typo

Author: gjoseph92

docs/basic.ipynb

@@ -1820,21 +1820,6 @@
    "id": "later-baseline",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[###########################             ] | 67% Completed | 38.1s"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/gabe/Library/Caches/pypoetry/virtualenvs/stackstac-FdRcOknL-py3.8/lib/python3.8/site-packages/numpy/lib/nanfunctions.py:1113: RuntimeWarning: All-NaN slice encountered\n",
-      "  r, k = function_base._ureduce(a, func=_nanmedian, axis=axis, out=out,\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",

docs/cluster.ipynb

@@ -2,20 +2,22 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "homeless-registration",
+   "id": "hairy-entrepreneur",
    "metadata": {},
    "source": [
     "# Running on a cluster\n",
     "\n",
     "We'll use a Dask cluster in the cloud—in this case, using [Coiled](https://coiled.io/)—to use many machines to process the data in parallel. We can also run in a data center near* where the data is stored for better performance.\n",
     "\n",
-    "\\*_these Sentinel-2 COGs are in AWS's `us-west-2`; Coiled currently only offers `us-west-1`. But it's close enough._"
+    "If you use Coiled (which is both easy to use, and currently free!), you can set `software=\"gjoseph92/stackstac\"` to get a software environment where the latest version of `stackstac` is already installed.\n",
+    "\n",
+    "_*these Sentinel-2 COGs are in AWS's `us-west-2`; Coiled currently only offers `us-west-1`. But it's close enough._"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "occupied-opening",
+   "id": "clinical-pastor",
    "metadata": {},
    "outputs": [
     {
@@ -73,7 +75,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "scheduled-batman",
+   "id": "metallic-dodge",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -85,7 +87,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bright-massachusetts",
+   "id": "first-marshall",
    "metadata": {},
    "source": [
     "### Search for a full year of Sentinel-2 data over Santa Fe, New Mexico.\n",
@@ -96,7 +98,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "rocky-exercise",
+   "id": "opposite-weather",
    "metadata": {},
    "outputs": [
     {
@@ -131,13 +133,13 @@
   },
   {
    "cell_type": "markdown",
-   "id": "detected-belief",
+   "id": "noble-minneapolis",
    "metadata": {},
    "source": [
     "### Set a coarser resolution to speed up the computation\n",
     "\n",
     "We'll have `stackstac` retrieve the data at 100m resolution, instead of its native 10m.\n",
-    "Since the data is stored in [Cloud-Optimized GeoTIFFs](https://www.cogeo.org/), with internal overviews, fetching lower-resolution data is very efficient and requires processing an order of magnitude less data.\n",
+    "Since the data is stored in [Cloud-Optimized GeoTIFFs](https://www.cogeo.org/) with internal overviews, fetching lower-resolution data is very efficient and requires processing an order of magnitude less data.\n",
     "\n",
     "(Internally, `stackstac` is just telling rasterio/GDAL to build a VRT at this resolution. GDAL then automatically figures out which overview level to fetch data from.)\n",
     "\n",
@@ -147,7 +149,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "elder-swaziland",
+   "id": "scheduled-memphis",
    "metadata": {},
    "outputs": [
     {
@@ -172,7 +174,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "stuck-organ",
+   "id": "medieval-killing",
    "metadata": {},
    "outputs": [
     {
@@ -1102,7 +1104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "registered-leonard",
+   "id": "fitting-apollo",
    "metadata": {},
    "source": [
     "For comparison, this is how much data we'd be processing if we'd used full 10m resolution:"
@@ -1111,7 +1113,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "duplicate-daniel",
+   "id": "about-stadium",
    "metadata": {},
    "outputs": [
     {
@@ -1132,7 +1134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "pediatric-kazakhstan",
+   "id": "perfect-consideration",
    "metadata": {},
    "source": [
     "### Prepare monthly RGB composites\n",
@@ -1143,7 +1145,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "legendary-power",
+   "id": "tracked-festival",
    "metadata": {},
    "outputs": [
     {
@@ -1640,7 +1642,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fatty-death",
+   "id": "dynamic-water",
    "metadata": {},
    "source": [
     "### Compute in parallel on the cluster"
@@ -1649,7 +1651,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "pending-celtic",
+   "id": "accomplished-insertion",
    "metadata": {},
    "outputs": [
     {
@@ -1667,7 +1669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "blessed-bookmark",
+   "id": "revised-alberta",
    "metadata": {},
    "source": [
     "Using 4 Coiled workers (4 CPU, 16 GiB memory each), we processed the ~10 GB of data into median composites in a couple minutes.\n",
@@ -1678,7 +1680,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "dietary-cambodia",
+   "id": "guided-council",
    "metadata": {},
    "outputs": [
     {
@@ -1710,7 +1712,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "stone-forwarding",
+   "id": "polar-bridal",
    "metadata": {},
    "source": [
     "According to the Coiled dashboard, this cost about 74 cents. Was this picture worth 74 cents to you?"