diff --git a/book/chapters/data/rca/sensors/osb b/book/chapters/data/rca/sensors/osb index ca64769..f0f3689 120000 --- a/book/chapters/data/rca/sensors/osb +++ b/book/chapters/data/rca/sensors/osb @@ -1 +1 @@ -/home/kilroy/osb \ No newline at end of file +/home/rob/osb \ No newline at end of file diff --git a/book/chapters/epipelargosy.ipynb b/book/chapters/epipelargosy.ipynb index 7b6dc5a..49365c2 100644 --- a/book/chapters/epipelargosy.ipynb +++ b/book/chapters/epipelargosy.ipynb @@ -26,16 +26,12 @@ "**Epipelargosy (επιπελαργοση)(noun)(neologism): A voyage through the epipelagic zone.**\n", "\n", "\n", - "This notebook introduces physical and bio-optical data from a \n", - "Shallow Profiler, pictured below. \n", - "The profiler base or *platform* is anchored to the sea floor by cables. \n", - "The platform is\n", - "positively buoyant and therefore *'floats'* at a depth of 200 meters below the ocean surface.\n", - "By means of a cable: A sensor pod is regularly released upward \n", - "from this platform to a few meters depth\n", - "and then drawn back down to the platform by means of a winch.\n", - "The sensors thereby *see* or *observe* the water column from a depth range of \n", - "10 to 200 meters, usually nine times each day, hence 'shallow profiler'.\n", + "This notebook introduces physical and bio-optical data from a Shallow Profiler, pictured below. \n", + "The profiler base or *platform* is anchored to the sea floor by cables. The platform is\n", + "positively buoyant, *'floating'* 200 meters below the ocean surface. Periodically cable is let\n", + "out so that the instrument-bearing science pod (upper right) gradually ascends from the platform to a few \n", + "meters below the surface. It is then drawn back down. The instruments *observe* the water \n", + "column through a depth range of 10 to 200 meters. Typically nine such profiles are run per day.\n", "\n", "\n", "\n", @@ -55,7 +51,7 @@ "```\n", "\n", "
\n", - "\"drawing\"\n", + "\"drawing\"\n", "
\n", "
\n", "\n", @@ -92,24 +88,36 @@ "Note that if the time extent of the data is one month -- say 30 days -- \n", "a healthy shallow profiler will generate about $9 \\times 30 = 270$ profiles.\n", "Selecting out time blocks that correspond to these profiles is done using\n", - "the profile metadata, contained in the dataframe called `profiles`. " + "the profile metadata, contained in the dataframe called `profiles`. \n", + " \n", + " \n", + "### Technical note on `osb` data path\n", + " \n", + "\n", + "The notebook `dataloader.ipynb` is run to establish a dataset from the Oregon Slope Base\n", + "shallow profiler. This can be placed in a local directory outside the repo, for example\n", + "`~/osb`. Then a symlink can be created inside this repository that links to the data\n", + "directory: `ln -s ~/osb ./data/rca/sensors/osb`. This likely will clobber the existing\n", + "symlink in the repo." ] }, { "cell_type": "code", - "execution_count": 1, - "id": "0dc9ce86-ece0-4a8e-b016-b8604c1c30e2", + "execution_count": 13, + "id": "61069aa4-62ce-495f-86e4-12d9adb0a33d", "metadata": { "tags": [] }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Jupyter Notebook running Python 3\n" - ] + "data": { + "text/plain": [ + "dict_keys(['conductivity', 'density', 'salinity', 'temp', 'chlora', 'backscatter', 'fdom', 'nitrate', 'pco2', 'do', 'ph', 'up', 'east', 'north'])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -118,7 +126,7 @@ "from data import *\n", "from charts import *\n", "from os import path\n", - "\n", + "from time import time\n", "\n", "# This cell loads data versus depth from local files into a dictionary d{}. To stage the \n", "# data if it is not present: See the Data Loader chapter. Each of the more than 12 sensor\n", @@ -149,48 +157,19 @@ "monthstring = 'jan' \n", "yearstring = '2022'\n", "\n", - "for sensor in sensors: # sensor is a list of 2 strings [sensor_str, instrument_str]\n", + "for sensor in sensors: # sensors[] is a list of 2-element lists\n", + " # sensor[] is one of these: [sensor_str, instrument_str]\n", " f = AssembleDataFilename(data_file_root_path, sitestring, sensor[0], monthstring, yearstring)\n", " if path.isfile(f):\n", - " d[sensor[0]] = GetSensorTuple(sensor[0], f) # creates the dictionary d{} entry for this sensor\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "8536b017-911e-4d74-ba57-1c4c90d91ba8", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ + " d[sensor[0]] = GetSensorTuple(sensor[0], f) # creates the dictionary d{} entry for this sensor\n", + "\n", + "\n", "# Start with CTD temperature and salinity\n", "how_many_charts = 1\n", "\n", "# quick check: use d['temperature'].z.plot()\n", - "profile_list = [n for n in range(how_many_charts)]" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "2493cfde-265f-4474-80ad-6b8fbb3c5664", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys([])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ + "profile_list = [n for n in range(how_many_charts)]\n", + "\n", "d.keys()" ] }, @@ -232,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "id": "292c9b27-c546-4361-858b-24bdd96720bf", "metadata": { "tags": [] @@ -266,7 +245,7 @@ " ['north', 'vel']]" ] }, - "execution_count": 4, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -278,17 +257,7 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "54c76e14-ba6a-4863-a7f5-25d69d87ed19", - "metadata": {}, - "outputs": [], - "source": [ - "from time import time" - ] - }, - { - "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "id": "049d4cff-b1d2-4152-a4ba-41e2891b050d", "metadata": { "tags": [] @@ -300,7 +269,7 @@ "text": [ "Attempting 1 charts\n", "\n", - "1.3770296573638916 seconds\n", + "0.0698850154876709 seconds\n", "\n", "\n", "\n" @@ -308,7 +277,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -334,7 +303,9 @@ "id": "84ccaab8-742c-4c7d-99c3-d1fa287749ae", "metadata": {}, "source": [ - "Interpretation: The upper 70m is a homogeneous *mixed layer*. The transitional section below this\n", + "### Interpretation\n", + "\n", + "The upper 70m is a homogeneous *mixed layer*. The transitional section below this\n", "(particularly in terms of salinity) from 70m to 95m represents a sharp change in temperature and salinity.\n", "This is the *pycnocline*, a boundary separating the mixed layer from the lower ocean. From 95m down\n", "to the lowest observed depth of 195m we have water that is colder, more saline, and more dense. The cold\n", diff --git a/book/chapters/ocean_science.ipynb b/book/chapters/ocean_science.ipynb index 1dfa7f5..8bf3640 100644 --- a/book/chapters/ocean_science.ipynb +++ b/book/chapters/ocean_science.ipynb @@ -15,8 +15,9 @@ "> But I now leave my cetological System standing thus unfinished, even as the great Cathedral of Cologne was left, with the crane still standing upon the top of the uncompleted tower. \\[For small monuments\\] may be finished by their first architects; grand ones, true ones, ever leave the copestone to posterity. God keep me from ever completing anything. This whole book is but a draught—nay, but the draught of a draught. Oh, Time, Strength, Cash, and Patience!

-Herman Melville\n", "\n", "\n", - "***Temporary note: Until image inclusion is resolved for Jupyter notebooks *and* the Jupyter Book\n", - "I will resort to a double-load.***\n", + "**Temporary note: I need to sort out markdown images working both for Jupyter Notebooks *and* \n", + "the Jupyter Book. Until then I resort to a double version which produces a broken link icon\n", + "in the Book.**\n", "\n", "\n", "```{figure} ../img/revelle.jpg\n",