diff --git a/.gitignore b/.gitignore
index e78f0ba..5e28fdb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -138,9 +138,17 @@ dmypy.json
sketch*
supervised_multidimensional_scaling/sketch*
+# Cached notebook activations
+activations/
+
# Manifold Discovery Results
.cache/
saved_results/
st_results/
# Mac system files
.DS_Store
+
+# Upstream tables for the city notebook: only the derived world_cities_continents.csv
+# is redistributed.
+docs/notebooks/worldcities.csv
+docs/notebooks/countries_by_continent.csv
diff --git a/docs/notebooks/city_geography_manifold.ipynb b/docs/notebooks/city_geography_manifold.ipynb
index d7683a7..a64fc98 100644
--- a/docs/notebooks/city_geography_manifold.ipynb
+++ b/docs/notebooks/city_geography_manifold.ipynb
@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 25,
"id": "7638dc5d",
"metadata": {},
"outputs": [],
@@ -33,6 +33,7 @@
"import numpy as np\n",
"import pandas as pd\n",
"import plotly.graph_objects as go\n",
+ "import plotly.io as pio\n",
"import torch\n",
"from nnsight import LanguageModel\n",
"from numpy.typing import NDArray\n",
@@ -42,7 +43,12 @@
"from sklearn.preprocessing import StandardScaler\n",
"from tqdm import tqdm\n",
"\n",
- "from smds import SupervisedMDS"
+ "from smds import SupervisedMDS\n",
+ "\n",
+ "# mkdocs-jupyter exports the docs with nbconvert, which has no renderer for plotly's own mime\n",
+ "# bundle and silently drops the figure. This renderer emits self-contained HTML with a plotly.js\n",
+ "# CDN tag instead, so `fig.show()` output survives the export and renders on the docs site.\n",
+ "pio.renderers.default = \"notebook_connected\"\n"
]
},
{
@@ -55,7 +61,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 26,
"id": "aff38436",
"metadata": {},
"outputs": [
@@ -127,7 +133,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 27,
"id": "ef15565a",
"metadata": {},
"outputs": [
@@ -234,7 +240,7 @@
"4 I live in Aalen Aalen Germany 48.8333 10.1000 Europe"
]
},
- "execution_count": 20,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -281,7 +287,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 28,
"id": "43e83615",
"metadata": {},
"outputs": [
@@ -375,7 +381,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 29,
"id": "be8e6126",
"metadata": {},
"outputs": [
@@ -437,7 +443,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 30,
"id": "5e07641b",
"metadata": {},
"outputs": [
@@ -451,41206 +457,48 @@
},
{
"data": {
- "application/vnd.plotly.v1+json": {
- "config": {
- "plotlyServerURL": "https://plot.ly"
- },
- "data": [
- {
- "colorscale": [
- [
- 0,
- "#9aa0a6"
- ],
- [
- 1,
- "#9aa0a6"
- ]
- ],
- "hoverinfo": "skip",
- "name": "template sphere",
- "opacity": 0.12,
- "showscale": false,
- "type": "surface",
- "x": {
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- 64.5431,
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- 45,
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- [
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- 101.6,
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- 34.3667,
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- [
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- ],
- [
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- [
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- [
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- [
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- ],
- [
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- [
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- [
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- [
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- 55.8892,
- 37.445,
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- 33.6422,
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- [
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- 16.4333,
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- [
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- "Syria",
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- ],
- [
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- 28.22,
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- ],
- [
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- "Russia",
- 57.4333,
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- ],
- [
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- "Iraq",
- 35.4667,
- 44.4,
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- ],
- [
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- "Russia",
- 58.6,
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- "held-out"
- ],
- [
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- "Russia",
- 43.9167,
- 42.7167,
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- ],
- [
- "Klintsy",
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- 52.75,
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- ],
- [
- "Ko Samui",
- "Thailand",
- 9.5,
- 100,
- "held-out"
- ],
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- "Uzbekistan",
- 39.7275,
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- ],
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- ],
- [
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- "Russia",
- 55.0833,
- 38.7833,
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- [
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- "Russia",
- 50.5667,
- 137,
- "held-out"
- ],
- [
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- "Russia",
- 55.1,
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- ],
- [
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- 44.2125,
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- ],
- [
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- 41.7259,
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- ],
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- 6.12,
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- ],
- [
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- 5.98,
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- "held-out"
- ],
- [
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- "Russia",
- 55.6617,
- 37.8672,
- "held-out"
- ],
- [
- "Kotlas",
- "Russia",
- 61.25,
- 46.6333,
- "held-out"
- ],
- [
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- "Russia",
- 45.0333,
- 38.9667,
- "held-out"
- ],
- [
- "Kuaidamao",
- "China",
- 41.7283,
- 125.9397,
- "held-out"
- ],
- [
- "Kuala Lumpur",
- "Malaysia",
- 3.1686,
- 101.698,
- "held-out"
- ],
- [
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- "Malaysia",
- 5.3304,
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- "held-out"
- ],
- [
- "Kuiju",
- "China",
- 36.8667,
- 119.4,
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- ],
- [
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- "Russia",
- 52.7667,
- 55.7833,
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- ],
- [
- "Kumul",
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- 42.8193,
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- ],
- [
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- "Afghanistan",
- 36.7286,
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- "held-out"
- ],
- [
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- "Russia",
- 57.4333,
- 56.9333,
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- ],
- [
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- 25.0464,
- 102.7094,
- "held-out"
- ],
- [
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- "Indonesia",
- -10.1702,
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- ],
- [
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- 41.7156,
- 82.9322,
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- ],
- [
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- "Russia",
- 55.4667,
- 65.35,
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- ],
- [
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- "Japan",
- 35.0117,
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- ],
- [
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- "Kazakhstan",
- 53.2833,
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- ],
- [
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- "Iran",
- 33.9825,
- 51.4325,
- "held-out"
- ],
- [
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- 34.69,
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- ],
- [
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- 35.6621,
- 138.5682,
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- ],
- [
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- "Iran",
- 31.2447,
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- ],
- [
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- "Tajikistan",
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- ],
- [
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- 18.0678,
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- ],
- [
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- 5.2803,
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- 23.7501,
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- 18.1978,
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- 35.54,
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- 35.6415,
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- 13.13,
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- 20.9143,
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- ],
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- "China",
- 28.978,
- 117.152,
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- ],
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- 29.6534,
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- ],
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- "China",
- 24.0519,
- 105.075,
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- ],
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- "China",
- 47.1314,
- 129.2906,
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- ],
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- 31.4306,
- 119.4788,
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- ],
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- 43.9681,
- 119.3756,
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- ],
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- "China",
- 38.3064,
- 114.3783,
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- ],
- [
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- 45.2819,
- 130.2519,
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- ],
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- 52.6167,
- 39.6,
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- 29.5333,
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- [
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- 10.917,
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- ],
- [
- "Long Mỹ",
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- 9.6814,
- 105.5708,
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- ],
- [
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- 10.3736,
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- ],
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- 25.1615,
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- ],
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- 41.3246,
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- ],
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- 47.3404,
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- ],
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- 42.7667,
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- ],
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- "Longquan",
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- 40.3703,
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- ],
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- "Longyan",
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- 25.076,
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- ],
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- "Longzhou",
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- 38.4348,
- 114.5465,
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- ],
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- "Louangphabang",
- "Laos",
- 19.89,
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- ],
- [
- "Luancheng",
- "China",
- 37.9003,
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- ],
- [
- "Lucena",
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- 13.93,
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- ],
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- "Luocheng",
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- 22.7689,
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- ],
- [
- "Luofeng",
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- 37.359,
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- ],
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- "Luoyang",
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- 34.6197,
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- ],
- [
- "Lupon",
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- 6.8969,
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- ],
- [
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- 36.4842,
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- ],
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- 58.1003,
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- "held-out"
- ],
- [
- "Lytkarino",
- "Russia",
- 55.5833,
- 37.9,
- "held-out"
- ],
- [
- "Lyubertsy",
- "Russia",
- 55.6783,
- 37.8944,
- "held-out"
- ],
- [
- "Lạng Sơn",
- "Vietnam",
- 21.8478,
- 106.7578,
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- ],
- [
- "Maasin",
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- 10.13,
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- ],
- [
- "Mae Sot",
- "Thailand",
- 16.7131,
- 98.5747,
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- ],
- [
- "Maebashi",
- "Japan",
- 36.3895,
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- ],
- [
- "Majalengka",
- "Indonesia",
- -6.8353,
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- "held-out"
- ],
- [
- "Majene",
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- -3.5403,
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- "held-out"
- ],
- [
- "Makati City",
- "Philippines",
- 14.5567,
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- "held-out"
- ],
- [
- "Makhachkala",
- "Russia",
- 42.9825,
- 47.505,
- "held-out"
- ],
- [
- "Mali",
- "China",
- 23.1262,
- 104.7409,
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- ],
- [
- "Malita",
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- 6.4108,
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- ],
- [
- "Malārd",
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- 35.6806,
- 50.9783,
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- ],
- [
- "Malāyer",
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- 34.3,
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- ],
- [
- "Mamuju",
- "Indonesia",
- -2.6833,
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- ],
- [
- "Mandalay",
- "Burma",
- 21.9831,
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- "held-out"
- ],
- [
- "Manokwari",
- "Indonesia",
- -0.8667,
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- "held-out"
- ],
- [
- "Mansehra",
- "Pakistan",
- 34.3339,
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- ],
- [
- "Marand",
- "Iran",
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- 45.7742,
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- ],
- [
- "Marawi City",
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- 8.0031,
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- ],
- [
- "Mary",
- "Turkmenistan",
- 37.6069,
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- ],
- [
- "Marāgheh",
- "Iran",
- 37.3894,
- 46.2378,
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- ],
- [
- "Masbate",
- "Philippines",
- 12.27,
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- ],
- [
- "Mashhad",
- "Iran",
- 36.3264,
- 59.5433,
- "held-out"
- ],
- [
- "Masjed Soleymān",
- "Iran",
- 31.96,
- 49.2881,
- "held-out"
- ],
- [
- "Mataram",
- "Indonesia",
- -8.5833,
- 116.1167,
- "held-out"
- ],
- [
- "Mati",
- "Philippines",
- 6.9483,
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- "held-out"
- ],
- [
- "Matsue",
- "Japan",
- 35.4681,
- 133.0486,
- "held-out"
- ],
- [
- "Maykop",
- "Russia",
- 44.6,
- 40.0833,
- "held-out"
- ],
- [
- "Maīmanah",
- "Afghanistan",
- 35.9333,
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- "held-out"
- ],
- [
- "Maḩmūd-e Rāqī",
- "Afghanistan",
- 35.0206,
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- "held-out"
- ],
- [
- "Ma‘arrat an Nu‘mān",
- "Syria",
- 35.6483,
- 36.6769,
- "held-out"
- ],
- [
- "Ma‘ān",
- "Jordan",
- 30.1962,
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- "held-out"
- ],
- [
- "Ma’anshan",
- "China",
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- "held-out"
- ],
- [
- "Mecca",
- "Saudi Arabia",
- 21.4225,
- 39.8261,
- "held-out"
- ],
- [
- "Medan",
- "Indonesia",
- 3.5894,
- 98.6739,
- "held-out"
- ],
- [
- "Megion",
- "Russia",
- 61.0331,
- 76.1097,
- "held-out"
- ],
- [
- "Meicheng",
- "China",
- 30.631,
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- ],
- [
- "Meleuz",
- "Russia",
- 52.95,
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- "held-out"
- ],
- [
- "Meshgīn Shahr",
- "Iran",
- 38.3906,
- 47.6742,
- "held-out"
- ],
- [
- "Miaoli",
- "Taiwan",
- 24.57,
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- "held-out"
- ],
- [
- "Miass",
- "Russia",
- 55,
- 60.1,
- "held-out"
- ],
- [
- "Mineral’nyye Vody",
- "Russia",
- 44.2167,
- 43.1333,
- "held-out"
- ],
- [
- "Mingxing",
- "China",
- 37.4264,
- 112.5442,
- "held-out"
- ],
- [
- "Minusinsk",
- "Russia",
- 53.7,
- 91.6833,
- "held-out"
- ],
- [
- "Minzhu",
- "China",
- 43.7238,
- 127.3448,
- "held-out"
- ],
- [
- "Mishan",
- "China",
- 45.5298,
- 131.8466,
- "held-out"
- ],
- [
- "Mobārakeh",
- "Iran",
- 32.3494,
- 51.5,
- "held-out"
- ],
- [
- "Mositai",
- "China",
- 45.5333,
- 119.6528,
- "held-out"
- ],
- [
- "Muntinlupa City",
- "Philippines",
- 14.38,
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- "held-out"
- ],
- [
- "Muscat",
- "Oman",
- 23.6139,
- 58.5922,
- "held-out"
- ],
- [
- "Mymensingh",
- "Bangladesh",
- 24.7504,
- 90.38,
- "held-out"
- ],
- [
- "Mörön",
- "Mongolia",
- 49.6375,
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- ],
- [
- "Mādabā",
- "Jordan",
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- ],
- [
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- 20.9221,
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- "held-out"
- ],
- [
- "Nabire",
- "Indonesia",
- -3.3622,
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- "held-out"
- ],
- [
- "Nada",
- "China",
- 19.5209,
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- ],
- [
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- "Japan",
- 32.7447,
- 129.8736,
- "held-out"
- ],
- [
- "Nagoya",
- "Japan",
- 35.1833,
- 136.9,
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- ],
- [
- "Nahāvand",
- "Iran",
- 34.1928,
- 48.3731,
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- [
- "Najrān",
- "Saudi Arabia",
- 17.4917,
- 44.1322,
- "held-out"
- ],
- [
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- "Korea, South",
- 35.0333,
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- ],
- [
- "Nakhon Pathom",
- "Thailand",
- 13.8206,
- 100.0625,
- "held-out"
- ],
- [
- "Nam Định",
- "Vietnam",
- 20.42,
- 106.1683,
- "held-out"
- ],
- [
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- "Korea, North",
- 42.2275,
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- ],
- [
- "Nangong",
- "China",
- 37.359,
- 115.409,
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- ],
- [
- "Nanjing",
- "China",
- 32.0608,
- 118.7789,
- "held-out"
- ],
- [
- "Nansan",
- "China",
- 23.7784,
- 98.8253,
- "held-out"
- ],
- [
- "Nantong",
- "China",
- 31.981,
- 120.894,
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- ],
- [
- "Nara",
- "Japan",
- 34.6844,
- 135.805,
- "held-out"
- ],
- [
- "Naro-Fominsk",
- "Russia",
- 55.3833,
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- [
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