxGXuwcYjmanJDMtLj8t7iIiIxEqv6RJpjMkFHgUqunn+VuAJ4EHgDWAO8HNjjLHW/m+bcXOBF4BfAbcDU4EHgCzgP+P5GUR6q7KiTNbsqUn0NKSfaHZ7ufW3K3lvWzVlRZnc85d13PfSOs4YmU9BoOPi/pomgFAGra2kJMPIHAfGtO9a+qkxhZw2LJdX1h4gPyOFS04ZFJf5l+akMTjHxZC8NHVOFRGRXq/XBGzA/wBrgAPABW2fMMYkA/cDC6y1dwcOv2mMGQx83xjzpLXWHTj+A+Ada+28NuMygfnGmEestV0GhCL92ajCDF5Zu58Wj5fU5L6RbP7ei59QVdvCL26YluipSButHh//8rtVvLO1moc+dxpXTxvK5so6Xlqzn6WbDrKt8djS26unDWVYfvgZLGMMt503hlt+u5JrzhgW1z+rD39+ChkpvemfQBERka71in+tjDGzgOuBU4H5XQyZARQBz3Q4vgD4CvAp/IHZMGAKMK+LcfcBlwC/id3MRfqG0UUZ+CzsOtTIuJKsRE8nLO9sqaaitln7x/Uibq+P255bxZKNVTzw2VO4OtBuf1xJFndcNJ47Lhp/0u8xp7yYn147ldldZOZiaXpZQVzPLyIiEisJr2EzxjiBXwI/stZu7WbYpMDjJx2Orws8TjzeOGvtDqCxzTiRAWVUL23tf8fCNby8dn+n4y0eLzsPNdDY6mXX4cYEzEw6stbyvRc/4e/rKrnn8olce3bsuzeCP8v2T6cOJjO1V/w+UUREJOESHrDhrytLxV+b1p38wOORDscPd3i+u3HBY/ldHBfp90IBW3Xv6RR5tMnNC6v28ufVnQO27Qcb8Fn/1xsO1PbwzKQrT723k+dW7OFfZo/mK7NGnfgFIiIiEhMx/RWmMeYC4PUwhr5lrZ1tjBkD3A181lrbHMu5RMIYM4/AMsqioiKWLl2aqKn0a/X19bq2cRLOtc1NNSz7eBsT6bIJa4/bfMS/QfLqHVWd5r78gCf09avLPyb90KaenFo7+nMLHx/08PCHLUwtdnBG6gGWLj35UmBd1/jRtY0fXdv40bWNH13bvi/Wa07eA8rDGBdc4/Q4sARYHugSCZACmMD3LdbaJo5lzPLwNyUJCmbMgpm2tuM6ymszrh1r7S/xL8tk/Pjxdvbs2WF8BInU0qVL0bWNj3Cu7fhNy2j0WWbPntkzkzqBPct2Aus41GyZetYsctKdoedWvbaJJLOVYfnpNKVkMnv2mYma5oD/c7u1qp7bfv4u4wdl8czXZ3baUy1aA/26xpOubfzo2saPrm386Nr2fTEN2Ky1jcDGCF4yERhB90sYHwP+jWO1apNoH7AFa9LWBx7bjlsWHGSMGQmktxknMuCUFWXyt08OnHhgD9lQUdfm69p2TSA2V9YzsiCDyUNyWLmzy9+zSA9Yv7+Wrz3zISmOJJ788hkxC9ZEREQkfImuYfsCcF6H//4OVAe+/mlg3LLAses6vP56/FmzdwGstbvxbw3Q1Tg38GrMP4FIH1FWmMGRRjdHGloTPRUANh6oDdXWdaxT21JVx5jiTMpLs9l/tJmaxt4x54HC67P8fOlWrvjZOzS2evm/L5/BUG0wLSIikhAJ/XWptXZ5x2PGmBvxL4Vc2mac2xjzXfwbZe/Dv3H2+cBNwG3W2rZ3c98BXjbGPAE8h3/j7PnAY9qDTQaysqJg45EGpgU2N04Un8+yubKeq04fQm2Tu13A5u8Q2cglk0uZODgbgA0H6pgxWm3Ye8KuQw3csXANK3cd4ZLJg7j/s6eQn+A/LyIiIgNZn1nfYq39hTHGAncA/wHsBr5hrf15h3F/NcZcDdwD3AhUAg/g33hbZMAqK8oEYN3+o0wb0VWZZ8/ZV9NEfYuH8tJsth9sYMOBY8sjd1Y34vVZxpZkUl7q3zNuw4FaBWxxZq3luRV7+O9X1uNIMjzy+dO4csoQjNEeeCIiIonU6wI2a+2Nx3nuCeCJMM6xCFgUw2mJ9HkjC9KZNDibX72zg2vPGk6yI3ErooMZtfGDsth+sJ6nl+3C4/WR7Ehic6U/eBtbnEVxlovCzBS19o+zqrpm7nrhY5ZsrGLWmAJ+dPVpDM5NS/S0REREhMTXsIlIDzHG8G8XjGPXoUYWrd6X0LlsDDQcGV+SRXlpNq0eH9ur/Zt6b6mqJ8kcW8JZXprNhgoFbPGyv6aJuY+8zbtbq7nn8oksuOlsBWsiIiK9iAI2kQHkgvJiThmSw0+WbMHt9SVsHpsq6hhRkE5GajLlpcE6NX9QtrWqjhEFGbicDsAfsG2urE/ofPuzD3Ye5kijmwU3n81XZo0iKUlLIEVERHoTBWwiA4g/yzaWPYebWLQqcRtob6ioZXyJvz5tdFEmKY4k1gcCts2V9YwpzgyNLS/N8mfgDjYkZK79XcXRZoBQvaCIiIj0LgrYRAaY8ycUc9rQHB5fvJVWT89nrZrdXnZWNzAhkFlLSU5iTHEmGw7U0erxsbO6gbHtArb2GTiJrcraFtJTHGRqjzUREZFeSQGbyABjjOHfLhzHvpom/vhhz2fZtlTW47NQPuhYRqe8NJsNB2rZeagBj88yruTYc8EMnAK2+KisbWZQtkvdIEVERHopBWwiA9DscUVMGZbLz97cirW2R9872EAkmGED/3K8g3UtLN9+CKDdkkinI4mxJZmhJZMSW5W1zRRnpyZ6GiIiItINBWwiA5AxhiumDGZfTRNHGt09+t4bD9ThciYxPD89dGxiIHj7y0f7MaZ9wAbBDFwdEnsVgQybiIiI9E4K2EQGqOBNerDpRE/ZGGg44mjTjTBYp7Zy1xGG56eHOkS2fb66voWDdS09Otf+zlpLVW0LJQrYREREei0FbCIDVHHgJr2yrucCNmstGyvqmDAou93xvIyUUAA5trhzt8JgB0PVscXWkUY3rV6fAjYREZFeTAGbyABVEqhbqqrtuYDtYH0LhxtaGT+oc1A2cbA/iBtbktnpuUmDc0hNTuKJt7fh9fVszV1/Vhn4f6+ATUREpPdSwCYyQBVnBTJstT23zHBjoA5tQhd7fgWzaOO6CNhy0px8/4rJvLv1EI++sTm+kxxAKgIB26AcNR0RERHprRSwiQxQKclJFGSkhG7ae8KmikDA1mFJJMDUYXkATB6c0+VrrzlzGJ8/Yxg/WbKVJRsro57D9oP1Cdl/rjcKZleDwbuIiIj0PgrYRAaw4mxXjy6JPHC0mYwUB/kZKZ2em1NezOI7Ps3Yks7Zt6D7rpjEpMHZ/NvzH7HncGPE7//n1fuY8/BbytIFVBz1Z1fV1l9ERKT3UsAmMoCVZKf26JJIj8+HM7nrHzvGGEYXdV4O2ZbL6eB/r5sGwNee+ZCmVm/Y7/3Xjw9wxx/WYC28vj76DF1/UlnXTH5GCqnJjhMPFhERkYRQwCYygA3KdvXokkiPz5Lcpp1/NIYXpPPoF6aw/kAt//7HNWFt/P3G+kr+33OrmToslzsuHMeWqvqoMnT9TeXRZjUcERER6eUUsIkMYMXZLqrrW/B4e6amy+u17fZfi9b5E0q46+IJvLL2AD9ZsvW4Y9/bVs2//G4VkwZn8+uvnMllp5YCsHRT1UnPo6+rrGsOdQsVERGR3kkBm8gAVpKdirVQXd/aI+/nz7DF5sfOvHPLuOr0ITz8+mZe/fhAl2OstfzXS+sZkpfG0zedRbbLyajCDEYUpPPmpoMxmUdfVnG0JbT/nYiIiPROCthEBrCSQHfAnloW6fH5SHacfIYN/DVvD3z2FE4fnsu3Fn7EJ/uOdhrz/o7DbKyo42ufLiM3PSX0uvPGF/Petmqa3eHXwPU3bq+PQw0toQ3URUREpHdSwCYygA3KCe7F1lMBW2yWRAa5nA5+ccM08tJTuGPhmk5LO596dye56U6umDKk3fHzJhTT7PaxfPuhmM2lp63dW8M3n18dddB5sK4Fa1GGTUREpJdTwCYygAXbufdUa3+v1+KM0ZLIoOIsF/dcPolNlXU8u2J36PjeI428tr6CL541HJezfRfEs0fl43Im8ebGvlnHtr+miZufXsmLH+3nvW3VUZ0jGKSrhk1ERKR3U8AmMoAVZKTiSDI91trf4/PFNMMWNHdSCTNHF/Dj1zZzpMFfj7dg+S6MMVw/fUSn8S6ng1mjC3lz08Gwukz2Jo2tHm797UqaWr2kJCfx7tbosoTHAjZl2ERERHozBWwiA5gjyVCcldqDNWw2ZjVsbRljuOfySdQ1u3n49c00tXp5fsUe5k4qYUhuWpevmT2hmN2HG9le3RDz+cSLz2f59z+sYf2BWh7/4hTOHJnHu1ujzbD5g/TgslgRERHpnRSwiQxwxdmuHqth88ZgH7bujB+UxfXTR/C793fxw79t5GiTmxtnjup2/HnjiwD61LLIx5ds4a8fV/DtSyZw/oQSZo0pZGNFHQfrIs+QVtQ243QY8gPNWERERKR3UsAmMsCVZKVS1VNLIr2xa+vfldsvHEd2mpOn3tvJxNJszhyZ1+3YoXnpjCvJ5M1NVWw7WM+C5bv412dXsWD5rrjN72Ss31/LY4u3cNXUIdx6ThkAs0YXAkRVx1ZZ20xxloukOAXQIiIiEhsK2EQGuJJsV4+29Y9HDVtQbnoKt184DoAbZ43EmOO/13nji3l36yHm/PgtvvvnT/j7JxX8bMnWXlnX9uCrG8h2Obnn8kmhzzV5SA7ZrmTei6KOrbK2OdR0RkRERHqv5ERPQEQSa1COi6NNbprd3k7dFGPN47O4nPHN6Fx/9gjGFGUyvazgxGOnj6C22c0pQ3KZObqAd7ZWM//Pn7CjuoGyosy4zjMSb20+yD+2VDP/snJy0p2h444kw4zAvK21JwxQ26qsbWFsce/5jCIiItI1ZdhEBrjirGBr//gvi4xnDVtQUpJh5pjCsJb6DctP58GrTuXas4czsjCDWWOCSwx7z/5sXp/lwb9uYHh+OjfM6NzxctaYQvbVNLH7cGO352hs9bC1qq7dscqjzeoQKSIi0gcoYBMZ4II37T2xLNLttTjiWMN2skYWpFOa42JZLwrYXvhwLxsr6vjPiyeQmtw5AxoMMrtr7+/1Wb7ymw+45LF/cOBoEwANLR7qWjwK2ERERPqA3nvnJCI9ItjWvSc6RXp9vrhn2E6GMf4lhsu2H8LnS3wdW2Orhx+/vompw3O59JRBXY4pK8xgULar2/b+P39zK+/vOIzba/ndcv/G4to0W0REpO9QDZvIAFeS1XMBW7z2YYulmaMLWbRqH5sq6ygvze7R9z5wtIl5v/2QhlYPAM2tXiprW/jZtad3W59mjGHWmEKWbKzE57PtloKu3HmYRxdv4Yopg2lo8fLsit184/wxx/ZgU4ZNRESk11OGTWSAy05LJjU5qWcCNm/8a9hO1ozR/mYliahj+93y3azbf5Ty0mwmlmZz+og87vvMJM4YmX/c180aU8CRRjfrD9SGjh1tcvPN5z9icK6L/75yMjfNGsnhhlZeWrM/9P+6WAGbiIhIr6cMm8gAZ4yhJNsVyrrEk9fXu2vYAIbkpjGyIJ1l26q5+VPdb7wda26vj9+v3MPs8cX87NrTI3ptsI7ttfWVJDsMh+pb+c27O6msbeYPX5tBlsvJjNEFjCvJ5Kn3dnL5aYOBY8thRUREpPdSwCYiDMp29dCSyN5dwxY0Y3QhESkPUQAAIABJREFUL6/Zj8frC2t8ZW0zP/r7Ju65fCJZLueJX9CFxRuqOFjXwhfPGh7xa0uyXYwtzuTxxVt4fPGW0PFvXzKBqcP9m4cbY7hx5ii+86ePcSQZMlIcZKbqnwAREZHeTv9aiwjF2ams21974oEnydsHatgAZo4u4LkVu/kkzGvyh5V7+OOHe5leVsDV04ZG9Z7PrdjNoGwX540viur1P77mND7aU0NBRioFmSmU5rgYUZDRbsyVUwfzw79tZO3eo5QVZXRzJhEREelNevfaJBHpESXZLiqONmNtfDsjuvtADRu0rWPruvNiR69vqAJgycbKqN5vz+FG3t5ykGvOHEayI7ofy6cOzeVLM0Zy2amlTC8r6BSsAaSnJPOFM4cBx5rNiIiISO+mgE1EGJTtosntpa7FE9f36Qs1bACFmalMGJQV1n5slbXNrNlTg8uZxNubq2n1hLeMsq3ff7AHA3w+EEzF0/XTR5BkVL8mIiLSV/T+OycRibviwH5cVXGuY/P4fDj7wJJI8GfZPth5GPcJ9mNbHMiu3Xb+WOpbPKzYcTii92nbbGRIblrU8w3XsPx0Hvn8FG45p+caqoiIiEj0FLCJCCWB9u4VR+PbKdLjtTj6wJJI8O/H1uz2sa7ae9xxb2yoZFh+GjfNGkVqchKLI1wWGWw2cm0UzUaidcWUIUwanNNj7yciIiLRU8AmIqGALZ6dIq21/o2z+0zAVsDw/HR+ubaFdfuPdjmmsdXDO1urubB8EGkpDmaNKWTxhqqwawE3HKjlscVbGJTtYnaUzUZERESkf1PAJiKUBJZEVtbFL2ALriyMtqlGT8tITebZW88mLdlw/ZPvs7myrtOYf2zx16xdMLEYgPMnFLP7cCPbDjYc99xbq+r5xrOruOSxf7D3SCPz/6m8z1wXERER6Vm6QxAR0lOSyXIlU3k0fgGbx+dvxtFXlkQCDM1L584zXTgdSVz7f++z/WB9u+ffWF9JtiuZM0fmA/6ADY7fLfK3y3Zy0SNvsWRjFd84bwzv3Hk+/3Tq4Lh9BhEREenbFLCJCACjCjPY1EUWKVY8Xn+Kra8siQwqyUji2VvPxlrLF/9veWh5pNdnWbKxivMmFOMMZMcG56ZRXprNG4FGJB29vHY/9/xlHedPKOYfd57Hv88dT056dBtti4iIyMCggE1EADhzZD6rd9fQ4jl+k41oeQJrIvtShi1oTHEWz946nSRjuOYXy3hzYxWrdx/hUEMrF5SXtBs7Z0IxH+46Qk1ja7vjy7cf4vbfr2Ha8Dx+eu3pFGSm9uRHEBERkT5KAZuIAHDWqHxaPD4+3tt1g42T5Q0EbM4+Wqs1flAWf/7XWYwszODmpz/gvpfW43QYPt2hWcj55cV4fZa3Nh8MHdtYUcutv13J8IJ0nvzyGbicjp6evoiIiPRRyYmegIj0DsE6rBU7D3NG4OtY8nj7Xg1bRyXZLhZ+dQbffH41b2yo4pyxhWS72i9pnDI0l4KMFB5fvIUXP9rPofoWth1sICPVwdM3nUVuekqCZi8iIiJ9Ud/8VbeIxFx+RgpjizMj3vg5XMElkX2thq2jjNRknrjhDO65fCJ3zp3Q6fmkJMP100fQ2Oqlqq6Z3PQULpk8iGduPrtHNsYWERGR/kUZNhEJOWtUPi9+tB+vL/YbXAeXRPaH9vWOJMNXZo3q9vlvXTiOb104rgdnJCIiIv1V379zEpGYOWtUPvUtHjYcqI35ud2BJZF9PcMmIiIi0pMUsIlIyFmj/LVr78dhWaS3D3eJFBEREUkUBWwiElKak8bw/HRW7DgU83P3lxo2ERERkZ7UKwI2Y8wQY8yvjTEVxpgWY8wOY8yDXYy71RizMTBmkzHma92c70pjzGpjTLMxZpcxZr4xRn20RcJw1qh8Vuw4jLU2puftTzVsIiIiIj0l4XdOxpiRwApgHPD/gIuAewFPh3G3Ak8ALwAXA38Afm6M+XqHcXMDYz4ALgEeA+YDD8TvU4j0H2eNyudIo5utVfUxPa9q2EREREQi1xu6RP4C2AecZ611B4691XaAMSYZuB9YYK29O3D4TWPMYOD7xpgn27z2B8A71tp5bcZlAvONMY9Yayvi+mlE+riz29SxjS3Jitl5VcMmIiIiErmEZtiMMaOBucBP2gRcXZkBFAHPdDi+ACgAPhU43zBgSjfjnPgzbiJyHMPz0ynOSo35fmyhGjaHAjYRERGRcCV6SeSswGOTMeb1QG3aEWPMb40xBW3GTQo8ftLh9esCjxOPN85auwNobDNORLphjIlLHZvHG2w6kugfOyIiIiJ9R6KXRA4OPP4afxbsQWBM4HGiMeYsa60PyA+MO9Lh9cEUQH6Hx47jgsfyuziOMWYeMA+gqKiIpUuXRvYpJCz19fW6tnES62ub53FTUdvKH159k+L02ARYaw/6y1LXfrSaxl19pweQ/tzGh65r/Ojaxo+ubfzo2saPrm3fF9OAzRhzAfB6GEPfstbO5liGb6m19l8DXy8xxhwFnse/XPLVWM6xK9baXwK/BBg/frydPXt2vN9yQFq6dCm6tvER62ubu6eGBevfJW/kJGZPLInJOb0bKuHDlZx15jROHZobk3P2BP25jQ9d1/jRtY0fXdv40bWNH13bvi/WGbb3gPIwxjUGHoObPXUM8l4LPE7FH7AFM2Z5wIE244IZs2Cmre24jvLajBOR4xic6wLgwNGmmJ3To6YjIiIiIhGLacBmrW0ENkbwknUneN7XYdwk2gdswZq09V2MWxYcFNg6IL3NOBE5jsKMVJwOw/6a5pidUzVsIiIiIpFL9J3TcqAC/9LHti4OPH4QeFwGVAPXdRh3Pf6s2bsA1trdwJpuxrnpgeWVIv1BUpKhNCeN/TWxzLD5f/+iDJuIiIhI+BLadMRa6zHG3AU8ZYz5BbAIf9OR+4GlwJLAOLcx5rv4N8reB7wBnA/cBNxmrW1tc9rvAC8bY54AnsO/rHI+8Jj2YBMJX2mOK6ZLIoP7sDnV1l9EREQkbInuEom19mljjA/4T+Ar+DNmzwDftm16iltrf2GMscAdwH8Au4FvWGt/3uF8fzXGXA3cA9wIVAIP4A8CRSRMQ3LTeD+Ge7EFl0QqwyYiIiISvoQHbADW2gX42/qfaNwTwBNhjFuEP1snIlEqzXVRUduM12djEmSFNs5WDZuIiIhI2HTnJCJdKs1Jw+uzVNXFpvGIN1DDlqwlkSIiIiJhU8AmIl0akpsGELNOke5Ql0gFbCIiIiLhUsAmIl0q7WYvNmstD7+2iQ0HaiM6n1f7sImIiIhErFfUsIlI7zM4lGFrH7BV1Dbz+JKteK2lvDQ77PN5Ql0i9XsiERERkXDpzklEupTtcpKZmtxpSeTmynoADje4IzqfV/uwiYiIiERMAZuIdKs0x9Upw7alsg6AmsbWrl7SrWANm8MoYBMREREJlwI2EenW4Nw0DhztmGHzB2yHGyIL2Lw+S5KBJGXYRERERMKmgE1EujU419Wp6UhwSeSRCDNsHp8lWfVrIiIiIhHR3ZOIdGtwThrV9a00u72Av0Pk1qroatg8Xp9a+ouIiIhESAGbiHSrNNApsiKwLHL/0WbqWzzkpjs50tiKtTbsc3l8Vg1HRERERCKkgE1EujU4x78XW7DxSLB+7ayR+Xh9ltpmT9jn8vqsWvqLiIiIREh3TyLSrdBebIEMW7BD5NllBQAciaDxiDJsIiIiIpFTwCYi3RrUKcNWT2FmKmVFGQAcjqDxiGrYRERERCKngE1EuuVyOijMTAl1itxSWce4kkzy01OAyDJsXmXYRERERCKmgE1Ejqs0J439Nc34fJYtVfWMK8kiP8MfsEWyF5tHNWwiIiIiEdPdk4gcV2mOi/01TeyraaKx1cvYkkzyAgFbJHuxeXw+ZdhEREREIqSATUSOa3BuGvtrmthS5W84Mq4ki4wUBymOpIj2YvN4rWrYRERERCKkgE1EjmtwrouGVi8f7joCwLjiLIwx5GU4I65hS3YoYBMRERGJhAI2ETmuYGv/tzYfpCQ7lZx0JwB56SkRdYl0+yyOJP3IEREREYmE7p5E5LhKc/wB2yf7ahlXkhU6np+RQk0EAZvXp7b+IiIiIpFSwCYixzU41xX6emzxsYAtLyMlsi6RqmETERERiZgCNhE5ruIsV6i747iSzNDx/PQUjjSG33RENWwiIiIikVPAJiLH5UgyDMr2Z9nGlrTPsNU0tuL12bDOoxo2ERERkcjp7klETii4LHJsuwybE5+F2qbwsmyqYRMRERGJnAI2ETmhUYUZjChIJ9vlDB0Lbp4dbqdI1bCJiIiIRC450RMQkd7vO5eWU9/iaXcsL90fsB1paIWiE5/Doxo2ERERkYgpYBORE8pNTyE3EKAF5QczbGF2ivSqhk1EREQkYrp7EpGoBJdEHgl3SaTPh1NLIkVEREQiooBNRKKSnx7MsIXZdMRrQ9sDiIiIiEh4FLCJSFTSUhy4nElhZ9jcqmETERERiZgCNhGJWn56SoQ1bArYRERERCKhgE1EopaXkeLvEhkGj9dHspqOiIiIiEREd08iErX8jJTw92HzaR82ERERkUgpYBORqOWlR5Bh81kcqmETERERiYgCNhGJWn5GCkcaw+wS6bM4tSRSREREJCK6exKRqOWlp3C0yY3H6zvuOGutmo6IiIiIREEBm4hELT/DCUBN0/GzbB6fBVANm4iIiEiEFLCJSNTyMvybZ5+ojs0bDNgc+pEjIiIiEgndPYlI1PLT/QHbifZiU4ZNREREJDoK2EQkaqEM2wla+wdr3FTDJiIiIhIZBWwiErX8jGCGLcwaNrX1FxEREYmIAjYRiVpuur/pyIkybKEaNrX1FxEREYmI7p5EJGqpyQ4yUhwnrGFzB5ZEqoZNREREJDIK2ETkpORlpITdJVI1bCIiIiKRUcAmIiclPyOFwydqOqIaNhEREZGoKGATkZOSlx5+hk01bCIiIiKR0d2TiJyUcDJsbrX1FxEREYmKAjYROSn+DNvx2/p7tXG2iIiISFQUsInIScnPcFLf4qHV4+t2jGrYRERERKKT8IDNGFNgjHnMGLPdGNNkjNlhjPmpMaaoi7FXGmNWG2OajTG7jDHzjTGOLsZ9yhjzXuB8FcaYh40xaT3ziUQGlvyMVACq61u6HePxqoZNREREJBoJvXsyxhjgL8C1wI+ASwKPXwBeCjwfHDsXeAH4IDDuMWA+8ECHc54KvA5UAf8UGPMV4Kn4fhqRgWlkQToAOw81dDvG41MNm4iIiEg0khP8/mOBmcBXrbW/DBxbaozxAf8LjAM2BY7/AHjHWjsv8P2bxphMYL4x5hFrbUXg+H3AXuBz1lo3gDGmFXjaGPNDa+2q+H8skYFjVFEGADuqG5g5urDLMcEaNqeWRIqIiIhEJNHrk1ICj7UdjtcEHpMAjDHDgCnAMx3GLQCc+DNuGGOcwMXAwmCwFrAQaAWuiNnMRQSAkiwXaU4HOw4eL8OmjbNFREREopHogG0d8DbwXWPMGcaYTGPMWcD3gFettRsC4yYFHj9p+2Jr7Q6gEZgYODQacHUxrhnY1maciMRIUpJhZGEG26uPE7Cphk1EREQkKgldEmmttcaYS/Fnyj5o89QrwOfafJ8feDzSxWmOtHn+eOMOt3m+HWPMPGAeQFFREUuXLg1n+hKh+vp6Xds4SfS1zbTNrNtd1+0c1lR4APho9Ycc2tq3grZEX9v+Stc1fnRt40fXNn50beNH17bvi2nAZoy5AH/DjxN5y1o7O/D1/wHTga8BG4By/HVofzTGXG6t7b5XeIwE6ud+CTB+/Hg7e/bs479AorJ06VJ0beMj0dd2ZcsmVr21jVnnnIvT0Tkgq1+7Hz5azfSzzmRsSVYCZhi9RF/b/krXNX50beNH1zZ+dG3jR9e274t1hu09/AHXiTQCGGMuA74IXGCtXRx47m1jzHbgNeBy4EWOZczyujhXHv7sGScYl49/CaaIxNiowgy8Psuew42UFWV2ej64JFI1bCIiIiKRiWnAZq1tBDZG8JJTAo8fdDi+IvBYjj9gCwZak4BlwUHGmJFAOrA+cGgb0MKxmrfgOBdQBvwhgrmJSJjadorsMmDzqYZNREREJBqJvnsKtuI/q8PxswOP+wCstbuBNcB1HcZdD7iBVwPjWoG/AdcYY9oGo1cDqfj3fBORGCsrPBawdcUb2IctWW39RURERCKS6IBtEbAf+K0x5uvGmPOMMV8HfgvsAf7UZux3gE8bY54wxsw2xnwL/6bYj7XZgw3gXmA4sNAYM8cYczPwOPBHa+2HPfCZRAac3PQU8tKd3XaKdIe6RCpgExEREYlEQgM2a20t/oYjrwJ3tnl8CZhhra1vM/av+DNl04G/A98CHgDu6nDOj4CLgFL83SYfwB8AfjnOH0dkQBtVmNHtXmxe7cMmIiIiEpWEtvUHsNbuAW4Oc+wi/Fm5E417G5hxklMTkQiMKszk3a3VXT4XqmHrooOkiIiIiHRPd08iEhNlRRlU1DbT0OLp9Fyohk0ZNhEREZGIKGATkZgINh7Zeajzski32vqLiIiIREUBm4jERLC1//Yu6tiCNWxdbaotIiIiIt3T3ZOIxMTIgu5b+wdr2JRgExEREYmMAjYRiQmX08GQ3LSuAzavj+QkgzGK2EREREQioYBNRGJmVGFGl3uxeX1W9WsiIiIiUVDAJiIx49+LrR5rbbvjHp9V/ZqIiIhIFHQHJSIxM6owg9pmD4cbWtsdV4ZNREREJDoK2EQkZoKdIjvWsbkDNWwiIiIiEhkFbCISM8G92DrWsXl9lmSHAjYRERGRSClgE5GYGZKbhtNhOmXYPD5LcpJ+3IiIiIhESndQIhIzyY4khuens6PD5tker081bCIiIiJRUMAmIjFVkJHK0SZ3u2P+DJsCNhEREZFIKWATkZhypThocnvbHVMNm4iIiEh0FLCJSEylOZNo7hCwub0Wh2rYRERERCKmOygRiak0p4PG1o4ZNrX1FxEREYmGAjYRiam0LpZEerQkUkRERCQqCthEJKbSnMk0d8qwqemIiIiISDQUsIlITKWlJHXOsHmt2vqLiIiIREEBm4jEVJrTgcdncXt9oWMenw+nQz9uRERERCKlOygRiSmX0wHQLsvm9SnDJiIiIhINBWwiElNpKYGArU0dm9urGjYRERGRaChgE5GYSu8iYFOGTURERCQ6CthEJKbSulgS6fH5SFYNm4iIiEjEdAclIjHVXQ2blkSKiIiIRE4Bm4jEVDDD1tyhhk1LIkVEREQip4BNRGIq1HSkQ4bNmaQfNyIiIiKR0h2UiMRUMMPW2Nq2hs3icCjDJiIiIhIpBWwiElNdZdg8Pp9q2ERERESioIBNRGIqVMPWdkmkathEREREoqKATURiqquNsz0+i1Nt/UVEREQipjsoEYkpV3LXSyKVYRMRERGJnAI2EYmppCRDanJSpwybathEREREIqeATURiLi3FEcqw+XwWayFZbf1FREREIqY7KBGJuXSnI5Rh8/gsAMlq6y8iIiISMQVsIhJzrjYZNo/PB6AaNhEREZEoKGATkZhLczpCbf1DGTYFbCIiIiIRU8AmIjGX5jyWYfN6FbCJiIiIREsBm4jEXFqKg8ZADZs7uCRS+7CJiIiIREx3UCISc642TUe8WhIpIiIiEjUFbCISc+kpbWrYtCRSREREJGoK2EQk5trVsKmtv4iIiEjUFLCJSMy52u3DFmzrrx83IiIiIpHSHZSIxFxaioNmtz9QC7b1d2pJpIiIiEjEFLCJSMylOR20en14vL5QDZs2zhYRERGJnAI2EYm5NKcDgCa399jG2aphExEREYmYAjYRibm0lGMBm1c1bCIiIiJR0x2UiMRcMMPW3HpsSaRq2EREREQip4BNRGKubYYtuCRSNWwiIiIikYtbwGaMud0Y85Ix5oAxxhpj7j3O2CuNMauNMc3GmF3GmPnGGEcX4z5ljHnPGNNkjKkwxjxsjEnrYtwkY8xrxph6Y8whY8xvjDH5Mf6IItIN1bCJiIiIxEY8M2y3AsXAn483yBgzF3gB+AC4BHgMmA880GHcqcDrQBXwT4ExXwGe6jBuMLAUSAOuBv4VuAB42RijjKJID3AFArbGVk+ohi1ZNWwiIiIiEUuO47knWWt9xphk4GvHGfcD4B1r7bzA928aYzKB+caYR6y1FYHj9wF7gc9Za90AxphW4GljzA+ttasC4/4DcAKXW2trAuP2A28BVwKLYvgZRaQLwSWRzW6v2vqLiIiInIS4/crbWus70RhjzDBgCvBMh6cW4A+6LgmMcwIXAwuDwVrAQqAVuKLNsc8ArwSDtcBc3gZ2dxgnInGSHqxha/VpSaSIiIjISUj0GqVJgcdP2h601u4AGoGJgUOjAVcX45qBbcFxgXq2UR3HBaxrcz4RiaMua9i0JFJEREQkYvFcEhmOYCOQI108d6TN88cbd7jN83mAOc648V1NwhgzD5gHUFRUxNKlS080b4lCfX29rm2c9LZre7TFH6StXbcBV7I/s/bhByvYm9H3grbedm37C13X+NG1jR9d2/jRtY0fXdu+L6yAzRhzAf6GHyfylrV29knNKAGstb8Efgkwfvx4O3v27MROqJ9aunQpurbx0duubX2LB978O0NHlpGbngJr1zJzxnSG5acnemoR623Xtr/QdY0fXdv40bWNH13b+NG17fvCzbC9B5SHMa4xwvcPZsLyunguD39W7ETj8vEvdwSoAexxxh3u4riIxJgr2Z9Ja2r1keVSDZuIiIhItMIK2Ky1jcDGOLx/MNCaBCwLHjTGjATSgfWBQ9uAFo7VvAXHuYAy4A/BeRpjdnYcFzARf6dIEYmzZEcSKY4k1bCJiIiInKSE3kFZa3cDa4DrOjx1PeAGXg2MawX+BlwT2CYg6GogFfhLm2N/AS4zxuQEDxhjPgWM6DBOROIoLcVBs9uL1xvch00ZNhEREZFIxa3piDHmDGAkx4LCicaYqwNf/zWQtQP4Dv5NrZ8AngOm4t8U+7E2e7AB3AssBxYaY34WOPePgD9aaz9sM+5H+AO+vxhjHgRygP8B3gf+FMvPKCLdS3M6aGo9lmFzaEmkiIiISMTi2SXyG8CX23z/ucB/4G+9vxPAWvvXQCB3D3AjUAk8ANzf9mTW2o+MMRcBPwReAY4Cv8Uf8LUdt88Ycx7wMPAC/n3aXgTuCGdvOBGJjbQUR7slkU4tiRQRERGJWNwCNmvtjfgDsHDGLgIWhTHubWBGGOM+Bi4M571FJD5cTgeNrV68wQyblkSKiIiIREy/8haRuEhzJtHs9uJWDZuIiIhI1BSwiUhcBJdEen2WJANJCthEREREIqaATUTiIs2ZHGo6opb+IiIiItHRXZSIxEWwrb/H61P9moiIiEiU4tklst+qra2lqqoKt9ud6Kn0KTk5OWzYsCHR0+iXgtfW6XRSXFxMdnZ2oqdEmvPYxtmqXxMRERGJjgK2CNXW1lJZWcmQIUNIS0vDGN2Ihquuro6srKxET6NfqqurIzMzk6amJvbt2weQ8KAtrU2XyGTtwSYiIiISFS2JjFBVVRVDhgwhPT1dwZr0KsYY0tPTGTJkCFVVVYmeDq42+7A5VMMmIiIiEhXdRUXI7XaTlpaW6GmIdCstLa1XLNdNczpo9fho9fi0JFJEREQkSgrYoqDMmvRmveXPZ3qKA4D6Zo+WRIqIiIhESQGbiMRFmjMQsLV4lGETERERiZICNhGJC1cgYKtrdqutv4iIiEiUFLBJzNx7770sWbKk0/Ebb7yRkSNH9vyEYsQYw7333hv6/t5772237LCmpoZ7772XVatWJWB2vVdaSjBg82jjbBEREZEo6S5KYua+++7rMmD77ne/y5/+9KcEzCg+brnlFpYtWxb6vqamhvvuu08BWwfBJZF1LaphExEREYmW9mGTuBs9ejTg3yusPxg6dChDhw6N63t4vV6stSQn992/oqEatmYPg3NcCZ6NiIiISN+kDNsAt3XrVm644QZGjRpFWloaZWVlfP3rX+fIkSOdxr711ltceOGF5OTkkJGRwWmnncavfvUr4Fhnwvvvvx9jTLtlhG2XRLa0tJCfn8/tt9/e6fwLFy7EGMPq1avbveecOXPIysoiIyODuXPn8sknn0T8OcM5j9frZf78+ZSWlpKens7s2bNZt25dp3O1XRK5c+dORo0aBcCtt94a+uxPPfUUANZaHnnkEcaPH09KSgqlpaV84xvfoLa2tt05jTHcfffd/OAHP2DUqFGkpKTw8ccfU19fz2233cbw4cNJTU2luLiYCy64gI0bN0Z8DXpacElkk9urGjYRERGRKClgG+D279/PsGHDePTRR/n73//O9773PRYvXsyll17abtyLL77InDlzaG1t5YknnuDFF1/kpptuYteuXQChJYI33ngjy5YtY9myZdxyyy2d3i81NZVrrrmG5557Dq/X2+65BQsWMHnyZKZOnQrAK6+8wpw5c8jMzOSZZ57h2Wefpa6ujnPOOYc9e/aE/RnDPc+9997LAw88wHXXXcef//xnLrroIj7zmc8c99ylpaUsWrQIgG9/+9uhz37ZZZcBcPfdd3P77bdz4YUX8tJLL3HnnXfy1FNPcdlll+Hz+dqd66mnnuKVV17hoYce4pVXXmHw4MF861vfYuHChdxzzz28/vrrPPHEE0yZMoWampqwP3+iBAM2gGSHftSIiIiIRKPvrrfqZe57aR3r99eeeGAcTRyczT2XT4roNeeeey7nnntu6PuZM2cyZswYzjnnHFavXs3UqVOx1vLNb36TKVOm8Oabb5IUaCBxwQUXhF43ffp0AIYMGRL6ujs33HADTzzxBG+88QZz584F4ODBg/ztb3/j/vvvD4375je/yac//WlefPHF0LHzzjuPsrIyfvzjH/Poo4+G9RnDOc+RI0d45JFHmDdyGMDPAAAUkElEQVRvHg899BAAF110EQ6Hg7vuuqvbc6empoYCzLKysnaf/fDhw/z4xz/my1/+Mj/96U8BmDt3LkVFRdxwww28/PLL7QJCay2vvfZau43Zly1bxnXXXcfNN98cOvbZz342rM+daMElkYDa+ouIiIhESb/2HuBaW1t54IEHmDBhAmlpaTidTs455xwANm3aFHrctWsXt9xySyhYOxmzZs1i9OjRLFiwIHTs+eefx+fzcd111wGwZcsWtm3bxnXXXYfH4wn9l56ezowZM3j77bfDeq9wz/Pxxx/T0NDANddc0+71X/jCF6L+nMuXL6e1tZXrr7++0zmTk5N566232h2/+OKL2wVrAGeeeSZPPfUUDzzwACtXruyUlezN2gZsWhIpIiIiEh1l2GIk0sxWb/Htb3+bn/zkJ3zve99j5syZZGVlsXfvXq666iqam5sBOHToEEBMG21cf/31PPTQQzQ0NJCRkcGCBQs4//zzGTJkCABVVVUA3Hzzze2yS0HDhw8P633CPc+BAwcAKCkpafd8x+8jcfjwYcC/bLKt5ORkCgoKQs8HdRwH8JOf/IRBgwbx61//mrvvvpv8/Hy+9KUvcf/995Oenh713HqCq82SSKeWRIqIiIhERQHbAPf888/zpS99ifnz54eO1dfXtxtTWFgIwL59+2L2vjfccAP33XcfixYt4uyzz+aDDz7g6aefDj1fUFAAwIMPPthu6WVQSkpKWO8T7nmCwVJlZSWTJh0LvisrK8P8RJ3l5+cDUFFR0e6cHo+HQ4cOhZ4Paru3W1BmZiYPPvggDz74ILt27eKPf/wjd911FykpKfzwhz+Mem49QRk2ERERkZOngG2Aa2xsxOl0tjv2m9/8pt3348aNY+TIkTz55JPMmzevy8AC/MFPU1NTWO87evRoZs6cyYIFC9i8eTMZGRlcddVVoefHjx/PyJEjWbdu3XFryE4k3POceuqpZGRksHDhQs4///zQ8eeff/6E75GamgrQ6bNPnz6dlJQUnn/+eebMmRM6/vvf/x6Px8Ps2bMj+iwjRozgjjvu4He/+11UnTJ7mtORhNNhcHutathEREREoqSAbYC7+OKLefrppznllFMYM2YMixYt4r333ms3xhjDo48+ylVXXfX/27v7KKnq+47j7y/uKsiDwvKgqCiNrZHEY0zkHLc1khCPWJBFWyK1CGi0aiQeY22sim3XRMTUVGPQY8PhWFAramhyIkEtmopoDQZto4Ss1rRRw5OPaHhS0Hz7x+8OjsMs7M7und+9dz+vc+bMzp3f3Pu7nzN773zvI2PHjuWiiy5iyJAhtLW18frrr3PttdcCMGrUKJYuXcqpp57KwIEDGT58OMOHD2932tOmTWPmzJmsXr2aM844g379+n1smrfddhuTJk1ix44dnHnmmQwePJjXXnuNp556ihEjRlS9NUCljo7nwAMP5LLLLmP27Nn079+fU045hVWrVu26bcGeDBs2jKamJu69995dhd/IkSNpamri8ssvZ86cOfTt25fx48fT1tbGNddcw4knnrjrSpJ70tzcTEtLC8cccwz9+vXj8ccf57nnnmPGjBl7/WwW9G7ch50ffqA9bCIiIiI10oklPdzcuXNpaWlh1qxZTJkyhc2bN7No0aLd2k2aNIlHHnkECOeDtbS0MG/evF33VwO49dZb6du3LxMnTmT06NHMmzdvj9OeMmUKDQ0NbNy4kWnTpu32/vjx41mxYgVbt27l/PPPZ9y4cVxxxRVs3LiR5ubmDs9jR8fT2trK1VdfzV133UVLSwvLli1jyZIlex1/r169mD9/Pps2beLkk09m9OjRuz43e/ZsbrrpJh566CFOO+00brjhBqZPn87SpUs7dAGXk046ifvvv5+pU6cyYcIEFi9ezM0338yll17a4fmPqXRYpM5hExEREamNuXvsPmTKUUcd5aWrI1bT1tbG0UcfXcceFcfmzZvp379/7G4UUmW2WfmejrnxMV55axuTP3co3/nysbG7U5Ply5d3+vBV2Tvlmh5lmx5lmx5lmx5lmw4ze9bdj6/HtLTZW0RSU9rDpnPYRERERGqjc9gkt9x9r/cla2jQVzymPsml/Rv2UcEmIiIiUgvtYZPcWrhwIY2NjXt8SFwf7WHTokZERESkFtr9ILk1ceJEVq1aFbsbsgelgk1XiRQRERGpjQo2ya2mpqZdN8aWbOq9r85hExEREekKHackIqnZdUikzmETERERqYkKthroVgiSZVn6fn50SKQWNSIiIiK10K+oTmpsbGT79u2xuyHSru3bt2fmgiv765BIERERkS5RwdZJQ4cOZd26dWzbti1TezJE3J1t27axbt06hg4dGrs7APTWIZEiIiIiXaKLjnTSgAEDAFi/fj07d+6M3Jt8ee+99+jdu3fsbhRSKdvGxkaGDRu263saWx/tYRMRERHpEhVsNRgwYEBmfhDnyfLlyznuuONid6OQspqtzmETERER6Rr9ihKR1JQKtkYdEikiIiJSExVsIpKa0n3YdONsERERkdqoYBOR1OzfqHPYRERERLpCBZuIpKbPvjqHTURERKQr9CtKRFLTW+ewiYiIiHSJCjYRSU3f/UoFmxY1IiIiIrUw3fz548xsO7Amdj864QDg3did6KARwKuxO9FBecoVlG2alG068pQrKNs0Kdt05ClXULZpUrbp+JS796nHhFSwVTCzN9x9SOx+dJSZzXP3C2L3oyPylG2ecgVlmyZlm4485QrKNk3KNh15yhWUbZqUbTrqmauOU9rdO7E70ElLYnegE/KUbZ5yBWWbJmWbjjzlCso2Tco2HXnKFZRtmpRtOuqWqwq23eVlNywA7p6nL3Zuss1ZrqBs06Rs05GbXEHZpknZpiNnuYKyTZOyTUfdclXBtrt5sTtQYMo2Pco2Pco2Hco1Pco2Pco2Pco2Pco2HXXLVeewiYiIiIiIZJT2sImIiIiIiGSUCjYREREREZGMKkTBZmaTzezfzOwVM9tuZi+a2Rwz61/RbqCZzTezN81sq5k9ambHVBlfbzO70cw2JOP7mZmdVKXdX5vZkqSdm1lrirMZRYxszay/md1vZr9OxvWOmf3czM5Oe37rKeL39uXk+1r5OD3N+a2XSN/Zc9rJtPQ4KO35roeI39nBZnaHmb2RtHvazMalOa/1lkK215vZMjN7K/kOntPOdGeUTdfNbEE6cxhPxGz/xczazOx3ZrbFzJ4zs0vMbJ+UZrXuIma7vJ1l7ddTmtW6ipGrmX2hnUxLjxNSnOW6ifid3d/MbjazdWb2vpmtNrOpHe64u+f+AawE7gemAmOArxMutbkS6JW0MeBJYC1wFnAq8DjwJnBoxfj+Nfn8XwFfAn4IbAc+U9GuDXgauB1woDV2FkXIFmgC7gHOS9qMBxYmGV8WO5M8Z5u0exl4GDih4jEwdiZ5zRUYUiXP5mR8P4+dSc6z3Q94HlgPnAv8KbAY2Al8IXYmGc52M/AEHy07z2lnuo8AvwDmE654tiB2FgXK9l7gYmAccArwT8DvgVtiZ1KAbJcDz7H7cveg2JnkNVdgQJU8TwDWABuAfWLnktdsk3YPJ8vYS5LlwT8n7c/uUL9jB9dN4Q+pMmx6EsTY5PWk5PUXy9ocALwNfK9s2LFJu3PLhjUALwIPVEyjV9n7RS3YomTbTl9+BqyOnUnesyUUbHfHnv+i5Vplmp9PPjszdiZ5zhY4O2n3hbJhRijiilQMd1u2yfDS+ulI9vwjolfZ32spZsEWJdt2+rII2Bw7k7xnSyjYnow9/0XLtco0DydsZLgxdiZ5zhY4sdp7wE8IGyP3WgwX4pBId3+jyuBVyfMhyXMLsN7dHyv73LuEG/RNKvtcC2HL7X1l7T4gbCkbZ2b7lQ3/fbfMQIbFyrYdbwEfdGoGMixj2RZGhnKdAewg/EArhEjZngBsd/flZe0cWAaMNrNDKIBuzrbD6yetx9LLth1aj5FatoWRoVynETaQLazx85kTKdvS4aQPVQx/GDi47P12FaJga8eY5Lktef4U8Msq7dYAI8ysX1m737j7tirt9iVU0D1dXbK1oMHMmszsAsJhJTd3xwxkWL2+txPNbFtyHPVKK8j5a3tQ1+WBmfUBvgz8xN3f7krHcyDtbD8kFHaV3k+eP11Lp3Oi1mxl7+qSbdl67EAz+3PChpybahlXjtTre3ucmb1rZjvN7HkzO6/G8eRFjOXBdOC/3L3adIok7Ww/TJ53VAzv8HqskAVbssX1m8Cj7v5MMngQsKlK89KPqYEdbDeou/qZR3XOdibhh9qbwK3Ape5+Z41dz7w6ZruEcAz1OMIx3O8BP7KCXdSlJNLy4HTC+QCF2SpZTZ2yfREYYGZHV7RrrmhXKF3MVvagztlOIKzHNgE/AOa6+7dqHFfm1THbFYRzj1qAycBLwHwzu6aGcWVejOWBmTUDf4jWY+VqzfbF5LlyT1qH12MNnZxg5iVV748JhxycG7k7hRIh2/sIJ4EOJiyU55rZh+7+/TpMu67qma27X1Ix7R8Rcp4D3J3mtOst4vJgBvA68GAdp1lXdcz2HuBaYGGyBX0DcAFQuppk4Q6h0nosPRGyfQIYTTj/5UvA35iZu/usOky7ruq8Hvv7ikE/TtZls8zsu+6+Jc3p11Pk9dhOwjK4kOqY7TLC3rvvmdl04AXgzwgXNIEOrMcKtYctOQxpCfAHwDh3X1v29iaqV8SDyt7vSLuiH95UVYxs3f0Nd3/G3R9294uBu4DvmFljjbORSbG/t+7+IWHL76FmdnAnup5psXJNMjwZuCc5J6tw6pmtu79DWLENJlxo5A3gK0Br0m5DTTORUd2UrVQRI1t3fzdZj/3U3a8GrgeuLMq5lyUZ+d4uAnoDu116Pa9i5ZqcQ3wmsNTd36x1PFlWz2yT3wKTga3AU4T122zgqqTJXtdjhSnYkh/xi4HjgfHuvrqiyRrCMamVRgGvlm2NWQOMNLP9q7TbAfy6+3qdDxnK9hmgHzCsE93PtAxlW+IdbJdpkXM9G9iHgh5GEiNbd38C+ATwR8DRyfNOwi0Anu3SDGVIN2YrFTKU7TOE314ju2l80WUo2xKtx7qeawuhYNF67ONqztbdf+XunyH8738aOIyPCrX/3NvnC1GwmVkvwv18xgKnu/vKKs0eAA4xszFlnxsATEzeK1kCNBIuGFBq1wBMAZa5+/v0IBnLdgywhXCoWe5lJduydq+6+8ba5ygbMpDrdOB5d/9FV+cla2Jm68FL7v4CsD/h3m13ufvWbpm5yLo5WymTsWzHEAqK/+vGcUaTsWynEjbiVP74zp0M5DqDcP2ApV0cT+bEztbdX3b3NcnLrxHWd/+7t88V5Ry22wgr/dnAVvv43djXJrs5HyDcx+tuM/sGYXfmVYTLlf5jqbG7/7eZ3Qd8N6nAfwN8lVARf+yO5GZ2PHAEHxW+o8xscvL3g1WufpZHdc/WzC4knJj5KOG+QE2EXfOTgSvdvfIqO3kVI9uzCJekfRD4LWFv5Uzgs3x0LHXeRVkeAJjZZwlbzi5PY8YyINaydg5hT9qbhKtHfoOwh+0qiqPbsgVIfmgMAQ5KBh1vZlsA3H1xWbtRhK3GAH2Aw8vWY4+3cwnsvKl7tmY2gXBOzBLgVaA/4abvFwDfd/f1KcxnDDGy/TxwJfBDwn1FDyAUGC2E3whF2IgTZXmQtB1KuCjZ7e5e7Qq9eRdrWXsV8ArhvmsjCL+9RgB/0qFeewZuYtfVB+Ef1tt5tJa1GwTcQTh2dBvwU+DYKuPrQ7js7kbCFfSepuymrWXtFuxhukfEziWv2QJ/TCgoNhAuebqOULxNiJ1HAbI9AfgP4DXCD953kmzHxc4jz7mWtb0lyXVY7ByKlG0yrrWEQyXXAnOBQbHzyHi2y9sbX0W71j1Mt+r3PG+PGNkCnyQUFL8lrMdeA54kbIzoleb89oBsjyTcz2pdku0WwnlBZ8XOI8+5lrW9LHnvc7FzKFK2wHWEDZOl5cFC4LCO9tuSkYiIiIiIiEjGFOIcNhERERERkSJSwSYiIiIiIpJRKthEREREREQySgWbiIiIiIhIRqlgExERERERySgVbCIiIiIiIhmlgk1ERKSbmFmrmY2tMnyBma2N0ScREck3FWwiIiLd5x+A3Qo2ERGRWqlgExERERERySgVbCIikmvJYYhuZp80s383s61m9qqZnZu8P83MXjCzLWb2mJl9ouyzjWZ2nZm9bGY7kufrzKyxrM0RyfgvNLNvmtkGM3vHzJaY2aFl7Tz5c1bS3s2staKvx5nZE2a2zcxeMrOL0k1HRETyTgWbiIgUxQ+ApcDpwLPAHWZ2PfBV4ErgXOAo4J6yzyxM3rsTOA1YAPxtMrzSVcCRwFeAS4Fm4O6y95uT5wXJ383A/LL3ByTTvhuYBKwCbjezL9YwryIi0kM0xO6AiIhIN7nR3e8EMLNngInAhcBId/9dMvxg4BYzOxzoD5wFXOvurck4lpnZB8C3zOwGd3++bPwvu/tfll6Y2RDgRjMb7u7r3X2lmQGsc/eVVfrXH7jY3R9LPr8CGJf04bFuykBERApGe9hERKQoHir94e6bgNeBlaViLfFC8nwYcFLyd/lesvLXYyqGP1jxenXyPKKD/dtWKtaSPr4P/E8nPi8iIj2QCjYRESmKTRWvd7QzDKA3MCj5e0NFm43J86CK4W9XvH6/bFy19K80jo5+XkREeiAVbCIi0lOVCrCDKoYfVPG+iIhINCrYRESkp1qRPP9FxfCpyfPyGsa5A+hTa4dEREQq6aIjIiLSI7n7L81sEdBqZg3AU4QrO/4dsMjdV+9xBNX9CphgZg8TDoFc7+7ru63TIiLS42gPm4iI9GTnAN8mXKr/QeC85PWMGsf3NWArsIRw2f4Lut5FERHpyczd995KRERERERE6k572ERERERERDJKBZuIiIiIiEhGqWATERERERHJKBVsIiIiIiIiGaWCTUREREREJKNUsImIiIiIiGSUCjYREREREZGMUsEmIiIiIiKSUf8PWbQk1F+mGxsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae_all_ns - emo_ae_all_ns)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overall edit counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only about 0.1% of rows differ in their overall edit count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 602,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0011703148602770631"
      ]
     },
     "execution_count": 602,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_edits = matched_rows.query(\"emo_edits != emn_edits\")\n",
    "len(differing_edits) / rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "About 63% of these rows show more edits in `editor_month_new`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 613,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6343513589240684"
      ]
     },
     "execution_count": 613,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(differing_edits.query(\"emn_edits > emo_edits\")) / len(differing_edits)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The extra edits in `editor_month_new` all seem to be due to imported revisions: for example, where a user was credited with imported revisions *in addition* to making regular revisions during that month, or had some revisions imported before the row in `editor_month_official` was generated, and others imported between that time and now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 610,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "emo_wiki\n",
       "dewiki           3595\n",
       "commonswiki       591\n",
       "wikidatawiki      392\n",
       "simplewiki        306\n",
       "enwiki            109\n",
       "mlwiki             88\n",
       "euwiki             49\n",
       "metawiki           45\n",
       "ruwikinews         44\n",
       "bhwiki             42\n",
       "dewikivoyage       40\n",
       "enwikiversity      36\n",
       "tewiki             35\n",
       "guwiki             34\n",
       "knwiki             32\n",
       "zhwikiversity      32\n",
       "enwikibooks        31\n",
       "zhwikivoyage       30\n",
       "hiwiki             30\n",
       "maiwiki            30\n",
       "Name: emo_wiki, dtype: int64"
      ]
     },
     "execution_count": 610,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_edits.query(\n",
    "    \"emn_edits > emo_edits\"\n",
    ").groupby(\"emo_wiki\")[\"emo_wiki\"].count().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 618,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_local_user_id</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emo_edits</th>\n",
       "      <th>emn_edits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5991535</th>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>2147799</td>\n",
       "      <td>Jc86035</td>\n",
       "      <td>204</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8765335</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>303675</td>\n",
       "      <td>ScAvenger</td>\n",
       "      <td>62</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7131284</th>\n",
       "      <td>2018-12-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>194176</td>\n",
       "      <td>Jack1956</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7841818</th>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>25194</td>\n",
       "      <td>25265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4517943</th>\n",
       "      <td>2018-12-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>2567522</td>\n",
       "      <td>淺藍雪</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3703070</th>\n",
       "      <td>2018-06-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>238375</td>\n",
       "      <td>Whpq</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7021763</th>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>6701990</td>\n",
       "      <td>AmericanAir88</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7484792</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>1047183</td>\n",
       "      <td>FrescoBot</td>\n",
       "      <td>48140</td>\n",
       "      <td>48141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3296041</th>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>4832121</td>\n",
       "      <td>В. Николов</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8685194</th>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>commonswiki</td>\n",
       "      <td>6231175</td>\n",
       "      <td>JJMC89 bot</td>\n",
       "      <td>11448</td>\n",
       "      <td>11451</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         emo_month     emo_wiki  emo_local_user_id  emo_user_name  emo_edits  \\\n",
       "5991535 2017-06-01  commonswiki            2147799        Jc86035        204   \n",
       "8765335 2017-12-01  commonswiki             303675      ScAvenger         62   \n",
       "7131284 2018-12-01  commonswiki             194176       Jack1956          4   \n",
       "7841818 2017-02-01  commonswiki                  0                     25194   \n",
       "4517943 2018-12-01  commonswiki            2567522            淺藍雪         26   \n",
       "3703070 2018-06-01  commonswiki             238375           Whpq         50   \n",
       "7021763 2018-08-01  commonswiki            6701990  AmericanAir88         34   \n",
       "7484792 2018-01-01  commonswiki            1047183      FrescoBot      48140   \n",
       "3296041 2017-03-01  commonswiki            4832121     В. Николов          8   \n",
       "8685194 2017-09-01  commonswiki            6231175     JJMC89 bot      11448   \n",
       "\n",
       "         emn_edits  \n",
       "5991535        205  \n",
       "8765335         64  \n",
       "7131284          9  \n",
       "7841818      25265  \n",
       "4517943         27  \n",
       "3703070         53  \n",
       "7021763         36  \n",
       "7484792      48141  \n",
       "3296041          9  \n",
       "8685194      11451  "
      ]
     },
     "execution_count": 618,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_edits.query(\n",
    "    \"(emn_edits > emo_edits) & (emo_wiki == 'commonswiki')\"\n",
    ").sample(10)[\n",
    "    [\"emo_month\", \"emo_wiki\", \"emo_local_user_id\", \"emo_user_name\", \"emo_edits\", \"emn_edits\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The extra edits in `editor_month_official` all seem to be due to revision deletion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 619,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "emo_wiki\n",
       "enwiki          1386\n",
       "jawiki           193\n",
       "commonswiki      156\n",
       "enwikivoyage     141\n",
       "enwiktionary     123\n",
       "ruwiki           106\n",
       "fawiki            95\n",
       "zhwiki            94\n",
       "plwiki            83\n",
       "svwiki            76\n",
       "idwiki            67\n",
       "ukwiki            64\n",
       "wikidatawiki      59\n",
       "eswiki            57\n",
       "itwiki            56\n",
       "ptwiki            52\n",
       "arwiki            52\n",
       "metawiki          50\n",
       "frwiki            47\n",
       "simplewiki        44\n",
       "Name: emo_wiki, dtype: int64"
      ]
     },
     "execution_count": 619,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_edits.query(\n",
    "    \"emo_edits > emn_edits\"\n",
    ").groupby(\"emo_wiki\")[\"emo_wiki\"].count().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 621,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_local_user_id</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emo_edits</th>\n",
       "      <th>emn_edits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2807810</th>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>5724179</td>\n",
       "      <td>Legacypac</td>\n",
       "      <td>11003</td>\n",
       "      <td>11002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6245378</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>enwiktionary</td>\n",
       "      <td>3363551</td>\n",
       "      <td>उक़ाब</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4223344</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>19835299</td>\n",
       "      <td>Flickerd</td>\n",
       "      <td>3211</td>\n",
       "      <td>3210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5894693</th>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>eswiki</td>\n",
       "      <td>4506595</td>\n",
       "      <td>Ingrid Gomez perra</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6003174</th>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>31329968</td>\n",
       "      <td>Christine Kremer</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2594051</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>31048090</td>\n",
       "      <td>Aryan351</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8787577</th>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>simplewiki</td>\n",
       "      <td>669017</td>\n",
       "      <td>Subhash kumarmb</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6644142</th>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>bgwiki</td>\n",
       "      <td>215747</td>\n",
       "      <td>Димчо Дебелянов</td>\n",
       "      <td>41</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7554694</th>\n",
       "      <td>2018-03-01</td>\n",
       "      <td>enwiktionary</td>\n",
       "      <td>3340005</td>\n",
       "      <td>WAND124432</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3032527</th>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>enwiki</td>\n",
       "      <td>33694841</td>\n",
       "      <td>VinnyGormund</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         emo_month      emo_wiki  emo_local_user_id       emo_user_name  \\\n",
       "2807810 2017-09-01        enwiki            5724179           Legacypac   \n",
       "6245378 2018-03-01  enwiktionary            3363551               उक़ाब   \n",
       "4223344 2018-01-01        enwiki           19835299            Flickerd   \n",
       "5894693 2017-02-01        eswiki            4506595  Ingrid Gomez perra   \n",
       "6003174 2017-06-01        enwiki           31329968    Christine Kremer   \n",
       "2594051 2019-01-01        enwiki           31048090            Aryan351   \n",
       "8787577 2017-12-01    simplewiki             669017     Subhash kumarmb   \n",
       "6644142 2017-06-01        bgwiki             215747     Димчо Дебелянов   \n",
       "7554694 2018-03-01  enwiktionary            3340005          WAND124432   \n",
       "3032527 2018-05-01        enwiki           33694841        VinnyGormund   \n",
       "\n",
       "         emo_edits  emn_edits  \n",
       "2807810      11003      11002  \n",
       "6245378          2          1  \n",
       "4223344       3211       3210  \n",
       "5894693         11          4  \n",
       "6003174          3          2  \n",
       "2594051         12         11  \n",
       "8787577          2          1  \n",
       "6644142         41         29  \n",
       "7554694          8          5  \n",
       "3032527          7          6  "
      ]
     },
     "execution_count": 621,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_edits.query(\n",
    "    \"(emo_edits > emn_edits) & (emo_local_user_id != 0)\"\n",
    ").sample(10)[\n",
    "    [\"emo_month\", \"emo_wiki\", \"emo_local_user_id\", \"emo_user_name\", \"emo_edits\", \"emn_edits\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This doesn't make a significant impact on the discrepancy; overall, while revision importing and deletion add an unfortunate instability to our metrics, the impact is not big enough for serious concern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_equal_edits_sql = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast({table_abbrev}.month as date) as month,\n",
    "        {table_abbrev}.user_name,\n",
    "        greatest(sum({table_abbrev}.edits), sum({other_table_abbrev}.edits)) as edits,\n",
    "        max({table_abbrev}.bot_flag) as bot_flag\n",
    "    from neilpquinn.{table} {table_abbrev}\n",
    "    inner join neilpquinn.{other_table} {other_table_abbrev}\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where \n",
    "        {table_abbrev}.local_user_id != 0\n",
    "    group by {table_abbrev}.month, {table_abbrev}.user_name\n",
    ") global_edits\n",
    "where\n",
    "    edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_equal_edits_sql = ae_equal_edits_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    table_abbrev=\"emo\",\n",
    "    other_table=\"editor_month_new\",\n",
    "    other_table_abbrev=\"emn\"\n",
    ")\n",
    "\n",
    "emn_ae_equal_edits_sql = ae_equal_edits_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    table_abbrev=\"emn\",\n",
    "    other_table=\"editor_month_official\",\n",
    "    other_table_abbrev=\"emo\"\n",
    ")\n",
    "\n",
    "emo_ae_equal_edits = hive.run(emo_ae_equal_edits_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")\n",
    "emn_ae_equal_edits = hive.run(emn_ae_equal_edits_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 623,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae_equal_edits - emo_ae_equal_edits)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at differing user names, filtering out the rows representing anonymous editors because `editor_month_official` gives the user name as an empty string, where `editor_month_new` gives it as null."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 642,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.7%'"
      ]
     },
     "execution_count": 642,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_names = matched_rows.query(\"emn_user_name != emo_user_name & emo_local_user_id !=0\")\n",
    "\n",
    "pct_str(len(differing_names) / len(matched_rows))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are all cases where the user was renamed after the `editor_month_official` row was generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 643,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emn_user_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1082445</th>\n",
       "      <td>kowiki</td>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>자성</td>\n",
       "      <td>GustavHerbert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350162</th>\n",
       "      <td>zhwiki</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>萌得不能再萌</td>\n",
       "      <td>CopperSulfate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2053455</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2017-05-01</td>\n",
       "      <td>Elshadk</td>\n",
       "      <td>ElshadK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383106</th>\n",
       "      <td>itwiki</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>Ikcir</td>\n",
       "      <td>Blueberry72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2775609</th>\n",
       "      <td>zhwiki</td>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>胡蘿蔔</td>\n",
       "      <td>胡葡萄</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3345446</th>\n",
       "      <td>pawiktionary</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>Stalinjeet</td>\n",
       "      <td>Stalinjeet Brar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6608054</th>\n",
       "      <td>itwiki</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>Lioce94</td>\n",
       "      <td>FranZ94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7379680</th>\n",
       "      <td>dawiki</td>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>ChristianGiersing</td>\n",
       "      <td>Christian Giersing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7082519</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>Wq639</td>\n",
       "      <td>WQ-63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7637346</th>\n",
       "      <td>enwikiquote</td>\n",
       "      <td>2018-06-01</td>\n",
       "      <td>TmY e12</td>\n",
       "      <td>ToprakM</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             emo_wiki  emo_month      emo_user_name       emn_user_name\n",
       "1082445        kowiki 2018-05-01                 자성       GustavHerbert\n",
       "3350162        zhwiki 2017-04-01             萌得不能再萌       CopperSulfate\n",
       "2053455        enwiki 2017-05-01            Elshadk             ElshadK\n",
       "1383106        itwiki 2017-04-01              Ikcir         Blueberry72\n",
       "2775609        zhwiki 2017-07-01                胡蘿蔔                 胡葡萄\n",
       "3345446  pawiktionary 2017-04-01         Stalinjeet     Stalinjeet Brar\n",
       "6608054        itwiki 2017-04-01            Lioce94             FranZ94\n",
       "7379680        dawiki 2017-09-01  ChristianGiersing  Christian Giersing\n",
       "7082519        enwiki 2018-10-01              Wq639               WQ-63\n",
       "7637346   enwikiquote 2018-06-01            TmY e12             ToprakM"
      ]
     },
     "execution_count": 643,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_names.sample(10)[\n",
    "    [\"emo_wiki\", \"emo_month\", \"emo_user_name\", \"emn_user_name\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rerunning the active editor numbers, grouping in both cases by the user name in `editor_month_new`, it has a significant effect on the discrepancy (although not as significant as the content edits issues)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_new_names_sql = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast({table_abbrev}.month as date) as month,\n",
    "        emn.user_name,\n",
    "        greatest(sum({table_abbrev}.edits), sum({other_table_abbrev}.edits)) as edits,\n",
    "        max({table_abbrev}.bot_flag) as bot_flag\n",
    "    from neilpquinn.{table} {table_abbrev}\n",
    "    inner join neilpquinn.{other_table} {other_table_abbrev}\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where \n",
    "        {table_abbrev}.local_user_id != 0\n",
    "    group by {table_abbrev}.month, emn.user_name\n",
    ") global_edits\n",
    "where\n",
    "    edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_new_names_sql = ae_new_names_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    table_abbrev=\"emo\",\n",
    "    other_table=\"editor_month_new\",\n",
    "    other_table_abbrev=\"emn\"\n",
    ")\n",
    "\n",
    "emn_ae_new_names_sql = ae_new_names_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    table_abbrev=\"emn\",\n",
    "    other_table=\"editor_month_official\",\n",
    "    other_table_abbrev=\"emo\"\n",
    ")\n",
    "\n",
    "emo_ae_new_names = hive.run(emo_ae_new_names_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")\n",
    "emn_ae_new_names = hive.run(emn_ae_new_names_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 646,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae_new_names - emo_ae_new_names)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only the `editor_month_official` active editors number would have changed, since we were already grouping `editor_month_new` by its own `user_name` column. But it looks like very little of that change happened in the past two years (the range covered by the above `differing_names` dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 661,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5b27f34518>"
      ]
     },
     "execution_count": 661,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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88MIL3H///Vx//fVBv//uZqyN3V+kxowZYxsq00hk5efnh7w8LJ3rqfN668treeqjbwC44z/GM//4Yd08otD11LmNBZrb6NHcRo/mNjI2btzIUUcd1fh1RUUFaWlp3Tii2KW5DV/L79OWjDGfWmuP7YqxaOVLRDrl9tSTFOcEwOdTzpeIiIhIOJTzJSKdqvH4SE10UePx4dW2QxERkR7HWtvpuVcul371725a+RKRTrnrfKQl+H9gK+dLRESk53nyySeJi4vr8J90P4W/ItKpGo+PtET/jwutfImIiPQ8559/PitXruzuYUgnFHyJSKfcgW2HoFLzIiIiPVFWVlbjIcrSc2nboYh0qsZTT1KcC2N0yLKIiIhIuBR8iUin3B4fSfFOXA6jbYciItJMLB9bJL1fT/v+VPAlIp2qqfORFOfA5XAo+BIRkUZxcXHU1NR09zBE2lVTU9Ojio0o+BKRTrm9PpLiAitfyvkSEZGAnJwcdu/eTXV1dY9bYZDDm7WW6upqdu/eTU5OTncPp5EKbohIp2rqfCTGOXE6jXK+RESkUXp6OgB79uzB4/HgdrtJTEzs5lHFJs1t6OLi4ujfv3/j92lPoOBLRDpUX2+p9daTGFj58mjboYiINJGent74y21+fj5HH310N48oNmluY4O2HYpIh9xeH0Cg4IYDn7YdioiIiIRFwZeIdMjt8W8zTIpz4lS1QxEREZGwKfgSkQ7VePwrX4lxDlzK+RIREREJm4IvEelQTV1D8OVf+VLOl4iIiEh4FHyJSIfcgZWvpDgnccr5EhEREQmbgi8R6VDDtsOkeOV8iYiIiBwKBV8i0qGmK1/K+RIREREJn4IvEelQ05wvl1a+RERERMKm4EtEOnSw2qH/nC+vcr5EREREwqLgS0Q65G6R8+XTypeIiIhIWBR8iUiHmh6y7HIavMr5EhEREQmLgi8R6VCzQ5aV8yUiIiISNgVfItKhxoIbLidO5XyJiIiIhE3Bl4h0yO3xkeBy4HAYXMr5EhEREQmbgi8R6ZDb4yMp3gmAUzlfIiIiImFT8CUiHarx+Eh0+YOvOOV8iYiIiIRNwZeIdKjGU39w5Us5XyIiIiJhU/AlIh2qqfORGOcPvpTzJSIiIhI+BV8i0qFar4+kOP+PCn/Ol4IvERERkXAo+BKRDtXUHSy44c/5UsENERERkXAo+BKRDjUtuOF0OPAp50tEREQkLAq+RKRDNR4fiYGVL5e2HYqIiIiETcGXiHSo1lNPUlzDype2HYqIiIiES8GXiHSoxuNrDL50zpeIiIhI+IIKvowxucaYB40xK4wx1cYYa4wZ3ka7RGPMvcaYAmNMTaD9jDbaOYwxNxtjthtj3MaYNcaYi9p59jXGmC+NMbXGmE3GmB+G+iZFJHz+UvOBaocOB9ZCvQIwERERkZAFu/I1CrgYKAX+3UG7x4BrgNuA84AC4E1jzOQW7e4AFgAPAWcDHwHPG2POadrIGHMNsAj4OzAbeB542BhzXZDjFpFDYK1ttvLlchoArX6JiIiIhMEVZLv3rbX9AYwxVwNntWxgjJkEfBe4ylr7eODaMmA98DtgTuBaDvBfwD3W2vsCL3/PGDMKuAf4R6CdC1gILLbW3tKk3SDgDmPMo9ZaT6hvWESCV+v153c1FNxwOhqCr3ritWtZREREJCRB/fZkrQ0mw34O4AGebfI6L7AEmGWMSQhcngXEA0+1eP1TwARjTF7g6+lAdhvtFgNZwEnBjF1Ewuf2+AAOrnw5tPIlIiIiEq5I/ul6HLDNWlvd4vp6/MHWqCbtaoEtbbQDGNukHcC6TtqJSJTUBIKvxBbBl876EhEREQldJIOvTPw5YS2VNLnf8PGAtbblb29ttaONPlu2E5EoqalrvvLldPp/ZGjlS0RERCR0weZ89RrGmGuBawGys7PJz8/v3gHFqMrKSs1tFPS0ed1R7g++tn61kfyyzWzd6U+z/PeHH5KZ2Ltyvnra3MYSzW30aG6jR3MbHZrX6NHcxoZIBl+lwLA2rjesUJU0aZdhjDEtVr/aagfQF3/VxPbaNWOtfQR4BGDMmDF25syZwY5fQpCfn4/mNvJ62rx+uqMUli/n2KMnccrobPau2gnrv+C4qcczJDO5u4cXkp42t7FEcxs9mtvo0dxGh+Y1ejS3sSGSf7peD+QZY1r+RjYWqONgjtd6IAEY2UY7gA1N2sHB3K/22olIlLQquBEoNe/TtkMRERGRkEUy+HoNiAO+3XAhUC7+EuAta21t4PIb+Ksizmvx+suAddbabYGvVwD72mlXAnwYwbGLSBsacr6aHrIMyvkSERERCUfQ2w6NMd8KfDol8PFsY8xeYK+1dpm1drUx5lngAWNMHLANuA7Io0kAZa0tNsb8CbjZGFMBfIY/QDuNwFlggXYeY8xv8B+qvBt4J9DmKuCn1tq68N6yiASrpt1S88GcPiEiIiIiTYWS8/V8i68fDnxcBswMfH4l/oOR7wQygDXAbGvtZy1eewtQCVwPDAA2ARdba19v2sha+xdjjAVuBH4BfAP8xFr7MCISde52Ss17VWpeREREJGRBB1/WWhNEmxrghsC/jtr58AdodwbR5yJgUZDDFJEIasz5ilfOl4iIiMih6l21okWkS7U8ZFk5XyIiIiLhU/AlIu2qqfPndiW6/D8q4hq3HSrnS0RERCRUCr5EpF1ur494pwOXs6HaobYdioiIiIRLwZeItKumztdYZh4O5nxp26GIiIhI6BR8iUi73B5fY74XHMz50sqXiIiISOgUfIlIu2o8vsZKh3Cw1LxHOV8iIiIiIVPwJSLtcnt8jQcsg0rNi4iIiBwKBV8i0q4aT32zbYeNhywr+BIREREJmYIvEWmXu675ytfBc7607VBEREQkVAq+RKRdNZ4W1Q4bz/nSypeIiIhIqBR8iUi73C0LbijnS0RERCRsCr5EpF01rUrNK+dLREREJFwKvkSkXa2qHTbkfKnUvIiIiEjIFHyJSLtq6pqvfDVsO9TKl4iIiEjoFHyJSJustbi99S1WvpTzJSIiIhIuBV8i0iaPz+Krt80KbijnS0RERCR8Cr5EpE01Hh9Ai0OWG3K+FHyJiIiIhErBl4i0yR0IvpJaVDs0Bnw6ZFlEREQkZAq+RKRNNXUNK1/Nf0y4HEbbDkVERETCoOBLRNq0t7IWgL4p8c2uOx1GBTdEREREwqDgS0TatKW4EoBR2anNrrscDjzK+RIREREJmYIvEWnTluJKEuMcDM5Ianbd5TTK+RIREREJg4IvEWnT1r2VjOiXiiNQXr6Bcr5EREREwqPgS0TatKW4kpE5qa2uK+dLREREJDwKvkSklZo6H7sP1LTK9wLlfImIiIiES8GXiLTy9b5KrIVRbax8KedLREREJDwKvkSklYZKhyNzUlrdcyrnS0RERCQsCr5EpJWte6twGMjr1zr4cinnS0RERCQsCr5EpJWtxZUMzUwmweVsdc+pnC8RERGRsCj4EpFWthRXMrKNYhsAccr5EhEREQmLgi8RacZXb9m2r6rNYhugnC8RERGRcCn4EpFmdpZUU+erb/OMLwgcsqxthyIiIiIhU/AlIs00VDrsaOVLBTdEREREQqfgS0Sa2bo3UGa+3ZwvB17lfImIiIiETMGXiDSzpbiS7LQE+iTFtXlfK18iIiIi4VHwJSLNbNlbyah2Vr3An/OlUvMiIiIioVPwJSKNrLVsLa5kZE7rw5UbuBwOrXyJiIiIhEHBl4g02ltZS7nb2+HKl9NplPMlIiIiEgYFXyLS6GClw7R227iU8yUiIiISFgVfItJo694qgA63HTqV8yUiIiISFgVfItJoa3ElqQkuBqQnttsmTjlfIiIiImFR8CUijbburWREdgrGmHbb+HO+FHyJiIiIhErBl4g0Kip3M6hPUodt/DlfKrghIiIiEioFXyLSqKSqjszU+A7bOB0Gr3K+REREREKm4EtEAKivt5RWe8hM7jj4inM6tO1QREREJAwKvkQEgAq3F1+9pW9K5ytfKrghIiIiEjoFXyICwP6qWgCyOgm+XA4dsiwiIiISDgVfIgJAaXUdQFArX/XWv01RRERERIKn4EtEACip8gAElfMFKO9LREREJEQKvkQEgJLAtsNgqh0CyvsSERERCVFEgy9jzInGmLeMMcXGmApjzGfGmKtatEk0xtxrjCkwxtQYY1YYY2a00ZfDGHOzMWa7McZtjFljjLkokuMVkYOCXflyBYIv5X2JiIiIhCZiwZcxZiLwDhAHXANcCKwEHjPGXNek6WOB+7cB5wEFwJvGmMkturwDWAA8BJwNfAQ8b4w5J1JjFpGDSqvrSIxzkBTv7LBdw8qXzvoSERERCY0rgn19B3AC51trKwPX3g4EZZcD/2uMmQR8F7jKWvs4gDFmGbAe+B0wJ3AtB/gv4B5r7X2Bvt4zxowC7gH+EcFxiwiwv7KOrJSETtu5lPMlIiIiEpZIbjuMBzxATYvrZU2eMyfQ5tmGm9ZaL7AEmGWMafjNb1agv6da9PUUMMEYkxfBcYsI/pWvvilxnbZzKedLREREJCyRDL6eCHz8szFmkDEmwxhzDXA6cH/g3jhgm7W2usVr1+MPtkY1aVcLbGmjHcDYCI5bRICSqjr6dpLvBQe3HXp8yvkSERERCUXEth1aa9cZY2YCLwE/Clz2AD+01i4JfJ0JlLbx8pIm9xs+HrDWtvzTest2rRhjrgWuBcjOziY/Pz+EdyHBqqys1NxGQXfO6+591YzKcHT6/M27/YU5lq/4iP4pvadgqr5no0dzGz2a2+jR3EaH5jV6NLexIWLBlzHmCODv+Fenfoh/++Fc4C/GGLe19ulIPasj1tpHgEcAxowZY2fOnNkVjz3s5Ofno7mNvO6cV/d7b3LkiFxmzhzXYbvyNXtg7WqmHDeVUTmpXTS6Q6fv2ejR3EaP5jZ6NLfRoXmNHs1tbIhkwY278K90nWet9QSu/csYkwX8tzHmGfyrXsPaeG3DSlbDylYpkGGMMS1Wv1q2E5EIqPPWU1Hr7bTMPCjnS0RERCRckdwzNAFY0yTwavAJkAXk4F8VyzPGJLdoMxao42CO13ogARjZRjuADZEatIj4i21A5wcsg3K+RERERMIVyeCrEJhsjGn529s0wI1/teo1/OeAfbvhpjHGBVwCvGWtrQ1cfgP/Ktq8Fn1dBqyz1m6L4LhFDnslVYHgSytfIiIiIlETyW2HDwHPA68ZYx7Gn/M1B7gUuN9aWwesNsY8CzxgjIkDtgHXAXk0CbSstcXGmD8BNxtjKoDP8AdopwX6FJEIKg0EX31Tggi+dM6XiIiISFgiWe3wBWPMOcAvgUeBRGAr8GNgUZOmVwILgTuBDGANMNta+1mLLm8BKoHrgQHAJuBia+3rkRqziPjtDwRfWcEEX1r5EhEREQlLJFe+sNb+E/hnJ21qgBsC/zpq58MfoN0ZsQGKSJsacr6CWflqyPnyKudLREREJCS955AeEYmahpyvjKS4Tts2rHxp26GIiIhIaBR8iQglVXVkJMc15nN1pKGNth2KiIiIhEbBl4hQUlUXVKVD0MqXiIiISLgUfIkIpdV1QeV7gXK+RERERMKl4EvkMFJfbzn3z//m1TV7ml3fX1lHZpDBV5xTK18iIiIi4VDwJXIY2VdZy/o95fxrY1Gz66XVwW87dDqU8yUiIiISDgVfIoeRgjI3ABsLyhuvWWsprfIEve1QOV8iIiIi4VHwJXIYaQi+tu6twu3xAVBZ66XOVx/UAcugnC8RERGRcCn4EjmMFJbVAP4tg1uKKwEorfIAwR2wDOBSzpeIiIhIWBR8iRxGCsrdjZ9vCGw9LKn2H7CcmdL5AcsALuV8iYiIiIRFwZfIYaSwzM3gjCQS4xyNeV8lVbUA9A264IZWvkRERETC4eruAYhI1ykoczO4bxL90hKaBF/+bYdZKQlB9eFSzpeIiIhIWLTyJXIYKSxzM7BPImMHprGxoCJQ6dC/7bBvsNsOlfMlIiIiEhYFXyKHCWsthWVuBvRJZOzAdMpqPBSUudlfVUec05CaENxCuHK+RERERMKj4EvkMFFSVUedr56B6YkcNTAd8J/3VVpVR2ZKPMaYoPoJ7DrUtkMRERGRECnsT6OaAAAgAElEQVT4EjlMNJzxNaBPEkc2Cb5KquuCLrYBYIzB5TDadigiIiISIgVfIoeJwkDwNbBPIqkJLoZmJrOxoIKSwMpXKFxOo22HIiIiIiFS8CVymGg442tgn0QAjhqYxoYm2w5D4XI4tPIlIiIiEiIFXyKHicKyGlwOQ1aqv6T8UQPT2b6/isJyd8jBl9NhlPMlIiIiEiIFXyKHiYIyN/3TExsPST5qYDrWQnWdL6ScL0A5XyIiIiJhUPAlcphoKDPfYGyg6AZAVqpyvkRERESiTcGXyGGiZfCV2zeJtET/2V6hr3wp50tEREQkVAq+RA4D1loKytwMTD8YfBljOGqAf/VLOV8iIiIi0afgS+QwUF7jpcbja7byBf6KhxB68KWcLxEREZHQKfgSOQwUlNcAMLBPUrPr00ZkkRjnYFCL651RzpeIiIhI6FzdPQARib6CwAHLLVe+zh4/gBmjzyQ1IbQfBU7lfImIiIiETCtfIoeBwrLmByw3MMaEHHhBYNuhcr5EREREQqLgS+QwUFDmxmEgOy0hIv05lfMlIiIiEjIFXyKHgcKyGrLTEohzRuY/+TjlfImIiIiETMGXyGGgoMzNgPTEzhsGSStfIiIiIqFT8CVyGGh5wPKhcjkcyvkSERERCZGCL5HDQGGZu1WZ+UPhdGjboYiIiEioFHyJxLgKt4eKWm9EV77inNp2KCIiIhIqBV8iMa6ovO0y84dCK18iIiIioVPwJRLjGg9YjmDBDZfDgUc5XyIiIiIhUfAlEuMKGg9YVs6XiIiISHdS8CUS4woDwVdOemQOWAZwKedLREREJGQKvkRiXEFZDVkp8STGOSPWp8th8PoUfImIiIiEQsGXSIzbWFDByJzUiPbpdDi08iUiIiISIgVfIjHM66tnY0E5Ewb3iWi/cU6Dr14FN0RERERCoeBLJIZtLq6k1lvPxNzIBl9Oh3K+REREREKl4Eskhq3dXQbA+AivfCnnS0RERCR0Cr5EYti63WWkJrjIy0qJaL9Oh0Ol5kVERERCpOBLJIZ9sauMsYPScThMRPuNcxq8yvkSERERCYmCL5EYFa1iG+DP+aq3UK/VLxEREZGgKfgSiVHRKrYB/pwvQEU3REREREKg4EskRkWr2Ab4c74A5X2JiIiIhEDBl0iMilaxDfDnfAHK+xIREREJgYIvkRi1dnd0im2AP+cLtPIlIiIiEoqoBF/GmHOMMe8bYyqNMeXGmFXGmNOa3O9rjHnUGLPPGFNljHnHGDOhjX4SjTH3GmMKjDE1xpgVxpgZ0RizSCzx+urZsCc6xTbgYM6XR2d9iYiIiAQt4sGXMeYHwCvAp8AFwLeB54HkwH0DvAbMBn4KXATEAe8ZY3JbdPcYcA1wG3AeUAC8aYyZHOlxi8SSaBbbAOV8iYiIiITDFcnOjDHDgQeAX1hrH2hy680mn88BTgROs9a+F3jdCmAbcBPws8C1ScB3gaustY8Hri0D1gO/C/QjIm2IZrENAJdyvkRERERCFumVr6uAeuAvHbSZA+xpCLwArLVl+FfD5rZo5wGebdLOCywBZhljEiI4bpGYEs1iG3Bw26FWvkRERESCF+ng6yTgS+A7xpitxhivMWaLMebHTdqMA9a18dr1wFBjTGqTdtustdVttIsHRkV47CIxI5rFNuBgwQ3lfImIiIgEL9LB1yDgCOBe4B7gLOBt4CFjzPWBNplAaRuvLQl87Btku8xIDFgk1kS72AaASzlfIiIiIiGLaM4X/mAuDbjCWvti4Nq7gVywm40xf47w81oxxlwLXAuQnZ1Nfn5+tB95WKqsrNTcRkEk5nVnRT213npc5XvIzy+OzMBa+LLIC8BHn3xCQbozKs+INH3PRo/mNno0t9GjuY0OzWv0aG5jQ6SDr/34V77ebnH9LfzVDQfiX83qS2sNK1mlTT4O66BdSRv3sNY+AjwCMGbMGDtz5swghy6hyM/PR3MbeZGY17fWF8KHn3LujGOZmJsRmYG14NtYBKtXcfQxU6L2jEjT92z0aG6jR3MbPZrb6NC8Ro/mNjZEetvh+k7u1wfajGvj3ljgG2ttZZO+8owxyW20qwO2HMpARWJVUbkbgAHpiVF7hnK+REREREIX6eDrpcDHWS2uzwZ2WWsLgVeBwcaYUxpuGmPSgfMD9xq8hv/8r283aecCLgHestbWRnjsIjGhqLwWp8OQlRq9gqDK+RIREREJXaS3Hf4DeA9YZIzpB3yNP3g6C7gy0OZVYAXwlDHmF/i3F94MGOAPDR1Za1cbY54FHjDGxOE/B+w6IA+YF+Fxi8SMonI32akJjatT0aBzvkRERERCF9GVL2utBf4D/1lctwOvA9OAedbaJwJt6oHz8OeFPYx/tcwHnGqt3dmiyyuBx4E7gaXAEGC2tfazSI5bJJYUVdTSPz26x+A1nPPljYFth9Zaduyv6u5hiIiIyGEg0tsOsdaWW2t/bK3tb62Nt9ZOtNb+rUWbEmvtVdbaTGttsrX2dGvtmjb6qrHW3mCtHWCtTbTWTrPW5kd6zCKxpKjMTU4U873gYM5XLGw7/MObmzjl3ny+2HWgu4ciIiIiMS7iwZeIdK+iCndUi23AwZwvby8Pvp5cvp3/zd8KwL837+vm0YiIiEisU/AlEkPcHh8Hqj3R33bobFj56r05X/9cW8CC19Zz5tj+jMpJ5eNtbZ5eISIiIhIxCr5EYsjeCn8R0GhvO3T18lLzn2wr4fpnP+eYoX158NKjmT4ii1XbS/D42g8mvb56HvtgGz9++jNq6nxdOFoRERGJFQq+RGJIYeCMr/7K+WrXzpJqrl28iiF9k3j08mNJjHMybUQm1XU+1u0ua/M1n2wr4bwHP+CO1zewdG0BD723uYtHLSIiIrFAwZdIDOmKA5ah9+Z8uT0+fvT0Z/jqLX+94jj6psQDMDUvE6DV1sP6esvNL37BxYtWUOH28pfLpnDhMYN55P2v2VJc2ap/ERERkY4o+BKJIUXl/m2Hyvlq2+9e38Da3WX86eLJDMtKabyek5bIiOwUPv56f7P2y7fu55lPdnL59GG8fcMMZo8fwK/POYqkOCe3vbIO/+kaIiIiIsFR8CUSQ4rL3cS7HPRJiovqc3pjztcHuz387eNv+NHMkZw5tn+r+9Pysli1vbTZVspnPvmGvslx/Pqco0iO959J3y81gZtmH8nyrft5dc2eLhu/iIiI9H4KvkRiSGG5v8y8MSaqz+ltOV9fFpbz5Po6po/I4oYzR7fZ5vgRmVTUetmwpxzwFy95c30hFx2TS2Kcs1nbS6cOZVJuH+5cupFytyfq4xcREZHYoOBLJIYUlbujvuUQwOXsXTlf976xiUQn/PnSoxvH3tLxI7IA+Ciw9fCFT3fhrbd8Z+rQVm2dDsOd/zGBfZW13PjcGspqFICJiIhI5xR8icSQ4vLaqJeZh4PbDqOd87VyewlLPvnmkPrYvq+KdzcVc9rQOLLT2g9M+6cnMjwrmY+37ae+3rJk5TdMy8tkVE5qm+0n5PbhlnOO4t0vi5n9wPt8EMFDmr/YdaDDsvciIiLSOyn4EokhReVu+qdFP/hydkHOl7WW37y8jltfXseB6rqw+/m/FTtwGsOpQ1ydtp2Wl8Un20r4YMs+duyv5rvTWq96NXX1ySN48boTSIp3ctljH/PbV9axpbjykApxbN1byZyHPuTmF9eqoIeIiEiMUfAlEiMq3B6q6nwM6NMF2w47yfnaurey3TOzgrV65wG+LKzAW295Z2NxWH1U1np5ftVOzp04kIzEzn/cTRuRSbnby51LN9A3OY5Z4wZ0+ppJQzJY+tOTueKE4Ty5Ygdn/GkZ0+76F/+5ZDVvbygKecwrth7c9vjsyp0hv15ERER6LgVfIjHiYJn5rlv5ai/na8Gr6/nZktWH9IxnPv6G5Hgn/dMTeGNdQVh9vPjZLipqvVxxwvCg2k8L5H19VVTZZqGN9iTFO1kwZxz/vulU7r5wAtNGZPHBln1c83+r+MMbX1IfQm7cJ9tKyE5L4OQj+nHbq+tZu+vQglgRERHpORR8icSI4sAByzldsO3QGIPLYdrN+dpUWMG2fVW4Pb6w+i+r8fDaF3uYO3kQ50wYyPub91FZ6w2pj/p6y5PLtzNpSAZHD+0b1GsGZyQxJDMJoM1CG50ZkpnMpVOH8uClR7Pi5tO5dOpQHs7fys+WrA5qLqy1fLKthGl5mfz3d46mX0o81z396SFtuxQREZGeQ8GXSIwoqvAHX11R7RD8q1/eNnK+yqo9FFfUYi1sKa5s9/XWWoor3Czfuo/9lbXN7r3y+W7cnnq+O3UYZ48fSJ23nve+DG3r4Qdb9rF1bxVXBrnq1eCSY4dw0TG57RbaCFac08FdF4zn5rOP5PUvCpj36MeUVHUcRO0sqaGw3M20vEwyU+J5+LIpFJW7+dmSz8MOZEVERKTn6DwDXUR6hcKyrtt2CP68r7a2HW4urmj8/MvCCsYP7tPs/rrdZSxcupEvC8sprfaXaB+QnshzP5jO0KxkrLX87eNvGD84nQm5ffDVW/qlxvPG+kLOnzQoqLFZa3n8w21kpyVwzoSBIb2vn5x2REjtO2KM4QenjGRIZjL/ueRz7n1zE3dfOKHd9h9v8+d7Tc3zb3+cPCSDO+aO51cvrmX+Yx+zaP6xZKbER2x8IiIi0rUUfInEiKJyN2kJLlISuuY/6ziXo83VmK+KKpt8XtHq/guf7uLTb0q56JjBjO6fRnZaAre+vI5L/99HPPfD6RSVu/mysIKFF4wH/CtsZ44dEFgN87Wbh/V/K7bzzCc72V9ZS0lVHd56y/WnH0G8q/sX+M+ZMJB/bSzm9TV7+O35Y9t9Dyu3l5CRHMcRTVbdvjN1KKmJLm54bg0XPvwhj185lbx+KV01dBEREYmg7v+tREQiorjCTU4XbTkEGNEvpc3ganNxBcnxTo4amM6mwtb3P995gMlDMrj7wolceWIe500cxOKrplHu9jDv/33Ew+9tITneydzJgxtfc/b4AVTX+fh3O2dpFZW7ufP1jQCcdmQOPzhlBAsvGM+PTh0ZoXd76C6aMpiKWi9vri9st80n20o4dlgmjkBBkwbnTRzEM9dMo9zt5cKHP+SLXQeiPVwRERGJAgVfIjGiqLyWAX26ZsshwMTcDNbtLsfb4jDgzUWVjMpJ5agBaa2CrzpvPRv2lDN5SEaz6xNy+/DElVPZW1HLOxuLmTt5EKlNVvCOH5FFeqKLN9a1Hbj89YNteOvreWT+FO65aCK/mHUk86YNI8EVXLXCrnB8XhaDM5J44dNdbd4vKnezfX810/Iy27w/ZVgmL/3oBJwOB3/+1+ZoDlVERESiRMGXSIwoLOuaA5YbTBrShxqPjy17mxfV2FxcwRE5aYwekEZhuZuyQF4XwJeF5dT56pmUm9GyO6YM68tfrziOibl9+P5Jec3uxbscnDG2P+9sLMLTItgrq/Hw9MffcO7EQQzJTI7gO4wsh8Nw0ZRcPtiyj4Kymlb3P9lWAsDUdoIvgGFZKZx+ZA4rt5eGVL5eREREegYFXyIxoKFyYE4XFdsA/8oXwBc7D55DVVbjoai8liP6pzKmfxoAXzUpwLFmp3+73KQhzYtwNJg2IotXf3ISo3LSWt2bPW4AZTWexkOIGzz98Q4qa738YMaIQ3tDXeCiYwZjLbz42e5W9z7ZVkJyvJNxg9I77GNqXiZlNZ5m8yoiIiK9g4IvkRhQWu3B47NdVmYeIC8rhbQEF2ua5B9tCQQEo/unMmaAP4BquvXw851l9EuNZ3BGUsjPmzE6m4zkOH790lq+2V8NgNvj468fbOfkI/q1qqrYEw3LSmHq8Ez+/ukurG2+cvXJthKmDOuLy9nxj+WGlbGVgZUyERER6T0UfInEgKLAAcsDunDly+EwTMjtwxe7Dq58bQ5UOjwiJ42BfRJJS3A1C77W7DrApNwMjDGt+utMYpyT/7tqKpW1Xr69aDlbiit4afVu9lXW8sNTek5hjc58a0ouX++rYvXOg0Hrgeo6NhVVtJvv1VRu3yQG9UnkYwVfIiIivY6CL5EYUBgIvrpy2yH4tx5+WVhOrddfcv6rokqS4pwMzkjCGMPoAWlsClRELHd72Lq3kklDWud7hfK8Z6+dTr2Fixd9xEPvbmHC4D6cMDIrIu+nK5w9YQCJcY5mhTdWbi8F4LjhnQdfxhim5mXyybaSVqtnIiIi0rMp+BKJAcWB4Ksrtx0CTMrtg8dn2VjgD7A2F1cwKie1sVT6mAFpfFVUgbWWdbvKsJZDCr4a+nz+B9NJinOy+0ANPzxlZFgrad0lLTGOs8cP5NXP93D7a+v5n/e28LePdxDvdAQ9N8flZVJcUcuOwPZLERER6R10yLJIDCgqrwUgpwurHQJMDAQLX+zyn921uaiy2SrUmP5p/O3jbyiuqOXzQG7YpNxDz80a3i+FF66bzrJNe5k9fsAh99fVrjxxOGt2HeCFVbuoqPUCcPIR/do9fLmlhu2Jn2wrYbgOXBYREek1FHyJxICicjdZKfHEu7p2MXtQn0T6pcazZmcZ5Ud7KCx3c0T/g5UKR/c/WHRjzc4DDM9KJiM5PiLPHtgnie9MHRqRvrraxNwM3r1xJuAvGrK/qo6slODnZWR2Kpkp8Xy8rYSLjxsSpVGKiIhIpCn4EokBReVdW2a+gTGGibkZfLHrQJNiG6mN9xsqHn5VVMGanWVMG9F5TtPhJjGQIxcKYwxTh2fyyfb9nTcWERGRHkM5XyIxoKi8tsvzvRpMzO3Dlr2VfB6o3je6ycpXZko82WkJLPtqL4Xl7jYPV5bwTM3LZGdJTZsHNouIiEjPpOBLpJcrq/GwqaiCUdmpnTeOgkm5GVgLL6/eTWKcg9y+zVdxxvRP44Mt+/xtD7HYhhw0tUnel4iIiPQOCr5Eerk31xdS563nvEmDuuX5EwMFNNbuLmtW6bDBmAFpWAsuh2HcoPTuGGJMOmpgOqkJLgVfIiIivYiCL5Fe7tXP9zAsKzkiVQTDkZWa0JizdEROWqv7YwLbEI8cmBZ0NT/pnNNhOHZ4XwVfIiIivYiCL5FerLjczfKt+5g7aVC3nnU1aYg/8BuV03rr4+hA0Q3le0Xe1LxMNhdXsr+ytruHIiIiIkFQ8CXSi73+RQH1FuZM7p4thw0mBgKrpsU2Ghw5II3xg9N75XlcPd3Jo7IBeG3Nnm4eiYiIiARDwZdIL/bKmj2MG5TOqDa2+3WlM8f255ihGUwZ1rfVvcQ4J6//9GROPiK7G0YW2ybk9uGYoRn89cPt+Optdw9HREREOqHgS6SX2r6vijU7DzC3m1e9wH/o74s/OpHMEA4Klsi4+uQRfFNSzdsbirp7KCIiItIJBV8ivdSra/ZgDJzfTVUOpWeYNW4AQzKTeOyDr7t7KCIiItIJBV8ivZC1lpc/383U4ZkM7JPU+QskZjkdhitPyGPl9tLGg65FRESkZ1LwJdILrd9Tztd7q5g7eXB3D0V6gIuPG0JagovHPtjW3UMRERGRDij4EumF3vuyGICzVUFQgNQEF5dOG8o/1haw+0BNdw9HRERE2qHgS6QX+npfFYP6JNJXBS4k4HsnDAfgf/O3YK0qH4qIiPRECr5EeqHt+6sYlpXS3cOQHmRwRhIXHTOYpz76hvMf+oD3NhUrCBMREelhFHyJ9EI79lczvJ+CL2nurgsmcN+3J3Gg2sOVj6/kW39ZwbtfFlGvM8BERER6BFd3D0BEQlNW46Gkqo7hWcndPRTpYVxOB9+aksucSYN4btVOHnp3C1c9sYrhWcl874ThfGtKLmmJcd09TBERkcOWVr5Eeplv9lcDaNuhtCve5eCy44fx/k2n8udLj6ZvSjy3v7aBU+7NZ0txZXcPT0RE5LCl4Eukl9m+vwqA4f208iUdi3c5mDNpEC/96ERe/NEJOAxc/eRKDlTXdffQREREDksKvkR6me37/MHXsEytfEnwjhnal0Xzp7DngJsf/+0zPL76iPRbVeulxqucMhERkWAo+BLpZbbvr2ZAeiJJ8c7uHor0MlOGZbLwgvF8uGU/d7y+ISJ9Xr9kNfeudLd5r9bra9wmGy0lVXV863+Xs6W4IqrPERERiQQFXyK9zI79VQxTsQ0J07ePHcK1M0bwfyt28NgH2w6pL6+vnhVb9/N1WT3rdpe1un/vG5s48/5llFZFb5vjvzfvZdWOUv61sThqzxAREYmUqAZfxpg3jDHWGHNni+t9jTGPGmP2GWOqjDHvGGMmtPH6RGPMvcaYAmNMjTFmhTFmRjTHLNLTbd9fzXAV25BD8MvZRzJrXH/ueH0Dd/9zY9il6DcVVVBV5wPguVU7m92rrPWyZOVOar31vLG+8JDH3J6V20sA2FhQHrVniIiIRErUgi9jzKXApDauG+A1YDbwU+AiIA54zxiT26L5Y8A1wG3AeUAB8KYxZnK0xi3Sk1XWetlXWcswFduQQ+B0GP7nu8dw2fFDWbTsa37yzGe4Pb7G+9V1XiprvZ328+mOUgBG93Xw8urdzfr4+6e7qKz1kp7o4rU1eyL/JgJWbvOPYYOCLxER6QWics6XMaYvcD/wc+BvLW7PAU4ETrPWvhdovwLYBtwE/CxwbRLwXeAqa+3jgWvLgPXA7wL9iBxWdjRUOtTKlxwil9PBHXPHMzwrhYX/2Mg3JcsZkJ7EV0UVfFNSTVKck5+ePoqrTxpBvKvtv9N9uqOU/ukJ/Mcowx9WunljXSH/cfRg6ustTy7fzuQhGcw4oh8PvbeFvRW1ZKclRPQ9lFV72FRUQWqCi617q3B7fCTGKRdSRER6rmitfP0eWGetfaaNe3OAPQ2BF4C1tgz/atjcFu08wLNN2nmBJcAsY0xk/y8u0gts39dwxpdWvuTQGWO4+uQR/O+8Yygur2XH/iom5vbhxjNHM2N0P/7wxiZm//f7fLB5X5uv/3RHKVOG9eXITAdDMpN4dqV/6+H7m/fy9b4qrjxxOOdNGkS9hX+uK4j4+Fft8G85/NaUXHz1lq+KVHRDRER6toivfBljTgIup40thwHjgHVtXF8PXG6MSbXWVgbabbPWtiyVtR6IB0YFPhc5bGzXypdEwezxA5k9fmCr6+9tKmbBq+u57LGPuWPuOOZPH954r6jcza7SGq44YTgOXwUXT8nlj29/xY79VTyxfDvZaQmcPX4g8S4Ho/un8tqaPVze5PWR8Mn2EuKchkunDuWJ5dvZsKecibkZEX2GiIhIJEV05csYEw8sAu6z1m5qp1kmUNrG9ZLAx75BtssMd5wivdWO/VVkpyWQkhCVHcMizZw6Joc3/3MGxwzN4LEPtmHtwcIcnwXyvaYM8//I/taxuTgM/OHNTeRv2stl04Y1blc8b+IgVm4vpaCsJqLjW7W9lAmD+3BETiqpCa5O8748vnryNxU3ex8iIiJdKdK/wd0EJAELI9xv0Iwx1wLXAmRnZ5Ofn99dQ4lplZWVmtso6Gxe12ytoa8LzX0Y9D0bvqPTPTz2TR2PvvwuR/T151S9/GUtcQ7Yv+Vz3NVVbFr9MeOznCz9ogCngeG+XeTn7wYgx+0/0PnPL33ArOFxANR4LasKvRw3wEWiy4Q8pjqf5fNvqjlreBzvv7+MQcn1rNi4k/w+bW+RBHh/l4e/rqvjtuMTGZHRO3LD9H0bPZrb6NC8Ro/mNjZELPgyxgwFbgGuBhJa5GQlGGMygAr8q1l92+iiYSWrtMnHYR20K2njHtbaR4BHAMaMGWNnzpwZwruQYOXn56O5jbzO5vWXy9/h5COymTmzvV290h59z4bvuFovz3z1Dl/bbK6ZORGAB9Z/yNFDHZxx2vTGua3JKuC6pz9j7uTBzJ3VvCjt4q3/ZmOVg7tnnshXRRX88KlP+XpvHcuK4/nLZVMYlZMa0pg+/no/PvsRF508iZlj+/Ne2Tpe+HQXM2acgsPRdjD34jOrgT04c0Yy84Th4UxFl9P3bfRobqND8xo9mtvYEMlthyOAROAp/IFTwz+A/wp8PgF/nta4Nl4/FvgmkO9FoF2eMaZlZYGxQB2wJYJjF+nxquu8FJXXMlzFNqSLpSS4OHv8QF5fU0BNnQ+3x8f6PWUcM6z539HOGNufH8wYwX+eMbpVH+dNHMTnOw+waNlW5j70IeU1Xm47byylVXXMfegD/rE2tIIcDed7HTvcP4ajBqZTVedjZ2nLNGE/ay3Lt+4H4ItdrQ+EFhER6QqRDL4+B05t4x/4A7JT8QdMrwKDjTGnNLzQGJMOnB+41+A1/Od/fbtJOxdwCfCWtbY2gmMX6fF27Pf/Ujm8n4ptSNf71pRcKmq9vLWhkLW7y/D4bGO+V4M4p4ObzzmKoW38geC8if6CHnf/80vGDUpn6c9O4qqT8nj9ZycxekAaP3r6M25/bX2zs8I6snJ7KaP7p5KRHA/A2EHpAGzY03be15biSvZV1uJyGNbuPhD0+xYREYmkiG07tNYeAPJbXvefqcwOa21+4OtXgRXAU8aYX+BfEbsZMMAfmvS32hjzLPCAMSYO/zlg1wF5wLxIjVukt9AZX9KdpuVlkts3iRc+3cWJo/oBcMzQ4CsLDslM5ooThpMU7+SGM0cT5/T/7W9gnySevXY6d/1jI49/uJ0Pt+zjTxdPZvzgPu325au3fLajlDmTBzVeG90/DafDsKGgnLMntK7c2LDqNXfyYF5avYuqWq8K14iISJeL1jlf7bLW1gPnAW8DDwMvAf+/vfuOr7K8+zj+uTJONtkkkIQww95DhoqoCNY961a0VavVOlttbR+f1tphW61Wba2P4q5UrROtkyFLhoRN2CQkZBCyd3I9f5xDTEKAEHJGku/79crrkPtc575/9894zvnd17jrgRnW2swWzecALwKPAB8BKcBsa+0az0Us4ht2u3q+WutVEHE3Pz/DJeOS+Xp7AfPX59AvLozY8OO73eLD5w/nZ7OHNFMGlV8AACAASURBVBZehzgC/Hj4/OHMnTORoopaLnx6CX/7cht19Q2t7mfL/hJKq+uY2Pe7RW+DA/0ZEB92xJ6vpTsKSI4O4ZxRiTRYjrkyooiIiDu4vfiy1hpr7UMtthVaa2+01sZYa0OttWdYa9NbeW2ltfYea22itTbYWnvSoR40ke5mz4FyYsMc9AgO9HYo0k1dMi4Za51zploOOewIpw3uyad3n8rsEYn86dMM7njj21YLsJW7nPO9JvZrfseRYb16tFpU1TdYlu8sZOqA2MYetfRMDT0UERHP83jPl4i0z+6CClLV6yVe1Cc2lEmugscdxRdAVKiDv101jofOGcrHG/Zz37/TqW/47r5ctfUNfLElj6SoEJKiQpq9dljvHuQUV1FYXtNs++acEoora5k6II6eEcH0igxm/T4tuiEiIp6n4kukk9h9oFyLbYjXXTWpD37GOQfMnX5wSn/unzWYd9dm8/N31tPQYFm24wDf++tiFm8r4OJxSYe9ZlgvZ6/W5ha9X0t3OO/9NWVALAAjkyJZrxUPRUTECzTbWKQTqKqtJ6e4SottiNddMKY3J/WPoVdkyLEbn6DbZwykuraeJ7/czrp9xWzOKSE5OoTnr5vAmcMSDms/tFcE4Fzx8NCiIOBcbGNAfBgJPYIBGJUcyaebcimpqtUwXhER8SgVXyKdwMZs51X6tIQIL0ci3Z0xxiOF1yF3z0yjpt7ywpJd3Hn6QG6bMZDgQP9W28aGB5HQI6hZz1dtfQPf7CrkknHJjdtGJjtXadywr5ipA+IO24+IiIi7qPgS6QS+2eW8X/nEvu6ZZyPiq4wxPHD2EO49K+2wVRJbM6xXD9ZmFlFVW09woD/rsoqoqKlnqmvIITiHHQKsz1LxJSIinqU5XyKdwKrdhQyIP/6lvUW6irYUXgAzhyWys6Cc2U8sYsHWPJZud97fa3L/74qvmDAHydEhrNOiGyIi4mHq+RLxcQ0NllV7DnL2iERvhyLi8646qQ99YkL51fsbuOHFlYQ6/BnWqwfRYY5m7UYnR2nRDRER8Tj1fIn4uIy8Uoora5vdUFZEjuzkQXF8/JNTuH/WYBqsZWYri3OMTI5kb2EFRRU1rexBRETEPdTzJeLjVu4+NN9LxZdIWwUF+HP7jIHcdHK/Vocsjjo072tfMacMivd0eCIi0k2p50vEx63cVUhCjyBSYjy3wpxIVxEc6I+/nzls+3BX8bVOQw9FRMSDVHyJ+LhVuwuZ2DcGYw7/Aiki7RMZEki/uDA+25TLttxSb4cjIiLdhIovER+WdbCC7OIqDTkUcYPvT0whPauImY8vYvYTi3j6q+2UVdd5OywREenCVHyJ+LCVuwsBzfcScYdbpw9gxYNn8PB5wwh1+PPYf7dy22trqKtv8HZoIiLSRan4EvFhK3cfJCIogMGJEd4ORaRL6tkjmBum9eOd26bx+4tHsigjn0fnb/F2WCIi0kVptUMRH7ZyVyHj+0a3umCAiHSsKyb1ISO3jBeW7CItIZwrJvXxdkgiItLFqPgS8VEHy2vYllfGhWOTvB2KSLfx8+8NYXt+Gb98bwPRYQ6qautZuv0A3+wuJLFHMNdP7cvMYQm6ICIiIu2i4kvER63ao/t7iXhagL8fT105loueWcItr6wGoEdwAJP6xbI5p4RbX11NUlQI109N5fsT+hAZGujliEVEpDNR8SXio1buLsTh78eo5EhvhyLSrUSGBPLyjZP4bFMuE1JjGNa7B/5+hrr6Bj7fnMfcpbt4dP4WHv9sGxeNS2LO1L4MStC8TBEROTYVXyJe9OnG/aQlRNA3LqzZ9pKqWv7z7T4m9osmONDfS9GJdF/J0aHMmdav2bYAfz9mj0hk9ohENmWX8NLS3by1OovXV+xl5rAE/nDJKGLCHF6K2LflllSR0CPY22GIiHidVjsU8ZJ1WUXc/Mpqrn1hBSVVtc2e+8unGRSUVfOz2UO8FJ2IHM2w3j34w6WjWP7gGdwzM42FGfmc99TXpGcWeTs0n7NkewGTf/dF460zRES6MxVfIl5greW3H22mR3AA2UVVPPSfDVhrAdiwr5iXl+3mmpNSGZUc5d1AReSoYsIc3HnGIN6+dSoAl/19Ga+t2NP4/7PA8p0HsBbmLt3t7VBERLxOxZeIF3yxOY8Vuwq5b9Zg7jpjEO+nZ/P2mn00WMsv3t1ATJiD+2YN9naYItJGI5Mj+fCOk5kyIJZf/GcDd7zxLUUVNd4OyyesdfUG/nfDfvJKqrwcjYiId6n4EvGwuvoGfvfxZvrHhXHlpD7cNmMgJ/WL4VfvbeCtjFrSM4v4xTlDiQzRKmoinUl0mIMXb5jI/bMG88mG/Zz1+CIWbM0DoLquns825XL3m2u5d146X23No7a+4Yj7stbyyYYcssuO3KYzsNaSnlnElP6x1DVY/rUy09shiYh4lRbcEPGwf63MZEd+Of+4djyB/s7rH09cMYaz/7qY+btqOalfDBeO0b29RDojPz/D7TMGMj0tnrvfXMsNL67k5IFxrMsqoqSqjujQQOobLG+vySI6NJDZI3px9Ul9GJH03aqmeSVV/OztdXy1NR+HH4QkZXHR2OQOj9Vay7MLd7B1fym/v3gUIY6OX9xn94EKSqrquGBMbwL8Da+v2Mttpw0gwF/XfkWke1LxJeJBZdV1PPF5BpP6xnDWsITG7b0iQ/jL5aP5+b9X89uLRmCMbuAq0pmNSIrkgztO5k//3cpH63OYOSyR80b3YtrAOKyFRRn5fLAum3e/3ccb3+xlQmo0N0zri8Hw0Lvrqaip54Gzh/Cf5Rnc/WY6a/YU8dC5QwkK6JgCyVrLrz/cxItLdgNQWF7D89dP6LD9H3JoAZLRKVHEhDm4+ZXVfL45j9kjEjv0OCIinYWKLxEPemXZHgrKanj++qGHFVinD0ng96eEMrCn7hck0hUEB/rz0LnDeOjcYYc9d+awBM4clkBJVS3/XpXFS0t38+PXvwVgVHIkf7l8DAN7hjOofi8rqhJ5btFO1u8r5rlrx9PzBJdsr2+w/Pyd9by5KpObTu5HWkI4P3t7Pbe/toZnrh6PI6DjeqXWZhYREujPoJ7hpCVEkBQVwqvL96j4EpFuS8WXiAet3nOQQT3DGZOiVQxFBHoEB3LTyf24YWpfFmzN40B5DReNTWockuzvZ/j594YyNiWKe/+dzoVPL+GFORMZktijXcerq2/grjfX8uG6HO48YxB3nzkIYww1dQ388r2N3PXmtzx5xdgOGxaYnlXEyKTIxv1ddVIfHvvvVnbklzEgPrxDjiEi0plo0LWIB23LKyUtQT1bItKcv5/hjKEJXD4hpbHwaurskb2Yd8sU6hoslz67jEUZ+e06zjMLdvDhuhwePHsI98xMa+yBv3ZKXx46Zyjz1+/nwmeW8NXWvBNeLr+mroGN2SWMTvluPpvz/AyvLt9zQvsWEems1PMl4iGVNfXsLazgorFaTENEjt+IpEjevX0aN85dyZy5K7lqUh/Cgpwf4wF+hkvGJ9MvLuyIr9+wr5gnv9jGBWN6c8v0AYc9/4NT+hMfEcRj/93KnBdXMiE1mvtmDWZy/9h2xbt1fyk1dQ2MbtLTHx8RxDkjezFvZSZ3nD6ImDBHu/YtItJZqedLxEN25JdhLer5EpF26x0Vwr9vncIZQ3ry5qpMXliyixeW7OKZBds576mv+WRDTquvq6qt5555a4kNd/Dr80cccf8XjEniy3tP45ELR5B5sIIrnlvO/329q12xrs1yLbbR4mbxt88YSEVtPf9cvLNd+xUR6czU8yXiIRm5pQCkJWieg4i0X0RwIM9dN6HZtn1Fldz26mpufXUNt5zan/tnDW42b+vxzzLIyC3jxTkTiQw9+j0EHQF+XDM5lUvHJ3P3m2v5zYebKK+u447TBx5xJdZXl+/hXyv38ubNUxp749Izi4gNc5AcHdKs7aCECM4b1ZuXlu7mByf3IzY8qD1pEBHplNTzJeIhGbllBPobUmOPPCxIRKQ9kqJCmHfrFK6Z3Id/LNrJRc8s5Q+fbOHdb/fxfno2zy3eyZWT+jBjcM827zM40J+nrhzLxeOS+MtnGfz+4y2tzgOrb7A8u2AHG/aV8OQX2xq3p2cWMTolqtWC7c4zBlFVW89z6v0SkW5GPV8iHrItt5T+ceGtTqYXETlRQQH+PHLhSManRvOPhTv556Kd1DU4i6WUmBB+cc7Q495ngL8ff7p0NGGOAP6xaCfGGB44e0izNl9tyWNfUSUDe4bzf1/v4uJxyfSOCmZ7fhnnjurd6n4H9gzn/NG9eXnpHn54Sn/iPNj7Za3lvbXZBNae2IIiIiLtoW+BIh6SkVfKIA05FBE3u2hsMp/cdSqbfj2bT+8+lb9dNZZXbjyJ8KD2XW/18zP8+oLhXD4hmX8u3sn2vNJmz7+yfA8JPYJ444eTiQgO4JfvbmB9VjHW0mylw5buPGMQ1XX1PLfI2fu1M7+Mh9/fyNXPL2fJ9oJ2xdoWG7NLuOvNtbyxpabV5z/ZsL9xmLiISEdT8SXiARU1dWQWVmqxDRHxGEeAH2kJEZw7qjd9j7IKYls4e7yGEhroz+8/3tK4fc+BchZm5HPVpFTiI4J44OwhfLO7kEc/3gwcvthGU/3jw7lwTBIvL9vN9S98w+l/XsjrK/ayPa+Mq59fwY9fX8P+4irqGyxLtxfw4DvrOP3PC1ifVXxC57JqdyEAX++rIz2zqNlzS7cXcOurq7nttTXUN6hnTEQ6noovEQ/YnlcGaLENEem8YsIc3DZjIJ9vzmPZjgMAvLZiLwF+hismpQBw2fgUxvWJYsO+ElJjQ4k+xlLyd5wxiIYG2JRTwt1nprHkgdNZeP8M7j4zjc825XLGnxcw+XdfcNXzK3hvbTZ5JdU8On/zCd2DbPXeIuIjgogMMjz8wUYaXEVWSVUt97+1joigALbnlfHhuux2H0NE5EhUfIl4QEaus/gapJ4vEenE5kzrS+/IYB6dv5nKmnrmrcpk1vBEEnoEA84hir+9aCT+fuaovV6H9IsLY9FPZ7DkZ6fzkzMHER8RRHCgPz85cxCf3T2dM4YmMLFvNM9cPY7VD83k3rPSWLbzAF+fwLDENXsOMqlfDJcOCuTbvUW8l74PgEc+3EROcSVzb5zE4IQInvxim3q/RKTDqfgS8YBtuaU4/P1IjQn1digiIu0WHOjPfbMGs35fMbe/voaiilqumZzarM3QXj14ac4k7p81uE37TIwMxhFw+NeRPrGhPHnlWJ65ejzfG9mLEIc/V53Uh6SoEB7779Z29X7lFFeyr6iS8X2imZYUwOjkSH7/8RbeT89m3qosfnTaAManRvOTMwexI7+cD9Kb937V1DVQVl133MftLvYeqOCpb6sorqz1digiPkvFl4gHZOSW0j8+rNl9d0REOqMLxyQxvHcPvtySx8Ce4UzuH3NYm5MHxZHihotNQQH+3HXmINZlFfPfjfuP+/Vr9jjneE3oG42fMfzqvOHkllRz5xvfMiQxgjvPGATA7OGJDEl09n7V1TcAsDmnhJmPL+S8p76mpq6h406qC/l4Qw6rc+v5ckuut0MR8Vn6JijiARm5ZVpsQ0S6BD8/07hs/fVTUo9442V3uWhsEgPiw/jTpxnHPSxw1Z5CggP9GNqrBwDjU6O5eFwSDn8//nL5GIIC/AHnOd515iB2FpTzfno276zJ4qJnlnCwvIZdBeW8tTqrw8+rK1jnWgxl4dZ8L0ci4rtUfIm4WXl1HfuKKrXYhoh0GVMHxPH5Pady9Umpx27cwQL8/bjvrMFszyvjnTXHVwSt2XOQ0clRze63+MdLRrHwp6cxrHePZm3PGpbI0F49eOjdDdwzL50xKVF8ce9pjEmJ4umvtnep3q/F2/I5/U8L2LK/5IT2k57l7FlctK2gcSETEWlOxZeIm23L02IbItL1DOwZgZ+fZ3u9Dpk9IpFRyZH87webeHT+ZjILKxqfq61vYPWeQj5Iz242L6yypp6N2SWMT41utq8Afz96RYYcdgw/P8NPZw2mqraeW6b359WbTiI+Ioi7Z6axr6iSeasy3XeCHvbGN3vZWVDO9S98w76iynbt40BZNVkHK+kT4UdheQ3r953YLQFEuqr23XFRRNosY7/zZp0adigi0jGMMTx15Vge++9W/u/rXTy/eCenD0mgrqGBb3YVUlFT72oH547qDcC6rCLqGiwT+kYfbdfNzBjSkw3/O4tQx3dfl04dFMe4Ps7er8smJDcOVXxnTRYvLd1NXZMen0vGJXPjyf064pTdprqunoVb8zl5YBzpmUXc8MI3vHXrVCJDA49rP+tcxdZ5AwJ5Jr2ahRn5jE459oqXIt2Ner5E3Cwjt5SgAD/6aKVDEZEOkxobxt+uGsfXP5vBrdMHsDaziMzCCi4Zl8yzV48jLSGcv3ya0bhgxqo9BwEYm9L24gtoVniBs/C7e2YaOcVVzFuZSXVdPT//z3rumZdOdV0DvSKD6RUZTFVtPY/9dysHy2s65oTdZNmOA5TX1HPTKf147roJ7DlQwQ9fXkVVbf1x7WddZjHGwIg4f0YlRbJga56bIhbp3NTzJeJmGXllDIgPx99Lw3NERLqyXpEh/HT2EH46e0iz7X5+hlteWc3ba7L4/sQ+rNlzkAHxYce88XNbnDwwjgmp0Tz91Q7eWp1FelYxt04fwH1npTWuart1fymznljEK8v3NK6i6Is+35xLqMOfKf1jCQ705y/fH82PX/+Wcb/5jADX55YjwI9/XDvhsCGbTa3LKmJAfDghAZbpg3vyty+3UVRRQ1ToiedbpCtRz5eIm23LLdViGyIiHnbWsATGpETxxOfbqKqtZ/Xeg0ctHo7Hod6v/SVV7Mwv5x/XjueBs4c0u53I4MQITh/Sk7lLd1NZc3y9SE3tOVDO9rzSjgj7MNZaPt+Ux6mD4gkOdA6fPHdUb/5+zXgun5DCxeOSuXhcMg0W/vrFtqPuJz2rmFHJkQBMT4unwcLibe2/GbZIV6XiS8SNSqtqySmu0mIbIiIeZoxzwYyc4ip+/eEmiipqmZB6+D3J2mvqgFievHIsH955MrOGJ7ba5pZT+1NYXsO/V7dvcY6c4kouemYp5z21hJW7C08k3FZtzC5hf0kVZw5LaLZ99ohEHj5/eOPPTSf3Y1FGPhuzW19EI6e4ioKyakYnO+d4jUmJIjIkkIUZ3y0539Bgmb8+Rzdglm5PxZeIm1hreXT+ZgDG9emYq60iItJ2UwfGcfLAOF5fsReAcR3U8wXO4u780b1JjQ07YptJ/WIY2yeKfy7e2Tj3rK1q6hq47bU1VNfWkxgZzJwXV7I2s6hZm+q6epbvPMDLy3bzi/+s5/J/LOPFJbuOuL+Whc9nm3LxMzBjcPxRY7lmciphDn+eW7Sz1efXuZaYP9Tz5e9nOGVQHAsz8rHWUlffwP1vreO219bw3tp9bTl9kS5LxZeImzz5xXbe+CaTH88YyJQBsd4OR0SkW7p/1mAAokID6R935ELJHYwx3Dp9AJmFlczfsP+4Xvvo/M18u7eIP146mjd+OJmYMAfX/d8KNuwrJq+kir98lsG033/JFc8t51fvbeSD9Gz2u3r5Fm9rfpPjsuo6Ln52CTP+tICd+WWN2z/fnMv41Ghiw4OOGktkSCBXndSHD9flNFvW/5D0rGIC/EzjzavBOfQwv7Sa9Kxi7vzXt7ztuidbfmn1ceVBpKtR8SXiBv/6Zi+Pf57BJeOSufesNG+HIyLSbY1OieLayalcOi7ZK/clmzk0gQHxYfx9wY5m9x07mvfTs5m7dDc3ndyPc0b1IjEymNd/eBIRwYFc8dxypv3hS576chujk6P453UTWPHzM0j/n7P45K5TSOsZwZ1vfEu2635dNXUN/OjV1WzOKaW+wXL9i9+QX1pNdlElG7NLOHNowjGicbrp5P74GXh+8eG9X+mZRQzpFdE4bwycxRfAnBe/Yf76/Tx0zlDiwh0c8PHVH0XcrUOLL2PMpcaYt40xe4wxlcaYrcaY3xljIlq0izbGPG+MKTDGlBtjPjfGjGxlf8HGmMeMMTmu/S0zxpzakTGLdLQvt+Tyi3c3cGpaPL+/ZCTGaJVDERFv+s2FI3jo3GFeObafn+GWUwewKaeEW15ZzYqdB45YhFXV1jNvVSYPvL2OCanRPHD2dys4JkeH8toPTmJwYgTXTE7lq3tP4/9umMjMYQkk9AjGGEOoI4BnrxlHbb11Dlmsq+eBt9exeFsBv7toJC/dOImC0hrmzP2G99ZmAxw23+tIEiODuXBMEm+uyuRA2Xe9Vw0NlvVZxYxKbn5Pr549ghnWqwdFlbU8etFIfnBKf2LCHM1eK9IddfRS8/cBe4GfA1nAWOBhYIYxZqq1tsE4v4l+APQF7gAOAg8CXxljxlhrs5rs7/+Ac4D7gZ3A7cB/jTFTrLVrOzh2kRNmreWX725kUM9wnr16HIH+6lwWEenuLh6XxN7CCl5ZvodPN+UyrFcPLhqbRGJkMLHhDiKCAvnvxv28/s1eCstrGJIYwdOtfIb0jQvj7R9NPeqx+seH86fLRnHrq2v43l8XsyO/nHtmpnH5xBQAnr56LD98eTUbs7fQPy6MAfFtX433lun9+ffqLF5atod7ZjpHdew6UE5pdR2jXfO9mvrz5aMpqazlpP7OofexYUEUqudLurmOLr7Os9Y2HWi80BhTCLwEnAZ8CZwPTANOt9Z+BWCMWQbsAn4K3OnaNhq4CrjRWvuia9tCYCPwa9d+RHxKelYx+4oq+dNlowkL0m30REQEAvz9uG/WYG6fMZB31+5j7pLd/Na1INMhxsAZQxK4cVpfpgyIPaFRE7NH9OLmU/vz3KKdXDmpD3ecPrDxudOHJPDoRSP42dvrOesIqzQeycCeEZw5NIHnF+9kaGIEZ4/s1WSxjajD2jedAwYQE+5gc3ZJO85IpOvo0G+HLQqvQ1a6HpNcj+cD2YcKL9frio0xHwAX4Cq+XO1qgTebtKszxvwLeMAYE2StVd+1+JT563MI9DfMbOMYehER6T5CHP5cOakPV0xMobC8hsLyGgrKnI8jkyLpExvaYcf62ewhnD6kJxNSow8r5L4/sQ9DEnswOPH4b4Py24tGcMsrq/nRa2v44Sn9qKptIDjQj0E9j92DFhemOV8inrg0P931eOgSz3BgQyvtNgLXGWPCrbVlrna7rLUtl9XZCDiAga5/i/gEay0frcth2sA4IkMDvR2OiIj4KGMMseFBxIYHMchN1+r8/QyT+x95pd3RKYf3VLVFQo9g5t0yhUc+2sQ/FzuXtZ+QGt3sBtNHEhMWRHFlLbX1DRqWL92WaevKO+3auTFJwLdAurV2pmtbBrDGWntFi7Y/AP4J9LHWZhpjPgV6WGsnt2h3JvAZcKq1dnErx7wZuBkgPj5+/Lx589xwZlJWVkZ4eNvHiXcHO4vr+fWyKm4a4eCU5PYVX8qr+yi37qPcuo9y6z7K7Ylbml3H3A3VnN0vkIsGOYCj5/XLvbW8vKmGJ04LISpYxdfx0t+s+8yYMWO1tXaCJ47ltp4vY0w48B5QB8xx13FastY+BzwHMHjwYHvaaad56tDdyoIFC1Bum1v28WYC/HZxx8XTiQp1tGsfyqv7KLfuo9y6j3LrPsrtiTsNuKumDoe/X2PP19HyWrk+h5c3rSFt1ASG9e7Rahs5Mv3Ndg1uKb6MMSE4VzTsD0xvsYLhQaC1W8zHNHn+0GPqUdoVdkCoIh3CWsv89c4hh+0tvERERDqbUEfbv0oeupmzVjyU7qzD+3yNMYHAW8AE4HvW2vUtmmzEOZ+rpWHAXtd8r0Pt+hljWs4+HQbUANs7LmqRE7NhXwmZhZWcM7KXt0MRERHxSTFhzouTB8q1Xpp0Xx19k2U/4DXgdOBCa+3yVpq9DyQZY6Y3eV0P4DzXc4d8AAQClzVpFwB8H/hUKx2KL/lofQ7+foaZbbxZpYiISHcTF+4qvsrU8yXdV0cPO3waZ7H0W6DcGNN0sYws1/DD94FlwKvGmPv57ibLBvjjocbW2m+NMW8CT7h603YBPwL6AVd3cNwibVZaVcvsJxbTOyqYG6b246zhCcxfn8PUAbFEh2nIoYiISGt6BAfi72fU8yXdWkcXX2e7Hn/h+mnqf4GHrbUNxphzgT8BzwDBOIuxGdbazBavmYOzkHsEiALSgdnW2jUdHLdIm7377T72FVXSYC23v76GuPAgCsqque20Ad4OTURExGf5+Rliwhya8yXdWkffZLlvG9sVAje6fo7WrhK4x/Uj4nXWWl5ZvoeRSZG8e/s0vtySx9ylu/DLhVnDE70dnoiIiE+LDXNQoGGH0o154ibLIl3Gyt0Hycgt44+XjGqc46V5XiIiIm0TG66eL+nedIc7kePwyvI99AgO4LzRvb0dioiISKcTExbEgTLN+ZLuS8WXSBvllVbxyYYcLpuQQojD39vhiIiIdDqxYQ4OqOdLujEVXyJtNG9lJrX1lqtP6uPtUERERDql2DAHpVV1VNfVezsUEa9Q8SXSBnX1Dby+Yi8nD4yjf3y4t8MRERHplGLDgwA4WF7r5UhEvEPFl0gbfLklj+ziKq6ZnOrtUERERDqtGNf9MAs070u6KRVfIm3w4pLd9IoM5syhPb0dioiISKcVF+4svrTioXRXKr5EjiE9s4hlOw8wZ1pfAvz1v4yIiEh7Her5OlCuni/pnvRNUuQY/r5wBxHBAVw5SQttiIiInIhDc74O6EbL0k2p+BI5il0F5XyycT/XTk4lIjjQ2+GIiIh0aj2CAwj0N1puXrotFV8iR/Hcop0E+vtxw7S+3g5FRESk0zPGEBPmoFA9X9JNqfgSOYK80ireXpPFJeOS6RkR7O1wREREuoSYsCDN+ZJuS8WXyBHMXbKb2voGbj61v7dDERER6TLiwh0adijdloovkVaUVtXyyvI9nD0iT1G5MwAAH/JJREFUkX5xYd4OR0REpMuICXNowQ3ptlR8ibTi3bXZlFbV8cNT1OslIiLSkWLDgnSfL+m2VHyJtGLeykyGJEYwJiXK26GIiIh0KbHhDsqq66iqrfd2KCIep+JLpIVN2SWs31fM9yemYIzxdjgiIiJdSqzrRsvq/ZLuSMWXSAvzVmXi8PfjwjFJ3g5FRESky4lxFV+a9yXdkYovkSaqauv5z7f7OGt4AtGuDwcRERHpOLHhQQBabl66JRVfIk18uimX4spavj8xxduhiIiIdEmx6vmSbkzFl3Rbn2zI4ZwnF7M2s6hx27yVmSRFhTBtQJwXIxMREem6YsM150u6LxVf0m39e1UWG7NLuOzvS3ll+R4yCyv4ensBl01Ixs9PC22IiIi4Q3hQAA5/Pwo07FC6oQBvByDiDXX1DazYVci5o3pRVl3HL9/dQEpMCMbAZRM05FBERMRdjDHEhjso1LBD6YbU8yXd0vp9xZRV1zF7RCIvXD+Ru89MI+tgJacMiicpKsTb4YmIiHRpMWEODmjYoXRD6vmSbmnpjgMATO4fi5+f4SdnDuKs4QnERwR5OTIREZGuLzY8SMWXdEsqvqRbWrbjAEMSI4gL/67YGtqrhxcjEhER6T5iwxzszC/zdhgiHqdhh9LtVNfVs3J3IVMGxHo7FBERkW4pNsyh1Q6lW1LxJd3Ot3uLqK5rYKqWkxcREfGKxMhgKmrqyS2p8nYoIh6l4ku6naU7DuBnYFK/GG+HIiIi0i0dugC6MCPfy5F0rPLqOuYu2cVB9erJEaj4km5n2Y4CRiZFEhkS6O1QREREuqWhvSLoGRHUpYqv2voGbn99DQ9/sImLnlnCroJyb4ckPkjFl3QrFTV1fLu3iCkacigiIuI1xhimp8Xz9bYC6uobvB3OCbPW8uA761mwNZ+bT+1PSVUdFz2zhJW7C70dmvgYFV/SrazcfZC6BstULbYhIiLiVacN7klxZS3pWUXeDuW4FJbX8N7afWQdrGjc9udPM3hrdRY/OWMQP//eUN750VRiQh1c/c8VfLgu24vRiq/RUvPSrSzdUUCgv2FC32hvhyIiItKtnTwwDj8DC7fmMz61c8zDLq2q5ZrnV7AppwSAPjGhDE6M4LNNuVwxMYW7zhwEQN+4MN7+0VRuemkl9/07nVMGxWu6gwDq+ZJuZtmOA4xNiSbUoesOIiIi3hQZGsi4PtEs8IF5X0UVNTy3aAdvr85iw75iqmrrD2tTU9fAj15dw9bcUv546Sj+57xhDE6MYPnOA5w1LIFHLhyBMaaxfXSYg19fMIKq2gbeXp3lydMRH6ZvoNKlNDRYNmaXMLx3D/z8TLPnvtySy4Z9xdxx+iAvRSciIiJNTU+L58+fZVBQVk1ceJBXYqipa+DmV1bzza7v5mf5GRiVHMX1U1M5Z2RvAv0NP3t7HV9vL+CxS0dx2YQUAOZM64e1tlnR1dSIpEjGpETx6vI9zJnW94jtpPtQz5d0Kf9cvJPz/vY15zz1NZ9vysVaS3l1HQ++s44b564iLSGCKyf18XaYIiIiAkwfHA/A4m3e6f2y1vKr9zbwza5C/nzZaD6/ZzrPXD2OH88YSElVLXe/mc60P3zJjXNX8p9v93HfWWmNhdchxyqorpuSys6CcpbuOODOU5FOQj1f0mUUV9byzIIdjEjqQVlVHT94eRVjUqIoLK8h82AFt0zvzz0z0wgK8Pd2qCIiIgKM6B1JbJiDhVvzuWhsssePP3fpbv61MpPbZwzgkvHO4w/sGc73RvbirjPTWLy9gLlLdvHV1nyumdyH22cMPO5jfG9kL37z4SZeWbaHaQO12nJ3p+JLuox/LtpJcWUtr118EoMTI3hnTRZPfrEdR4Af826ZwsS+nWMyr4iISHfh52c4NS2ehRn5NDTYw6YMuNOijHx+8+EmZg5L4N6Zg1uNbXpaPNPT4jlYXkNUaGC7hg0GB/pz+cQUnl+8i5ziSnpFhnRE+NJJadihdAn5pdW8sGQX547qxYikSAL9/fj+xD4seeB0vrrvNBVeIiIiPuq0wfEUltewfl+xR47X0GB5edlubn7FOR3hie+POWbRFx3mOKH5WldPSqXBWt74JrPd+5CuQT1f0iU8/dV2qusauPesw69ciYiIiO86ZVA8xsCXW/IYnRJ12PNLtxfw9fYCJvWLYWLfGMKCArDWsiO/nGU7CtiUU0JDk/s0TxsUx/mje7d6rJziSn761joWbytgelo8j102irAg938d7hMbymlp8bzxzV7uOH0ggf7q/+iuVHxJp5dZWMFrK/Zw+YRk+sWFeTscEREROQ4xYQ5OHhjHC0t2ccWklGbD8nJLqrj11dWUVNXxzIIdBPgZRiRFkl1USV5pdePrHa5ipqa+gTdXZbIxu5ifzRrS2KPV0GB5a00Wj3y4idp6yyMXjuDqk/p4dPXBa6ekcuPcVXy6MZdzRvXy2HHFt6j4kk7vic+3YYzhzjO0hLyIiEhn9MiFI5j9xGJ++tY6Xr5xEsYYrLX89K111NQ38NGdJ1NYXsPSHQdYtbuQk/rHMnVALNMGxJESE9JYRNXVN/DwBxv5x8KdZBZW8JfLx7Ajv4xfvbeR1XsOMiE1mscuG+2Vi7XT03rSMyKI+etzVHx1Yyq+pFObu2QXb6/J4pbp/TWBVUREpJNKjQ3j5+cM5ZfvbuC1FXu5ZnIq/1qZycKMfB4+bxjDe0cCziGKRxPg78dvLhhB39gwfjt/MxuzF5FZWEFUqIM/XjqKS8cle3RRj6b8/QxnDO3Jh+k51NQ14AjQ0MPuSP/VPayoooZ/LNzBhU8vYV1WkbfD6dReX7GXhz/YxKzhCdynuV4iIiKd2jUn9eGUQXE8On8zX28r4JEPNzF1QCzXTel7XPsxxvCDU/rz7NXjKKms5aqT+vDlvdO5fEKK1wqvQ04fkkBpdR2rdhceu7F0Ser58gBrLZtySnh1+V7+820WVbUNBPgZnl2wg2evGe/t8HxeTV0Dq/YU0jMiiL6xYQT4+/H26ix+8e56ZgyO58krx2riqoiISCdnjOGPl47irMcXce0LKwhzBPDHS0e1u2CaPaIXs4YnenRe17FMGxiLI8CPL7bkMVX3/OqWVHx1oJq6Bqrq6ht/zyup4qN1+3k/fR878ssJCvDjwjFJ3DCtL++u3cfzi3exv7iKxMhgL0btu/JLq3l9xV5eXbGHfNekWoe/H/3jw8jILWXqgFievWa8bposIiLSRfSKDOE3F4zg7nlr+Z/zhpEcHXpC+/Olwgsg1BHA1AGxfLE5l4fOGepz8Yn7qfjqANZa3lubzf+8v5HiytpmzxkDk/rGMGdaP84Z2YvoMAcAYY4Anlu0kze+2cvdM9O8EbbXFFXUsHV/KbsKyhnaqwejkiObvfls2FfMC0t2OcdE1zcwPS2eKy9IoaKmnq25pWTsL2VY7x48cuEIggNVeImIiHQlF45N4rTB8USFOrwdilucMaQnv3xvIzsLyhkQH+7tcMTDVHydoIPlNfzi3fXMX7+f8anRnD0isfG5UEcApw/p2WrPVtP7Pfy4G9zvoaHB8vjnGcxblUluSXWz5/rEhHLe6F70jwvnjW/2smrPQUId/lw5KYXrpvbVG5OIiEg301ULL4AZQ3rCexv5cnOevuN0Qyq+jpO1ln1FlWTklrI5p5S5S3dTVFHDT2cP5pZTB+B/HOOSD93v4bNNuXxvZNddcrSypp6731zLJxv3c+bQBG46OZq0hAhSY8NYubuQD9Kz+fvCndQ3WPrEhPLLc4dx2YRkegQHejt0ERERkQ6VHB3KkMQIvtiSyw9P7e/tcMTDfL74MsakAI8DMwEDfA7cZa3d6+lYFmzN4+4313Kw4ruhhSOTIpk7Z2LjEqjHY3paT5KjQ3hl2Z5OUXw1NFgyD1aQWVhJVZ1t02vyS6v5wcurWJdVxC/PHcaN0/o2G2LYLy6MyyekUFBWzZ4D5YxJiT6uAlZERESkszljaE/+vnAnxZW1RIa0frHZWqs5YV2QTxdfxphQ4EugGrgesMAjwFfGmFHW2nJPxfLx+hzu/Ne3DOwZwX2zBjM4IYJBCRFH/B+mLfz9DFeflMofPtnC9rxSBvaM6MCI266hwbJ4ewF+BgYnRBAfEYQxhsLyGpbvPMDSHQWszyomI7eMylrngiIRDsgK2sk1k1MJDvQnv7SaN77Zy2sr9lBaVUdsuIPYsCByiisprqzl79eMZ9bwxCPGEBceRFx4kKdOWURERMRrTh+SwNNf7WBRRj7nje592PPvrd3Hbz7czE/OGMi1x7nUvvg2ny6+gB8C/YHB1trtAMaYdcA24BbgL54I4u3VWdz/VjpjUqJ4cc6kEyq4Wrp8QjKPf5bBq8v38vD5wztsv21hreWLzXn8+bMMNueUNG6PDg0kJszBjnxnbRvm8GdMnyiunNSHwYnhxIYF8fhHa3jko808v3gX4/tG89nG3MbFMQb1DOdAeQ0FZdWEBIbzwNlDGJ0S5dFzExEREfFVY1KiiAlz8OWWvGbFV01dA4/O38zcpbuJDAnkl+9tJNDfjysm9fFitNKRfL34Oh9YfqjwArDW7jLGLAEu4BjFlwU2ZheTkVvKjrxyCsqqKShzFgUOfz/SEsMZnBDBgJ7h1NVbDpRXc6CshpImKxYerKjlleV7mDYwlueunUBYUMemLDY8iHNG9eKlZbvJyC3l/NG9mT0ikRCHP9vzysjILSWnuIpRSVGMT40mxPHd6n7VdfXsPVBBUIA/seEOQh3+rXZPV9XWU1hew4GyGgpc53igrJqPN+xnbWYRqbGhPP790ST0CCZjfylbc8vIL63iorFJTB0Yx8ikyMMWBAnICyEoZSR//nQri7bmc8WkFK7X4hgiIiIix+TvZzhtcDxfbM7jlWW7iQ0PIiI4gMc/y2DN3iJuOrkf98xM47bX1vDgf9YTFOhHdCv7qaqtp6CsmpLKOqJcF8+PthL0wfIackuriA51EBPm8MqCb/uKKgl3BBAZenhnxsHyGmobGugZcfhiddV19ewuqGg8z7bGXlvfwN7CCvyNITbcQXhQgFeHc/p68TUceK+V7RuBy4714j0lDZzz5NeA8488NsxBbHgQceEOKmvqeW9tNqVVda2+tul/k3NG9uLPl49227LmD583nJSYUD5Iz+aBd9bz0LsbsEB9Q/N5VQ5/P8b2iSIuPIiMXOdS7XVN2gQH+hEZEoifK3hroby6jtLq1s8xKSqE3188kkvGJzf+AU8d0PYb/k0ZEMtbP5p6nGcrIiIiIheOSeKD9Gx++d7Gxm1hDn+evmoc54xyrgXwj2vHM+fFldw7L52LBwWyti6DjNxSMnLL2F9cRVkr3/EiggKIDXcQFx5EbLiDqBAH2cWVbN1fSl5p8xWnI0MCnW3DgoiLcBAZEkhJZR0FZdUUltdQU9/Q+P05JtRBdV29a3RTDWXVtUSFOBqnmhgDB8qqOVBeQ1FFLb0igxmSGEFaYgQhgf6uqSwHyDpYiTEwonckUwfEMqx3D9ZnFbNkx4HGkViT+sZw3pjezBqWwNbcUj5Iz+aTDfspafK9vWnsseEOosMcBDZZN6Cospat+0vZmV9OTX1D43ZHgB9xrnM6FLsn+XrxFQMcbGV7IbR6AaCZqCDD01eNY3BiOKmxYYdVyNZa9pdUsT2vjOBA/8Y/rh7Bnq2II0MDuWdmGnefOYiN2SV8vCEHf2NIS4xgcEIEPSOCWZN5kGU7nPOv9mdXkZYQwazhiQzoGebqtauhsLyGooqaZvsOdQQQF36o6Axq9kd6pJ4yEREREXGvU9Pi2fzr2RysqOVAeTUFpTUM6BlGr8iQxjbBgf48f/0Ern/hG97KOIjZto3UmFAGJURw6qB4V5HlICI4kJLK2sZRXgfKnaOcdhdUUFhRRGKPYE4ZFM/gxHB6R4VQVFHrHAnlGhFVUFZNRm4ZRRW19AgJIC4siIE9wwn096OwvIbMwgrSM4uc35fDHSRFhRAeFE5RpXM/W/eXAjR+10yNDWPfwQreXrOvsUCMDAlkSv9YfnByP4or61i6o4AXl+ympr4BR4AfE1Kjue+sNBoszqL03Q388t0NAIQHBXDW8AROGRRHRU09BaXNY9+WV8bB8hrq7XedEmGOANISwpk+OJ5BPSPwMxw2CuxAeQ0Zrtg9xVjbtlXrvMEYUwP8xVr7QIvtjwAPWGsPKx6NMTcDN7t+HQWsc3ugHSMSKPZ2EMehD+DxFSfbqTPltjPlFZRbd1Ju3aMz5RWUW3dSbt2jM+UVlFt36ky5HW6tDTl2sxPn68VXLvCutfaWFtufAS6z1sYf4/X5x2rjK4wxz1lrbz52S9+g3LpHZ8orKLfupNy6R2fKKyi37qTcukdnyisot+6k3LbO87Psjs9GnPO+WhoGbGrD64s6Nhy3+sDbARwn5dY9OlNeQbl1J+XWPTpTXkG5dSfl1j06U15BuXUn5bYVvl58vQ9MNsY03v7bGNMXmOZ67lg6S1cn1trO9AcKyq27dJq8gnLrTsqte3SyvIJy607KrXt0mryCcutOym3rfL34+iewG3jPGHOBMeZ8nKsfZgL/aMPrn3NjbN2dcuseyqv7KLfuo9y6j3LrPsqteyiv7qPcuo/HcuvTc74AjDF9gMeBmYABvgDustbu9mZcIiIiIiIix8Pniy8REREREZGuwOeGHRpjLjXGvG2M2WOMqTTGbDXG/M4YE9GiXbQx5nljTIExptwY87kxZmQr+ws2xjxmjMlx7W+ZMebUVtrdY4z5wNXOGmMeduNpeoU3cmuMiTDGzDPGbHftq8gY840x5hp3n6+nePFvdrfrb7Xlz4XuPF9P8tLf7A1HyOuhn0R3n7cnePHvNs4Y84IxJt/VboUxZpY7z9XT3JDbR40xnxpjDrj+Bm84wnGvb3Jca4yZ654z9A4v5vVFY8xmY0yJMabMGJNujLnDGOPvplP1OC/mdsER3mfvctOpepw3cmuMOe0IeT30M9mNp+wxXvy7DTXGPG6M2WeMqTbGrDfGXN3mwK21PvUDLAfmAVcD04G7cK5Ashzwc7UxwNdAFnAlMBtYCBQAyS3295rr9T8EzgDeASqBMS3abQZWAM8CFnjY27noCrkFYoHXgZtcbb4HvOTK8d3ezklnzaur3W7gE2Byi59ob+ekM+cWiG8lp1Nc+/vG2znp5LkNwnnvxWxgDnA28BZQC5zm7Zz4cG5LgcV89955wxGO+xmwFnge5+Txud7ORRfJ67+A24BZwFnAn4EG4K/ezkkXyO0CIJ3D33MTvZ2TzpxboEcrOZ2McxXxHMDf23nprLl1tfvE9R57h+s94e+u9te0KW5vJ66VE4pvZdt1rpM63fX7Ba7fZzRpEwkUAk822Tba1W5Ok20BwFbg/RbH8GvyfFctvryS2yPEsgxY7+2cdOa84iy+XvX2+XfF3LZyzFNcr73d2znpzLkFrnG1O63JNoOzIOtKhW2H5da1/dDn00CO/oXAr8m/s+h6xZdX8nqEWN4ASr2dk86eW5zF19fePv+umNtWjpmK86LBY97OSWfOLXBya88BH+K8sHjMwtbnhh1aa/Nb2bzS9ZjkejwfyLbWftXkdcU47ydwQZPXnY/ziuqbTdrV4byKNcsYE9Rke0OHnIAP81Zuj+AAUHdcJ+CjfCyvXYoP5fZ6oAbnF64uwUu5nQxUWmsXNGlngU+BicaYJLqADs5tmz+fuvrnmLfyegRd5jMMfC63XYoP5fZanBe7Xmrn632Ol3J7aMjmxy22fwL0avL8Eflc8XUE012Pm12Pw4ENrbTbCPQxxoQ3abfLWlvRSjsHzsq2u/NIbo1TgDEm1hhzM87hG493xAn4KE/9zZ5njKlwjTlebrrQfK+j8Oj7gTEmBLgM+NBaW3gigXcC7s5tPc4iraVq1+OI9gTdSbQ3t3J0Hslrk8+wKGPMJTgvyPylPfvqRDz1NzvWGFNsjKk1xqwzxtzUzv10Jt54P7gOWGOtbe04XYm7c1vveqxpsb3Nn2M+X3y5roT+GvjcWrvKtTkGONhK80NfjKLb2C6mo+LsjDyc29txfukqAP4G/MRa+3I7Q/dpHszrBzjHG8/COd65CviP6UKLmbTkpfeDC3GOn+8yVwtb46HcbgV6GGOGtmg3pUW7LuUEcytH4OG8noPzM+wg8G/gKWvtb9q5L5/nwdwuwjlP53zgUmAb8Lwx5qF27KtT8Mb7gTFmCjAIfY411d7cbnU9tuzhavPnWMBxHtCjXNXoezi79ud4OZwuxQu5fRPnBMg4nG+yTxlj6q21bblZdqfhybxaa+9ocez/4Mzx74BX3Xlsb/Di+8H1QB4w34PH9CgP5vZ14H+Bl1xXt3OAm4FDqyJ2uaFK+hxzDy/kdTEwEedckTOA+4wx1lr7Cw8c26M8/Dn2qxab3nN9lv3CGPOEtbbMncf3NC9/jtXifA/ukjyY209x9qo9aYy5DtgCXIxzMQ9ow+eYz/Z8uYb6fAD0B2ZZa7OaPH2Q1ivVmCbPt6VdVx9C1Cpv5NZam2+tXWWt/cRaexvwCvAnY0xgO0/D53j7b9ZaW4/zimyyMabXcYTu87yVW1cezwRed81h6nI8mVtrbRHOD6k4nIts5AM3Ag+72uW06yR8VAflVlrwRl6ttcWuz7AvrLU/Bx4FHugq8xQP8ZG/2TeAYOCwpcA7M2/l1jXn9nLgI2ttQXv348s8mVvXd4FLgXJgKc7Pt98CD7qaHPNzzCeLL9cX8reACcD3rLXrWzTZiHMMZ0vDgL1NrpRsBPoZY0JbaVcDbO+4qDsHH8rtKiAcSDiO8H2WD+X1ENvGdj7Py7m9BvCniw7V8EZurbWLgQFAGjDU9ViLc1n61Sd0Qj6kA3MrTfhQXlfh/A7Vr4P253U+lNtD9DnWMbk9H2fxoc+x5tqdW2vtJmvtGJz//48AUviu6FpyrNf7XPFljPHDeb+Y04ELrbXLW2n2PpBkjJne5HU9gPNczx3yARCIc7L8oXYBwPeBT6211XQjPpbb6UAZzuFcnZqv5LVJu73W2v3tPyPf4QO5vQ5YZ61de6Ln4mu8mVvrtM1auwUIxXlvsFesteUdcnJe1sG5FRcfy+t0nMXBzg7cp9f4WG6vxnkxpuWX6E7JB3J7Pc759h+d4H58jrdza63dba3d6Pr1xzg/73Yc63W+OOfraZwf4L8Fyk3zu3BnuboS38d5n6hXjTH34+wyfBDnEpp/PNTYWvutMeZN4AlXZbwL+BHOSrXZnaiNMROAvnxXkA4zxlzq+vf8Vlbx6ow8nltjzC04JyV+jvO+M7E4u78vBR6w1rZcLaYz8kZer8S5ROp8IBNnD+LtwDi+G3fcFXjl/QDAGDMO5xWte91xYj7AW++1v8PZw1WAcxXE+3H2fD1I19FhuQVwfWmIBxJdmyYYY8oArLVvNWk3DOfVXIAQILXJ59jCIyzL3Jl4PK/GmHNwzh/5ANgLROC8OfjNwD+stdluOE9v8EZuTwEewHlD9t0459Ndj7On5oGucjEGL70fuNr2xLko17PW2tZWmu3svPVe+yCwB+d9vfrg/P7VB5jWpqitD9wkrekPzv8B7RF+Hm7SLgZ4AedYywrgC2B0K/sLwbkc7H6cq8GtoMkNPpu0m3uU4/b1dl46a26BqTgLhBycy3Duw1mInePtfHTyvE4GvgRycX5xLXLldZa389HZc9uk7V9duU3wdh66Um5d+8rCORwxC3gKiPF2Pnw8twuOtL8W7R4+ynFb/TvvTD/eyCswBGdxkInzMywX+BrnRQU/d55vN8jtQJz3Strnym0Zzjk0V3o7H509t03a3u16bry389CVcgs8gvMi46H3hJeAlLbGbVw7ERERERERETfyuTlfIiIiIiIiXZGKLxEREREREQ9Q8SUiIiIiIuIBKr5EREREREQ8QMWXiIiIiIiIB6j4EhERERER8QAVXyIiIq0wxjxsjDm9le1zjTFZ3ohJREQ6NxVfIiIirfsf4LDiS0REpL1UfImIiIiIiHiAii8REfEZrqF+1hgzxBjzX2NMuTFmrzFmjuv5a40xW4wxZcaYr4wxA5q8NtAY84gxZrcxpsb1+IgxJrBJm76u/d9ijPm1MSbHGFNkjPnAGJPcpJ11/fMXrvbWGPNwi1jHGmMWG2MqjDHbjDG3ujc7IiLS2an4EhERX/Rv4CPgQmA18IIx5lHgR8ADwBxgMPB6k9e85HruZeBcYC7wM9f2lh4EBgI3Aj8BpgCvNnl+iutxruvfU4Dnmzzfw3XsV4ELgJXAs8aYGe04VxER6SYCvB2AiIhIKx6z1r4MYIxZBZwH3AL0s9aWuLb3Av5qjEkFIoArgf+11j7s2senxpg64DfGmN9ba9c12f9ua+1Vh34xxsQDjxljeltrs621y40xAPustctbiS8CuM1a+5Xr9YuAWa4YvuqgHIiISBejni8REfFFHx/6h7X2IJAHLD9UeLlscT2mAKe6/t2096rp79NbbJ/f4vf1rsc+bYyv4lDh5YqxGsg4jteLiEg3pOJLRER80cEWv9ccYRtAMBDj+ndOizb7XY8xLbYXtvi9usm+2hPfoX209fUiItINqfgSEZGu4FAxldhie2KL50VERLxGxZeIiHQFi1yPV7TYfrXrcUE79lkDhLQ3IBERkZa04IaIiHR61toNxpg3gIeNMQHAUpwrFP4SeMNau/6oO2jdJuAcY8wnOIcZZltrszssaBER6XbU8yUiIl3FDcAfcC4fPx+4yfX79e3c34+BcuADnEvJ33ziIYqISHdmrLXHbiUiIiIiIiInRD1fIiIiIiIiHqDiS0RERERExANUfImIiIiIiHiAii8REREREREPUPElIiIiIiLiASq+REREREREPEDFl4iIiIiIiAeo+BIREREREfEAFV8iIiIiIiIe8P+vlK7rmdkZNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emo_ae_equal_edits - emo_ae_new_names)[\"2001\":].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So let's get an older sample of differing-name rows and see what's going on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 675,
   "metadata": {},
   "outputs": [],
   "source": [
    "older_matched_rows = hive.run([\n",
    "    \"set hive.resultset.use.unique.column.names=true\",\n",
    "    \"\"\"\n",
    "    select *\n",
    "    from neilpquinn.editor_month_official emo\n",
    "    inner join neilpquinn.editor_month_new emn\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where\n",
    "        emo.month >= \"2005-01-01\" and\n",
    "        emo.month < \"2007-01-01\"\n",
    "    \"\"\"\n",
    "]).rename(columns=lambda x: x.replace(\".\", \"_\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like all of these are cases where `editor_month_new` has a null username, almost certainly cases of [T218463](https://phabricator.wikimedia.org/T218463). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 688,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emn_user_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1113468</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2005-08-01</td>\n",
       "      <td>Fortmac</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3075910</th>\n",
       "      <td>enwikibooks</td>\n",
       "      <td>2006-03-01</td>\n",
       "      <td>Quamaretto~enwikibooks</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1909442</th>\n",
       "      <td>ptwikibooks</td>\n",
       "      <td>2005-04-01</td>\n",
       "      <td>Lina bia~ptwikibooks</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28928</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2005-08-01</td>\n",
       "      <td>Emme.pi.effe</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930370</th>\n",
       "      <td>zhwiki</td>\n",
       "      <td>2005-08-01</td>\n",
       "      <td>Adrianus innocens</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2482232</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2005-10-01</td>\n",
       "      <td>Dstrange</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196632</th>\n",
       "      <td>incubatorwiki</td>\n",
       "      <td>2006-04-01</td>\n",
       "      <td>Rory096</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2540197</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2006-04-01</td>\n",
       "      <td>Schiste</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370409</th>\n",
       "      <td>simplewiki</td>\n",
       "      <td>2006-03-01</td>\n",
       "      <td>BorgHunter</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684400</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2005-12-01</td>\n",
       "      <td>TecoAndJix</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393804</th>\n",
       "      <td>nowiki</td>\n",
       "      <td>2005-09-01</td>\n",
       "      <td>Rbj~nowiki</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44817</th>\n",
       "      <td>eowikiquote</td>\n",
       "      <td>2005-10-01</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959778</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2006-12-01</td>\n",
       "      <td>Sapfan</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287141</th>\n",
       "      <td>itwiki</td>\n",
       "      <td>2005-05-01</td>\n",
       "      <td>Mauring~itwiki</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709400</th>\n",
       "      <td>dewiki</td>\n",
       "      <td>2006-08-01</td>\n",
       "      <td>The Anomebot2</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141405</th>\n",
       "      <td>frwikibooks</td>\n",
       "      <td>2006-07-01</td>\n",
       "      <td>Peter17</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169965</th>\n",
       "      <td>enwiktionary</td>\n",
       "      <td>2005-01-01</td>\n",
       "      <td>Sysy~enwiktionary</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2734868</th>\n",
       "      <td>hiwiki</td>\n",
       "      <td>2005-07-01</td>\n",
       "      <td>BD2412</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2766850</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2005-12-01</td>\n",
       "      <td>Jeffreyg222</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2200389</th>\n",
       "      <td>nlwiki</td>\n",
       "      <td>2005-08-01</td>\n",
       "      <td>Denial~nlwiki</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              emo_wiki  emo_month           emo_user_name emn_user_name\n",
       "1113468         enwiki 2005-08-01                 Fortmac          None\n",
       "3075910    enwikibooks 2006-03-01  Quamaretto~enwikibooks          None\n",
       "1909442    ptwikibooks 2005-04-01    Lina bia~ptwikibooks          None\n",
       "28928           dewiki 2005-08-01            Emme.pi.effe          None\n",
       "1930370         zhwiki 2005-08-01       Adrianus innocens          None\n",
       "2482232         enwiki 2005-10-01                Dstrange          None\n",
       "1196632  incubatorwiki 2006-04-01                 Rory096          None\n",
       "2540197         dewiki 2006-04-01                 Schiste          None\n",
       "370409      simplewiki 2006-03-01              BorgHunter          None\n",
       "1684400         enwiki 2005-12-01              TecoAndJix          None\n",
       "1393804         nowiki 2005-09-01              Rbj~nowiki          None\n",
       "44817      eowikiquote 2005-10-01                                  None\n",
       "2959778         dewiki 2006-12-01                  Sapfan          None\n",
       "287141          itwiki 2005-05-01          Mauring~itwiki          None\n",
       "709400          dewiki 2006-08-01           The Anomebot2          None\n",
       "3141405    frwikibooks 2006-07-01                 Peter17          None\n",
       "2169965   enwiktionary 2005-01-01       Sysy~enwiktionary          None\n",
       "2734868         hiwiki 2005-07-01                  BD2412          None\n",
       "2766850         enwiki 2005-12-01             Jeffreyg222          None\n",
       "2200389         nlwiki 2005-08-01           Denial~nlwiki          None"
      ]
     },
     "execution_count": 688,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "older_matched_rows.query(\"emo_user_name != emn_user_name\")[\n",
    "    [\"emo_wiki\", \"emo_month\", \"emo_user_name\", \"emn_user_name\"]\n",
    "].sample(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bot flag"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A very small number of rows differ in their categorization as bots. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00031501330226193103"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "differing_bot_flags = matched_rows.query(\"emo_bot_flag != emn_bot_flag\")\n",
    "len(differing_bot_flags) / len(matched_rows)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is because the `editor_month_official` considers a user a bot if they were *ever* in the \"bot\" group, whereas `editor_month_new` considers them a bot in a given month if they were in the group during the month or at the time `mediawiki_history` was generated.\n",
    "\n",
    "`editor_month_new` seems to have a better approach, producing the correct result in 17 out of the 20 cases below, mainly because many human users add themselves to the bot group temporarily (sometimes for just 30 minutes or less) for testing or to make a spate of edits without cluttering up the recent changes feed. Moreover, the 3 remaining cases, where real bots were not flagged as such in `editor_month_new`, would have been caught by the user name filter anyway. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>emo_wiki</th>\n",
       "      <th>emo_month</th>\n",
       "      <th>emo_user_name</th>\n",
       "      <th>emo_bot_flag</th>\n",
       "      <th>emn_user_name</th>\n",
       "      <th>emn_bot_flag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2748849</th>\n",
       "      <td>urwiki</td>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>BukhariSaeed</td>\n",
       "      <td>True</td>\n",
       "      <td>BukhariSaeed</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6823060</th>\n",
       "      <td>ptwiki</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>JJMC89 bot</td>\n",
       "      <td>False</td>\n",
       "      <td>JJMC89 bot</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925433</th>\n",
       "      <td>fawiki</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>Meisam</td>\n",
       "      <td>True</td>\n",
       "      <td>Meisam</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4143420</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>Pi bot</td>\n",
       "      <td>False</td>\n",
       "      <td>Pi bot</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988887</th>\n",
       "      <td>commonswiki</td>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>Deskana (WMF)</td>\n",
       "      <td>True</td>\n",
       "      <td>Deskana (WMF)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6792367</th>\n",
       "      <td>frwikinews</td>\n",
       "      <td>2017-11-01</td>\n",
       "      <td>Grondin</td>\n",
       "      <td>True</td>\n",
       "      <td>Grondin</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3568448</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>SQLBot</td>\n",
       "      <td>True</td>\n",
       "      <td>SQLBot</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572783</th>\n",
       "      <td>cswiki</td>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>Martin Urbanec</td>\n",
       "      <td>True</td>\n",
       "      <td>Martin Urbanec</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8019031</th>\n",
       "      <td>fawiki</td>\n",
       "      <td>2017-08-01</td>\n",
       "      <td>آرش</td>\n",
       "      <td>True</td>\n",
       "      <td>Arash</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3834705</th>\n",
       "      <td>wikidatawiki</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>Verification pages bot</td>\n",
       "      <td>False</td>\n",
       "      <td>Verification pages bot</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3983832</th>\n",
       "      <td>enwiki</td>\n",
       "      <td>2017-04-01</td>\n",
       "      <td>Rezabot</td>\n",
       "      <td>True</td>\n",
       "      <td>Rezabot</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4052690</th>\n",
       "      <td>ptwiki</td>\n",
       "      <td>2017-06-01</td>\n",
       "      <td>RadiX</td>\n",
       "      <td>True</td>\n",
       "      <td>RadiX</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3769525</th>\n",
       "      <td>fawiki</td>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>Ebrahim</td>\n",
       "      <td>True</td>\n",
       "      <td>Ebrahim</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5272520</th>\n",
       "      <td>frwikisource</td>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>Fluxbot</td>\n",
       "      <td>False</td>\n",
       "      <td>Fluxbot</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652488</th>\n",
       "      <td>cswiki</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>Martin Urbanec (test)</td>\n",
       "      <td>True</td>\n",
       "      <td>Martin Urbanec (test)</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6968484</th>\n",
       "      <td>bewiki</td>\n",
       "      <td>2018-06-01</td>\n",
       "      <td>Maksim L.</td>\n",
       "      <td>True</td>\n",
       "      <td>Maksim L.</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7094656</th>\n",
       "      <td>jawiki</td>\n",
       "      <td>2018-10-01</td>\n",
       "      <td>Rxy</td>\n",
       "      <td>True</td>\n",
       "      <td>Rxy</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6684621</th>\n",
       "      <td>fawiki</td>\n",
       "      <td>2017-07-01</td>\n",
       "      <td>Fatemi</td>\n",
       "      <td>True</td>\n",
       "      <td>Fatemi</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5221991</th>\n",
       "      <td>simplewiki</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>Djsasso</td>\n",
       "      <td>True</td>\n",
       "      <td>Djsasso</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8273063</th>\n",
       "      <td>simplewiki</td>\n",
       "      <td>2018-05-01</td>\n",
       "      <td>EmausBot</td>\n",
       "      <td>True</td>\n",
       "      <td>EmausBot</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             emo_wiki  emo_month           emo_user_name emo_bot_flag  \\\n",
       "2748849        urwiki 2017-06-01            BukhariSaeed         True   \n",
       "6823060        ptwiki 2017-12-01              JJMC89 bot        False   \n",
       "2925433        fawiki 2018-01-01                  Meisam         True   \n",
       "4143420        enwiki 2017-10-01                  Pi bot        False   \n",
       "1988887   commonswiki 2017-03-01           Deskana (WMF)         True   \n",
       "6792367    frwikinews 2017-11-01                 Grondin         True   \n",
       "3568448        enwiki 2018-01-01                  SQLBot         True   \n",
       "572783         cswiki 2018-11-01          Martin Urbanec         True   \n",
       "8019031        fawiki 2017-08-01                     آرش         True   \n",
       "3834705  wikidatawiki 2018-10-01  Verification pages bot        False   \n",
       "3983832        enwiki 2017-04-01                 Rezabot         True   \n",
       "4052690        ptwiki 2017-06-01                   RadiX         True   \n",
       "3769525        fawiki 2018-08-01                 Ebrahim         True   \n",
       "5272520  frwikisource 2017-03-01                 Fluxbot        False   \n",
       "7652488        cswiki 2018-07-01   Martin Urbanec (test)         True   \n",
       "6968484        bewiki 2018-06-01               Maksim L.         True   \n",
       "7094656        jawiki 2018-10-01                     Rxy         True   \n",
       "6684621        fawiki 2017-07-01                  Fatemi         True   \n",
       "5221991    simplewiki 2019-01-01                 Djsasso         True   \n",
       "8273063    simplewiki 2018-05-01                EmausBot         True   \n",
       "\n",
       "                  emn_user_name emn_bot_flag  \n",
       "2748849            BukhariSaeed        False  \n",
       "6823060              JJMC89 bot         True  \n",
       "2925433                  Meisam        False  \n",
       "4143420                  Pi bot         True  \n",
       "1988887           Deskana (WMF)        False  \n",
       "6792367                 Grondin        False  \n",
       "3568448                  SQLBot        False  \n",
       "572783           Martin Urbanec        False  \n",
       "8019031                   Arash        False  \n",
       "3834705  Verification pages bot         True  \n",
       "3983832                 Rezabot        False  \n",
       "4052690                   RadiX        False  \n",
       "3769525                 Ebrahim        False  \n",
       "5272520                 Fluxbot         True  \n",
       "7652488   Martin Urbanec (test)        False  \n",
       "6968484               Maksim L.        False  \n",
       "7094656                     Rxy        False  \n",
       "6684621                  Fatemi        False  \n",
       "5221991                 Djsasso        False  \n",
       "8273063                EmausBot        False  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot_flag_columns = [\n",
    "    \"emo_wiki\",\n",
    "    \"emo_month\",\n",
    "    \"emo_user_name\",\n",
    "    \"emo_bot_flag\",\n",
    "    \"emn_user_name\",\n",
    "    \"emn_bot_flag\"\n",
    "]\n",
    "\n",
    "differing_bot_flags.sample(20)[bot_flag_columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "ae_same_bots_sql = \"\"\"\n",
    "select\n",
    "    month,\n",
    "    count(*) as active_editors\n",
    "from (\n",
    "    select\n",
    "        cast({table_abbrev}.month as date) as month,\n",
    "        emn.user_name,\n",
    "        greatest(sum({table_abbrev}.edits), sum({other_table_abbrev}.edits)) as edits,\n",
    "        max(emn.bot_flag) as bot_flag\n",
    "    from neilpquinn.{table} {table_abbrev}\n",
    "    inner join neilpquinn.{other_table} {other_table_abbrev}\n",
    "    on\n",
    "        emo.month = emn.month and\n",
    "        emo.wiki = emn.wiki and\n",
    "        emo.local_user_id = emn.local_user_id\n",
    "    where \n",
    "        {table_abbrev}.local_user_id != 0\n",
    "    group by {table_abbrev}.month, emn.user_name\n",
    ") global_edits\n",
    "where\n",
    "    edits >= 5 and\n",
    "    not bot_flag and \n",
    "    user_name not regexp \"bot\\\\b\"\n",
    "group by month\n",
    "\"\"\"\n",
    "\n",
    "emo_ae_same_bots_sql = ae_same_bots_sql.format(\n",
    "    table=\"editor_month_official\",\n",
    "    table_abbrev=\"emo\",\n",
    "    other_table=\"editor_month_new\",\n",
    "    other_table_abbrev=\"emn\"\n",
    ")\n",
    "\n",
    "emn_ae_same_bots_sql = ae_same_bots_sql.format(\n",
    "    table=\"editor_month_new\",\n",
    "    table_abbrev=\"emn\",\n",
    "    other_table=\"editor_month_official\",\n",
    "    other_table_abbrev=\"emo\"\n",
    ")\n",
    "\n",
    "emo_ae_same_bots = hive.run(emo_ae_same_bots_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")\n",
    "emn_ae_same_bots = hive.run(emn_ae_same_bots_sql).assign(month=lambda df: pd.to_datetime(df[\"month\"])).set_index(\"month\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And with that, we seem to have taken care of the entire discrepancy! It's not terribly suprising, considering that I have now essentially picked a winner in every case where the two datasets differ, but it's still deeply refreshing after so much investigation 😁"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(emn_ae_same_bots - emo_ae_same_bots)[\"2001\":].plot(\n",
    "    title=\"Deviation of 'new' active editors from 'official'\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mitigation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the findings above, I've regenerated `neilpquinn.editor_month`, working around as many of the issues as possible with [this SQL](https://github.com/wikimedia-research/Editing-movement-metrics/blob/1178702104d1cafd1c003759aa09d9dbd8728d0c/queries/update_editor_month.sql)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "mitigated_ae = (\n",
    "    hive.run(\"\"\"\n",
    "    select\n",
    "        month,\n",
    "        count(*) as active_editors\n",
    "    from (\n",
    "        select\n",
    "            cast(month as date) as month,\n",
    "            user_name,\n",
    "            sum(content_edits) as content_edits,\n",
    "            max(bot_by_group) as bot -- `bot_by_group` is misnamed and includes the user name regex\n",
    "        from neilpquinn.editor_month\n",
    "        where\n",
    "            month < \"2019-02-01\" and\n",
    "            user_id != 0\n",
    "        group by month, user_name\n",
    "    ) global_edits\n",
    "    where\n",
    "        content_edits >= 5 and\n",
    "        (not bot or user_name in (\"Paucabot\", \"Niabot\", \"Marbot\"))\n",
    "    group by month\n",
    "    \"\"\")\n",
    "    .assign(month=lambda df: pd.to_datetime(df[\"month\"]))\n",
    "    .set_index(\"month\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This seems to have worked really well!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(mitigated_ae - official_ae).plot(title=\"Deviation of 'mitigated' active editors from 'official'\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ae_comparison = pd.concat([\n",
    "    new_ae.rename(columns=lambda x: \"new (mediawiki_history)\"),\n",
    "    mitigated_ae.rename(columns=lambda x: \"mitigated new (mediawiki_history)\"),\n",
    "    official_ae.rename(columns=lambda x: \"old (replicas)\")\n",
    "], axis=1)\n",
    "\n",
    "plt = ae_comparison.plot()\n",
    "plt.set_title(\"Comparison of active editor calculations\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}