From 3bbac54d9dbe7576b272b9066b4031d1c6ccceb3 Mon Sep 17 00:00:00 2001
From: Beartriz Recinos Rivas <brivas@NOCS05291F.lan>
Date: Fri, 12 Feb 2021 18:12:31 +0000
Subject: [PATCH] fixed error in data input, final code tables in notebook
---
.../CLIWOC_missing_code_tables.ipynb | 234 ++++++++----------
tests/gather_stats_c99.py | 2 +-
2 files changed, 102 insertions(+), 134 deletions(-)
diff --git a/docs/notebooks/CLIWOC_missing_code_tables.ipynb b/docs/notebooks/CLIWOC_missing_code_tables.ipynb
index f0149ff..2d159a8 100644
--- a/docs/notebooks/CLIWOC_missing_code_tables.ipynb
+++ b/docs/notebooks/CLIWOC_missing_code_tables.ipynb
@@ -59,8 +59,8 @@
"rcParams['axes.labelsize'] = 14\n",
"rcParams['xtick.labelsize'] = 14\n",
"rcParams['ytick.labelsize'] = 14\n",
- "rcParams['legend.fontsize'] = 14\n",
- "rcParams['legend.title_fontsize'] = 14"
+ "rcParams['legend.fontsize'] = 16\n",
+ "rcParams['legend.title_fontsize'] = 16"
]
},
{
@@ -240,9 +240,7 @@
"id": "pressing-discovery",
"metadata": {},
"source": [
- "- Ship types \n",
- "\n",
- "Something might be off here in the `mdf_reader()` .json file because some of the ship types seem cut off. Also I guess the plot that I had before made more sense with less data."
+ "- Ship types "
]
},
{
@@ -250,6 +248,46 @@
"execution_count": 9,
"id": "occasional-abuse",
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array(['GALJOOT', 'NAVIO', '5TH RATE', '6TH RATE', 'FRIGATE',\n",
+ " 'SHIP O.T. LINE', 'SLOOP', 'FREGAT', '4TH RATE', 'SNOW',\n",
+ " '3RD RATE', 'FR�GATE', 'FREGATE', 'FREGATTE', '2ND RATE', 'NAV�O',\n",
+ " 'SNAUW', 'BOMB VESSEL, SL', 'OORLOGSSCHIP', 'BOMB/EXPLORATIO',\n",
+ " 'OORLOGSSNAUW', 'SLOOP (?)', 'STORESHIP', 'BRIK', 'PAQUEBOTE',\n",
+ " 'CUTTER', 'FRAGATA', 'FRAGATA CORREO', 'PAQUEBOT', 'BALANDRA',\n",
+ " 'BARK', 'BERGANTIN', 'SLOOP, THREE MA', '6TH RATE FRIGAT',\n",
+ " 'SPIEGELRETOURSC', 'TRANSPORT', 'EXPLORATION VES', 'MERCHANT BRIG',\n",
+ " 'CHAMBEQU�N', 'BUQUE', 'FRAGATA DE GUER', 'FIRESHIP', 'SNAAUW',\n",
+ " 'NAV�O DE LA REA', 'BRIG', 'ADVIJSJAGT', 'KOTTER', '7TH RATE',\n",
+ " 'BRIGANTIJN', '8TH RATE', 'CORVETTE', 'COTTER', 'GABARRE',\n",
+ " 'BRIG/SLOOP', 'PINK', 'BARGENTIJN', 'HOEKERSCHIP', \"L'AVISO\",\n",
+ " 'FLUTE', 'GOLETA GUARDA C', 'HOEKER', 'CORVETA', 'FLUIT',\n",
+ " 'POLACRA', 'WHALER', 'PAKKETBOOT (BRI', 'ARMED STORESHIP', 'SLOEP',\n",
+ " 'SCHOENER', 'PACKET SHIP', 'KORVET', 'STORE SHIP', 'TROOP SHIP',\n",
+ " 'CORVET', 'LINIESCHIP', 'KORVET V OORLOG', 'BRIK VAN OORLOG',\n",
+ " 'KOOPVAARDER', 'FREGATSCHIP', 'STEAMPOWERED WA', 'TRANSPORTSCHIP',\n",
+ " 'GOLETA', 'KORVET VAN OORL', 'BRICK', 'STEAMER', 'SCHOENERBRIK',\n",
+ " 'MISTICO', 'STOOMSCHIP', 'FALUCHO'], dtype=object)"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "types_of_ships = df_ships.ship_types.unique()\n",
+ "types_of_ships"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "phantom-modem",
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -339,7 +377,6 @@
"GOLETA\n",
"KORVET VAN OORL\n",
"BRICK\n",
- "ORVET M\n",
"STEAMER\n",
"SCHOENERBRIK\n",
"MISTICO\n",
@@ -349,7 +386,6 @@
}
],
"source": [
- "types_of_ships = df_ships.ship_types.unique()\n",
"for t in types_of_ships:\n",
" print(t)"
]
@@ -359,26 +395,22 @@
"id": "waiting-syndicate",
"metadata": {},
"source": [
- "For example that `ORVET M` ? It looks that maybe that string does not belong to the ship_types field? \n",
- "- AT units \n",
- "\n",
- "This works perfect"
+ "- AT units "
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 11,
"id": "communist-selection",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "array(['CELSIUS', 'FAHRENHEIT', 'REAMUR', 'REAUMUR', 'AHRENHEIT'],\n",
- " dtype=object)"
+ "array(['CELSIUS', 'FAHRENHEIT', 'REAMUR', 'REAUMUR'], dtype=object)"
]
},
- "execution_count": 10,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -392,115 +424,28 @@
"id": "unnecessary-binary",
"metadata": {},
"source": [
- "- SST units \n",
- "\n",
- "This one not so much, and from all the years only those had data."
+ "- SST units "
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"id": "welsh-legend",
"metadata": {},
"outputs": [
{
"data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>Year</th>\n",
- " <th>sst_units</th>\n",
- " <th>Count</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>31</th>\n",
- " <td>1772</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>2.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>33</th>\n",
- " <td>1773</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>81</th>\n",
- " <td>1820</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>3.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>99</th>\n",
- " <td>1837</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>15.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>101</th>\n",
- " <td>1838</td>\n",
- " <td>D</td>\n",
- " <td>1.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>111</th>\n",
- " <td>1847</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>16.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>117</th>\n",
- " <td>1852</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>32.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>119</th>\n",
- " <td>1853</td>\n",
- " <td>FAHRENHEIT</td>\n",
- " <td>51.0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
"text/plain": [
- " Year sst_units Count\n",
- "31 1772 FAHRENHEIT 2.0\n",
- "33 1773 FAHRENHEIT 1.0\n",
- "81 1820 FAHRENHEIT 3.0\n",
- "99 1837 FAHRENHEIT 15.0\n",
- "101 1838 D 1.0\n",
- "111 1847 FAHRENHEIT 16.0\n",
- "117 1852 FAHRENHEIT 32.0\n",
- "119 1853 FAHRENHEIT 51.0"
+ "array(['FAHRENHEIT'], dtype=object)"
]
},
- "execution_count": 11,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "df_sstu"
+ "df_sstu.sst_units.unique()"
]
},
{
@@ -508,14 +453,12 @@
"id": "hollow-rings",
"metadata": {},
"source": [
- "- Air pressure units\n",
- "\n",
- "This one I am not sure ...."
+ "- Air pressure units\n"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 13,
"id": "breeding-header",
"metadata": {},
"outputs": [
@@ -525,11 +468,11 @@
"array(['INCHES MERCURY', 'DLS12FRANS', 'DLS100', 'DLS10', 'DLS1004',\n",
" 'DLS1204F', 'DLS1200R', 'DLS1204R', 'INCHES MERCURY60', 'DLS1104R',\n",
" 'DLS1200', 'DLS12R', 'MILLIMETERS MERCURY', 'RHINE INCHE MERCURY',\n",
- " 'DLS1004A', 'LS1004A', 'DLS12', 'DLS1204', 'DLS1004R', 'DLS10R',\n",
+ " 'DLS1004A', 'DLS12', 'DLS1204', 'DLS1004R', 'DLS10R',\n",
" 'AMST INCHES MERCURY'], dtype=object)"
]
},
- "execution_count": 12,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -543,24 +486,22 @@
"id": "spiritual-bulgarian",
"metadata": {},
"source": [
- "- Attached thermometer units\n",
- "\n",
- "Here I think there might also be a mistake on the .json file since the `U` character seems suspicious."
+ "- Attached thermometer units\n"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"id": "blank-pregnancy",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "array(['U', 'FAHRENHEIT'], dtype=object)"
+ "array(['FAHRENHEIT'], dtype=object)"
]
},
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -574,25 +515,23 @@
"id": "early-shelf",
"metadata": {},
"source": [
- "- Longitude Units\n",
- "\n",
- "These seems ok"
+ "- Longitude Units"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 15,
"id": "beginning-posting",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "array(['360 DEGREES', '180 DEGREES', 'UNKNOWN', '180 GRADEN',\n",
- " '80 DEGREES'], dtype=object)"
+ "array(['360 DEGREES', '180 DEGREES', 'UNKNOWN', '180 GRADEN'],\n",
+ " dtype=object)"
]
},
- "execution_count": 14,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -606,14 +545,12 @@
"id": "formal-appreciation",
"metadata": {},
"source": [
- "- Barometer types:\n",
- "\n",
- "This also looks ok!"
+ "- Barometer types:"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 16,
"id": "fatty-demographic",
"metadata": {},
"outputs": [
@@ -623,7 +560,7 @@
"array(['MERCURY', 'SYMPISIOMETER', 'ANEROID'], dtype=object)"
]
},
- "execution_count": 15,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
@@ -634,13 +571,44 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 17,
+ "id": "desperate-compilation",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 1440x720 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=(20,10))\n",
+ "\n",
+ "ax = fig.add_subplot(111)\n",
+ "\n",
+ "g = sns.histplot(data=df_barot, x=\"Year\", hue=\"baro_types\", \n",
+ " multiple=\"stack\", palette='deep', ax=ax, legend=True)\n",
+ "ax.grid(False)\n",
+ "plt.setp(g.get_xticklabels(), rotation=45)\n",
+ "plt.title('Barometer types', fontsize=16)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
"id": "seven-international",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
diff --git a/tests/gather_stats_c99.py b/tests/gather_stats_c99.py
index d6d1896..5314c71 100755
--- a/tests/gather_stats_c99.py
+++ b/tests/gather_stats_c99.py
@@ -18,7 +18,7 @@ funPath = os.path.dirname(os.path.abspath(__file__))
#data_path = os.path.join(funPath,'data/133-730/')
#print(data_path)
-data_jasmin = '/group_workspaces/jasmin2/glamod_marine/data/datasets/ICOADS_R3.0.0T/level0/133-730'
+data_jasmin = '/gws/nopw/j04/glamod_marine/data/datasets/ICOADS_R3.0.0T/level0/133-730'
print(data_jasmin)
years = np.arange(1661,1895)
--
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