{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3f50d0d5-3518-4651-a0dd-ee39e9c2c1d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import xarray as xr\n",
    "import pandas as pd\n",
    "import cftime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "87ff6e91-50e2-4ed8-8096-6e597b9b527a",
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = sorted(glob.glob('unstacked/ensemble/tp_nat_monthly_ens*.nc'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "01a6d690-6a2d-4cfb-ad9f-fb4893d52d49",
   "metadata": {},
   "outputs": [],
   "source": [
    "series_list = []\n",
    "for f in fs:\n",
    "    with xr.open_dataset(f) as ds:\n",
    "        ds = ds.sel(time=slice('1800', None))\n",
    "        s = ds.tas.sel(lat=46.8, lon=10.78, method='nearest').resample(time='YS').mean(dim='time').to_series()\n",
    "        s.name = f.split('_')[-1].split('.')[0]\n",
    "        series_list.append(s)\n",
    "\n",
    "odf = pd.concat(series_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b142703e-6509-4fac-bb11-bace79223704",
   "metadata": {},
   "outputs": [],
   "source": [
    "mdf = pd.DataFrame()\n",
    "with xr.open_dataset('unstacked/tp_nat_monthly.nc') as ds:\n",
    "    ds = ds.sel(time=slice('1800', None))\n",
    "    mdf['refnat'] = ds.tas.sel(lat=46.8, lon=10.78, method='nearest').resample(time='YS').mean(dim='time').to_series()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "4b7d036c-be12-40f9-a615-cbee96978aa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "with xr.open_dataset('unstacked/tp_monthly.nc') as ds:\n",
    "    ds = ds.sel(time=slice('1800', None))\n",
    "    mdf['refhist'] = ds.tas.sel(lat=46.8, lon=10.78, method='nearest').resample(time='YS').mean(dim='time').to_series()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bf7c1eff-9b17-4dd6-884f-d210ce209708",
   "metadata": {},
   "outputs": [],
   "source": [
    "odf.index = pd.DatetimeIndex([\n",
    "    pd.Timestamp(t.year, t.month, t.day) for t in odf.index\n",
    "])\n",
    "mdf.index = pd.DatetimeIndex([\n",
    "    pd.Timestamp(t.year, t.month, t.day) for t in mdf.index\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "75bdae2f-d876-4933-9032-ba04d1aa0c32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mdf.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0733cc14-0e83-463f-a625-8763d8b3197d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "for col in odf.columns:\n",
    "    ax.plot(odf.index, odf[col], c='k', alpha=0.1, lw=0.4)\n",
    "plt.title('Hintereisferner grid point');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "7866e188-011c-4990-b718-238335be2c3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/fmaussion/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/pandas/plotting/_matplotlib/core.py:981: UserWarning: This axis already has a converter set and is updating to a potentially incompatible converter\n",
      "  return ax.plot(*args, **kwds)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "for col in odf.columns:\n",
    "    ax.plot(odf.index, odf[col], c='k', alpha=0.1, lw=0.4)\n",
    "mdf[['refnat']].plot(c='C0', ax=ax);\n",
    "mdf[['refhist']].plot(c='C3', ax=ax);\n",
    "plt.title('Hintereisferner grid point');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e40d2e3-d48b-499e-8f45-fd35caacc616",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "80697035-27b4-4a38-9c6f-2b1292f0bf00",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "float() argument must be a string or a real number, not 'cftime._cftime.DatetimeNoLeap'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mTypeError\u001b[39m                                 Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[27]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m      3\u001b[39m fig, ax = plt.subplots()\n\u001b[32m      4\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m odf.columns:\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m     \u001b[43max\u001b[49m\u001b[43m.\u001b[49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43modf\u001b[49m\u001b[43m.\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43modf\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcol\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mc\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mk\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43malpha\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlw\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.8\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/matplotlib/axes/_axes.py:1779\u001b[39m, in \u001b[36mAxes.plot\u001b[39m\u001b[34m(self, scalex, scaley, data, *args, **kwargs)\u001b[39m\n\u001b[32m   1777\u001b[39m lines = [*\u001b[38;5;28mself\u001b[39m._get_lines(\u001b[38;5;28mself\u001b[39m, *args, data=data, **kwargs)]\n\u001b[32m   1778\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[32m-> \u001b[39m\u001b[32m1779\u001b[39m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43madd_line\u001b[49m\u001b[43m(\u001b[49m\u001b[43mline\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1780\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m scalex:\n\u001b[32m   1781\u001b[39m     \u001b[38;5;28mself\u001b[39m._request_autoscale_view(\u001b[33m\"\u001b[39m\u001b[33mx\u001b[39m\u001b[33m\"\u001b[39m)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/matplotlib/axes/_base.py:2417\u001b[39m, in \u001b[36m_AxesBase.add_line\u001b[39m\u001b[34m(self, line)\u001b[39m\n\u001b[32m   2414\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m line.get_clip_path() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m   2415\u001b[39m     line.set_clip_path(\u001b[38;5;28mself\u001b[39m.patch)\n\u001b[32m-> \u001b[39m\u001b[32m2417\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_update_line_limits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mline\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   2418\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m line.get_label():\n\u001b[32m   2419\u001b[39m     line.set_label(\u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33m_child\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m._children)\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m'\u001b[39m)\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/matplotlib/axes/_base.py:2440\u001b[39m, in \u001b[36m_AxesBase._update_line_limits\u001b[39m\u001b[34m(self, line)\u001b[39m\n\u001b[32m   2436\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_update_line_limits\u001b[39m(\u001b[38;5;28mself\u001b[39m, line):\n\u001b[32m   2437\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m   2438\u001b[39m \u001b[33;03m    Figures out the data limit of the given line, updating `.Axes.dataLim`.\u001b[39;00m\n\u001b[32m   2439\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m2440\u001b[39m     path = \u001b[43mline\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_path\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   2441\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m path.vertices.size == \u001b[32m0\u001b[39m:\n\u001b[32m   2442\u001b[39m         \u001b[38;5;28;01mreturn\u001b[39;00m\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/matplotlib/lines.py:1052\u001b[39m, in \u001b[36mLine2D.get_path\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m   1050\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"Return the `~matplotlib.path.Path` associated with this line.\"\"\"\u001b[39;00m\n\u001b[32m   1051\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._invalidy \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._invalidx:\n\u001b[32m-> \u001b[39m\u001b[32m1052\u001b[39m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrecache\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1053\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._path\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/matplotlib/lines.py:689\u001b[39m, in \u001b[36mLine2D.recache\u001b[39m\u001b[34m(self, always)\u001b[39m\n\u001b[32m    687\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m always \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m._invalidx:\n\u001b[32m    688\u001b[39m     xconv = \u001b[38;5;28mself\u001b[39m.convert_xunits(\u001b[38;5;28mself\u001b[39m._xorig)\n\u001b[32m--> \u001b[39m\u001b[32m689\u001b[39m     x = \u001b[43m_to_unmasked_float_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mxconv\u001b[49m\u001b[43m)\u001b[49m.ravel()\n\u001b[32m    690\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m    691\u001b[39m     x = \u001b[38;5;28mself\u001b[39m._x\n",
      "\u001b[36mFile \u001b[39m\u001b[32m~/.miniforge3/envs/oggm_env/lib/python3.13/site-packages/matplotlib/cbook.py:1355\u001b[39m, in \u001b[36m_to_unmasked_float_array\u001b[39m\u001b[34m(x)\u001b[39m\n\u001b[32m   1353\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m np.ma.asarray(x, \u001b[38;5;28mfloat\u001b[39m).filled(np.nan)\n\u001b[32m   1354\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1355\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mnp\u001b[49m\u001b[43m.\u001b[49m\u001b[43masarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mfloat\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "\u001b[31mTypeError\u001b[39m: float() argument must be a string or a real number, not 'cftime._cftime.DatetimeNoLeap'"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "for col in odf.columns:\n",
    "    ax.plot(odf.index, odf[col], c='k', alpha=0.2, lw=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0998d917-7ed3-490f-8366-c1249e943dbc",
   "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": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
