unique_gfs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import s3fs\n",
    "import polars as pl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = s3fs.S3FileSystem(anon=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1: noaa-gefs-pds/gefs.YYYYMMDD/HH/wave/gridded/gefs.wave.tHHz.c00.global.0p25.f###.grib2.idx\n",
      "  2: noaa-gefs-pds/gefs.YYYYMMDD/HH/wave/gridded/gefs.wave.tHHz.p##.global.0p25.f###.grib2.idx\n"
     ]
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gefs-pds/gefs.20240101/00/wave/*/*.idx\")\n",
    "\n",
    "df = (\n",
    "    pl.DataFrame({\"files\": files})\n",
    "    .filter(\n",
    "        pl.col(\"files\").str.ends_with(\".idx\"),\n",
    "    )\n",
    "    .with_columns(\n",
    "        pl.col(\"files\").str.split(\"/\").list.last(),\n",
    "        pl.col(\"files\")\n",
    "        # .str.split(\"/\")\n",
    "        # .list.last()\n",
    "        .str.replace(r\"gefs.\\d{8}/\\d\\d\", \"gefs.YYYYMMDD/HH\")\n",
    "        .str.replace(r\"f\\d\\d\\d\", \"f###\")\n",
    "        .str.replace(r\"z.p\\d\\d\", \"z.p##\")\n",
    "        .str.replace(r\".t\\d\\dz.\", \".tHHz.\")\n",
    "        .alias(\"filename\"),\n",
    "    )\n",
    ")\n",
    "for i, f in enumerate(df[\"filename\"].unique().sort(), start=1):\n",
    "    print(f\"{i:3}: {f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1: noaa-gefs-pds/gefs.YYYYMMDD/HH/chem/pgrb2ap25/gefs.chem.tHHz.a2d_0p25.f###.grib2.idx\n",
      "  2: noaa-gefs-pds/gefs.YYYYMMDD/HH/chem/pgrb2ap5/gefs.chem.tHHz.a3d_0p50.f###.grib2.idx\n"
     ]
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gefs-pds/gefs.20240101/00/chem/*/*.idx\")\n",
    "\n",
    "df = (\n",
    "    pl.DataFrame({\"files\": files})\n",
    "    .filter(\n",
    "        pl.col(\"files\").str.ends_with(\".idx\"),\n",
    "    )\n",
    "    .with_columns(\n",
    "        pl.col(\"files\").str.split(\"/\").list.last(),\n",
    "        pl.col(\"files\")\n",
    "        # .str.split(\"/\")\n",
    "        # .list.last()\n",
    "        .str.replace(r\"gefs.\\d{8}/\\d\\d\", \"gefs.YYYYMMDD/HH\")\n",
    "        .str.replace(r\"f\\d\\d\\d\", \"f###\")\n",
    "        .str.replace(r\"t\\d\\dz\", \"tHHz\")\n",
    "        .alias(\"filename\"),\n",
    "    )\n",
    ")\n",
    "for i, f in enumerate(df[\"filename\"].unique().sort(), start=1):\n",
    "    print(f\"{i:3}: {f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2ap5/geavg.tHHz.pgrb2a.0p50.f###.idx\n",
      "  2: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2ap5/gec00.tHHz.pgrb2a.0p50.f###.idx\n",
      "  3: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2ap5/gepXX.tHHz.pgrb2a.0p50.f###.idx\n",
      "  4: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2ap5/gespr.tHHz.pgrb2a.0p50.f###.idx\n",
      "  5: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2bp5/gec00.tHHz.pgrb2b.0p50.f###.idx\n",
      "  6: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2bp5/gepXX.tHHz.pgrb2b.0p50.f###.idx\n",
      "  7: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2sp25/geavg.tHHz.pgrb2s.0p25.f###.idx\n",
      "  8: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2sp25/gec00.tHHz.pgrb2s.0p25.f###.idx\n",
      "  9: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2sp25/gepXX.tHHz.pgrb2s.0p25.f###.idx\n",
      " 10: noaa-gefs-pds/gefs.YYYYMMDD/HH/atmos/pgrb2sp25/gespr.tHHz.pgrb2s.0p25.f###.idx\n"
     ]
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gefs-pds/gefs.20240101/00/atmos/*/*idx\")\n",
    "\n",
    "df = (\n",
    "    pl.DataFrame({\"files\": files})\n",
    "    .filter(\n",
    "        pl.col(\"files\").str.ends_with(\".idx\"),\n",
    "    )\n",
    "    .with_columns(\n",
    "        pl.col(\"files\").str.split(\"/\").list.last(),\n",
    "        pl.col(\"files\")\n",
    "        # .str.split(\"/\")\n",
    "        # .list.last()\n",
    "        .str.replace(r\"gefs.\\d{8}/\\d\\d\", \"gefs.YYYYMMDD/HH\")\n",
    "        .str.replace(r\"f\\d\\d\\d\", \"f###\")\n",
    "        .str.replace(r\"gep\\d\\d\", \"gepXX\")\n",
    "        .str.replace(r\"t\\d\\dz\", \"tHHz\")\n",
    "        .alias(\"filename\"),\n",
    "    )\n",
    ")\n",
    "for i, f in enumerate(df[\"filename\"].unique().sort(), start=1):\n",
    "    print(f\"{i:3}: {f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2aanl.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af00.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af06.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af102.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af108.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af114.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af12.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af120.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af126.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af132.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af138.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af144.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af150.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af156.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af162.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af168.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af174.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af18.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af180.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af186.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af192.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af198.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af204.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af210.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af216.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af222.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af228.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af234.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af24.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af240.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af246.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af252.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af258.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af264.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af270.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af276.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af282.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af288.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af294.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af30.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af300.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af306.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af312.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af318.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af324.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af330.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af336.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af342.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af348.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af354.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af36.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af360.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af366.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af372.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af378.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af384.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af42.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af48.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af54.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af60.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af66.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af72.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af78.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af84.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af90.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gec00.t00z.pgrb2af96.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2aanl.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af00.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af06.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af102.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af108.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af114.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af12.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af120.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af126.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af132.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af138.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af144.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af150.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af156.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af162.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af168.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af174.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af18.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af180.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af186.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af192.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af198.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af204.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af210.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af216.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af222.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af228.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af234.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af24.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af240.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af246.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af252.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af258.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af264.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af270.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af276.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af282.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af288.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af294.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af30.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af300.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af306.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af312.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af318.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af324.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af330.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af336.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af342.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep01.t00z.pgrb2af348.idx',\n",
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       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af252.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af258.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af264.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af270.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af276.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af282.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af288.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af294.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af30.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af300.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af306.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af312.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af318.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af324.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af330.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af336.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af342.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af348.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af354.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af36.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af360.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af366.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af372.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af378.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af384.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af42.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af48.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af54.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af60.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af66.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af72.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af78.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af84.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af90.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep14.t00z.pgrb2af96.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2aanl.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af00.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af06.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af102.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af108.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af114.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af12.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af120.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af126.idx',\n",
       " 'noaa-gefs-pds/gefs.20200922/00/pgrb2a/gep15.t00z.pgrb2af132.idx',\n",
       " ...]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fs.glob(\"noaa-gefs-pds/gefs.20200922/00/*/*.idx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2a/gec00.tHHz.pgrb2aanl.idx\n",
      "  2: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2a/gec00.tHHz.pgrb2af##.idx\n",
      "  3: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2a/gepXX.tHHz.pgrb2aanl.idx\n",
      "  4: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2a/gepXX.tHHz.pgrb2af##.idx\n",
      "  5: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2b/gec00.tHHz.pgrb2banl.idx\n",
      "  6: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2b/gec00.tHHz.pgrb2bf##.idx\n",
      "  7: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2b/gepXX.tHHz.pgrb2banl.idx\n",
      "  8: noaa-gefs-pds/gefs.YYYYMMDD/HH/pgrb2b/gepXX.tHHz.pgrb2bf##.idx\n"
     ]
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gefs-pds/gefs.20200922/00/*/*\")\n",
    "\n",
    "df = (\n",
    "    pl.DataFrame({\"files\": files})\n",
    "    .filter(\n",
    "        pl.col(\"files\").str.ends_with(\".idx\"),\n",
    "    )\n",
    "    .with_columns(\n",
    "        pl.col(\"files\").str.split(\"/\").list.last(),\n",
    "        pl.col(\"files\")\n",
    "        # .str.split(\"/\")\n",
    "        # .list.last()\n",
    "        .str.replace(r\"gefs.\\d{8}/\\d\\d\", \"gefs.YYYYMMDD/HH\")\n",
    "        .str.replace(r\"f\\d\\d\\d\", \"f##\")\n",
    "        .str.replace(r\"f\\d\\d\", \"f##\")\n",
    "        .str.replace(r\"gep\\d\\d\", \"gepXX\")\n",
    "        .str.replace(r\"t\\d\\dz\", \"tHHz\")\n",
    "        .alias(\"filename\"),\n",
    "    )\n",
    ")\n",
    "for i, f in enumerate(df[\"filename\"].unique().sort(), start=1):\n",
    "    print(f\"{i:3}: {f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5356"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gfs-bdp-pds/gfs.20240401/*/atmos/*.idx\")\n",
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5852"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gfs-bdp-pds/gfs.20240401/*/wave/*/*.idx\")\n",
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = fs.glob(\"noaa-gfs-bdp-pds/gdas.20240401/*/atmos/*.idx\")\n",
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1: gdas.tHHz.pgrb2.0p25.f###.idx\n",
      "  2: gdas.tHHz.pgrb2.1p00.anl.idx\n",
      "  3: gdas.tHHz.pgrb2.1p00.f###.idx\n",
      "  4: gdas.tHHz.sfluxgrbf###.grib2.idx\n"
     ]
    }
   ],
   "source": [
    "df = (\n",
    "    pl.DataFrame({\"files\": files})\n",
    "    .filter(\n",
    "        pl.col(\"files\").str.ends_with(\".idx\"),\n",
    "    )\n",
    "    .with_columns(\n",
    "        pl.col(\"files\").str.split(\"/\").list.last(),\n",
    "        pl.col(\"files\")\n",
    "        .str.split(\"/\")\n",
    "        .list.last()\n",
    "        .str.replace(r\"f\\d\\d\\d\", \"f###\")\n",
    "        .str.replace(r\"t\\d\\dz\", \"tHHz\")\n",
    "        .alias(\"filename\"),\n",
    "    )\n",
    ")\n",
    "for i, f in enumerate(df[\"filename\"].unique().sort(), start=1):\n",
    "    print(f\"{i:3}: {f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1_339, 7)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>files</th><th>field_0</th><th>field_1</th><th>field_2</th><th>field_3</th><th>field_4</th><th>field_5</th></tr><tr><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f000&quot;</td><td>&quot;idx&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f003&quot;</td><td>&quot;idx&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f006&quot;</td><td>&quot;idx&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f009&quot;</td><td>&quot;idx&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f01…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f012&quot;</td><td>&quot;idx&quot;</td></tr><tr><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td></tr><tr><td>&quot;gfs.t00z.sfluxgrbf372.grib2.id…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;sfluxgrbf372&quot;</td><td>&quot;grib2&quot;</td><td>&quot;idx&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.sfluxgrbf375.grib2.id…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;sfluxgrbf375&quot;</td><td>&quot;grib2&quot;</td><td>&quot;idx&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.sfluxgrbf378.grib2.id…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;sfluxgrbf378&quot;</td><td>&quot;grib2&quot;</td><td>&quot;idx&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.sfluxgrbf381.grib2.id…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;sfluxgrbf381&quot;</td><td>&quot;grib2&quot;</td><td>&quot;idx&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.sfluxgrbf384.grib2.id…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;sfluxgrbf384&quot;</td><td>&quot;grib2&quot;</td><td>&quot;idx&quot;</td><td>null</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1_339, 7)\n",
       "┌─────────────────────────────────┬─────────┬─────────┬──────────────┬─────────┬─────────┬─────────┐\n",
       "│ files                           ┆ field_0 ┆ field_1 ┆ field_2      ┆ field_3 ┆ field_4 ┆ field_5 │\n",
       "│ ---                             ┆ ---     ┆ ---     ┆ ---          ┆ ---     ┆ ---     ┆ ---     │\n",
       "│ str                             ┆ str     ┆ str     ┆ str          ┆ str     ┆ str     ┆ str     │\n",
       "╞═════════════════════════════════╪═════════╪═════════╪══════════════╪═════════╪═════════╪═════════╡\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25    ┆ f000    ┆ idx     │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25    ┆ f003    ┆ idx     │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25    ┆ f006    ┆ idx     │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25    ┆ f009    ┆ idx     │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f01… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25    ┆ f012    ┆ idx     │\n",
       "│ …                               ┆ …       ┆ …       ┆ …            ┆ …       ┆ …       ┆ …       │\n",
       "│ gfs.t00z.sfluxgrbf372.grib2.id… ┆ gfs     ┆ t00z    ┆ sfluxgrbf372 ┆ grib2   ┆ idx     ┆ null    │\n",
       "│ gfs.t00z.sfluxgrbf375.grib2.id… ┆ gfs     ┆ t00z    ┆ sfluxgrbf375 ┆ grib2   ┆ idx     ┆ null    │\n",
       "│ gfs.t00z.sfluxgrbf378.grib2.id… ┆ gfs     ┆ t00z    ┆ sfluxgrbf378 ┆ grib2   ┆ idx     ┆ null    │\n",
       "│ gfs.t00z.sfluxgrbf381.grib2.id… ┆ gfs     ┆ t00z    ┆ sfluxgrbf381 ┆ grib2   ┆ idx     ┆ null    │\n",
       "│ gfs.t00z.sfluxgrbf384.grib2.id… ┆ gfs     ┆ t00z    ┆ sfluxgrbf384 ┆ grib2   ┆ idx     ┆ null    │\n",
       "└─────────────────────────────────┴─────────┴─────────┴──────────────┴─────────┴─────────┴─────────┘"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = (\n",
    "    pl.DataFrame({\"files\": files})\n",
    "    .filter(\n",
    "        pl.col(\"files\").str.ends_with(\".idx\"),\n",
    "    )\n",
    "    .with_columns(\n",
    "        pl.col(\"files\").str.split(\"/\").list.last(),\n",
    "        pl.col(\"files\")\n",
    "        .str.split(\"/\")\n",
    "        .list.last()\n",
    "        .str.split(\".\")\n",
    "        .list.to_struct()\n",
    "        .alias(\"parts\"),\n",
    "    )\n",
    "    .unnest(\"parts\")\n",
    ")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (1_131, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>files</th><th>field_0</th><th>field_1</th><th>field_2</th><th>field_3</th><th>field_4</th></tr><tr><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f000&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f003&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f006&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f00…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f009&quot;</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2.0p25.f01…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2&quot;</td><td>&quot;0p25&quot;</td><td>&quot;f012&quot;</td></tr><tr><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td></tr><tr><td>&quot;gfs.t00z.pgrb2full.0p50.f375&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;pgrb2full&quot;</td><td>&quot;0p50&quot;</td><td>&quot;f375&quot;</td></tr><tr><td>&quot;gfs.t00z.pgrb2full.0p50.f378&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;pgrb2full&quot;</td><td>&quot;0p50&quot;</td><td>&quot;f378&quot;</td></tr><tr><td>&quot;gfs.t00z.pgrb2full.0p50.f381&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;pgrb2full&quot;</td><td>&quot;0p50&quot;</td><td>&quot;f381&quot;</td></tr><tr><td>&quot;gfs.t00z.pgrb2full.0p50.f384&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;pgrb2full&quot;</td><td>&quot;0p50&quot;</td><td>&quot;f384&quot;</td></tr><tr><td>&quot;gfs.t00z.syndata.tcvitals.tm00&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;syndata&quot;</td><td>&quot;tcvitals&quot;</td><td>&quot;tm00&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (1_131, 6)\n",
       "┌─────────────────────────────────┬─────────┬─────────┬──────────────┬──────────┬─────────┐\n",
       "│ files                           ┆ field_0 ┆ field_1 ┆ field_2      ┆ field_3  ┆ field_4 │\n",
       "│ ---                             ┆ ---     ┆ ---     ┆ ---          ┆ ---      ┆ ---     │\n",
       "│ str                             ┆ str     ┆ str     ┆ str          ┆ str      ┆ str     │\n",
       "╞═════════════════════════════════╪═════════╪═════════╪══════════════╪══════════╪═════════╡\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25     ┆ f000    │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25     ┆ f003    │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25     ┆ f006    │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f00… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25     ┆ f009    │\n",
       "│ gfs.t00z.goessimpgrb2.0p25.f01… ┆ gfs     ┆ t00z    ┆ goessimpgrb2 ┆ 0p25     ┆ f012    │\n",
       "│ …                               ┆ …       ┆ …       ┆ …            ┆ …        ┆ …       │\n",
       "│ gfs.t00z.pgrb2full.0p50.f375    ┆ gfs     ┆ t00z    ┆ pgrb2full    ┆ 0p50     ┆ f375    │\n",
       "│ gfs.t00z.pgrb2full.0p50.f378    ┆ gfs     ┆ t00z    ┆ pgrb2full    ┆ 0p50     ┆ f378    │\n",
       "│ gfs.t00z.pgrb2full.0p50.f381    ┆ gfs     ┆ t00z    ┆ pgrb2full    ┆ 0p50     ┆ f381    │\n",
       "│ gfs.t00z.pgrb2full.0p50.f384    ┆ gfs     ┆ t00z    ┆ pgrb2full    ┆ 0p50     ┆ f384    │\n",
       "│ gfs.t00z.syndata.tcvitals.tm00  ┆ gfs     ┆ t00z    ┆ syndata      ┆ tcvitals ┆ tm00    │\n",
       "└─────────────────────────────────┴─────────┴─────────┴──────────────┴──────────┴─────────┘"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df.filter(pl.col(\"field_4\").is_null().not_())\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['gfs'], ['t00z'])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[\"field_0\"].unique().to_list(), df1[\"field_1\"].unique().to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (5,)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>field_2</th></tr><tr><td>str</td></tr></thead><tbody><tr><td>&quot;goessimpgrb2&quot;</td></tr><tr><td>&quot;syndata&quot;</td></tr><tr><td>&quot;pgrb2full&quot;</td></tr><tr><td>&quot;pgrb2&quot;</td></tr><tr><td>&quot;pgrb2b&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5,)\n",
       "Series: 'field_2' [str]\n",
       "[\n",
       "\t\"goessimpgrb2\"\n",
       "\t\"syndata\"\n",
       "\t\"pgrb2full\"\n",
       "\t\"pgrb2\"\n",
       "\t\"pgrb2b\"\n",
       "]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[\"field_2\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (4,)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>field_3</th></tr><tr><td>str</td></tr></thead><tbody><tr><td>&quot;tcvitals&quot;</td></tr><tr><td>&quot;0p25&quot;</td></tr><tr><td>&quot;1p00&quot;</td></tr><tr><td>&quot;0p50&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (4,)\n",
       "Series: 'field_3' [str]\n",
       "[\n",
       "\t\"tcvitals\"\n",
       "\t\"0p25\"\n",
       "\t\"1p00\"\n",
       "\t\"0p50\"\n",
       "]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[\"field_3\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (211,)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>field_4</th></tr><tr><td>str</td></tr></thead><tbody><tr><td>&quot;anl&quot;</td></tr><tr><td>&quot;f000&quot;</td></tr><tr><td>&quot;f001&quot;</td></tr><tr><td>&quot;f002&quot;</td></tr><tr><td>&quot;f003&quot;</td></tr><tr><td>&hellip;</td></tr><tr><td>&quot;f375&quot;</td></tr><tr><td>&quot;f378&quot;</td></tr><tr><td>&quot;f381&quot;</td></tr><tr><td>&quot;f384&quot;</td></tr><tr><td>&quot;tm00&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (211,)\n",
       "Series: 'field_4' [str]\n",
       "[\n",
       "\t\"anl\"\n",
       "\t\"f000\"\n",
       "\t\"f001\"\n",
       "\t\"f002\"\n",
       "\t\"f003\"\n",
       "\t…\n",
       "\t\"f375\"\n",
       "\t\"f378\"\n",
       "\t\"f381\"\n",
       "\t\"f384\"\n",
       "\t\"tm00\"\n",
       "]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[\"field_4\"].unique().sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (330, 6)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>files</th><th>field_0</th><th>field_1</th><th>field_2</th><th>field_3</th><th>field_4</th></tr><tr><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td></tr></thead><tbody><tr><td>&quot;gfs.t00z.goessimpgrb2f000.grd2…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2f000&quot;</td><td>&quot;grd221&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2f003.grd2…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2f003&quot;</td><td>&quot;grd221&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2f006.grd2…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2f006&quot;</td><td>&quot;grd221&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2f009.grd2…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2f009&quot;</td><td>&quot;grd221&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.goessimpgrb2f012.grd2…</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;goessimpgrb2f012&quot;</td><td>&quot;grd221&quot;</td><td>null</td></tr><tr><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td><td>&hellip;</td></tr><tr><td>&quot;gfs.t00z.wgne.f168&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;wgne&quot;</td><td>&quot;f168&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.wgne.f171&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;wgne&quot;</td><td>&quot;f171&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.wgne.f174&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;wgne&quot;</td><td>&quot;f174&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.wgne.f177&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;wgne&quot;</td><td>&quot;f177&quot;</td><td>null</td></tr><tr><td>&quot;gfs.t00z.wgne.f180&quot;</td><td>&quot;gfs&quot;</td><td>&quot;t00z&quot;</td><td>&quot;wgne&quot;</td><td>&quot;f180&quot;</td><td>null</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (330, 6)\n",
       "┌─────────────────────────────────┬─────────┬─────────┬──────────────────┬─────────┬─────────┐\n",
       "│ files                           ┆ field_0 ┆ field_1 ┆ field_2          ┆ field_3 ┆ field_4 │\n",
       "│ ---                             ┆ ---     ┆ ---     ┆ ---              ┆ ---     ┆ ---     │\n",
       "│ str                             ┆ str     ┆ str     ┆ str              ┆ str     ┆ str     │\n",
       "╞═════════════════════════════════╪═════════╪═════════╪══════════════════╪═════════╪═════════╡\n",
       "│ gfs.t00z.goessimpgrb2f000.grd2… ┆ gfs     ┆ t00z    ┆ goessimpgrb2f000 ┆ grd221  ┆ null    │\n",
       "│ gfs.t00z.goessimpgrb2f003.grd2… ┆ gfs     ┆ t00z    ┆ goessimpgrb2f003 ┆ grd221  ┆ null    │\n",
       "│ gfs.t00z.goessimpgrb2f006.grd2… ┆ gfs     ┆ t00z    ┆ goessimpgrb2f006 ┆ grd221  ┆ null    │\n",
       "│ gfs.t00z.goessimpgrb2f009.grd2… ┆ gfs     ┆ t00z    ┆ goessimpgrb2f009 ┆ grd221  ┆ null    │\n",
       "│ gfs.t00z.goessimpgrb2f012.grd2… ┆ gfs     ┆ t00z    ┆ goessimpgrb2f012 ┆ grd221  ┆ null    │\n",
       "│ …                               ┆ …       ┆ …       ┆ …                ┆ …       ┆ …       │\n",
       "│ gfs.t00z.wgne.f168              ┆ gfs     ┆ t00z    ┆ wgne             ┆ f168    ┆ null    │\n",
       "│ gfs.t00z.wgne.f171              ┆ gfs     ┆ t00z    ┆ wgne             ┆ f171    ┆ null    │\n",
       "│ gfs.t00z.wgne.f174              ┆ gfs     ┆ t00z    ┆ wgne             ┆ f174    ┆ null    │\n",
       "│ gfs.t00z.wgne.f177              ┆ gfs     ┆ t00z    ┆ wgne             ┆ f177    ┆ null    │\n",
       "│ gfs.t00z.wgne.f180              ┆ gfs     ┆ t00z    ┆ wgne             ┆ f180    ┆ null    │\n",
       "└─────────────────────────────────┴─────────┴─────────┴──────────────────┴─────────┴─────────┘"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df.filter(pl.col(\"field_4\").is_null())\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['gfs'], ['t00z'])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"field_0\"].unique().to_list(), df1[\"field_1\"].unique().to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (3,)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>field_2</th></tr><tr><td>str</td></tr></thead><tbody><tr><td>&quot;goessimpgrb2&quot;</td></tr><tr><td>&quot;sfluxgrb&quot;</td></tr><tr><td>&quot;wgne&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (3,)\n",
       "Series: 'field_2' [str]\n",
       "[\n",
       "\t\"goessimpgrb2\"\n",
       "\t\"sfluxgrb\"\n",
       "\t\"wgne\"\n",
       "]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"field_2\"].str.replace(r\"f\\d\\d\\d$\", \"\").unique().sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (62,)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>field_3</th></tr><tr><td>str</td></tr></thead><tbody><tr><td>&quot;f003&quot;</td></tr><tr><td>&quot;f006&quot;</td></tr><tr><td>&quot;f009&quot;</td></tr><tr><td>&quot;f012&quot;</td></tr><tr><td>&quot;f015&quot;</td></tr><tr><td>&hellip;</td></tr><tr><td>&quot;f174&quot;</td></tr><tr><td>&quot;f177&quot;</td></tr><tr><td>&quot;f180&quot;</td></tr><tr><td>&quot;grd221&quot;</td></tr><tr><td>&quot;grib2&quot;</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (62,)\n",
       "Series: 'field_3' [str]\n",
       "[\n",
       "\t\"f003\"\n",
       "\t\"f006\"\n",
       "\t\"f009\"\n",
       "\t\"f012\"\n",
       "\t\"f015\"\n",
       "\t…\n",
       "\t\"f174\"\n",
       "\t\"f177\"\n",
       "\t\"f180\"\n",
       "\t\"grd221\"\n",
       "\t\"grib2\"\n",
       "]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2[\"field_3\"].unique().sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023/20231230/gfs.0p25.2023123000.f384.grib2 idx 13\n",
      "2023/20231230/gfs.0p25.2023123006.f378.grib2 idx 13\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "#\n",
    "files = [\n",
    "    \"2023/20231230/gfs.0p25.2023123000.f384.grib2\",\n",
    "    \"2023/20231230/gfs.0p25.2023123006.f378.grib2\",\n",
    "]\n",
    "#\n",
    "# download the data file(s)\n",
    "for file in files:\n",
    "    idx = file.rfind(\"/\")\n",
    "    if idx > 0:\n",
    "        ofile = file[idx + 1 :]\n",
    "    else:\n",
    "        ofile = file\n",
    "\n",
    "    print(file, \"idx\", idx)\n",
    "\n",
    "    # response = requests.get(\"https://data.rda.ucar.edu/d084001/\" + file)\n",
    "    # with open(ofile, \"wb\") as f:\n",
    "    #    f.write(response.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'gfs.0p25.2023123006.f378.grib2'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file.rfind(\"/\")\n",
    "ofile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from herbie import Herbie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=hrrr ┊ \u001b[3mproduct=sfc\u001b[0m ┊ \u001b[38;2;41;130;13m2023-Jan-01 00:00 UTC\u001b[92m F00\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'aws': 'https://noaa-hrrr-bdp-pds.s3.amazonaws.com/hrrr.20230101/conus/hrrr.t00z.wrfsfcf00.grib2',\n",
       " 'nomads': 'https://nomads.ncep.noaa.gov/pub/data/nccf/com/hrrr/prod/hrrr.20230101/conus/hrrr.t00z.wrfsfcf00.grib2',\n",
       " 'google': 'https://storage.googleapis.com/high-resolution-rapid-refresh/hrrr.20230101/conus/hrrr.t00z.wrfsfcf00.grib2',\n",
       " 'azure': 'https://noaahrrr.blob.core.windows.net/hrrr/hrrr.20230101/conus/hrrr.t00z.wrfsfcf00.grib2',\n",
       " 'pando': 'https://pando-rgw01.chpc.utah.edu/hrrr/sfc/20230101/hrrr.t00z.wrfsfcf00.grib2',\n",
       " 'pando2': 'https://pando-rgw02.chpc.utah.edu/hrrr/sfc/20230101/hrrr.t00z.wrfsfcf00.grib2'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H = Herbie(\"2023-01-01\", model=\"hrrr\", overwrite=True)\n",
    "H.SOURCES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'aws'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H.grib_source"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hrrr.t00z.wrfsfcf00.grib2'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H.get_remoteFileName"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/home/blaylock/data/gfs/20230101/gfs.t00z.pgrb2.0p25.f000')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H.grib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Herbie' object has no attribute 'source'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[21], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mH\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'Herbie' object has no attribute 'source'"
     ]
    }
   ],
   "source": [
    "H.source"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'gfs.0p25.2023010100.f000.grib2'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H.get_remoteFileName"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from herbie import Herbie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "💔 Did not find ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2020-Sep-01 00:00 UTC\u001b[92m F00\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'aws': 'https://noaa-gefs-pds.s3.amazonaws.com/gefs.20200901/00/pgrb2a/gec00.t00z.pgrb2a.0p50.f00'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H = Herbie(\"2020-09-01\", model=\"gefs\", member=0, priority=\"aws\")\n",
    "H.SOURCES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Herbie(\"2021-01-01\", model=\"gefs\", member=0)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "herbie-dev",
   "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}