{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyse public tags added to Trove\n",
    "\n",
    "This notebook loads public tags that users have added to records in Trove from the CSV file [harvested by this notebook](harvest-tags.ipynb). It then attempts some analysis of the tags.\n",
    "\n",
    "The complete CSV is too large to store on GitHub. You can download it from [CloudStor](https://cloudstor.aarnet.edu.au/plus/s/YiWStNrhnTo18JI) or [Zenodo](https://doi.org/10.5281/zenodo.5094314).\n",
    "\n",
    "User content added to Trove, including tags, is available for reuse under a CC-BY-NC licence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",
    "import altair as alt\n",
    "import pandas as pd\n",
    "from wordcloud import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# You will need to download the CSV file first from CloudStor or Zenodo\n",
    "df = pd.read_csv(\"trove_tags_20220706.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tags by zone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "newspaper     8578901\n",
       "book           573677\n",
       "picture         98764\n",
       "gazette         84769\n",
       "music           52560\n",
       "article         22695\n",
       "map              7011\n",
       "list             6681\n",
       "collection       3879\n",
       "Name: zone, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"zone\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How many duplicates across zones?\n",
    "\n",
    "A single resource in Trove can appear in multiple zones – for example, a book that includes maps and illustrations might appear in the 'book', 'picture', and 'map' zones. This means that some of the tags will essentially be duplicates – harvested from different zones, but relating to the same resource. We can quantify this by finding put how many tags there are in the overlapping 'book', 'article', 'picture', 'music', 'map', and 'collection' zones, then dropping duplicates based on the `tag`, `date` and `record_id` fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(758586, 4)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Total tags across overlapping zones\n",
    "df.loc[\n",
    "    df[\"zone\"].isin([\"book\", \"article\", \"picture\", \"music\", \"map\", \"collection\"])\n",
    "].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's remove the duplicates and see how many are left."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(700263, 4)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[\n",
    "    df[\"zone\"].isin([\"book\", \"article\", \"picture\", \"music\", \"map\", \"collection\"])\n",
    "].drop_duplicates(subset=[\"tag\", \"date\", \"record_id\"]).shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So there's about 50,000 'duplicates'. This doesn't really matter if you want to examine tagging behaviour within zones, but if you're aggregating tags across zones you might want to remove them, as demonstrated below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top tags!\n",
    "\n",
    "If we're going to look at the most common tags across all zones, then we should probably remove the duplicates mentioned above first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dedupe overlapping zones\n",
    "deduped_works = df.loc[\n",
    "    df[\"zone\"].isin([\"book\", \"article\", \"picture\", \"music\", \"map\", \"collection\"])\n",
    "].drop_duplicates(subset=[\"tag\", \"date\", \"record_id\"])\n",
    "\n",
    "# Non overlapping zones\n",
    "other_zones = df.loc[df[\"zone\"].isin([\"newspaper\", \"gazette\", \"list\"])]\n",
    "\n",
    "# Combine the two to create a new deduped df\n",
    "deduped = pd.concat([deduped_works, other_zones])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9370614, 4)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deduped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's view the 50 most common tags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "north shore                    44542\n",
       "lrrsa                          34381\n",
       "tccc                           28550\n",
       "north sydney council           23649\n",
       "poem                           22282\n",
       "australian colonial music      21778\n",
       "l1                             21658\n",
       "gag cartoon                    19758\n",
       "melbourne football club        17906\n",
       "crossword puzzle               17618\n",
       "political cartoon              16110\n",
       "crossword puzzle solution      15819\n",
       "tbd                            15660\n",
       "fiction                        15542\n",
       "slvfix                         14806\n",
       "rowing & sculling              13200\n",
       "corrected in full              12584\n",
       "illustration type cartoon      12216\n",
       "cammeray golf club             12193\n",
       "serials                        11217\n",
       "australian laureates           11128\n",
       "captain e t miles              10373\n",
       "advertising                    10061\n",
       "cricket                         9840\n",
       "t a reynolds                    9512\n",
       "city police court               9288\n",
       "second edition                  9131\n",
       "horse destroyed                 8906\n",
       "family notices                  8684\n",
       "short story                     8076\n",
       "animation                       7893\n",
       "william tunks                   7632\n",
       "cane                            7529\n",
       "phoenix foundry, ballarat       7502\n",
       "peanuts animation               7410\n",
       "blondie animation               7364\n",
       "st. leonards school of arts     7144\n",
       "dora animation                  6896\n",
       "nature notes                    6871\n",
       "portrait (photo)                6801\n",
       "weather map                     6795\n",
       "illustration type photo         6705\n",
       "ben bowyang animation           6603\n",
       "locomotive                      6525\n",
       "deaths                          6482\n",
       "firewood taxa                   6469\n",
       "dmb                             6374\n",
       "little iodine animation         6214\n",
       "illustration by jimmy hatlo     6138\n",
       "map                             5911\n",
       "Name: tag, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deduped[\"tag\"].value_counts()[:50]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's convert the complete tag counts into a new dataframe, and save it as a CSV file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "tag_counts = deduped[\"tag\"].value_counts().to_frame().reset_index()\n",
    "tag_counts.columns = [\"tag\", \"count\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "tag_counts.to_csv(\"trove_tag_counts_20220706.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's display the top 200 tags as a word cloud."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the top 200 tags\n",
    "top_200 = tag_counts[:200].to_dict(orient=\"records\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reshape into a tag:count dictionary.\n",
    "top_200 = {tag[\"tag\"]: tag[\"count\"] for tag in top_200}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1200x800>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WordCloud(width=1200, height=800).fit_words(top_200).to_image()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tags on pictures\n",
    "\n",
    "Most of the tags are on newspaper articles, but we can filter the results to look at the top tags in other zones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "c1                           3260\n",
       "c3                           2388\n",
       "sun pic                      1946\n",
       "hillgrove ww1                1277\n",
       "morgan harry                 1277\n",
       "politicians                  1099\n",
       "photos                        968\n",
       "aviators and aviation         846\n",
       "1931                          818\n",
       "1932                          731\n",
       "daily telegraph pic           688\n",
       "1930                          677\n",
       "1928                          670\n",
       "ship passengers               631\n",
       "australian colonial music     607\n",
       "sydney harbour bridge         601\n",
       "nsw mlas                      562\n",
       "1927                          531\n",
       "1925                          492\n",
       "sydney harbour                490\n",
       "Name: tag, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df[\"zone\"] == \"picture\"][\"tag\"].value_counts()[:20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## View tags by year\n",
    "\n",
    "We can use the `date` field to examine when tags were added."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert date to datetime data type\n",
    "df[\"date\"] = pd.to_datetime(df[\"date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a new column with the year\n",
    "df[\"year\"] = df[\"date\"].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get counts of tags by year\n",
    "year_counts = df.value_counts([\"year\", \"zone\"]).to_frame().reset_index()\n",
    "year_counts.columns = [\"year\", \"zone\", \"count\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-5b785a04d0504c84a4734708d770a551\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-5b785a04d0504c84a4734708d770a551\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-5b785a04d0504c84a4734708d770a551\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-49c15bb23f8e8bba1ea0ea54ceeeb589\"}, \"mark\": {\"type\": \"bar\", \"size\": 18}, \"encoding\": {\"color\": {\"field\": \"zone\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"year\", \"type\": \"quantitative\"}, {\"field\": \"count\", \"type\": \"quantitative\"}, {\"field\": \"zone\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"format\": \"c\"}, \"field\": \"year\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"count\", \"stack\": true, \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-49c15bb23f8e8bba1ea0ea54ceeeb589\": [{\"year\": 2020, \"zone\": \"newspaper\", \"count\": 889081}, {\"year\": 2019, \"zone\": \"newspaper\", \"count\": 870196}, {\"year\": 2018, \"zone\": \"newspaper\", \"count\": 835678}, {\"year\": 2021, \"zone\": \"newspaper\", \"count\": 759738}, {\"year\": 2017, \"zone\": \"newspaper\", \"count\": 732390}, {\"year\": 2015, \"zone\": \"newspaper\", \"count\": 716312}, {\"year\": 2016, \"zone\": \"newspaper\", \"count\": 656248}, {\"year\": 2014, \"zone\": \"newspaper\", \"count\": 618831}, {\"year\": 2013, \"zone\": \"newspaper\", \"count\": 567050}, {\"year\": 2009, \"zone\": \"book\", \"count\": 536008}, {\"year\": 2011, \"zone\": \"newspaper\", \"count\": 520238}, {\"year\": 2012, \"zone\": \"newspaper\", \"count\": 461742}, {\"year\": 2010, \"zone\": \"newspaper\", \"count\": 396341}, {\"year\": 2022, \"zone\": \"newspaper\", \"count\": 336499}, {\"year\": 2009, \"zone\": \"newspaper\", \"count\": 192161}, {\"year\": 2009, \"zone\": \"music\", \"count\": 33509}, {\"year\": 2008, \"zone\": \"newspaper\", \"count\": 26396}, {\"year\": 2018, \"zone\": \"picture\", \"count\": 19962}, {\"year\": 2020, \"zone\": \"gazette\", \"count\": 17450}, {\"year\": 2019, \"zone\": \"picture\", \"count\": 17269}, {\"year\": 2020, \"zone\": \"picture\", \"count\": 17080}, {\"year\": 2017, \"zone\": \"picture\", \"count\": 15424}, {\"year\": 2021, \"zone\": \"gazette\", \"count\": 14925}, {\"year\": 2019, \"zone\": \"gazette\", \"count\": 13409}, {\"year\": 2009, \"zone\": \"article\", \"count\": 12543}, {\"year\": 2018, \"zone\": \"gazette\", \"count\": 12529}, {\"year\": 2021, \"zone\": \"picture\", \"count\": 12386}, {\"year\": 2014, \"zone\": \"book\", \"count\": 11363}, {\"year\": 2017, \"zone\": \"gazette\", \"count\": 10706}, {\"year\": 2016, \"zone\": \"picture\", \"count\": 8906}, {\"year\": 2022, \"zone\": \"gazette\", \"count\": 8565}, {\"year\": 2016, \"zone\": \"gazette\", \"count\": 7185}, {\"year\": 2009, \"zone\": \"map\", \"count\": 5776}, {\"year\": 2013, \"zone\": \"book\", \"count\": 4927}, {\"year\": 2019, \"zone\": \"book\", \"count\": 3838}, {\"year\": 2014, \"zone\": \"music\", \"count\": 3666}, {\"year\": 2017, \"zone\": \"music\", \"count\": 3570}, {\"year\": 2011, \"zone\": \"book\", \"count\": 3258}, {\"year\": 2013, \"zone\": \"music\", \"count\": 3016}, {\"year\": 2012, \"zone\": \"book\", \"count\": 2347}, {\"year\": 2020, \"zone\": \"book\", \"count\": 2319}, {\"year\": 2017, \"zone\": \"book\", \"count\": 2082}, {\"year\": 2020, \"zone\": \"article\", \"count\": 2012}, {\"year\": 2018, \"zone\": \"book\", \"count\": 2000}, {\"year\": 2009, \"zone\": \"picture\", \"count\": 1869}, {\"year\": 2022, \"zone\": \"picture\", \"count\": 1863}, {\"year\": 2018, \"zone\": \"article\", \"count\": 1772}, {\"year\": 2020, \"zone\": \"music\", \"count\": 1687}, {\"year\": 2016, \"zone\": \"book\", \"count\": 1627}, {\"year\": 2015, \"zone\": \"book\", \"count\": 1504}, {\"year\": 2010, \"zone\": \"book\", \"count\": 1387}, {\"year\": 2019, \"zone\": \"music\", \"count\": 1308}, {\"year\": 2016, \"zone\": \"music\", \"count\": 1249}, {\"year\": 2019, \"zone\": \"article\", \"count\": 1099}, {\"year\": 2018, \"zone\": \"music\", \"count\": 1043}, {\"year\": 2021, \"zone\": \"article\", \"count\": 1042}, {\"year\": 2009, \"zone\": \"collection\", \"count\": 976}, {\"year\": 2021, \"zone\": \"music\", \"count\": 970}, {\"year\": 2011, \"zone\": \"music\", \"count\": 869}, {\"year\": 2013, \"zone\": \"picture\", \"count\": 808}, {\"year\": 2012, \"zone\": \"music\", \"count\": 792}, {\"year\": 2021, \"zone\": \"list\", \"count\": 786}, {\"year\": 2015, \"zone\": \"picture\", \"count\": 746}, {\"year\": 2017, \"zone\": \"article\", \"count\": 742}, {\"year\": 2021, \"zone\": \"book\", \"count\": 738}, {\"year\": 2014, \"zone\": \"list\", \"count\": 738}, {\"year\": 2012, \"zone\": \"list\", \"count\": 680}, {\"year\": 2016, \"zone\": \"list\", \"count\": 645}, {\"year\": 2014, \"zone\": \"picture\", \"count\": 640}, {\"year\": 2013, \"zone\": \"article\", \"count\": 633}, {\"year\": 2012, \"zone\": \"picture\", \"count\": 623}, {\"year\": 2010, \"zone\": \"picture\", \"count\": 621}, {\"year\": 2015, \"zone\": \"list\", \"count\": 601}, {\"year\": 2012, \"zone\": \"article\", \"count\": 599}, {\"year\": 2015, \"zone\": \"article\", \"count\": 585}, {\"year\": 2011, \"zone\": \"picture\", \"count\": 567}, {\"year\": 2018, \"zone\": \"list\", \"count\": 560}, {\"year\": 2020, \"zone\": \"list\", \"count\": 558}, {\"year\": 2019, \"zone\": \"collection\", \"count\": 480}, {\"year\": 2019, \"zone\": \"list\", \"count\": 458}, {\"year\": 2011, \"zone\": \"list\", \"count\": 446}, {\"year\": 2017, \"zone\": \"list\", \"count\": 444}, {\"year\": 2013, \"zone\": \"list\", \"count\": 443}, {\"year\": 2016, \"zone\": \"article\", \"count\": 411}, {\"year\": 2014, \"zone\": \"article\", \"count\": 371}, {\"year\": 2015, \"zone\": \"music\", \"count\": 359}, {\"year\": 2013, \"zone\": \"collection\", \"count\": 338}, {\"year\": 2022, \"zone\": \"music\", \"count\": 336}, {\"year\": 2011, \"zone\": \"collection\", \"count\": 318}, {\"year\": 2020, \"zone\": \"collection\", \"count\": 315}, {\"year\": 2011, \"zone\": \"article\", \"count\": 313}, {\"year\": 2010, \"zone\": \"article\", \"count\": 287}, {\"year\": 2022, \"zone\": \"article\", \"count\": 286}, {\"year\": 2019, \"zone\": \"map\", \"count\": 284}, {\"year\": 2022, \"zone\": \"book\", \"count\": 279}, {\"year\": 2012, \"zone\": \"collection\", \"count\": 249}, {\"year\": 2018, \"zone\": \"collection\", \"count\": 221}, {\"year\": 2018, \"zone\": \"map\", \"count\": 203}, {\"year\": 2021, \"zone\": \"collection\", \"count\": 193}, {\"year\": 2016, \"zone\": \"collection\", \"count\": 189}, {\"year\": 2010, \"zone\": \"music\", \"count\": 186}, {\"year\": 2010, \"zone\": \"list\", \"count\": 182}, {\"year\": 2017, \"zone\": \"collection\", \"count\": 169}, {\"year\": 2014, \"zone\": \"collection\", \"count\": 143}, {\"year\": 2022, \"zone\": \"list\", \"count\": 140}, {\"year\": 2015, \"zone\": \"collection\", \"count\": 130}, {\"year\": 2014, \"zone\": \"map\", \"count\": 114}, {\"year\": 2016, \"zone\": \"map\", \"count\": 106}, {\"year\": 2022, \"zone\": \"collection\", \"count\": 93}, {\"year\": 2017, \"zone\": \"map\", \"count\": 88}, {\"year\": 2020, \"zone\": \"map\", \"count\": 85}, {\"year\": 2012, \"zone\": \"map\", \"count\": 68}, {\"year\": 2015, \"zone\": \"map\", \"count\": 65}, {\"year\": 2010, \"zone\": \"collection\", \"count\": 65}, {\"year\": 2013, \"zone\": \"map\", \"count\": 64}, {\"year\": 2011, \"zone\": \"map\", \"count\": 61}, {\"year\": 2021, \"zone\": \"map\", \"count\": 44}, {\"year\": 2010, \"zone\": \"map\", \"count\": 33}, {\"year\": 2022, \"zone\": \"map\", \"count\": 20}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Chart tags by year\n",
    "alt.Chart(year_counts).mark_bar(size=18).encode(\n",
    "    x=alt.X(\"year:Q\", axis=alt.Axis(format=\"c\")),\n",
    "    y=alt.Y(\"count:Q\", stack=True),\n",
    "    color=\"zone:N\",\n",
    "    tooltip=[\"year:Q\", \"count:Q\", \"zone:N\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An obvious feature in the chart above is the large number of tags in zones other than 'newspaper' that were added in 2009. From memory I believe these 'tags' were automatically ingested from related Wikipedia pages. Unlike the bulk of the tags, these were not added by individual users, so if your interest is user activity you might want to exclude these by filtering on date or zone."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## View tags by month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This creates a column with the date of the first day of the month in which the tag was added\n",
    "# We can use this to aggregate by month\n",
    "df[\"year_month\"] = (\n",
    "    df[\"date\"] + pd.offsets.MonthEnd(0) - pd.offsets.MonthBegin(normalize=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get tag counts by month\n",
    "month_counts = df.value_counts([\"year_month\", \"zone\"]).to_frame().reset_index()\n",
    "month_counts.columns = [\"year_month\", \"zone\", \"count\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-fcac64fc0b3e40bca9e02bc77a833aaf\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-fcac64fc0b3e40bca9e02bc77a833aaf\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-fcac64fc0b3e40bca9e02bc77a833aaf\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-9b8e568e47b2f4c51e626dd9ddaba824\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"field\": \"zone\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, {\"field\": \"count\", \"type\": \"quantitative\"}, {\"field\": \"zone\", \"type\": \"nominal\"}], \"x\": {\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\"}}, \"selection\": {\"selector002\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"width\": 700, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-9b8e568e47b2f4c51e626dd9ddaba824\": [{\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 535080}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 96257}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84838}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84579}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84072}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 83950}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 80534}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 77102}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 76602}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 76396}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 75805}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 75532}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74869}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74636}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74447}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73970}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73970}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73786}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73752}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73529}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72744}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72632}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72134}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70950}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70685}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70277}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70200}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70197}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 68413}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67821}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67607}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67390}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67269}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67102}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67035}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 66633}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65457}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65416}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65181}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65082}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64783}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64767}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64763}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64534}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64444}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64091}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63947}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63869}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63382}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63210}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62882}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62773}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62514}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62395}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62178}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61774}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61484}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61361}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60837}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60558}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60048}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60040}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59977}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59219}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59169}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59154}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 58570}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 58033}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 57774}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 57694}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56942}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56741}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56641}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56602}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56417}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55858}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55791}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55503}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55200}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54827}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54712}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54453}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54038}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53762}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53620}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53421}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52980}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52503}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52040}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 51293}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50119}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50084}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50003}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49780}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49558}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49453}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49419}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49313}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49216}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49021}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48274}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48214}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48031}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47808}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47559}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47401}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47332}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47306}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47012}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46839}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46782}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46194}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44525}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44448}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44264}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44212}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43900}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43365}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43265}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43187}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 42634}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 42222}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41932}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41647}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41301}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40839}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40509}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40497}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40493}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40203}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39780}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39317}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39022}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39019}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 38926}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 38365}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37746}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37128}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37008}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 36853}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 36418}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 35325}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 33935}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 33381}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 32994}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 32140}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 31973}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 31697}, {\"year_month\": \"2009-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 30943}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 30504}, {\"year_month\": \"2009-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 27106}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 26902}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 24663}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 24489}, {\"year_month\": \"2009-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 23025}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 22996}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 20837}, {\"year_month\": \"2009-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 14624}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 12490}, {\"year_month\": \"2009-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9751}, {\"year_month\": \"2009-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9303}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9212}, {\"year_month\": \"2009-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 8406}, {\"year_month\": \"2009-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 8302}, {\"year_month\": \"2009-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 7127}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 6127}, {\"year_month\": \"2009-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 6089}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5775}, {\"year_month\": \"2008-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5536}, {\"year_month\": \"2008-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5368}, {\"year_month\": \"2008-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5013}, {\"year_month\": \"2008-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 4947}, {\"year_month\": \"2008-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 4668}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 3605}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 3442}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 3315}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2909}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2898}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2807}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2481}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2453}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 2303}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2235}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 2194}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2087}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2060}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 2054}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2040}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2028}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2010}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 2005}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1999}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1954}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1929}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1904}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1901}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1877}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1855}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1854}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1754}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1714}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1708}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1697}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1696}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1690}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 1670}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1664}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1637}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 1613}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1607}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1602}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1588}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1582}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 1578}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1567}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1559}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1553}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1540}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1538}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1524}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1485}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1457}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1422}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 1419}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1411}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1410}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1392}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 1383}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1379}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1371}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 1370}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1337}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1325}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1322}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1289}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1273}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1270}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1255}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1253}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1252}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1246}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 1241}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1240}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1218}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1202}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1200}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1190}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1189}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1185}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1183}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1142}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1135}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1135}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1124}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1122}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1108}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1076}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 1073}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1061}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1061}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 1049}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1022}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1020}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1020}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1018}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 1009}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1006}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 997}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 979}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 977}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 976}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 958}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 957}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 943}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 928}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 927}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 913}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 907}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 901}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 895}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 895}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 880}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 876}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 845}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 845}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 837}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 828}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 815}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 804}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 791}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 784}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 783}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 777}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 752}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 751}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 747}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 745}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 729}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 728}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 714}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 711}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 695}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 693}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 688}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 680}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 677}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 672}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 672}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 664}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 650}, {\"year_month\": \"2008-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 646}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 637}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 635}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 632}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 631}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 616}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 583}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 574}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 563}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 544}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 542}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 541}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 540}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 521}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 518}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 492}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 490}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 487}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 483}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 471}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 468}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 462}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 459}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 456}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 454}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 454}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 433}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 417}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 416}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 413}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 413}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 412}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 409}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 403}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 399}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 397}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 397}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 393}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 385}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 379}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 375}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 370}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 366}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 365}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 351}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 346}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 338}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 328}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 323}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 312}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 309}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 307}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 294}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 284}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 283}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 271}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 271}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 261}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 259}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 258}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 257}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 253}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 248}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 239}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 237}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 234}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 230}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 227}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 223}, {\"year_month\": \"2008-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 218}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 216}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 211}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 210}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 209}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 209}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 208}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 207}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 207}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 206}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 200}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 198}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 195}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 195}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 193}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 192}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 190}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 189}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 188}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 187}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 186}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 186}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 185}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 183}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 183}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 183}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 182}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 180}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 180}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 179}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 178}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 178}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 177}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 176}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 175}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 174}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 173}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 168}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 166}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 166}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 166}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 164}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 164}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 162}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 161}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 161}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 160}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 159}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 159}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 159}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 158}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 158}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 157}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 155}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 155}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 155}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 154}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 153}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 153}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 153}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 152}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 152}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 150}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 149}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 148}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 147}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 146}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 145}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 145}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 144}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 144}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 143}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 143}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 143}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 143}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 142}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 137}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 136}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 135}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 135}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 133}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 133}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 133}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 133}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 133}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 132}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 131}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 130}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 130}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 130}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 129}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 128}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 127}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 126}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 124}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 124}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 124}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 122}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 121}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 120}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 119}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 118}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 116}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 116}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 115}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 115}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 115}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 114}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 113}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 113}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 113}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 113}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 112}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 112}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 111}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 111}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 109}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 108}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 108}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 108}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 107}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 107}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 106}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 105}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 105}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 105}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 104}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 104}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 101}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 101}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 100}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 100}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 100}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 100}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 100}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 100}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 99}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 99}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 98}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 98}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 98}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 97}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 96}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 96}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 96}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 96}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 95}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 94}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 94}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 92}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 92}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 91}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 90}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 90}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 90}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 89}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 88}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 87}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 87}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 86}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 86}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 86}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 85}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 85}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 85}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 85}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 84}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 84}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 83}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 83}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 83}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 82}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 81}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 81}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 81}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 81}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 81}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 81}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 81}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 80}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 80}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 79}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 79}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 79}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 77}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 76}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 76}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 75}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 74}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 74}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 74}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 74}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 74}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 74}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 74}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 73}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 73}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 72}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 72}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 72}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 71}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 71}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 71}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 70}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 70}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 70}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 70}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 70}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 69}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 69}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 69}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 69}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 68}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 68}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 68}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 68}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 68}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 68}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 67}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 67}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 67}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 67}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 67}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 67}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 66}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 66}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 66}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 65}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 65}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 65}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 64}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 64}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 64}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 63}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 63}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 63}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 63}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 62}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 62}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 62}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 62}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 62}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 62}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 62}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 61}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 61}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 61}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 61}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 61}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 61}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 60}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 60}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 60}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 60}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 60}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 59}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 59}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 58}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 58}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 58}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 58}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 58}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 58}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 58}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 57}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 57}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 57}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 57}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 57}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 57}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 56}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 55}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 55}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 55}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 55}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 54}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 53}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 53}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 53}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 53}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 53}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 53}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 52}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 52}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 52}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 52}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 52}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 51}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 51}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 51}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 51}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 50}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 50}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 50}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 50}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 50}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 50}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 50}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 49}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 49}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 49}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 49}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 48}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 48}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 48}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 48}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 48}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 47}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 47}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 47}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 47}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 47}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 47}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 46}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 46}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 46}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 46}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 46}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 46}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 45}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 45}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 45}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 45}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 45}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 45}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 45}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 45}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 45}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 45}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 44}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 44}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 44}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 44}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 44}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 44}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 44}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 43}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 43}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 43}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 43}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 43}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 43}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 43}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 43}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 43}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 43}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 43}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 42}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 42}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 42}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 42}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 42}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 42}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 42}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 42}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 42}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 42}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 42}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 42}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 41}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 41}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 41}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 41}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 41}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 41}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 41}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 41}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 41}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 40}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 40}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 40}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 40}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 40}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 40}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 39}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 39}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 39}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 39}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 39}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 39}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 38}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 38}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 38}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 38}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 38}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 38}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 38}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 38}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 38}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 38}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 37}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 37}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 37}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 37}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 37}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 37}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 37}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 37}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 36}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 36}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 36}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 36}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 35}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 35}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 35}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 35}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 35}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 35}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 35}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 35}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 35}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 35}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 35}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 34}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 34}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 34}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 34}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 34}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 34}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 34}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 34}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 34}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 34}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 34}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 33}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 33}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 33}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 33}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 33}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 33}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 33}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 33}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 33}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 33}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 32}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 32}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 32}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 32}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 32}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 32}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 32}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 32}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 32}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 31}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 31}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 31}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 31}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 31}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 31}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 31}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 31}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 31}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 31}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 31}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 31}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 31}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 30}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 30}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 30}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 30}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 30}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 30}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 29}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 29}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 29}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 29}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 29}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 29}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 29}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 29}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 29}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 29}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 29}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 29}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 29}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 29}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 28}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 28}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 28}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 28}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 28}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 28}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 28}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 28}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 28}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 28}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 28}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 27}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 27}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 27}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 27}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 27}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 27}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 27}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 27}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 26}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 26}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 26}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 26}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 26}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 26}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 26}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 26}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 26}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 26}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 26}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 25}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 25}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 25}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 25}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 25}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 25}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 24}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 24}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 24}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 24}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 24}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 24}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 24}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 24}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 24}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 23}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 23}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 23}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 23}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 23}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 23}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 23}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 23}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 23}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 23}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 23}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 23}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 22}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 22}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 22}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 22}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 22}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 22}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 22}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 22}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 22}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 22}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 22}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 22}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 22}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 21}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 21}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 21}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 21}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 21}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 21}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 20}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 20}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 20}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 20}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 20}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 20}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 20}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 20}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 20}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 20}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 19}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 19}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 19}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 19}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 19}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 19}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 19}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 19}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 19}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 19}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 19}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 19}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 18}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 18}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 18}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 18}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 18}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 18}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 18}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 18}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 18}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 18}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 18}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 18}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 18}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 18}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 17}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 17}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 17}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 17}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 17}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 17}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 17}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 17}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 17}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 17}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 16}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 16}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 16}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 16}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 16}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 16}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 16}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 16}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 16}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 16}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 16}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 15}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 15}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 15}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 15}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 15}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 15}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 15}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 15}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 15}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 15}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 15}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 15}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 15}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 15}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 14}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 14}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 14}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 14}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 14}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 14}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 14}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 14}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 14}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 14}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 14}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 14}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 14}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 14}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 14}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 14}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 14}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 13}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 13}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 13}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 13}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 13}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 13}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 13}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 13}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 13}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 13}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 13}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 13}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 13}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 13}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 13}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 13}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 13}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 13}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 13}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 12}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 12}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 12}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 12}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 12}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 12}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 12}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 12}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 12}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 12}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 12}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 12}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 12}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 12}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 11}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 11}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 11}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 11}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 11}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 11}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 11}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 11}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 11}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 11}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 11}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 11}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 11}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 11}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 10}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 10}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 10}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 10}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 10}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 10}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 10}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 10}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 10}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 10}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 10}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 10}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 10}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 10}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 9}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 9}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 9}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 9}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 9}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 8}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 8}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 8}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 8}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 8}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 8}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 8}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 8}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 8}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 8}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 8}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 7}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 7}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 7}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 7}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 7}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 7}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 7}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 7}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 6}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 6}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"book\", \"count\": 6}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 6}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 6}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 6}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"article\", \"count\": 6}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 6}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 6}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 5}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 5}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 5}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 5}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 4}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 4}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 4}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 4}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 4}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 4}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 4}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 3}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 3}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"picture\", \"count\": 3}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 3}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 3}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 3}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 3}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"list\", \"count\": 3}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 3}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 3}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 3}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 2}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 2}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 2}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 2}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"music\", \"count\": 2}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 2}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 1}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"collection\", \"count\": 1}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"map\", \"count\": 1}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(month_counts).mark_bar().encode(\n",
    "    x=\"yearmonth(year_month):T\",\n",
    "    y=\"count:Q\",\n",
    "    color=\"zone:N\",\n",
    "    tooltip=[\"yearmonth(year_month):T\", \"count\", \"zone\"],\n",
    ").properties(width=700).interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we can see that the machine generated tags were added in November 2009. We can even zoom in further to see on which days most of the automatically generated tags were ingested."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2009-11-01 00:00:00+00:00    522240\n",
       "2009-11-02 00:00:00+00:00     67663\n",
       "2009-11-28 00:00:00+00:00      1693\n",
       "2009-11-13 00:00:00+00:00      1643\n",
       "2009-11-06 00:00:00+00:00      1107\n",
       "2009-11-08 00:00:00+00:00      1009\n",
       "2009-11-29 00:00:00+00:00       939\n",
       "2009-11-16 00:00:00+00:00       891\n",
       "2009-11-24 00:00:00+00:00       871\n",
       "2009-11-20 00:00:00+00:00       869\n",
       "2009-11-03 00:00:00+00:00       867\n",
       "2009-11-10 00:00:00+00:00       858\n",
       "2009-11-15 00:00:00+00:00       846\n",
       "2009-11-21 00:00:00+00:00       837\n",
       "2009-11-18 00:00:00+00:00       832\n",
       "2009-11-22 00:00:00+00:00       812\n",
       "2009-11-14 00:00:00+00:00       786\n",
       "2009-11-26 00:00:00+00:00       779\n",
       "2009-11-19 00:00:00+00:00       740\n",
       "2009-11-05 00:00:00+00:00       704\n",
       "2009-11-07 00:00:00+00:00       696\n",
       "2009-11-27 00:00:00+00:00       695\n",
       "2009-11-17 00:00:00+00:00       666\n",
       "2009-11-09 00:00:00+00:00       585\n",
       "2009-11-25 00:00:00+00:00       582\n",
       "2009-11-11 00:00:00+00:00       553\n",
       "2009-11-12 00:00:00+00:00       512\n",
       "2009-11-23 00:00:00+00:00       428\n",
       "2009-11-04 00:00:00+00:00       411\n",
       "2009-11-30 00:00:00+00:00       405\n",
       "Name: date, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[df[\"year_month\"] == \"2009-11-01\"][\"date\"].dt.floor(\"d\").value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## View tags by month in newspapers and gazettes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-2caeb1e9ef4c4a2cb77011b66c01738f\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-2caeb1e9ef4c4a2cb77011b66c01738f\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-2caeb1e9ef4c4a2cb77011b66c01738f\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-340a96bffb4f29ee4c10787c8512ef72\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"field\": \"zone\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, {\"field\": \"count\", \"type\": \"quantitative\"}, {\"field\": \"zone\", \"type\": \"nominal\"}], \"x\": {\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\"}}, \"width\": 700, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-340a96bffb4f29ee4c10787c8512ef72\": [{\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 96257}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84838}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84579}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84072}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 83950}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 80534}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 77102}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 76602}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 76396}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 75805}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 75532}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74869}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74636}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74447}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73970}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73970}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73786}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73752}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73529}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72744}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72632}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72134}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70950}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70685}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70277}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70200}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70197}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 68413}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67821}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67607}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67390}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67269}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67102}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67035}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 66633}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65457}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65416}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65181}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65082}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64783}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64767}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64763}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64534}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64444}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64091}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63947}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63869}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63382}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63210}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62882}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62773}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62514}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62395}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62178}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61774}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61484}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61361}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60837}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60558}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60048}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60040}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59977}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59219}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59169}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59154}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 58570}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 58033}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 57774}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 57694}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56942}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56741}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56641}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56602}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56417}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55858}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55791}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55503}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55200}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54827}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54712}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54453}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54038}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53762}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53620}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53421}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52980}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52503}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52040}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 51293}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50119}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50084}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50003}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49780}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49558}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49453}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49419}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49313}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49216}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49021}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48274}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48214}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48031}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47808}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47559}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47401}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47332}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47306}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47012}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46839}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46782}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46194}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44525}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44448}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44264}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44212}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43900}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43365}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43265}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43187}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 42634}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 42222}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41932}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41647}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41301}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40839}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40509}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40497}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40493}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40203}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39780}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39317}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39022}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39019}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 38926}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 38365}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37746}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37128}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37008}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 36853}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 36418}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 35325}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 33935}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 32994}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 32140}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 31973}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 31697}, {\"year_month\": \"2009-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 30943}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 30504}, {\"year_month\": \"2009-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 27106}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 26902}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 24663}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 24489}, {\"year_month\": \"2009-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 23025}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 22996}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 20837}, {\"year_month\": \"2009-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 14624}, {\"year_month\": \"2009-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9751}, {\"year_month\": \"2009-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9303}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9212}, {\"year_month\": \"2009-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 8406}, {\"year_month\": \"2009-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 8302}, {\"year_month\": \"2009-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 7127}, {\"year_month\": \"2009-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 6089}, {\"year_month\": \"2008-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5536}, {\"year_month\": \"2008-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5368}, {\"year_month\": \"2008-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5013}, {\"year_month\": \"2008-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 4947}, {\"year_month\": \"2008-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 4668}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 3605}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2807}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2481}, {\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2087}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 2040}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1954}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1855}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1754}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1708}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1696}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1664}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1607}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1582}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1567}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1553}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1540}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1457}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1422}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1273}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1270}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1246}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1240}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1218}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1202}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1200}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1190}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1189}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1183}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1142}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1135}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1135}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1124}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1122}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1108}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1022}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1020}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1020}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1018}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 1006}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 997}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 979}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 927}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 907}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 901}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 895}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 895}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 876}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 845}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 828}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 815}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 804}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 791}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 784}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 783}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 777}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 752}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 751}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 745}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 729}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 728}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 695}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 688}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 677}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 672}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 672}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 650}, {\"year_month\": \"2008-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 646}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 563}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 542}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 487}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 462}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 459}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 433}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 417}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 397}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 393}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 375}, {\"year_month\": \"2008-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 218}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 162}, {\"year_month\": \"2022-07-01T00:00:00+00:00\", \"zone\": \"gazette\", \"count\": 74}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(\n",
    "    month_counts.loc[month_counts[\"zone\"].isin([\"newspaper\", \"gazette\"])]\n",
    ").mark_bar().encode(\n",
    "    x=\"yearmonth(year_month):T\",\n",
    "    y=\"count:Q\",\n",
    "    color=\"zone:N\",\n",
    "    tooltip=[\"yearmonth(year_month):T\", \"count\", \"zone\"],\n",
    ").properties(\n",
    "    width=700\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What's the trend in newspaper tagging? There seems to have been a drop since the Trove interface was changed, but the month-to-month differences are quite large, so there might be other factors at play."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-076ddbf561a24ae9b38693318f4fb044\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-076ddbf561a24ae9b38693318f4fb044\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-076ddbf561a24ae9b38693318f4fb044\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.17.0?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function maybeLoadScript(lib, version) {\n",
       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
       "      return (VEGA_DEBUG[key] == version) ?\n",
       "        Promise.resolve(paths[lib]) :\n",
       "        new Promise(function(resolve, reject) {\n",
       "          var s = document.createElement('script');\n",
       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "          s.async = true;\n",
       "          s.onload = () => {\n",
       "            VEGA_DEBUG[key] = version;\n",
       "            return resolve(paths[lib]);\n",
       "          };\n",
       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "          s.src = paths[lib];\n",
       "        });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else {\n",
       "      maybeLoadScript(\"vega\", \"5\")\n",
       "        .then(() => maybeLoadScript(\"vega-lite\", \"4.17.0\"))\n",
       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": \"point\", \"encoding\": {\"tooltip\": [{\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, {\"field\": \"count\", \"type\": \"quantitative\"}, {\"field\": \"zone\", \"type\": \"nominal\"}], \"x\": {\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\"}}, \"width\": 700}, {\"mark\": {\"type\": \"line\", \"color\": \"red\"}, \"encoding\": {\"tooltip\": [{\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, {\"field\": \"count\", \"type\": \"quantitative\"}, {\"field\": \"zone\", \"type\": \"nominal\"}], \"x\": {\"field\": \"year_month\", \"timeUnit\": \"yearmonth\", \"type\": \"temporal\"}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\"}}, \"transform\": [{\"on\": \"year_month\", \"regression\": \"count\", \"method\": \"poly\", \"order\": 4}], \"width\": 700}], \"data\": {\"name\": \"data-8143b3070f4a9c3d8effc45386265048\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.17.0.json\", \"datasets\": {\"data-8143b3070f4a9c3d8effc45386265048\": [{\"year_month\": \"2020-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 96257}, {\"year_month\": \"2019-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84838}, {\"year_month\": \"2020-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84579}, {\"year_month\": \"2020-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 84072}, {\"year_month\": \"2020-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 83950}, {\"year_month\": \"2018-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 80534}, {\"year_month\": \"2020-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 77102}, {\"year_month\": \"2021-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 76602}, {\"year_month\": \"2019-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 76396}, {\"year_month\": \"2020-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 75805}, {\"year_month\": \"2018-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 75532}, {\"year_month\": \"2019-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74869}, {\"year_month\": \"2019-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74636}, {\"year_month\": \"2021-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 74447}, {\"year_month\": \"2021-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73970}, {\"year_month\": \"2021-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73970}, {\"year_month\": \"2018-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73786}, {\"year_month\": \"2019-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73752}, {\"year_month\": \"2020-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 73529}, {\"year_month\": \"2018-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72744}, {\"year_month\": \"2019-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72632}, {\"year_month\": \"2019-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 72134}, {\"year_month\": \"2016-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70950}, {\"year_month\": \"2019-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70685}, {\"year_month\": \"2018-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70277}, {\"year_month\": \"2018-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70200}, {\"year_month\": \"2019-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 70197}, {\"year_month\": \"2018-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 68413}, {\"year_month\": \"2018-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67821}, {\"year_month\": \"2019-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67607}, {\"year_month\": \"2020-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67390}, {\"year_month\": \"2019-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67269}, {\"year_month\": \"2017-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67102}, {\"year_month\": \"2018-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 67035}, {\"year_month\": \"2015-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 66633}, {\"year_month\": \"2018-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65457}, {\"year_month\": \"2017-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65416}, {\"year_month\": \"2019-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65181}, {\"year_month\": \"2022-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 65082}, {\"year_month\": \"2017-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64783}, {\"year_month\": \"2015-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64767}, {\"year_month\": \"2017-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64763}, {\"year_month\": \"2021-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64534}, {\"year_month\": \"2015-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64444}, {\"year_month\": \"2017-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 64091}, {\"year_month\": \"2020-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63947}, {\"year_month\": \"2021-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63869}, {\"year_month\": \"2020-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63382}, {\"year_month\": \"2020-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 63210}, {\"year_month\": \"2021-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62882}, {\"year_month\": \"2015-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62773}, {\"year_month\": \"2015-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62514}, {\"year_month\": \"2018-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62395}, {\"year_month\": \"2017-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 62178}, {\"year_month\": \"2015-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61774}, {\"year_month\": \"2018-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61484}, {\"year_month\": \"2015-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 61361}, {\"year_month\": \"2017-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60837}, {\"year_month\": \"2017-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60558}, {\"year_month\": \"2017-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60048}, {\"year_month\": \"2015-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 60040}, {\"year_month\": \"2017-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59977}, {\"year_month\": \"2014-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59219}, {\"year_month\": \"2016-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59169}, {\"year_month\": \"2021-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 59154}, {\"year_month\": \"2021-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 58570}, {\"year_month\": \"2022-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 58033}, {\"year_month\": \"2016-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 57774}, {\"year_month\": \"2014-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 57694}, {\"year_month\": \"2022-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56942}, {\"year_month\": \"2015-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56741}, {\"year_month\": \"2016-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56641}, {\"year_month\": \"2014-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56602}, {\"year_month\": \"2013-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 56417}, {\"year_month\": \"2020-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55858}, {\"year_month\": \"2016-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55791}, {\"year_month\": \"2015-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55503}, {\"year_month\": \"2014-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 55200}, {\"year_month\": \"2016-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54827}, {\"year_month\": \"2021-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54712}, {\"year_month\": \"2016-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54453}, {\"year_month\": \"2014-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 54038}, {\"year_month\": \"2013-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53762}, {\"year_month\": \"2014-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53620}, {\"year_month\": \"2017-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 53421}, {\"year_month\": \"2015-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52980}, {\"year_month\": \"2021-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52503}, {\"year_month\": \"2016-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 52040}, {\"year_month\": \"2013-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 51293}, {\"year_month\": \"2011-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50119}, {\"year_month\": \"2016-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50084}, {\"year_month\": \"2022-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 50003}, {\"year_month\": \"2014-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49780}, {\"year_month\": \"2014-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49558}, {\"year_month\": \"2013-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49453}, {\"year_month\": \"2022-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49419}, {\"year_month\": \"2013-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49313}, {\"year_month\": \"2017-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49216}, {\"year_month\": \"2014-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 49021}, {\"year_month\": \"2016-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48274}, {\"year_month\": \"2016-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48214}, {\"year_month\": \"2016-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 48031}, {\"year_month\": \"2022-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47808}, {\"year_month\": \"2011-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47559}, {\"year_month\": \"2013-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47401}, {\"year_month\": \"2013-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47332}, {\"year_month\": \"2013-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47306}, {\"year_month\": \"2014-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 47012}, {\"year_month\": \"2011-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46839}, {\"year_month\": \"2015-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46782}, {\"year_month\": \"2011-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 46194}, {\"year_month\": \"2021-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44525}, {\"year_month\": \"2012-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44448}, {\"year_month\": \"2013-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44264}, {\"year_month\": \"2011-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 44212}, {\"year_month\": \"2014-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43900}, {\"year_month\": \"2011-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43365}, {\"year_month\": \"2012-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43265}, {\"year_month\": \"2014-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 43187}, {\"year_month\": \"2011-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 42634}, {\"year_month\": \"2011-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 42222}, {\"year_month\": \"2011-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41932}, {\"year_month\": \"2013-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41647}, {\"year_month\": \"2011-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 41301}, {\"year_month\": \"2012-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40839}, {\"year_month\": \"2010-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40509}, {\"year_month\": \"2013-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40497}, {\"year_month\": \"2010-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40493}, {\"year_month\": \"2012-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 40203}, {\"year_month\": \"2012-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39780}, {\"year_month\": \"2010-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39317}, {\"year_month\": \"2012-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39022}, {\"year_month\": \"2012-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 39019}, {\"year_month\": \"2010-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 38926}, {\"year_month\": \"2013-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 38365}, {\"year_month\": \"2012-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37746}, {\"year_month\": \"2012-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37128}, {\"year_month\": \"2011-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 37008}, {\"year_month\": \"2011-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 36853}, {\"year_month\": \"2010-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 36418}, {\"year_month\": \"2012-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 35325}, {\"year_month\": \"2010-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 33935}, {\"year_month\": \"2012-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 32994}, {\"year_month\": \"2010-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 32140}, {\"year_month\": \"2012-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 31973}, {\"year_month\": \"2010-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 31697}, {\"year_month\": \"2009-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 30943}, {\"year_month\": \"2010-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 30504}, {\"year_month\": \"2009-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 27106}, {\"year_month\": \"2010-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 26902}, {\"year_month\": \"2010-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 24663}, {\"year_month\": \"2009-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 24489}, {\"year_month\": \"2009-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 23025}, {\"year_month\": \"2009-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 22996}, {\"year_month\": \"2010-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 20837}, {\"year_month\": \"2009-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 14624}, {\"year_month\": \"2009-03-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9751}, {\"year_month\": \"2009-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 9303}, {\"year_month\": \"2009-02-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 8406}, {\"year_month\": \"2009-05-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 8302}, {\"year_month\": \"2009-01-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 7127}, {\"year_month\": \"2009-04-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 6089}, {\"year_month\": \"2008-12-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5536}, {\"year_month\": \"2008-11-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5368}, {\"year_month\": \"2008-10-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 5013}, {\"year_month\": \"2008-09-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 4947}, {\"year_month\": \"2008-08-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 4668}, {\"year_month\": \"2008-06-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 646}, {\"year_month\": \"2008-07-01T00:00:00+00:00\", \"zone\": \"newspaper\", \"count\": 218}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base = (\n",
    "    alt.Chart(\n",
    "        month_counts.loc[\n",
    "            (month_counts[\"zone\"].isin([\"newspaper\"]))\n",
    "            & (month_counts[\"year_month\"] < \"2022-07-01\")\n",
    "        ]\n",
    "    )\n",
    "    .mark_point()\n",
    "    .encode(\n",
    "        x=\"yearmonth(year_month):T\",\n",
    "        y=\"count:Q\",\n",
    "        tooltip=[\"yearmonth(year_month):T\", \"count\", \"zone\"],\n",
    "    )\n",
    "    .properties(width=700)\n",
    ")\n",
    "\n",
    "polynomial_fit = base.transform_regression(\n",
    "    \"year_month\", \"count\", method=\"poly\", order=4\n",
    ").mark_line(color=\"red\")\n",
    "\n",
    "\n",
    "alt.layer(base, polynomial_fit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "\n",
    "Created by [Tim Sherratt](https://timsherratt.org/) for the [GLAM Workbench](https://glam-workbench.net/). Support this project by becoming a [GitHub sponsor](https://github.com/sponsors/wragge)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.12"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}