SYNOP tests

SYNOP/01-Deep-weather.ipynb

+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
+    "\n",
+    "# <!-- TITLE --> [TIMS1] - Time serie with RNN\n",
+    "<!-- DESC --> Time serie prediction with RNN\n",
+    "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
+    "\n",
+    "## Objectives :\n",
+    " - Objectif \n",
+    " - Objectif_pédagogique  \n",
+    "\n",
+    "\n",
+    "SYNOP meteorological data, available at: https://public.opendatasoft.com\n",
+    "\n",
+    "## What we're going to do :\n",
+    "\n",
+    " - Ceci\n",
+    " - Cela\n",
+    "\n",
+    "## Step 1 - Import and init\n",
+    "### 1.1 - Python"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "    margin-right:20px;\n",
+       "    margin-top:-20px;\n",
+       "    margin-bottom:20px;\n",
+       "}\n",
+       "div.todo{\n",
+       "    font-weight: bold;\n",
+       "    font-size: 1.1em;\n",
+       "    margin-top:40px;\n",
+       "}\n",
+       "div.todo ul{\n",
+       "    margin: 0.2em;\n",
+       "}\n",
+       "div.todo li{\n",
+       "    margin-left:60px;\n",
+       "    margin-top:0;\n",
+       "    margin-bottom:0;\n",
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+       "\n",
+       "\n",
+       "</style>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "FIDLE 2020 - Practical Work Module\n",
+      "Version              : 0.4.3\n",
+      "Run time             : Friday 28 February 2020, 22:08:24\n",
+      "TensorFlow version   : 2.0.0\n",
+      "Keras version        : 2.2.4-tf\n"
+     ]
+    }
+   ],
+   "source": [
+    "import tensorflow as tf\n",
+    "from tensorflow import keras\n",
+    "from tensorflow.keras.callbacks import TensorBoard\n",
+    "\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import pandas as pd\n",
+    "import h5py, json\n",
+    "import os,time,sys\n",
+    "\n",
+    "from importlib import reload\n",
+    "\n",
+    "sys.path.append('..')\n",
+    "import fidle.pwk as ooo\n",
+    "\n",
+    "ooo.init()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1.2 - Where are we ? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Well, we should be at GRICAD !\n",
+      "We are going to use: /bettik/PROJECTS/pr-fidle/datasets/SYNOP\n"
+     ]
+    }
+   ],
+   "source": [
+    "place, dataset_dir = ooo.good_place( { 'GRICAD' : f'{os.getenv(\"SCRATCH_DIR\",\"\")}/PROJECTS/pr-fidle/datasets/SYNOP',\n",
+    "                                       'IDRIS'  : f'{os.getenv(\"WORK\",\"\")}/datasets/SYNOP',\n",
+    "                                       'HOME'   : f'{os.getenv(\"HOME\",\"\")}/datasets/SYNOP'} )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2 - Read the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_filename   = 'donnees-synop-essentielles-omm-LYS.csv'\n",
+    "schema_filename = 'schema.json'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.1 - Read columns code"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(f'{dataset_dir}/{schema_filename}','r') as json_file:\n",
+    "    schema = json.load(json_file)\n",
+    "\n",
+    "column_codes=list( schema['definitions']['donnees-synop-essentielles-omm_records']['properties']['fields']['properties'].keys() )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2.2 - Read data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/markdown": [
+       "#### Code - description"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "numer_sta                : ID OMM station                                               : 0\n",
+      "date                     : Date                                                         : 0\n",
+      "pmer                     : Pression au niveau mer                                       : 17\n",
+      "tend                     : Variation de pression en 3 heures                            : 2\n",
+      "cod_tend                 : Type de tendance barométrique                                : 2\n",
+      "dd                       : Direction du vent moyen 10 mn                                : 3\n",
+      "ff                       : Vitesse du vent moyen 10 mn                                  : 2\n",
+      "t                        : Température                                                  : 14\n",
+      "td                       : Point de rosée                                               : 17\n",
+      "u                        : Humidité                                                     : 17\n",
+      "vv                       : Visibilité horizontale                                       : 31\n",
+      "ww                       : Temps présent                                                : 1\n",
+      "w1                       : Temps passé 1                                                : 542\n",
+      "w2                       : Temps passé 2                                                : 552\n",
+      "n                        : Nebulosité totale                                            : 801\n",
+      "nbas                     : Nébulosité  des nuages de l' étage inférieur                 : 2381\n",
+      "hbas                     : Hauteur de la base des nuages de l'étage inférieur           : 8861\n",
+      "cl                       : Type des nuages de l'étage inférieur                         : 3377\n",
+      "cm                       : Type des nuages de l'étage moyen                             : 6912\n",
+      "ch                       : Type des nuages de l'étage supérieur                         : 8494\n",
+      "pres                     : Pression station                                             : 0\n",
+      "niv_bar                  : Niveau barométrique                                          : 29165\n",
+      "geop                     : Géopotentiel                                                 : 29165\n",
+      "tend24                   : Variation de pression en 24 heures                           : 14443\n",
+      "tn12                     : Température minimale sur 12 heures                           : 21883\n",
+      "tn24                     : Température minimale sur 24 heures                           : 29165\n",
+      "tx12                     : Température maximale sur 12 heures                           : 21883\n",
+      "tx24                     : Température maximale sur 24 heures                           : 29165\n",
+      "tminsol                  : Température minimale du sol sur 12 heures                    : 27364\n",
+      "sw                       : Méthode de mesure Température du thermomètre mouillé         : 29165\n",
+      "tw                       : Température du thermomètre mouillé                           : 29165\n",
+      "raf10                    : Rafale sur les 10 dernières minutes                          : 14127\n",
+      "rafper                   : Rafales sur une période                                      : 9\n",
+      "per                      : Periode de mesure de la rafale                               : 8\n",
+      "etat_sol                 : Etat du sol                                                  : 12278\n",
+      "ht_neige                 : Hauteur totale de la couche de neige, glace, autre au sol    : 12083\n",
+      "ssfrai                   : Hauteur de la neige fraîche                                  : 2914\n",
+      "perssfrai                : Periode de mesure de la neige fraiche                        : 4489\n",
+      "rr1                      : Précipitations dans la dernière heure                        : 95\n",
+      "rr3                      : Précipitations dans les 3 dernières heures                   : 73\n",
+      "rr6                      : Précipitations dans les 6 dernières heures                   : 10869\n",
+      "rr12                     : Précipitations dans les 12 dernières heures                  : 10919\n",
+      "rr24                     : Précipitations dans les 24 dernières heures                  : 12730\n",
+      "phenspe1                 : Phénomène spécial 1                                          : 14818\n",
+      "phenspe2                 : Phénomène spécial 2                                          : 14826\n",
+      "phenspe3                 : Phénomène spécial 3                                          : 15515\n",
+      "phenspe4                 : Phénomène spécial 4                                          : 28869\n",
+      "nnuage1                  : Nébulosité couche nuageuse 1                                 : 4753\n",
+      "ctype1                   : Type nuage 1                                                 : 5699\n",
+      "hnuage1                  : Hauteur de base 1                                            : 5439\n",
+      "nnuage2                  : Nébulosité couche nuageuse 2                                 : 16112\n",
+      "ctype2                   : Type nuage 2                                                 : 16643\n",
+      "hnuage2                  : Hauteur de base 2                                            : 16317\n",
+      "nnuage3                  : Nébulosité couche nuageuse 3                                 : 25387\n",
+      "ctype3                   : Type nuage 3                                                 : 25642\n",
+      "hnuage3                  : Hauteur de base 3                                            : 25431\n",
+      "nnuage4                  : Nébulosité couche nuageuse 4                                 : 28850\n",
+      "ctype4                   : Type nuage 4                                                 : 28780\n",
+      "hnuage4                  : Hauteur de base 4                                            : 28850\n",
+      "coordonnees              : Coordonnees                                                  : 0\n",
+      "nom                      : Nom                                                          : 0\n",
+      "type_de_tendance_barometrique : Type de tendance barométrique.1                              : 2\n",
+      "temps_passe_1            : Temps passé 1.1                                              : 542\n",
+      "temps_present            : Temps présent.1                                              : 1\n",
+      "tc                       : Température (°C)                                             : 14\n",
+      "tn12c                    : Température minimale sur 12 heures (°C)                      : 21883\n",
+      "tn24c                    : Température minimale sur 24 heures (°C)                      : 29165\n",
+      "tx12c                    : Température maximale sur 12 heures (°C)                      : 21883\n",
+      "tx24c                    : Température maximale sur 24 heures (°C)                      : 29165\n",
+      "tminsolc                 : Température minimale du sol sur 12 heures (en °C)            : 27364\n",
+      "altitude                 : Altitude                                                     : 0\n",
+      "longitude                : Longitude                                                    : 0\n",
+      "latitude                 : Latitude                                                     : 0\n",
+      "libgeo                   : communes (name)                                              : 0\n",
+      "codegeo                  : communes (code)                                              : 0\n",
+      "nom_epci                 : EPCI (name)                                                  : 0\n",
+      "code_epci                : EPCI (code)                                                  : 0\n",
+      "nom_dept                 : department (name)                                            : 0\n",
+      "code_dep                 : department (code)                                            : 0\n",
+      "nom_reg                  : region (name)                                                : 0\n",
+      "code_reg                 : region (code)                                                : 0\n",
+      "Données manquantes :  805133   Shape is :  (29165, 81)\n"
+     ]
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(f'{dataset_dir}/{data_filename}', header=0, sep=';')\n",
+    "\n",
+    "columns_desc = list(df.columns)\n",
+    "code2desc    = dict(zip(column_codes, columns_desc))\n",
+    "df.columns   = column_codes\n",
+    "\n",
+    "ooo.display_md('#### Code - description')\n",
+    "i=0\n",
+    "for code,desc in code2desc.items():\n",
+    "    na = df[code].isna().sum()\n",
+    "    print(f'{code:24} : {desc:60} : {na}')\n",
+    "\n",
+    "\n",
+    "# display(data.head(5))\n",
+    "print('Données manquantes : ',data.isna().sum().sum(), '  Shape is : ', data.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}