test_sandbox.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0dab8ed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import calendar\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "\n",
    "import train\n",
    "import quantiles\n",
    "import adjust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e820a2fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create toy data to explore bias adjustment, here fake temperature timeseries\n",
    "hist_time = pd.date_range(\"2000-01-01\", \"2019-12-31\", freq=\"D\")\n",
    "hist_time = hist_time[(hist_time.month != 2) | (hist_time.day != 29)]\n",
    "da_hist = xr.DataArray(\n",
    "    (\n",
    "        -13 * np.cos(2 * np.pi * np.tile(np.arange(1, 366), 20) / 365)\n",
    "        + 2 * np.random.random_sample((hist_time.size,))\n",
    "        + 20\n",
    "        + 0.1 * np.arange(0, hist_time.size) / 365\n",
    "    ),  # \"warming\" of 1C per decade,\n",
    "    dims=(\"time\",),\n",
    "    coords={\"time\": hist_time},\n",
    "    attrs={\"units\": \"C\"},\n",
    ")\n",
    "ds_hist = da_hist.to_dataset(name='tasmax')\n",
    "\n",
    "fig = plt.figure(figsize=[12, 5])\n",
    "da_hist.plot(label=\"historical\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "35e3f98d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hist_time = xr.cftime_range(\"2000-01-01\", \"2019-12-31\", freq=\"D\", calendar=\"noleap\")\n",
    "#da_hist = xr.DataArray(\n",
    "#    (\n",
    "#        -13 * np.cos(2 * np.pi * hist_time.dayofyear / 365)\n",
    "#        + 2 * np.random.random_sample((hist_time.size,))\n",
    "#        + 20\n",
    "#        + 0.1 * (hist_time - hist_time[0]).days / 365\n",
    "#    ),  # \"warming\" of 1C per decade,\n",
    "#    dims=(\"time\",),\n",
    "#    coords={\"time\": hist_time},\n",
    "#    attrs={\"units\": \"C\"},\n",
    "#)\n",
    "#ds_hist = da_hist.to_dataset(name='tasmax')\n",
    "#\n",
    "#fig = plt.figure(figsize=[12, 5])\n",
    "#da_hist.plot(label=\"historical\")\n",
    "#plt.legend()\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a52a02a",
   "metadata": {},
   "outputs": [],
   "source": [
    "monthly_quantiles = ds_hist['tasmax'].groupby('time.month').quantile([0.25, 0.5, 0.75], dim='time', keep_attrs=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "53a8d9cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "da_hist_by_month = ds_hist['tasmax'].groupby('time.month')\n",
    "below_q50 = da_hist_by_month < monthly_quantiles.sel(quantile=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2944de03",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ds_ref: add 1.0 to values below the 50th percentile and 6.0 to values above 50th percentile\n",
    "ds_ref = ds_hist.copy()\n",
    "ds_ref['tasmax'] = da_hist_by_month.where(below_q50)\n",
    "ds_ref['tasmax'] = ds_ref['tasmax'].fillna(ds_hist['tasmax'] + (ds_ref['month'] * 10))\n",
    "del ds_ref['month']\n",
    "with xr.set_options(keep_attrs=True):\n",
    "    ds_ref['tasmax'] = ds_ref['tasmax'] + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2423adf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "ref_time = pd.date_range(\"2040-01-01\", \"2059-12-31\", freq=\"D\")\n",
    "ref_time = ref_time[(ref_time.month != 2) | (ref_time.day != 29)]\n",
    "ds_ref['time'] = ref_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "12ddd761",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_target = ds_hist.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bdb9b79d",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_adjust = train.train(ds_hist, ds_ref, 'tasmax', 'tasmax', 'additive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "09cbdb45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[12, 5])\n",
    "ax1 = fig.add_subplot(111)\n",
    "\n",
    "ds_adjust['af'].transpose('month', 'quantiles').plot(ax=ax1, cmap='viridis_r', extend='neither')\n",
    "yticks = np.arange(1, 13)\n",
    "ytick_labels = [calendar.month_abbr[i] for i in yticks]\n",
    "ax1.set_yticks(yticks, ytick_labels)\n",
    "ax1.invert_yaxis()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c9bbc881",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_target_q = quantiles.quantiles(ds_target, 'tasmax', 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3c769c00",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_qq = adjust.adjust(\n",
    "    ds_target,\n",
    "    'tasmax',\n",
    "    ds_adjust,\n",
    "    da_q=ds_target_q['tasmax'],\n",
    "    reverse_ssr=False,\n",
    "    ref_time=True,\n",
    "    interp='nearest'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8731edd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "qq_q = quantiles.quantiles(ds_qq, 'tasmax', 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4e0781c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (quantiles: 100, month: 12)\n",
       "Coordinates:\n",
       "  * quantiles  (quantiles) float64 0.005 0.015 0.025 0.035 ... 0.975 0.985 0.995\n",
       "  * month      (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
       "Data variables:\n",
       "    tasmax     (quantiles, month) float64 8.29 10.52 15.22 ... 124.1 127.6 133.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8eb4df40-3d13-4775-b807-498857ad1d06' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8eb4df40-3d13-4775-b807-498857ad1d06' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>quantiles</span>: 100</li><li><span class='xr-has-index'>month</span>: 12</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19aef695-48da-4ae4-9739-23fead6ad392' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19aef695-48da-4ae4-9739-23fead6ad392' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>quantiles</span></div><div class='xr-var-dims'>(quantiles)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.005 0.015 0.025 ... 0.985 0.995</div><input id='attrs-455f8591-c891-4fa1-832e-57590d7ad488' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-455f8591-c891-4fa1-832e-57590d7ad488' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2246a915-7d4f-4501-93a5-130d301fa9e9' class='xr-var-data-in' type='checkbox'><label for='data-2246a915-7d4f-4501-93a5-130d301fa9e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.005, 0.015, 0.025, 0.035, 0.045, 0.055, 0.065, 0.075, 0.085, 0.095,\n",
       "       0.105, 0.115, 0.125, 0.135, 0.145, 0.155, 0.165, 0.175, 0.185, 0.195,\n",
       "       0.205, 0.215, 0.225, 0.235, 0.245, 0.255, 0.265, 0.275, 0.285, 0.295,\n",
       "       0.305, 0.315, 0.325, 0.335, 0.345, 0.355, 0.365, 0.375, 0.385, 0.395,\n",
       "       0.405, 0.415, 0.425, 0.435, 0.445, 0.455, 0.465, 0.475, 0.485, 0.495,\n",
       "       0.505, 0.515, 0.525, 0.535, 0.545, 0.555, 0.565, 0.575, 0.585, 0.595,\n",
       "       0.605, 0.615, 0.625, 0.635, 0.645, 0.655, 0.665, 0.675, 0.685, 0.695,\n",
       "       0.705, 0.715, 0.725, 0.735, 0.745, 0.755, 0.765, 0.775, 0.785, 0.795,\n",
       "       0.805, 0.815, 0.825, 0.835, 0.845, 0.855, 0.865, 0.875, 0.885, 0.895,\n",
       "       0.905, 0.915, 0.925, 0.935, 0.945, 0.955, 0.965, 0.975, 0.985, 0.995])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-ede1c3ea-c347-4153-9c36-f94c2efe3ea1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ede1c3ea-c347-4153-9c36-f94c2efe3ea1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7aaf742-00ee-4d48-946a-a932740f407c' class='xr-var-data-in' type='checkbox'><label for='data-d7aaf742-00ee-4d48-946a-a932740f407c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-751685ec-a066-4f1c-9375-1e4016eab6d0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-751685ec-a066-4f1c-9375-1e4016eab6d0' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tasmax</span></div><div class='xr-var-dims'>(quantiles, month)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.29 10.52 15.22 ... 127.6 133.1</div><input id='attrs-069c81e2-5fbe-4da1-afeb-d3266c47d12a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-069c81e2-5fbe-4da1-afeb-d3266c47d12a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d07850ee-68f4-4feb-8557-35a91beeea30' class='xr-var-data-in' type='checkbox'><label for='data-d07850ee-68f4-4feb-8557-35a91beeea30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>°C</dd><dt><span>history :</span></dt><dd>[2023-05-11 16:10:21] : Bias-adjusted with EmpiricalQuantileMapping(group=Grouper(add_dims=[], name=&#x27;time.month&#x27;, window=1), kind=&#x27;+&#x27;).adjust(sim, extrapolation=&#x27;constant&#x27;, interp=&#x27;nearest&#x27;) - xclim version: 0.36.0</dd><dt><span>bias_adjustment :</span></dt><dd>EmpiricalQuantileMapping(group=Grouper(add_dims=[], name=&#x27;time.month&#x27;, window=1), kind=&#x27;+&#x27;).adjust(sim, extrapolation=&#x27;constant&#x27;, interp=&#x27;nearest&#x27;)</dd></dl></div><div class='xr-var-data'><pre>array([[  8.28951   ,  10.52301357,  15.22371916, ...,  15.21299584,\n",
       "         10.72182426,   8.37163512],\n",
       "       [  8.59533044,  10.79016271,  15.49936927, ...,  15.88630207,\n",
       "         10.96199538,   8.68041588],\n",
       "       [  8.64411453,  11.2077173 ,  15.66275182, ...,  16.14154266,\n",
       "         11.17319214,   8.76004503],\n",
       "       ...,\n",
       "       [ 22.66209028,  36.76197333,  52.98858231, ..., 123.53009348,\n",
       "        126.93014105, 132.6734745 ],\n",
       "       [ 22.80276744,  36.92524428,  53.309278  , ..., 123.7747177 ,\n",
       "        127.06171494, 132.80956819],\n",
       "       [ 23.00215099,  37.20732801,  53.95252723, ..., 124.06607282,\n",
       "        127.57487081, 133.13744827]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a9240349-4fd1-4c04-8b07-3d3c00417f61' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a9240349-4fd1-4c04-8b07-3d3c00417f61' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (quantiles: 100, month: 12)\n",
       "Coordinates:\n",
       "  * quantiles  (quantiles) float64 0.005 0.015 0.025 0.035 ... 0.975 0.985 0.995\n",
       "  * month      (month) int64 1 2 3 4 5 6 7 8 9 10 11 12\n",
       "Data variables:\n",
       "    tasmax     (quantiles, month) float64 8.29 10.52 15.22 ... 124.1 127.6 133.1"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qq_q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "871faeb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_quantiles(month):\n",
    "    \"\"\"Quantile comparison\"\"\"\n",
    "\n",
    "    selection = {'month': month}\n",
    "\n",
    "    obs_data = ds_adjust['hist_q'].isel(selection).values\n",
    "    qq_data = qq_q['tasmax'].isel(selection).values\n",
    "    hist_data = ds_adjust['hist_q'].isel(selection).values\n",
    "    future_data = ds_adjust['ref_q'].isel(selection).values\n",
    "    quantiles = ds_adjust['quantiles'].data * 100\n",
    "\n",
    "    fig = plt.figure(figsize=[15, 5])\n",
    "    ax1 = fig.add_subplot(122)\n",
    "    ax2 = fig.add_subplot(121)\n",
    "\n",
    "    ax1.bar(quantiles, obs_data, alpha=0.5, label='observations')\n",
    "    ax1.bar(quantiles, qq_data, alpha=0.5, label='qq-scaled data')\n",
    "    ax2.bar(quantiles, hist_data, alpha=0.5, label='historical')\n",
    "    ax2.bar(quantiles, future_data, alpha=0.5, label='ssp370')\n",
    "\n",
    "    ax1.set_xlim(0, 100)\n",
    "    #ax1.set_ylim(0, 120)\n",
    "    ax1.grid()\n",
    "    ax1.legend()\n",
    "    ax1.set_xlabel('quantile')\n",
    "\n",
    "    ax2.set_xlim(0, 100)\n",
    "    #ax2.set_ylim(0, 120)\n",
    "    ax2.grid()\n",
    "    ax2.legend()\n",
    "    ax2.set_ylabel('tasmax (C)')\n",
    "    ax2.set_xlabel('quantile')\n",
    "\n",
    "    title = calendar.month_name[month + 1]\n",
    "    plt.suptitle(title)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    print('QQ-data')\n",
    "    print(qq_data - obs_data)\n",
    "    \n",
    "    print('GCM data')\n",
    "    print(future_data - hist_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "409c769f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 11. 11. 11. 11.\n",
      " 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11.\n",
      " 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11.\n",
      " 11. 11. 11. 11. 11. 11. 11. 11. 11. 11.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 11. 11. 11. 11.\n",
      " 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11.\n",
      " 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11. 11.\n",
      " 11. 11. 11. 11. 11. 11. 11. 11. 11. 11.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 21. 21. 21. 21.\n",
      " 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21.\n",
      " 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21.\n",
      " 21. 21. 21. 21. 21. 21. 21. 21. 21. 21.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 21. 21. 21. 21.\n",
      " 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21.\n",
      " 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21. 21.\n",
      " 21. 21. 21. 21. 21. 21. 21. 21. 21. 21.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 31. 31. 31. 31.\n",
      " 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31.\n",
      " 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31.\n",
      " 31. 31. 31. 31. 31. 31. 31. 31. 31. 31.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 31. 31. 31. 31.\n",
      " 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31.\n",
      " 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31. 31.\n",
      " 31. 31. 31. 31. 31. 31. 31. 31. 31. 31.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 41. 41. 41. 41.\n",
      " 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41.\n",
      " 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41.\n",
      " 41. 41. 41. 41. 41. 41. 41. 41. 41. 41.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 41. 41. 41. 41.\n",
      " 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41.\n",
      " 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41. 41.\n",
      " 41. 41. 41. 41. 41. 41. 41. 41. 41. 41.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 51. 51. 51. 51.\n",
      " 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51.\n",
      " 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51.\n",
      " 51. 51. 51. 51. 51. 51. 51. 51. 51. 51.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 51. 51. 51. 51.\n",
      " 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51.\n",
      " 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51. 51.\n",
      " 51. 51. 51. 51. 51. 51. 51. 51. 51. 51.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 61. 61. 61. 61.\n",
      " 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61.\n",
      " 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61.\n",
      " 61. 61. 61. 61. 61. 61. 61. 61. 61. 61.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 61. 61. 61. 61.\n",
      " 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61.\n",
      " 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61. 61.\n",
      " 61. 61. 61. 61. 61. 61. 61. 61. 61. 61.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 71. 71. 71. 71.\n",
      " 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71.\n",
      " 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71.\n",
      " 71. 71. 71. 71. 71. 71. 71. 71. 71. 71.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 71. 71. 71. 71.\n",
      " 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71.\n",
      " 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71. 71.\n",
      " 71. 71. 71. 71. 71. 71. 71. 71. 71. 71.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 81. 81. 81. 81.\n",
      " 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81.\n",
      " 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81.\n",
      " 81. 81. 81. 81. 81. 81. 81. 81. 81. 81.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 81. 81. 81. 81.\n",
      " 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81.\n",
      " 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81. 81.\n",
      " 81. 81. 81. 81. 81. 81. 81. 81. 81. 81.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 91. 91. 91. 91.\n",
      " 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91.\n",
      " 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91.\n",
      " 91. 91. 91. 91. 91. 91. 91. 91. 91. 91.]\n",
      "GCM data\n",
      "[ 1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1. 91. 91. 91. 91.\n",
      " 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91.\n",
      " 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91. 91.\n",
      " 91. 91. 91. 91. 91. 91. 91. 91. 91. 91.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[  1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101.]\n",
      "GCM data\n",
      "[  1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101. 101.\n",
      " 101. 101.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[  1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111.]\n",
      "GCM data\n",
      "[  1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111. 111.\n",
      " 111. 111.]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QQ-data\n",
      "[  1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121.]\n",
      "GCM data\n",
      "[  1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.   1.\n",
      "   1.   1.   1.   1.   1.   1.   1.   1. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121. 121.\n",
      " 121. 121.]\n"
     ]
    }
   ],
   "source": [
    "for month in range(12):\n",
    "    compare_quantiles(month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f84cfc8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}