From 38b2bb53a5dab57f0f9ec057d326c6d082be80cb Mon Sep 17 00:00:00 2001
From: Tyler Erickson <tyler@vorgeo.com>
Date: Thu, 30 May 2024 10:44:26 -0700
Subject: [PATCH] Minor update to README example

---
 README.md   |   4 +-
 index.ipynb | 467 +++++++++++++++++++++++++++++++++++++++++++++++++---
 2 files changed, 448 insertions(+), 23 deletions(-)
diff --git a/README.md b/README.md
index b835b1a..1bd96f5 100644
--- a/README.md
+++ b/README.md
@@ -89,9 +89,9 @@ def get_country_stats(country_name):
                                        ).get('DEM').getInfo(),
     }
 
-# Create and submit jobs to among the workers.
+# Create and submit jobs among the workers.
 submitted_jobs = [
-    client.submit(get_country_stats, country)
+    client.submit(get_country_stats, country, retries=5)
     for country in country_list
 ]
 
diff --git a/index.ipynb b/index.ipynb
index 9db0ed1..677804c 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -1,14 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#| hide\n"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -61,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -88,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -112,9 +103,94 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "17aa0dba96ba442892e6445f9721c007",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭──────────────────────────────── <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Package Info</span> ────────────────────────────────╮\n",
+       "│                    ╷                                                         │\n",
+       "│  <span style=\"font-weight: bold\"> Package          </span>│<span style=\"font-weight: bold\"> Note                                                  </span>  │\n",
+       "│ ╶──────────────────┼───────────────────────────────────────────────────────╴ │\n",
+       "│   earthengine-dask │ Wheel built from                                        │\n",
+       "│                    │ ~/Documents/GitHub/VorGeo/earthengine-dask              │\n",
+       "│                    ╵                                                         │\n",
+       "╰──────────────────────────────────────────────────────────────────────────────╯\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "╭──────────────────────────────── \u001b[1;32mPackage Info\u001b[0m ────────────────────────────────╮\n",
+       "│                    ╷                                                         │\n",
+       "│  \u001b[1m \u001b[0m\u001b[1mPackage         \u001b[0m\u001b[1m \u001b[0m│\u001b[1m \u001b[0m\u001b[1mNote                                                 \u001b[0m\u001b[1m \u001b[0m  │\n",
+       "│ ╶──────────────────┼───────────────────────────────────────────────────────╴ │\n",
+       "│   earthengine-dask │ Wheel built from                                        │\n",
+       "│                    │ ~/Documents/GitHub/VorGeo/earthengine-dask              │\n",
+       "│                    ╵                                                         │\n",
+       "╰──────────────────────────────────────────────────────────────────────────────╯\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "cd050b60dacf42a1973daaf94c721af2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Google Application Default Credentials have been written to a file on your Coiled VM(s).\n",
+      "These credentials will potentially be valid until explicitly revoked by running\n",
+      "gcloud auth application-default revoke\n"
+     ]
+    }
+   ],
    "source": [
     "cluster = ClusterGEE(\n",
     "    name='test-class-cluster',\n",
@@ -133,9 +209,226 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-6d2ffaee-1eab-11ef-acda-fe11494405b6</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "\n",
+       "        <tr>\n",
+       "        \n",
+       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
+       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> earthengine_dask.ClusterGEE</td>\n",
+       "        \n",
+       "        </tr>\n",
+       "\n",
+       "        \n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://cluster-zoqmf.dask.host/mnc9NHlG1-Dp_CBQ/status\" target=\"_blank\">https://cluster-zoqmf.dask.host/mnc9NHlG1-Dp_CBQ/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\"></td>\n",
+       "            </tr>\n",
+       "        \n",
+       "\n",
+       "        </table>\n",
+       "\n",
+       "        \n",
+       "\n",
+       "        \n",
+       "            <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
+       "            <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
+       "    <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
+       "    </div>\n",
+       "    <div style=\"margin-left: 48px;\">\n",
+       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">ClusterGEE</h3>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">test-class-cluster</p>\n",
+       "        <table style=\"width: 100%; text-align: left;\">\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Dashboard:</strong> <a href=\"https://cluster-zoqmf.dask.host/mnc9NHlG1-Dp_CBQ/status\" target=\"_blank\">https://cluster-zoqmf.dask.host/mnc9NHlG1-Dp_CBQ/status</a>\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Workers:</strong> 2\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total threads:</strong> 16\n",
+       "                </td>\n",
+       "                <td style=\"text-align: left;\">\n",
+       "                    <strong>Total memory:</strong> 61.17 GiB\n",
+       "                </td>\n",
+       "            </tr>\n",
+       "            \n",
+       "        </table>\n",
+       "\n",
+       "        <details>\n",
+       "            <summary style=\"margin-bottom: 20px;\">\n",
+       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
+       "            </summary>\n",
+       "\n",
+       "            <div style=\"\">\n",
+       "    <div>\n",
+       "        <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
+       "        <div style=\"margin-left: 48px;\">\n",
+       "            <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
+       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-81ff2eac-d070-45e0-8601-8eff06d7d72c</p>\n",
+       "            <table style=\"width: 100%; text-align: left;\">\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Comm:</strong> tls://10.2.0.48:8786\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Workers:</strong> 2\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Dashboard:</strong> <a href=\"http://10.2.0.48:8787/status\" target=\"_blank\">http://10.2.0.48:8787/status</a>\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total threads:</strong> 16\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "                <tr>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Started:</strong> Just now\n",
+       "                    </td>\n",
+       "                    <td style=\"text-align: left;\">\n",
+       "                        <strong>Total memory:</strong> 61.17 GiB\n",
+       "                    </td>\n",
+       "                </tr>\n",
+       "            </table>\n",
+       "        </div>\n",
+       "    </div>\n",
+       "\n",
+       "    <details style=\"margin-left: 48px;\">\n",
+       "        <summary style=\"margin-bottom: 20px;\">\n",
+       "            <h3 style=\"display: inline;\">Workers</h3>\n",
+       "        </summary>\n",
+       "\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: test-class-cluster-worker-5e0fe43b89</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tls://10.2.0.47:42155\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 8\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://10.2.0.47:8787/status\" target=\"_blank\">http://10.2.0.47:8787/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 30.58 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tls://10.2.0.47:45609\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /scratch/dask-scratch-space/worker-rk_7aw52\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "        <div style=\"margin-bottom: 20px;\">\n",
+       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
+       "            <div style=\"margin-left: 48px;\">\n",
+       "            <details>\n",
+       "                <summary>\n",
+       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: test-class-cluster-worker-b75971f916</h4>\n",
+       "                </summary>\n",
+       "                <table style=\"width: 100%; text-align: left;\">\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Comm: </strong> tls://10.2.0.46:39499\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Total threads: </strong> 8\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Dashboard: </strong> <a href=\"http://10.2.0.46:8787/status\" target=\"_blank\">http://10.2.0.46:8787/status</a>\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Memory: </strong> 30.58 GiB\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td style=\"text-align: left;\">\n",
+       "                            <strong>Nanny: </strong> tls://10.2.0.46:39223\n",
+       "                        </td>\n",
+       "                        <td style=\"text-align: left;\"></td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
+       "                            <strong>Local directory: </strong> /scratch/dask-scratch-space/worker-d0zam3_g\n",
+       "                        </td>\n",
+       "                    </tr>\n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                    \n",
+       "\n",
+       "                </table>\n",
+       "            </details>\n",
+       "            </div>\n",
+       "        </div>\n",
+       "        \n",
+       "\n",
+       "    </details>\n",
+       "</div>\n",
+       "\n",
+       "        </details>\n",
+       "    </div>\n",
+       "</div>\n",
+       "            </details>\n",
+       "        \n",
+       "\n",
+       "    </div>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "<Client: 'tls://10.2.0.48:8786' processes=2 threads=16, memory=61.17 GiB>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "client = cluster.get_client()\n",
     "client"
@@ -156,9 +449,129 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "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>country</th>\n",
+       "      <th>area_km2</th>\n",
+       "      <th>mean_elev</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Abyei Area</td>\n",
+       "      <td>10460</td>\n",
+       "      <td>402.592190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>642093</td>\n",
+       "      <td>1809.717311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Akrotiri</td>\n",
+       "      <td>127</td>\n",
+       "      <td>60.796081</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Aksai Chin</td>\n",
+       "      <td>30448</td>\n",
+       "      <td>5324.949965</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>28638</td>\n",
+       "      <td>689.740847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>West Bank</td>\n",
+       "      <td>5813</td>\n",
+       "      <td>341.715816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>Western Sahara</td>\n",
+       "      <td>269689</td>\n",
+       "      <td>253.175100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>281</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>454682</td>\n",
+       "      <td>932.051351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>754032</td>\n",
+       "      <td>1118.995950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>283</th>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>391916</td>\n",
+       "      <td>973.295555</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>284 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            country  area_km2    mean_elev\n",
+       "0        Abyei Area     10460   402.592190\n",
+       "1       Afghanistan    642093  1809.717311\n",
+       "2          Akrotiri       127    60.796081\n",
+       "3        Aksai Chin     30448  5324.949965\n",
+       "4           Albania     28638   689.740847\n",
+       "..              ...       ...          ...\n",
+       "279       West Bank      5813   341.715816\n",
+       "280  Western Sahara    269689   253.175100\n",
+       "281           Yemen    454682   932.051351\n",
+       "282          Zambia    754032  1118.995950\n",
+       "283        Zimbabwe    391916   973.295555\n",
+       "\n",
+       "[284 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Get a list of countries to analyze.\n",
     "country_fc = ee.FeatureCollection('USDOS/LSIB_SIMPLE/2017')\n",
@@ -177,9 +590,9 @@
     "                                       ).get('DEM').getInfo(),\n",
     "    }\n",
     "\n",
-    "# Create and submit jobs to among the workers.\n",
+    "# Create and submit jobs among the workers.\n",
     "submitted_jobs = [\n",
-    "    client.submit(get_country_stats, country)\n",
+    "    client.submit(get_country_stats, country, retries=5)\n",
     "    for country in country_list\n",
     "]\n",
     "\n",
@@ -198,7 +611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -208,9 +621,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "python3",
+   "display_name": "Python 3 (ipykernel)",
    "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": "3.11.9"
   }
  },
  "nbformat": 4,

Connection method: Cluster object	Cluster type: earthengine_dask.ClusterGEE
\n", + " Dashboard: https://cluster-zoqmf.dask.host/mnc9NHlG1-Dp_CBQ/status\n", + "
\n", + " Dashboard: https://cluster-zoqmf.dask.host/mnc9NHlG1-Dp_CBQ/status\n", + "	\n", + " Workers: 2\n", + "
\n", + " Total threads: 16\n", + "	\n", + " Total memory: 61.17 GiB\n", + "
\n", + " Comm: tls://10.2.0.48:8786\n", + "	\n", + " Workers: 2\n", + "
\n", + " Dashboard: http://10.2.0.48:8787/status\n", + "	\n", + " Total threads: 16\n", + "
\n", + " Started: Just now\n", + "	\n", + " Total memory: 61.17 GiB\n", + "
\n", + " Comm: tls://10.2.0.47:42155\n", + "	\n", + " Total threads: 8\n", + "
\n", + " Dashboard: http://10.2.0.47:8787/status\n", + "	\n", + " Memory: 30.58 GiB\n", + "
\n", + " Nanny: tls://10.2.0.47:45609\n", + "
\n", + " Local directory: /scratch/dask-scratch-space/worker-rk_7aw52\n", + "
\n", + " Comm: tls://10.2.0.46:39499\n", + "	\n", + " Total threads: 8\n", + "
\n", + " Dashboard: http://10.2.0.46:8787/status\n", + "	\n", + " Memory: 30.58 GiB\n", + "
\n", + " Nanny: tls://10.2.0.46:39223\n", + "
\n", + " Local directory: /scratch/dask-scratch-space/worker-d0zam3_g\n", + "
	country	area_km2	mean_elev
0	Abyei Area	10460	402.592190
1	Afghanistan	642093	1809.717311
2	Akrotiri	127	60.796081
3	Aksai Chin	30448	5324.949965
4	Albania	28638	689.740847
...	...	...	...
279	West Bank	5813	341.715816
280	Western Sahara	269689	253.175100
281	Yemen	454682	932.051351
282	Zambia	754032	1118.995950
283	Zimbabwe	391916	973.295555