fixed typos

notebooks/analysing_time_series.ipynb

@@ -173,14 +173,11 @@
    "metadata": {},
    "source": [
     "Here I gather:\n",
+    "- the SST differences\n",
+    "- SST diff statistics\n",
+    "- bin statistics for interpolated data\n",
     "\n",
-    "    - the sst differences\n",
-    "    \n",
-    "    - sst diff statistics\n",
-    "    \n",
-    "    - bin statistics \n",
-    "\n",
-    "For two data sets of different resolution."
+    "For two data sets of different resolutions."
    ]
   },
   {
@@ -263,7 +260,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In both data sets we observed a pick of SST differences between 1993 to 1998. \n",
+    "In both data sets we observed a peak of SST differences between 1993 to 1998. \n",
     "\n",
     "### - Do we see the same in yearly averages and seasonal averages?"
    ]
@@ -349,7 +346,7 @@
    "metadata": {},
    "source": [
     "- Large SST differences between both ESA-CCI-SST data sets persevere from 1993 - 1998.\n",
-    "- By estimating seasonal and yearly averages, the SST differences are less pronounced but they are  always there. \n",
+    "- By estimating seasonal and yearly averages, the peak of SST differences are less pronounced but they are  always there. \n",
     "- Differences are smaller in magnitude when the data has been resampled to a 1 degreee resolution and into a higher temporal resolution."
    ]
   },
@@ -357,18 +354,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### SST mean Bin statistics for the interpolated data"
+    "### SST mean cell statistics for the interpolated data"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Bin statistics, are the statistics recorded for each grid cell of the 1 or 2 degree resolution interpolated data, that is ESA-CCI-SST data interpolated to buoy coordinates. \n",
-    "\n",
+    "Cell statistics are the statistics recorded for each grid cell of the 1 or 2 degree resolution interpolated data.\n",
     "All the interpolated points were averaged within 1 or 2 degree cells. For each cell **std, median and standard error** were recorded and are shown in the image below.\n",
     "\n",
-    "Each bin statistics variable has been resampled agained monthly, yearly, seasonal and then averaged over the entire S.O. Here I only show monthly outputs"
+    "Each cell statistics variable has been resampled agained monthly, yearly, seasonal and then averaged over the entire S.O. Here I only show monthly outputs"
    ]
   },
   {
@@ -467,9 +463,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The mean Bin standard error is larger between the period of 1993 to 1998. \n",
+    "The mean cell standard error is larger between the period of 1993 to 1998. \n",
     "\n",
-    "We need to identify what pixel or area from the Southern Ocean is causing such big differences in SST between both products.  "
+    "We need to identify what pixel or area from the Southern Ocean is causing such big differences in SST between both products (coarse and interpolated).  "
    ]
   },
   {
@@ -543,11 +539,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now I'll use interactive plotting to identify the region in the Southern Ocean that is causing a spike on the difference in SST. I builded a Bokeh App, but unfortunatly Gitlab is not the best place to share it since the size is bigger than 10 MB. Anything above that will not render into the html gitlab page.\n",
+    "Now I'll use interactive plotting to identify the region in the Southern Ocean that is causing a peak in the difference in SST. I built a Bokeh App, but unfortunatly Gitlab is not the best place to share it since the size is bigger than 10 MB. Anything above that will not render into the html gitlab page.\n",
     "\n",
     "However, you can download the [ouput.html](https://git.noc.ac.uk/brecinosrivas/orchestra-sst/-/blob/master/notebooks/output.html) to your local pc and see it in your browser.\n",
     "\n",
-    "> Make sure you down load the file, dont just open in browser. The code to build the app is below. "
+    "> Make sure you download the file, dont just open it in the browser. The code to build the app is below. "
    ]
   },
   {
@@ -558,7 +554,7 @@
     "\n",
     "<img src=\"https://git.noc.ac.uk/brecinosrivas/orchestra-sst/-/raw/master/notebooks/output.gif\" />\n",
     "\n",
-    "On the video we can see that in 1994/Sep there is a big difference in SST. By looking at the time series and scrolling along the maps over the entire period 1993 to 1998. I find several grid-cells at the edge of Australia and New Zeland where the difference in SST is > 200 K!"
+    "In the video we can see that in 1994/Sep there is a big difference in SST. By looking at the time series and scrolling along the maps over the entire period 1993 to 1998. I find several grid-cells at the edge of Australia and New Zeland where the difference in SST is > 200 K!"
    ]
   },
   {
@@ -645,7 +641,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Focusing on just one spike and zooming to the region:"
+    "## Focusing on just one spike and zooming into the region:"
    ]
   },
   {
@@ -749,10 +745,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can see that in the Coast of New Zeland there are some pixels in the Interpolated data set that are extremly cold compared to the coarsen data set. \n",
+    "We can see that off the coast of New Zeland there are some pixels in the interpolated data set that are extremly cold compared to the coarse data set. \n",
     "\n",
     "## Is this due to stranded buoys? "
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Pending animation in JASMIN...."
+   ]
   }
  ],
  "metadata": {