WXBC 2022年度テクノロジー研修
「メッシュ気象データ分析チャレンジ！」講習テキスト

アンサンブル予報データ分析チャレンジ！（基礎編）¶

目次：¶

  • はじめに
  • 1 アンサンブル予報とは
  • 2 気象庁が発表するアンサンブル数値予報プロダクト
    • メソアンサンブル予報システム（Meso-scale Ensemble Prediction System; MEPS）
    • 全球アンサンブル予報システム（Global Ensemble Prediction System; GEPS）
    • 季節アンサンブル予報システム（Seasonal Ensemble Prediction System; SEPS）
  • 3 GRIB2ファイル処理ツール wgrib2
    • 3.1 wgrib2 の Python からの実行
    • 3.2 GRIB2インベントリー
  • 4 WXBCオリジナルライブラリ wxbcgribX
    • 4.1 データ読み出し関数 getgpv
    • 4.2 その他の関数
  • 5 パッケージ Xarray
    • 5.1 Dataset オブジェクト
      • 5.1.1 特定の気象データの取り出し
      • 5.1.2 収録気象要素名、座標名の取り出し
    • 5.2 DataArray オブジェクト
      • 5.2.1 属性の取り出し
      • 5.2.2 データ本体の取り出し
      • 5.2.3 データへのアクセス
      • 5.2.4 データの保存
  • 6 アンサンブル予報データの処理
    • 6.1 気象データの演算
    • 6.2 アンサンブル平均・スプレッド
    • 6.3 時間方向の補間,縮約
  • 7 降水量について
  • 8 時刻の取り扱い
    • 8.1 アメダスデータとの比較
    • 8.2 DataArrayオブジェクトの時刻
  • 9 データの結合
    • 9.1 時刻方向の結合
    • 9.2 アンサンブルメンバーの結合
  • おわりに
  • 著作権について

はじめに¶

アンサンブル（ensemble）とは「集団」という意味を持ち，アンサンブル予報とは、多数のモデルの予測を確率的に取り扱う予報技術です。単純化して説明すると、ある一つの気象予測モデルを、少しづつ微妙に変えた多数の初期気象状態で実行し、それぞれの結果(「メンバー」と呼びます)を総合して予測値や信頼性を推測しようとするものです。微妙に異なる初期値の数は、プロダクトによって異なりますが、今日の研修で使用する週間アンサンブ数値予報モデルGPVでは、手を加えない初期値による予測（「コントロールラン」と呼びます）の他に、手を加えた初期値50個による予測、合計51個の気象予測が１セットになっています。
　この研修では、そのようなアンサンブル数値予報モデルGPVデータを利用する基礎として、必要とするデータをGRIB2ファイルから取り出してグラフや分布図として図化したり、メンバー全体の平均をとったりする処理をプログラミング言語Pythonで実施する方法を学びます。

1 アンサンブル予報とは¶

なぜ，アンサンブル予報が必要なのでしょうか？それは，天気予報に用いられている大気を表現する物理方程式（運動方程式など）の持つカオス（Chaos）という性質によるものです．大気を表す物理方程式のように非線形項を含む微分方程式系では，初期値の中の微小な誤差（測器の誤差など）が時間の経過とともに指数関数的に増大してしまいます．このことをバタフライ効果といいます（「ブラジルの1匹の蝶の羽ばたきがテキサスで竜巻を引き起こす」と例えられています）．そのため，長い先の未来の大気の状態をただ１つの天気予報だけで決定論的に予測することはできないのです．

ここで，大気のカオス的振る舞いを理解するために，次の非線形の方程式系を考えてみましょう．これは，気象学における熱対流（積乱雲も対流の１つ）の問題を表す微分方程式であり，「ローレンツモデル」と呼ばれています（Lorenz, 1963）．天気予報の物理方程式をたった３つの方程式だけで簡単に表現したものだと理解してください．XとYとZが予測する変数（気温，風速とか）を表しています．

$$ \frac{dX(t)}{dt} = - \sigma X + \sigma Y \tag{1} $$$$ \frac{dY(t)}{dt} = - Y + r X - XZ \tag{2} $$$$ \frac{dZ(t)}{dt} = - b Z + X Y \tag{3} $$

式(2)や式(3)の右辺にはXZやXYといった変数と変数のかけ算で表現されている項があります．これが非線形項です．このような微分方程式に対して，X，Y，Zの初期値（今の値）を入力することで未来のX，Y，Zを予測することができます．ここで，X，Y，Zに小さなノイズを入れてちょっとずつ違う初期値で計算したらどうなるでしょうか？下の図のカラーの線のようになります．

image.png

濃い赤色がコントロールランです．はじめは小さなばらつきしかなかったものが，時間の経過（真ん中付近から下の方に時間が進んでいます）とともに大きくばらつく結果となっていることが分かります．このように，大気のカオス的な性質を利用することで，微妙に異なる多数の初期値により複数の予測を行い，気象現象の発生を確率的に表現するものがアンサンブル予報です．多数の予報の平均値（アンサンブル平均）を見ることで，1つだけの予報を見るよりも平均的な予測精度は高くなります．また，多数の予報のばらつき（スプレッド）を見ることで，予報の信頼度（アタリやすさ・ハズレやすさ）を知ることができるようになります．

2 気象庁が発表するアンサンブル数値予報プロダクト¶

現在、気象庁はそれぞれに特徴を持った３つのアンサンブル数値予報システムを運用しており、それらに基づいて9種類のアンサンブル数値予報モデルGPVプロダクトを作成し、気象業務支援センターから提供しています。

メソアンサンブル予報システム（Meso-scale Ensemble Prediction System; MEPS）¶

日本及びその周辺の大気を対象として、2日程度先の気象を予測するために用います。このシステムに基づくアンサンブルGPVプロダクトは以下の1つです。
　資料：配信資料に関する仕様No.13101（ https://www.data.jma.go.jp/suishin/shiyou/pdf/no13101 ）

(M-1) メソアンサンブル数値予報モデルGPV¶

  • 予報頻度：1日4回（00,06,12,18 UTC）
  • 予報期間：39時間　　時間ステップ：3時間
  • カバー領域：22.4N-47.6N,120E-150E　地上面格子サイズ：0.05度×0.0625度
  • メンバー数：21
  • 地上面における気象要素：海面更正気圧、風ベクトル(U, V)、気温、積算降水量、日射量

全球アンサンブル予報システム（Global Ensemble Prediction System; GEPS）¶

地球全体を対象として、1か月程度先までの気象を予測するために用います。毎日、00UTCと12UTCを初期時刻としその264 時間(11日)先までの51メンバの予報を計算しており、12UTC を初期時刻とする予報では、その先432 時間(18日)先までの計算もしています。さらに、火曜日と水曜日の12UTCを初期値とする予報では、さらにその先を816 時間(34日)先までを25メンバーについて計算しています。
　全球アンサンブル予報システムは、上記の運用の他、台風または熱帯低気圧の予測を目的に06UTCと18UTCに132時間（5.5日）先までの計算をします。。
　このシステムに基づくアンサンブルプロダクトは以下の7つです。なお、諸元からわかるとおり、例えば、1か月間の予報値が必要な場合には、「1か月」だけでなく、「週間」と「2週間」も入手しなければならないことに気を付けてください。
　資料：配信資料に関する仕様No.12802（ https://www.data.jma.go.jp/suishin/shiyou/pdf/no12802 ）

(G-1) 週間アンサンブル数値予報モデルGPV（日本域）¶

  • 予報頻度：1日2回（00,12 UTC）
  • 予報期間：264時間　　時間ステップ：3時間(気圧面予報は6時間)
  • カバー領域：19.5N-50.25N, 119.625E-150.375E　格子サイズ：0.375 度×0.375 度
  • メンバー数：51
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

(G-2) ２週間アンサンブル数値予報モデルGPV（日本域）¶

  • 予報頻度：1日1回（12 UTC）
  • 予報期間：267～432時間 (気圧面予報は270～432時間) 　　時間ステップ：3時間(気圧面予報は6時間)
  • カバー領域：19.5N-50.25N, 119.625E-150.375E　格子サイズ：0.375 度×0.375 度
  • メンバー数：51
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

(G-3)１か月アンサンブル数値予報モデルGPV（日本域）¶

  • 予報頻度：火曜日と水曜日に1回づつ（12 UTC）　配信は木曜日に２つとまとめて
  • 予報期間：435～816時間　　時間ステップ：3時間(気圧面予報は6時間)
  • カバー領域：19.5N-50.25N, 119.625E-150.375E 　格子サイズ：0.375 度×0.375 度
  • メンバー数：50（火曜日の25メンバーと水曜日の25メンバーで50）
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

(G-4) 週間アンサンブル数値予報モデルGPV（全球域）¶

  • 予報頻度：1日2回（00,12 UTC）
  • 予報期間：264時間　　時間ステップ：6時間
  • カバー領域：全球　格子サイズ：1.25 度×1.25 度
  • メンバー数：51
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

(G-5) ２週間アンサンブル数値予報モデルGPV（全球域）¶

  • 予報頻度：1日1回（12 UTC）
  • 予報期間：270～432時間　　時間ステップ：6時間
  • カバー領域：全球　格子サイズ：1.25 度×1.25 度
  • メンバー数：51
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

(G-6) １か月アンサンブル数値予報モデルGPV（全球域）¶

  • 予報頻度：火曜日と水曜日に1回づつ（12 UTC）　配信は木曜日に２つとまとめて
  • 予報期間：438～816時間　　時間ステップ：6時間
  • カバー領域：全球　格子サイズ：1.25 度×1.25 度
  • メンバー数：50
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

(G-7) 台風アンサンブル数値予報モデルGPV（日本域）¶

(日本付近に台風または熱帯低気圧が存在する場合にだけ追加で配信される)

  • 予報頻度：1日2回（06,18 UTC）
  • 予報期間：132時間　　時間ステップ：3時間(気圧面予報は6時間)
  • カバー領域：19.5N-50.25N, 119.625E-150.375E 　格子サイズ：0.375 度×0.375 度
  • メンバー数：51
  • 地上面における気象要素：風ベクトル(U, V)、気温、相対湿度、積算降水量、全雲量、海面更正気圧

季節アンサンブル予報システム（Seasonal Ensemble Prediction System）¶

大気は、地球表面と絶えず熱のやり取りをしているので、3か月先以上の気象を予測するには、大気だけでなく海水の運動も考慮する大気海洋結合モデルと呼ばれる気象予測モデルを用いる必要があります。気象庁では、大気海洋結合モデルと海洋データ同化システムで構成される季節アンサンブル予報システムを運用しています。これに基づくアンサンブルGPVプロダクトは以下の1つです。
　資料：配信資料に関する仕様No.20114（ https://www.data.jma.go.jp/suishin/shiyou/pdf/no20114 ）
　資料：配信資料に関する技術情報No.569（ https://www.data.jma.go.jp/suishin/jyouhou/pdf/569.pdf ）

(S-1) ６か月アンサンブル数値予報モデルＧＰＶ（全球域）¶

このプロダクトは、季節アンサンブル予報システムの入れ替えに伴い、令和4年2月より新しいプロダクトとなります。以下は新しいプロダクトの諸元です。

  • 予報頻度：1日1回
  • 予報期間：初期日から240 日先まで　　時間ステップ：1日(ただし、瞬時値ではなく平均値または積算値)
  • カバー領域：全球　格子サイズ：1.25 度× 1.25 度
  • メンバー数：5
  • 地上面における気象要素：気温、海面水温、日降水量、海面更正気圧、海氷密接度


　下に、上記9種類のプロダクトのうち、日本周辺域を対象とし定常的に配信される地上気象要素の予報期間とグリッド間隔の関係を図に整理したものを示します。

image.png

3 GRIB2ファイル処理ツール wgrib2¶

気象庁のアンサンブル予報プロダクトは、GRIB2と呼ばれる特殊なフォーマットでファイルに収められています。気象庁は、プロダクトそれぞれについて、フォーマットの詳細を公開しています。また、これをデコードするためのＣ言語のサンプルコードを求めに応じ無保証で提供してくれる場合がありますが、利用者がプログラムを開発してデコードするものとの基本的立場です。一方、アメリカ大気海洋局(NOAA)の気候予測センター(CPC)は、気象データの利用を促進する様々なソフトウエアを開発し、ホームページも用意して積極的な普及を図っています（ https://www.cpc.ncep.noaa.gov/products/wesley/ ）。

この研修では、ここが公開する GRIB2 ファイル操作ツール wgrib2 を使用します。wgrib2 は、以下の機能を持つコマンドラインプログラムです。

  • GRIBファイルの作成と読み出し
  • データの一部取り出し
  • 特定領域の取り出し
  • 各種ファイル形式への変換（ieee, text, binary, CSV, netcdf, mysql）
  • 新規データの追記

コマンドラインプログラムは、本来、コマンドプロンプト、または、ターミナル と呼ばれる実行環境下で使用するものですが、PCでその環境を作り実行するのは大変効率が悪いので、この研修では、コマンドプロンプトでの操作プロセスをプログラミング言語 Python に実行させ、結果としてPythonでwgrib2を制御します。

なお、Pythonには、GRIB2ファイルを操作するモジュール pygrib が存在しますが、残念ながらWindows向けには提供されていません(Windows用Fortranコンパイラを用意し、ソースコードを自らコンパイルすれば利用可能です)。さらに、提供されているOSであったとしても、気象庁のプロダクトの一部（解析雨量、推計気象分布等）は pygrib で扱うことができません（プログラムが異常終了します）。 　このほかに、CPCでは、wgrib2 と同等の機能を持つPythonモジュール pywgrib2_s も開発しています。これは今後が期待されますが、現在はベータ版であることとインストールが複雑なことから今回は見送ることにしました。

3.1 wgrib2 の Python からの実行¶

wgrib2 はコマンドラインプログラムですが、Pythonのライブラリ subprocess を利用すると、Pythonプログラムの中でコマンドプロンプトを仮想的に作りだし、その中でこれを実行することができます。

ライブラリ subprocess を利用するには、インポート文で利用を宣言する必要があります。以下のCellを実行してください。

In [1]:
# Script 3-1 #

import subprocess

ライブラリ subprocess をインポートすると、関数 run が利用可能となるので、これを用いて以下のようにスクリプトを書きます。

rc = subprocess.run("command string",      
                    shell=True, text=True, capture_output=True)
for line in rc.stderr.splitlines():
    print(line)
for line in rc.stdout.splitlines():         
    print(line)

ここで、"command string" は、コマンドラインに打ち込む文字列を表します。また、for文が２つありますが、これらは、実行に伴いプログラムが発生させたメッセージをpython上で表示させるためのものです。

wgrib2 の場合、コマンドラインに打ち込む文字列は以下のように一般化できます；

"｛wgrib2のファイル｝半角空白｛オプション｝半角空白｛対象のGRIB2ファイル｝"

  • ｛wgrib2のファイル｝

ここには、インストールしたwgrib2の実行ファイルへのパスを記します。事前配布した初期設定ガイドに沿ってwgrib2をインストールされた場合、Windows PC であれば、この部分は c:/wgrib2/wgrib2.exe であり、Mac であれば、 ~/work/grib2/wgrib2/wgrib2 です。

  • ｛オプション｝

ここには、データ取り出しやファイルフォーマットの変換など、wgrib2を使って実行したい操作を示す文字列を記します。もっとも簡単な例として、このプログラムのバージョンを表示させる場合は、この部分は、-version となります。

  • ｛対象のGRIB2ファイル｝

ここには、情報を取り出す（場合によっては書き込む）対象の GRIB2 ファイルへのパス（フォルダ名＋ファイル名）を記します。上記バージョンの表示のように、ここが存在しない場合もあります。

ここで、Windows PC の場合に限り１点注意があります。パスを接続するために使用する文字として、円マーク「￥」ではなく半角スラッシュ[ / ]を使用してください。

pythonからwgrib2を実行する例として、このプログラムで使われるオプションとその機能のリストを実際に表示させてみましょう。この場合、コマンド文字列は、以下となります。

"c:/wgrib2/wgrib2.exe -h"    # Windowsの場合                           

"~/work/grib2/wgrib2/wgrib2 -h"    # Macの場合

下のCellに対して、以下の操作を実行してください。

  1. 下のセルをクリックして枠線を表示させます(青または緑の枠はセルが編集可能な状態にあることを示します)。
  2. "command string" を 上記に書き換えます。
  3. ツールバーの ［>|Run］ ボタンをクリックするか、Ctrlキーを押しながらEnterキーを押します。
In [2]:
# Script 3-2 #

rc = subprocess.run("command string", 
                    shell=True, text=True, capture_output=True)
for line in rc.stderr.splitlines():
    print(line)
for line in rc.stdout.splitlines():
    print(line)

'command' は、内部コマンドまたは外部コマンド、
操作可能なプログラムまたはバッチ ファイルとして認識されていません。

3.2 GRIB2インベントリー¶

wgrib2 は、オプションを付けずに対象ファイル名だけを置くと、そのファイルに格納されているデータの一覧（インベントリー）を表示します。そこで、これを使って、「週間アンサンブル予報GPV（日本域）」のファイルの中にどのような気象データが記録されているかを見ることにしましょう。
　2021年5月1日の00時を初期値とする GPV データの中身を見ることにします。このファイルへのパスは以下の通りです。 (長いのでウインドウ幅によっては折り返しが入っているかもしれませんが一行の文字列です)。

'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'

以下を実行してください。
（Macの方は、「c:/wgrib2/wgrib2.exe」を「~/work/grib2/wgrib2/wgrib2」に書き換えてください）

In [3]:
# Script 3-3 #

import subprocess

rc = subprocess.run('c:/wgrib2/wgrib2.exe jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin', 
                    shell=True, text=True, capture_output=True)
for line in rc.stderr.splitlines():
    print(line)
for line in rc.stdout.splitlines():
    print(line)

1.1:0:d=2021050100:UGRD:10 m above ground:anl:ENS=low-res ctl
1.2:0:d=2021050100:VGRD:10 m above ground:anl:ENS=low-res ctl
1.3:0:d=2021050100:TMP:2 m above ground:anl:ENS=low-res ctl
1.4:0:d=2021050100:RH:2 m above ground:anl:ENS=low-res ctl
1.5:0:d=2021050100:PRMSL:mean sea level:anl:ENS=low-res ctl
1.6:0:d=2021050100:TCDC:surface:anl:ENS=low-res ctl
1.7:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=low-res ctl
1.8:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=low-res ctl
1.9:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=low-res ctl
1.10:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=low-res ctl
1.11:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=low-res ctl
1.12:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=low-res ctl
1.13:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=low-res ctl
1.14:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=low-res ctl
1.15:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=low-res ctl
1.16:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=low-res ctl
1.17:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=low-res ctl
1.18:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=low-res ctl
1.19:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=low-res ctl
1.20:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=low-res ctl
1.21:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=low-res ctl
1.22:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=low-res ctl
1.23:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=low-res ctl
1.24:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=low-res ctl
1.25:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=low-res ctl
1.26:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=low-res ctl
1.27:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=low-res ctl
1.28:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=low-res ctl
1.29:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=low-res ctl
1.30:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=low-res ctl
1.31:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=low-res ctl
1.32:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=low-res ctl
1.33:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=low-res ctl
1.34:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=low-res ctl
1.35:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=low-res ctl
1.36:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=low-res ctl
1.37:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=low-res ctl
1.38:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=low-res ctl
1.39:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=low-res ctl
1.40:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=low-res ctl
1.41:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=low-res ctl
1.42:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=low-res ctl
1.43:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=low-res ctl
1.44:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=low-res ctl
1.45:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=low-res ctl
1.46:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=low-res ctl
1.47:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=low-res ctl
1.48:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=low-res ctl
1.49:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=low-res ctl
1.50:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=low-res ctl
1.51:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=low-res ctl
1.52:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=low-res ctl
1.53:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=low-res ctl
1.54:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=low-res ctl
1.55:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=low-res ctl
1.56:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=low-res ctl
1.57:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=low-res ctl
1.58:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=low-res ctl
1.59:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=low-res ctl
1.60:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=low-res ctl
1.61:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=low-res ctl
1.62:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=low-res ctl
1.63:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=low-res ctl
1.64:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=low-res ctl
1.65:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=low-res ctl
1.66:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=low-res ctl
1.67:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=low-res ctl
1.68:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=low-res ctl
1.69:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=low-res ctl
1.70:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=low-res ctl
1.71:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=low-res ctl
1.72:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=low-res ctl
1.73:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=low-res ctl
1.74:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=low-res ctl
1.75:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=low-res ctl
1.76:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=low-res ctl
1.77:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=low-res ctl
1.78:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=low-res ctl
1.79:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=low-res ctl
1.80:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=low-res ctl
1.81:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=low-res ctl
1.82:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=low-res ctl
1.83:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=low-res ctl
1.84:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=low-res ctl
1.85:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=low-res ctl
1.86:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=low-res ctl
1.87:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=low-res ctl
1.88:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=low-res ctl
1.89:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=low-res ctl
1.90:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=low-res ctl
1.91:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=low-res ctl
1.92:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=low-res ctl
1.93:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=low-res ctl
1.94:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=low-res ctl
1.95:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=low-res ctl
1.96:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=low-res ctl
1.97:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=low-res ctl
1.98:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=low-res ctl
1.99:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=low-res ctl
1.100:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=low-res ctl
1.101:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=low-res ctl
1.102:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=low-res ctl
1.103:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=low-res ctl
1.104:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=low-res ctl
1.105:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=low-res ctl
1.106:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=low-res ctl
1.107:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=low-res ctl
1.108:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=low-res ctl
1.109:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=low-res ctl
1.110:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=low-res ctl
1.111:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=low-res ctl
1.112:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=low-res ctl
1.113:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=low-res ctl
1.114:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=low-res ctl
1.115:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=low-res ctl
1.116:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=low-res ctl
1.117:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=low-res ctl
1.118:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=low-res ctl
1.119:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=low-res ctl
1.120:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=low-res ctl
1.121:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=low-res ctl
1.122:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=low-res ctl
1.123:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=low-res ctl
1.124:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=low-res ctl
1.125:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=low-res ctl
1.126:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=low-res ctl
1.127:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=low-res ctl
1.128:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=low-res ctl
1.129:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=low-res ctl
1.130:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=low-res ctl
1.131:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=low-res ctl
1.132:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=low-res ctl
1.133:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=low-res ctl
1.134:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=low-res ctl
1.135:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=low-res ctl
1.136:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=low-res ctl
1.137:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=low-res ctl
1.138:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=low-res ctl
1.139:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=low-res ctl
1.140:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=low-res ctl
1.141:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=low-res ctl
1.142:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=low-res ctl
1.143:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=low-res ctl
1.144:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=low-res ctl
1.145:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=low-res ctl
1.146:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=low-res ctl
1.147:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=low-res ctl
1.148:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=low-res ctl
1.149:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=low-res ctl
1.150:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=low-res ctl
1.151:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=low-res ctl
1.152:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=low-res ctl
1.153:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=low-res ctl
1.154:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=low-res ctl
1.155:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=low-res ctl
1.156:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=low-res ctl
1.157:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=low-res ctl
1.158:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=low-res ctl
1.159:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=low-res ctl
1.160:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=low-res ctl
1.161:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=low-res ctl
1.162:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=low-res ctl
1.163:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=low-res ctl
1.164:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=low-res ctl
1.165:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=low-res ctl
1.166:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=low-res ctl
1.167:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=low-res ctl
1.168:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=low-res ctl
1.169:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=low-res ctl
1.170:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=low-res ctl
1.171:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=low-res ctl
1.172:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=low-res ctl
1.173:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=low-res ctl
1.174:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=low-res ctl
1.175:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=low-res ctl
1.176:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=low-res ctl
1.177:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=low-res ctl
1.178:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=low-res ctl
1.179:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=low-res ctl
1.180:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=low-res ctl
1.181:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=low-res ctl
1.182:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=low-res ctl
1.183:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=low-res ctl
1.184:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=low-res ctl
1.185:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=low-res ctl
1.186:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=low-res ctl
1.187:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=low-res ctl
1.188:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=low-res ctl
1.189:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=low-res ctl
1.190:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=low-res ctl
1.191:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=low-res ctl
1.192:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=low-res ctl
1.193:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=low-res ctl
1.194:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=low-res ctl
1.195:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=low-res ctl
1.196:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=low-res ctl
1.197:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=low-res ctl
1.198:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=low-res ctl
1.199:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=low-res ctl
1.200:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=low-res ctl
1.201:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=low-res ctl
1.202:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=low-res ctl
1.203:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=low-res ctl
1.204:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=low-res ctl
1.205:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=low-res ctl
1.206:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=low-res ctl
1.207:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=low-res ctl
1.208:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=low-res ctl
1.209:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=low-res ctl
1.210:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=low-res ctl
1.211:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=low-res ctl
1.212:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=low-res ctl
1.213:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=low-res ctl
1.214:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=low-res ctl
1.215:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=low-res ctl
1.216:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=low-res ctl
1.217:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=low-res ctl
1.218:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=low-res ctl
1.219:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=low-res ctl
1.220:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=low-res ctl
1.221:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=low-res ctl
1.222:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=low-res ctl
1.223:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=low-res ctl
1.224:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=low-res ctl
1.225:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=low-res ctl
1.226:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=low-res ctl
1.227:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=low-res ctl
1.228:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=low-res ctl
1.229:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=low-res ctl
1.230:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=low-res ctl
1.231:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=low-res ctl
1.232:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=low-res ctl
1.233:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=low-res ctl
1.234:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=low-res ctl
1.235:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=low-res ctl
1.236:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=low-res ctl
1.237:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=low-res ctl
1.238:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=low-res ctl
1.239:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=low-res ctl
1.240:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=low-res ctl
1.241:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=low-res ctl
1.242:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=low-res ctl
1.243:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=low-res ctl
1.244:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=low-res ctl
1.245:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=low-res ctl
1.246:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=low-res ctl
1.247:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=low-res ctl
1.248:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=low-res ctl
1.249:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=low-res ctl
1.250:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=low-res ctl
1.251:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=low-res ctl
1.252:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=low-res ctl
1.253:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=low-res ctl
1.254:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=low-res ctl
1.255:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=low-res ctl
1.256:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=low-res ctl
1.257:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=low-res ctl
1.258:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=low-res ctl
1.259:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=low-res ctl
1.260:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=low-res ctl
1.261:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=low-res ctl
1.262:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=low-res ctl
1.263:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=low-res ctl
1.264:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=low-res ctl
1.265:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=low-res ctl
1.266:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=low-res ctl
1.267:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=low-res ctl
1.268:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=low-res ctl
1.269:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=low-res ctl
1.270:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=low-res ctl
1.271:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=low-res ctl
1.272:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=low-res ctl
1.273:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=low-res ctl
1.274:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=low-res ctl
1.275:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=low-res ctl
1.276:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=low-res ctl
1.277:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=low-res ctl
1.278:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=low-res ctl
1.279:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=low-res ctl
1.280:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=low-res ctl
1.281:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=low-res ctl
1.282:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=low-res ctl
1.283:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=low-res ctl
1.284:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=low-res ctl
1.285:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=low-res ctl
1.286:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=low-res ctl
1.287:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=low-res ctl
1.288:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=low-res ctl
1.289:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=low-res ctl
1.290:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=low-res ctl
1.291:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=low-res ctl
1.292:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=low-res ctl
1.293:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=low-res ctl
1.294:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=low-res ctl
1.295:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=low-res ctl
1.296:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=low-res ctl
1.297:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=low-res ctl
1.298:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=low-res ctl
1.299:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=low-res ctl
1.300:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=low-res ctl
1.301:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=low-res ctl
1.302:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=low-res ctl
1.303:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=low-res ctl
1.304:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=low-res ctl
1.305:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=low-res ctl
1.306:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=low-res ctl
1.307:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=low-res ctl
1.308:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=low-res ctl
1.309:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=low-res ctl
1.310:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=low-res ctl
1.311:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=low-res ctl
1.312:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=low-res ctl
1.313:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=low-res ctl
1.314:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=low-res ctl
1.315:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=low-res ctl
1.316:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=low-res ctl
1.317:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=low-res ctl
1.318:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=low-res ctl
1.319:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=low-res ctl
1.320:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=low-res ctl
1.321:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=low-res ctl
1.322:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=low-res ctl
1.323:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=low-res ctl
1.324:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=low-res ctl
1.325:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=low-res ctl
1.326:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=low-res ctl
1.327:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=low-res ctl
1.328:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=low-res ctl
1.329:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=low-res ctl
1.330:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=low-res ctl
1.331:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=low-res ctl
1.332:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=low-res ctl
1.333:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=low-res ctl
1.334:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=low-res ctl
1.335:0:d=2021050100:TCDC:surface:141 hour fcst:ENS=low-res ctl
1.336:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=low-res ctl
1.337:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=low-res ctl
1.338:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=low-res ctl
1.339:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=low-res ctl
1.340:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=low-res ctl
1.341:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=low-res ctl
1.342:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=low-res ctl
1.343:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=low-res ctl
1.344:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=low-res ctl
1.345:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=low-res ctl
1.346:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=low-res ctl
1.347:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=low-res ctl
1.348:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=low-res ctl
1.349:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=low-res ctl
1.350:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=low-res ctl
1.351:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=low-res ctl
1.352:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=low-res ctl
1.353:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=low-res ctl
1.354:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=low-res ctl
1.355:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=low-res ctl
1.356:0:d=2021050100:TCDC:surface:150 hour fcst:ENS=low-res ctl
1.357:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=low-res ctl
1.358:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=low-res ctl
1.359:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=low-res ctl
1.360:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=low-res ctl
1.361:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=low-res ctl
1.362:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=low-res ctl
1.363:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=low-res ctl
1.364:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=low-res ctl
1.365:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=low-res ctl
1.366:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=low-res ctl
1.367:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=low-res ctl
1.368:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=low-res ctl
1.369:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=low-res ctl
1.370:0:d=2021050100:TCDC:surface:156 hour fcst:ENS=low-res ctl
1.371:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=low-res ctl
1.372:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=low-res ctl
1.373:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=low-res ctl
1.374:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=low-res ctl
1.375:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=low-res ctl
1.376:0:d=2021050100:PRMSL:mean sea level:159 hour fcst:ENS=low-res ctl
1.377:0:d=2021050100:TCDC:surface:159 hour fcst:ENS=low-res ctl
1.378:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=low-res ctl
1.379:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=low-res ctl
1.380:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=low-res ctl
1.381:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=low-res ctl
1.382:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=low-res ctl
1.383:0:d=2021050100:PRMSL:mean sea level:162 hour fcst:ENS=low-res ctl
1.384:0:d=2021050100:TCDC:surface:162 hour fcst:ENS=low-res ctl
1.385:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=low-res ctl
1.386:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=low-res ctl
1.387:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=low-res ctl
1.388:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=low-res ctl
1.389:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=low-res ctl
1.390:0:d=2021050100:PRMSL:mean sea level:165 hour fcst:ENS=low-res ctl
1.391:0:d=2021050100:TCDC:surface:165 hour fcst:ENS=low-res ctl
1.392:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=low-res ctl
1.393:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=low-res ctl
1.394:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=low-res ctl
1.395:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=low-res ctl
1.396:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=low-res ctl
1.397:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=low-res ctl
1.398:0:d=2021050100:TCDC:surface:168 hour fcst:ENS=low-res ctl
1.399:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=low-res ctl
1.400:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=low-res ctl
1.401:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=low-res ctl
1.402:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=low-res ctl
1.403:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=low-res ctl
1.404:0:d=2021050100:PRMSL:mean sea level:171 hour fcst:ENS=low-res ctl
1.405:0:d=2021050100:TCDC:surface:171 hour fcst:ENS=low-res ctl
1.406:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=low-res ctl
1.407:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=low-res ctl
1.408:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=low-res ctl
1.409:0:d=2021050100:RH:2 m above ground:174 hour fcst:ENS=low-res ctl
1.410:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=low-res ctl
1.411:0:d=2021050100:PRMSL:mean sea level:174 hour fcst:ENS=low-res ctl
1.412:0:d=2021050100:TCDC:surface:174 hour fcst:ENS=low-res ctl
1.413:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=low-res ctl
1.414:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=low-res ctl
1.415:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=low-res ctl
1.416:0:d=2021050100:RH:2 m above ground:177 hour fcst:ENS=low-res ctl
1.417:0:d=2021050100:APCP:surface:0-177 hour acc fcst:ENS=low-res ctl
1.418:0:d=2021050100:PRMSL:mean sea level:177 hour fcst:ENS=low-res ctl
1.419:0:d=2021050100:TCDC:surface:177 hour fcst:ENS=low-res ctl
1.420:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=low-res ctl
1.421:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=low-res ctl
1.422:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=low-res ctl
1.423:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=low-res ctl
1.424:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=low-res ctl
1.425:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=low-res ctl
1.426:0:d=2021050100:TCDC:surface:180 hour fcst:ENS=low-res ctl
1.427:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=low-res ctl
1.428:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=low-res ctl
1.429:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=low-res ctl
1.430:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=low-res ctl
1.431:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=low-res ctl
1.432:0:d=2021050100:PRMSL:mean sea level:183 hour fcst:ENS=low-res ctl
1.433:0:d=2021050100:TCDC:surface:183 hour fcst:ENS=low-res ctl
1.434:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=low-res ctl
1.435:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=low-res ctl
1.436:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=low-res ctl
1.437:0:d=2021050100:RH:2 m above ground:186 hour fcst:ENS=low-res ctl
1.438:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=low-res ctl
1.439:0:d=2021050100:PRMSL:mean sea level:186 hour fcst:ENS=low-res ctl
1.440:0:d=2021050100:TCDC:surface:186 hour fcst:ENS=low-res ctl
1.441:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=low-res ctl
1.442:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=low-res ctl
1.443:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=low-res ctl
1.444:0:d=2021050100:RH:2 m above ground:189 hour fcst:ENS=low-res ctl
1.445:0:d=2021050100:APCP:surface:0-189 hour acc fcst:ENS=low-res ctl
1.446:0:d=2021050100:PRMSL:mean sea level:189 hour fcst:ENS=low-res ctl
1.447:0:d=2021050100:TCDC:surface:189 hour fcst:ENS=low-res ctl
1.448:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=low-res ctl
1.449:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=low-res ctl
1.450:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=low-res ctl
1.451:0:d=2021050100:RH:2 m above ground:192 hour fcst:ENS=low-res ctl
1.452:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=low-res ctl
1.453:0:d=2021050100:PRMSL:mean sea level:192 hour fcst:ENS=low-res ctl
1.454:0:d=2021050100:TCDC:surface:192 hour fcst:ENS=low-res ctl
1.455:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=low-res ctl
1.456:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=low-res ctl
1.457:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=low-res ctl
1.458:0:d=2021050100:RH:2 m above ground:195 hour fcst:ENS=low-res ctl
1.459:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=low-res ctl
1.460:0:d=2021050100:PRMSL:mean sea level:195 hour fcst:ENS=low-res ctl
1.461:0:d=2021050100:TCDC:surface:195 hour fcst:ENS=low-res ctl
1.462:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=low-res ctl
1.463:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=low-res ctl
1.464:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=low-res ctl
1.465:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=low-res ctl
1.466:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=low-res ctl
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1.470:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=low-res ctl
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1.476:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=low-res ctl
1.477:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=low-res ctl
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1.480:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=low-res ctl
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1.483:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=low-res ctl
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1.487:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=low-res ctl
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1.490:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=low-res ctl
1.491:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=low-res ctl
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1.505:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=low-res ctl
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1.508:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=low-res ctl
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1.515:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=low-res ctl
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1.543:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=low-res ctl
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1.1210:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+1
1.1211:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+1
1.1212:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+1
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1.1214:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+1
1.1215:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=+1
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1.1217:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+1
1.1218:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+1
1.1219:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+1
1.1220:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=+1
1.1221:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+1
1.1222:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=+1
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1.1224:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+1
1.1225:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+1
1.1226:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+1
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1.1228:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+1
1.1229:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+1
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1.1231:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+1
1.1232:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+1
1.1233:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+1
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1.1235:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+1
1.1236:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+1
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1.1238:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+1
1.1239:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+1
1.1240:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+1
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1.1242:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+1
1.1243:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+1
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1.1258:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-1
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1.1260:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-1
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1.1262:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-1
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1.1265:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-1
1.1266:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-1
1.1267:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-1
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1.1269:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-1
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1.1272:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-1
1.1273:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-1
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1.1276:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-1
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1.1279:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-1
1.1280:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-1
1.1281:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-1
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1.1286:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-1
1.1287:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-1
1.1288:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-1
1.1289:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-1
1.1290:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-1
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1.1293:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-1
1.1294:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-1
1.1295:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-1
1.1296:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-1
1.1297:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-1
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1.1300:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-1
1.1301:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-1
1.1302:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-1
1.1303:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-1
1.1304:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-1
1.1305:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-1
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1.1307:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-1
1.1308:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-1
1.1309:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-1
1.1310:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-1
1.1311:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-1
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1.1314:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-1
1.1315:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-1
1.1316:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-1
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1.1318:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-1
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1.1321:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-1
1.1322:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-1
1.1323:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-1
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1.1325:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-1
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1.1328:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-1
1.1329:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-1
1.1330:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-1
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1.1332:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-1
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1.1335:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-1
1.1336:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-1
1.1337:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-1
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1.1339:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-1
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1.1342:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-1
1.1343:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-1
1.1344:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-1
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1.1346:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-1
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1.1349:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-1
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1.1356:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-1
1.1357:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-1
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1.1360:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-1
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1.1363:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-1
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1.1367:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-1
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1.1370:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-1
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1.1374:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-1
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1.1377:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-1
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1.1384:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-1
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1.1388:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-1
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1.1391:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-1
1.1392:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-1
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1.1395:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-1
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1.1398:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-1
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1.1402:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-1
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1.1405:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-1
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1.1409:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-1
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1.1412:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-1
1.1413:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-1
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1.1416:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-1
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1.1419:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-1
1.1420:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-1
1.1421:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-1
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1.1423:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-1
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1.1426:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-1
1.1427:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-1
1.1428:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-1
1.1429:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-1
1.1430:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-1
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1.1433:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-1
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1.1437:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-1
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1.1440:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-1
1.1441:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-1
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1.1444:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-1
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1.1447:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-1
1.1448:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-1
1.1449:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-1
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1.1451:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-1
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1.1454:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-1
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1.1458:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-1
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1.1461:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-1
1.1462:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-1
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1.1640:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-1
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1.1721:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=-1
1.1722:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=-1
1.1723:0:d=2021050100:RH:2 m above ground:204 hour fcst:ENS=-1
1.1724:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=-1
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1.1727:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-1
1.1728:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-1
1.1729:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=-1
1.1730:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=-1
1.1731:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=-1
1.1732:0:d=2021050100:PRMSL:mean sea level:207 hour fcst:ENS=-1
1.1733:0:d=2021050100:TCDC:surface:207 hour fcst:ENS=-1
1.1734:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=-1
1.1735:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=-1
1.1736:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=-1
1.1737:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=-1
1.1738:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=-1
1.1739:0:d=2021050100:PRMSL:mean sea level:210 hour fcst:ENS=-1
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1.1741:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=-1
1.1742:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=-1
1.1743:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=-1
1.1744:0:d=2021050100:RH:2 m above ground:213 hour fcst:ENS=-1
1.1745:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=-1
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1.1748:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-1
1.1749:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=-1
1.1750:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=-1
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1.1752:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=-1
1.1753:0:d=2021050100:PRMSL:mean sea level:216 hour fcst:ENS=-1
1.1754:0:d=2021050100:TCDC:surface:216 hour fcst:ENS=-1
1.1755:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=-1
1.1756:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=-1
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1.1759:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=-1
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1.1762:0:d=2021050100:UGRD:10 m above ground:222 hour fcst:ENS=-1
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1.1839:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=-1
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1.1846:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-1
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1.1973:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+2
1.1974:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=+2
1.1975:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=+2
1.1976:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=+2
1.1977:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=+2
1.1978:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+2
1.1979:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+2
1.1980:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+2
1.1981:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=+2
1.1982:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+2
1.1983:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+2
1.1984:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=+2
1.1985:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+2
1.1986:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+2
1.1987:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+2
1.1988:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=+2
1.1989:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+2
1.1990:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+2
1.1991:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=+2
1.1992:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+2
1.1993:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+2
1.1994:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+2
1.1995:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=+2
1.1996:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+2
1.1997:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+2
1.1998:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=+2
1.1999:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+2
1.2000:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+2
1.2001:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+2
1.2002:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=+2
1.2003:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+2
1.2004:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+2
1.2005:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=+2
1.2006:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+2
1.2007:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+2
1.2008:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+2
1.2009:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=+2
1.2010:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+2
1.2011:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+2
1.2012:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=+2
1.2013:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+2
1.2014:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+2
1.2015:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+2
1.2016:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=+2
1.2017:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+2
1.2018:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+2
1.2019:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=+2
1.2020:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+2
1.2021:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+2
1.2022:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+2
1.2023:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=+2
1.2024:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+2
1.2025:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+2
1.2026:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=+2
1.2027:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+2
1.2028:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+2
1.2029:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+2
1.2030:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=+2
1.2031:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+2
1.2032:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+2
1.2033:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+2
1.2034:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+2
1.2035:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+2
1.2036:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+2
1.2037:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=+2
1.2038:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+2
1.2039:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+2
1.2040:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=+2
1.2041:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+2
1.2042:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+2
1.2043:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+2
1.2044:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=+2
1.2045:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+2
1.2046:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+2
1.2047:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=+2
1.2048:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+2
1.2049:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+2
1.2050:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+2
1.2051:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=+2
1.2052:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+2
1.2053:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+2
1.2054:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=+2
1.2055:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+2
1.2056:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+2
1.2057:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+2
1.2058:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=+2
1.2059:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+2
1.2060:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=+2
1.2061:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=+2
1.2062:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+2
1.2063:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+2
1.2064:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+2
1.2065:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=+2
1.2066:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+2
1.2067:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=+2
1.2068:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=+2
1.2069:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+2
1.2070:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+2
1.2071:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+2
1.2072:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=+2
1.2073:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+2
1.2074:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=+2
1.2075:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=+2
1.2076:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+2
1.2077:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+2
1.2078:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+2
1.2079:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=+2
1.2080:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+2
1.2081:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=+2
1.2082:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=+2
1.2083:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=+2
1.2084:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+2
1.2085:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+2
1.2086:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=+2
1.2087:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+2
1.2088:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=+2
1.2089:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=+2
1.2090:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+2
1.2091:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+2
1.2092:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+2
1.2093:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=+2
1.2094:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+2
1.2095:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=+2
1.2096:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=+2
1.2097:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=+2
1.2098:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+2
1.2099:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+2
1.2100:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=+2
1.2101:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=+2
1.2102:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=+2
1.2103:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=+2
1.2104:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+2
1.2105:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=+2
1.2106:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=+2
1.2107:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=+2
1.2108:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=+2
1.2109:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=+2
1.2110:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=+2
1.2111:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+2
1.2112:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=+2
1.2113:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+2
1.2114:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=+2
1.2115:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=+2
1.2116:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=+2
1.2117:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=+2
1.2118:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=+2
1.2119:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+2
1.2120:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+2
1.2121:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=+2
1.2122:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=+2
1.2123:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=+2
1.2124:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=+2
1.2125:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+2
1.2126:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+2
1.2127:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+2
1.2128:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=+2
1.2129:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=+2
1.2130:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=+2
1.2131:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=+2
1.2132:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+2
1.2133:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+2
1.2134:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=+2
1.2135:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=+2
1.2136:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=+2
1.2137:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=+2
1.2138:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=+2
1.2139:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=+2
1.2140:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=+2
1.2141:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=+2
1.2142:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=+2
1.2143:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=+2
1.2144:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=+2
1.2145:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=+2
1.2146:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=+2
1.2147:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=+2
1.2148:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=+2
1.2149:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=+2
1.2150:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=+2
1.2151:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=+2
1.2152:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=+2
1.2153:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=+2
1.2154:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=+2
1.2155:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=+2
1.2156:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=+2
1.2157:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=+2
1.2158:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=+2
1.2159:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=+2
1.2160:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=+2
1.2161:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=+2
1.2162:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=+2
1.2163:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=+2
1.2164:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=+2
1.2165:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=+2
1.2166:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=+2
1.2167:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=+2
1.2168:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=+2
1.2169:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=+2
1.2170:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=+2
1.2171:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=+2
1.2172:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=+2
1.2173:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=+2
1.2174:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=+2
1.2175:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=+2
1.2176:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=+2
1.2177:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=+2
1.2178:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=+2
1.2179:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=+2
1.2180:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=+2
1.2181:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=+2
1.2182:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=+2
1.2183:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=+2
1.2184:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=+2
1.2185:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=+2
1.2186:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=+2
1.2187:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=+2
1.2188:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=+2
1.2189:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=+2
1.2190:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=+2
1.2191:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=+2
1.2192:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=+2
1.2193:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=+2
1.2194:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=+2
1.2195:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=+2
1.2196:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=+2
1.2197:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=+2
1.2198:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=+2
1.2199:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=+2
1.2200:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=+2
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1.2202:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=+2
1.2203:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=+2
1.2204:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=+2
1.2205:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=+2
1.2206:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=+2
1.2207:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=+2
1.2208:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=+2
1.2209:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=+2
1.2210:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=+2
1.2211:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=+2
1.2212:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=+2
1.2213:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=+2
1.2214:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=+2
1.2215:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=+2
1.2216:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=+2
1.2217:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=+2
1.2218:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=+2
1.2219:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=+2
1.2220:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=+2
1.2221:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=+2
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1.2456:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+2
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1.2470:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+2
1.2471:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=+2
1.2472:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+2
1.2473:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+2
1.2474:0:d=2021050100:TCDC:surface:258 hour fcst:ENS=+2
1.2475:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+2
1.2476:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+2
1.2477:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+2
1.2478:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=+2
1.2479:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+2
1.2480:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+2
1.2481:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=+2
1.2482:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+2
1.2483:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+2
1.2484:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+2
1.2485:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+2
1.2486:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+2
1.2487:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+2
1.2488:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=+2
1.2489:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-2
1.2490:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-2
1.2491:0:d=2021050100:TMP:2 m above ground:anl:ENS=-2
1.2492:0:d=2021050100:RH:2 m above ground:anl:ENS=-2
1.2493:0:d=2021050100:PRMSL:mean sea level:anl:ENS=-2
1.2494:0:d=2021050100:TCDC:surface:anl:ENS=-2
1.2495:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-2
1.2496:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-2
1.2497:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-2
1.2498:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=-2
1.2499:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-2
1.2500:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-2
1.2501:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=-2
1.2502:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-2
1.2503:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-2
1.2504:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-2
1.2505:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=-2
1.2506:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-2
1.2507:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-2
1.2508:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=-2
1.2509:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-2
1.2510:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-2
1.2511:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-2
1.2512:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=-2
1.2513:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-2
1.2514:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-2
1.2515:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=-2
1.2516:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-2
1.2517:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-2
1.2518:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-2
1.2519:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=-2
1.2520:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-2
1.2521:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-2
1.2522:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-2
1.2523:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-2
1.2524:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-2
1.2525:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-2
1.2526:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=-2
1.2527:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-2
1.2528:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-2
1.2529:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-2
1.2530:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-2
1.2531:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-2
1.2532:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-2
1.2533:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-2
1.2534:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-2
1.2535:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-2
1.2536:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-2
1.2537:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-2
1.2538:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-2
1.2539:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-2
1.2540:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-2
1.2541:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-2
1.2542:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-2
1.2543:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=-2
1.2544:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-2
1.2545:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-2
1.2546:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-2
1.2547:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-2
1.2548:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-2
1.2549:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-2
1.2550:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=-2
1.2551:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-2
1.2552:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-2
1.2553:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-2
1.2554:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-2
1.2555:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-2
1.2556:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=-2
1.2557:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=-2
1.2558:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-2
1.2559:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-2
1.2560:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-2
1.2561:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=-2
1.2562:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-2
1.2563:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-2
1.2564:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=-2
1.2565:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-2
1.2566:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-2
1.2567:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-2
1.2568:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=-2
1.2569:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-2
1.2570:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-2
1.2571:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=-2
1.2572:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-2
1.2573:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-2
1.2574:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-2
1.2575:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=-2
1.2576:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-2
1.2577:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=-2
1.2578:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=-2
1.2579:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-2
1.2580:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-2
1.2581:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-2
1.2582:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-2
1.2583:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-2
1.2584:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-2
1.2585:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=-2
1.2586:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-2
1.2587:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-2
1.2588:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-2
1.2589:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=-2
1.2590:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-2
1.2591:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=-2
1.2592:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=-2
1.2593:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-2
1.2594:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=-2
1.2595:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=-2
1.2596:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=-2
1.2597:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=-2
1.2598:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=-2
1.2599:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=-2
1.2600:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-2
1.2601:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-2
1.2602:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-2
1.2603:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=-2
1.2604:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-2
1.2605:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=-2
1.2606:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=-2
1.2607:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-2
1.2608:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-2
1.2609:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-2
1.2610:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=-2
1.2611:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-2
1.2612:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=-2
1.2613:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=-2
1.2614:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-2
1.2615:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-2
1.2616:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-2
1.2617:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=-2
1.2618:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-2
1.2619:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=-2
1.2620:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=-2
1.2621:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-2
1.2622:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-2
1.2623:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-2
1.2624:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=-2
1.2625:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-2
1.2626:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-2
1.2627:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=-2
1.2628:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-2
1.2629:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-2
1.2630:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-2
1.2631:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=-2
1.2632:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-2
1.2633:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-2
1.2634:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=-2
1.2635:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-2
1.2636:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-2
1.2637:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-2
1.2638:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-2
1.2639:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-2
1.2640:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-2
1.2641:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=-2
1.2642:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-2
1.2643:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-2
1.2644:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-2
1.2645:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-2
1.2646:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-2
1.2647:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-2
1.2648:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=-2
1.2649:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-2
1.2650:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-2
1.2651:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-2
1.2652:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-2
1.2653:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-2
1.2654:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-2
1.2655:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-2
1.2656:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-2
1.2657:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-2
1.2658:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-2
1.2659:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-2
1.2660:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-2
1.2661:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-2
1.2662:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-2
1.2663:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-2
1.2664:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-2
1.2665:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-2
1.2666:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-2
1.2667:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-2
1.2668:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-2
1.2669:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-2
1.2670:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-2
1.2671:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-2
1.2672:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-2
1.2673:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-2
1.2674:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-2
1.2675:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-2
1.2676:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=-2
1.2677:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-2
1.2678:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-2
1.2679:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-2
1.2680:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-2
1.2681:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-2
1.2682:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-2
1.2683:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=-2
1.2684:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-2
1.2685:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-2
1.2686:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-2
1.2687:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-2
1.2688:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-2
1.2689:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-2
1.2690:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=-2
1.2691:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-2
1.2692:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-2
1.2693:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-2
1.2694:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-2
1.2695:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-2
1.2696:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-2
1.2697:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-2
1.2698:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-2
1.2699:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-2
1.2700:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-2
1.2701:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=-2
1.2702:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-2
1.2703:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-2
1.2704:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-2
1.2705:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-2
1.2706:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-2
1.2707:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-2
1.2708:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-2
1.2709:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-2
1.2710:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-2
1.2711:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=-2
1.2712:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-2
1.2713:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-2
1.2714:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-2
1.2715:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=-2
1.2716:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-2
1.2717:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-2
1.2718:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=-2
1.2719:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-2
1.2720:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-2
1.2721:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-2
1.2722:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=-2
1.2723:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-2
1.2724:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=-2
1.2725:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=-2
1.2726:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-2
1.2727:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-2
1.2728:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-2
1.2729:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=-2
1.2730:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-2
1.2731:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=-2
1.2732:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=-2
1.2733:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-2
1.2734:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-2
1.2735:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-2
1.2736:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=-2
1.2737:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-2
1.2738:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=-2
1.2739:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=-2
1.2740:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-2
1.2741:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-2
1.2742:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-2
1.2743:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=-2
1.2744:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-2
1.2745:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=-2
1.2746:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=-2
1.2747:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-2
1.2748:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-2
1.2749:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-2
1.2750:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=-2
1.2751:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=-2
1.2752:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=-2
1.2753:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=-2
1.2754:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-2
1.2755:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-2
1.2756:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=-2
1.2757:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=-2
1.2758:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-2
1.2759:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=-2
1.2760:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=-2
1.2761:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-2
1.2762:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-2
1.2763:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-2
1.2764:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=-2
1.2765:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-2
1.2766:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=-2
1.2767:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=-2
1.2768:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-2
1.2769:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-2
1.2770:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-2
1.2771:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=-2
1.2772:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-2
1.2773:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=-2
1.2774:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=-2
1.2775:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-2
1.2776:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-2
1.2777:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-2
1.2778:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=-2
1.2779:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-2
1.2780:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=-2
1.2781:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=-2
1.2782:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-2
1.2783:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-2
1.2784:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-2
1.2785:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=-2
1.2786:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-2
1.2787:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=-2
1.2788:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=-2
1.2789:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-2
1.2790:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-2
1.2791:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=-2
1.2792:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=-2
1.2793:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=-2
1.2794:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=-2
1.2795:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=-2
1.2796:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-2
1.2797:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-2
1.2798:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=-2
1.2799:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=-2
1.2800:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=-2
1.2801:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=-2
1.2802:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=-2
1.2803:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-2
1.2804:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-2
1.2805:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=-2
1.2806:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=-2
1.2807:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=-2
1.2808:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=-2
1.2809:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=-2
1.2810:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-2
1.2811:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-2
1.2812:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=-2
1.2813:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=-2
1.2814:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-2
1.2815:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=-2
1.2816:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=-2
1.2817:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-2
1.2818:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=-2
1.2819:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=-2
1.2820:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=-2
1.2821:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=-2
1.2822:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=-2
1.2823:0:d=2021050100:TCDC:surface:141 hour fcst:ENS=-2
1.2824:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=-2
1.2825:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=-2
1.2826:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=-2
1.2827:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=-2
1.2828:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-2
1.2829:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=-2
1.2830:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=-2
1.2831:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=-2
1.2832:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=-2
1.2833:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=-2
1.2834:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=-2
1.2835:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=-2
1.2836:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=-2
1.2837:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=-2
1.2838:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=-2
1.2839:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=-2
1.2840:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=-2
1.2841:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=-2
1.2842:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=-2
1.2843:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=-2
1.2844:0:d=2021050100:TCDC:surface:150 hour fcst:ENS=-2
1.2845:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=-2
1.2846:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-2
1.2847:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=-2
1.2848:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=-2
1.2849:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=-2
1.2850:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=-2
1.2851:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=-2
1.2852:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=-2
1.2853:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=-2
1.2854:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-2
1.2855:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=-2
1.2856:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=-2
1.2857:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=-2
1.2858:0:d=2021050100:TCDC:surface:156 hour fcst:ENS=-2
1.2859:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=-2
1.2860:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=-2
1.2861:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=-2
1.2862:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=-2
1.2863:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=-2
1.2864:0:d=2021050100:PRMSL:mean sea level:159 hour fcst:ENS=-2
1.2865:0:d=2021050100:TCDC:surface:159 hour fcst:ENS=-2
1.2866:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-2
1.2867:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=-2
1.2868:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=-2
1.2869:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=-2
1.2870:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=-2
1.2871:0:d=2021050100:PRMSL:mean sea level:162 hour fcst:ENS=-2
1.2872:0:d=2021050100:TCDC:surface:162 hour fcst:ENS=-2
1.2873:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-2
1.2874:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=-2
1.2875:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=-2
1.2876:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=-2
1.2877:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=-2
1.2878:0:d=2021050100:PRMSL:mean sea level:165 hour fcst:ENS=-2
1.2879:0:d=2021050100:TCDC:surface:165 hour fcst:ENS=-2
1.2880:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-2
1.2881:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=-2
1.2882:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=-2
1.2883:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=-2
1.2884:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-2
1.2885:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=-2
1.2886:0:d=2021050100:TCDC:surface:168 hour fcst:ENS=-2
1.2887:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-2
1.2888:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=-2
1.2889:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=-2
1.2890:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=-2
1.2891:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=-2
1.2892:0:d=2021050100:PRMSL:mean sea level:171 hour fcst:ENS=-2
1.2893:0:d=2021050100:TCDC:surface:171 hour fcst:ENS=-2
1.2894:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=-2
1.2895:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=-2
1.2896:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=-2
1.2897:0:d=2021050100:RH:2 m above ground:174 hour fcst:ENS=-2
1.2898:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=-2
1.2899:0:d=2021050100:PRMSL:mean sea level:174 hour fcst:ENS=-2
1.2900:0:d=2021050100:TCDC:surface:174 hour fcst:ENS=-2
1.2901:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=-2
1.2902:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=-2
1.2903:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=-2
1.2904:0:d=2021050100:RH:2 m above ground:177 hour fcst:ENS=-2
1.2905:0:d=2021050100:APCP:surface:0-177 hour acc fcst:ENS=-2
1.2906:0:d=2021050100:PRMSL:mean sea level:177 hour fcst:ENS=-2
1.2907:0:d=2021050100:TCDC:surface:177 hour fcst:ENS=-2
1.2908:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-2
1.2909:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=-2
1.2910:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=-2
1.2911:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=-2
1.2912:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=-2
1.2913:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=-2
1.2914:0:d=2021050100:TCDC:surface:180 hour fcst:ENS=-2
1.2915:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=-2
1.2916:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=-2
1.2917:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=-2
1.2918:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=-2
1.2919:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=-2
1.2920:0:d=2021050100:PRMSL:mean sea level:183 hour fcst:ENS=-2
1.2921:0:d=2021050100:TCDC:surface:183 hour fcst:ENS=-2
1.2922:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=-2
1.2923:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=-2
1.2924:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=-2
1.2925:0:d=2021050100:RH:2 m above ground:186 hour fcst:ENS=-2
1.2926:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=-2
1.2927:0:d=2021050100:PRMSL:mean sea level:186 hour fcst:ENS=-2
1.2928:0:d=2021050100:TCDC:surface:186 hour fcst:ENS=-2
1.2929:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=-2
1.2930:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=-2
1.2931:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=-2
1.2932:0:d=2021050100:RH:2 m above ground:189 hour fcst:ENS=-2
1.2933:0:d=2021050100:APCP:surface:0-189 hour acc fcst:ENS=-2
1.2934:0:d=2021050100:PRMSL:mean sea level:189 hour fcst:ENS=-2
1.2935:0:d=2021050100:TCDC:surface:189 hour fcst:ENS=-2
1.2936:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=-2
1.2937:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=-2
1.2938:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-2
1.2939:0:d=2021050100:RH:2 m above ground:192 hour fcst:ENS=-2
1.2940:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-2
1.2941:0:d=2021050100:PRMSL:mean sea level:192 hour fcst:ENS=-2
1.2942:0:d=2021050100:TCDC:surface:192 hour fcst:ENS=-2
1.2943:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=-2
1.2944:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=-2
1.2945:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=-2
1.2946:0:d=2021050100:RH:2 m above ground:195 hour fcst:ENS=-2
1.2947:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=-2
1.2948:0:d=2021050100:PRMSL:mean sea level:195 hour fcst:ENS=-2
1.2949:0:d=2021050100:TCDC:surface:195 hour fcst:ENS=-2
1.2950:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=-2
1.2951:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=-2
1.2952:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=-2
1.2953:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=-2
1.2954:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=-2
1.2955:0:d=2021050100:PRMSL:mean sea level:198 hour fcst:ENS=-2
1.2956:0:d=2021050100:TCDC:surface:198 hour fcst:ENS=-2
1.2957:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=-2
1.2958:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=-2
1.2959:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=-2
1.2960:0:d=2021050100:RH:2 m above ground:201 hour fcst:ENS=-2
1.2961:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=-2
1.2962:0:d=2021050100:PRMSL:mean sea level:201 hour fcst:ENS=-2
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1.2964:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=-2
1.2965:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=-2
1.2966:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=-2
1.2967:0:d=2021050100:RH:2 m above ground:204 hour fcst:ENS=-2
1.2968:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=-2
1.2969:0:d=2021050100:PRMSL:mean sea level:204 hour fcst:ENS=-2
1.2970:0:d=2021050100:TCDC:surface:204 hour fcst:ENS=-2
1.2971:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-2
1.2972:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-2
1.2973:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=-2
1.2974:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=-2
1.2975:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=-2
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1.2978:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=-2
1.2979:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=-2
1.2980:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=-2
1.2981:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=-2
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1.2992:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-2
1.2993:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=-2
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1.2999:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=-2
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1.3034:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=-2
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1.3041:0:d=2021050100:UGRD:10 m above ground:237 hour fcst:ENS=-2
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1.3048:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=-2
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1.3052:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=-2
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1.3055:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=-2
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1.3062:0:d=2021050100:UGRD:10 m above ground:246 hour fcst:ENS=-2
1.3063:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=-2
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1.3069:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=-2
1.3070:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=-2
1.3071:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=-2
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1.3073:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=-2
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1.3076:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=-2
1.3077:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=-2
1.3078:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=-2
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1.3080:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=-2
1.3081:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=-2
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1.3083:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=-2
1.3084:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=-2
1.3085:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=-2
1.3086:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=-2
1.3087:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=-2
1.3088:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=-2
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1.3090:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-2
1.3091:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=-2
1.3092:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=-2
1.3093:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=-2
1.3094:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=-2
1.3095:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=-2
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1.3097:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-2
1.3098:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=-2
1.3099:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=-2
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1.3101:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=-2
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1.3104:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-2
1.3105:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=-2
1.3106:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=-2
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1.3108:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-2
1.3109:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=-2
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1.3111:0:d=2021050100:UGRD:10 m above ground:anl:ENS=+3
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1.3119:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=+3
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1.3121:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=+3
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1.3124:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=+3
1.3125:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=+3
1.3126:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=+3
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1.3128:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=+3
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1.3131:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=+3
1.3132:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=+3
1.3133:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+3
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1.3135:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=+3
1.3136:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=+3
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1.3138:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+3
1.3139:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=+3
1.3140:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=+3
1.3141:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=+3
1.3142:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=+3
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1.3145:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=+3
1.3146:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=+3
1.3147:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=+3
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1.3149:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=+3
1.3150:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=+3
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1.3152:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=+3
1.3153:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=+3
1.3154:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+3
1.3155:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=+3
1.3156:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=+3
1.3157:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=+3
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1.3159:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=+3
1.3160:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=+3
1.3161:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=+3
1.3162:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=+3
1.3163:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=+3
1.3164:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=+3
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1.3166:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=+3
1.3167:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=+3
1.3168:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=+3
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1.3170:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=+3
1.3171:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=+3
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1.3173:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=+3
1.3174:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=+3
1.3175:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=+3
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1.3177:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=+3
1.3178:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=+3
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1.3180:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=+3
1.3181:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=+3
1.3182:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=+3
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1.3184:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=+3
1.3185:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=+3
1.3186:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=+3
1.3187:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=+3
1.3188:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=+3
1.3189:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=+3
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1.3191:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=+3
1.3192:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=+3
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1.3194:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=+3
1.3195:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=+3
1.3196:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=+3
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1.3198:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=+3
1.3199:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=+3
1.3200:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=+3
1.3201:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=+3
1.3202:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+3
1.3203:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=+3
1.3204:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=+3
1.3205:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+3
1.3206:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=+3
1.3207:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=+3
1.3208:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=+3
1.3209:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+3
1.3210:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+3
1.3211:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=+3
1.3212:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=+3
1.3213:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=+3
1.3214:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=+3
1.3215:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=+3
1.3216:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+3
1.3217:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+3
1.3218:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=+3
1.3219:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=+3
1.3220:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=+3
1.3221:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=+3
1.3222:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+3
1.3223:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+3
1.3224:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+3
1.3225:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=+3
1.3226:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+3
1.3227:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+3
1.3228:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=+3
1.3229:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+3
1.3230:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+3
1.3231:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+3
1.3232:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=+3
1.3233:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+3
1.3234:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+3
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1.3236:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+3
1.3237:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+3
1.3238:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+3
1.3239:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=+3
1.3240:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+3
1.3241:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+3
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1.3243:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+3
1.3244:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+3
1.3245:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+3
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1.3247:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+3
1.3248:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+3
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1.3250:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+3
1.3251:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+3
1.3252:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+3
1.3253:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=+3
1.3254:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+3
1.3255:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+3
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1.3257:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+3
1.3258:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+3
1.3259:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+3
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1.3261:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+3
1.3262:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+3
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1.3264:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+3
1.3265:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+3
1.3266:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+3
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1.3268:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+3
1.3269:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+3
1.3270:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=+3
1.3271:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+3
1.3272:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+3
1.3273:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+3
1.3274:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=+3
1.3275:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+3
1.3276:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+3
1.3277:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+3
1.3278:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+3
1.3279:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+3
1.3280:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+3
1.3281:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=+3
1.3282:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+3
1.3283:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+3
1.3284:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=+3
1.3285:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+3
1.3286:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+3
1.3287:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+3
1.3288:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=+3
1.3289:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+3
1.3290:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+3
1.3291:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=+3
1.3292:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+3
1.3293:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+3
1.3294:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+3
1.3295:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=+3
1.3296:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+3
1.3297:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+3
1.3298:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=+3
1.3299:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+3
1.3300:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+3
1.3301:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+3
1.3302:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=+3
1.3303:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+3
1.3304:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=+3
1.3305:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=+3
1.3306:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+3
1.3307:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+3
1.3308:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+3
1.3309:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=+3
1.3310:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+3
1.3311:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=+3
1.3312:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=+3
1.3313:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+3
1.3314:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+3
1.3315:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+3
1.3316:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=+3
1.3317:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+3
1.3318:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=+3
1.3319:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=+3
1.3320:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+3
1.3321:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+3
1.3322:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+3
1.3323:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=+3
1.3324:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+3
1.3325:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=+3
1.3326:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=+3
1.3327:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=+3
1.3328:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+3
1.3329:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+3
1.3330:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=+3
1.3331:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+3
1.3332:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=+3
1.3333:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=+3
1.3334:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+3
1.3335:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+3
1.3336:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+3
1.3337:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=+3
1.3338:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+3
1.3339:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=+3
1.3340:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=+3
1.3341:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=+3
1.3342:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+3
1.3343:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+3
1.3344:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=+3
1.3345:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=+3
1.3346:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=+3
1.3347:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=+3
1.3348:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+3
1.3349:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=+3
1.3350:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=+3
1.3351:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=+3
1.3352:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=+3
1.3353:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=+3
1.3354:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=+3
1.3355:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+3
1.3356:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=+3
1.3357:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+3
1.3358:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=+3
1.3359:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=+3
1.3360:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=+3
1.3361:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=+3
1.3362:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=+3
1.3363:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+3
1.3364:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+3
1.3365:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=+3
1.3366:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=+3
1.3367:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=+3
1.3368:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=+3
1.3369:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+3
1.3370:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+3
1.3371:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+3
1.3372:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=+3
1.3373:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=+3
1.3374:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=+3
1.3375:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=+3
1.3376:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+3
1.3377:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+3
1.3378:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=+3
1.3379:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=+3
1.3380:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=+3
1.3381:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=+3
1.3382:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=+3
1.3383:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=+3
1.3384:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=+3
1.3385:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=+3
1.3386:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=+3
1.3387:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=+3
1.3388:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=+3
1.3389:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=+3
1.3390:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=+3
1.3391:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=+3
1.3392:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=+3
1.3393:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=+3
1.3394:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=+3
1.3395:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=+3
1.3396:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=+3
1.3397:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=+3
1.3398:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=+3
1.3399:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=+3
1.3400:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=+3
1.3401:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=+3
1.3402:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=+3
1.3403:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=+3
1.3404:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=+3
1.3405:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=+3
1.3406:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=+3
1.3407:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=+3
1.3408:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=+3
1.3409:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=+3
1.3410:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=+3
1.3411:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=+3
1.3412:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=+3
1.3413:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=+3
1.3414:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=+3
1.3415:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=+3
1.3416:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=+3
1.3417:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=+3
1.3418:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=+3
1.3419:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=+3
1.3420:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=+3
1.3421:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=+3
1.3422:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=+3
1.3423:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=+3
1.3424:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=+3
1.3425:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=+3
1.3426:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=+3
1.3427:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=+3
1.3428:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=+3
1.3429:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=+3
1.3430:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=+3
1.3431:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=+3
1.3432:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=+3
1.3433:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=+3
1.3434:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=+3
1.3435:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=+3
1.3436:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=+3
1.3437:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=+3
1.3438:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=+3
1.3439:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=+3
1.3440:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=+3
1.3441:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=+3
1.3442:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=+3
1.3443:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=+3
1.3444:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=+3
1.3445:0:d=2021050100:TCDC:surface:141 hour fcst:ENS=+3
1.3446:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=+3
1.3447:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=+3
1.3448:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=+3
1.3449:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=+3
1.3450:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=+3
1.3451:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=+3
1.3452:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=+3
1.3453:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=+3
1.3454:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=+3
1.3455:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=+3
1.3456:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=+3
1.3457:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=+3
1.3458:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=+3
1.3459:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=+3
1.3460:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=+3
1.3461:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=+3
1.3462:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=+3
1.3463:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=+3
1.3464:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=+3
1.3465:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=+3
1.3466:0:d=2021050100:TCDC:surface:150 hour fcst:ENS=+3
1.3467:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=+3
1.3468:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=+3
1.3469:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=+3
1.3470:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=+3
1.3471:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=+3
1.3472:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=+3
1.3473:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=+3
1.3474:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=+3
1.3475:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=+3
1.3476:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=+3
1.3477:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=+3
1.3478:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=+3
1.3479:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=+3
1.3480:0:d=2021050100:TCDC:surface:156 hour fcst:ENS=+3
1.3481:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=+3
1.3482:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=+3
1.3483:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=+3
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1.3503:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=+3
1.3504:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=+3
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1.3507:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=+3
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1.3509:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=+3
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1.3511:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=+3
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1.3513:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=+3
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1.3517:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=+3
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1.3520:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=+3
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1.3523:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=+3
1.3524:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=+3
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1.3530:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=+3
1.3531:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=+3
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1.3538:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=+3
1.3539:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=+3
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1.3544:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=+3
1.3545:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=+3
1.3546:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=+3
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1.3560:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=+3
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1.3566:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=+3
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1.3573:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=+3
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1.3580:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=+3
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1.3594:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=+3
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1.3608:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=+3
1.3609:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=+3
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1.3614:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=+3
1.3615:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=+3
1.3616:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=+3
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1.3618:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=+3
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1.3621:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=+3
1.3622:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=+3
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1.3629:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=+3
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1.3643:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=+3
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1.3650:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=+3
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1.3699:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+3
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1.3702:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+3
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1.3707:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+3
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1.3709:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+3
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1.3712:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+3
1.3713:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+3
1.3714:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+3
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1.3720:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+3
1.3721:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+3
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1.3723:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+3
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1.3727:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+3
1.3728:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+3
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1.3730:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+3
1.3731:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+3
1.3732:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=+3
1.3733:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-3
1.3734:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-3
1.3735:0:d=2021050100:TMP:2 m above ground:anl:ENS=-3
1.3736:0:d=2021050100:RH:2 m above ground:anl:ENS=-3
1.3737:0:d=2021050100:PRMSL:mean sea level:anl:ENS=-3
1.3738:0:d=2021050100:TCDC:surface:anl:ENS=-3
1.3739:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-3
1.3740:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-3
1.3741:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-3
1.3742:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=-3
1.3743:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-3
1.3744:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-3
1.3745:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=-3
1.3746:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-3
1.3747:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-3
1.3748:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-3
1.3749:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=-3
1.3750:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-3
1.3751:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-3
1.3752:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=-3
1.3753:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-3
1.3754:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-3
1.3755:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-3
1.3756:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=-3
1.3757:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-3
1.3758:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-3
1.3759:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=-3
1.3760:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-3
1.3761:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-3
1.3762:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-3
1.3763:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=-3
1.3764:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-3
1.3765:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-3
1.3766:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-3
1.3767:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-3
1.3768:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-3
1.3769:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-3
1.3770:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=-3
1.3771:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-3
1.3772:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-3
1.3773:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-3
1.3774:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-3
1.3775:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-3
1.3776:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-3
1.3777:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-3
1.3778:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-3
1.3779:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-3
1.3780:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-3
1.3781:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-3
1.3782:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-3
1.3783:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-3
1.3784:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-3
1.3785:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-3
1.3786:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-3
1.3787:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=-3
1.3788:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-3
1.3789:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-3
1.3790:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-3
1.3791:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-3
1.3792:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-3
1.3793:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-3
1.3794:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=-3
1.3795:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-3
1.3796:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-3
1.3797:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-3
1.3798:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-3
1.3799:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-3
1.3800:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=-3
1.3801:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=-3
1.3802:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-3
1.3803:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-3
1.3804:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-3
1.3805:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=-3
1.3806:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-3
1.3807:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-3
1.3808:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=-3
1.3809:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-3
1.3810:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-3
1.3811:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-3
1.3812:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=-3
1.3813:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-3
1.3814:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-3
1.3815:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=-3
1.3816:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-3
1.3817:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-3
1.3818:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-3
1.3819:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=-3
1.3820:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-3
1.3821:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=-3
1.3822:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=-3
1.3823:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-3
1.3824:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-3
1.3825:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-3
1.3826:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-3
1.3827:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-3
1.3828:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-3
1.3829:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=-3
1.3830:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-3
1.3831:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-3
1.3832:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-3
1.3833:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=-3
1.3834:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-3
1.3835:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=-3
1.3836:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=-3
1.3837:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-3
1.3838:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=-3
1.3839:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=-3
1.3840:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=-3
1.3841:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=-3
1.3842:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=-3
1.3843:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=-3
1.3844:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-3
1.3845:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-3
1.3846:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-3
1.3847:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=-3
1.3848:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-3
1.3849:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=-3
1.3850:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=-3
1.3851:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-3
1.3852:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-3
1.3853:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-3
1.3854:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=-3
1.3855:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-3
1.3856:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=-3
1.3857:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=-3
1.3858:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-3
1.3859:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-3
1.3860:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-3
1.3861:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=-3
1.3862:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-3
1.3863:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=-3
1.3864:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=-3
1.3865:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-3
1.3866:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-3
1.3867:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-3
1.3868:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=-3
1.3869:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-3
1.3870:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-3
1.3871:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=-3
1.3872:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-3
1.3873:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-3
1.3874:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-3
1.3875:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=-3
1.3876:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-3
1.3877:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-3
1.3878:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=-3
1.3879:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-3
1.3880:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-3
1.3881:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-3
1.3882:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-3
1.3883:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-3
1.3884:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-3
1.3885:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=-3
1.3886:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-3
1.3887:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-3
1.3888:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-3
1.3889:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-3
1.3890:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-3
1.3891:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-3
1.3892:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=-3
1.3893:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-3
1.3894:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-3
1.3895:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-3
1.3896:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-3
1.3897:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-3
1.3898:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-3
1.3899:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-3
1.3900:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-3
1.3901:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-3
1.3902:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-3
1.3903:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-3
1.3904:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-3
1.3905:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-3
1.3906:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-3
1.3907:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-3
1.3908:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-3
1.3909:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-3
1.3910:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-3
1.3911:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-3
1.3912:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-3
1.3913:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-3
1.3914:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-3
1.3915:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-3
1.3916:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-3
1.3917:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-3
1.3918:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-3
1.3919:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-3
1.3920:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=-3
1.3921:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-3
1.3922:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-3
1.3923:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-3
1.3924:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-3
1.3925:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-3
1.3926:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-3
1.3927:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=-3
1.3928:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-3
1.3929:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-3
1.3930:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-3
1.3931:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-3
1.3932:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-3
1.3933:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-3
1.3934:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=-3
1.3935:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-3
1.3936:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-3
1.3937:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-3
1.3938:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-3
1.3939:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-3
1.3940:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-3
1.3941:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-3
1.3942:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-3
1.3943:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-3
1.3944:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-3
1.3945:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=-3
1.3946:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-3
1.3947:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-3
1.3948:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-3
1.3949:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-3
1.3950:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-3
1.3951:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-3
1.3952:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-3
1.3953:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-3
1.3954:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-3
1.3955:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=-3
1.3956:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-3
1.3957:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-3
1.3958:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-3
1.3959:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=-3
1.3960:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-3
1.3961:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-3
1.3962:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=-3
1.3963:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-3
1.3964:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-3
1.3965:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-3
1.3966:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=-3
1.3967:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-3
1.3968:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=-3
1.3969:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=-3
1.3970:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-3
1.3971:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-3
1.3972:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-3
1.3973:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=-3
1.3974:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-3
1.3975:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=-3
1.3976:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=-3
1.3977:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-3
1.3978:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-3
1.3979:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-3
1.3980:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=-3
1.3981:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-3
1.3982:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=-3
1.3983:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=-3
1.3984:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-3
1.3985:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-3
1.3986:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-3
1.3987:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=-3
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1.4012:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-3
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1.4026:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-3
1.4027:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-3
1.4028:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-3
1.4029:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=-3
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1.4033:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-3
1.4034:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-3
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1.4040:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-3
1.4041:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-3
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1.4047:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-3
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1.4054:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-3
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1.4061:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-3
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1.4072:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-3
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1.4110:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-3
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1.4124:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-3
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1.4126:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=-3
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1.4128:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-3
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1.4299:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=-3
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1.4315:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=-3
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1.4318:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=-3
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1.4320:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=-3
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1.4325:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=-3
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1.4327:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=-3
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1.4329:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=-3
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1.4334:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-3
1.4335:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=-3
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1.4341:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-3
1.4342:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=-3
1.4343:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=-3
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1.4345:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=-3
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1.4348:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-3
1.4349:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=-3
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1.4352:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-3
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1.4355:0:d=2021050100:UGRD:10 m above ground:anl:ENS=+4
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1.4375:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=+4
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1.4379:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=+4
1.4380:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=+4
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1.4382:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+4
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1.4389:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=+4
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1.4396:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=+4
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1.4398:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+4
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1.4400:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=+4
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1.4404:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=+4
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1.4407:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=+4
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1.4411:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=+4
1.4412:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=+4
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1.4414:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=+4
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1.4417:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=+4
1.4418:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=+4
1.4419:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=+4
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1.4421:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=+4
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1.4424:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=+4
1.4425:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=+4
1.4426:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=+4
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1.4428:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=+4
1.4429:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=+4
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1.4431:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=+4
1.4432:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=+4
1.4433:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=+4
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1.4435:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=+4
1.4436:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=+4
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1.4438:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=+4
1.4439:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=+4
1.4440:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=+4
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1.4442:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=+4
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1.4445:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=+4
1.4446:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+4
1.4447:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=+4
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1.4449:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+4
1.4450:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=+4
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1.4452:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=+4
1.4453:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+4
1.4454:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+4
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1.4456:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=+4
1.4457:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=+4
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1.4459:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=+4
1.4460:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+4
1.4461:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+4
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1.4463:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=+4
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1.4466:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+4
1.4467:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+4
1.4468:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+4
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1.4470:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+4
1.4471:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+4
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1.4473:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+4
1.4474:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+4
1.4475:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+4
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1.4477:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+4
1.4478:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+4
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1.4480:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+4
1.4481:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+4
1.4482:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+4
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1.4484:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+4
1.4485:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+4
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1.4487:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+4
1.4488:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+4
1.4489:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+4
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1.4491:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+4
1.4492:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+4
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1.4494:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+4
1.4495:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+4
1.4496:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+4
1.4497:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=+4
1.4498:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+4
1.4499:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+4
1.4500:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=+4
1.4501:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+4
1.4502:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+4
1.4503:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+4
1.4504:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=+4
1.4505:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+4
1.4506:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+4
1.4507:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=+4
1.4508:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+4
1.4509:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+4
1.4510:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+4
1.4511:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=+4
1.4512:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+4
1.4513:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+4
1.4514:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=+4
1.4515:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+4
1.4516:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+4
1.4517:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+4
1.4518:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=+4
1.4519:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+4
1.4520:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+4
1.4521:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+4
1.4522:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+4
1.4523:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+4
1.4524:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+4
1.4525:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=+4
1.4526:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+4
1.4527:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+4
1.4528:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=+4
1.4529:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+4
1.4530:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+4
1.4531:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+4
1.4532:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=+4
1.4533:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+4
1.4534:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+4
1.4535:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=+4
1.4536:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+4
1.4537:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+4
1.4538:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+4
1.4539:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=+4
1.4540:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+4
1.4541:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+4
1.4542:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=+4
1.4543:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+4
1.4544:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+4
1.4545:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+4
1.4546:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=+4
1.4547:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+4
1.4548:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=+4
1.4549:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=+4
1.4550:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+4
1.4551:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+4
1.4552:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+4
1.4553:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=+4
1.4554:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+4
1.4555:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=+4
1.4556:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=+4
1.4557:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+4
1.4558:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+4
1.4559:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+4
1.4560:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=+4
1.4561:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+4
1.4562:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=+4
1.4563:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=+4
1.4564:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+4
1.4565:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+4
1.4566:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+4
1.4567:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=+4
1.4568:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+4
1.4569:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=+4
1.4570:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=+4
1.4571:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=+4
1.4572:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+4
1.4573:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+4
1.4574:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=+4
1.4575:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+4
1.4576:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=+4
1.4577:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=+4
1.4578:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+4
1.4579:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+4
1.4580:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+4
1.4581:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=+4
1.4582:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+4
1.4583:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=+4
1.4584:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=+4
1.4585:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=+4
1.4586:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+4
1.4587:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+4
1.4588:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=+4
1.4589:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=+4
1.4590:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=+4
1.4591:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=+4
1.4592:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+4
1.4593:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=+4
1.4594:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=+4
1.4595:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=+4
1.4596:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=+4
1.4597:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=+4
1.4598:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=+4
1.4599:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+4
1.4600:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=+4
1.4601:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+4
1.4602:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=+4
1.4603:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=+4
1.4604:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=+4
1.4605:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=+4
1.4606:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=+4
1.4607:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+4
1.4608:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+4
1.4609:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=+4
1.4610:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=+4
1.4611:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=+4
1.4612:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=+4
1.4613:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+4
1.4614:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+4
1.4615:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+4
1.4616:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=+4
1.4617:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=+4
1.4618:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=+4
1.4619:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=+4
1.4620:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+4
1.4621:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+4
1.4622:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=+4
1.4623:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=+4
1.4624:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=+4
1.4625:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=+4
1.4626:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=+4
1.4627:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=+4
1.4628:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=+4
1.4629:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=+4
1.4630:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=+4
1.4631:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=+4
1.4632:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=+4
1.4633:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=+4
1.4634:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=+4
1.4635:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=+4
1.4636:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=+4
1.4637:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=+4
1.4638:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=+4
1.4639:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=+4
1.4640:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=+4
1.4641:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=+4
1.4642:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=+4
1.4643:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=+4
1.4644:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=+4
1.4645:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=+4
1.4646:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=+4
1.4647:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=+4
1.4648:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=+4
1.4649:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=+4
1.4650:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=+4
1.4651:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=+4
1.4652:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=+4
1.4653:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=+4
1.4654:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=+4
1.4655:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=+4
1.4656:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=+4
1.4657:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=+4
1.4658:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=+4
1.4659:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=+4
1.4660:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=+4
1.4661:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=+4
1.4662:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=+4
1.4663:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=+4
1.4664:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=+4
1.4665:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=+4
1.4666:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=+4
1.4667:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=+4
1.4668:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=+4
1.4669:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=+4
1.4670:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=+4
1.4671:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=+4
1.4672:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=+4
1.4673:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=+4
1.4674:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=+4
1.4675:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=+4
1.4676:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=+4
1.4677:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=+4
1.4678:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=+4
1.4679:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=+4
1.4680:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=+4
1.4681:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=+4
1.4682:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=+4
1.4683:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=+4
1.4684:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=+4
1.4685:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=+4
1.4686:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=+4
1.4687:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=+4
1.4688:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=+4
1.4689:0:d=2021050100:TCDC:surface:141 hour fcst:ENS=+4
1.4690:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=+4
1.4691:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=+4
1.4692:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=+4
1.4693:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=+4
1.4694:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=+4
1.4695:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=+4
1.4696:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=+4
1.4697:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=+4
1.4698:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=+4
1.4699:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=+4
1.4700:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=+4
1.4701:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=+4
1.4702:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=+4
1.4703:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=+4
1.4704:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=+4
1.4705:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=+4
1.4706:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=+4
1.4707:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=+4
1.4708:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=+4
1.4709:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=+4
1.4710:0:d=2021050100:TCDC:surface:150 hour fcst:ENS=+4
1.4711:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=+4
1.4712:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=+4
1.4713:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=+4
1.4714:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=+4
1.4715:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=+4
1.4716:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=+4
1.4717:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=+4
1.4718:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=+4
1.4719:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=+4
1.4720:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=+4
1.4721:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=+4
1.4722:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=+4
1.4723:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=+4
1.4724:0:d=2021050100:TCDC:surface:156 hour fcst:ENS=+4
1.4725:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=+4
1.4726:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=+4
1.4727:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=+4
1.4728:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=+4
1.4729:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=+4
1.4730:0:d=2021050100:PRMSL:mean sea level:159 hour fcst:ENS=+4
1.4731:0:d=2021050100:TCDC:surface:159 hour fcst:ENS=+4
1.4732:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=+4
1.4733:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=+4
1.4734:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=+4
1.4735:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=+4
1.4736:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=+4
1.4737:0:d=2021050100:PRMSL:mean sea level:162 hour fcst:ENS=+4
1.4738:0:d=2021050100:TCDC:surface:162 hour fcst:ENS=+4
1.4739:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=+4
1.4740:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=+4
1.4741:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=+4
1.4742:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=+4
1.4743:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=+4
1.4744:0:d=2021050100:PRMSL:mean sea level:165 hour fcst:ENS=+4
1.4745:0:d=2021050100:TCDC:surface:165 hour fcst:ENS=+4
1.4746:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=+4
1.4747:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=+4
1.4748:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=+4
1.4749:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=+4
1.4750:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=+4
1.4751:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=+4
1.4752:0:d=2021050100:TCDC:surface:168 hour fcst:ENS=+4
1.4753:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=+4
1.4754:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=+4
1.4755:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=+4
1.4756:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=+4
1.4757:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=+4
1.4758:0:d=2021050100:PRMSL:mean sea level:171 hour fcst:ENS=+4
1.4759:0:d=2021050100:TCDC:surface:171 hour fcst:ENS=+4
1.4760:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=+4
1.4761:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=+4
1.4762:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=+4
1.4763:0:d=2021050100:RH:2 m above ground:174 hour fcst:ENS=+4
1.4764:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=+4
1.4765:0:d=2021050100:PRMSL:mean sea level:174 hour fcst:ENS=+4
1.4766:0:d=2021050100:TCDC:surface:174 hour fcst:ENS=+4
1.4767:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=+4
1.4768:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=+4
1.4769:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=+4
1.4770:0:d=2021050100:RH:2 m above ground:177 hour fcst:ENS=+4
1.4771:0:d=2021050100:APCP:surface:0-177 hour acc fcst:ENS=+4
1.4772:0:d=2021050100:PRMSL:mean sea level:177 hour fcst:ENS=+4
1.4773:0:d=2021050100:TCDC:surface:177 hour fcst:ENS=+4
1.4774:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=+4
1.4775:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=+4
1.4776:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=+4
1.4777:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=+4
1.4778:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=+4
1.4779:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=+4
1.4780:0:d=2021050100:TCDC:surface:180 hour fcst:ENS=+4
1.4781:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=+4
1.4782:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=+4
1.4783:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=+4
1.4784:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=+4
1.4785:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=+4
1.4786:0:d=2021050100:PRMSL:mean sea level:183 hour fcst:ENS=+4
1.4787:0:d=2021050100:TCDC:surface:183 hour fcst:ENS=+4
1.4788:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=+4
1.4789:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=+4
1.4790:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=+4
1.4791:0:d=2021050100:RH:2 m above ground:186 hour fcst:ENS=+4
1.4792:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=+4
1.4793:0:d=2021050100:PRMSL:mean sea level:186 hour fcst:ENS=+4
1.4794:0:d=2021050100:TCDC:surface:186 hour fcst:ENS=+4
1.4795:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=+4
1.4796:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=+4
1.4797:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=+4
1.4798:0:d=2021050100:RH:2 m above ground:189 hour fcst:ENS=+4
1.4799:0:d=2021050100:APCP:surface:0-189 hour acc fcst:ENS=+4
1.4800:0:d=2021050100:PRMSL:mean sea level:189 hour fcst:ENS=+4
1.4801:0:d=2021050100:TCDC:surface:189 hour fcst:ENS=+4
1.4802:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=+4
1.4803:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=+4
1.4804:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=+4
1.4805:0:d=2021050100:RH:2 m above ground:192 hour fcst:ENS=+4
1.4806:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=+4
1.4807:0:d=2021050100:PRMSL:mean sea level:192 hour fcst:ENS=+4
1.4808:0:d=2021050100:TCDC:surface:192 hour fcst:ENS=+4
1.4809:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=+4
1.4810:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=+4
1.4811:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=+4
1.4812:0:d=2021050100:RH:2 m above ground:195 hour fcst:ENS=+4
1.4813:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=+4
1.4814:0:d=2021050100:PRMSL:mean sea level:195 hour fcst:ENS=+4
1.4815:0:d=2021050100:TCDC:surface:195 hour fcst:ENS=+4
1.4816:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=+4
1.4817:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=+4
1.4818:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=+4
1.4819:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=+4
1.4820:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=+4
1.4821:0:d=2021050100:PRMSL:mean sea level:198 hour fcst:ENS=+4
1.4822:0:d=2021050100:TCDC:surface:198 hour fcst:ENS=+4
1.4823:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=+4
1.4824:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=+4
1.4825:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=+4
1.4826:0:d=2021050100:RH:2 m above ground:201 hour fcst:ENS=+4
1.4827:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=+4
1.4828:0:d=2021050100:PRMSL:mean sea level:201 hour fcst:ENS=+4
1.4829:0:d=2021050100:TCDC:surface:201 hour fcst:ENS=+4
1.4830:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=+4
1.4831:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=+4
1.4832:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=+4
1.4833:0:d=2021050100:RH:2 m above ground:204 hour fcst:ENS=+4
1.4834:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=+4
1.4835:0:d=2021050100:PRMSL:mean sea level:204 hour fcst:ENS=+4
1.4836:0:d=2021050100:TCDC:surface:204 hour fcst:ENS=+4
1.4837:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=+4
1.4838:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=+4
1.4839:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=+4
1.4840:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=+4
1.4841:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=+4
1.4842:0:d=2021050100:PRMSL:mean sea level:207 hour fcst:ENS=+4
1.4843:0:d=2021050100:TCDC:surface:207 hour fcst:ENS=+4
1.4844:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=+4
1.4845:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=+4
1.4846:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=+4
1.4847:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=+4
1.4848:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=+4
1.4849:0:d=2021050100:PRMSL:mean sea level:210 hour fcst:ENS=+4
1.4850:0:d=2021050100:TCDC:surface:210 hour fcst:ENS=+4
1.4851:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=+4
1.4852:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=+4
1.4853:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=+4
1.4854:0:d=2021050100:RH:2 m above ground:213 hour fcst:ENS=+4
1.4855:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=+4
1.4856:0:d=2021050100:PRMSL:mean sea level:213 hour fcst:ENS=+4
1.4857:0:d=2021050100:TCDC:surface:213 hour fcst:ENS=+4
1.4858:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=+4
1.4859:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=+4
1.4860:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=+4
1.4861:0:d=2021050100:RH:2 m above ground:216 hour fcst:ENS=+4
1.4862:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=+4
1.4863:0:d=2021050100:PRMSL:mean sea level:216 hour fcst:ENS=+4
1.4864:0:d=2021050100:TCDC:surface:216 hour fcst:ENS=+4
1.4865:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=+4
1.4866:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=+4
1.4867:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=+4
1.4868:0:d=2021050100:RH:2 m above ground:219 hour fcst:ENS=+4
1.4869:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=+4
1.4870:0:d=2021050100:PRMSL:mean sea level:219 hour fcst:ENS=+4
1.4871:0:d=2021050100:TCDC:surface:219 hour fcst:ENS=+4
1.4872:0:d=2021050100:UGRD:10 m above ground:222 hour fcst:ENS=+4
1.4873:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=+4
1.4874:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=+4
1.4875:0:d=2021050100:RH:2 m above ground:222 hour fcst:ENS=+4
1.4876:0:d=2021050100:APCP:surface:0-222 hour acc fcst:ENS=+4
1.4877:0:d=2021050100:PRMSL:mean sea level:222 hour fcst:ENS=+4
1.4878:0:d=2021050100:TCDC:surface:222 hour fcst:ENS=+4
1.4879:0:d=2021050100:UGRD:10 m above ground:225 hour fcst:ENS=+4
1.4880:0:d=2021050100:VGRD:10 m above ground:225 hour fcst:ENS=+4
1.4881:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=+4
1.4882:0:d=2021050100:RH:2 m above ground:225 hour fcst:ENS=+4
1.4883:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=+4
1.4884:0:d=2021050100:PRMSL:mean sea level:225 hour fcst:ENS=+4
1.4885:0:d=2021050100:TCDC:surface:225 hour fcst:ENS=+4
1.4886:0:d=2021050100:UGRD:10 m above ground:228 hour fcst:ENS=+4
1.4887:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=+4
1.4888:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=+4
1.4889:0:d=2021050100:RH:2 m above ground:228 hour fcst:ENS=+4
1.4890:0:d=2021050100:APCP:surface:0-228 hour acc fcst:ENS=+4
1.4891:0:d=2021050100:PRMSL:mean sea level:228 hour fcst:ENS=+4
1.4892:0:d=2021050100:TCDC:surface:228 hour fcst:ENS=+4
1.4893:0:d=2021050100:UGRD:10 m above ground:231 hour fcst:ENS=+4
1.4894:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=+4
1.4895:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=+4
1.4896:0:d=2021050100:RH:2 m above ground:231 hour fcst:ENS=+4
1.4897:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=+4
1.4898:0:d=2021050100:PRMSL:mean sea level:231 hour fcst:ENS=+4
1.4899:0:d=2021050100:TCDC:surface:231 hour fcst:ENS=+4
1.4900:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=+4
1.4901:0:d=2021050100:VGRD:10 m above ground:234 hour fcst:ENS=+4
1.4902:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=+4
1.4903:0:d=2021050100:RH:2 m above ground:234 hour fcst:ENS=+4
1.4904:0:d=2021050100:APCP:surface:0-234 hour acc fcst:ENS=+4
1.4905:0:d=2021050100:PRMSL:mean sea level:234 hour fcst:ENS=+4
1.4906:0:d=2021050100:TCDC:surface:234 hour fcst:ENS=+4
1.4907:0:d=2021050100:UGRD:10 m above ground:237 hour fcst:ENS=+4
1.4908:0:d=2021050100:VGRD:10 m above ground:237 hour fcst:ENS=+4
1.4909:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=+4
1.4910:0:d=2021050100:RH:2 m above ground:237 hour fcst:ENS=+4
1.4911:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=+4
1.4912:0:d=2021050100:PRMSL:mean sea level:237 hour fcst:ENS=+4
1.4913:0:d=2021050100:TCDC:surface:237 hour fcst:ENS=+4
1.4914:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=+4
1.4915:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=+4
1.4916:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=+4
1.4917:0:d=2021050100:RH:2 m above ground:240 hour fcst:ENS=+4
1.4918:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=+4
1.4919:0:d=2021050100:PRMSL:mean sea level:240 hour fcst:ENS=+4
1.4920:0:d=2021050100:TCDC:surface:240 hour fcst:ENS=+4
1.4921:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=+4
1.4922:0:d=2021050100:VGRD:10 m above ground:243 hour fcst:ENS=+4
1.4923:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=+4
1.4924:0:d=2021050100:RH:2 m above ground:243 hour fcst:ENS=+4
1.4925:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=+4
1.4926:0:d=2021050100:PRMSL:mean sea level:243 hour fcst:ENS=+4
1.4927:0:d=2021050100:TCDC:surface:243 hour fcst:ENS=+4
1.4928:0:d=2021050100:UGRD:10 m above ground:246 hour fcst:ENS=+4
1.4929:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=+4
1.4930:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=+4
1.4931:0:d=2021050100:RH:2 m above ground:246 hour fcst:ENS=+4
1.4932:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=+4
1.4933:0:d=2021050100:PRMSL:mean sea level:246 hour fcst:ENS=+4
1.4934:0:d=2021050100:TCDC:surface:246 hour fcst:ENS=+4
1.4935:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=+4
1.4936:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=+4
1.4937:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=+4
1.4938:0:d=2021050100:RH:2 m above ground:249 hour fcst:ENS=+4
1.4939:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=+4
1.4940:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=+4
1.4941:0:d=2021050100:TCDC:surface:249 hour fcst:ENS=+4
1.4942:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+4
1.4943:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+4
1.4944:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+4
1.4945:0:d=2021050100:RH:2 m above ground:252 hour fcst:ENS=+4
1.4946:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+4
1.4947:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=+4
1.4948:0:d=2021050100:TCDC:surface:252 hour fcst:ENS=+4
1.4949:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+4
1.4950:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+4
1.4951:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+4
1.4952:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=+4
1.4953:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+4
1.4954:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=+4
1.4955:0:d=2021050100:TCDC:surface:255 hour fcst:ENS=+4
1.4956:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+4
1.4957:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+4
1.4958:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+4
1.4959:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=+4
1.4960:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+4
1.4961:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+4
1.4962:0:d=2021050100:TCDC:surface:258 hour fcst:ENS=+4
1.4963:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+4
1.4964:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+4
1.4965:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+4
1.4966:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=+4
1.4967:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+4
1.4968:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+4
1.4969:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=+4
1.4970:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+4
1.4971:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+4
1.4972:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+4
1.4973:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+4
1.4974:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+4
1.4975:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+4
1.4976:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=+4
1.4977:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-4
1.4978:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-4
1.4979:0:d=2021050100:TMP:2 m above ground:anl:ENS=-4
1.4980:0:d=2021050100:RH:2 m above ground:anl:ENS=-4
1.4981:0:d=2021050100:PRMSL:mean sea level:anl:ENS=-4
1.4982:0:d=2021050100:TCDC:surface:anl:ENS=-4
1.4983:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-4
1.4984:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-4
1.4985:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-4
1.4986:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=-4
1.4987:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-4
1.4988:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-4
1.4989:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=-4
1.4990:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-4
1.4991:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-4
1.4992:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-4
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1.4994:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-4
1.4995:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-4
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1.4997:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-4
1.4998:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-4
1.4999:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-4
1.5000:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=-4
1.5001:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-4
1.5002:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-4
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1.5004:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-4
1.5005:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-4
1.5006:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-4
1.5007:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=-4
1.5008:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-4
1.5009:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-4
1.5010:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-4
1.5011:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-4
1.5012:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-4
1.5013:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-4
1.5014:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=-4
1.5015:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-4
1.5016:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-4
1.5017:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-4
1.5018:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-4
1.5019:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-4
1.5020:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-4
1.5021:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-4
1.5022:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-4
1.5023:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-4
1.5024:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-4
1.5025:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-4
1.5026:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-4
1.5027:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-4
1.5028:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-4
1.5029:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-4
1.5030:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-4
1.5031:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=-4
1.5032:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-4
1.5033:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-4
1.5034:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-4
1.5035:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-4
1.5036:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-4
1.5037:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-4
1.5038:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=-4
1.5039:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-4
1.5040:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-4
1.5041:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-4
1.5042:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-4
1.5043:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-4
1.5044:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=-4
1.5045:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=-4
1.5046:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-4
1.5047:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-4
1.5048:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-4
1.5049:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=-4
1.5050:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-4
1.5051:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-4
1.5052:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=-4
1.5053:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-4
1.5054:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-4
1.5055:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-4
1.5056:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=-4
1.5057:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-4
1.5058:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-4
1.5059:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=-4
1.5060:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-4
1.5061:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-4
1.5062:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-4
1.5063:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=-4
1.5064:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-4
1.5065:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=-4
1.5066:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=-4
1.5067:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-4
1.5068:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-4
1.5069:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-4
1.5070:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-4
1.5071:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-4
1.5072:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-4
1.5073:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=-4
1.5074:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-4
1.5075:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-4
1.5076:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-4
1.5077:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=-4
1.5078:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-4
1.5079:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=-4
1.5080:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=-4
1.5081:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-4
1.5082:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=-4
1.5083:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=-4
1.5084:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=-4
1.5085:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=-4
1.5086:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=-4
1.5087:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=-4
1.5088:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-4
1.5089:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-4
1.5090:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-4
1.5091:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=-4
1.5092:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-4
1.5093:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=-4
1.5094:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=-4
1.5095:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-4
1.5096:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-4
1.5097:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-4
1.5098:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=-4
1.5099:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-4
1.5100:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=-4
1.5101:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=-4
1.5102:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-4
1.5103:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-4
1.5104:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-4
1.5105:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=-4
1.5106:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-4
1.5107:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=-4
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1.5109:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-4
1.5110:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-4
1.5111:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-4
1.5112:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=-4
1.5113:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-4
1.5114:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-4
1.5115:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=-4
1.5116:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-4
1.5117:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-4
1.5118:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-4
1.5119:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=-4
1.5120:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-4
1.5121:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-4
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1.5123:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-4
1.5124:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-4
1.5125:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-4
1.5126:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-4
1.5127:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-4
1.5128:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-4
1.5129:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=-4
1.5130:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-4
1.5131:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-4
1.5132:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-4
1.5133:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-4
1.5134:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-4
1.5135:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-4
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1.5137:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-4
1.5138:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-4
1.5139:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-4
1.5140:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-4
1.5141:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-4
1.5142:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-4
1.5143:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-4
1.5144:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-4
1.5145:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-4
1.5146:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-4
1.5147:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-4
1.5148:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-4
1.5149:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-4
1.5150:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-4
1.5151:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-4
1.5152:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-4
1.5153:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-4
1.5154:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-4
1.5155:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-4
1.5156:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-4
1.5157:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-4
1.5158:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-4
1.5159:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-4
1.5160:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-4
1.5161:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-4
1.5162:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-4
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1.5165:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-4
1.5166:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-4
1.5167:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-4
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1.5169:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-4
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1.5172:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-4
1.5173:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-4
1.5174:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-4
1.5175:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-4
1.5176:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-4
1.5177:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-4
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1.5179:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-4
1.5180:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-4
1.5181:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-4
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1.5183:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-4
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1.5186:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-4
1.5187:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-4
1.5188:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-4
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1.5190:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-4
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1.5193:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-4
1.5194:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-4
1.5195:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-4
1.5196:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-4
1.5197:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-4
1.5198:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-4
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1.5200:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-4
1.5201:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-4
1.5202:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-4
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1.5204:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-4
1.5205:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-4
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1.5207:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-4
1.5208:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-4
1.5209:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-4
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1.5211:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-4
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1.5214:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-4
1.5215:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-4
1.5216:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-4
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1.5218:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-4
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1.5221:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-4
1.5222:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-4
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1.5225:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-4
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1.5228:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-4
1.5229:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-4
1.5230:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-4
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1.5232:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-4
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1.5235:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-4
1.5236:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-4
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1.5239:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=-4
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1.5242:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-4
1.5243:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-4
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1.5246:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-4
1.5247:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=-4
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1.5249:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-4
1.5250:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-4
1.5251:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-4
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1.5253:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-4
1.5254:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=-4
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1.5256:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-4
1.5257:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-4
1.5258:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-4
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1.5260:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-4
1.5261:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=-4
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1.5263:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-4
1.5264:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-4
1.5265:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-4
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1.5267:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-4
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1.5270:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-4
1.5271:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-4
1.5272:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-4
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1.5274:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-4
1.5275:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=-4
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1.5277:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-4
1.5278:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-4
1.5279:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=-4
1.5280:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=-4
1.5281:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=-4
1.5282:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=-4
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1.5284:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-4
1.5285:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-4
1.5286:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=-4
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1.5288:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=-4
1.5289:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=-4
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1.5291:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-4
1.5292:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-4
1.5293:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=-4
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1.5295:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=-4
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1.5298:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-4
1.5299:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-4
1.5300:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=-4
1.5301:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=-4
1.5302:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-4
1.5303:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=-4
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1.5305:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-4
1.5306:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=-4
1.5307:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=-4
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1.5312:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=-4
1.5313:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=-4
1.5314:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=-4
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1.5316:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-4
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1.5319:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=-4
1.5320:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=-4
1.5321:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=-4
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1.5326:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=-4
1.5327:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=-4
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1.5330:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=-4
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1.5333:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=-4
1.5334:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-4
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1.5340:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=-4
1.5341:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=-4
1.5342:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-4
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1.5347:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=-4
1.5348:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=-4
1.5349:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=-4
1.5350:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=-4
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1.5354:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-4
1.5355:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=-4
1.5356:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=-4
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1.5358:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=-4
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1.5361:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-4
1.5362:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=-4
1.5363:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=-4
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1.5365:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=-4
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1.5368:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-4
1.5369:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=-4
1.5370:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=-4
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1.5372:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-4
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1.5375:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-4
1.5376:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=-4
1.5377:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=-4
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1.5382:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=-4
1.5383:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=-4
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1.5389:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=-4
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1.5396:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-4
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1.5400:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=-4
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1.5405:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=-4
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1.5410:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=-4
1.5411:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=-4
1.5412:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=-4
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1.5414:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=-4
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1.5418:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=-4
1.5419:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=-4
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1.5425:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=-4
1.5426:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-4
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1.5428:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-4
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1.5431:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=-4
1.5432:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=-4
1.5433:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=-4
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1.5438:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=-4
1.5439:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=-4
1.5440:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=-4
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1.5459:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-4
1.5460:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-4
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1.5480:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-4
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1.5488:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=-4
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1.5503:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=-4
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1.5505:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=-4
1.5506:0:d=2021050100:PRMSL:mean sea level:225 hour fcst:ENS=-4
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1.5508:0:d=2021050100:UGRD:10 m above ground:228 hour fcst:ENS=-4
1.5509:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=-4
1.5510:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=-4
1.5511:0:d=2021050100:RH:2 m above ground:228 hour fcst:ENS=-4
1.5512:0:d=2021050100:APCP:surface:0-228 hour acc fcst:ENS=-4
1.5513:0:d=2021050100:PRMSL:mean sea level:228 hour fcst:ENS=-4
1.5514:0:d=2021050100:TCDC:surface:228 hour fcst:ENS=-4
1.5515:0:d=2021050100:UGRD:10 m above ground:231 hour fcst:ENS=-4
1.5516:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=-4
1.5517:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=-4
1.5518:0:d=2021050100:RH:2 m above ground:231 hour fcst:ENS=-4
1.5519:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=-4
1.5520:0:d=2021050100:PRMSL:mean sea level:231 hour fcst:ENS=-4
1.5521:0:d=2021050100:TCDC:surface:231 hour fcst:ENS=-4
1.5522:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=-4
1.5523:0:d=2021050100:VGRD:10 m above ground:234 hour fcst:ENS=-4
1.5524:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=-4
1.5525:0:d=2021050100:RH:2 m above ground:234 hour fcst:ENS=-4
1.5526:0:d=2021050100:APCP:surface:0-234 hour acc fcst:ENS=-4
1.5527:0:d=2021050100:PRMSL:mean sea level:234 hour fcst:ENS=-4
1.5528:0:d=2021050100:TCDC:surface:234 hour fcst:ENS=-4
1.5529:0:d=2021050100:UGRD:10 m above ground:237 hour fcst:ENS=-4
1.5530:0:d=2021050100:VGRD:10 m above ground:237 hour fcst:ENS=-4
1.5531:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=-4
1.5532:0:d=2021050100:RH:2 m above ground:237 hour fcst:ENS=-4
1.5533:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=-4
1.5534:0:d=2021050100:PRMSL:mean sea level:237 hour fcst:ENS=-4
1.5535:0:d=2021050100:TCDC:surface:237 hour fcst:ENS=-4
1.5536:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=-4
1.5537:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=-4
1.5538:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=-4
1.5539:0:d=2021050100:RH:2 m above ground:240 hour fcst:ENS=-4
1.5540:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=-4
1.5541:0:d=2021050100:PRMSL:mean sea level:240 hour fcst:ENS=-4
1.5542:0:d=2021050100:TCDC:surface:240 hour fcst:ENS=-4
1.5543:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=-4
1.5544:0:d=2021050100:VGRD:10 m above ground:243 hour fcst:ENS=-4
1.5545:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=-4
1.5546:0:d=2021050100:RH:2 m above ground:243 hour fcst:ENS=-4
1.5547:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=-4
1.5548:0:d=2021050100:PRMSL:mean sea level:243 hour fcst:ENS=-4
1.5549:0:d=2021050100:TCDC:surface:243 hour fcst:ENS=-4
1.5550:0:d=2021050100:UGRD:10 m above ground:246 hour fcst:ENS=-4
1.5551:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=-4
1.5552:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=-4
1.5553:0:d=2021050100:RH:2 m above ground:246 hour fcst:ENS=-4
1.5554:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=-4
1.5555:0:d=2021050100:PRMSL:mean sea level:246 hour fcst:ENS=-4
1.5556:0:d=2021050100:TCDC:surface:246 hour fcst:ENS=-4
1.5557:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=-4
1.5558:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=-4
1.5559:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=-4
1.5560:0:d=2021050100:RH:2 m above ground:249 hour fcst:ENS=-4
1.5561:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=-4
1.5562:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=-4
1.5563:0:d=2021050100:TCDC:surface:249 hour fcst:ENS=-4
1.5564:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=-4
1.5565:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=-4
1.5566:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=-4
1.5567:0:d=2021050100:RH:2 m above ground:252 hour fcst:ENS=-4
1.5568:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=-4
1.5569:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=-4
1.5570:0:d=2021050100:TCDC:surface:252 hour fcst:ENS=-4
1.5571:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=-4
1.5572:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=-4
1.5573:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=-4
1.5574:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=-4
1.5575:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=-4
1.5576:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=-4
1.5577:0:d=2021050100:TCDC:surface:255 hour fcst:ENS=-4
1.5578:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-4
1.5579:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=-4
1.5580:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=-4
1.5581:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=-4
1.5582:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=-4
1.5583:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=-4
1.5584:0:d=2021050100:TCDC:surface:258 hour fcst:ENS=-4
1.5585:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-4
1.5586:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=-4
1.5587:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=-4
1.5588:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=-4
1.5589:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=-4
1.5590:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=-4
1.5591:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=-4
1.5592:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-4
1.5593:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=-4
1.5594:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=-4
1.5595:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=-4
1.5596:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-4
1.5597:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=-4
1.5598:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=-4
1.5599:0:d=2021050100:UGRD:10 m above ground:anl:ENS=+5
1.5600:0:d=2021050100:VGRD:10 m above ground:anl:ENS=+5
1.5601:0:d=2021050100:TMP:2 m above ground:anl:ENS=+5
1.5602:0:d=2021050100:RH:2 m above ground:anl:ENS=+5
1.5603:0:d=2021050100:PRMSL:mean sea level:anl:ENS=+5
1.5604:0:d=2021050100:TCDC:surface:anl:ENS=+5
1.5605:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=+5
1.5606:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=+5
1.5607:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=+5
1.5608:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=+5
1.5609:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=+5
1.5610:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=+5
1.5611:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=+5
1.5612:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=+5
1.5613:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=+5
1.5614:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=+5
1.5615:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=+5
1.5616:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=+5
1.5617:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=+5
1.5618:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=+5
1.5619:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=+5
1.5620:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=+5
1.5621:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+5
1.5622:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=+5
1.5623:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=+5
1.5624:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=+5
1.5625:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=+5
1.5626:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+5
1.5627:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=+5
1.5628:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=+5
1.5629:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=+5
1.5630:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=+5
1.5631:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=+5
1.5632:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=+5
1.5633:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=+5
1.5634:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=+5
1.5635:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=+5
1.5636:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=+5
1.5637:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=+5
1.5638:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=+5
1.5639:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=+5
1.5640:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=+5
1.5641:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=+5
1.5642:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+5
1.5643:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=+5
1.5644:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=+5
1.5645:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=+5
1.5646:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=+5
1.5647:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=+5
1.5648:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=+5
1.5649:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=+5
1.5650:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=+5
1.5651:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=+5
1.5652:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=+5
1.5653:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=+5
1.5654:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=+5
1.5655:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=+5
1.5656:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=+5
1.5657:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=+5
1.5658:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=+5
1.5659:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=+5
1.5660:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=+5
1.5661:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=+5
1.5662:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=+5
1.5663:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=+5
1.5664:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=+5
1.5665:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=+5
1.5666:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=+5
1.5667:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=+5
1.5668:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=+5
1.5669:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=+5
1.5670:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=+5
1.5671:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=+5
1.5672:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=+5
1.5673:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=+5
1.5674:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=+5
1.5675:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=+5
1.5676:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=+5
1.5677:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=+5
1.5678:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=+5
1.5679:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=+5
1.5680:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=+5
1.5681:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=+5
1.5682:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=+5
1.5683:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=+5
1.5684:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=+5
1.5685:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=+5
1.5686:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=+5
1.5687:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=+5
1.5688:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=+5
1.5689:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=+5
1.5690:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+5
1.5691:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=+5
1.5692:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=+5
1.5693:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+5
1.5694:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=+5
1.5695:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=+5
1.5696:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=+5
1.5697:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+5
1.5698:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+5
1.5699:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=+5
1.5700:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=+5
1.5701:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=+5
1.5702:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=+5
1.5703:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=+5
1.5704:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+5
1.5705:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+5
1.5706:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=+5
1.5707:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=+5
1.5708:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=+5
1.5709:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=+5
1.5710:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+5
1.5711:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+5
1.5712:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+5
1.5713:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=+5
1.5714:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+5
1.5715:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+5
1.5716:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=+5
1.5717:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+5
1.5718:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+5
1.5719:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+5
1.5720:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=+5
1.5721:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+5
1.5722:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+5
1.5723:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=+5
1.5724:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+5
1.5725:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+5
1.5726:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+5
1.5727:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=+5
1.5728:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+5
1.5729:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+5
1.5730:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=+5
1.5731:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+5
1.5732:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+5
1.5733:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+5
1.5734:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=+5
1.5735:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+5
1.5736:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+5
1.5737:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=+5
1.5738:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+5
1.5739:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+5
1.5740:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+5
1.5741:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=+5
1.5742:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+5
1.5743:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+5
1.5744:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=+5
1.5745:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+5
1.5746:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+5
1.5747:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+5
1.5748:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=+5
1.5749:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+5
1.5750:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+5
1.5751:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=+5
1.5752:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+5
1.5753:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+5
1.5754:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+5
1.5755:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=+5
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1.5759:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+5
1.5760:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+5
1.5761:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+5
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1.5763:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+5
1.5764:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+5
1.5765:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+5
1.5766:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+5
1.5767:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+5
1.5768:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+5
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1.5770:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+5
1.5771:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+5
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1.5773:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+5
1.5774:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+5
1.5775:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+5
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1.5777:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+5
1.5778:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+5
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1.5780:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+5
1.5781:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+5
1.5782:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+5
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1.5784:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+5
1.5785:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+5
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1.5787:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+5
1.5788:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+5
1.5789:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+5
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1.5791:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+5
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1.5794:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+5
1.5795:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+5
1.5796:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+5
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1.5798:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+5
1.5799:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=+5
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1.5801:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+5
1.5802:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+5
1.5803:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+5
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1.5805:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+5
1.5806:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=+5
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1.5808:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+5
1.5809:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+5
1.5810:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+5
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1.5812:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+5
1.5813:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=+5
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1.5815:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=+5
1.5816:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+5
1.5817:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+5
1.5818:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=+5
1.5819:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+5
1.5820:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=+5
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1.5822:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+5
1.5823:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+5
1.5824:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+5
1.5825:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=+5
1.5826:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+5
1.5827:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=+5
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1.5829:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=+5
1.5830:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+5
1.5831:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+5
1.5832:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=+5
1.5833:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=+5
1.5834:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=+5
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1.5836:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+5
1.5837:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=+5
1.5838:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=+5
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1.5840:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=+5
1.5841:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=+5
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1.5843:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+5
1.5844:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=+5
1.5845:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+5
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1.5847:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=+5
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1.5850:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=+5
1.5851:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+5
1.5852:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+5
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1.5854:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=+5
1.5855:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=+5
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1.5857:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+5
1.5858:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+5
1.5859:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+5
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1.5861:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=+5
1.5862:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=+5
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1.5864:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+5
1.5865:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+5
1.5866:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=+5
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1.5868:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=+5
1.5869:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=+5
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1.5871:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=+5
1.5872:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=+5
1.5873:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=+5
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1.5875:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=+5
1.5876:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=+5
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1.5878:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=+5
1.5879:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=+5
1.5880:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=+5
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1.5882:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=+5
1.5883:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=+5
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1.5885:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=+5
1.5886:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=+5
1.5887:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=+5
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1.5889:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=+5
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1.5892:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=+5
1.5893:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=+5
1.5894:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=+5
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1.5896:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=+5
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1.5899:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=+5
1.5900:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=+5
1.5901:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=+5
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1.5906:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=+5
1.5907:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=+5
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1.5910:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=+5
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1.5913:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=+5
1.5914:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=+5
1.5915:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=+5
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1.5920:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=+5
1.5921:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=+5
1.5922:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=+5
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1.5924:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=+5
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1.5927:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=+5
1.5928:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=+5
1.5929:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=+5
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1.5934:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=+5
1.5935:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=+5
1.5936:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=+5
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1.5938:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=+5
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1.5941:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=+5
1.5942:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=+5
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1.5948:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=+5
1.5949:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=+5
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1.5977:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=+5
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1.5990:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=+5
1.5991:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=+5
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1.6211:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+5
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1.6214:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+5
1.6215:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+5
1.6216:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+5
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1.6218:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+5
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1.6234:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-5
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1.6241:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-5
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1.6248:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-5
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1.6252:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-5
1.6253:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-5
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1.6255:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-5
1.6256:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-5
1.6257:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-5
1.6258:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=-5
1.6259:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-5
1.6260:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-5
1.6261:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-5
1.6262:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-5
1.6263:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-5
1.6264:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-5
1.6265:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-5
1.6266:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-5
1.6267:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-5
1.6268:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-5
1.6269:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-5
1.6270:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-5
1.6271:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-5
1.6272:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-5
1.6273:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-5
1.6274:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-5
1.6275:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=-5
1.6276:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-5
1.6277:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-5
1.6278:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-5
1.6279:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-5
1.6280:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-5
1.6281:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-5
1.6282:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=-5
1.6283:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-5
1.6284:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-5
1.6285:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-5
1.6286:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-5
1.6287:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-5
1.6288:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=-5
1.6289:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=-5
1.6290:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-5
1.6291:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-5
1.6292:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-5
1.6293:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=-5
1.6294:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-5
1.6295:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-5
1.6296:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=-5
1.6297:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-5
1.6298:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-5
1.6299:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-5
1.6300:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=-5
1.6301:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-5
1.6302:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-5
1.6303:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=-5
1.6304:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-5
1.6305:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-5
1.6306:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-5
1.6307:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=-5
1.6308:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-5
1.6309:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=-5
1.6310:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=-5
1.6311:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-5
1.6312:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-5
1.6313:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-5
1.6314:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-5
1.6315:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-5
1.6316:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-5
1.6317:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=-5
1.6318:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-5
1.6319:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-5
1.6320:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-5
1.6321:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=-5
1.6322:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-5
1.6323:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=-5
1.6324:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=-5
1.6325:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-5
1.6326:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=-5
1.6327:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=-5
1.6328:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=-5
1.6329:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=-5
1.6330:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=-5
1.6331:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=-5
1.6332:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-5
1.6333:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-5
1.6334:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-5
1.6335:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=-5
1.6336:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-5
1.6337:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=-5
1.6338:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=-5
1.6339:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-5
1.6340:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-5
1.6341:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-5
1.6342:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=-5
1.6343:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-5
1.6344:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=-5
1.6345:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=-5
1.6346:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-5
1.6347:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-5
1.6348:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-5
1.6349:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=-5
1.6350:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-5
1.6351:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=-5
1.6352:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=-5
1.6353:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-5
1.6354:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-5
1.6355:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-5
1.6356:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=-5
1.6357:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-5
1.6358:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-5
1.6359:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=-5
1.6360:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-5
1.6361:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-5
1.6362:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-5
1.6363:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=-5
1.6364:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-5
1.6365:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-5
1.6366:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=-5
1.6367:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-5
1.6368:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-5
1.6369:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-5
1.6370:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-5
1.6371:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-5
1.6372:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-5
1.6373:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=-5
1.6374:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-5
1.6375:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-5
1.6376:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-5
1.6377:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-5
1.6378:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-5
1.6379:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-5
1.6380:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=-5
1.6381:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-5
1.6382:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-5
1.6383:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-5
1.6384:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-5
1.6385:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-5
1.6386:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-5
1.6387:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-5
1.6388:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-5
1.6389:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-5
1.6390:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-5
1.6391:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-5
1.6392:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-5
1.6393:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-5
1.6394:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-5
1.6395:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-5
1.6396:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-5
1.6397:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-5
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1.6399:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-5
1.6400:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-5
1.6401:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-5
1.6402:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-5
1.6403:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-5
1.6404:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-5
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1.6406:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-5
1.6407:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-5
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1.6409:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-5
1.6410:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-5
1.6411:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-5
1.6412:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-5
1.6413:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-5
1.6414:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-5
1.6415:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=-5
1.6416:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-5
1.6417:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-5
1.6418:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-5
1.6419:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-5
1.6420:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-5
1.6421:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-5
1.6422:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=-5
1.6423:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-5
1.6424:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-5
1.6425:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-5
1.6426:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-5
1.6427:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-5
1.6428:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-5
1.6429:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-5
1.6430:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-5
1.6431:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-5
1.6432:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-5
1.6433:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=-5
1.6434:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-5
1.6435:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-5
1.6436:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-5
1.6437:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-5
1.6438:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-5
1.6439:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-5
1.6440:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-5
1.6441:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-5
1.6442:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-5
1.6443:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=-5
1.6444:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-5
1.6445:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-5
1.6446:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-5
1.6447:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=-5
1.6448:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-5
1.6449:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-5
1.6450:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=-5
1.6451:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-5
1.6452:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-5
1.6453:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-5
1.6454:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=-5
1.6455:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-5
1.6456:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=-5
1.6457:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=-5
1.6458:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-5
1.6459:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-5
1.6460:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-5
1.6461:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=-5
1.6462:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-5
1.6463:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=-5
1.6464:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=-5
1.6465:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-5
1.6466:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-5
1.6467:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-5
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1.6469:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-5
1.6470:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=-5
1.6471:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=-5
1.6472:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-5
1.6473:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-5
1.6474:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-5
1.6475:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=-5
1.6476:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-5
1.6477:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=-5
1.6478:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=-5
1.6479:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-5
1.6480:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-5
1.6481:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-5
1.6482:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=-5
1.6483:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=-5
1.6484:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=-5
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1.6486:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-5
1.6487:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-5
1.6488:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=-5
1.6489:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=-5
1.6490:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-5
1.6491:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=-5
1.6492:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=-5
1.6493:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-5
1.6494:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-5
1.6495:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-5
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1.6497:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-5
1.6498:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=-5
1.6499:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=-5
1.6500:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-5
1.6501:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-5
1.6502:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-5
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1.6504:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-5
1.6505:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=-5
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1.6507:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-5
1.6508:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-5
1.6509:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-5
1.6510:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=-5
1.6511:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-5
1.6512:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=-5
1.6513:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=-5
1.6514:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-5
1.6515:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-5
1.6516:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-5
1.6517:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=-5
1.6518:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-5
1.6519:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=-5
1.6520:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=-5
1.6521:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-5
1.6522:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-5
1.6523:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=-5
1.6524:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=-5
1.6525:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=-5
1.6526:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=-5
1.6527:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=-5
1.6528:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-5
1.6529:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-5
1.6530:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=-5
1.6531:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=-5
1.6532:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=-5
1.6533:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=-5
1.6534:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=-5
1.6535:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-5
1.6536:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-5
1.6537:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=-5
1.6538:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=-5
1.6539:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=-5
1.6540:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=-5
1.6541:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=-5
1.6542:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-5
1.6543:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-5
1.6544:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=-5
1.6545:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=-5
1.6546:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-5
1.6547:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=-5
1.6548:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=-5
1.6549:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-5
1.6550:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=-5
1.6551:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=-5
1.6552:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=-5
1.6553:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=-5
1.6554:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=-5
1.6555:0:d=2021050100:TCDC:surface:141 hour fcst:ENS=-5
1.6556:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=-5
1.6557:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=-5
1.6558:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=-5
1.6559:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=-5
1.6560:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-5
1.6561:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=-5
1.6562:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=-5
1.6563:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=-5
1.6564:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=-5
1.6565:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=-5
1.6566:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=-5
1.6567:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=-5
1.6568:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=-5
1.6569:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=-5
1.6570:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=-5
1.6571:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=-5
1.6572:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=-5
1.6573:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=-5
1.6574:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=-5
1.6575:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=-5
1.6576:0:d=2021050100:TCDC:surface:150 hour fcst:ENS=-5
1.6577:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=-5
1.6578:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-5
1.6579:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=-5
1.6580:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=-5
1.6581:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=-5
1.6582:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=-5
1.6583:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=-5
1.6584:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=-5
1.6585:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=-5
1.6586:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-5
1.6587:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=-5
1.6588:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=-5
1.6589:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=-5
1.6590:0:d=2021050100:TCDC:surface:156 hour fcst:ENS=-5
1.6591:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=-5
1.6592:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=-5
1.6593:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=-5
1.6594:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=-5
1.6595:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=-5
1.6596:0:d=2021050100:PRMSL:mean sea level:159 hour fcst:ENS=-5
1.6597:0:d=2021050100:TCDC:surface:159 hour fcst:ENS=-5
1.6598:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-5
1.6599:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=-5
1.6600:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=-5
1.6601:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=-5
1.6602:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=-5
1.6603:0:d=2021050100:PRMSL:mean sea level:162 hour fcst:ENS=-5
1.6604:0:d=2021050100:TCDC:surface:162 hour fcst:ENS=-5
1.6605:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-5
1.6606:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=-5
1.6607:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=-5
1.6608:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=-5
1.6609:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=-5
1.6610:0:d=2021050100:PRMSL:mean sea level:165 hour fcst:ENS=-5
1.6611:0:d=2021050100:TCDC:surface:165 hour fcst:ENS=-5
1.6612:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-5
1.6613:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=-5
1.6614:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=-5
1.6615:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=-5
1.6616:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-5
1.6617:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=-5
1.6618:0:d=2021050100:TCDC:surface:168 hour fcst:ENS=-5
1.6619:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-5
1.6620:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=-5
1.6621:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=-5
1.6622:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=-5
1.6623:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=-5
1.6624:0:d=2021050100:PRMSL:mean sea level:171 hour fcst:ENS=-5
1.6625:0:d=2021050100:TCDC:surface:171 hour fcst:ENS=-5
1.6626:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=-5
1.6627:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=-5
1.6628:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=-5
1.6629:0:d=2021050100:RH:2 m above ground:174 hour fcst:ENS=-5
1.6630:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=-5
1.6631:0:d=2021050100:PRMSL:mean sea level:174 hour fcst:ENS=-5
1.6632:0:d=2021050100:TCDC:surface:174 hour fcst:ENS=-5
1.6633:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=-5
1.6634:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=-5
1.6635:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=-5
1.6636:0:d=2021050100:RH:2 m above ground:177 hour fcst:ENS=-5
1.6637:0:d=2021050100:APCP:surface:0-177 hour acc fcst:ENS=-5
1.6638:0:d=2021050100:PRMSL:mean sea level:177 hour fcst:ENS=-5
1.6639:0:d=2021050100:TCDC:surface:177 hour fcst:ENS=-5
1.6640:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-5
1.6641:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=-5
1.6642:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=-5
1.6643:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=-5
1.6644:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=-5
1.6645:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=-5
1.6646:0:d=2021050100:TCDC:surface:180 hour fcst:ENS=-5
1.6647:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=-5
1.6648:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=-5
1.6649:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=-5
1.6650:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=-5
1.6651:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=-5
1.6652:0:d=2021050100:PRMSL:mean sea level:183 hour fcst:ENS=-5
1.6653:0:d=2021050100:TCDC:surface:183 hour fcst:ENS=-5
1.6654:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=-5
1.6655:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=-5
1.6656:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=-5
1.6657:0:d=2021050100:RH:2 m above ground:186 hour fcst:ENS=-5
1.6658:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=-5
1.6659:0:d=2021050100:PRMSL:mean sea level:186 hour fcst:ENS=-5
1.6660:0:d=2021050100:TCDC:surface:186 hour fcst:ENS=-5
1.6661:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=-5
1.6662:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=-5
1.6663:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=-5
1.6664:0:d=2021050100:RH:2 m above ground:189 hour fcst:ENS=-5
1.6665:0:d=2021050100:APCP:surface:0-189 hour acc fcst:ENS=-5
1.6666:0:d=2021050100:PRMSL:mean sea level:189 hour fcst:ENS=-5
1.6667:0:d=2021050100:TCDC:surface:189 hour fcst:ENS=-5
1.6668:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=-5
1.6669:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=-5
1.6670:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-5
1.6671:0:d=2021050100:RH:2 m above ground:192 hour fcst:ENS=-5
1.6672:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-5
1.6673:0:d=2021050100:PRMSL:mean sea level:192 hour fcst:ENS=-5
1.6674:0:d=2021050100:TCDC:surface:192 hour fcst:ENS=-5
1.6675:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=-5
1.6676:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=-5
1.6677:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=-5
1.6678:0:d=2021050100:RH:2 m above ground:195 hour fcst:ENS=-5
1.6679:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=-5
1.6680:0:d=2021050100:PRMSL:mean sea level:195 hour fcst:ENS=-5
1.6681:0:d=2021050100:TCDC:surface:195 hour fcst:ENS=-5
1.6682:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=-5
1.6683:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=-5
1.6684:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=-5
1.6685:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=-5
1.6686:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=-5
1.6687:0:d=2021050100:PRMSL:mean sea level:198 hour fcst:ENS=-5
1.6688:0:d=2021050100:TCDC:surface:198 hour fcst:ENS=-5
1.6689:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=-5
1.6690:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=-5
1.6691:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=-5
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1.6693:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=-5
1.6694:0:d=2021050100:PRMSL:mean sea level:201 hour fcst:ENS=-5
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1.6696:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=-5
1.6697:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=-5
1.6698:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=-5
1.6699:0:d=2021050100:RH:2 m above ground:204 hour fcst:ENS=-5
1.6700:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=-5
1.6701:0:d=2021050100:PRMSL:mean sea level:204 hour fcst:ENS=-5
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1.6703:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-5
1.6704:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-5
1.6705:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=-5
1.6706:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=-5
1.6707:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=-5
1.6708:0:d=2021050100:PRMSL:mean sea level:207 hour fcst:ENS=-5
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1.6710:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=-5
1.6711:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=-5
1.6712:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=-5
1.6713:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=-5
1.6714:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=-5
1.6715:0:d=2021050100:PRMSL:mean sea level:210 hour fcst:ENS=-5
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1.6717:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=-5
1.6718:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=-5
1.6719:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=-5
1.6720:0:d=2021050100:RH:2 m above ground:213 hour fcst:ENS=-5
1.6721:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=-5
1.6722:0:d=2021050100:PRMSL:mean sea level:213 hour fcst:ENS=-5
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1.6724:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-5
1.6725:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=-5
1.6726:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=-5
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1.6728:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=-5
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1.6731:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=-5
1.6732:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=-5
1.6733:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=-5
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1.6738:0:d=2021050100:UGRD:10 m above ground:222 hour fcst:ENS=-5
1.6739:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=-5
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1.6746:0:d=2021050100:VGRD:10 m above ground:225 hour fcst:ENS=-5
1.6747:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=-5
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1.6749:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=-5
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1.6829:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-5
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1.6831:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=-5
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1.6836:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-5
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1.6838:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=-5
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1.6840:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-5
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1.6863:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=+6
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1.6865:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+6
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1.6870:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+6
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1.6962:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+6
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1.6969:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+6
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1.6975:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+6
1.6976:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+6
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1.6989:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+6
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1.6993:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+6
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1.7000:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+6
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1.7004:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+6
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1.7263:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=+6
1.7264:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=+6
1.7265:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=+6
1.7266:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=+6
1.7267:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=+6
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1.7269:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=+6
1.7270:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=+6
1.7271:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=+6
1.7272:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=+6
1.7273:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=+6
1.7274:0:d=2021050100:PRMSL:mean sea level:183 hour fcst:ENS=+6
1.7275:0:d=2021050100:TCDC:surface:183 hour fcst:ENS=+6
1.7276:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=+6
1.7277:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=+6
1.7278:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=+6
1.7279:0:d=2021050100:RH:2 m above ground:186 hour fcst:ENS=+6
1.7280:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=+6
1.7281:0:d=2021050100:PRMSL:mean sea level:186 hour fcst:ENS=+6
1.7282:0:d=2021050100:TCDC:surface:186 hour fcst:ENS=+6
1.7283:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=+6
1.7284:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=+6
1.7285:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=+6
1.7286:0:d=2021050100:RH:2 m above ground:189 hour fcst:ENS=+6
1.7287:0:d=2021050100:APCP:surface:0-189 hour acc fcst:ENS=+6
1.7288:0:d=2021050100:PRMSL:mean sea level:189 hour fcst:ENS=+6
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1.7290:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=+6
1.7291:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=+6
1.7292:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=+6
1.7293:0:d=2021050100:RH:2 m above ground:192 hour fcst:ENS=+6
1.7294:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=+6
1.7295:0:d=2021050100:PRMSL:mean sea level:192 hour fcst:ENS=+6
1.7296:0:d=2021050100:TCDC:surface:192 hour fcst:ENS=+6
1.7297:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=+6
1.7298:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=+6
1.7299:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=+6
1.7300:0:d=2021050100:RH:2 m above ground:195 hour fcst:ENS=+6
1.7301:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=+6
1.7302:0:d=2021050100:PRMSL:mean sea level:195 hour fcst:ENS=+6
1.7303:0:d=2021050100:TCDC:surface:195 hour fcst:ENS=+6
1.7304:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=+6
1.7305:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=+6
1.7306:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=+6
1.7307:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=+6
1.7308:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=+6
1.7309:0:d=2021050100:PRMSL:mean sea level:198 hour fcst:ENS=+6
1.7310:0:d=2021050100:TCDC:surface:198 hour fcst:ENS=+6
1.7311:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=+6
1.7312:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=+6
1.7313:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=+6
1.7314:0:d=2021050100:RH:2 m above ground:201 hour fcst:ENS=+6
1.7315:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=+6
1.7316:0:d=2021050100:PRMSL:mean sea level:201 hour fcst:ENS=+6
1.7317:0:d=2021050100:TCDC:surface:201 hour fcst:ENS=+6
1.7318:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=+6
1.7319:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=+6
1.7320:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=+6
1.7321:0:d=2021050100:RH:2 m above ground:204 hour fcst:ENS=+6
1.7322:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=+6
1.7323:0:d=2021050100:PRMSL:mean sea level:204 hour fcst:ENS=+6
1.7324:0:d=2021050100:TCDC:surface:204 hour fcst:ENS=+6
1.7325:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=+6
1.7326:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=+6
1.7327:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=+6
1.7328:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=+6
1.7329:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=+6
1.7330:0:d=2021050100:PRMSL:mean sea level:207 hour fcst:ENS=+6
1.7331:0:d=2021050100:TCDC:surface:207 hour fcst:ENS=+6
1.7332:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=+6
1.7333:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=+6
1.7334:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=+6
1.7335:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=+6
1.7336:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=+6
1.7337:0:d=2021050100:PRMSL:mean sea level:210 hour fcst:ENS=+6
1.7338:0:d=2021050100:TCDC:surface:210 hour fcst:ENS=+6
1.7339:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=+6
1.7340:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=+6
1.7341:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=+6
1.7342:0:d=2021050100:RH:2 m above ground:213 hour fcst:ENS=+6
1.7343:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=+6
1.7344:0:d=2021050100:PRMSL:mean sea level:213 hour fcst:ENS=+6
1.7345:0:d=2021050100:TCDC:surface:213 hour fcst:ENS=+6
1.7346:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=+6
1.7347:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=+6
1.7348:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=+6
1.7349:0:d=2021050100:RH:2 m above ground:216 hour fcst:ENS=+6
1.7350:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=+6
1.7351:0:d=2021050100:PRMSL:mean sea level:216 hour fcst:ENS=+6
1.7352:0:d=2021050100:TCDC:surface:216 hour fcst:ENS=+6
1.7353:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=+6
1.7354:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=+6
1.7355:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=+6
1.7356:0:d=2021050100:RH:2 m above ground:219 hour fcst:ENS=+6
1.7357:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=+6
1.7358:0:d=2021050100:PRMSL:mean sea level:219 hour fcst:ENS=+6
1.7359:0:d=2021050100:TCDC:surface:219 hour fcst:ENS=+6
1.7360:0:d=2021050100:UGRD:10 m above ground:222 hour fcst:ENS=+6
1.7361:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=+6
1.7362:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=+6
1.7363:0:d=2021050100:RH:2 m above ground:222 hour fcst:ENS=+6
1.7364:0:d=2021050100:APCP:surface:0-222 hour acc fcst:ENS=+6
1.7365:0:d=2021050100:PRMSL:mean sea level:222 hour fcst:ENS=+6
1.7366:0:d=2021050100:TCDC:surface:222 hour fcst:ENS=+6
1.7367:0:d=2021050100:UGRD:10 m above ground:225 hour fcst:ENS=+6
1.7368:0:d=2021050100:VGRD:10 m above ground:225 hour fcst:ENS=+6
1.7369:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=+6
1.7370:0:d=2021050100:RH:2 m above ground:225 hour fcst:ENS=+6
1.7371:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=+6
1.7372:0:d=2021050100:PRMSL:mean sea level:225 hour fcst:ENS=+6
1.7373:0:d=2021050100:TCDC:surface:225 hour fcst:ENS=+6
1.7374:0:d=2021050100:UGRD:10 m above ground:228 hour fcst:ENS=+6
1.7375:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=+6
1.7376:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=+6
1.7377:0:d=2021050100:RH:2 m above ground:228 hour fcst:ENS=+6
1.7378:0:d=2021050100:APCP:surface:0-228 hour acc fcst:ENS=+6
1.7379:0:d=2021050100:PRMSL:mean sea level:228 hour fcst:ENS=+6
1.7380:0:d=2021050100:TCDC:surface:228 hour fcst:ENS=+6
1.7381:0:d=2021050100:UGRD:10 m above ground:231 hour fcst:ENS=+6
1.7382:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=+6
1.7383:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=+6
1.7384:0:d=2021050100:RH:2 m above ground:231 hour fcst:ENS=+6
1.7385:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=+6
1.7386:0:d=2021050100:PRMSL:mean sea level:231 hour fcst:ENS=+6
1.7387:0:d=2021050100:TCDC:surface:231 hour fcst:ENS=+6
1.7388:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=+6
1.7389:0:d=2021050100:VGRD:10 m above ground:234 hour fcst:ENS=+6
1.7390:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=+6
1.7391:0:d=2021050100:RH:2 m above ground:234 hour fcst:ENS=+6
1.7392:0:d=2021050100:APCP:surface:0-234 hour acc fcst:ENS=+6
1.7393:0:d=2021050100:PRMSL:mean sea level:234 hour fcst:ENS=+6
1.7394:0:d=2021050100:TCDC:surface:234 hour fcst:ENS=+6
1.7395:0:d=2021050100:UGRD:10 m above ground:237 hour fcst:ENS=+6
1.7396:0:d=2021050100:VGRD:10 m above ground:237 hour fcst:ENS=+6
1.7397:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=+6
1.7398:0:d=2021050100:RH:2 m above ground:237 hour fcst:ENS=+6
1.7399:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=+6
1.7400:0:d=2021050100:PRMSL:mean sea level:237 hour fcst:ENS=+6
1.7401:0:d=2021050100:TCDC:surface:237 hour fcst:ENS=+6
1.7402:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=+6
1.7403:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=+6
1.7404:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=+6
1.7405:0:d=2021050100:RH:2 m above ground:240 hour fcst:ENS=+6
1.7406:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=+6
1.7407:0:d=2021050100:PRMSL:mean sea level:240 hour fcst:ENS=+6
1.7408:0:d=2021050100:TCDC:surface:240 hour fcst:ENS=+6
1.7409:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=+6
1.7410:0:d=2021050100:VGRD:10 m above ground:243 hour fcst:ENS=+6
1.7411:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=+6
1.7412:0:d=2021050100:RH:2 m above ground:243 hour fcst:ENS=+6
1.7413:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=+6
1.7414:0:d=2021050100:PRMSL:mean sea level:243 hour fcst:ENS=+6
1.7415:0:d=2021050100:TCDC:surface:243 hour fcst:ENS=+6
1.7416:0:d=2021050100:UGRD:10 m above ground:246 hour fcst:ENS=+6
1.7417:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=+6
1.7418:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=+6
1.7419:0:d=2021050100:RH:2 m above ground:246 hour fcst:ENS=+6
1.7420:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=+6
1.7421:0:d=2021050100:PRMSL:mean sea level:246 hour fcst:ENS=+6
1.7422:0:d=2021050100:TCDC:surface:246 hour fcst:ENS=+6
1.7423:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=+6
1.7424:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=+6
1.7425:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=+6
1.7426:0:d=2021050100:RH:2 m above ground:249 hour fcst:ENS=+6
1.7427:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=+6
1.7428:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=+6
1.7429:0:d=2021050100:TCDC:surface:249 hour fcst:ENS=+6
1.7430:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+6
1.7431:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+6
1.7432:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+6
1.7433:0:d=2021050100:RH:2 m above ground:252 hour fcst:ENS=+6
1.7434:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+6
1.7435:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=+6
1.7436:0:d=2021050100:TCDC:surface:252 hour fcst:ENS=+6
1.7437:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+6
1.7438:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+6
1.7439:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+6
1.7440:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=+6
1.7441:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+6
1.7442:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=+6
1.7443:0:d=2021050100:TCDC:surface:255 hour fcst:ENS=+6
1.7444:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+6
1.7445:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+6
1.7446:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+6
1.7447:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=+6
1.7448:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+6
1.7449:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+6
1.7450:0:d=2021050100:TCDC:surface:258 hour fcst:ENS=+6
1.7451:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+6
1.7452:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+6
1.7453:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+6
1.7454:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=+6
1.7455:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+6
1.7456:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+6
1.7457:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=+6
1.7458:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+6
1.7459:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+6
1.7460:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+6
1.7461:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+6
1.7462:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+6
1.7463:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+6
1.7464:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=+6
1.7465:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-6
1.7466:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-6
1.7467:0:d=2021050100:TMP:2 m above ground:anl:ENS=-6
1.7468:0:d=2021050100:RH:2 m above ground:anl:ENS=-6
1.7469:0:d=2021050100:PRMSL:mean sea level:anl:ENS=-6
1.7470:0:d=2021050100:TCDC:surface:anl:ENS=-6
1.7471:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-6
1.7472:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-6
1.7473:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-6
1.7474:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=-6
1.7475:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-6
1.7476:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-6
1.7477:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=-6
1.7478:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-6
1.7479:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-6
1.7480:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-6
1.7481:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=-6
1.7482:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-6
1.7483:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-6
1.7484:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=-6
1.7485:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-6
1.7486:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-6
1.7487:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-6
1.7488:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=-6
1.7489:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-6
1.7490:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-6
1.7491:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=-6
1.7492:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-6
1.7493:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-6
1.7494:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-6
1.7495:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=-6
1.7496:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-6
1.7497:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-6
1.7498:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-6
1.7499:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-6
1.7500:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-6
1.7501:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-6
1.7502:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=-6
1.7503:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-6
1.7504:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-6
1.7505:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-6
1.7506:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-6
1.7507:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-6
1.7508:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-6
1.7509:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-6
1.7510:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-6
1.7511:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-6
1.7512:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-6
1.7513:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-6
1.7514:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-6
1.7515:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-6
1.7516:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-6
1.7517:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-6
1.7518:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-6
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1.7520:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-6
1.7521:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-6
1.7522:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-6
1.7523:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-6
1.7524:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-6
1.7525:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-6
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1.7527:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-6
1.7528:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-6
1.7529:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-6
1.7530:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-6
1.7531:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-6
1.7532:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=-6
1.7533:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=-6
1.7534:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-6
1.7535:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-6
1.7536:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-6
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1.7538:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-6
1.7539:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-6
1.7540:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=-6
1.7541:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-6
1.7542:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-6
1.7543:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-6
1.7544:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=-6
1.7545:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-6
1.7546:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-6
1.7547:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=-6
1.7548:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-6
1.7549:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-6
1.7550:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-6
1.7551:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=-6
1.7552:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-6
1.7553:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=-6
1.7554:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=-6
1.7555:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-6
1.7556:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-6
1.7557:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-6
1.7558:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-6
1.7559:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-6
1.7560:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-6
1.7561:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=-6
1.7562:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-6
1.7563:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-6
1.7564:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-6
1.7565:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=-6
1.7566:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-6
1.7567:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=-6
1.7568:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=-6
1.7569:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-6
1.7570:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=-6
1.7571:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=-6
1.7572:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=-6
1.7573:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=-6
1.7574:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=-6
1.7575:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=-6
1.7576:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-6
1.7577:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-6
1.7578:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-6
1.7579:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=-6
1.7580:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-6
1.7581:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=-6
1.7582:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=-6
1.7583:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-6
1.7584:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-6
1.7585:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-6
1.7586:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=-6
1.7587:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-6
1.7588:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=-6
1.7589:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=-6
1.7590:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-6
1.7591:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-6
1.7592:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-6
1.7593:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=-6
1.7594:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-6
1.7595:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=-6
1.7596:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=-6
1.7597:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-6
1.7598:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-6
1.7599:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-6
1.7600:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=-6
1.7601:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-6
1.7602:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-6
1.7603:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=-6
1.7604:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-6
1.7605:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-6
1.7606:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-6
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1.7608:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-6
1.7609:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-6
1.7610:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=-6
1.7611:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-6
1.7612:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-6
1.7613:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-6
1.7614:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-6
1.7615:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-6
1.7616:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-6
1.7617:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=-6
1.7618:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-6
1.7619:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-6
1.7620:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-6
1.7621:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-6
1.7622:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-6
1.7623:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-6
1.7624:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=-6
1.7625:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-6
1.7626:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-6
1.7627:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-6
1.7628:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-6
1.7629:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-6
1.7630:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-6
1.7631:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-6
1.7632:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-6
1.7633:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-6
1.7634:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-6
1.7635:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-6
1.7636:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-6
1.7637:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-6
1.7638:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-6
1.7639:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-6
1.7640:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-6
1.7641:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-6
1.7642:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-6
1.7643:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-6
1.7644:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-6
1.7645:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-6
1.7646:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-6
1.7647:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-6
1.7648:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-6
1.7649:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-6
1.7650:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-6
1.7651:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-6
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1.7653:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-6
1.7654:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-6
1.7655:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-6
1.7656:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-6
1.7657:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-6
1.7658:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-6
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1.7660:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-6
1.7661:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-6
1.7662:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-6
1.7663:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-6
1.7664:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-6
1.7665:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-6
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1.7667:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-6
1.7668:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-6
1.7669:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-6
1.7670:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-6
1.7671:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-6
1.7672:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-6
1.7673:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-6
1.7674:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-6
1.7675:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-6
1.7676:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-6
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1.7678:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-6
1.7679:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-6
1.7680:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-6
1.7681:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-6
1.7682:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-6
1.7683:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-6
1.7684:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-6
1.7685:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-6
1.7686:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-6
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1.7688:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-6
1.7689:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-6
1.7690:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-6
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1.7692:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-6
1.7693:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-6
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1.7695:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-6
1.7696:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-6
1.7697:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-6
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1.7699:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-6
1.7700:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=-6
1.7701:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=-6
1.7702:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-6
1.7703:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-6
1.7704:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-6
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1.7706:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-6
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1.7709:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-6
1.7710:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-6
1.7711:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-6
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1.7713:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-6
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1.7716:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-6
1.7717:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-6
1.7718:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-6
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1.7720:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-6
1.7721:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=-6
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1.7723:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-6
1.7724:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-6
1.7725:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-6
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1.7727:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=-6
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1.7730:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-6
1.7731:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-6
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1.7734:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-6
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1.7737:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-6
1.7738:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-6
1.7739:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-6
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1.7741:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-6
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1.7744:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-6
1.7745:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-6
1.7746:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-6
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1.7748:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-6
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1.7751:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-6
1.7752:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-6
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1.7755:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-6
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1.7758:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-6
1.7759:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-6
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1.7762:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-6
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1.7765:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-6
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1.7780:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-6
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1.7786:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-6
1.7787:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-6
1.7788:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=-6
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1.7790:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-6
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1.7793:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-6
1.7794:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=-6
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1.7800:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=-6
1.7801:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=-6
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1.7814:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=-6
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1.7822:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-6
1.7823:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=-6
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1.7829:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=-6
1.7830:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-6
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1.7836:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=-6
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1.7842:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-6
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1.7849:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-6
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1.7863:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-6
1.7864:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=-6
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1.7870:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=-6
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1.8073:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-6
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1.8080:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-6
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1.8100:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=+7
1.8101:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=+7
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1.8109:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+7
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1.8114:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+7
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1.8121:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=+7
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1.8123:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=+7
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1.8128:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=+7
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1.8130:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+7
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1.8135:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=+7
1.8136:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=+7
1.8137:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=+7
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1.8144:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=+7
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1.8146:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=+7
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1.8149:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=+7
1.8150:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=+7
1.8151:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=+7
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1.8158:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=+7
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1.8160:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=+7
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1.8170:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=+7
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1.8178:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+7
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1.8181:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+7
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1.8185:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+7
1.8186:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+7
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1.8188:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=+7
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1.8191:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=+7
1.8192:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+7
1.8193:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+7
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1.8195:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=+7
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1.8198:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+7
1.8199:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+7
1.8200:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+7
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1.8202:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+7
1.8203:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+7
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1.8205:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+7
1.8206:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+7
1.8207:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+7
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1.8209:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+7
1.8210:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+7
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1.8212:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+7
1.8213:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+7
1.8214:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+7
1.8215:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=+7
1.8216:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+7
1.8217:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+7
1.8218:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=+7
1.8219:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+7
1.8220:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+7
1.8221:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+7
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1.8223:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+7
1.8224:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+7
1.8225:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=+7
1.8226:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+7
1.8227:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+7
1.8228:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+7
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1.8230:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+7
1.8231:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+7
1.8232:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=+7
1.8233:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+7
1.8234:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+7
1.8235:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+7
1.8236:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=+7
1.8237:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+7
1.8238:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+7
1.8239:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=+7
1.8240:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+7
1.8241:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+7
1.8242:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+7
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1.8244:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+7
1.8245:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+7
1.8246:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=+7
1.8247:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+7
1.8248:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+7
1.8249:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+7
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1.8251:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+7
1.8252:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+7
1.8253:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+7
1.8254:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+7
1.8255:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+7
1.8256:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+7
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1.8258:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+7
1.8259:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+7
1.8260:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=+7
1.8261:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+7
1.8262:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+7
1.8263:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+7
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1.8265:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+7
1.8266:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+7
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1.8268:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+7
1.8269:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+7
1.8270:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+7
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1.8272:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+7
1.8273:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+7
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1.8527:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=+7
1.8528:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=+7
1.8529:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=+7
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1.8534:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=+7
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1.8536:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=+7
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1.8538:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=+7
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1.8541:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=+7
1.8542:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=+7
1.8543:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=+7
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1.8545:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=+7
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1.8549:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=+7
1.8550:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=+7
1.8551:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=+7
1.8552:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=+7
1.8553:0:d=2021050100:PRMSL:mean sea level:198 hour fcst:ENS=+7
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1.8555:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=+7
1.8556:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=+7
1.8557:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=+7
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1.8559:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=+7
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1.8562:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=+7
1.8563:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=+7
1.8564:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=+7
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1.8566:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=+7
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1.8569:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=+7
1.8570:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=+7
1.8571:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=+7
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1.8573:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=+7
1.8574:0:d=2021050100:PRMSL:mean sea level:207 hour fcst:ENS=+7
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1.8576:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=+7
1.8577:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=+7
1.8578:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=+7
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1.8580:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=+7
1.8581:0:d=2021050100:PRMSL:mean sea level:210 hour fcst:ENS=+7
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1.8583:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=+7
1.8584:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=+7
1.8585:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=+7
1.8586:0:d=2021050100:RH:2 m above ground:213 hour fcst:ENS=+7
1.8587:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=+7
1.8588:0:d=2021050100:PRMSL:mean sea level:213 hour fcst:ENS=+7
1.8589:0:d=2021050100:TCDC:surface:213 hour fcst:ENS=+7
1.8590:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=+7
1.8591:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=+7
1.8592:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=+7
1.8593:0:d=2021050100:RH:2 m above ground:216 hour fcst:ENS=+7
1.8594:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=+7
1.8595:0:d=2021050100:PRMSL:mean sea level:216 hour fcst:ENS=+7
1.8596:0:d=2021050100:TCDC:surface:216 hour fcst:ENS=+7
1.8597:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=+7
1.8598:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=+7
1.8599:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=+7
1.8600:0:d=2021050100:RH:2 m above ground:219 hour fcst:ENS=+7
1.8601:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=+7
1.8602:0:d=2021050100:PRMSL:mean sea level:219 hour fcst:ENS=+7
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1.8604:0:d=2021050100:UGRD:10 m above ground:222 hour fcst:ENS=+7
1.8605:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=+7
1.8606:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=+7
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1.8608:0:d=2021050100:APCP:surface:0-222 hour acc fcst:ENS=+7
1.8609:0:d=2021050100:PRMSL:mean sea level:222 hour fcst:ENS=+7
1.8610:0:d=2021050100:TCDC:surface:222 hour fcst:ENS=+7
1.8611:0:d=2021050100:UGRD:10 m above ground:225 hour fcst:ENS=+7
1.8612:0:d=2021050100:VGRD:10 m above ground:225 hour fcst:ENS=+7
1.8613:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=+7
1.8614:0:d=2021050100:RH:2 m above ground:225 hour fcst:ENS=+7
1.8615:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=+7
1.8616:0:d=2021050100:PRMSL:mean sea level:225 hour fcst:ENS=+7
1.8617:0:d=2021050100:TCDC:surface:225 hour fcst:ENS=+7
1.8618:0:d=2021050100:UGRD:10 m above ground:228 hour fcst:ENS=+7
1.8619:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=+7
1.8620:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=+7
1.8621:0:d=2021050100:RH:2 m above ground:228 hour fcst:ENS=+7
1.8622:0:d=2021050100:APCP:surface:0-228 hour acc fcst:ENS=+7
1.8623:0:d=2021050100:PRMSL:mean sea level:228 hour fcst:ENS=+7
1.8624:0:d=2021050100:TCDC:surface:228 hour fcst:ENS=+7
1.8625:0:d=2021050100:UGRD:10 m above ground:231 hour fcst:ENS=+7
1.8626:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=+7
1.8627:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=+7
1.8628:0:d=2021050100:RH:2 m above ground:231 hour fcst:ENS=+7
1.8629:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=+7
1.8630:0:d=2021050100:PRMSL:mean sea level:231 hour fcst:ENS=+7
1.8631:0:d=2021050100:TCDC:surface:231 hour fcst:ENS=+7
1.8632:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=+7
1.8633:0:d=2021050100:VGRD:10 m above ground:234 hour fcst:ENS=+7
1.8634:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=+7
1.8635:0:d=2021050100:RH:2 m above ground:234 hour fcst:ENS=+7
1.8636:0:d=2021050100:APCP:surface:0-234 hour acc fcst:ENS=+7
1.8637:0:d=2021050100:PRMSL:mean sea level:234 hour fcst:ENS=+7
1.8638:0:d=2021050100:TCDC:surface:234 hour fcst:ENS=+7
1.8639:0:d=2021050100:UGRD:10 m above ground:237 hour fcst:ENS=+7
1.8640:0:d=2021050100:VGRD:10 m above ground:237 hour fcst:ENS=+7
1.8641:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=+7
1.8642:0:d=2021050100:RH:2 m above ground:237 hour fcst:ENS=+7
1.8643:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=+7
1.8644:0:d=2021050100:PRMSL:mean sea level:237 hour fcst:ENS=+7
1.8645:0:d=2021050100:TCDC:surface:237 hour fcst:ENS=+7
1.8646:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=+7
1.8647:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=+7
1.8648:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=+7
1.8649:0:d=2021050100:RH:2 m above ground:240 hour fcst:ENS=+7
1.8650:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=+7
1.8651:0:d=2021050100:PRMSL:mean sea level:240 hour fcst:ENS=+7
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1.8653:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=+7
1.8654:0:d=2021050100:VGRD:10 m above ground:243 hour fcst:ENS=+7
1.8655:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=+7
1.8656:0:d=2021050100:RH:2 m above ground:243 hour fcst:ENS=+7
1.8657:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=+7
1.8658:0:d=2021050100:PRMSL:mean sea level:243 hour fcst:ENS=+7
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1.8660:0:d=2021050100:UGRD:10 m above ground:246 hour fcst:ENS=+7
1.8661:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=+7
1.8662:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=+7
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1.8664:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=+7
1.8665:0:d=2021050100:PRMSL:mean sea level:246 hour fcst:ENS=+7
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1.8667:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=+7
1.8668:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=+7
1.8669:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=+7
1.8670:0:d=2021050100:RH:2 m above ground:249 hour fcst:ENS=+7
1.8671:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=+7
1.8672:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=+7
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1.8674:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+7
1.8675:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+7
1.8676:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+7
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1.8678:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+7
1.8679:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=+7
1.8680:0:d=2021050100:TCDC:surface:252 hour fcst:ENS=+7
1.8681:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+7
1.8682:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+7
1.8683:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+7
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1.8685:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+7
1.8686:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=+7
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1.8688:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+7
1.8689:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+7
1.8690:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+7
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1.8692:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+7
1.8693:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+7
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1.8695:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+7
1.8696:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+7
1.8697:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+7
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1.8699:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+7
1.8700:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+7
1.8701:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=+7
1.8702:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+7
1.8703:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+7
1.8704:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+7
1.8705:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+7
1.8706:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+7
1.8707:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+7
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1.8709:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-7
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1.8715:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-7
1.8716:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-7
1.8717:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-7
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1.8719:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-7
1.8720:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-7
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1.8722:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-7
1.8723:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-7
1.8724:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-7
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1.8726:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-7
1.8727:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-7
1.8728:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=-7
1.8729:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-7
1.8730:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-7
1.8731:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-7
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1.8733:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-7
1.8734:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-7
1.8735:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=-7
1.8736:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-7
1.8737:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-7
1.8738:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-7
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1.8740:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-7
1.8741:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-7
1.8742:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-7
1.8743:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-7
1.8744:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-7
1.8745:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-7
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1.8747:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-7
1.8748:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-7
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1.8750:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-7
1.8751:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-7
1.8752:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-7
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1.8754:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-7
1.8755:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-7
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1.8757:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-7
1.8758:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-7
1.8759:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-7
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1.8761:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-7
1.8762:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-7
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1.8764:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-7
1.8765:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-7
1.8766:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-7
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1.8768:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-7
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1.8771:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-7
1.8772:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-7
1.8773:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-7
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1.8785:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-7
1.8786:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-7
1.8787:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-7
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1.8789:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-7
1.8790:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-7
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1.8792:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-7
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1.8799:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-7
1.8800:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-7
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1.8806:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-7
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1.8813:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-7
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1.8827:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-7
1.8828:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-7
1.8829:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-7
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1.8834:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-7
1.8835:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-7
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1.8841:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-7
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1.8848:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-7
1.8849:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-7
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1.8852:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-7
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1.8855:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-7
1.8856:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-7
1.8857:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-7
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1.8859:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-7
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1.8862:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-7
1.8863:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-7
1.8864:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-7
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1.8866:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-7
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1.8869:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-7
1.8870:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-7
1.8871:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-7
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1.8873:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-7
1.8874:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-7
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1.8876:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-7
1.8877:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-7
1.8878:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-7
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1.8880:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-7
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1.8883:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-7
1.8884:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-7
1.8885:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-7
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1.8887:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-7
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1.8890:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-7
1.8891:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-7
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1.8894:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-7
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1.8897:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-7
1.8898:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-7
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1.8901:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-7
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1.8904:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-7
1.8905:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-7
1.8906:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-7
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1.8908:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-7
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1.8911:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-7
1.8912:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-7
1.8913:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-7
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1.8915:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-7
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1.8918:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-7
1.8919:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-7
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1.8922:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-7
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1.8925:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-7
1.8926:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-7
1.8927:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-7
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1.8932:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-7
1.8933:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-7
1.8934:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-7
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1.8936:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-7
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1.8939:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-7
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1.8960:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-7
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1.9303:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=-7
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1.9317:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-7
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1.9324:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-7
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1.9365:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=+8
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1.9421:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=+8
1.9422:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+8
1.9423:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=+8
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1.9425:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+8
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1.9429:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+8
1.9430:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+8
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1.9436:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+8
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1.9443:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+8
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1.9449:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+8
1.9450:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+8
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1.9456:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+8
1.9457:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+8
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1.9460:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+8
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1.9463:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+8
1.9464:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+8
1.9465:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+8
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1.9467:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+8
1.9468:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+8
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1.9470:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+8
1.9471:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+8
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1.9474:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+8
1.9475:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+8
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1.9477:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+8
1.9478:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+8
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1.9481:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+8
1.9482:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+8
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1.9484:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+8
1.9485:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+8
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1.9488:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+8
1.9489:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+8
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1.9491:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+8
1.9492:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+8
1.9493:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+8
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1.9495:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+8
1.9496:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+8
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1.9498:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+8
1.9499:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+8
1.9500:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+8
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1.9502:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+8
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1.9506:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+8
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1.9512:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+8
1.9513:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+8
1.9514:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+8
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1.9516:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+8
1.9517:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+8
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1.9519:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+8
1.9520:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+8
1.9521:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+8
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1.9523:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+8
1.9524:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=+8
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1.9526:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+8
1.9527:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+8
1.9528:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+8
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1.9530:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+8
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1.9548:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+8
1.9549:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+8
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1.9551:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+8
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1.9554:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+8
1.9555:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+8
1.9556:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+8
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1.9558:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+8
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1.9562:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+8
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1.9572:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=+8
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1.9575:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+8
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1.9577:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+8
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1.9579:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=+8
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1.9583:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+8
1.9584:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+8
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1.9586:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=+8
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1.9589:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+8
1.9590:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+8
1.9591:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+8
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1.9593:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=+8
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1.9596:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+8
1.9597:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+8
1.9598:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=+8
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1.9600:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=+8
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1.9604:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=+8
1.9605:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=+8
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1.9610:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=+8
1.9611:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=+8
1.9612:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=+8
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1.9614:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=+8
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1.9617:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=+8
1.9618:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=+8
1.9619:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=+8
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1.9621:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=+8
1.9622:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=+8
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1.9624:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=+8
1.9625:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=+8
1.9626:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=+8
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1.9628:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=+8
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1.9631:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=+8
1.9632:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=+8
1.9633:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=+8
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1.9635:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=+8
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1.9638:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=+8
1.9639:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=+8
1.9640:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=+8
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1.9642:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=+8
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1.9645:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=+8
1.9646:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=+8
1.9647:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=+8
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1.9649:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=+8
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1.9653:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=+8
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1.9659:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=+8
1.9660:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=+8
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1.9666:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=+8
1.9667:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=+8
1.9668:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=+8
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1.9670:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=+8
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1.9723:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=+8
1.9724:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=+8
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1.9726:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=+8
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1.9730:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=+8
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1.10742:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+9
1.10743:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+9
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1.11839:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=+10
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1.13084:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=+11
1.13085:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+11
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1.13245:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+11
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1.13248:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+11
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1.13252:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+11
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1.13259:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+11
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1.13262:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+11
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1.13266:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+11
1.13267:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+11
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1.13269:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+11
1.13270:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=+11
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1.13272:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+11
1.13273:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+11
1.13274:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+11
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1.13276:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+11
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1.13280:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+11
1.13281:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+11
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1.13283:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+11
1.13284:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=+11
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1.13286:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+11
1.13287:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+11
1.13288:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+11
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1.13290:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+11
1.13291:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=+11
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1.13293:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=+11
1.13294:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+11
1.13295:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+11
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1.13297:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=+11
1.13298:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=+11
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1.13300:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+11
1.13301:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=+11
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1.13619:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=+11
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1.13623:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=+11
1.13624:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=+11
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1.13626:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=+11
1.13627:0:d=2021050100:PRMSL:mean sea level:240 hour fcst:ENS=+11
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1.13629:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=+11
1.13630:0:d=2021050100:VGRD:10 m above ground:243 hour fcst:ENS=+11
1.13631:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=+11
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1.13633:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=+11
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1.13637:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=+11
1.13638:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=+11
1.13639:0:d=2021050100:RH:2 m above ground:246 hour fcst:ENS=+11
1.13640:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=+11
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1.13643:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=+11
1.13644:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=+11
1.13645:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=+11
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1.13647:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=+11
1.13648:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=+11
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1.13650:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+11
1.13651:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+11
1.13652:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+11
1.13653:0:d=2021050100:RH:2 m above ground:252 hour fcst:ENS=+11
1.13654:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+11
1.13655:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=+11
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1.13657:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+11
1.13658:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+11
1.13659:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+11
1.13660:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=+11
1.13661:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+11
1.13662:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=+11
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1.13664:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+11
1.13665:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+11
1.13666:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+11
1.13667:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=+11
1.13668:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+11
1.13669:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+11
1.13670:0:d=2021050100:TCDC:surface:258 hour fcst:ENS=+11
1.13671:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+11
1.13672:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+11
1.13673:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+11
1.13674:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=+11
1.13675:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+11
1.13676:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+11
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1.13678:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+11
1.13679:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+11
1.13680:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+11
1.13681:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+11
1.13682:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+11
1.13683:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+11
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1.13685:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-11
1.13686:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-11
1.13687:0:d=2021050100:TMP:2 m above ground:anl:ENS=-11
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1.13692:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-11
1.13693:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-11
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1.13695:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-11
1.13696:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-11
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1.13698:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-11
1.13699:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-11
1.13700:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-11
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1.13702:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-11
1.13703:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-11
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1.13705:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-11
1.13706:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-11
1.13707:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-11
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1.13709:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-11
1.13710:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-11
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1.13712:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-11
1.13713:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-11
1.13714:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-11
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1.13716:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-11
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1.13719:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-11
1.13720:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-11
1.13721:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-11
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1.13723:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-11
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1.13726:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-11
1.13727:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-11
1.13728:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-11
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1.13730:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-11
1.13731:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-11
1.13732:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-11
1.13733:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-11
1.13734:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-11
1.13735:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-11
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1.13737:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-11
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1.13740:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-11
1.13741:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-11
1.13742:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-11
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1.13744:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-11
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1.13747:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-11
1.13748:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-11
1.13749:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-11
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1.13751:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-11
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1.13754:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-11
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1.13756:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-11
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1.13761:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-11
1.13762:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-11
1.13763:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-11
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1.13765:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-11
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1.13768:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-11
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1.13772:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-11
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1.13775:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-11
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1.13777:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-11
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1.13779:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-11
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1.13810:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-11
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1.13818:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-11
1.13819:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-11
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1.13822:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-11
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1.13824:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-11
1.13825:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-11
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1.13829:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-11
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1.13831:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-11
1.13832:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-11
1.13833:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-11
1.13834:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-11
1.13835:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-11
1.13836:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-11
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1.13838:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-11
1.13839:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-11
1.13840:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-11
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1.13842:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-11
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1.13845:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-11
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1.13850:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-11
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1.13852:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-11
1.13853:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-11
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1.13856:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-11
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1.13859:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-11
1.13860:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-11
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1.13866:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-11
1.13867:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-11
1.13868:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-11
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1.13870:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-11
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1.13874:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-11
1.13875:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-11
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1.13877:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-11
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1.13880:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-11
1.13881:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-11
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1.13884:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-11
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1.13887:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-11
1.13888:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-11
1.13889:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-11
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1.13891:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-11
1.13892:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-11
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1.13894:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-11
1.13895:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-11
1.13896:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-11
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1.13901:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-11
1.13902:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-11
1.13903:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-11
1.13904:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-11
1.13905:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-11
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1.13908:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-11
1.13909:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-11
1.13910:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-11
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1.13912:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-11
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1.13915:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-11
1.13916:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-11
1.13917:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-11
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1.13922:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-11
1.13923:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-11
1.13924:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-11
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1.13930:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-11
1.13931:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-11
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1.13933:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-11
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1.13938:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-11
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1.13940:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-11
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1.13959:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-11
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1.13968:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-11
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1.13971:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-11
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1.13978:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-11
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1.14010:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-11
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1.14024:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-11
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1.14062:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-11
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1.14076:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-11
1.14077:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=-11
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1.14080:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-11
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1.14083:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-11
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1.14090:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=-11
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1.14097:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=-11
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1.14104:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-11
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1.14132:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=-11
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1.14134:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-11
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1.14136:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-11
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1.14139:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=-11
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1.14146:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=-11
1.14147:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=-11
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1.14150:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=-11
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1.14160:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=-11
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1.14167:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-11
1.14168:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-11
1.14169:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=-11
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1.14171:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=-11
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1.14174:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=-11
1.14175:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=-11
1.14176:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=-11
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1.14181:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=-11
1.14182:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=-11
1.14183:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=-11
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1.14185:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=-11
1.14186:0:d=2021050100:PRMSL:mean sea level:213 hour fcst:ENS=-11
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1.14188:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-11
1.14189:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=-11
1.14190:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=-11
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1.14192:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=-11
1.14193:0:d=2021050100:PRMSL:mean sea level:216 hour fcst:ENS=-11
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1.14195:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=-11
1.14196:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=-11
1.14197:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=-11
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1.14199:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=-11
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1.14217:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=-11
1.14218:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=-11
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1.14223:0:d=2021050100:UGRD:10 m above ground:231 hour fcst:ENS=-11
1.14224:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=-11
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1.14230:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=-11
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1.14244:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=-11
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1.14248:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=-11
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1.14251:0:d=2021050100:UGRD:10 m above ground:243 hour fcst:ENS=-11
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1.14265:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=-11
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1.14269:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=-11
1.14270:0:d=2021050100:PRMSL:mean sea level:249 hour fcst:ENS=-11
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1.14272:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=-11
1.14273:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=-11
1.14274:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=-11
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1.14276:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=-11
1.14277:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=-11
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1.14279:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=-11
1.14280:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=-11
1.14281:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=-11
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1.14283:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=-11
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1.14286:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-11
1.14287:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=-11
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1.14293:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-11
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1.14297:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=-11
1.14298:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=-11
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1.14300:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-11
1.14301:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=-11
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1.14304:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-11
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1.14307:0:d=2021050100:UGRD:10 m above ground:anl:ENS=+12
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1.14315:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=+12
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1.14317:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=+12
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1.14320:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=+12
1.14321:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=+12
1.14322:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=+12
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1.14324:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=+12
1.14325:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=+12
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1.14328:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=+12
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1.14334:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+12
1.14335:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=+12
1.14336:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=+12
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1.14341:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=+12
1.14342:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=+12
1.14343:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=+12
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1.14345:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=+12
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1.14348:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=+12
1.14349:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=+12
1.14350:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+12
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1.14355:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=+12
1.14356:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=+12
1.14357:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=+12
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1.14359:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=+12
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1.14362:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=+12
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1.14364:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=+12
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1.14366:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=+12
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1.14369:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=+12
1.14370:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=+12
1.14371:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=+12
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1.14376:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=+12
1.14377:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=+12
1.14378:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=+12
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1.14380:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=+12
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1.14383:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=+12
1.14384:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=+12
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1.14390:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=+12
1.14391:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=+12
1.14392:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=+12
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1.14397:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=+12
1.14398:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+12
1.14399:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=+12
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1.14401:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+12
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1.14404:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=+12
1.14405:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+12
1.14406:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+12
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1.14411:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=+12
1.14412:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+12
1.14413:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+12
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1.14418:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+12
1.14419:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+12
1.14420:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+12
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1.14422:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+12
1.14423:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+12
1.14424:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=+12
1.14425:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+12
1.14426:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+12
1.14427:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+12
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1.14429:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+12
1.14430:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+12
1.14431:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=+12
1.14432:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+12
1.14433:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+12
1.14434:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+12
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1.14436:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+12
1.14437:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+12
1.14438:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=+12
1.14439:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+12
1.14440:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+12
1.14441:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+12
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1.14443:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+12
1.14444:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+12
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1.14446:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+12
1.14447:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+12
1.14448:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+12
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1.14450:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+12
1.14451:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+12
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1.14453:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+12
1.14454:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+12
1.14455:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+12
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1.14457:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+12
1.14458:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+12
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1.14460:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+12
1.14461:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+12
1.14462:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+12
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1.14464:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+12
1.14465:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+12
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1.14467:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+12
1.14468:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+12
1.14469:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+12
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1.14471:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+12
1.14472:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+12
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1.14474:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+12
1.14475:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+12
1.14476:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+12
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1.14478:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+12
1.14479:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+12
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1.14481:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+12
1.14482:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+12
1.14483:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+12
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1.14485:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+12
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1.14488:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+12
1.14489:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+12
1.14490:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+12
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1.14495:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+12
1.14496:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+12
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1.14499:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+12
1.14500:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=+12
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1.14502:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+12
1.14503:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+12
1.14504:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+12
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1.14506:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+12
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1.14509:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+12
1.14510:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+12
1.14511:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+12
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1.14516:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+12
1.14517:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+12
1.14518:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+12
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1.14520:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+12
1.14521:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=+12
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1.14523:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=+12
1.14524:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+12
1.14525:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+12
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1.14527:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=+12
1.14528:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=+12
1.14529:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=+12
1.14530:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=+12
1.14531:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+12
1.14532:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+12
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1.14534:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=+12
1.14535:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=+12
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1.14537:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=+12
1.14538:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+12
1.14539:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+12
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1.14541:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=+12
1.14542:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=+12
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1.14544:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+12
1.14545:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=+12
1.14546:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=+12
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1.14548:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=+12
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1.14551:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+12
1.14552:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=+12
1.14553:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+12
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1.14558:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=+12
1.14559:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+12
1.14560:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+12
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1.14565:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+12
1.14566:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+12
1.14567:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+12
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1.14569:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=+12
1.14570:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=+12
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1.14572:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+12
1.14573:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+12
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1.14870:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=+12
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1.14889:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=+12
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1.14894:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+12
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1.14896:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+12
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1.14901:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+12
1.14902:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+12
1.14903:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+12
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1.14905:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+12
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1.14909:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+12
1.14910:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+12
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1.14916:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+12
1.14917:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+12
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1.14919:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+12
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1.14922:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+12
1.14923:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+12
1.14924:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+12
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1.14926:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+12
1.14927:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+12
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1.14942:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-12
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1.14949:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-12
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1.14963:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-12
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1.14977:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-12
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1.15061:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-12
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1.15076:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-12
1.15077:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-12
1.15078:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-12
1.15079:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-12
1.15080:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-12
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1.15082:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-12
1.15083:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-12
1.15084:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-12
1.15085:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-12
1.15086:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-12
1.15087:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-12
1.15088:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=-12
1.15089:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-12
1.15090:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-12
1.15091:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-12
1.15092:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-12
1.15093:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-12
1.15094:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-12
1.15095:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-12
1.15096:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-12
1.15097:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-12
1.15098:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-12
1.15099:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-12
1.15100:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-12
1.15101:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-12
1.15102:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-12
1.15103:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-12
1.15104:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-12
1.15105:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-12
1.15106:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-12
1.15107:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-12
1.15108:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-12
1.15109:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-12
1.15110:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-12
1.15111:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-12
1.15112:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-12
1.15113:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-12
1.15114:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-12
1.15115:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-12
1.15116:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=-12
1.15117:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-12
1.15118:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-12
1.15119:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-12
1.15120:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-12
1.15121:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-12
1.15122:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-12
1.15123:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=-12
1.15124:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-12
1.15125:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-12
1.15126:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-12
1.15127:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-12
1.15128:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-12
1.15129:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-12
1.15130:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=-12
1.15131:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-12
1.15132:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-12
1.15133:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-12
1.15134:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-12
1.15135:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-12
1.15136:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-12
1.15137:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-12
1.15138:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-12
1.15139:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-12
1.15140:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-12
1.15141:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=-12
1.15142:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-12
1.15143:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-12
1.15144:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-12
1.15145:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-12
1.15146:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-12
1.15147:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-12
1.15148:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-12
1.15149:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-12
1.15150:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-12
1.15151:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=-12
1.15152:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-12
1.15153:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-12
1.15154:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-12
1.15155:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=-12
1.15156:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-12
1.15157:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-12
1.15158:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=-12
1.15159:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-12
1.15160:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-12
1.15161:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-12
1.15162:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=-12
1.15163:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-12
1.15164:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=-12
1.15165:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=-12
1.15166:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-12
1.15167:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-12
1.15168:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-12
1.15169:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=-12
1.15170:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-12
1.15171:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=-12
1.15172:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=-12
1.15173:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-12
1.15174:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-12
1.15175:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-12
1.15176:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=-12
1.15177:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-12
1.15178:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=-12
1.15179:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=-12
1.15180:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-12
1.15181:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-12
1.15182:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-12
1.15183:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=-12
1.15184:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-12
1.15185:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=-12
1.15186:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=-12
1.15187:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-12
1.15188:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-12
1.15189:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-12
1.15190:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=-12
1.15191:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=-12
1.15192:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=-12
1.15193:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=-12
1.15194:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-12
1.15195:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-12
1.15196:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=-12
1.15197:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=-12
1.15198:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-12
1.15199:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=-12
1.15200:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=-12
1.15201:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-12
1.15202:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-12
1.15203:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-12
1.15204:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=-12
1.15205:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-12
1.15206:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=-12
1.15207:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=-12
1.15208:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-12
1.15209:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-12
1.15210:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-12
1.15211:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=-12
1.15212:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-12
1.15213:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=-12
1.15214:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=-12
1.15215:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-12
1.15216:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-12
1.15217:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-12
1.15218:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=-12
1.15219:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-12
1.15220:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=-12
1.15221:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=-12
1.15222:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-12
1.15223:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-12
1.15224:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-12
1.15225:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=-12
1.15226:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-12
1.15227:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=-12
1.15228:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=-12
1.15229:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-12
1.15230:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-12
1.15231:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=-12
1.15232:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=-12
1.15233:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=-12
1.15234:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=-12
1.15235:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=-12
1.15236:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-12
1.15237:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-12
1.15238:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=-12
1.15239:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=-12
1.15240:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=-12
1.15241:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=-12
1.15242:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=-12
1.15243:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-12
1.15244:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-12
1.15245:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=-12
1.15246:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=-12
1.15247:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=-12
1.15248:0:d=2021050100:PRMSL:mean sea level:135 hour fcst:ENS=-12
1.15249:0:d=2021050100:TCDC:surface:135 hour fcst:ENS=-12
1.15250:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-12
1.15251:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-12
1.15252:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=-12
1.15253:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=-12
1.15254:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-12
1.15255:0:d=2021050100:PRMSL:mean sea level:138 hour fcst:ENS=-12
1.15256:0:d=2021050100:TCDC:surface:138 hour fcst:ENS=-12
1.15257:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-12
1.15258:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=-12
1.15259:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=-12
1.15260:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=-12
1.15261:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=-12
1.15262:0:d=2021050100:PRMSL:mean sea level:141 hour fcst:ENS=-12
1.15263:0:d=2021050100:TCDC:surface:141 hour fcst:ENS=-12
1.15264:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=-12
1.15265:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=-12
1.15266:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=-12
1.15267:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=-12
1.15268:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-12
1.15269:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=-12
1.15270:0:d=2021050100:TCDC:surface:144 hour fcst:ENS=-12
1.15271:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=-12
1.15272:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=-12
1.15273:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=-12
1.15274:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=-12
1.15275:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=-12
1.15276:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=-12
1.15277:0:d=2021050100:TCDC:surface:147 hour fcst:ENS=-12
1.15278:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=-12
1.15279:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=-12
1.15280:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=-12
1.15281:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=-12
1.15282:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=-12
1.15283:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=-12
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1.15285:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=-12
1.15286:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-12
1.15287:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=-12
1.15288:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=-12
1.15289:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=-12
1.15290:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=-12
1.15291:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=-12
1.15292:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=-12
1.15293:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=-12
1.15294:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-12
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1.15296:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=-12
1.15297:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=-12
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1.15299:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=-12
1.15300:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=-12
1.15301:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=-12
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1.15303:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=-12
1.15304:0:d=2021050100:PRMSL:mean sea level:159 hour fcst:ENS=-12
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1.15306:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-12
1.15307:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=-12
1.15308:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=-12
1.15309:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=-12
1.15310:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=-12
1.15311:0:d=2021050100:PRMSL:mean sea level:162 hour fcst:ENS=-12
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1.15313:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-12
1.15314:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=-12
1.15315:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=-12
1.15316:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=-12
1.15317:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=-12
1.15318:0:d=2021050100:PRMSL:mean sea level:165 hour fcst:ENS=-12
1.15319:0:d=2021050100:TCDC:surface:165 hour fcst:ENS=-12
1.15320:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-12
1.15321:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=-12
1.15322:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=-12
1.15323:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=-12
1.15324:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-12
1.15325:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=-12
1.15326:0:d=2021050100:TCDC:surface:168 hour fcst:ENS=-12
1.15327:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-12
1.15328:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=-12
1.15329:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=-12
1.15330:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=-12
1.15331:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=-12
1.15332:0:d=2021050100:PRMSL:mean sea level:171 hour fcst:ENS=-12
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1.15335:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=-12
1.15336:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=-12
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1.15339:0:d=2021050100:PRMSL:mean sea level:174 hour fcst:ENS=-12
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1.15341:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=-12
1.15342:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=-12
1.15343:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=-12
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1.15346:0:d=2021050100:PRMSL:mean sea level:177 hour fcst:ENS=-12
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1.15348:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-12
1.15349:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=-12
1.15350:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=-12
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1.15352:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=-12
1.15353:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=-12
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1.15355:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=-12
1.15356:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=-12
1.15357:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=-12
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1.15360:0:d=2021050100:PRMSL:mean sea level:183 hour fcst:ENS=-12
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1.15362:0:d=2021050100:UGRD:10 m above ground:186 hour fcst:ENS=-12
1.15363:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=-12
1.15364:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=-12
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1.15366:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=-12
1.15367:0:d=2021050100:PRMSL:mean sea level:186 hour fcst:ENS=-12
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1.15369:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=-12
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1.15374:0:d=2021050100:PRMSL:mean sea level:189 hour fcst:ENS=-12
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1.15376:0:d=2021050100:UGRD:10 m above ground:192 hour fcst:ENS=-12
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1.15378:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-12
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1.15380:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-12
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1.15383:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=-12
1.15384:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=-12
1.15385:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=-12
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1.15387:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=-12
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1.15390:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=-12
1.15391:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=-12
1.15392:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=-12
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1.15397:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=-12
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1.15399:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=-12
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1.15401:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=-12
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1.15404:0:d=2021050100:UGRD:10 m above ground:204 hour fcst:ENS=-12
1.15405:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=-12
1.15406:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=-12
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1.15411:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-12
1.15412:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-12
1.15413:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=-12
1.15414:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=-12
1.15415:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=-12
1.15416:0:d=2021050100:PRMSL:mean sea level:207 hour fcst:ENS=-12
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1.15418:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=-12
1.15419:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=-12
1.15420:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=-12
1.15421:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=-12
1.15422:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=-12
1.15423:0:d=2021050100:PRMSL:mean sea level:210 hour fcst:ENS=-12
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1.15425:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=-12
1.15426:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=-12
1.15427:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=-12
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1.15429:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=-12
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1.15432:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-12
1.15433:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=-12
1.15434:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=-12
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1.15436:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=-12
1.15437:0:d=2021050100:PRMSL:mean sea level:216 hour fcst:ENS=-12
1.15438:0:d=2021050100:TCDC:surface:216 hour fcst:ENS=-12
1.15439:0:d=2021050100:UGRD:10 m above ground:219 hour fcst:ENS=-12
1.15440:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=-12
1.15441:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=-12
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1.15443:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=-12
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1.15446:0:d=2021050100:UGRD:10 m above ground:222 hour fcst:ENS=-12
1.15447:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=-12
1.15448:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=-12
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1.15453:0:d=2021050100:UGRD:10 m above ground:225 hour fcst:ENS=-12
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1.15455:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=-12
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1.15457:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=-12
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1.15460:0:d=2021050100:UGRD:10 m above ground:228 hour fcst:ENS=-12
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1.15474:0:d=2021050100:UGRD:10 m above ground:234 hour fcst:ENS=-12
1.15475:0:d=2021050100:VGRD:10 m above ground:234 hour fcst:ENS=-12
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1.15488:0:d=2021050100:UGRD:10 m above ground:240 hour fcst:ENS=-12
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1.15511:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=-12
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1.15530:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-12
1.15531:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=-12
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1.15534:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=-12
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1.15537:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-12
1.15538:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=-12
1.15539:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=-12
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1.15544:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-12
1.15545:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=-12
1.15546:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=-12
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1.15548:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-12
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1.15559:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=+13
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1.15564:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=+13
1.15565:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=+13
1.15566:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=+13
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1.15568:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=+13
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1.15573:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+13
1.15574:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=+13
1.15575:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=+13
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1.15578:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+13
1.15579:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=+13
1.15580:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=+13
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1.15582:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=+13
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1.15586:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=+13
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1.16170:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+13
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1.16193:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-13
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1.16218:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-13
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1.16221:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-13
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1.16326:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-13
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1.16330:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-13
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1.16340:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-13
1.16341:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-13
1.16342:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-13
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1.16344:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-13
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1.16347:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-13
1.16348:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-13
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1.16354:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-13
1.16355:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-13
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1.16359:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-13
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1.16361:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-13
1.16362:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-13
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1.16365:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-13
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1.16368:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-13
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1.16382:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-13
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1.16389:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-13
1.16390:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-13
1.16391:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-13
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1.16397:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-13
1.16398:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-13
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1.16400:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-13
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1.16403:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-13
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1.16410:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-13
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1.16419:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-13
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1.16424:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-13
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1.16426:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-13
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1.16431:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-13
1.16432:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-13
1.16433:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-13
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1.16438:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-13
1.16439:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-13
1.16440:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=-13
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1.16442:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-13
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1.16445:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-13
1.16446:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-13
1.16447:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-13
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1.16449:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-13
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1.16452:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-13
1.16453:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-13
1.16454:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-13
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1.16456:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-13
1.16457:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=-13
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1.16459:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-13
1.16460:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-13
1.16461:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-13
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1.16466:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-13
1.16467:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-13
1.16468:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-13
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1.16470:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-13
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1.16473:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-13
1.16474:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-13
1.16475:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=-13
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1.16477:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=-13
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1.16480:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-13
1.16481:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-13
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1.16487:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-13
1.16488:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-13
1.16489:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=-13
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1.16494:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=-13
1.16495:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-13
1.16496:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=-13
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1.16498:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=-13
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1.16501:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=-13
1.16502:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=-13
1.16503:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=-13
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1.16510:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=-13
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1.16512:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-13
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1.16515:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=-13
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1.16530:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-13
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1.16536:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=-13
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1.16538:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-13
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1.16543:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=-13
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1.16550:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-13
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1.16557:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-13
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1.16564:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-13
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1.16592:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-13
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1.16594:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=-13
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1.16599:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=-13
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1.16622:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-13
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1.16624:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-13
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1.16627:0:d=2021050100:UGRD:10 m above ground:195 hour fcst:ENS=-13
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1.16655:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-13
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1.16662:0:d=2021050100:UGRD:10 m above ground:210 hour fcst:ENS=-13
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1.16676:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-13
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1.16678:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=-13
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1.16680:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=-13
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1.16733:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=-13
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1.16760:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=-13
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1.16774:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-13
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1.16781:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-13
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1.16795:0:d=2021050100:UGRD:10 m above ground:anl:ENS=+14
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1.16810:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=+14
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1.16816:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=+14
1.16817:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+14
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1.16823:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=+14
1.16824:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=+14
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1.16830:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=+14
1.16831:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=+14
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1.16838:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+14
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1.16845:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=+14
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1.17363:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=+14
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1.17372:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=+14
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1.17379:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=+14
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1.17384:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+14
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1.17386:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+14
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1.17390:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+14
1.17391:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+14
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1.17393:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+14
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1.17396:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+14
1.17397:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+14
1.17398:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+14
1.17399:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=+14
1.17400:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+14
1.17401:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+14
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1.17403:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+14
1.17404:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+14
1.17405:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+14
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1.17407:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+14
1.17408:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+14
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1.17410:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+14
1.17411:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+14
1.17412:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+14
1.17413:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+14
1.17414:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+14
1.17415:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+14
1.17416:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=+14
1.17417:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-14
1.17418:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-14
1.17419:0:d=2021050100:TMP:2 m above ground:anl:ENS=-14
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1.17421:0:d=2021050100:PRMSL:mean sea level:anl:ENS=-14
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1.17423:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-14
1.17424:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-14
1.17425:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-14
1.17426:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=-14
1.17427:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-14
1.17428:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-14
1.17429:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=-14
1.17430:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-14
1.17431:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-14
1.17432:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-14
1.17433:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=-14
1.17434:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-14
1.17435:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-14
1.17436:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=-14
1.17437:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-14
1.17438:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-14
1.17439:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-14
1.17440:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=-14
1.17441:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-14
1.17442:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-14
1.17443:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=-14
1.17444:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-14
1.17445:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-14
1.17446:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-14
1.17447:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=-14
1.17448:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-14
1.17449:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-14
1.17450:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-14
1.17451:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-14
1.17452:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-14
1.17453:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-14
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1.17455:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-14
1.17456:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-14
1.17457:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-14
1.17458:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-14
1.17459:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-14
1.17460:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-14
1.17461:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-14
1.17462:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-14
1.17463:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-14
1.17464:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-14
1.17465:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-14
1.17466:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-14
1.17467:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-14
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1.17469:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-14
1.17470:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-14
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1.17472:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-14
1.17473:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-14
1.17474:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-14
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1.17476:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-14
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1.17479:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-14
1.17480:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-14
1.17481:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-14
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1.17486:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-14
1.17487:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-14
1.17488:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-14
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1.17494:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-14
1.17495:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-14
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1.17500:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-14
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1.17507:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-14
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1.17509:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-14
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1.17511:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-14
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1.17514:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-14
1.17515:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-14
1.17516:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-14
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1.17532:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-14
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1.17535:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-14
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1.17539:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-14
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1.17542:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-14
1.17543:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-14
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1.17546:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-14
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1.17549:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-14
1.17550:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-14
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1.17556:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-14
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1.17560:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-14
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1.17563:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-14
1.17564:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-14
1.17565:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-14
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1.17570:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-14
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1.17577:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-14
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1.17579:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-14
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1.17581:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-14
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1.17584:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-14
1.17585:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-14
1.17586:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-14
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1.17588:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-14
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1.17591:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-14
1.17592:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-14
1.17593:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-14
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1.17595:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-14
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1.18849:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-15
1.18850:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-15
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1.19953:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-16
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1.19960:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-16
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1.21129:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+17
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1.21132:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+17
1.21133:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+17
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1.21135:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+17
1.21136:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+17
1.21137:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+17
1.21138:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=+17
1.21139:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+17
1.21140:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+17
1.21141:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=+17
1.21142:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+17
1.21143:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+17
1.21144:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+17
1.21145:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+17
1.21146:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+17
1.21147:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+17
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1.21162:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-17
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1.21169:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-17
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1.21176:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-17
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1.21183:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-17
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1.21190:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-17
1.21191:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-17
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1.21194:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-17
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1.21197:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-17
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1.21204:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-17
1.21205:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-17
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1.21208:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-17
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1.21211:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-17
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1.21218:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-17
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1.21288:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-17
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1.21295:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-17
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1.21302:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-17
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1.21309:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-17
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1.21323:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-17
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1.21330:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-17
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1.21337:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-17
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1.22015:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=+18
1.22016:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=+18
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1.22441:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-18
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1.26168:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-21
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1.26173:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-21
1.26174:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-21
1.26175:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-21
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1.26177:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-21
1.26178:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-21
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1.26180:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-21
1.26181:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-21
1.26182:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-21
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1.26184:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-21
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1.26187:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-21
1.26188:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-21
1.26189:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-21
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1.26191:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-21
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1.26194:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-21
1.26195:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-21
1.26196:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-21
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1.26198:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-21
1.26199:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-21
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1.26201:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-21
1.26202:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-21
1.26203:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-21
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1.26205:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-21
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1.26208:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-21
1.26209:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-21
1.26210:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-21
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1.26212:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-21
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1.26215:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-21
1.26216:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-21
1.26217:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-21
1.26218:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-21
1.26219:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-21
1.26220:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-21
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1.26222:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-21
1.26223:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-21
1.26224:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-21
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1.26226:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-21
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1.26229:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-21
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1.26236:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-21
1.26237:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-21
1.26238:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-21
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1.26240:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-21
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1.26243:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-21
1.26244:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-21
1.26245:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-21
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1.26247:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-21
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1.26250:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-21
1.26251:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-21
1.26252:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-21
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1.26254:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-21
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1.26257:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-21
1.26258:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-21
1.26259:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-21
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1.26261:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-21
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1.26264:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-21
1.26265:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-21
1.26266:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-21
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1.26268:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-21
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1.26271:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-21
1.26272:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-21
1.26273:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-21
1.26274:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-21
1.26275:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-21
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1.26278:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-21
1.26279:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-21
1.26280:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-21
1.26281:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-21
1.26282:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-21
1.26283:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-21
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1.26285:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-21
1.26286:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-21
1.26287:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-21
1.26288:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-21
1.26289:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-21
1.26290:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-21
1.26291:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-21
1.26292:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-21
1.26293:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-21
1.26294:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-21
1.26295:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-21
1.26296:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-21
1.26297:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-21
1.26298:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-21
1.26299:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-21
1.26300:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-21
1.26301:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-21
1.26302:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-21
1.26303:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-21
1.26304:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-21
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1.26306:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-21
1.26307:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-21
1.26308:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-21
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1.26310:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-21
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1.26313:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-21
1.26314:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-21
1.26315:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-21
1.26316:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-21
1.26317:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-21
1.26318:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-21
1.26319:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=-21
1.26320:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-21
1.26321:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-21
1.26322:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-21
1.26323:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-21
1.26324:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-21
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1.26327:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-21
1.26328:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-21
1.26329:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-21
1.26330:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-21
1.26331:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-21
1.26332:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-21
1.26333:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-21
1.26334:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-21
1.26335:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-21
1.26336:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-21
1.26337:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=-21
1.26338:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-21
1.26339:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-21
1.26340:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-21
1.26341:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-21
1.26342:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-21
1.26343:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-21
1.26344:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-21
1.26345:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-21
1.26346:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-21
1.26347:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=-21
1.26348:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-21
1.26349:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-21
1.26350:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-21
1.26351:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=-21
1.26352:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-21
1.26353:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-21
1.26354:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=-21
1.26355:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-21
1.26356:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-21
1.26357:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-21
1.26358:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=-21
1.26359:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-21
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1.26362:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-21
1.26363:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-21
1.26364:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-21
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1.26366:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-21
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1.26369:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-21
1.26370:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-21
1.26371:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-21
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1.26373:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-21
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1.26376:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-21
1.26377:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-21
1.26378:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-21
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1.26380:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-21
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1.26383:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-21
1.26384:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-21
1.26385:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-21
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1.26390:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-21
1.26391:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-21
1.26392:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=-21
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1.26394:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-21
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1.26397:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-21
1.26398:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-21
1.26399:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-21
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1.26401:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-21
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1.26404:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-21
1.26405:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-21
1.26406:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-21
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1.26408:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-21
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1.26411:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-21
1.26412:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-21
1.26413:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-21
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1.26415:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-21
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1.26418:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-21
1.26419:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-21
1.26420:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-21
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1.26422:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-21
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1.26685:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=-21
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1.26698:0:d=2021050100:UGRD:10 m above ground:246 hour fcst:ENS=-21
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1.26700:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=-21
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1.26702:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=-21
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1.26705:0:d=2021050100:UGRD:10 m above ground:249 hour fcst:ENS=-21
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1.26712:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=-21
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1.26726:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=-21
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1.26733:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=-21
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1.26735:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=-21
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1.26740:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=-21
1.26741:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=-21
1.26742:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=-21
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1.26744:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=-21
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1.26747:0:d=2021050100:UGRD:10 m above ground:anl:ENS=+22
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1.26755:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=+22
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1.26760:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=+22
1.26761:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=+22
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1.26767:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=+22
1.26768:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=+22
1.26769:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=+22
1.26770:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=+22
1.26771:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=+22
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1.26774:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=+22
1.26775:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=+22
1.26776:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=+22
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1.26782:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=+22
1.26783:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=+22
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1.26788:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=+22
1.26789:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=+22
1.26790:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=+22
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1.26796:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=+22
1.26797:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=+22
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1.26803:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=+22
1.26804:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=+22
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1.26806:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=+22
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1.26810:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=+22
1.26811:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=+22
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1.26818:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=+22
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1.26820:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=+22
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1.26824:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=+22
1.26825:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=+22
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1.26827:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=+22
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1.26830:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=+22
1.26831:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=+22
1.26832:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=+22
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1.26838:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=+22
1.26839:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=+22
1.26840:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=+22
1.26841:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=+22
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1.26844:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=+22
1.26845:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=+22
1.26846:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=+22
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1.26848:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=+22
1.26849:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=+22
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1.26852:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+22
1.26853:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=+22
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1.26855:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=+22
1.26856:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=+22
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1.26858:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=+22
1.26859:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=+22
1.26860:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=+22
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1.26862:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=+22
1.26863:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=+22
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1.26865:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+22
1.26866:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+22
1.26867:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+22
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1.26869:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=+22
1.26870:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=+22
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1.26872:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=+22
1.26873:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+22
1.26874:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=+22
1.26875:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=+22
1.26876:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=+22
1.26877:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=+22
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1.26879:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=+22
1.26880:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+22
1.26881:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=+22
1.26882:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=+22
1.26883:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=+22
1.26884:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=+22
1.26885:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=+22
1.26886:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+22
1.26887:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+22
1.26888:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=+22
1.26889:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=+22
1.26890:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=+22
1.26891:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=+22
1.26892:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=+22
1.26893:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+22
1.26894:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+22
1.26895:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+22
1.26896:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=+22
1.26897:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+22
1.26898:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+22
1.26899:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=+22
1.26900:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+22
1.26901:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+22
1.26902:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+22
1.26903:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=+22
1.26904:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+22
1.26905:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+22
1.26906:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=+22
1.26907:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+22
1.26908:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+22
1.26909:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+22
1.26910:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=+22
1.26911:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+22
1.26912:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+22
1.26913:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+22
1.26914:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+22
1.26915:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+22
1.26916:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+22
1.26917:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=+22
1.26918:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+22
1.26919:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+22
1.26920:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=+22
1.26921:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+22
1.26922:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+22
1.26923:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+22
1.26924:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=+22
1.26925:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+22
1.26926:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+22
1.26927:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=+22
1.26928:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+22
1.26929:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+22
1.26930:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+22
1.26931:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=+22
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1.26935:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+22
1.26936:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+22
1.26937:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+22
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1.26942:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+22
1.26943:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+22
1.26944:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+22
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1.26949:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+22
1.26950:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+22
1.26951:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+22
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1.26953:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+22
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1.26956:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+22
1.26957:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+22
1.26958:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+22
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1.26960:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+22
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1.26964:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=+22
1.26965:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=+22
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1.26971:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=+22
1.26972:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=+22
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1.26978:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=+22
1.26979:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=+22
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1.26984:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=+22
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1.26986:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=+22
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1.26993:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=+22
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1.26998:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=+22
1.26999:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=+22
1.27000:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=+22
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1.27002:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=+22
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1.27005:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=+22
1.27006:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=+22
1.27007:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=+22
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1.27012:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=+22
1.27013:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=+22
1.27014:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=+22
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1.27016:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=+22
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1.27019:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=+22
1.27020:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=+22
1.27021:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=+22
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1.27023:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=+22
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1.27026:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=+22
1.27027:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=+22
1.27028:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=+22
1.27029:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=+22
1.27030:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=+22
1.27031:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=+22
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1.27033:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=+22
1.27034:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=+22
1.27035:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=+22
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1.27040:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=+22
1.27041:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=+22
1.27042:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=+22
1.27043:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=+22
1.27044:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=+22
1.27045:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=+22
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1.27047:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=+22
1.27048:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=+22
1.27049:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=+22
1.27050:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=+22
1.27051:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=+22
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1.27054:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=+22
1.27055:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=+22
1.27056:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=+22
1.27057:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=+22
1.27058:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=+22
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1.27061:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=+22
1.27062:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=+22
1.27063:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=+22
1.27064:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=+22
1.27065:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=+22
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1.27068:0:d=2021050100:UGRD:10 m above ground:138 hour fcst:ENS=+22
1.27069:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=+22
1.27070:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=+22
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1.27072:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=+22
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1.27075:0:d=2021050100:UGRD:10 m above ground:141 hour fcst:ENS=+22
1.27076:0:d=2021050100:VGRD:10 m above ground:141 hour fcst:ENS=+22
1.27077:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=+22
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1.27079:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=+22
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1.27082:0:d=2021050100:UGRD:10 m above ground:144 hour fcst:ENS=+22
1.27083:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=+22
1.27084:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=+22
1.27085:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=+22
1.27086:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=+22
1.27087:0:d=2021050100:PRMSL:mean sea level:144 hour fcst:ENS=+22
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1.27089:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=+22
1.27090:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=+22
1.27091:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=+22
1.27092:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=+22
1.27093:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=+22
1.27094:0:d=2021050100:PRMSL:mean sea level:147 hour fcst:ENS=+22
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1.27096:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=+22
1.27097:0:d=2021050100:VGRD:10 m above ground:150 hour fcst:ENS=+22
1.27098:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=+22
1.27099:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=+22
1.27100:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=+22
1.27101:0:d=2021050100:PRMSL:mean sea level:150 hour fcst:ENS=+22
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1.27103:0:d=2021050100:UGRD:10 m above ground:153 hour fcst:ENS=+22
1.27104:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=+22
1.27105:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=+22
1.27106:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=+22
1.27107:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=+22
1.27108:0:d=2021050100:PRMSL:mean sea level:153 hour fcst:ENS=+22
1.27109:0:d=2021050100:TCDC:surface:153 hour fcst:ENS=+22
1.27110:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=+22
1.27111:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=+22
1.27112:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=+22
1.27113:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=+22
1.27114:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=+22
1.27115:0:d=2021050100:PRMSL:mean sea level:156 hour fcst:ENS=+22
1.27116:0:d=2021050100:TCDC:surface:156 hour fcst:ENS=+22
1.27117:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=+22
1.27118:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=+22
1.27119:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=+22
1.27120:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=+22
1.27121:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=+22
1.27122:0:d=2021050100:PRMSL:mean sea level:159 hour fcst:ENS=+22
1.27123:0:d=2021050100:TCDC:surface:159 hour fcst:ENS=+22
1.27124:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=+22
1.27125:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=+22
1.27126:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=+22
1.27127:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=+22
1.27128:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=+22
1.27129:0:d=2021050100:PRMSL:mean sea level:162 hour fcst:ENS=+22
1.27130:0:d=2021050100:TCDC:surface:162 hour fcst:ENS=+22
1.27131:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=+22
1.27132:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=+22
1.27133:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=+22
1.27134:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=+22
1.27135:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=+22
1.27136:0:d=2021050100:PRMSL:mean sea level:165 hour fcst:ENS=+22
1.27137:0:d=2021050100:TCDC:surface:165 hour fcst:ENS=+22
1.27138:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=+22
1.27139:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=+22
1.27140:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=+22
1.27141:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=+22
1.27142:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=+22
1.27143:0:d=2021050100:PRMSL:mean sea level:168 hour fcst:ENS=+22
1.27144:0:d=2021050100:TCDC:surface:168 hour fcst:ENS=+22
1.27145:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=+22
1.27146:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=+22
1.27147:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=+22
1.27148:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=+22
1.27149:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=+22
1.27150:0:d=2021050100:PRMSL:mean sea level:171 hour fcst:ENS=+22
1.27151:0:d=2021050100:TCDC:surface:171 hour fcst:ENS=+22
1.27152:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=+22
1.27153:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=+22
1.27154:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=+22
1.27155:0:d=2021050100:RH:2 m above ground:174 hour fcst:ENS=+22
1.27156:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=+22
1.27157:0:d=2021050100:PRMSL:mean sea level:174 hour fcst:ENS=+22
1.27158:0:d=2021050100:TCDC:surface:174 hour fcst:ENS=+22
1.27159:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=+22
1.27160:0:d=2021050100:VGRD:10 m above ground:177 hour fcst:ENS=+22
1.27161:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=+22
1.27162:0:d=2021050100:RH:2 m above ground:177 hour fcst:ENS=+22
1.27163:0:d=2021050100:APCP:surface:0-177 hour acc fcst:ENS=+22
1.27164:0:d=2021050100:PRMSL:mean sea level:177 hour fcst:ENS=+22
1.27165:0:d=2021050100:TCDC:surface:177 hour fcst:ENS=+22
1.27166:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=+22
1.27167:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=+22
1.27168:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=+22
1.27169:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=+22
1.27170:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=+22
1.27171:0:d=2021050100:PRMSL:mean sea level:180 hour fcst:ENS=+22
1.27172:0:d=2021050100:TCDC:surface:180 hour fcst:ENS=+22
1.27173:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=+22
1.27174:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=+22
1.27175:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=+22
1.27176:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=+22
1.27177:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=+22
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1.27195:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=+22
1.27196:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=+22
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1.27202:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=+22
1.27203:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=+22
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1.27209:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=+22
1.27210:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=+22
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1.27216:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=+22
1.27217:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=+22
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1.27223:0:d=2021050100:VGRD:10 m above ground:204 hour fcst:ENS=+22
1.27224:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=+22
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1.27230:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=+22
1.27231:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=+22
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1.27237:0:d=2021050100:VGRD:10 m above ground:210 hour fcst:ENS=+22
1.27238:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=+22
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1.27244:0:d=2021050100:VGRD:10 m above ground:213 hour fcst:ENS=+22
1.27245:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=+22
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1.27251:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=+22
1.27252:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=+22
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1.27254:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=+22
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1.27258:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=+22
1.27259:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=+22
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1.27265:0:d=2021050100:VGRD:10 m above ground:222 hour fcst:ENS=+22
1.27266:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=+22
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1.27272:0:d=2021050100:VGRD:10 m above ground:225 hour fcst:ENS=+22
1.27273:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=+22
1.27274:0:d=2021050100:RH:2 m above ground:225 hour fcst:ENS=+22
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1.27279:0:d=2021050100:VGRD:10 m above ground:228 hour fcst:ENS=+22
1.27280:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=+22
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1.27286:0:d=2021050100:VGRD:10 m above ground:231 hour fcst:ENS=+22
1.27287:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=+22
1.27288:0:d=2021050100:RH:2 m above ground:231 hour fcst:ENS=+22
1.27289:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=+22
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1.27293:0:d=2021050100:VGRD:10 m above ground:234 hour fcst:ENS=+22
1.27294:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=+22
1.27295:0:d=2021050100:RH:2 m above ground:234 hour fcst:ENS=+22
1.27296:0:d=2021050100:APCP:surface:0-234 hour acc fcst:ENS=+22
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1.27300:0:d=2021050100:VGRD:10 m above ground:237 hour fcst:ENS=+22
1.27301:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=+22
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1.27303:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=+22
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1.27307:0:d=2021050100:VGRD:10 m above ground:240 hour fcst:ENS=+22
1.27308:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=+22
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1.27310:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=+22
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1.27314:0:d=2021050100:VGRD:10 m above ground:243 hour fcst:ENS=+22
1.27315:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=+22
1.27316:0:d=2021050100:RH:2 m above ground:243 hour fcst:ENS=+22
1.27317:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=+22
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1.27321:0:d=2021050100:VGRD:10 m above ground:246 hour fcst:ENS=+22
1.27322:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=+22
1.27323:0:d=2021050100:RH:2 m above ground:246 hour fcst:ENS=+22
1.27324:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=+22
1.27325:0:d=2021050100:PRMSL:mean sea level:246 hour fcst:ENS=+22
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1.27328:0:d=2021050100:VGRD:10 m above ground:249 hour fcst:ENS=+22
1.27329:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=+22
1.27330:0:d=2021050100:RH:2 m above ground:249 hour fcst:ENS=+22
1.27331:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=+22
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1.27334:0:d=2021050100:UGRD:10 m above ground:252 hour fcst:ENS=+22
1.27335:0:d=2021050100:VGRD:10 m above ground:252 hour fcst:ENS=+22
1.27336:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+22
1.27337:0:d=2021050100:RH:2 m above ground:252 hour fcst:ENS=+22
1.27338:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=+22
1.27339:0:d=2021050100:PRMSL:mean sea level:252 hour fcst:ENS=+22
1.27340:0:d=2021050100:TCDC:surface:252 hour fcst:ENS=+22
1.27341:0:d=2021050100:UGRD:10 m above ground:255 hour fcst:ENS=+22
1.27342:0:d=2021050100:VGRD:10 m above ground:255 hour fcst:ENS=+22
1.27343:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=+22
1.27344:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=+22
1.27345:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=+22
1.27346:0:d=2021050100:PRMSL:mean sea level:255 hour fcst:ENS=+22
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1.27348:0:d=2021050100:UGRD:10 m above ground:258 hour fcst:ENS=+22
1.27349:0:d=2021050100:VGRD:10 m above ground:258 hour fcst:ENS=+22
1.27350:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=+22
1.27351:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=+22
1.27352:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=+22
1.27353:0:d=2021050100:PRMSL:mean sea level:258 hour fcst:ENS=+22
1.27354:0:d=2021050100:TCDC:surface:258 hour fcst:ENS=+22
1.27355:0:d=2021050100:UGRD:10 m above ground:261 hour fcst:ENS=+22
1.27356:0:d=2021050100:VGRD:10 m above ground:261 hour fcst:ENS=+22
1.27357:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=+22
1.27358:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=+22
1.27359:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=+22
1.27360:0:d=2021050100:PRMSL:mean sea level:261 hour fcst:ENS=+22
1.27361:0:d=2021050100:TCDC:surface:261 hour fcst:ENS=+22
1.27362:0:d=2021050100:UGRD:10 m above ground:264 hour fcst:ENS=+22
1.27363:0:d=2021050100:VGRD:10 m above ground:264 hour fcst:ENS=+22
1.27364:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=+22
1.27365:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=+22
1.27366:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+22
1.27367:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=+22
1.27368:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=+22
1.27369:0:d=2021050100:UGRD:10 m above ground:anl:ENS=-22
1.27370:0:d=2021050100:VGRD:10 m above ground:anl:ENS=-22
1.27371:0:d=2021050100:TMP:2 m above ground:anl:ENS=-22
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1.27373:0:d=2021050100:PRMSL:mean sea level:anl:ENS=-22
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1.27375:0:d=2021050100:UGRD:10 m above ground:3 hour fcst:ENS=-22
1.27376:0:d=2021050100:VGRD:10 m above ground:3 hour fcst:ENS=-22
1.27377:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=-22
1.27378:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=-22
1.27379:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=-22
1.27380:0:d=2021050100:PRMSL:mean sea level:3 hour fcst:ENS=-22
1.27381:0:d=2021050100:TCDC:surface:3 hour fcst:ENS=-22
1.27382:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-22
1.27383:0:d=2021050100:VGRD:10 m above ground:6 hour fcst:ENS=-22
1.27384:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=-22
1.27385:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=-22
1.27386:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=-22
1.27387:0:d=2021050100:PRMSL:mean sea level:6 hour fcst:ENS=-22
1.27388:0:d=2021050100:TCDC:surface:6 hour fcst:ENS=-22
1.27389:0:d=2021050100:UGRD:10 m above ground:9 hour fcst:ENS=-22
1.27390:0:d=2021050100:VGRD:10 m above ground:9 hour fcst:ENS=-22
1.27391:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=-22
1.27392:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=-22
1.27393:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=-22
1.27394:0:d=2021050100:PRMSL:mean sea level:9 hour fcst:ENS=-22
1.27395:0:d=2021050100:TCDC:surface:9 hour fcst:ENS=-22
1.27396:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-22
1.27397:0:d=2021050100:VGRD:10 m above ground:12 hour fcst:ENS=-22
1.27398:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=-22
1.27399:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=-22
1.27400:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=-22
1.27401:0:d=2021050100:PRMSL:mean sea level:12 hour fcst:ENS=-22
1.27402:0:d=2021050100:TCDC:surface:12 hour fcst:ENS=-22
1.27403:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-22
1.27404:0:d=2021050100:VGRD:10 m above ground:15 hour fcst:ENS=-22
1.27405:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=-22
1.27406:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=-22
1.27407:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=-22
1.27408:0:d=2021050100:PRMSL:mean sea level:15 hour fcst:ENS=-22
1.27409:0:d=2021050100:TCDC:surface:15 hour fcst:ENS=-22
1.27410:0:d=2021050100:UGRD:10 m above ground:18 hour fcst:ENS=-22
1.27411:0:d=2021050100:VGRD:10 m above ground:18 hour fcst:ENS=-22
1.27412:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=-22
1.27413:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=-22
1.27414:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=-22
1.27415:0:d=2021050100:PRMSL:mean sea level:18 hour fcst:ENS=-22
1.27416:0:d=2021050100:TCDC:surface:18 hour fcst:ENS=-22
1.27417:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-22
1.27418:0:d=2021050100:VGRD:10 m above ground:21 hour fcst:ENS=-22
1.27419:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=-22
1.27420:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=-22
1.27421:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=-22
1.27422:0:d=2021050100:PRMSL:mean sea level:21 hour fcst:ENS=-22
1.27423:0:d=2021050100:TCDC:surface:21 hour fcst:ENS=-22
1.27424:0:d=2021050100:UGRD:10 m above ground:24 hour fcst:ENS=-22
1.27425:0:d=2021050100:VGRD:10 m above ground:24 hour fcst:ENS=-22
1.27426:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=-22
1.27427:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=-22
1.27428:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=-22
1.27429:0:d=2021050100:PRMSL:mean sea level:24 hour fcst:ENS=-22
1.27430:0:d=2021050100:TCDC:surface:24 hour fcst:ENS=-22
1.27431:0:d=2021050100:UGRD:10 m above ground:27 hour fcst:ENS=-22
1.27432:0:d=2021050100:VGRD:10 m above ground:27 hour fcst:ENS=-22
1.27433:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=-22
1.27434:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=-22
1.27435:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=-22
1.27436:0:d=2021050100:PRMSL:mean sea level:27 hour fcst:ENS=-22
1.27437:0:d=2021050100:TCDC:surface:27 hour fcst:ENS=-22
1.27438:0:d=2021050100:UGRD:10 m above ground:30 hour fcst:ENS=-22
1.27439:0:d=2021050100:VGRD:10 m above ground:30 hour fcst:ENS=-22
1.27440:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=-22
1.27441:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=-22
1.27442:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=-22
1.27443:0:d=2021050100:PRMSL:mean sea level:30 hour fcst:ENS=-22
1.27444:0:d=2021050100:TCDC:surface:30 hour fcst:ENS=-22
1.27445:0:d=2021050100:UGRD:10 m above ground:33 hour fcst:ENS=-22
1.27446:0:d=2021050100:VGRD:10 m above ground:33 hour fcst:ENS=-22
1.27447:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-22
1.27448:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=-22
1.27449:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=-22
1.27450:0:d=2021050100:PRMSL:mean sea level:33 hour fcst:ENS=-22
1.27451:0:d=2021050100:TCDC:surface:33 hour fcst:ENS=-22
1.27452:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-22
1.27453:0:d=2021050100:VGRD:10 m above ground:36 hour fcst:ENS=-22
1.27454:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=-22
1.27455:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=-22
1.27456:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=-22
1.27457:0:d=2021050100:PRMSL:mean sea level:36 hour fcst:ENS=-22
1.27458:0:d=2021050100:TCDC:surface:36 hour fcst:ENS=-22
1.27459:0:d=2021050100:UGRD:10 m above ground:39 hour fcst:ENS=-22
1.27460:0:d=2021050100:VGRD:10 m above ground:39 hour fcst:ENS=-22
1.27461:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=-22
1.27462:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=-22
1.27463:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=-22
1.27464:0:d=2021050100:PRMSL:mean sea level:39 hour fcst:ENS=-22
1.27465:0:d=2021050100:TCDC:surface:39 hour fcst:ENS=-22
1.27466:0:d=2021050100:UGRD:10 m above ground:42 hour fcst:ENS=-22
1.27467:0:d=2021050100:VGRD:10 m above ground:42 hour fcst:ENS=-22
1.27468:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=-22
1.27469:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=-22
1.27470:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=-22
1.27471:0:d=2021050100:PRMSL:mean sea level:42 hour fcst:ENS=-22
1.27472:0:d=2021050100:TCDC:surface:42 hour fcst:ENS=-22
1.27473:0:d=2021050100:UGRD:10 m above ground:45 hour fcst:ENS=-22
1.27474:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=-22
1.27475:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=-22
1.27476:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=-22
1.27477:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=-22
1.27478:0:d=2021050100:PRMSL:mean sea level:45 hour fcst:ENS=-22
1.27479:0:d=2021050100:TCDC:surface:45 hour fcst:ENS=-22
1.27480:0:d=2021050100:UGRD:10 m above ground:48 hour fcst:ENS=-22
1.27481:0:d=2021050100:VGRD:10 m above ground:48 hour fcst:ENS=-22
1.27482:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=-22
1.27483:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=-22
1.27484:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=-22
1.27485:0:d=2021050100:PRMSL:mean sea level:48 hour fcst:ENS=-22
1.27486:0:d=2021050100:TCDC:surface:48 hour fcst:ENS=-22
1.27487:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=-22
1.27488:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=-22
1.27489:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=-22
1.27490:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=-22
1.27491:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=-22
1.27492:0:d=2021050100:PRMSL:mean sea level:51 hour fcst:ENS=-22
1.27493:0:d=2021050100:TCDC:surface:51 hour fcst:ENS=-22
1.27494:0:d=2021050100:UGRD:10 m above ground:54 hour fcst:ENS=-22
1.27495:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=-22
1.27496:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=-22
1.27497:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=-22
1.27498:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=-22
1.27499:0:d=2021050100:PRMSL:mean sea level:54 hour fcst:ENS=-22
1.27500:0:d=2021050100:TCDC:surface:54 hour fcst:ENS=-22
1.27501:0:d=2021050100:UGRD:10 m above ground:57 hour fcst:ENS=-22
1.27502:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=-22
1.27503:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=-22
1.27504:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=-22
1.27505:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=-22
1.27506:0:d=2021050100:PRMSL:mean sea level:57 hour fcst:ENS=-22
1.27507:0:d=2021050100:TCDC:surface:57 hour fcst:ENS=-22
1.27508:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=-22
1.27509:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=-22
1.27510:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=-22
1.27511:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=-22
1.27512:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=-22
1.27513:0:d=2021050100:PRMSL:mean sea level:60 hour fcst:ENS=-22
1.27514:0:d=2021050100:TCDC:surface:60 hour fcst:ENS=-22
1.27515:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=-22
1.27516:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=-22
1.27517:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=-22
1.27518:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=-22
1.27519:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=-22
1.27520:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=-22
1.27521:0:d=2021050100:TCDC:surface:63 hour fcst:ENS=-22
1.27522:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=-22
1.27523:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=-22
1.27524:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=-22
1.27525:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=-22
1.27526:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=-22
1.27527:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=-22
1.27528:0:d=2021050100:TCDC:surface:66 hour fcst:ENS=-22
1.27529:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=-22
1.27530:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=-22
1.27531:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=-22
1.27532:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=-22
1.27533:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=-22
1.27534:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=-22
1.27535:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=-22
1.27536:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=-22
1.27537:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=-22
1.27538:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=-22
1.27539:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=-22
1.27540:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=-22
1.27541:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=-22
1.27542:0:d=2021050100:TCDC:surface:72 hour fcst:ENS=-22
1.27543:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=-22
1.27544:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=-22
1.27545:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=-22
1.27546:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=-22
1.27547:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=-22
1.27548:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=-22
1.27549:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=-22
1.27550:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=-22
1.27551:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=-22
1.27552:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=-22
1.27553:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=-22
1.27554:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=-22
1.27555:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=-22
1.27556:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=-22
1.27557:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=-22
1.27558:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=-22
1.27559:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=-22
1.27560:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=-22
1.27561:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=-22
1.27562:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=-22
1.27563:0:d=2021050100:TCDC:surface:81 hour fcst:ENS=-22
1.27564:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=-22
1.27565:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=-22
1.27566:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=-22
1.27567:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=-22
1.27568:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=-22
1.27569:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=-22
1.27570:0:d=2021050100:TCDC:surface:84 hour fcst:ENS=-22
1.27571:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=-22
1.27572:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=-22
1.27573:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=-22
1.27574:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=-22
1.27575:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=-22
1.27576:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=-22
1.27577:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=-22
1.27578:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=-22
1.27579:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=-22
1.27580:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=-22
1.27581:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=-22
1.27582:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=-22
1.27583:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=-22
1.27584:0:d=2021050100:TCDC:surface:90 hour fcst:ENS=-22
1.27585:0:d=2021050100:UGRD:10 m above ground:93 hour fcst:ENS=-22
1.27586:0:d=2021050100:VGRD:10 m above ground:93 hour fcst:ENS=-22
1.27587:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=-22
1.27588:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=-22
1.27589:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=-22
1.27590:0:d=2021050100:PRMSL:mean sea level:93 hour fcst:ENS=-22
1.27591:0:d=2021050100:TCDC:surface:93 hour fcst:ENS=-22
1.27592:0:d=2021050100:UGRD:10 m above ground:96 hour fcst:ENS=-22
1.27593:0:d=2021050100:VGRD:10 m above ground:96 hour fcst:ENS=-22
1.27594:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=-22
1.27595:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=-22
1.27596:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=-22
1.27597:0:d=2021050100:PRMSL:mean sea level:96 hour fcst:ENS=-22
1.27598:0:d=2021050100:TCDC:surface:96 hour fcst:ENS=-22
1.27599:0:d=2021050100:UGRD:10 m above ground:99 hour fcst:ENS=-22
1.27600:0:d=2021050100:VGRD:10 m above ground:99 hour fcst:ENS=-22
1.27601:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=-22
1.27602:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=-22
1.27603:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=-22
1.27604:0:d=2021050100:PRMSL:mean sea level:99 hour fcst:ENS=-22
1.27605:0:d=2021050100:TCDC:surface:99 hour fcst:ENS=-22
1.27606:0:d=2021050100:UGRD:10 m above ground:102 hour fcst:ENS=-22
1.27607:0:d=2021050100:VGRD:10 m above ground:102 hour fcst:ENS=-22
1.27608:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=-22
1.27609:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=-22
1.27610:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=-22
1.27611:0:d=2021050100:PRMSL:mean sea level:102 hour fcst:ENS=-22
1.27612:0:d=2021050100:TCDC:surface:102 hour fcst:ENS=-22
1.27613:0:d=2021050100:UGRD:10 m above ground:105 hour fcst:ENS=-22
1.27614:0:d=2021050100:VGRD:10 m above ground:105 hour fcst:ENS=-22
1.27615:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=-22
1.27616:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=-22
1.27617:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=-22
1.27618:0:d=2021050100:PRMSL:mean sea level:105 hour fcst:ENS=-22
1.27619:0:d=2021050100:TCDC:surface:105 hour fcst:ENS=-22
1.27620:0:d=2021050100:UGRD:10 m above ground:108 hour fcst:ENS=-22
1.27621:0:d=2021050100:VGRD:10 m above ground:108 hour fcst:ENS=-22
1.27622:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=-22
1.27623:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=-22
1.27624:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=-22
1.27625:0:d=2021050100:PRMSL:mean sea level:108 hour fcst:ENS=-22
1.27626:0:d=2021050100:TCDC:surface:108 hour fcst:ENS=-22
1.27627:0:d=2021050100:UGRD:10 m above ground:111 hour fcst:ENS=-22
1.27628:0:d=2021050100:VGRD:10 m above ground:111 hour fcst:ENS=-22
1.27629:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=-22
1.27630:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=-22
1.27631:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=-22
1.27632:0:d=2021050100:PRMSL:mean sea level:111 hour fcst:ENS=-22
1.27633:0:d=2021050100:TCDC:surface:111 hour fcst:ENS=-22
1.27634:0:d=2021050100:UGRD:10 m above ground:114 hour fcst:ENS=-22
1.27635:0:d=2021050100:VGRD:10 m above ground:114 hour fcst:ENS=-22
1.27636:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=-22
1.27637:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=-22
1.27638:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=-22
1.27639:0:d=2021050100:PRMSL:mean sea level:114 hour fcst:ENS=-22
1.27640:0:d=2021050100:TCDC:surface:114 hour fcst:ENS=-22
1.27641:0:d=2021050100:UGRD:10 m above ground:117 hour fcst:ENS=-22
1.27642:0:d=2021050100:VGRD:10 m above ground:117 hour fcst:ENS=-22
1.27643:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=-22
1.27644:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=-22
1.27645:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=-22
1.27646:0:d=2021050100:PRMSL:mean sea level:117 hour fcst:ENS=-22
1.27647:0:d=2021050100:TCDC:surface:117 hour fcst:ENS=-22
1.27648:0:d=2021050100:UGRD:10 m above ground:120 hour fcst:ENS=-22
1.27649:0:d=2021050100:VGRD:10 m above ground:120 hour fcst:ENS=-22
1.27650:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=-22
1.27651:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=-22
1.27652:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=-22
1.27653:0:d=2021050100:PRMSL:mean sea level:120 hour fcst:ENS=-22
1.27654:0:d=2021050100:TCDC:surface:120 hour fcst:ENS=-22
1.27655:0:d=2021050100:UGRD:10 m above ground:123 hour fcst:ENS=-22
1.27656:0:d=2021050100:VGRD:10 m above ground:123 hour fcst:ENS=-22
1.27657:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=-22
1.27658:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=-22
1.27659:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=-22
1.27660:0:d=2021050100:PRMSL:mean sea level:123 hour fcst:ENS=-22
1.27661:0:d=2021050100:TCDC:surface:123 hour fcst:ENS=-22
1.27662:0:d=2021050100:UGRD:10 m above ground:126 hour fcst:ENS=-22
1.27663:0:d=2021050100:VGRD:10 m above ground:126 hour fcst:ENS=-22
1.27664:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=-22
1.27665:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=-22
1.27666:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=-22
1.27667:0:d=2021050100:PRMSL:mean sea level:126 hour fcst:ENS=-22
1.27668:0:d=2021050100:TCDC:surface:126 hour fcst:ENS=-22
1.27669:0:d=2021050100:UGRD:10 m above ground:129 hour fcst:ENS=-22
1.27670:0:d=2021050100:VGRD:10 m above ground:129 hour fcst:ENS=-22
1.27671:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=-22
1.27672:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=-22
1.27673:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=-22
1.27674:0:d=2021050100:PRMSL:mean sea level:129 hour fcst:ENS=-22
1.27675:0:d=2021050100:TCDC:surface:129 hour fcst:ENS=-22
1.27676:0:d=2021050100:UGRD:10 m above ground:132 hour fcst:ENS=-22
1.27677:0:d=2021050100:VGRD:10 m above ground:132 hour fcst:ENS=-22
1.27678:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=-22
1.27679:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=-22
1.27680:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=-22
1.27681:0:d=2021050100:PRMSL:mean sea level:132 hour fcst:ENS=-22
1.27682:0:d=2021050100:TCDC:surface:132 hour fcst:ENS=-22
1.27683:0:d=2021050100:UGRD:10 m above ground:135 hour fcst:ENS=-22
1.27684:0:d=2021050100:VGRD:10 m above ground:135 hour fcst:ENS=-22
1.27685:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=-22
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1.27691:0:d=2021050100:VGRD:10 m above ground:138 hour fcst:ENS=-22
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1.27699:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=-22
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1.27705:0:d=2021050100:VGRD:10 m above ground:144 hour fcst:ENS=-22
1.27706:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=-22
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1.27708:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=-22
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1.27711:0:d=2021050100:UGRD:10 m above ground:147 hour fcst:ENS=-22
1.27712:0:d=2021050100:VGRD:10 m above ground:147 hour fcst:ENS=-22
1.27713:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=-22
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1.27718:0:d=2021050100:UGRD:10 m above ground:150 hour fcst:ENS=-22
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1.27726:0:d=2021050100:VGRD:10 m above ground:153 hour fcst:ENS=-22
1.27727:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=-22
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1.27732:0:d=2021050100:UGRD:10 m above ground:156 hour fcst:ENS=-22
1.27733:0:d=2021050100:VGRD:10 m above ground:156 hour fcst:ENS=-22
1.27734:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=-22
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1.27739:0:d=2021050100:UGRD:10 m above ground:159 hour fcst:ENS=-22
1.27740:0:d=2021050100:VGRD:10 m above ground:159 hour fcst:ENS=-22
1.27741:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=-22
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1.27746:0:d=2021050100:UGRD:10 m above ground:162 hour fcst:ENS=-22
1.27747:0:d=2021050100:VGRD:10 m above ground:162 hour fcst:ENS=-22
1.27748:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=-22
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1.27753:0:d=2021050100:UGRD:10 m above ground:165 hour fcst:ENS=-22
1.27754:0:d=2021050100:VGRD:10 m above ground:165 hour fcst:ENS=-22
1.27755:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=-22
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1.27760:0:d=2021050100:UGRD:10 m above ground:168 hour fcst:ENS=-22
1.27761:0:d=2021050100:VGRD:10 m above ground:168 hour fcst:ENS=-22
1.27762:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=-22
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1.27764:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=-22
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1.27767:0:d=2021050100:UGRD:10 m above ground:171 hour fcst:ENS=-22
1.27768:0:d=2021050100:VGRD:10 m above ground:171 hour fcst:ENS=-22
1.27769:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=-22
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1.27774:0:d=2021050100:UGRD:10 m above ground:174 hour fcst:ENS=-22
1.27775:0:d=2021050100:VGRD:10 m above ground:174 hour fcst:ENS=-22
1.27776:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=-22
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1.27781:0:d=2021050100:UGRD:10 m above ground:177 hour fcst:ENS=-22
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1.27783:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=-22
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1.27788:0:d=2021050100:UGRD:10 m above ground:180 hour fcst:ENS=-22
1.27789:0:d=2021050100:VGRD:10 m above ground:180 hour fcst:ENS=-22
1.27790:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=-22
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1.27795:0:d=2021050100:UGRD:10 m above ground:183 hour fcst:ENS=-22
1.27796:0:d=2021050100:VGRD:10 m above ground:183 hour fcst:ENS=-22
1.27797:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=-22
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1.27803:0:d=2021050100:VGRD:10 m above ground:186 hour fcst:ENS=-22
1.27804:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=-22
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1.27809:0:d=2021050100:UGRD:10 m above ground:189 hour fcst:ENS=-22
1.27810:0:d=2021050100:VGRD:10 m above ground:189 hour fcst:ENS=-22
1.27811:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=-22
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1.27817:0:d=2021050100:VGRD:10 m above ground:192 hour fcst:ENS=-22
1.27818:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=-22
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1.27820:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=-22
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1.27824:0:d=2021050100:VGRD:10 m above ground:195 hour fcst:ENS=-22
1.27825:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=-22
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1.27830:0:d=2021050100:UGRD:10 m above ground:198 hour fcst:ENS=-22
1.27831:0:d=2021050100:VGRD:10 m above ground:198 hour fcst:ENS=-22
1.27832:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=-22
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1.27837:0:d=2021050100:UGRD:10 m above ground:201 hour fcst:ENS=-22
1.27838:0:d=2021050100:VGRD:10 m above ground:201 hour fcst:ENS=-22
1.27839:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=-22
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1.27846:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=-22
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1.27851:0:d=2021050100:UGRD:10 m above ground:207 hour fcst:ENS=-22
1.27852:0:d=2021050100:VGRD:10 m above ground:207 hour fcst:ENS=-22
1.27853:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=-22
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1.27860:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=-22
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1.27865:0:d=2021050100:UGRD:10 m above ground:213 hour fcst:ENS=-22
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1.27867:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=-22
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1.27872:0:d=2021050100:UGRD:10 m above ground:216 hour fcst:ENS=-22
1.27873:0:d=2021050100:VGRD:10 m above ground:216 hour fcst:ENS=-22
1.27874:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=-22
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1.27876:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=-22
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1.27880:0:d=2021050100:VGRD:10 m above ground:219 hour fcst:ENS=-22
1.27881:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=-22
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1.27888:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=-22
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1.27902:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=-22
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1.27909:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=-22
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1.27916:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=-22
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1.27923:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=-22
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1.28640:0:d=2021050100:UGRD:10 m above ground:12 hour fcst:ENS=-23
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1.28647:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-23
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1.29340:0:d=2021050100:VGRD:10 m above ground:45 hour fcst:ENS=+24
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1.29353:0:d=2021050100:UGRD:10 m above ground:51 hour fcst:ENS=+24
1.29354:0:d=2021050100:VGRD:10 m above ground:51 hour fcst:ENS=+24
1.29355:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=+24
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1.29361:0:d=2021050100:VGRD:10 m above ground:54 hour fcst:ENS=+24
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1.29368:0:d=2021050100:VGRD:10 m above ground:57 hour fcst:ENS=+24
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1.29374:0:d=2021050100:UGRD:10 m above ground:60 hour fcst:ENS=+24
1.29375:0:d=2021050100:VGRD:10 m above ground:60 hour fcst:ENS=+24
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1.29381:0:d=2021050100:UGRD:10 m above ground:63 hour fcst:ENS=+24
1.29382:0:d=2021050100:VGRD:10 m above ground:63 hour fcst:ENS=+24
1.29383:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=+24
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1.29385:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=+24
1.29386:0:d=2021050100:PRMSL:mean sea level:63 hour fcst:ENS=+24
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1.29388:0:d=2021050100:UGRD:10 m above ground:66 hour fcst:ENS=+24
1.29389:0:d=2021050100:VGRD:10 m above ground:66 hour fcst:ENS=+24
1.29390:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=+24
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1.29392:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=+24
1.29393:0:d=2021050100:PRMSL:mean sea level:66 hour fcst:ENS=+24
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1.29395:0:d=2021050100:UGRD:10 m above ground:69 hour fcst:ENS=+24
1.29396:0:d=2021050100:VGRD:10 m above ground:69 hour fcst:ENS=+24
1.29397:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=+24
1.29398:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=+24
1.29399:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=+24
1.29400:0:d=2021050100:PRMSL:mean sea level:69 hour fcst:ENS=+24
1.29401:0:d=2021050100:TCDC:surface:69 hour fcst:ENS=+24
1.29402:0:d=2021050100:UGRD:10 m above ground:72 hour fcst:ENS=+24
1.29403:0:d=2021050100:VGRD:10 m above ground:72 hour fcst:ENS=+24
1.29404:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=+24
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1.29406:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=+24
1.29407:0:d=2021050100:PRMSL:mean sea level:72 hour fcst:ENS=+24
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1.29409:0:d=2021050100:UGRD:10 m above ground:75 hour fcst:ENS=+24
1.29410:0:d=2021050100:VGRD:10 m above ground:75 hour fcst:ENS=+24
1.29411:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=+24
1.29412:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=+24
1.29413:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=+24
1.29414:0:d=2021050100:PRMSL:mean sea level:75 hour fcst:ENS=+24
1.29415:0:d=2021050100:TCDC:surface:75 hour fcst:ENS=+24
1.29416:0:d=2021050100:UGRD:10 m above ground:78 hour fcst:ENS=+24
1.29417:0:d=2021050100:VGRD:10 m above ground:78 hour fcst:ENS=+24
1.29418:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=+24
1.29419:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=+24
1.29420:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=+24
1.29421:0:d=2021050100:PRMSL:mean sea level:78 hour fcst:ENS=+24
1.29422:0:d=2021050100:TCDC:surface:78 hour fcst:ENS=+24
1.29423:0:d=2021050100:UGRD:10 m above ground:81 hour fcst:ENS=+24
1.29424:0:d=2021050100:VGRD:10 m above ground:81 hour fcst:ENS=+24
1.29425:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=+24
1.29426:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=+24
1.29427:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=+24
1.29428:0:d=2021050100:PRMSL:mean sea level:81 hour fcst:ENS=+24
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1.29430:0:d=2021050100:UGRD:10 m above ground:84 hour fcst:ENS=+24
1.29431:0:d=2021050100:VGRD:10 m above ground:84 hour fcst:ENS=+24
1.29432:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=+24
1.29433:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=+24
1.29434:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=+24
1.29435:0:d=2021050100:PRMSL:mean sea level:84 hour fcst:ENS=+24
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1.29437:0:d=2021050100:UGRD:10 m above ground:87 hour fcst:ENS=+24
1.29438:0:d=2021050100:VGRD:10 m above ground:87 hour fcst:ENS=+24
1.29439:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=+24
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1.29441:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=+24
1.29442:0:d=2021050100:PRMSL:mean sea level:87 hour fcst:ENS=+24
1.29443:0:d=2021050100:TCDC:surface:87 hour fcst:ENS=+24
1.29444:0:d=2021050100:UGRD:10 m above ground:90 hour fcst:ENS=+24
1.29445:0:d=2021050100:VGRD:10 m above ground:90 hour fcst:ENS=+24
1.29446:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=+24
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1.29448:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=+24
1.29449:0:d=2021050100:PRMSL:mean sea level:90 hour fcst:ENS=+24
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1.29824:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=+24
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1.29854:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=+24
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1.29870:0:d=2021050100:UGRD:10 m above ground:6 hour fcst:ENS=-24
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1.29891:0:d=2021050100:UGRD:10 m above ground:15 hour fcst:ENS=-24
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1.29905:0:d=2021050100:UGRD:10 m above ground:21 hour fcst:ENS=-24
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1.29935:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=-24
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1.29940:0:d=2021050100:UGRD:10 m above ground:36 hour fcst:ENS=-24
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1.31721:0:d=2021050100:PRMSL:mean sea level:264 hour fcst:ENS=-25
1.31722:0:d=2021050100:TCDC:surface:264 hour fcst:ENS=-25

このGRIB ファイルの中には非常に多くの気象データが格納されていて、総数は 31722 に上ることがわかります。

wgrib2で取り出したインベントリーは、文字列がコロン「：」で区切られた形をして、いくつかは繰り返し登場します。そこで、Pythonに少し働いてもらい、重複を除くことで、どのような文字列が使われているかを調べてみようと思います。

以下を実行してください。

In [4]:
# Script 3-4 #

# wgrib2のファイル
wgrib2 = 'c:/wgrib2/wgrib2.exe' # wgrib2 = '~/work/grib2/wgrib2/wgrib2'　# Macの場合　

# オプション（操作の指示）
kwds = '' # 今回はなし

# 対象のファイル
grbpath = 'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'

rc = subprocess.run(f'{wgrib2} {kwds} {grbpath}',
                    shell=True, text=True, capture_output=True)

# 出現する文字列の重複を除去
msgs = []
for line in rc.stdout.splitlines():
    msg = line.split(':')[1:]
    msgs.append(msg)
for i in range(len(msgs[0][:])):
    kw = [msg[i] for msg in msgs]    
    print(sorted(set(kw)))
    print('-'*10)

['0']
----------
['d=2021050100']
----------
['APCP', 'PRMSL', 'RH', 'TCDC', 'TMP', 'UGRD', 'VGRD']
----------
['10 m above ground', '2 m above ground', 'mean sea level', 'surface']
----------
['0-1 day acc fcst', '0-10 day acc fcst', '0-102 hour acc fcst', '0-105 hour acc fcst', '0-108 hour acc fcst', '0-11 day acc fcst', '0-111 hour acc fcst', '0-114 hour acc fcst', '0-117 hour acc fcst', '0-12 hour acc fcst', '0-123 hour acc fcst', '0-126 hour acc fcst', '0-129 hour acc fcst', '0-132 hour acc fcst', '0-135 hour acc fcst', '0-138 hour acc fcst', '0-141 hour acc fcst', '0-147 hour acc fcst', '0-15 hour acc fcst', '0-150 hour acc fcst', '0-153 hour acc fcst', '0-156 hour acc fcst', '0-159 hour acc fcst', '0-162 hour acc fcst', '0-165 hour acc fcst', '0-171 hour acc fcst', '0-174 hour acc fcst', '0-177 hour acc fcst', '0-18 hour acc fcst', '0-180 hour acc fcst', '0-183 hour acc fcst', '0-186 hour acc fcst', '0-189 hour acc fcst', '0-195 hour acc fcst', '0-198 hour acc fcst', '0-2 day acc fcst', '0-201 hour acc fcst', '0-204 hour acc fcst', '0-207 hour acc fcst', '0-21 hour acc fcst', '0-210 hour acc fcst', '0-213 hour acc fcst', '0-219 hour acc fcst', '0-222 hour acc fcst', '0-225 hour acc fcst', '0-228 hour acc fcst', '0-231 hour acc fcst', '0-234 hour acc fcst', '0-237 hour acc fcst', '0-243 hour acc fcst', '0-246 hour acc fcst', '0-249 hour acc fcst', '0-252 hour acc fcst', '0-255 hour acc fcst', '0-258 hour acc fcst', '0-261 hour acc fcst', '0-27 hour acc fcst', '0-3 day acc fcst', '0-3 hour acc fcst', '0-30 hour acc fcst', '0-33 hour acc fcst', '0-36 hour acc fcst', '0-39 hour acc fcst', '0-4 day acc fcst', '0-42 hour acc fcst', '0-45 hour acc fcst', '0-5 day acc fcst', '0-51 hour acc fcst', '0-54 hour acc fcst', '0-57 hour acc fcst', '0-6 day acc fcst', '0-6 hour acc fcst', '0-60 hour acc fcst', '0-63 hour acc fcst', '0-66 hour acc fcst', '0-69 hour acc fcst', '0-7 day acc fcst', '0-75 hour acc fcst', '0-78 hour acc fcst', '0-8 day acc fcst', '0-81 hour acc fcst', '0-84 hour acc fcst', '0-87 hour acc fcst', '0-9 day acc fcst', '0-9 hour acc fcst', '0-90 hour acc fcst', '0-93 hour acc fcst', '0-99 hour acc fcst', '102 hour fcst', '105 hour fcst', '108 hour fcst', '111 hour fcst', '114 hour fcst', '117 hour fcst', '12 hour fcst', '120 hour fcst', '123 hour fcst', '126 hour fcst', '129 hour fcst', '132 hour fcst', '135 hour fcst', '138 hour fcst', '141 hour fcst', '144 hour fcst', '147 hour fcst', '15 hour fcst', '150 hour fcst', '153 hour fcst', '156 hour fcst', '159 hour fcst', '162 hour fcst', '165 hour fcst', '168 hour fcst', '171 hour fcst', '174 hour fcst', '177 hour fcst', '18 hour fcst', '180 hour fcst', '183 hour fcst', '186 hour fcst', '189 hour fcst', '192 hour fcst', '195 hour fcst', '198 hour fcst', '201 hour fcst', '204 hour fcst', '207 hour fcst', '21 hour fcst', '210 hour fcst', '213 hour fcst', '216 hour fcst', '219 hour fcst', '222 hour fcst', '225 hour fcst', '228 hour fcst', '231 hour fcst', '234 hour fcst', '237 hour fcst', '24 hour fcst', '240 hour fcst', '243 hour fcst', '246 hour fcst', '249 hour fcst', '252 hour fcst', '255 hour fcst', '258 hour fcst', '261 hour fcst', '264 hour fcst', '27 hour fcst', '3 hour fcst', '30 hour fcst', '33 hour fcst', '36 hour fcst', '39 hour fcst', '42 hour fcst', '45 hour fcst', '48 hour fcst', '51 hour fcst', '54 hour fcst', '57 hour fcst', '6 hour fcst', '60 hour fcst', '63 hour fcst', '66 hour fcst', '69 hour fcst', '72 hour fcst', '75 hour fcst', '78 hour fcst', '81 hour fcst', '84 hour fcst', '87 hour fcst', '9 hour fcst', '90 hour fcst', '93 hour fcst', '96 hour fcst', '99 hour fcst', 'anl']
----------
['ENS=+1', 'ENS=+10', 'ENS=+11', 'ENS=+12', 'ENS=+13', 'ENS=+14', 'ENS=+15', 'ENS=+16', 'ENS=+17', 'ENS=+18', 'ENS=+19', 'ENS=+2', 'ENS=+20', 'ENS=+21', 'ENS=+22', 'ENS=+23', 'ENS=+24', 'ENS=+25', 'ENS=+3', 'ENS=+4', 'ENS=+5', 'ENS=+6', 'ENS=+7', 'ENS=+8', 'ENS=+9', 'ENS=-1', 'ENS=-10', 'ENS=-11', 'ENS=-12', 'ENS=-13', 'ENS=-14', 'ENS=-15', 'ENS=-16', 'ENS=-17', 'ENS=-18', 'ENS=-19', 'ENS=-2', 'ENS=-20', 'ENS=-21', 'ENS=-22', 'ENS=-23', 'ENS=-24', 'ENS=-25', 'ENS=-3', 'ENS=-4', 'ENS=-5', 'ENS=-6', 'ENS=-7', 'ENS=-8', 'ENS=-9', 'ENS=low-res ctl']
----------

インベントリーは、どうやら、連番、ゼロ、初期値の日時、気象要素記号、高度、予報時間、アンサンブルメンバー でできているようです。

3.3 データに対する処理¶

GRIB2ファイル格納されているデータに対する処理は、「ファイルに格納されている どのデータに、何をする 」と一般的化して表現できます。

wgrib2のオプション -match_fs "検索文字列" は、「どのデータに」 を指定する役割を持ちます。より複雑な検索に対応できるよう、オプション -match "検索正規表現" も用意されています。このオプションは複数個使うことができ、「 且つ 」として扱われます。

「何をする」は極めて多様ですが、最も簡単なものとして、データの概要をより詳細に表示させる -V があります。

そこで、ここでは、インベントリの31718番目(下から5番目)のデータの詳細情報を表示させて見ることにしましょう。この場合、｛オプション｝ は以下となります。

'-match_fs "1.31718:" -V'

ここで、文字列を指定するのにダブルクォーテーション「"」ではなく、シングルクォーテーション「'」を使用していることに注意してください。
　wgrib2の要求として、検索文字列はダブルクォーテーションで囲わなければならないので、「"」を文字列の一要素とするためにクォーテーションマークを使い分けています。

それではこのCellを実行してください。

In [5]:
# Script 3-5 #

# wgrib2のファイル
wgrib2 = 'c:/wgrib2/wgrib2.exe'
#wgrib2 = "~/work/grib2/wgrib2/wgrib2"  # Macの場合

# オプション（操作の指示）
kwds = '-match_fs "1.31718:" -V' #文字列中に「"」を入れたいときは、クォーテーションに「'」を使います

# 対象のファイル
grbpath = 'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'

# 実行
rc = subprocess.run(f'{wgrib2} {kwds} {grbpath}',
                    shell=True, text=True, capture_output=True)
for line in rc.stdout.splitlines():
    print(line)

1.31718:0:vt=2021051200:2 m above ground:264 hour fcst:TMP Temperature [K]:ENS=-25
    ndata=3025:undef=0:mean=290.253:min=272.949:max=300.8
    grid_template=0:winds(N/S):
	lat-lon grid:(55 x 55) units 1e-06 input WE:NS output WE:SN res 48
	lat 50.062500 to 19.687500 by 0.562500
	lon 119.812500 to 150.187500 by 0.562500 #points=3025

詳細情報を読むと、このデータは、初期時刻から264時間後である2021年5月12日00Z時の、地上 2 m の気温を予測したアンサンブルのメンバー"-25"で、単位はK(ケルビン)であり、北緯19.6875～50.0625度、東経119.8125～150.1875度の範囲を、緯度・経度方向に0.5625度間隔で張った格子点のデータであることがわかります。

ファイルに対する処理で最も多く使われるのは、データの取り出しです。指定したインベントリのデータをCSVファイルやNetCDFファイルとして取り出すには、オプション -csv や -netcdf を使用します。

4 WXBCオリジナルライブラリ wxbcgribX¶

これまでの学習で、気象庁のGPVデータは、wgrib2 を用いてアクセスできることが分かりました。この部分は重要ですが定型的なので、関数にまとめてしまった方が便利です。そこで、WXBC人材育成WG 気象×IT勉強会では、これを関数 getgpv にまとめ、若干の小道具類とともにWXBCオリジナルライブラリ wxbcgribX として公開することにしました。

wxbcgribXのライセンス¶

ライブラリ wxbcgribX は、気象ビジネス推進コンソーシアム人材育成ワーキンググルプ内勉強会「気象データ×IT勉強会」が著作権を持ち、以下の条件で使用を認めます。なお、この条件は、「MITライセンス」と呼ばれているものと同一です。

Copyright (c) 2023 WXBC 人材育成WG 気象データ×IT勉強会

以下に定める条件に従い、本ソフトウェアおよび関連文書のファイル（以下「ソフトウェア」）の複製を取得するすべての人に対し、ソフトウェアを無制限に扱うことを無償で許可します。これには、ソフトウェアの複製を使用、複写、変更、結合、掲載、頒布、サブライセンス、および/または販売する権利、およびソフトウェアを提供する相手に同じことを許可する権利も無制限に含まれます。

上記の著作権表示および本許諾表示を、ソフトウェアのすべての複製または重要な部分に記載するものとします。

ソフトウェアは「現状のまま」で、明示であるか暗黙であるかを問わず、何らの保証もなく提供されます。ここでいう保証とは、商品性、特定の目的への適合性、および権利非侵害についての保証も含みますが、それに限定されるものではありません。 作者または著作権者は、契約行為、不法行為、またはそれ以外であろうと、ソフトウェアに起因または関連し、あるいはソフトウェアの使用またはその他の扱いによって生じる一切の請求、損害、その他の義務について何らの責任も負わないものとします。

使用上の注意¶

このライブラリは、GRIB2ファイルへのアクセスを NOAA / CPC の wgrib2 で行っています。wgrib2はコマンドラインプログラムであるため、使用にあたっては、以下に示す2点に注意してください。

  • 日本語Windowsで利用する場合、wgrib2や取り扱うデータへのパスに括弧や日本語が含まれていると正常に動作しないことがあります。
  • コマンドラインプログラム wgrib2 へのパスを、ライブラリ内の関数 wgrib2 に記憶させる必要があります。パスを正しく設定してください。

4.1 データ読み出し関数 getgpv¶

関数 getgpv は、気象庁のアンサンブルGPVデータファイルから指定する気象要素の予報値を取り出し、Datasetオブジェクトを作り出します。Dataset オブジェクトは、Pythonの外部パッケージ Xarray が提供するオフジェクトクラスです。アンサンブル予報データを処理する一連の流れのなかでのこの関数の位置づけを下の図に示します。

image.png

定義：

ds = wxbcgribx.getgpv(grbpath, element, ncdir='./nc', to_netcdf=True, from_netcdf=True, lalomima=None, verbose=False)

引数：

  • grbpath (文字列またはそのリスト) 読み込むべきGRIB2ファイルへのパス。リストで複数が与えられた場合、それらを結合した結果を作る。
  • elements (文字列またはそのリスト) 読み出す気象要素記号。リスト(['TMP','RH']など)で指定すると複数の気象要素を取り出す。
  • ncdir (文字列) 関数が作成したDataDetオブジェクトのファイルを置くディレクトリ。省略した場合は、「./nc」が設定される。
  • to_netcdf (True/False) Trueのとき、DataDetオブジェクトだけでなくそのファイルも作成する。
  • from_netcdf (True/False) Trueのとき、同じ指定で作成したDataDetオブジェクトのファイルがあればそれを読む。
  • lalomima (4要素リスト) 緯度経度範囲を与えると、その範囲のみをDatasetオブジェクトにする。指定しないと全範囲を取得する
  • verbose (True/False) 処理の進捗を表示するときにTrueとする。デフォルトはFalse（表示しない）

戻り値: Xarray Dataset オブジェクト

戻り値：¶

Xarray Dataset オブジェクト（後述）

それでは、この関数を使って、フォルダ jmadata に保管されている全球アンサンブル予報システムのプロダクトの一つである 週間アンサンブル数値予報モデルGPV（日本域） から、2021年5月1日0時(UTC)を初期値とするものを読んでみましょう。このファイルへのパスは以下です。

'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'

読み込む気象要素は、気温、相対湿度、降水量としましょう。この場合、読み込みスクリプトは下のようになります。

まず、3行目でライブラリ wxbcgribx をインポートし、この関数を利用可能とします。次に、データを取り出す気象要素の略号のリストを作ります(5行目)。そして、それらを引数として関数 getgpv に与え、結果を変数 ds に格納します(6行目)。
　関数の中では、さらに、キーワード引数 tyo_netcdf に True を与えているので、読み込んだデータはファイルにも保存されます。また、キーワード引数 verbose に True を与えているので、実行に伴い、GRIBインベントリ等が表示されます。

それでは、このCellを実行してください。この処理には少し時間がかかります。セルの左脇の [　] の中が数字に変わるまで少し待ってください。

In [6]:
# Script 4-1 #

import wxbcgribx as wx

grbpath = './jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'
element = ['TMP','RH','APCP'] # GRIB2ファイルから取り出す気象要素の記号のリスト

ds = wx.getgpv(grbpath, element, from_netcdf=False, to_netcdf=True, verbose=True)

1.3:0:d=2021050100:TMP:2 m above ground:anl:ENS=low-res ctl
1.4:0:d=2021050100:RH:2 m above ground:anl:ENS=low-res ctl
1.9:0:d=2021050100:TMP:2 m above ground:3 hour fcst:ENS=low-res ctl
1.10:0:d=2021050100:RH:2 m above ground:3 hour fcst:ENS=low-res ctl
1.11:0:d=2021050100:APCP:surface:0-3 hour acc fcst:ENS=low-res ctl
1.16:0:d=2021050100:TMP:2 m above ground:6 hour fcst:ENS=low-res ctl
1.17:0:d=2021050100:RH:2 m above ground:6 hour fcst:ENS=low-res ctl
1.18:0:d=2021050100:APCP:surface:0-6 hour acc fcst:ENS=low-res ctl
1.23:0:d=2021050100:TMP:2 m above ground:9 hour fcst:ENS=low-res ctl
1.24:0:d=2021050100:RH:2 m above ground:9 hour fcst:ENS=low-res ctl
1.25:0:d=2021050100:APCP:surface:0-9 hour acc fcst:ENS=low-res ctl
1.30:0:d=2021050100:TMP:2 m above ground:12 hour fcst:ENS=low-res ctl
1.31:0:d=2021050100:RH:2 m above ground:12 hour fcst:ENS=low-res ctl
1.32:0:d=2021050100:APCP:surface:0-12 hour acc fcst:ENS=low-res ctl
1.37:0:d=2021050100:TMP:2 m above ground:15 hour fcst:ENS=low-res ctl
1.38:0:d=2021050100:RH:2 m above ground:15 hour fcst:ENS=low-res ctl
1.39:0:d=2021050100:APCP:surface:0-15 hour acc fcst:ENS=low-res ctl
1.44:0:d=2021050100:TMP:2 m above ground:18 hour fcst:ENS=low-res ctl
1.45:0:d=2021050100:RH:2 m above ground:18 hour fcst:ENS=low-res ctl
1.46:0:d=2021050100:APCP:surface:0-18 hour acc fcst:ENS=low-res ctl
1.51:0:d=2021050100:TMP:2 m above ground:21 hour fcst:ENS=low-res ctl
1.52:0:d=2021050100:RH:2 m above ground:21 hour fcst:ENS=low-res ctl
1.53:0:d=2021050100:APCP:surface:0-21 hour acc fcst:ENS=low-res ctl
1.58:0:d=2021050100:TMP:2 m above ground:24 hour fcst:ENS=low-res ctl
1.59:0:d=2021050100:RH:2 m above ground:24 hour fcst:ENS=low-res ctl
1.60:0:d=2021050100:APCP:surface:0-1 day acc fcst:ENS=low-res ctl
1.65:0:d=2021050100:TMP:2 m above ground:27 hour fcst:ENS=low-res ctl
1.66:0:d=2021050100:RH:2 m above ground:27 hour fcst:ENS=low-res ctl
1.67:0:d=2021050100:APCP:surface:0-27 hour acc fcst:ENS=low-res ctl
1.72:0:d=2021050100:TMP:2 m above ground:30 hour fcst:ENS=low-res ctl
1.73:0:d=2021050100:RH:2 m above ground:30 hour fcst:ENS=low-res ctl
1.74:0:d=2021050100:APCP:surface:0-30 hour acc fcst:ENS=low-res ctl
1.79:0:d=2021050100:TMP:2 m above ground:33 hour fcst:ENS=low-res ctl
1.80:0:d=2021050100:RH:2 m above ground:33 hour fcst:ENS=low-res ctl
1.81:0:d=2021050100:APCP:surface:0-33 hour acc fcst:ENS=low-res ctl
1.86:0:d=2021050100:TMP:2 m above ground:36 hour fcst:ENS=low-res ctl
1.87:0:d=2021050100:RH:2 m above ground:36 hour fcst:ENS=low-res ctl
1.88:0:d=2021050100:APCP:surface:0-36 hour acc fcst:ENS=low-res ctl
1.93:0:d=2021050100:TMP:2 m above ground:39 hour fcst:ENS=low-res ctl
1.94:0:d=2021050100:RH:2 m above ground:39 hour fcst:ENS=low-res ctl
1.95:0:d=2021050100:APCP:surface:0-39 hour acc fcst:ENS=low-res ctl
1.100:0:d=2021050100:TMP:2 m above ground:42 hour fcst:ENS=low-res ctl
1.101:0:d=2021050100:RH:2 m above ground:42 hour fcst:ENS=low-res ctl
1.102:0:d=2021050100:APCP:surface:0-42 hour acc fcst:ENS=low-res ctl
1.107:0:d=2021050100:TMP:2 m above ground:45 hour fcst:ENS=low-res ctl
1.108:0:d=2021050100:RH:2 m above ground:45 hour fcst:ENS=low-res ctl
1.109:0:d=2021050100:APCP:surface:0-45 hour acc fcst:ENS=low-res ctl
1.114:0:d=2021050100:TMP:2 m above ground:48 hour fcst:ENS=low-res ctl
1.115:0:d=2021050100:RH:2 m above ground:48 hour fcst:ENS=low-res ctl
1.116:0:d=2021050100:APCP:surface:0-2 day acc fcst:ENS=low-res ctl
1.121:0:d=2021050100:TMP:2 m above ground:51 hour fcst:ENS=low-res ctl
1.122:0:d=2021050100:RH:2 m above ground:51 hour fcst:ENS=low-res ctl
1.123:0:d=2021050100:APCP:surface:0-51 hour acc fcst:ENS=low-res ctl
1.128:0:d=2021050100:TMP:2 m above ground:54 hour fcst:ENS=low-res ctl
1.129:0:d=2021050100:RH:2 m above ground:54 hour fcst:ENS=low-res ctl
1.130:0:d=2021050100:APCP:surface:0-54 hour acc fcst:ENS=low-res ctl
1.135:0:d=2021050100:TMP:2 m above ground:57 hour fcst:ENS=low-res ctl
1.136:0:d=2021050100:RH:2 m above ground:57 hour fcst:ENS=low-res ctl
1.137:0:d=2021050100:APCP:surface:0-57 hour acc fcst:ENS=low-res ctl
1.142:0:d=2021050100:TMP:2 m above ground:60 hour fcst:ENS=low-res ctl
1.143:0:d=2021050100:RH:2 m above ground:60 hour fcst:ENS=low-res ctl
1.144:0:d=2021050100:APCP:surface:0-60 hour acc fcst:ENS=low-res ctl
1.149:0:d=2021050100:TMP:2 m above ground:63 hour fcst:ENS=low-res ctl
1.150:0:d=2021050100:RH:2 m above ground:63 hour fcst:ENS=low-res ctl
1.151:0:d=2021050100:APCP:surface:0-63 hour acc fcst:ENS=low-res ctl
1.156:0:d=2021050100:TMP:2 m above ground:66 hour fcst:ENS=low-res ctl
1.157:0:d=2021050100:RH:2 m above ground:66 hour fcst:ENS=low-res ctl
1.158:0:d=2021050100:APCP:surface:0-66 hour acc fcst:ENS=low-res ctl
1.163:0:d=2021050100:TMP:2 m above ground:69 hour fcst:ENS=low-res ctl
1.164:0:d=2021050100:RH:2 m above ground:69 hour fcst:ENS=low-res ctl
1.165:0:d=2021050100:APCP:surface:0-69 hour acc fcst:ENS=low-res ctl
1.170:0:d=2021050100:TMP:2 m above ground:72 hour fcst:ENS=low-res ctl
1.171:0:d=2021050100:RH:2 m above ground:72 hour fcst:ENS=low-res ctl
1.172:0:d=2021050100:APCP:surface:0-3 day acc fcst:ENS=low-res ctl
1.177:0:d=2021050100:TMP:2 m above ground:75 hour fcst:ENS=low-res ctl
1.178:0:d=2021050100:RH:2 m above ground:75 hour fcst:ENS=low-res ctl
1.179:0:d=2021050100:APCP:surface:0-75 hour acc fcst:ENS=low-res ctl
1.184:0:d=2021050100:TMP:2 m above ground:78 hour fcst:ENS=low-res ctl
1.185:0:d=2021050100:RH:2 m above ground:78 hour fcst:ENS=low-res ctl
1.186:0:d=2021050100:APCP:surface:0-78 hour acc fcst:ENS=low-res ctl
1.191:0:d=2021050100:TMP:2 m above ground:81 hour fcst:ENS=low-res ctl
1.192:0:d=2021050100:RH:2 m above ground:81 hour fcst:ENS=low-res ctl
1.193:0:d=2021050100:APCP:surface:0-81 hour acc fcst:ENS=low-res ctl
1.198:0:d=2021050100:TMP:2 m above ground:84 hour fcst:ENS=low-res ctl
1.199:0:d=2021050100:RH:2 m above ground:84 hour fcst:ENS=low-res ctl
1.200:0:d=2021050100:APCP:surface:0-84 hour acc fcst:ENS=low-res ctl
1.205:0:d=2021050100:TMP:2 m above ground:87 hour fcst:ENS=low-res ctl
1.206:0:d=2021050100:RH:2 m above ground:87 hour fcst:ENS=low-res ctl
1.207:0:d=2021050100:APCP:surface:0-87 hour acc fcst:ENS=low-res ctl
1.212:0:d=2021050100:TMP:2 m above ground:90 hour fcst:ENS=low-res ctl
1.213:0:d=2021050100:RH:2 m above ground:90 hour fcst:ENS=low-res ctl
1.214:0:d=2021050100:APCP:surface:0-90 hour acc fcst:ENS=low-res ctl
1.219:0:d=2021050100:TMP:2 m above ground:93 hour fcst:ENS=low-res ctl
1.220:0:d=2021050100:RH:2 m above ground:93 hour fcst:ENS=low-res ctl
1.221:0:d=2021050100:APCP:surface:0-93 hour acc fcst:ENS=low-res ctl
1.226:0:d=2021050100:TMP:2 m above ground:96 hour fcst:ENS=low-res ctl
1.227:0:d=2021050100:RH:2 m above ground:96 hour fcst:ENS=low-res ctl
1.228:0:d=2021050100:APCP:surface:0-4 day acc fcst:ENS=low-res ctl
1.233:0:d=2021050100:TMP:2 m above ground:99 hour fcst:ENS=low-res ctl
1.234:0:d=2021050100:RH:2 m above ground:99 hour fcst:ENS=low-res ctl
1.235:0:d=2021050100:APCP:surface:0-99 hour acc fcst:ENS=low-res ctl
1.240:0:d=2021050100:TMP:2 m above ground:102 hour fcst:ENS=low-res ctl
1.241:0:d=2021050100:RH:2 m above ground:102 hour fcst:ENS=low-res ctl
1.242:0:d=2021050100:APCP:surface:0-102 hour acc fcst:ENS=low-res ctl
1.247:0:d=2021050100:TMP:2 m above ground:105 hour fcst:ENS=low-res ctl
1.248:0:d=2021050100:RH:2 m above ground:105 hour fcst:ENS=low-res ctl
1.249:0:d=2021050100:APCP:surface:0-105 hour acc fcst:ENS=low-res ctl
1.254:0:d=2021050100:TMP:2 m above ground:108 hour fcst:ENS=low-res ctl
1.255:0:d=2021050100:RH:2 m above ground:108 hour fcst:ENS=low-res ctl
1.256:0:d=2021050100:APCP:surface:0-108 hour acc fcst:ENS=low-res ctl
1.261:0:d=2021050100:TMP:2 m above ground:111 hour fcst:ENS=low-res ctl
1.262:0:d=2021050100:RH:2 m above ground:111 hour fcst:ENS=low-res ctl
1.263:0:d=2021050100:APCP:surface:0-111 hour acc fcst:ENS=low-res ctl
1.268:0:d=2021050100:TMP:2 m above ground:114 hour fcst:ENS=low-res ctl
1.269:0:d=2021050100:RH:2 m above ground:114 hour fcst:ENS=low-res ctl
1.270:0:d=2021050100:APCP:surface:0-114 hour acc fcst:ENS=low-res ctl
1.275:0:d=2021050100:TMP:2 m above ground:117 hour fcst:ENS=low-res ctl
1.276:0:d=2021050100:RH:2 m above ground:117 hour fcst:ENS=low-res ctl
1.277:0:d=2021050100:APCP:surface:0-117 hour acc fcst:ENS=low-res ctl
1.282:0:d=2021050100:TMP:2 m above ground:120 hour fcst:ENS=low-res ctl
1.283:0:d=2021050100:RH:2 m above ground:120 hour fcst:ENS=low-res ctl
1.284:0:d=2021050100:APCP:surface:0-5 day acc fcst:ENS=low-res ctl
1.289:0:d=2021050100:TMP:2 m above ground:123 hour fcst:ENS=low-res ctl
1.290:0:d=2021050100:RH:2 m above ground:123 hour fcst:ENS=low-res ctl
1.291:0:d=2021050100:APCP:surface:0-123 hour acc fcst:ENS=low-res ctl
1.296:0:d=2021050100:TMP:2 m above ground:126 hour fcst:ENS=low-res ctl
1.297:0:d=2021050100:RH:2 m above ground:126 hour fcst:ENS=low-res ctl
1.298:0:d=2021050100:APCP:surface:0-126 hour acc fcst:ENS=low-res ctl
1.303:0:d=2021050100:TMP:2 m above ground:129 hour fcst:ENS=low-res ctl
1.304:0:d=2021050100:RH:2 m above ground:129 hour fcst:ENS=low-res ctl
1.305:0:d=2021050100:APCP:surface:0-129 hour acc fcst:ENS=low-res ctl
1.310:0:d=2021050100:TMP:2 m above ground:132 hour fcst:ENS=low-res ctl
1.311:0:d=2021050100:RH:2 m above ground:132 hour fcst:ENS=low-res ctl
1.312:0:d=2021050100:APCP:surface:0-132 hour acc fcst:ENS=low-res ctl
1.317:0:d=2021050100:TMP:2 m above ground:135 hour fcst:ENS=low-res ctl
1.318:0:d=2021050100:RH:2 m above ground:135 hour fcst:ENS=low-res ctl
1.319:0:d=2021050100:APCP:surface:0-135 hour acc fcst:ENS=low-res ctl
1.324:0:d=2021050100:TMP:2 m above ground:138 hour fcst:ENS=low-res ctl
1.325:0:d=2021050100:RH:2 m above ground:138 hour fcst:ENS=low-res ctl
1.326:0:d=2021050100:APCP:surface:0-138 hour acc fcst:ENS=low-res ctl
1.331:0:d=2021050100:TMP:2 m above ground:141 hour fcst:ENS=low-res ctl
1.332:0:d=2021050100:RH:2 m above ground:141 hour fcst:ENS=low-res ctl
1.333:0:d=2021050100:APCP:surface:0-141 hour acc fcst:ENS=low-res ctl
1.338:0:d=2021050100:TMP:2 m above ground:144 hour fcst:ENS=low-res ctl
1.339:0:d=2021050100:RH:2 m above ground:144 hour fcst:ENS=low-res ctl
1.340:0:d=2021050100:APCP:surface:0-6 day acc fcst:ENS=low-res ctl
1.345:0:d=2021050100:TMP:2 m above ground:147 hour fcst:ENS=low-res ctl
1.346:0:d=2021050100:RH:2 m above ground:147 hour fcst:ENS=low-res ctl
1.347:0:d=2021050100:APCP:surface:0-147 hour acc fcst:ENS=low-res ctl
1.352:0:d=2021050100:TMP:2 m above ground:150 hour fcst:ENS=low-res ctl
1.353:0:d=2021050100:RH:2 m above ground:150 hour fcst:ENS=low-res ctl
1.354:0:d=2021050100:APCP:surface:0-150 hour acc fcst:ENS=low-res ctl
1.359:0:d=2021050100:TMP:2 m above ground:153 hour fcst:ENS=low-res ctl
1.360:0:d=2021050100:RH:2 m above ground:153 hour fcst:ENS=low-res ctl
1.361:0:d=2021050100:APCP:surface:0-153 hour acc fcst:ENS=low-res ctl
1.366:0:d=2021050100:TMP:2 m above ground:156 hour fcst:ENS=low-res ctl
1.367:0:d=2021050100:RH:2 m above ground:156 hour fcst:ENS=low-res ctl
1.368:0:d=2021050100:APCP:surface:0-156 hour acc fcst:ENS=low-res ctl
1.373:0:d=2021050100:TMP:2 m above ground:159 hour fcst:ENS=low-res ctl
1.374:0:d=2021050100:RH:2 m above ground:159 hour fcst:ENS=low-res ctl
1.375:0:d=2021050100:APCP:surface:0-159 hour acc fcst:ENS=low-res ctl
1.380:0:d=2021050100:TMP:2 m above ground:162 hour fcst:ENS=low-res ctl
1.381:0:d=2021050100:RH:2 m above ground:162 hour fcst:ENS=low-res ctl
1.382:0:d=2021050100:APCP:surface:0-162 hour acc fcst:ENS=low-res ctl
1.387:0:d=2021050100:TMP:2 m above ground:165 hour fcst:ENS=low-res ctl
1.388:0:d=2021050100:RH:2 m above ground:165 hour fcst:ENS=low-res ctl
1.389:0:d=2021050100:APCP:surface:0-165 hour acc fcst:ENS=low-res ctl
1.394:0:d=2021050100:TMP:2 m above ground:168 hour fcst:ENS=low-res ctl
1.395:0:d=2021050100:RH:2 m above ground:168 hour fcst:ENS=low-res ctl
1.396:0:d=2021050100:APCP:surface:0-7 day acc fcst:ENS=low-res ctl
1.401:0:d=2021050100:TMP:2 m above ground:171 hour fcst:ENS=low-res ctl
1.402:0:d=2021050100:RH:2 m above ground:171 hour fcst:ENS=low-res ctl
1.403:0:d=2021050100:APCP:surface:0-171 hour acc fcst:ENS=low-res ctl
1.408:0:d=2021050100:TMP:2 m above ground:174 hour fcst:ENS=low-res ctl
1.409:0:d=2021050100:RH:2 m above ground:174 hour fcst:ENS=low-res ctl
1.410:0:d=2021050100:APCP:surface:0-174 hour acc fcst:ENS=low-res ctl
1.415:0:d=2021050100:TMP:2 m above ground:177 hour fcst:ENS=low-res ctl
1.416:0:d=2021050100:RH:2 m above ground:177 hour fcst:ENS=low-res ctl
1.417:0:d=2021050100:APCP:surface:0-177 hour acc fcst:ENS=low-res ctl
1.422:0:d=2021050100:TMP:2 m above ground:180 hour fcst:ENS=low-res ctl
1.423:0:d=2021050100:RH:2 m above ground:180 hour fcst:ENS=low-res ctl
1.424:0:d=2021050100:APCP:surface:0-180 hour acc fcst:ENS=low-res ctl
1.429:0:d=2021050100:TMP:2 m above ground:183 hour fcst:ENS=low-res ctl
1.430:0:d=2021050100:RH:2 m above ground:183 hour fcst:ENS=low-res ctl
1.431:0:d=2021050100:APCP:surface:0-183 hour acc fcst:ENS=low-res ctl
1.436:0:d=2021050100:TMP:2 m above ground:186 hour fcst:ENS=low-res ctl
1.437:0:d=2021050100:RH:2 m above ground:186 hour fcst:ENS=low-res ctl
1.438:0:d=2021050100:APCP:surface:0-186 hour acc fcst:ENS=low-res ctl
1.443:0:d=2021050100:TMP:2 m above ground:189 hour fcst:ENS=low-res ctl
1.444:0:d=2021050100:RH:2 m above ground:189 hour fcst:ENS=low-res ctl
1.445:0:d=2021050100:APCP:surface:0-189 hour acc fcst:ENS=low-res ctl
1.450:0:d=2021050100:TMP:2 m above ground:192 hour fcst:ENS=low-res ctl
1.451:0:d=2021050100:RH:2 m above ground:192 hour fcst:ENS=low-res ctl
1.452:0:d=2021050100:APCP:surface:0-8 day acc fcst:ENS=low-res ctl
1.457:0:d=2021050100:TMP:2 m above ground:195 hour fcst:ENS=low-res ctl
1.458:0:d=2021050100:RH:2 m above ground:195 hour fcst:ENS=low-res ctl
1.459:0:d=2021050100:APCP:surface:0-195 hour acc fcst:ENS=low-res ctl
1.464:0:d=2021050100:TMP:2 m above ground:198 hour fcst:ENS=low-res ctl
1.465:0:d=2021050100:RH:2 m above ground:198 hour fcst:ENS=low-res ctl
1.466:0:d=2021050100:APCP:surface:0-198 hour acc fcst:ENS=low-res ctl
1.471:0:d=2021050100:TMP:2 m above ground:201 hour fcst:ENS=low-res ctl
1.472:0:d=2021050100:RH:2 m above ground:201 hour fcst:ENS=low-res ctl
1.473:0:d=2021050100:APCP:surface:0-201 hour acc fcst:ENS=low-res ctl
1.478:0:d=2021050100:TMP:2 m above ground:204 hour fcst:ENS=low-res ctl
1.479:0:d=2021050100:RH:2 m above ground:204 hour fcst:ENS=low-res ctl
1.480:0:d=2021050100:APCP:surface:0-204 hour acc fcst:ENS=low-res ctl
1.485:0:d=2021050100:TMP:2 m above ground:207 hour fcst:ENS=low-res ctl
1.486:0:d=2021050100:RH:2 m above ground:207 hour fcst:ENS=low-res ctl
1.487:0:d=2021050100:APCP:surface:0-207 hour acc fcst:ENS=low-res ctl
1.492:0:d=2021050100:TMP:2 m above ground:210 hour fcst:ENS=low-res ctl
1.493:0:d=2021050100:RH:2 m above ground:210 hour fcst:ENS=low-res ctl
1.494:0:d=2021050100:APCP:surface:0-210 hour acc fcst:ENS=low-res ctl
1.499:0:d=2021050100:TMP:2 m above ground:213 hour fcst:ENS=low-res ctl
1.500:0:d=2021050100:RH:2 m above ground:213 hour fcst:ENS=low-res ctl
1.501:0:d=2021050100:APCP:surface:0-213 hour acc fcst:ENS=low-res ctl
1.506:0:d=2021050100:TMP:2 m above ground:216 hour fcst:ENS=low-res ctl
1.507:0:d=2021050100:RH:2 m above ground:216 hour fcst:ENS=low-res ctl
1.508:0:d=2021050100:APCP:surface:0-9 day acc fcst:ENS=low-res ctl
1.513:0:d=2021050100:TMP:2 m above ground:219 hour fcst:ENS=low-res ctl
1.514:0:d=2021050100:RH:2 m above ground:219 hour fcst:ENS=low-res ctl
1.515:0:d=2021050100:APCP:surface:0-219 hour acc fcst:ENS=low-res ctl
1.520:0:d=2021050100:TMP:2 m above ground:222 hour fcst:ENS=low-res ctl
1.521:0:d=2021050100:RH:2 m above ground:222 hour fcst:ENS=low-res ctl
1.522:0:d=2021050100:APCP:surface:0-222 hour acc fcst:ENS=low-res ctl
1.527:0:d=2021050100:TMP:2 m above ground:225 hour fcst:ENS=low-res ctl
1.528:0:d=2021050100:RH:2 m above ground:225 hour fcst:ENS=low-res ctl
1.529:0:d=2021050100:APCP:surface:0-225 hour acc fcst:ENS=low-res ctl
1.534:0:d=2021050100:TMP:2 m above ground:228 hour fcst:ENS=low-res ctl
1.535:0:d=2021050100:RH:2 m above ground:228 hour fcst:ENS=low-res ctl
1.536:0:d=2021050100:APCP:surface:0-228 hour acc fcst:ENS=low-res ctl
1.541:0:d=2021050100:TMP:2 m above ground:231 hour fcst:ENS=low-res ctl
1.542:0:d=2021050100:RH:2 m above ground:231 hour fcst:ENS=low-res ctl
1.543:0:d=2021050100:APCP:surface:0-231 hour acc fcst:ENS=low-res ctl
1.548:0:d=2021050100:TMP:2 m above ground:234 hour fcst:ENS=low-res ctl
1.549:0:d=2021050100:RH:2 m above ground:234 hour fcst:ENS=low-res ctl
1.550:0:d=2021050100:APCP:surface:0-234 hour acc fcst:ENS=low-res ctl
1.555:0:d=2021050100:TMP:2 m above ground:237 hour fcst:ENS=low-res ctl
1.556:0:d=2021050100:RH:2 m above ground:237 hour fcst:ENS=low-res ctl
1.557:0:d=2021050100:APCP:surface:0-237 hour acc fcst:ENS=low-res ctl
1.562:0:d=2021050100:TMP:2 m above ground:240 hour fcst:ENS=low-res ctl
1.563:0:d=2021050100:RH:2 m above ground:240 hour fcst:ENS=low-res ctl
1.564:0:d=2021050100:APCP:surface:0-10 day acc fcst:ENS=low-res ctl
1.569:0:d=2021050100:TMP:2 m above ground:243 hour fcst:ENS=low-res ctl
1.570:0:d=2021050100:RH:2 m above ground:243 hour fcst:ENS=low-res ctl
1.571:0:d=2021050100:APCP:surface:0-243 hour acc fcst:ENS=low-res ctl
1.576:0:d=2021050100:TMP:2 m above ground:246 hour fcst:ENS=low-res ctl
1.577:0:d=2021050100:RH:2 m above ground:246 hour fcst:ENS=low-res ctl
1.578:0:d=2021050100:APCP:surface:0-246 hour acc fcst:ENS=low-res ctl
1.583:0:d=2021050100:TMP:2 m above ground:249 hour fcst:ENS=low-res ctl
1.584:0:d=2021050100:RH:2 m above ground:249 hour fcst:ENS=low-res ctl
1.585:0:d=2021050100:APCP:surface:0-249 hour acc fcst:ENS=low-res ctl
1.590:0:d=2021050100:TMP:2 m above ground:252 hour fcst:ENS=low-res ctl
1.591:0:d=2021050100:RH:2 m above ground:252 hour fcst:ENS=low-res ctl
1.592:0:d=2021050100:APCP:surface:0-252 hour acc fcst:ENS=low-res ctl
1.597:0:d=2021050100:TMP:2 m above ground:255 hour fcst:ENS=low-res ctl
1.598:0:d=2021050100:RH:2 m above ground:255 hour fcst:ENS=low-res ctl
1.599:0:d=2021050100:APCP:surface:0-255 hour acc fcst:ENS=low-res ctl
1.604:0:d=2021050100:TMP:2 m above ground:258 hour fcst:ENS=low-res ctl
1.605:0:d=2021050100:RH:2 m above ground:258 hour fcst:ENS=low-res ctl
1.606:0:d=2021050100:APCP:surface:0-258 hour acc fcst:ENS=low-res ctl
1.611:0:d=2021050100:TMP:2 m above ground:261 hour fcst:ENS=low-res ctl
1.612:0:d=2021050100:RH:2 m above ground:261 hour fcst:ENS=low-res ctl
1.613:0:d=2021050100:APCP:surface:0-261 hour acc fcst:ENS=low-res ctl
1.618:0:d=2021050100:TMP:2 m above ground:264 hour fcst:ENS=low-res ctl
1.619:0:d=2021050100:RH:2 m above ground:264 hour fcst:ENS=low-res ctl
1.620:0:d=2021050100:APCP:surface:0-11 day acc fcst:ENS=low-res ctl

ENS=+1, ENS=-1, ENS=+2, ENS=-2, ENS=+3, ENS=-3, ENS=+4, ENS=-4, ENS=+5, ENS=-5, ENS=+6, ENS=-6, ENS=+7, ENS=-7, ENS=+8, ENS=-8, ENS=+9, ENS=-9, ENS=+10, ENS=-10, ENS=+11, ENS=-11, ENS=+12, ENS=-12, ENS=+13, ENS=-13, ENS=+14, ENS=-14, ENS=+15, ENS=-15, ENS=+16, ENS=-16, ENS=+17, ENS=-17, ENS=+18, ENS=-18, ENS=+19, ENS=-19, ENS=+20, ENS=-20, ENS=+21, ENS=-21, ENS=+22, ENS=-22, ENS=+23, ENS=-23, ENS=+24, ENS=-24, ENS=+25, ENS=-25,

これで、読み出したデータが ds に格納されました。早速中身を見てみましょう。

In [7]:
ds
Out[7]:
<xarray.Dataset>
Dimensions:            (latitude: 55, longitude: 55, time: 89, member: 51)
Coordinates:
  * latitude           (latitude) float64 19.69 20.25 20.81 ... 48.94 49.5 50.06
  * longitude          (longitude) float64 119.8 120.4 120.9 ... 149.6 150.2
  * time               (time) datetime64[ns] 2021-05-01 ... 2021-05-12
  * member             (member) <U15 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Data variables:
    TMP_2maboveground  (member, time, latitude, longitude) float32 299.2 ... ...
    RH_2maboveground   (member, time, latitude, longitude) float32 83.99 ... ...
    APCP_surface       (member, time, latitude, longitude) float32 nan ... 15.05
Attributes:
    Conventions:          COARDS
    History:              created by wgrib2
    GRIB2_grid_template:  0
xarray.Dataset
    • latitude: 55
    • longitude: 55
    • time: 89
    • member: 51
    • latitude
      (latitude)
      float64
      19.69 20.25 20.81 ... 49.5 50.06
      units :
      degrees_north
      long_name :
      latitude
      array([19.6875, 20.25  , 20.8125, 21.375 , 21.9375, 22.5   , 23.0625, 23.625 ,
       24.1875, 24.75  , 25.3125, 25.875 , 26.4375, 27.    , 27.5625, 28.125 ,
       28.6875, 29.25  , 29.8125, 30.375 , 30.9375, 31.5   , 32.0625, 32.625 ,
       33.1875, 33.75  , 34.3125, 34.875 , 35.4375, 36.    , 36.5625, 37.125 ,
       37.6875, 38.25  , 38.8125, 39.375 , 39.9375, 40.5   , 41.0625, 41.625 ,
       42.1875, 42.75  , 43.3125, 43.875 , 44.4375, 45.    , 45.5625, 46.125 ,
       46.6875, 47.25  , 47.8125, 48.375 , 48.9375, 49.5   , 50.0625])
    • longitude
      (longitude)
      float64
      119.8 120.4 120.9 ... 149.6 150.2
      units :
      degrees_east
      long_name :
      longitude
      array([119.8125, 120.375 , 120.9375, 121.5   , 122.0625, 122.625 , 123.1875,
       123.75  , 124.3125, 124.875 , 125.4375, 126.    , 126.5625, 127.125 ,
       127.6875, 128.25  , 128.8125, 129.375 , 129.9375, 130.5   , 131.0625,
       131.625 , 132.1875, 132.75  , 133.3125, 133.875 , 134.4375, 135.    ,
       135.5625, 136.125 , 136.6875, 137.25  , 137.8125, 138.375 , 138.9375,
       139.5   , 140.0625, 140.625 , 141.1875, 141.75  , 142.3125, 142.875 ,
       143.4375, 144.    , 144.5625, 145.125 , 145.6875, 146.25  , 146.8125,
       147.375 , 147.9375, 148.5   , 149.0625, 149.625 , 150.1875])
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-12
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      <U15
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype='<U15')
    • TMP_2maboveground
      (member, time, latitude, longitude)
      float32
      299.2 299.2 299.4 ... 274.4 274.0
      short_name :
      TMP_2maboveground
      long_name :
      Temperature
      level :
      2 m above ground
      units :
      K
      array([[[[299.2188 , 299.17975, 299.38287, ..., 300.56256, 300.60944,
          300.60162],
         [299.2735 , 299.23444, 299.19537, ..., 300.30475, 300.30475,
          300.24225],
         [299.18756, 299.2657 , 299.17194, ..., 299.91412, 299.8985 ,
          299.82037],
         ...,
         [276.2813 , 275.87506, 275.03912, ..., 274.35944, 274.4532 ,
          274.5313 ],
         [277.63287, 277.4063 , 277.10944, ..., 274.12506, 274.18756,
          274.28912],
         [277.961  , 277.79694, 278.2188 , ..., 273.85162, 273.961  ,
          274.0235 ]],

        [[299.61282, 299.6519 , 299.855  , ..., 300.75345, 300.76126,
          300.82376],
         [299.64407, 299.64407, 299.6519 , ..., 300.5425 , 300.51907,
          300.48782],
         [299.55032, 299.61282, 299.5347 , ..., 300.20657, 300.1675 ,
          300.11282],
...
         [278.90912, 278.22162, 277.1435 , ..., 274.62006, 274.7763 ,
          274.61224],
         [278.73724, 278.04193, 277.15912, ..., 274.456  , 274.4638 ,
          274.12006],
         [278.26068, 276.99506, 276.0263 , ..., 274.29974, 274.07318,
          273.50287]],

        [[300.69098, 300.77692, 300.7613 , ..., 300.25348, 300.27692,
          300.28473],
         [300.68317, 300.80035, 300.75348, ..., 299.77692, 299.79254,
          299.78473],
         [300.62067, 300.60504, 300.5113 , ..., 299.28473, 299.31598,
          299.3238 ],
         ...,
         [280.78473, 280.25348, 279.2613 , ..., 274.91754, 275.12848,
          274.93317],
         [280.3941 , 279.6363 , 278.72223, ..., 274.74567, 274.78473,
          274.48785],
         [279.96442, 279.05817, 278.4566 , ..., 274.5738 , 274.4488 ,
          273.98004]]]], dtype=float32)
    • RH_2maboveground
      (member, time, latitude, longitude)
      float32
      83.99 84.15 82.31 ... 87.23 86.26
      short_name :
      RH_2maboveground
      long_name :
      Relative Humidity
      level :
      2 m above ground
      units :
      percent
      array([[[[83.99395 , 84.1502  , 82.30645 , ..., 82.61895 , 83.0252  ,
          83.55645 ],
         [82.5877  , 81.80645 , 82.9002  , ..., 83.30645 , 84.43145 ,
          85.2752  ],
         [82.4002  , 80.30645 , 79.6502  , ..., 85.4002  , 86.68145 ,
          87.7752  ],
         ...,
         [77.36895 , 79.55645 , 86.1502  , ..., 92.1502  , 91.86895 ,
          91.6502  ],
         [77.7752  , 79.36895 , 83.43145 , ..., 91.3377  , 91.43145 ,
          91.4627  ],
         [77.18145 , 78.30645 , 76.24395 , ..., 91.55645 , 91.3377  ,
          91.61895 ]],

        [[82.96159 , 82.30534 , 80.80534 , ..., 83.05534 , 83.36784 ,
          82.18034 ],
         [82.14909 , 81.43034 , 82.30534 , ..., 83.30534 , 84.30534 ,
          83.99284 ],
         [81.61784 , 80.33659 , 80.21159 , ..., 84.36784 , 85.33659 ,
          85.52409 ],
...
         [59.668823, 56.387573, 56.387573, ..., 93.76257 , 89.60632 ,
          84.73132 ],
         [61.450073, 58.606323, 57.825073, ..., 92.48132 , 89.13757 ,
          86.95007 ],
         [61.325073, 63.137573, 64.29382 , ..., 91.76257 , 88.91882 ,
          88.07507 ]],

        [[87.35768 , 85.20143 , 84.23268 , ..., 81.38893 , 81.45143 ,
          81.95143 ],
         [87.01393 , 84.98268 , 84.57643 , ..., 83.79518 , 83.60768 ,
          83.92018 ],
         [86.38893 , 85.79518 , 85.35768 , ..., 84.67018 , 84.60768 ,
          84.95143 ],
         ...,
         [45.26393 , 51.17018 , 59.20143 , ..., 92.48268 , 87.88893 ,
          83.60768 ],
         [50.35768 , 58.63893 , 67.23268 , ..., 91.20143 , 87.51393 ,
          85.45143 ],
         [60.38893 , 66.76393 , 67.88893 , ..., 90.51393 , 87.23268 ,
          86.26393 ]]]], dtype=float32)
    • APCP_surface
      (member, time, latitude, longitude)
      float32
      nan nan nan ... 20.36 17.11 15.05
      short_name :
      APCP_surface
      long_name :
      Total Precipitation
      level :
      surface
      units :
      kg/m^2
      array([[[[           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         ...,
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan]],

        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          3.90625000e-03, 3.32031250e-02, 2.34375000e-02],
         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          0.00000000e+00, 7.81250000e-03, 7.81250000e-03],
         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          0.00000000e+00, 3.90625000e-03, 5.85937500e-03],
...
          2.68628998e+01, 2.29878998e+01, 2.00503998e+01],
         [1.84253998e+01, 1.93003998e+01, 2.49878998e+01, ...,
          2.48628998e+01, 2.04878998e+01, 1.72378998e+01],
         [1.78628998e+01, 2.06128998e+01, 2.96128998e+01, ...,
          2.03628998e+01, 1.71128998e+01, 1.50503998e+01]],

        [[2.67561889e+00, 1.48811901e+00, 3.00619006e-01, ...,
          1.53631191e+01, 1.30506191e+01, 1.04256191e+01],
         [3.80061889e+00, 1.11311901e+00, 2.38119006e-01, ...,
          9.98811913e+00, 6.67561913e+00, 5.48811913e+00],
         [7.61311913e+00, 6.23811913e+00, 3.80061889e+00, ...,
          8.98811913e+00, 5.92561913e+00, 3.98811889e+00],
         ...,
         [1.91756191e+01, 2.56756191e+01, 3.70506172e+01, ...,
          2.68631191e+01, 2.29881191e+01, 2.00506191e+01],
         [1.84881191e+01, 1.94881191e+01, 2.53631191e+01, ...,
          2.48631191e+01, 2.04881191e+01, 1.72381191e+01],
         [1.80506191e+01, 2.08631191e+01, 2.98006191e+01, ...,
          2.03631191e+01, 1.71131191e+01, 1.50506191e+01]]]],
      dtype=float32)
    • latitude
      PandasIndex
      PandasIndex(Float64Index([19.6875,   20.25, 20.8125,  21.375, 21.9375,    22.5, 23.0625,
               23.625, 24.1875,   24.75, 25.3125,  25.875, 26.4375,    27.0,
              27.5625,  28.125, 28.6875,   29.25, 29.8125,  30.375, 30.9375,
                 31.5, 32.0625,  32.625, 33.1875,   33.75, 34.3125,  34.875,
              35.4375,    36.0, 36.5625,  37.125, 37.6875,   38.25, 38.8125,
               39.375, 39.9375,    40.5, 41.0625,  41.625, 42.1875,   42.75,
              43.3125,  43.875, 44.4375,    45.0, 45.5625,  46.125, 46.6875,
                47.25, 47.8125,  48.375, 48.9375,    49.5, 50.0625],
             dtype='float64', name='latitude'))
    • longitude
      PandasIndex
      PandasIndex(Float64Index([119.8125,  120.375, 120.9375,    121.5, 122.0625,  122.625,
              123.1875,   123.75, 124.3125,  124.875, 125.4375,    126.0,
              126.5625,  127.125, 127.6875,   128.25, 128.8125,  129.375,
              129.9375,    130.5, 131.0625,  131.625, 132.1875,   132.75,
              133.3125,  133.875, 134.4375,    135.0, 135.5625,  136.125,
              136.6875,   137.25, 137.8125,  138.375, 138.9375,    139.5,
              140.0625,  140.625, 141.1875,   141.75, 142.3125,  142.875,
              143.4375,    144.0, 144.5625,  145.125, 145.6875,   146.25,
              146.8125,  147.375, 147.9375,    148.5, 149.0625,  149.625,
              150.1875],
             dtype='float64', name='longitude'))
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • Conventions :
    COARDS
    History :
    created by wgrib2
    GRIB2_grid_template :
    0

きれいな表が表示されました。この表はインタラクティブになっていて、▼ 印や、文書の形のアイコン、皿を重ねた形のアイコンをクリックすると、より詳細な情報を見ることができます。これらすべての情報が、オブジェクト ds には格納されています。

関数 getgpv は、キーワード引数 to_netcdf にTrueを設定すると、GRIB2ファイルから読み出したデータをNetCDFファイルで保存します。そして、キーワード引数 from_netcdf にTrueを設定すると、これから読もうとするデータがすでにNetcdfファイルとして保存されていれば、そちらからデータを取得します。Netcdfファイルからの読み込み速度は、wgrib2を介するGRIB2ファイルへのアクセスよりもずっと高速です。
　Script 4-1 では、 to_netcdf を設定しているので、NetCDFファイルが作られています（デフォルトの場所は ./nc です）。そこで、今度は、キーワード引数 from_netcdf にTrueを設定して同じデータを読みなおしてみましょう。以下を実行してください。

In [8]:
# Script 4-2 #

ds = wx.getgpv(grbpath, element, from_netcdf=True, to_netcdf=True, verbose=True)

ds

reading from nc\Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.TMP_RH_APCP.nc
Out[8]:
<xarray.Dataset>
Dimensions:            (latitude: 55, longitude: 55, time: 89, member: 51)
Coordinates:
  * latitude           (latitude) float64 19.69 20.25 20.81 ... 48.94 49.5 50.06
  * longitude          (longitude) float64 119.8 120.4 120.9 ... 149.6 150.2
  * time               (time) datetime64[ns] 2021-05-01 ... 2021-05-12
  * member             (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Data variables:
    TMP_2maboveground  (member, time, latitude, longitude) float32 299.2 ... ...
    RH_2maboveground   (member, time, latitude, longitude) float32 83.99 ... ...
    APCP_surface       (member, time, latitude, longitude) float32 nan ... 15.05
Attributes:
    Conventions:          COARDS
    History:              created by wgrib2
    GRIB2_grid_template:  0
xarray.Dataset
    • latitude: 55
    • longitude: 55
    • time: 89
    • member: 51
    • latitude
      (latitude)
      float64
      19.69 20.25 20.81 ... 49.5 50.06
      units :
      degrees_north
      long_name :
      latitude
      array([19.6875, 20.25  , 20.8125, 21.375 , 21.9375, 22.5   , 23.0625, 23.625 ,
       24.1875, 24.75  , 25.3125, 25.875 , 26.4375, 27.    , 27.5625, 28.125 ,
       28.6875, 29.25  , 29.8125, 30.375 , 30.9375, 31.5   , 32.0625, 32.625 ,
       33.1875, 33.75  , 34.3125, 34.875 , 35.4375, 36.    , 36.5625, 37.125 ,
       37.6875, 38.25  , 38.8125, 39.375 , 39.9375, 40.5   , 41.0625, 41.625 ,
       42.1875, 42.75  , 43.3125, 43.875 , 44.4375, 45.    , 45.5625, 46.125 ,
       46.6875, 47.25  , 47.8125, 48.375 , 48.9375, 49.5   , 50.0625])
    • longitude
      (longitude)
      float64
      119.8 120.4 120.9 ... 149.6 150.2
      units :
      degrees_east
      long_name :
      longitude
      array([119.8125, 120.375 , 120.9375, 121.5   , 122.0625, 122.625 , 123.1875,
       123.75  , 124.3125, 124.875 , 125.4375, 126.    , 126.5625, 127.125 ,
       127.6875, 128.25  , 128.8125, 129.375 , 129.9375, 130.5   , 131.0625,
       131.625 , 132.1875, 132.75  , 133.3125, 133.875 , 134.4375, 135.    ,
       135.5625, 136.125 , 136.6875, 137.25  , 137.8125, 138.375 , 138.9375,
       139.5   , 140.0625, 140.625 , 141.1875, 141.75  , 142.3125, 142.875 ,
       143.4375, 144.    , 144.5625, 145.125 , 145.6875, 146.25  , 146.8125,
       147.375 , 147.9375, 148.5   , 149.0625, 149.625 , 150.1875])
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-12
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • TMP_2maboveground
      (member, time, latitude, longitude)
      float32
      299.2 299.2 299.4 ... 274.4 274.0
      short_name :
      TMP_2maboveground
      long_name :
      Temperature
      level :
      2 m above ground
      units :
      K
      array([[[[299.2188 , 299.17975, 299.38287, ..., 300.56256, 300.60944,
          300.60162],
         [299.2735 , 299.23444, 299.19537, ..., 300.30475, 300.30475,
          300.24225],
         [299.18756, 299.2657 , 299.17194, ..., 299.91412, 299.8985 ,
          299.82037],
         ...,
         [276.2813 , 275.87506, 275.03912, ..., 274.35944, 274.4532 ,
          274.5313 ],
         [277.63287, 277.4063 , 277.10944, ..., 274.12506, 274.18756,
          274.28912],
         [277.961  , 277.79694, 278.2188 , ..., 273.85162, 273.961  ,
          274.0235 ]],

        [[299.61282, 299.6519 , 299.855  , ..., 300.75345, 300.76126,
          300.82376],
         [299.64407, 299.64407, 299.6519 , ..., 300.5425 , 300.51907,
          300.48782],
         [299.55032, 299.61282, 299.5347 , ..., 300.20657, 300.1675 ,
          300.11282],
...
         [278.90912, 278.22162, 277.1435 , ..., 274.62006, 274.7763 ,
          274.61224],
         [278.73724, 278.04193, 277.15912, ..., 274.456  , 274.4638 ,
          274.12006],
         [278.26068, 276.99506, 276.0263 , ..., 274.29974, 274.07318,
          273.50287]],

        [[300.69098, 300.77692, 300.7613 , ..., 300.25348, 300.27692,
          300.28473],
         [300.68317, 300.80035, 300.75348, ..., 299.77692, 299.79254,
          299.78473],
         [300.62067, 300.60504, 300.5113 , ..., 299.28473, 299.31598,
          299.3238 ],
         ...,
         [280.78473, 280.25348, 279.2613 , ..., 274.91754, 275.12848,
          274.93317],
         [280.3941 , 279.6363 , 278.72223, ..., 274.74567, 274.78473,
          274.48785],
         [279.96442, 279.05817, 278.4566 , ..., 274.5738 , 274.4488 ,
          273.98004]]]], dtype=float32)
    • RH_2maboveground
      (member, time, latitude, longitude)
      float32
      83.99 84.15 82.31 ... 87.23 86.26
      short_name :
      RH_2maboveground
      long_name :
      Relative Humidity
      level :
      2 m above ground
      units :
      percent
      array([[[[83.99395 , 84.1502  , 82.30645 , ..., 82.61895 , 83.0252  ,
          83.55645 ],
         [82.5877  , 81.80645 , 82.9002  , ..., 83.30645 , 84.43145 ,
          85.2752  ],
         [82.4002  , 80.30645 , 79.6502  , ..., 85.4002  , 86.68145 ,
          87.7752  ],
         ...,
         [77.36895 , 79.55645 , 86.1502  , ..., 92.1502  , 91.86895 ,
          91.6502  ],
         [77.7752  , 79.36895 , 83.43145 , ..., 91.3377  , 91.43145 ,
          91.4627  ],
         [77.18145 , 78.30645 , 76.24395 , ..., 91.55645 , 91.3377  ,
          91.61895 ]],

        [[82.96159 , 82.30534 , 80.80534 , ..., 83.05534 , 83.36784 ,
          82.18034 ],
         [82.14909 , 81.43034 , 82.30534 , ..., 83.30534 , 84.30534 ,
          83.99284 ],
         [81.61784 , 80.33659 , 80.21159 , ..., 84.36784 , 85.33659 ,
          85.52409 ],
...
         [59.668823, 56.387573, 56.387573, ..., 93.76257 , 89.60632 ,
          84.73132 ],
         [61.450073, 58.606323, 57.825073, ..., 92.48132 , 89.13757 ,
          86.95007 ],
         [61.325073, 63.137573, 64.29382 , ..., 91.76257 , 88.91882 ,
          88.07507 ]],

        [[87.35768 , 85.20143 , 84.23268 , ..., 81.38893 , 81.45143 ,
          81.95143 ],
         [87.01393 , 84.98268 , 84.57643 , ..., 83.79518 , 83.60768 ,
          83.92018 ],
         [86.38893 , 85.79518 , 85.35768 , ..., 84.67018 , 84.60768 ,
          84.95143 ],
         ...,
         [45.26393 , 51.17018 , 59.20143 , ..., 92.48268 , 87.88893 ,
          83.60768 ],
         [50.35768 , 58.63893 , 67.23268 , ..., 91.20143 , 87.51393 ,
          85.45143 ],
         [60.38893 , 66.76393 , 67.88893 , ..., 90.51393 , 87.23268 ,
          86.26393 ]]]], dtype=float32)
    • APCP_surface
      (member, time, latitude, longitude)
      float32
      nan nan nan ... 20.36 17.11 15.05
      short_name :
      APCP_surface
      long_name :
      Total Precipitation
      level :
      surface
      units :
      kg/m^2
      array([[[[           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         ...,
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan]],

        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          3.90625000e-03, 3.32031250e-02, 2.34375000e-02],
         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          0.00000000e+00, 7.81250000e-03, 7.81250000e-03],
         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          0.00000000e+00, 3.90625000e-03, 5.85937500e-03],
...
          2.68628998e+01, 2.29878998e+01, 2.00503998e+01],
         [1.84253998e+01, 1.93003998e+01, 2.49878998e+01, ...,
          2.48628998e+01, 2.04878998e+01, 1.72378998e+01],
         [1.78628998e+01, 2.06128998e+01, 2.96128998e+01, ...,
          2.03628998e+01, 1.71128998e+01, 1.50503998e+01]],

        [[2.67561889e+00, 1.48811901e+00, 3.00619006e-01, ...,
          1.53631191e+01, 1.30506191e+01, 1.04256191e+01],
         [3.80061889e+00, 1.11311901e+00, 2.38119006e-01, ...,
          9.98811913e+00, 6.67561913e+00, 5.48811913e+00],
         [7.61311913e+00, 6.23811913e+00, 3.80061889e+00, ...,
          8.98811913e+00, 5.92561913e+00, 3.98811889e+00],
         ...,
         [1.91756191e+01, 2.56756191e+01, 3.70506172e+01, ...,
          2.68631191e+01, 2.29881191e+01, 2.00506191e+01],
         [1.84881191e+01, 1.94881191e+01, 2.53631191e+01, ...,
          2.48631191e+01, 2.04881191e+01, 1.72381191e+01],
         [1.80506191e+01, 2.08631191e+01, 2.98006191e+01, ...,
          2.03631191e+01, 1.71131191e+01, 1.50506191e+01]]]],
      dtype=float32)
    • latitude
      PandasIndex
      PandasIndex(Float64Index([19.6875,   20.25, 20.8125,  21.375, 21.9375,    22.5, 23.0625,
               23.625, 24.1875,   24.75, 25.3125,  25.875, 26.4375,    27.0,
              27.5625,  28.125, 28.6875,   29.25, 29.8125,  30.375, 30.9375,
                 31.5, 32.0625,  32.625, 33.1875,   33.75, 34.3125,  34.875,
              35.4375,    36.0, 36.5625,  37.125, 37.6875,   38.25, 38.8125,
               39.375, 39.9375,    40.5, 41.0625,  41.625, 42.1875,   42.75,
              43.3125,  43.875, 44.4375,    45.0, 45.5625,  46.125, 46.6875,
                47.25, 47.8125,  48.375, 48.9375,    49.5, 50.0625],
             dtype='float64', name='latitude'))
    • longitude
      PandasIndex
      PandasIndex(Float64Index([119.8125,  120.375, 120.9375,    121.5, 122.0625,  122.625,
              123.1875,   123.75, 124.3125,  124.875, 125.4375,    126.0,
              126.5625,  127.125, 127.6875,   128.25, 128.8125,  129.375,
              129.9375,    130.5, 131.0625,  131.625, 132.1875,   132.75,
              133.3125,  133.875, 134.4375,    135.0, 135.5625,  136.125,
              136.6875,   137.25, 137.8125,  138.375, 138.9375,    139.5,
              140.0625,  140.625, 141.1875,   141.75, 142.3125,  142.875,
              143.4375,    144.0, 144.5625,  145.125, 145.6875,   146.25,
              146.8125,  147.375, 147.9375,    148.5, 149.0625,  149.625,
              150.1875],
             dtype='float64', name='longitude'))
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • Conventions :
    COARDS
    History :
    created by wgrib2
    GRIB2_grid_template :
    0

あっというまにDeatasetオブジェクトが作られました。verbose 表示から、先ほどと読み取り先が違うことも分かります。

4.2 その他の関数¶

ライブラリ wxbcgribX には、getgpv のほかに数個、簡単な関数が用意されてるのでまとめて紹介しておきます。

・関数 getvarname¶

引数で指定したGRIB2 ファイルに格納されている気象要素の記号を取得します。
　（2022年度の「メッシュ気象データ分析チャレンジ！」で提供した wxbcgribX ライブラリでは getgrbvarname でした)

In [9]:
# Script 4-3 #

wx.getvarname(grbpath)
Out[9]:
['APCP', 'PRMSL', 'RH', 'TCDC', 'TMP', 'UGRD', 'VGRD']

・関数 getensname¶

引数で指定したGRIB2 ファイルに格納されているアンサンブルの記号を取得します。

In [10]:
# Script 4-4 #

wx.getensname(grbpath)
Out[10]:
['ENS=low-res ctl',
 'ENS=+1',
 'ENS=-1',
 'ENS=+2',
 'ENS=-2',
 'ENS=+3',
 'ENS=-3',
 'ENS=+4',
 'ENS=-4',
 'ENS=+5',
 'ENS=-5',
 'ENS=+6',
 'ENS=-6',
 'ENS=+7',
 'ENS=-7',
 'ENS=+8',
 'ENS=-8',
 'ENS=+9',
 'ENS=-9',
 'ENS=+10',
 'ENS=-10',
 'ENS=+11',
 'ENS=-11',
 'ENS=+12',
 'ENS=-12',
 'ENS=+13',
 'ENS=-13',
 'ENS=+14',
 'ENS=-14',
 'ENS=+15',
 'ENS=-15',
 'ENS=+16',
 'ENS=-16',
 'ENS=+17',
 'ENS=-17',
 'ENS=+18',
 'ENS=-18',
 'ENS=+19',
 'ENS=-19',
 'ENS=+20',
 'ENS=-20',
 'ENS=+21',
 'ENS=-21',
 'ENS=+22',
 'ENS=-22',
 'ENS=+23',
 'ENS=-23',
 'ENS=+24',
 'ENS=-24',
 'ENS=+25',
 'ENS=-25']

・関数 strft_range:¶

引数 start に与えられた時刻で始まり、引数 step に与えられた時間間隔を持つ時刻文字列のリストを、引数 ita の個数作成します。時刻文字列の書式は、format で指定し、start に与える時刻は、yyyymmddhhmm の形式の文字列、または、datetime オブジェクトで与えます。

In [11]:
# Script 4-5 #

wx.strft_range(start='202001010000', format='%H%M',ita=6, minutes=30)
Out[11]:
['0000', '0030', '0100', '0130', '0200', '0230']

・関数 jst:¶

気象データのDatasetまたはDataArayオブジェクトに記録される時刻を、日本標準時で取り出します。

In [12]:
# Script 4-6 #

wx.jst(ds)[:10]
Out[12]:
[Timestamp('2021-05-01 09:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 12:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 15:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 18:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 21:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 00:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 03:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 06:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 09:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 12:00:00+0900', tz='Asia/Tokyo')]

・関数 tsj:¶

時系列気象データのDataArayオブジェクトを折れ線グラフとして 簡易に 可視化する関数です。必要に応じ、参照のための折れ線を追加することができます。この関数は、時間の目盛りを日本標準時で振ります。
定義：

wxbcgribx.tsj(datarr,overlay,iscommony=True)

引数：

  • datarr(必須): 可視化したい DataArray オブジェクト
  • overlay(省略可): 重ね合わせたいデータを以下のどちらかで与える
    • DataArayオブジェクト
    • [ yデータの並び, xデータの並び, '凡例用文字列' ] の構造を持つリスト
  • iscommony(省略可)：Falseを与えると第２Y軸を設定する。

5 パッケージ Xarray¶

Xarray (https://xarray.dev/) は、時空間など、座標を持った配列データを処理するためのPython 向けのパッケージです。これをインポートすると、配列データとそれが従う座標、データや座標に関する情報（属性情報とも）を一体として保持できる、DataArray オブジェクトが利用と可能となります。さらに、座標を同じくする、複数のDataArray オブジェクトを束ねるオブジェクト Dataset も利用可能となります。

気象データは、いつの、どの地点の(、どの高度の)ものであるかという情報と不可分であり、さらに、アンサンブル予報データはこれが規則正しく並んだものなので、DataArray オブジェクトはこれを扱うのに最適です。また、気象庁のアンサンブル予報プロダクトは、複数の気象要素が一括で提供されるので、Dataset オブジェクトは、GRIB2ファイルから読み出したアンサンブルプロダクトを保持するのに最適です。

以上の理由から、関数 getgpv は、GRIB2ファイルの気象データを Dataset オブジェクトで出力するように作られました。この章では、 Xarray のオブジェクトを使用した、気象データの処理テクニックについて学習します。

処理の教材として、4 でも教材に使用した 週間アンサンブル数値予報モデルGPV（日本域） のデータを改めて ds に読み込んでおきましょう。
以下を実行してください。

In [13]:
# Script 5-1 #

import wxbcgribx as wx

grbpath = 'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'
element = ['TMP','RH','APCP']
ds = wx.getgpv(grbpath, element)

ds
Out[13]:
<xarray.Dataset>
Dimensions:            (latitude: 55, longitude: 55, time: 89, member: 51)
Coordinates:
  * latitude           (latitude) float64 19.69 20.25 20.81 ... 48.94 49.5 50.06
  * longitude          (longitude) float64 119.8 120.4 120.9 ... 149.6 150.2
  * time               (time) datetime64[ns] 2021-05-01 ... 2021-05-12
  * member             (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Data variables:
    TMP_2maboveground  (member, time, latitude, longitude) float32 299.2 ... ...
    RH_2maboveground   (member, time, latitude, longitude) float32 83.99 ... ...
    APCP_surface       (member, time, latitude, longitude) float32 nan ... 15.05
Attributes:
    Conventions:          COARDS
    History:              created by wgrib2
    GRIB2_grid_template:  0
xarray.Dataset
    • latitude: 55
    • longitude: 55
    • time: 89
    • member: 51
    • latitude
      (latitude)
      float64
      19.69 20.25 20.81 ... 49.5 50.06
      units :
      degrees_north
      long_name :
      latitude
      array([19.6875, 20.25  , 20.8125, 21.375 , 21.9375, 22.5   , 23.0625, 23.625 ,
       24.1875, 24.75  , 25.3125, 25.875 , 26.4375, 27.    , 27.5625, 28.125 ,
       28.6875, 29.25  , 29.8125, 30.375 , 30.9375, 31.5   , 32.0625, 32.625 ,
       33.1875, 33.75  , 34.3125, 34.875 , 35.4375, 36.    , 36.5625, 37.125 ,
       37.6875, 38.25  , 38.8125, 39.375 , 39.9375, 40.5   , 41.0625, 41.625 ,
       42.1875, 42.75  , 43.3125, 43.875 , 44.4375, 45.    , 45.5625, 46.125 ,
       46.6875, 47.25  , 47.8125, 48.375 , 48.9375, 49.5   , 50.0625])
    • longitude
      (longitude)
      float64
      119.8 120.4 120.9 ... 149.6 150.2
      units :
      degrees_east
      long_name :
      longitude
      array([119.8125, 120.375 , 120.9375, 121.5   , 122.0625, 122.625 , 123.1875,
       123.75  , 124.3125, 124.875 , 125.4375, 126.    , 126.5625, 127.125 ,
       127.6875, 128.25  , 128.8125, 129.375 , 129.9375, 130.5   , 131.0625,
       131.625 , 132.1875, 132.75  , 133.3125, 133.875 , 134.4375, 135.    ,
       135.5625, 136.125 , 136.6875, 137.25  , 137.8125, 138.375 , 138.9375,
       139.5   , 140.0625, 140.625 , 141.1875, 141.75  , 142.3125, 142.875 ,
       143.4375, 144.    , 144.5625, 145.125 , 145.6875, 146.25  , 146.8125,
       147.375 , 147.9375, 148.5   , 149.0625, 149.625 , 150.1875])
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-12
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • TMP_2maboveground
      (member, time, latitude, longitude)
      float32
      299.2 299.2 299.4 ... 274.4 274.0
      short_name :
      TMP_2maboveground
      long_name :
      Temperature
      level :
      2 m above ground
      units :
      K
      array([[[[299.2188 , 299.17975, 299.38287, ..., 300.56256, 300.60944,
          300.60162],
         [299.2735 , 299.23444, 299.19537, ..., 300.30475, 300.30475,
          300.24225],
         [299.18756, 299.2657 , 299.17194, ..., 299.91412, 299.8985 ,
          299.82037],
         ...,
         [276.2813 , 275.87506, 275.03912, ..., 274.35944, 274.4532 ,
          274.5313 ],
         [277.63287, 277.4063 , 277.10944, ..., 274.12506, 274.18756,
          274.28912],
         [277.961  , 277.79694, 278.2188 , ..., 273.85162, 273.961  ,
          274.0235 ]],

        [[299.61282, 299.6519 , 299.855  , ..., 300.75345, 300.76126,
          300.82376],
         [299.64407, 299.64407, 299.6519 , ..., 300.5425 , 300.51907,
          300.48782],
         [299.55032, 299.61282, 299.5347 , ..., 300.20657, 300.1675 ,
          300.11282],
...
         [278.90912, 278.22162, 277.1435 , ..., 274.62006, 274.7763 ,
          274.61224],
         [278.73724, 278.04193, 277.15912, ..., 274.456  , 274.4638 ,
          274.12006],
         [278.26068, 276.99506, 276.0263 , ..., 274.29974, 274.07318,
          273.50287]],

        [[300.69098, 300.77692, 300.7613 , ..., 300.25348, 300.27692,
          300.28473],
         [300.68317, 300.80035, 300.75348, ..., 299.77692, 299.79254,
          299.78473],
         [300.62067, 300.60504, 300.5113 , ..., 299.28473, 299.31598,
          299.3238 ],
         ...,
         [280.78473, 280.25348, 279.2613 , ..., 274.91754, 275.12848,
          274.93317],
         [280.3941 , 279.6363 , 278.72223, ..., 274.74567, 274.78473,
          274.48785],
         [279.96442, 279.05817, 278.4566 , ..., 274.5738 , 274.4488 ,
          273.98004]]]], dtype=float32)
    • RH_2maboveground
      (member, time, latitude, longitude)
      float32
      83.99 84.15 82.31 ... 87.23 86.26
      short_name :
      RH_2maboveground
      long_name :
      Relative Humidity
      level :
      2 m above ground
      units :
      percent
      array([[[[83.99395 , 84.1502  , 82.30645 , ..., 82.61895 , 83.0252  ,
          83.55645 ],
         [82.5877  , 81.80645 , 82.9002  , ..., 83.30645 , 84.43145 ,
          85.2752  ],
         [82.4002  , 80.30645 , 79.6502  , ..., 85.4002  , 86.68145 ,
          87.7752  ],
         ...,
         [77.36895 , 79.55645 , 86.1502  , ..., 92.1502  , 91.86895 ,
          91.6502  ],
         [77.7752  , 79.36895 , 83.43145 , ..., 91.3377  , 91.43145 ,
          91.4627  ],
         [77.18145 , 78.30645 , 76.24395 , ..., 91.55645 , 91.3377  ,
          91.61895 ]],

        [[82.96159 , 82.30534 , 80.80534 , ..., 83.05534 , 83.36784 ,
          82.18034 ],
         [82.14909 , 81.43034 , 82.30534 , ..., 83.30534 , 84.30534 ,
          83.99284 ],
         [81.61784 , 80.33659 , 80.21159 , ..., 84.36784 , 85.33659 ,
          85.52409 ],
...
         [59.668823, 56.387573, 56.387573, ..., 93.76257 , 89.60632 ,
          84.73132 ],
         [61.450073, 58.606323, 57.825073, ..., 92.48132 , 89.13757 ,
          86.95007 ],
         [61.325073, 63.137573, 64.29382 , ..., 91.76257 , 88.91882 ,
          88.07507 ]],

        [[87.35768 , 85.20143 , 84.23268 , ..., 81.38893 , 81.45143 ,
          81.95143 ],
         [87.01393 , 84.98268 , 84.57643 , ..., 83.79518 , 83.60768 ,
          83.92018 ],
         [86.38893 , 85.79518 , 85.35768 , ..., 84.67018 , 84.60768 ,
          84.95143 ],
         ...,
         [45.26393 , 51.17018 , 59.20143 , ..., 92.48268 , 87.88893 ,
          83.60768 ],
         [50.35768 , 58.63893 , 67.23268 , ..., 91.20143 , 87.51393 ,
          85.45143 ],
         [60.38893 , 66.76393 , 67.88893 , ..., 90.51393 , 87.23268 ,
          86.26393 ]]]], dtype=float32)
    • APCP_surface
      (member, time, latitude, longitude)
      float32
      nan nan nan ... 20.36 17.11 15.05
      short_name :
      APCP_surface
      long_name :
      Total Precipitation
      level :
      surface
      units :
      kg/m^2
      array([[[[           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         ...,
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan],
         [           nan,            nan,            nan, ...,
                     nan,            nan,            nan]],

        [[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          3.90625000e-03, 3.32031250e-02, 2.34375000e-02],
         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          0.00000000e+00, 7.81250000e-03, 7.81250000e-03],
         [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,
          0.00000000e+00, 3.90625000e-03, 5.85937500e-03],
...
          2.68628998e+01, 2.29878998e+01, 2.00503998e+01],
         [1.84253998e+01, 1.93003998e+01, 2.49878998e+01, ...,
          2.48628998e+01, 2.04878998e+01, 1.72378998e+01],
         [1.78628998e+01, 2.06128998e+01, 2.96128998e+01, ...,
          2.03628998e+01, 1.71128998e+01, 1.50503998e+01]],

        [[2.67561889e+00, 1.48811901e+00, 3.00619006e-01, ...,
          1.53631191e+01, 1.30506191e+01, 1.04256191e+01],
         [3.80061889e+00, 1.11311901e+00, 2.38119006e-01, ...,
          9.98811913e+00, 6.67561913e+00, 5.48811913e+00],
         [7.61311913e+00, 6.23811913e+00, 3.80061889e+00, ...,
          8.98811913e+00, 5.92561913e+00, 3.98811889e+00],
         ...,
         [1.91756191e+01, 2.56756191e+01, 3.70506172e+01, ...,
          2.68631191e+01, 2.29881191e+01, 2.00506191e+01],
         [1.84881191e+01, 1.94881191e+01, 2.53631191e+01, ...,
          2.48631191e+01, 2.04881191e+01, 1.72381191e+01],
         [1.80506191e+01, 2.08631191e+01, 2.98006191e+01, ...,
          2.03631191e+01, 1.71131191e+01, 1.50506191e+01]]]],
      dtype=float32)
    • latitude
      PandasIndex
      PandasIndex(Float64Index([19.6875,   20.25, 20.8125,  21.375, 21.9375,    22.5, 23.0625,
               23.625, 24.1875,   24.75, 25.3125,  25.875, 26.4375,    27.0,
              27.5625,  28.125, 28.6875,   29.25, 29.8125,  30.375, 30.9375,
                 31.5, 32.0625,  32.625, 33.1875,   33.75, 34.3125,  34.875,
              35.4375,    36.0, 36.5625,  37.125, 37.6875,   38.25, 38.8125,
               39.375, 39.9375,    40.5, 41.0625,  41.625, 42.1875,   42.75,
              43.3125,  43.875, 44.4375,    45.0, 45.5625,  46.125, 46.6875,
                47.25, 47.8125,  48.375, 48.9375,    49.5, 50.0625],
             dtype='float64', name='latitude'))
    • longitude
      PandasIndex
      PandasIndex(Float64Index([119.8125,  120.375, 120.9375,    121.5, 122.0625,  122.625,
              123.1875,   123.75, 124.3125,  124.875, 125.4375,    126.0,
              126.5625,  127.125, 127.6875,   128.25, 128.8125,  129.375,
              129.9375,    130.5, 131.0625,  131.625, 132.1875,   132.75,
              133.3125,  133.875, 134.4375,    135.0, 135.5625,  136.125,
              136.6875,   137.25, 137.8125,  138.375, 138.9375,    139.5,
              140.0625,  140.625, 141.1875,   141.75, 142.3125,  142.875,
              143.4375,    144.0, 144.5625,  145.125, 145.6875,   146.25,
              146.8125,  147.375, 147.9375,    148.5, 149.0625,  149.625,
              150.1875],
             dtype='float64', name='longitude'))
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • Conventions :
    COARDS
    History :
    created by wgrib2
    GRIB2_grid_template :
    0

5.1 Dataset オブジェクト¶

オブジェクト Dataset は、座標を同じくする複数の DataArray オブジェクトを束ねたものです。表示の一番最初の行に「xarray.Dataset」と表示されていることに注意してください。ds が、モジュールXarrayで提供されるDatasetオブジェクトであることを示します。

次に、Dimensions: のセクションを見てください。ds は、latitude、longitude、member、time という名の4つの次元を持つことがわかります。

その下、▼ Coordinates: のセクションを見ると、全ての次元は座標（識別する意味を持つ次元）であることがわかります。行末のアイコンをクリックすると、その座標の単位や値をブラウズすることができます。

その下、▼ Data variables: のセクションには、気温、相対、降水データの概要が示されています。行末のアイコンをクリックすることで、それぞれの単位や値をブラウズすることができます。

5.1.1 特定の気象データの取り出し¶

複数の気象要素が収録された Dataset オブジェクトから、特定の気象データを取り出してDataArray オブジェクト dataarr に代入するには、気象要素のハンドルネームを使用して以下のようにします。

dataarr = dataset['気象要素のハンドルネーム']

ここで、気象要素のハンドルネームとは、上の表の Data Variables のセクションの左端の列に示されている文字列です。これにより、気象データは DataArray オブジェクト(後述)として取り出されます。

5.1.2 収録気象要素名、座標名の取り出し¶

収録気象要素のハンドルネームは、属性 data_vars から取り出すことができ、for 文のイタラブルとして使用できます。また、関数 list を使えば、リストの形に成型することができます。

In [14]:
# Script 5-2 #

list(ds.data_vars)
Out[14]:
['TMP_2maboveground', 'RH_2maboveground', 'APCP_surface']

座標のハンドル名を取り出すには属性 coords から取り出すことができます。

In [15]:
# Script 5-3 #

list(ds.coords)
Out[15]:
['latitude', 'longitude', 'time', 'member']

ここで、気象要素の名前を整理しておきます。GRIB2ファイルでは、気象要素の識別のために TMP などの識別子が使用されています。また、高度の識別のために、2 m above ground などの文字列が別途識別子として使われています（3.2 参照）。コマンドラインプログラム wgrib2 は、GRIB2ファイルからNetCDFファイルを作るとき、気象要素の識別子と高度の識別子を組み合わせた文字列を自動で生成して、NetCDFファイルにおけるデータセット名とします。つまり、"TMP_2maboveground" は、wgrib2により、"TMP" と "2 m above ground" から自動的に作られています。生成のルールは次の通りです。

  • 気象要素の識別子と高度の識別子をアンダーバー「 _ 」で連結する
  • 空白文字列を除去する
  • 小数点「 . 」を「 D 」に置換する

そして、関数 getgpv は、NetCDFファイルにおけるデータセット名をそのまま Dataset オブジェクトのハンドル名にしています。

なお、これらとは別に、気象要素にはの正式名称(気温については Temperature )が存在しますが、これは属性情報としてデータの中にしまわれているので、GRIB2 ファイルにおいては　Script 3-5 のような操作で表示させる必要があり、Datasetオブジェクトにおいては、▼Attributes の long_name で確認します。

5.2 DataArray オブジェクト¶

DataSet オブジェクトから取り出された気象データは、DataArray オブジェクトとなります。

それでは実際に、Script 5-1 で作成した DataSet オブジェクト ds から、気温のデータを取り出して、 Ta という名前のDataArray オブジェクトを作ってみましょう。

以下を実行してください。

In [16]:
# Script 5-4 #

Ta = ds['TMP_2maboveground']

Ta
Out[16]:
<xarray.DataArray 'TMP_2maboveground' (member: 51, time: 89, latitude: 55,
                                       longitude: 55)>
array([[[[299.2188 , 299.17975, 299.38287, ..., 300.56256, 300.60944,
          300.60162],
         [299.2735 , 299.23444, 299.19537, ..., 300.30475, 300.30475,
          300.24225],
         [299.18756, 299.2657 , 299.17194, ..., 299.91412, 299.8985 ,
          299.82037],
         ...,
         [276.2813 , 275.87506, 275.03912, ..., 274.35944, 274.4532 ,
          274.5313 ],
         [277.63287, 277.4063 , 277.10944, ..., 274.12506, 274.18756,
          274.28912],
         [277.961  , 277.79694, 278.2188 , ..., 273.85162, 273.961  ,
          274.0235 ]],

        [[299.61282, 299.6519 , 299.855  , ..., 300.75345, 300.76126,
          300.82376],
         [299.64407, 299.64407, 299.6519 , ..., 300.5425 , 300.51907,
          300.48782],
         [299.55032, 299.61282, 299.5347 , ..., 300.20657, 300.1675 ,
          300.11282],
...
         [278.90912, 278.22162, 277.1435 , ..., 274.62006, 274.7763 ,
          274.61224],
         [278.73724, 278.04193, 277.15912, ..., 274.456  , 274.4638 ,
          274.12006],
         [278.26068, 276.99506, 276.0263 , ..., 274.29974, 274.07318,
          273.50287]],

        [[300.69098, 300.77692, 300.7613 , ..., 300.25348, 300.27692,
          300.28473],
         [300.68317, 300.80035, 300.75348, ..., 299.77692, 299.79254,
          299.78473],
         [300.62067, 300.60504, 300.5113 , ..., 299.28473, 299.31598,
          299.3238 ],
         ...,
         [280.78473, 280.25348, 279.2613 , ..., 274.91754, 275.12848,
          274.93317],
         [280.3941 , 279.6363 , 278.72223, ..., 274.74567, 274.78473,
          274.48785],
         [279.96442, 279.05817, 278.4566 , ..., 274.5738 , 274.4488 ,
          273.98004]]]], dtype=float32)
Coordinates:
  * latitude   (latitude) float64 19.69 20.25 20.81 21.38 ... 48.94 49.5 50.06
  * longitude  (longitude) float64 119.8 120.4 120.9 121.5 ... 149.1 149.6 150.2
  * time       (time) datetime64[ns] 2021-05-01 ... 2021-05-12
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • member: 51
  • time: 89
  • latitude: 55
  • longitude: 55
  • 299.2 299.2 299.4 299.5 299.4 299.0 ... 274.6 274.7 274.6 274.4 274.0
    array([[[[299.2188 , 299.17975, 299.38287, ..., 300.56256, 300.60944,
          300.60162],
         [299.2735 , 299.23444, 299.19537, ..., 300.30475, 300.30475,
          300.24225],
         [299.18756, 299.2657 , 299.17194, ..., 299.91412, 299.8985 ,
          299.82037],
         ...,
         [276.2813 , 275.87506, 275.03912, ..., 274.35944, 274.4532 ,
          274.5313 ],
         [277.63287, 277.4063 , 277.10944, ..., 274.12506, 274.18756,
          274.28912],
         [277.961  , 277.79694, 278.2188 , ..., 273.85162, 273.961  ,
          274.0235 ]],

        [[299.61282, 299.6519 , 299.855  , ..., 300.75345, 300.76126,
          300.82376],
         [299.64407, 299.64407, 299.6519 , ..., 300.5425 , 300.51907,
          300.48782],
         [299.55032, 299.61282, 299.5347 , ..., 300.20657, 300.1675 ,
          300.11282],
...
         [278.90912, 278.22162, 277.1435 , ..., 274.62006, 274.7763 ,
          274.61224],
         [278.73724, 278.04193, 277.15912, ..., 274.456  , 274.4638 ,
          274.12006],
         [278.26068, 276.99506, 276.0263 , ..., 274.29974, 274.07318,
          273.50287]],

        [[300.69098, 300.77692, 300.7613 , ..., 300.25348, 300.27692,
          300.28473],
         [300.68317, 300.80035, 300.75348, ..., 299.77692, 299.79254,
          299.78473],
         [300.62067, 300.60504, 300.5113 , ..., 299.28473, 299.31598,
          299.3238 ],
         ...,
         [280.78473, 280.25348, 279.2613 , ..., 274.91754, 275.12848,
          274.93317],
         [280.3941 , 279.6363 , 278.72223, ..., 274.74567, 274.78473,
          274.48785],
         [279.96442, 279.05817, 278.4566 , ..., 274.5738 , 274.4488 ,
          273.98004]]]], dtype=float32)
    • latitude
      (latitude)
      float64
      19.69 20.25 20.81 ... 49.5 50.06
      units :
      degrees_north
      long_name :
      latitude
      array([19.6875, 20.25  , 20.8125, 21.375 , 21.9375, 22.5   , 23.0625, 23.625 ,
       24.1875, 24.75  , 25.3125, 25.875 , 26.4375, 27.    , 27.5625, 28.125 ,
       28.6875, 29.25  , 29.8125, 30.375 , 30.9375, 31.5   , 32.0625, 32.625 ,
       33.1875, 33.75  , 34.3125, 34.875 , 35.4375, 36.    , 36.5625, 37.125 ,
       37.6875, 38.25  , 38.8125, 39.375 , 39.9375, 40.5   , 41.0625, 41.625 ,
       42.1875, 42.75  , 43.3125, 43.875 , 44.4375, 45.    , 45.5625, 46.125 ,
       46.6875, 47.25  , 47.8125, 48.375 , 48.9375, 49.5   , 50.0625])
    • longitude
      (longitude)
      float64
      119.8 120.4 120.9 ... 149.6 150.2
      units :
      degrees_east
      long_name :
      longitude
      array([119.8125, 120.375 , 120.9375, 121.5   , 122.0625, 122.625 , 123.1875,
       123.75  , 124.3125, 124.875 , 125.4375, 126.    , 126.5625, 127.125 ,
       127.6875, 128.25  , 128.8125, 129.375 , 129.9375, 130.5   , 131.0625,
       131.625 , 132.1875, 132.75  , 133.3125, 133.875 , 134.4375, 135.    ,
       135.5625, 136.125 , 136.6875, 137.25  , 137.8125, 138.375 , 138.9375,
       139.5   , 140.0625, 140.625 , 141.1875, 141.75  , 142.3125, 142.875 ,
       143.4375, 144.    , 144.5625, 145.125 , 145.6875, 146.25  , 146.8125,
       147.375 , 147.9375, 148.5   , 149.0625, 149.625 , 150.1875])
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-12
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • latitude
      PandasIndex
      PandasIndex(Float64Index([19.6875,   20.25, 20.8125,  21.375, 21.9375,    22.5, 23.0625,
               23.625, 24.1875,   24.75, 25.3125,  25.875, 26.4375,    27.0,
              27.5625,  28.125, 28.6875,   29.25, 29.8125,  30.375, 30.9375,
                 31.5, 32.0625,  32.625, 33.1875,   33.75, 34.3125,  34.875,
              35.4375,    36.0, 36.5625,  37.125, 37.6875,   38.25, 38.8125,
               39.375, 39.9375,    40.5, 41.0625,  41.625, 42.1875,   42.75,
              43.3125,  43.875, 44.4375,    45.0, 45.5625,  46.125, 46.6875,
                47.25, 47.8125,  48.375, 48.9375,    49.5, 50.0625],
             dtype='float64', name='latitude'))
    • longitude
      PandasIndex
      PandasIndex(Float64Index([119.8125,  120.375, 120.9375,    121.5, 122.0625,  122.625,
              123.1875,   123.75, 124.3125,  124.875, 125.4375,    126.0,
              126.5625,  127.125, 127.6875,   128.25, 128.8125,  129.375,
              129.9375,    130.5, 131.0625,  131.625, 132.1875,   132.75,
              133.3125,  133.875, 134.4375,    135.0, 135.5625,  136.125,
              136.6875,   137.25, 137.8125,  138.375, 138.9375,    139.5,
              140.0625,  140.625, 141.1875,   141.75, 142.3125,  142.875,
              143.4375,    144.0, 144.5625,  145.125, 145.6875,   146.25,
              146.8125,  147.375, 147.9375,    148.5, 149.0625,  149.625,
              150.1875],
             dtype='float64', name='longitude'))
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

先ほどと同じような表が示されましたが、表の左上に、今後は「 xarray.DataArray 」と表示されています。また、「Data variables」 のセクションがないところも違っています。

5.2.1 属性の取り出し¶

DataArray オブジェクト が持つ気象データの正式名や定義、単位等の情報は、属性 arrts から辞書として取り出すことができます。

In [17]:
# Script 5-5 #

Ta.attrs
Out[17]:
{'short_name': 'TMP_2maboveground',
 'long_name': 'Temperature',
 'level': '2 m above ground',
 'units': 'K'}

辞書に含まれる特定の情報へのアクセスは、キー文字列 を使用して以下のようにします。

In [18]:
# Script 5-6 #

Ta.attrs["long_name"]
Out[18]:
'Temperature'

なお、辞書が収録するキー文字列の一覧を得るには以下のようにします。

In [19]:
# Script 5-7 #

Ta.attrs.keys()
Out[19]:
dict_keys(['short_name', 'long_name', 'level', 'units'])

5.2.2 データ本体の取り出し¶

DataArray オブジェクト Ta から、気象データだけを単純な配列(NumPy ndarray)で取り出すには、属性 data を用います。座標や時刻についても同様です。

以下を実行して、気象データだけが配列として取り出されることを確認してください。

In [20]:
# Script 5-8 #

Ta.data
Out[20]:
array([[[[299.2188 , 299.17975, 299.38287, ..., 300.56256, 300.60944,
          300.60162],
         [299.2735 , 299.23444, 299.19537, ..., 300.30475, 300.30475,
          300.24225],
         [299.18756, 299.2657 , 299.17194, ..., 299.91412, 299.8985 ,
          299.82037],
         ...,
         [276.2813 , 275.87506, 275.03912, ..., 274.35944, 274.4532 ,
          274.5313 ],
         [277.63287, 277.4063 , 277.10944, ..., 274.12506, 274.18756,
          274.28912],
         [277.961  , 277.79694, 278.2188 , ..., 273.85162, 273.961  ,
          274.0235 ]],

        [[299.61282, 299.6519 , 299.855  , ..., 300.75345, 300.76126,
          300.82376],
         [299.64407, 299.64407, 299.6519 , ..., 300.5425 , 300.51907,
          300.48782],
         [299.55032, 299.61282, 299.5347 , ..., 300.20657, 300.1675 ,
          300.11282],
         ...,
         [281.1597 , 280.64407, 280.88626, ..., 274.48782, 274.5972 ,
          274.64407],
         [281.86282, 281.36282, 281.4644 , ..., 274.19876, 274.2925 ,
          274.42532],
         [282.55032, 282.42532, 283.01907, ..., 273.9175 , 273.95657,
          274.05814]],

        [[299.7037 , 299.7662 , 299.93027, ..., 300.68808, 300.78183,
          300.8287 ],
         [299.61777, 299.79745, 299.8209 , ..., 300.46152, 300.46933,
          300.4459 ],
         [299.46933, 299.65683, 299.66464, ..., 300.09433, 300.0709 ,
          300.03183],
         ...,
         [283.53183, 282.9537 , 282.8287 , ..., 274.5709 , 274.62558,
          274.68027],
         [284.2584 , 283.5709 , 283.22714, ..., 274.22714, 274.28964,
          274.39902],
         [284.93808, 284.37558, 284.18808, ..., 273.93027, 273.9537 ,
          274.03964]],

        ...,

        [[299.848  , 299.75424, 299.70737, ..., 299.63705, 299.598  ,
          299.56674],
         [299.71518, 299.6605 , 299.6058 , ..., 299.223  , 299.1683 ,
          299.13705],
         [299.598  , 299.5355 , 299.42612, ..., 298.83237, 298.83237,
          298.89487],
         ...,
         [279.75424, 278.15268, 276.61362, ..., 275.40268, 275.27768,
          275.30893],
         [279.24643, 278.1058 , 276.8558 , ..., 275.19955, 275.05112,
          275.05112],
         [277.7308 , 276.4105 , 274.8558 , ..., 274.95737, 274.75424,
          274.73862]],

        [[299.82626, 299.77158, 299.77158, ..., 299.4747 , 299.58408,
          299.63876],
         [299.77158, 299.70126, 299.63095, ..., 299.24814, 299.26376,
          299.32626],
         [299.62314, 299.5997 , 299.45908, ..., 298.9122 , 299.00595,
          298.99814],
         ...,
         [277.7247 , 276.36533, 274.9825 , ..., 275.4122 , 275.3575 ,
          275.3497 ],
         [277.4122 , 276.62314, 275.43564, ..., 275.18564, 275.14658,
          275.17783],
         [275.81064, 274.67783, 273.32626, ..., 274.88876, 274.8497 ,
          274.88876]],

        [[299.9926 , 299.977  , 299.9848 , ..., 299.7895 , 299.8598 ,
          299.8598 ],
         [299.93793, 299.9145 , 299.83636, ..., 299.5395 , 299.50043,
          299.43793],
         [299.82855, 299.75824, 299.62543, ..., 299.102  , 299.09418,
          299.0551 ],
         ...,
         [282.46918, 282.07074, 281.57074, ..., 275.58636, 275.5551 ,
          275.3598 ],
         [282.20355, 281.5473 , 281.14886, ..., 275.39105, 275.27386,
          275.20355],
         [281.8051 , 281.14105, 281.39886, ..., 275.1098 , 274.9848 ,
          274.93793]]],


       [[[299.4116 , 299.27097, 299.43503, ..., 300.33347, 300.38034,
          300.37253],
         [299.26315, 299.24753, 299.25534, ..., 300.08347, 300.09128,
          300.02878],
         [299.17722, 299.2866 , 299.27097, ..., 299.70065, 299.68503,
          299.62253],
         ...,
         [276.63034, 276.15378, 275.25534, ..., 274.23972, 274.33347,
          274.44284],
         [277.96628, 277.6694 , 277.3491 , ..., 274.02878, 274.11472,
          274.24753],
         [278.56784, 278.3569 , 278.68503, ..., 273.81003, 273.95847,
          274.06003]],

        [[299.7741 , 299.75067, 299.91473, ..., 300.66473, 300.7038 ,
          300.71942],
         [299.67255, 299.69598, 299.7116 , ..., 300.44598, 300.43036,
          300.3913 ],
         [299.5241 , 299.60223, 299.61005, ..., 300.10223, 300.0788 ,
          300.03192],
         ...,
         [281.43036, 280.92255, 281.18817, ..., 274.43036, 274.54755,
          274.60223],
         [281.99286, 281.41473, 281.50848, ..., 274.1491 , 274.25848,
          274.41473],
         [282.6413 , 282.44598, 282.92255, ..., 273.87567, 273.92255,
          274.03973]],

        [[299.73138, 299.73138, 299.84857, ..., 300.6142 , 300.64545,
          300.64545],
         [299.6142 , 299.70795, 299.75482, ..., 300.3642 , 300.35638,
          300.31732],
         [299.38763, 299.52826, 299.60638, ..., 300.00482, 299.9892 ,
          299.95013],
         ...,
         [283.60638, 282.91107, 282.6142 , ..., 274.52826, 274.59076,
          274.63763],
         [284.26263, 283.46576, 282.9345 , ..., 274.21576, 274.29388,
          274.41107],
         [284.88763, 284.25482, 284.1767 , ..., 273.9345 , 273.97357,
          274.09076]],

        ...,

        [[299.76514, 299.76514, 299.76514, ..., 299.91357, 299.95264,
          300.01514],
         [299.76514, 299.69482, 299.60107, ..., 299.69482, 299.71045,
          299.71045],
         [299.687  , 299.60107, 299.4292 , ..., 299.52295, 299.5542 ,
          299.53076],
         ...,
         [279.21045, 278.687  , 277.69482, ..., 275.2495 , 275.38232,
          275.58545],
         [279.25732, 279.01514, 278.40576, ..., 274.6167 , 274.77295,
          274.96826],
         [278.9995 , 278.3042 , 277.45264, ..., 273.8589 , 273.9292 ,
          274.03857]],

        [[299.7817 , 299.7739 , 299.74265, ..., 299.95358, 300.0239 ,
          300.05515],
         [299.76608, 299.7114 , 299.60983, ..., 299.80515, 299.86765,
          299.8442 ],
         [299.69577, 299.60983, 299.47702, ..., 299.6567 , 299.67233,
          299.6489 ],
         ...,
         [278.66452, 277.82858, 276.8364 , ..., 275.18796, 275.3442 ,
          275.5239 ],
         [278.55515, 278.06296, 277.25827, ..., 274.57858, 274.69577,
          274.88327],
         [277.93796, 276.76608, 275.68796, ..., 273.85202, 273.9067 ,
          274.0239 ]],

        [[299.95105, 299.9276 , 299.912  , ..., 300.1073 , 300.20886,
          300.26355],
         [299.9276 , 299.8495 , 299.7401 , ..., 299.9198 , 299.912  ,
          299.94324],
         [299.84167, 299.7323 , 299.6073 , ..., 299.787  , 299.76355,
          299.70886],
         ...,
         [280.8495 , 280.7245 , 279.77917, ..., 275.21667, 275.34167,
          275.4901 ],
         [280.45886, 280.20105, 279.65417, ..., 274.65417, 274.75574,
          274.9276 ],
         [280.19324, 279.412  , 279.06824, ..., 274.0448 , 274.1151 ,
          274.24792]]],


       [[[299.25623, 299.20935, 299.39685, ..., 300.77966, 300.81873,
          300.7953 ],
         [299.34998, 299.3031 , 299.3031 , ..., 300.4984 , 300.4906 ,
          300.39685],
         [299.20154, 299.2953 , 299.2406 , ..., 300.09216, 300.07654,
          300.00623],
         ...,
         [276.5609 , 276.1156 , 275.15466, ..., 274.38904, 274.46716,
          274.5531 ],
         [278.0453 , 277.7953 , 277.4359 , ..., 274.1234 , 274.1859 ,
          274.26404],
         [278.44373, 278.2953 , 278.70154, ..., 273.83435, 273.9359 ,
          273.9828 ]],

        [[299.65643, 299.7033 , 299.85956, ..., 300.83612, 300.79706,
          300.84393],
         [299.6955 , 299.6955 , 299.71893, ..., 300.64862, 300.62518,
          300.58612],
         [299.52362, 299.64862, 299.60175, ..., 300.31268, 300.31268,
          300.27362],
         ...,
         [281.258  , 280.5158 , 280.62518, ..., 274.48456, 274.5783 ,
          274.633  ],
         [282.28143, 281.72675, 281.7658 , ..., 274.17987, 274.258  ,
          274.383  ],
         [282.99237, 282.78925, 283.2033 , ..., 273.90643, 273.92206,
          274.008  ]],

        [[299.78226, 299.84476, 299.96194, ..., 300.71976, 300.751  ,
          300.79007],
         [299.73538, 299.88382, 299.91507, ..., 300.501  , 300.501  ,
          300.45413],
         [299.4307 , 299.6885 , 299.7432 , ..., 300.16507, 300.14944,
          300.11038],
         ...,
         [283.51663, 282.76663, 282.48538, ..., 274.54007, 274.61038,
          274.66507],
         [284.47757, 283.54788, 283.0557 , ..., 274.21194, 274.26663,
          274.39163],
         [285.29788, 284.44632, 283.98538, ..., 273.92288, 273.96194,
          274.09476]],

        ...,

        [[299.92648, 299.78586, 299.72336, ..., 299.27805, 299.38742,
          299.40305],
         [299.9343 , 299.8171 , 299.6843 , ..., 299.02805, 299.03586,
          299.02805],
         [299.8796 , 299.76242, 299.53586, ..., 298.6296 , 298.63742,
          298.65305],
         ...,
         [277.02023, 274.4968 , 273.98898, ..., 273.59055, 273.4968 ,
          273.36398],
         [276.8171 , 276.1843 , 275.6921 , ..., 274.02805, 273.97336,
          273.86398],
         [275.77023, 275.58273, 274.34055, ..., 273.8796 , 273.84836,
          273.85617]],

        [[299.8465 , 299.74493, 299.69806, ..., 299.30743, 299.38556,
          299.36993],
         [299.81525, 299.74493, 299.659  , ..., 299.14337, 299.13556,
          299.08087],
         [299.82306, 299.68243, 299.45587, ..., 298.75275, 298.76837,
          298.79962],
         ...,
         [273.6043 , 270.19806, 270.83087, ..., 273.98712, 273.87775,
          273.75275],
         [275.08087, 274.11993, 273.80743, ..., 274.11212, 274.07306,
          274.01837],
         [274.73712, 274.52618, 273.29962, ..., 273.9793 , 273.95587,
          273.9793 ]],

        [[299.9694 , 299.8522 , 299.83658, ..., 299.4694 , 299.5319 ,
          299.54752],
         [299.89127, 299.83658, 299.7897 , ..., 299.29752, 299.30533,
          299.2819 ],
         [299.88345, 299.75845, 299.57877, ..., 298.93033, 298.9772 ,
          299.00064],
         ...,
         [280.75064, 279.55533, 279.44595, ..., 274.24283, 274.2194 ,
          274.14127],
         [282.0397 , 281.1569 , 280.93814, ..., 274.36002, 274.33658,
          274.3444 ],
         [282.61783, 282.31314, 282.70377, ..., 274.2897 , 274.20377,
          274.25845]]],


       ...,


       [[[299.42166, 299.24197, 299.34354, ..., 300.36697, 300.42166,
          300.41385],
         [299.2576 , 299.2029 , 299.10135, ..., 300.10916, 300.1248 ,
          300.0701 ],
         [299.24197, 299.27322, 299.1248 , ..., 299.7498 , 299.71854,
          299.6248 ],
         ...,
         [277.33572, 276.8904 , 276.02322, ..., 274.29666, 274.3904 ,
          274.47635],
         [278.67166, 278.39822, 278.1873 , ..., 274.03104, 274.10135,
          274.1951 ],
         [278.97635, 278.74197, 279.1248 , ..., 273.7498 , 273.86697,
          273.9373 ]],

        [[299.7275 , 299.68845, 299.8525 , ..., 300.68845, 300.70407,
          300.69626],
         [299.67282, 299.61813, 299.58688, ..., 300.48532, 300.45407,
          300.39938],
         [299.54   , 299.56345, 299.43845, ..., 300.14938, 300.11032,
          300.04   ],
         ...,
         [281.77438, 281.30563, 281.42282, ..., 274.36813, 274.49313,
          274.56345],
         [282.1572 , 281.49313, 281.50095, ..., 274.06345, 274.1572 ,
          274.29782],
         [282.62595, 282.4072 , 282.89938, ..., 273.81345, 273.8447 ,
          273.93845]],

        [[299.70782, 299.6922 , 299.825  , ..., 300.5594 , 300.58282,
          300.58282],
         [299.65314, 299.67657, 299.64532, ..., 300.34064, 300.3172 ,
          300.27814],
         [299.4422 , 299.55157, 299.4969 , ..., 300.02032, 299.97345,
          299.91095],
         ...,
         [284.67657, 284.10626, 284.15314, ..., 274.42657, 274.52032,
          274.59064],
         [285.0047 , 284.30157, 284.28595, ..., 274.05157, 274.14532,
          274.27814],
         [285.6297 , 285.16876, 285.48126, ..., 273.78595, 273.8172 ,
          273.91095]],

        ...,

        [[299.23166, 299.17697, 299.1926 , ..., 299.6379 , 299.6379 ,
          299.6926 ],
         [299.15353, 299.04416, 298.95822, ..., 299.30978, 299.21603,
          299.18478],
         [299.0754 , 299.04416, 298.87228, ..., 298.93478, 298.84103,
          298.7629 ],
         ...,
         [281.14572, 280.16135, 277.92697, ..., 274.09103, 274.0051 ,
          273.89572],
         [279.54416, 279.37228, 278.3801 , ..., 273.64572, 273.66916,
          273.71603],
         [279.77853, 278.6379 , 277.02072, ..., 273.30197, 273.2629 ,
          273.34103]],

        [[299.1772 , 299.21625, 299.2553 , ..., 299.64594, 299.66156,
          299.6928 ],
         [299.1225 , 299.09906, 299.07562, ..., 299.2553 , 299.22406,
          299.1928 ],
         [299.03656, 299.04437, 298.9428 , ..., 298.935  , 298.88812,
          298.82562],
         ...,
         [279.64594, 277.48187, 276.06   , ..., 273.9272 , 273.71625,
          273.6928 ],
         [278.5678 , 277.31   , 276.56   , ..., 274.185  , 273.8803 ,
          273.7553 ],
         [278.21625, 276.66156, 275.7475 , ..., 274.1225 , 273.85687,
          273.7553 ]],

        [[299.42584, 299.3946 , 299.4571 , ..., 299.76178, 299.75397,
          299.74615],
         [299.34772, 299.34772, 299.34772, ..., 299.4571 , 299.41022,
          299.35553],
         [299.2774 , 299.2774 , 299.18365, ..., 299.16022, 299.10553,
          299.0274 ],
         ...,
         [288.03522, 287.72272, 287.2774 , ..., 274.22272, 274.05865,
          274.01178],
         [287.3321 , 286.41022, 285.87115, ..., 274.19147, 273.98834,
          273.98053],
         [286.75397, 285.7696 , 285.87115, ..., 274.41022, 274.17584,
          274.0274 ]]],


       [[[299.17596, 299.1994 , 299.40253, ..., 300.40253, 300.4572 ,
          300.4572 ],
         [299.2619 , 299.27753, 299.1994 , ..., 300.1369 , 300.1369 ,
          300.0744 ],
         [299.11346, 299.2541 , 299.23065, ..., 299.73846, 299.73846,
          299.67596],
         ...,
         [276.98065, 276.3166 , 275.11346, ..., 274.41034, 274.5041 ,
          274.59003],
         [277.97284, 277.5119 , 276.97284, ..., 274.23846, 274.30878,
          274.41815],
         [278.10565, 277.8166 , 278.21503, ..., 273.93378, 274.04315,
          274.1291 ]],

        [[299.5849 , 299.67865, 299.85834, ..., 300.74896, 300.7724 ,
          300.7646 ],
         [299.62396, 299.67865, 299.66302, ..., 300.50677, 300.48334,
          300.42865],
         [299.44427, 299.62396, 299.5771 , ..., 300.1396 , 300.11615,
          300.06927],
         ...,
         [281.3896 , 280.36615, 280.31927, ..., 274.43646, 274.53802,
          274.5927 ],
         [281.99896, 281.2021 , 281.2724 , ..., 274.17084, 274.2646 ,
          274.4052 ],
         [282.4599 , 282.3427 , 282.9599 , ..., 273.92084, 273.9599 ,
          274.06927]],

        [[299.63943, 299.72537, 299.91287, ..., 300.6707 , 300.6785 ,
          300.64725],
         [299.6238 , 299.741  , 299.77225, ..., 300.3582 , 300.34256,
          300.28787],
         [299.366  , 299.6082 , 299.6785 , ..., 299.9832 , 299.95193,
          299.90506],
         ...,
         [283.41287, 282.47537, 282.3738 , ..., 274.4832 , 274.5613 ,
          274.63162],
         [283.8113 , 283.08475, 282.9832 , ..., 274.16287, 274.22537,
          274.35037],
         [284.34256, 283.5457 , 283.40506, ..., 273.88162, 273.91287,
          274.01443]],

        ...,

        [[299.96106, 299.89856, 299.85168, ..., 299.88293, 299.88293,
          299.88293],
         [299.9923 , 299.83606, 299.72668, ..., 299.66418, 299.6173 ,
          299.57043],
         [299.85168, 299.71106, 299.57043, ..., 299.32043, 299.28918,
          299.25793],
         ...,
         [275.72668, 274.10168, 272.71106, ..., 275.1173 , 275.25793,
          275.41418],
         [275.83606, 275.08606, 273.94543, ..., 274.2423 , 274.4298 ,
          274.64856],
         [274.1798 , 273.63293, 271.78918, ..., 273.38293, 273.4923 ,
          273.69543]],

        [[299.87714, 299.8459 , 299.799  , ..., 300.049  , 300.01776,
          300.049  ],
         [299.924  , 299.7834 , 299.674  , ..., 299.8459 , 299.75214,
          299.68964],
         [299.8459 , 299.68964, 299.51776, ..., 299.4865 , 299.4084 ,
          299.33026],
         ...,
         [274.89276, 273.7365 , 272.64276, ..., 275.12714, 275.2365 ,
          275.26776],
         [274.00214, 273.75214, 273.06464, ..., 274.33026, 274.39276,
          274.43964],
         [272.45526, 272.31464, 271.0959 , ..., 273.7365 , 273.70526,
          273.7209 ]],

        [[300.06976, 299.98383, 299.89008, ..., 300.10883, 300.0932 ,
          300.07758],
         [300.0307 , 299.8979 , 299.74945, ..., 299.95258, 299.89008,
          299.7885 ],
         [299.92133, 299.75726, 299.601  , ..., 299.56195, 299.50726,
          299.45258],
         ...,
         [280.32758, 279.5932 , 279.11664, ..., 275.25726, 275.4057 ,
          275.42133],
         [280.89008, 279.88226, 279.44476, ..., 274.7182 , 274.7182 ,
          274.74164],
         [280.92914, 279.99945, 279.85883, ..., 274.24164, 274.23383,
          274.2807 ]]],


       [[[298.90137, 298.9795 , 299.37012, ..., 300.7998 , 300.8623 ,
          300.83887],
         [299.12793, 299.14355, 299.20605, ..., 300.58105, 300.58105,
          300.51074],
         [299.14355, 299.167  , 299.02637, ..., 300.19043, 300.18262,
          300.1123 ],
         ...,
         [276.30762, 275.90137, 275.06543, ..., 274.44824, 274.55762,
          274.6123 ],
         [277.6748 , 277.56543, 277.3623 , ..., 274.19824, 274.26074,
          274.3545 ],
         [278.20605, 278.06543, 278.46387, ..., 273.90137, 274.01855,
          274.12012]],

        [[299.37555, 299.5318 , 299.85992, ..., 300.8365 , 300.8365 ,
          300.8521 ],
         [299.45367, 299.56305, 299.67242, ..., 300.68024, 300.69586,
          300.61774],
         [299.49274, 299.524  , 299.45367, ..., 300.3521 , 300.38336,
          300.3521 ],
         ...,
         [280.89117, 280.44586, 280.75836, ..., 274.82086, 274.9146 ,
          274.93024],
         [281.7193 , 281.23492, 281.3443 , ..., 274.55524, 274.62555,
          274.7193 ],
         [282.5943 , 282.2818 , 282.67242, ..., 274.17242, 274.24274,
          274.3521 ]],

        [[299.52118, 299.67743, 299.93524, ..., 300.76337, 300.79462,
          300.83368],
         [299.4118 , 299.66962, 299.77118, ..., 300.5993 , 300.61493,
          300.56024],
         [299.43524, 299.5915 , 299.58368, ..., 300.27118, 300.27118,
          300.2165 ],
         ...,
         [283.20087, 282.55243, 282.41962, ..., 274.92743, 274.95087,
          274.95868],
         [283.94305, 283.0993 , 282.69305, ..., 274.5915 , 274.64618,
          274.70087],
         [284.63837, 283.67743, 283.39618, ..., 274.25555, 274.33368,
          274.4118 ]],

        ...,

        [[300.76538, 300.69507, 300.5232 , ..., 299.906  , 299.9685 ,
          299.99194],
         [300.76538, 300.6482 , 300.42944, ..., 299.48413, 299.50757,
          299.49976],
         [300.69507, 300.56226, 300.29663, ..., 298.8982 , 298.93726,
          298.95288],
         ...,
         [279.36694, 278.18726, 277.156  , ..., 274.53882, 274.656  ,
          274.49976],
         [279.42944, 278.4685 , 277.7107 , ..., 274.35913, 274.3435 ,
          273.95288],
         [278.99976, 277.6482 , 276.5935 , ..., 274.17944, 273.86694,
          273.17163]],

        [[300.62787, 300.66693, 300.59662, ..., 300.04193, 300.07318,
          300.06537],
         [300.62787, 300.65912, 300.57318, ..., 299.60443, 299.581  ,
          299.53412],
         [300.5185 , 300.51068, 300.36224, ..., 299.04974, 299.05756,
          299.03412],
         ...,
         [278.90912, 278.22162, 277.1435 , ..., 274.62006, 274.7763 ,
          274.61224],
         [278.73724, 278.04193, 277.15912, ..., 274.456  , 274.4638 ,
          274.12006],
         [278.26068, 276.99506, 276.0263 , ..., 274.29974, 274.07318,
          273.50287]],

        [[300.69098, 300.77692, 300.7613 , ..., 300.25348, 300.27692,
          300.28473],
         [300.68317, 300.80035, 300.75348, ..., 299.77692, 299.79254,
          299.78473],
         [300.62067, 300.60504, 300.5113 , ..., 299.28473, 299.31598,
          299.3238 ],
         ...,
         [280.78473, 280.25348, 279.2613 , ..., 274.91754, 275.12848,
          274.93317],
         [280.3941 , 279.6363 , 278.72223, ..., 274.74567, 274.78473,
          274.48785],
         [279.96442, 279.05817, 278.4566 , ..., 274.5738 , 274.4488 ,
          273.98004]]]], dtype=float32)

ここで、Dataset、DataArray 全般に言えることですが、

xx["○○○○○"]

の形式で記述されている部分は、多くの場合、以下のように書くこともできます。

xx.○○○○○

「○○○○○」が予め分かっている場合は、後者の書式のほうが書くのがラクですが、何かから読み込んで初めて分かるような場合は、前者でなければプログラミングできません。また、代入文の左辺に使えない(データを書き込むことができない)ことがあります。場面に応じて使い分けてください。

5.2.3 データへのアクセス¶

ここまで、DataArrayオブジェクトを構成要素に分解する方法を学びましたが、通常のデータアクセスでその必要はありません。DataArrayオブジェクトには、以下に示す様々な方法でアクセスが可能で、代入文により数値を代入する（書き換える）ことも可能です。

・Fancy indexing¶

最もシンプルに、各次元の要素番号を指定してデータを取り出すことができます。DataArrayオブジェクトは、多次元配列計算モジュール NumPy の ndarrayで配列要素を指定するのと同じ方法(Fancy indexing と呼ばれています)で要素を指定することができます。

DataArray オブジェクト Ta は、[メンバー、時刻、経度、緯度] で格子点上の位置が定義されているので、例えば、メンバーが 0 番目、緯度も 0 番目、経度も 0 番目、時刻は 0～4 番目の、5 個データを取り出すには、Ta に続けて [ 0, 0:5, 0, 0 ] と書きます。

下のCellを実行し、気温データが 5 個取り出されていること、取り出した地点の緯度経度、属性、メンバーの識別子などが正しく付随していることを確認してください。

In [21]:
# Script 5-9 #

# 時刻0～4番目,緯度0番目,経度0番目のデータ（1次元のDataArray)
T1 = Ta[0,0:5,0,0]

T1
Out[21]:
<xarray.DataArray 'TMP_2maboveground' (time: 5)>
array([299.2188 , 299.61282, 299.7037 , 299.45325, 299.38837],
      dtype=float32)
Coordinates:
    latitude   float64 19.69
    longitude  float64 119.8
  * time       (time) datetime64[ns] 2021-05-01 ... 2021-05-01T12:00:00
    member     <U15 'ENS=low-res ctl'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • time: 5
  • 299.2 299.6 299.7 299.5 299.4
    array([299.2188 , 299.61282, 299.7037 , 299.45325, 299.38837],
      dtype=float32)
    • latitude
      ()
      float64
      19.69
      units :
      degrees_north
      long_name :
      latitude
      array(19.6875)
    • longitude
      ()
      float64
      119.8
      units :
      degrees_east
      long_name :
      longitude
      array(119.8125)
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-01T12:00:00
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000'], dtype='datetime64[ns]')
    • member
      ()
      <U15
      'ENS=low-res ctl'
      long_name :
      ensemble member
      array('ENS=low-res ctl', dtype='<U15')
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

メソッド isel¶

Fancy indexing でデータを指定する場合、目的の要素に正しくアクセスするには、次元とその順を予め知っている必要がありますが、メソッド isel を使うと、次元の名前で要素を指定できます。次元の並び順を気にする必要もありません。これはスクリプトの可読性の向上に役立ちます。なお、記載しない次元については、その次元の要素すべてを選択したことになります。また、iselはメソッド(=関数)なので、引数は「[ ]」ではなく「( )」で括ります。

下のCellを実行し、その結果が（Script 5-9）と同じであることを確認してください。

In [22]:
# Script 5-10 #

# スクリプト9と同じ操作
T2 = Ta.isel(member=0,time=slice(0,5), latitude=0, longitude=0)
T2
Out[22]:
<xarray.DataArray 'TMP_2maboveground' (time: 5)>
array([299.2188 , 299.61282, 299.7037 , 299.45325, 299.38837],
      dtype=float32)
Coordinates:
    latitude   float64 19.69
    longitude  float64 119.8
  * time       (time) datetime64[ns] 2021-05-01 ... 2021-05-01T12:00:00
    member     <U15 'ENS=low-res ctl'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • time: 5
  • 299.2 299.6 299.7 299.5 299.4
    array([299.2188 , 299.61282, 299.7037 , 299.45325, 299.38837],
      dtype=float32)
    • latitude
      ()
      float64
      19.69
      units :
      degrees_north
      long_name :
      latitude
      array(19.6875)
    • longitude
      ()
      float64
      119.8
      units :
      degrees_east
      long_name :
      longitude
      array(119.8125)
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-01T12:00:00
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000'], dtype='datetime64[ns]')
    • member
      ()
      <U15
      'ENS=low-res ctl'
      long_name :
      ensemble member
      array('ENS=low-res ctl', dtype='<U15')
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

今度は、メンバー番号1(要素番号は0始まりなので順番としては2番目)、最後の時刻、全ての緯度範囲、全ての経度範囲のデータを取り出して見ましょう。「全て」を選択するときは書かなくてよいので、メソッドの引数は、(member=1, time=-1) となります。 データは2次元の形をしています。 　DataArrayオブジェクトには、手っ取り早く分布図を描くメソッド plot が用意されているので、取り出した2次元データを分布として図化してみましょう。

以下を実行してください。

In [23]:
# Script 5-11 #

#２番目のメンバー、最後の時刻、全ての緯度範囲、全ての経度範囲の気温分布を図化
Ta.isel(member=1, time=-1).plot(cmap='RdYlGn_r',vmin=270, vmax=305, figsize=(7,7))
Out[23]:
<matplotlib.collections.QuadMesh at 0x1f6f5cb3520>

メソッド sel¶

メソッド sel を用いると、要素を、要素番号ではなく座標値で選び出すことができます。この際、オプション引数に「method='nearest'」を加えておくと、指定値に格子点がなくてもそこに最も近い点のデータを取り出すことができ大変便利です。ただし、座標に、「 member='ENS=low-res ctl' 」のような文字列があるときは、最も近いメンバーというものが定義できないため、キーワード引数 method が使えなくなるので注意してください。
　下のスクリプトは、気温のデータからアメダス「東京」に最も近いグリッドの値を取り出し、メソッド plot.line で折れ線グラフにするものです。

以下を実行してください。

In [24]:
# Script 5-11 #

#               気象庁AMeDAS「東京」に最も近い格子点値を指定
Tt = Ta.sel(latitude=35.6916,longitude=139.7516, method='nearest') 
Tt.plot.line(x="time",figsize=(15,4))
Tt
Out[24]:
<xarray.DataArray 'TMP_2maboveground' (member: 51, time: 89)>
array([[289.4532 , 292.4175 , 292.4537 , ..., 286.31674, 286.45908,
        291.57855],
       [289.21628, 292.48505, 292.57513, ..., 287.03857, 287.7739 ,
        291.37292],
       [289.2328 , 292.18768, 292.29007, ..., 288.98898, 288.89337,
        291.83658],
       ...,
       [290.66385, 292.7275 , 292.22345, ..., 287.61447, 287.72406,
        290.38678],
       [290.04315, 292.3896 , 292.3035 , ..., 289.60168, 289.7365 ,
        291.74945],
       [289.76855, 292.48492, 292.66962, ..., 286.85913, 285.97162,
        289.73004]], dtype=float32)
Coordinates:
    latitude   float64 35.44
    longitude  float64 139.5
  * time       (time) datetime64[ns] 2021-05-01 ... 2021-05-12
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • member: 51
  • time: 89
  • 289.5 292.4 292.5 291.1 290.8 290.3 ... 290.5 289.0 286.9 286.0 289.7
    array([[289.4532 , 292.4175 , 292.4537 , ..., 286.31674, 286.45908,
        291.57855],
       [289.21628, 292.48505, 292.57513, ..., 287.03857, 287.7739 ,
        291.37292],
       [289.2328 , 292.18768, 292.29007, ..., 288.98898, 288.89337,
        291.83658],
       ...,
       [290.66385, 292.7275 , 292.22345, ..., 287.61447, 287.72406,
        290.38678],
       [290.04315, 292.3896 , 292.3035 , ..., 289.60168, 289.7365 ,
        291.74945],
       [289.76855, 292.48492, 292.66962, ..., 286.85913, 285.97162,
        289.73004]], dtype=float32)
    • latitude
      ()
      float64
      35.44
      units :
      degrees_north
      long_name :
      latitude
      array(35.4375)
    • longitude
      ()
      float64
      139.5
      units :
      degrees_east
      long_name :
      longitude
      array(139.5)
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-12
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

北緯35.69166度,東経139.75166度のアメダス「東京」に一番近い格子点として、北緯35.4375度、東経139.5度が選ばれました。

メソッド plot.line は頑張って折れ線グラフを作ってくれましたが、残念ながら、51もの系列のグラフを作る注文は少々無茶だったようです。そこで、メンバーの凡例を表示しないこと以外は、同じ見た目となる折れ線グラフを手作業(？)で作る関数を以下のように作ってみました。

以下を実行して Jupyter にこの関数を認識させてください(実行しても何も表示されませんが大丈夫です)。

Script 5-12¶
In [25]:
# Script 5-12 #

# 折れ線グラフを描画する関数
import matplotlib.pyplot as plt
def line(darr, overlay=None,iscommony=True):
    fig, ax = plt.subplots(figsize=(15,5),ncols=1,nrows=1)
    # 主なグラフ
    ax.set_xlabel(darr["time"].attrs["long_name"])
    ax.set_ylabel(darr.attrs["long_name"] + "  (" + darr.attrs["units"] + ")")
    ax.set_title("latitude = "+str(darr["latitude"].data)+", longitude = "+str(darr["longitude"].data))
    #ax.plot(darr["time"], darr.T,label=darr.attrs["long_name"], color='gray') # メンバーすべてを灰色
    ax.plot(darr["time"], darr.T,label=darr.attrs["long_name"]) # メンバーを色分け
    # 重ねるグラフ（[[y],[x]」taArraで与えられた場合）
    if type(overlay) is list:
        if iscommony:
            ax.plot(overlay[1], overlay[0], color='brown', linewidth=3, marker="o")
        else:
            ax2 = ax.twinx()
            ax2.set_ylabel(overlay[2])
            ax2.plot(overlay[1], overlay[0], color='brown', linewidth=3, marker="o")
    #plt.savefig('line.png')
    plt.show()

では、これを使ってグラフを描きなおしてみましょう。　先に実行した Plot や Plot.line は、DataArray オブジェクト向けにあらかじめ用意されているメソッドなので、オブジェクトの後ろにピリオド「 . 」でつなげて実行しますが、今回作成したのは、普通の関数なので、関数名(引数) で実行させます。

以下を実行して下さい。

In [26]:
# Script 5-13 #

line(Tt)

グラフを見ると、予報時間が長くなるにつれアンサンブルGPVの予報値は次第に分散しているのがわかります。

メソッド sel とメソッド isel をつなぎ合わせると、座標値とインデックスのうち使いやすい方で指定できます。東京に最も近いグリッドにおける、最も先(将来)の気温予測値のヒストグラムは、メソッド plot.hist を使用して以下のように図化することができます。

In [27]:
# Script 5-14 #

# 　　　　　気象庁AMeDAS「東京」に最も近い格子点値を指定                　一番最後の時刻を指定
Tl = Ta.sel(latitude=35.6916, longitude=139.7516, method='nearest').isel(time=-1)
Tl.plot.hist()
Out[27]:
(array([ 1.,  0.,  2.,  7.,  1., 18., 10.,  6.,  5.,  1.]),
 array([286.54824829, 287.42907715, 288.30987549, 289.19070435,
        290.0715332 , 290.95233154, 291.8331604 , 292.71398926,
        293.59481812, 294.47561646, 295.35644531]),
 <BarContainer object of 10 artists>)

5.2.4 データの保存¶

6 章以降、DataArrayオブジェクトの気象データを様々に加工してゆきますが、そのようなデータで有用なものはファイルとして保管することになります。DataArray オブジェクトは、メソッド to_netcdf で、内容をNetCDFファイルに保存することができます。

dataarr.to_netcdf('ファイル名.nc')

保存したデータを再び取り出して dataarr に代入するには、xarrayの関数 open_dataarray を使用して以下のようにします。

import xarray as xr
with xr.open_dataarray('ファイル名.nc') as dataarr:
    dataarr.load()

このようにするすると、ファイルからデータがすべてオブジェクトに取り込まれてファイルはクローズされます。今回のように、小規模なデータ処理ではあと腐れがなくて便利ですが、数百MBのサイズのデータでこのようにすると、メモリを圧迫し、処理によってはフリーズに至るので注意してください。
　大きなサイズのデータを扱うときは、メソッド load は使わず、with 構文の下に 処理のスクリプトを記述します。このようにすれば、必要となったデータがファイルから随時読み出されて使われるので、大量のメモリは使用しません。

なお、Datasetオブジェクトに対しても、同様のメソッド to_netcdf と同様の関数 xarray.open_dataset が用意されています。

6 アンサンブル予報データの処理¶

これまで、GRIB2データからの取り出しや、気象データの入れ物である Dataset オブジェクトや DataArray オブジェクトについて学んできました。それでは、これから、気象データに着目した処理を学ぶことにしましょう。

＜一旦終了した学習をこの章から再開する時は、まず、以下の Script 6-1 と第5課の Script 5-12 を実行してください。＞

In [28]:
# Script 6-1 #
## 一旦終了した学習をこの章から再開する時に実行してください ##

import wxbcgribx as wx
grbpath = 'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'
element = ['TMP','RH','APCP']
ds = wx.getgpv(grbpath, element)
Ta = ds['TMP_2maboveground']
Tt = Ta.sel(latitude=35.6916,longitude=139.7516, method='nearest')

6.1 気象データの演算¶

DataArray オブジェクトになっている気象データは、Numpy の配列計算と同じ作法で、データとスカラー（単一の数値）との演算や、データ同士の演算が可能です。
　DataArrayオブジェクトとスカラーの演算の例として、絶対零度絶対温度(K)で記録されている気温データから、273.15を一律に引いて摂氏(℃)に変換し、上と同じグラフを描いてみましょう。

計算自体は簡単です。そして、演算の結果には座標情報も自動的に付加されますが、属性情報については手動で設定しなければなりません。5.2.1 で属性を取り出しましたが、この時のちょうど逆、左辺と右辺を入れ替えた形の代入文で属性を書き込みます。

以下を実行してください。

In [29]:
# Script 6-2 #

# DataArrayオブジェクトとスカラーの減算
Ttc  = Tt - 273.15

# 属性の設定も忘れずに
Ttc.attrs = {"long_name":"air temperature at Tokyo", "units":"Celsius"}

line(Ttc)

このデータは 8 章でまた使用するので、ファイルに保存しておきましょう。以下を実行してください。

In [30]:
# Script 6-3 #

# DataArrayオブジェクトの保存
Ttc.to_netcdf('Ttc.nc')

次は、複数の気象データが絡む、少し複雑な演算をしてみましょう。気象庁のGPVは、湿度を相対湿度で提供しますが、湿度を表現する指標は相対湿度以外にもいくつかあります。その一つである水蒸気圧は、相対湿度と異なり、着目する気塊から結露や降水で水蒸気が除かれてしまわない限り一定に保たれるという特徴をもっています。相対湿度 RH [%]、気温 T [℃] の空気の水蒸気圧 e [hPa] は、近似的に下の式で表現できます。これを計算してみましょう。

$$ e = 6.1078 \times 10^{\left( \frac{7.5T}{T+237.3} \right)} \times \frac{RH}{100} $$

アメダス「東京」近傍の予報値に対しこの式を適用するスクリプトは、下ようになります。

このCellを実行してください。

In [31]:
# Script 6-4 #

#気象要素の取り出し
Tt = ds['TMP_2maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')
Ttc = Tt - 273.15
Ht = ds['RH_2maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

#水蒸気圧の計算
et = 6.1078 * 10**((7.5*Ttc)/(Ttc+237.3)) * Ht/100
et.attrs = {"long_name":"water vapor pressure", "units":"hPa"} 

#時系列の可視化
line(et)

グラフからは、5月6日の午後から、モデル間のばらつきが急激に大きくなっていることがわかります。このようなグラフを描くことで、5月6日以降の予報の信頼性は高くないな、ということが推察できるのです。

最後に、風速大きさの計算をしてみましょう。アンサンブル予報モデルGPVにおいて、風速は風ベクトルの東西成分(UGRD)と、南北成分(VGRD)で表現されています。したがって、風速の大きさは両者から三平方の定理と同様の式で求めます。

In [32]:
# Script 6-5 #

import numpy as np

#気象要素の取り出し
element = ['UGRD','VGRD']
ds = wx.getgpv(grbpath, element)
u = ds['UGRD_10maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')
v = ds['VGRD_10maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

#ベクトルの大きさ計算
ws = np.sqrt(u**2 + v**2)
ws.attrs = {"long_name":"wind speed at 10 above ground", "units":"m s-1"} 

#時系列の可視化
line(ws)

これと同じ量を、メソアンサンブル予報モデルGPV でも計算してみましょう。このプロダクトは、格子間隔が狭い代わりに予報期間が39時間先までと長くありません。3つのファイルで構成されているので、データ読み込み関数 getgpv には3要素リストでファイル名を渡します。

In [33]:
# Script 6-6 #

import wxbcgribx as wx
import numpy as np

# GRIB2ファイルの指定（3要素のリスト）
grbdir = './jmadata/meps/m1/2021/'
fcsts = ['FH00-15','FH18-33','FH36-39']
grbpath = [grbdir + f'Z__C_RJTD_20210501000000_MEPS_GPV_Rjp_Lsurf_{oo}_grib2.bin'
           for oo in fcsts]

#気象要素の取り出し
element = ['UGRD','VGRD']
ds = wx.getgpv(grbpath, element)
u = ds['UGRD_10maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')
v = ds['VGRD_10maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

#ベクトルの大きさ計算
ws = np.sqrt(u**2 + v**2)
ws.attrs = {"long_name":"wind speed at 10 above ground", "units":"m s-1"} 

#時系列の可視化
line(ws)

5月1日の 12:00 UTC と5月2日の 6:00 UTC ごろに風が強くなる傾向は同じですが、その絶対値はかなり違うことが分かります。また、モデルが違うので、最近傍格子点の緯度経度が異なることにも注意してください（格子が粗い週間アンサンブルの最近傍格子点は横浜市の戸塚駅に近い場所です）。

・注意してください¶

Pythonでは、b = a のようなスクリプトがあった場合、通常は、変数 b が新規に作られ、a の値が代入されますが、DataAttayオブジェクトの場合、新規には作られません。「 b という変数名でも a が保持するデータにアクセスできるようになる」という処理がなされます。このため、別物と思ってb の内容を変更してしまうと、おおもとの a の内容まで変更されてしまいます。
　例えば、先に学習した、温度単位の Kelvin から Celsius度 への変更において、以下のようにしてしまうと、Ttc と Tt の両方が Celsius度になってしまいます。

Ttc = Tt
    Ttc = Ttc - 273.15

ある DataAttay オブジェクトに手を加える出発点として、それと同じ別なオブジェクトを作りたいときは、以下のようにメソッド copy を使ってオブジェクトの複製を作ります。

b = a.copy()

6.2 アンサンブル平均・スプレッド¶

DataArray オブジェクトの気象データに対しては、Numpy の配列計算と同様に、sum (合計)や mean (平均)などのメソッドが利用可能です。これを利用すると、アンサンブル平均とスプレッド（標準偏差）を簡単に計算できます。

下のスクリプトを見てください。アンサンブル平均やスプレッドでは、アンサンブルメンバーを縮約するので、メソッドの引数は、'member' とします。

以下を実行してくだだい。

In [34]:
# Script 6-7 #


Ttmea = Tt.mean("member")   # アンサンブルメンバーの標準偏差(スプレッド)を計算
Ttmea.attrs = {"long_name":"ensemble mean of air temperature", "units":"K"}  # 属性情報を設定

Ttstd = Tt.std("member")   # アンサンブルメンバーの標準偏差(スプレッド)を計算
Ttstd.attrs = {"long_name":"standard deviatiuon of air temperature", "units":"K"}  # 属性情報を設定

# 折れ線グラフを描画
line(Ttstd, [Ttmea,Ttmea.time,Ttmea.attrs['long_name']], iscommony=False)

6.3 時間方向の補間,縮約¶

私たちが今教材に使用している週間アンサンブル予報データは、３時間ごとの瞬時値（降水については積算値）です。264時間もまでの予報ですから、「一週間先の何時に何が起こる」というような予測をすることは意味がありませんが、他のデータセットとの関係から、時別の体裁になっていてほしいことはままあります。逆に、作物の生育を予測するような場合は、日別値が必要となることもあります。このような場合、時間方向にデータを補間したり縮約することが必要になります。

補間¶

DataArrayのメソッド interp を用いると、前後の時刻のデータからその間の時刻のデータを補間することができます。

DataArrayオブジェクト darr から、時間補間した新しいDataArrayオブジェクト darr_new を作るには以下のようにします。

darr_new = darr.interp(time=付け直す時刻の配列, method="補間方法")

それでは、アメダス「東京」近傍のグリッドにおける３時間ごとの気温データ Ttc を時別に補間したデータセット Ttch を作ってみましょう。　それには、まず、全期間にわたり1時間間隔の時刻の配列を作ります。いくつかの方法がありますが、ここでは２つ紹介します。どちらでも大丈夫です。

In [35]:
# Script 6-8 #

# ライブラリpandasの 関数date_rangeを使う方法

import pandas as pd
beg = pd.to_datetime(Ttmea.time[0].data)
end = pd.to_datetime(Ttmea.time[-1].data)
time1h = pd.date_range(beg, end, freq="H" )

time1h
Out[35]:
DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 01:00:00',
               '2021-05-01 02:00:00', '2021-05-01 03:00:00',
               '2021-05-01 04:00:00', '2021-05-01 05:00:00',
               '2021-05-01 06:00:00', '2021-05-01 07:00:00',
               '2021-05-01 08:00:00', '2021-05-01 09:00:00',
               ...
               '2021-05-11 15:00:00', '2021-05-11 16:00:00',
               '2021-05-11 17:00:00', '2021-05-11 18:00:00',
               '2021-05-11 19:00:00', '2021-05-11 20:00:00',
               '2021-05-11 21:00:00', '2021-05-11 22:00:00',
               '2021-05-11 23:00:00', '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', length=265, freq='H')
In [36]:
# Script 6-9 #

# ライブラリnumpyの 関数arangeを使う方法

import numpy as np
oh = np.timedelta64(1,'h')
time1h = np.arange(Ttmea.time[0].data, Ttmea.time[-1].data+oh, oh)

time1h[:20]  # 初めの20個だけ表示
Out[36]:
array(['2021-05-01T00:00:00.000000000', '2021-05-01T01:00:00.000000000',
       '2021-05-01T02:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T04:00:00.000000000', '2021-05-01T05:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T07:00:00.000000000',
       '2021-05-01T08:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T10:00:00.000000000', '2021-05-01T11:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T13:00:00.000000000',
       '2021-05-01T14:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T16:00:00.000000000', '2021-05-01T17:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T19:00:00.000000000'],
      dtype='datetime64[ns]')

では、メソッド interp を適用します。キーワード引数 method には補間方法を代入します。ここでは、"cubic" を指定しますが、他に nearest や linear なども利用できます。どの補間が適切かはケースバイケースで検討してください。

In [37]:
# Script 6-10 #

Ttmeah = Ttmea.interp(time=time1h,method="cubic")

それではグラフを表示してみましょう。以下を実行してください。

In [38]:
# Script 6-11 #

line(Ttmeah, [Ttmeah,Ttmeah.time,Ttmeah.attrs['long_name']])

日平均¶

今度は、３時間ごとのデータを平均して日別データを作ってみましょう。DataArrayオブジェクトには、これまた便利なメソッド resample が用意されていて、下のスクリプトのようにして使います。

以下を実行してください。

In [39]:
# Script 6-10 #

Ttmead = Ttmea.resample(time='D').mean()
Ttmead.attrs = Ttmea.attrs # 念のため属性をコピー

line(Ttmea,[Ttmead,Ttmead.time])

メソッド resample は、引数 time に 'D' を設定することで中央標準時（UTC）の日界を単位とするグルーピングをしますが、'24H' 指定すると、「24時間毎」にグルーピングすることができます。そして、引数 origin でグルーピングの始まりの時間を指定することができます。これを利用すると、日本で私たちが通常使う定義での平均/最高/最低を計算することができます。
　気象庁は、日本における日界を「夜中の 0 時を過ぎた直後（ 0 時は含まない）から次の日の夜中の 0 時まで」と決めているので、UTCでは「前日の 15Z の直後から当日の 15Z まで」となり、時別データを集計する場合は「前日の 16Z のデータが起点になります。このため、引数 origin に5月1日16Zを与えます。ここでは手っ取り早く文字列で与えます。また、期間の両端はデータが全部そろわないので、切り捨てなければなりません。結果として以下のようなスクリプトになります。

darr_daily = darr.resample(time="24H", origin='2021-05-01T16').mean()[1:-1]

以下を実行し、上のグラフと比較して下さい。

In [40]:
# Script 6-11 #

Ttmeadj = Ttmea.resample(time="24H",origin='2021-05-01T16').mean()[1:-1]
Ttmeadj.attrs = Ttmea.attrs # 念のため属性をコピー

line(Ttmea, [Ttmeadj,Ttmeadj.time])
Ttmeadj.time
Out[40]:
<xarray.DataArray 'time' (time: 10)>
array(['2021-05-01T16:00:00.000000000', '2021-05-02T16:00:00.000000000',
       '2021-05-03T16:00:00.000000000', '2021-05-04T16:00:00.000000000',
       '2021-05-05T16:00:00.000000000', '2021-05-06T16:00:00.000000000',
       '2021-05-07T16:00:00.000000000', '2021-05-08T16:00:00.000000000',
       '2021-05-09T16:00:00.000000000', '2021-05-10T16:00:00.000000000'],
      dtype='datetime64[ns]')
Coordinates:
    latitude   float64 35.44
    longitude  float64 139.5
  * time       (time) datetime64[ns] 2021-05-01T16:00:00 ... 2021-05-10T16:00:00
xarray.DataArray
'time'
  • time: 10
  • 2021-05-01T16:00:00 2021-05-02T16:00:00 ... 2021-05-10T16:00:00
    array(['2021-05-01T16:00:00.000000000', '2021-05-02T16:00:00.000000000',
       '2021-05-03T16:00:00.000000000', '2021-05-04T16:00:00.000000000',
       '2021-05-05T16:00:00.000000000', '2021-05-06T16:00:00.000000000',
       '2021-05-07T16:00:00.000000000', '2021-05-08T16:00:00.000000000',
       '2021-05-09T16:00:00.000000000', '2021-05-10T16:00:00.000000000'],
      dtype='datetime64[ns]')
    • latitude
      ()
      float64
      35.44
      units :
      degrees_north
      long_name :
      latitude
      array(35.4375)
    • longitude
      ()
      float64
      139.5
      units :
      degrees_east
      long_name :
      longitude
      array(139.5)
    • time
      (time)
      datetime64[ns]
      2021-05-01T16:00:00 ... 2021-05-...
      array(['2021-05-01T16:00:00.000000000', '2021-05-02T16:00:00.000000000',
       '2021-05-03T16:00:00.000000000', '2021-05-04T16:00:00.000000000',
       '2021-05-05T16:00:00.000000000', '2021-05-06T16:00:00.000000000',
       '2021-05-07T16:00:00.000000000', '2021-05-08T16:00:00.000000000',
       '2021-05-09T16:00:00.000000000', '2021-05-10T16:00:00.000000000'],
      dtype='datetime64[ns]')
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 16:00:00', '2021-05-02 16:00:00',
               '2021-05-03 16:00:00', '2021-05-04 16:00:00',
               '2021-05-05 16:00:00', '2021-05-06 16:00:00',
               '2021-05-07 16:00:00', '2021-05-08 16:00:00',
               '2021-05-09 16:00:00', '2021-05-10 16:00:00'],
              dtype='datetime64[ns]', name='time', freq='24H'))

7 降水量について¶

＜　一旦終了した学習をこの章から再開する時は、第5課の Script 5-12 を予め実行してください。＞

気温や湿度と異なり、降水は瞬時値を定義するのが困難なため、気象庁のGPVプロダクトで提供される全ての降水量は、初期時刻からの積算値が記録されています。まずはグラフにしてみましょう。

以下のスクリプトを実行してください。

In [41]:
# Script 7-1 #

import wxbcgribx as wx
grbpath = 'jmadata/geps/g1/2021/Z__C_RJTD_20210501000000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'
element = ['TMP','RH','APCP']
ds = wx.getgpv(grbpath, element)
Ta = ds['TMP_2maboveground']
Tt = Ta.sel(latitude=35.6916,longitude=139.7516, method='nearest') 
Pr = ds['APCP_surface']
Pt = Pr.sel(latitude=35.6916,longitude=139.7516, method='nearest') 

darr = Tt.isel(member=0)
line(Pt,[darr,darr.time,darr.attrs['long_name']], iscommony=False)

Pt
Out[41]:
<xarray.DataArray 'APCP_surface' (member: 51, time: 89)>
array([[          nan, 0.0000000e+00, 0.0000000e+00, ..., 3.4347248e+01,
        3.4353909e+01, 3.4353909e+01],
       [          nan, 0.0000000e+00, 3.9062500e-03, ..., 6.7281563e+01,
        6.7344063e+01, 6.7344276e+01],
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 2.0202946e+01,
        2.0265446e+01, 2.0330534e+01],
       ...,
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 2.6549189e+01,
        2.6549189e+01, 2.6611689e+01],
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 4.0727165e+01,
        4.1414673e+01, 4.1602184e+01],
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 3.8050400e+01,
        3.8050400e+01, 3.8113117e+01]], dtype=float32)
Coordinates:
    latitude   float64 35.44
    longitude  float64 139.5
  * time       (time) datetime64[ns] 2021-05-01 ... 2021-05-12
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Attributes:
    short_name:  APCP_surface
    long_name:   Total Precipitation
    level:       surface
    units:       kg/m^2
xarray.DataArray
'APCP_surface'
  • member: 51
  • time: 89
  • nan 0.0 0.0 0.7422 2.828 3.609 ... 38.05 38.05 38.05 38.05 38.05 38.11
    array([[          nan, 0.0000000e+00, 0.0000000e+00, ..., 3.4347248e+01,
        3.4353909e+01, 3.4353909e+01],
       [          nan, 0.0000000e+00, 3.9062500e-03, ..., 6.7281563e+01,
        6.7344063e+01, 6.7344276e+01],
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 2.0202946e+01,
        2.0265446e+01, 2.0330534e+01],
       ...,
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 2.6549189e+01,
        2.6549189e+01, 2.6611689e+01],
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 4.0727165e+01,
        4.1414673e+01, 4.1602184e+01],
       [          nan, 0.0000000e+00, 0.0000000e+00, ..., 3.8050400e+01,
        3.8050400e+01, 3.8113117e+01]], dtype=float32)
    • latitude
      ()
      float64
      35.44
      units :
      degrees_north
      long_name :
      latitude
      array(35.4375)
    • longitude
      ()
      float64
      139.5
      units :
      degrees_east
      long_name :
      longitude
      array(139.5)
    • time
      (time)
      datetime64[ns]
      2021-05-01 ... 2021-05-12
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619827200.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T00:00:00.000000000', '2021-05-01T03:00:00.000000000',
       '2021-05-01T06:00:00.000000000', '2021-05-01T09:00:00.000000000',
       '2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 00:00:00', '2021-05-01 03:00:00',
               '2021-05-01 06:00:00', '2021-05-01 09:00:00',
               '2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • short_name :
    APCP_surface
    long_name :
    Total Precipitation
    level :
    surface
    units :
    kg/m^2

グラフを見ると、確かに降水量は積算値として記録されています。したがって、時別や日別の降水量を知りたいときは差分をとる必要があります。

ところで、データのサマリを見ると、他の気象要素とは違う点があります。それは、初期時刻のデータが無効値となっていることです。降水は積算値で記録するので、初期時刻は必ず０です。このため、GRIB2ファイルには初期時刻の降水量データはそもそも格納されていないのです。しかし、気温など初期時刻の値がある他の気象要素と一括で読み込むと、時間軸をそろえるために降水量の初期時刻には無効値である NumPy.nan が埋め込まれます。

それに対し、降水量のみを関数 getgpv で読み込んだ場合は、時刻の要素数が一つ減り、最初の予報ステップの時刻から始まる DattaArray オブジェクトとなります。

それにしても、降水量や、降り出しのタイミングなど、特定地点における降水の予測は、気温にくらべてだいぶ難しいことが分かります。また、降水は、ある時に起きる事象なので、アンサンブル平均が適切な場合と、適切でない場合があることにも注意してください。

8 時刻の取り扱い¶

6.3 でも見た通り、アンサンブル予報GPVを含め、気象庁からGRIB2ファイルで提供されるGPVデータの時刻はすべて中央協定時（UTC）で記録されています。一方、アメダスをはじめとする他の殆どの時系列データは、日本標準時（JST）に準拠しています。このため、アンサンブル予報データをビジネス利用する上では、時制の違いについて何らかの折り合いをつけることが必要です。

これへの対応には、大きく二つの方法が考えられます。一つは、GPVデータの時刻座標値を書き換えて日本時間にしてしまうことで、もう一つは、地方時を導入することです。
　前者は手っ取り早く結果が得られますが、Xarray のメソッド to_netCDF がオブジェクトの時刻を UTC として NetCDF ファイルに書き出すため、オブジェクトの時刻を付け直すことは、事柄が実際より９時間早く起きていたとするファイルを作る という、少々深刻な結果を導きます。これは、時刻を取り扱う他のシステムと連携する際に問題を引き起こすリスクとなるので、"気象×○○" の探求の段階はともかく、実利用においてはお勧めできません。

後者の「地方時の導入」とは、実際の時刻は別途保持したまま、タイムゾーンに応じた異なる時刻表示をするようプログラミングすることです。これは一見大変そうですが、Pythonが標準で持つオブジェクト datetime や、これから説明するオブジェクト timestamp はこの機能をすでに持っているので、実はとても簡単です。ただ、頭が痛いことに、オブジェクト DataArray や Dataset が使用する時刻オジェクト NumPy.datetime64 にはこの機能がないので、後者で全てスッキリ、というわけでもありませんが、気象×ビジネスの推進を目指す私たちは、多少の不便は残りつつも後者を採用することにしましょう。

＜一旦終了した学習をこの章から再開する時は、まず、以下の Script 8-1 と第5課の Script 5-12 を実行してください。＞

In [42]:
# Script 8-1 #
## 一旦終了した学習をこの章から再開する時に実行してください ##

import xarray as xr
import wxbcgribx as wx
with xr.open_dataarray('Ttc.nc') as Ttc:
    Ttc.load()

8.1 アメダスデータとの比較¶

UTCとJSTとの折り合いをつける例として、アメダス「東京」で観測された時別気象値と、この地点に最も近いグリッドの週間アンサンブル予報データのを比較をしてみます。 　アメダスの観測値は、気象庁の過去のデータ・ダウンロードのページ： https://www.data.jma.go.jp/gmd/risk/obsdl/ から入手することができます。フォルダ challenge￥jamdata￥obs に、予め obs_tokyo_20210501.csv の名でダウンロードしておいたので、今回はこれを使用します。

image.png 　　　　テキストエディタで表示したダウンロードデータの画面

Pythonには、表形式のデータを分析するための大変強力なライブラリ Pandas があり、その関数 read_csv を使うと、ファイルのデータを簡単に読み込むことができます。読み込まれたデータは、 DataFrame オブジェクトと呼ばれるデータ形式で保持されます。

下に示すスクリプトは、CSVファイル obs_tokyo_20210501.csv を読み込んで Dataframe オブジェクト df を生成するものです。CSVは、ファイルフォーマットの観点からはかなりいい加減なので、これに対応するため、read_csv には数えきれないほど沢山のオプションがあります。このスクリプトでは、以下を使用しています；

  • キーワード引数 encoding で文字コードを指定、
  • キーワード引数 skiprows でデータの上から5行目までを読みとばす、
  • キーワード引数 names で見出しを付け直し、
  • キーワード引数 index_col で1列目をインデックスに指定、
  • キーワード引数 parse_dates で日付の文字列を 時刻として解釈。
In [43]:
# Script 8-2 #

import pandas as pd
df = pd.read_csv( "./jmadata/obs/obs_tokyo_20210501.csv", 
          encoding='Shift_JIS',
          skiprows=5,
          names=('TAo','TAQ','TAU', 'PRo','OPo','PRQ','PRU', 'RHo','RHQ','RHU', 'VPo','VPQ','VPU'), 
          index_col=0, 
          parse_dates=True)



df
Out[43]:
TAo TAQ TAU PRo OPo PRQ PRU RHo RHQ RHU VPo VPQ VPU
2021-05-01 01:00:00 15.5 8 1 0.0 1 8 1 74 8 1 13.0 8 1
2021-05-01 02:00:00 14.0 8 1 0.0 1 8 1 84 8 1 13.4 8 1
2021-05-01 03:00:00 14.6 8 1 0.0 1 8 1 70 8 1 11.6 8 1
2021-05-01 04:00:00 13.2 8 1 0.0 1 8 1 86 8 1 13.0 8 1
2021-05-01 05:00:00 13.1 8 1 0.0 1 8 1 90 8 1 13.6 8 1
... ... ... ... ... ... ... ... ... ... ... ... ... ...
2021-05-15 20:00:00 20.4 8 1 0.0 1 8 1 73 8 1 17.5 8 1
2021-05-15 21:00:00 20.1 8 1 0.0 1 8 1 72 8 1 16.9 8 1
2021-05-15 22:00:00 19.9 8 1 0.0 1 8 1 75 8 1 17.4 8 1
2021-05-15 23:00:00 19.9 8 1 0.0 1 8 1 77 8 1 17.9 8 1
2021-05-16 00:00:00 19.7 8 1 0.0 1 8 1 79 8 1 18.1 8 1

360 rows × 13 columns

ではこれと週間アンサンブル予報を比較してみましょう。
　 (Script 5-12 実行しておかないとエラーが出ます)

In [44]:
# Script 8-3 #

line(Ttc,[df['TAo'].values,df.index, "AMeDAS"])

当然ながらずれています。

それでは、DataFrame オブジェクトのインデックスの時刻は「日本標準時」という地方時で表現されていることを自覚させます（表示とは裏腹にこれより9時間遅い時刻を内部的に持たせます）。これには、メソッド tz_localize を使います。

Script 8-2 の11行目に、この文を挿入したのが下のスクリプトです。これを実行してください。

In [45]:
# Script 8-4 #

import pandas as pd
df = pd.read_csv( "./jmadata/obs/obs_tokyo_20210501.csv", 
          encoding='Shift_JIS',
          skiprows=5,
          names=('TAo','TAQ','TAU', 'PRo','OPo','PRQ','PRU', 'RHo','RHQ','RHU', 'VPo','VPQ','VPU'), 
          index_col=0,
          parse_dates=True)

df.index = df.index.tz_localize('Asia/Tokyo')       # 日本標準時を宣言

df
Out[45]:
TAo TAQ TAU PRo OPo PRQ PRU RHo RHQ RHU VPo VPQ VPU
2021-05-01 01:00:00+09:00 15.5 8 1 0.0 1 8 1 74 8 1 13.0 8 1
2021-05-01 02:00:00+09:00 14.0 8 1 0.0 1 8 1 84 8 1 13.4 8 1
2021-05-01 03:00:00+09:00 14.6 8 1 0.0 1 8 1 70 8 1 11.6 8 1
2021-05-01 04:00:00+09:00 13.2 8 1 0.0 1 8 1 86 8 1 13.0 8 1
2021-05-01 05:00:00+09:00 13.1 8 1 0.0 1 8 1 90 8 1 13.6 8 1
... ... ... ... ... ... ... ... ... ... ... ... ... ...
2021-05-15 20:00:00+09:00 20.4 8 1 0.0 1 8 1 73 8 1 17.5 8 1
2021-05-15 21:00:00+09:00 20.1 8 1 0.0 1 8 1 72 8 1 16.9 8 1
2021-05-15 22:00:00+09:00 19.9 8 1 0.0 1 8 1 75 8 1 17.4 8 1
2021-05-15 23:00:00+09:00 19.9 8 1 0.0 1 8 1 77 8 1 17.9 8 1
2021-05-16 00:00:00+09:00 19.7 8 1 0.0 1 8 1 79 8 1 18.1 8 1

360 rows × 13 columns

インデックス（時刻の列）に注目してください。時刻表示の後ろに「+09:00」が付加されました。これで、日本標準時を表示しながらも、内部的な時刻がUTCとなりました。

それでは、このDataFrameから時刻と気温を取り出して、GSM-GPVの気温とともにプロットしてみましょう。

以下を実行してください。

In [46]:
# Script 8-5 #

line(Ttc,[df['TAo'].values,df.index, "AMeDAS"])

今度は時刻が揃いました（値そのものは一致していませんが）。

ここで、見た目上、アンサンブル予報の線群が右にずれたことに注目してください。アメダスデータの時刻をUTCに修正したので、アメダスの気温(赤)が左にずれてもよさそうですがそうはなりませんでした。なぜでしょうか。これは、描画のためのデータとして地方時が設定された時刻が与えられたため、描画エンジン(パッケージMatplotlib)が時間軸の目盛を日本標準時で振りなおしたからです。地方時を導入することにより、グラフにおいても、データが指し示す時刻を変えずに日本標準時の目盛りとすることができます。

これで分かる通り、時刻には、暗黙の合意のもとで特定のコミュニティ内で使用する時刻と、世界協定時に結びついている時刻があります。これらを区別する場合、前者を「Naive な時刻」、後者を「Aware な時刻」と呼びます。

8.2 DataArrayオブジェクトの時刻¶

この章の冒頭で説明した通り、DataArrayオブジェクトやDatasetオブジェクトが使用する時間オブジェクト Numpy.datetime64 は、地方時を取り扱えません。このため、属性 time で得られる時刻の表示は残念ながら常にUTCです。しかし、このデータと等値な、「aware な日本標準時」時刻データを作るのは比較的簡単です。
　下のCellに、DataArray オブジェクトから aware な日本標準時の timestamp オブジェクトのリストを得る方法を示します。ライブラリ Pandas の力を借りています。

In [47]:
# Script 8-6 #

import pandas as pd

t_dt64 = Ttc.time   #DataArrayオブジェクトの時刻座標を取り出す（Numpy.datetime64型の配列）

s_tstmp = pd.Series(t_dt64)   #Pandasの関数を使ってtimesampオブジェクトのSeriesに変換する

s_uct = s_tstmp.dt.tz_localize('UTC')   #配列の時刻がUTCであることを自覚させる

s_jst = s_uct.dt.tz_convert('Asia/Tokyo')   #JSTで表現するよう指定する

t_jst = list(s_jst)   #Seriesをリストに変換する

t_jst[:10]  # 最初の10要素だけ表示
Out[47]:
[Timestamp('2021-05-01 09:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 12:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 15:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 18:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-01 21:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 00:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 03:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 06:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 09:00:00+0900', tz='Asia/Tokyo'),
 Timestamp('2021-05-02 12:00:00+0900', tz='Asia/Tokyo')]

上の処理は下記のように1行で書いてしまうこともできます。

list(pd.Series(Ttch.time).dt.tz_localize('UTC').dt.tz_convert('Asia/Tokyo'))

ライブラリ wxbcgribx の関数 tsj は、これを利用して、日本標準時を横軸とする折れ線グラフを描画します。

In [48]:
# Script 8-7 #

wx.tsj(Ttc)

9 データの結合¶

Xarraｙのオブジェクトである、Dataset や DataArray は、関数 concat で結合することができます。これを利用すると、複数のGRIB2ファイルで構成されているアンサンブル予報データを一つにまとめることができます。

9.1 時刻方向の結合¶

気象庁の「週間アンサンブル数値予報モデルGPV（日本域）」と「２週間アンサンブル数値予報モデルGPV（日本域）」は同じ全球アンサンブルシステムの計算結果であり、両者は発表頻度と予報期間だけが異なります（下図参照）。 image.png .　　　　週間アンサンブル数値予報モデルGPV（日本域）(左)と２週間アンサンブル数値予報モデルGPV（日本域）（右）の例

言ってしまえば、両者は１つのランを２つに分けたものなので、両者を接続して利用したほうが便利なことがあります。このようなケースでは、関数 concat を以下のようにして用います。

import xarray as xr
dataarr_new = xr.concat( [dataarr_1, dataarr_2], 'time' )

ここで、 dataarr_1 と dataarr_2 は結合する DataArray オブジェクト、dataarr_new は結合されたオブジェクトです。 今の場合、緯度、経度、メンバー名が同じ２つのデータを時刻方向に結合するので 'time' を設定します。

それでは、実際に結合してみましょう。まず、週間アンサンブルのデータを読み込みます。これは、2021年5月01日12:00 UTCを初期値とする5月12日12:00 UTCまでの予報です。

In [49]:
# Script 9-1 #

import xarray as xr
import wxbcgribx as wx

# 週間アンサンブル数値予報モデルGPV（日本域）の 気温 の読み込み
g1 = './jmadata/geps/g1/2021/Z__C_RJTD_20210501120000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD0000-1100_EM-all_grib2.bin'
ds1w = wx.getgpv(g1, 'TMP')
# アメダス「東京」近傍の抜き出し
T1w = ds1w['TMP_2maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

T1w
Out[49]:
<xarray.DataArray 'TMP_2maboveground' (member: 51, time: 89)>
array([[290.83957, 289.97073, 288.6802 , ..., 295.6693 , 293.77646,
        292.9041 ],
       [290.7848 , 289.66028, 288.5523 , ..., 294.4071 , 292.34875,
        290.64474],
       [290.8521 , 290.08472, 289.15198, ..., 295.58804, 292.92206,
        289.0367 ],
       ...,
       [290.8237 , 290.07053, 288.67465, ..., 293.58148, 292.0863 ,
        290.8545 ],
       [290.8013 , 289.9401 , 288.7943 , ..., 293.70358, 291.9464 ,
        291.17725],
       [291.00323, 290.11963, 288.8343 , ..., 296.0218 , 293.41827,
        291.4231 ]], dtype=float32)
Coordinates:
    latitude   float64 35.44
    longitude  float64 139.5
  * time       (time) datetime64[ns] 2021-05-01T12:00:00 ... 2021-05-12T12:00:00
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • member: 51
  • time: 89
  • 290.8 290.0 288.7 287.5 289.8 290.4 ... 292.6 295.5 296.0 293.4 291.4
    array([[290.83957, 289.97073, 288.6802 , ..., 295.6693 , 293.77646,
        292.9041 ],
       [290.7848 , 289.66028, 288.5523 , ..., 294.4071 , 292.34875,
        290.64474],
       [290.8521 , 290.08472, 289.15198, ..., 295.58804, 292.92206,
        289.0367 ],
       ...,
       [290.8237 , 290.07053, 288.67465, ..., 293.58148, 292.0863 ,
        290.8545 ],
       [290.8013 , 289.9401 , 288.7943 , ..., 293.70358, 291.9464 ,
        291.17725],
       [291.00323, 290.11963, 288.8343 , ..., 296.0218 , 293.41827,
        291.4231 ]], dtype=float32)
    • latitude
      ()
      float64
      35.44
      units :
      degrees_north
      long_name :
      latitude
      array(35.4375)
    • longitude
      ()
      float64
      139.5
      units :
      degrees_east
      long_name :
      longitude
      array(139.5)
    • time
      (time)
      datetime64[ns]
      2021-05-01T12:00:00 ... 2021-05-...
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619870400.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 12:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000', '2021-05-12T03:00:00.000000000',
       '2021-05-12T06:00:00.000000000', '2021-05-12T09:00:00.000000000',
       '2021-05-12T12:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               '2021-05-02 18:00:00', '2021-05-02 21:00:00',
               '2021-05-03 00:00:00', '2021-05-03 03:00:00',
               '2021-05-03 06:00:00', '2021-05-03 09:00:00',
               '2021-05-03 12:00:00', '2021-05-03 15:00:00',
               '2021-05-03 18:00:00', '2021-05-03 21:00:00',
               '2021-05-04 00:00:00', '2021-05-04 03:00:00',
               '2021-05-04 06:00:00', '2021-05-04 09:00:00',
               '2021-05-04 12:00:00', '2021-05-04 15:00:00',
               '2021-05-04 18:00:00', '2021-05-04 21:00:00',
               '2021-05-05 00:00:00', '2021-05-05 03:00:00',
               '2021-05-05 06:00:00', '2021-05-05 09:00:00',
               '2021-05-05 12:00:00', '2021-05-05 15:00:00',
               '2021-05-05 18:00:00', '2021-05-05 21:00:00',
               '2021-05-06 00:00:00', '2021-05-06 03:00:00',
               '2021-05-06 06:00:00', '2021-05-06 09:00:00',
               '2021-05-06 12:00:00', '2021-05-06 15:00:00',
               '2021-05-06 18:00:00', '2021-05-06 21:00:00',
               '2021-05-07 00:00:00', '2021-05-07 03:00:00',
               '2021-05-07 06:00:00', '2021-05-07 09:00:00',
               '2021-05-07 12:00:00', '2021-05-07 15:00:00',
               '2021-05-07 18:00:00', '2021-05-07 21:00:00',
               '2021-05-08 00:00:00', '2021-05-08 03:00:00',
               '2021-05-08 06:00:00', '2021-05-08 09:00:00',
               '2021-05-08 12:00:00', '2021-05-08 15:00:00',
               '2021-05-08 18:00:00', '2021-05-08 21:00:00',
               '2021-05-09 00:00:00', '2021-05-09 03:00:00',
               '2021-05-09 06:00:00', '2021-05-09 09:00:00',
               '2021-05-09 12:00:00', '2021-05-09 15:00:00',
               '2021-05-09 18:00:00', '2021-05-09 21:00:00',
               '2021-05-10 00:00:00', '2021-05-10 03:00:00',
               '2021-05-10 06:00:00', '2021-05-10 09:00:00',
               '2021-05-10 12:00:00', '2021-05-10 15:00:00',
               '2021-05-10 18:00:00', '2021-05-10 21:00:00',
               '2021-05-11 00:00:00', '2021-05-11 03:00:00',
               '2021-05-11 06:00:00', '2021-05-11 09:00:00',
               '2021-05-11 12:00:00', '2021-05-11 15:00:00',
               '2021-05-11 18:00:00', '2021-05-11 21:00:00',
               '2021-05-12 00:00:00', '2021-05-12 03:00:00',
               '2021-05-12 06:00:00', '2021-05-12 09:00:00',
               '2021-05-12 12:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

次に、２週間アンサンブルのデータを読み込みます。これは、同じ初期値で、05月12日15:00 UTCから5月19日12:00 UTCまでの予報です。

In [50]:
# Script 9-2 #

# ２週間アンサンブル数値予報モデルGPV（日本域）の 気温 の読み込み
g2 = './jmadata/geps/g2/2021/Z__C_RJTD_20210501120000_EPSG_GPV_Rjp_Gll0p5625deg_Lsurf_FD1103-1800_EM-all_grib2.bin'
ds2w = wx.getgpv(g2, 'TMP')
# アメダス「東京」近傍の抜き出し
T2w = ds2w['TMP_2maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

T2w
Out[50]:
<xarray.DataArray 'TMP_2maboveground' (member: 51, time: 56)>
array([[293.1782 , 293.4667 , 293.8446 , ..., 295.34476, 293.38782,
        291.4846 ],
       [290.01996, 289.625  , 289.48874, ..., 293.10117, 291.87897,
        290.64438],
       [286.85458, 285.1668 , 285.25964, ..., 296.62088, 293.9326 ,
        291.7457 ],
       ...,
       [290.26224, 290.1053 , 290.46857, ..., 294.8629 , 293.3673 ,
        292.23108],
       [290.83142, 291.05908, 292.19638, ..., 293.25748, 292.28552,
        290.58514],
       [290.85437, 290.72092, 291.43967, ..., 296.3636 , 294.85025,
        292.89203]], dtype=float32)
Coordinates:
    latitude   float64 35.44
    longitude  float64 139.5
  * time       (time) datetime64[ns] 2021-05-12T15:00:00 ... 2021-05-19T12:00:00
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • member: 51
  • time: 56
  • 293.2 293.5 293.8 295.0 296.0 295.6 ... 293.6 296.0 296.4 294.9 292.9
    array([[293.1782 , 293.4667 , 293.8446 , ..., 295.34476, 293.38782,
        291.4846 ],
       [290.01996, 289.625  , 289.48874, ..., 293.10117, 291.87897,
        290.64438],
       [286.85458, 285.1668 , 285.25964, ..., 296.62088, 293.9326 ,
        291.7457 ],
       ...,
       [290.26224, 290.1053 , 290.46857, ..., 294.8629 , 293.3673 ,
        292.23108],
       [290.83142, 291.05908, 292.19638, ..., 293.25748, 292.28552,
        290.58514],
       [290.85437, 290.72092, 291.43967, ..., 296.3636 , 294.85025,
        292.89203]], dtype=float32)
    • latitude
      ()
      float64
      35.44
      units :
      degrees_north
      long_name :
      latitude
      array(35.4375)
    • longitude
      ()
      float64
      139.5
      units :
      degrees_east
      long_name :
      longitude
      array(139.5)
    • time
      (time)
      datetime64[ns]
      2021-05-12T15:00:00 ... 2021-05-...
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619870400.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 12:00:00 UTC
      reference_time_description :
      forecast or accumulated, reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-12T15:00:00.000000000', '2021-05-12T18:00:00.000000000',
       '2021-05-12T21:00:00.000000000', '2021-05-13T00:00:00.000000000',
       '2021-05-13T03:00:00.000000000', '2021-05-13T06:00:00.000000000',
       '2021-05-13T09:00:00.000000000', '2021-05-13T12:00:00.000000000',
       '2021-05-13T15:00:00.000000000', '2021-05-13T18:00:00.000000000',
       '2021-05-13T21:00:00.000000000', '2021-05-14T00:00:00.000000000',
       '2021-05-14T03:00:00.000000000', '2021-05-14T06:00:00.000000000',
       '2021-05-14T09:00:00.000000000', '2021-05-14T12:00:00.000000000',
       '2021-05-14T15:00:00.000000000', '2021-05-14T18:00:00.000000000',
       '2021-05-14T21:00:00.000000000', '2021-05-15T00:00:00.000000000',
       '2021-05-15T03:00:00.000000000', '2021-05-15T06:00:00.000000000',
       '2021-05-15T09:00:00.000000000', '2021-05-15T12:00:00.000000000',
       '2021-05-15T15:00:00.000000000', '2021-05-15T18:00:00.000000000',
       '2021-05-15T21:00:00.000000000', '2021-05-16T00:00:00.000000000',
       '2021-05-16T03:00:00.000000000', '2021-05-16T06:00:00.000000000',
       '2021-05-16T09:00:00.000000000', '2021-05-16T12:00:00.000000000',
       '2021-05-16T15:00:00.000000000', '2021-05-16T18:00:00.000000000',
       '2021-05-16T21:00:00.000000000', '2021-05-17T00:00:00.000000000',
       '2021-05-17T03:00:00.000000000', '2021-05-17T06:00:00.000000000',
       '2021-05-17T09:00:00.000000000', '2021-05-17T12:00:00.000000000',
       '2021-05-17T15:00:00.000000000', '2021-05-17T18:00:00.000000000',
       '2021-05-17T21:00:00.000000000', '2021-05-18T00:00:00.000000000',
       '2021-05-18T03:00:00.000000000', '2021-05-18T06:00:00.000000000',
       '2021-05-18T09:00:00.000000000', '2021-05-18T12:00:00.000000000',
       '2021-05-18T15:00:00.000000000', '2021-05-18T18:00:00.000000000',
       '2021-05-18T21:00:00.000000000', '2021-05-19T00:00:00.000000000',
       '2021-05-19T03:00:00.000000000', '2021-05-19T06:00:00.000000000',
       '2021-05-19T09:00:00.000000000', '2021-05-19T12:00:00.000000000'],
      dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-12 15:00:00', '2021-05-12 18:00:00',
               '2021-05-12 21:00:00', '2021-05-13 00:00:00',
               '2021-05-13 03:00:00', '2021-05-13 06:00:00',
               '2021-05-13 09:00:00', '2021-05-13 12:00:00',
               '2021-05-13 15:00:00', '2021-05-13 18:00:00',
               '2021-05-13 21:00:00', '2021-05-14 00:00:00',
               '2021-05-14 03:00:00', '2021-05-14 06:00:00',
               '2021-05-14 09:00:00', '2021-05-14 12:00:00',
               '2021-05-14 15:00:00', '2021-05-14 18:00:00',
               '2021-05-14 21:00:00', '2021-05-15 00:00:00',
               '2021-05-15 03:00:00', '2021-05-15 06:00:00',
               '2021-05-15 09:00:00', '2021-05-15 12:00:00',
               '2021-05-15 15:00:00', '2021-05-15 18:00:00',
               '2021-05-15 21:00:00', '2021-05-16 00:00:00',
               '2021-05-16 03:00:00', '2021-05-16 06:00:00',
               '2021-05-16 09:00:00', '2021-05-16 12:00:00',
               '2021-05-16 15:00:00', '2021-05-16 18:00:00',
               '2021-05-16 21:00:00', '2021-05-17 00:00:00',
               '2021-05-17 03:00:00', '2021-05-17 06:00:00',
               '2021-05-17 09:00:00', '2021-05-17 12:00:00',
               '2021-05-17 15:00:00', '2021-05-17 18:00:00',
               '2021-05-17 21:00:00', '2021-05-18 00:00:00',
               '2021-05-18 03:00:00', '2021-05-18 06:00:00',
               '2021-05-18 09:00:00', '2021-05-18 12:00:00',
               '2021-05-18 15:00:00', '2021-05-18 18:00:00',
               '2021-05-18 21:00:00', '2021-05-19 00:00:00',
               '2021-05-19 03:00:00', '2021-05-19 06:00:00',
               '2021-05-19 09:00:00', '2021-05-19 12:00:00'],
              dtype='datetime64[ns]', name='time', freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

両オブジェクトを結合します。

In [51]:
# Script 9-3 #

# 時間方向の結合
Tcat = xr.concat([T1w, T2w], 'time')

# データの表示
wx.tsj(Tcat)
Tcat
Out[51]:
<xarray.DataArray 'TMP_2maboveground' (member: 51, time: 145)>
array([[290.83957, 289.97073, 288.6802 , ..., 295.34476, 293.38782,
        291.4846 ],
       [290.7848 , 289.66028, 288.5523 , ..., 293.10117, 291.87897,
        290.64438],
       [290.8521 , 290.08472, 289.15198, ..., 296.62088, 293.9326 ,
        291.7457 ],
       ...,
       [290.8237 , 290.07053, 288.67465, ..., 294.8629 , 293.3673 ,
        292.23108],
       [290.8013 , 289.9401 , 288.7943 , ..., 293.25748, 292.28552,
        290.58514],
       [291.00323, 290.11963, 288.8343 , ..., 296.3636 , 294.85025,
        292.89203]], dtype=float32)
Coordinates:
    latitude   float64 35.44
    longitude  float64 139.5
  * time       (time) datetime64[ns] 2021-05-01T12:00:00 ... 2021-05-19T12:00:00
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=-25'
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • member: 51
  • time: 145
  • 290.8 290.0 288.7 287.5 289.8 290.4 ... 293.6 296.0 296.4 294.9 292.9
    array([[290.83957, 289.97073, 288.6802 , ..., 295.34476, 293.38782,
        291.4846 ],
       [290.7848 , 289.66028, 288.5523 , ..., 293.10117, 291.87897,
        290.64438],
       [290.8521 , 290.08472, 289.15198, ..., 296.62088, 293.9326 ,
        291.7457 ],
       ...,
       [290.8237 , 290.07053, 288.67465, ..., 294.8629 , 293.3673 ,
        292.23108],
       [290.8013 , 289.9401 , 288.7943 , ..., 293.25748, 292.28552,
        290.58514],
       [291.00323, 290.11963, 288.8343 , ..., 296.3636 , 294.85025,
        292.89203]], dtype=float32)
    • latitude
      ()
      float64
      35.44
      units :
      degrees_north
      long_name :
      latitude
      array(35.4375)
    • longitude
      ()
      float64
      139.5
      units :
      degrees_east
      long_name :
      longitude
      array(139.5)
    • time
      (time)
      datetime64[ns]
      2021-05-01T12:00:00 ... 2021-05-...
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1619870400.0
      reference_time_type :
      3
      reference_date :
      2021.05.01 12:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      10800.0
      array(['2021-05-01T12:00:00.000000000', '2021-05-01T15:00:00.000000000',
       '2021-05-01T18:00:00.000000000', '2021-05-01T21:00:00.000000000',
       '2021-05-02T00:00:00.000000000', '2021-05-02T03:00:00.000000000',
       '2021-05-02T06:00:00.000000000', '2021-05-02T09:00:00.000000000',
       '2021-05-02T12:00:00.000000000', '2021-05-02T15:00:00.000000000',
       '2021-05-02T18:00:00.000000000', '2021-05-02T21:00:00.000000000',
       '2021-05-03T00:00:00.000000000', '2021-05-03T03:00:00.000000000',
       '2021-05-03T06:00:00.000000000', '2021-05-03T09:00:00.000000000',
       '2021-05-03T12:00:00.000000000', '2021-05-03T15:00:00.000000000',
       '2021-05-03T18:00:00.000000000', '2021-05-03T21:00:00.000000000',
       '2021-05-04T00:00:00.000000000', '2021-05-04T03:00:00.000000000',
       '2021-05-04T06:00:00.000000000', '2021-05-04T09:00:00.000000000',
       '2021-05-04T12:00:00.000000000', '2021-05-04T15:00:00.000000000',
       '2021-05-04T18:00:00.000000000', '2021-05-04T21:00:00.000000000',
       '2021-05-05T00:00:00.000000000', '2021-05-05T03:00:00.000000000',
       '2021-05-05T06:00:00.000000000', '2021-05-05T09:00:00.000000000',
       '2021-05-05T12:00:00.000000000', '2021-05-05T15:00:00.000000000',
       '2021-05-05T18:00:00.000000000', '2021-05-05T21:00:00.000000000',
       '2021-05-06T00:00:00.000000000', '2021-05-06T03:00:00.000000000',
       '2021-05-06T06:00:00.000000000', '2021-05-06T09:00:00.000000000',
       '2021-05-06T12:00:00.000000000', '2021-05-06T15:00:00.000000000',
       '2021-05-06T18:00:00.000000000', '2021-05-06T21:00:00.000000000',
       '2021-05-07T00:00:00.000000000', '2021-05-07T03:00:00.000000000',
       '2021-05-07T06:00:00.000000000', '2021-05-07T09:00:00.000000000',
       '2021-05-07T12:00:00.000000000', '2021-05-07T15:00:00.000000000',
       '2021-05-07T18:00:00.000000000', '2021-05-07T21:00:00.000000000',
       '2021-05-08T00:00:00.000000000', '2021-05-08T03:00:00.000000000',
       '2021-05-08T06:00:00.000000000', '2021-05-08T09:00:00.000000000',
       '2021-05-08T12:00:00.000000000', '2021-05-08T15:00:00.000000000',
       '2021-05-08T18:00:00.000000000', '2021-05-08T21:00:00.000000000',
       '2021-05-09T00:00:00.000000000', '2021-05-09T03:00:00.000000000',
       '2021-05-09T06:00:00.000000000', '2021-05-09T09:00:00.000000000',
       '2021-05-09T12:00:00.000000000', '2021-05-09T15:00:00.000000000',
       '2021-05-09T18:00:00.000000000', '2021-05-09T21:00:00.000000000',
       '2021-05-10T00:00:00.000000000', '2021-05-10T03:00:00.000000000',
       '2021-05-10T06:00:00.000000000', '2021-05-10T09:00:00.000000000',
       '2021-05-10T12:00:00.000000000', '2021-05-10T15:00:00.000000000',
       '2021-05-10T18:00:00.000000000', '2021-05-10T21:00:00.000000000',
       '2021-05-11T00:00:00.000000000', '2021-05-11T03:00:00.000000000',
       '2021-05-11T06:00:00.000000000', '2021-05-11T09:00:00.000000000',
       '2021-05-11T12:00:00.000000000', '2021-05-11T15:00:00.000000000',
       '2021-05-11T18:00:00.000000000', '2021-05-11T21:00:00.000000000',
       '2021-05-12T00:00:00.000000000', '2021-05-12T03:00:00.000000000',
       '2021-05-12T06:00:00.000000000', '2021-05-12T09:00:00.000000000',
       '2021-05-12T12:00:00.000000000', '2021-05-12T15:00:00.000000000',
       '2021-05-12T18:00:00.000000000', '2021-05-12T21:00:00.000000000',
       '2021-05-13T00:00:00.000000000', '2021-05-13T03:00:00.000000000',
       '2021-05-13T06:00:00.000000000', '2021-05-13T09:00:00.000000000',
       '2021-05-13T12:00:00.000000000', '2021-05-13T15:00:00.000000000',
       '2021-05-13T18:00:00.000000000', '2021-05-13T21:00:00.000000000',
       '2021-05-14T00:00:00.000000000', '2021-05-14T03:00:00.000000000',
       '2021-05-14T06:00:00.000000000', '2021-05-14T09:00:00.000000000',
       '2021-05-14T12:00:00.000000000', '2021-05-14T15:00:00.000000000',
       '2021-05-14T18:00:00.000000000', '2021-05-14T21:00:00.000000000',
       '2021-05-15T00:00:00.000000000', '2021-05-15T03:00:00.000000000',
       '2021-05-15T06:00:00.000000000', '2021-05-15T09:00:00.000000000',
       '2021-05-15T12:00:00.000000000', '2021-05-15T15:00:00.000000000',
       '2021-05-15T18:00:00.000000000', '2021-05-15T21:00:00.000000000',
       '2021-05-16T00:00:00.000000000', '2021-05-16T03:00:00.000000000',
       '2021-05-16T06:00:00.000000000', '2021-05-16T09:00:00.000000000',
       '2021-05-16T12:00:00.000000000', '2021-05-16T15:00:00.000000000',
       '2021-05-16T18:00:00.000000000', '2021-05-16T21:00:00.000000000',
       '2021-05-17T00:00:00.000000000', '2021-05-17T03:00:00.000000000',
       '2021-05-17T06:00:00.000000000', '2021-05-17T09:00:00.000000000',
       '2021-05-17T12:00:00.000000000', '2021-05-17T15:00:00.000000000',
       '2021-05-17T18:00:00.000000000', '2021-05-17T21:00:00.000000000',
       '2021-05-18T00:00:00.000000000', '2021-05-18T03:00:00.000000000',
       '2021-05-18T06:00:00.000000000', '2021-05-18T09:00:00.000000000',
       '2021-05-18T12:00:00.000000000', '2021-05-18T15:00:00.000000000',
       '2021-05-18T18:00:00.000000000', '2021-05-18T21:00:00.000000000',
       '2021-05-19T00:00:00.000000000', '2021-05-19T03:00:00.000000000',
       '2021-05-19T06:00:00.000000000', '2021-05-19T09:00:00.000000000',
       '2021-05-19T12:00:00.000000000'], dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-25'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'], dtype=object)
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2021-05-01 12:00:00', '2021-05-01 15:00:00',
               '2021-05-01 18:00:00', '2021-05-01 21:00:00',
               '2021-05-02 00:00:00', '2021-05-02 03:00:00',
               '2021-05-02 06:00:00', '2021-05-02 09:00:00',
               '2021-05-02 12:00:00', '2021-05-02 15:00:00',
               ...
               '2021-05-18 09:00:00', '2021-05-18 12:00:00',
               '2021-05-18 15:00:00', '2021-05-18 18:00:00',
               '2021-05-18 21:00:00', '2021-05-19 00:00:00',
               '2021-05-19 03:00:00', '2021-05-19 06:00:00',
               '2021-05-19 09:00:00', '2021-05-19 12:00:00'],
              dtype='datetime64[ns]', name='time', length=145, freq=None))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2', 'ENS=+3',
       'ENS=-3', 'ENS=+4', 'ENS=-4', 'ENS=+5', 'ENS=-5', 'ENS=+6', 'ENS=-6',
       'ENS=+7', 'ENS=-7', 'ENS=+8', 'ENS=-8', 'ENS=+9', 'ENS=-9', 'ENS=+10',
       'ENS=-10', 'ENS=+11', 'ENS=-11', 'ENS=+12', 'ENS=-12', 'ENS=+13',
       'ENS=-13', 'ENS=+14', 'ENS=-14', 'ENS=+15', 'ENS=-15', 'ENS=+16',
       'ENS=-16', 'ENS=+17', 'ENS=-17', 'ENS=+18', 'ENS=-18', 'ENS=+19',
       'ENS=-19', 'ENS=+20', 'ENS=-20', 'ENS=+21', 'ENS=-21', 'ENS=+22',
       'ENS=-22', 'ENS=+23', 'ENS=-23', 'ENS=+24', 'ENS=-24', 'ENS=+25',
       'ENS=-25'],
      dtype='object', name='member'))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

二つのデータセットが時間方向に結合されました。

9.2 アンサンブルメンバーの結合¶

気象庁の６か月予報アンサンブルは、5メンバーのアンサンブル予報が1日1回発表され、利用にあたっては、10日分程度を一括して扱うことが推奨されています。このケースでは、緯度、経度、時刻が(ほぼ)同じ複数のデータをメンバー名の軸の方向に追加するので 'member' を設定し、以下のようにします。

import xarray as xr
dataarr_new = xr.concat( [dataarr_1, dataarr_2], 'member' )

それでは、2019年11月20日を初期値とする６か月予報アンサンブルのデータと、その翌日を初期値とするデータ(下図参照)を結合します。

image.png

In [52]:
# Script 9-4 #

import wxbcgribx as wx
from datetime import datetime as dt

s1 = './jmadata/seps/s1/2019/Z__C_RJTD_20191120000000_EPSC_MGPV_Rgl_Gll1p25deg_Lh2_Ptt_Emb_grib2.bin'
ds1 = wx.getgpv(s1, 'TMP')
Ts1 = ds1['TMP_2maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

s2 = './jmadata/seps/s1/2019/Z__C_RJTD_20191121000000_EPSC_MGPV_Rgl_Gll1p25deg_Lh2_Ptt_Emb_grib2.bin'
ds2 = wx.getgpv(s2, 'TMP')
Ts2 = ds2['TMP_2maboveground'].sel(latitude=35.6916,longitude=139.7516, method='nearest')

# アンサンブルメンバー方向の結合
Tcat = xr.concat([Ts1, Ts2], 'member')

# データの表示
wx.tsj(Tcat)
Tcat
Out[52]:
<xarray.DataArray 'TMP_2maboveground' (member: 10, time: 242)>
array([[280.12103, 280.3833 , 282.19345, ..., 301.46072, 301.39288,
              nan],
       [280.0488 , 279.78394, 282.2542 , ..., 299.36246, 299.91077,
              nan],
       [280.29022, 279.77094, 282.25262, ..., 300.08893, 300.0319 ,
              nan],
       ...,
       [      nan, 280.7593 , 282.2599 , ..., 300.24402, 300.12354,
        292.98254],
       [      nan, 280.20325, 282.5453 , ..., 300.9621 , 300.9306 ,
        302.18298],
       [      nan, 280.54526, 283.1958 , ..., 298.47144, 299.59818,
        299.92725]], dtype=float32)
Coordinates:
  * time       (time) datetime64[ns] 2019-11-20 2019-11-21 ... 2020-07-18
  * member     (member) object 'ENS=low-res ctl' 'ENS=+1' ... 'ENS=+2' 'ENS=-2'
    latitude   float64 36.25
    longitude  float64 140.0
Attributes:
    short_name:  TMP_2maboveground
    long_name:   Temperature
    level:       2 m above ground
    units:       K
xarray.DataArray
'TMP_2maboveground'
  • member: 10
  • time: 242
  • 280.1 280.4 282.2 286.7 290.7 283.2 ... 298.3 298.9 298.5 299.6 299.9
    array([[280.12103, 280.3833 , 282.19345, ..., 301.46072, 301.39288,
              nan],
       [280.0488 , 279.78394, 282.2542 , ..., 299.36246, 299.91077,
              nan],
       [280.29022, 279.77094, 282.25262, ..., 300.08893, 300.0319 ,
              nan],
       ...,
       [      nan, 280.7593 , 282.2599 , ..., 300.24402, 300.12354,
        292.98254],
       [      nan, 280.20325, 282.5453 , ..., 300.9621 , 300.9306 ,
        302.18298],
       [      nan, 280.54526, 283.1958 , ..., 298.47144, 299.59818,
        299.92725]], dtype=float32)
    • time
      (time)
      datetime64[ns]
      2019-11-20 ... 2020-07-18
      long_name :
      verification time generated by wgrib2 function verftime()
      reference_time :
      1574208000.0
      reference_time_type :
      3
      reference_date :
      2019.11.20 00:00:00 UTC
      reference_time_description :
      forecasts or accumulated (including analyses), reference date is fixed
      time_step_setting :
      auto
      time_step :
      86400.0
      array(['2019-11-20T00:00:00.000000000', '2019-11-21T00:00:00.000000000',
       '2019-11-22T00:00:00.000000000', ..., '2020-07-16T00:00:00.000000000',
       '2020-07-17T00:00:00.000000000', '2020-07-18T00:00:00.000000000'],
      dtype='datetime64[ns]')
    • member
      (member)
      object
      'ENS=low-res ctl' ... 'ENS=-2'
      long_name :
      ensemble member
      array(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2',
       'ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2'], dtype=object)
    • latitude
      ()
      float64
      36.25
      units :
      degrees_north
      long_name :
      latitude
      array(36.25)
    • longitude
      ()
      float64
      140.0
      units :
      degrees_east
      long_name :
      longitude
      array(140.)
    • time
      PandasIndex
      PandasIndex(DatetimeIndex(['2019-11-20', '2019-11-21', '2019-11-22', '2019-11-23',
               '2019-11-24', '2019-11-25', '2019-11-26', '2019-11-27',
               '2019-11-28', '2019-11-29',
               ...
               '2020-07-09', '2020-07-10', '2020-07-11', '2020-07-12',
               '2020-07-13', '2020-07-14', '2020-07-15', '2020-07-16',
               '2020-07-17', '2020-07-18'],
              dtype='datetime64[ns]', name='time', length=242, freq='D'))
    • member
      PandasIndex
      PandasIndex(Index(['ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2',
       'ENS=low-res ctl', 'ENS=+1', 'ENS=-1', 'ENS=+2', 'ENS=-2'],
      dtype='object', name='member'))
  • short_name :
    TMP_2maboveground
    long_name :
    Temperature
    level :
    2 m above ground
    units :
    K

５つのアンサンブルメンバーを持つ２つのデータセットが、アンサンブルメンバーの方向に結合され、１０個のメンバーからなるオブジェクトができました。

ここで、データセットの最初の方のメンバーのデータは、最後の時刻のデータがが無効値(nan)となり、最後の方のメンバーのデータは、最初の時刻のデータが無効値となっていることに注意してください。これは、時間軸の範囲が一致していないデータセットを結合するにあたり、全てが納まる範囲まで時間軸が拡大されたことによります。

以上、 DataArray オブジェクトの結合を説明しましたが、Dataset についても、関数 concat で同様に結合することができます。

なお、　wxbcgribx の関数 getgpv も、読み込んだ複数のgrib2ファイルのデータを結合する機能を持っています。読み込み対象ファイルをリストで複数指定すると、関数 getgpv は、データの時刻範囲が重なっていない場合は時刻方向に結合し、重なっている場合はアンサンブルメンバー方向に結合します(別なメンバーとします)。

おわりに¶

この研修では、アンサンブル数値予報モデルGPVデータをGRIB2ファイルから取り出してグラフや分布図として図化したり、メンバー全体の平均をとったりする処理をプログラミング言語Pythonで実施する方法を学びました。今回の研修で、アンサンブル数値予報モデルGPVのビジネス利用のハードルが少しでも下がれば、私たちとしては嬉しいです。

メッシュデータ分析チャレンジ！でも指摘したことですが、未来の気象データが面的に得られるアンサンブル数値予報モデルGPVの特性を生かしてビジネスで活用するには、気象データだけでなく、他の地理情報との組み合わせが大きなポイントとなるでしょう。また、回帰分析や系統的誤差補正を行うに十分な量の数値予報モデルGPVデータが必要です。

前者については、オープンで高機能なGIS（ https://qgis.org/ja/site/ ）が誰でも利用可能です。オープンな地理情報も少しづつ増えているので、こちらもぜひ学んでみてください。 　後者については、残念ながら、現時点では、気象業務支援センターや気象事業者と契約し費用をかけて配信を受け、データを蓄積してから分析にとりかかるしかありません。気象庁には、動作確認のサンプルだけでなく、ビジネス利用に向けたデータ分析に使用可能なアーカイブについても提供していただきたいものです。

著作権について¶

Copyright (c) 気象ビジネス推進コンソーシアム人材育成WG 気象データ×IT勉強会 2023 All rights reserved.

＜利用条件＞
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